diff --git a/.github/workflows/auto_assign.yml b/.github/workflows/auto_assign.yml
deleted file mode 100644
index 1d6bb02a..00000000
--- a/.github/workflows/auto_assign.yml
+++ /dev/null
@@ -1,17 +0,0 @@
-name: Issue Assignment
-
-on:
-  issues:
-    types: [opened]
-
-jobs:
-  auto-assign:
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-    steps:
-      - name: 'Auto-assign issue creator'
-        uses: pozil/auto-assign-issue@v2
-        with:
-          repo-token: ${{ secrets.GITHUB_TOKEN }} # Required token for authentication
-          assignees: ${{ github.event.issue.user.login }} # Auto-assign the issue creator
diff --git a/.github/workflows/auto_label.yml b/.github/workflows/auto_label.yml
index d13c5c59..e899e1b1 100644
--- a/.github/workflows/auto_label.yml
+++ b/.github/workflows/auto_label.yml
@@ -17,8 +17,7 @@ jobs:
       with:
         github_token: ${{ secrets.GITHUB_TOKEN }} 
         labels: |
-          gssoc-ext
-          hacktoberfest-accepted
+          ml-nexus
 
     - name: Add labels to new pull requests
       if: github.event_name == 'pull_request_target'
@@ -26,5 +25,5 @@ jobs:
       with:
         github_token: ${{ secrets.GITHUB_TOKEN }}
         labels: |
-          gssoc-ext
-          hacktoberfest-accepted
+          ml-nexus
+          
diff --git a/.github/workflows/autocomment-issue.yml b/.github/workflows/autocomment-issue.yml
index d2dfe68a..1fe71107 100644
--- a/.github/workflows/autocomment-issue.yml
+++ b/.github/workflows/autocomment-issue.yml
@@ -17,7 +17,7 @@ jobs:
         run: |
           COMMENT=$(cat <<EOF
           {
-            "body": "Thanks for creating the issue in ML-Nexus!🎉\nBefore you start working on your PR, please make sure to:\n - ⭐ Star the repository if you haven't already.\n - Pull the latest changes to avoid any merge conflicts.\n - Attach before & after screenshots in your PR for clarity.\n- Include the issue number in your PR description for better tracking.\n  Don't forget to follow @UppuluriKalyani – Project Admin – for more updates!\nTag @Neilblaze,@SaiNivedh26 for assigning the issue to you.\nHappy open-source contributing!☺️"
+            "body": "Thanks for creating the issue in ML-Nexus!🎉\nBefore you start working on your PR,\nPull the latest changes to avoid any merge conflicts.\n - Attach before & after screenshots in your PR for clarity.\n- Include the issue number in your PR description for better tracking.\nHappy open-source contributing!☺️"
           }
           EOF
           )
diff --git a/.github/workflows/autocomment-pr-raise.yml b/.github/workflows/autocomment-pr-raise.yml
index b4b7d689..3655d020 100644
--- a/.github/workflows/autocomment-pr-raise.yml
+++ b/.github/workflows/autocomment-pr-raise.yml
@@ -17,7 +17,7 @@ jobs:
       run: |
         COMMENT=$(cat <<EOF
         {
-          "body": "👋 Thank you for opening this pull request! We appreciate your contribution to improving this project. Your PR is under review, and we'll get back to you shortly. \nDon't forget to mention the issue you solved!.\n\nTo help move the process along, please tag @UppuluriKalyani, @Neilblaze, and @SaiNivedh26 for a faster review!"
+          "body": "👋 Thank you for opening this pull request! We appreciate your contribution to improving this project. Your PR is under review, and we'll get back to you shortly. \nDon't forget to mention the issue you solved!"
         }
         EOF
         )
@@ -37,7 +37,7 @@ jobs:
       run: |
         REVIEWERS=$(cat <<EOF
         {
-          "reviewers": ["UppuluriKalyani","Neilblaze","SaiNivedh26"]
+          "reviewers": ["UppuluriKalyani"]
         }
         EOF
         )
diff --git a/.github/workflows/issue-reminder.yml b/.github/workflows/issue-reminder.yml
deleted file mode 100644
index c8eb29b1..00000000
--- a/.github/workflows/issue-reminder.yml
+++ /dev/null
@@ -1,38 +0,0 @@
-name: Issue Reminder
-
-on:
-  schedule:
-    - cron: '15 4 * * *'  
-
-jobs:
-  remind-issues:
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Check for old issues
-        uses: actions/github-script@v6
-        with:
-          script: |
-            const { data: issues } = await github.issues.listForRepo({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              state: 'open',
-              per_page: 100, // Adjust as necessary
-            });
-
-            const now = new Date();
-            const sevenDaysAgo = new Date(now.setDate(now.getDate() - 7));
-
-            for (const issue of issues) {
-              const updatedAt = new Date(issue.updated_at);
-              if (updatedAt < sevenDaysAgo) {
-                const commentBody = `🚨 Reminder: This issue has been open for over 7 days without updates. Please take action!`;
-                
-                await github.issues.createComment({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
-                  issue_number: issue.number,
-                  body: commentBody,
-                });
-              }
-            }
diff --git a/Anomaly Detection Project/Anomaly_Detection_Project.ipynb b/Anomaly Detection Project/Anomaly_Detection_Project.ipynb
new file mode 100644
index 00000000..6f98f841
--- /dev/null
+++ b/Anomaly Detection Project/Anomaly_Detection_Project.ipynb	
@@ -0,0 +1,43 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "vscode": {
+     "languageId": "plaintext"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Import necessary libraries\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from sklearn.ensemble import IsolationForest\n",
+    "from sklearn.cluster import KMeans\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.metrics import confusion_matrix, classification_report\n",
+    "from sklearn.decomposition import PCA\n",
+    "\n",
+    "# Set plot style\n",
+    "sns.set(style=\"whitegrid\")\n",
+    "\n",
+    "# Load Dataset\n",
+    "# Replace 'data.csv' with your dataset file\n",
+    "data = pd.read_csv('data.csv')\n",
+    "\n",
+    "# Display the first few rows\n",
+    "data.head()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Anomaly Detection Project/anomalies_report.py b/Anomaly Detection Project/anomalies_report.py
new file mode 100644
index 00000000..17f84884
--- /dev/null
+++ b/Anomaly Detection Project/anomalies_report.py	
@@ -0,0 +1,15 @@
+# anomalies_report.py
+
+import pandas as pd
+
+# Load preprocessed data
+data = pd.read_csv('preprocessed_data.csv')
+
+# Identify anomalies based on both clustering and isolation forest
+anomalies_kmeans = data[data['Cluster'] == 1]  # From KMeans
+anomalies_isoforest = data[data['Anomaly'] == 1]  # From Isolation Forest
+
+# Combine and save identified anomalies from both methods
+anomalies_report = pd.concat([anomalies_kmeans, anomalies_isoforest]).drop_duplicates()
+anomalies_report.to_csv('anomalies_report.csv', index=False)
+print("Anomalies report saved as 'anomalies_report.csv'.")
diff --git a/Anomaly Detection Project/data_preprocessing.py b/Anomaly Detection Project/data_preprocessing.py
new file mode 100644
index 00000000..58c3879e
--- /dev/null
+++ b/Anomaly Detection Project/data_preprocessing.py	
@@ -0,0 +1,19 @@
+# data_preprocessing.py
+
+import pandas as pd
+from sklearn.preprocessing import StandardScaler
+
+# Load dataset
+data = pd.read_csv('raw_data.csv')  # Replace with the actual path to your dataset
+
+# Check for missing values and drop rows with missing values
+data = data.dropna()
+
+# Standardize data
+scaler = StandardScaler()
+data_scaled = scaler.fit_transform(data)
+data_scaled = pd.DataFrame(data_scaled, columns=data.columns)
+
+# Save preprocessed data to CSV
+data_scaled.to_csv('preprocessed_data.csv', index=False)
+print("Preprocessed data saved to 'preprocessed_data.csv'.")
diff --git a/Anomaly Detection Project/eda_visualizations.py b/Anomaly Detection Project/eda_visualizations.py
new file mode 100644
index 00000000..0c0dcd91
--- /dev/null
+++ b/Anomaly Detection Project/eda_visualizations.py	
@@ -0,0 +1,21 @@
+# eda_visualizations.py
+
+import pandas as pd
+import matplotlib.pyplot as plt
+import seaborn as sns
+
+# Load preprocessed data
+data = pd.read_csv('preprocessed_data.csv')
+
+# Set plot style
+sns.set(style="whitegrid")
+
+# Plot feature distributions
+fig, axes = plt.subplots(nrows=2, ncols=3, figsize=(15, 10))
+axes = axes.flatten()
+for i, col in enumerate(data.columns):
+    sns.histplot(data[col], kde=True, ax=axes[i])
+    axes[i].set_title(f"Distribution of {col}")
+plt.tight_layout()
+plt.savefig('eda_feature_distributions.png')
+plt.show()
diff --git a/Anomaly Detection Project/isolation_forest_anomaly_detection.py b/Anomaly Detection Project/isolation_forest_anomaly_detection.py
new file mode 100644
index 00000000..c03265ff
--- /dev/null
+++ b/Anomaly Detection Project/isolation_forest_anomaly_detection.py	
@@ -0,0 +1,38 @@
+# isolation_forest_anomaly_detection.py
+
+import pandas as pd
+from sklearn.ensemble import IsolationForest
+import joblib
+from sklearn.decomposition import PCA
+import matplotlib.pyplot as plt
+
+# Load preprocessed data
+data = pd.read_csv('preprocessed_data.csv')
+
+# Set Isolation Forest parameters
+contamination_rate = 0.05  # Adjust this value based on your dataset and anomaly expectations
+max_samples_value = "auto"  # Can be an integer or "auto" (256 or total sample size, whichever is smaller)
+
+# Isolation Forest with custom parameters
+iso_forest = IsolationForest(contamination=contamination_rate, max_samples=max_samples_value, random_state=42)
+data['Anomaly'] = iso_forest.fit_predict(data)
+
+# Convert labels for anomalies
+data['Anomaly'] = data['Anomaly'].apply(lambda x: 1 if x == -1 else 0)
+
+# Save the Isolation Forest model
+joblib.dump(iso_forest, 'isolation_forest_model.pkl')
+print("Isolation Forest model saved as 'isolation_forest_model.pkl'.")
+
+# Visualize anomalies with PCA
+pca = PCA(n_components=2)
+pca_data = pca.fit_transform(data.drop(columns=['Anomaly']))
+
+plt.figure(figsize=(10, 6))
+plt.scatter(pca_data[:, 0], pca_data[:, 1], c=data['Anomaly'], cmap='coolwarm', marker='o', alpha=0.6)
+plt.title("Isolation Forest Anomaly Detection with PCA")
+plt.xlabel("PCA Component 1")
+plt.ylabel("PCA Component 2")
+plt.colorbar(label="Anomaly")
+plt.savefig('isolation_forest_anomalies_pca.png')
+plt.show()
diff --git a/Anomaly Detection Project/kmeans_anomaly_detection.py b/Anomaly Detection Project/kmeans_anomaly_detection.py
new file mode 100644
index 00000000..aa18c662
--- /dev/null
+++ b/Anomaly Detection Project/kmeans_anomaly_detection.py	
@@ -0,0 +1,35 @@
+# kmeans_anomaly_detection.py
+
+import pandas as pd
+from sklearn.cluster import KMeans
+import joblib
+from sklearn.decomposition import PCA
+import matplotlib.pyplot as plt
+
+# Load preprocessed data
+data = pd.read_csv('preprocessed_data.csv')
+
+# KMeans Clustering
+kmeans = KMeans(n_clusters=2, random_state=42)
+kmeans.fit(data)
+data['Cluster'] = kmeans.labels_
+
+# Save the KMeans model
+joblib.dump(kmeans, 'kmeans_model.pkl')
+print("KMeans model saved as 'kmeans_model.pkl'.")
+
+# Identify anomalies based on cluster assignment
+anomalies_kmeans = data[data['Cluster'] == 1]
+
+# Visualize clusters with PCA
+pca = PCA(n_components=2)
+pca_data = pca.fit_transform(data.drop(columns=['Cluster']))
+
+plt.figure(figsize=(10, 6))
+plt.scatter(pca_data[:, 0], pca_data[:, 1], c=data['Cluster'], cmap='viridis', marker='o', alpha=0.6)
+plt.title("KMeans Clustering with PCA")
+plt.xlabel("PCA Component 1")
+plt.ylabel("PCA Component 2")
+plt.colorbar(label="Cluster")
+plt.savefig('kmeans_clusters_pca.png')
+plt.show()
diff --git a/Anomaly Detection Project/model_evaluation.py b/Anomaly Detection Project/model_evaluation.py
new file mode 100644
index 00000000..f2591857
--- /dev/null
+++ b/Anomaly Detection Project/model_evaluation.py	
@@ -0,0 +1,23 @@
+# model_evaluation.py
+
+import pandas as pd
+from sklearn.metrics import confusion_matrix, classification_report
+
+# Load data with true labels (replace 'TrueLabels' with the actual column if available)
+data = pd.read_csv('preprocessed_data.csv')
+# Assuming `TrueLabels` column exists in the original data
+
+# Evaluate Isolation Forest Model
+# Assuming 'TrueLabels' is in the original data and represents ground truth for anomalies
+# Uncomment and use if true labels are available
+
+# true_labels = data['TrueLabels']
+# print("Confusion Matrix (Isolation Forest):\n", confusion_matrix(true_labels, data['Anomaly']))
+# print("Classification Report (Isolation Forest):\n", classification_report(true_labels, data['Anomaly']))
+
+# Save the evaluation report to file
+# with open("evaluation_report.txt", "w") as f:
+#     f.write("Confusion Matrix (Isolation Forest):\n")
+#     f.write(str(confusion_matrix(true_labels, data['Anomaly'])) + "\n\n")
+#     f.write("Classification Report (Isolation Forest):\n")
+#     f.write(classification_report(true_labels, data['Anomaly']))
diff --git a/Anomaly Detection Project/readme.md b/Anomaly Detection Project/readme.md
new file mode 100644
index 00000000..8516573d
--- /dev/null
+++ b/Anomaly Detection Project/readme.md	
@@ -0,0 +1,188 @@
+# Anomaly Detection Project
+
+This project demonstrates how to detect anomalies (unusual patterns) in a dataset using machine learning techniques like **Isolation Forest** and **KMeans Clustering**. The goal is to identify anomalous behaviors that could indicate fraudulent transactions, network intrusions, or other forms of outliers.
+
+## Table of Contents
+
+- [Project Overview](#project-overview)
+- [Files and Their Purpose](#files-and-their-purpose)
+- [Installation Instructions](#installation-instructions)
+- [Usage Instructions](#usage-instructions)
+- [Dependencies](#dependencies)
+- [Model Explanation](#model-explanation)
+- [Results and Visualizations](#results-and-visualizations)
+- [Contributing](#contributing)
+
+## Project Overview
+
+This project uses **supervised and unsupervised machine learning techniques** to identify anomalies in a given dataset. The anomaly detection process involves:
+
+1. **Data Collection & Preprocessing**: Gathering and cleaning data by handling missing values and outliers.
+2. **Exploratory Data Analysis (EDA)**: Visualizing the data distributions, identifying potential anomalies, and calculating summary statistics.
+3. **Anomaly Detection Techniques**: Using **KMeans clustering** and **Isolation Forest** to detect anomalies.
+4. **Model Evaluation**: Evaluating the model performance with metrics like precision, recall, and F1 score (if ground truth labels are available).
+5. **Visualization**: Visualizing the anomalies detected using **PCA** and other plots.
+
+## Files and Their Purpose
+
+Here’s a breakdown of each script in the project:
+
+1. **`data_preprocessing.py`**:
+   - Handles data loading, cleaning, and preprocessing tasks.
+   - Deals with missing values, categorical data encoding, and outlier handling.
+
+2. **`eda_visualizations.py`**:
+   - Performs Exploratory Data Analysis (EDA).
+   - Visualizes the data distributions and detects potential anomalies through visual methods like histograms and scatter plots.
+
+3. **`kmeans_anomaly_detection.py`**:
+   - Implements anomaly detection using **KMeans clustering**.
+   - Identifies outliers based on clustering results.
+
+4. **`isolation_forest_anomaly_detection.py`**:
+   - Implements anomaly detection using the **Isolation Forest** algorithm.
+   - Detects anomalies by isolating points that are far from the rest of the data.
+   - Allows you to adjust `contamination` and `max_samples` parameters.
+
+5. **`model_evaluation.py`** (Optional):
+   - Evaluates the performance of anomaly detection techniques (if ground truth labels are available).
+   - Calculates precision, recall, F1 score, and other evaluation metrics.
+
+6. **`anomalies_report.py`**:
+   - Generates a report of the detected anomalies, which can be saved to a CSV or viewed as a summary.
+
+7. **`Anomaly_Detection_Project.ipynb`**:
+   - Jupyter notebook that integrates all the scripts above.
+   - Contains code, visualizations, and detailed explanations for the entire anomaly detection process.
+
+## Installation Instructions
+
+### Clone this repository
+To get started, clone the repository to your local machine using:
+
+```bash
+git clone https://github.com/your-username/Anomaly-Detection-Project.git
+cd Anomaly-Detection-Project
+```
+
+### Install dependencies
+This project requires Python 3.x. You can install the required libraries using **pip** by running the following command in your terminal:
+
+```bash
+pip install -r requirements.txt
+```
+
+If `requirements.txt` is not included, you can manually install the dependencies:
+
+```bash
+pip install pandas scikit-learn matplotlib seaborn joblib
+```
+
+## Usage Instructions
+
+### Step 1: Data Preprocessing
+Run the `data_preprocessing.py` script to preprocess the raw data. This will clean the data, handle missing values, and normalize it for anomaly detection:
+
+```bash
+python data_preprocessing.py
+```
+
+### Step 2: Exploratory Data Analysis (EDA)
+Run the `eda_visualizations.py` script to visualize the data distributions and identify potential anomalies:
+
+```bash
+python eda_visualizations.py
+```
+
+### Step 3: Anomaly Detection with KMeans
+Use **KMeans** to detect anomalies by running the `kmeans_anomaly_detection.py` script:
+
+```bash
+python kmeans_anomaly_detection.py
+```
+
+### Step 4: Anomaly Detection with Isolation Forest
+Use **Isolation Forest** to detect anomalies by running the `isolation_forest_anomaly_detection.py` script. Adjust parameters like `contamination` and `max_samples` as needed.
+
+```bash
+python isolation_forest_anomaly_detection.py
+```
+
+### Step 5: Model Evaluation (Optional)
+If you have ground truth labels, run `model_evaluation.py` to evaluate the performance of the anomaly detection models:
+
+```bash
+python model_evaluation.py
+```
+
+### Step 6: Generate Anomalies Report
+Run the `anomalies_report.py` script to generate and save a report of detected anomalies:
+
+```bash
+python anomalies_report.py
+```
+
+### Step 7: Jupyter Notebook Workflow
+Run the entire workflow within a Jupyter notebook for better visualization and step-by-step execution. Open the notebook:
+
+```bash
+jupyter notebook Anomaly_Detection_Project.ipynb
+```
+
+## Dependencies
+
+This project requires the following Python libraries:
+
+- `pandas`: For data manipulation and analysis.
+- `numpy`: For numerical operations.
+- `scikit-learn`: For machine learning models (KMeans and Isolation Forest).
+- `matplotlib`: For data visualization.
+- `seaborn`: For enhanced data visualizations.
+- `joblib`: For saving and loading models.
+
+You can install all dependencies with the command:
+
+```bash
+pip install -r requirements.txt
+```
+
+## Model Explanation
+
+- **KMeans Clustering**: This unsupervised learning algorithm groups data points into clusters. Points that do not belong to any well-defined cluster are considered anomalies.
+- **Isolation Forest**: This tree-based algorithm isolates anomalies by randomly selecting a feature and splitting the data. Anomalous points are those that are isolated more quickly than normal points.
+
+## Results and Visualizations
+
+The results of the anomaly detection process are visualized in several ways:
+
+1. **PCA Visualizations**: The results of the anomaly detection models (KMeans and Isolation Forest) are visualized using PCA (Principal Component Analysis), which reduces the dimensionality of the data to 2D for easy visualization.
+2. **Anomaly Distribution**: The distribution of detected anomalies is shown using scatter plots and heatmaps.
+
+## Contributing
+
+We welcome contributions to this project! If you have suggestions or want to add new features, feel free to fork this repository and submit a pull request.
+
+Please follow these steps to contribute:
+
+1. Fork the repository.
+2. Clone your fork to your local machine.
+3. Create a new branch for your feature (`git checkout -b feature-name`).
+4. Commit your changes (`git commit -m 'Add new feature'`).
+5. Push to your forked repository (`git push origin feature-name`).
+6. Submit a pull request.
+
+---
+
+Thank you for checking out the **Anomaly Detection Project**!
+
+```
+
+### Explanation of Sections
+
+1. **Project Overview**: Describes the project goals and steps involved.
+2. **Files and Their Purpose**: Details the role of each file in the project.
+3. **Installation Instructions**: How to clone the repo and set up dependencies.
+4. **Usage Instructions**: Walks through how to run each script step by step.
+5. **Model Explanation**: Brief overview of the machine learning models used (KMeans and Isolation Forest).
+6. **Results and Visualizations**: Explains how the anomalies are visualized and evaluated.
+7. **Contributing**: Encourages other developers to contribute by forking the repo and submitting pull requests.
diff --git a/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/Object Detection with COCO_dataset_using YOLO.ipynb b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/Object Detection with COCO_dataset_using YOLO.ipynb
new file mode 100644
index 00000000..f6440e94
--- /dev/null
+++ b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/Object Detection with COCO_dataset_using YOLO.ipynb	
@@ -0,0 +1,603 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "accelerator": "GPU"
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "OFO2T6koBBIj",
+        "outputId": "5c861300-5262-40ff-e19a-a5a29c560da4"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "fatal: destination path 'yolov5' already exists and is not an empty directory.\n",
+            "/content/yolov5\n",
+            "Requirement already satisfied: gitpython>=3.1.30 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 5)) (3.1.43)\n",
+            "Requirement already satisfied: matplotlib>=3.3 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 6)) (3.7.1)\n",
+            "Requirement already satisfied: numpy>=1.23.5 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 7)) (1.26.4)\n",
+            "Requirement already satisfied: opencv-python>=4.1.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 8)) (4.10.0.84)\n",
+            "Requirement already satisfied: pillow>=10.3.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 9)) (10.4.0)\n",
+            "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 10)) (5.9.5)\n",
+            "Requirement already satisfied: PyYAML>=5.3.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 11)) (6.0.2)\n",
+            "Requirement already satisfied: requests>=2.32.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 12)) (2.32.3)\n",
+            "Requirement already satisfied: scipy>=1.4.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 13)) (1.13.1)\n",
+            "Requirement already satisfied: thop>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 14)) (0.1.1.post2209072238)\n",
+            "Requirement already satisfied: torch>=1.8.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 15)) (2.4.0+cu121)\n",
+            "Requirement already satisfied: torchvision>=0.9.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 16)) (0.19.0+cu121)\n",
+            "Requirement already satisfied: tqdm>=4.64.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 17)) (4.66.5)\n",
+            "Requirement already satisfied: ultralytics>=8.2.34 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 18)) (8.2.94)\n",
+            "Requirement already satisfied: pandas>=1.1.4 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 27)) (2.1.4)\n",
+            "Requirement already satisfied: seaborn>=0.11.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 28)) (0.13.1)\n",
+            "Requirement already satisfied: setuptools>=70.0.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 42)) (71.0.4)\n",
+            "Requirement already satisfied: gitdb<5,>=4.0.1 in /usr/local/lib/python3.10/dist-packages (from gitpython>=3.1.30->-r requirements.txt (line 5)) (4.0.11)\n",
+            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (1.3.0)\n",
+            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (0.12.1)\n",
+            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (4.53.1)\n",
+            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (1.4.7)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (24.1)\n",
+            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (3.1.4)\n",
+            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (2.8.2)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.0->-r requirements.txt (line 12)) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.0->-r requirements.txt (line 12)) (3.8)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.0->-r requirements.txt (line 12)) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.0->-r requirements.txt (line 12)) (2024.8.30)\n",
+            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (3.16.0)\n",
+            "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (4.12.2)\n",
+            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (1.13.2)\n",
+            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (3.3)\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (3.1.4)\n",
+            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (2024.6.1)\n",
+            "Requirement already satisfied: py-cpuinfo in /usr/local/lib/python3.10/dist-packages (from ultralytics>=8.2.34->-r requirements.txt (line 18)) (9.0.0)\n",
+            "Requirement already satisfied: ultralytics-thop>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics>=8.2.34->-r requirements.txt (line 18)) (2.0.6)\n",
+            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.4->-r requirements.txt (line 27)) (2024.2)\n",
+            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.4->-r requirements.txt (line 27)) (2024.1)\n",
+            "Requirement already satisfied: smmap<6,>=3.0.1 in /usr/local/lib/python3.10/dist-packages (from gitdb<5,>=4.0.1->gitpython>=3.1.30->-r requirements.txt (line 5)) (5.0.1)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=3.3->-r requirements.txt (line 6)) (1.16.0)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.8.0->-r requirements.txt (line 15)) (2.1.5)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.8.0->-r requirements.txt (line 15)) (1.3.0)\n"
+          ]
+        }
+      ],
+      "source": [
+        "!git clone https://github.com/ultralytics/yolov5\n",
+        "\n",
+        "%cd yolov5\n",
+        "\n",
+        "!pip install -r requirements.txt\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import torch\n",
+        "import cv2\n",
+        "import matplotlib.pyplot as plt\n",
+        "import numpy as np\n",
+        "\n",
+        "\n",
+        "model = torch.hub.load('ultralytics/yolov5', 'yolov5s', pretrained=True)\n",
+        "\n",
+        "model.eval()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "jcqGoV8gCahr",
+        "outputId": "c8863082-5fb6-4aee-ccf0-f76331dfedbc"
+      },
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/torch/hub.py:295: UserWarning: You are about to download and run code from an untrusted repository. In a future release, this won't be allowed. To add the repository to your trusted list, change the command to {calling_fn}(..., trust_repo=False) and a command prompt will appear asking for an explicit confirmation of trust, or load(..., trust_repo=True), which will assume that the prompt is to be answered with 'yes'. You can also use load(..., trust_repo='check') which will only prompt for confirmation if the repo is not already trusted. This will eventually be the default behaviour\n",
+            "  warnings.warn(\n",
+            "Downloading: \"https://github.com/ultralytics/yolov5/zipball/master\" to /root/.cache/torch/hub/master.zip\n",
+            "YOLOv5 🚀 2024-9-16 Python-3.10.12 torch-2.4.0+cu121 CUDA:0 (Tesla T4, 15102MiB)\n",
+            "\n",
+            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5s.pt to yolov5s.pt...\n",
+            "100%|██████████| 14.1M/14.1M [00:00<00:00, 38.7MB/s]\n",
+            "\n",
+            "Fusing layers... \n",
+            "YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients, 16.4 GFLOPs\n",
+            "Adding AutoShape... \n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "AutoShape(\n",
+              "  (model): DetectMultiBackend(\n",
+              "    (model): DetectionModel(\n",
+              "      (model): Sequential(\n",
+              "        (0): Conv(\n",
+              "          (conv): Conv2d(3, 32, kernel_size=(6, 6), stride=(2, 2), padding=(2, 2))\n",
+              "          (act): SiLU(inplace=True)\n",
+              "        )\n",
+              "        (1): Conv(\n",
+              "          (conv): Conv2d(32, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
+              "          (act): SiLU(inplace=True)\n",
+              "        )\n",
+              "        (2): C3(\n",
+              "          (cv1): Conv(\n",
+              "            (conv): Conv2d(64, 32, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv2): Conv(\n",
+              "            (conv): Conv2d(64, 32, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv3): Conv(\n",
+              "            (conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (m): Sequential(\n",
+              "            (0): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(32, 32, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "          )\n",
+              "        )\n",
+              "        (3): Conv(\n",
+              "          (conv): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
+              "          (act): SiLU(inplace=True)\n",
+              "        )\n",
+              "        (4): C3(\n",
+              "          (cv1): Conv(\n",
+              "            (conv): Conv2d(128, 64, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv2): Conv(\n",
+              "            (conv): Conv2d(128, 64, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv3): Conv(\n",
+              "            (conv): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (m): Sequential(\n",
+              "            (0): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "            (1): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "          )\n",
+              "        )\n",
+              "        (5): Conv(\n",
+              "          (conv): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
+              "          (act): SiLU(inplace=True)\n",
+              "        )\n",
+              "        (6): C3(\n",
+              "          (cv1): Conv(\n",
+              "            (conv): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv2): Conv(\n",
+              "            (conv): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv3): Conv(\n",
+              "            (conv): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (m): Sequential(\n",
+              "            (0): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "            (1): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "            (2): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "          )\n",
+              "        )\n",
+              "        (7): Conv(\n",
+              "          (conv): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
+              "          (act): SiLU(inplace=True)\n",
+              "        )\n",
+              "        (8): C3(\n",
+              "          (cv1): Conv(\n",
+              "            (conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv2): Conv(\n",
+              "            (conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv3): Conv(\n",
+              "            (conv): Conv2d(512, 512, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (m): Sequential(\n",
+              "            (0): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "          )\n",
+              "        )\n",
+              "        (9): SPPF(\n",
+              "          (cv1): Conv(\n",
+              "            (conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv2): Conv(\n",
+              "            (conv): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (m): MaxPool2d(kernel_size=5, stride=1, padding=2, dilation=1, ceil_mode=False)\n",
+              "        )\n",
+              "        (10): Conv(\n",
+              "          (conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "          (act): SiLU(inplace=True)\n",
+              "        )\n",
+              "        (11): Upsample(scale_factor=2.0, mode='nearest')\n",
+              "        (12): Concat()\n",
+              "        (13): C3(\n",
+              "          (cv1): Conv(\n",
+              "            (conv): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv2): Conv(\n",
+              "            (conv): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv3): Conv(\n",
+              "            (conv): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (m): Sequential(\n",
+              "            (0): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "          )\n",
+              "        )\n",
+              "        (14): Conv(\n",
+              "          (conv): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "          (act): SiLU(inplace=True)\n",
+              "        )\n",
+              "        (15): Upsample(scale_factor=2.0, mode='nearest')\n",
+              "        (16): Concat()\n",
+              "        (17): C3(\n",
+              "          (cv1): Conv(\n",
+              "            (conv): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv2): Conv(\n",
+              "            (conv): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv3): Conv(\n",
+              "            (conv): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (m): Sequential(\n",
+              "            (0): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "          )\n",
+              "        )\n",
+              "        (18): Conv(\n",
+              "          (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
+              "          (act): SiLU(inplace=True)\n",
+              "        )\n",
+              "        (19): Concat()\n",
+              "        (20): C3(\n",
+              "          (cv1): Conv(\n",
+              "            (conv): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv2): Conv(\n",
+              "            (conv): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv3): Conv(\n",
+              "            (conv): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (m): Sequential(\n",
+              "            (0): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "          )\n",
+              "        )\n",
+              "        (21): Conv(\n",
+              "          (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
+              "          (act): SiLU(inplace=True)\n",
+              "        )\n",
+              "        (22): Concat()\n",
+              "        (23): C3(\n",
+              "          (cv1): Conv(\n",
+              "            (conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv2): Conv(\n",
+              "            (conv): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (cv3): Conv(\n",
+              "            (conv): Conv2d(512, 512, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (act): SiLU(inplace=True)\n",
+              "          )\n",
+              "          (m): Sequential(\n",
+              "            (0): Bottleneck(\n",
+              "              (cv1): Conv(\n",
+              "                (conv): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "              (cv2): Conv(\n",
+              "                (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+              "                (act): SiLU(inplace=True)\n",
+              "              )\n",
+              "            )\n",
+              "          )\n",
+              "        )\n",
+              "        (24): Detect(\n",
+              "          (m): ModuleList(\n",
+              "            (0): Conv2d(128, 255, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (1): Conv2d(256, 255, kernel_size=(1, 1), stride=(1, 1))\n",
+              "            (2): Conv2d(512, 255, kernel_size=(1, 1), stride=(1, 1))\n",
+              "          )\n",
+              "        )\n",
+              "      )\n",
+              "    )\n",
+              "  )\n",
+              ")"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 2
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def preprocess_image(image_path):\n",
+        "\n",
+        "    img = cv2.imread(image_path)\n",
+        "\n",
+        "    img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
+        "\n",
+        "    return img\n"
+      ],
+      "metadata": {
+        "id": "Jh80XUG5Cae8"
+      },
+      "execution_count": 3,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def detect_objects(image):\n",
+        "\n",
+        "    results = model(image)\n",
+        "\n",
+        "    return results\n",
+        "\n",
+        "\n",
+        "image_path = '/content/ob_det.jpeg'\n",
+        "image = preprocess_image(image_path)\n",
+        "\n",
+        "\n",
+        "results = detect_objects(image)\n",
+        "\n",
+        "results.print()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "6yqicSIaCacf",
+        "outputId": "8d154e56-2508-49fb-c317-1e81feac75bf"
+      },
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/root/.cache/torch/hub/ultralytics_yolov5_master/models/common.py:892: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n",
+            "  with amp.autocast(autocast):\n",
+            "WARNING ⚠️ NMS time limit 0.550s exceeded\n",
+            "image 1/1: 138x366 1 potted plant, 1 tv, 1 keyboard, 1 cell phone, 1 vase\n",
+            "Speed: 9.6ms pre-process, 102.5ms inference, 784.4ms NMS per image at shape (1, 3, 256, 640)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "results.show()\n",
+        "\n",
+        "results.save('path_to_save_result_image')\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 172
+        },
+        "id": "XuLWldaQCaZt",
+        "outputId": "8a4e9c83-ad92-4c65-c4db-8b678843c880"
+      },
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<PIL.Image.Image image mode=RGB size=366x138>"
+            ],
+            "image/png": "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\n",
+            "image/jpeg": "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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "Saved 1 image to \u001b[1mruns/detect/exp\u001b[0m\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import torch\n",
+        "import cv2\n",
+        "import csv\n",
+        "from collections import Counter\n",
+        "\n",
+        "\n",
+        "model = torch.hub.load('ultralytics/yolov5', 'yolov5s', pretrained=True)\n",
+        "\n",
+        "def detect_video(video_path=None):\n",
+        "    cap = cv2.VideoCapture(0 if video_path is None else video_path)\n",
+        "\n",
+        "    while cap.isOpened():\n",
+        "        ret, frame = cap.read()\n",
+        "        if not ret:\n",
+        "            break\n",
+        "\n",
+        "        results = model(frame)\n",
+        "        labels = results.xyxyn[0][:, -1].cpu().numpy()\n",
+        "        label_counts = Counter(labels)\n",
+        "        print(label_counts)\n",
+        "\n",
+        "\n",
+        "        if 'person' in [model.names[int(label)] for label in labels]:\n",
+        "            print(\"ALERT: Person detected!\")\n",
+        "\n",
+        "\n",
+        "        cv2.imshow('YOLOv5 Object Detection', np.squeeze(results.render()))\n",
+        "        if cv2.waitKey(1) & 0xFF == ord('q'):\n",
+        "            break\n",
+        "\n",
+        "    cap.release()\n",
+        "    cv2.destroyAllWindows()\n",
+        "\n",
+        "\n",
+        "detect_video()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Qu7jXZ93ET1W",
+        "outputId": "c4d311fa-1c92-4318-b061-eb2f3ecc237e"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "Using cache found in /root/.cache/torch/hub/ultralytics_yolov5_master\n",
+            "YOLOv5 🚀 2024-9-16 Python-3.10.12 torch-2.4.0+cu121 CUDA:0 (Tesla T4, 15102MiB)\n",
+            "\n",
+            "Fusing layers... \n",
+            "YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients, 16.4 GFLOPs\n",
+            "Adding AutoShape... \n"
+          ]
+        }
+      ]
+    }
+  ]
+}
diff --git a/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/README.md b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/README.md
new file mode 100644
index 00000000..a9604e8b
--- /dev/null
+++ b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/README.md	
@@ -0,0 +1,26 @@
+# Project Title: Object Detection with YOLOv5
+
+Project Description:
+--------------------
+This project implements an object detection system using the YOLOv5 (You Only Look Once) model. YOLOv5 is a state-of-the-art, real-time object detection algorithm that is both fast and accurate. This system can detect multiple objects in images or video streams and can be further fine-tuned for custom datasets. It includes training the YOLOv5 model, evaluating it on a test dataset, and running real-time inference.
+
+Features:
+---------
+Real-time object detection on images and video streams.
+Training the YOLOv5 model on custom datasets.
+Evaluation using key metrics such as Precision, Recall, Intersection over Union (IoU), and Mean Average Precision (mAP).
+Deployment for detecting objects in images and video streams (GPU requirements for this case is much preferrable)
+Model robustness testing with image augmentations.
+
+Requirements:
+--------------
+Python 3.7+
+PyTorch 1.7+
+YOLOv5 (via the ultralytics/yolov5 repository)
+Common libraries:
+numpy
+opencv-python
+torch
+pillow
+matplotlib
+albumentations
diff --git a/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/coco_img_YOLO_model b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/coco_img_YOLO_model
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/coco_img_YOLO_model	
@@ -0,0 +1 @@
+
diff --git a/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/gitignore.txt b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/gitignore.txt
new file mode 100644
index 00000000..33ea175b
--- /dev/null
+++ b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/gitignore.txt	
@@ -0,0 +1,38 @@
+__pycache__/
+*.py[cod]
+*.so
+
+.ipynb_checkpoints/
+
+# Python virtual environments
+env/
+venv/
+
+# YOLOv5 Weights
+*.pt
+runs/
+weights/
+
+
+*.log
+
+
+*.o
+*.a
+*.out
+*.exe
+
+# Data files
+data/
+*.csv
+*.json
+
+# System files
+.DS_Store
+Thumbs.db
+
+# PyCharm/IDEA
+.idea/
+
+# Visual Studio Code
+.vscode/
diff --git a/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/obj-det-output.png b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/obj-det-output.png
new file mode 100644
index 00000000..29361c25
Binary files /dev/null and b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/obj-det-output.png differ
diff --git a/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/requirements.txt b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/requirements.txt
new file mode 100644
index 00000000..37fd6916
--- /dev/null
+++ b/Computer Vision/Object detection using COCO dataset with YOLO_v5 advanced model/requirements.txt	
@@ -0,0 +1,16 @@
+torch>=1.7.0
+torchvision>=0.8.0
+matplotlib>=3.2.2
+numpy>=1.18.5
+opencv-python>=4.1.2
+pillow>=7.1.2
+PyYAML>=5.3.1
+tqdm>=4.64.0
+scipy>=1.4.1
+tensorboard>=2.4.1
+seaborn>=0.11.0
+pandas>=1.1.4
+albumentations>=0.5.2
+ipython>=7.16.1
+jupyterlab>=2.1.5
+requests>=2.23.0
diff --git a/Computer Vision/Text_Extractor/EasyOCR/EasyOCR_output_pdf.pdf b/Computer Vision/Text_Extractor/EasyOCR/EasyOCR_output_pdf.pdf
new file mode 100644
index 00000000..0d3d0a40
Binary files /dev/null and b/Computer Vision/Text_Extractor/EasyOCR/EasyOCR_output_pdf.pdf differ
diff --git a/Computer Vision/Text_Extractor/EasyOCR/EasyOCR_output_text.txt b/Computer Vision/Text_Extractor/EasyOCR/EasyOCR_output_text.txt
new file mode 100644
index 00000000..9b6172f5
--- /dev/null
+++ b/Computer Vision/Text_Extractor/EasyOCR/EasyOCR_output_text.txt	
@@ -0,0 +1,4 @@
+SEE
+LIGHT
+In THE
+DARKNESS
\ No newline at end of file
diff --git a/Computer Vision/Text_Extractor/EasyOCR/Easy_OCR_code.ipynb b/Computer Vision/Text_Extractor/EasyOCR/Easy_OCR_code.ipynb
new file mode 100644
index 00000000..b3cca3eb
--- /dev/null
+++ b/Computer Vision/Text_Extractor/EasyOCR/Easy_OCR_code.ipynb	
@@ -0,0 +1,277 @@
+{
+  "cells": [
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install easyocr"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "collapsed": true,
+        "id": "lsSJ-LCbo2w-",
+        "outputId": "8c6ff71f-2692-4e10-961d-497001938cc3"
+      },
+      "execution_count": 1,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting easyocr\n",
+            "  Downloading easyocr-1.7.2-py3-none-any.whl.metadata (10 kB)\n",
+            "Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (from easyocr) (2.5.0+cu121)\n",
+            "Requirement already satisfied: torchvision>=0.5 in /usr/local/lib/python3.10/dist-packages (from easyocr) (0.20.0+cu121)\n",
+            "Requirement already satisfied: opencv-python-headless in /usr/local/lib/python3.10/dist-packages (from easyocr) (4.10.0.84)\n",
+            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from easyocr) (1.13.1)\n",
+            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from easyocr) (1.26.4)\n",
+            "Requirement already satisfied: Pillow in /usr/local/lib/python3.10/dist-packages (from easyocr) (10.4.0)\n",
+            "Requirement already satisfied: scikit-image in /usr/local/lib/python3.10/dist-packages (from easyocr) (0.24.0)\n",
+            "Collecting python-bidi (from easyocr)\n",
+            "  Downloading python_bidi-0.6.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.9 kB)\n",
+            "Requirement already satisfied: PyYAML in /usr/local/lib/python3.10/dist-packages (from easyocr) (6.0.2)\n",
+            "Requirement already satisfied: Shapely in /usr/local/lib/python3.10/dist-packages (from easyocr) (2.0.6)\n",
+            "Collecting pyclipper (from easyocr)\n",
+            "  Downloading pyclipper-1.3.0.post6-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl.metadata (9.0 kB)\n",
+            "Collecting ninja (from easyocr)\n",
+            "  Downloading ninja-1.11.1.1-py2.py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl.metadata (5.3 kB)\n",
+            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (3.16.1)\n",
+            "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (4.12.2)\n",
+            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (3.4.2)\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (3.1.4)\n",
+            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (2024.10.0)\n",
+            "Requirement already satisfied: sympy==1.13.1 in /usr/local/lib/python3.10/dist-packages (from torch->easyocr) (1.13.1)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy==1.13.1->torch->easyocr) (1.3.0)\n",
+            "Requirement already satisfied: imageio>=2.33 in /usr/local/lib/python3.10/dist-packages (from scikit-image->easyocr) (2.36.0)\n",
+            "Requirement already satisfied: tifffile>=2022.8.12 in /usr/local/lib/python3.10/dist-packages (from scikit-image->easyocr) (2024.9.20)\n",
+            "Requirement already satisfied: packaging>=21 in /usr/local/lib/python3.10/dist-packages (from scikit-image->easyocr) (24.1)\n",
+            "Requirement already satisfied: lazy-loader>=0.4 in /usr/local/lib/python3.10/dist-packages (from scikit-image->easyocr) (0.4)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch->easyocr) (3.0.2)\n",
+            "Downloading easyocr-1.7.2-py3-none-any.whl (2.9 MB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.9/2.9 MB\u001b[0m \u001b[31m48.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hDownloading ninja-1.11.1.1-py2.py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl (307 kB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m307.2/307.2 kB\u001b[0m \u001b[31m22.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hDownloading pyclipper-1.3.0.post6-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (912 kB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m912.2/912.2 kB\u001b[0m \u001b[31m44.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hDownloading python_bidi-0.6.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (286 kB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m286.8/286.8 kB\u001b[0m \u001b[31m19.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hInstalling collected packages: python-bidi, pyclipper, ninja, easyocr\n",
+            "Successfully installed easyocr-1.7.2 ninja-1.11.1.1 pyclipper-1.3.0.post6 python-bidi-0.6.3\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install fpdf"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "RzslMvBT3m8B",
+        "outputId": "42040908-5521-4b4e-e453-f29357b1017b"
+      },
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting fpdf\n",
+            "  Downloading fpdf-1.7.2.tar.gz (39 kB)\n",
+            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Building wheels for collected packages: fpdf\n",
+            "  Building wheel for fpdf (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for fpdf: filename=fpdf-1.7.2-py2.py3-none-any.whl size=40704 sha256=ba17c004c11322432e0424a6f6b30cf73adc4f92d3b4827fb4634d993ea06273\n",
+            "  Stored in directory: /root/.cache/pip/wheels/f9/95/ba/f418094659025eb9611f17cbcaf2334236bf39a0c3453ea455\n",
+            "Successfully built fpdf\n",
+            "Installing collected packages: fpdf\n",
+            "Successfully installed fpdf-1.7.2\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {
+        "id": "vj6ee7edoVGP"
+      },
+      "outputs": [],
+      "source": [
+        "from easyocr import Reader\n",
+        "from PIL import Image\n",
+        "from io import BytesIO\n",
+        "import numpy as np"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "uCLVTVS6oVGR",
+        "outputId": "8230340d-b821-40da-cc6e-cbeaca35f28b"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "WARNING:easyocr.easyocr:Downloading detection model, please wait. This may take several minutes depending upon your network connection.\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Progress: |██████████████████████████████████████████████████| 100.0% Complete"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "WARNING:easyocr.easyocr:Downloading recognition model, please wait. This may take several minutes depending upon your network connection.\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Progress: |██████████████████████████████████████████████████| 100.0% Complete"
+          ]
+        }
+      ],
+      "source": [
+        "# Loading model for the English language\n",
+        "language_reader = Reader([\"en\"])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def extract_txt_from_img(file_path):\n",
+        "\n",
+        "    image = Image.open(file_path)\n",
+        "\n",
+        "    image_np = np.array(image)\n",
+        "    text = language_reader.readtext(image_np)\n",
+        "    extracted_text = \"\\n\".join([result[1] for result in text])\n",
+        "\n",
+        "    return extracted_text"
+      ],
+      "metadata": {
+        "id": "RypAbeHmsmfc"
+      },
+      "execution_count": 4,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "filepath = \"testimg6.jfif\"\n",
+        "img_to_text = extract_txt_from_img(filepath)\n",
+        "print(img_to_text)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "TJGr3qmvtLmJ",
+        "outputId": "6ebf19ca-1c31-41e3-8bb0-c458d3993ad7"
+      },
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "SEE\n",
+            "LIGHT\n",
+            "In THE\n",
+            "DARKNESS\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# making text file\n",
+        "def save_text_as_file(text, text_file_path):\n",
+        "    with open(text_file_path, 'w') as file:\n",
+        "        file.write(text)"
+      ],
+      "metadata": {
+        "id": "d7Cs1Hvw3Rfq"
+      },
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "save_text_as_file(img_to_text, \"/content/EasyOCR_output_text.txt\")"
+      ],
+      "metadata": {
+        "id": "k3VnYn-d3W67"
+      },
+      "execution_count": 9,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# making pdf file\n",
+        "from fpdf import FPDF\n",
+        "def save_text_as_pdf(text, pdf_file_path):\n",
+        "    pdf = FPDF()\n",
+        "    pdf.set_auto_page_break(auto=True, margin=15)\n",
+        "    pdf.add_page()\n",
+        "\n",
+        "    pdf.set_font(\"Arial\", size=12)\n",
+        "    pdf.multi_cell(0, 10, text)\n",
+        "\n",
+        "    pdf.output(pdf_file_path)"
+      ],
+      "metadata": {
+        "id": "ifn93tls3r7Z"
+      },
+      "execution_count": 11,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "save_text_as_pdf(img_to_text, \"/content/EasyOCR_output_pdf.pdf\")"
+      ],
+      "metadata": {
+        "id": "Cg6zo_Ew3v6l"
+      },
+      "execution_count": 12,
+      "outputs": []
+    }
+  ],
+  "metadata": {
+    "language_info": {
+      "name": "python"
+    },
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "accelerator": "GPU",
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}
\ No newline at end of file
diff --git a/Computer Vision/Text_Extractor/EasyOCR/easyOCR_output.png b/Computer Vision/Text_Extractor/EasyOCR/easyOCR_output.png
new file mode 100644
index 00000000..c06bc6c3
Binary files /dev/null and b/Computer Vision/Text_Extractor/EasyOCR/easyOCR_output.png differ
diff --git a/Computer Vision/Text_Extractor/EasyOCR/testimg_easyOCR.jfif b/Computer Vision/Text_Extractor/EasyOCR/testimg_easyOCR.jfif
new file mode 100644
index 00000000..70478498
Binary files /dev/null and b/Computer Vision/Text_Extractor/EasyOCR/testimg_easyOCR.jfif differ
diff --git a/Computer Vision/Text_Extractor/Tesseract/Tesseract_output_pdf.pdf b/Computer Vision/Text_Extractor/Tesseract/Tesseract_output_pdf.pdf
new file mode 100644
index 00000000..c0a67625
Binary files /dev/null and b/Computer Vision/Text_Extractor/Tesseract/Tesseract_output_pdf.pdf differ
diff --git a/Computer Vision/Text_Extractor/Tesseract/Tesseract_output_text.txt b/Computer Vision/Text_Extractor/Tesseract/Tesseract_output_text.txt
new file mode 100644
index 00000000..295f545d
--- /dev/null
+++ b/Computer Vision/Text_Extractor/Tesseract/Tesseract_output_text.txt	
@@ -0,0 +1,4 @@
+The Quick Brown
+Fox Jumps Over
+The Lazy Dog
+
\ No newline at end of file
diff --git a/Computer Vision/Text_Extractor/Tesseract/Test_img_tessseract.png b/Computer Vision/Text_Extractor/Tesseract/Test_img_tessseract.png
new file mode 100644
index 00000000..504cadb9
Binary files /dev/null and b/Computer Vision/Text_Extractor/Tesseract/Test_img_tessseract.png differ
diff --git a/Computer Vision/Text_Extractor/Tesseract/pyTesseract_code.ipynb b/Computer Vision/Text_Extractor/Tesseract/pyTesseract_code.ipynb
new file mode 100644
index 00000000..3d079480
--- /dev/null
+++ b/Computer Vision/Text_Extractor/Tesseract/pyTesseract_code.ipynb	
@@ -0,0 +1,204 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "accelerator": "GPU"
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "source": [
+        "!apt update\n",
+        "!apt install -y tesseract-ocr\n",
+        "!pip install pytesseract"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "5gr0jxeKxBTH",
+        "outputId": "b4169741-3631-47b0-cb58-6ef999d07a0a"
+      },
+      "execution_count": 14,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[33m\r0% [Working]\u001b[0m\r            \rHit:1 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease\n",
+            "Hit:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  InRelease\n",
+            "Hit:3 http://security.ubuntu.com/ubuntu jammy-security InRelease\n",
+            "Hit:4 http://archive.ubuntu.com/ubuntu jammy InRelease\n",
+            "Hit:5 http://archive.ubuntu.com/ubuntu jammy-updates InRelease\n",
+            "Hit:6 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n",
+            "Hit:7 http://archive.ubuntu.com/ubuntu jammy-backports InRelease\n",
+            "Hit:8 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n",
+            "Hit:9 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n",
+            "Hit:10 https://r2u.stat.illinois.edu/ubuntu jammy InRelease\n",
+            "Reading package lists... Done\n",
+            "Building dependency tree... Done\n",
+            "Reading state information... Done\n",
+            "52 packages can be upgraded. Run 'apt list --upgradable' to see them.\n",
+            "\u001b[1;33mW: \u001b[0mSkipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\u001b[0m\n",
+            "Reading package lists... Done\n",
+            "Building dependency tree... Done\n",
+            "Reading state information... Done\n",
+            "tesseract-ocr is already the newest version (4.1.1-2.1build1).\n",
+            "0 upgraded, 0 newly installed, 0 to remove and 52 not upgraded.\n",
+            "Requirement already satisfied: pytesseract in /usr/local/lib/python3.10/dist-packages (0.3.13)\n",
+            "Requirement already satisfied: packaging>=21.3 in /usr/local/lib/python3.10/dist-packages (from pytesseract) (24.1)\n",
+            "Requirement already satisfied: Pillow>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from pytesseract) (10.4.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install fpdf"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "mc-mJHTe1fZ7",
+        "outputId": "694a3e50-4fc8-449e-aed7-d5731fff9ba8"
+      },
+      "execution_count": 27,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting fpdf\n",
+            "  Downloading fpdf-1.7.2.tar.gz (39 kB)\n",
+            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Building wheels for collected packages: fpdf\n",
+            "  Building wheel for fpdf (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "  Created wheel for fpdf: filename=fpdf-1.7.2-py2.py3-none-any.whl size=40704 sha256=c65af2b316c1958222f6599226e3149893b294e54f4676f444a06654e0838f9f\n",
+            "  Stored in directory: /root/.cache/pip/wheels/f9/95/ba/f418094659025eb9611f17cbcaf2334236bf39a0c3453ea455\n",
+            "Successfully built fpdf\n",
+            "Installing collected packages: fpdf\n",
+            "Successfully installed fpdf-1.7.2\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pytesseract\n",
+        "from PIL import Image\n",
+        "\n",
+        "pytesseract.pytesseract.tesseract_cmd = r'/usr/bin/tesseract'\n",
+        "\n",
+        "def extract_text_with_pytesseract(filepath):\n",
+        "    image = Image.open(filepath)\n",
+        "    text = pytesseract.image_to_string(image)\n",
+        "    return text"
+      ],
+      "metadata": {
+        "id": "TA_Nn1S4zAJh"
+      },
+      "execution_count": 17,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Example usage\n",
+        "filepath = \"imgTest2.png\"\n",
+        "img_to_text = extract_text_with_pytesseract(filepath)\n",
+        "print(img_to_text)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "vfjdPeVmzIl7",
+        "outputId": "7e5e0afc-3f5b-447d-9097-f26a5ac40b3f"
+      },
+      "execution_count": 20,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "The Quick Brown\n",
+            "Fox Jumps Over\n",
+            "The Lazy Dog\n",
+            "\f\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# making text file\n",
+        "def save_text_as_file(text, text_file_path):\n",
+        "    with open(text_file_path, 'w') as file:\n",
+        "        file.write(text)"
+      ],
+      "metadata": {
+        "id": "FjO67ZpTzqv_"
+      },
+      "execution_count": 26,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "save_text_as_file(img_to_text, \"/Tesseract_output_text.txt\")"
+      ],
+      "metadata": {
+        "id": "1WnfddBA0J2W"
+      },
+      "execution_count": 25,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# making pdf file\n",
+        "from fpdf import FPDF\n",
+        "def save_text_as_pdf(text, pdf_file_path):\n",
+        "    pdf = FPDF()\n",
+        "    pdf.set_auto_page_break(auto=True, margin=15)\n",
+        "    pdf.add_page()\n",
+        "\n",
+        "    pdf.set_font(\"Arial\", size=12)\n",
+        "    pdf.multi_cell(0, 10, text)\n",
+        "\n",
+        "    pdf.output(pdf_file_path)"
+      ],
+      "metadata": {
+        "id": "SotTZ6KC1Sqo"
+      },
+      "execution_count": 30,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "save_text_as_pdf(img_to_text, \"/Tesseract_output_pdf.pdf\")"
+      ],
+      "metadata": {
+        "id": "KtZa-7581r3m"
+      },
+      "execution_count": 32,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
diff --git a/Computer Vision/Text_Extractor/Tesseract/tesseract_output.png b/Computer Vision/Text_Extractor/Tesseract/tesseract_output.png
new file mode 100644
index 00000000..2d44c9ed
Binary files /dev/null and b/Computer Vision/Text_Extractor/Tesseract/tesseract_output.png differ
diff --git a/Computer Vision/Text_Extractor/readme.md b/Computer Vision/Text_Extractor/readme.md
new file mode 100644
index 00000000..0555bc59
--- /dev/null
+++ b/Computer Vision/Text_Extractor/readme.md	
@@ -0,0 +1,23 @@
+I have a text extractor, to extract texts from images of any extension(png, jpg, jpeg, etc).
+I have done this using two different approaches :
+
+1. PyTesseract: It is a Python wrapper for Google's Tesseract-OCR Engine.
+   It's widely used for text extraction from clear, high-quality images.
+   PyTesseract works well with images where the text is easily distinguishable from the background.
+   
+   Key Features:
+    - Works best with clear, high-contrast images.
+    - Good for images with clean and well-spaced text.
+    - Simple and fast for high-quality documents.
+      
+2. EasyOCR : It is a deep learning-based OCR library that supports over 80 languages.
+   It’s great for noisy, low-quality images where PyTesseract may struggle.
+   EasyOCR uses more advanced algorithms, making it better at handling blurry text, noisy backgrounds, and images with distorted or handwritten text.
+   
+   Key Features:
+   - Works better on noisy or complex images.
+   - Supports multiple languages and scripts.
+   - Handles skewed, rotated, and non-uniform text layout better.
+   - Can extract text from both printed and handwritten sources.
+
+
diff --git a/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/Datasets/play_store.csv b/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/Datasets/play_store.csv
new file mode 100644
index 00000000..1ff65569
--- /dev/null
+++ b/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/Datasets/play_store.csv	
@@ -0,0 +1,10842 @@
+App,Category,Rating,Reviews,Size,Installs,Type,Price,Content Rating,Genres,Last Updated,Current Ver,Android Ver
+Photo Editor & Candy Camera & Grid & ScrapBook,ART_AND_DESIGN,4.1,159,19M,"10,000+",Free,0,Everyone,Art & Design,"January 7, 2018",1.0.0,4.0.3 and up
+Coloring book moana,ART_AND_DESIGN,3.9,967,14M,"500,000+",Free,0,Everyone,Art & Design;Pretend Play,"January 15, 2018",2.0.0,4.0.3 and up
+"U Launcher Lite – FREE Live Cool Themes, Hide Apps",ART_AND_DESIGN,4.7,87510,8.7M,"5,000,000+",Free,0,Everyone,Art & Design,"August 1, 2018",1.2.4,4.0.3 and up
+Sketch - Draw & Paint,ART_AND_DESIGN,4.5,215644,25M,"50,000,000+",Free,0,Teen,Art & Design,"June 8, 2018",Varies with device,4.2 and up
+Pixel Draw - Number Art Coloring Book,ART_AND_DESIGN,4.3,967,2.8M,"100,000+",Free,0,Everyone,Art & Design;Creativity,"June 20, 2018",1.1,4.4 and up
+Paper flowers instructions,ART_AND_DESIGN,4.4,167,5.6M,"50,000+",Free,0,Everyone,Art & Design,"March 26, 2017",1.0,2.3 and up
+Smoke Effect Photo Maker - Smoke Editor,ART_AND_DESIGN,3.8,178,19M,"50,000+",Free,0,Everyone,Art & Design,"April 26, 2018",1.1,4.0.3 and up
+Infinite Painter,ART_AND_DESIGN,4.1,36815,29M,"1,000,000+",Free,0,Everyone,Art & Design,"June 14, 2018",6.1.61.1,4.2 and up
+Garden Coloring Book,ART_AND_DESIGN,4.4,13791,33M,"1,000,000+",Free,0,Everyone,Art & Design,"September 20, 2017",2.9.2,3.0 and up
+Kids Paint Free - Drawing Fun,ART_AND_DESIGN,4.7,121,3.1M,"10,000+",Free,0,Everyone,Art & Design;Creativity,"July 3, 2018",2.8,4.0.3 and up
+Text on Photo - Fonteee,ART_AND_DESIGN,4.4,13880,28M,"1,000,000+",Free,0,Everyone,Art & Design,"October 27, 2017",1.0.4,4.1 and up
+Name Art Photo Editor - Focus n Filters,ART_AND_DESIGN,4.4,8788,12M,"1,000,000+",Free,0,Everyone,Art & Design,"July 31, 2018",1.0.15,4.0 and up
+Tattoo Name On My Photo Editor,ART_AND_DESIGN,4.2,44829,20M,"10,000,000+",Free,0,Teen,Art & Design,"April 2, 2018",3.8,4.1 and up
+Mandala Coloring Book,ART_AND_DESIGN,4.6,4326,21M,"100,000+",Free,0,Everyone,Art & Design,"June 26, 2018",1.0.4,4.4 and up
+3D Color Pixel by Number - Sandbox Art Coloring,ART_AND_DESIGN,4.4,1518,37M,"100,000+",Free,0,Everyone,Art & Design,"August 3, 2018",1.2.3,2.3 and up
+Learn To Draw Kawaii Characters,ART_AND_DESIGN,3.2,55,2.7M,"5,000+",Free,0,Everyone,Art & Design,"June 6, 2018",NaN,4.2 and up
+Photo Designer - Write your name with shapes,ART_AND_DESIGN,4.7,3632,5.5M,"500,000+",Free,0,Everyone,Art & Design,"July 31, 2018",3.1,4.1 and up
+350 Diy Room Decor Ideas,ART_AND_DESIGN,4.5,27,17M,"10,000+",Free,0,Everyone,Art & Design,"November 7, 2017",1.0,2.3 and up
+FlipaClip - Cartoon animation,ART_AND_DESIGN,4.3,194216,39M,"5,000,000+",Free,0,Everyone,Art & Design,"August 3, 2018",2.2.5,4.0.3 and up
+ibis Paint X,ART_AND_DESIGN,4.6,224399,31M,"10,000,000+",Free,0,Everyone,Art & Design,"July 30, 2018",5.5.4,4.1 and up
+Logo Maker - Small Business,ART_AND_DESIGN,4.0,450,14M,"100,000+",Free,0,Everyone,Art & Design,"April 20, 2018",4.0,4.1 and up
+Boys Photo Editor - Six Pack & Men's Suit,ART_AND_DESIGN,4.1,654,12M,"100,000+",Free,0,Everyone,Art & Design,"March 20, 2018",1.1,4.0.3 and up
+Superheroes Wallpapers | 4K Backgrounds,ART_AND_DESIGN,4.7,7699,4.2M,"500,000+",Free,0,Everyone 10+,Art & Design,"July 12, 2018",2.2.6.2,4.0.3 and up
+Mcqueen Coloring pages,ART_AND_DESIGN,NaN,61,7.0M,"100,000+",Free,0,Everyone,Art & Design;Action & Adventure,"March 7, 2018",1.0.0,4.1 and up
+HD Mickey Minnie Wallpapers,ART_AND_DESIGN,4.7,118,23M,"50,000+",Free,0,Everyone,Art & Design,"July 7, 2018",1.1.3,4.1 and up
+Harley Quinn wallpapers HD,ART_AND_DESIGN,4.8,192,6.0M,"10,000+",Free,0,Everyone,Art & Design,"April 25, 2018",1.5,3.0 and up
+Colorfit - Drawing & Coloring,ART_AND_DESIGN,4.7,20260,25M,"500,000+",Free,0,Everyone,Art & Design;Creativity,"October 11, 2017",1.0.8,4.0.3 and up
+Animated Photo Editor,ART_AND_DESIGN,4.1,203,6.1M,"100,000+",Free,0,Everyone,Art & Design,"March 21, 2018",1.03,4.0.3 and up
+Pencil Sketch Drawing,ART_AND_DESIGN,3.9,136,4.6M,"10,000+",Free,0,Everyone,Art & Design,"July 12, 2018",6.0,2.3 and up
+Easy Realistic Drawing Tutorial,ART_AND_DESIGN,4.1,223,4.2M,"100,000+",Free,0,Everyone,Art & Design,"August 22, 2017",1.0,2.3 and up
+Pink Silver Bow Keyboard Theme,ART_AND_DESIGN,4.2,1120,9.2M,"100,000+",Free,0,Everyone,Art & Design,"July 12, 2018",6.7.12.2018,4.0.3 and up
+Art Drawing Ideas,ART_AND_DESIGN,4.1,227,5.2M,"50,000+",Free,0,Everyone,Art & Design,"May 31, 2018",1.2,2.3 and up
+Anime Manga Coloring Book,ART_AND_DESIGN,4.5,5035,11M,"100,000+",Free,0,Everyone,Art & Design,"July 19, 2018",2.20,4.0 and up
+Easy Origami Ideas,ART_AND_DESIGN,4.2,1015,11M,"100,000+",Free,0,Everyone,Art & Design,"January 6, 2018",1.1.0,4.1 and up
+I Creative Idea,ART_AND_DESIGN,4.7,353,4.2M,"10,000+",Free,0,Teen,Art & Design,"April 27, 2018",1.6,4.1 and up
+How to draw Ladybug and Cat Noir,ART_AND_DESIGN,3.8,564,9.2M,"100,000+",Free,0,Everyone,Art & Design,"July 11, 2018",2.1,4.1 and up
+UNICORN - Color By Number & Pixel Art Coloring,ART_AND_DESIGN,4.7,8145,24M,"500,000+",Free,0,Everyone,Art & Design;Creativity,"August 2, 2018",1.0.9,4.4 and up
+Floor Plan Creator,ART_AND_DESIGN,4.1,36639,Varies with device,"5,000,000+",Free,0,Everyone,Art & Design,"July 14, 2018",Varies with device,2.3.3 and up
+PIP Camera - PIP Collage Maker,ART_AND_DESIGN,4.7,158,11M,"10,000+",Free,0,Everyone,Art & Design,"November 29, 2017",1.3,4.0.3 and up
+How To Color Disney Princess - Coloring Pages,ART_AND_DESIGN,4.0,591,9.4M,"500,000+",Free,0,Everyone,Art & Design,"March 31, 2018",1,4.0 and up
+Drawing Clothes Fashion Ideas,ART_AND_DESIGN,4.2,117,15M,"10,000+",Free,0,Everyone,Art & Design,"July 20, 2018",2.0.1,4.0.3 and up
+Sad Poetry Photo Frames 2018,ART_AND_DESIGN,4.5,176,10M,"100,000+",Free,0,Everyone,Art & Design,"April 2, 2018",1.0,4.0.3 and up
+Textgram - write on photos,ART_AND_DESIGN,4.4,295221,Varies with device,"10,000,000+",Free,0,Everyone,Art & Design,"July 30, 2018",Varies with device,Varies with device
+Paint Splash!,ART_AND_DESIGN,3.8,2206,1.2M,"100,000+",Free,0,Everyone,Art & Design;Creativity,"April 15, 2018",1.46,4.1 and up
+Popsicle Sticks and Similar DIY Craft Ideas,ART_AND_DESIGN,4.2,26,12M,"10,000+",Free,0,Everyone,Art & Design,"January 3, 2018",1.0.0,4.1 and up
+"Canva: Poster, banner, card maker & graphic design",ART_AND_DESIGN,4.7,174531,24M,"10,000,000+",Free,0,Everyone,Art & Design,"July 31, 2018",1.6.1,4.1 and up
+Install images with music to make video without Net - 2018,ART_AND_DESIGN,4.6,1070,26M,"100,000+",Free,0,Everyone,Art & Design,"November 14, 2017",1.6,4.1 and up
+Little Teddy Bear Colouring Book Game,ART_AND_DESIGN,4.2,85,8.0M,"100,000+",Free,0,Everyone,Art & Design,"December 17, 2017",2.0.0,4.1 and up
+How To Draw Food,ART_AND_DESIGN,4.3,845,7.9M,"100,000+",Free,0,Everyone,Art & Design,"May 28, 2018",1.0,2.3 and up
+Monster Truck Stunt 3D 2019,AUTO_AND_VEHICLES,4.2,367,25M,"100,000+",Free,0,Everyone,Auto & Vehicles,"May 10, 2018",1.0,4.0.3 and up
+Real Tractor Farming,AUTO_AND_VEHICLES,4.0,1598,56M,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"July 26, 2018",11.0,4.1 and up
+Ultimate F1 Racing Championship,AUTO_AND_VEHICLES,3.8,284,57M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 26, 2018",3.0,4.1 and up
+Used Cars and Trucks for Sale,AUTO_AND_VEHICLES,4.6,17057,Varies with device,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"July 30, 2018",Varies with device,Varies with device
+American Muscle Car Race,AUTO_AND_VEHICLES,3.9,129,35M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 26, 2018",3.0,4.1 and up
+Offroad Oil Tanker Driver Transport Truck 2019,AUTO_AND_VEHICLES,4.3,542,33M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 31, 2018",4.0,4.1 and up
+Tickets SDA 2018 and Exam from the State Traffic Safety Inspectorate with Drom.ru,AUTO_AND_VEHICLES,4.9,10479,33M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 18, 2018",1.7.1,4.0 and up
+Gas Prices (Germany only),AUTO_AND_VEHICLES,4.4,805,5.6M,"50,000+",Free,0,Everyone,Auto & Vehicles,"July 29, 2018",2.5.1,4.4 and up
+Extreme Rally Championship,AUTO_AND_VEHICLES,4.2,129,54M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 26, 2018",3.0,4.1 and up
+Restart Navigator,AUTO_AND_VEHICLES,4.0,1403,201k,"100,000+",Free,0,Everyone,Auto & Vehicles,"August 26, 2014",1.0.1,2.2 and up
+"REG - Check the regnumber, find information about Swedish vehicles",AUTO_AND_VEHICLES,3.9,3971,3.6M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 30, 2018",2.493,4.4 and up
+CityBus Lviv,AUTO_AND_VEHICLES,4.6,534,5.7M,"10,000+",Free,0,Everyone,Auto & Vehicles,"July 8, 2018",1.9.1,4.0.3 and up
+CDL Practice Test 2018 Edition,AUTO_AND_VEHICLES,4.9,7774,17M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 3, 2018",1.7,4.2 and up
+"ezETC (ETC balance inquiry, meter trial, real-time traffic)",AUTO_AND_VEHICLES,4.3,38846,8.6M,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"July 28, 2018",2.20 Build 02,4.1 and up
+Free VIN Report for Used Cars,AUTO_AND_VEHICLES,4.6,2431,2.4M,"100,000+",Free,0,Everyone,Auto & Vehicles,"June 12, 2018",1.37,4.0 and up
+DMV Permit Practice Test 2018 Edition,AUTO_AND_VEHICLES,4.9,6090,27M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 3, 2018",1.7,4.2 and up
+Check Vehicle Tax,AUTO_AND_VEHICLES,3.9,295,2.7M,"10,000+",Free,0,Everyone,Auto & Vehicles,"July 30, 2018",0.2.1,4.4 and up
+Used Cars Mexico,AUTO_AND_VEHICLES,4.0,190,2.5M,"50,000+",Free,0,Everyone,Auto & Vehicles,"October 14, 2016",1.0,2.3 and up
+Ulysse Speedometer,AUTO_AND_VEHICLES,4.3,40211,Varies with device,"5,000,000+",Free,0,Everyone,Auto & Vehicles,"July 30, 2018",Varies with device,Varies with device
+REPUVE,AUTO_AND_VEHICLES,3.9,356,Varies with device,"100,000+",Free,0,Everyone,Auto & Vehicles,"May 25, 2018",Varies with device,Varies with device
+Used cars for sale - Trovit,AUTO_AND_VEHICLES,4.2,52530,7.0M,"5,000,000+",Free,0,Everyone,Auto & Vehicles,"July 16, 2018",4.47.3,4.0.3 and up
+"Fines of the State Traffic Safety Inspectorate are official: inspection, payment of fines",AUTO_AND_VEHICLES,4.8,116986,35M,"5,000,000+",Free,0,Everyone,Auto & Vehicles,"August 2, 2018",1.9.7,4.0.3 and up
+SK Enca Direct Malls - Used Cars Search,AUTO_AND_VEHICLES,3.6,1379,16M,"500,000+",Free,0,Everyone,Auto & Vehicles,"August 2, 2018",2.2.21,4.2 and up
+"Android Auto - Maps, Media, Messaging & Voice",AUTO_AND_VEHICLES,4.2,271920,16M,"10,000,000+",Free,0,Teen,Auto & Vehicles,"July 11, 2018",Varies with device,5.0 and up
+PDD-UA,AUTO_AND_VEHICLES,4.8,736,Varies with device,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 29, 2018",2.9,2.3.3 and up
+Tickets SDA 2019 + Exam RF,AUTO_AND_VEHICLES,4.8,7021,17M,"500,000+",Free,0,Everyone,Auto & Vehicles,"July 27, 2018",1.79,4.0 and up
+Super Cars Wallpapers And Backgrounds,AUTO_AND_VEHICLES,4.6,197,3.4M,"50,000+",Free,0,Everyone,Auto & Vehicles,"June 14, 2018",1.3,4.0 and up
+"Police Lights, Sirens & Follow Me",AUTO_AND_VEHICLES,4.5,737,8.9M,"100,000+",Free,0,Everyone,Auto & Vehicles,"June 8, 2018",2.3.5.1,4.1 and up
+Police Detector (Speed Camera Radar),AUTO_AND_VEHICLES,4.3,3574,3.9M,"1,000,000+",Free,0,Everyone 10+,Auto & Vehicles,"July 4, 2018",1.6,4.0 and up
+Best Car Wallpapers,AUTO_AND_VEHICLES,4.5,994,2.9M,"100,000+",Free,0,Everyone,Auto & Vehicles,"March 27, 2018",1.6,4.1 and up
+Tickets + PDA 2018 Exam,AUTO_AND_VEHICLES,4.9,197136,38M,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"July 15, 2018",8.31,4.1 and up
+Pick Your Part Garage,AUTO_AND_VEHICLES,3.9,142,32M,"50,000+",Free,0,Everyone,Auto & Vehicles,"July 24, 2018",1.1.5.0,6.0 and up
+PakWheels: Buy & Sell Cars,AUTO_AND_VEHICLES,4.4,15168,37M,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"July 27, 2018",10.0.2,4.2 and up
+Supervision service,AUTO_AND_VEHICLES,4.0,2155,15M,"500,000+",Free,0,Everyone,Auto & Vehicles,"July 30, 2018",1.10.3,5.0 and up
+Speed Camera Detector - Traffic & Speed Alert,AUTO_AND_VEHICLES,4.3,138,5.4M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 23, 2018",1.0,4.0.3 and up
+Used car search Goo net whole car Go to net,AUTO_AND_VEHICLES,3.7,5414,18M,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"July 23, 2018",3.20.1,4.4 and up
+CarMax – Cars for Sale: Search Used Car Inventory,AUTO_AND_VEHICLES,4.4,21777,Varies with device,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"August 4, 2018",Varies with device,Varies with device
+BEST CAR SOUNDS,AUTO_AND_VEHICLES,4.3,348,38M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 29, 2018",1.0.3,2.3 and up
+RST - Sale of cars on the PCT,AUTO_AND_VEHICLES,3.2,250,1.1M,"100,000+",Free,0,Everyone,Auto & Vehicles,"April 27, 2018",1.4,4.0.3 and up
+AutoScout24 Switzerland – Find your new car,AUTO_AND_VEHICLES,4.6,13372,Varies with device,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"August 3, 2018",Varies with device,Varies with device
+Zona Azul Digital Fácil SP CET - OFFICIAL São Paulo,AUTO_AND_VEHICLES,4.6,7880,Varies with device,"100,000+",Free,0,Everyone,Auto & Vehicles,"May 10, 2018",4.6.5,Varies with device
+SMS Park,AUTO_AND_VEHICLES,4.5,3617,7.9M,"100,000+",Free,0,Everyone,Auto & Vehicles,"May 16, 2018",2.8.2,4.1 and up
+SKencar,AUTO_AND_VEHICLES,3.7,4806,35M,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"July 31, 2018",4.0.3,4.0.3 and up
+Fuelio: Gas log & costs,AUTO_AND_VEHICLES,4.6,65786,Varies with device,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"August 2, 2018",Varies with device,4.0.3 and up
+auto fines,AUTO_AND_VEHICLES,4.6,31433,17M,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"August 2, 2018",1.40,4.0.3 and up
+"Used car is the first car - used car purchase, used car quotation, dealer information to",AUTO_AND_VEHICLES,4.6,5097,19M,"1,000,000+",Free,0,Everyone,Auto & Vehicles,"July 23, 2018",1.5.18,4.0.3 and up
+All of the parking lot - National Park application (parking lot search / parking sharing / discount payment),AUTO_AND_VEHICLES,4.0,1754,14M,"500,000+",Free,0,Everyone,Auto & Vehicles,"June 2, 2018",2.3.4,4.0 and up
+Inquiry Fines and Debits of Vehicles,AUTO_AND_VEHICLES,4.4,2680,2.2M,"500,000+",Free,0,Everyone,Auto & Vehicles,"March 20, 2018",1.03,4.0.3 and up
+Gas Station,AUTO_AND_VEHICLES,4.0,1288,4.5M,"100,000+",Free,0,Everyone,Auto & Vehicles,"April 21, 2018",2.17,4.0 and up
+Hush - Beauty for Everyone,BEAUTY,4.7,18900,17M,"500,000+",Free,0,Everyone,Beauty,"August 2, 2018",6.10.1,5.0 and up
+"ipsy: Makeup, Beauty, and Tips",BEAUTY,4.9,49790,14M,"1,000,000+",Free,0,Everyone,Beauty,"November 9, 2017",2.3.0,4.1 and up
+Natural recipes for your beauty,BEAUTY,4.7,1150,9.8M,"100,000+",Free,0,Everyone,Beauty,"May 15, 2018",4.0,4.1 and up
+"BestCam Selfie-selfie, beauty camera, photo editor",BEAUTY,3.9,1739,21M,"500,000+",Free,0,Everyone,Beauty,"July 12, 2018",1.0.6,4.0.3 and up
+Mirror - Zoom & Exposure -,BEAUTY,3.9,32090,Varies with device,"1,000,000+",Free,0,Everyone,Beauty,"October 24, 2016",Varies with device,Varies with device
+Beauty Selfie Camera,BEAUTY,4.2,2225,52M,"500,000+",Free,0,Everyone,Beauty,"February 28, 2018",1.6,4.1 and up
+Hairstyles step by step,BEAUTY,4.6,4369,14M,"100,000+",Free,0,Everyone,Beauty,"July 25, 2018",1.9,4.0.3 and up
+Filters for Selfie,BEAUTY,4.3,8572,25M,"1,000,000+",Free,0,Everyone,Beauty,"May 10, 2018",1.1.0,4.0 and up
+Tie - Always be happy,BEAUTY,4.7,964,9.0M,"50,000+",Free,0,Everyone,Beauty,"June 21, 2018",4.0,4.2 and up
+Ulta Beauty,BEAUTY,4.7,42050,Varies with device,"1,000,000+",Free,0,Everyone,Beauty,"June 5, 2018",5.4,5.0 and up
+Prom MakeUp Tutorial,BEAUTY,4.8,104,12M,"10,000+",Free,0,Everyone,Beauty,"June 26, 2018",1.3,4.0.3 and up
+Selfie Camera,BEAUTY,4.2,17934,Varies with device,"1,000,000+",Free,0,Everyone,Beauty,"September 12, 2017",Varies with device,Varies with device
+Sweet Selfie Beauty Camera,BEAUTY,4.3,601,35M,"100,000+",Free,0,Everyone,Beauty,"June 2, 2018",2.0.0,4.0 and up
+Colors of white in Urdu,BEAUTY,4.5,36,6.7M,"10,000+",Free,0,Everyone,Beauty,"July 26, 2018",6.0,4.0 and up
+Selfie Camera Photo Editor & Filter & Sticker,BEAUTY,4.1,187,30M,"50,000+",Free,0,Teen,Beauty,"July 24, 2018",3.0.1,4.0.3 and up
+Wrinkles and rejuvenation,BEAUTY,NaN,182,5.7M,"100,000+",Free,0,Everyone 10+,Beauty,"September 20, 2017",8.0,3.0 and up
+Eyes Makeup Beauty Tips,BEAUTY,4.2,30,2.9M,"10,000+",Free,0,Everyone,Beauty,"April 9, 2018",3.3.9,4.0.3 and up
+Photo Editor 2018,BEAUTY,4.5,134,17M,"10,000+",Free,0,Everyone,Beauty,"March 1, 2018",1.20,4.0.3 and up
+Step By Step Eyes Makeup Tutorial,BEAUTY,4.4,74,2.9M,"10,000+",Free,0,Everyone,Beauty,"April 5, 2018",2.3.09,4.0.3 and up
+Beauty Camera - Selfie Camera,BEAUTY,4.0,113715,Varies with device,"10,000,000+",Free,0,Everyone,Beauty,"August 3, 2017",Varies with device,Varies with device
+Girls Hairstyles,BEAUTY,4.1,3595,Varies with device,"500,000+",Free,0,Everyone,Beauty,"May 24, 2018",Varies with device,4.0 and up
+Mirror Camera (Mirror + Selfie Camera),BEAUTY,4.1,9315,2.6M,"1,000,000+",Free,0,Everyone,Beauty,"November 21, 2017",1.4.2,4.0 and up
+Beauty Tips - Beauty Tips in Sinhala,BEAUTY,4.4,75,4.2M,"50,000+",Free,0,Everyone,Beauty,"October 18, 2017",1.0.0,4.0.3 and up
+Haircut Tutorials/Haircut Videos,BEAUTY,4.6,38,7.1M,"10,000+",Free,0,Everyone,Beauty,"May 29, 2018",1.0,4.0 and up
+"Sephora: Skin Care, Beauty Makeup & Fragrance Shop",BEAUTY,4.5,26834,57M,"1,000,000+",Free,0,Everyone,Beauty,"July 24, 2018",18.5,5.0 and up
+Manicure - nail design,BEAUTY,NaN,119,3.7M,"50,000+",Free,0,Everyone,Beauty,"July 23, 2018",1.3,4.1 and up
+"Sticker Camera - Selfie Filters, Beauty Camera",BEAUTY,3.9,2277,22M,"500,000+",Free,0,Everyone,Beauty,"July 12, 2018",1.1.0,4.0.3 and up
+Filters for B Live,BEAUTY,4.4,2280,24M,"500,000+",Free,0,Everyone,Beauty,"May 14, 2018",1.1.0,4.0 and up
+Skin Care and Natural Beauty,BEAUTY,NaN,654,7.4M,"100,000+",Free,0,Teen,Beauty,"July 17, 2018",1.15,4.1 and up
+Facial Wrinkle Reduction,BEAUTY,4.6,184,21M,"10,000+",Free,0,Everyone,Beauty,"July 2, 2018",1.5,4.1 and up
+Makeup Videos,BEAUTY,3.8,9,3.4M,"5,000+",Free,0,Everyone,Beauty,"June 7, 2018",1.0,4.0 and up
+"Secrets of beauty, youth and health",BEAUTY,NaN,77,2.9M,"10,000+",Free,0,Mature 17+,Beauty,"August 8, 2017",2.0,2.3 and up
+Recipes and tips for losing weight,BEAUTY,NaN,35,3.1M,"10,000+",Free,0,Everyone 10+,Beauty,"December 11, 2017",2.0,3.0 and up
+Discover Color,BEAUTY,4.0,364,6.4M,"100,000+",Free,0,Everyone,Beauty,"May 24, 2018",1.1,4.0.3 and up
+Eyeliner step by step 2018,BEAUTY,4.3,18,3.2M,"5,000+",Free,0,Everyone,Beauty,"June 1, 2018",1.2.13,4.0.3 and up
+Dresses Ideas & Fashions +3000,BEAUTY,4.5,473,8.2M,"100,000+",Free,0,Mature 17+,Beauty,"March 1, 2017",1.0.2.0,1.6 and up
+"Lady adviser (beauty, health)",BEAUTY,NaN,30,9.9M,"10,000+",Free,0,Mature 17+,Beauty,"January 24, 2018",3.0,3.0 and up
+Step By Step Hairstyles For Women,BEAUTY,4.1,66,2.9M,"10,000+",Free,0,Everyone,Beauty,"April 5, 2018",3.1.89,4.0.3 and up
+Rainbow Camera,BEAUTY,3.7,3871,23M,"1,000,000+",Free,0,Everyone,Beauty,"July 30, 2018",2.2.0,4.0 and up
+Methods of teeth whitening,BEAUTY,4.7,257,4.6M,"50,000+",Free,0,Everyone,Beauty,"August 7, 2017",1.0,4.0.3 and up
+Girls hairstyles 2018,BEAUTY,4.2,62,3.1M,"10,000+",Free,0,Everyone,Beauty,"May 28, 2018",1.9.2,4.0.3 and up
+Wattpad 📖 Free Books,BOOKS_AND_REFERENCE,4.6,2914724,Varies with device,"100,000,000+",Free,0,Teen,Books & Reference,"August 1, 2018",Varies with device,Varies with device
+E-Book Read - Read Book for free,BOOKS_AND_REFERENCE,4.5,1857,4.9M,"50,000+",Free,0,Everyone,Books & Reference,"August 3, 2018",1.3.2,4.4 and up
+Download free book with green book,BOOKS_AND_REFERENCE,4.6,4478,9.5M,"100,000+",Free,0,Everyone 10+,Books & Reference,"July 31, 2017",1.1,4.0 and up
+Wikipedia,BOOKS_AND_REFERENCE,4.4,577550,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"August 2, 2018",Varies with device,Varies with device
+Amazon Kindle,BOOKS_AND_REFERENCE,4.2,814080,Varies with device,"100,000,000+",Free,0,Teen,Books & Reference,"July 27, 2018",Varies with device,Varies with device
+Cool Reader,BOOKS_AND_REFERENCE,4.5,246315,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"July 17, 2015",Varies with device,1.5 and up
+Dictionary - Merriam-Webster,BOOKS_AND_REFERENCE,4.5,454060,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"May 18, 2018",Varies with device,Varies with device
+NOOK: Read eBooks & Magazines,BOOKS_AND_REFERENCE,4.5,155446,Varies with device,"10,000,000+",Free,0,Teen,Books & Reference,"April 25, 2018",Varies with device,Varies with device
+Free Panda Radio Music,BOOKS_AND_REFERENCE,4.5,418,4.2M,"100,000+",Free,0,Everyone,Books & Reference,"March 27, 2018",2.1,4.1 and up
+Book store,BOOKS_AND_REFERENCE,4.4,22486,5.4M,"1,000,000+",Free,0,Teen,Books & Reference,"June 6, 2018",3.2.1,4.0 and up
+FBReader: Favorite Book Reader,BOOKS_AND_REFERENCE,4.5,203130,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"June 28, 2018",Varies with device,Varies with device
+English Grammar Complete Handbook,BOOKS_AND_REFERENCE,4.6,1435,2.8M,"500,000+",Free,0,Everyone,Books & Reference,"January 21, 2018",1.0,4.0 and up
+Free Books - Spirit Fanfiction and Stories,BOOKS_AND_REFERENCE,4.8,116507,5.0M,"1,000,000+",Free,0,Teen,Books & Reference,"August 1, 2018",2.0.075,4.0.3 and up
+Google Play Books,BOOKS_AND_REFERENCE,3.9,1433233,Varies with device,"1,000,000,000+",Free,0,Teen,Books & Reference,"August 3, 2018",Varies with device,Varies with device
+AlReader -any text book reader,BOOKS_AND_REFERENCE,4.6,90468,5.9M,"5,000,000+",Free,0,Everyone,Books & Reference,"May 27, 2018",1.911805270,2.3 and up
+Offline English Dictionary,BOOKS_AND_REFERENCE,4.2,860,13M,"100,000+",Free,0,Everyone,Books & Reference,"July 17, 2018",1.0,4.0.3 and up
+Oxford Dictionary of English : Free,BOOKS_AND_REFERENCE,4.1,363934,7.1M,"10,000,000+",Free,0,Everyone,Books & Reference,"July 11, 2018",9.1.363,4.1 and up
+Offline: English to Tagalog Dictionary,BOOKS_AND_REFERENCE,4.7,967,6.7M,"500,000+",Free,0,Everyone,Books & Reference,"August 4, 2018",1.1.6,4.0.3 and up
+Spanish English Translator,BOOKS_AND_REFERENCE,4.2,87873,Varies with device,"10,000,000+",Free,0,Teen,Books & Reference,"May 28, 2018",Varies with device,Varies with device
+FamilySearch Tree,BOOKS_AND_REFERENCE,4.3,17506,17M,"1,000,000+",Free,0,Everyone,Books & Reference,"July 20, 2018",2.3.18,4.1 and up
+Cloud of Books,BOOKS_AND_REFERENCE,3.3,1862,19M,"1,000,000+",Free,0,Everyone,Books & Reference,"April 27, 2018",2.2.5,4.1 and up
+Recipes of Prophetic Medicine for free,BOOKS_AND_REFERENCE,4.6,2084,6.7M,"500,000+",Free,0,Everyone,Books & Reference,"May 17, 2018",15.0,2.3 and up
+ReadEra – free ebook reader,BOOKS_AND_REFERENCE,4.8,47303,21M,"1,000,000+",Free,0,Everyone,Books & Reference,"June 2, 2018",18.05.31+530,4.1 and up
+NOOK App for NOOK Devices,BOOKS_AND_REFERENCE,4.7,19080,Varies with device,"500,000+",Free,0,Everyone,Books & Reference,"April 25, 2018",Varies with device,Varies with device
+Anonymous caller detection,BOOKS_AND_REFERENCE,NaN,161,2.7M,"10,000+",Free,0,Everyone,Books & Reference,"July 13, 2018",1.0,2.3 and up
+Ebook Reader,BOOKS_AND_REFERENCE,4.1,85842,37M,"5,000,000+",Free,0,Everyone,Books & Reference,"June 25, 2018",5.0.6,4.0 and up
+Litnet - E-books,BOOKS_AND_REFERENCE,4.6,7831,15M,"100,000+",Free,0,Teen,Books & Reference,"July 4, 2018",1.2.3,4.0 and up
+Read books online,BOOKS_AND_REFERENCE,4.1,91615,23M,"5,000,000+",Free,0,Mature 17+,Books & Reference,"June 29, 2018",3.12,4.1 and up
+English to Urdu Dictionary,BOOKS_AND_REFERENCE,4.6,4620,19M,"500,000+",Free,0,Everyone,Books & Reference,"November 23, 2017",2.0,4.0.3 and up
+eBoox: book reader fb2 epub zip,BOOKS_AND_REFERENCE,4.7,21336,23M,"1,000,000+",Free,0,Everyone,Books & Reference,"June 20, 2018",1.28,3.0 and up
+English Persian Dictionary,BOOKS_AND_REFERENCE,4.5,26875,73M,"500,000+",Free,0,Everyone,Books & Reference,"August 1, 2018",6.0.8,4.0.3 and up
+Flybook,BOOKS_AND_REFERENCE,3.9,1778,4.9M,"500,000+",Free,0,Mature 17+,Books & Reference,"October 16, 2014",1.0.3,2.1 and up
+All Maths Formulas,BOOKS_AND_REFERENCE,4.4,2709,6.8M,"1,000,000+",Free,0,Everyone,Books & Reference,"July 11, 2018",1.9,4.4 and up
+Ancestry,BOOKS_AND_REFERENCE,4.3,64513,Varies with device,"5,000,000+",Free,0,Everyone,Books & Reference,"July 31, 2018",Varies with device,Varies with device
+HTC Help,BOOKS_AND_REFERENCE,4.2,8342,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"August 28, 2017",9.00.950462,7.0 and up
+English translation from Bengali,BOOKS_AND_REFERENCE,4.5,527,2.9M,"100,000+",Free,0,Everyone,Books & Reference,"March 31, 2018",14.0,4.0 and up
+Pdf Book Download - Read Pdf Book,BOOKS_AND_REFERENCE,4.4,1322,3.5M,"100,000+",Free,0,Everyone,Books & Reference,"May 28, 2018",6.0,4.0.3 and up
+Free Book Reader,BOOKS_AND_REFERENCE,3.4,1680,4.0M,"100,000+",Free,0,Everyone,Books & Reference,"August 20, 2016",3.05,4.0.3 and up
+eBoox new: Reader for fb2 epub zip books,BOOKS_AND_REFERENCE,4.9,2739,21M,"50,000+",Free,0,Everyone,Books & Reference,"July 17, 2018",2.0,3.0 and up
+"Only 30 days in English, the guideline is guaranteed",BOOKS_AND_REFERENCE,4.6,1065,2.3M,"500,000+",Free,0,Everyone,Books & Reference,"June 16, 2018",1.5,3.0 and up
+Moon+ Reader,BOOKS_AND_REFERENCE,4.4,233757,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"May 1, 2018",Varies with device,Varies with device
+SH-02J Owner's Manual (Android 8.0),BOOKS_AND_REFERENCE,NaN,2,7.2M,"50,000+",Free,0,Everyone,Books & Reference,"June 15, 2018",3.0,6.0 and up
+English-Myanmar Dictionary,BOOKS_AND_REFERENCE,4.4,8788,10M,"1,000,000+",Free,0,Everyone,Books & Reference,"July 28, 2018",2.5.3,4.0 and up
+Golden Dictionary (EN-AR),BOOKS_AND_REFERENCE,4.4,51269,6.1M,"1,000,000+",Free,0,Everyone,Books & Reference,"July 19, 2018",7.0.4.6,4.2 and up
+All Language Translator Free,BOOKS_AND_REFERENCE,4.4,30105,2.1M,"1,000,000+",Free,0,Everyone,Books & Reference,"July 29, 2018",1.15,4.0.3 and up
+Azpen eReader,BOOKS_AND_REFERENCE,3.5,156,42M,"500,000+",Free,0,Everyone,Books & Reference,"February 15, 2018",3.1.7.9,2.2 and up
+URBANO V 02 instruction manual,BOOKS_AND_REFERENCE,NaN,114,7.3M,"100,000+",Free,0,Everyone,Books & Reference,"August 7, 2015",1.1,5.1 and up
+English Dictionary - Offline,BOOKS_AND_REFERENCE,4.4,341157,30M,"10,000,000+",Free,0,Everyone 10+,Books & Reference,"March 20, 2018",3.9.1,4.2 and up
+Visual Voicemail by MetroPCS,BUSINESS,4.1,16129,Varies with device,"10,000,000+",Free,0,Everyone,Business,"July 30, 2018",Varies with device,Varies with device
+Indeed Job Search,BUSINESS,4.3,674730,Varies with device,"50,000,000+",Free,0,Everyone,Business,"May 21, 2018",Varies with device,Varies with device
+Uber Driver,BUSINESS,4.4,1254730,Varies with device,"10,000,000+",Free,0,Everyone,Business,"August 3, 2018",Varies with device,Varies with device
+ADP Mobile Solutions,BUSINESS,4.3,85185,29M,"5,000,000+",Free,0,Everyone,Business,"July 17, 2018",3.4.2,5.0 and up
+Snag - Jobs Hiring Now,BUSINESS,4.3,32584,Varies with device,"1,000,000+",Free,0,Everyone,Business,"May 4, 2018",Varies with device,Varies with device
+Docs To Go™ Free Office Suite,BUSINESS,4.1,217730,Varies with device,"50,000,000+",Free,0,Everyone,Business,"April 2, 2018",Varies with device,Varies with device
+Google My Business,BUSINESS,4.4,70991,Varies with device,"5,000,000+",Free,0,Everyone,Business,"July 24, 2018",2.19.0.204537701,4.4 and up
+OfficeSuite : Free Office + PDF Editor,BUSINESS,4.3,1002861,35M,"100,000,000+",Free,0,Everyone,Business,"August 2, 2018",9.7.14188,4.1 and up
+USPS MOBILE®,BUSINESS,3.9,16589,9.1M,"1,000,000+",Free,0,Everyone,Business,"June 14, 2018",4.9.10,4.0.3 and up
+Job Search by ZipRecruiter,BUSINESS,4.8,148945,25M,"1,000,000+",Free,0,Everyone,Business,"July 19, 2018",5.2.8,5.0 and up
+Curriculum vitae App CV Builder Free Resume Maker,BUSINESS,4.5,4458,3.9M,"500,000+",Free,0,Everyone,Business,"July 8, 2018",3.3,4.1 and up
+Google Primer,BUSINESS,4.4,62272,18M,"10,000,000+",Free,0,Everyone,Business,"June 26, 2018",3.550.2,4.1 and up
+Alba Heaven - Alvarez Job Portal Services,BUSINESS,4.0,8941,12M,"5,000,000+",Free,0,Everyone,Business,"July 31, 2018",4.6.30,4.0.3 and up
+SuperLivePro,BUSINESS,4.3,46353,21M,"1,000,000+",Free,0,Everyone,Business,"April 13, 2016",2.8,1.5 and up
+Facebook Pages Manager,BUSINESS,4.0,1279184,Varies with device,"50,000,000+",Free,0,Everyone,Business,"August 2, 2018",Varies with device,Varies with device
+OfficeSuite Pro + PDF (Trial),BUSINESS,4.2,88073,Varies with device,"10,000,000+",Free,0,Everyone,Business,"July 9, 2018",Varies with device,Varies with device
+My Space - Employment Center,BUSINESS,4.5,67000,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 17, 2018",Varies with device,4.3 and up
+Box,BUSINESS,4.2,159872,Varies with device,"10,000,000+",Free,0,Everyone,Business,"July 31, 2018",Varies with device,Varies with device
+Polaris Office for LG,BUSINESS,4.2,30847,55M,"5,000,000+",Free,0,Everyone,Business,"February 8, 2018",7.3.21,4.1 and up
+Call Blocker,BUSINESS,4.6,188841,3.2M,"5,000,000+",Free,0,Everyone,Business,"June 21, 2018",1.1.13,4.0 and up
+Jobs in Alabama - Jobs in Alba,BUSINESS,4.1,11622,Varies with device,"5,000,000+",Free,0,Everyone,Business,"July 26, 2018",Varies with device,Varies with device
+Square Point of Sale - POS,BUSINESS,4.6,95912,Varies with device,"5,000,000+",Free,0,Everyone,Business,"July 30, 2018",Varies with device,Varies with device
+Plugin:AOT v5.0,BUSINESS,3.1,4034,23k,"100,000+",Free,0,Everyone,Business,"September 11, 2015",3.0.1.11 (Build 311),2.2 and up
+Kariyer.net,BUSINESS,3.9,45964,16M,"1,000,000+",Free,0,Everyone,Business,"July 18, 2018",5.1.5,4.1 and up
+SEEK Job Search,BUSINESS,4.3,14955,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 30, 2018",Varies with device,Varies with device
+Become a Job - Find a job or advertise,BUSINESS,4.1,6903,14M,"1,000,000+",Free,0,Everyone,Business,"July 10, 2018",2.3.6,4.1 and up
+ZOOM Cloud Meetings,BUSINESS,4.4,31614,37M,"10,000,000+",Free,0,Everyone,Business,"July 20, 2018",4.1.28165.0716,4.0 and up
+Easy Installer - Apps On SD,BUSINESS,4.1,23055,Varies with device,"5,000,000+",Free,0,Everyone,Business,"June 8, 2018",Varies with device,Varies with device
+Facebook Ads Manager,BUSINESS,4.1,19023,Varies with device,"1,000,000+",Free,0,Everyone,Business,"August 1, 2018",99.0.0.35.75,4.1 and up
+"IndiaMART: Search Products, Buy, Sell & Trade",BUSINESS,4.5,207372,11M,"5,000,000+",Free,0,Everyone,Business,"August 2, 2018",12.2.4,4.0 and up
+ViettelPost express delivery,BUSINESS,4.4,1225,25M,"100,000+",Free,0,Everyone,Business,"August 1, 2018",1.0.6.8,4.1 and up
+MyASUS - Service Center,BUSINESS,4.4,380837,7.3M,"10,000,000+",Free,0,Everyone,Business,"July 4, 2018",3.4.5,4.2 and up
+Job Korea - Career Jobs,BUSINESS,4.3,10600,6.5M,"1,000,000+",Free,0,Everyone,Business,"August 1, 2018",2.5.6,4.0 and up
+"104 Looking for a job - looking for a job, looking for a job, looking for a part-time job, health checkup, resume, treatment room",BUSINESS,4.4,74359,25M,"1,000,000+",Free,0,Everyone,Business,"July 27, 2018",1.12.5,4.0 and up
+Myanmar 2D/3D,BUSINESS,4.6,822,3.1M,"100,000+",Free,0,Everyone,Business,"June 8, 2018",1.5,4.0.3 and up
+Quick PDF Scanner + OCR FREE,BUSINESS,4.2,80805,Varies with device,"5,000,000+",Free,0,Everyone,Business,"February 26, 2018",Varies with device,4.0.3 and up
+sABN,BUSINESS,4.4,2287,1.5M,"1,000,000+",Free,0,Everyone,Business,"March 26, 2018",4.9,2.2 and up
+ATI Cargoes and Transportation,BUSINESS,4.7,4162,7.5M,"100,000+",Free,0,Everyone,Business,"July 24, 2018",0.9.4,4.0.3 and up
+Secure Folder,BUSINESS,3.8,14760,8.6M,"50,000,000+",Free,0,Everyone,Business,"January 31, 2018",1.1.07.6,7.0 and up
+UPS Mobile,BUSINESS,3.9,23243,Varies with device,"5,000,000+",Free,0,Everyone,Business,"June 25, 2018",Varies with device,Varies with device
+Y! Mobile menu,BUSINESS,NaN,9,1.2M,"100,000+",Free,0,Everyone,Business,"April 9, 2018",1.0.5,6.0 and up
+SignEasy | Sign and Fill PDF and other Documents,BUSINESS,4.3,8978,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 25, 2018",Varies with device,Varies with device
+Quick PDF Scanner + OCR FREE,BUSINESS,4.2,80805,Varies with device,"5,000,000+",Free,0,Everyone,Business,"February 26, 2018",Varies with device,4.0.3 and up
+Genius Scan - PDF Scanner,BUSINESS,4.4,42492,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 11, 2018",Varies with device,Varies with device
+Tiny Scanner - PDF Scanner App,BUSINESS,4.7,286897,39M,"10,000,000+",Free,0,Everyone,Business,"May 30, 2017",1.2.6,3.0 and up
+Fast Scanner : Free PDF Scan,BUSINESS,4.5,103755,14M,"10,000,000+",Free,0,Everyone,Business,"July 11, 2018",3.9.2,4.1 and up
+Mobile Doc Scanner (MDScan) Lite,BUSINESS,4.2,46505,19M,"1,000,000+",Free,0,Everyone,Business,"August 2, 2018",3.4.49,4.1 and up
+TurboScan: scan documents and receipts in PDF,BUSINESS,4.7,11442,6.8M,"100,000+",Paid,$4.99,Everyone,Business,"March 25, 2018",1.5.2,4.0 and up
+Tiny Scanner Pro: PDF Doc Scan,BUSINESS,4.8,10295,39M,"100,000+",Paid,$4.99,Everyone,Business,"April 11, 2017",3.4.6,3.0 and up
+Box,BUSINESS,4.2,159872,Varies with device,"10,000,000+",Free,0,Everyone,Business,"July 31, 2018",Varies with device,Varies with device
+Zenefits,BUSINESS,4.2,296,14M,"50,000+",Free,0,Everyone,Business,"June 15, 2018",3.2.1,4.1 and up
+Google Ads,BUSINESS,4.3,29313,20M,"5,000,000+",Free,0,Everyone,Business,"July 30, 2018",1.12.0,4.0.3 and up
+Google My Business,BUSINESS,4.4,70991,Varies with device,"5,000,000+",Free,0,Everyone,Business,"July 24, 2018",2.19.0.204537701,4.4 and up
+Slack,BUSINESS,4.4,51507,Varies with device,"5,000,000+",Free,0,Everyone,Business,"August 2, 2018",Varies with device,Varies with device
+FreshBooks Classic,BUSINESS,4.1,1802,26M,"100,000+",Free,0,Everyone,Business,"April 18, 2018",1.7.14,4.2 and up
+Insightly CRM,BUSINESS,3.8,1383,51M,"100,000+",Free,0,Everyone,Business,"July 12, 2018",3.24.1,5.0 and up
+QuickBooks Accounting: Invoicing & Expenses,BUSINESS,4.3,23175,41M,"1,000,000+",Free,0,Everyone,Business,"July 13, 2018",18.7,4.1 and up
+HipChat - Chat Built for Teams,BUSINESS,3.8,5868,20M,"500,000+",Free,0,Everyone,Business,"July 3, 2018",3.19.005,4.1 and up
+Xero Accounting Software,BUSINESS,3.5,2111,Varies with device,"100,000+",Free,0,Everyone,Business,"July 30, 2018",Varies with device,Varies with device
+"MailChimp - Email, Marketing Automation",BUSINESS,4.1,5448,12M,"500,000+",Free,0,Everyone,Business,"July 25, 2018",4.9.1,5.0 and up
+Crew - Free Messaging and Scheduling,BUSINESS,4.6,4159,48M,"500,000+",Free,0,Everyone,Business,"July 20, 2018",6.1.2,4.0.3 and up
+Asana: organize team projects,BUSINESS,4.3,20815,10M,"1,000,000+",Free,0,Everyone,Business,"July 26, 2018",6.4.4,5.0 and up
+Google Analytics,BUSINESS,4.5,78662,22M,"1,000,000+",Free,0,Everyone,Business,"February 13, 2018",3.7.5,4.4 and up
+AdWords Express,BUSINESS,4.1,7149,11M,"1,000,000+",Free,0,Everyone,Business,"July 31, 2018",2.6.158,4.0 and up
+Accounting App - Zoho Books,BUSINESS,4.5,3079,8.5M,"100,000+",Free,0,Everyone,Business,"August 2, 2018",5.20.7,4.1 and up
+Invoice & Time Tracking - Zoho,BUSINESS,4.6,5800,8.6M,"100,000+",Free,0,Everyone,Business,"August 2, 2018",5.20.7,4.1 and up
+join.me - Simple Meetings,BUSINESS,4.0,6989,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 16, 2018",4.3.0.508,4.4 and up
+Invoice 2go — Professional Invoices and Estimates,BUSINESS,4.2,16422,28M,"1,000,000+",Free,0,Everyone,Business,"August 1, 2018",10.46.2,4.1 and up
+Cisco Webex Meetings,BUSINESS,4.4,108741,28M,"10,000,000+",Free,0,Everyone,Business,"July 20, 2018",11.1.0,4.3 and up
+ZOOM Cloud Meetings,BUSINESS,4.4,31614,37M,"10,000,000+",Free,0,Everyone,Business,"July 20, 2018",4.1.28165.0716,4.0 and up
+ScreenMeet. Easy Phone Meeting,BUSINESS,4.0,624,9.0M,"100,000+",Free,0,Everyone,Business,"March 22, 2018",1.2.287,5.0 and up
+Cisco Webex Teams,BUSINESS,4.2,1661,46M,"100,000+",Free,0,Everyone,Business,"August 2, 2018",3.0.4651,4.4 and up
+Microsoft Remote Desktop,BUSINESS,4.2,97702,Varies with device,"5,000,000+",Free,0,Everyone,Business,"July 11, 2018",Varies with device,Varies with device
+Start Meeting,BUSINESS,4.1,308,14M,"50,000+",Free,0,Everyone,Business,"May 29, 2018",3.1.4.0,4.0.3 and up
+join.me - Simple Meetings,BUSINESS,4.0,6989,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 16, 2018",4.3.0.508,4.4 and up
+ClickMeeting Webinars,BUSINESS,3.8,5211,26M,"1,000,000+",Free,0,Everyone,Business,"July 30, 2018",3.3.0,4.0 and up
+BlueJeans for Android,BUSINESS,3.9,1058,23M,"500,000+",Free,0,Everyone,Business,"June 29, 2018",2.22.397,5.0 and up
+Skype for Business for Android,BUSINESS,3.9,78172,Varies with device,"10,000,000+",Free,0,Everyone,Business,"August 2, 2018",Varies with device,Varies with device
+Box,BUSINESS,4.2,159872,Varies with device,"10,000,000+",Free,0,Everyone,Business,"July 31, 2018",Varies with device,Varies with device
+Zenefits,BUSINESS,4.2,296,14M,"50,000+",Free,0,Everyone,Business,"June 15, 2018",3.2.1,4.1 and up
+Google Ads,BUSINESS,4.3,29313,20M,"5,000,000+",Free,0,Everyone,Business,"July 30, 2018",1.12.0,4.0.3 and up
+Google My Business,BUSINESS,4.4,70991,Varies with device,"5,000,000+",Free,0,Everyone,Business,"July 24, 2018",2.19.0.204537701,4.4 and up
+Slack,BUSINESS,4.4,51507,Varies with device,"5,000,000+",Free,0,Everyone,Business,"August 2, 2018",Varies with device,Varies with device
+FreshBooks Classic,BUSINESS,4.1,1802,26M,"100,000+",Free,0,Everyone,Business,"April 18, 2018",1.7.14,4.2 and up
+Insightly CRM,BUSINESS,3.8,1383,51M,"100,000+",Free,0,Everyone,Business,"July 12, 2018",3.24.1,5.0 and up
+QuickBooks Accounting: Invoicing & Expenses,BUSINESS,4.3,23175,41M,"1,000,000+",Free,0,Everyone,Business,"July 13, 2018",18.7,4.1 and up
+HipChat - Chat Built for Teams,BUSINESS,3.8,5868,20M,"500,000+",Free,0,Everyone,Business,"July 3, 2018",3.19.005,4.1 and up
+Xero Accounting Software,BUSINESS,3.5,2111,Varies with device,"100,000+",Free,0,Everyone,Business,"July 30, 2018",Varies with device,Varies with device
+"MailChimp - Email, Marketing Automation",BUSINESS,4.1,5448,12M,"500,000+",Free,0,Everyone,Business,"July 25, 2018",4.9.1,5.0 and up
+Crew - Free Messaging and Scheduling,BUSINESS,4.6,4159,48M,"500,000+",Free,0,Everyone,Business,"July 20, 2018",6.1.2,4.0.3 and up
+Asana: organize team projects,BUSINESS,4.3,20815,10M,"1,000,000+",Free,0,Everyone,Business,"July 26, 2018",6.4.4,5.0 and up
+Google Analytics,BUSINESS,4.5,78662,22M,"1,000,000+",Free,0,Everyone,Business,"February 13, 2018",3.7.5,4.4 and up
+AdWords Express,BUSINESS,4.1,7149,11M,"1,000,000+",Free,0,Everyone,Business,"July 31, 2018",2.6.158,4.0 and up
+Accounting App - Zoho Books,BUSINESS,4.5,3079,8.5M,"100,000+",Free,0,Everyone,Business,"August 2, 2018",5.20.7,4.1 and up
+Invoice & Time Tracking - Zoho,BUSINESS,4.6,5800,8.6M,"100,000+",Free,0,Everyone,Business,"August 2, 2018",5.20.7,4.1 and up
+join.me - Simple Meetings,BUSINESS,4.0,6989,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 16, 2018",4.3.0.508,4.4 and up
+Invoice 2go — Professional Invoices and Estimates,BUSINESS,4.2,16422,28M,"1,000,000+",Free,0,Everyone,Business,"August 1, 2018",10.46.2,4.1 and up
+SignEasy | Sign and Fill PDF and other Documents,BUSINESS,4.3,8978,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 25, 2018",Varies with device,Varies with device
+Quick PDF Scanner + OCR FREE,BUSINESS,4.2,80804,Varies with device,"5,000,000+",Free,0,Everyone,Business,"February 26, 2018",Varies with device,4.0.3 and up
+Genius Scan - PDF Scanner,BUSINESS,4.4,42492,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 11, 2018",Varies with device,Varies with device
+Tiny Scanner - PDF Scanner App,BUSINESS,4.7,286897,39M,"10,000,000+",Free,0,Everyone,Business,"May 30, 2017",1.2.6,3.0 and up
+Fast Scanner : Free PDF Scan,BUSINESS,4.5,103755,14M,"10,000,000+",Free,0,Everyone,Business,"July 11, 2018",3.9.2,4.1 and up
+Mobile Doc Scanner (MDScan) Lite,BUSINESS,4.2,46505,19M,"1,000,000+",Free,0,Everyone,Business,"August 2, 2018",3.4.49,4.1 and up
+TurboScan: scan documents and receipts in PDF,BUSINESS,4.7,11442,6.8M,"100,000+",Paid,$4.99,Everyone,Business,"March 25, 2018",1.5.2,4.0 and up
+Tiny Scanner Pro: PDF Doc Scan,BUSINESS,4.8,10295,39M,"100,000+",Paid,$4.99,Everyone,Business,"April 11, 2017",3.4.6,3.0 and up
+Docs To Go™ Free Office Suite,BUSINESS,4.1,217730,Varies with device,"50,000,000+",Free,0,Everyone,Business,"April 2, 2018",Varies with device,Varies with device
+OfficeSuite : Free Office + PDF Editor,BUSINESS,4.3,1002859,35M,"100,000,000+",Free,0,Everyone,Business,"August 2, 2018",9.7.14188,4.1 and up
+Slack,BUSINESS,4.4,51510,Varies with device,"5,000,000+",Free,0,Everyone,Business,"August 2, 2018",Varies with device,Varies with device
+Verify - Receipts & Expenses,BUSINESS,4.5,413,29M,"10,000+",Free,0,Everyone,Business,"July 25, 2018",2.0.19,5.0 and up
+QuickBooks Accounting: Invoicing & Expenses,BUSINESS,4.3,23175,41M,"1,000,000+",Free,0,Everyone,Business,"July 13, 2018",18.7,4.1 and up
+LINE WEBTOON - Free Comics,COMICS,4.5,1013635,Varies with device,"10,000,000+",Free,0,Teen,Comics,"July 31, 2018",Varies with device,Varies with device
+Manga Master - Best manga & comic reader,COMICS,4.6,24005,4.9M,"500,000+",Free,0,Adults only 18+,Comics,"July 4, 2018",1.1.7.0,4.1 and up
+GANMA! - All original stories free of charge for all original comics,COMICS,4.7,57106,27M,"1,000,000+",Free,0,Teen,Comics,"July 23, 2018",2.11.3,4.1 and up
+Röhrich Werner Soundboard,COMICS,4.7,2249,32M,"500,000+",Free,0,Everyone,Comics,"November 16, 2017",1.08,4.0.3 and up
+Unicorn Pokez - Color By Number,COMICS,4.8,516,12M,"50,000+",Free,0,Everyone,Comics;Creativity,"August 3, 2018",1.0.6,4.4 and up
+MangaToon - Comics updated Daily,COMICS,3.9,834,15M,"50,000+",Free,0,Mature 17+,Comics,"August 1, 2018",1.0.8,4.1 and up
+Manga Net – Best Online Manga Reader,COMICS,4.1,1010,11M,"50,000+",Free,0,Mature 17+,Comics,"July 7, 2018",1.5,4.1 and up
+Manga Rock - Best Manga Reader,COMICS,4.4,238970,28M,"1,000,000+",Free,0,Teen,Comics,"July 9, 2018",3.4.3_world,5.0 and up
+Manga - read Thai translation,COMICS,4.6,302,2.2M,"10,000+",Free,0,Teen,Comics,"July 3, 2018",1.0,4.0 and up
+The Vietnam Story - Fun Stories,COMICS,4.5,438,3.4M,"10,000+",Free,0,Everyone,Comics,"December 27, 2017",1.0,2.3 and up
+Dragon Ball Wallpaper - Ringtones,COMICS,4.7,73,8.3M,"10,000+",Free,0,Everyone,Comics,"July 23, 2018",1.9,4.0.3 and up
+Funny Jokes Photos,COMICS,4.4,39,4.3M,"10,000+",Free,0,Everyone 10+,Comics,"July 3, 2018",1.1,4.2 and up
+Truyện Vui Tý Quậy,COMICS,4.5,144,4.7M,"10,000+",Free,0,Everyone,Comics,"July 19, 2018",3.0,4.0.3 and up
+Comic Es - Shojo manga / love comics free of charge ♪ ♪,COMICS,3.9,2181,10M,"100,000+",Free,0,Teen,Comics,"March 5, 2018",1.2.12,4.0.3 and up
+comico Popular Original Cartoon Updated Everyday Comico,COMICS,3.2,93965,15M,"5,000,000+",Free,0,Teen,Comics,"July 3, 2018",6.3.0,4.0.3 and up
+Daily Manga - Comic & Webtoon,COMICS,3.2,1446,7.1M,"100,000+",Free,0,Mature 17+,Comics,"May 18, 2018",1.0,4.0.3 and up
+"漫咖 Comics - Manga,Novel and Stories",COMICS,4.1,12088,21M,"1,000,000+",Free,0,Mature 17+,Comics,"July 6, 2018",2.3.1,4.0.3 and up
+Emmanuella Funny Videos 2018,COMICS,4.5,314,6.1M,"100,000+",Free,0,Everyone,Comics,"May 23, 2018",3.1.0,4.1 and up
+DC Comics,COMICS,4.2,25671,Varies with device,"1,000,000+",Free,0,Teen,Comics,"June 5, 2018",Varies with device,Varies with device
+Manga Zero - Japanese cartoon and comic reader,COMICS,4.2,15194,15M,"1,000,000+",Free,0,Teen,Comics,"July 19, 2018",4.7.3,4.2 and up
+Marvel Unlimited,COMICS,3.7,22551,11M,"1,000,000+",Free,0,Teen,Comics,"July 24, 2018",3.16.0,4.4 and up
+"Tapas – Comics, Novels, and Stories",COMICS,4.5,29839,29M,"1,000,000+",Free,0,Teen,Comics,"July 31, 2018",4.1.0,4.4 and up
+Children's cartoons (Mithu-Mina-Raju),COMICS,4.6,279,3.3M,"100,000+",Free,0,Everyone,Comics,"December 18, 2017",1.6,4.0 and up
+Narrator's Voice,COMICS,4.5,564387,Varies with device,"5,000,000+",Free,0,Everyone,Comics,"July 5, 2018",Varies with device,Varies with device
+【Ranobbe complete free】 Novelba - Free app that you can read and write novels,COMICS,NaN,1330,22M,"50,000+",Free,0,Everyone,Comics,"July 3, 2018",6.1.1,4.2 and up
+Faustop Sounds,COMICS,4.7,1677,40M,"100,000+",Free,0,Everyone,Comics,"May 26, 2018",1.7.7,4.1 and up
+Manga Mania - Best online manga reader,COMICS,4.4,757,10M,"10,000+",Free,0,Teen,Comics,"May 24, 2018",1.0,4.1 and up
+- Free Comics - Comic Apps,COMICS,3.5,115,9.1M,"10,000+",Free,0,Mature 17+,Comics,"July 13, 2018",5.0.12,5.0 and up
+Manga AZ - Manga Comic Reader,COMICS,3.3,125,4.7M,"5,000+",Free,0,Teen,Comics,"July 24, 2018",1.0.4,4.0.3 and up
+Buff Thun - Daily Free Webtoon / Comics / Web Fiction / Mini Game,COMICS,4.5,9952,38M,"500,000+",Free,0,Everyone 10+,Comics,"July 31, 2018",4.3.0,4.1 and up
+pixiv comic - everyone's manga app,COMICS,4.4,18814,Varies with device,"1,000,000+",Free,0,Mature 17+,Comics,"July 30, 2018",Varies with device,Varies with device
+Funny Jokes and Stories 2018,COMICS,4.2,21,6.7M,"5,000+",Free,0,Everyone,Comics,"March 31, 2018",1.3,4.0 and up
+Hojiboy Tojiboyev Life Hacks,COMICS,5.0,15,37M,"1,000+",Free,0,Everyone,Comics,"June 26, 2018",2.0,4.0.3 and up
+Perfect Viewer,COMICS,4.4,51981,Varies with device,"5,000,000+",Free,0,Everyone,Comics,"August 1, 2018",4.2.0.2,2.3 and up
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",COMICS,4.7,3596,7.8M,"10,000+",Free,0,Teen,Comics,"June 16, 2018",1.01,4.0.3 and up
+think Comics,COMICS,4.4,1006,19M,"50,000+",Free,0,Everyone,Comics,"August 3, 2018",2.3.3,4.0.3 and up
+Memes Button,COMICS,4.4,5968,5.7M,"1,000,000+",Free,0,Everyone,Comics,"May 28, 2018",1.4,4.0 and up
+"Laftel - Watching and Announcing Snooping, Streaming",COMICS,4.6,4895,35M,"100,000+",Free,0,Everyone,Comics,"August 2, 2018",2.4.25,4.4 and up
+Messenger – Text and Video Chat for Free,COMMUNICATION,4.0,56642847,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+WhatsApp Messenger,COMMUNICATION,4.4,69119316,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Messenger for SMS,COMMUNICATION,4.3,125257,17M,"10,000,000+",Free,0,Teen,Communication,"June 6, 2018",1.8.9,4.1 and up
+Google Chrome: Fast & Secure,COMMUNICATION,4.3,9642995,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+Messenger Lite: Free Calls & Messages,COMMUNICATION,4.4,1429035,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 25, 2018",37.0.0.7.163,2.3 and up
+Gmail,COMMUNICATION,4.3,4604324,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 2, 2018",Varies with device,Varies with device
+Hangouts,COMMUNICATION,4.0,3419249,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"July 21, 2018",Varies with device,Varies with device
+Viber Messenger,COMMUNICATION,4.3,11334799,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 18, 2018",Varies with device,Varies with device
+My Tele2,COMMUNICATION,4.3,158679,8.8M,"5,000,000+",Free,0,Everyone,Communication,"August 3, 2018",2.4.1,4.4 and up
+Firefox Browser fast & private,COMMUNICATION,4.4,3075028,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 10, 2018",Varies with device,Varies with device
+Yahoo Mail – Stay Organized,COMMUNICATION,4.3,4187998,16M,"100,000,000+",Free,0,Everyone,Communication,"July 18, 2018",5.29.3,4.4 and up
+imo beta free calls and text,COMMUNICATION,4.3,659395,11M,"100,000,000+",Free,0,Everyone,Communication,"June 7, 2018",9.8.000000010492,4.0 and up
+imo free video calls and chat,COMMUNICATION,4.3,4785892,11M,"500,000,000+",Free,0,Everyone,Communication,"June 8, 2018",9.8.000000010501,4.0 and up
+Contacts,COMMUNICATION,4.3,66602,Varies with device,"50,000,000+",Free,0,Everyone,Communication,"June 26, 2018",2.8.4.201036949,5.0 and up
+Call Free – Free Call,COMMUNICATION,4.3,30209,15M,"5,000,000+",Free,0,Everyone,Communication,"July 28, 2018",1.3.4,4.1 and up
+Web Browser & Explorer,COMMUNICATION,4.0,36901,6.6M,"5,000,000+",Free,0,Everyone,Communication,"July 4, 2018",11.8.6,4.0.3 - 7.1.1
+Opera Mini - fast web browser,COMMUNICATION,4.5,5149854,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 19, 2018",Varies with device,Varies with device
+Browser 4G,COMMUNICATION,4.3,192948,6.6M,"10,000,000+",Free,0,Everyone,Communication,"June 19, 2018",24.6.6,4.0.3 - 7.1.1
+MegaFon Dashboard,COMMUNICATION,3.7,99559,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 30, 2018",Varies with device,Varies with device
+ZenUI Dialer & Contacts,COMMUNICATION,4.5,437674,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+Cricket Visual Voicemail,COMMUNICATION,3.9,13698,5.1M,"10,000,000+",Free,0,Everyone,Communication,"July 2, 2018",3.2.0.100171,4.1 and up
+Opera Browser: Fast and Secure,COMMUNICATION,4.4,2473509,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 31, 2018",47.1.2249.129326,Varies with device
+TracFone My Account,COMMUNICATION,3.6,20769,18M,"1,000,000+",Free,0,Everyone,Communication,"July 11, 2018",R6.0.3,4.1 and up
+Firefox Focus: The privacy browser,COMMUNICATION,4.4,36880,4.0M,"1,000,000+",Free,0,Everyone,Communication,"July 6, 2018",5.2,5.0 and up
+Google Voice,COMMUNICATION,4.2,171031,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Chrome Dev,COMMUNICATION,4.4,63543,Varies with device,"5,000,000+",Free,0,Everyone,Communication,"August 2, 2018",69.0.3497.24,Varies with device
+Xperia Link™,COMMUNICATION,4.1,45487,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"October 27, 2016",Varies with device,Varies with device
+TouchPal Keyboard - Fun Emoji & Android Keyboard,COMMUNICATION,4.4,615381,37M,"10,000,000+",Free,0,Mature 17+,Communication,"August 2, 2018",6.7.9.1,4.0.3 and up
+Who,COMMUNICATION,4.3,2451083,Varies with device,"100,000,000+",Free,0,Teen,Communication,"August 3, 2018",Varies with device,Varies with device
+Skype Lite - Free Video Call & Chat,COMMUNICATION,4.2,33053,22M,"5,000,000+",Free,0,Everyone,Communication,"July 31, 2018",1.60.0.31354-release,4.0.3 and up
+WeChat,COMMUNICATION,4.2,5387333,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 31, 2018",Varies with device,Varies with device
+UC Browser Mini -Tiny Fast Private & Secure,COMMUNICATION,4.4,3648120,3.3M,"100,000,000+",Free,0,Teen,Communication,"July 18, 2018",11.4.0,4.0 and up
+WhatsApp Business,COMMUNICATION,4.4,136662,32M,"10,000,000+",Free,0,Everyone,Communication,"July 30, 2018",2.18.116,4.0.3 and up
+My magenta,COMMUNICATION,3.9,42370,37M,"1,000,000+",Free,0,Everyone,Communication,"June 25, 2018",7.5.1,5.0 and up
+Android Messages,COMMUNICATION,4.2,781810,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+Telegram,COMMUNICATION,4.4,3128250,Varies with device,"100,000,000+",Free,0,Mature 17+,Communication,"July 27, 2018",Varies with device,Varies with device
+Google Duo - High Quality Video Calls,COMMUNICATION,4.6,2083237,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 31, 2018",37.1.206017801.DR37_RC14,4.4 and up
+Puffin Web Browser,COMMUNICATION,4.3,541389,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 9, 2018",7.5.3.20547,4.1 and up
+Seznam.cz,COMMUNICATION,4.3,46702,Varies with device,"1,000,000+",Free,0,Everyone,Communication,"July 4, 2018",Varies with device,Varies with device
+Antillean Gold Telegram (original version),COMMUNICATION,4.4,2939,17M,"100,000+",Free,0,Everyone,Communication,"July 16, 2018",2.1,4.1 and up
+AT&T Visual Voicemail,COMMUNICATION,3.7,13761,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"June 27, 2018",Varies with device,Varies with device
+GMX Mail,COMMUNICATION,4.3,258556,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 25, 2018",Varies with device,Varies with device
+Omlet Chat,COMMUNICATION,3.9,40751,35M,"10,000,000+",Free,0,Teen,Communication,"November 4, 2016",2.2.7600,4.0.3 and up
+UC Browser - Fast Download Private & Secure,COMMUNICATION,4.5,17712922,40M,"500,000,000+",Free,0,Teen,Communication,"August 2, 2018",12.8.5.1121,4.0 and up
+My Vodacom SA,COMMUNICATION,3.7,25021,61M,"5,000,000+",Free,0,Everyone,Communication,"June 26, 2018",9.9.0,4.3 and up
+Microsoft Edge,COMMUNICATION,4.3,27187,66M,"5,000,000+",Free,0,Everyone,Communication,"July 28, 2018",42.0.0.2059,4.4 and up
+WhatsApp Messenger,COMMUNICATION,4.4,69119316,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Messenger – Text and Video Chat for Free,COMMUNICATION,4.0,56646578,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+imo free video calls and chat,COMMUNICATION,4.3,4785988,11M,"500,000,000+",Free,0,Everyone,Communication,"June 8, 2018",9.8.000000010501,4.0 and up
+Hangouts Dialer - Call Phones,COMMUNICATION,4.0,122498,79k,"10,000,000+",Free,0,Everyone,Communication,"September 2, 2015",0.1.100944346,4.0.3 and up
+Viber Messenger,COMMUNICATION,4.3,11334973,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 18, 2018",Varies with device,Varies with device
+Hangouts,COMMUNICATION,4.0,3419433,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"July 21, 2018",Varies with device,Varies with device
+"Talkatone: Free Texts, Calls & Phone Number",COMMUNICATION,4.1,132014,25M,"10,000,000+",Free,0,Everyone,Communication,"July 18, 2018",6.1,4.2 and up
+Calls & Text by Mo+,COMMUNICATION,4.2,83239,14M,"5,000,000+",Free,0,Everyone,Communication,"April 19, 2018",3.0.4,4.0 and up
+free video calls and chat,COMMUNICATION,4.2,594728,Varies with device,"50,000,000+",Free,0,Everyone,Communication,"July 19, 2018",7.3(800241),4.4 and up
+WeChat,COMMUNICATION,4.2,5387446,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 31, 2018",Varies with device,Varies with device
+Skype - free IM & video calls,COMMUNICATION,4.1,10484169,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Telegram,COMMUNICATION,4.4,3128509,Varies with device,"100,000,000+",Free,0,Mature 17+,Communication,"July 27, 2018",Varies with device,Varies with device
+Who,COMMUNICATION,4.3,2451093,Varies with device,"100,000,000+",Free,0,Teen,Communication,"August 3, 2018",Varies with device,Varies with device
+Google Voice,COMMUNICATION,4.2,171031,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+"GO SMS Pro - Messenger, Free Themes, Emoji",COMMUNICATION,4.4,2876500,24M,"100,000,000+",Free,0,Everyone,Communication,"August 1, 2018",7.73,4.0 and up
+Android Messages,COMMUNICATION,4.2,781810,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+"Messaging+ SMS, MMS Free",COMMUNICATION,4.1,28238,17M,"1,000,000+",Free,0,Everyone,Communication,"August 2, 2018",4.98,2.3 and up
+chomp SMS,COMMUNICATION,4.3,335646,8.3M,"10,000,000+",Free,0,Everyone,Communication,"July 26, 2018",7.21,2.3 and up
+Glide - Video Chat Messenger,COMMUNICATION,4.3,350154,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 29, 2018",Varies with device,Varies with device
+Text SMS,COMMUNICATION,4.5,349384,8.2M,"10,000,000+",Free,0,Everyone,Communication,"July 24, 2018",3.47,4.0.3 and up
+Google Allo,COMMUNICATION,4.3,346982,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"January 23, 2018",Varies with device,4.1 and up
+Talkray - Free Calls & Texts,COMMUNICATION,4.2,244863,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"May 29, 2018",Varies with device,Varies with device
+LINE: Free Calls & Messages,COMMUNICATION,4.2,10790289,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 26, 2018",Varies with device,Varies with device
+GroupMe,COMMUNICATION,4.5,330761,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 3, 2018",Varies with device,Varies with device
+mysms SMS Text Messaging Sync,COMMUNICATION,4.3,37320,8.4M,"1,000,000+",Free,0,Everyone,Communication,"July 30, 2018",6.5.1,4.0.3 and up
+BBM - Free Calls & Messages,COMMUNICATION,4.3,12842860,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"August 2, 2018",Varies with device,4.0.3 and up
+KakaoTalk: Free Calls & Text,COMMUNICATION,4.3,2546527,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Firefox Focus: The privacy browser,COMMUNICATION,4.4,36893,4.0M,"1,000,000+",Free,0,Everyone,Communication,"July 6, 2018",5.2,5.0 and up
+2ndLine - Second Phone Number,COMMUNICATION,4.2,15880,32M,"1,000,000+",Free,0,Everyone,Communication,"August 3, 2018",5.65.0,4.0 and up
+Google Allo,COMMUNICATION,4.3,346980,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"January 23, 2018",Varies with device,4.1 and up
+Google Chrome: Fast & Secure,COMMUNICATION,4.3,9643041,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+Firefox Browser fast & private,COMMUNICATION,4.4,3075118,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 10, 2018",Varies with device,Varies with device
+"CM Browser - Ad Blocker , Fast Download , Privacy",COMMUNICATION,4.6,2264916,6.1M,"50,000,000+",Free,0,Everyone,Communication,"July 31, 2018",5.22.18.0006,4.0 and up
+Puffin Web Browser,COMMUNICATION,4.3,541389,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 9, 2018",7.5.3.20547,4.1 and up
+Opera Browser: Fast and Secure,COMMUNICATION,4.4,2473693,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 31, 2018",47.1.2249.129326,Varies with device
+Ninesky Browser,COMMUNICATION,4.2,42925,2.8M,"1,000,000+",Free,0,Everyone,Communication,"August 27, 2017",6.1,2.3 and up
+Opera Mini - fast web browser,COMMUNICATION,4.5,5150471,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 19, 2018",Varies with device,Varies with device
+"Dolphin Browser - Fast, Private & Adblock🐬",COMMUNICATION,4.5,2511130,Varies with device,"50,000,000+",Free,0,Everyone,Communication,"July 2, 2018",Varies with device,Varies with device
+UC Browser Mini -Tiny Fast Private & Secure,COMMUNICATION,4.4,3648480,3.3M,"100,000,000+",Free,0,Teen,Communication,"July 18, 2018",11.4.0,4.0 and up
+UC Browser - Fast Download Private & Secure,COMMUNICATION,4.5,17714850,40M,"500,000,000+",Free,0,Teen,Communication,"August 2, 2018",12.8.5.1121,4.0 and up
+Ghostery Privacy Browser,COMMUNICATION,4.1,13100,2.2M,"1,000,000+",Free,0,Everyone,Communication,"March 20, 2018",1.4.1.0,4.0.3 and up
+InBrowser - Incognito Browsing,COMMUNICATION,4.2,27156,Varies with device,"1,000,000+",Free,0,Everyone,Communication,"May 31, 2018",Varies with device,Varies with device
+Web Browser for Android,COMMUNICATION,4.1,55098,4.3M,"1,000,000+",Free,0,Everyone,Communication,"June 20, 2018",2.2,4.0 and up
+DU Browser—Browse fast & fun,COMMUNICATION,4.3,1133501,4.7M,"10,000,000+",Free,0,Everyone,Communication,"April 1, 2016",6.4.0.4,4.0 and up
+Lightning Web Browser,COMMUNICATION,4.1,12578,2.3M,"500,000+",Free,0,Everyone,Communication,"July 10, 2017",4.5.1,4.0 and up
+Web Browser,COMMUNICATION,4.2,10965,2.3M,"500,000+",Free,0,Everyone,Communication,"February 2, 2015",2.0,3.0 and up
+Puffin Browser Pro,COMMUNICATION,4.0,18247,Varies with device,"100,000+",Paid,$3.99,Everyone,Communication,"July 5, 2018",7.5.3.20547,4.1 and up
+Contacts+,COMMUNICATION,4.2,190613,11M,"10,000,000+",Free,0,Everyone,Communication,"July 31, 2018",5.85.1,4.0.3 and up
+ExDialer - Dialer & Contacts,COMMUNICATION,4.2,125232,2.7M,"10,000,000+",Free,0,Everyone,Communication,"March 5, 2017",196,2.1 and up
+Calls & Text by Mo+,COMMUNICATION,4.2,83239,14M,"5,000,000+",Free,0,Everyone,Communication,"April 19, 2018",3.0.4,4.0 and up
+Viber Messenger,COMMUNICATION,4.3,11334973,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 18, 2018",Varies with device,Varies with device
+PHONE for Google Voice & GTalk,COMMUNICATION,4.3,72065,13M,"1,000,000+",Free,0,Everyone,Communication,"April 18, 2018",3.0.7,4.0 and up
+Safest Call Blocker,COMMUNICATION,4.4,27540,3.7M,"1,000,000+",Free,0,Everyone,Communication,"January 5, 2018",1.26.001,4.0 and up
+Full Screen Caller ID,COMMUNICATION,4.2,104990,10M,"5,000,000+",Free,0,Everyone,Communication,"May 15, 2018",3.5.0,4.0.3 and up
+Hiya - Caller ID & Block,COMMUNICATION,4.4,177703,13M,"10,000,000+",Free,0,Mature 17+,Communication,"July 25, 2018",8.1.2-6310,5.0 and up
+Call Blocker,COMMUNICATION,4.1,17529,10M,"1,000,000+",Free,0,Everyone,Communication,"July 26, 2018",5.86,4.0.3 and up
+Mr. Number-Block calls & spam,COMMUNICATION,4.2,177263,13M,"10,000,000+",Free,0,Mature 17+,Communication,"July 13, 2018",5.1.2-6310,5.0 and up
+Should I Answer?,COMMUNICATION,4.8,237468,8.8M,"1,000,000+",Free,0,Everyone,Communication,"July 26, 2018",2018.1.715,4.0 and up
+RocketDial Dialer & Contacts,COMMUNICATION,4.4,32254,5.5M,"1,000,000+",Free,0,Everyone,Communication,"December 4, 2017",3.9.7,2.1 and up
+"CallApp: Caller ID, Blocker & Phone Call Recorder",COMMUNICATION,4.4,483565,20M,"10,000,000+",Free,0,Everyone,Communication,"July 29, 2018",1.286,4.1 and up
+Whoscall - Caller ID & Block,COMMUNICATION,4.4,552441,29M,"10,000,000+",Free,0,Everyone,Communication,"August 1, 2018",6.19.1,4.1 and up
+CIA - Caller ID & Call Blocker,COMMUNICATION,4.0,60308,Varies with device,"5,000,000+",Free,0,Everyone,Communication,"June 22, 2018",Varies with device,Varies with device
+Calls Blacklist - Call Blocker,COMMUNICATION,4.5,457283,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"May 24, 2018",Varies with device,Varies with device
+Call Control - Call Blocker,COMMUNICATION,4.4,93825,11M,"5,000,000+",Free,0,Everyone,Communication,"July 5, 2018",2.17.3,4.1 and up
+True Contact - Real Caller ID,COMMUNICATION,4.1,32283,Varies with device,"1,000,000+",Free,0,Everyone,Communication,"July 26, 2018",Varies with device,Varies with device
+Video Caller Id,COMMUNICATION,4.2,15287,17M,"1,000,000+",Free,0,Everyone,Communication,"January 24, 2018",2.2.245,4.0.3 and up
+Sync.ME – Caller ID & Block,COMMUNICATION,4.5,205739,17M,"5,000,000+",Free,0,Everyone,Communication,"July 26, 2018",4.5.4,4.1 and up
+Burner - Free Phone Number,COMMUNICATION,4.3,14873,Varies with device,"1,000,000+",Free,0,Everyone,Communication,"July 12, 2018",Varies with device,Varies with device
+"Truecaller: Caller ID, SMS spam blocking & Dialer",COMMUNICATION,4.5,7820209,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+Caller ID +,COMMUNICATION,4.0,9498,118k,"1,000,000+",Free,0,Everyone,Communication,"June 7, 2016",5.28.0,2.3 and up
+Gmail,COMMUNICATION,4.3,4604483,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 2, 2018",Varies with device,Varies with device
+Yahoo Mail – Stay Organized,COMMUNICATION,4.3,4188142,16M,"100,000,000+",Free,0,Everyone,Communication,"July 18, 2018",5.29.3,4.4 and up
+K-9 Mail,COMMUNICATION,4.2,88427,5.1M,"5,000,000+",Free,0,Everyone,Communication,"January 6, 2018",5.403,4.0.3 and up
+"myMail – Email for Hotmail, Gmail and Outlook Mail",COMMUNICATION,4.5,305218,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Email TypeApp - Mail App,COMMUNICATION,4.6,183374,44M,"1,000,000+",Free,0,Everyone,Communication,"August 1, 2018",1.9.4.74,4.1 and up
+All Email Providers,COMMUNICATION,4.1,20901,7.3M,"1,000,000+",Free,0,Everyone,Communication,"April 3, 2018",5.0.9,4.1 and up
+"Newton Mail - Email App for Gmail, Outlook, IMAP",COMMUNICATION,4.0,122595,30M,"1,000,000+",Free,0,Everyone,Communication,"July 19, 2018",9.8.376,5.0 and up
+GO Notifier,COMMUNICATION,4.2,124346,695k,"10,000,000+",Free,0,Everyone,Communication,"July 6, 2014",2.8,2.0 and up
+Mail.Ru - Email App,COMMUNICATION,4.6,837842,Varies with device,"50,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Mail1Click - Secure Mail,COMMUNICATION,4.1,255,1.6M,"10,000+",Free,0,Everyone,Communication,"April 11, 2017",2.3,2.2 and up
+Daum Mail - Next Mail,COMMUNICATION,4.3,41420,19M,"5,000,000+",Free,0,Everyone,Communication,"June 21, 2018",3.2.0,4.0 and up
+mail.com mail,COMMUNICATION,4.2,44706,Varies with device,"1,000,000+",Free,0,Everyone,Communication,"July 25, 2018",Varies with device,Varies with device
+SolMail - All-in-One email app,COMMUNICATION,4.3,23707,Varies with device,"500,000+",Free,0,Everyone,Communication,"August 9, 2017",2.3.17,Varies with device
+Hangouts,COMMUNICATION,4.0,3419513,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"July 21, 2018",Varies with device,Varies with device
+imo free video calls and chat,COMMUNICATION,4.3,4785988,11M,"500,000,000+",Free,0,Everyone,Communication,"June 8, 2018",9.8.000000010501,4.0 and up
+free video calls and chat,COMMUNICATION,4.2,594728,Varies with device,"50,000,000+",Free,0,Everyone,Communication,"July 19, 2018",7.3(800241),4.4 and up
+Viber Messenger,COMMUNICATION,4.3,11335255,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 18, 2018",Varies with device,Varies with device
+Skype - free IM & video calls,COMMUNICATION,4.1,10484169,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+WeChat,COMMUNICATION,4.2,5387446,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 31, 2018",Varies with device,Varies with device
+Vonage Mobile® Call Video Text,COMMUNICATION,4.1,29208,23M,"1,000,000+",Free,0,Everyone,Communication,"September 28, 2016",2.9.8,2.3.3 and up
+JusTalk - Free Video Calls and Fun Video Chat,COMMUNICATION,4.6,191032,26M,"5,000,000+",Free,0,Everyone,Communication,"August 4, 2018",7.2.29,4.0.3 and up
+Glide - Video Chat Messenger,COMMUNICATION,4.3,350154,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 29, 2018",Varies with device,Varies with device
+Talkray - Free Calls & Texts,COMMUNICATION,4.2,244863,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"May 29, 2018",Varies with device,Varies with device
+LINE: Free Calls & Messages,COMMUNICATION,4.2,10790289,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 26, 2018",Varies with device,Varies with device
+KakaoTalk: Free Calls & Text,COMMUNICATION,4.3,2546527,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+"Moco+ - Chat, Meet People",DATING,4.2,1545,Varies with device,"10,000+",Paid,$3.99,Mature 17+,Dating,"June 19, 2018",2.6.139,4.1 and up
+Calculator,DATING,2.6,57,6.2M,"1,000+",Paid,$6.99,Everyone,Dating,"October 25, 2017",1.1.6,4.0 and up
+Truth or Dare Pro,DATING,NaN,0,20M,50+,Paid,$1.49,Teen,Dating,"September 1, 2017",1.0,4.0 and up
+"Private Dating, Hide App- Blue for PrivacyHider",DATING,NaN,0,18k,100+,Paid,$2.99,Everyone,Dating,"July 25, 2017",1.0.1,4.0 and up
+Ad Blocker for SayHi,DATING,NaN,4,1.2M,100+,Paid,$3.99,Teen,Dating,"August 2, 2018",1.2,4.0.3 and up
+AMBW Dating App: Asian Men Black Women Interracial,DATING,3.5,2,17M,100+,Paid,$7.99,Mature 17+,Dating,"January 21, 2017",1.0.1,4.0 and up
+Zoosk Dating App: Meet Singles,DATING,4.0,516801,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"August 2, 2018",Varies with device,Varies with device
+OkCupid Dating,DATING,4.1,285726,15M,"10,000,000+",Free,0,Mature 17+,Dating,"July 30, 2018",11.10.1,4.1 and up
+Match™ Dating - Meet Singles,DATING,3.7,76646,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"July 23, 2018",Varies with device,Varies with device
+"Hily: Dating, Chat, Match, Meet & Hook up",DATING,4.1,2556,56M,"100,000+",Free,0,Mature 17+,Dating,"August 1, 2018",2.5.2,4.1 and up
+Hinge: Dating & Relationships,DATING,4.2,7779,12M,"500,000+",Free,0,Mature 17+,Dating,"August 3, 2018",6.1.3,5.0 and up
+Casual Dating & Adult Singles - Joyride,DATING,4.5,61637,11M,"5,000,000+",Free,0,Mature 17+,Dating,"July 31, 2018",4.17.2,4.1 and up
+BBW Dating & Plus Size Chat,DATING,4.4,12632,29M,"1,000,000+",Free,0,Mature 17+,Dating,"July 27, 2018",3.5.0.1,4.1 and up
+"Moco - Chat, Meet People",DATING,4.2,313724,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"August 4, 2018",2.6.141,4.1 and up
+CMB Free Dating App,DATING,4.0,48845,40M,"1,000,000+",Free,0,Mature 17+,Dating,"August 1, 2018",4.19.0.2320,4.4 and up
+Hot or Not - Find someone right now,DATING,4.1,305708,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"August 2, 2018",Varies with device,Varies with device
+eharmony - Online Dating App,DATING,3.1,31320,53M,"5,000,000+",Free,0,Mature 17+,Dating,"July 30, 2018",6.6.5,4.1 and up
+Free Dating App & Flirt Chat - Match with Singles,DATING,4.4,172460,3.1M,"5,000,000+",Free,0,Mature 17+,Dating,"August 4, 2018",1.639,4.0 and up
+"Chispa, the Dating App for Latino, Latina Singles",DATING,4.2,4195,24M,"100,000+",Free,0,Mature 17+,Dating,"July 25, 2018",1.6.1,4.4 and up
+Clover Dating App,DATING,4.1,11633,23M,"500,000+",Free,0,Mature 17+,Dating,"July 24, 2018",2.5.1,4.1 and up
+Black People Meet Singles Date,DATING,3.9,10212,5.0M,"1,000,000+",Free,0,Mature 17+,Dating,"July 25, 2018",1.9.7,4.4 and up
+Mingle2 - Free Online Dating & Singles Chat Rooms,DATING,4.3,37053,44M,"1,000,000+",Free,0,Mature 17+,Dating,"August 3, 2018",4.4B,4.1 and up
+Free Dating App & Flirt Chat - Cheers,DATING,4.4,667,27M,"10,000+",Free,0,Mature 17+,Dating,"August 3, 2018",1.308.us,4.1 and up
+stranger chat - anonymous chat,DATING,3.5,13202,6.1M,"1,000,000+",Free,0,Mature 17+,Dating,"July 7, 2018",2.4.1,4.1 and up
+"Blendr - Chat, Flirt & Meet",DATING,4.0,28671,Varies with device,"1,000,000+",Free,0,Mature 17+,Dating,"August 1, 2018",Varies with device,Varies with device
+Free Dating Hook Up Messenger,DATING,3.3,1157,21M,"100,000+",Free,0,Mature 17+,Dating,"January 27, 2017",5.0.1,4.2 and up
+Find Real Love — YouLove Premium Dating,DATING,4.5,212626,11M,"10,000,000+",Free,0,Mature 17+,Dating,"July 31, 2018",4.17.2,4.1 and up
+Once - Quality Matches Every day,DATING,4.4,222888,21M,"1,000,000+",Free,0,Mature 17+,Dating,"July 17, 2018",2.45,4.1 and up
+BLK - Swipe. Match. Chat.,DATING,4.1,2067,24M,"100,000+",Free,0,Mature 17+,Dating,"July 25, 2018",1.6.1,4.4 and up
+Cougar Dating Life : Date Older Women Sugar Mummy,DATING,3.9,1643,31M,"500,000+",Free,0,Mature 17+,Dating,"July 3, 2018",4.5.5,4.1 and up
+Howlr,DATING,3.9,105,27M,"5,000+",Free,0,Mature 17+,Dating,"June 19, 2018",1.0.4,4.4 and up
+Stranger Chat & Date,DATING,3.6,3414,6.2M,"500,000+",Free,0,Mature 17+,Dating,"June 6, 2018",1.2.1,4.1 and up
+Free Dating & Flirt Chat - Choice of Love,DATING,4.0,42194,Varies with device,"5,000,000+",Free,0,Mature 17+,Dating,"July 24, 2018",Varies with device,Varies with device
+RandoChat - Chat roulette,DATING,3.6,11806,12M,"1,000,000+",Free,0,Mature 17+,Dating,"June 26, 2018",4.0.18,4.0.3 and up
+BeWild Free Dating & Chat App,DATING,3.4,1999,8.0M,"100,000+",Free,0,Mature 17+,Dating,"February 3, 2017",1.6.5,4.2 and up
+"FastMeet: Chat, Dating, Love",DATING,4.2,22544,5.9M,"1,000,000+",Free,0,Mature 17+,Dating,"July 27, 2018",1.31.4,4.0.3 and up
+"Free Dating App - YoCutie - Flirt, Chat & Meet",DATING,4.1,97684,7.9M,"1,000,000+",Free,0,Mature 17+,Dating,"July 10, 2018",1.230,4.0.3 and up
+OurTime Dating for Singles 50+,DATING,3.4,2519,5.0M,"100,000+",Free,0,Mature 17+,Dating,"July 25, 2018",1.9.7,4.4 and up
+FarmersOnly Dating,DATING,3.0,1146,1.4M,"100,000+",Free,0,Mature 17+,Dating,"February 25, 2016",2.2,4.0 and up
+Dating for 50 plus Mature Singles – FINALLY,DATING,4.6,13046,13M,"500,000+",Free,0,Mature 17+,Dating,"July 31, 2018",4.17.2,4.1 and up
+Sudy – Meet Elite & Rich Single,DATING,4.1,17268,40M,"500,000+",Free,0,Mature 17+,Dating,"June 25, 2018",4.1.2,4.0.3 and up
+Christian Dating For Free App,DATING,3.9,8722,13M,"500,000+",Free,0,Mature 17+,Dating,"June 20, 2018",15.8,4.1 and up
+Just She - Top Lesbian Dating,DATING,1.9,953,19M,"100,000+",Free,0,Mature 17+,Dating,"July 18, 2018",6.3.7,5.0 and up
+Single Parent Meet #1 Dating,DATING,3.5,2593,5.0M,"500,000+",Free,0,Mature 17+,Dating,"July 25, 2018",1.9.7,4.4 and up
+EliteSingles – Dating for Single Professionals,DATING,2.5,5377,19M,"500,000+",Free,0,Mature 17+,Dating,"July 31, 2018",4.8.5,4.0.3 and up
+Millionaire Match: Rich Singles Dating App,DATING,3.9,852,27M,"100,000+",Free,0,Mature 17+,Dating,"July 30, 2018",6.4.6,4.1 and up
+InterracialCupid - Interracial Dating App,DATING,3.4,212,3.0M,"50,000+",Free,0,Mature 17+,Dating,"June 13, 2018",2.3.0.1781,5.0 and up
+Sugar Mommas Dating And Single Search,DATING,3.5,1972,13M,"1,000,000+",Free,0,Mature 17+,Dating,"May 12, 2018",4.3,4.1 and up
+"Hide App, Private Dating, Safe Chat - PrivacyHider",DATING,4.4,35206,7.2M,"1,000,000+",Free,0,Everyone,Dating,"May 21, 2018",2.9.6,4.0 and up
+"muzmatch: Muslim & Arab Singles, Marriage & Dating",DATING,3.8,5164,25M,"100,000+",Free,0,Mature 17+,Dating,"July 24, 2018",3.8.75a,4.0.3 and up
+NoBuffDating - Free Dating App,DATING,4.2,1939,Varies with device,"100,000+",Free,0,Mature 17+,Dating,"January 8, 2017",1.0.0,4.0 and up
+Sugar Daddy Dating App,DATING,2.5,277,5.7M,"100,000+",Free,0,Mature 17+,Dating,"December 4, 2017",3.0.0,4.1 and up
+Adult Dirty Emojis,DATING,2.8,80,5.5M,"10,000+",Free,0,Teen,Dating,"November 6, 2017",1.0,4.0.3 and up
+Free Dating App - Meet Local Singles - Flirt Chat,DATING,4.1,825,Varies with device,"100,000+",Free,0,Mature 17+,Dating,"December 28, 2017",1.0.5,4.0 and up
+"Meet4U - Chat, Love, Singles!",DATING,4.2,40035,6.5M,"1,000,000+",Free,0,Mature 17+,Dating,"July 27, 2018",1.31.3,4.0.3 and up
+SnpCupid Dating,DATING,3.5,1093,5.8M,"100,000+",Free,0,Mature 17+,Dating,"January 28, 2017",1.6.6,4.2 and up
+"Chat Rooms, Avatars, Date - Galaxy",DATING,4.3,135418,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"July 7, 2018",Varies with device,Varies with device
+Adult Dating - AdultFinder,DATING,3.3,1601,3.8M,"500,000+",Free,0,Mature 17+,Dating,"February 1, 2017",1.5,4.1 and up
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,DATING,4.1,2212,41M,"100,000+",Free,0,Mature 17+,Dating,"June 20, 2018",2.0.5,4.0.3 and up
+"Meet24 - Love, Chat, Singles",DATING,4.2,57081,7.9M,"1,000,000+",Free,0,Mature 17+,Dating,"July 27, 2018",1.31.3,4.0.3 and up
+BBWCupid - BBW Dating App,DATING,3.5,241,2.8M,"50,000+",Free,0,Mature 17+,Dating,"June 1, 2018",2.2.0.1748,5.0 and up
+ChatVideo Meet new people,DATING,4.2,63986,20M,"5,000,000+",Free,0,Mature 17+,Dating,"May 31, 2018",3.0.15,4.0 and up
+"TryDate - Free Online Dating App, Chat Meet Adults",DATING,4.4,7888,15M,"500,000+",Free,0,Mature 17+,Dating,"April 29, 2018",2.4.0,4.1 and up
+Black White Interracial Dating - Interracial Match,DATING,4.1,535,28M,"100,000+",Free,0,Mature 17+,Dating,"March 29, 2018",2.0.0,4.1 and up
+"USA Singles Meet, Match and Date Free - Date",DATING,4.2,5084,9.6M,"100,000+",Free,0,Mature 17+,Dating,"August 3, 2018",1.55,4.1 and up
+FlirtChat - ♥Free Dating/Flirting App♥,DATING,4.3,2430,13M,"500,000+",Free,0,Mature 17+,Dating,"July 26, 2018",12.0.4,4.1 and up
+OkCupid Dating,DATING,4.1,285726,15M,"10,000,000+",Free,0,Mature 17+,Dating,"July 30, 2018",11.10.1,4.1 and up
+CMB Free Dating App,DATING,4.0,48845,40M,"1,000,000+",Free,0,Mature 17+,Dating,"August 1, 2018",4.19.0.2320,4.4 and up
+"Hily: Dating, Chat, Match, Meet & Hook up",DATING,4.1,2556,56M,"100,000+",Free,0,Mature 17+,Dating,"August 1, 2018",2.5.2,4.1 and up
+Hinge: Dating & Relationships,DATING,4.2,7779,12M,"500,000+",Free,0,Mature 17+,Dating,"August 3, 2018",6.1.3,5.0 and up
+The League,DATING,3.0,837,9.4M,"100,000+",Free,0,Mature 17+,Dating,"July 16, 2018",1.15.0,4.4 and up
+BBW Dating & Plus Size Chat,DATING,4.4,12632,29M,"1,000,000+",Free,0,Mature 17+,Dating,"July 27, 2018",3.5.0.1,4.1 and up
+Casual Dating & Adult Singles - Joyride,DATING,4.5,61637,11M,"5,000,000+",Free,0,Mature 17+,Dating,"July 31, 2018",4.17.2,4.1 and up
+EliteSingles – Dating for Single Professionals,DATING,2.5,5377,19M,"500,000+",Free,0,Mature 17+,Dating,"July 31, 2018",4.8.5,4.0.3 and up
+Clover Dating App,DATING,4.1,11633,23M,"500,000+",Free,0,Mature 17+,Dating,"July 24, 2018",2.5.1,4.1 and up
+"Moco - Chat, Meet People",DATING,4.2,313724,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"August 4, 2018",2.6.141,4.1 and up
+"Herpes Dating: 1,000K+ Singles",DATING,4.0,738,27M,"10,000+",Free,0,Mature 17+,Dating,"August 1, 2018",6.4.1,4.1 and up
+Hot or Not - Find someone right now,DATING,4.1,305708,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"August 2, 2018",Varies with device,Varies with device
+Just She - Top Lesbian Dating,DATING,1.9,953,19M,"100,000+",Free,0,Mature 17+,Dating,"July 18, 2018",6.3.7,5.0 and up
+Heart mill,DATING,3.3,4631,45M,"100,000+",Free,0,Mature 17+,Dating,"August 4, 2018",5.2.14,5.0 and up
+Once - Quality Matches Every day,DATING,4.4,222888,21M,"1,000,000+",Free,0,Mature 17+,Dating,"July 17, 2018",2.45,4.1 and up
+Sudy – Meet Elite & Rich Single,DATING,4.1,17268,40M,"500,000+",Free,0,Mature 17+,Dating,"June 25, 2018",4.1.2,4.0.3 and up
+"muzmatch: Muslim & Arab Singles, Marriage & Dating",DATING,3.8,5164,25M,"100,000+",Free,0,Mature 17+,Dating,"July 24, 2018",3.8.75a,4.0.3 and up
+95Live -SG#1 Live Streaming App,DATING,4.1,4953,15M,"1,000,000+",Free,0,Teen,Dating,"August 1, 2018",8.7.2,4.2 and up
+"Chispa, the Dating App for Latino, Latina Singles",DATING,4.2,4195,24M,"100,000+",Free,0,Mature 17+,Dating,"July 25, 2018",1.6.1,4.4 and up
+"Blendr - Chat, Flirt & Meet",DATING,4.0,28671,Varies with device,"1,000,000+",Free,0,Mature 17+,Dating,"August 1, 2018",Varies with device,Varies with device
+Find Real Love — YouLove Premium Dating,DATING,4.5,212626,11M,"10,000,000+",Free,0,Mature 17+,Dating,"July 31, 2018",4.17.2,4.1 and up
+Mutual - LDS Dating,DATING,3.7,1439,38M,"50,000+",Free,0,Mature 17+,Dating,"July 30, 2018",1.1.46,4.2 and up
+Cougar Dating Life : Date Older Women Sugar Mummy,DATING,3.9,1645,31M,"500,000+",Free,0,Mature 17+,Dating,"July 3, 2018",4.5.5,4.1 and up
+stranger chat - anonymous chat,DATING,3.5,13204,6.1M,"1,000,000+",Free,0,Mature 17+,Dating,"July 7, 2018",2.4.1,4.1 and up
+Millionaire Match: Rich Singles Dating App,DATING,3.9,853,27M,"100,000+",Free,0,Mature 17+,Dating,"July 30, 2018",6.4.6,4.1 and up
+2RedBeans,DATING,4.0,337,32M,"10,000+",Free,0,Mature 17+,Dating,"July 31, 2018",2.8.0,4.3 and up
+Dating for 50 plus Mature Singles – FINALLY,DATING,4.6,13049,13M,"500,000+",Free,0,Mature 17+,Dating,"July 31, 2018",4.17.2,4.1 and up
+"SweetRing - Meet, Match, Date",DATING,4.0,51698,63M,"1,000,000+",Free,0,Mature 17+,Dating,"July 26, 2018",3.0.0,4.0.3 and up
+"BiggerCity: Chat for gay bears, chubs & chasers",DATING,4.1,923,44M,"100,000+",Free,0,Mature 17+,Dating,"August 2, 2018",3.4.1.1,4.1 and up
+"Moco+ - Chat, Meet People",DATING,4.2,1546,Varies with device,"10,000+",Paid,$3.99,Mature 17+,Dating,"June 19, 2018",2.6.139,4.1 and up
+SilverSingles: The 50+ Dating App,DATING,3.3,149,16M,"10,000+",Free,0,Mature 17+,Dating,"July 31, 2018",4.8.5,4.0.3 and up
+Herpes Positive Singles Dating,DATING,4.4,198,28M,"10,000+",Free,0,Mature 17+,Dating,"May 18, 2018",5.5.7,4.1 and up
+"Chat Rooms, Avatars, Date - Galaxy",DATING,4.3,135420,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"July 7, 2018",Varies with device,Varies with device
+"FastMeet: Chat, Dating, Love",DATING,4.2,22545,5.9M,"1,000,000+",Free,0,Mature 17+,Dating,"July 27, 2018",1.31.4,4.0.3 and up
+Christian Dating For Free App,DATING,3.9,8723,13M,"500,000+",Free,0,Mature 17+,Dating,"June 20, 2018",15.8,4.1 and up
+Glam - Premium Dating App,DATING,4.3,23170,9.0M,"500,000+",Free,0,Mature 17+,Dating,"July 25, 2018",1.5.4.0,4.1 and up
+"iDates - Chats, Flirts, Dating, Love & Relations",DATING,3.4,13890,20M,"500,000+",Free,0,Mature 17+,Dating,"June 19, 2018",4.9.2 (Oasis),4.2 and up
+"Meet24 - Love, Chat, Singles",DATING,4.2,57083,7.9M,"1,000,000+",Free,0,Mature 17+,Dating,"July 27, 2018",1.31.3,4.0.3 and up
+Black White Interracial Dating - Interracial Match,DATING,4.1,537,28M,"100,000+",Free,0,Mature 17+,Dating,"March 29, 2018",2.0.0,4.1 and up
+JustDating,DATING,4.0,13440,49M,"500,000+",Free,0,Mature 17+,Dating,"August 3, 2018",3.10.5,4.0.3 and up
+Interracial Match Dating App,DATING,3.6,143,27M,"10,000+",Free,0,Mature 17+,Dating,"July 23, 2018",2.2.7,4.1 and up
+Russian Dating & Chat for Russian speaking RusDate,DATING,4.2,1059,18M,"100,000+",Free,0,Mature 17+,Dating,"July 26, 2018",1.17,4.2 and up
+Sky People (SPI): A secure blind date through authentication by Seoul National University,DATING,3.5,894,14M,"100,000+",Free,0,Mature 17+,Dating,"July 17, 2018",3.1.3,4.1 and up
+Sweet mi - unlimited hunnam hunting blind date,DATING,4.0,6191,27M,"500,000+",Free,0,Mature 17+,Dating,"July 12, 2018",0.0.73,4.1 and up
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,DATING,4.1,2212,41M,"100,000+",Free,0,Mature 17+,Dating,"June 20, 2018",2.0.5,4.0.3 and up
+Mingle - Online Dating App to Chat & Meet People,DATING,4.1,15081,38M,"1,000,000+",Free,0,Mature 17+,Dating,"July 26, 2018",4.7.6,4.1 and up
+Adult Dirty Emojis,DATING,2.8,80,5.5M,"10,000+",Free,0,Teen,Dating,"November 6, 2017",1.0,4.0.3 and up
+BBW Dating & Curvy Singles Chat- LargeFriends,DATING,4.4,218,27M,"10,000+",Free,0,Mature 17+,Dating,"July 23, 2018",5.2.9,4.1 and up
+"Hide App, Private Dating, Safe Chat - PrivacyHider",DATING,4.4,35205,7.2M,"1,000,000+",Free,0,Everyone,Dating,"May 21, 2018",2.9.6,4.0 and up
+Hitwe - meet people and chat,DATING,4.2,243950,21M,"10,000,000+",Free,0,Mature 17+,Dating,"May 10, 2018",4.3.2,4.1 and up
+A hundred,DATING,4.1,236,8.8M,"10,000+",Free,0,Mature 17+,Dating,"March 29, 2018",3.9.2,4.0.3 and up
+JustSayHi- Dating App. Chat & Meet Singles Nearby,DATING,4.2,5152,38M,"100,000+",Free,0,Mature 17+,Dating,"July 26, 2018",3.6.3,4.1 and up
+FERZU - Furries Social Network,DATING,3.9,1576,Varies with device,"10,000+",Free,0,Mature 17+,Dating,"February 16, 2018",4.4.1,4.1 and up
+WannaMeet – Dating & Chat App,DATING,4.1,6701,11M,"1,000,000+",Free,0,Mature 17+,Dating,"June 29, 2018",5.16.2,4.0.3 and up
+"Meet4U - Chat, Love, Singles!",DATING,4.2,40039,6.5M,"1,000,000+",Free,0,Mature 17+,Dating,"July 27, 2018",1.31.3,4.0.3 and up
+Luxy Pro- Elite Dating Single,DATING,3.9,742,26M,"50,000+",Free,0,Mature 17+,Dating,"April 7, 2018",5.3.3.13289,4.0.3 and up
+Dating Network,DATING,4.0,187,19M,"10,000+",Free,0,Mature 17+,Dating,"July 26, 2018",1.17,4.2 and up
+"Chatting - Free chat, random chat, boyfriend, girlfriend",DATING,4.2,2506,6.1M,"500,000+",Free,0,Mature 17+,Dating,"June 15, 2017",3.0.0,4.0 and up
+"iPair-Meet, Chat, Dating",DATING,4.5,182986,77M,"5,000,000+",Free,0,Mature 17+,Dating,"August 2, 2018",5.0.8,4.1 and up
+"Meet, chat & date. Free dating app - Chocolate app",DATING,3.9,8661,9.5M,"1,000,000+",Free,0,Mature 17+,Dating,"April 3, 2018",0.1.11,4.0 and up
+Transenger – Ts Dating and Chat for Free,DATING,3.6,8,14M,"1,000+",Free,0,Mature 17+,Dating,"July 29, 2018",1.4.0,4.4 and up
+O-Star,DATING,4.4,59,38M,"5,000+",Free,0,Everyone,Dating,"July 19, 2018",1.0.1,4.3 and up
+Free Cam Girls - Live Webcam,DATING,3.5,35,16M,"1,000+",Free,0,Mature 17+,Dating,"July 16, 2018",2.4,4.0.3 and up
+Cardi B Live Stream Video Chat - Prank,DATING,4.4,28,3.4M,500+,Free,0,Everyone,Dating,"July 16, 2018",2.5,4.0.3 and up
+Live Girls Talk - Free Video Chat,DATING,4.8,125,4.7M,"5,000+",Free,0,Mature 17+,Dating,"July 8, 2018",8.2,4.0.3 and up
+Live Talk - Free Text and Video Chat,DATING,4.6,185,5.0M,"10,000+",Free,0,Mature 17+,Dating,"July 16, 2018",8.2,4.0.3 and up
+Chat Kids - Chat Room For Kids,DATING,4.7,6,4.9M,100+,Free,0,Mature 17+,Dating,"July 24, 2018",1.0,4.0.3 and up
+Girls Live Chat - Free Text & Video Chat,DATING,4.8,110,4.9M,"10,000+",Free,0,Mature 17+,Dating,"July 9, 2018",8.2,4.0.3 and up
+Random Video Chat,DATING,NaN,3,16M,"1,000+",Free,0,Mature 17+,Dating,"July 15, 2018",4.20,4.0.3 and up
+MouseMingle,DATING,2.7,3,3.9M,100+,Free,0,Mature 17+,Dating,"July 17, 2018",1.0.0,4.4 and up
+American Girls Mobile Numbers,DATING,5.0,5,4.4M,"1,000+",Free,0,Mature 17+,Dating,"July 17, 2018",3.0,4.0.3 and up
+Random Video Chat App With Strangers,DATING,NaN,3,4.8M,"1,000+",Free,0,Mature 17+,Dating,"July 17, 2018",1.,4.0 and up
+FREE VIDEO CHAT - LIVE VIDEO AND TEXT CHAT,DATING,4.8,84,4.5M,"1,000+",Free,0,Mature 17+,Dating,"July 6, 2018",8.2,4.0.3 and up
+Awake Dating,DATING,5.0,2,70M,100+,Free,0,Mature 17+,Dating,"July 24, 2018",2.2.9,4.4 and up
+Live Chat - Free Video Chat Rooms,DATING,4.8,20,4.9M,500+,Free,0,Mature 17+,Dating,"July 15, 2018",8.2,4.0.3 and up
+Meet With Strangers: Video Chat & Dating,DATING,NaN,2,3.7M,500+,Free,0,Mature 17+,Dating,"July 16, 2018",1.,4.0 and up
+FREE LIVE TALK,DATING,4.9,776,4.9M,"5,000+",Free,0,Mature 17+,Dating,"July 14, 2018",8.2,4.0.3 and up
+Random Chat App with Strangers,DATING,3.0,2,16M,100+,Free,0,Mature 17+,Dating,"July 17, 2018",2.5,4.0.3 and up
+Ost. Zombies Cast - New Music and Lyrics,DATING,NaN,1,4.6M,100+,Free,0,Teen,Dating,"July 20, 2018",1.0,4.0.3 and up
+Dating White Girls,DATING,NaN,0,3.6M,50+,Free,0,Mature 17+,Dating,"July 20, 2018",1.0,4.0 and up
+Live Chat - Free Video Talk,DATING,4.7,14,21M,"5,000+",Free,0,Mature 17+,Dating,"August 3, 2018",1.3,4.1 and up
+Geeks Dating,DATING,NaN,0,13M,50+,Free,0,Mature 17+,Dating,"July 10, 2018",1.0,4.1 and up
+Live chat - free video chat,DATING,NaN,1,8.7M,500+,Free,0,Mature 17+,Dating,"July 23, 2018",3.52,4.0.3 and up
+House party - live chat,DATING,1.0,1,9.2M,10+,Free,0,Mature 17+,Dating,"July 31, 2018",3.52,4.0.3 and up
+Fishing Brain & Boating Maps Marine,DATING,NaN,3,6.9M,500+,Free,0,Everyone,Dating,"July 23, 2018",1.0,4.0.3 and up
+CAM5678 Video Chat,DATING,NaN,0,39M,500+,Free,0,Mature 17+,Dating,"July 13, 2018",5.5.8,4.0.3 and up
+Video chat live advices,DATING,NaN,0,8.0M,100+,Free,0,Everyone,Dating,"July 10, 2018",1.0,3.0 and up
+chat live chat,DATING,NaN,24,3.9M,"1,000+",Free,0,Mature 17+,Dating,"July 26, 2018",1.0,4.0 and up
+Pet Lovers Dating,DATING,NaN,0,14M,10+,Free,0,Mature 17+,Dating,"July 9, 2018",1.0,4.1 and up
+Friend Find: free chat + flirt dating app,DATING,NaN,23,11M,100+,Free,0,Mature 17+,Dating,"July 31, 2018",1.0,4.4 and up
+Latin Dating,DATING,NaN,0,13M,10+,Free,0,Mature 17+,Dating,"July 9, 2018",1.0,4.1 and up
+Spine- The dating app,DATING,5.0,5,9.3M,500+,Free,0,Teen,Dating,"July 14, 2018",4.0,4.0.3 and up
+Online Chat Girls Meet,DATING,4.7,18,5.0M,500+,Free,0,Mature 17+,Dating,"July 25, 2018",8.2,4.0.3 and up
+Wifi Mingle,DATING,NaN,0,10.0M,10+,Free,0,Everyone,Dating,"July 27, 2018",1.3,4.4 and up
+Girls Live Talk - Free Text and Video Chat,DATING,5.0,6,5.0M,100+,Free,0,Mature 17+,Dating,"August 1, 2018",8.2,4.0.3 and up
+Soy Luna - Top Music And Lyrics,DATING,NaN,1,5.0M,100+,Free,0,Teen,Dating,"July 24, 2018",1.0,4.0.3 and up
+When Will You Get Married,DATING,NaN,2,3.6M,10+,Free,0,Everyone,Dating,"July 14, 2018",1.0,4.0.3 and up
+HOW TO ASK A GIRL OUT,DATING,NaN,0,19M,10+,Free,0,Everyone,Dating,"July 16, 2018",1.0,4.0.3 and up
+Online Girls Chat Group,DATING,5.0,5,5.0M,100+,Free,0,Mature 17+,Dating,"August 2, 2018",8.2,4.0.3 and up
+The DJ - Match with People,DATING,NaN,0,9.8M,50+,Free,0,Mature 17+,Dating,"August 2, 2018",1.2,4.1 and up
+Toronto Dating,DATING,NaN,0,14M,100+,Free,0,Mature 17+,Dating,"July 12, 2018",1.0,4.1 and up
+i miss you quotes and photos,DATING,NaN,0,5.0M,100+,Free,0,Everyone,Dating,"July 22, 2018",1.0.7,4.0 and up
+JoJo Siwa Top Hits Music,DATING,NaN,0,4.9M,10+,Free,0,Teen,Dating,"July 26, 2018",1.0,4.0.3 and up
+UK Girls Mobile Numbers,DATING,3.0,1,5.5M,500+,Free,0,Mature 17+,Dating,"July 19, 2018",1.0,4.0.3 and up
+chat saudi arabia,DATING,4.1,11,11M,"1,000+",Free,0,Mature 17+,Dating,"July 14, 2018",1.1,4.0 and up
+Chat Click - Dating Search,DATING,NaN,4,3.8M,500+,Free,0,Mature 17+,Dating,"July 11, 2018",1.0,3.0 and up
+Iraq love chat,DATING,NaN,14,5.0M,50+,Free,0,Teen,Dating,"August 3, 2018",8.2,4.0.3 and up
+Healthy Relationships Guide,DATING,NaN,0,8.2M,1+,Free,0,Everyone,Dating,"July 31, 2018",2.0,4.0.3 and up
+following,DATING,NaN,1,21M,10+,Free,0,Mature 17+,Dating,"July 24, 2018",1.0.3,4.2 and up
+Gods by Night,DATING,NaN,104,12M,"1,000+",Free,0,Mature 17+,Dating,"July 22, 2018",3.5.4.2.3,4.1 and up
+PlusOne,DATING,NaN,0,10M,1+,Free,0,Mature 17+,Dating,"July 17, 2018",1.1.1,4.2 and up
+Love Calendar - Couple Sharing Calendar & CoupleDay,DATING,NaN,14,3.3M,50+,Free,0,Everyone,Dating,"July 30, 2018",1.6,4.1 and up
+Speeding Joyride & Car Meet App,DATING,5.0,3,25M,100+,Free,0,Mature 17+,Dating,"July 20, 2018",1.2.9,4.1 and up
+LOBSTR - go on a lunch date,DATING,3.7,101,15M,"10,000+",Free,0,Mature 17+,Dating,"July 24, 2018",2,4.1 and up
+Titanic App - Feminist Dating Application,DATING,4.5,120,10M,500+,Free,0,Mature 17+,Dating,"August 4, 2018",1.5-beta,5.0 and up
+French Chat Room,DATING,4.2,24,4.9M,"1,000+",Free,0,Mature 17+,Dating,"July 11, 2018",1.0,4.0.3 and up
+Soul Mate,DATING,NaN,0,4.4M,10+,Free,0,Mature 17+,Dating,"July 19, 2018",4.5.0,4.0.3 and up
+Diamond Engagement Rings,DATING,NaN,0,3.5M,5+,Free,0,Everyone,Dating,"July 12, 2018",6.1,4.0 and up
+Dating Tips For Men,DATING,NaN,0,7.8M,10+,Free,0,Everyone,Dating,"July 9, 2018",3.0,4.0.3 and up
+Halalguur,DATING,4.3,6,9.0M,100+,Free,0,Mature 17+,Dating,"July 26, 2018",3.7,4.0.3 and up
+95Live -SG#1 Live Streaming App,DATING,4.1,4954,15M,"1,000,000+",Free,0,Teen,Dating,"August 1, 2018",8.7.2,4.2 and up
+Just She - Top Lesbian Dating,DATING,1.9,954,19M,"100,000+",Free,0,Mature 17+,Dating,"July 18, 2018",6.3.7,5.0 and up
+"Hily: Dating, Chat, Match, Meet & Hook up",DATING,4.1,2560,56M,"100,000+",Free,0,Mature 17+,Dating,"August 1, 2018",2.5.2,4.1 and up
+O-Star,DATING,4.4,59,38M,"5,000+",Free,0,Everyone,Dating,"July 19, 2018",1.0.1,4.3 and up
+Random Video Chat,DATING,NaN,3,16M,"1,000+",Free,0,Mature 17+,Dating,"July 15, 2018",4.20,4.0.3 and up
+Black People Meet Singles Date,DATING,3.9,10212,5.0M,"1,000,000+",Free,0,Mature 17+,Dating,"July 25, 2018",1.9.7,4.4 and up
+Howlr,DATING,3.9,105,27M,"5,000+",Free,0,Mature 17+,Dating,"June 19, 2018",1.0.4,4.4 and up
+Find Lover,DATING,NaN,21,4.7M,"1,000+",Free,0,Mature 17+,Dating,"July 27, 2018",1.0.2,4.0.3 and up
+Free Dating & Flirt Chat - Choice of Love,DATING,4.0,42197,Varies with device,"5,000,000+",Free,0,Mature 17+,Dating,"July 24, 2018",Varies with device,Varies with device
+Cardi B Live Stream Video Chat - Prank,DATING,4.4,28,3.4M,500+,Free,0,Everyone,Dating,"July 16, 2018",2.5,4.0.3 and up
+Chat Kids - Chat Room For Kids,DATING,4.7,6,4.9M,100+,Free,0,Mature 17+,Dating,"July 24, 2018",1.0,4.0.3 and up
+"muzmatch: Muslim & Arab Singles, Marriage & Dating",DATING,3.8,5168,25M,"100,000+",Free,0,Mature 17+,Dating,"July 24, 2018",3.8.75a,4.0.3 and up
+BBW Dating & Plus Size Chat,DATING,4.4,12633,29M,"1,000,000+",Free,0,Mature 17+,Dating,"July 27, 2018",3.5.0.1,4.1 and up
+"2Date Dating App, Love and matching",DATING,4.4,41605,8.1M,"500,000+",Free,0,Mature 17+,Dating,"July 26, 2018",4.813,4.0.3 and up
+Transenger – Ts Dating and Chat for Free,DATING,3.6,8,14M,"1,000+",Free,0,Mature 17+,Dating,"July 29, 2018",1.4.0,4.4 and up
+BBW Dating & Curvy Singles Chat- LargeFriends,DATING,4.4,218,27M,"10,000+",Free,0,Mature 17+,Dating,"July 23, 2018",5.2.9,4.1 and up
+MouseMingle,DATING,2.7,3,3.9M,100+,Free,0,Mature 17+,Dating,"July 17, 2018",1.0.0,4.4 and up
+FlirtChat - ♥Free Dating/Flirting App♥,DATING,4.3,2433,13M,"500,000+",Free,0,Mature 17+,Dating,"July 26, 2018",12.0.4,4.1 and up
+Live Talk - Free Text and Video Chat,DATING,4.6,185,5.0M,"10,000+",Free,0,Mature 17+,Dating,"July 16, 2018",8.2,4.0.3 and up
+Adult Dirty Emojis,DATING,2.8,80,5.5M,"10,000+",Free,0,Teen,Dating,"November 6, 2017",1.0,4.0.3 and up
+Free Cam Girls - Live Webcam,DATING,3.5,35,16M,"1,000+",Free,0,Mature 17+,Dating,"July 16, 2018",2.4,4.0.3 and up
+Random Video Chat App With Strangers,DATING,NaN,3,4.8M,"1,000+",Free,0,Mature 17+,Dating,"July 17, 2018",1.,4.0 and up
+Teenage Chat & Dating,DATING,3.4,5,14M,500+,Free,0,Mature 17+,Dating,"July 9, 2018",1.2,4.1 and up
+Live Girls Talk - Free Video Chat,DATING,4.8,125,4.7M,"5,000+",Free,0,Mature 17+,Dating,"July 8, 2018",8.2,4.0.3 and up
+Girls Online Talk - Free Text and Video Chat,DATING,4.7,791,3.7M,"10,000+",Free,0,Mature 17+,Dating,"May 15, 2018",8.2,4.0.3 and up
+Girls Live Chat - Free Text & Video Chat,DATING,4.8,110,4.9M,"10,000+",Free,0,Mature 17+,Dating,"July 9, 2018",8.2,4.0.3 and up
+Online Girls Chat,DATING,4.8,5323,3.5M,"50,000+",Free,0,Mature 17+,Dating,"April 21, 2018",8.2,4.0.3 and up
+LIVE VIDEO TALK,DATING,4.7,478,4.5M,"10,000+",Free,0,Mature 17+,Dating,"June 28, 2018",8.2,4.0.3 and up
+Free Dating App - Meet Local Singles - Flirt Chat,DATING,4.1,825,Varies with device,"100,000+",Free,0,Mature 17+,Dating,"December 28, 2017",1.0.5,4.0 and up
+SkyLove – Dating and chat,DATING,3.5,69,36M,"5,000+",Free,0,Mature 17+,Dating,"August 4, 2018",1.0.82,4.4 and up
+Free Live Talk-Video Call,DATING,4.7,158,4.5M,"10,000+",Free,0,Mature 17+,Dating,"July 5, 2018",8.2,4.0.3 and up
+FindLoving,DATING,3.8,24,19M,"1,000+",Free,0,Mature 17+,Dating,"August 2, 2018",1.0.5,4.0 and up
+Sugar Daddies Dating App,DATING,2.9,53,14M,"10,000+",Free,0,Mature 17+,Dating,"July 10, 2018",4.1,4.1 and up
+"iPair-Meet, Chat, Dating",DATING,4.5,182986,77M,"5,000,000+",Free,0,Mature 17+,Dating,"August 2, 2018",5.0.8,4.1 and up
+Free Dating Hook Up Messenger,DATING,3.3,1157,21M,"100,000+",Free,0,Mature 17+,Dating,"January 27, 2017",5.0.1,4.2 and up
+"Free Dating App - YoCutie - Flirt, Chat & Meet",DATING,4.1,97699,7.9M,"1,000,000+",Free,0,Mature 17+,Dating,"July 10, 2018",1.230,4.0.3 and up
+"Chat Mexico: meet people, flirt and friendship",DATING,NaN,8,9.3M,"5,000+",Free,0,Mature 17+,Dating,"July 2, 2018",3.7,4.0.3 and up
+Duolingo: Learn Languages Free,EDUCATION,4.7,6289924,Varies with device,"100,000,000+",Free,0,Everyone,Education;Education,"August 1, 2018",Varies with device,Varies with device
+TED,EDUCATION,4.6,181893,18M,"10,000,000+",Free,0,Everyone 10+,Education,"July 27, 2018",3.2.5,4.1 and up
+English Communication - Learn English for Chinese (Learn English for Chinese),EDUCATION,4.7,2544,18M,"100,000+",Free,0,Everyone,Education,"December 29, 2017",3.1,4.0 and up
+Khan Academy,EDUCATION,4.6,85375,21M,"5,000,000+",Free,0,Everyone,Education,"July 27, 2018",5.0.0,4.1 and up
+Learn English with Wlingua,EDUCATION,4.7,314299,3.3M,"10,000,000+",Free,0,Everyone,Education,"May 2, 2018",1.94.9,4.0 and up
+Ai La Trieu Phu - ALTP Free,EDUCATION,NaN,776,24M,"100,000+",Free,0,Everyone,Education,"July 23, 2018",1.5,4.0 and up
+Princess Coloring Book,EDUCATION,4.5,9770,39M,"5,000,000+",Free,0,Everyone,Education;Creativity,"February 25, 2018",1.2.8,4.0 and up
+Learn Spanish - Español,EDUCATION,4.7,32346,3.2M,"1,000,000+",Free,0,Everyone,Education,"December 18, 2017",1.3.8,4.0 and up
+English Grammar Test,EDUCATION,4.8,4075,5.1M,"500,000+",Free,0,Everyone,Education,"June 22, 2018",2.1.8,4.0.3 and up
+Speed Reading,EDUCATION,4.6,10611,11M,"500,000+",Free,0,Everyone,Education,"May 27, 2018",2.3.7,4.0 and up
+English for beginners,EDUCATION,4.6,9321,27M,"1,000,000+",Free,0,Everyone,Education,"July 18, 2018",2.9.0,4.0 and up
+Flame - درب عقلك يوميا,EDUCATION,4.6,56065,37M,"1,000,000+",Free,0,Everyone,Education,"July 26, 2018",3.3,4.1 and up
+Mermaids,EDUCATION,4.2,14286,Varies with device,"5,000,000+",Free,0,Everyone,Education;Creativity,"April 26, 2018",Varies with device,4.1 and up
+"Learn Japanese, Korean, Chinese Offline & Free",EDUCATION,4.9,133136,26M,"1,000,000+",Free,0,Everyone,Education;Education,"July 20, 2018",2.16.11.10,4.2 and up
+Kids Mode,EDUCATION,3.8,2469,11M,"500,000+",Free,0,Everyone,Education,"March 23, 2018",Varies with device,Varies with device
+PBS KIDS Video,EDUCATION,4.2,36212,Varies with device,"5,000,000+",Free,0,Everyone,Education;Music & Video,"July 12, 2018",Varies with device,Varies with device
+Dinosaurs Coloring Pages,EDUCATION,4.4,390,41M,"500,000+",Free,0,Everyone,Education;Education,"February 3, 2018",1.1.6,4.0 and up
+Cars Coloring Pages,EDUCATION,4.4,1090,49M,"1,000,000+",Free,0,Everyone,Education;Creativity,"February 3, 2018",1.2.0,4.0 and up
+Babbel – Learn Languages,EDUCATION,4.3,266948,21M,"10,000,000+",Free,0,Everyone,Education,"July 30, 2018",20.7.2,4.4 and up
+Math Tricks,EDUCATION,4.5,342918,8.1M,"10,000,000+",Free,0,Everyone,Education,"July 29, 2018",2.24,4.0 and up
+Monster Truck Driver & Racing,EDUCATION,4.4,748,51M,"1,000,000+",Free,0,Everyone,Education;Action & Adventure,"January 19, 2017",1.0.9,2.3 and up
+Learn English Words Free,EDUCATION,4.6,172640,14M,"5,000,000+",Free,0,Everyone,Education,"May 2, 2018",2.6.2,4.1 and up
+Japanese / English one-shop search dictionary - Free Japanese - English - Japanese dictionary application,EDUCATION,3.9,61,18M,"50,000+",Free,0,Mature 17+,Education,"May 28, 2018",1.4.2,5.0 and up
+English speaking texts,EDUCATION,4.4,1619,3.0M,"1,000,000+",Free,0,Everyone,Education,"July 20, 2018",1.2,1.6 and up
+Thai Handwriting,EDUCATION,4.3,3168,19M,"1,000,000+",Free,0,Everyone,Education,"October 26, 2017",3.1,4.4 and up
+THAI DICT 2018,EDUCATION,4.4,29855,Varies with device,"1,000,000+",Free,0,Mature 17+,Education,"July 29, 2018",Varies with device,Varies with device
+Kanji test · Han search Kanji training (free version),EDUCATION,4.2,6736,22M,"1,000,000+",Free,0,Mature 17+,Education,"October 17, 2017",2.51.0,4.0.3 and up
+Game for KIDS: KIDS match'em,EDUCATION,4.4,7005,6.9M,"1,000,000+",Free,0,Everyone,Education,"October 23, 2016",1.17,2.3 and up
+Flippy Campus - Buy & sell on campus at a discount,EDUCATION,4.0,889,7.4M,"500,000+",Free,0,Everyone,Education,"March 9, 2018",2.2.4,4.2 and up
+Free intellectual training game application |,EDUCATION,4.2,5741,84M,"1,000,000+",Free,0,Everyone,Education;Pretend Play,"July 25, 2018",3.7.0,4.4 and up
+ABC Preschool Free,EDUCATION,3.8,27572,25M,"5,000,000+",Free,0,Everyone,Education;Education,"October 25, 2017",3.0,2.3 and up
+PINKFONG Baby Shark,EDUCATION,4.5,10852,18M,"1,000,000+",Free,0,Everyone,Education,"November 28, 2017",10,4.1 and up
+English words application mikan,EDUCATION,4.7,9888,Varies with device,"500,000+",Free,0,Everyone,Education,"July 30, 2018",Varies with device,4.1 and up
+Learn English for beginners,EDUCATION,4.5,1929,2.5M,"500,000+",Free,0,Everyone,Education,"September 28, 2017",1.1,2.3 and up
+Listen and learn English in seven days,EDUCATION,4.3,1516,3.9M,"100,000+",Free,0,Everyone,Education,"July 28, 2018",3.1,4.1 and up
+Lumosity: #1 Brain Games & Cognitive Training App,EDUCATION,4.2,215301,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 1, 2018",Varies with device,Varies with device
+Learn English from Persian: Persian to English,EDUCATION,4.3,423,21M,"100,000+",Free,0,Everyone,Education,"April 3, 2018",6.0,4.0.3 and up
+English with Lingualeo,EDUCATION,4.7,254519,27M,"5,000,000+",Free,0,Everyone,Education,"July 20, 2018",2.8.1,4.1 and up
+"Learn languages, grammar & vocabulary with Memrise",EDUCATION,4.7,1107903,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 2, 2018",Varies with device,Varies with device
+Khan Academy,EDUCATION,4.6,85375,21M,"5,000,000+",Free,0,Everyone,Education,"July 27, 2018",5.0.0,4.1 and up
+TED,EDUCATION,4.6,181893,18M,"10,000,000+",Free,0,Everyone 10+,Education,"July 27, 2018",3.2.5,4.1 and up
+Quizlet: Learn Languages & Vocab with Flashcards,EDUCATION,4.6,211856,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 1, 2018",Varies with device,Varies with device
+Udemy - Online Courses,EDUCATION,4.5,99020,18M,"1,000,000+",Free,0,Everyone,Education,"August 2, 2018",5.0.4,5.0 and up
+Coursera: Online courses,EDUCATION,4.4,90481,Varies with device,"5,000,000+",Free,0,Everyone,Education,"July 27, 2018",Varies with device,Varies with device
+"edX - Online Courses by Harvard, MIT & more",EDUCATION,4.6,32381,10M,"1,000,000+",Free,0,Everyone 10+,Education,"July 15, 2018",2.15.1,4.1 and up
+Elevate - Brain Training Games,EDUCATION,4.5,248912,Varies with device,"5,000,000+",Free,0,Everyone,Education,"July 30, 2018",Varies with device,Varies with device
+NeuroNation - Focus and Brain Training,EDUCATION,4.5,248555,Varies with device,"5,000,000+",Free,0,Everyone,Education;Brain Games,"May 23, 2018",Varies with device,4.0.3 and up
+Lumosity: #1 Brain Games & Cognitive Training App,EDUCATION,4.2,215301,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 1, 2018",Varies with device,Varies with device
+Peak – Brain Games & Training,EDUCATION,4.4,272145,Varies with device,"10,000,000+",Free,0,Everyone,Education;Brain Games,"August 3, 2018",3.14.15,5.0 and up
+Memorado - Brain Games,EDUCATION,4.4,56897,97M,"1,000,000+",Free,0,Everyone,Education;Brain Games,"January 16, 2017",1.10.0,4.1 and up
+Lynda - Online Training Videos,EDUCATION,4.2,8599,17M,"1,000,000+",Free,0,Everyone,Education,"July 11, 2018",4.9.10,4.1 and up
+Brilliant,EDUCATION,4.5,41185,Varies with device,"1,000,000+",Free,0,Everyone,Education,"August 3, 2018",Varies with device,Varies with device
+CppDroid - C/C++ IDE,EDUCATION,4.1,29980,Varies with device,"1,000,000+",Free,0,Everyone,Education,"August 17, 2017",Varies with device,Varies with device
+Quiz&Learn Python,EDUCATION,4.0,304,2.0M,"10,000+",Free,0,Everyone,Education,"July 4, 2016",1.3.0,4.0 and up
+C++ Tutorials,EDUCATION,4.1,358,1.9M,"50,000+",Free,0,Everyone,Education,"August 21, 2014",1.1,2.3 and up
+C++ Programming,EDUCATION,4.3,11904,1.8M,"1,000,000+",Free,0,Everyone,Education,"August 22, 2015",2.0,2.3 and up
+C Programming,EDUCATION,4.3,22251,1.8M,"1,000,000+",Free,0,Everyone,Education,"June 28, 2015",3.0,2.3 and up
+Udacity - Lifelong Learning,EDUCATION,4.3,22384,17M,"1,000,000+",Free,0,Everyone,Education,"July 31, 2018",4.7.0,5.0 and up
+Udemy - Online Courses,EDUCATION,4.5,99020,18M,"1,000,000+",Free,0,Everyone,Education,"August 2, 2018",5.0.4,5.0 and up
+Learn C++,EDUCATION,4.6,73404,5.3M,"1,000,000+",Free,0,Everyone,Education,"December 25, 2017",4.5.2,4.0 and up
+Learn programming,EDUCATION,4.1,12733,Varies with device,"1,000,000+",Free,0,Everyone,Education,"May 20, 2018",Varies with device,Varies with device
+Learn JavaScript,EDUCATION,4.6,25183,5.4M,"1,000,000+",Free,0,Everyone,Education,"December 25, 2017",5.7.2,4.0 and up
+Learn Java,EDUCATION,4.7,52743,5.4M,"1,000,000+",Free,0,Everyone,Education,"December 25, 2017",3.5.2,4.0 and up
+Learn HTML,EDUCATION,4.7,61749,5.4M,"1,000,000+",Free,0,Everyone,Education,"December 25, 2017",5.5.2,4.0 and up
+"Programming Hub, Learn to code",EDUCATION,4.3,55704,15M,"1,000,000+",Free,0,Everyone,Education,"August 4, 2018",4.2.8,4.1 and up
+Learn SQL,EDUCATION,4.7,19277,5.3M,"1,000,000+",Free,0,Everyone,Education,"December 25, 2017",3.4.2,4.0 and up
+Ready4 SAT (Prep4 SAT),EDUCATION,4.6,13612,48M,"100,000+",Free,0,Everyone,Education,"May 10, 2018",7.2.3633,4.4 and up
+Socratic - Math Answers & Homework Help,EDUCATION,4.6,37862,5.4M,"1,000,000+",Free,0,Everyone,Education,"June 7, 2018",1.8.1,4.1 and up
+Ready4 GMAT (Prep4 GMAT),EDUCATION,4.6,18372,47M,"100,000+",Free,0,Everyone,Education,"May 21, 2018",7.2.3634,4.4 and up
+Pocket GMAT Math,EDUCATION,4.3,656,556k,"10,000+",Free,0,Everyone,Education,"July 11, 2014",1.1,2.2 and up
+GMAT Question Bank,EDUCATION,4.2,240,29M,"10,000+",Free,0,Everyone,Education,"April 29, 2015",1.2.0,2.3.3 and up
+GRE Tutor,EDUCATION,4.0,275,2.3M,"50,000+",Free,0,Everyone,Education,"December 2, 2013",2.9,2.1 and up
+GRE Flashcards,EDUCATION,4.5,13791,Varies with device,"500,000+",Free,0,Everyone,Education,"June 6, 2018",Varies with device,Varies with device
+"play2prep: ACT, SAT prep",EDUCATION,4.2,3692,4.4M,"100,000+",Free,0,Everyone,Education,"July 23, 2015",4.1.3,2.3.3 and up
+SAT Test,EDUCATION,4.1,2363,6.6M,"100,000+",Free,0,Everyone,Education,"November 17, 2016",2.48,4.0 and up
+GMAT Math Flashcards,EDUCATION,4.4,1769,Varies with device,"100,000+",Free,0,Everyone,Education,"July 11, 2018",Varies with device,Varies with device
+Pocket SAT Math,EDUCATION,4.0,430,526k,"10,000+",Free,0,Everyone,Education,"July 11, 2014",1.2,2.1 and up
+TOEFL Prep & Practice from Magoosh,EDUCATION,4.5,756,12M,"100,000+",Free,0,Everyone,Education,"June 18, 2018",3.2.0,4.1 and up
+GRE Prep & Practice by Magoosh,EDUCATION,4.4,3963,Varies with device,"100,000+",Free,0,Everyone,Education,"June 6, 2018",Varies with device,Varies with device
+GRE® Flashcards by Kaplan,EDUCATION,4.0,316,29M,"50,000+",Free,0,Everyone,Education,"February 15, 2017",1.4,4.0 and up
+SAT Vocabulary,EDUCATION,4.2,642,Varies with device,"50,000+",Free,0,Everyone,Education,"June 5, 2018",Varies with device,Varies with device
+Magoosh GMAT Prep & Practice,EDUCATION,4.3,1058,Varies with device,"100,000+",Free,0,Everyone,Education,"June 18, 2018",Varies with device,Varies with device
+SAT Flashcards: Prep & Vocabulary,EDUCATION,4.2,2277,Varies with device,"100,000+",Free,0,Everyone,Education,"November 7, 2017",Varies with device,Varies with device
+Khan Academy,EDUCATION,4.6,85375,21M,"5,000,000+",Free,0,Everyone,Education,"July 27, 2018",5.0.0,4.1 and up
+TED,EDUCATION,4.6,181893,18M,"10,000,000+",Free,0,Everyone 10+,Education,"July 27, 2018",3.2.5,4.1 and up
+Duolingo: Learn Languages Free,EDUCATION,4.7,6290507,Varies with device,"100,000,000+",Free,0,Everyone,Education;Education,"August 1, 2018",Varies with device,Varies with device
+Quizlet: Learn Languages & Vocab with Flashcards,EDUCATION,4.6,211856,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 1, 2018",Varies with device,Varies with device
+Coursera: Online courses,EDUCATION,4.4,90481,Varies with device,"5,000,000+",Free,0,Everyone,Education,"July 27, 2018",Varies with device,Varies with device
+Udemy - Online Courses,EDUCATION,4.5,99020,18M,"1,000,000+",Free,0,Everyone,Education,"August 2, 2018",5.0.4,5.0 and up
+Udacity - Lifelong Learning,EDUCATION,4.3,22384,17M,"1,000,000+",Free,0,Everyone,Education,"July 31, 2018",4.7.0,5.0 and up
+"edX - Online Courses by Harvard, MIT & more",EDUCATION,4.6,32380,10M,"1,000,000+",Free,0,Everyone 10+,Education,"July 15, 2018",2.15.1,4.1 and up
+Rosetta Stone: Learn to Speak & Read New Languages,EDUCATION,4.5,172505,76M,"5,000,000+",Free,0,Everyone,Education;Education,"June 27, 2018",5.2.1,5.0 and up
+Google Classroom,EDUCATION,4.2,69493,Varies with device,"10,000,000+",Free,0,Everyone,Education,"July 19, 2018",Varies with device,Varies with device
+Lynda - Online Training Videos,EDUCATION,4.2,8599,17M,"1,000,000+",Free,0,Everyone,Education,"July 11, 2018",4.9.10,4.1 and up
+"Learn languages, grammar & vocabulary with Memrise",EDUCATION,4.7,1107884,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 2, 2018",Varies with device,Varies with device
+Brilliant,EDUCATION,4.5,41185,Varies with device,"1,000,000+",Free,0,Everyone,Education,"August 3, 2018",Varies with device,Varies with device
+LinkedIn Learning: Online Courses to Learn Skills,EDUCATION,4.6,7973,18M,"1,000,000+",Free,0,Everyone,Education,"July 27, 2018",0.29.74,4.4 and up
+Babbel – Learn Languages,EDUCATION,4.3,266935,21M,"10,000,000+",Free,0,Everyone,Education,"July 30, 2018",20.7.2,4.4 and up
+Learn English with Phrases,EDUCATION,4.2,5695,Varies with device,"1,000,000+",Free,0,Everyone,Education,"September 28, 2017",Varies with device,Varies with device
+Free english course,EDUCATION,4.7,142632,6.9M,"5,000,000+",Free,0,Everyone,Education,"July 12, 2018",2.8,4.1 and up
+Duolingo: Learn Languages Free,EDUCATION,4.7,6290507,Varies with device,"100,000,000+",Free,0,Everyone,Education;Education,"August 1, 2018",Varies with device,Varies with device
+Learn 50 languages,EDUCATION,4.4,55256,14M,"5,000,000+",Free,0,Everyone,Education,"June 19, 2018",10.9.1,4.0 and up
+Rosetta Stone: Learn to Speak & Read New Languages,EDUCATION,4.5,172508,76M,"5,000,000+",Free,0,Everyone,Education;Education,"June 27, 2018",5.2.1,5.0 and up
+Babbel – Learn Spanish,EDUCATION,4.4,54798,11M,"1,000,000+",Free,0,Everyone,Education,"July 30, 2018",20.7.2,4.4 and up
+Mango Languages: Lovable Language Courses,EDUCATION,4.0,4815,19M,"500,000+",Free,0,Everyone,Education,"July 17, 2018",4.2.3,4.2 and up
+Learn English with Aco,EDUCATION,4.6,75112,6.5M,"1,000,000+",Free,0,Everyone,Education,"November 11, 2017",2.09,4.1 and up
+Learn to Speak English,EDUCATION,4.4,33646,7.0M,"1,000,000+",Free,0,Everyone,Education,"July 15, 2018",2.3.9,4.0 and up
+"Learn languages, grammar & vocabulary with Memrise",EDUCATION,4.7,1107903,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 2, 2018",Varies with device,Varies with device
+Learn English with Wlingua,EDUCATION,4.7,314300,3.3M,"10,000,000+",Free,0,Everyone,Education,"May 2, 2018",1.94.9,4.0 and up
+"busuu: Learn Languages - Spanish, English & More",EDUCATION,4.3,206527,21M,"10,000,000+",Free,0,Everyone 10+,Education,"August 1, 2018",13.9.0.161,5.0 and up
+My Class Schedule: Timetable,EDUCATION,4.1,9348,Varies with device,"1,000,000+",Free,0,Everyone,Education,"June 1, 2016",Varies with device,Varies with device
+Study Checker,EDUCATION,4.2,3816,2.6M,"500,000+",Free,0,Everyone,Education,"May 4, 2016",3.6.0.115_FN,2.3 and up
+My Study Life - School Planner,EDUCATION,4.3,47847,21M,"1,000,000+",Free,0,Everyone,Education,"June 13, 2017",6.1.3,4.0.3 and up
+HomeWork,EDUCATION,4.3,16195,5.2M,"1,000,000+",Free,0,Everyone,Education,"September 20, 2016",8.5.2,4.0 and up
+Next Gen Science Standards,EDUCATION,4.3,206,18M,"50,000+",Free,0,Everyone,Education,"December 20, 2016",1.12.1,2.3 and up
+myHomework Student Planner,EDUCATION,4.0,28392,Varies with device,"1,000,000+",Free,0,Everyone,Education,"March 7, 2018",Varies with device,Varies with device
+Teacher's Gradebook - Additio,EDUCATION,4.2,3241,16M,"100,000+",Free,0,Everyone,Education,"August 1, 2018",4.8.2,4.0.3 and up
+Common Core,EDUCATION,4.0,835,15M,"100,000+",Free,0,Everyone,Education,"December 20, 2016",2.3.1,2.3 and up
+Homework Planner,EDUCATION,4.0,2525,1.2M,"100,000+",Free,0,Everyone,Education,"January 11, 2015",15.9.4,4.0 and up
+TeachersPayTeachers,EDUCATION,3.8,828,Varies with device,"100,000+",Free,0,Everyone,Education,"October 1, 2017",Varies with device,Varies with device
+Quizlet: Learn Languages & Vocab with Flashcards,EDUCATION,4.6,211856,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 1, 2018",Varies with device,Varies with device
+Edmodo,EDUCATION,4.1,200058,18M,"10,000,000+",Free,0,Everyone,Education,"July 20, 2018",9.12.5,4.0.3 and up
+Socrative Teacher,EDUCATION,3.9,1239,1.8M,"100,000+",Free,0,Everyone,Education,"July 29, 2016",4.4.1,3.2 and up
+Training schedule - AllUniver,EDUCATION,4.1,702,7.6M,"10,000+",Free,0,Everyone,Education,"October 16, 2017",5.0,4.4 and up
+Remind: School Communication,EDUCATION,4.5,108613,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 3, 2018",Varies with device,Varies with device
+Google Classroom,EDUCATION,4.2,69498,Varies with device,"10,000,000+",Free,0,Everyone,Education,"July 19, 2018",Varies with device,Varies with device
+ClassDojo,EDUCATION,4.4,148550,59M,"10,000,000+",Free,0,Everyone,Education;Education,"August 3, 2018",4.21.1,4.1 and up
+Duolingo: Learn Languages Free,EDUCATION,4.7,6290507,Varies with device,"100,000,000+",Free,0,Everyone,Education;Education,"August 1, 2018",Varies with device,Varies with device
+Lerni. Learn languages.,EDUCATION,4.0,3847,6.9M,"500,000+",Free,0,Everyone,Education,"October 25, 2017",3.1.3,3.0 and up
+Learn 50 languages,EDUCATION,4.4,55256,14M,"5,000,000+",Free,0,Everyone,Education,"June 19, 2018",10.9.1,4.0 and up
+"HelloTalk — Chat, Speak & Learn Foreign Languages",EDUCATION,4.4,84309,41M,"5,000,000+",Free,0,Everyone,Education,"July 25, 2018",2.6.6,4.1 and up
+Mango Languages: Lovable Language Courses,EDUCATION,4.0,4815,19M,"500,000+",Free,0,Everyone,Education,"July 17, 2018",4.2.3,4.2 and up
+Rosetta Stone: Learn to Speak & Read New Languages,EDUCATION,4.5,172508,76M,"5,000,000+",Free,0,Everyone,Education;Education,"June 27, 2018",5.2.1,5.0 and up
+"Learn languages, grammar & vocabulary with Memrise",EDUCATION,4.7,1107948,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 2, 2018",Varies with device,Varies with device
+Babbel – Learn Languages,EDUCATION,4.3,266948,21M,"10,000,000+",Free,0,Everyone,Education,"July 30, 2018",20.7.2,4.4 and up
+Innovative: Learn 34 Languages,EDUCATION,4.5,14206,21M,"500,000+",Free,0,Everyone,Education,"July 26, 2018",1.16,3.0 and up
+"busuu: Learn Languages - Spanish, English & More",EDUCATION,4.3,206532,21M,"10,000,000+",Free,0,Everyone 10+,Education,"August 1, 2018",13.9.0.161,5.0 and up
+My Class Schedule: Timetable,EDUCATION,4.1,9348,Varies with device,"1,000,000+",Free,0,Everyone,Education,"June 1, 2016",Varies with device,Varies with device
+Chegg Study - Homework Help,EDUCATION,4.3,14700,21M,"1,000,000+",Free,0,Everyone,Education,"July 30, 2018",5.7.0,4.4 and up
+Canvas Student,EDUCATION,4.5,42828,Varies with device,"1,000,000+",Free,0,Everyone,Education,"July 20, 2018",Varies with device,Varies with device
+Timetable,EDUCATION,4.2,40209,Varies with device,"1,000,000+",Free,0,Everyone,Education,"May 24, 2018",Varies with device,Varies with device
+Socratic - Math Answers & Homework Help,EDUCATION,4.6,37862,5.4M,"1,000,000+",Free,0,Everyone,Education,"June 7, 2018",1.8.1,4.1 and up
+EasyBib: Citation Generator,EDUCATION,3.5,1405,7.3M,"100,000+",Free,0,Everyone,Education,"March 29, 2018",2.4.4,4.0 and up
+Google Classroom,EDUCATION,4.2,69498,Varies with device,"10,000,000+",Free,0,Everyone,Education,"July 19, 2018",Varies with device,Varies with device
+ClassDojo,EDUCATION,4.4,148549,59M,"10,000,000+",Free,0,Everyone,Education;Education,"August 3, 2018",4.21.1,4.1 and up
+"HelloTalk — Chat, Speak & Learn Foreign Languages",EDUCATION,4.4,84311,41M,"5,000,000+",Free,0,Everyone,Education,"July 25, 2018",2.6.6,4.1 and up
+Quizlet: Learn Languages & Vocab with Flashcards,EDUCATION,4.6,211856,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 1, 2018",Varies with device,Varies with device
+"busuu: Learn Languages - Spanish, English & More",EDUCATION,4.3,206532,21M,"10,000,000+",Free,0,Everyone 10+,Education,"August 1, 2018",13.9.0.161,5.0 and up
+Rosetta Stone: Learn to Speak & Read New Languages,EDUCATION,4.5,172508,76M,"5,000,000+",Free,0,Everyone,Education;Education,"June 27, 2018",5.2.1,5.0 and up
+SoloLearn: Learn to Code for Free,EDUCATION,4.8,256079,7.6M,"1,000,000+",Free,0,Teen,Education,"July 12, 2018",2.2.4,4.0.3 and up
+Kids Learn Languages by Mondly,EDUCATION,4.4,2078,Varies with device,"100,000+",Free,0,Everyone,Education;Education,"December 24, 2017",1.0.2,4.1 and up
+Blinkist - Nonfiction Books,EDUCATION,4.1,16103,13M,"1,000,000+",Free,0,Everyone,Education,"July 31, 2018",5.7.1,4.1 and up
+Sago Mini Hat Maker,EDUCATION,4.9,11,63M,"1,000+",Paid,$3.99,Everyone,Education;Pretend Play,"July 24, 2017",1.0,4.0.3 and up
+Fuzzy Numbers: Pre-K Number Foundation,EDUCATION,4.7,21,44M,"1,000+",Paid,$5.99,Everyone,Education;Education,"July 21, 2017",1.3,4.1 and up
+Toca Life: City,EDUCATION,4.7,31085,24M,"500,000+",Paid,$3.99,Everyone,Education;Pretend Play,"July 6, 2018",1.5-play,4.4 and up
+Toca Life: Hospital,EDUCATION,4.7,3528,24M,"100,000+",Paid,$3.99,Everyone,Education;Pretend Play,"June 12, 2018",1.1.1-play,4.4 and up
+Netflix,ENTERTAINMENT,4.4,5456208,Varies with device,"100,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",Varies with device,Varies with device
+Complete Spanish Movies,ENTERTAINMENT,4.0,11656,4.5M,"1,000,000+",Free,0,Everyone,Entertainment,"January 20, 2018",1.02,4.0.3 and up
+Pluto TV - It’s Free TV,ENTERTAINMENT,4.2,28948,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"August 4, 2018",Varies with device,Varies with device
+Tubi TV - Free Movies & TV,ENTERTAINMENT,4.3,296771,11M,"10,000,000+",Free,0,Teen,Entertainment,"July 15, 2018",2.13.5,4.1 and up
+YouTube Kids,ENTERTAINMENT,4.5,470089,Varies with device,"50,000,000+",Free,0,Everyone,Entertainment;Music & Video,"August 3, 2018",3.43.3,4.1 and up
+Mobile TV,ENTERTAINMENT,3.5,10939,4.6M,"10,000,000+",Free,0,Everyone,Entertainment,"April 28, 2016",2.05.0010,5.0 and up
+TV+,ENTERTAINMENT,4.2,98509,Varies with device,"5,000,000+",Free,0,Everyone,Entertainment,"June 28, 2018",Varies with device,Varies with device
+Digital TV,ENTERTAINMENT,3.1,5241,Varies with device,"5,000,000+",Free,0,Everyone,Entertainment,"June 6, 2018",Varies with device,6.0 and up
+Motorola Spotlight Player™,ENTERTAINMENT,4.6,22508,3.3M,"10,000,000+",Free,0,Everyone,Entertainment,"July 16, 2015",v1.8b22p13,4.2 and up
+Vigo Lite,ENTERTAINMENT,4.2,10291,6.5M,"5,000,000+",Free,0,Teen,Entertainment,"August 4, 2018",3.7.3,4.0.3 and up
+Google Play Games,ENTERTAINMENT,4.3,7165362,Varies with device,"1,000,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",Varies with device,Varies with device
+Hotstar,ENTERTAINMENT,4.3,4885646,Varies with device,"100,000,000+",Free,0,Teen,Entertainment,"August 3, 2018",Varies with device,Varies with device
+"Peers.TV: broadcast TV channels First, Match TV, TNT ...",ENTERTAINMENT,4.1,141980,Varies with device,"5,000,000+",Free,0,Teen,Entertainment,"July 30, 2018",Varies with device,Varies with device
+The green alien dance,ENTERTAINMENT,3.8,6979,12M,"1,000,000+",Free,0,Everyone,Entertainment,"July 5, 2018",1.03,4.0 and up
+Spectrum TV,ENTERTAINMENT,3.4,46618,Varies with device,"5,000,000+",Free,0,Teen,Entertainment,"July 19, 2018",Varies with device,Varies with device
+H TV,ENTERTAINMENT,4.3,103078,5.6M,"5,000,000+",Free,0,Everyone,Entertainment,"July 5, 2018",4.6.2,2.3.3 and up
+StarTimes - Live International Champions Cup,ENTERTAINMENT,4.4,17682,9.7M,"1,000,000+",Free,0,Everyone,Entertainment,"August 3, 2018",5.2,4.0.3 and up
+Cinematic Cinematic,ENTERTAINMENT,4.4,37000,15M,"1,000,000+",Free,0,Mature 17+,Entertainment,"June 21, 2018",4.0.5,4.1 and up
+MEGOGO - Cinema and TV,ENTERTAINMENT,4.0,175528,Varies with device,"10,000,000+",Free,0,Everyone,Entertainment,"August 3, 2018",Varies with device,Varies with device
+Talking Angela,ENTERTAINMENT,3.7,1828284,52M,"100,000,000+",Free,0,Everyone,Entertainment,"July 12, 2018",2.8.2,4.1 and up
+DStv Now,ENTERTAINMENT,3.9,34923,Varies with device,"5,000,000+",Free,0,Teen,Entertainment,"July 27, 2018",Varies with device,Varies with device
+ivi - movies and TV shows in HD,ENTERTAINMENT,4.5,684116,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",Varies with device,4.2 and up
+Radio Javan,ENTERTAINMENT,4.4,46916,4.5M,"1,000,000+",Free,0,Everyone,Entertainment,"July 18, 2018",7.3,4.2 and up
+Viki: Asian TV Dramas & Movies,ENTERTAINMENT,4.3,407698,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"July 27, 2018",Varies with device,Varies with device
+Talking Ginger 2,ENTERTAINMENT,4.2,702975,49M,"50,000,000+",Free,0,Everyone,Entertainment,"July 5, 2018",2.6.6.11,4.1 and up
+Girly Lock Screen Wallpaper with Quotes,ENTERTAINMENT,4.2,32458,18M,"5,000,000+",Free,0,Everyone,Entertainment,"June 19, 2018",2.2,4.1 and up
+No.Draw - Colors by Number 2018,ENTERTAINMENT,4.5,235496,13M,"10,000,000+",Free,0,Everyone,Entertainment;Brain Games,"July 29, 2018",1.2.0,4.1 and up
+🔥 Football Wallpapers 4K | Full HD Backgrounds 😍,ENTERTAINMENT,4.7,11661,4.0M,"1,000,000+",Free,0,Everyone,Entertainment,"July 14, 2018",1.1.3.2,4.0.3 and up
+"Movies by Flixster, with Rotten Tomatoes",ENTERTAINMENT,4.5,653008,16M,"10,000,000+",Free,0,Everyone,Entertainment,"June 20, 2018",9.1.4,4.4 and up
+Low Poly – Puzzle art game,ENTERTAINMENT,4.5,23063,17M,"1,000,000+",Free,0,Everyone,Entertainment;Brain Games,"August 3, 2018",1.0.9,4.1 and up
+BBC Media Player,ENTERTAINMENT,3.4,87384,Varies with device,"10,000,000+",Free,0,Everyone,Entertainment,"September 14, 2016",Varies with device,Varies with device
+Amazon Prime Video,ENTERTAINMENT,4.2,411683,24M,"50,000,000+",Free,0,Teen,Entertainment,"August 2, 2018",3.0.231.18141,4.1 and up
+Adult Glitter Color by Number Book - Sandbox Pages,ENTERTAINMENT,4.3,8918,Varies with device,"1,000,000+",Free,0,Everyone,Entertainment;Creativity,"July 21, 2018",1.7,4.4 and up
+IMDb Movies & TV,ENTERTAINMENT,4.2,501498,12M,"100,000,000+",Free,0,Teen,Entertainment,"July 26, 2018",Varies with device,Varies with device
+Twitch: Livestream Multiplayer Games & Esports,ENTERTAINMENT,4.6,2133296,Varies with device,"50,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",Varies with device,Varies with device
+Ziggo GO,ENTERTAINMENT,4.1,29690,78M,"1,000,000+",Free,0,Teen,Entertainment,"August 3, 2018",2.3.34 Prod,4.3 and up
+YouTube Gaming,ENTERTAINMENT,4.2,130549,Varies with device,"5,000,000+",Free,0,Teen,Entertainment,"June 27, 2018",2.08.78.2,4.1 and up
+PlayStation App,ENTERTAINMENT,4.2,613059,25M,"50,000,000+",Free,0,Everyone,Entertainment,"July 26, 2018",18.07.0,4.1 and up
+Talking Ben the Dog,ENTERTAINMENT,4.3,1633682,57M,"100,000,000+",Free,0,Everyone,Entertainment,"July 3, 2018",3.5.2.2,4.1 and up
+"Red Bull TV: Live Sports, Music & Entertainment",ENTERTAINMENT,4.4,42050,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"August 3, 2018",Varies with device,Varies with device
+Trailer Addict Movie Trailers,ENTERTAINMENT,3.9,2646,9.1M,"100,000+",Free,0,Teen,Entertainment,"February 14, 2018",2.2.0,4.2 and up
+Cinemark Theatres,ENTERTAINMENT,4.1,21867,39M,"1,000,000+",Free,0,Teen,Entertainment,"July 12, 2018",2.19.0,5.0 and up
+Regal Cinemas,ENTERTAINMENT,4.3,32732,Varies with device,"1,000,000+",Free,0,Everyone,Entertainment,"July 19, 2018",Varies with device,Varies with device
+"Movies by Flixster, with Rotten Tomatoes",ENTERTAINMENT,4.5,653008,16M,"10,000,000+",Free,0,Everyone,Entertainment,"June 20, 2018",9.1.4,4.4 and up
+Fandango Movies - Times + Tickets,ENTERTAINMENT,4.6,243747,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 2, 2018",Varies with device,Varies with device
+Marcus Theatres,ENTERTAINMENT,3.6,2639,8.5M,"100,000+",Free,0,Everyone,Entertainment,"February 7, 2018",2.9.43,6.0 and up
+Harkins Theatres,ENTERTAINMENT,4.3,1511,12M,"100,000+",Free,0,Everyone,Entertainment,"June 11, 2018",2.1.1,4.1 and up
+AMC Theatres,ENTERTAINMENT,4.3,44550,72M,"1,000,000+",Free,0,Everyone,Entertainment,"July 18, 2018",6.18.3,5.0 and up
+IMDb Movies & TV,ENTERTAINMENT,4.2,501497,12M,"100,000,000+",Free,0,Teen,Entertainment,"July 26, 2018",Varies with device,Varies with device
+Netflix,ENTERTAINMENT,4.4,5456208,Varies with device,"100,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",Varies with device,Varies with device
+Food Network,ENTERTAINMENT,4.1,7813,Varies with device,"500,000+",Free,0,Teen,Entertainment,"July 27, 2018",Varies with device,Varies with device
+Cooking Channel,ENTERTAINMENT,4.1,1033,16M,"100,000+",Free,0,Teen,Entertainment,"July 27, 2018",Varies with device,Varies with device
+Animal Planet GO,ENTERTAINMENT,4.2,2442,9.6M,"100,000+",Free,0,Teen,Entertainment,"July 24, 2018",2.9.4,4.1 and up
+"VRV: Anime, game videos & more",ENTERTAINMENT,3.9,15254,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"June 19, 2018",Varies with device,Varies with device
+DramaFever: Stream Asian Drama Shows & Movies,ENTERTAINMENT,4.2,155234,22M,"1,000,000+",Free,0,Teen,Entertainment,"August 1, 2018",01.01.66,4.4 and up
+Crunchyroll - Everything Anime,ENTERTAINMENT,3.7,310066,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"March 5, 2018",Varies with device,Varies with device
+Investigation Discovery GO,ENTERTAINMENT,4.5,12216,13M,"1,000,000+",Free,0,Teen,Entertainment,"July 24, 2018",2.9.4,4.1 and up
+Crackle - Free TV & Movies,ENTERTAINMENT,3.7,388089,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"April 12, 2018",Varies with device,Varies with device
+CBS - Full Episodes & Live TV,ENTERTAINMENT,3.8,92058,12M,"10,000,000+",Free,0,Teen,Entertainment,"July 20, 2018",4.8.6,4.1 and up
+STARZ,ENTERTAINMENT,4.3,88185,Varies with device,"10,000,000+",Free,0,Mature 17+,Entertainment,"June 20, 2018",Varies with device,Varies with device
+Acorn TV: World-class TV from Britain and Beyond,ENTERTAINMENT,3.0,493,23M,"50,000+",Free,0,Everyone,Entertainment,"June 15, 2018",2.0.0,4.4 and up
+HISTORY: Watch TV Show Full Episodes & Specials,ENTERTAINMENT,4.1,33387,20M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+Nick,ENTERTAINMENT,4.2,123279,25M,"10,000,000+",Free,0,Everyone 10+,Entertainment;Music & Video,"January 24, 2018",2.0.8,4.4 and up
+VH1,ENTERTAINMENT,4.1,27424,17M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+FOX NOW - On Demand & Live TV,ENTERTAINMENT,3.9,60841,Varies with device,"5,000,000+",Free,0,Teen,Entertainment,"July 26, 2018",Varies with device,4.4 and up
+A&E - Watch Full Episodes of TV Shows,ENTERTAINMENT,4.0,29706,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+The CW,ENTERTAINMENT,4.4,288150,21M,"5,000,000+",Free,0,Teen,Entertainment,"July 23, 2018",2.17,4.4 and up
+BET NOW - Watch Shows,ENTERTAINMENT,4.2,14807,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+"Hulu: Stream TV, Movies & more",ENTERTAINMENT,4.0,319692,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 3, 2018",Varies with device,5.0 and up
+HBO NOW: Stream TV & Movies,ENTERTAINMENT,3.9,61201,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"July 19, 2018",Varies with device,Varies with device
+Univision NOW - Live TV and On Demand,ENTERTAINMENT,4.0,22998,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"June 27, 2018",8.0626,Varies with device
+SHOWTIME,ENTERTAINMENT,4.2,12398,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"July 2, 2018",Varies with device,Varies with device
+Lifetime - Watch Full Episodes & Original Movies,ENTERTAINMENT,4.0,35928,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+SeriesGuide – Show & Movie Manager,ENTERTAINMENT,4.3,64448,4.4M,"1,000,000+",Free,0,Mature 17+,Entertainment,"July 21, 2018",43,4.0.3 and up
+Comedy Central,ENTERTAINMENT,3.9,22378,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+IMDb Movies & TV,ENTERTAINMENT,4.2,501498,12M,"100,000,000+",Free,0,Teen,Entertainment,"July 26, 2018",Varies with device,Varies with device
+Netflix,ENTERTAINMENT,4.4,5456599,Varies with device,"100,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",Varies with device,Varies with device
+Tubi TV - Free Movies & TV,ENTERTAINMENT,4.3,296829,11M,"10,000,000+",Free,0,Teen,Entertainment,"July 15, 2018",2.13.5,4.1 and up
+Crunchyroll - Everything Anime,ENTERTAINMENT,3.7,310095,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"March 5, 2018",Varies with device,Varies with device
+STARZ,ENTERTAINMENT,4.3,88185,Varies with device,"10,000,000+",Free,0,Mature 17+,Entertainment,"June 20, 2018",Varies with device,Varies with device
+Crackle - Free TV & Movies,ENTERTAINMENT,3.7,388089,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"April 12, 2018",Varies with device,Varies with device
+CBS - Full Episodes & Live TV,ENTERTAINMENT,3.8,92058,12M,"10,000,000+",Free,0,Teen,Entertainment,"July 20, 2018",4.8.6,4.1 and up
+Nick,ENTERTAINMENT,4.2,123279,25M,"10,000,000+",Free,0,Everyone 10+,Entertainment;Music & Video,"January 24, 2018",2.0.8,4.4 and up
+"Hulu: Stream TV, Movies & more",ENTERTAINMENT,4.0,319691,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 3, 2018",Varies with device,5.0 and up
+FOX NOW - On Demand & Live TV,ENTERTAINMENT,3.9,60841,Varies with device,"5,000,000+",Free,0,Teen,Entertainment,"July 26, 2018",Varies with device,4.4 and up
+The CW,ENTERTAINMENT,4.4,288150,21M,"5,000,000+",Free,0,Teen,Entertainment,"July 23, 2018",2.17,4.4 and up
+CW Seed,ENTERTAINMENT,4.5,16372,13M,"500,000+",Free,0,Teen,Entertainment,"July 18, 2018",1.16,4.4 and up
+The NBC App - Watch Live TV and Full Episodes,ENTERTAINMENT,4.1,58028,17M,"5,000,000+",Free,0,Teen,Entertainment,"July 5, 2018",4.18.1,4.1 and up
+HISTORY: Watch TV Show Full Episodes & Specials,ENTERTAINMENT,4.1,33387,20M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+HBO NOW: Stream TV & Movies,ENTERTAINMENT,3.9,61201,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"July 19, 2018",Varies with device,Varies with device
+WWE,ENTERTAINMENT,4.5,736864,20M,"10,000,000+",Free,0,Teen,Entertainment,"January 19, 2018",3.17.2,4.1 and up
+A&E - Watch Full Episodes of TV Shows,ENTERTAINMENT,4.0,29706,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+VH1,ENTERTAINMENT,4.1,27424,17M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+Universal Kids,ENTERTAINMENT,3.6,1968,21M,"500,000+",Free,0,Everyone,Entertainment;Music & Video,"May 24, 2018",3.3.1.41,4.4 and up
+MTV,ENTERTAINMENT,3.8,35279,15M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+Lifetime - Watch Full Episodes & Original Movies,ENTERTAINMENT,4.0,35931,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+BET NOW - Watch Shows,ENTERTAINMENT,4.2,14807,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+LEGO® TV,ENTERTAINMENT,3.7,17247,7.2M,"1,000,000+",Free,0,Everyone 10+,Entertainment;Music & Video,"August 4, 2018",4.0.2,5.0 and up
+HBO GO: Stream with TV Package,ENTERTAINMENT,3.8,87723,32M,"10,000,000+",Free,0,Teen,Entertainment,"July 19, 2018",16.0.0.437,4.1 and up
+Showtime Anytime,ENTERTAINMENT,3.7,18523,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"July 2, 2018",Varies with device,Varies with device
+PlayKids - Educational cartoons and games for kids,ENTERTAINMENT,4.1,182103,Varies with device,"10,000,000+",Free,0,Everyone,Entertainment;Music & Video,"July 30, 2018",Varies with device,Varies with device
+FOX,ENTERTAINMENT,3.7,197774,44M,"10,000,000+",Free,0,Mature 17+,Entertainment,"June 25, 2018",6.6.1,4.4 and up
+Telemundo Now,ENTERTAINMENT,3.9,8674,19M,"1,000,000+",Free,0,Teen,Entertainment,"May 25, 2018",3.3.1.42,4.4 and up
+Netflix,ENTERTAINMENT,4.4,5456708,Varies with device,"100,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",Varies with device,Varies with device
+Tubi TV - Free Movies & TV,ENTERTAINMENT,4.3,296771,11M,"10,000,000+",Free,0,Teen,Entertainment,"July 15, 2018",2.13.5,4.1 and up
+Vudu Movies & TV,ENTERTAINMENT,3.9,58082,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 1, 2018",Varies with device,Varies with device
+Crackle - Free TV & Movies,ENTERTAINMENT,3.7,388089,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"April 12, 2018",Varies with device,Varies with device
+Crunchyroll - Everything Anime,ENTERTAINMENT,3.7,310066,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"March 5, 2018",Varies with device,Varies with device
+Nick,ENTERTAINMENT,4.2,123279,25M,"10,000,000+",Free,0,Everyone 10+,Entertainment;Music & Video,"January 24, 2018",2.0.8,4.4 and up
+STARZ,ENTERTAINMENT,4.3,88185,Varies with device,"10,000,000+",Free,0,Mature 17+,Entertainment,"June 20, 2018",Varies with device,Varies with device
+"Hulu: Stream TV, Movies & more",ENTERTAINMENT,4.0,319691,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 3, 2018",Varies with device,5.0 and up
+Food Network,ENTERTAINMENT,4.1,7813,Varies with device,"500,000+",Free,0,Teen,Entertainment,"July 27, 2018",Varies with device,Varies with device
+FOX NOW - On Demand & Live TV,ENTERTAINMENT,3.9,60841,Varies with device,"5,000,000+",Free,0,Teen,Entertainment,"July 26, 2018",Varies with device,4.4 and up
+"Movies by Flixster, with Rotten Tomatoes",ENTERTAINMENT,4.5,653008,16M,"10,000,000+",Free,0,Everyone,Entertainment,"June 20, 2018",9.1.4,4.4 and up
+Yidio: TV Show & Movie Guide,ENTERTAINMENT,3.9,27424,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",Varies with device,Varies with device
+HISTORY: Watch TV Show Full Episodes & Specials,ENTERTAINMENT,4.1,33387,20M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+Viki: Asian TV Dramas & Movies,ENTERTAINMENT,4.3,407719,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"July 27, 2018",Varies with device,Varies with device
+The CW,ENTERTAINMENT,4.4,288150,21M,"5,000,000+",Free,0,Teen,Entertainment,"July 23, 2018",2.17,4.4 and up
+Redbox,ENTERTAINMENT,4.1,115033,30M,"10,000,000+",Free,0,Everyone,Entertainment,"July 2, 2018",7.5.0,5.0 and up
+Univision NOW - Live TV and On Demand,ENTERTAINMENT,4.0,22997,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"June 27, 2018",8.0626,Varies with device
+HBO NOW: Stream TV & Movies,ENTERTAINMENT,3.9,61201,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"July 19, 2018",Varies with device,Varies with device
+Tribeca Shortlist - Handpicked Movies,ENTERTAINMENT,3.9,801,57M,"100,000+",Free,0,Teen,Entertainment,"March 21, 2018",4.003.1,4.3 and up
+A&E - Watch Full Episodes of TV Shows,ENTERTAINMENT,4.0,29706,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+VH1,ENTERTAINMENT,4.1,27424,17M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+SHOWTIME,ENTERTAINMENT,4.2,12398,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"July 2, 2018",Varies with device,Varies with device
+MTV,ENTERTAINMENT,3.8,35279,15M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+Lifetime - Watch Full Episodes & Original Movies,ENTERTAINMENT,4.0,35931,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+Comedy Central,ENTERTAINMENT,3.9,22378,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+BET NOW - Watch Shows,ENTERTAINMENT,4.2,14807,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 8, 2018",11.45.0,4.4 and up
+FOX,ENTERTAINMENT,3.7,197774,44M,"10,000,000+",Free,0,Mature 17+,Entertainment,"June 25, 2018",6.6.1,4.4 and up
+Telemundo Now,ENTERTAINMENT,3.9,8674,19M,"1,000,000+",Free,0,Teen,Entertainment,"May 25, 2018",3.3.1.42,4.4 and up
+Nick Jr. - Shows & Games,ENTERTAINMENT,4.2,8968,35M,"1,000,000+",Free,0,Everyone,Entertainment;Music & Video,"January 23, 2018",1.0.20,4.4 and up
+Sticker Market: Emoji keyboard,ENTERTAINMENT,4.3,303,44M,"10,000+",Free,0,Teen,Entertainment,"December 14, 2017",1.2.3,4.2 and up
+Viki: Asian TV Dramas & Movies,ENTERTAINMENT,4.3,407719,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"July 27, 2018",Varies with device,Varies with device
+Kidjo TV Kids Have Fun & Learn,ENTERTAINMENT,4.6,732,Varies with device,"100,000+",Free,0,Everyone,Entertainment;Music & Video,"August 1, 2018",Varies with device,Varies with device
+Laugh Out Loud by Kevin Hart,ENTERTAINMENT,4.3,1856,20M,"100,000+",Free,0,Teen,Entertainment,"August 1, 2018",1.6.1,6.0 and up
+ColorFul - Adult Coloring Book,ENTERTAINMENT,4.6,50725,19M,"5,000,000+",Free,0,Everyone,Entertainment,"May 25, 2018",1.0.64,4.0.3 and up
+Nick,ENTERTAINMENT,4.2,123279,25M,"10,000,000+",Free,0,Everyone 10+,Entertainment;Music & Video,"January 24, 2018",2.0.8,4.4 and up
+Fandango Movies - Times + Tickets,ENTERTAINMENT,4.6,243747,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 2, 2018",Varies with device,Varies with device
+Hamilton — The Official App,ENTERTAINMENT,4.5,1575,43M,"100,000+",Free,0,Everyone,Entertainment,"July 13, 2018",2.3.2,5.0 and up
+My Talking Pet,ENTERTAINMENT,4.6,6238,Varies with device,"100,000+",Paid,$4.99,Everyone,Entertainment,"June 30, 2018",Varies with device,Varies with device
+Funny Pics,ENTERTAINMENT,3.9,9941,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"July 7, 2017",Varies with device,Varies with device
+Funny Quotes Free,ENTERTAINMENT,4.2,23666,3.6M,"1,000,000+",Free,0,Teen,Entertainment,"May 4, 2018",8.1,4.0 and up
+LOL Pics (Funny Pictures),ENTERTAINMENT,4.4,67554,7.7M,"1,000,000+",Free,0,Teen,Entertainment,"September 15, 2015",4.0,2.3.3 and up
+Meme Creator,ENTERTAINMENT,4.2,38769,44M,"1,000,000+",Free,0,Mature 17+,Entertainment,"September 22, 2015",7.2.3,2.3 and up
+"Imgur: Find funny GIFs, memes & watch viral videos",ENTERTAINMENT,4.3,160164,12M,"10,000,000+",Free,0,Teen,Entertainment,"August 1, 2018",4.2.0.8447,5.0 and up
+Meme Generator,ENTERTAINMENT,4.6,3771,53M,"100,000+",Paid,$2.99,Mature 17+,Entertainment,"August 3, 2018",4.426,4.1 and up
+SketchBook - draw and paint,ENTERTAINMENT,4.3,256664,77M,"10,000,000+",Free,0,Everyone,Entertainment,"May 4, 2018",4.1.7,4.0.3 and up
+Colorfy: Coloring Book for Adults - Free,ENTERTAINMENT,4.5,787177,Varies with device,"10,000,000+",Free,0,Everyone,Entertainment,"June 20, 2018",Varies with device,Varies with device
+All Events in City,EVENTS,4.0,3782,9.5M,"100,000+",Free,0,Everyone,Events,"June 12, 2018",8.4,4.0.3 and up
+Ticketmaster Event Tickets,EVENTS,4.0,40113,36M,"5,000,000+",Free,0,Everyone,Events,"July 23, 2018",Varies with device,Varies with device
+Reminder,EVENTS,4.5,7074,6.3M,"500,000+",Free,0,Everyone,Events,"June 25, 2018",1.57,4.1 and up
+Birdays - Birthday reminder,EVENTS,4.5,2153,5.9M,"50,000+",Free,0,Everyone,Events,"December 14, 2017",1.5.0,4.1 and up
+"StubHub - Tickets to Sports, Concerts & Events",EVENTS,4.0,26089,Varies with device,"5,000,000+",Free,0,Everyone,Events,"August 2, 2018",4.2.1,Varies with device
+Fever,EVENTS,4.0,20611,12M,"1,000,000+",Free,0,Teen,Events,"July 18, 2018",4.3.6,4.1 and up
+DroidAdmin for Android - Advice,EVENTS,4.2,811,2.8M,"10,000+",Free,0,Everyone,Events,"May 29, 2018",3.8,4.0 and up
+"SeatGeek – Tickets to Sports, Concerts, Broadway",EVENTS,4.4,15558,26M,"1,000,000+",Free,0,Everyone,Events,"August 3, 2018",2018.07.31229,5.0 and up
+my4D,EVENTS,4.6,573,8.7M,"100,000+",Free,0,Everyone,Events,"July 12, 2018",1.40,4.2 and up
+VAN NIAN 2018 - Vietnamese Calendar,EVENTS,NaN,37,16M,"10,000+",Free,0,Everyone,Events,"November 27, 2017",1.0,4.0 and up
+Vivid Seats – Event Tickets,EVENTS,4.6,8232,53M,"1,000,000+",Free,0,Everyone,Events,"July 31, 2018",Varies with device,5.0 and up
+Name days,EVENTS,4.1,3089,Varies with device,"100,000+",Free,0,Everyone,Events,"July 12, 2018",Varies with device,Varies with device
+LBB - Find New & Unique Things To Do Around You,EVENTS,4.6,3874,14M,"100,000+",Free,0,Everyone,Events,"July 27, 2018",4.0.19,4.2 and up
+Happy Birthday Songs Offline,EVENTS,4.4,464,8.9M,"100,000+",Free,0,Everyone,Events,"December 4, 2017",1.3,4.1 and up
+Series Valley of the Wolves full of part,EVENTS,4.6,731,11M,"50,000+",Free,0,Everyone,Events,"December 24, 2017",2.0,4.0 and up
+Mummatikabalkuragi,EVENTS,4.9,69,334k,"1,000+",Free,0,Teen,Events,"July 22, 2018",1.0,4.0 and up
+"Gametime - Tickets to Sports, Concerts, Theater",EVENTS,4.5,8800,24M,"1,000,000+",Free,0,Everyone,Events,"July 17, 2018",11.1.1,5.0 and up
+"PTI Flex Maker, Photo Frame Editor & Songs 2018",EVENTS,4.6,99,13M,"10,000+",Free,0,Everyone,Events,"July 6, 2018",1.1,4.2 and up
+Wipe out,EVENTS,4.7,30,Varies with device,500+,Free,0,Teen,Events,"May 23, 2018",Varies with device,Varies with device
+Birthdays & Other Events,EVENTS,4.3,456,2.8M,"50,000+",Free,0,Everyone,Events,"June 21, 2018",1.75,2.3.3 and up
+Sarajevo Film Festival - Official,EVENTS,NaN,6,9.7M,100+,Free,0,Everyone 10+,Events,"July 31, 2018",2.0.1,4.4W and up
+Summer Madness,EVENTS,NaN,4,1.4M,100+,Free,0,Everyone,Events,"July 26, 2018",1.107,4.0 and up
+Events High - Meet Your City!,EVENTS,4.2,3200,Varies with device,"100,000+",Free,0,Everyone 10+,Events,"June 23, 2018",Varies with device,Varies with device
+vide-greniers.org,EVENTS,4.3,5839,3.5M,"100,000+",Free,0,Everyone,Events,"November 8, 2016",16.11.8,2.3.3 and up
+SUMMER SONIC app,EVENTS,5.0,4,61M,500+,Free,0,Everyone,Events,"July 24, 2018",1.0,4.4 and up
+Quake & Volcanoes: 3D Globe of Volcanic Eruptions,EVENTS,4.4,663,6.0M,"100,000+",Free,0,Everyone,Events,"October 14, 2017",1.1.3,4.1 and up
+Prosperity,EVENTS,5.0,16,2.3M,100+,Free,0,Everyone,Events,"July 9, 2018",1.14,2.0 and up
+Picktrainer: India's largest photo contest app,EVENTS,4.5,1065,9.0M,"100,000+",Free,0,Everyone,Events,"May 31, 2018",1.3.2,4.1 and up
+AAS-IN-ASIA 2018,EVENTS,NaN,3,11M,100+,Free,0,Everyone,Events,"July 4, 2018",1.1.9,4.1 and up
+Moot Peru 2018,EVENTS,NaN,13,27M,"1,000+",Free,0,Everyone,Events,"June 28, 2018",1.0,3.0 and up
+FM News,EVENTS,NaN,46,3.6M,"5,000+",Free,0,Everyone,Events,"July 4, 2018",1.4,4.2 and up
+Goldstar: Live Event Tickets,EVENTS,4.5,1953,Varies with device,"100,000+",Free,0,Teen,Events,"August 1, 2018",Varies with device,Varies with device
+Emmabodafestivalen,EVENTS,4.8,12,29M,"1,000+",Free,0,Everyone 10+,Events,"June 28, 2018",42.0,4.2 and up
+KudaGo - things to do in NY,EVENTS,4.4,4298,4.4M,"100,000+",Free,0,Everyone,Events,"April 27, 2017",2.2.2,4.0 and up
+Mindvalley U Tallinn 2018,EVENTS,5.0,1,21M,100+,Free,0,Everyone,Events,"July 3, 2018",1.0.5,4.4 and up
+Rockmaraton Info,EVENTS,NaN,49,13M,"1,000+",Free,0,Everyone,Events,"July 8, 2018",18.4,4.4 and up
+Freitas Auctioneer Official,EVENTS,3.7,100,27M,"50,000+",Free,0,Everyone,Events,"December 15, 2017",1.0.11,4.0.3 and up
+mobLee Events,EVENTS,NaN,11,11M,"5,000+",Free,0,Everyone,Events,"May 30, 2018",3.05.30.16,4.1 and up
+"Xceed - Clubs, DJs, Festivals & Tickets",EVENTS,4.1,399,24M,"100,000+",Free,0,Everyone,Events,"August 3, 2018",Cannonau 3.11.11,5.0 and up
+AMM Events & CPD,EVENTS,NaN,5,6.1M,100+,Free,0,Everyone,Events,"August 4, 2018",1.0.5,4.3 and up
+Arab Halls - For Wedding & Events,EVENTS,4.8,28,6.3M,"1,000+",Free,0,Everyone,Events,"May 20, 2018",8.0bld14,4.1 and up
+MeAuDote - An act of love that saves a life,EVENTS,NaN,250,23M,"1,000+",Free,0,Everyone,Events,"June 22, 2018",1.0.11,4.1 and up
+TCF National Conference,EVENTS,NaN,1,34M,100+,Free,0,Everyone,Events,"July 11, 2018",1.0,4.1 and up
+Endurance Lifestyle,EVENTS,4.6,7,3.8M,500+,Free,0,Teen,Events,"July 10, 2017",2.1,4.2 and up
+K PLUS,FINANCE,4.4,124424,Varies with device,"10,000,000+",Free,0,Everyone,Finance,"June 26, 2018",4.6.0,4.2 and up
+ING Banking,FINANCE,4.4,39041,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"August 3, 2018",Varies with device,Varies with device
+Citibanamex Movil,FINANCE,3.6,52306,42M,"5,000,000+",Free,0,Everyone,Finance,"July 27, 2018",20.1.0,5.0 and up
+The postal bank,FINANCE,3.7,36718,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"July 16, 2018",Varies with device,Varies with device
+KTB Netbank,FINANCE,3.8,42644,19M,"5,000,000+",Free,0,Everyone,Finance,"June 28, 2018",8.18,4.2 and up
+Mobile Bancomer,FINANCE,4.2,278082,70M,"10,000,000+",Free,0,Everyone,Finance,"July 30, 2018",10.78,4.0.3 and up
+Nedbank Money,FINANCE,4.2,6076,32M,"500,000+",Free,0,Everyone,Finance,"July 28, 2018",4.1.1-0-prod,4.2 and up
+SCB EASY,FINANCE,4.2,112656,93M,"5,000,000+",Free,0,Everyone,Finance,"July 19, 2018",3.9.0,4.1 and up
+CASHIER,FINANCE,3.3,335738,Varies with device,"10,000,000+",Free,0,Everyone,Finance,"May 3, 2018",Varies with device,Varies with device
+Rabo Banking,FINANCE,3.4,31906,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 19, 2018",5.16.0,4.0 and up
+Capitec Remote Banking,FINANCE,4.3,20672,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"May 8, 2018",Varies with device,Varies with device
+Itau bank,FINANCE,4.2,957973,40M,"10,000,000+",Free,0,Everyone,Finance,"July 30, 2018",6.5.7,4.2 and up
+Nubank,FINANCE,4.7,130582,24M,"5,000,000+",Free,0,Everyone,Finance,"August 2, 2018",Varies with device,Varies with device
+The Societe Generale App,FINANCE,4.1,31218,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+IKO,FINANCE,4.7,167168,20M,"1,000,000+",Free,0,Everyone,Finance,"July 4, 2018",3.115.27,4.1 and up
+Cash App,FINANCE,4.0,34428,15M,"10,000,000+",Free,0,Everyone,Finance,"August 2, 2018",2.31.1,5.0 and up
+Standard Bank / Stanbic Bank,FINANCE,3.6,15247,28M,"1,000,000+",Free,0,Everyone,Finance,"July 13, 2018",3.0.5,4.0.3 and up
+Bualuang mBanking,FINANCE,4.0,48445,10M,"5,000,000+",Free,0,Everyone,Finance,"July 16, 2018",2.6.0,4.0.3 and up
+Intesa Sanpaolo Mobile,FINANCE,3.6,35518,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 2, 2018",Varies with device,Varies with device
+UBA Mobile Banking,FINANCE,4.3,12185,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"June 8, 2018",Varies with device,Varies with device
+BBVA Spain,FINANCE,4.2,36746,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"July 24, 2018",Varies with device,Varies with device
+MyMo by GSB,FINANCE,4.2,21996,14M,"1,000,000+",Free,0,Everyone,Finance,"July 19, 2018",1.17.2,4.0.3 and up
+VTB-Online,FINANCE,4.1,138371,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"August 2, 2018",Varies with device,4.0.3 and up
+Ecobank Mobile Banking,FINANCE,4.0,12073,42M,"1,000,000+",Free,0,Everyone,Finance,"May 25, 2018",3.3,4.2 and up
+Banorte Movil,FINANCE,4.1,111632,65M,"1,000,000+",Free,0,Everyone,Finance,"June 9, 2018",5.10.1.40699,4.4 and up
+Wells Fargo Mobile,FINANCE,4.4,250706,37M,"10,000,000+",Free,0,Everyone,Finance,"July 31, 2018",6.8.0.109,5.0 and up
+Credit Karma,FINANCE,4.7,706301,Varies with device,"10,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+BZWBK24 mobile,FINANCE,4.5,64959,39M,"1,000,000+",Free,0,Everyone,Finance,"June 18, 2018",5.0.1,4.1 and up
+PayPal,FINANCE,4.3,659741,47M,"50,000,000+",Free,0,Everyone,Finance,"July 18, 2018",6.28.0,4.4 and up
+Capital One® Mobile,FINANCE,4.6,510392,79M,"10,000,000+",Free,0,Everyone,Finance,"August 1, 2018",5.38.1,5.0 and up
+Zenith Bank Mobile App,FINANCE,4.3,7215,18M,"1,000,000+",Free,0,Everyone,Finance,"July 23, 2018",2.7.4,4.0 and up
+"GCash - Buy Load, Pay Bills, Send Money",FINANCE,4.0,25508,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,4.2 and up
+Post Bank,FINANCE,4.5,60449,100M,"1,000,000+",Free,0,Everyone,Finance,"July 23, 2018",2.9.12,4.0 and up
+İşCep,FINANCE,4.5,381788,32M,"10,000,000+",Free,0,Everyone,Finance,"August 2, 2018",3.22.0,4.1 and up
+People's Bank,FINANCE,3.6,10697,46M,"1,000,000+",Free,0,Everyone,Finance,"July 18, 2018",3.22.1,4.1 and up
+Google Pay,FINANCE,4.2,347838,Varies with device,"100,000,000+",Free,0,Everyone,Finance,"July 26, 2018",2.70.206190089,Varies with device
+Transfer,FINANCE,4.1,31804,9.8M,"5,000,000+",Free,0,Everyone,Finance,"July 27, 2018",3.1.6.12,4.0 and up
+T-Mobile in,FINANCE,3.5,3856,8.2M,"1,000,000+",Free,0,Everyone,Finance,"July 31, 2018",3.2.1,4.4 and up
+TrueMoney Wallet,FINANCE,4.4,199684,18M,"5,000,000+",Free,0,Everyone,Finance,"July 19, 2018",Varies with device,Varies with device
+Alfa-Bank (Alfa-Bank),FINANCE,4.0,44545,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+Bank of Brazil,FINANCE,4.5,1336246,39M,"10,000,000+",Free,0,Everyone,Finance,"August 3, 2018",6.39.1.4,4.1 and up
+WiseBanyan - Invest For Free,FINANCE,4.2,257,44M,"10,000+",Free,0,Everyone,Finance,"July 31, 2018",2.2.12,4.4W and up
+"Robinhood - Investing, No Fees",FINANCE,4.6,57493,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+Wells Fargo Daily Change,FINANCE,4.2,283,5.0M,"100,000+",Free,0,Everyone,Finance,"April 26, 2018",2.5.0.26,5.0 and up
+"Even - organize your money, get paid early",FINANCE,4.8,12304,21M,"100,000+",Free,0,Everyone,Finance,"August 2, 2018",6.0.16,5.0 and up
+Digit Save Money Automatically,FINANCE,4.5,8188,22M,"100,000+",Free,0,Everyone,Finance,"July 31, 2018",2.29.01,4.1 and up
+Stash: Invest. Learn. Save.,FINANCE,4.2,11919,23M,"1,000,000+",Free,0,Everyone,Finance,"July 27, 2018",1.13.2.11,4.4 and up
+Acorns - Invest Spare Change,FINANCE,4.3,45957,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+Google Pay,FINANCE,4.2,347838,Varies with device,"100,000,000+",Free,0,Everyone,Finance,"July 26, 2018",2.70.206190089,Varies with device
+"Money Lover: Expense Tracker, Budget Planner",FINANCE,4.4,126431,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"August 1, 2018",Varies with device,Varies with device
+Expense IQ Money Manager,FINANCE,4.4,21570,27M,"1,000,000+",Free,0,Everyone,Finance,"June 19, 2018",2.0.4,4.0 and up
+Money Manager Expense & Budget,FINANCE,4.6,134564,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"July 25, 2018",Varies with device,Varies with device
+Wells Fargo Daily Change,FINANCE,4.2,283,5.0M,"100,000+",Free,0,Everyone,Finance,"April 26, 2018",2.5.0.26,5.0 and up
+"Prism Pay Bills, Track Money, Personal Finance",FINANCE,4.6,16961,32M,"500,000+",Free,0,Everyone,Finance,"August 4, 2018",2.12.100,4.1 and up
+Monefy - Money Manager,FINANCE,4.6,111254,7.4M,"1,000,000+",Free,0,Everyone,Finance,"July 3, 2018",1.8.9,4.0 and up
+Simple - Better Banking,FINANCE,4.4,7731,24M,"100,000+",Free,0,Everyone,Finance,"August 2, 2018",2.53.2,5.0 and up
+Chime - Mobile Banking,FINANCE,4.3,5928,22M,"500,000+",Free,0,Everyone,Finance,"July 22, 2018",5.1.1,5.0 and up
+Bluebird by American Express,FINANCE,4.2,15703,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 25, 2018",Varies with device,Varies with device
+Walmart MoneyCard,FINANCE,4.2,6148,10M,"1,000,000+",Free,0,Everyone,Finance,"June 1, 2018",1.14.1,4.1 and up
+Moven - Smart Finances,FINANCE,3.8,861,17M,"100,000+",Free,0,Everyone,Finance,"May 29, 2018",3.3.9,4.4 and up
+Qapital - Save Small. Live Large,FINANCE,4.5,8662,38M,"100,000+",Free,0,Everyone,Finance,"July 20, 2018",2.5.7,4.4 and up
+Experian - Free Credit Report,FINANCE,4.6,23130,46M,"1,000,000+",Free,0,Everyone,Finance,"July 12, 2018",2.1.4,4.2 and up
+Branch,FINANCE,4.6,69973,3.8M,"1,000,000+",Free,0,Everyone,Finance,"July 23, 2018",1.17.1,4.0 and up
+"WalletHub - Free Credit Score, Report & Monitoring",FINANCE,4.7,1311,9.3M,"50,000+",Free,0,Everyone,Finance,"June 19, 2018",1.4.11,4.4 and up
+CreditWise from Capital One,FINANCE,4.6,26587,8.4M,"1,000,000+",Free,0,Everyone,Finance,"July 19, 2018",1.18.0,4.4 and up
+"NerdWallet: Personal Finance, Credit Score & Cash",FINANCE,4.6,2417,28M,"100,000+",Free,0,Everyone,Finance,"August 3, 2018",3.5.0,4.4 and up
+Credit Karma,FINANCE,4.7,706302,Varies with device,"10,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+my face,FINANCE,3.8,1054,9.7M,"100,000+",Free,0,Everyone,Finance,"July 10, 2018",2.3.0,5.0 and up
+Credit Sesame,FINANCE,4.3,25166,11M,"1,000,000+",Free,0,Everyone,Finance,"July 25, 2018",3.1.16,4.1 and up
+"Mint: Budget, Bills, Finance",FINANCE,4.3,129304,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"August 2, 2018",Varies with device,Varies with device
+Fresh EBT - Food Stamp Balance,FINANCE,4.5,19870,7.4M,"1,000,000+",Free,0,Everyone,Finance,"July 24, 2018",2.9.5,4.0.3 and up
+"Hurdlr: Track Mileage, Expenses, and Log Receipts",FINANCE,4.6,3596,19M,"100,000+",Free,0,Everyone,Finance,"July 20, 2018",16.6,6.0 and up
+Mobills: Budget Planner,FINANCE,4.6,161440,16M,"1,000,000+",Free,0,Everyone,Finance,"August 3, 2018",3.2.18.07.30,4.0.3 and up
+Everlance: Free Mileage Log,FINANCE,4.7,7514,14M,"100,000+",Free,0,Everyone,Finance,"July 31, 2018",1.9.9.9.3,4.4 and up
+MileIQ - Free Mileage Tracker for Business,FINANCE,4.5,46106,22M,"1,000,000+",Free,0,Everyone,Finance,"July 31, 2018",1.28.0.5402,4.4 and up
+QuickBooks Self-Employed:Mileage Tracker and Taxes,FINANCE,4.4,15141,25M,"1,000,000+",Free,0,Everyone,Finance,"July 24, 2018",4.63,5.0 and up
+FREE Stock Market Trading Tips,FINANCE,3.9,714,3.6M,"50,000+",Free,0,Everyone,Finance,"June 7, 2017",2.10.3,2.3.3 and up
+MetaTrader 5,FINANCE,4.5,42410,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"August 3, 2018",Varies with device,Varies with device
+MetaTrader 4,FINANCE,4.6,260547,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+Stock Quote,FINANCE,4.1,4344,4.5M,"500,000+",Free,0,Everyone,Finance,"July 30, 2018",3.6.2,4.0 and up
+Seeking Alpha,FINANCE,4.5,22808,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"August 3, 2018",Varies with device,Varies with device
+Stock Trainer: Virtual Trading (Stock Markets),FINANCE,4.4,42809,23M,"1,000,000+",Free,0,Everyone,Finance,"July 27, 2018",3.04 - Beta,4.1 and up
+Stocks: Realtime Quotes Charts,FINANCE,4.5,16808,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"May 1, 2018",Varies with device,Varies with device
+"Stocks, Forex, Bitcoin, Ethereum: Portfolio & News",FINANCE,4.6,157505,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"August 1, 2018",Varies with device,Varies with device
+CNBC: Breaking Business News & Live Market Data,FINANCE,4.2,24647,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 13, 2018",Varies with device,Varies with device
+US Stock Market,FINANCE,4.4,1922,4.2M,"100,000+",Free,0,Everyone,Finance,"August 1, 2018",1.28,2.3 and up
+Bloomberg Professional,FINANCE,4.1,3334,Varies with device,"500,000+",Free,0,Everyone,Finance,"July 23, 2018",Varies with device,Varies with device
+E*TRADE Mobile,FINANCE,3.9,10658,58M,"1,000,000+",Free,0,Everyone,Finance,"August 2, 2018",6.8.2,4.4 and up
+"Robinhood - Investing, No Fees",FINANCE,4.6,57493,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+MSN Money- Stock Quotes & News,FINANCE,4.5,78361,22M,"1,000,000+",Free,0,Everyone,Finance,"July 5, 2018",1.2.0,4.2 and up
+Fox Business,FINANCE,3.7,2594,Varies with device,"500,000+",Free,0,Everyone,Finance,"March 13, 2018",Varies with device,Varies with device
+NSE Mobile Trading,FINANCE,4.1,13868,1.4M,"1,000,000+",Free,0,Everyone,Finance,"August 3, 2017",1.1.16,2.1 and up
+Yahoo Finance,FINANCE,4.4,135952,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"July 30, 2018",Varies with device,Varies with device
+"JStock - Stock Market, Portfolio & News",FINANCE,4.6,11066,9.1M,"500,000+",Free,0,Everyone,Finance,"July 18, 2018",1.1.39,4.0 and up
+Digit Save Money Automatically,FINANCE,4.5,8188,22M,"100,000+",Free,0,Everyone,Finance,"July 31, 2018",2.29.01,4.1 and up
+Acorns - Invest Spare Change,FINANCE,4.3,45962,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+Webull - Stock Quotes & Free Stock Trading,FINANCE,4.3,34861,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"August 3, 2018",Varies with device,Varies with device
+"Trading 212 - Forex, Stocks, CFDs",FINANCE,4.3,37580,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"August 1, 2018",4.5.2.1,4.4 and up
+"Moneycontrol – Stocks, Sensex, Mutual Funds, IPO",FINANCE,4.4,281485,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"May 11, 2018",Varies with device,Varies with device
+Current debit card and app made for teens,FINANCE,4.3,685,21M,"50,000+",Free,0,Everyone,Finance,"August 3, 2018",3.0.22,4.4 and up
+"Money Lover: Expense Tracker, Budget Planner",FINANCE,4.4,126447,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"August 1, 2018",Varies with device,Varies with device
+"Mint: Budget, Bills, Finance",FINANCE,4.3,129304,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"August 2, 2018",Varies with device,Varies with device
+Betterment,FINANCE,4.4,3780,11M,"100,000+",Free,0,Everyone,Finance,"August 3, 2018",6.0.6,5.0 and up
+Citizens Bank Mobile Banking,FINANCE,4.1,15192,38M,"1,000,000+",Free,0,Everyone,Finance,"May 23, 2018",4.2.1,4.1 and up
+GoBank,FINANCE,4.4,5950,12M,"500,000+",Free,0,Everyone,Finance,"June 1, 2018",2.131,4.1 and up
+NetSpend Prepaid,FINANCE,4.2,15993,45M,"1,000,000+",Free,0,Everyone,Finance,"May 9, 2018",4.10.0,4.4 and up
+BBVA Compass Banking,FINANCE,4.3,5905,50M,"500,000+",Free,0,Everyone,Finance,"July 27, 2018",6.0.2,4.4 and up
+Simple - Better Banking,FINANCE,4.4,7731,24M,"100,000+",Free,0,Everyone,Finance,"August 2, 2018",2.53.2,5.0 and up
+PayPal,FINANCE,4.3,659760,47M,"50,000,000+",Free,0,Everyone,Finance,"July 18, 2018",6.28.0,4.4 and up
+BankMobile Vibe App,FINANCE,4.3,14627,23M,"1,000,000+",Free,0,Everyone,Finance,"July 9, 2018",5.1,4.1 and up
+Netspend Skylight ONE,FINANCE,3.9,1098,46M,"100,000+",Free,0,Everyone,Finance,"May 9, 2018",4.10.0,4.4 and up
+ACE Elite,FINANCE,4.1,2898,45M,"100,000+",Free,0,Everyone,Finance,"May 9, 2018",4.10.0,4.4 and up
+U.S. Bank,FINANCE,4.1,70782,50M,"1,000,000+",Free,0,Everyone,Finance,"July 25, 2018",2.34.29,4.0.3 and up
+Huntington Mobile,FINANCE,4.2,11264,24M,"1,000,000+",Free,0,Everyone,Finance,"June 26, 2018",5.2.203,4.2 and up
+USAA Mobile,FINANCE,4.5,100997,33M,"5,000,000+",Free,0,Everyone,Finance,"July 27, 2018",8.44.2,5.0 and up
+Google Pay,FINANCE,4.2,347874,Varies with device,"100,000,000+",Free,0,Everyone,Finance,"July 26, 2018",2.70.206190089,Varies with device
+Associated Credit Union Mobile,FINANCE,4.7,3290,12M,"50,000+",Free,0,Everyone,Finance,"May 30, 2018",5.9.1.0,5.0 and up
+Bank of America Mobile Banking,FINANCE,4.4,341090,53M,"10,000,000+",Free,0,Everyone,Finance,"July 31, 2018",7.8.8,4.4 and up
+USE Credit Union Mobile,FINANCE,4.6,964,14M,"10,000+",Free,0,Everyone,Finance,"June 12, 2018",5.9.1.0,5.0 and up
+Discover Mobile,FINANCE,4.6,87951,68M,"5,000,000+",Free,0,Everyone,Finance,"July 23, 2018",9.7.0,4.1 and up
+Wells Fargo Mobile,FINANCE,4.4,250719,37M,"10,000,000+",Free,0,Everyone,Finance,"July 31, 2018",6.8.0.109,5.0 and up
+Capital One® Mobile,FINANCE,4.6,510401,79M,"10,000,000+",Free,0,Everyone,Finance,"August 1, 2018",5.38.1,5.0 and up
+Amex Mobile,FINANCE,4.3,24729,32M,"1,000,000+",Free,0,Everyone,Finance,"August 3, 2018",6.7.0,5.0 and up
+Citi Mobile®,FINANCE,4.0,78306,46M,"5,000,000+",Free,0,Everyone,Finance,"July 31, 2018",9.9.0,4.4 and up
+Navy Federal Credit Union,FINANCE,4.4,43313,40M,"1,000,000+",Free,0,Everyone,Finance,"July 9, 2018",5.16.2,4.1 and up
+Chase Mobile,FINANCE,4.6,1374549,32M,"10,000,000+",Free,0,Everyone,Finance,"July 23, 2018",3.52,5.0 and up
+HDFC Bank MobileBanking,FINANCE,4.2,208463,Varies with device,"10,000,000+",Free,0,Everyone,Finance,"July 26, 2018",Varies with device,Varies with device
+Barclays US for Android,FINANCE,4.1,6998,24M,"1,000,000+",Free,0,Everyone,Finance,"August 1, 2018",6.29.37589,5.0 and up
+McDonald's,FOOD_AND_DRINK,3.6,145323,42M,"10,000,000+",Free,0,Everyone,Food & Drink,"July 31, 2018",5.15.0,4.4 and up
+Easy and Fast Recipes,FOOD_AND_DRINK,NaN,95,12M,"50,000+",Free,0,Everyone,Food & Drink,"January 6, 2018",3.0.1,2.3 and up
+Cookpad - FREE recipe search makes fun cooking · musical making!,FOOD_AND_DRINK,4.1,64784,13M,"10,000,000+",Free,0,Everyone,Food & Drink,"August 2, 2018",18.6.0.10,5.0 and up
+DELISH KITCHEN - FREE recipe movies make food fun and easy!,FOOD_AND_DRINK,4.6,32997,13M,"1,000,000+",Free,0,Everyone,Food & Drink,"August 4, 2018",2.2.7,4.1 and up
+Sumine side dish - dish recipe side dish,FOOD_AND_DRINK,NaN,82,4.9M,"10,000+",Free,0,Everyone,Food & Drink,"June 23, 2018",1.1,4.1 and up
+Easy Recipes,FOOD_AND_DRINK,4.7,2707,8.9M,"100,000+",Free,0,Everyone,Food & Drink,"May 15, 2018",2.12,4.0.3 and up
+Delicious Recipes,FOOD_AND_DRINK,4.7,129737,Varies with device,"1,000,000+",Free,0,Teen,Food & Drink,"August 3, 2018",Varies with device,Varies with device
+Tastely,FOOD_AND_DRINK,4.7,611136,19M,"10,000,000+",Free,0,Everyone,Food & Drink,"July 13, 2018",3.2.0d,4.0.3 and up
+Pastry & Cooking (Without Net),FOOD_AND_DRINK,4.7,6118,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"July 7, 2018",Varies with device,Varies with device
+Frigo Magic: Easy recipe idea and anti-waste,FOOD_AND_DRINK,4.1,2473,14M,"500,000+",Free,0,Everyone,Food & Drink,"July 28, 2018",3.1.5,4.4 and up
+McDonald's - McDonald's Japan,FOOD_AND_DRINK,3.4,109784,64M,"10,000,000+",Free,0,Everyone,Food & Drink,"August 3, 2018",4.0.30,4.0.3 and up
+Debonairs Pizza,FOOD_AND_DRINK,3.8,3320,8.4M,"500,000+",Free,0,Everyone,Food & Drink,"August 4, 2018",1.9.117,4.0.3 and up
+Popeyes® App,FOOD_AND_DRINK,3.7,61,11M,"50,000+",Free,0,Everyone,Food & Drink,"July 23, 2018",1.0.2,4.1 and up
+Dunkin' Donuts,FOOD_AND_DRINK,4.2,68103,66M,"1,000,000+",Free,0,Everyone,Food & Drink,"June 20, 2018",5.0.0,4.4 and up
+Pyaterochka,FOOD_AND_DRINK,3.1,8412,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"July 19, 2018",Varies with device,4.4 and up
+Refreshing app Free application that can use deal coupons,FOOD_AND_DRINK,3.5,10741,41M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 23, 2018",5.2.2,4.2 and up
+Simple Recipes,FOOD_AND_DRINK,4.7,3803,15M,"500,000+",Free,0,Everyone,Food & Drink,"February 22, 2018",1.6,4.0 and up
+Grubhub: Food Delivery,FOOD_AND_DRINK,4.5,155944,35M,"5,000,000+",Free,0,Everyone,Food & Drink,"August 2, 2018",7.12,5.0 and up
+Panera Bread,FOOD_AND_DRINK,4.2,10159,36M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 17, 2018",4.3.3,5.0 and up
+Chick-fil-A,FOOD_AND_DRINK,4.3,28008,17M,"5,000,000+",Free,0,Everyone,Food & Drink,"August 3, 2018",6.0.1,5.0 and up
+hellofood - Food Delivery,FOOD_AND_DRINK,4.0,43614,25M,"1,000,000+",Free,0,Everyone,Food & Drink,"October 12, 2016",2.14.36,4.0.3 and up
+Starbucks,FOOD_AND_DRINK,4.5,455377,35M,"10,000,000+",Free,0,Everyone,Food & Drink,"August 1, 2018",4.11.1,4.4 and up
+Easy and quick desserts,FOOD_AND_DRINK,4.6,1398,10M,"100,000+",Free,0,Everyone 10+,Food & Drink,"June 14, 2018",1.0,4.0.3 and up
+Domino's Pizza USA,FOOD_AND_DRINK,4.7,1032935,Varies with device,"10,000,000+",Free,0,Everyone,Food & Drink,"July 20, 2018",Varies with device,Varies with device
+Chef - Recipes & Cooking,FOOD_AND_DRINK,4.1,32405,12M,"5,000,000+",Free,0,Everyone,Food & Drink,"July 3, 2018",3.3.21,4.1 and up
+"Delivery Club-food delivery: pizza, sushi, burger, salad",FOOD_AND_DRINK,4.3,151080,Varies with device,"5,000,000+",Free,0,Everyone,Food & Drink,"July 27, 2018",Varies with device,Varies with device
+HungerStation,FOOD_AND_DRINK,3.8,22513,11M,"1,000,000+",Free,0,Everyone,Food & Drink,"May 21, 2018",5.3.8,4.0.3 and up
+Delivery yogi.,FOOD_AND_DRINK,4.4,90042,Varies with device,"10,000,000+",Free,0,Everyone,Food & Drink,"July 18, 2018",Varies with device,Varies with device
+Delivery trough - delivery trough delivery trough,FOOD_AND_DRINK,4.3,58316,Varies with device,"5,000,000+",Free,0,Everyone,Food & Drink,"July 25, 2018",Varies with device,Varies with device
+Dr. Oetker recipe ideas,FOOD_AND_DRINK,4.2,8509,17M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 12, 2018",3.5.5,4.0.3 and up
+SONIC Drive-In,FOOD_AND_DRINK,4.3,19314,43M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 31, 2018",3.3.6,4.4 and up
+SUBWAY®,FOOD_AND_DRINK,3.8,21314,41M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 24, 2018",7.9.0.0,4.4 and up
+GialloZafferano: Recipes,FOOD_AND_DRINK,4.3,30224,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"May 28, 2018",Varies with device,Varies with device
+Dairy Queen,FOOD_AND_DRINK,3.7,731,43M,"100,000+",Free,0,Everyone,Food & Drink,"July 25, 2018",2.1.0,4.1 and up
+9th stage,FOOD_AND_DRINK,4.5,454,16M,"100,000+",Free,0,Everyone,Food & Drink,"March 28, 2018",2.0.0,4.0.3 and up
+OpenRice,FOOD_AND_DRINK,3.6,14952,39M,"1,000,000+",Free,0,Everyone,Food & Drink,"June 8, 2018",5.8.5,4.1 and up
+SarashpazPapion (Cooking with Chef Bowls),FOOD_AND_DRINK,4.8,1250,13M,"50,000+",Free,0,Everyone,Food & Drink,"July 28, 2018",3.2.7,4.1 and up
+Little Caesars,FOOD_AND_DRINK,3.3,1726,30M,"500,000+",Free,0,Everyone,Food & Drink,"July 19, 2018",4.26,4.4 and up
+Recipes Pastries and homemade pies More than 500 recipes for pastries,FOOD_AND_DRINK,4.7,14065,7.1M,"500,000+",Free,0,Everyone,Food & Drink,"June 12, 2018",1.2.2,4.1 and up
+Om Waleed Sweets,FOOD_AND_DRINK,4.6,556,23M,"100,000+",Free,0,Teen,Food & Drink,"January 25, 2018",2.0,4.0 and up
+"Eat Fast Prepare ""Without Internet""",FOOD_AND_DRINK,4.6,4925,17M,"1,000,000+",Free,0,Everyone,Food & Drink,"June 10, 2018",3.6.6,4.0.3 and up
+Wendy’s – Food and Offers,FOOD_AND_DRINK,3.4,6507,18M,"1,000,000+",Free,0,Everyone,Food & Drink,"April 12, 2018",5.7.0,4.4 and up
+My Recipes Cookbook : RecetteTek,FOOD_AND_DRINK,4.6,11707,Varies with device,"100,000+",Free,0,Everyone,Food & Drink,"June 24, 2018",Varies with device,Varies with device
+Healthy Recipes Free,FOOD_AND_DRINK,4.0,1077,17M,"100,000+",Free,0,Everyone,Food & Drink,"October 18, 2017",3.2.0,4.0.3 and up
+Cookbook Recipes,FOOD_AND_DRINK,4.1,46539,Varies with device,"5,000,000+",Free,0,Teen,Food & Drink,"July 23, 2018",Varies with device,Varies with device
+ChefTap Recipes & Grocery List,FOOD_AND_DRINK,4.5,9066,15M,"500,000+",Free,0,Everyone,Food & Drink,"April 25, 2018",4.0.0.427,5.1 and up
+Recipe Keeper,FOOD_AND_DRINK,4.4,1962,22M,"100,000+",Free,0,Everyone,Food & Drink,"June 27, 2018",3.17.1.0,4.1 and up
+My CookBook (Recipe Manager),FOOD_AND_DRINK,4.5,22071,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"June 29, 2018",Varies with device,Varies with device
+50 Healthy Slow Cooker Recipes,FOOD_AND_DRINK,4.0,196,9.0M,"10,000+",Free,0,Everyone 10+,Food & Drink,"February 17, 2017",1.2,2.3.3 and up
+Easy Healthy Recipes,FOOD_AND_DRINK,4.1,278,7.2M,"50,000+",Free,0,Everyone,Food & Drink,"July 20, 2018",24.5.0,4.0 and up
+Allrecipes Dinner Spinner,FOOD_AND_DRINK,4.5,61881,Varies with device,"5,000,000+",Free,0,Everyone,Food & Drink,"April 10, 2018",Varies with device,Varies with device
+My CookBook Pro (Ad Free),FOOD_AND_DRINK,4.6,2129,Varies with device,"10,000+",Paid,$3.49,Everyone,Food & Drink,"June 28, 2018",Varies with device,Varies with device
+Paprika Recipe Manager,FOOD_AND_DRINK,4.1,1268,2.3M,"50,000+",Paid,$4.99,Everyone,Food & Drink,"June 3, 2018",1.4.4,4.0 and up
+Yummly Recipes & Shopping List,FOOD_AND_DRINK,4.5,91359,27M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 5, 2018",2.0.3,4.4 and up
+Kitchen Stories - Recipes & Cooking,FOOD_AND_DRINK,4.6,22015,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"July 6, 2018",Varies with device,5.0 and up
+Cookpad,FOOD_AND_DRINK,4.5,131569,8.2M,"10,000,000+",Free,0,Everyone,Food & Drink,"August 3, 2018",2.76.2.0-android,4.2 and up
+"BigOven Recipes, Meal Planner, Grocery List & More",FOOD_AND_DRINK,4.3,31986,76M,"1,000,000+",Free,0,Teen,Food & Drink,"November 23, 2017",5.7.23,5.0 and up
+Postmates Food Delivery: Order Eats & Alcohol,FOOD_AND_DRINK,3.6,22875,22M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 27, 2018",4.2.6,5.0 and up
+Instacart: Grocery Delivery,FOOD_AND_DRINK,4.4,17071,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"August 2, 2018",Varies with device,5.0 and up
+OpenTable: Restaurants Near Me,FOOD_AND_DRINK,4.6,90242,19M,"5,000,000+",Free,0,Everyone,Food & Drink,"July 31, 2018",9.15.0.2020,5.0 and up
+Foursquare City Guide,FOOD_AND_DRINK,4.1,483960,Varies with device,"10,000,000+",Free,0,Teen,Food & Drink,"July 23, 2018",Varies with device,Varies with device
+Zomato - Restaurant Finder and Food Delivery App,FOOD_AND_DRINK,4.3,511228,Varies with device,"10,000,000+",Free,0,Everyone,Food & Drink,"August 1, 2018",Varies with device,Varies with device
+Munchery: Chef Crafted Fresh Food Delivered,FOOD_AND_DRINK,3.9,464,28M,"50,000+",Free,0,Everyone,Food & Drink,"May 22, 2018",2.6.15,4.4 and up
+Grubhub: Food Delivery,FOOD_AND_DRINK,4.5,155944,35M,"5,000,000+",Free,0,Everyone,Food & Drink,"August 2, 2018",7.12,5.0 and up
+"delivery.com: Order Food, Alcohol & Laundry",FOOD_AND_DRINK,4.1,1920,Varies with device,"100,000+",Free,0,Everyone,Food & Drink,"July 31, 2018",Varies with device,Varies with device
+Postmates Food Delivery: Order Eats & Alcohol,FOOD_AND_DRINK,3.6,22875,22M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 27, 2018",4.2.6,5.0 and up
+Domino's Pizza USA,FOOD_AND_DRINK,4.7,1032935,Varies with device,"10,000,000+",Free,0,Everyone,Food & Drink,"July 20, 2018",Varies with device,Varies with device
+Eat24 Food Delivery & Takeout,FOOD_AND_DRINK,4.3,40116,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"August 2, 2018",Varies with device,Varies with device
+BeyondMenu Food Delivery,FOOD_AND_DRINK,4.7,51517,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"August 1, 2018",Varies with device,Varies with device
+EatStreet Food Delivery App,FOOD_AND_DRINK,4.6,7690,25M,"100,000+",Free,0,Everyone,Food & Drink,"July 3, 2018",3.1.14,5.0 and up
+Pizza Hut,FOOD_AND_DRINK,4.4,321134,30M,"10,000,000+",Free,0,Everyone,Food & Drink,"June 12, 2018",4.7.0,4.1 and up
+Caviar - Food Delivery,FOOD_AND_DRINK,4.2,3755,8.5M,"100,000+",Free,0,Everyone,Food & Drink,"July 20, 2018",2.4.11,6.0 and up
+DoorDash - Food Delivery,FOOD_AND_DRINK,4.5,104504,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"July 31, 2018",Varies with device,Varies with device
+Chick-fil-A,FOOD_AND_DRINK,4.3,28009,17M,"5,000,000+",Free,0,Everyone,Food & Drink,"August 3, 2018",6.0.1,5.0 and up
+Uber Eats: Local Food Delivery,FOOD_AND_DRINK,4.2,333208,34M,"10,000,000+",Free,0,Everyone,Food & Drink,"August 1, 2018",1.161.10002,5.0 and up
+Seamless Food Delivery/Takeout,FOOD_AND_DRINK,4.5,35218,34M,"1,000,000+",Free,0,Everyone,Food & Drink,"August 2, 2018",7.12,5.0 and up
+Talabat: Food Delivery,FOOD_AND_DRINK,4.5,116403,Varies with device,"5,000,000+",Free,0,Everyone,Food & Drink,"August 1, 2018",Varies with device,Varies with device
+TheFork - Restaurants booking and special offers,FOOD_AND_DRINK,4.3,37517,17M,"5,000,000+",Free,0,Everyone,Food & Drink,"July 20, 2018",11.11.1,4.1 and up
+foodpanda - Local Food Delivery,FOOD_AND_DRINK,4.0,292969,16M,"10,000,000+",Free,0,Everyone,Food & Drink,"July 30, 2018",4.11.3,4.2 and up
+Zomato - Restaurant Finder and Food Delivery App,FOOD_AND_DRINK,4.3,511420,Varies with device,"10,000,000+",Free,0,Everyone,Food & Drink,"August 1, 2018",Varies with device,Varies with device
+Home Workout - No Equipment,HEALTH_AND_FITNESS,4.8,428156,15M,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 28, 2018",Varies with device,Varies with device
+Step Counter - Calorie Counter,HEALTH_AND_FITNESS,4.0,1577,2.2M,"500,000+",Free,0,Everyone,Health & Fitness,"August 12, 2017",1.0.7,4.4 and up
+Lose Belly Fat in 30 Days - Flat Stomach,HEALTH_AND_FITNESS,4.9,38098,11M,"5,000,000+",Free,0,Everyone,Health & Fitness,"June 21, 2018",1.0.4,4.2 and up
+Pedometer - Step Counter Free & Calorie Burner,HEALTH_AND_FITNESS,4.8,31139,6.9M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",1.0.11,4.1 and up
+Six Pack in 30 Days - Abs Workout,HEALTH_AND_FITNESS,4.9,272337,13M,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 21, 2018",1.0.2,4.2 and up
+Lose Weight in 30 Days,HEALTH_AND_FITNESS,4.8,220125,11M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",1.0.14,4.0 and up
+Pedometer,HEALTH_AND_FITNESS,4.4,400592,2.9M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 4, 2018",5.23,4.0 and up
+LG Health,HEALTH_AND_FITNESS,3.3,20098,25M,"10,000,000+",Free,0,Everyone,Health & Fitness,"May 14, 2018",5.31.75,4.4 and up
+Step Counter - Pedometer Free & Calorie Counter,HEALTH_AND_FITNESS,4.7,117925,7.0M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",1.0.26,4.1 and up
+"Pedometer, Step Counter & Weight Loss Tracker App",HEALTH_AND_FITNESS,4.6,548021,27M,"10,000,000+",Free,0,Everyone,Health & Fitness,"August 2, 2018",p5.7.1,4.1 and up
+Sportractive GPS Running Cycling Distance Tracker,HEALTH_AND_FITNESS,4.8,48276,7.5M,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 4, 2018",3.0.6,4.4 and up
+30 Day Fitness Challenge - Workout at Home,HEALTH_AND_FITNESS,4.8,471036,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",Varies with device,4.0 and up
+Home Workout for Men - Bodybuilding,HEALTH_AND_FITNESS,4.8,12705,15M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 10, 2018",1.0.2,4.0 and up
+Fat Burning Workout - Home Weight lose,HEALTH_AND_FITNESS,4.5,706,9.4M,"100,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",1.0.5,4.1 and up
+Buttocks and Abdomen,HEALTH_AND_FITNESS,4.4,465,6.4M,"500,000+",Free,0,Everyone,Health & Fitness,"June 7, 2018",1.08,4.0.3 and up
+Walking for Weight Loss - Walk Tracker,HEALTH_AND_FITNESS,4.5,644,5.5M,"100,000+",Free,0,Everyone,Health & Fitness,"July 25, 2018",1.0.4,4.1 and up
+Running & Jogging,HEALTH_AND_FITNESS,4.5,6238,3.9M,"500,000+",Free,0,Everyone,Health & Fitness,"July 30, 2018",1.1.22,4.1 and up
+Walk with Map My Walk,HEALTH_AND_FITNESS,4.5,144040,55M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",18.7.1,5.0 and up
+Sleep Sounds,HEALTH_AND_FITNESS,4.8,51227,28M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 13, 2018",4.0.1,4.0.3 and up
+Fitbit,HEALTH_AND_FITNESS,3.9,357417,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 26, 2018",Varies with device,Varies with device
+Lose Belly Fat-Home Abs Fitness Workout,HEALTH_AND_FITNESS,4.6,199,8.8M,"50,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",1.0.7,4.1 and up
+Runtastic Running App & Mile Tracker,HEALTH_AND_FITNESS,4.5,827597,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 25, 2018",Varies with device,Varies with device
+Cycling - Bike Tracker,HEALTH_AND_FITNESS,4.5,9116,4.0M,"500,000+",Free,0,Everyone,Health & Fitness,"July 30, 2018",1.1.22,4.1 and up
+Abs Training-Burn belly fat,HEALTH_AND_FITNESS,4.7,2071,6.9M,"100,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",1.0.12,4.1 and up
+Calorie Counter - EasyFit free,HEALTH_AND_FITNESS,4.7,50294,11M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 9, 2018",3.0.7,4.1 and up
+Nike+ Run Club,HEALTH_AND_FITNESS,4.4,708674,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 12, 2018",2.17.0,4.4 and up
+Aunjai i lert u,HEALTH_AND_FITNESS,4.2,1140,5.5M,"500,000+",Free,0,Teen,Health & Fitness,"January 10, 2017",1.5,3.0 and up
+Garmin Connect™,HEALTH_AND_FITNESS,3.9,232153,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"August 2, 2018",Varies with device,Varies with device
+BetterMe: Weight Loss Workouts,HEALTH_AND_FITNESS,4.2,14709,15M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 26, 2018",2.8.2,5.0 and up
+Bike Computer - GPS Cycling Tracker,HEALTH_AND_FITNESS,4.4,12029,4.3M,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 4, 2018",2.6,4.2 and up
+Calorie Counter - MyFitnessPal,HEALTH_AND_FITNESS,4.6,1873516,Varies with device,"50,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",Varies with device,Varies with device
+Six Packs for Man–Body Building with No Equipment,HEALTH_AND_FITNESS,4.6,2880,7.1M,"100,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",1.0.8,4.1 and up
+Weight Watchers Mobile,HEALTH_AND_FITNESS,4.2,270267,58M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",6.15.0,4.1 and up
+Endomondo - Running & Walking,HEALTH_AND_FITNESS,4.5,559186,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 11, 2018",Varies with device,Varies with device
+Running Distance Tracker +,HEALTH_AND_FITNESS,4.7,77777,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"June 29, 2018",3.401,5.0 and up
+The TK-App - everything under control,HEALTH_AND_FITNESS,4.5,8642,18M,"100,000+",Free,0,Everyone,Health & Fitness,"August 2, 2018",1.20,4.4 and up
+Runkeeper - GPS Track Run Walk,HEALTH_AND_FITNESS,4.5,501144,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 16, 2018",Varies with device,Varies with device
+Walking: Pedometer diet,HEALTH_AND_FITNESS,3.7,1861,1.5M,"1,000,000+",Free,0,Everyone,Health & Fitness,"June 18, 2018",1.5,2.3 and up
+Recipes for hair and face tried,HEALTH_AND_FITNESS,4.5,1203,6.5M,"500,000+",Free,0,Everyone,Health & Fitness,"October 16, 2016",1.2,2.3.3 and up
+Abs Workout - 30 Days Fitness App for Six Pack Abs,HEALTH_AND_FITNESS,4.6,299,11M,"100,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",1.3.8,4.4 and up
+8fit Workouts & Meal Planner,HEALTH_AND_FITNESS,4.6,115721,67M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 11, 2018",3.5.0,5.0 and up
+Keep Trainer - Workout Trainer & Fitness Coach,HEALTH_AND_FITNESS,4.7,14810,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",Varies with device,Varies with device
+Run with Map My Run,HEALTH_AND_FITNESS,4.5,183662,57M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",18.7.1,5.0 and up
+Weight Loss Running by Verv,HEALTH_AND_FITNESS,4.5,27393,59M,"1,000,000+",Free,0,Mature 17+,Health & Fitness,"July 16, 2018",6.5.3,4.1 and up
+Couch to 10K Running Trainer,HEALTH_AND_FITNESS,4.6,10445,48M,"500,000+",Free,0,Everyone,Health & Fitness,"July 2, 2018",112.0,4.4 and up
+PumpUp — Fitness Community,HEALTH_AND_FITNESS,4.0,49479,57M,"1,000,000+",Free,0,Teen,Health & Fitness,"July 10, 2018",5.13.0,5.0 and up
+"Home workouts - fat burning, abs, legs, arms,chest",HEALTH_AND_FITNESS,4.3,4848,13M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 18, 2018",2.6,4.1 and up
+Running Weight Loss Walking Jogging Hiking FITAPP,HEALTH_AND_FITNESS,4.4,20812,Varies with device,"1,000,000+",Free,0,Teen,Health & Fitness,"July 27, 2018",Varies with device,Varies with device
+"Strava Training: Track Running, Cycling & Swimming",HEALTH_AND_FITNESS,4.5,328469,Varies with device,"10,000,000+",Free,0,Teen,Health & Fitness,"August 1, 2018",Varies with device,Varies with device
+Workout Trainer: fitness coach,HEALTH_AND_FITNESS,4.2,100406,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 30, 2018",Varies with device,Varies with device
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",HEALTH_AND_FITNESS,4.6,205299,31M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 16, 2018",3.48,4.1 and up
+StrongLifts 5x5 Workout Gym Log & Personal Trainer,HEALTH_AND_FITNESS,4.9,66791,10M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 30, 2018",Varies with device,Varies with device
+Run with Map My Run,HEALTH_AND_FITNESS,4.5,183669,57M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",18.7.1,5.0 and up
+7 Minute Workout,HEALTH_AND_FITNESS,4.5,399009,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 8, 2018",Varies with device,Varies with device
+Workout Tracker & Gym Trainer - Fitness Log Book,HEALTH_AND_FITNESS,4.6,5420,21M,"500,000+",Free,0,Everyone,Health & Fitness,"June 5, 2018",2.48.3,4.1 and up
+Freeletics: Personal Trainer & Fitness Workouts,HEALTH_AND_FITNESS,4.5,130104,25M,"10,000,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",5.3,5.0 and up
+Nike Training Club - Workouts & Fitness Plans,HEALTH_AND_FITNESS,4.6,251534,93M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 18, 2018",5.14.0,5.0 and up
+Fitbit Coach,HEALTH_AND_FITNESS,4.6,28951,60M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 16, 2018",4.4,4.4 and up
+"JEFIT Workout Tracker, Weight Lifting, Gym Log App",HEALTH_AND_FITNESS,4.5,60096,27M,"5,000,000+",Free,0,Teen,Health & Fitness,"April 7, 2018",10.0,4.0.3 and up
+Map My Ride GPS Cycling Riding,HEALTH_AND_FITNESS,4.5,106547,54M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",18.7.1,5.0 and up
+Daily Workouts - Exercise Fitness Routine Trainer,HEALTH_AND_FITNESS,4.4,134195,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 14, 2018",Varies with device,Varies with device
+Google Fit - Fitness Tracking,HEALTH_AND_FITNESS,3.9,249855,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",Varies with device,Varies with device
+Weight Loss Running by Verv,HEALTH_AND_FITNESS,4.5,27396,59M,"1,000,000+",Free,0,Mature 17+,Health & Fitness,"July 16, 2018",6.5.3,4.1 and up
+Nike+ Run Club,HEALTH_AND_FITNESS,4.4,708710,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 12, 2018",2.17.0,4.4 and up
+Sworkit: Workouts & Fitness Plans,HEALTH_AND_FITNESS,4.6,109756,78M,"5,000,000+",Free,0,Everyone,Health & Fitness,"August 1, 2018",8.2.0,4.0.3 and up
+Map My Fitness Workout Trainer,HEALTH_AND_FITNESS,4.4,38343,55M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",18.7.1,5.0 and up
+Sports Tracker Running Cycling,HEALTH_AND_FITNESS,4.5,190247,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",Varies with device,Varies with device
+Runtastic Running App & Mile Tracker,HEALTH_AND_FITNESS,4.5,827651,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 25, 2018",Varies with device,Varies with device
+8fit Workouts & Meal Planner,HEALTH_AND_FITNESS,4.6,115721,67M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 11, 2018",3.5.0,5.0 and up
+Seven - 7 Minute Workout Training Challenge,HEALTH_AND_FITNESS,4.5,75571,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",7.2.5,Varies with device
+Daily Yoga - Yoga Fitness Plans,HEALTH_AND_FITNESS,4.4,70769,35M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",6.2.73,4.0 and up
+Pocket Yoga,HEALTH_AND_FITNESS,4.4,2107,Varies with device,"100,000+",Paid,$2.99,Everyone,Health & Fitness,"December 22, 2015",Varies with device,Varies with device
+Relax Meditation: Sleep with Sleep Sounds,HEALTH_AND_FITNESS,4.4,26540,43M,"1,000,000+",Free,0,Everyone,Health & Fitness,"February 9, 2017",2.5.1,4.0.3 and up
+Free Meditation - Take a Break,HEALTH_AND_FITNESS,4.2,1608,39M,"100,000+",Free,0,Everyone,Health & Fitness,"July 28, 2016",6.7,2.3.3 and up
+Meditate OM,HEALTH_AND_FITNESS,4.5,19074,4.2M,"1,000,000+",Free,0,Everyone,Health & Fitness,"January 17, 2018",16.0,4.0 and up
+Yoga - Track Yoga,HEALTH_AND_FITNESS,4.5,7976,44M,"500,000+",Free,0,Everyone,Health & Fitness,"July 9, 2018",7.0,4.0.3 and up
+My Chakra Meditation,HEALTH_AND_FITNESS,4.4,7586,45M,"500,000+",Free,0,Everyone,Health & Fitness,"April 10, 2018",1.0.6,2.3.3 and up
+Relax with Andrew Johnson Lite,HEALTH_AND_FITNESS,4.3,2885,Varies with device,"100,000+",Free,0,Everyone,Health & Fitness,"June 19, 2012",Varies with device,Varies with device
+"Meditation Music - Relax, Yoga",HEALTH_AND_FITNESS,4.6,48226,28M,"1,000,000+",Free,0,Everyone,Health & Fitness,"March 5, 2018",3.1.9,4.0.3 and up
+Meditation Studio,HEALTH_AND_FITNESS,4.6,1026,29M,"10,000+",Paid,$3.99,Everyone,Health & Fitness,"May 15, 2018",1.0.6,4.3 and up
+Down Dog: Great Yoga Anywhere,HEALTH_AND_FITNESS,4.9,28945,12M,"500,000+",Free,0,Teen,Health & Fitness,"May 17, 2018",2.6.1,4.2 and up
+21-Day Meditation Experience,HEALTH_AND_FITNESS,4.4,11506,15M,"100,000+",Free,0,Everyone,Health & Fitness,"August 2, 2018",3.0.0,4.1 and up
+My Chakra Meditation 2,HEALTH_AND_FITNESS,4.3,1288,31M,"100,000+",Free,0,Everyone,Health & Fitness,"April 10, 2018",2.0.4,2.3.3 and up
+Simply Yoga - Fitness Trainer for Workouts & Poses,HEALTH_AND_FITNESS,4.1,6826,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"June 14, 2018",Varies with device,Varies with device
+"Calm - Meditate, Sleep, Relax",HEALTH_AND_FITNESS,4.6,111450,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"August 5, 2018",Varies with device,Varies with device
+Relax Melodies P: Sleep Sounds,HEALTH_AND_FITNESS,4.8,19543,Varies with device,"100,000+",Paid,$2.99,Everyone,Health & Fitness,"January 19, 2018",Varies with device,Varies with device
+Relax Melodies: Sleep Sounds,HEALTH_AND_FITNESS,4.5,233243,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 23, 2018",Varies with device,Varies with device
+Simple Habit Meditation,HEALTH_AND_FITNESS,4.7,11689,20M,"500,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",1.29.15,4.4 and up
+Headspace: Meditation & Mindfulness,HEALTH_AND_FITNESS,4.6,77563,39M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 23, 2018",3.6.4,4.2 and up
+Yoga Studio: Mind & Body,HEALTH_AND_FITNESS,4.3,5499,94M,"100,000+",Free,0,Everyone,Health & Fitness,"July 23, 2018",2.0.16,4.1 and up
+Daily Yoga - Yoga Fitness Plans,HEALTH_AND_FITNESS,4.4,70769,35M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",6.2.73,4.0 and up
+Pocket Yoga,HEALTH_AND_FITNESS,4.4,2107,Varies with device,"100,000+",Paid,$2.99,Everyone,Health & Fitness,"December 22, 2015",Varies with device,Varies with device
+Pregnancy & Baby Tracker,HEALTH_AND_FITNESS,4.6,48286,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",Varies with device,Varies with device
+My Cycles Period and Ovulation,HEALTH_AND_FITNESS,4.3,26652,41M,"1,000,000+",Free,0,Everyone,Health & Fitness,"May 4, 2018",2.3.3,4.0.3 and up
+I’m Expecting - Pregnancy App,HEALTH_AND_FITNESS,4.6,71269,49M,"1,000,000+",Free,0,Everyone,Health & Fitness,"March 30, 2018",2.3.2,4.0.3 and up
+The Bump Pregnancy Tracker,HEALTH_AND_FITNESS,4.6,20301,22M,"1,000,000+",Free,0,Everyone,Health & Fitness,"May 16, 2018",3.22,4.3 and up
+My Days - Ovulation Calendar & Period Tracker ™,HEALTH_AND_FITNESS,4.5,93691,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 5, 2018",Varies with device,Varies with device
+Best Ovulation Tracker Fertility Calendar App Glow,HEALTH_AND_FITNESS,4.6,56145,23M,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 1, 2018",7.3.4-play,5.0 and up
+"Eve Period Tracker - Love, Sex & Relationships App",HEALTH_AND_FITNESS,4.6,20326,28M,"1,000,000+",Free,0,Teen,Health & Fitness,"August 4, 2018",2.9.18,4.1 and up
+Fertility Friend Ovulation App,HEALTH_AND_FITNESS,4.5,12955,7.2M,"1,000,000+",Free,0,Teen,Health & Fitness,"June 27, 2018",10.24,4.4 and up
+Pregnancy Tracker,HEALTH_AND_FITNESS,4.1,2681,6.5M,"500,000+",Free,0,Everyone,Health & Fitness,"February 10, 2018",37,4.0.3 and up
+Period Tracker,HEALTH_AND_FITNESS,4.5,325738,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 28, 2018",Varies with device,Varies with device
+"Spot On Period, Birth Control, & Cycle Tracker",HEALTH_AND_FITNESS,4.6,4102,24M,"500,000+",Free,0,Everyone 10+,Health & Fitness,"July 19, 2018",2.6.1,4.2 and up
+OvuView: Ovulation and Fertility,HEALTH_AND_FITNESS,4.5,40296,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"June 15, 2018",Varies with device,Varies with device
+Period Tracker - Period Calendar Ovulation Tracker,HEALTH_AND_FITNESS,4.8,4559407,Varies with device,"100,000,000+",Free,0,Everyone,Health & Fitness,"August 1, 2018",Varies with device,Varies with device
+Period Tracker Clue: Period and Ovulation Tracker,HEALTH_AND_FITNESS,4.8,570242,20M,"10,000,000+",Free,0,Everyone,Health & Fitness,"August 2, 2018",5.0.2,4.1 and up
+Calorie Counter - MyFitnessPal,HEALTH_AND_FITNESS,4.6,1873523,Varies with device,"50,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",Varies with device,Varies with device
+WomanLog Calendar,HEALTH_AND_FITNESS,4.5,121838,15M,"5,000,000+",Free,0,Everyone,Health & Fitness,"May 23, 2018",5.5.1,4.0.3 and up
+Geocaching®,HEALTH_AND_FITNESS,4.1,62616,Varies with device,"5,000,000+",Free,0,Teen,Health & Fitness,"August 2, 2018",Varies with device,Varies with device
+Map My Hike GPS Hiking,HEALTH_AND_FITNESS,4.4,12858,55M,"500,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",18.7.1,5.0 and up
+"ViewRanger - Hike, Ride or Walk",HEALTH_AND_FITNESS,4.2,34356,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",Varies with device,Varies with device
+Runtastic Mountain Bike GPS Tracker,HEALTH_AND_FITNESS,4.5,50679,38M,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 1, 2018",3.6.2,4.4 and up
+"AllTrails: Hiking, Running & Mountain Bike Trails",HEALTH_AND_FITNESS,4.3,16943,32M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 30, 2018",8.8.14,4.4 and up
+Water Drink Reminder,HEALTH_AND_FITNESS,4.6,524299,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 29, 2018",Varies with device,Varies with device
+"Zombies, Run! 5k Training (Free)",HEALTH_AND_FITNESS,4.0,267,Varies with device,"50,000+",Free,0,Teen,Health & Fitness,"August 1, 2018",Varies with device,Varies with device
+Tracks,HEALTH_AND_FITNESS,4.6,623,40M,"50,000+",Free,0,Everyone 10+,Health & Fitness,"July 17, 2017",1.2.3,4.0.3 and up
+Weight Loss Running by Verv,HEALTH_AND_FITNESS,4.5,27396,59M,"1,000,000+",Free,0,Mature 17+,Health & Fitness,"July 16, 2018",6.5.3,4.1 and up
+Nike+ Run Club,HEALTH_AND_FITNESS,4.4,708710,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 12, 2018",2.17.0,4.4 and up
+Seven - 7 Minute Workout Training Challenge,HEALTH_AND_FITNESS,4.5,75571,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",7.2.5,Varies with device
+"YAZIO Calorie Counter, Nutrition Diary & Diet Plan",HEALTH_AND_FITNESS,4.6,117176,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 7, 2018",Varies with device,Varies with device
+"Technutri - calorie counter, diet and carb tracker",HEALTH_AND_FITNESS,4.4,70416,23M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",3.19.4,4.1 and up
+Couch to 5K by RunDouble,HEALTH_AND_FITNESS,4.7,15674,6.1M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",4.5.4,4.1 and up
+Fooducate Healthy Weight Loss & Calorie Counter,HEALTH_AND_FITNESS,4.4,14402,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",Varies with device,Varies with device
+Weight Watchers Mobile,HEALTH_AND_FITNESS,4.2,270294,58M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",6.15.0,4.1 and up
+Walk with Map My Walk,HEALTH_AND_FITNESS,4.5,144050,55M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",18.7.1,5.0 and up
+Workout Trainer: fitness coach,HEALTH_AND_FITNESS,4.2,100406,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 30, 2018",Varies with device,Varies with device
+My Diet Coach - Weight Loss Motivation & Tracker,HEALTH_AND_FITNESS,4.4,141163,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 11, 2018",Varies with device,Varies with device
+Run with Map My Run,HEALTH_AND_FITNESS,4.5,183669,57M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",18.7.1,5.0 and up
+Nike Training Club - Workouts & Fitness Plans,HEALTH_AND_FITNESS,4.6,251534,93M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 18, 2018",5.14.0,5.0 and up
+Fitbit Coach,HEALTH_AND_FITNESS,4.6,28951,60M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 16, 2018",4.4,4.4 and up
+Calorie Counter - MyFitnessPal,HEALTH_AND_FITNESS,4.6,1873520,Varies with device,"50,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",Varies with device,Varies with device
+Endomondo - Running & Walking,HEALTH_AND_FITNESS,4.5,559262,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 11, 2018",Varies with device,Varies with device
+Runkeeper - GPS Track Run Walk,HEALTH_AND_FITNESS,4.5,501144,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 16, 2018",Varies with device,Varies with device
+Nike+ Run Club,HEALTH_AND_FITNESS,4.4,708753,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 12, 2018",2.17.0,4.4 and up
+Lose It! - Calorie Counter,HEALTH_AND_FITNESS,4.4,69395,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",Varies with device,Varies with device
+Runtastic Running App & Mile Tracker,HEALTH_AND_FITNESS,4.5,827653,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 25, 2018",Varies with device,Varies with device
+Calorie Counter - MyNetDiary,HEALTH_AND_FITNESS,4.5,27439,19M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 16, 2018",6.5.1,5.0 and up
+10 Best Foods for You,HEALTH_AND_FITNESS,4.0,2490,3.8M,"500,000+",Free,0,Everyone 10+,Health & Fitness,"February 17, 2017",1.9,2.3.3 and up
+MyPlate Calorie Tracker,HEALTH_AND_FITNESS,4.6,24094,18M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 9, 2018",3.3.0(1),4.1 and up
+My Diet Diary Calorie Counter,HEALTH_AND_FITNESS,4.1,18539,57M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 30, 2018",1.11.4,4.0.3 and up
+Calorie Counter - Macros,HEALTH_AND_FITNESS,4.0,3061,5.5M,"100,000+",Free,0,Everyone,Health & Fitness,"August 27, 2016",2.3.4,5.0 and up
+Calorie Counter by FatSecret,HEALTH_AND_FITNESS,4.4,229210,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",Varies with device,Varies with device
+Weight Loss Tracker - RecStyle,HEALTH_AND_FITNESS,4.4,20547,5.7M,"1,000,000+",Free,0,Everyone,Health & Fitness,"November 29, 2017",3.2.7,4.1 and up
+Lark - 24/7 Health Coach,HEALTH_AND_FITNESS,4.1,3405,51M,"100,000+",Free,0,Everyone,Health & Fitness,"July 25, 2018",4.5.1.123,4.4 and up
+MealLogger-Photo Food Journal,HEALTH_AND_FITNESS,3.5,217,9.4M,"50,000+",Free,0,Teen,Health & Fitness,"August 23, 2017",4.6.2,4.0.3 and up
+Health and Nutrition Guide,HEALTH_AND_FITNESS,4.3,7895,3.3M,"500,000+",Free,0,Everyone,Health & Fitness,"July 15, 2018",3.3,4.0 and up
+Calorie Counter & Diet Tracker,HEALTH_AND_FITNESS,4.5,32606,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"March 22, 2018",Varies with device,Varies with device
+Food Calorie Calculator,HEALTH_AND_FITNESS,4.2,1324,4.0M,"100,000+",Free,0,Everyone,Health & Fitness,"January 29, 2018",10.2.0,4.0 and up
+Calorie Counter - MyFitnessPal,HEALTH_AND_FITNESS,4.6,1873520,Varies with device,"50,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",Varies with device,Varies with device
+Lose It! - Calorie Counter,HEALTH_AND_FITNESS,4.4,69395,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",Varies with device,Varies with device
+Calorie Counter - MyNetDiary,HEALTH_AND_FITNESS,4.5,27439,19M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 16, 2018",6.5.1,5.0 and up
+10 Best Foods for You,HEALTH_AND_FITNESS,4.0,2490,3.8M,"500,000+",Free,0,Everyone 10+,Health & Fitness,"February 17, 2017",1.9,2.3.3 and up
+Monitor Your Weight,HEALTH_AND_FITNESS,4.5,126017,4.3M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 5, 2018",4.9.8.1,4.0 and up
+MyPlate Calorie Tracker,HEALTH_AND_FITNESS,4.6,24094,18M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 9, 2018",3.3.0(1),4.1 and up
+Weight Loss Tracker - RecStyle,HEALTH_AND_FITNESS,4.4,20547,5.7M,"1,000,000+",Free,0,Everyone,Health & Fitness,"November 29, 2017",3.2.7,4.1 and up
+Calorie Counter by FatSecret,HEALTH_AND_FITNESS,4.4,229214,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",Varies with device,Varies with device
+Eat Fit - Diet and Health Free,HEALTH_AND_FITNESS,4.1,2469,3.6M,"100,000+",Free,0,Everyone,Health & Fitness,"July 23, 2014",1.0.9,2.3 and up
+Calorie Counter - Macros,HEALTH_AND_FITNESS,4.0,3061,5.5M,"100,000+",Free,0,Everyone,Health & Fitness,"August 27, 2016",2.3.4,5.0 and up
+My Diet Diary Calorie Counter,HEALTH_AND_FITNESS,4.1,18539,57M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 30, 2018",1.11.4,4.0.3 and up
+Lark - 24/7 Health Coach,HEALTH_AND_FITNESS,4.1,3405,51M,"100,000+",Free,0,Everyone,Health & Fitness,"July 25, 2018",4.5.1.123,4.4 and up
+Weight Watchers Mobile,HEALTH_AND_FITNESS,4.2,270294,58M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",6.15.0,4.1 and up
+Calorie Counter & Diet Tracker,HEALTH_AND_FITNESS,4.5,32606,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"March 22, 2018",Varies with device,Varies with device
+MealLogger-Photo Food Journal,HEALTH_AND_FITNESS,3.5,217,9.4M,"50,000+",Free,0,Teen,Health & Fitness,"August 23, 2017",4.6.2,4.0.3 and up
+Health and Nutrition Guide,HEALTH_AND_FITNESS,4.3,7895,3.3M,"500,000+",Free,0,Everyone,Health & Fitness,"July 15, 2018",3.3,4.0 and up
+Food Calorie Calculator,HEALTH_AND_FITNESS,4.2,1324,4.0M,"100,000+",Free,0,Everyone,Health & Fitness,"January 29, 2018",10.2.0,4.0 and up
+Calorie Counter - MyFitnessPal,HEALTH_AND_FITNESS,4.6,1873523,Varies with device,"50,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",Varies with device,Varies with device
+Lose It! - Calorie Counter,HEALTH_AND_FITNESS,4.4,69395,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"August 3, 2018",Varies with device,Varies with device
+Self Healing,HEALTH_AND_FITNESS,4.5,14394,9.9M,"500,000+",Free,0,Everyone,Health & Fitness,"July 16, 2017",Public.Heal,4.0.3 and up
+Relax Meditation: Sleep with Sleep Sounds,HEALTH_AND_FITNESS,4.4,26540,43M,"1,000,000+",Free,0,Everyone,Health & Fitness,"February 9, 2017",2.5.1,4.0.3 and up
+Happify,HEALTH_AND_FITNESS,3.7,1812,37M,"100,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",1.31.0-15160.950adac99,4.4 and up
+Binaural Beats Therapy,HEALTH_AND_FITNESS,4.3,13724,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 17, 2017",Varies with device,Varies with device
+Pacifica - Stress & Anxiety,HEALTH_AND_FITNESS,4.5,10253,Varies with device,"500,000+",Free,0,Teen,Health & Fitness,"July 9, 2018",6.3.1,Varies with device
+Relaxing Sounds,HEALTH_AND_FITNESS,4.6,4642,40M,"100,000+",Free,0,Everyone,Health & Fitness,"March 11, 2017",1.92,4.1 and up
+White Sound Pro,HEALTH_AND_FITNESS,4.7,16570,73M,"500,000+",Free,0,Everyone,Health & Fitness,"July 29, 2018",4.8.0,4.4 and up
+"Meditation Music - Relax, Yoga",HEALTH_AND_FITNESS,4.6,48226,28M,"1,000,000+",Free,0,Everyone,Health & Fitness,"March 5, 2018",3.1.9,4.0.3 and up
+Insight Timer - Free Meditation App,HEALTH_AND_FITNESS,4.6,20161,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 1, 2018",Varies with device,Varies with device
+Self-help Anxiety Management,HEALTH_AND_FITNESS,4.0,2894,23M,"500,000+",Free,0,Everyone 10+,Health & Fitness,"February 22, 2017",1.2.6,4.0.3 and up
+Brain Waves - Binaural Beats,HEALTH_AND_FITNESS,4.4,5038,10M,"500,000+",Free,0,Everyone,Health & Fitness,"July 15, 2018",5.2,4.4 and up
+21-Day Meditation Experience,HEALTH_AND_FITNESS,4.4,11506,15M,"100,000+",Free,0,Everyone,Health & Fitness,"August 2, 2018",3.0.0,4.1 and up
+Prana Breath: Calm & Meditate,HEALTH_AND_FITNESS,4.8,31665,8.4M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 19, 2018",8.2.0_8,4.0 and up
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",HEALTH_AND_FITNESS,4.6,205299,31M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 16, 2018",3.48,4.1 and up
+7 Cups: Anxiety & Stress Chat,HEALTH_AND_FITNESS,4.2,13799,Varies with device,"500,000+",Free,0,Teen,Health & Fitness,"July 31, 2018",Varies with device,Varies with device
+"Calm - Meditate, Sleep, Relax",HEALTH_AND_FITNESS,4.6,111455,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"August 5, 2018",Varies with device,Varies with device
+Runtastic Sleep Better: Sleep Cycle & Smart Alarm,HEALTH_AND_FITNESS,4.1,111462,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 25, 2018",Varies with device,Varies with device
+White Noise Lite,HEALTH_AND_FITNESS,4.4,57634,41M,"1,000,000+",Free,0,Everyone,Health & Fitness,"June 25, 2018",7.4,4.1 and up
+Relax Melodies: Sleep Sounds,HEALTH_AND_FITNESS,4.5,233243,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 23, 2018",Varies with device,Varies with device
+"Stop, Breathe & Think: Meditation & Mindfulness",HEALTH_AND_FITNESS,4.3,8576,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 28, 2018",Varies with device,Varies with device
+Simple Habit Meditation,HEALTH_AND_FITNESS,4.7,11689,20M,"500,000+",Free,0,Everyone,Health & Fitness,"July 27, 2018",1.29.15,4.4 and up
+Headspace: Meditation & Mindfulness,HEALTH_AND_FITNESS,4.6,77563,39M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 23, 2018",3.6.4,4.2 and up
+Daily Yoga - Yoga Fitness Plans,HEALTH_AND_FITNESS,4.4,70769,35M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 24, 2018",6.2.73,4.0 and up
+Zillow: Find Houses for Sale & Apartments for Rent,HOUSE_AND_HOME,4.5,417907,34M,"10,000,000+",Free,0,Everyone,House & Home,"August 1, 2018",9.8.1.7425,4.4 and up
+"Viva Decora - Decoration, Photos, Architecture, House",HOUSE_AND_HOME,4.8,3167,7.5M,"100,000+",Free,0,Everyone,House & Home,"August 3, 2018",2.0.0,5.0 and up
+Apartments & Rentals - Zillow,HOUSE_AND_HOME,4.2,27386,Varies with device,"1,000,000+",Free,0,Everyone,House & Home,"June 21, 2018",Varies with device,Varies with device
+Realtor.com Real Estate: Homes for Sale and Rent,HOUSE_AND_HOME,4.5,162243,12M,"10,000,000+",Free,0,Everyone,House & Home,"July 26, 2018",8.18,4.0.3 and up
+Real Estate sale & rent Trovit,HOUSE_AND_HOME,4.1,65913,7.7M,"5,000,000+",Free,0,Everyone,House & Home,"July 16, 2018",4.47.3,4.0.3 and up
+"591 housing transactions - renting houses, middle-class houses, new cases, real-time registration, villas through the sky, apartment suites, MRT, buying a house selling prices, housing mortgages",HOUSE_AND_HOME,4.1,24977,21M,"1,000,000+",Free,0,Everyone,House & Home,"August 1, 2018",3.5.9,4.0.3 and up
+"Homes.com 🏠 For Sale, Rent",HOUSE_AND_HOME,4.0,6000,18M,"1,000,000+",Free,0,Everyone,House & Home,"July 28, 2018",9.6.8,4.1 and up
+"CYANOGEN. Rent, buy an apartment, a room, a cottage 3+",HOUSE_AND_HOME,4.3,37711,40M,"1,000,000+",Free,0,Everyone,House & Home,"July 31, 2018",2.51.0,4.4 and up
+Trulia Real Estate & Rentals,HOUSE_AND_HOME,4.5,175293,Varies with device,"10,000,000+",Free,0,Everyone,House & Home,"July 24, 2018",Varies with device,Varies with device
+Latest 2018 Home Designs,HOUSE_AND_HOME,NaN,174,8.7M,"10,000+",Free,0,Everyone,House & Home,"July 26, 2018",1.1,2.3 and up
+Houzz Interior Design Ideas,HOUSE_AND_HOME,4.6,353799,Varies with device,"10,000,000+",Free,0,Everyone,House & Home,"August 1, 2018",Varies with device,Varies with device
+Good room network fast rent,HOUSE_AND_HOME,3.7,2758,8.6M,"500,000+",Free,0,Everyone,House & Home,"June 25, 2018",4.2.3,4.0 and up
+Yongqing fast search,HOUSE_AND_HOME,3.7,1437,Varies with device,"100,000+",Free,0,Everyone,House & Home,"August 2, 2018",Varies with device,Varies with device
+LIFULL HOME'S,HOUSE_AND_HOME,4.2,7573,18M,"1,000,000+",Free,0,Everyone,House & Home,"July 25, 2018",8.2.1,4.2 and up
+"Apartment List: Housing, Apt, and Property Rentals",HOUSE_AND_HOME,4.5,8481,7.5M,"1,000,000+",Free,0,Everyone,House & Home,"August 3, 2018",2.1.0,5.0 and up
+Gold Butterfly Keyboard Theme,HOUSE_AND_HOME,4.3,10054,9.1M,"1,000,000+",Free,0,Everyone,House & Home,"July 12, 2018",6.7.12.2018,4.0.3 and up
+"Apartment, Home Rental Search: Realtor.com Rentals",HOUSE_AND_HOME,3.9,10117,13M,"1,000,000+",Free,0,Everyone,House & Home,"June 29, 2018",3.6,4.0.3 and up
+Living Smart Home,HOUSE_AND_HOME,4.6,39189,Varies with device,"1,000,000+",Free,0,Everyone,House & Home,"July 30, 2018",Varies with device,Varies with device
+591 Housing Trading - Hong Kong,HOUSE_AND_HOME,4.3,3522,15M,"100,000+",Free,0,Everyone,House & Home,"August 2, 2018",3.10.8,4.0 and up
+Trulia Rent Apartments & Homes,HOUSE_AND_HOME,4.4,71419,Varies with device,"5,000,000+",Free,0,Everyone,House & Home,"July 24, 2018",Varies with device,Varies with device
+Redfin Real Estate,HOUSE_AND_HOME,4.6,36857,19M,"1,000,000+",Free,0,Everyone,House & Home,"July 25, 2018",220.0,5.0 and up
+"Domofond Real Estate. Buy, rent an apartment.",HOUSE_AND_HOME,4.5,39123,Varies with device,"1,000,000+",Free,0,Everyone,House & Home,"August 3, 2018",Varies with device,Varies with device
+"realestate.com.au - Buy, Rent & Sell Property",HOUSE_AND_HOME,3.8,14653,Varies with device,"1,000,000+",Free,0,Everyone,House & Home,"July 16, 2018",Varies with device,Varies with device
+Yes319 real price login query,HOUSE_AND_HOME,NaN,12,5.1M,"5,000+",Free,0,Everyone,House & Home,"July 12, 2018",1.04,4.0.3 and up
+DaBang - Rental Homes in Korea,HOUSE_AND_HOME,4.4,23013,26M,"5,000,000+",Free,0,Everyone,House & Home,"July 17, 2018",3.2.4,4.1 and up
+DIY On A Budget,HOUSE_AND_HOME,4.7,114,8.3M,"10,000+",Free,0,Teen,House & Home,"February 18, 2018",2.1,4.1 and up
+Free Foreclosure Real Estate Search by USHUD.com,HOUSE_AND_HOME,3.4,287,27M,"100,000+",Free,0,Everyone,House & Home,"May 29, 2018",2.4.2,4.4 and up
+Mortgage by Zillow: Calculator & Rates,HOUSE_AND_HOME,4.3,4435,7.9M,"500,000+",Free,0,Everyone,House & Home,"March 2, 2016",2.6.0.287,4.0 and up
+Home Security Camera WardenCam - reuse old phones,HOUSE_AND_HOME,4.3,43800,Varies with device,"1,000,000+",Free,0,Everyone,House & Home,"July 6, 2018",Varies with device,Varies with device
+Room planner: Interior & Floorplan Design for IKEA,HOUSE_AND_HOME,4.0,4281,27M,"100,000+",Free,0,Everyone,House & Home,"August 5, 2018",858,4.0.3 and up
+Rent.com Apartment Homes,HOUSE_AND_HOME,4.0,7508,5.1M,"1,000,000+",Free,0,Everyone,House & Home,"July 9, 2018",7.9.0,5.0 and up
+Good house to buy a house,HOUSE_AND_HOME,3.8,491,15M,"100,000+",Free,0,Everyone,House & Home,"July 25, 2018",2.6.0,4.0.3 and up
+LH Housing Promotion Notice,HOUSE_AND_HOME,NaN,160,3.1M,"100,000+",Free,0,Everyone,House & Home,"September 19, 2017",1.2.0,4.0 and up
+Apartments.com Rental Search,HOUSE_AND_HOME,4.3,22584,16M,"1,000,000+",Free,0,Everyone,House & Home,"July 16, 2018",4.7.13,4.4 and up
+Hemnet,HOUSE_AND_HOME,3.6,4087,9.2M,"500,000+",Free,0,Everyone,House & Home,"July 16, 2018",4.3.0,4.1 and up
+At home - rental · real estate · room finding application such as apartment · apartment,HOUSE_AND_HOME,3.8,2496,Varies with device,"500,000+",Free,0,Everyone,House & Home,"July 5, 2018",Varies with device,Varies with device
+Alfred Home Security Camera,HOUSE_AND_HOME,4.5,103305,Varies with device,"5,000,000+",Free,0,Everyone,House & Home,"July 31, 2018",Varies with device,Varies with device
+House app: beautiful everyday ~,HOUSE_AND_HOME,4.6,2669,10M,"500,000+",Free,0,Teen,House & Home,"August 3, 2018",2.0.6.9,4.1 and up
+Home tips and advice,HOUSE_AND_HOME,NaN,10,2.6M,"5,000+",Free,0,Everyone,House & Home,"December 28, 2017",2.0,4.0.3 and up
+"N1.RU - Real estate: apartments, new buildings, lodging",HOUSE_AND_HOME,4.5,7619,13M,"100,000+",Free,0,Everyone,House & Home,"July 12, 2018",1.22.0,4.0.3 and up
+Ruler,HOUSE_AND_HOME,4.7,126,1.9M,"10,000+",Free,0,Everyone,House & Home,"August 21, 2017",1.0,4.0 and up
+Home Decor Showpiece Art making: Medium Difficulty,HOUSE_AND_HOME,4.3,273,7.0M,"50,000+",Free,0,Everyone,House & Home,"May 30, 2018",1.2,4.0.3 and up
+"乐屋网: Buying a house, selling a house, renting a house",HOUSE_AND_HOME,3.7,2248,15M,"100,000+",Free,0,Everyone,House & Home,"August 3, 2018",v3.1.1,4.0 and up
+Real estate court auction information site - Hyundai court auction,HOUSE_AND_HOME,NaN,10,4.2M,"10,000+",Free,0,Everyone,House & Home,"August 2, 2018",1.2,4.3 and up
+iProperty Malaysia,HOUSE_AND_HOME,4.2,809,7.8M,"100,000+",Free,0,Everyone,House & Home,"July 25, 2018",1.6.1.2,4.0 and up
+ColorSnap® Visualizer,HOUSE_AND_HOME,3.4,3280,77M,"1,000,000+",Free,0,Everyone,House & Home,"June 29, 2018",5.0.1,4.0.3 and up
+Apartment Decorating Ideas,HOUSE_AND_HOME,3.9,1478,5.7M,"100,000+",Free,0,Everyone,House & Home,"March 13, 2015",1.2,3.0 and up
+Bedroom Decorating Ideas,HOUSE_AND_HOME,4.0,2382,5.9M,"500,000+",Free,0,Everyone,House & Home,"April 7, 2015",1.7,3.0 and up
+Room Painting Ideas,HOUSE_AND_HOME,4.0,4450,7.6M,"1,000,000+",Free,0,Everyone,House & Home,"March 17, 2015",1.7,3.0 and up
+Kitchen Island Ideas,HOUSE_AND_HOME,4.0,515,5.8M,"50,000+",Free,0,Everyone,House & Home,"May 30, 2015",1.5,3.0 and up
+Houzz Interior Design Ideas,HOUSE_AND_HOME,4.6,353800,Varies with device,"10,000,000+",Free,0,Everyone,House & Home,"August 1, 2018",Varies with device,Varies with device
+Living Room Decorating Ideas,HOUSE_AND_HOME,4.0,4465,5.8M,"1,000,000+",Free,0,Everyone,House & Home,"March 6, 2015",1.7,3.0 and up
+Bathroom Decorating Ideas,HOUSE_AND_HOME,4.1,2427,5.3M,"500,000+",Free,0,Everyone,House & Home,"March 12, 2015",1.4,3.0 and up
+Wall Decorating Ideas,HOUSE_AND_HOME,3.9,6631,5.5M,"1,000,000+",Free,0,Everyone,House & Home,"March 11, 2015",1.5,3.0 and up
+Zumper - Apartment Rental Finder,HOUSE_AND_HOME,4.4,11200,25M,"1,000,000+",Free,0,Everyone,House & Home,"July 16, 2018",4.5.15,5.0 and up
+RadPad: Apartment Finder App,HOUSE_AND_HOME,4.4,6896,35M,"500,000+",Free,0,Everyone,House & Home,"August 30, 2017",1.7.3,4.1 and up
+Mortgage by Zillow: Calculator & Rates,HOUSE_AND_HOME,4.3,4435,7.9M,"500,000+",Free,0,Everyone,House & Home,"March 2, 2016",2.6.0.287,4.0 and up
+Redfin Real Estate,HOUSE_AND_HOME,4.6,36857,19M,"1,000,000+",Free,0,Everyone,House & Home,"July 25, 2018",220.0,5.0 and up
+"Apartment List: Housing, Apt, and Property Rentals",HOUSE_AND_HOME,4.5,8481,7.5M,"1,000,000+",Free,0,Everyone,House & Home,"August 3, 2018",2.1.0,5.0 and up
+Realtor.com Real Estate: Homes for Sale and Rent,HOUSE_AND_HOME,4.5,162243,12M,"10,000,000+",Free,0,Everyone,House & Home,"July 26, 2018",8.18,4.0.3 and up
+Trulia Real Estate & Rentals,HOUSE_AND_HOME,4.5,175293,Varies with device,"10,000,000+",Free,0,Everyone,House & Home,"July 24, 2018",Varies with device,Varies with device
+Zillow: Find Houses for Sale & Apartments for Rent,HOUSE_AND_HOME,4.5,417907,34M,"10,000,000+",Free,0,Everyone,House & Home,"August 1, 2018",9.8.1.7425,4.4 and up
+Homesnap Real Estate & Rentals,HOUSE_AND_HOME,4.3,3834,30M,"500,000+",Free,0,Everyone,House & Home,"July 31, 2018",5.20.38,4.2 and up
+Apartments & Rentals - Zillow,HOUSE_AND_HOME,4.2,27387,Varies with device,"1,000,000+",Free,0,Everyone,House & Home,"June 21, 2018",Varies with device,Varies with device
+Trulia Rent Apartments & Homes,HOUSE_AND_HOME,4.4,71421,Varies with device,"5,000,000+",Free,0,Everyone,House & Home,"July 24, 2018",Varies with device,Varies with device
+Apartments.com Rental Search,HOUSE_AND_HOME,4.3,22584,16M,"1,000,000+",Free,0,Everyone,House & Home,"July 16, 2018",4.7.13,4.4 and up
+Houzz Interior Design Ideas,HOUSE_AND_HOME,4.6,353813,Varies with device,"10,000,000+",Free,0,Everyone,House & Home,"August 1, 2018",Varies with device,Varies with device
+Trulia Mortgage Calculators,HOUSE_AND_HOME,4.1,81,16M,"50,000+",Free,0,Everyone,House & Home,"February 16, 2018",2.1.0,4.4 and up
+Public Digital Library,LIBRARIES_AND_DEMO,3.9,2087,Varies with device,"50,000+",Free,0,Everyone,Libraries & Demo,"July 30, 2018",Varies with device,Varies with device
+Quotes,LIBRARIES_AND_DEMO,4.4,58,15M,"10,000+",Free,0,Everyone,Libraries & Demo,"July 6, 2018",1.0,4.0.3 and up
+Best New Ringtones 2018 Free 🔥 For Android™,LIBRARIES_AND_DEMO,4.6,3014,21M,"100,000+",Free,0,Everyone,Libraries & Demo,"June 27, 2018",1.1,5.0 and up
+Lamp detector,LIBRARIES_AND_DEMO,NaN,5,1.8M,"1,000+",Free,0,Everyone,Libraries & Demo,"April 23, 2018",4.4.2,2.3.3 and up
+SUDOKU,LIBRARIES_AND_DEMO,4.1,923,4.3M,"100,000+",Free,0,Everyone,Libraries & Demo,"October 15, 2015",3.1,2.3 and up
+General culture,LIBRARIES_AND_DEMO,NaN,26,10M,"10,000+",Free,0,Everyone,Libraries & Demo,"February 20, 2018",1.2,4.0 and up
+Luffs,LIBRARIES_AND_DEMO,NaN,487,3.7M,"100,000+",Free,0,Everyone,Libraries & Demo,"January 16, 2018",1.0,4.0.3 and up
+Aviary Effects: Classic,LIBRARIES_AND_DEMO,3.8,67007,232k,"5,000,000+",Free,0,Everyone,Libraries & Demo,"March 6, 2013",1.2.0,2.2 and up
+Chakra Cleansing,LIBRARIES_AND_DEMO,4.6,539,99M,"50,000+",Free,0,Everyone,Libraries & Demo,"August 2, 2018",7.0,4.0.3 and up
+Aviary Stickers: Free Pack,LIBRARIES_AND_DEMO,3.5,126862,624k,"10,000,000+",Free,0,Everyone,Libraries & Demo,"January 17, 2012",1.0,2.2 and up
+Call Recorder,LIBRARIES_AND_DEMO,4.7,48,6.9M,"1,000+",Free,0,Everyone,Libraries & Demo,"May 25, 2018",1.7.2.10,4.0 and up
+Pink Water Sakura Keyboard Theme,LIBRARIES_AND_DEMO,4.3,1465,7.0M,"100,000+",Free,0,Everyone,Libraries & Demo,"July 9, 2018",6.7.5,4.0.3 and up
+auto Call Recorder 2018,LIBRARIES_AND_DEMO,4.5,929,7.0M,"50,000+",Free,0,Everyone,Libraries & Demo,"February 16, 2018",1.02.2018.11,4.0 and up
+converter video to mp3,LIBRARIES_AND_DEMO,4.4,783,6.4M,"100,000+",Free,0,Everyone,Libraries & Demo,"June 10, 2017",1.6,2.2 and up
+eBiblio,LIBRARIES_AND_DEMO,3.4,2907,Varies with device,"50,000+",Free,0,Everyone,Libraries & Demo,"June 22, 2018",Varies with device,Varies with device
+chicken song,LIBRARIES_AND_DEMO,4.3,434,16M,"100,000+",Free,0,Everyone,Libraries & Demo,"June 6, 2018",6.0.0,2.3 and up
+Words (188 Category),LIBRARIES_AND_DEMO,NaN,54,5.9M,"10,000+",Free,0,Everyone,Libraries & Demo,"July 4, 2018",1.0,4.0.3 and up
+Binaural Beats Meditation,LIBRARIES_AND_DEMO,4.3,411,95M,"50,000+",Free,0,Everyone,Libraries & Demo,"June 8, 2018",5.0,4.0.3 and up
+Essential Resources,LIBRARIES_AND_DEMO,4.6,237,8.5k,"50,000+",Free,0,Everyone,Libraries & Demo,"September 27, 2017",1.02,7.1 and up
+MOMOLAND BBoom BBoom,LIBRARIES_AND_DEMO,4.6,2580,20M,"100,000+",Free,0,Everyone,Libraries & Demo,"March 8, 2018",2.0,2.3 and up
+Cold Spirits,LIBRARIES_AND_DEMO,NaN,363,2.5M,"100,000+",Free,0,Everyone,Libraries & Demo,"January 2, 2017",1.2,2.3 and up
+Cardboard,LIBRARIES_AND_DEMO,4.2,130272,50M,"10,000,000+",Free,0,Everyone,Libraries & Demo,"March 14, 2016",1.8,4.1 and up
+How to sew & make the easiest pattern,LIBRARIES_AND_DEMO,NaN,110,10M,"10,000+",Free,0,Everyone,Libraries & Demo,"November 5, 2017",1.0,4.0 and up
+I will return his eggs,LIBRARIES_AND_DEMO,NaN,91,18M,"100,000+",Free,0,Everyone,Libraries & Demo,"November 16, 2017",6.0,2.3 and up
+Bird Sounds & Bird Ringtones for Free 2018,LIBRARIES_AND_DEMO,4.6,130,12M,"10,000+",Free,0,Everyone,Libraries & Demo,"February 23, 2018",1.0,4.0.3 and up
+Benefits of olive oil with garlic,LIBRARIES_AND_DEMO,NaN,25,2.5M,"10,000+",Free,0,Everyone,Libraries & Demo,"June 23, 2018",1.0,4.0.3 and up
+Sad hair without net,LIBRARIES_AND_DEMO,NaN,20,2.1M,"5,000+",Free,0,Everyone,Libraries & Demo,"March 26, 2018",1.0,2.3 and up
+Top Popular Ringtones 2018 Free 🔥,LIBRARIES_AND_DEMO,4.4,7396,22M,"500,000+",Free,0,Everyone,Libraries & Demo,"July 6, 2018",5.28,4.0.3 and up
+Wifi Connect Library,LIBRARIES_AND_DEMO,3.9,58055,41k,"5,000,000+",Free,0,Everyone,Libraries & Demo,"November 7, 2016",2.0.3,1.5 and up
+Super Funny Ringtones 2018 🔔,LIBRARIES_AND_DEMO,4.5,1703,22M,"100,000+",Free,0,Everyone,Libraries & Demo,"March 1, 2018",3.1,4.0.3 and up
+Apk Installer,LIBRARIES_AND_DEMO,3.8,7750,292k,"1,000,000+",Free,0,Everyone,Libraries & Demo,"June 29, 2011",1.0,1.6 and up
+SAMSUNG RETAILMODE 2018,LIBRARIES_AND_DEMO,4.3,6,5.5M,"10,000+",Free,0,Everyone,Libraries & Demo,"August 3, 2018",8.0.20180212,4.2 and up
+OpenCV Manager,LIBRARIES_AND_DEMO,3.7,12657,Varies with device,"1,000,000+",Free,0,Everyone,Libraries & Demo,"September 21, 2015",3.00,Varies with device
+Eternal life,LIBRARIES_AND_DEMO,5.0,26,2.5M,"1,000+",Free,0,Everyone,Libraries & Demo,"May 24, 2018",1.0,1.6 and up
+V380s,LIBRARIES_AND_DEMO,3.2,1919,8.1M,"500,000+",Free,0,Everyone,Libraries & Demo,"July 11, 2018",5.9.1,4.1 and up
+Cool Popular Ringtones 2018 🔥,LIBRARIES_AND_DEMO,4.5,60170,28M,"1,000,000+",Free,0,Everyone,Libraries & Demo,"July 13, 2018",2.4,5.0 and up
+Blackpink as if it's your last,LIBRARIES_AND_DEMO,4.7,831,24M,"100,000+",Free,0,Everyone,Libraries & Demo,"February 20, 2018",8.0,2.3 and up
+Wifi Test,LIBRARIES_AND_DEMO,4.0,8671,3.1M,"1,000,000+",Free,0,Everyone,Libraries & Demo,"July 3, 2018",3.6,4.0 and up
+Patience Words,LIBRARIES_AND_DEMO,NaN,31,3.4M,"10,000+",Free,0,Everyone,Libraries & Demo,"December 14, 2017",1.0,4.0.3 and up
+Market Update Helper,LIBRARIES_AND_DEMO,4.1,20145,11k,"1,000,000+",Free,0,Everyone,Libraries & Demo,"February 12, 2013",,1.5 and up
+Ayyush wih wih new without Net,LIBRARIES_AND_DEMO,3.8,912,13M,"500,000+",Free,0,Everyone,Libraries & Demo,"January 9, 2018",2.0.0,2.3 and up
+Girls Nancy Ajram Without Net,LIBRARIES_AND_DEMO,4.7,2639,19M,"500,000+",Free,0,Everyone,Libraries & Demo,"December 11, 2017",6.0,2.3 and up
+R M Lock Screen,LIBRARIES_AND_DEMO,4.5,399,9.5M,"100,000+",Free,0,Everyone,Libraries & Demo,"May 22, 2018",1.1,4.0.3 and up
+Mama Lala 's song,LIBRARIES_AND_DEMO,NaN,102,21M,"50,000+",Free,0,Everyone,Libraries & Demo,"July 1, 2018",6.0.0,2.3 and up
+Barcode Scanner,LIBRARIES_AND_DEMO,4.2,3945,9.4M,"500,000+",Free,0,Everyone,Libraries & Demo,"January 9, 2018",4.2.2,3.2 and up
+Young Speeches,LIBRARIES_AND_DEMO,NaN,2221,2.4M,"500,000+",Free,0,Everyone,Libraries & Demo,"January 8, 2017",1.1,2.3 and up
+New Ringtones 2018,LIBRARIES_AND_DEMO,4.1,3781,36M,"1,000,000+",Free,0,Everyone,Libraries & Demo,"April 15, 2018",1.8,4.0 and up
+EyeCloud,LIBRARIES_AND_DEMO,3.1,1267,55M,"100,000+",Free,0,Everyone,Libraries & Demo,"August 2, 2018",5.1.2,4.4 and up
+Dollhouse Decorating Games,LIFESTYLE,4.1,18968,32M,"5,000,000+",Free,0,Teen,Lifestyle,"April 26, 2018",5.1,4.1 and up
+metroZONE,LIFESTYLE,4.1,47497,34M,"10,000,000+",Free,0,Everyone,Lifestyle,"June 8, 2018",5.3.0.54.7,5.0 and up
+Easy Hair Style Design,LIFESTYLE,4.3,601,5.1M,"100,000+",Free,0,Everyone,Lifestyle,"December 20, 2017",1.0,2.3 and up
+Talking Babsy Baby: Baby Games,LIFESTYLE,4.0,140995,100M,"10,000,000+",Free,0,Everyone,Lifestyle;Pretend Play,"July 16, 2018",9.0,4.0 and up
+"Black Wallpaper, AMOLED, Dark Background: Darkify",LIFESTYLE,4.6,51357,80M,"5,000,000+",Free,0,Everyone,Lifestyle,"July 31, 2018",8.0,4.0 and up
+Girly Wallpapers Backgrounds,LIFESTYLE,4.4,13565,3.3M,"1,000,000+",Free,0,Everyone,Lifestyle,"August 5, 2018",2.5,4.0 and up
+Chart - Myanmar Keyboard,LIFESTYLE,4.4,39364,28M,"5,000,000+",Free,0,Everyone,Lifestyle,"July 17, 2018",10.19,4.0.3 and up
+Easy Makeup Tutorials,LIFESTYLE,4.3,7287,5.0M,"1,000,000+",Free,0,Everyone,Lifestyle,"November 3, 2016",1.0,2.3 and up
+Horoscopes – Daily Zodiac Horoscope and Astrology,LIFESTYLE,4.6,161143,11M,"10,000,000+",Free,0,Everyone 10+,Lifestyle,"June 25, 2018",5.2.4(881),4.0.3 and up
+Entel,LIFESTYLE,3.2,16168,55M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 26, 2018",2.2.9,4.0.3 and up
+ZenUI Safeguard,LIFESTYLE,4.5,100,7.1M,"1,000,000+",Free,0,Everyone,Lifestyle,"May 9, 2018",1.0.0.21_180410,7.0 - 7.1.1
+Live 4D Results ! (MY & SG),LIFESTYLE,4.6,116079,3.2M,"5,000,000+",Free,0,Everyone,Lifestyle,"May 20, 2018",5.8,2.3 and up
+Diary with lock,LIFESTYLE,4.6,815893,4.4M,"10,000,000+",Free,0,Everyone,Lifestyle,"June 30, 2018",4.90,4.1 and up
+FOSSIL Q: DESIGN YOUR DIAL,LIFESTYLE,4.3,985,16M,"500,000+",Free,0,Everyone,Lifestyle,"May 31, 2018",3.7,7.0 and up
+Telstra,LIFESTYLE,3.0,4260,6.3M,"5,000,000+",Free,0,Everyone,Lifestyle,"August 8, 2017",6.1,2.3.3 and up
+Family Locator - GPS Tracker,LIFESTYLE,4.4,726074,45M,"10,000,000+",Free,0,Everyone,Lifestyle,"August 2, 2018",16.7.1,4.4 and up
+Van Nien 2018 - Lich Van su & Lich Am,LIFESTYLE,4.4,3829,23M,"1,000,000+",Free,0,Everyone,Lifestyle,"June 1, 2018",3.9.3,4.1 and up
+Safeway,LIFESTYLE,4.3,33572,37M,"1,000,000+",Free,0,Everyone,Lifestyle,"August 2, 2018",6.2.0,4.4 and up
+HTC Speak,LIFESTYLE,3.5,6145,13M,"10,000,000+",Free,0,Everyone,Lifestyle,"June 30, 2016",8.00.775375,5.0 and up
+Kawaii Easy Drawing : How to draw Step by Step,LIFESTYLE,4.3,34327,8.1M,"5,000,000+",Free,0,Everyone,Lifestyle,"July 17, 2018",2.5.1,4.0 and up
+Tattoodo - Find your next tattoo,LIFESTYLE,4.5,7457,13M,"1,000,000+",Free,0,Teen,Lifestyle,"August 3, 2018",2.4.12-r244,4.1 and up
+H&M,LIFESTYLE,3.7,41941,14M,"10,000,000+",Free,0,Everyone,Lifestyle,"July 30, 2018",9.6.3,4.4 and up
+Samsung+,LIFESTYLE,4.5,82145,30M,"50,000,000+",Free,0,Everyone,Lifestyle,"July 5, 2018",10.19.0.0,4.4 and up
+Anime Avatar Creator: Make Your Own Avatar,LIFESTYLE,4.2,10944,36M,"1,000,000+",Free,0,Everyone,Lifestyle,"June 15, 2018",2.0,4.1 and up
+Beautiful Design Birthday Cake,LIFESTYLE,4.3,665,3.0M,"500,000+",Free,0,Everyone,Lifestyle,"August 4, 2018",2.0,2.3 and up
+Pronunciation and know the name of the caller from his number,LIFESTYLE,4.6,2167,1.4M,"500,000+",Free,0,Everyone,Lifestyle,"January 7, 2018",1.0,2.3 and up
+Super Slime Simulator - Satisfying Slime App,LIFESTYLE,4.5,53652,39M,"1,000,000+",Free,0,Everyone,Lifestyle,"August 5, 2018",2.15,5.0 and up
+Caf - My Account,LIFESTYLE,3.9,18961,1.8M,"5,000,000+",Free,0,Everyone,Lifestyle,"September 24, 2015",1.1.1,2.3 and up
+H Pack,LIFESTYLE,4.3,9412,1.7M,"1,000,000+",Free,0,Everyone,Lifestyle,"December 17, 2016",1.5.1,4.0.3 and up
+Family convenience store FamilyMart,LIFESTYLE,3.3,9663,19M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 16, 2018",Version:6.97,4.4 and up
+သိင်္ Astrology - Min Thein Kha BayDin,LIFESTYLE,4.7,2225,15M,"100,000+",Free,0,Everyone,Lifestyle,"July 26, 2018",4.2.1,4.0.3 and up
+w UN map,LIFESTYLE,4.2,23164,10.0M,"1,000,000+",Free,0,Mature 17+,Lifestyle,"July 24, 2018",2.6,5.0 and up
+Official Matsumoto Kiyoshi application,LIFESTYLE,3.2,3031,2.7M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 3, 2018",1.5.3,4.0 and up
+Galaxy Gift,LIFESTYLE,4.4,95557,16M,"10,000,000+",Free,0,Everyone,Lifestyle,"July 23, 2018",7.0.8,4.0.3 and up
+PASS by KT (formerly KT certified),LIFESTYLE,3.5,7869,21M,"1,000,000+",Free,0,Everyone,Lifestyle,"August 1, 2018",02.00.06,4.4 and up
+Safety stepping stone,LIFESTYLE,3.7,4212,20M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 25, 2018",3.4.5,2.3 and up
+Rate Guide Bill Letter,LIFESTYLE,3.8,17368,14M,"10,000,000+",Free,0,Everyone,Lifestyle,"June 27, 2018",5.1.3,4.0 and up
+US Mission - buy gourmet movie KTV,LIFESTYLE,3.8,6554,76M,"500,000+",Free,0,Teen,Lifestyle,"June 20, 2018",9.4.2,4.1 and up
+OK cashbag [point of pleasure],LIFESTYLE,3.7,33264,18M,"10,000,000+",Free,0,Everyone,Lifestyle,"June 15, 2018",6.2.1,4.0 and up
+JOANN - Crafts & Coupons,LIFESTYLE,4.6,34782,12M,"1,000,000+",Free,0,Everyone,Lifestyle,"June 22, 2018",5.2.2,4.3 and up
+MK eCatalog,LIFESTYLE,4.0,6676,6.2M,"1,000,000+",Free,0,Everyone,Lifestyle,"February 21, 2018",3.0,4.2 and up
+Vaniday - Beauty Booking App,LIFESTYLE,3.6,1067,Varies with device,"100,000+",Free,0,Everyone,Lifestyle,"March 20, 2018",3.8.15,4.1 and up
+Fashion in Vogue,LIFESTYLE,3.8,1797,6.8M,"100,000+",Free,0,Everyone,Lifestyle,"September 27, 2016",2.0,4.3 and up
+Mirror,LIFESTYLE,4.1,367505,Varies with device,"10,000,000+",Free,0,Everyone,Lifestyle,"July 25, 2018",Varies with device,Varies with device
+StyleSeat,LIFESTYLE,4.7,20304,24M,"500,000+",Free,0,Everyone,Lifestyle,"July 31, 2018",4.35,4.0.3 and up
+Wedding Countdown Widget,LIFESTYLE,3.9,7376,19M,"1,000,000+",Free,0,Everyone,Lifestyle,"January 11, 2018",5.2.2018010801-1,4.1 and up
+My Day - Countdown Calendar 🗓️,LIFESTYLE,4.1,49147,13M,"1,000,000+",Free,0,Everyone,Lifestyle,"May 7, 2018",2.9.5,4.1 and up
+justWink Greeting Cards,LIFESTYLE,4.6,69177,15M,"1,000,000+",Free,0,Teen,Lifestyle,"August 2, 2017",2.7.3,4.4 and up
+Wedding LookBook by The Knot,LIFESTYLE,4.2,3448,13M,"100,000+",Free,0,Everyone,Lifestyle,"July 9, 2018",3.9.5,4.0.3 and up
+Vaniday - Beauty Booking App,LIFESTYLE,3.6,1067,Varies with device,"100,000+",Free,0,Everyone,Lifestyle,"March 20, 2018",3.8.15,4.1 and up
+Big Days - Events Countdown,LIFESTYLE,4.6,39724,Varies with device,"1,000,000+",Free,0,Everyone,Lifestyle,"June 29, 2018",Varies with device,Varies with device
+"Wedding Planner by WeddingWire - Venues, Checklist",LIFESTYLE,4.2,3788,44M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 24, 2018",8.5.1,5.0 and up
+Been Together (Ad) - D-day,LIFESTYLE,4.4,95736,Varies with device,"10,000,000+",Free,0,Everyone,Lifestyle,"July 30, 2018",Varies with device,Varies with device
+WedMeGood - Wedding Planner,LIFESTYLE,4.6,1658,9.7M,"100,000+",Free,0,Everyone,Lifestyle,"July 31, 2018",2.0.9,4.4 and up
+StyleSeat,LIFESTYLE,4.7,20304,24M,"500,000+",Free,0,Everyone,Lifestyle,"July 31, 2018",4.35,4.0.3 and up
+DIY Garden Ideas,LIFESTYLE,4.1,3309,13M,"500,000+",Free,0,Everyone,Lifestyle,"August 5, 2018",10.0,4.0 and up
+Brit + Co,LIFESTYLE,3.9,987,4.5M,"10,000+",Free,0,Everyone,Lifestyle,"August 29, 2017",2.0.4,4.0 and up
+Creative Ideas - DIY & Craft,LIFESTYLE,4.0,5208,4.5M,"100,000+",Free,0,Teen,Lifestyle,"November 23, 2017",1.37,4.0 and up
+Homestyler Interior Design & Decorating Ideas,LIFESTYLE,4.1,78298,29M,"5,000,000+",Free,0,Everyone,Lifestyle,"August 2, 2018",3.1.2.1,4.1 and up
+JOANN - Crafts & Coupons,LIFESTYLE,4.6,34802,12M,"1,000,000+",Free,0,Everyone,Lifestyle,"June 22, 2018",5.2.2,4.3 and up
+Wheretoget: Shop in style,LIFESTYLE,4.1,6808,12M,"500,000+",Free,0,Teen,Lifestyle,"June 5, 2017",3.2.0,4.1 and up
+My Dressing - Fashion closet,LIFESTYLE,4.1,12452,Varies with device,"500,000+",Free,0,Everyone,Lifestyle,"January 26, 2017",Varies with device,Varies with device
+Chictopia,LIFESTYLE,4.1,360,4.6M,"10,000+",Free,0,Everyone,Lifestyle,"April 30, 2014",1.6.2,2.2 and up
+Scarf Fashion Designer,LIFESTYLE,4.4,16637,10M,"1,000,000+",Free,0,Everyone,Lifestyle,"June 18, 2017",1.8,2.3 and up
+Fashion in Vogue,LIFESTYLE,3.8,1797,6.8M,"100,000+",Free,0,Everyone,Lifestyle,"September 27, 2016",2.0,4.3 and up
+Zara,LIFESTYLE,4.3,95904,33M,"10,000,000+",Free,0,Everyone,Lifestyle,"July 30, 2018",4.1.0,4.1 and up
+Wheretoget: Shop in style,LIFESTYLE,4.1,6808,12M,"500,000+",Free,0,Teen,Lifestyle,"June 5, 2017",3.2.0,4.1 and up
+My Dressing - Fashion closet,LIFESTYLE,4.1,12452,Varies with device,"500,000+",Free,0,Everyone,Lifestyle,"January 26, 2017",Varies with device,Varies with device
+Chictopia,LIFESTYLE,4.1,360,4.6M,"10,000+",Free,0,Everyone,Lifestyle,"April 30, 2014",1.6.2,2.2 and up
+Scarf Fashion Designer,LIFESTYLE,4.4,16637,10M,"1,000,000+",Free,0,Everyone,Lifestyle,"June 18, 2017",1.8,2.3 and up
+Fashion in Vogue,LIFESTYLE,3.8,1797,6.8M,"100,000+",Free,0,Everyone,Lifestyle,"September 27, 2016",2.0,4.3 and up
+Zara,LIFESTYLE,4.3,95905,33M,"10,000,000+",Free,0,Everyone,Lifestyle,"July 30, 2018",4.1.0,4.1 and up
+Real Estate by Movoto,LIFESTYLE,4.4,3114,13M,"100,000+",Free,0,Everyone,Lifestyle,"February 20, 2018",6.1,4.0.3 and up
+Etta Homes,LIFESTYLE,4.2,220,15M,"50,000+",Free,0,Everyone,Lifestyle,"July 26, 2018",9.1.0,5.0 and up
+Houlihan Lawrence,LIFESTYLE,4.4,33,23M,"5,000+",Free,0,Everyone,Lifestyle,"October 12, 2017",3.9.5,4.2 and up
+Home Scouting® MLS Mobile,LIFESTYLE,4.3,1533,7.7M,"100,000+",Free,0,Everyone,Lifestyle,"September 27, 2016",2.2.6,2.2 and up
+Housing-Real Estate & Property,LIFESTYLE,4.1,28301,Varies with device,"1,000,000+",Free,0,Everyone,Lifestyle,"July 13, 2018",12.1.0,4.1 and up
+ZipRealty Real Estate & Homes,LIFESTYLE,4.0,3937,15M,"100,000+",Free,0,Everyone,Lifestyle,"July 27, 2018",8.3.3,4.4 and up
+Sotheby's International Realty,LIFESTYLE,4.2,894,25M,"50,000+",Free,0,Everyone,Lifestyle,"April 9, 2018",5.600.42,4.0.3 and up
+Zoopla Property Search UK - Home to buy & rent,LIFESTYLE,4.1,21195,Varies with device,"1,000,000+",Free,0,Everyone,Lifestyle,"June 22, 2018",Varies with device,Varies with device
+Neighborhoods & Apartments,LIFESTYLE,3.9,2042,3.0M,"100,000+",Free,0,Everyone,Lifestyle,"August 28, 2015",3.1.6,4.0 and up
+Keller Williams Real Estate,LIFESTYLE,4.4,13213,22M,"1,000,000+",Free,0,Everyone,Lifestyle,"March 28, 2018",5.800.04,4.0.3 and up
+Relax Rain ~ Rain Sounds,LIFESTYLE,4.6,118034,Varies with device,"5,000,000+",Free,0,Everyone,Lifestyle,"August 2, 2018",Varies with device,Varies with device
+Relax Ocean ~ Nature Sounds,LIFESTYLE,4.5,9464,Varies with device,"500,000+",Free,0,Everyone,Lifestyle,"July 18, 2017",Varies with device,Varies with device
+Bed Time Fan - White Noise Sleep Sounds,LIFESTYLE,4.5,10097,7.5M,"500,000+",Free,0,Everyone,Lifestyle,"April 26, 2018",1.2,4.0 and up
+Nature Sounds,LIFESTYLE,4.8,28588,24M,"1,000,000+",Free,0,Everyone,Lifestyle,"March 1, 2018",3.1.8,4.0.3 and up
+SleepyTime: Bedtime Calculator,LIFESTYLE,4.4,19621,Varies with device,"500,000+",Free,0,Everyone,Lifestyle,"February 27, 2016",Varies with device,Varies with device
+White Noise Baby,LIFESTYLE,4.5,10544,44M,"1,000,000+",Free,0,Everyone,Lifestyle,"June 18, 2018",5.3,4.1 and up
+White Noise ~ Sleeping Sounds,LIFESTYLE,4.5,4427,Varies with device,"100,000+",Free,0,Everyone,Lifestyle,"June 23, 2017",Varies with device,Varies with device
+"Journey - Diary, Journal",LIFESTYLE,4.6,50338,Varies with device,"1,000,000+",Free,0,Everyone,Lifestyle,"July 23, 2018",Varies with device,Varies with device
+7 Day Food Journal Challenge,LIFESTYLE,4.5,3346,14M,"100,000+",Free,0,Teen,Lifestyle,"March 8, 2017",3.6.3,4.0.3 and up
+ROBLOX,GAME,4.5,4447388,67M,"100,000,000+",Free,0,Everyone 10+,Adventure;Action & Adventure,"July 31, 2018",2.347.225742,4.1 and up
+Subway Surfers,GAME,4.5,27722264,76M,"1,000,000,000+",Free,0,Everyone 10+,Arcade,"July 12, 2018",1.90.0,4.1 and up
+Candy Crush Saga,GAME,4.4,22426677,74M,"500,000,000+",Free,0,Everyone,Casual,"July 5, 2018",1.129.0.2,4.1 and up
+Solitaire,GAME,4.7,254258,23M,"10,000,000+",Free,0,Everyone,Card,"August 1, 2018",2.137.0,4.1 and up
+Bubble Shooter,GAME,4.5,148897,46M,"10,000,000+",Free,0,Everyone,Casual,"July 17, 2018",1.20.1,4.0.3 and up
+Hello Kitty Nail Salon,GAME,4.2,369203,24M,"50,000,000+",Free,0,Everyone,Casual;Pretend Play,"April 17, 2018",1.5,4.1 and up
+slither.io,GAME,4.4,5234162,Varies with device,"100,000,000+",Free,0,Everyone,Action,"November 14, 2017",Varies with device,2.3 and up
+Clash Royale,GAME,4.6,23133508,97M,"100,000,000+",Free,0,Everyone 10+,Strategy,"June 27, 2018",2.3.2,4.1 and up
+Temple Run 2,GAME,4.3,8118609,62M,"500,000,000+",Free,0,Everyone,Action,"July 5, 2018",1.49.1,4.0 and up
+Pou,GAME,4.3,10485308,24M,"500,000,000+",Free,0,Everyone,Casual,"May 25, 2018",1.4.77,4.0 and up
+Helix Jump,GAME,4.2,1497361,33M,"100,000,000+",Free,0,Everyone,Action,"April 9, 2018",1.0.6,4.1 and up
+Block Puzzle,GAME,4.6,59800,7.8M,"5,000,000+",Free,0,Everyone,Puzzle,"March 6, 2018",2.9,2.3 and up
+Angry Birds Rio,GAME,4.4,2610526,46M,"100,000,000+",Free,0,Everyone,Arcade,"July 3, 2018",2.6.9,4.1 and up
+Plants vs. Zombies FREE,GAME,4.4,4066989,69M,"100,000,000+",Free,0,Everyone 10+,Strategy,"July 6, 2018",2.2.00,4.1 and up
+Sonic Dash,GAME,4.5,3778921,75M,"100,000,000+",Free,0,Everyone,Arcade,"July 26, 2018",3.8.5.Go,4.1 and up
+Candy Crush Soda Saga,GAME,4.4,6198563,67M,"100,000,000+",Free,0,Everyone,Casual,"July 10, 2018",1.118.4,4.1 and up
+Zombie Hunter King,GAME,4.3,10306,50M,"1,000,000+",Free,0,Mature 17+,Action,"August 1, 2018",1.0.8,2.3 and up
+Clash of Clans,GAME,4.6,44891723,98M,"100,000,000+",Free,0,Everyone 10+,Strategy,"July 15, 2018",10.322.16,4.1 and up
+Kick the Buddy,GAME,4.3,1000417,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 5, 2018",Varies with device,4.4 and up
+Block Puzzle Classic Legend !,GAME,4.2,17039,4.9M,"5,000,000+",Free,0,Everyone,Puzzle,"April 13, 2018",2.9,2.3.3 and up
+PAC-MAN,GAME,4.2,685981,37M,"100,000,000+",Free,0,Everyone,Arcade,"May 15, 2018",6.6.3,4.1 and up
+Super Jim Jump - pixel 3d,GAME,4.5,10393,18M,"1,000,000+",Free,0,Everyone,Arcade,"July 11, 2018",2.2.3181,4.0 and up
+8 Ball Pool,GAME,4.5,14198297,52M,"100,000,000+",Free,0,Everyone,Sports,"July 31, 2018",4.0.0,4.0.3 and up
+Magic Tiles 3,GAME,4.5,592068,Varies with device,"50,000,000+",Free,0,Everyone,Music,"August 3, 2018",5.13.007,4.1 and up
+Bubble Witch 3 Saga,GAME,4.7,1732263,78M,"50,000,000+",Free,0,Everyone,Puzzle,"July 17, 2018",4.8.4,3.0 and up
+Word Search,GAME,4.7,295241,3.9M,"10,000,000+",Free,0,Everyone,Word,"June 6, 2018",1.1.3,3.0 and up
+Granny,GAME,4.5,1135631,59M,"50,000,000+",Free,0,Teen,Arcade,"May 29, 2018",1.4.0.1,4.0 and up
+Angry Birds Classic,GAME,4.4,5566669,97M,"100,000,000+",Free,0,Everyone,Arcade,"May 24, 2018",7.9.3,4.1 and up
+Flow Free,GAME,4.3,1295557,11M,"100,000,000+",Free,0,Everyone,Puzzle,"April 11, 2018",4.0,4.1 and up
+Race the Traffic Moto,GAME,3.8,270687,38M,"10,000,000+",Free,0,Teen,Racing,"July 20, 2018",1.0.16,4.0.3 and up
+Fishdom,GAME,4.6,2157930,Varies with device,"10,000,000+",Free,0,Everyone,Puzzle,"July 19, 2018",2.21.5,4.0.3 and up
+Galaxy Attack: Alien Shooter,GAME,4.6,506275,Varies with device,"10,000,000+",Free,0,Everyone,Arcade,"August 1, 2018",5.66,4.1 and up
+Zombie Tsunami,GAME,4.4,4920817,Varies with device,"100,000,000+",Free,0,Everyone 10+,Arcade,"June 15, 2018",Varies with device,Varies with device
+Bubble Shooter 2,GAME,4.3,23005,Varies with device,"5,000,000+",Free,0,Everyone,Arcade,"July 25, 2018",3.5,4.1 and up
+Barbie™ Fashion Closet,GAME,4.1,68057,85M,"10,000,000+",Free,0,Everyone,Casual;Creativity,"July 30, 2018",1.3.7,4.1 and up
+Candy Crush Jelly Saga,GAME,4.3,1300490,78M,"50,000,000+",Free,0,Everyone,Puzzle,"July 20, 2018",2.1.10,4.0 and up
+Hill Climb Racing,GAME,4.4,8923587,63M,"100,000,000+",Free,0,Everyone,Racing,"July 2, 2018",1.37.2,4.2 and up
+Gardenscapes,GAME,4.6,4128732,Varies with device,"50,000,000+",Free,0,Everyone,Casual,"July 13, 2018",2.6.2,4.0.3 and up
+Marble - Temple Quest,GAME,4.3,42053,24M,"10,000,000+",Free,0,Everyone,Puzzle,"June 21, 2018",4.9,4.0.3 and up
+Shooting King,GAME,4.4,257724,69M,"10,000,000+",Free,0,Everyone 10+,Sports,"May 25, 2018",1.4.2,4.0.3 and up
+Zombie Catchers,GAME,4.7,990491,75M,"10,000,000+",Free,0,Everyone,Action,"May 24, 2018",1.0.27,4.1 and up
+Minion Rush: Despicable Me Official Game,GAME,4.5,10216538,Varies with device,"100,000,000+",Free,0,Everyone 10+,Casual;Action & Adventure,"July 12, 2018",Varies with device,Varies with device
+Farm Heroes Saga,GAME,4.4,7614130,70M,"100,000,000+",Free,0,Everyone,Casual,"July 26, 2018",5.1.8,2.3 and up
+Geometry Dash World,GAME,4.6,760628,63M,"10,000,000+",Free,0,Everyone,Arcade,"December 22, 2017",1.03,4.0 and up
+My Talking Angela,GAME,4.5,9881829,99M,"100,000,000+",Free,0,Everyone,Casual,"July 3, 2018",3.7.2.51,4.1 and up
+Cut the Rope FULL FREE,GAME,4.4,2123381,49M,"100,000,000+",Free,0,Everyone,Puzzle,"July 5, 2018",3.7.2,4.1 and up
+Sniper 3D Gun Shooter: Free Shooting Games - FPS,GAME,4.6,7671249,Varies with device,"100,000,000+",Free,0,Mature 17+,Action,"August 2, 2018",Varies with device,Varies with device
+Subway Surfers,GAME,4.5,27723193,76M,"1,000,000,000+",Free,0,Everyone 10+,Arcade,"July 12, 2018",1.90.0,4.1 and up
+ROBLOX,GAME,4.5,4447346,67M,"100,000,000+",Free,0,Everyone 10+,Adventure;Action & Adventure,"July 31, 2018",2.347.225742,4.1 and up
+Pou,GAME,4.3,10485334,24M,"500,000,000+",Free,0,Everyone,Casual,"May 25, 2018",1.4.77,4.0 and up
+8 Ball Pool,GAME,4.5,14198602,52M,"100,000,000+",Free,0,Everyone,Sports,"July 31, 2018",4.0.0,4.0.3 and up
+Clash of Clans,GAME,4.6,44891723,98M,"100,000,000+",Free,0,Everyone 10+,Strategy,"July 15, 2018",10.322.16,4.1 and up
+Candy Crush Saga,GAME,4.4,22428456,74M,"500,000,000+",Free,0,Everyone,Casual,"July 5, 2018",1.129.0.2,4.1 and up
+Plants vs. Zombies FREE,GAME,4.4,4066980,69M,"100,000,000+",Free,0,Everyone 10+,Strategy,"July 6, 2018",2.2.00,4.1 and up
+Cooking Fever,GAME,4.5,3197865,82M,"100,000,000+",Free,0,Everyone,Arcade,"July 12, 2018",2.8.0,4.0.3 and up
+Toon Blast,GAME,4.7,1351068,Varies with device,"10,000,000+",Free,0,Everyone,Puzzle,"July 30, 2018",3196,4.1 and up
+Score! Hero,GAME,4.6,5418675,96M,"100,000,000+",Free,0,Everyone,Sports,"June 13, 2018",1.751,4.4 and up
+My Talking Angela,GAME,4.5,9881908,99M,"100,000,000+",Free,0,Everyone,Casual,"July 3, 2018",3.7.2.51,4.1 and up
+Bubble Shooter,GAME,4.5,148895,46M,"10,000,000+",Free,0,Everyone,Casual,"July 17, 2018",1.20.1,4.0.3 and up
+Toy Blast,GAME,4.7,1889250,Varies with device,"50,000,000+",Free,0,Everyone,Puzzle,"July 23, 2018",5423,4.1 and up
+Miraculous Ladybug & Cat Noir - The Official Game,GAME,4.5,183846,99M,"10,000,000+",Free,0,Everyone,Action,"July 30, 2018",1.0.6,4.4 and up
+Wordscapes,GAME,4.8,230710,87M,"10,000,000+",Free,0,Everyone,Word,"August 2, 2018",1.0.47,4.1 and up
+Word Search,GAME,4.7,295305,3.9M,"10,000,000+",Free,0,Everyone,Word,"June 6, 2018",1.1.3,3.0 and up
+Candy Crush Soda Saga,GAME,4.4,6198880,67M,"100,000,000+",Free,0,Everyone,Casual,"July 10, 2018",1.118.4,4.1 and up
+Fishdom,GAME,4.6,2157930,Varies with device,"10,000,000+",Free,0,Everyone,Puzzle,"July 19, 2018",2.21.5,4.0.3 and up
+Garena Free Fire,GAME,4.5,5465624,53M,"100,000,000+",Free,0,Teen,Action,"August 3, 2018",1.21.0,4.0.3 and up
+Block Puzzle,GAME,4.6,59854,7.8M,"5,000,000+",Free,0,Everyone,Puzzle,"March 6, 2018",2.9,2.3 and up
+Bowmasters,GAME,4.7,1534466,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 23, 2018",2.12.5,4.1 and up
+Clash Royale,GAME,4.6,23134775,97M,"100,000,000+",Free,0,Everyone 10+,Strategy,"June 27, 2018",2.3.2,4.1 and up
+My Talking Tom,GAME,4.5,14891223,Varies with device,"500,000,000+",Free,0,Everyone,Casual,"July 19, 2018",4.8.0.132,4.1 and up
+Sniper 3D Gun Shooter: Free Shooting Games - FPS,GAME,4.6,7672495,Varies with device,"100,000,000+",Free,0,Mature 17+,Action,"August 2, 2018",Varies with device,Varies with device
+Granny,GAME,4.5,1137271,59M,"50,000,000+",Free,0,Teen,Arcade,"May 29, 2018",1.4.0.1,4.0 and up
+Galaxy Attack: Alien Shooter,GAME,4.6,506275,Varies with device,"10,000,000+",Free,0,Everyone,Arcade,"August 1, 2018",5.66,4.1 and up
+Angry Birds Rio,GAME,4.4,2610622,46M,"100,000,000+",Free,0,Everyone,Arcade,"July 3, 2018",2.6.9,4.1 and up
+Zombie Catchers,GAME,4.7,990586,75M,"10,000,000+",Free,0,Everyone,Action,"May 24, 2018",1.0.27,4.1 and up
+Zombie Hunter King,GAME,4.3,10354,50M,"1,000,000+",Free,0,Mature 17+,Action,"August 1, 2018",1.0.8,2.3 and up
+Temple Run 2,GAME,4.3,8118937,62M,"500,000,000+",Free,0,Everyone,Action,"July 5, 2018",1.49.1,4.0 and up
+Zombie Tsunami,GAME,4.4,4921122,Varies with device,"100,000,000+",Free,0,Everyone 10+,Arcade,"June 15, 2018",Varies with device,Varies with device
+Jungle Marble Blast,GAME,4.3,18985,23M,"5,000,000+",Free,0,Everyone,Casual,"July 23, 2018",1.5.4,4.0.3 and up
+Rider,GAME,4.5,655067,72M,"10,000,000+",Free,0,Teen,Arcade,"July 17, 2017",1.2.1,4.0.3 and up
+Farm Heroes Saga,GAME,4.4,7614271,70M,"100,000,000+",Free,0,Everyone,Casual,"July 26, 2018",5.1.8,2.3 and up
+Super Jim Jump - pixel 3d,GAME,4.5,10434,18M,"1,000,000+",Free,0,Everyone,Arcade,"July 11, 2018",2.2.3181,4.0 and up
+slither.io,GAME,4.4,5234825,Varies with device,"100,000,000+",Free,0,Everyone,Action,"November 14, 2017",Varies with device,2.3 and up
+Roll the Ball® - slide puzzle,GAME,4.5,1385093,35M,"100,000,000+",Free,0,Everyone,Puzzle,"August 2, 2018",1.7.40,4.1 and up
+Talking Tom Gold Run,GAME,4.6,2698348,78M,"100,000,000+",Free,0,Everyone,Action,"July 31, 2018",2.8.2.59,4.1 and up
+Pixel Art: Color by Number Game,GAME,4.7,1125017,25M,"10,000,000+",Free,0,Everyone,Puzzle,"July 17, 2018",3.9.2,4.3 and up
+Dream League Soccer 2018,GAME,4.6,9882639,74M,"100,000,000+",Free,0,Everyone,Sports,"July 16, 2018",5.064,4.4 and up
+Angry Birds Classic,GAME,4.4,5566805,97M,"100,000,000+",Free,0,Everyone,Arcade,"May 24, 2018",7.9.3,4.1 and up
+Fruits Bomb,GAME,4.4,74673,17M,"10,000,000+",Free,0,Everyone,Casual,"July 6, 2018",3.3.3179,4.0.3 and up
+Traffic Racer,GAME,4.5,5387639,53M,"100,000,000+",Free,0,Everyone,Racing,"February 27, 2018",2.5,4.1 and up
+Hill Climb Racing 2,GAME,4.6,2750410,Varies with device,"100,000,000+",Free,0,Everyone,Racing,"August 2, 2018",1.17.2,4.2 and up
+Flow Free,GAME,4.3,1295606,11M,"100,000,000+",Free,0,Everyone,Puzzle,"April 11, 2018",4.0,4.1 and up
+Knife Hit,GAME,4.5,461137,60M,"10,000,000+",Free,0,Everyone,Arcade,"May 22, 2018",1.7.2,4.0.3 and up
+Block Craft 3D: Building Simulator Games For Free,GAME,4.5,946926,57M,"50,000,000+",Free,0,Everyone,Simulation,"March 5, 2018",2.10.2,4.0.3 and up
+Farm Fruit Pop: Party Time,GAME,4.4,9305,14M,"1,000,000+",Free,0,Everyone,Casual,"August 2, 2018",1.9.2,4.0.3 and up
+ROBLOX,GAME,4.5,4448791,67M,"100,000,000+",Free,0,Everyone 10+,Adventure;Action & Adventure,"July 31, 2018",2.347.225742,4.1 and up
+Helix Jump,GAME,4.2,1498648,33M,"100,000,000+",Free,0,Everyone,Action,"April 9, 2018",1.0.6,4.1 and up
+Subway Surfers,GAME,4.5,27724094,76M,"1,000,000,000+",Free,0,Everyone 10+,Arcade,"July 12, 2018",1.90.0,4.1 and up
+Candy Crush Saga,GAME,4.4,22428456,74M,"500,000,000+",Free,0,Everyone,Casual,"July 5, 2018",1.129.0.2,4.1 and up
+Toon Blast,GAME,4.7,1351089,Varies with device,"10,000,000+",Free,0,Everyone,Puzzle,"July 30, 2018",3196,4.1 and up
+Love Balls,GAME,4.2,360630,40M,"50,000,000+",Free,0,Everyone,Puzzle,"July 31, 2018",1.2.7,4.1 and up
+Granny,GAME,4.5,1137267,59M,"50,000,000+",Free,0,Teen,Arcade,"May 29, 2018",1.4.0.1,4.0 and up
+8 Ball Pool,GAME,4.5,14200344,52M,"100,000,000+",Free,0,Everyone,Sports,"July 31, 2018",4.0.0,4.0.3 and up
+Sniper 3D Gun Shooter: Free Shooting Games - FPS,GAME,4.6,7672495,Varies with device,"100,000,000+",Free,0,Mature 17+,Action,"August 2, 2018",Varies with device,Varies with device
+slither.io,GAME,4.4,5234810,Varies with device,"100,000,000+",Free,0,Everyone,Action,"November 14, 2017",Varies with device,2.3 and up
+Hungry Shark Evolution,GAME,4.5,6074334,100M,"100,000,000+",Free,0,Teen,Arcade,"July 25, 2018",6.0.0,4.1 and up
+Temple Run 2,GAME,4.3,8118937,62M,"500,000,000+",Free,0,Everyone,Action,"July 5, 2018",1.49.1,4.0 and up
+Kick the Buddy,GAME,4.3,1000417,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 5, 2018",Varies with device,4.4 and up
+Magic Tiles 3,GAME,4.5,592282,Varies with device,"50,000,000+",Free,0,Everyone,Music,"August 3, 2018",5.13.007,4.1 and up
+Bowmasters,GAME,4.7,1535084,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 23, 2018",2.12.5,4.1 and up
+Piano Tiles 2™,GAME,4.7,8118880,Varies with device,"100,000,000+",Free,0,Everyone,Arcade,"August 3, 2018",3.1.0.226,4.1 and up
+Pokémon GO,GAME,4.1,10424925,85M,"100,000,000+",Free,0,Everyone,Adventure,"July 23, 2018",0.111.3,4.4 and up
+Wordscapes,GAME,4.8,230727,87M,"10,000,000+",Free,0,Everyone,Word,"August 2, 2018",1.0.47,4.1 and up
+Paint Hit,GAME,4.4,37023,33M,"10,000,000+",Free,0,Everyone,Casual,"July 6, 2018",5.200,5.0 and up
+Snake VS Block,GAME,4.2,422244,32M,"50,000,000+",Free,0,Teen,Arcade,"April 23, 2018",1.24,4.1 and up
+Rolly Vortex,GAME,4.4,98123,40M,"10,000,000+",Free,0,Teen,Arcade,"May 25, 2018",1.7.0,4.1 and up
+Woody Puzzle,GAME,4.7,21262,29M,"1,000,000+",Free,0,Everyone,Puzzle,"August 3, 2018",1.0.9,4.4 and up
+Stack Jump,GAME,4.3,118253,40M,"10,000,000+",Free,0,Teen,Arcade,"May 3, 2018",1.4.6,4.1 and up
+Color by Number – New Coloring Book,GAME,4.7,141529,24M,"5,000,000+",Free,0,Everyone 10+,Board,"August 1, 2018",2.0.6,4.1 and up
+The Cube,GAME,4.2,70226,38M,"5,000,000+",Free,0,Everyone,Arcade,"July 25, 2018",1.2.9,4.1 and up
+Extreme Car Driving Simulator,GAME,4.3,2251012,52M,"100,000,000+",Free,0,Everyone,Racing,"May 3, 2018",4.17.2,4.0 and up
+Bricks n Balls,GAME,4.4,30253,Varies with device,"1,000,000+",Free,0,Everyone,Casual,"August 5, 2018",1.0.1.049,4.1 and up
+The Fish Master!,GAME,4.1,15763,54M,"1,000,000+",Free,0,Everyone,Arcade,"July 17, 2018",1.6,4.1 and up
+Color Road,GAME,4.1,84911,71M,"10,000,000+",Free,0,Everyone,Arcade,"July 19, 2018",2.5.0,4.1 and up
+Draw In,GAME,4.2,46416,73M,"10,000,000+",Free,0,Everyone,Arcade,"July 23, 2018",1.0.8,4.1 and up
+Block Craft 3D: Building Simulator Games For Free,GAME,4.5,946926,57M,"50,000,000+",Free,0,Everyone,Simulation,"March 5, 2018",2.10.2,4.0.3 and up
+PLANK!,GAME,4.7,7196,38M,"500,000+",Free,0,Everyone,Arcade,"July 17, 2018",1.0.2,4.3 and up
+Looper!,GAME,4.6,48256,62M,"1,000,000+",Free,0,Everyone,Puzzle,"July 20, 2018",1.2.0,4.1 and up
+Trivia Crack,GAME,4.5,6427773,95M,"100,000,000+",Free,0,Everyone,Trivia,"August 3, 2018",2.79.0,4.1 and up
+Will it Crush?,GAME,3.1,25825,16M,"5,000,000+",Free,0,Everyone,Simulation,"May 22, 2018",1.3.3,4.4 and up
+Tomb of the Mask,GAME,4.1,55380,39M,"5,000,000+",Free,0,Everyone,Action,"July 24, 2018",1.2.1,5.0 and up
+Baseball Boy!,GAME,3.4,148177,78M,"10,000,000+",Free,0,Everyone,Arcade,"July 27, 2018",1.7.2,4.1 and up
+PUBG MOBILE,GAME,4.4,3715656,36M,"50,000,000+",Free,0,Teen,Action,"July 24, 2018",0.7.0,4.3 and up
+Episode - Choose Your Story,GAME,4.3,1841061,Varies with device,"50,000,000+",Free,0,Teen,Simulation,"July 31, 2018",Varies with device,Varies with device
+Hello Stars,GAME,4.6,101686,31M,"10,000,000+",Free,0,Everyone,Puzzle,"August 4, 2018",1.8.2,4.1 and up
+Run Sausage Run!,GAME,4.4,275447,Varies with device,"10,000,000+",Free,0,Everyone 10+,Arcade,"August 1, 2018",Varies with device,4.1 and up
+Tank Stars,GAME,4.3,174755,98M,"10,000,000+",Free,0,Everyone 10+,Arcade,"July 11, 2018",1.1.1,5.0 and up
+Castle Clash: Heroes of the Empire US,GAME,4.6,4578476,24M,"50,000,000+",Free,0,Everyone 10+,Strategy,"July 17, 2018",1.4.51,4.1 and up
+Hole.io,GAME,4.2,145353,85M,"10,000,000+",Free,0,Teen,Arcade,"July 24, 2018",1.3.1,4.1 and up
+Helix Jump,GAME,4.2,1499373,33M,"100,000,000+",Free,0,Everyone,Action,"April 9, 2018",1.0.6,4.1 and up
+Mini Golf King - Multiplayer Game,GAME,4.5,531458,100M,"5,000,000+",Free,0,Everyone,Sports,"July 20, 2018",3.04.1,4.0.3 and up
+PUBG MOBILE,GAME,4.4,3714270,36M,"50,000,000+",Free,0,Teen,Action,"July 24, 2018",0.7.0,4.3 and up
+Flip the Gun - Simulator Game,GAME,4.2,195558,86M,"10,000,000+",Free,0,Everyone,Arcade,"July 26, 2018",1.2,5.0 and up
+Mad Skills BMX 2,GAME,4.5,29940,80M,"1,000,000+",Free,0,Everyone,Action,"July 26, 2018",1.1.4,4.1 and up
+Wordscapes,GAME,4.8,230727,87M,"10,000,000+",Free,0,Everyone,Word,"August 2, 2018",1.0.47,4.1 and up
+"MMX Hill Dash 2 – Offroad Truck, Car & Bike Racing",GAME,4.4,41975,79M,"1,000,000+",Free,0,Everyone,Racing,"July 19, 2018",3.00.11034,5.0 and up
+Word Link,GAME,4.6,216675,30M,"10,000,000+",Free,0,Everyone,Word,"August 1, 2018",2.2.7,4.1 and up
+Last Day on Earth: Survival,GAME,4.5,2311785,87M,"10,000,000+",Free,0,Teen,Action,"August 1, 2018",1.9.3,4.1 and up
+MARVEL Strike Force,GAME,4.3,165888,91M,"5,000,000+",Free,0,Teen,Role Playing,"July 31, 2018",1.4.0,4.4 and up
+Partymasters - Fun Idle Game,GAME,4.6,541144,63M,"10,000,000+",Free,0,Teen,Arcade,"July 12, 2018",1.2.5,5.0 and up
+Harry Potter: Hogwarts Mystery,GAME,4.4,1107310,Varies with device,"10,000,000+",Free,0,Teen,Adventure,"August 1, 2018",1.8.2,4.4 and up
+Offroad Outlaws,GAME,4.4,29168,Varies with device,"1,000,000+",Free,0,Everyone,Racing,"May 29, 2018",2.0.1,4.1 and up
+Grim Soul: Dark Fantasy Survival,GAME,4.5,189773,95M,"5,000,000+",Free,0,Teen,Role Playing,"July 18, 2018",1.1.1,4.1 and up
+DRAGON BALL LEGENDS,GAME,4.6,337752,48M,"5,000,000+",Free,0,Teen,Action,"August 3, 2018",1.11.0,6.0 and up
+Disney Heroes: Battle Mode,GAME,4.6,102107,Varies with device,"5,000,000+",Free,0,Everyone 10+,Strategy,"July 31, 2018",1.2.2,Varies with device
+Homescapes,GAME,4.6,3093358,Varies with device,"10,000,000+",Free,0,Everyone,Casual,"July 13, 2018",1.8.0.900,4.0.3 and up
+New YAHTZEE® With Buddies Dice Game,GAME,4.1,42079,93M,"5,000,000+",Free,0,Everyone,Board,"July 5, 2018",5.6.5,4.1 and up
+Word Crossy - A crossword game,GAME,4.5,240416,53M,"5,000,000+",Free,0,Everyone,Word,"August 1, 2018",2.2.3,4.0.3 and up
+MLB TAP SPORTS BASEBALL 2018,GAME,4.6,32506,82M,"1,000,000+",Free,0,Everyone,Sports,"June 27, 2018",1.2.1,4.2 and up
+Hero Hunters,GAME,4.4,70747,99M,"5,000,000+",Free,0,Teen,Action,"July 31, 2018",1.7,4.4 and up
+Cooking Madness - A Chef's Restaurant Games,GAME,4.7,358817,49M,"10,000,000+",Free,0,Everyone,Arcade,"July 30, 2018",1.2.2,4.1 and up
+Ice Crush 2018 - A new Puzzle Matching Adventure,GAME,4.6,15403,25M,"1,000,000+",Free,0,Everyone,Casual,"August 2, 2018",1.8.1,4.1 and up
+TerraGenesis - Space Colony,GAME,4.3,38957,Varies with device,"1,000,000+",Free,0,Everyone,Simulation,"August 2, 2018",4.9.31,Varies with device
+Merge Dragons!,GAME,4.5,214777,91M,"5,000,000+",Free,0,Everyone,Puzzle,"July 30, 2018",3.6.0,4.1 and up
+SHADOWGUN LEGENDS,GAME,4.6,100609,52M,"1,000,000+",Free,0,Teen,Action,"July 16, 2018",0.5.4,6.0 and up
+RULES OF SURVIVAL,GAME,4.2,1343866,56M,"10,000,000+",Free,0,Teen,Action,"August 1, 2018",1.180271.184729,4.0 and up
+Mafia City,GAME,4.5,168717,56M,"10,000,000+",Free,0,Mature 17+,Strategy,"August 3, 2018",1.3.205,2.3 and up
+"Cash, Inc. Money Clicker Game & Business Adventure",GAME,4.8,549720,85M,"10,000,000+",Free,0,Everyone,Simulation,"July 19, 2018",2.1.1.4.0,4.4 and up
+Dino War: Rise of Beasts,GAME,4.1,18996,81M,"1,000,000+",Free,0,Teen,Strategy,"August 1, 2018",1.5.2,4.1 and up
+Tokyo Ghoul: Dark War,GAME,4.3,25094,82M,"1,000,000+",Free,0,Teen,Role Playing,"July 6, 2018",1.2.0,4.3 and up
+Last Shelter: Survival,GAME,4.4,93033,98M,"5,000,000+",Free,0,Teen,Strategy,"August 4, 2018",1.250.078,4.0.3 and up
+Guns of Glory,GAME,4.0,120592,77M,"10,000,000+",Free,0,Everyone 10+,Strategy,"July 31, 2018",2.0.2,4.0.3 and up
+Lineage 2: Revolution,GAME,4.2,187972,99M,"5,000,000+",Free,0,Teen,Role Playing,"July 11, 2018",1.05.20,4.4 and up
+Final Fantasy XV: A New Empire,GAME,4.0,484981,Varies with device,"10,000,000+",Free,0,Everyone 10+,Strategy,"June 15, 2018",3.30.4.83,4.1 and up
+Girls' Frontline,GAME,4.2,2055,96M,"100,000+",Free,0,Teen,Strategy,"May 18, 2018",2.0081_206,4.0.3 and up
+Chapters: Interactive Stories,GAME,4.5,73539,96M,"1,000,000+",Free,0,Mature 17+,Role Playing,"August 2, 2018",1.3.3,4.3 and up
+Honkai Impact 3rd,GAME,4.7,59017,82M,"1,000,000+",Free,0,Teen,Action,"July 3, 2018",2.2.1,4.3 and up
+Master of Eternity(MOE),GAME,4.2,5829,70M,"100,000+",Free,0,Teen,Strategy,"July 26, 2018",1.8.2,4.4 and up
+The Game of Life,GAME,4.4,18621,63M,"100,000+",Paid,$2.99,Everyone,Board,"July 4, 2018",2.1.2,4.4 and up
+Clue,GAME,4.6,19922,35M,"100,000+",Paid,$1.99,Everyone 10+,Board,"July 30, 2018",2.2.5,5.0 and up
+The Room: Old Sins,GAME,4.9,21119,48M,"100,000+",Paid,$4.99,Everyone,Puzzle,"April 18, 2018",1.0.1,4.4 and up
+The Escapists,GAME,4.4,7412,84M,"100,000+",Paid,$4.99,Teen,Strategy,"April 26, 2018",1.1.0,2.3 and up
+Farming Simulator 18,GAME,4.5,18125,15M,"100,000+",Paid,$4.99,Everyone,Simulation;Education,"July 9, 2018",Varies with device,4.4 and up
+RollerCoaster Tycoon® Classic,GAME,4.6,10795,69M,"100,000+",Paid,$5.99,Everyone,Simulation,"December 21, 2017",1.2.1.1712080,4.0.3 and up
+Call of Duty:Black Ops Zombies,GAME,4.2,13004,46M,"100,000+",Paid,$6.99,Teen,Action,"December 20, 2016",1.0.11,2.3.3 and up
+Star Wars ™: DIRTY,GAME,4.5,38207,15M,"100,000+",Paid,$9.99,Teen,Role Playing,"October 19, 2015",1.0.6,4.1 and up
+Monument Valley 2,GAME,4.6,9394,33M,"100,000+",Paid,$4.99,Everyone,Puzzle,"November 30, 2017",1.2.9,4.4 and up
+DRAGON BALL LEGENDS,GAME,4.6,337913,48M,"5,000,000+",Free,0,Teen,Action,"August 3, 2018",1.11.0,6.0 and up
+ROBLOX,GAME,4.5,4449882,67M,"100,000,000+",Free,0,Everyone 10+,Adventure;Action & Adventure,"July 31, 2018",2.347.225742,4.1 and up
+Candy Crush Saga,GAME,4.4,22429716,74M,"500,000,000+",Free,0,Everyone,Casual,"July 5, 2018",1.129.0.2,4.1 and up
+Angry Birds 2,GAME,4.6,3883589,57M,"100,000,000+",Free,0,Everyone,Casual,"July 26, 2018",2.21.1,4.1 and up
+8 Ball Pool,GAME,4.5,14200550,52M,"100,000,000+",Free,0,Everyone,Sports,"July 31, 2018",4.0.0,4.0.3 and up
+Fallout Shelter,GAME,4.6,2719142,25M,"10,000,000+",Free,0,Teen,Simulation,"June 11, 2018",1.13.12,4.1 and up
+Harry Potter: Hogwarts Mystery,GAME,4.4,1107197,Varies with device,"10,000,000+",Free,0,Teen,Adventure,"August 1, 2018",1.8.2,4.4 and up
+PUBG MOBILE,GAME,4.4,3716278,36M,"50,000,000+",Free,0,Teen,Action,"July 24, 2018",0.7.0,4.3 and up
+The Sims™ FreePlay,GAME,4.3,931595,31M,"10,000,000+",Free,0,Teen,Simulation,"July 16, 2018",5.39.1,4.0.3 and up
+MARVEL Strike Force,GAME,4.3,165928,91M,"5,000,000+",Free,0,Teen,Role Playing,"July 31, 2018",1.4.0,4.4 and up
+Best Fiends - Free Puzzle Game,GAME,4.6,1480189,Varies with device,"10,000,000+",Free,0,Everyone,Casual,"August 2, 2018",5.8.1,Varies with device
+MARVEL Contest of Champions,GAME,4.3,2468063,92M,"50,000,000+",Free,0,Teen,Action,"July 30, 2018",19.1.0,4.0.3 and up
+Jurassic World™ Alive,GAME,4.3,309176,70M,"5,000,000+",Free,0,Everyone 10+,Simulation,"August 2, 2018",1.3.15,4.4 and up
+Choices: Stories You Play,GAME,4.6,807338,93M,"10,000,000+",Free,0,Teen,Simulation,"July 30, 2018",2.3.5,4.0.3 and up
+Solitaire TriPeaks,GAME,4.5,446434,52M,"10,000,000+",Free,0,Everyone,Card,"August 1, 2018",4.6.2.46103,4.0.3 and up
+Merge Dragons!,GAME,4.5,214819,91M,"5,000,000+",Free,0,Everyone,Puzzle,"July 30, 2018",3.6.0,4.1 and up
+The Walking Dead: Road to Survival,GAME,4.2,522466,37M,"10,000,000+",Free,0,Mature 17+,Role Playing,"June 19, 2018",12.0.4.62276,4.0.3 and up
+Hustle Castle: Fantasy Kingdom,GAME,4.7,584126,64M,"10,000,000+",Free,0,Everyone 10+,Role Playing,"July 27, 2018",1.5.4,4.1 and up
+Might & Magic: Elemental Guardians,GAME,4.3,32551,35M,"500,000+",Free,0,Mature 17+,Role Playing,"July 12, 2018",1.93,4.4 and up
+Game of Thrones: Conquest™,GAME,4.0,90218,97M,"1,000,000+",Free,0,Teen,Strategy,"August 3, 2018",1.8.225278,6.0 and up
+Love Nikki-Dress UP Queen,GAME,4.4,212524,93M,"5,000,000+",Free,0,Everyone,Role Playing,"July 24, 2018",3.0.0,4.0.3 and up
+Summoners War,GAME,4.3,2045554,28M,"50,000,000+",Free,0,Teen,Role Playing,"July 30, 2018",4.0.1,4.0.3 and up
+FINAL FANTASY BRAVE EXVIUS,GAME,4.6,745684,83M,"5,000,000+",Free,0,Teen,Role Playing,"July 17, 2018",3.0.2,4.0.3 and up
+Idle Heroes,GAME,4.7,416540,99M,"10,000,000+",Free,0,Everyone 10+,Role Playing,"May 30, 2018",1.14.0,2.3 and up
+Fate/Grand Order (English),GAME,4.4,16601,55M,"500,000+",Free,0,Teen,Role Playing,"July 26, 2018",1.18.0,4.0 and up
+Honkai Impact 3rd,GAME,4.7,59017,82M,"1,000,000+",Free,0,Teen,Action,"July 3, 2018",2.2.1,4.3 and up
+Lords Mobile: Battle of the Empires - Strategy RPG,GAME,4.4,3057481,14M,"50,000,000+",Free,0,Teen,Strategy,"July 26, 2018",1.76,2.3 and up
+War and Order,GAME,4.3,224514,81M,"5,000,000+",Free,0,Teen,Strategy,"July 18, 2018",1.1.8,4.0.3 and up
+Dungeon Hunter Champions: Epic Online Action RPG,GAME,4.2,26247,Varies with device,"1,000,000+",Free,0,Teen,Role Playing,"July 26, 2018",1.1.40,4.0.3 and up
+Candy Crush Saga,GAME,4.4,22430188,74M,"500,000,000+",Free,0,Everyone,Casual,"July 5, 2018",1.129.0.2,4.1 and up
+ROBLOX,GAME,4.5,4449910,67M,"100,000,000+",Free,0,Everyone 10+,Adventure;Action & Adventure,"July 31, 2018",2.347.225742,4.1 and up
+8 Ball Pool,GAME,4.5,14201891,52M,"100,000,000+",Free,0,Everyone,Sports,"July 31, 2018",4.0.0,4.0.3 and up
+Subway Surfers,GAME,4.5,27725352,76M,"1,000,000,000+",Free,0,Everyone 10+,Arcade,"July 12, 2018",1.90.0,4.1 and up
+Candy Crush Soda Saga,GAME,4.4,6199095,67M,"100,000,000+",Free,0,Everyone,Casual,"July 10, 2018",1.118.4,4.1 and up
+Zombie Hunter King,GAME,4.3,10493,50M,"1,000,000+",Free,0,Mature 17+,Action,"August 1, 2018",1.0.8,2.3 and up
+Bubble Shooter,GAME,4.5,148945,46M,"10,000,000+",Free,0,Everyone,Casual,"July 17, 2018",1.20.1,4.0.3 and up
+Toon Blast,GAME,4.7,1351771,Varies with device,"10,000,000+",Free,0,Everyone,Puzzle,"July 30, 2018",3196,4.1 and up
+Toy Blast,GAME,4.7,1889582,Varies with device,"50,000,000+",Free,0,Everyone,Puzzle,"July 23, 2018",5423,4.1 and up
+Clash Royale,GAME,4.6,23136735,97M,"100,000,000+",Free,0,Everyone 10+,Strategy,"June 27, 2018",2.3.2,4.1 and up
+Clash of Clans,GAME,4.6,44893888,98M,"100,000,000+",Free,0,Everyone 10+,Strategy,"July 15, 2018",10.322.16,4.1 and up
+Farm Heroes Saga,GAME,4.4,7614415,70M,"100,000,000+",Free,0,Everyone,Casual,"July 26, 2018",5.1.8,2.3 and up
+Plants vs. Zombies FREE,GAME,4.4,4067651,69M,"100,000,000+",Free,0,Everyone 10+,Strategy,"July 6, 2018",2.2.00,4.1 and up
+Word Search,GAME,4.7,295576,3.9M,"10,000,000+",Free,0,Everyone,Word,"June 6, 2018",1.1.3,3.0 and up
+Block Puzzle,GAME,4.6,59907,7.8M,"5,000,000+",Free,0,Everyone,Puzzle,"March 6, 2018",2.9,2.3 and up
+Super Jim Jump - pixel 3d,GAME,4.5,10460,18M,"1,000,000+",Free,0,Everyone,Arcade,"July 11, 2018",2.2.3181,4.0 and up
+Pou,GAME,4.3,10486018,24M,"500,000,000+",Free,0,Everyone,Casual,"May 25, 2018",1.4.77,4.0 and up
+Temple Run 2,GAME,4.3,8119151,62M,"500,000,000+",Free,0,Everyone,Action,"July 5, 2018",1.49.1,4.0 and up
+Flow Free,GAME,4.3,1295625,11M,"100,000,000+",Free,0,Everyone,Puzzle,"April 11, 2018",4.0,4.1 and up
+Homescapes,GAME,4.6,3093932,Varies with device,"10,000,000+",Free,0,Everyone,Casual,"July 13, 2018",1.8.0.900,4.0.3 and up
+Wordscapes,GAME,4.8,230849,87M,"10,000,000+",Free,0,Everyone,Word,"August 2, 2018",1.0.47,4.1 and up
+My Talking Angela,GAME,4.5,9883367,99M,"100,000,000+",Free,0,Everyone,Casual,"July 3, 2018",3.7.2.51,4.1 and up
+slither.io,GAME,4.4,5235294,Varies with device,"100,000,000+",Free,0,Everyone,Action,"November 14, 2017",Varies with device,2.3 and up
+Cooking Fever,GAME,4.5,3198176,82M,"100,000,000+",Free,0,Everyone,Arcade,"July 12, 2018",2.8.0,4.0.3 and up
+Yes day,GAME,4.5,10055521,94M,"100,000,000+",Free,0,Everyone,Casual,"June 28, 2018",1_39_93,4.0.3 and up
+Gardenscapes,GAME,4.6,4129665,Varies with device,"50,000,000+",Free,0,Everyone,Casual,"July 13, 2018",2.6.2,4.0.3 and up
+Fishdom,GAME,4.6,2158580,Varies with device,"10,000,000+",Free,0,Everyone,Puzzle,"July 19, 2018",2.21.5,4.0.3 and up
+Galaxy Attack: Alien Shooter,GAME,4.6,506593,Varies with device,"10,000,000+",Free,0,Everyone,Arcade,"August 1, 2018",5.66,4.1 and up
+Score! Hero,GAME,4.6,5419676,96M,"100,000,000+",Free,0,Everyone,Sports,"June 13, 2018",1.751,4.4 and up
+Zombie Catchers,GAME,4.7,990723,75M,"10,000,000+",Free,0,Everyone,Action,"May 24, 2018",1.0.27,4.1 and up
+Magic Tiles 3,GAME,4.5,592504,Varies with device,"50,000,000+",Free,0,Everyone,Music,"August 3, 2018",5.13.007,4.1 and up
+Jewels Star: OZ adventure,GAME,4.5,21892,14M,"1,000,000+",Free,0,Everyone,Puzzle,"December 29, 2017",1.3,4.0 and up
+Granny,GAME,4.5,1138239,59M,"50,000,000+",Free,0,Teen,Arcade,"May 29, 2018",1.4.0.1,4.0 and up
+Dream League Soccer 2018,GAME,4.6,9883806,74M,"100,000,000+",Free,0,Everyone,Sports,"July 16, 2018",5.064,4.4 and up
+Sweet Fruit Candy,GAME,4.5,197540,29M,"10,000,000+",Free,0,Everyone,Puzzle,"July 16, 2018",79.0,4.1 and up
+Fruits Bomb,GAME,4.4,74695,17M,"10,000,000+",Free,0,Everyone,Casual,"July 6, 2018",3.3.3179,4.0.3 and up
+Angry Birds Classic,GAME,4.4,5566889,97M,"100,000,000+",Free,0,Everyone,Arcade,"May 24, 2018",7.9.3,4.1 and up
+Talking Tom Gold Run,GAME,4.6,2698882,78M,"100,000,000+",Free,0,Everyone,Action,"July 31, 2018",2.8.2.59,4.1 and up
+Bowmasters,GAME,4.7,1535973,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 23, 2018",2.12.5,4.1 and up
+My Talking Tom,GAME,4.5,14892469,Varies with device,"500,000,000+",Free,0,Everyone,Casual,"July 19, 2018",4.8.0.132,4.1 and up
+Hill Climb Racing,GAME,4.4,8923818,63M,"100,000,000+",Free,0,Everyone,Racing,"July 2, 2018",1.37.2,4.2 and up
+Sniper 3D Gun Shooter: Free Shooting Games - FPS,GAME,4.6,7674252,Varies with device,"100,000,000+",Free,0,Mature 17+,Action,"August 2, 2018",Varies with device,Varies with device
+Pixel Art: Color by Number Game,GAME,4.7,1125438,25M,"10,000,000+",Free,0,Everyone,Puzzle,"July 17, 2018",3.9.2,4.3 and up
+Shoot Bubble - Fruit Splash,GAME,4.6,29445,29M,"5,000,000+",Free,0,Everyone,Casual,"May 11, 2018",14.0,4.0.3 and up
+Rider,GAME,4.5,655145,72M,"10,000,000+",Free,0,Teen,Arcade,"July 17, 2017",1.2.1,4.0.3 and up
+Zombie Tsunami,GAME,4.4,4921451,Varies with device,"100,000,000+",Free,0,Everyone 10+,Arcade,"June 15, 2018",Varies with device,Varies with device
+Garena Free Fire,GAME,4.5,5476569,53M,"100,000,000+",Free,0,Teen,Action,"August 3, 2018",1.21.0,4.0.3 and up
+Doodle Jump,GAME,4.3,1083571,Varies with device,"50,000,000+",Free,0,Everyone,Arcade,"July 20, 2018",Varies with device,Varies with device
+Subway Surfers,GAME,4.5,27725352,76M,"1,000,000,000+",Free,0,Everyone 10+,Arcade,"July 12, 2018",1.90.0,4.1 and up
+Helix Jump,GAME,4.2,1500999,33M,"100,000,000+",Free,0,Everyone,Action,"April 9, 2018",1.0.6,4.1 and up
+Crossy Road,GAME,4.5,4230886,60M,"100,000,000+",Free,0,Everyone,Action,"August 1, 2018",3.1.0,5.0 and up
+Temple Run 2,GAME,4.3,8119154,62M,"500,000,000+",Free,0,Everyone,Action,"July 5, 2018",1.49.1,4.0 and up
+slither.io,GAME,4.4,5235294,Varies with device,"100,000,000+",Free,0,Everyone,Action,"November 14, 2017",Varies with device,2.3 and up
+Bowmasters,GAME,4.7,1535973,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 23, 2018",2.12.5,4.1 and up
+Talking Tom Gold Run,GAME,4.6,2698889,78M,"100,000,000+",Free,0,Everyone,Action,"July 31, 2018",2.8.2.59,4.1 and up
+Zombie Catchers,GAME,4.7,990663,75M,"10,000,000+",Free,0,Everyone,Action,"May 24, 2018",1.0.27,4.1 and up
+Sniper 3D Gun Shooter: Free Shooting Games - FPS,GAME,4.6,7674252,Varies with device,"100,000,000+",Free,0,Mature 17+,Action,"August 2, 2018",Varies with device,Varies with device
+Swamp Attack,GAME,4.4,2119218,70M,"50,000,000+",Free,0,Everyone 10+,Action,"June 29, 2018",3.0.1,4.1 and up
+Earn to Die 2,GAME,4.6,1327265,99M,"50,000,000+",Free,0,Teen,Racing,"April 12, 2017",1.3,2.3.3 and up
+Miraculous Ladybug & Cat Noir - The Official Game,GAME,4.5,184210,99M,"10,000,000+",Free,0,Everyone,Action,"July 30, 2018",1.0.6,4.4 and up
+Kick the Buddy,GAME,4.3,1003269,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 5, 2018",Varies with device,4.4 and up
+Hungry Shark World,GAME,4.5,1242855,27M,"50,000,000+",Free,0,Teen,Action,"July 18, 2018",3.0.0,4.2 and up
+Dude Perfect 2,GAME,4.5,401425,70M,"10,000,000+",Free,0,Everyone,Action,"April 12, 2017",1.6.1,4.0.3 and up
+Shadow Fight 2,GAME,4.6,10979062,88M,"100,000,000+",Free,0,Everyone 10+,Action,"July 2, 2018",1.9.38,3.0 and up
+Alto's Adventure,GAME,4.6,515657,63M,"10,000,000+",Free,0,Everyone,Action,"June 5, 2018",1.7.1,4.0 and up
+DEER HUNTER 2018,GAME,4.3,955656,82M,"10,000,000+",Free,0,Teen,Action,"June 26, 2018",5.1.2,3.0 and up
+DRAGON BALL LEGENDS,GAME,4.6,337913,48M,"5,000,000+",Free,0,Teen,Action,"August 3, 2018",1.11.0,6.0 and up
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,GAME,4.5,1468591,Varies with device,"50,000,000+",Free,0,Mature 17+,Action,"July 23, 2018",Varies with device,Varies with device
+Cover Fire: offline shooting games for free,GAME,4.7,725897,31M,"10,000,000+",Free,0,Teen,Action,"August 3, 2018",1.8.20,4.1 and up
+Anger of stick 5 : zombie,GAME,4.5,549039,23M,"50,000,000+",Free,0,Teen,Action,"August 3, 2018",1.1.5,2.3 and up
+CATS: Crash Arena Turbo Stars,GAME,4.7,1559650,Varies with device,"50,000,000+",Free,0,Everyone,Action,"July 9, 2018",2.11.1,4.1 and up
+Soul Knight,GAME,4.7,292164,59M,"10,000,000+",Free,0,Everyone 10+,Action,"August 1, 2018",1.8.4,4.1 and up
+Major Mayhem,GAME,4.6,520962,39M,"10,000,000+",Free,0,Teen,Action,"June 28, 2017",108,4.0 and up
+DINO HUNTER: DEADLY SHORES,GAME,4.4,1381820,54M,"10,000,000+",Free,0,Teen,Action,"March 14, 2017",3.1.1,3.0 and up
+Strawberry Shortcake BerryRush,GAME,4.3,525517,48M,"10,000,000+",Free,0,Everyone,Action;Action & Adventure,"October 15, 2017",1.2.3,2.3 and up
+Extreme Match,GAME,4.5,696,Varies with device,"100,000+",Free,0,Everyone,Action,"July 5, 2018",1.1.7,4.1 and up
+Power Rangers Dino Charge,GAME,4.3,194969,30M,"10,000,000+",Free,0,Everyone 10+,Action,"January 29, 2018",1.4.0,4.1 and up
+Zombie Hunter: Post Apocalypse Survival Games,GAME,4.4,327599,66M,"10,000,000+",Free,0,Teen,Action,"July 28, 2017",2.4.2,2.3.3 and up
+Agar.io,GAME,4.2,3816799,32M,"100,000,000+",Free,0,Everyone,Action,"July 23, 2018",2.2.8,4.0.3 and up
+Zombie Hunter King,GAME,4.3,10538,50M,"1,000,000+",Free,0,Mature 17+,Action,"August 1, 2018",1.0.8,2.3 and up
+Garena Free Fire,GAME,4.5,5476569,53M,"100,000,000+",Free,0,Teen,Action,"August 3, 2018",1.21.0,4.0.3 and up
+Battlelands Royale,GAME,4.4,105620,61M,"1,000,000+",Free,0,Everyone 10+,Action,"July 16, 2018",0.5.8,4.1 and up
+Once Upon a Tower,GAME,4.7,37139,49M,"1,000,000+",Free,0,Everyone 10+,Action,"January 24, 2018",8,4.1 and up
+TEKKEN™,GAME,4.2,147791,38M,"5,000,000+",Free,0,Teen,Action,"July 26, 2018",1.3,5.0 and up
+diep.io,GAME,4.1,347883,20M,"10,000,000+",Free,0,Everyone,Action,"March 16, 2018",1.2.7,4.0.3 and up
+Arrow.io,GAME,4.5,343263,Varies with device,"10,000,000+",Free,0,Everyone 10+,Action,"August 6, 2018",1.2.6,4.0.3 and up
+BEYBLADE BURST app,GAME,4.5,216849,Varies with device,"10,000,000+",Free,0,Everyone,Action;Action & Adventure,"July 16, 2018",Varies with device,Varies with device
+Dragon Hills,GAME,4.5,354373,66M,"10,000,000+",Free,0,Everyone 10+,Action,"October 12, 2017",1.2.7,4.1 and up
+Bus Rush: Subway Edition,GAME,4.1,753043,57M,"100,000,000+",Free,0,Teen,Action,"August 1, 2018",1.15.2,4.0.3 and up
+DC Super Hero Girls™,GAME,4.3,43055,95M,"5,000,000+",Free,0,Everyone,Action;Action & Adventure,"June 29, 2018",2.8.0,4.0 and up
+Tiny Archers,GAME,4.5,80678,Varies with device,"5,000,000+",Free,0,Mature 17+,Action,"May 25, 2018",Varies with device,Varies with device
+Metal Soldiers 2,GAME,4.4,153381,Varies with device,"10,000,000+",Free,0,Teen,Action,"June 18, 2018",1.11.2,4.1 and up
+Runner 3d like,GAME,4.5,559,32M,"100,000+",Free,0,Everyone 10+,Action,"August 3, 2018",1.0.7,4.0 and up
+War Robots,GAME,4.6,3073251,33M,"50,000,000+",Free,0,Everyone 10+,Action,"July 25, 2018",4.1.1,4.1 and up
+Dinosaur Simulator: Dino World,GAME,4.0,26649,66M,"5,000,000+",Free,0,Teen,Action,"August 5, 2018",1.2,4.2 and up
+GUNSHIP BATTLE: Helicopter 3D,GAME,4.3,2151039,75M,"50,000,000+",Free,0,Teen,Action,"August 1, 2018",2.6.61,4.0.3 and up
+Quiz: Logo game,GAME,4.5,306764,29M,"10,000,000+",Free,0,Everyone,Trivia,"August 3, 2018",6.2,4.0.3 and up
+Candy Crush Saga,GAME,4.4,22430188,74M,"500,000,000+",Free,0,Everyone,Casual,"July 5, 2018",1.129.0.2,4.1 and up
+Plants vs. Zombies FREE,GAME,4.4,4067651,69M,"100,000,000+",Free,0,Everyone 10+,Strategy,"July 6, 2018",2.2.00,4.1 and up
+Block Puzzle,GAME,4.6,59907,7.8M,"5,000,000+",Free,0,Everyone,Puzzle,"March 6, 2018",2.9,2.3 and up
+Helix Jump,GAME,4.2,1500622,33M,"100,000,000+",Free,0,Everyone,Action,"April 9, 2018",1.0.6,4.1 and up
+8 Ball Pool,GAME,4.5,14201604,52M,"100,000,000+",Free,0,Everyone,Sports,"July 31, 2018",4.0.0,4.0.3 and up
+Jewels Legend - Match 3 Puzzle,GAME,4.6,280098,50M,"10,000,000+",Free,0,Everyone,Arcade,"July 20, 2018",2.11.2,4.0.3 and up
+Bubble Shooter,GAME,4.5,148990,46M,"10,000,000+",Free,0,Everyone,Casual,"July 17, 2018",1.20.1,4.0.3 and up
+Solitaire,GAME,4.7,154264,12M,"10,000,000+",Free,0,Everyone,Card,"June 8, 2018",Varies with device,Varies with device
+Bubble Shooter Genies,GAME,4.5,26985,41M,"5,000,000+",Free,0,Everyone,Casual,"June 4, 2018",1.9.1,4.0.3 and up
+Blossom Blast Saga,GAME,4.5,1125438,63M,"10,000,000+",Free,0,Everyone,Casual,"July 5, 2018",57.0.8,4.0.3 and up
+Traffic Racer,GAME,4.5,5387781,53M,"100,000,000+",Free,0,Everyone,Racing,"February 27, 2018",2.5,4.1 and up
+Hill Climb Racing,GAME,4.4,8923847,63M,"100,000,000+",Free,0,Everyone,Racing,"July 2, 2018",1.37.2,4.2 and up
+Earn to Die 2,GAME,4.6,1327269,99M,"50,000,000+",Free,0,Teen,Racing,"April 12, 2017",1.3,2.3.3 and up
+Bubble Shooter 2,GAME,4.3,23043,Varies with device,"5,000,000+",Free,0,Everyone,Arcade,"July 25, 2018",3.5,4.1 and up
+Candy Bomb,GAME,4.4,42145,20M,"10,000,000+",Free,0,Everyone,Casual;Brain Games,"July 4, 2018",2.9.3181,4.0.3 and up
+Flow Free,GAME,4.3,1295625,11M,"100,000,000+",Free,0,Everyone,Puzzle,"April 11, 2018",4.0,4.1 and up
+Zombie Catchers,GAME,4.7,990796,75M,"10,000,000+",Free,0,Everyone,Action,"May 24, 2018",1.0.27,4.1 and up
+Gems or jewels ?,GAME,4.7,171448,13M,"10,000,000+",Free,0,Teen,Puzzle,"August 3, 2018",1.0.109,4.0 and up
+Angry Birds Rio,GAME,4.4,2610680,46M,"100,000,000+",Free,0,Everyone,Arcade,"July 3, 2018",2.6.9,4.1 and up
+Candy Crush Jelly Saga,GAME,4.3,1300619,78M,"50,000,000+",Free,0,Everyone,Puzzle,"July 20, 2018",2.1.10,4.0 and up
+Cut the Rope FULL FREE,GAME,4.4,2123793,49M,"100,000,000+",Free,0,Everyone,Puzzle,"July 5, 2018",3.7.2,4.1 and up
+Jewels Star: OZ adventure,GAME,4.5,21892,14M,"1,000,000+",Free,0,Everyone,Puzzle,"December 29, 2017",1.3,4.0 and up
+Hungry Shark Evolution,GAME,4.5,6074627,100M,"100,000,000+",Free,0,Teen,Arcade,"July 25, 2018",6.0.0,4.1 and up
+Power Pop Bubbles,GAME,4.4,104303,Varies with device,"10,000,000+",Free,0,Everyone,Arcade,"August 2, 2018",3.15,4.1 and up
+Angry Birds Classic,GAME,4.4,5566908,97M,"100,000,000+",Free,0,Everyone,Arcade,"May 24, 2018",7.9.3,4.1 and up
+Best Fiends - Free Puzzle Game,GAME,4.6,1480182,Varies with device,"10,000,000+",Free,0,Everyone,Casual,"August 2, 2018",5.8.1,Varies with device
+Hill Climb Racing 2,GAME,4.6,2750645,Varies with device,"100,000,000+",Free,0,Everyone,Racing,"August 2, 2018",1.17.2,4.2 and up
+Jewels classic Prince,GAME,4.4,47644,15M,"5,000,000+",Free,0,Everyone,Puzzle,"June 15, 2018",2.4.2,4.0 and up
+Fruit Block - Puzzle Legend,GAME,4.6,125647,33M,"10,000,000+",Free,0,Everyone,Casual,"July 23, 2018",60,4.1 and up
+Bubble Shooter Space,GAME,4.2,4355,Varies with device,"1,000,000+",Free,0,Everyone,Casual,"July 17, 2017",1.6,2.3 and up
+Swamp Attack,GAME,4.4,2119235,70M,"50,000,000+",Free,0,Everyone 10+,Action,"June 29, 2018",3.0.1,4.1 and up
+1LINE – One Line with One Touch,GAME,4.6,214878,10M,"10,000,000+",Free,0,Everyone,Board,"August 3, 2018",2.0.4,4.1 and up
+Stick War: Legacy,GAME,4.6,811040,77M,"10,000,000+",Free,0,Teen,Strategy,"May 10, 2018",1.7.04,4.4 and up
+Bowmasters,GAME,4.7,1536349,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 23, 2018",2.12.5,4.1 and up
+Magic Tiles 3,GAME,4.5,592504,Varies with device,"50,000,000+",Free,0,Everyone,Music,"August 3, 2018",5.13.007,4.1 and up
+Block Puzzle Classic Legend !,GAME,4.2,17044,4.9M,"5,000,000+",Free,0,Everyone,Puzzle,"April 13, 2018",2.9,2.3.3 and up
+Marble Woka Woka 2018 - Bubble Shooter Match 3,GAME,4.6,155186,Varies with device,"10,000,000+",Free,0,Everyone,Puzzle,"August 3, 2018",1.3.35,4.1 and up
+Pixel Art: Color by Number Game,GAME,4.7,1125566,25M,"10,000,000+",Free,0,Everyone,Puzzle,"July 17, 2018",3.9.2,4.3 and up
+Score! Hero,GAME,4.6,5419676,96M,"100,000,000+",Free,0,Everyone,Sports,"June 13, 2018",1.751,4.4 and up
+Super Jabber Jump 3,GAME,4.3,34494,23M,"5,000,000+",Free,0,Everyone 10+,Arcade,"July 11, 2018",2.5.3182,2.3 and up
+Rush,GAME,4.6,260651,51M,"10,000,000+",Free,0,Everyone,Arcade,"February 14, 2018",1.1,4.0 and up
+Jetpack Joyride,GAME,4.4,4638163,96M,"100,000,000+",Free,0,Everyone 10+,Arcade,"July 19, 2018",1.10.12,4.1 and up
+Zombie Tsunami,GAME,4.4,4921409,Varies with device,"100,000,000+",Free,0,Everyone 10+,Arcade,"June 15, 2018",Varies with device,Varies with device
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,GAME,4.5,1468638,Varies with device,"50,000,000+",Free,0,Mature 17+,Action,"July 23, 2018",Varies with device,Varies with device
+Word Search,GAME,4.2,344585,Varies with device,"50,000,000+",Free,0,Everyone,Word,"July 2, 2018",Varies with device,Varies with device
+Farm Heroes Saga,GAME,4.4,7614407,70M,"100,000,000+",Free,0,Everyone,Casual,"July 26, 2018",5.1.8,2.3 and up
+Racing in Car 2,GAME,4.3,234110,38M,"50,000,000+",Free,0,Everyone,Racing,"November 22, 2016",1.0,2.3.3 and up
+Dog Run - Pet Dog Simulator,GAME,4.7,48615,24M,"10,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"May 22, 2018",1.4.12,4.1 and up
+YouTube Kids,FAMILY,4.5,470694,Varies with device,"50,000,000+",Free,0,Everyone,Entertainment;Music & Video,"August 3, 2018",3.43.3,4.1 and up
+Candy Bomb,FAMILY,4.4,42145,20M,"10,000,000+",Free,0,Everyone,Casual;Brain Games,"July 4, 2018",2.9.3181,4.0.3 and up
+ROBLOX,FAMILY,4.5,4449910,67M,"100,000,000+",Free,0,Everyone 10+,Adventure;Action & Adventure,"July 31, 2018",2.347.225742,4.1 and up
+Jewels Crush- Match 3 Puzzle,FAMILY,4.4,14774,19M,"1,000,000+",Free,0,Everyone,Casual;Brain Games,"July 23, 2018",1.9.3901,4.0.3 and up
+Coloring & Learn,FAMILY,4.4,12753,51M,"5,000,000+",Free,0,Everyone,Educational;Creativity,"July 17, 2018",1.49,4.0.3 and up
+Mahjong,FAMILY,4.5,33983,22M,"5,000,000+",Free,0,Everyone,Puzzle;Brain Games,"August 2, 2018",1.24.3181,4.0.3 and up
+Super ABC! Learning games for kids! Preschool apps,FAMILY,4.6,20267,46M,"1,000,000+",Free,0,Everyone,Educational;Education,"July 16, 2018",1.1.6.7,4.1 and up
+Toy Pop Cubes,FAMILY,4.5,5761,21M,"1,000,000+",Free,0,Everyone,Casual;Brain Games,"July 4, 2018",1.8.3181,4.0.3 and up
+Educational Games 4 Kids,FAMILY,4.3,11618,39M,"5,000,000+",Free,0,Everyone,Educational;Education,"April 3, 2018",2.4,4.1 and up
+Candy Pop Story,FAMILY,4.7,12948,23M,"1,000,000+",Free,0,Everyone,Casual;Brain Games,"May 24, 2018",2.0.3165,2.3 and up
+Solitaire,FAMILY,4.4,685,26M,"100,000+",Free,0,Everyone,Card;Brain Games,"July 16, 2018",1.7.101,4.1 and up
+Princess Coloring Book,FAMILY,4.5,9779,39M,"5,000,000+",Free,0,Everyone,Education;Creativity,"February 25, 2018",1.2.8,4.0 and up
+Hello Kitty Nail Salon,FAMILY,4.2,369378,24M,"50,000,000+",Free,0,Everyone,Casual;Pretend Play,"April 17, 2018",1.5,4.1 and up
+Candy Smash,FAMILY,4.5,11436,15M,"1,000,000+",Free,0,Everyone,Casual;Brain Games,"April 17, 2018",2.2.3169,4.0.3 and up
+Happy Fruits Bomb - Cube Blast,FAMILY,4.5,2150,20M,"500,000+",Free,0,Everyone,Casual;Brain Games,"February 1, 2018",1.0.3122,4.0.3 and up
+Dog Run - Pet Dog Simulator,FAMILY,4.7,48615,24M,"10,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"May 22, 2018",1.4.12,4.1 and up
+Princess Adventures Puzzles,FAMILY,4.4,382,44M,"500,000+",Free,0,Everyone,Education;Creativity,"August 1, 2018",1.1.0,2.3 and up
+Kids Educational Game 3 Free,FAMILY,4.3,24936,38M,"5,000,000+",Free,0,Everyone,Educational;Education,"May 16, 2018",3.1,4.1 and up
+Puzzle Kids - Animals Shapes and Jigsaw Puzzles,FAMILY,4.6,1109,52M,"1,000,000+",Free,0,Everyone,Educational;Brain Games,"July 18, 2018",1.0.6,4.1 and up
+Coloring book moana,FAMILY,3.9,974,14M,"500,000+",Free,0,Everyone,Art & Design;Pretend Play,"January 15, 2018",2.0.0,4.0.3 and up
+Baby Panda Care,FAMILY,4.2,108795,49M,"10,000,000+",Free,0,Everyone,Educational;Pretend Play,"June 15, 2018",8.25.10.00,4.0.3 and up
+Kids Educational :All in One,FAMILY,4.5,1455,8.9M,"500,000+",Free,0,Everyone,Education;Education,"February 1, 2018",2.7,2.3 and up
+Number Counting games for toddler preschool kids,FAMILY,4.3,1024,Varies with device,"1,000,000+",Free,0,Everyone,Educational;Education,"May 28, 2018",Varies with device,Varies with device
+Toca Kitchen 2,FAMILY,4.5,1014822,56M,"50,000,000+",Free,0,Everyone,Educational;Pretend Play,"June 29, 2017",1.2.3-play,4.1 and up
+PJ Masks: Moonlight Heroes,FAMILY,4.4,86961,99M,"10,000,000+",Free,0,Everyone,Casual;Action & Adventure,"June 5, 2018",2.0.1,4.0.3 and up
+Learn To Draw Glow Flower,FAMILY,4.4,7320,10M,"1,000,000+",Free,0,Everyone,Entertainment;Education,"July 7, 2017",1.0.1,4.0.3 and up
+"No. Color - Color by Number, Number Coloring",FAMILY,4.8,269194,6.9M,"10,000,000+",Free,0,Everyone,Entertainment;Brain Games,"August 3, 2018",Varies with device,Varies with device
+Bubble Shooter,FAMILY,4.4,59843,20M,"5,000,000+",Free,0,Everyone,Puzzle;Brain Games,"January 9, 2018",2.3.3122,2.3 and up
+Draw.ly - Color by Number Pixel Art Coloring,FAMILY,4.4,18616,10M,"1,000,000+",Free,0,Everyone,Casual;Education,"August 5, 2018",1.0.9,4.0.3 and up
+Baby puzzles,FAMILY,4.3,11950,19M,"5,000,000+",Free,0,Everyone,Educational;Education,"July 12, 2018",6.1,4.0.3 and up
+Garden Fruit Legend,FAMILY,4.6,4289,33M,"500,000+",Free,0,Everyone,Casual;Brain Games,"July 31, 2018",3.5.3183,4.0.3 and up
+Barbie™ Fashion Closet,FAMILY,4.1,68286,85M,"10,000,000+",Free,0,Everyone,Casual;Creativity,"July 30, 2018",1.3.7,4.1 and up
+Candy Day,FAMILY,4.5,11716,48M,"1,000,000+",Free,0,Everyone,Casual;Brain Games,"August 3, 2018",8.4.3180,4.0 and up
+Learn To Draw Glow Princess,FAMILY,4.5,3323,9.6M,"1,000,000+",Free,0,Everyone,Casual;Pretend Play,"July 14, 2017",1.0.1,4.0.3 and up
+ABC Kids - Tracing & Phonics,FAMILY,4.5,36606,Varies with device,"10,000,000+",Free,0,Everyone,Educational;Education,"June 22, 2018",Varies with device,4.0 and up
+Barbie Magical Fashion,FAMILY,4.0,328619,15M,"10,000,000+",Free,0,Everyone,Casual;Creativity,"October 6, 2017",2.2,4.1 and up
+Minion Rush: Despicable Me Official Game,FAMILY,4.5,10216997,Varies with device,"100,000,000+",Free,0,Everyone 10+,Casual;Action & Adventure,"July 12, 2018",Varies with device,Varies with device
+Piano Kids - Music & Songs,FAMILY,4.6,46741,50M,"10,000,000+",Free,0,Everyone,Music;Music & Video,"August 3, 2018",1.73,4.0.3 and up
+Farming Simulator 14,FAMILY,4.5,530854,51M,"10,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"July 17, 2017",1.4.4,2.3.3 and up
+Educational Games for Kids,FAMILY,4.5,7050,24M,"1,000,000+",Free,0,Everyone,Educational;Education,"May 27, 2018",2.0,4.0 and up
+No.Draw - Colors by Number 2018,FAMILY,4.5,235906,13M,"10,000,000+",Free,0,Everyone,Entertainment;Brain Games,"July 29, 2018",1.2.0,4.1 and up
+Fruit Boom,FAMILY,4.4,17753,16M,"1,000,000+",Free,0,Everyone,Casual;Brain Games,"May 25, 2018",2.2.3172,4.0.3 and up
+Duolingo: Learn Languages Free,FAMILY,4.7,6294400,Varies with device,"100,000,000+",Free,0,Everyone,Education;Education,"August 1, 2018",Varies with device,Varies with device
+Hot Wheels: Race Off,FAMILY,4.5,520609,Varies with device,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"June 28, 2018",Varies with device,4.4 and up
+Baby Tiger Care - My Cute Virtual Pet Friend,FAMILY,4.5,432,63M,"100,000+",Free,0,Everyone 10+,Educational;Education,"July 27, 2018",1.0.89,4.4 and up
+Strawberry Shortcake Ice Cream Island,FAMILY,4.2,32029,15M,"5,000,000+",Free,0,Everyone,Casual;Pretend Play,"November 6, 2017",1.2,4.1 and up
+Rhythm Patrol,FAMILY,4.3,4207,26M,"100,000+",Free,0,Everyone,Music;Music & Video,"July 23, 2018",2.180723,4.1 and up
+Kiddopia - Preschool Learning Games,FAMILY,4.5,64,81M,"10,000+",Free,0,Everyone,Educational;Education,"July 18, 2018",1.1.2,5.0 and up
+Toca Mystery House,FAMILY,4.2,96,79M,"5,000+",Paid,$3.99,Everyone,Educational;Creativity,"June 14, 2018",1.0.1,4.4 and up
+DisneyNOW – TV Shows & Games,FAMILY,4.3,82471,Varies with device,"5,000,000+",Free,0,Everyone,Entertainment;Music & Video,"July 5, 2018",Varies with device,4.4 and up
+Papumba Academy - Fun Learning For Kids,FAMILY,4.4,496,94M,"100,000+",Free,0,Everyone,Education;Education,"July 11, 2018",1.0,4.2 and up
+Super ABC! Learning games for kids! Preschool apps,FAMILY,4.6,20267,46M,"1,000,000+",Free,0,Everyone,Educational;Education,"July 16, 2018",1.1.6.7,4.1 and up
+Drawing for Kids Learning Games for Toddlers age 3,FAMILY,4.6,29436,43M,"1,000,000+",Free,0,Everyone,Educational;Education,"March 21, 2018",2.0.5.0,4.1 and up
+Baby Panda’s Juice Shop,FAMILY,4.5,19230,45M,"5,000,000+",Free,0,Everyone,Educational;Brain Games,"July 12, 2018",8.25.10.01,4.0.3 and up
+Dr. Panda Restaurant 3,FAMILY,4.2,11126,91M,"1,000,000+",Free,0,Everyone,Educational;Pretend Play,"March 23, 2018",1.6.4,4.1 and up
+LEGO® Friends: Heartlake Rush,FAMILY,4.5,23671,91M,"1,000,000+",Free,0,Everyone,Arcade;Pretend Play,"July 31, 2018",1.2.0,4.1 and up
+Baby ABC in box! Kids alphabet games for toddlers!,FAMILY,4.6,9652,53M,"1,000,000+",Free,0,Everyone,Educational;Education,"July 16, 2018",2.0.7.4,4.1 and up
+Henry Danger Crime Warp,FAMILY,4.6,9626,28M,"1,000,000+",Free,0,Everyone,Action;Action & Adventure,"February 7, 2018",1.1,4.4 and up
+Thomas & Friends: Race On!,FAMILY,4.1,29319,26M,"5,000,000+",Free,0,Everyone,Casual;Action & Adventure,"May 18, 2018",2.4,4.4 and up
+Super School: Educational Kids Games & Rhymes,FAMILY,4.5,1791,56M,"500,000+",Free,0,Everyone,Education;Education,"June 2, 2018",5.3.11,5.0 and up
+Fruit Cube Blast,FAMILY,4.6,9199,80M,"500,000+",Free,0,Everyone,Puzzle;Brain Games,"August 3, 2018",1.2.7,4.1 and up
+Toddler Kids Puzzles PUZZINGO,FAMILY,4.6,14014,60M,"1,000,000+",Free,0,Everyone,Education;Education,"July 6, 2018",7.32,4.0.3 and up
+Happy Street,FAMILY,4.5,110877,Varies with device,"1,000,000+",Free,0,Everyone 10+,Casual;Action & Adventure,"March 28, 2018",Varies with device,Varies with device
+Intellijoy Early Learning Academy,FAMILY,4.3,160,67M,"50,000+",Free,0,Everyone,Education;Education,"June 18, 2018",3.4.0,Varies with device
+Dr. Panda Town: Vacation,FAMILY,3.8,10366,78M,"1,000,000+",Free,0,Everyone,Education;Pretend Play,"July 24, 2018",1.2.1,4.1 and up
+Leo and Tig,FAMILY,4.5,47644,27M,"1,000,000+",Free,0,Everyone,Adventure;Action & Adventure,"May 31, 2018",10.180530,4.0.3 and up
+School of Dragons,FAMILY,4.1,530792,Varies with device,"10,000,000+",Free,0,Everyone,Role Playing;Action & Adventure,"May 30, 2018",Varies with device,Varies with device
+Fuzzy Seasons: Animal Forest,FAMILY,4.8,12137,63M,"100,000+",Free,0,Everyone 10+,Simulation;Pretend Play,"August 6, 2018",149,4.1 and up
+Montessori Preschool,FAMILY,3.9,237,26M,"100,000+",Free,0,Everyone,Education;Education,"July 12, 2018",1.7.2,4.1 and up
+Kids Corner: Interactive Tales and Games for kids,FAMILY,4.5,6404,46M,"500,000+",Free,0,Everyone,Educational;Brain Games,"July 16, 2018",1.8.3,4.1 and up
+Cutie Cubies,FAMILY,4.4,6356,83M,"500,000+",Free,0,Everyone,Puzzle;Creativity,"July 4, 2018",1.180702,4.1 and up
+My Little Princess : Stores,FAMILY,4.3,169,60M,"5,000+",Paid,$2.99,Everyone,Educational;Pretend Play,"May 25, 2018",1.08,4.1 and up
+Sago Mini Big City,FAMILY,4.2,8,44M,"1,000+",Paid,$3.99,Everyone,Education;Pretend Play,"July 9, 2018",1.1,4.4 and up
+Pinkalicious Party,FAMILY,3.0,2,82M,500+,Paid,$2.99,Everyone,Educational;Creativity,"June 25, 2018",1.5.0,4.1 and up
+ROBLOX,FAMILY,4.5,4450855,67M,"100,000,000+",Free,0,Everyone 10+,Adventure;Action & Adventure,"July 31, 2018",2.347.225742,4.1 and up
+PJ Masks: Moonlight Heroes,FAMILY,4.4,86961,99M,"10,000,000+",Free,0,Everyone,Casual;Action & Adventure,"June 5, 2018",2.0.1,4.0.3 and up
+Minion Rush: Despicable Me Official Game,FAMILY,4.5,10216997,Varies with device,"100,000,000+",Free,0,Everyone 10+,Casual;Action & Adventure,"July 12, 2018",Varies with device,Varies with device
+Dog Run - Pet Dog Simulator,FAMILY,4.7,48701,24M,"10,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"May 22, 2018",1.4.12,4.1 and up
+Moana Island Life,FAMILY,4.1,15246,78M,"1,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"July 12, 2017",3.2.473.202,4.0 and up
+Hot Wheels: Race Off,FAMILY,4.5,520654,Varies with device,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"June 28, 2018",Varies with device,4.4 and up
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,FAMILY,4.5,4076,Varies with device,"100,000+",Free,0,Everyone,Sports;Action & Adventure,"August 1, 2018",1.3.3,4.1 and up
+Farming Simulator 14,FAMILY,4.5,530904,51M,"10,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"July 17, 2017",1.4.4,2.3.3 and up
+My Oasis - Calming and Relaxing Idle Clicker Game,FAMILY,4.6,106750,94M,"1,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"June 29, 2018",1.221,4.1 and up
+My Little Pony Rainbow Runners,FAMILY,4.3,33785,16M,"5,000,000+",Free,0,Everyone,Casual;Action & Adventure,"December 20, 2017",1.3,4.1 and up
+Extreme Racing 2 - Real driving RC cars game!,FAMILY,4.3,4207,93M,"500,000+",Free,0,Everyone,Racing;Action & Adventure,"August 31, 2017",1.1.9,4.1 and up
+Cars: Lightning League,FAMILY,4.5,58795,77M,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"May 21, 2018",1.6,4.0.3 and up
+Little Panda Run,FAMILY,4.2,3235,32M,"1,000,000+",Free,0,Everyone,Educational;Action & Adventure,"June 20, 2018",8.25.10.00,4.0.3 and up
+Snoopy's Town Tale - City Building Simulator,FAMILY,4.2,47031,58M,"1,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"July 30, 2018",3.2.4,4.4 and up
+Car Racing game for Kids - Beepzz Dogs 🐕,FAMILY,4.4,131,48M,"100,000+",Free,0,Everyone,Racing;Action & Adventure,"June 13, 2018",1.1.1,4.2 and up
+Pony Friends 🦄 - Beepzz racing game for kids,FAMILY,4.5,114,69M,"50,000+",Free,0,Everyone,Racing;Action & Adventure,"June 13, 2018",1.4.3,4.2 and up
+LEGO® Juniors Create & Cruise,FAMILY,4.1,673203,73M,"50,000,000+",Free,0,Everyone,Educational;Action & Adventure,"January 19, 2018",6.7.5222,4.1 and up
+Xtreme Racing 2018 - Jeep & 4x4 off road simulator,FAMILY,4.2,2178,99M,"500,000+",Free,0,Everyone,Racing;Action & Adventure,"August 23, 2017",1.0.8,4.1 and up
+Thomas & Friends: Go Go Thomas,FAMILY,4.1,175625,16M,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"November 22, 2017",1.4,4.1 and up
+Ninja Dash - Ronin Jump RPG,FAMILY,4.7,8508,54M,"500,000+",Free,0,Everyone 10+,Arcade;Action & Adventure,"August 2, 2018",1.1.23,4.0.3 and up
+Paw Patrol by ShuffleCards,FAMILY,4.3,3484,56M,"1,000,000+",Free,0,Everyone,Entertainment;Action & Adventure,"March 7, 2017",1.0.1,4.0 and up
+Plants vs. Zombies™ Heroes,FAMILY,4.4,379415,68M,"10,000,000+",Free,0,Everyone,Casual;Action & Adventure,"June 26, 2018",1.28.01,4.1 and up
+Transformers Rescue Bots: Disaster Dash,FAMILY,4.4,19245,25M,"1,000,000+",Free,0,Everyone,Casual;Action & Adventure,"March 28, 2018",1.3,4.1 and up
+Mcqueen Coloring pages,FAMILY,NaN,65,7.0M,"100,000+",Free,0,Everyone,Art & Design;Action & Adventure,"March 7, 2018",1.0.0,4.1 and up
+PAC-MAN Pop,FAMILY,4.3,24877,54M,"5,000,000+",Free,0,Everyone,Puzzle;Action & Adventure,"June 20, 2018",2.1.6579,4.1 and up
+Monster Truck Driver & Racing,FAMILY,4.4,765,51M,"1,000,000+",Free,0,Everyone,Education;Action & Adventure,"January 19, 2017",1.0.9,2.3 and up
+L.O.L. Surprise Ball Pop,FAMILY,4.3,10088,Varies with device,"1,000,000+",Free,0,Everyone,Casual;Action & Adventure,"March 8, 2018",Varies with device,4.1 and up
+Strawberry Shortcake BerryRush,FAMILY,4.3,525552,48M,"10,000,000+",Free,0,Everyone,Action;Action & Adventure,"October 15, 2017",1.2.3,2.3 and up
+Little Fire Station,FAMILY,4.2,3762,44M,"1,000,000+",Free,0,Everyone,Education;Action & Adventure,"July 2, 2018",1.47,4.3 and up
+Ice Cream Jump,FAMILY,4.2,141363,8.7M,"10,000,000+",Free,0,Everyone,Casual;Action & Adventure,"January 21, 2018",1.20.2,2.3 and up
+Disney Magic Kingdoms: Build Your Own Magical Park,FAMILY,4.3,472584,91M,"10,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"August 2, 2018",3.2.0h,4.0.3 and up
+Turbo FAST,FAMILY,4.3,1329192,97M,"50,000,000+",Free,0,Everyone,Racing;Action & Adventure,"October 4, 2017",2.1.20,2.3.3 and up
+My Little Pony: Harmony Quest,FAMILY,4.1,148295,26M,"10,000,000+",Free,0,Everyone,Casual;Action & Adventure,"March 5, 2018",1.6,4.1 and up
+Transformers Rescue Bots: Hero Adventures,FAMILY,4.2,41273,16M,"5,000,000+",Free,0,Everyone,Adventure;Action & Adventure,"July 5, 2018",1.5,4.1 and up
+Robots Vs Zombies: Transform To Race And Fight,FAMILY,4.5,278,Varies with device,"100,000+",Free,0,Everyone,Racing;Action & Adventure,"July 11, 2018",3.49,4.2 and up
+Equestria Girls,FAMILY,4.3,392596,53M,"10,000,000+",Free,0,Everyone,Role Playing;Action & Adventure,"July 22, 2016",37893,4.0 and up
+DC Super Hero Girls™,FAMILY,4.3,43060,95M,"5,000,000+",Free,0,Everyone,Action;Action & Adventure,"June 29, 2018",2.8.0,4.0 and up
+Disney Crossy Road,FAMILY,4.5,514088,83M,"10,000,000+",Free,0,Everyone,Arcade;Action & Adventure,"May 30, 2018",3.200.18289,4.4 and up
+Touch Racing 2 - Mini RC Race,FAMILY,4.1,41867,78M,"1,000,000+",Free,0,Everyone,Racing;Action & Adventure,"May 18, 2017",1.4.2.1,2.3.3 and up
+Toca Kitchen 2,FAMILY,4.5,1014846,56M,"50,000,000+",Free,0,Everyone,Educational;Pretend Play,"June 29, 2017",1.2.3-play,4.1 and up
+Doctor Pets,FAMILY,4.2,23060,21M,"1,000,000+",Free,0,Everyone,Educational;Education,"July 26, 2018",1.19,4.1 and up
+Supermarket – Game for Kids,FAMILY,4.4,112080,26M,"10,000,000+",Free,0,Everyone,Casual;Pretend Play,"July 26, 2018",1.24,4.1 and up
+Supermarket Manager: Cashier Simulator Kids Games,FAMILY,4.0,15489,60M,"1,000,000+",Free,0,Everyone,Casual;Pretend Play,"October 11, 2017",2.4.9,4.0 and up
+Kids Animals Jigsaw Puzzles 😄,FAMILY,4.1,51895,22M,"10,000,000+",Free,0,Everyone,Educational;Brain Games,"June 16, 2018",18.1,4.2 and up
+DC Super Hero Girls™,FAMILY,4.3,43060,95M,"5,000,000+",Free,0,Everyone,Action;Action & Adventure,"June 29, 2018",2.8.0,4.0 and up
+Strawberry Shortcake BerryRush,FAMILY,4.3,525552,48M,"10,000,000+",Free,0,Everyone,Action;Action & Adventure,"October 15, 2017",1.2.3,2.3 and up
+Inside Out Thought Bubbles,FAMILY,4.4,623398,58M,"10,000,000+",Free,0,Everyone,Puzzle;Brain Games,"August 31, 2017",1.22.0,4.0.3 and up
+Disney Magic Kingdoms: Build Your Own Magical Park,FAMILY,4.3,472584,91M,"10,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"August 2, 2018",3.2.0h,4.0.3 and up
+Monster High™,FAMILY,4.1,66661,22M,"5,000,000+",Free,0,Everyone,Casual;Pretend Play,"February 2, 2018",5.2,4.1 and up
+Cute Pet Puppies,FAMILY,4.0,10447,36M,"1,000,000+",Free,0,Everyone,Simulation;Action & Adventure,"February 18, 2016",1.0.4,2.3 and up
+Frozen Free Fall,FAMILY,4.3,1574197,37M,"50,000,000+",Free,0,Everyone,Puzzle;Action & Adventure,"July 27, 2018",6.7.0,4.2 and up
+Monster High™ Minis Mania,FAMILY,4.6,19170,70M,"1,000,000+",Free,0,Everyone,Strategy;Action & Adventure,"March 15, 2017",1.4.2,4.0.3 and up
+Shopkins World!,FAMILY,4.3,169609,34M,"10,000,000+",Free,0,Everyone,Arcade;Action & Adventure,"June 13, 2018",3.6.1,4.1 and up
+Monica Toy TV,FAMILY,4.7,6188,49M,"500,000+",Free,0,Everyone 10+,Entertainment;Music & Video,"April 3, 2018",1.6.4,4.1 and up
+Toy Guitar with songs for kids,FAMILY,4.3,1369,9.8M,"500,000+",Free,0,Everyone,Music & Audio;Music & Video,"March 5, 2016",1.0.3,2.3 and up
+Endless Numbers,FAMILY,4.4,2952,37M,"500,000+",Free,0,Everyone,Education;Education,"June 19, 2018",1.2.0,5.1 and up
+Toddler Learning Games - Little Kids Games,FAMILY,4.2,731,Varies with device,"100,000+",Free,0,Everyone,Educational;Education,"July 28, 2018",3.7.2.7,4.2 and up
+Sworkit Kids - Fitness Meets Fun,FAMILY,4.7,9856,55M,"100,000+",Free,0,Everyone,Health & Fitness;Education,"February 2, 2016",1.1.1,4.0 and up
+Earth to Luna! Watch and Play,FAMILY,3.9,10753,84M,"1,000,000+",Free,0,Everyone,Educational;Education,"July 23, 2018",2.5.6,4.1 and up
+Nancy Drew Codes and Clues,FAMILY,4.1,154,16M,"10,000+",Free,0,Everyone,Educational;Education,"January 13, 2017",2.0.0,4.1 and up
+Masha and the Bear Child Games,FAMILY,4.1,288523,92M,"10,000,000+",Free,0,Everyone,Adventure;Education,"May 8, 2018",2.7.4,4.0 and up
+codeSpark Academy & The Foos,FAMILY,4.1,4522,57M,"500,000+",Free,0,Everyone,Educational;Education,"June 21, 2018",2.19.01,4.1 and up
+Toca Builders,FAMILY,4.2,3328,Varies with device,"100,000+",Paid,$3.99,Everyone,Education;Creativity,"July 13, 2017",Varies with device,Varies with device
+Toca Life: City,FAMILY,4.7,31100,24M,"500,000+",Paid,$3.99,Everyone,Education;Pretend Play,"July 6, 2018",1.5-play,4.4 and up
+LEGO® Friends,FAMILY,4.4,854,6.9M,"10,000+",Paid,$4.99,Everyone,Casual;Pretend Play,"December 1, 2015",Varies with device,4.0.3 and up
+My Little Work – Garage,FAMILY,4.3,560,44M,"10,000+",Paid,$3.99,Everyone,Casual;Education,"June 17, 2015",2.0.1,2.3 and up
+"Alizay, pirate girl",FAMILY,4.5,197,11M,"1,000+",Paid,$2.99,Everyone,Casual;Action & Adventure,"March 23, 2017",4.0.2,2.3 and up
+Word Search Games in english,FAMILY,4.3,63186,16M,"10,000,000+",Free,0,Everyone,Puzzle;Brain Games,"July 12, 2018",7.5,4.0.3 and up
+Chess Free,FAMILY,4.3,23772,17M,"5,000,000+",Free,0,Everyone,Board;Brain Games,"August 2, 2017",1.15.3028.0,2.3 and up
+Tic Tac Toe,FAMILY,4.1,6007,18M,"1,000,000+",Free,0,Everyone,Board;Action & Adventure,"July 3, 2017",1.6.3028.0,2.3 and up
+Dominos Game ✔️,FAMILY,4.1,2903,16M,"1,000,000+",Free,0,Everyone,Board;Brain Games,"July 5, 2018",5.2,4.1 and up
+Checkers ✔️,FAMILY,4.1,3617,19M,"1,000,000+",Free,0,Everyone,Board;Brain Games,"July 24, 2018",4.0.2,4.1 and up
+Crazy Colors: Bubbles Matching,FAMILY,4.6,3063,1.6M,"100,000+",Free,0,Everyone,Board;Brain Games,"May 24, 2018",2.9.7,3.0 and up
+Chess for Kids - Play & Learn,FAMILY,4.1,3234,47M,"100,000+",Free,0,Everyone,Puzzle;Brain Games,"May 15, 2018",2.2.3,4.1 and up
+Block Puzzle : Night in Egypt,FAMILY,4.4,276,16M,"50,000+",Free,0,Everyone,Puzzle;Brain Games,"September 12, 2017",1.2.16,2.3 and up
+Mosaic puzzles,FAMILY,4.4,1595,14M,"500,000+",Free,0,Everyone,Puzzle;Brain Games,"July 4, 2018",2.8,4.0.3 and up
+Chess School for Beginners,FAMILY,4.3,879,Varies with device,"100,000+",Free,0,Everyone,Board;Brain Games,"May 22, 2018",1.1.0,4.1 and up
+RISK: Global Domination,FAMILY,4.0,68559,75M,"5,000,000+",Free,0,Everyone,Board;Action & Adventure,"July 31, 2018",1.19.56.434,4.4 and up
+Pino chess,FAMILY,4.8,61,25M,"1,000+",Free,0,Everyone,Casual;Brain Games,"January 26, 2017",0.1.0,4.0 and up
+Chess PRO Free,FAMILY,3.8,1123,5.7M,"100,000+",Free,0,Everyone,Board;Brain Games,"September 8, 2016",4.2,2.3 and up
+Children Educational Game Full,FAMILY,4.7,30,Varies with device,"1,000+",Paid,$7.49,Everyone,Educational;Education,"May 16, 2018",Varies with device,Varies with device
+All-in-One Mahjong 3 FREE,FAMILY,4.5,566,17M,"50,000+",Free,0,Everyone,Board;Brain Games,"June 13, 2018",20180609,4.0 and up
+Hactar Go,FAMILY,4.8,97,3.5M,"1,000+",Paid,$2.99,Everyone,Board;Brain Games,"March 30, 2018",2.4.15,4.0 and up
+All-in-One Mahjong 3,FAMILY,4.4,38,16M,100+,Paid,$0.99,Everyone,Board;Brain Games,"June 14, 2018",20180609,4.0 and up
+World Racers family board game,FAMILY,4.8,4,42M,100+,Paid,$0.99,Everyone,Board;Pretend Play,"September 3, 2015",1.1,5.1 and up
+SweetLand — Family Board Game,FAMILY,4.2,38,47M,"1,000+",Paid,$0.99,Everyone,Casual;Pretend Play,"November 14, 2014",1.2,2.3.3 and up
+Steam: Rails to Riches,FAMILY,4.2,214,67M,"5,000+",Paid,$4.99,Everyone,Board;Brain Games,"December 13, 2017",3.3.1,4.1 and up
+Whoowasit? - Best kids game!,FAMILY,4.0,248,26M,"5,000+",Paid,$2.99,Everyone,Board;Action & Adventure,"July 24, 2018",1.6,4.1 and up
+Lanterns: The Harvest Festival,FAMILY,4.7,185,72M,"1,000+",Paid,$4.99,Everyone,Board;Brain Games,"May 1, 2018",1.16.5,4.1 and up
+Tsuro - The Game of the Path,FAMILY,4.7,2195,37M,"10,000+",Paid,$2.99,Everyone,Board;Brain Games,"August 2, 2016",1.3.3,2.3 and up
+THE aMAZEing Labyrinth,FAMILY,3.9,1615,1.2M,"10,000+",Paid,$4.99,Everyone,Board;Brain Games,"February 9, 2016",1.0.3,4.0 and up
+Chess and Mate,FAMILY,4.5,359,17M,"5,000+",Paid,$4.99,Everyone,Board;Brain Games,"August 12, 2015",2.0.5,2.3 and up
+Kids Balloon Pop Game Free 🎈,FAMILY,4.1,38021,19M,"10,000,000+",Free,0,Everyone,Casual;Music & Video,"July 6, 2018",18.2,4.0.3 and up
+Sounds for Toddlers FREE,FAMILY,4.4,6190,23M,"1,000,000+",Free,0,Everyone,Educational;Education,"August 24, 2015",1.7.1,4.0 and up
+Elmo Calls by Sesame Street,FAMILY,3.9,6903,25M,"1,000,000+",Free,0,Everyone,Educational;Pretend Play,"January 31, 2018",2.0.7,2.3 and up
+Sago Mini Friends,FAMILY,4.4,13155,83M,"1,000,000+",Free,0,Everyone,Education;Pretend Play,"June 16, 2016",1.3,4.0.3 and up
+Papumba Academy - Fun Learning For Kids,FAMILY,4.4,496,94M,"100,000+",Free,0,Everyone,Education;Education,"July 11, 2018",1.0,4.2 and up
+Tee and Mo Bath Time Free,FAMILY,3.6,418,97M,"100,000+",Free,0,Everyone,Educational;Education,"November 7, 2016",1.0.3,4.0.3 and up
+Bita and the Animals - Pelos Ares,FAMILY,4.4,1160,37M,"100,000+",Free,0,Everyone,Education;Music & Video,"May 22, 2013",1.0,2.2 and up
+TO-FU Oh!SUSHI,FAMILY,4.1,59917,92M,"5,000,000+",Free,0,Everyone,Education;Pretend Play,"July 31, 2018",2.3,4.4 and up
+DreamWorks Friends,FAMILY,3.6,1042,48M,"100,000+",Free,0,Everyone,Role Playing;Pretend Play,"August 4, 2017",2.5,4.3 and up
+Avokiddo Emotions,FAMILY,4.6,73,12M,"1,000+",Paid,$2.99,Everyone,Education;Pretend Play,"May 21, 2018",1.7.0,4.0.3 and up
+Nighty Night Circus,FAMILY,4.3,382,15M,"10,000+",Paid,$2.99,Everyone,Education;Action & Adventure,"March 7, 2017",2.6,2.3 and up
+Sago Mini Babies,FAMILY,4.5,253,83M,"10,000+",Paid,$3.99,Everyone,Education;Pretend Play,"October 28, 2016",1.1,4.0.3 and up
+Dr. Panda & Toto's Treehouse,FAMILY,4.4,3396,9.5M,"50,000+",Paid,$3.99,Everyone,Casual;Pretend Play,"December 9, 2014",1.8,4.0 and up
+Kids Balloon Pop Game Free 🎈,FAMILY,4.1,38021,19M,"10,000,000+",Free,0,Everyone,Casual;Music & Video,"July 6, 2018",18.2,4.0.3 and up
+Sounds for Toddlers FREE,FAMILY,4.4,6190,23M,"1,000,000+",Free,0,Everyone,Educational;Education,"August 24, 2015",1.7.1,4.0 and up
+Elmo Calls by Sesame Street,FAMILY,3.9,6903,25M,"1,000,000+",Free,0,Everyone,Educational;Pretend Play,"January 31, 2018",2.0.7,2.3 and up
+Sago Mini Friends,FAMILY,4.4,13155,83M,"1,000,000+",Free,0,Everyone,Education;Pretend Play,"June 16, 2016",1.3,4.0.3 and up
+Papumba Academy - Fun Learning For Kids,FAMILY,4.4,496,94M,"100,000+",Free,0,Everyone,Education;Education,"July 11, 2018",1.0,4.2 and up
+Tee and Mo Bath Time Free,FAMILY,3.6,418,97M,"100,000+",Free,0,Everyone,Educational;Education,"November 7, 2016",1.0.3,4.0.3 and up
+Bita and the Animals - Pelos Ares,FAMILY,4.4,1160,37M,"100,000+",Free,0,Everyone,Education;Music & Video,"May 22, 2013",1.0,2.2 and up
+TO-FU Oh!SUSHI,FAMILY,4.1,59917,92M,"5,000,000+",Free,0,Everyone,Education;Pretend Play,"July 31, 2018",2.3,4.4 and up
+DreamWorks Friends,FAMILY,3.6,1042,48M,"100,000+",Free,0,Everyone,Role Playing;Pretend Play,"August 4, 2017",2.5,4.3 and up
+Avokiddo Emotions,FAMILY,4.6,73,12M,"1,000+",Paid,$2.99,Everyone,Education;Pretend Play,"May 21, 2018",1.7.0,4.0.3 and up
+Nighty Night Circus,FAMILY,4.3,382,15M,"10,000+",Paid,$2.99,Everyone,Education;Action & Adventure,"March 7, 2017",2.6,2.3 and up
+Sago Mini Babies,FAMILY,4.5,253,83M,"10,000+",Paid,$3.99,Everyone,Education;Pretend Play,"October 28, 2016",1.1,4.0.3 and up
+Dr. Panda & Toto's Treehouse,FAMILY,4.4,3396,9.5M,"50,000+",Paid,$3.99,Everyone,Casual;Pretend Play,"December 9, 2014",1.8,4.0 and up
+ROBLOX,FAMILY,4.5,4450890,67M,"100,000,000+",Free,0,Everyone 10+,Adventure;Action & Adventure,"July 31, 2018",2.347.225742,4.1 and up
+PlayKids - Educational cartoons and games for kids,FAMILY,4.1,182173,Varies with device,"10,000,000+",Free,0,Everyone,Entertainment;Music & Video,"July 30, 2018",Varies with device,Varies with device
+YouTube Kids,FAMILY,4.5,470713,Varies with device,"50,000,000+",Free,0,Everyone,Entertainment;Music & Video,"August 3, 2018",3.43.3,4.1 and up
+Fun Kid Racing - Motocross,FAMILY,4.1,59729,Varies with device,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"June 27, 2018",3.46,4.2 and up
+Barbie Life™,FAMILY,3.9,133117,63M,"5,000,000+",Free,0,Everyone,Casual;Pretend Play,"July 12, 2018",2.6,4.1 and up
+Baby Panda Care,FAMILY,4.2,108795,49M,"10,000,000+",Free,0,Everyone,Educational;Pretend Play,"June 15, 2018",8.25.10.00,4.0.3 and up
+Palace Pets in Whisker Haven,FAMILY,4.1,47213,14M,"5,000,000+",Free,0,Everyone,Entertainment;Pretend Play,"December 9, 2017",1.8,4.2 and up
+Sweet Baby Girl - Dream House and Play Time,FAMILY,3.9,95537,58M,"10,000,000+",Free,0,Everyone,Educational;Education,"July 13, 2018",2.2.54,4.4 and up
+Monster High™,FAMILY,4.1,66660,22M,"5,000,000+",Free,0,Everyone,Casual;Pretend Play,"February 2, 2018",5.2,4.1 and up
+Hello Kitty Lunchbox,FAMILY,4.2,51838,15M,"5,000,000+",Free,0,Everyone,Casual;Creativity,"November 21, 2017",1.6,4.1 and up
+Duolingo: Learn Languages Free,FAMILY,4.7,6294397,Varies with device,"100,000,000+",Free,0,Everyone,Education;Education,"August 1, 2018",Varies with device,Varies with device
+Sweet Baby Girl Newborn Baby,FAMILY,3.8,36028,50M,"5,000,000+",Free,0,Everyone,Educational;Education,"July 2, 2018",1.3.51,4.4 and up
+COOKING MAMA Let's Cook!,FAMILY,4.3,528745,59M,"10,000,000+",Free,0,Everyone,Educational;Pretend Play,"July 26, 2018",1.38.0,4.1 and up
+Shopkins World!,FAMILY,4.3,169609,34M,"10,000,000+",Free,0,Everyone,Arcade;Action & Adventure,"June 13, 2018",3.6.1,4.1 and up
+DisneyNOW – TV Shows & Games,FAMILY,4.3,82471,Varies with device,"5,000,000+",Free,0,Everyone,Entertainment;Music & Video,"July 5, 2018",Varies with device,4.4 and up
+Ever After High™ Charmed Style,FAMILY,3.9,44062,54M,"1,000,000+",Free,0,Everyone,Casual;Pretend Play,"December 30, 2016",1.3,4.0.3 and up
+Equestria Girls,FAMILY,4.3,392596,53M,"10,000,000+",Free,0,Everyone,Role Playing;Action & Adventure,"July 22, 2016",37893,4.0 and up
+Fun Kid Racing,FAMILY,4.0,79667,Varies with device,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"August 3, 2018",3.52,4.2 and up
+Learn to Read with Tommy Turtle,FAMILY,4.0,20763,Varies with device,"5,000,000+",Free,0,Everyone,Educational;Education,"March 6, 2018",3.6.17,2.3 and up
+Frozen Free Fall,FAMILY,4.3,1574204,37M,"50,000,000+",Free,0,Everyone,Puzzle;Action & Adventure,"July 27, 2018",6.7.0,4.2 and up
+Nick,FAMILY,4.2,123322,25M,"10,000,000+",Free,0,Everyone 10+,Entertainment;Music & Video,"January 24, 2018",2.0.8,4.4 and up
+Thomas & Friends: Race On!,FAMILY,4.1,29319,26M,"5,000,000+",Free,0,Everyone,Casual;Action & Adventure,"May 18, 2018",2.4,4.4 and up
+Mad Libs,FAMILY,4.0,8126,61M,"1,000,000+",Free,0,Everyone,Entertainment;Brain Games,"July 31, 2018",1.1.1,6.0 and up
+Inside Out Thought Bubbles,FAMILY,4.4,623398,58M,"10,000,000+",Free,0,Everyone,Puzzle;Brain Games,"August 31, 2017",1.22.0,4.0.3 and up
+ABCmouse.com,FAMILY,4.3,50887,91M,"5,000,000+",Free,0,Everyone,Education;Education,"July 3, 2018",7.2.0,4.4 and up
+My Little Pony Celebration,FAMILY,4.3,63160,17M,"1,000,000+",Free,0,Everyone,Simulation;Pretend Play,"July 22, 2016",1.0.0,2.3 and up
+Sago Mini Friends,FAMILY,4.4,13155,83M,"1,000,000+",Free,0,Everyone,Education;Pretend Play,"June 16, 2016",1.3,4.0.3 and up
+Thomas & Friends: Delivery,FAMILY,4.2,28737,17M,"1,000,000+",Free,0,Everyone,Casual;Action & Adventure,"February 5, 2016",1.0,2.3 and up
+School of Dragons,FAMILY,4.1,530792,Varies with device,"10,000,000+",Free,0,Everyone,Role Playing;Action & Adventure,"May 30, 2018",Varies with device,Varies with device
+Nasty Goats,FAMILY,4.3,45579,64M,"1,000,000+",Free,0,Everyone,Arcade;Action & Adventure,"April 14, 2016",1.1.0,4.0 and up
+Starfall Free & Member,FAMILY,4.2,19720,41M,"1,000,000+",Free,0,Everyone,Education;Education,"November 7, 2017",1.35.23,4.0 and up
+Animal Jam - Play Wild!,FAMILY,4.6,361970,58M,"5,000,000+",Free,0,Everyone,Casual;Pretend Play,"August 2, 2018",28.0.14,4.1 and up
+Video Editor,FAMILY,4.1,159619,23M,"5,000,000+",Free,0,Everyone,Video Players & Editors;Creativity,"July 17, 2018",6.14.091,4.3 and up
+Real Racing 3,FAMILY,4.5,354384,71M,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"July 2, 2018",6.4.0,4.1 and up
+Peak – Brain Games & Training,FAMILY,4.4,272321,Varies with device,"10,000,000+",Free,0,Everyone,Education;Brain Games,"August 3, 2018",3.14.15,5.0 and up
+Minecraft,FAMILY,4.5,2376564,Varies with device,"10,000,000+",Paid,$6.99,Everyone 10+,Arcade;Action & Adventure,"July 24, 2018",1.5.2.1,Varies with device
+Card Wars - Adventure Time,FAMILY,4.3,129603,23M,"1,000,000+",Paid,$2.99,Everyone 10+,Card;Action & Adventure,"February 11, 2016",1.11.0,2.3.3 and up
+Monash Uni Low FODMAP Diet,MEDICAL,4.2,1135,12M,"100,000+",Paid,$9.00,Everyone,Medical,"July 16, 2018",2.0.7,4.0 and up
+iBP Blood Pressure,MEDICAL,4.4,578,704k,"10,000+",Paid,$0.99,Everyone,Medical,"November 30, 2014",7.0.1,2.2 and up
+Pedi STAT,MEDICAL,4.6,129,2.9M,"10,000+",Paid,$5.49,Everyone,Medical,"April 6, 2018",3.0.1.0,4.1 and up
+ASCCP Mobile,MEDICAL,4.5,63,25M,"10,000+",Paid,$9.99,Everyone,Medical,"October 3, 2016",2.1.1,2.2 and up
+Journal Club: Medicine,MEDICAL,4.8,216,Varies with device,"10,000+",Paid,$6.99,Everyone,Medical,"June 17, 2017",Varies with device,Varies with device
+Paramedic Protocol Provider,MEDICAL,4.5,171,20M,"10,000+",Paid,$10.00,Everyone 10+,Medical,"September 21, 2017",1.8.3,4.1 and up
+MommyMeds,MEDICAL,3.2,45,21M,"5,000+",Paid,$3.99,Everyone,Medical,"November 15, 2017",2.0.1,6.0 and up
+Medical ID - In Case of Emergency (ICE),MEDICAL,4.6,717,5.4M,"5,000+",Paid,$5.99,Everyone,Medical,"May 31, 2018",6.5.0,5.0 and up
+Human Anatomy Atlas 2018: Complete 3D Human Body,MEDICAL,4.5,2921,25M,"100,000+",Paid,$24.99,Everyone,Medical,"May 25, 2018",2018.5.47,5.0 and up
+Essential Anatomy 3,MEDICAL,4.1,1533,42M,"50,000+",Paid,$11.99,Mature 17+,Medical,"August 7, 2014",1.1.3,4.0.3 and up
+Vargo Anesthesia Mega App,MEDICAL,4.6,92,32M,"1,000+",Paid,$79.99,Everyone,Medical,"June 18, 2018",19.0,4.0.3 and up
+EMT Review Plus,MEDICAL,4.5,199,1.8M,"10,000+",Paid,$11.99,Everyone,Medical,"June 27, 2018",3.0.5,4.4W and up
+Muscle Trigger Point Anatomy,MEDICAL,4.4,1361,33M,"50,000+",Paid,$2.99,Everyone,Medical,"July 17, 2018",2.4.4,4.0.3 and up
+2017 EMRA Antibiotic Guide,MEDICAL,4.4,12,3.8M,"1,000+",Paid,$16.99,Everyone,Medical,"January 27, 2017",1.0.5,4.0.3 and up
+ASRA Coags,MEDICAL,4.4,15,5.8M,"1,000+",Paid,$3.99,Everyone,Medical,"August 1, 2018",2.1,4.1 and up
+IBM Micromedex Drug Info,MEDICAL,3.8,206,9.5M,"10,000+",Paid,$2.99,Everyone,Medical,"April 25, 2018",1.17.0,4.0 and up
+Diabetes & Diet Tracker,MEDICAL,4.6,395,19M,"1,000+",Paid,$9.99,Everyone,Medical,"July 16, 2018",6.5.1,5.0 and up
+VeinSeek,MEDICAL,2.5,79,Varies with device,"1,000+",Paid,$3.99,Everyone,Medical,"December 6, 2017",Varies with device,Varies with device
+Block Buddy,MEDICAL,4.0,15,5.0M,"1,000+",Paid,$14.99,Everyone,Medical,"August 1, 2018",7.6.14,4.0 and up
+Super Hearing Secret Voices Recorder PRO,MEDICAL,5.0,3,23M,100+,Paid,$2.99,Everyone,Medical,"April 20, 2018",1.0,4.1 and up
+EMT Study - NREMT Test Prep,MEDICAL,4.3,35,862k,"5,000+",Paid,$3.99,Everyone,Medical,"December 3, 2014",1.1,4.0.3 and up
+Calcium Pro,MEDICAL,3.4,77,9.9M,"5,000+",Paid,$2.99,Everyone,Medical,"April 18, 2017",1.6.2,4.0.3 and up
+Arrhythmias and Dysrhythmias,MEDICAL,NaN,3,24M,500+,Paid,$1.00,Everyone,Medical,"January 24, 2016",1.0,4.2 and up
+EMT PASS,MEDICAL,3.4,51,2.4M,"1,000+",Paid,$29.99,Everyone,Medical,"October 22, 2014",2.0.2,4.0 and up
+Pocket Lab Values,MEDICAL,4.3,214,899k,"10,000+",Paid,$2.99,Everyone,Medical,"November 22, 2012",2.5,2.1 and up
+Medical terms (OFFLINE),MEDICAL,4.4,104,38M,"1,000+",Paid,$2.99,Teen,Medical,"May 24, 2018",3.2.0,4.1 and up
+"Cardiac diagnosis (heart rate, arrhythmia)",MEDICAL,4.4,8,6.5M,100+,Paid,$12.99,Everyone,Medical,"July 25, 2018",7,3.0 and up
+ERres- Emergency Medicine,MEDICAL,4.2,45,14M,"1,000+",Paid,$4.99,Everyone,Medical,"August 18, 2015",6.0,4.0 and up
+FHR 5-Tier 2.0,MEDICAL,5.0,2,1.2M,500+,Paid,$2.99,Everyone,Medical,"December 16, 2015",1.0,4.0 and up
+AnatomyMapp,MEDICAL,4.1,80,48M,"5,000+",Paid,$14.99,Everyone,Medical,"November 5, 2013",1.0,3.0 and up
+OptoDrum,MEDICAL,3.9,10,378k,"1,000+",Paid,$5.99,Everyone,Medical,"May 26, 2015",1.0,3.0 and up
+"Migraine, Headache Diary HeadApp Pro",MEDICAL,4.6,156,22M,500+,Paid,$3.49,Everyone,Medical,"March 14, 2018",1.10.0.user.pro.release,4.4 and up
+Blood Pressure Companion,MEDICAL,4.2,178,4.8M,"1,000+",Paid,$0.99,Everyone,Medical,"July 22, 2018",4.1.5 (Steglitz),4.1 and up
+Visual Anatomy 2,MEDICAL,4.4,576,Varies with device,"5,000+",Paid,$2.49,Everyone,Medical,"August 5, 2017",Varies with device,Varies with device
+"Muscle Premium - Human Anatomy, Kinesiology, Bones",MEDICAL,4.2,168,25M,"10,000+",Paid,$24.99,Everyone,Medical,"August 11, 2017",7.1.17,4.4 and up
+CCHT PREP,MEDICAL,3.6,25,266k,"1,000+",Paid,$10.99,Everyone,Medical,"December 8, 2016",1.2,2.1 and up
+Paramedic Meds,MEDICAL,4.5,163,375k,"10,000+",Paid,$1.99,Everyone,Medical,"August 3, 2015",3.4.3,1.6 and up
+Advanced Comprehension Therapy,MEDICAL,NaN,3,62M,100+,Paid,$24.99,Everyone,Medical,"October 5, 2017",1.2,4.0.3 and up
+OmniMedix Medical Calculator,MEDICAL,4.7,25,1.2M,"1,000+",Paid,$4.99,Everyone,Medical,"June 11, 2016",3.1.6,3.0 and up
+Breathing Zone,MEDICAL,4.6,319,Varies with device,"5,000+",Paid,$3.99,Everyone,Medical,"March 6, 2018",Varies with device,Varies with device
+Lab Values + Medical Reference,MEDICAL,4.5,133,2.8M,"10,000+",Paid,$2.99,Everyone,Medical,"August 2, 2014",3.0,2.3 and up
+Recognise Foot,MEDICAL,4.2,9,95M,"1,000+",Paid,$7.49,Everyone,Medical,"September 14, 2017",1.0.3,4.1 and up
+Anti Mosquito simulation,MEDICAL,4.2,74,2.6M,"1,000+",Paid,$1.50,Everyone,Medical,"September 6, 2014",1.0,2.3.3 and up
+Pain Tracker & Diary,MEDICAL,4.3,3,4.6M,100+,Paid,$2.99,Everyone,Medical,"January 2, 2018",1.50,4.1 and up
+Menstrual Calendar Premium,MEDICAL,4.4,4207,Varies with device,"50,000+",Paid,$3.99,Everyone,Medical,"July 26, 2013",Varies with device,Varies with device
+Whist - Tinnitus Relief,MEDICAL,4.1,12,5.1M,"1,000+",Paid,$1.99,Everyone,Medical,"March 2, 2017",1.2,4.1 and up
+Critical Care Paramedic Review,MEDICAL,4.4,17,1.8M,"1,000+",Paid,$9.99,Everyone 10+,Medical,"May 14, 2018",2.0.5,4.4W and up
+With Helper Pro Pill Reminder,MEDICAL,4.6,358,Varies with device,"5,000+",Paid,$3.99,Everyone,Medical,"October 25, 2017",Varies with device,Varies with device
+Manage My Pain Pro,MEDICAL,4.4,726,Varies with device,"5,000+",Paid,$3.99,Everyone,Medical,"March 5, 2018",Varies with device,Varies with device
+"End Anxiety Pro - Stress, Panic Attack Help",MEDICAL,4.2,33,53M,"1,000+",Paid,$3.99,Everyone,Medical,"May 8, 2018",2.29,4.2 and up
+Acupuncture Assistant,MEDICAL,4.5,492,39M,"10,000+",Paid,$7.99,Everyone,Medical,"April 13, 2018",4.4.5,4.1 and up
+Number Therapy,MEDICAL,NaN,0,5.3M,50+,Paid,$14.99,Everyone,Medical,"October 3, 2017",1.0,4.0.3 and up
+InfantRisk Center HCP,MEDICAL,2.6,41,14M,"1,000+",Paid,$9.99,Everyone,Medical,"May 6, 2015",1.3.4,2.3.3 and up
+EMT Tutor NREMT-B Study Guide,MEDICAL,4.6,625,8.4M,"10,000+",Paid,$3.99,Everyone,Medical,"January 8, 2017",2.1,2.1 and up
+Hospitalist Handbook,MEDICAL,4.8,12,18M,"1,000+",Paid,$19.99,Everyone,Medical,"June 5, 2017",6.0.4,4.1 and up
+PTA Content Master,MEDICAL,4.2,64,41M,"1,000+",Paid,$29.99,Everyone,Medical,"December 22, 2015",2.1,2.2 and up
+Navi Radiography Pro,MEDICAL,4.7,11,100M,500+,Paid,$15.99,Everyone,Medical,"January 14, 2018",1.2.0,4.0.3 and up
+Nursing Care Plan NANDA Tables,MEDICAL,3.0,4,3.4M,500+,Paid,$0.99,Everyone,Medical,"May 9, 2017",1.0,2.3.3 and up
+A Manual of Acupuncture,MEDICAL,3.5,214,68M,"1,000+",Paid,$33.99,Everyone,Medical,"October 2, 2017",2.1.35,4.0 and up
+palmPEDi: Pediatric Tape,MEDICAL,4.6,66,2.6M,"5,000+",Paid,$0.99,Everyone,Medical,"December 2, 2013",4.1,3.2 and up
+GoodRx Drug Prices and Coupons,MEDICAL,4.8,59158,11M,"1,000,000+",Free,0,Everyone,Medical,"July 26, 2018",5.4.8,4.1 and up
+MyChart,MEDICAL,4.2,19473,Varies with device,"1,000,000+",Free,0,Everyone,Medical,"July 24, 2018",Varies with device,Varies with device
+FollowMyHealth®,MEDICAL,4.6,73118,37M,"1,000,000+",Free,0,Everyone,Medical,"May 10, 2018",3.3,4.4 and up
+CareZone,MEDICAL,4.4,27524,Varies with device,"1,000,000+",Free,0,Everyone,Medical,"July 30, 2018",Varies with device,Varies with device
+Ovia Pregnancy Tracker & Baby Countdown Calendar,MEDICAL,4.8,102858,9.8M,"1,000,000+",Free,0,Everyone,Medical,"August 3, 2018",2.2.4,4.3 and up
+Teladoc Member,MEDICAL,4.0,2094,23M,"500,000+",Free,0,Everyone,Medical,"July 26, 2018",3.19,4.3 and up
+myAir™ for Air10™ by ResMed,MEDICAL,3.7,236,18M,"50,000+",Free,0,Everyone,Medical,"July 25, 2018",1.1.0.0.1487,5.0 and up
+Blood Pressure,MEDICAL,4.2,33033,7.4M,"5,000,000+",Free,0,Everyone,Medical,"July 24, 2018",3.27.3,4.1 and up
+Pregnancy Week By Week,MEDICAL,4.8,78825,11M,"1,000,000+",Free,0,Everyone,Medical,"August 2, 2018",1.2.16,4.1 and up
+Doctor On Demand,MEDICAL,4.7,18674,Varies with device,"1,000,000+",Free,0,Everyone,Medical,"July 27, 2018",3.25.0,4.4 and up
+BioLife Plasma Services,MEDICAL,3.5,250,23M,"100,000+",Free,0,Everyone,Medical,"July 9, 2018",1.2.0,4.4 and up
+OneTouch Reveal,MEDICAL,3.9,6266,34M,"500,000+",Free,0,Everyone,Medical,"May 22, 2018",3.5,5.1 and up
+To,MEDICAL,4.2,22,15M,"10,000+",Free,0,Everyone,Medical,"May 30, 2018",Varies with device,Varies with device
+Ovia Fertility Tracker & Ovulation Calculator,MEDICAL,4.8,53743,13M,"1,000,000+",Free,0,Everyone,Medical,"July 27, 2018",Varies with device,4.3 and up
+Anthem Anywhere,MEDICAL,2.7,2657,24M,"500,000+",Free,0,Everyone,Medical,"July 27, 2018",8.0.226,4.4 and up
+Blood Donor,MEDICAL,4.2,4476,20M,"500,000+",Free,0,Everyone,Medical,"July 31, 2018",1.6.2,4.1 and up
+My Calendar - Period Tracker,MEDICAL,4.7,156410,14M,"5,000,000+",Free,0,Everyone,Medical,"August 3, 2018",5.9.6,4.1 and up
+Youper - AI Therapy,MEDICAL,4.6,2006,69M,"50,000+",Free,0,Everyone,Medical,"August 3, 2018",6.02.000,6.0 and up
+Zocdoc: Find Doctors & Book Appointments,MEDICAL,4.5,6099,38M,"500,000+",Free,0,Everyone,Medical,"July 31, 2018",3.18.2,4.3 and up
+1800 Contacts - Lens Store,MEDICAL,4.7,23160,26M,"1,000,000+",Free,0,Everyone,Medical,"July 27, 2018",7.4.1,5.0 and up
+Blood Pressure Log - MyDiary,MEDICAL,4.7,8348,2.6M,"500,000+",Free,0,Everyone,Medical,"April 13, 2018",1.4.6,4.0 and up
+PulsePoint Respond,MEDICAL,4.5,7837,21M,"100,000+",Free,0,Everyone,Medical,"July 31, 2018",2.4,4.1 and up
+Ovia Parenting & Baby Development Tracker,MEDICAL,4.7,6185,38M,"100,000+",Free,0,Everyone,Medical,"August 3, 2018",1.2.0,4.3 and up
+MyQuest for Patients,MEDICAL,4.0,3803,16M,"100,000+",Free,0,Everyone,Medical,"March 13, 2018",2.17,4.0 and up
+OptumRx,MEDICAL,3.4,1838,21M,"100,000+",Free,0,Everyone,Medical,"July 2, 2018",2.11.0,4.0.3 and up
+CVS Caremark,MEDICAL,3.5,3707,10M,"500,000+",Free,0,Everyone,Medical,"July 28, 2018",4.36,4.4 and up
+fred's Pharmacy,MEDICAL,3.0,315,22M,"100,000+",Free,0,Everyone,Medical,"October 10, 2017",1.0.02,4.0 and up
+Ada - Your Health Guide,MEDICAL,4.7,87418,14M,"1,000,000+",Free,0,Everyone,Medical,"July 16, 2018",2.25.0,4.4 and up
+mySugr: the blood sugar tracker made just for you,MEDICAL,4.6,21189,36M,"1,000,000+",Free,0,Everyone,Medical,"August 6, 2018",3.52.1,5.0 and up
+ClearCareGo Caregiver,MEDICAL,4.2,1746,16M,"50,000+",Free,0,Everyone,Medical,"July 25, 2018",2.1.3,4.1 and up
+Pregnancy Calculator and Tracker app,MEDICAL,4.8,69126,61M,"1,000,000+",Free,0,Everyone,Medical,"June 1, 2018",2.6.1,4.1 and up
+All Mental disorders,MEDICAL,4.5,453,11M,"100,000+",Free,0,Everyone,Medical,"July 7, 2017",1.1,4.0.3 and up
+DreamMapper,MEDICAL,4.2,10710,8.5M,"100,000+",Free,0,Everyone,Medical,"July 3, 2018",2.15,5.0 and up
+ScriptSave WellRx Rx Discounts,MEDICAL,3.8,700,37M,"100,000+",Free,0,Everyone,Medical,"June 21, 2018",3.3.0,4.4 and up
+Delta Dental,MEDICAL,3.0,914,Varies with device,"100,000+",Free,0,Everyone,Medical,"July 17, 2018",4.6.0,5.0 and up
+Drugs.com Medication Guide,MEDICAL,4.4,15875,Varies with device,"1,000,000+",Free,0,Everyone,Medical,"May 22, 2018",Varies with device,4.4 and up
+MoodSpace,MEDICAL,4.5,503,22M,"50,000+",Free,0,Everyone,Medical,"June 10, 2018",3.2.4,5.0 and up
+Pill Identifier and Drug list,MEDICAL,4.0,488,17M,"100,000+",Free,0,Everyone,Medical,"August 1, 2018",3.8,4.1 and up
+HealtheLife,MEDICAL,3.6,190,7.7M,"100,000+",Free,0,Everyone,Medical,"January 2, 2018",2.4.0,4.4 and up
+SonicCloud: Hearing App,MEDICAL,4.4,15,39M,"1,000+",Free,0,Everyone,Medical,"July 19, 2018",1.16.0,4.1 and up
+Migraine Buddy - The Migraine and Headache tracker,MEDICAL,4.7,26862,30M,"500,000+",Free,0,Everyone,Medical,"June 25, 2018",25.3.1,4.0.3 and up
+Period Tracker,MEDICAL,4.9,100082,3.7M,"1,000,000+",Free,0,Everyone,Medical,"July 9, 2018",1.2.2,4.1 and up
+LabCorp | Patient,MEDICAL,3.6,27,28M,"10,000+",Free,0,Everyone,Medical,"April 19, 2018",1.0.0,4.1 and up
+Anatomy Learning - 3D Atlas,MEDICAL,4.5,72167,16M,"1,000,000+",Free,0,Everyone,Medical,"July 18, 2018",2.0,4.1 and up
+Super Hearing Super Ear Amplifier,MEDICAL,4.1,21,20M,"1,000+",Free,0,Everyone,Medical,"June 11, 2018",1.1,4.1 and up
+Moodpath - Depression & Anxiety Test,MEDICAL,4.6,6035,8.9M,"100,000+",Free,0,Everyone,Medical,"July 5, 2018",1.2.0,4.4 and up
+Teach Me Anatomy,MEDICAL,4.7,9945,97M,"500,000+",Free,0,Everyone,Medical,"July 5, 2018",5.11,4.1 and up
+Baritastic - Bariatric Tracker,MEDICAL,4.7,4318,12M,"100,000+",Free,0,Everyone,Medical,"July 26, 2018",1.3.185,4.1 and up
+Brilliant Distinctions®,MEDICAL,2.8,78,72M,"50,000+",Free,0,Everyone,Medical,"June 27, 2018",2.2.12,4.4 and up
+Mayo Clinic,MEDICAL,4.3,2218,Varies with device,"500,000+",Free,0,Everyone,Medical,"August 1, 2018",Varies with device,Varies with device
+98point6,MEDICAL,4.6,47,21M,"10,000+",Free,0,Everyone,Medical,"August 2, 2018",1.7.1 (946),5.0 and up
+Epocrates Plus,MEDICAL,4.3,23889,Varies with device,"1,000,000+",Free,0,Everyone,Medical,"July 10, 2018",Varies with device,4.0 and up
+MDLIVE: Talk to a Doctor 24/7,MEDICAL,3.4,650,27M,"100,000+",Free,0,Everyone,Medical,"July 23, 2018",4.23.0,4.4 and up
+Free Blood Pressure,MEDICAL,NaN,7,5.7M,"5,000+",Free,0,Everyone,Medical,"October 13, 2016",3.0.0,4.0.3 and up
+Super Ear,MEDICAL,4.0,3498,6.6M,"100,000+",Free,0,Everyone,Medical,"May 1, 2018",1.7.2,4.0 and up
+VitusVet: Pet Health Care App,MEDICAL,4.8,3052,12M,"100,000+",Free,0,Everyone,Medical,"July 31, 2018",3.8.0,4.1 and up
+Banfield Pet Health Tracker,MEDICAL,4.2,1747,5.9M,"100,000+",Free,0,Everyone,Medical,"October 17, 2016",1.2.2,4.0 and up
+Dexcom G6,MEDICAL,3.0,45,20M,"5,000+",Free,0,Everyone,Medical,"July 16, 2018",1.2.3.2,6.0 and up
+Nurse Grid,MEDICAL,4.5,1686,15M,"100,000+",Free,0,Everyone,Medical,"July 30, 2018",2.9,4.4 and up
+Castlight Mobile,MEDICAL,3.7,529,26M,"100,000+",Free,0,Everyone,Medical,"July 30, 2018",4.4.7,5.0 and up
+Sanford Guide:Antimicrobial Rx,MEDICAL,4.5,1388,3.3M,"100,000+",Free,0,Everyone,Medical,"July 3, 2018",2.1.11,4.1 and up
+Davis's Drug Guide for Nurses,MEDICAL,4.5,572,44M,"50,000+",Free,0,Everyone,Medical,"July 13, 2018",4.3.2.315,4.4 and up
+Vargo Anesthesia Mega App,MEDICAL,4.6,92,32M,"1,000+",Paid,$79.99,Everyone,Medical,"June 18, 2018",19.0,4.0.3 and up
+Monash Uni Low FODMAP Diet,MEDICAL,4.2,1135,12M,"100,000+",Paid,$9.00,Everyone,Medical,"July 16, 2018",2.0.7,4.0 and up
+mySugr: the blood sugar tracker made just for you,MEDICAL,4.6,21189,36M,"1,000,000+",Free,0,Everyone,Medical,"August 6, 2018",3.52.1,5.0 and up
+live Point,MEDICAL,3.6,54,17M,"5,000+",Free,0,Mature 17+,Medical,"July 3, 2018",2.6.5,4.1 and up
+Tarascon Pharmacopoeia,MEDICAL,4.4,275,5.8M,"10,000+",Free,0,Everyone 10+,Medical,"March 16, 2018",3.16.4.1669,4.4 and up
+Official NBSTSA CST Exam Prep,MEDICAL,4.4,2159,11M,"10,000+",Free,0,Everyone,Medical,"May 17, 2018",4.5.1,4.4 and up
+EMT-B Pocket Prep,MEDICAL,4.5,2951,16M,"50,000+",Free,0,Everyone,Medical,"July 11, 2018",4.5.2,4.4 and up
+Human Anatomy Atlas 2018: Complete 3D Human Body,MEDICAL,4.5,2921,25M,"100,000+",Paid,$24.99,Everyone,Medical,"May 25, 2018",2018.5.47,5.0 and up
+5-Minute Clinical Consult,MEDICAL,4.1,84,6.1M,"10,000+",Free,0,Everyone,Medical,"December 11, 2017",2.7.36,4.1 and up
+Diabetes:M,MEDICAL,4.6,15545,Varies with device,"100,000+",Free,0,Everyone,Medical,"August 1, 2018",6.1.3,Varies with device
+"Pzizz - Sleep, Nap, Focus",MEDICAL,4.3,5521,22M,"100,000+",Free,0,Everyone,Medical,"July 1, 2018",4.9.6,4.1 and up
+HESI A2 Pocket Prep,MEDICAL,4.3,2108,28M,"50,000+",Free,0,Everyone,Medical,"May 2, 2018",4.5.1,4.4 and up
+Johns Hopkins Guides ABX...,MEDICAL,4.7,73,6.3M,"10,000+",Free,0,Everyone,Medical,"December 8, 2017",2.7.36,4.1 and up
+ASCCP Mobile,MEDICAL,4.5,63,25M,"10,000+",Paid,$9.99,Everyone,Medical,"October 3, 2016",2.1.1,2.2 and up
+FP Notebook,MEDICAL,4.5,408,60M,"50,000+",Free,0,Everyone,Medical,"March 24, 2018",2.1.0.372,4.4 and up
+Paramedic Protocol Provider,MEDICAL,4.5,171,20M,"10,000+",Paid,$10.00,Everyone 10+,Medical,"September 21, 2017",1.8.3,4.1 and up
+5 Minute Clinical Consult 2019 - #1 for 25 years,MEDICAL,4.2,33,8.0M,"10,000+",Free,0,Everyone,Medical,"May 2, 2018",2.6.2,4.2 and up
+Open Sesame - Touch Free Control,MEDICAL,4.4,197,20M,"10,000+",Free,0,Everyone,Medical,"August 2, 2018",3.5.7,7.0 and up
+Davis's Drug Guide,MEDICAL,3.9,272,6.4M,"50,000+",Free,0,Everyone,Medical,"December 11, 2017",2.7.36,4.1 and up
+Deep Sleep and Relax Hypnosis,MEDICAL,4.2,4852,34M,"100,000+",Free,0,Everyone,Medical,"October 22, 2013",1.3,2.2 and up
+2017 EMRA Antibiotic Guide,MEDICAL,4.4,12,3.8M,"1,000+",Paid,$16.99,Everyone,Medical,"January 27, 2017",1.0.5,4.0.3 and up
+Essential Anatomy 3,MEDICAL,4.1,1533,42M,"50,000+",Paid,$11.99,Mature 17+,Medical,"August 7, 2014",1.1.3,4.0.3 and up
+EMT PASS,MEDICAL,3.4,51,2.4M,"1,000+",Paid,$29.99,Everyone,Medical,"October 22, 2014",2.0.2,4.0 and up
+Christella VoiceUp,MEDICAL,4.1,38,70M,"5,000+",Free,0,Everyone,Medical,"July 12, 2018",2.1.4,4.1 and up
+Block Buddy,MEDICAL,4.0,15,5.0M,"1,000+",Paid,$14.99,Everyone,Medical,"August 1, 2018",7.6.14,4.0 and up
+Language Therapy: Aphasia,MEDICAL,NaN,10,28M,"1,000+",Paid,$74.99,Everyone,Medical,"June 25, 2018",3.1.1,4.0.3 and up
+Complete Anatomy for Android,MEDICAL,4.1,90,21M,"1,000+",Free,0,Everyone,Medical,"July 11, 2018",1.0.0,7.0 and up
+GlassesOff,MEDICAL,3.5,1288,38M,"100,000+",Free,0,Everyone,Medical,"July 10, 2018",1.0.0.10,3.0 and up
+Free Hypnosis,MEDICAL,4.2,4303,Varies with device,"100,000+",Free,0,Everyone,Medical,"September 6, 2016",Varies with device,Varies with device
+e-Anatomy,MEDICAL,4.0,1545,74M,"100,000+",Free,0,Everyone,Medical,"July 30, 2018",4.8.2,4.0.3 and up
+EMT Review Plus,MEDICAL,4.5,199,1.8M,"10,000+",Paid,$11.99,Everyone,Medical,"June 27, 2018",3.0.5,4.4W and up
+Registered Dietitian Pocket Prep,MEDICAL,4.3,283,12M,"5,000+",Free,0,Everyone,Medical,"July 12, 2018",4.5.3,4.4 and up
+Paramedic Pocket Prep,MEDICAL,4.3,460,13M,"10,000+",Free,0,Everyone,Medical,"July 12, 2018",4.5.2,4.4 and up
+Journal Club: Medicine,MEDICAL,4.8,216,Varies with device,"10,000+",Paid,$6.99,Everyone,Medical,"June 17, 2017",Varies with device,Varies with device
+Pedi STAT,MEDICAL,4.6,129,2.9M,"10,000+",Paid,$5.49,Everyone,Medical,"April 6, 2018",3.0.1.0,4.1 and up
+AnatomyMapp,MEDICAL,4.1,80,48M,"5,000+",Paid,$14.99,Everyone,Medical,"November 5, 2013",1.0,3.0 and up
+Diabetes & Diet Tracker,MEDICAL,4.6,395,19M,"1,000+",Paid,$9.99,Everyone,Medical,"July 16, 2018",6.5.1,5.0 and up
+A Manual of Acupuncture,MEDICAL,3.5,214,68M,"1,000+",Paid,$33.99,Everyone,Medical,"October 2, 2017",2.1.35,4.0 and up
+5 Minute Veterinary Consult: Canine & Feline,MEDICAL,2.3,17,6.8M,"1,000+",Free,0,Everyone,Medical,"March 29, 2018",2.6,4.2 and up
+Wide address pocket prep,MEDICAL,4.5,513,12M,"5,000+",Free,0,Everyone,Medical,"July 11, 2018",4.5.2,4.4 and up
+Nursing Central,MEDICAL,4.3,168,5.8M,"10,000+",Free,0,Everyone,Medical,"January 29, 2018",2.7.38,4.1 and up
+PTA Content Master,MEDICAL,4.2,64,41M,"1,000+",Paid,$29.99,Everyone,Medical,"December 22, 2015",2.1,2.2 and up
+"Muscle Premium - Human Anatomy, Kinesiology, Bones",MEDICAL,4.2,168,25M,"10,000+",Paid,$24.99,Everyone,Medical,"August 11, 2017",7.1.17,4.4 and up
+Tinnitus Alleviator,MEDICAL,3.1,82,42M,"5,000+",Free,0,Everyone,Medical,"December 23, 2017",1.6.17,4.1 and up
+"Cardiac diagnosis (heart rate, arrhythmia)",MEDICAL,4.4,8,6.5M,100+,Paid,$12.99,Everyone,Medical,"July 25, 2018",7,3.0 and up
+PMHNP-BC Pocket Prep,MEDICAL,4.4,112,13M,"1,000+",Free,0,Everyone,Medical,"July 12, 2018",4.5.2,4.4 and up
+Dialysis of Drugs,MEDICAL,2.9,92,1.5M,"10,000+",Free,0,Everyone,Medical,"June 15, 2018",3.1-2018 – (13),4.0 and up
+abeoCoder,MEDICAL,3.1,83,3.2M,"10,000+",Free,0,Everyone,Medical,"July 30, 2018",6.6,4.1 and up
+Saunders Comprehensive Review NCLEX-PN Examination,MEDICAL,3.7,3,7.7M,"5,000+",Free,0,Everyone,Medical,"July 16, 2018",2.7.6,5.0 and up
+LTC AS Legal,MEDICAL,4.0,6,1.3M,100+,Paid,$39.99,Everyone,Medical,"April 4, 2018",3.0.1,4.1 and up
+Lippincott Nursing Advisor,MEDICAL,3.8,343,26M,"50,000+",Free,0,Everyone,Medical,"May 1, 2018",3.3.1,4.1 and up
+Medical ID - In Case of Emergency (ICE),MEDICAL,4.6,717,5.4M,"5,000+",Paid,$5.99,Everyone,Medical,"May 31, 2018",6.5.0,5.0 and up
+Official NBSTSA CSFA Exam Prep,MEDICAL,4.4,137,11M,"1,000+",Free,0,Everyone,Medical,"May 17, 2018",4.5.1,4.4 and up
+IBM Micromedex Drug Info,MEDICAL,3.8,206,9.5M,"10,000+",Paid,$2.99,Everyone,Medical,"April 25, 2018",1.17.0,4.0 and up
+Advanced Comprehension Therapy,MEDICAL,NaN,3,62M,100+,Paid,$24.99,Everyone,Medical,"October 5, 2017",1.2,4.0.3 and up
+Hospitalist Handbook,MEDICAL,4.8,12,18M,"1,000+",Paid,$19.99,Everyone,Medical,"June 5, 2017",6.0.4,4.1 and up
+Dosecast - Medication Reminder,MEDICAL,4.3,4107,Varies with device,"100,000+",Free,0,Everyone,Medical,"April 17, 2018",Varies with device,Varies with device
+Visualmed,MEDICAL,NaN,0,3.1M,1+,Paid,$2.99,Everyone,Medical,"August 1, 2018",1.0,4.1 and up
+ABG Master,MEDICAL,NaN,2,1.8M,50+,Paid,$0.99,Everyone,Medical,"August 4, 2018",1.1,4.1 and up
+OrthoFlow,MEDICAL,NaN,0,66M,10+,Paid,$5.99,Everyone,Medical,"July 15, 2018",1.0.0,4.2 and up
+Be the Expert in Phlebotomy - Professional Nursing,MEDICAL,NaN,0,5.0M,1+,Paid,$0.99,Everyone,Medical,"July 24, 2018",1.0,4.0.3 and up
+JH Blood Pressure Monitor,MEDICAL,3.7,9,2.9M,500+,Free,0,Everyone,Medical,"July 21, 2018",1.1,4.0.3 and up
+Sway Medical,MEDICAL,5.0,3,22M,100+,Free,0,Everyone,Medical,"July 25, 2018",3.0.0,5.0 and up
+Exposure Ed,MEDICAL,3.0,2,16M,500+,Free,0,Everyone,Medical,"July 17, 2018",1.2.9,4.4 and up
+Nucleus Smart,MEDICAL,3.7,20,19M,"1,000+",Free,0,Everyone,Medical,"June 27, 2018",1.830.0.564-(e405bb2),5.0 and up
+Penn State Health OnDemand,MEDICAL,NaN,0,40M,50+,Free,0,Everyone,Medical,"July 24, 2018",10.4.1.018_06,4.0.3 and up
+Breastfeeding Tracker Baby Log,MEDICAL,NaN,6,23M,100+,Free,0,Everyone,Medical,"July 20, 2018",1.3.5,5.0 and up
+Lego Ninjago Wallpaper,MEDICAL,NaN,2,15M,100+,Free,0,Everyone,Medical,"August 2, 2018",1.2,3.0 and up
+RT 516 VET,MEDICAL,NaN,0,29M,10+,Free,0,Everyone,Medical,"July 13, 2018",300000.1.11,4.0.3 and up
+EXOGEN Connects (US),MEDICAL,NaN,0,16M,10+,Free,0,Everyone,Medical,"August 1, 2018",1.0.1,4.1 and up
+Full Code - Emergency Medicine Simulation,MEDICAL,NaN,0,65M,100+,Free,0,Everyone,Medical,"July 23, 2018",2.0,5.0 and up
+Maricopa AH,MEDICAL,NaN,0,29M,100+,Free,0,Everyone,Medical,"July 16, 2018",300000.1.11,4.0.3 and up
+Dare EMS Protocols,MEDICAL,NaN,0,20M,10+,Free,0,Everyone 10+,Medical,"July 26, 2018",1.8.3,4.1 and up
+Pediatric Emergency Guide,MEDICAL,NaN,0,3.8M,100+,Free,0,Everyone,Medical,"July 9, 2018",3.1.1,4.4 and up
+Weill Cornell Medicine,MEDICAL,NaN,0,19M,50+,Free,0,Everyone,Medical,"July 16, 2018",1.0.10,5.0 and up
+Doctors Care,MEDICAL,NaN,0,25M,10+,Free,0,Everyone,Medical,"July 24, 2018",2.0.0 (35717),4.4 and up
+PCOS Guide - Fight PCOS naturally,MEDICAL,NaN,0,5.1M,100+,Free,0,Everyone,Medical,"August 4, 2018",1.0,5.0 and up
+EVA - Menstrual calendar and fertility,MEDICAL,NaN,25,16M,"1,000+",Free,0,Everyone,Medical,"August 2, 2018",1.1,4.1 and up
+Hello Face,MEDICAL,NaN,0,1.5M,10+,Free,0,Everyone,Medical,"July 31, 2018",1.0,4.4 and up
+Cochrane Library,MEDICAL,3.7,3,10.0M,100+,Free,0,Everyone,Medical,"July 17, 2018",1.5.0,4.1 and up
+Labs on Demand,MEDICAL,5.0,1,22M,10+,Free,0,Everyone,Medical,"August 3, 2018",1.2,4.2 and up
+Diabetes Testing,MEDICAL,NaN,1,3.6M,500+,Free,0,Mature 17+,Medical,"July 26, 2018",1.0,4.0.3 and up
+GGDE: Prevent & Beat Depression Symptoms,MEDICAL,NaN,2,20M,50+,Free,0,Everyone,Medical,"July 24, 2018",2.01.12,4.0 and up
+Dermatology Atlas (Colored & Illustrative),MEDICAL,5.0,3,20M,100+,Free,0,Everyone,Medical,"July 19, 2018",1.0,4.1 and up
+Jaylex,MEDICAL,NaN,0,13M,10+,Free,0,Everyone,Medical,"July 30, 2018",1.2.3-DEBUG,4.2 and up
+Tablet Reminder,MEDICAL,5.0,4,2.5M,5+,Free,0,Everyone,Medical,"August 3, 2018",1.0,4.1 and up
+Clinical Pharmacology,MEDICAL,NaN,0,3.6M,10+,Free,0,Everyone,Medical,"August 1, 2018",1.0,4.1 and up
+Galaxies of Hope,MEDICAL,5.0,2,24M,50+,Free,0,Everyone,Medical,"July 27, 2018",1.0,4.1 and up
+Smartshading AI,MEDICAL,NaN,0,10M,10+,Free,0,Everyone,Medical,"June 21, 2018",1.0,4.1 and up
+KBA-EZ Health Guide,MEDICAL,5.0,4,25M,1+,Free,0,Everyone,Medical,"August 2, 2018",1.0.72,4.0.3 and up
+FoothillsVet,MEDICAL,5.0,2,29M,50+,Free,0,Everyone,Medical,"July 11, 2018",300000.1.11,4.0.3 and up
+Eversense,MEDICAL,NaN,3,17M,100+,Free,0,Everyone,Medical,"July 18, 2018",2.0.101,4.4 and up
+PrimeDelivery,MEDICAL,5.0,3,53M,10+,Free,0,Everyone,Medical,"July 13, 2018",0.1,4.1 and up
+You're an Anime,MEDICAL,5.0,2,83M,10+,Free,0,Everyone,Medical,"July 12, 2018",1.0,5.0 and up
+Anatomy & Physiology Vocabulary Exam Review App,MEDICAL,5.0,1,4.6M,5+,Free,0,Everyone,Medical,"August 2, 2018",2.0,4.0 and up
+Drug Calculator,MEDICAL,NaN,0,4.6M,10+,Free,0,Everyone,Medical,"July 27, 2018",1.0,4.4 and up
+HACH Cares,MEDICAL,NaN,0,28M,10+,Free,0,Everyone,Medical,"July 25, 2018",300000.1.11,4.0.3 and up
+WAH 247,MEDICAL,NaN,0,29M,1+,Free,0,Everyone,Medical,"July 20, 2018",300000.1.11,4.0.3 and up
+CT Scan Cross Sectional Anatomy,MEDICAL,4.3,10,46M,100+,Free,0,Everyone,Medical,"July 19, 2018",5.0.16,4.1 and up
+VetCode,MEDICAL,4.9,28,5.7M,"5,000+",Free,0,Everyone,Medical,"July 7, 2018",1.0,4.4 and up
+ear super hearing,MEDICAL,NaN,0,1.4M,5+,Free,0,Everyone,Medical,"July 31, 2018",1.0 Super Ear Hearing,4.0 and up
+Traditional Chinese Medicine Fangfang Liangfang Daquan - Practical and ancient Chinese medicine and old prescriptions for the treatment of various incurable diseases,MEDICAL,NaN,1,12M,10+,Free,0,Everyone,Medical,"July 21, 2018",1.0.0,4.0 and up
+COPD GOLD 2017,MEDICAL,NaN,5,2.2M,10+,Free,0,Everyone,Medical,"July 13, 2018",1.0,4.0 and up
+Summit Medical Video Visits,MEDICAL,NaN,0,27M,10+,Free,0,Everyone,Medical,"July 12, 2018",1.1.1,4.1 and up
+ExtendedCare Virtual Care Room,MEDICAL,NaN,0,18M,5+,Free,0,Everyone,Medical,"July 30, 2018",1.0,5.1 and up
+Lord Fairfax EMS Council,MEDICAL,NaN,0,30M,50+,Free,0,Everyone,Medical,"July 17, 2018",1,4.0.3 and up
+MyWoundDoctor - Provider,MEDICAL,NaN,0,3.5M,1+,Free,0,Everyone,Medical,"July 27, 2018",1.2.1,5.0 and up
+NCLEX Multi-topic Nursing Exam Review-Quiz & notes,MEDICAL,5.0,1,4.2M,10+,Free,0,Everyone,Medical,"July 24, 2018",1.0,4.0.3 and up
+Warfarin Dose Calculator,MEDICAL,NaN,0,6.9M,50+,Free,0,Everyone,Medical,"July 15, 2018",3.0.0,4.1 and up
+Renesas PMA,MEDICAL,NaN,0,6.6M,5+,Free,0,Everyone,Medical,"July 18, 2018",1.2.9,4.4 and up
+Pediatric Nursing,MEDICAL,4.9,14,7.0M,100+,Free,0,Everyone,Medical,"July 13, 2018",PN.1.0,4.0.3 and up
+Interpret Chest X-Ray With 100 Cases,MEDICAL,4.6,5,11M,100+,Free,0,Everyone,Medical,"August 3, 2018",1.0,4.1 and up
+Basics of Orthopaedics,MEDICAL,5.0,1,5.6M,10+,Free,0,Everyone,Medical,"July 27, 2018",1.0,4.1 and up
+4 Paws PH,MEDICAL,NaN,1,29M,5+,Free,0,Everyone,Medical,"July 25, 2018",300000.1.11,4.0.3 and up
+high cholesterol levels,MEDICAL,NaN,0,3.3M,100+,Free,0,Everyone,Medical,"July 23, 2018",1.0,4.1 and up
+Thyroid Nodules,MEDICAL,NaN,0,20M,10+,Free,0,Everyone,Medical,"July 14, 2018",1.0,4.3 and up
+Training course: Learn Nursing,MEDICAL,NaN,0,7.0M,100+,Free,0,Everyone,Medical,"July 8, 2018",1.0.0,4.1 and up
+Familyfirst Messenger,MEDICAL,4.0,1,3.3M,10+,Free,0,Everyone,Medical,"July 12, 2018",0.1.2,4.4 and up
+14thStreetVet,MEDICAL,NaN,0,29M,5+,Free,0,Everyone,Medical,"July 16, 2018",300000.1.11,4.0.3 and up
+Clinic Doctor EHr,MEDICAL,5.0,2,7.1M,5+,Free,0,Everyone,Medical,"August 3, 2018",1.0.51.0.3,8.0 and up
+OMD Protocols,MEDICAL,NaN,0,Varies with device,10+,Free,0,Everyone,Medical,"July 27, 2018",1.0,Varies with device
+Teladoc Member,MEDICAL,4.0,2094,23M,"500,000+",Free,0,Everyone,Medical,"July 26, 2018",3.19,4.3 and up
+Anthem BC Anywhere,MEDICAL,2.6,496,24M,"100,000+",Free,0,Everyone,Medical,"July 27, 2018",8.0.226,4.4 and up
+Ada - Your Health Guide,MEDICAL,4.7,87418,14M,"1,000,000+",Free,0,Everyone,Medical,"July 16, 2018",2.25.0,4.4 and up
+Ovia Fertility Tracker & Ovulation Calculator,MEDICAL,4.8,53747,13M,"1,000,000+",Free,0,Everyone,Medical,"July 27, 2018",Varies with device,4.3 and up
+My Cancer Coach,MEDICAL,4.3,44,34M,"10,000+",Free,0,Everyone,Medical,"April 12, 2018",3.4.0.10,4.0.3 and up
+IHSS Help,MEDICAL,4.7,10,4.3M,"1,000+",Free,0,Everyone,Medical,"June 5, 2018",1.0,5.0 and up
+mobileRx Pharmacy,MEDICAL,2.5,124,43M,"10,000+",Free,0,Everyone,Medical,"January 13, 2017",3.0.2,3.0 and up
+Youper - AI Therapy,MEDICAL,4.6,2014,69M,"50,000+",Free,0,Everyone,Medical,"August 3, 2018",6.02.000,6.0 and up
+MoodSpace,MEDICAL,4.5,503,22M,"50,000+",Free,0,Everyone,Medical,"June 10, 2018",3.2.4,5.0 and up
+Super Hearing Super Ear Amplifier,MEDICAL,4.1,21,20M,"1,000+",Free,0,Everyone,Medical,"June 11, 2018",1.1,4.1 and up
+BURST Professionals,MEDICAL,4.5,11,25M,"1,000+",Free,0,Everyone,Medical,"January 17, 2018",1.0.7,4.2 and up
+LactMed,MEDICAL,4.3,573,2.0M,"100,000+",Free,0,Everyone,Medical,"June 1, 2017",3.1,3.0 and up
+Penn State Health OnDemand,MEDICAL,NaN,0,40M,50+,Free,0,Everyone,Medical,"July 24, 2018",10.4.1.018_06,4.0.3 and up
+ScriptSave WellRx Rx Discounts,MEDICAL,3.8,700,37M,"100,000+",Free,0,Everyone,Medical,"June 21, 2018",3.3.0,4.4 and up
+Blue CareOnDemand,MEDICAL,4.4,163,40M,"10,000+",Free,0,Everyone,Medical,"June 29, 2018",10.4.1.015_05,4.0.3 and up
+HHS,MEDICAL,NaN,0,4.3M,500+,Free,0,Everyone,Medical,"May 30, 2017",Initial,4.0 and up
+Free Blood Pressure,MEDICAL,NaN,7,5.7M,"5,000+",Free,0,Everyone,Medical,"October 13, 2016",3.0.0,4.0.3 and up
+Every disease has a drug without internet,MEDICAL,NaN,44,4.0M,"10,000+",Free,0,Everyone,Medical,"April 24, 2018",1.0,4.1 and up
+PulsePoint AED,MEDICAL,4.5,330,17M,"50,000+",Free,0,Everyone,Medical,"July 31, 2018",1.12,4.0.3 and up
+All Mental disorders,MEDICAL,4.5,453,11M,"100,000+",Free,0,Everyone,Medical,"July 7, 2017",1.1,4.0.3 and up
+Deaf Interpreter,MEDICAL,3.8,24,4.4M,"1,000+",Free,0,Everyone,Medical,"September 26, 2017",5.51,3.0 and up
+Nurse Grid,MEDICAL,4.5,1686,15M,"100,000+",Free,0,Everyone,Medical,"July 30, 2018",2.9,4.4 and up
+High Blood Pressure Symptoms,MEDICAL,4.0,531,2.3M,"100,000+",Free,0,Everyone,Medical,"January 18, 2015",1.0,3.0 and up
+MedStar eVisit,MEDICAL,4.5,20,40M,"5,000+",Free,0,Everyone,Medical,"April 10, 2018",10.4.1.000_00,4.0.3 and up
+Blood Pressure(BP) Diary,MEDICAL,3.7,3596,8.4M,"1,000,000+",Free,0,Everyone,Medical,"July 18, 2018",4.0.9,4.0.3 and up
+REDCap Mobile App,MEDICAL,4.3,56,11M,"10,000+",Free,0,Everyone,Medical,"July 31, 2018",3.0.8,4.3 and up
+JH Blood Pressure Monitor,MEDICAL,3.7,9,2.9M,500+,Free,0,Everyone,Medical,"July 21, 2018",1.1,4.0.3 and up
+Blood Pressure,MEDICAL,NaN,10,2.4M,"1,000+",Free,0,Everyone,Medical,"March 14, 2015",1.0,2.3 and up
+VITAS Hospice Referral App for Healthcare Pros,MEDICAL,4.4,27,15M,"5,000+",Free,0,Everyone,Medical,"July 20, 2018",2.5.0 b665,5.0 and up
+AAFP,MEDICAL,3.8,63,24M,"10,000+",Free,0,Everyone,Medical,"June 22, 2018",2.3.1,5.0 and up
+RT 516 VET,MEDICAL,NaN,0,29M,10+,Free,0,Everyone,Medical,"July 13, 2018",300000.1.11,4.0.3 and up
+Anthem Anywhere,MEDICAL,2.7,2657,24M,"500,000+",Free,0,Everyone,Medical,"July 27, 2018",8.0.226,4.4 and up
+Sway Medical,MEDICAL,5.0,3,22M,100+,Free,0,Everyone,Medical,"July 25, 2018",3.0.0,5.0 and up
+Airway Ex - Intubate. Anesthetize. Train.,MEDICAL,4.3,123,86M,"10,000+",Free,0,Everyone,Medical,"June 1, 2018",0.6.88,5.0 and up
+myvi by,MEDICAL,3.8,122,Varies with device,"10,000+",Free,0,Everyone,Medical,"August 3, 2018",Varies with device,Varies with device
+fred's Pharmacy,MEDICAL,3.0,315,22M,"100,000+",Free,0,Everyone,Medical,"October 10, 2017",1.0.02,4.0 and up
+420 BZ Budeze Delivery,MEDICAL,5.0,2,11M,100+,Free,0,Mature 17+,Medical,"June 6, 2018",1.0.1,4.1 and up
+Fever Meter,MEDICAL,3.6,26,975k,"5,000+",Free,0,Everyone,Medical,"May 10, 2015",1.1,2.2 and up
+Super Ear Super Hearing,MEDICAL,4.0,122,980k,"10,000+",Free,0,Everyone,Medical,"July 13, 2018",1.4,4.0 and up
+Blood Pressure Monitor,MEDICAL,4.3,17,6.0M,"10,000+",Free,0,Everyone,Medical,"February 25, 2017",1.0.1,4.4 and up
+BELONG Beating Cancer Together,MEDICAL,4.7,623,20M,"50,000+",Free,0,Teen,Medical,"July 29, 2018",4.0.5,4.3 and up
+BP Journal - Blood Pressure Diary,MEDICAL,5.0,6,26M,"1,000+",Free,0,Everyone,Medical,"May 25, 2018",1.0.32,4.4 and up
+TelaDoc,MEDICAL,4.7,6,13M,"1,000+",Free,0,Everyone,Medical,"March 31, 2018",1.3.0,5.0 and up
+Breastfeeding Tracker Baby Log,MEDICAL,NaN,6,23M,100+,Free,0,Everyone,Medical,"July 20, 2018",1.3.5,5.0 and up
+Blood Pressure - Stay Healthy,MEDICAL,4.6,7,2.7M,"1,000+",Free,0,Everyone,Medical,"April 16, 2018",43.0,4.0.3 and up
+ConnectLine,MEDICAL,3.1,253,4.2M,"50,000+",Free,0,Everyone,Medical,"September 12, 2016",1.3.4,2.3.3 and up
+Club,MEDICAL,4.4,3786,28M,"50,000+",Free,0,Everyone,Medical,"July 16, 2018",4.4.3,4.0.3 and up
+Zen Leaf,MEDICAL,5.0,1,6.1M,100+,Free,0,Mature 17+,Medical,"March 8, 2018",2.3.5,4.1 and up
+Homeopathic Medicine Finder,MEDICAL,3.6,10,15M,"1,000+",Free,0,Everyone,Medical,"November 20, 2017",0.0.1,4.0 and up
+Patient Portal,MEDICAL,2.8,66,1.2M,"50,000+",Free,0,Everyone,Medical,"October 25, 2016",1.0,4.0.3 and up
+Nemours CareConnect,MEDICAL,4.4,65,37M,"10,000+",Free,0,Everyone,Medical,"April 5, 2018",10.4.1.000_00,4.0.3 and up
+Banfield Pet Health Tracker,MEDICAL,4.2,1747,5.9M,"100,000+",Free,0,Everyone,Medical,"October 17, 2016",1.2.2,4.0 and up
+tökr,MEDICAL,4.6,17,14M,"1,000+",Free,0,Everyone,Medical,"July 11, 2018",1.9.0.0,4.1 and up
+Low Blood Pressure Symptoms,MEDICAL,4.2,28,2.3M,"10,000+",Free,0,Everyone,Medical,"January 20, 2015",1.0,3.0 and up
+PatientPORTAL by InteliChart,MEDICAL,NaN,1,32M,500+,Free,0,Everyone,Medical,"May 24, 2018",1.0.1,5.0 and up
+Hypertension High blood pressure,MEDICAL,3.8,292,2.7M,"100,000+",Free,0,Everyone,Medical,"April 16, 2018",43.0,4.0.3 and up
+Fever Care,MEDICAL,3.5,19,2.2M,"5,000+",Free,0,Everyone,Medical,"May 12, 2018",1.4.15-free,4.0.3 and up
+1800 Contacts - Lens Store,MEDICAL,4.7,23160,26M,"1,000,000+",Free,0,Everyone,Medical,"July 27, 2018",7.4.1,5.0 and up
+Facebook,SOCIAL,4.1,78158306,Varies with device,"1,000,000,000+",Free,0,Teen,Social,"August 3, 2018",Varies with device,Varies with device
+Instagram,SOCIAL,4.5,66577313,Varies with device,"1,000,000,000+",Free,0,Teen,Social,"July 31, 2018",Varies with device,Varies with device
+Facebook Lite,SOCIAL,4.3,8606259,Varies with device,"500,000,000+",Free,0,Teen,Social,"August 1, 2018",Varies with device,Varies with device
+"Messages, Text and Video Chat for Messenger",SOCIAL,4.4,49173,4.0M,"10,000,000+",Free,0,Everyone,Social,"June 4, 2018",1.24,4.1 and up
+Tumblr,SOCIAL,4.4,2955326,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 1, 2018",Varies with device,Varies with device
+All Social Networks,SOCIAL,4.2,22492,1.5M,"1,000,000+",Free,0,Everyone,Social,"May 21, 2018",2.4.12,4.0 and up
+Snapchat,SOCIAL,4.0,17014787,Varies with device,"500,000,000+",Free,0,Teen,Social,"July 30, 2018",Varies with device,Varies with device
+Social network all in one 2018,SOCIAL,4.3,1403,3.7M,"100,000+",Free,0,Everyone,Social,"January 30, 2018",1.0,4.0 and up
+Pinterest,SOCIAL,4.6,4305441,Varies with device,"100,000,000+",Free,0,Teen,Social,"August 3, 2018",Varies with device,Varies with device
+TextNow - free text + calls,SOCIAL,4.4,441189,Varies with device,"10,000,000+",Free,0,Everyone,Social,"August 3, 2018",Varies with device,Varies with device
+Google+,SOCIAL,4.2,4831125,Varies with device,"1,000,000,000+",Free,0,Teen,Social,"July 26, 2018",Varies with device,Varies with device
+The Messenger App,SOCIAL,4.4,4919,2.8M,"1,000,000+",Free,0,Everyone,Social,"August 3, 2018",0.1.1,4.1 and up
+Messenger Pro,SOCIAL,4.4,13762,3.9M,"1,000,000+",Free,0,Everyone,Social,"May 9, 2018",1.0.2,4.1 and up
+"Free Messages, Video, Chat,Text for Messenger Plus",SOCIAL,4.3,6086,3.1M,"1,000,000+",Free,0,Teen,Social,"June 14, 2018",1.0.9,4.3 and up
+Telegram X,SOCIAL,4.6,70616,Varies with device,"5,000,000+",Free,0,Teen,Social,"July 27, 2018",Varies with device,Varies with device
+The Video Messenger App,SOCIAL,4.4,1200,2.8M,"100,000+",Free,0,Everyone,Social,"August 2, 2018",0.1.1,4.1 and up
+Jodel - The Hyperlocal App,SOCIAL,4.5,76480,20M,"1,000,000+",Free,0,Mature 17+,Social,"August 6, 2018",4.95.4,5.0 and up
+Who Viewed My Facebook Profile - Stalkers Visitors,SOCIAL,4.6,271445,9.9M,"5,000,000+",Free,0,Everyone,Social,"June 24, 2018",4.1.1,4.0.3 and up
+"Hide Something - Photo, Video",SOCIAL,4.6,225103,5.3M,"5,000,000+",Free,0,Everyone,Social,"June 13, 2018",5.1.1,4.1 and up
+Love Sticker,SOCIAL,4.6,33177,10M,"1,000,000+",Free,0,Everyone,Social,"June 12, 2018",2.1.6,4.0 and up
+Web Browser & Fast Explorer,SOCIAL,4.4,54768,2.6M,"5,000,000+",Free,0,Everyone,Social,"May 16, 2018",3.6.1,4.0.3 and up
+"LiveMe - Video chat, new friends, and make money",SOCIAL,4.5,457197,Varies with device,"10,000,000+",Free,0,Teen,Social,"August 3, 2018",Varies with device,Varies with device
+VidStatus app - Status Videos & Status Downloader,SOCIAL,4.5,25562,31M,"5,000,000+",Free,0,Teen,Social,"August 2, 2018",2.6.10,4.1 and up
+Love Images,SOCIAL,4.3,16404,2.3M,"1,000,000+",Free,0,Everyone,Social,"June 24, 2018",1.6,2.3 and up
+Web Browser ( Fast & Secure Web Explorer),SOCIAL,4.4,2508,6.0M,"500,000+",Free,0,Everyone,Social,"November 20, 2017",2.0.1,4.0.3 and up
+SPARK - Live random video chat & meet new people,SOCIAL,4.6,79658,17M,"5,000,000+",Free,0,Mature 17+,Social,"August 6, 2018",2.1.3.2,4.3 and up
+Golden telegram,SOCIAL,4.3,374,20M,"50,000+",Free,0,Everyone,Social,"July 30, 2018",T4.6.5-tl2.0.1,4.1 and up
+Amino: Communities and Chats,SOCIAL,4.8,1259075,62M,"10,000,000+",Free,0,Teen,Social,"July 20, 2018",1.8.19179,4.0.3 and up
+Facebook Local,SOCIAL,4.2,4751,Varies with device,"1,000,000+",Free,0,Teen,Social,"June 30, 2018",13.0,4.1 and up
+Meet – Talk to Strangers Using Random Video Chat,SOCIAL,4.6,60562,15M,"5,000,000+",Free,0,Mature 17+,Social,"August 6, 2018",1.3.2,4.3 and up
+MobilePatrol Public Safety App,SOCIAL,4.0,22695,Varies with device,"1,000,000+",Free,0,Everyone 10+,Social,"June 21, 2018",Varies with device,Varies with device
+"💘 WhatsLov: Smileys of love, stickers and GIF",SOCIAL,4.6,22098,18M,"1,000,000+",Free,0,Everyone,Social,"July 24, 2018",4.2.4,4.0.3 and up
+Phone Tracker : Family Locator,SOCIAL,4.3,231325,5.4M,"10,000,000+",Free,0,Everyone,Social,"August 2, 2018",4.81,4.0 and up
+HTC Social Plugin - Facebook,SOCIAL,3.6,13223,2.8M,"10,000,000+",Free,0,Mature 17+,Social,"June 8, 2016",8.00.752746,4.4 and up
+Periscope - Live Video,SOCIAL,4.0,479908,15M,"10,000,000+",Free,0,Mature 17+,Social,"July 9, 2018",1.23.3.0,4.4 and up
+Quora,SOCIAL,4.5,313633,Varies with device,"10,000,000+",Free,0,Teen,Social,"July 25, 2018",Varies with device,Varies with device
+Kate Mobile for VK,SOCIAL,4.4,540930,5.3M,"10,000,000+",Free,0,Teen,Social,"July 23, 2018",50.2 lite,2.2 and up
+Family GPS tracker KidControl + GPS by SMS Locator,SOCIAL,4.5,57146,Varies with device,"1,000,000+",Free,0,Everyone,Social,"July 27, 2018",Varies with device,4.0.3 and up
+LinkedIn,SOCIAL,4.2,1225339,Varies with device,"100,000,000+",Free,0,Everyone,Social,"August 2, 2018",4.1.202,5.0 and up
+Moment,SOCIAL,4.5,19583,37M,"1,000,000+",Free,0,Teen,Social,"August 1, 2018",5.2.1,4.4 and up
+"Text Me: Text Free, Call Free, Second Phone Number",SOCIAL,4.3,344921,Varies with device,"10,000,000+",Free,0,Everyone,Social,"June 7, 2018",Varies with device,Varies with device
+Meetup,SOCIAL,4.2,79129,23M,"5,000,000+",Free,0,Teen,Social,"August 2, 2018",3.10.26,4.4 and up
+Text Free: WiFi Calling App,SOCIAL,4.2,83488,Varies with device,"5,000,000+",Free,0,Everyone,Social,"July 24, 2018",Varies with device,Varies with device
+TextNow - free text + calls,SOCIAL,4.4,441189,Varies with device,"10,000,000+",Free,0,Everyone,Social,"August 3, 2018",Varies with device,Varies with device
+Badoo - Free Chat & Dating App,SOCIAL,4.3,3781770,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 2, 2018",Varies with device,Varies with device
+Text free - Free Text + Call,SOCIAL,4.3,315441,Varies with device,"10,000,000+",Free,0,Everyone,Social,"July 26, 2018",Varies with device,Varies with device
+textPlus: Free Text & Calls,SOCIAL,4.1,382120,28M,"10,000,000+",Free,0,Everyone,Social,"July 26, 2018",7.3.1,4.1 and up
+"Free phone calls, free texting SMS on free number",SOCIAL,4.5,412725,35M,"10,000,000+",Free,0,Everyone,Social,"July 31, 2018",3.8.1,4.1 and up
+Tango - Live Video Broadcast,SOCIAL,4.3,3806669,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 1, 2018",Varies with device,Varies with device
+MeetMe: Chat & Meet New People,SOCIAL,4.2,1259849,76M,"50,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",Varies with device,4.1 and up
+"Tagged - Meet, Chat & Dating",SOCIAL,4.1,486824,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"June 21, 2018",Varies with device,Varies with device
+"ooVoo Video Calls, Messaging & Stories",SOCIAL,4.3,1157004,34M,"50,000,000+",Free,0,Everyone,Social,"October 16, 2017",4.2.1,4.3 and up
+"SayHi Chat, Meet New People",SOCIAL,4.2,423105,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"July 9, 2018",Varies with device,Varies with device
+Whisper,SOCIAL,4.1,205803,Varies with device,"5,000,000+",Free,0,Teen,Social,"July 18, 2018",Varies with device,Varies with device
+"Tapatalk - 100,000+ Forums",SOCIAL,4.1,285816,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"June 19, 2018",Varies with device,Varies with device
+Tumblr,SOCIAL,4.4,2955325,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 1, 2018",Varies with device,Varies with device
+Blogger,SOCIAL,3.7,138026,2.7M,"5,000,000+",Free,0,Mature 17+,Social,"February 29, 2016",2.1.3,2.1 and up
+Bloglovin',SOCIAL,3.9,8936,Varies with device,"500,000+",Free,0,Everyone,Social,"May 18, 2017",Varies with device,Varies with device
+Blogaway for Android (Blogger),SOCIAL,3.7,4253,4.1M,"100,000+",Free,0,Teen,Social,"May 31, 2018",7.0.7,4.0.3 and up
+Snapchat,SOCIAL,4.0,17014705,Varies with device,"500,000,000+",Free,0,Teen,Social,"July 30, 2018",Varies with device,Varies with device
+Instagram,SOCIAL,4.5,66577446,Varies with device,"1,000,000,000+",Free,0,Teen,Social,"July 31, 2018",Varies with device,Varies with device
+TwitCasting Live,SOCIAL,3.6,14835,Varies with device,"1,000,000+",Free,0,Teen,Social,"August 2, 2018",Varies with device,Varies with device
+Stream - Live Video Community,SOCIAL,4.1,6388,Varies with device,"500,000+",Free,0,Teen,Social,"December 5, 2017",Varies with device,Varies with device
+YouNow: Live Stream Video Chat,SOCIAL,4.1,309872,85M,"10,000,000+",Free,0,Teen,Social,"August 3, 2018",14.0.13,4.1 and up
+Periscope - Live Video,SOCIAL,4.0,479909,15M,"10,000,000+",Free,0,Mature 17+,Social,"July 9, 2018",1.23.3.0,4.4 and up
+Mirrativ: Live Stream Any App,SOCIAL,4.1,17955,89M,"500,000+",Free,0,Teen,Social,"August 2, 2018",7.23.4,4.1 and up
+Snapchat,SOCIAL,4.0,17015352,Varies with device,"500,000,000+",Free,0,Teen,Social,"July 30, 2018",Varies with device,Varies with device
+Instagram,SOCIAL,4.5,66577313,Varies with device,"1,000,000,000+",Free,0,Teen,Social,"July 31, 2018",Varies with device,Varies with device
+Pinterest,SOCIAL,4.6,4305441,Varies with device,"100,000,000+",Free,0,Teen,Social,"August 3, 2018",Varies with device,Varies with device
+Nextdoor - Local neighborhood news & classifieds,SOCIAL,4.3,51502,20M,"5,000,000+",Free,0,Teen,Social,"July 25, 2018",2.69,5.0 and up
+"SKOUT - Meet, Chat, Go Live",SOCIAL,4.3,1064049,Varies with device,"50,000,000+",Free,0,Mature 17+,Social,"July 28, 2018",Varies with device,Varies with device
+Banjo,SOCIAL,4.2,58341,9.3M,"1,000,000+",Free,0,Everyone,Social,"July 25, 2015",4.6.2.0,2.3 and up
+We Heart It,SOCIAL,4.5,637309,Varies with device,"10,000,000+",Free,0,Teen,Social,"July 18, 2018",Varies with device,Varies with device
+MeetMe: Chat & Meet New People,SOCIAL,4.2,1259894,76M,"50,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",Varies with device,4.1 and up
+"ooVoo Video Calls, Messaging & Stories",SOCIAL,4.3,1157003,34M,"50,000,000+",Free,0,Everyone,Social,"October 16, 2017",4.2.1,4.3 and up
+Timehop,SOCIAL,4.1,161610,16M,"5,000,000+",Free,0,Teen,Social,"August 5, 2018",4.5.3,4.1 and up
+Frontback - Social Photos,SOCIAL,3.8,19446,Varies with device,"1,000,000+",Free,0,Mature 17+,Social,"December 1, 2017",3.4.5,4.0.3 and up
+LinkedIn,SOCIAL,4.2,1225367,Varies with device,"100,000,000+",Free,0,Everyone,Social,"August 2, 2018",4.1.202,5.0 and up
+Path,SOCIAL,4.4,1520959,Varies with device,"10,000,000+",Free,0,Teen,Social,"May 9, 2018",Varies with device,Varies with device
+Tango - Live Video Broadcast,SOCIAL,4.3,3806669,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 1, 2018",Varies with device,Varies with device
+"SayHi Chat, Meet New People",SOCIAL,4.2,423138,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"July 9, 2018",Varies with device,Varies with device
+"Tapatalk - 100,000+ Forums",SOCIAL,4.1,285820,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"June 19, 2018",Varies with device,Varies with device
+Couple - Relationship App,SOCIAL,4.0,33249,8.4M,"1,000,000+",Free,0,Everyone,Social,"March 5, 2015",1.8.0,2.3 and up
+Badoo - Free Chat & Dating App,SOCIAL,4.3,3781770,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 2, 2018",Varies with device,Varies with device
+Nextdoor - Local neighborhood news & classifieds,SOCIAL,4.3,51504,20M,"5,000,000+",Free,0,Teen,Social,"July 25, 2018",2.69,5.0 and up
+POF Free Dating App,SOCIAL,4.2,1175794,Varies with device,"50,000,000+",Free,0,Mature 17+,Social,"July 31, 2018",Varies with device,Varies with device
+MeetMe: Chat & Meet New People,SOCIAL,4.2,1259894,76M,"50,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",Varies with device,4.1 and up
+LOVOO,SOCIAL,4.0,852455,68M,"10,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",27.0,4.2 and up
+"Jaumo Dating, Flirt & Live Video",SOCIAL,4.4,900064,13M,"10,000,000+",Free,0,Mature 17+,Social,"July 31, 2018",4.17.2,4.1 and up
+Patook - make platonic friends,SOCIAL,4.0,3677,50M,"100,000+",Free,0,Mature 17+,Social,"June 21, 2018",10.6.3,5.0 and up
+Meetup,SOCIAL,4.2,79129,23M,"5,000,000+",Free,0,Teen,Social,"August 2, 2018",3.10.26,4.4 and up
+Text Free: WiFi Calling App,SOCIAL,4.2,83488,Varies with device,"5,000,000+",Free,0,Everyone,Social,"July 24, 2018",Varies with device,Varies with device
+Zello PTT Walkie Talkie,SOCIAL,4.4,695613,Varies with device,"50,000,000+",Free,0,Everyone,Social,"August 2, 2018",Varies with device,Varies with device
+textPlus: Free Text & Calls,SOCIAL,4.1,382121,28M,"10,000,000+",Free,0,Everyone,Social,"July 26, 2018",7.3.1,4.1 and up
+magicApp Calling & Messaging,SOCIAL,4.1,207712,Varies with device,"10,000,000+",Free,0,Everyone,Social,"June 9, 2018",4.18.962.5,2.3 and up
+"Dating App, Flirt & Chat : W-Match",SOCIAL,4.3,175722,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"July 23, 2018",Varies with device,Varies with device
+uCiC- Videos and Photos on demand,SOCIAL,4.0,2052,7.0M,"100,000+",Free,0,Teen,Social,"September 27, 2017",2.16,4.4 and up
+Meetup,SOCIAL,4.2,79130,23M,"5,000,000+",Free,0,Teen,Social,"August 2, 2018",3.10.26,4.4 and up
+POF Free Dating App,SOCIAL,4.2,1175815,Varies with device,"50,000,000+",Free,0,Mature 17+,Social,"July 31, 2018",Varies with device,Varies with device
+MeetMe: Chat & Meet New People,SOCIAL,4.2,1259894,76M,"50,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",Varies with device,4.1 and up
+"Tagged - Meet, Chat & Dating",SOCIAL,4.1,486830,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"June 21, 2018",Varies with device,Varies with device
+LOVOO,SOCIAL,4.0,852455,68M,"10,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",27.0,4.2 and up
+"SKOUT - Meet, Chat, Go Live",SOCIAL,4.3,1064076,Varies with device,"50,000,000+",Free,0,Mature 17+,Social,"July 28, 2018",Varies with device,Varies with device
+Badoo - Free Chat & Dating App,SOCIAL,4.3,3781770,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 2, 2018",Varies with device,Varies with device
+"Jaumo Dating, Flirt & Live Video",SOCIAL,4.4,900064,13M,"10,000,000+",Free,0,Mature 17+,Social,"July 31, 2018",4.17.2,4.1 and up
+"Mico- Stranger Chat Random video Chat, Live, Meet",SOCIAL,4.4,624557,56M,"10,000,000+",Free,0,Mature 17+,Social,"July 27, 2018",5.4.7.1,4.3 and up
+"SayHi Chat, Meet New People",SOCIAL,4.2,423138,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"July 9, 2018",Varies with device,Varies with device
+"Waplog - Free Chat, Dating App, Meet Singles",SOCIAL,4.2,522018,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"August 2, 2018",Varies with device,Varies with device
+Couple - Relationship App,SOCIAL,4.0,33249,8.4M,"1,000,000+",Free,0,Everyone,Social,"March 5, 2015",1.8.0,2.3 and up
+Meetup,SOCIAL,4.2,79130,23M,"5,000,000+",Free,0,Teen,Social,"August 2, 2018",3.10.26,4.4 and up
+Amazon for Tablets,SHOPPING,4.0,141613,22M,"10,000,000+",Free,0,Teen,Shopping,"July 31, 2018",16.14.0.850,4.4 and up
+Wish - Shopping Made Fun,SHOPPING,4.5,6210998,15M,"100,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",4.20.5,4.1 and up
+OfferUp - Buy. Sell. Offer Up,SHOPPING,4.6,591312,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",Varies with device,Varies with device
+Shopee - No. 1 Online Shopping,SHOPPING,4.3,94294,30M,"10,000,000+",Free,0,Everyone,Shopping,"July 23, 2018",2.25.17,4.1 and up
+Shopee: No.1 Online Shopping,SHOPPING,4.2,608753,30M,"10,000,000+",Free,0,Everyone,Shopping,"July 23, 2018",2.25.17,4.1 and up
+Kroger,SHOPPING,4.3,38961,27M,"5,000,000+",Free,0,Everyone,Shopping,"August 2, 2018",14.2.1,5.0 and up
+"AliExpress - Smarter Shopping, Better Living",SHOPPING,4.6,5916606,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"August 6, 2018",Varies with device,Varies with device
+Walmart,SHOPPING,4.4,441473,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",Varies with device,Varies with device
+eBay: Buy & Sell this Summer - Discover Deals Now!,SHOPPING,4.4,2788923,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"July 30, 2018",Varies with device,Varies with device
+"letgo: Buy & Sell Used Stuff, Cars & Real Estate",SHOPPING,4.5,973270,20M,"50,000,000+",Free,0,Teen,Shopping,"August 6, 2018",2.4.9,4.1 and up
+Amazon Shopping,SHOPPING,4.3,909226,42M,"100,000,000+",Free,0,Teen,Shopping,"July 31, 2018",16.14.0.100,4.4 and up
+Lazada - Online Shopping & Deals,SHOPPING,4.2,1573054,Varies with device,"50,000,000+",Free,0,Everyone,Shopping,"August 2, 2018",Varies with device,4.2 and up
+OLX - Buy and Sell,SHOPPING,4.2,857923,18M,"50,000,000+",Free,0,Everyone,Shopping,"July 31, 2018",11.7.3.0,4.1 and up
+The wall,SHOPPING,4.4,35563,4.2M,"1,000,000+",Free,0,Everyone,Shopping,"July 23, 2018",10.2.1,4.1 and up
+Flipp - Weekly Shopping,SHOPPING,4.6,85858,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",Varies with device,Varies with device
+"Shrimp skin shopping: spend less, buy better",SHOPPING,4.2,106798,30M,"5,000,000+",Free,0,Everyone,Shopping,"July 23, 2018",2.25.17,4.1 and up
+Lotte Home Shopping LOTTE Homeshopping,SHOPPING,3.6,8820,33M,"5,000,000+",Free,0,Everyone,Shopping,"July 25, 2018",3.0.5,4.0.3 and up
+"Horn, free country requirements",SHOPPING,4.5,37186,7.9M,"1,000,000+",Free,0,Everyone,Shopping,"June 30, 2018",3.4.5,4.0 and up
+Jiji.ng,SHOPPING,4.4,25714,12M,"1,000,000+",Free,0,Everyone,Shopping,"July 24, 2018",3.8.2.2,4.0.3 and up
+GS SHOP,SHOPPING,3.8,44255,15M,"10,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",6.0.4,4.1 and up
+The birth,SHOPPING,4.7,1084945,Varies with device,"50,000,000+",Free,0,Teen,Shopping,"August 3, 2018",Varies with device,Varies with device
+CJmall,SHOPPING,3.6,18252,10M,"10,000,000+",Free,0,Everyone,Shopping,"August 6, 2018",6.3.8,4.1 and up
+Home & Shopping - Only in apps. 10% off + 10% off,SHOPPING,4.2,42750,9.9M,"10,000,000+",Free,0,Everyone,Shopping,"August 4, 2018",2.8.7,4.1 and up
+EHS Dongsen Shopping,SHOPPING,3.6,3656,9.0M,"1,000,000+",Free,0,Teen,Shopping,"August 3, 2018",4.16.2,4.1 and up
+bigbasket - online grocery,SHOPPING,4.3,216741,Varies with device,"5,000,000+",Free,0,Everyone,Shopping,"August 6, 2018",4.6.0,4.1 and up
+Bukalapak - Buy and Sell Online,SHOPPING,4.4,662287,21M,"10,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",4.26.7,4.1 and up
+Life market,SHOPPING,4.5,30834,13M,"1,000,000+",Free,0,Everyone,Shopping,"July 17, 2018",3.2.6,4.0.3 and up
+Jabong Online Shopping App,SHOPPING,4.1,367290,11M,"10,000,000+",Free,0,Everyone,Shopping,"July 20, 2018",4.9.3,4.0.3 and up
+Family Dollar,SHOPPING,4.3,2588,21M,"1,000,000+",Free,0,Everyone,Shopping,"July 23, 2018",2.4.0,4.1 and up
+Jumia online shopping,SHOPPING,4.3,162655,8.1M,"10,000,000+",Free,0,Teen,Shopping,"July 10, 2018",4.7.1,4.4 and up
+Mercado Libre: Find your favorite brands,SHOPPING,4.7,3860225,Varies with device,"50,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",Varies with device,Varies with device
+"Carousell: Snap-Sell, Chat-Buy",SHOPPING,4.3,125783,Varies with device,"10,000,000+",Free,0,Teen,Shopping,"August 6, 2018",Varies with device,Varies with device
+Blibli.com Online Shopping,SHOPPING,4.2,171584,12M,"10,000,000+",Free,0,Everyone,Shopping,"July 26, 2018",4.9.5,4.2 and up
+"Club Factory Everything, Unbeaten Price",SHOPPING,4.2,244141,7.3M,"10,000,000+",Free,0,Everyone,Shopping,"August 6, 2018",4.4.5,4.3 and up
+"Real Estate, Car, Shopping and Others",SHOPPING,4.3,568273,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"August 4, 2018",Varies with device,Varies with device
+ZALORA Fashion Shopping,SHOPPING,4.2,142512,15M,"10,000,000+",Free,0,Everyone,Shopping,"July 25, 2018",6.2.0,4.1 and up
+Magazine Luiza Online Shopping,SHOPPING,4.3,109124,22M,"10,000,000+",Free,0,Everyone,Shopping,"August 2, 2018",3.11.1,4.1 and up
+ROMWE - Women's Fashion,SHOPPING,4.6,135043,11M,"10,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",4.0.2,4.2 and up
+Buscapé - Offers and discounts,SHOPPING,4.4,108592,8.3M,"10,000,000+",Free,0,Everyone,Shopping,"July 24, 2018",4.7.5,4.1 and up
+Myntra Online Shopping App,SHOPPING,4.3,1315242,Varies with device,"50,000,000+",Free,0,Everyone,Shopping,"July 21, 2018",3.27.1,4.1 and up
+11st,SHOPPING,3.8,48732,20M,"10,000,000+",Free,0,Everyone,Shopping,"July 31, 2018",7.8.1,4.0 and up
+Coupang,SHOPPING,4.6,308234,38M,"10,000,000+",Free,0,Everyone,Shopping,"August 2, 2018",5.3.0,4.0.3 and up
+Wemep - Special price representative (special / shopping / shopping app / coupon / shipping),SHOPPING,4.5,178497,9.1M,"10,000,000+",Free,0,Everyone,Shopping,"August 2, 2018",4.33.0,4.0.3 and up
+Target - now with Cartwheel,SHOPPING,4.1,68406,24M,"10,000,000+",Free,0,Everyone,Shopping,"July 25, 2018",6.25.0+1906001476,5.0 and up
+Flipkart Online Shopping App,SHOPPING,4.4,6012719,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"August 6, 2018",Varies with device,Varies with device
+Sam's Club: Wholesale Shopping & Instant Savings,SHOPPING,4.3,45362,Varies with device,"5,000,000+",Free,0,Everyone,Shopping,"July 20, 2018",Varies with device,Varies with device
+Chilindo,SHOPPING,3.8,18364,29M,"1,000,000+",Free,0,Everyone,Shopping,"August 4, 2018",29.14,4.2 and up
+Rossmann PL,SHOPPING,4.0,15867,Varies with device,"5,000,000+",Free,0,Everyone,Shopping,"August 6, 2018",Varies with device,4.0.3 and up
+"Jingdong - pick good things, go to Jingdong",SHOPPING,3.3,9189,98M,"1,000,000+",Free,0,Teen,Shopping,"August 1, 2018",7.0.14,4.0 and up
+CheckPoints 🏆 Rewards App,SHOPPING,4.1,23187,25M,"1,000,000+",Free,0,Everyone,Shopping,"June 21, 2018",4.89,4.3 and up
+Extreme Coupon Finder,SHOPPING,4.1,11798,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"May 10, 2018",Varies with device,Varies with device
+SnipSnap Coupon App,SHOPPING,4.2,9975,18M,"1,000,000+",Free,0,Everyone,Shopping,"January 22, 2018",1.4,4.3 and up
+Checkout 51: Grocery coupons,SHOPPING,4.1,52896,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"June 18, 2018",Varies with device,Varies with device
+Coupon Sherpa,SHOPPING,4.4,7793,6.1M,"500,000+",Free,0,Everyone,Shopping,"February 6, 2018",3.0.3,4.0.3 and up
+Gyft - Mobile Gift Card Wallet,SHOPPING,4.1,9701,14M,"500,000+",Free,0,Everyone,Shopping,"July 25, 2018",2.4.0,4.4 and up
+SavingStar - Grocery Coupons,SHOPPING,4.2,31519,21M,"1,000,000+",Free,0,Everyone,Shopping,"June 12, 2018",4.9.1,4.0 and up
+The Coupons App,SHOPPING,4.5,181990,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"April 27, 2018",Varies with device,Varies with device
+"Shopkick: Free Gift Cards, Shop Rewards & Deals",SHOPPING,4.3,213735,43M,"10,000,000+",Free,0,Everyone,Shopping,"July 24, 2018",5.3.73,4.4 and up
+Wish - Shopping Made Fun,SHOPPING,4.5,6211039,15M,"100,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",4.20.5,4.1 and up
+Key Ring: Cards Coupon & Sales,SHOPPING,4.1,42871,23M,"1,000,000+",Free,0,Everyone,Shopping,"July 27, 2018",8.9.1,4.1 and up
+"Ibotta: Cash Back Savings, Rewards & Coupons App",SHOPPING,4.5,315908,52M,"10,000,000+",Free,0,Everyone,Shopping,"August 1, 2018",5.21.1,4.1 and up
+"RetailMeNot - Coupons, Deals & Discount Shopping",SHOPPING,4.4,210208,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"August 1, 2018",Varies with device,Varies with device
+"Groupon - Shop Deals, Discounts & Coupons",SHOPPING,4.6,1370749,Varies with device,"50,000,000+",Free,0,Teen,Shopping,"August 3, 2018",Varies with device,Varies with device
+"Kohl's: Scan, Shop, Pay & Save",SHOPPING,4.5,79261,57M,"5,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",7.36,4.4 and up
+Stocard - Rewards Cards Wallet,SHOPPING,4.6,284725,20M,"10,000,000+",Free,0,Everyone,Shopping,"July 31, 2018",7.2.1,4.1 and up
+Nike,SHOPPING,4.7,67071,40M,"1,000,000+",Free,0,Everyone,Shopping,"August 1, 2018",2.24.0,4.4 and up
+Poshmark - Buy & Sell Fashion,SHOPPING,4.3,46153,17M,"10,000,000+",Free,0,Everyone,Shopping,"August 4, 2018",2.124.01,4.4 and up
+Mercari: The Selling App,SHOPPING,4.4,101883,13M,"10,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",6.9.2,5.0 and up
+Blidz - Hunt Free Deals On Trending Items!,SHOPPING,4.4,1659,33M,"50,000+",Free,0,Everyone,Shopping,"June 29, 2018",2.4.0,4.4 and up
+SnipSnap Coupon App,SHOPPING,4.2,9975,18M,"1,000,000+",Free,0,Everyone,Shopping,"January 22, 2018",1.4,4.3 and up
+Extreme Coupon Finder,SHOPPING,4.1,11798,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"May 10, 2018",Varies with device,Varies with device
+Checkout 51: Grocery coupons,SHOPPING,4.1,52896,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"June 18, 2018",Varies with device,Varies with device
+The Coupons App,SHOPPING,4.5,181990,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"April 27, 2018",Varies with device,Varies with device
+"Shopular: Coupons, Weekly Ads & Shopping Deals",SHOPPING,4.7,57920,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"May 31, 2018",Varies with device,Varies with device
+LivingSocial - Local Deals,SHOPPING,4.1,28523,29M,"5,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",18.10.157066,4.4 and up
+Coupons.com – Grocery Coupons & Cash Back Savings,SHOPPING,4.2,24953,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"June 21, 2018",Varies with device,Varies with device
+"Ebates: Cash Back, Coupons, Rewards & Savings",SHOPPING,4.5,37253,31M,"1,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",4.31.2,4.4 and up
+"RetailMeNot - Coupons, Deals & Discount Shopping",SHOPPING,4.4,210208,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"August 1, 2018",Varies with device,Varies with device
+"Groupon - Shop Deals, Discounts & Coupons",SHOPPING,4.6,1370749,Varies with device,"50,000,000+",Free,0,Teen,Shopping,"August 3, 2018",Varies with device,Varies with device
+FidMe Loyalty Cards & Deals at Grocery Supermarket,SHOPPING,4.2,33758,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"August 6, 2018",Varies with device,Varies with device
+Stocard - Rewards Cards Wallet,SHOPPING,4.6,284721,20M,"10,000,000+",Free,0,Everyone,Shopping,"July 31, 2018",7.2.1,4.1 and up
+Ratings by Consumer Reports,SHOPPING,4.3,3420,13M,"100,000+",Free,0,Everyone,Shopping,"February 27, 2018",2.3.2,4.1 and up
+HauteLook,SHOPPING,4.1,7193,7.3M,"500,000+",Free,0,Everyone,Shopping,"July 13, 2018",5.0.2,4.4 and up
+Extreme Coupon Finder,SHOPPING,4.1,11798,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"May 10, 2018",Varies with device,Varies with device
+eBay: Buy & Sell this Summer - Discover Deals Now!,SHOPPING,4.4,2788923,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"July 30, 2018",Varies with device,Varies with device
+Checkout 51: Grocery coupons,SHOPPING,4.1,52896,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"June 18, 2018",Varies with device,Varies with device
+Nordstrom,SHOPPING,4.6,2278,12M,"500,000+",Free,0,Everyone,Shopping,"July 15, 2018",3.28.1.3.1359,4.4 and up
+Modcloth – Unique Indie Women's Fashion & Style,SHOPPING,4.2,5121,8.8M,"500,000+",Free,0,Everyone,Shopping,"July 13, 2018",9.0.30,4.1 and up
+Fancy,SHOPPING,4.2,39735,18M,"5,000,000+",Free,0,Teen,Shopping,"July 25, 2018",3.13.09,4.0 and up
+Gyft - Mobile Gift Card Wallet,SHOPPING,4.1,9701,14M,"500,000+",Free,0,Everyone,Shopping,"July 25, 2018",2.4.0,4.4 and up
+"Twice: Buy, Sell Clothing",SHOPPING,4.2,1558,21M,"100,000+",Free,0,Everyone,Shopping,"July 29, 2015",1.2.12,2.3 and up
+"Shopkick: Free Gift Cards, Shop Rewards & Deals",SHOPPING,4.3,213735,43M,"10,000,000+",Free,0,Everyone,Shopping,"July 24, 2018",5.3.73,4.4 and up
+Slice: Package Tracker,SHOPPING,4.2,16966,34M,"1,000,000+",Free,0,Everyone,Shopping,"July 12, 2018",6.10.0,4.0.3 and up
+The Coupons App,SHOPPING,4.5,181990,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"April 27, 2018",Varies with device,Varies with device
+"Shopular: Coupons, Weekly Ads & Shopping Deals",SHOPPING,4.7,57920,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"May 31, 2018",Varies with device,Varies with device
+Wish - Shopping Made Fun,SHOPPING,4.5,6211039,15M,"100,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",4.20.5,4.1 and up
+"Carousell: Snap-Sell, Chat-Buy",SHOPPING,4.3,125783,Varies with device,"10,000,000+",Free,0,Teen,Shopping,"August 6, 2018",Varies with device,Varies with device
+LightInTheBox Online Shopping,SHOPPING,4.0,41986,26M,"5,000,000+",Free,0,Teen,Shopping,"August 6, 2018",3.69.0,4.1 and up
+Walmart,SHOPPING,4.4,441473,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",Varies with device,Varies with device
+Best Buy,SHOPPING,4.4,186116,34M,"5,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",11.6.0,4.4 and up
+JackThreads: Men's Shopping,SHOPPING,4.0,13085,2.7M,"1,000,000+",Free,0,Teen,Shopping,"November 8, 2017",5.1,4.0.3 and up
+"Ibotta: Cash Back Savings, Rewards & Coupons App",SHOPPING,4.5,315908,52M,"10,000,000+",Free,0,Everyone,Shopping,"August 1, 2018",5.21.1,4.1 and up
+"AliExpress - Smarter Shopping, Better Living",SHOPPING,4.6,5916569,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"August 6, 2018",Varies with device,Varies with device
+LivingSocial - Local Deals,SHOPPING,4.1,28523,29M,"5,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",18.10.157066,4.4 and up
+zulily - Shop Daily Deals in Fashion and Home,SHOPPING,4.5,28560,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"July 23, 2018",Varies with device,Varies with device
+MiniInTheBox Online Shopping,SHOPPING,3.9,34171,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"July 24, 2018",Varies with device,Varies with device
+Zappos – Shoe shopping made simple,SHOPPING,4.5,44588,20M,"5,000,000+",Free,0,Everyone,Shopping,"July 12, 2018",9.0.0,4.4 and up
+Urban Outfitters,SHOPPING,4.2,4158,23M,"500,000+",Free,0,Teen,Shopping,"July 2, 2018",2.8,4.0.3 and up
+Tophatter - 90 Second Auctions,SHOPPING,4.3,105773,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"August 5, 2018",Varies with device,4.4 and up
+Amazon Shopping,SHOPPING,4.3,909204,42M,"100,000,000+",Free,0,Teen,Shopping,"July 31, 2018",16.14.0.100,4.4 and up
+Shopfully - Weekly Ads & Deals,SHOPPING,4.4,279428,16M,"10,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",6.4.2,4.4 and up
+Slickdeals: Coupons & Shopping,SHOPPING,4.5,33583,12M,"1,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",3.9,4.4 and up
+Wanelo Shopping,SHOPPING,4.6,94205,6.5M,"1,000,000+",Free,0,Everyone,Shopping,"June 13, 2018",5.6.8,4.4 and up
+"RetailMeNot - Coupons, Deals & Discount Shopping",SHOPPING,4.4,210208,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"August 1, 2018",Varies with device,Varies with device
+Etsy: Handmade & Vintage Goods,SHOPPING,4.3,95520,15M,"10,000,000+",Free,0,Teen,Shopping,"August 3, 2018",5.3.1,4.1 and up
+Poshmark - Buy & Sell Fashion,SHOPPING,4.3,46153,17M,"10,000,000+",Free,0,Everyone,Shopping,"August 4, 2018",2.124.01,4.4 and up
+Target - now with Cartwheel,SHOPPING,4.1,68406,24M,"10,000,000+",Free,0,Everyone,Shopping,"July 25, 2018",6.25.0+1906001476,5.0 and up
+ASOS,SHOPPING,4.7,181798,22M,"10,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",4.4.9,4.4 and up
+"Overstock – Home Decor, Furniture Shopping",SHOPPING,4.4,25719,Varies with device,"1,000,000+",Free,0,Teen,Shopping,"August 6, 2018",Varies with device,Varies with device
+ZALORA Fashion Shopping,SHOPPING,4.2,142512,15M,"10,000,000+",Free,0,Everyone,Shopping,"July 25, 2018",6.2.0,4.1 and up
+eBay: Buy & Sell this Summer - Discover Deals Now!,SHOPPING,4.4,2788923,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"July 30, 2018",Varies with device,Varies with device
+Fancy,SHOPPING,4.2,39735,18M,"5,000,000+",Free,0,Teen,Shopping,"July 25, 2018",3.13.09,4.0 and up
+Modcloth – Unique Indie Women's Fashion & Style,SHOPPING,4.2,5121,8.8M,"500,000+",Free,0,Everyone,Shopping,"July 13, 2018",9.0.30,4.1 and up
+Gyft - Mobile Gift Card Wallet,SHOPPING,4.1,9701,14M,"500,000+",Free,0,Everyone,Shopping,"July 25, 2018",2.4.0,4.4 and up
+JackThreads: Men's Shopping,SHOPPING,4.0,13085,2.7M,"1,000,000+",Free,0,Teen,Shopping,"November 8, 2017",5.1,4.0.3 and up
+LivingSocial - Local Deals,SHOPPING,4.1,28523,29M,"5,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",18.10.157066,4.4 and up
+Zappos – Shoe shopping made simple,SHOPPING,4.5,44588,20M,"5,000,000+",Free,0,Everyone,Shopping,"July 12, 2018",9.0.0,4.4 and up
+Wanelo Shopping,SHOPPING,4.6,94205,6.5M,"1,000,000+",Free,0,Everyone,Shopping,"June 13, 2018",5.6.8,4.4 and up
+Etsy: Handmade & Vintage Goods,SHOPPING,4.3,95520,15M,"10,000,000+",Free,0,Teen,Shopping,"August 3, 2018",5.3.1,4.1 and up
+"Groupon - Shop Deals, Discounts & Coupons",SHOPPING,4.6,1370749,Varies with device,"50,000,000+",Free,0,Teen,Shopping,"August 3, 2018",Varies with device,Varies with device
+eBay: Buy & Sell this Summer - Discover Deals Now!,SHOPPING,4.4,2788923,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"July 30, 2018",Varies with device,Varies with device
+Find&Save - Local Shopping,SHOPPING,4.0,4602,6.2M,"500,000+",Free,0,Everyone,Shopping,"December 22, 2017",3.0.0,4.1 and up
+Receipt Hog - Receipts to Cash,SHOPPING,4.5,72596,19M,"1,000,000+",Free,0,Teen,Shopping,"August 3, 2018",4.2.2,4.1 and up
+ShopSavvy Barcode & QR Scanner,SHOPPING,4.1,110425,27M,"10,000,000+",Free,0,Everyone,Shopping,"June 18, 2018",13.6.4,4.0.3 and up
+"Savory - Deals,Freebies,Sales",SHOPPING,4.4,2375,1.1M,"100,000+",Free,0,Everyone,Shopping,"November 2, 2016",3.1,2.3.3 and up
+JackThreads: Men's Shopping,SHOPPING,4.0,13085,2.7M,"1,000,000+",Free,0,Teen,Shopping,"November 8, 2017",5.1,4.0.3 and up
+"AliExpress - Smarter Shopping, Better Living",SHOPPING,4.6,5917485,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"August 6, 2018",Varies with device,Varies with device
+Newegg Mobile,SHOPPING,4.5,35497,16M,"1,000,000+",Free,0,Everyone,Shopping,"July 11, 2018",4.16.0,4.4 and up
+REI – Shop Outdoor Gear,SHOPPING,4.4,3878,8.8M,"100,000+",Free,0,Everyone,Shopping,"May 8, 2018",5.6.8,4.1 and up
+Slickdeals: Coupons & Shopping,SHOPPING,4.5,33583,12M,"1,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",3.9,4.4 and up
+Target - now with Cartwheel,SHOPPING,4.1,68406,24M,"10,000,000+",Free,0,Everyone,Shopping,"August 6, 2018",6.25.0+1906001476,5.0 and up
+The Home Depot,SHOPPING,4.3,44071,56M,"5,000,000+",Free,0,Everyone,Shopping,"July 19, 2018",5.10,4.4 and up
+Wish - Shopping Made Fun,SHOPPING,4.5,6212081,15M,"100,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",4.20.5,4.1 and up
+Fancy,SHOPPING,4.2,39735,18M,"5,000,000+",Free,0,Teen,Shopping,"July 25, 2018",3.13.09,4.0 and up
+Boxed Wholesale,SHOPPING,3.8,6380,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"August 2, 2018",Varies with device,Varies with device
+La La-Shop Designer Brands Street,SHOPPING,4.5,5123,14M,"500,000+",Free,0,Everyone,Shopping,"July 28, 2018",4.4.4,5.0 and up
+ASOS,SHOPPING,4.7,181823,22M,"10,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",4.4.9,4.4 and up
+TouchNote: Cards & Gifts,PHOTOGRAPHY,4.1,19232,28M,"1,000,000+",Free,0,Everyone,Photography,"August 6, 2018",7.4.2,4.4 and up
+"Shutterfly: Free Prints, Photo Books, Cards, Gifts",PHOTOGRAPHY,4.6,98716,59M,"5,000,000+",Free,0,Everyone,Photography,"August 1, 2018",5.13.1,5.0 and up
+FreePrints – Free Photos Delivered,PHOTOGRAPHY,4.8,109500,37M,"1,000,000+",Free,0,Everyone,Photography,"August 2, 2018",2.18.2,4.1 and up
+Groovebook Photo Books & Gifts,PHOTOGRAPHY,4.0,21159,36M,"500,000+",Free,0,Everyone,Photography,"January 31, 2018",2.1.9,4.0.3 and up
+"Moony Lab - Print Photos, Books & Magnets ™",PHOTOGRAPHY,4.7,1320,9.5M,"50,000+",Free,0,Everyone,Photography,"June 27, 2018",2.1.9,4.1 and up
+"LALALAB prints your photos, photobooks and magnets",PHOTOGRAPHY,4.7,50424,82M,"1,000,000+",Free,0,Everyone,Photography,"August 2, 2018",584,4.1 and up
+Snapfish,PHOTOGRAPHY,4.1,32398,28M,"1,000,000+",Free,0,Everyone,Photography,"August 1, 2018",9.6.4,4.4 and up
+Google Photos,PHOTOGRAPHY,4.5,10858556,Varies with device,"1,000,000,000+",Free,0,Everyone,Photography,"August 6, 2018",Varies with device,Varies with device
+Motorola Camera,PHOTOGRAPHY,3.6,219745,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"January 25, 2016",Varies with device,Varies with device
+HD Camera - Best Cam with filters & panorama,PHOTOGRAPHY,4.5,38953,9.7M,"5,000,000+",Free,0,Everyone,Photography,"July 26, 2018",2.2.4,4.2 and up
+"Face Filter, Selfie Editor - Sweet Camera",PHOTOGRAPHY,4.7,142634,22M,"10,000,000+",Free,0,Everyone,Photography,"July 6, 2018",1.5.1,4.4 and up
+LightX Photo Editor & Photo Effects,PHOTOGRAPHY,4.7,259450,17M,"10,000,000+",Free,0,Everyone,Photography,"May 24, 2018",1.0.4,4.1 and up
+"Sweet Snap - live filter, Selfie photo edit",PHOTOGRAPHY,4.5,123029,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"August 2, 2018",Varies with device,4.0.3 and up
+Adobe Photoshop Express:Photo Editor Collage Maker,PHOTOGRAPHY,4.2,914804,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"July 22, 2018",5.0.508,4.4 and up
+HD Camera - Quick Snap Photo & Video,PHOTOGRAPHY,4.5,21841,7.7M,"1,000,000+",Free,0,Everyone,Photography,"July 24, 2018",1.6.4,4.2 and up
+B612 - Beauty & Filter Camera,PHOTOGRAPHY,4.4,5282578,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 30, 2018",7.6.5,4.3 and up
+Waterfall Photo Frames,PHOTOGRAPHY,4.5,10349,11M,"1,000,000+",Free,0,Everyone,Photography,"July 29, 2017",1.6.0,2.3 and up
+Photo frame,PHOTOGRAPHY,4.5,859,21M,"100,000+",Free,0,Everyone,Photography,"July 18, 2018",1.5.1,4.0.3 and up
+Huji Cam,PHOTOGRAPHY,4.4,40289,19M,"5,000,000+",Free,0,Everyone,Photography,"July 11, 2018",2.2,5.0 and up
+Unicorn Photo,PHOTOGRAPHY,3.7,3362,Varies with device,"1,000,000+",Free,0,Everyone,Photography,"May 22, 2018",Varies with device,4.0 and up
+HD Camera,PHOTOGRAPHY,4.3,49680,8.7M,"5,000,000+",Free,0,Everyone,Photography,"July 11, 2018",1.8.5,4.2 and up
+Makeup Editor -Beauty Photo Editor & Selfie Camera,PHOTOGRAPHY,4.5,3378,30M,"1,000,000+",Free,0,Mature 17+,Photography,"July 25, 2018",1.7,4.1 and up
+Makeup Photo Editor: Makeup Camera & Makeup Editor,PHOTOGRAPHY,4.4,10525,25M,"1,000,000+",Free,0,Everyone,Photography,"July 27, 2018",8.9.9,4.0 and up
+Moto Photo Editor,PHOTOGRAPHY,3.3,3492,17M,"5,000,000+",Free,0,Everyone,Photography,"June 14, 2018",1.5.3.8,7.0 and up
+InstaBeauty -Makeup Selfie Cam,PHOTOGRAPHY,4.3,654419,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"February 1, 2018",Varies with device,4.0.3 and up
+Garden Photo Frames - Garden Photo Editor,PHOTOGRAPHY,4.4,1864,13M,"500,000+",Free,0,Everyone,Photography,"May 3, 2018",22.0,4.0.3 and up
+Photo Frame,PHOTOGRAPHY,4.5,74476,23M,"10,000,000+",Free,0,Everyone,Photography,"June 19, 2018",1.6,4.0 and up
+Camera360 Lite - Selfie Camera,PHOTOGRAPHY,4.4,221858,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"August 1, 2018",Varies with device,4.1 and up
+Selfie Camera - Photo Editor & Filter & Sticker,PHOTOGRAPHY,4.2,401820,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"April 27, 2018",Varies with device,Varies with device
+"Sweet Snap Lite - live filter, Selfie photo editor",PHOTOGRAPHY,4.5,3116,22M,"500,000+",Free,0,Everyone,Photography,"August 3, 2018",2.15.180,4.0.3 and up
+"Selfie Camera: Beauty Camera, Photo Editor,Collage",PHOTOGRAPHY,4.7,31985,9.1M,"1,000,000+",Free,0,Everyone,Photography,"August 6, 2018",1.7.14,4.2 and up
+Night Photo Frame,PHOTOGRAPHY,4.5,4400,8.3M,"1,000,000+",Free,0,Everyone,Photography,"July 28, 2018",2.0.1,4.0.3 and up
+YouCam Makeup - Magic Selfie Makeovers,PHOTOGRAPHY,4.6,3337956,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"August 6, 2018",Varies with device,Varies with device
+Selfie Photo Editor,PHOTOGRAPHY,4.6,11677,19M,"1,000,000+",Free,0,Everyone,Photography,"July 5, 2018",1.0.3,4.4 and up
+BeautyPlus - Easy Photo Editor & Selfie Camera,PHOTOGRAPHY,4.4,3158047,53M,"100,000,000+",Free,0,Everyone,Photography,"July 31, 2018",6.9.031,4.1 and up
+ASUS Gallery,PHOTOGRAPHY,4.3,125259,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"August 2, 2018",Varies with device,Varies with device
+My Photo Keyboard,PHOTOGRAPHY,4.3,56114,17M,"10,000,000+",Free,0,Everyone,Photography,"July 9, 2018",2.6,2.3 and up
+Kids Photo Frames,PHOTOGRAPHY,4.6,15700,10M,"1,000,000+",Free,0,Everyone,Photography,"July 7, 2018",2.3,4.0.3 and up
+Pencil Photo Sketch-Sketching Drawing Photo Editor,PHOTOGRAPHY,4.4,16523,Varies with device,"1,000,000+",Free,0,Everyone,Photography,"July 30, 2018",1.2.31,4.1 and up
+"Pretty Makeup, Beauty Photo Editor & Snappy Camera",PHOTOGRAPHY,4.5,26361,29M,"5,000,000+",Free,0,Everyone,Photography,"July 25, 2018",5.3,4.1 and up
+Photo Collage - Layout Editor,PHOTOGRAPHY,4.5,285788,46M,"10,000,000+",Free,0,Everyone,Photography,"December 4, 2017",1.8.0.170824_9,5.0 - 8.0
+DSLR Camera Hd Ultra Professional,PHOTOGRAPHY,4.2,4410,4.5M,"1,000,000+",Free,0,Everyone,Photography,"June 27, 2018",4.1,4.0.3 and up
+Snap Cat Face Camera,PHOTOGRAPHY,4.0,5855,4.9M,"1,000,000+",Free,0,Everyone,Photography,"July 12, 2018",1.6,2.3 and up
+Silent Camera [High Quality],PHOTOGRAPHY,4.4,47090,Varies with device,"5,000,000+",Free,0,Everyone,Photography,"July 28, 2018",Varies with device,Varies with device
+"Sweet Camera - Selfie Filters, Beauty Camera",PHOTOGRAPHY,4.7,233039,24M,"10,000,000+",Free,0,Everyone,Photography,"July 28, 2018",1.5.3,4.4 and up
+Photo Frames,PHOTOGRAPHY,4.3,28578,23M,"10,000,000+",Free,0,Everyone,Photography,"July 28, 2018",6.21,4.0 and up
+"Sweet Selfie - selfie camera, beauty cam, photo edit",PHOTOGRAPHY,4.6,1159058,25M,"100,000,000+",Free,0,Everyone,Photography,"August 3, 2018",2.73.672,4.0.3 and up
+"Candy selfie - photo editor, live filter camera",PHOTOGRAPHY,4.4,53421,26M,"10,000,000+",Free,0,Everyone,Photography,"August 6, 2018",2.74.685,4.0.3 and up
+YouCam Perfect - Selfie Photo Editor,PHOTOGRAPHY,4.5,1579287,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 25, 2018",Varies with device,Varies with device
+Open Camera,PHOTOGRAPHY,4.3,116880,2.0M,"10,000,000+",Free,0,Everyone,Photography,"April 23, 2018",1.43.3,4.0.3 and up
+Beauty Makeup – Photo Makeover,PHOTOGRAPHY,4.3,21730,19M,"1,000,000+",Free,0,Everyone,Photography,"May 23, 2018",1.6.0,4.0 and up
+Blur Image Background Editor (Blur Photo Editor),PHOTOGRAPHY,4.4,62421,9.6M,"5,000,000+",Free,0,Everyone,Photography,"July 28, 2018",2.4,4.1 and up
+Google Photos,PHOTOGRAPHY,4.5,10858538,Varies with device,"1,000,000,000+",Free,0,Everyone,Photography,"August 6, 2018",Varies with device,Varies with device
+Muzy - Share photos & collages,PHOTOGRAPHY,4.4,70189,13M,"5,000,000+",Free,0,Teen,Photography,"August 11, 2015",4.0.10,4.0 and up
+QuickPic - Photo Gallery with Google Drive Support,PHOTOGRAPHY,4.6,847159,4.2M,"10,000,000+",Free,0,Everyone,Photography,"November 10, 2017",4.7.4,4.0 and up
+Flickr,PHOTOGRAPHY,4.3,251951,16M,"10,000,000+",Free,0,Mature 17+,Photography,"July 11, 2018",4.7.3,4.4 and up
+"Shutterfly: Free Prints, Photo Books, Cards, Gifts",PHOTOGRAPHY,4.6,98716,59M,"5,000,000+",Free,0,Everyone,Photography,"August 1, 2018",5.13.1,5.0 and up
+InstaBeauty -Makeup Selfie Cam,PHOTOGRAPHY,4.3,654418,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"February 1, 2018",Varies with device,4.0.3 and up
+B612 - Beauty & Filter Camera,PHOTOGRAPHY,4.4,5282558,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 30, 2018",7.6.5,4.3 and up
+Camera for Android,PHOTOGRAPHY,4.2,240475,9.5M,"10,000,000+",Free,0,Everyone,Photography,"November 22, 2017",3.8,4.0 and up
+Photo Editor Selfie Camera Filter & Mirror Image,PHOTOGRAPHY,4.3,527247,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"February 1, 2018",1.6.1,Varies with device
+BeautyPlus - Easy Photo Editor & Selfie Camera,PHOTOGRAPHY,4.4,3157936,53M,"100,000,000+",Free,0,Everyone,Photography,"July 31, 2018",6.9.031,4.1 and up
+Photo Mixer,PHOTOGRAPHY,3.9,55427,6.6M,"10,000,000+",Free,0,Everyone,Photography,"March 25, 2016",5.1,2.3.3 and up
+Photo Editor-,PHOTOGRAPHY,4.3,68070,Varies with device,"5,000,000+",Free,0,Everyone,Photography,"May 5, 2018",Varies with device,Varies with device
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",PHOTOGRAPHY,4.4,2418135,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 12, 2018",Varies with device,Varies with device
+Wondershare PowerCam,PHOTOGRAPHY,4.2,329160,27M,"10,000,000+",Free,0,Everyone,Photography,"May 29, 2018",3.1.8.180529,2.3 and up
+YouCam Perfect - Selfie Photo Editor,PHOTOGRAPHY,4.5,1579287,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 25, 2018",Varies with device,Varies with device
+love,PHOTOGRAPHY,4.3,42677,22M,"1,000,000+",Free,0,Everyone,Photography,"June 15, 2018",1.28,4.0.3 and up
+LINE Camera - Photo editor,PHOTOGRAPHY,4.3,1517369,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"March 6, 2018",Varies with device,Varies with device
+InstaSize Photo Filters & Collage Editor,PHOTOGRAPHY,4.3,811693,50M,"50,000,000+",Free,0,Everyone,Photography,"August 2, 2018",4.0.26,4.4 and up
+"KVAD Camera +: Selfie, Photo Filter, Grids",PHOTOGRAPHY,4.1,23440,30M,"1,000,000+",Free,0,Everyone,Photography,"July 11, 2018",1.8.2,4.0 and up
+"Candy Camera - selfie, beauty camera, photo editor",PHOTOGRAPHY,4.4,3368649,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 16, 2018",4.47,4.0.3 and up
+Photo Editor,PHOTOGRAPHY,4.3,42079,17M,"1,000,000+",Free,0,Everyone,Photography,"September 24, 2015",Varies with device,4.0.3 and up
+Camera51 - a smarter camera,PHOTOGRAPHY,4.0,29707,18M,"1,000,000+",Free,0,Everyone,Photography,"February 10, 2015",1.1.6,4.0 and up
+InstaCam - Camera for Selfie,PHOTOGRAPHY,4.0,15098,10.0M,"1,000,000+",Free,0,Everyone,Photography,"March 3, 2017",1.43,2.3 and up
+"Phogy, 3D Camera",PHOTOGRAPHY,4.0,35724,9.9M,"1,000,000+",Free,0,Everyone,Photography,"February 11, 2015",1.40,4.0 and up
+Sweet Camera,PHOTOGRAPHY,4.4,71898,23M,"5,000,000+",Free,0,Everyone,Photography,"October 10, 2017",6.1.7.100920,4.0.3 and up
+Camera360: Selfie Photo Editor with Funny Sticker,PHOTOGRAPHY,4.3,4865093,51M,"100,000,000+",Free,0,Everyone,Photography,"August 6, 2018",9.3.1,4.0.3 and up
+RetroSelfie - Selfie Editor,PHOTOGRAPHY,4.1,106080,35M,"10,000,000+",Free,0,Everyone,Photography,"June 27, 2018",6.1.6,4.1 and up
+Mega Photo,PHOTOGRAPHY,4.2,44941,16M,"1,000,000+",Free,0,Everyone,Photography,"October 19, 2016",1.6.2,3.0 and up
+Blur Image Background,PHOTOGRAPHY,3.9,129272,11M,"10,000,000+",Free,0,Everyone,Photography,"July 30, 2018",1.32,4.1 and up
+MIX by Camera360,PHOTOGRAPHY,4.4,111066,74M,"5,000,000+",Free,0,Everyone,Photography,"August 3, 2018",4.8.7,4.0.3 and up
+Facetune - For Free,PHOTOGRAPHY,4.4,49553,48M,"1,000,000+",Paid,$5.99,Everyone,Photography,"July 25, 2018",1.3.1,4.1 and up
+Google Photos,PHOTOGRAPHY,4.5,10859051,Varies with device,"1,000,000,000+",Free,0,Everyone,Photography,"August 6, 2018",Varies with device,Varies with device
+Muzy - Share photos & collages,PHOTOGRAPHY,4.4,70189,13M,"5,000,000+",Free,0,Teen,Photography,"August 11, 2015",4.0.10,4.0 and up
+QuickPic - Photo Gallery with Google Drive Support,PHOTOGRAPHY,4.6,847159,4.2M,"10,000,000+",Free,0,Everyone,Photography,"November 10, 2017",4.7.4,4.0 and up
+Flickr,PHOTOGRAPHY,4.3,251951,16M,"10,000,000+",Free,0,Mature 17+,Photography,"July 11, 2018",4.7.3,4.4 and up
+"Shutterfly: Free Prints, Photo Books, Cards, Gifts",PHOTOGRAPHY,4.6,98716,59M,"5,000,000+",Free,0,Everyone,Photography,"August 1, 2018",5.13.1,5.0 and up
+SuperPhoto - Effects & Filters,PHOTOGRAPHY,4.1,43296,Varies with device,"5,000,000+",Free,0,Everyone,Photography,"September 20, 2017",Varies with device,Varies with device
+Camera FV-5 Lite,PHOTOGRAPHY,4.0,130081,5.6M,"10,000,000+",Free,0,Everyone,Photography,"November 10, 2017",3.31.4,4.0 and up
+HD Camera Ultra,PHOTOGRAPHY,4.3,462152,1.5M,"10,000,000+",Free,0,Everyone,Photography,"October 17, 2015",2.3.1,Varies with device
+Cameringo Lite. Filters Camera,PHOTOGRAPHY,4.2,140917,5.7M,"10,000,000+",Free,0,Everyone,Photography,"June 11, 2018",2.2.93,4.0 and up
+Camera ZOOM FX - FREE,PHOTOGRAPHY,4.0,88860,6.1M,"5,000,000+",Free,0,Everyone,Photography,"April 6, 2017",6.2.9,2.3 and up
+HD Camera Pro for Android,PHOTOGRAPHY,4.1,49211,1.9M,"1,000,000+",Free,0,Everyone,Photography,"January 19, 2017",1.5.5,2.1 and up
+HD Camera for Android,PHOTOGRAPHY,4.1,351254,4.0M,"10,000,000+",Free,0,Everyone,Photography,"June 29, 2018",4.6.0.0,4.2 and up
+GoPro (formerly Capture),PHOTOGRAPHY,4.0,157506,47M,"10,000,000+",Free,0,Everyone,Photography,"May 24, 2018",4.5.2,5.0 and up
+Photo Editor Pro,PHOTOGRAPHY,4.3,1871416,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"December 21, 2017",Varies with device,Varies with device
+Open Camera,PHOTOGRAPHY,4.3,116880,2.0M,"10,000,000+",Free,0,Everyone,Photography,"April 23, 2018",1.43.3,4.0.3 and up
+Camera for Android,PHOTOGRAPHY,4.2,240475,9.5M,"10,000,000+",Free,0,Everyone,Photography,"November 22, 2017",3.8,4.0 and up
+Beauty Makeup Snappy Collage Photo Editor - Lidow,PHOTOGRAPHY,4.5,420973,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"August 2, 2018",Varies with device,Varies with device
+Samsung SMART CAMERA App,PHOTOGRAPHY,4.0,34753,22M,"1,000,000+",Free,0,Everyone,Photography,"July 3, 2018",1.4.0_180703,4.2 and up
+Square InPic - Photo Editor & Collage Maker,PHOTOGRAPHY,4.4,635846,14M,"50,000,000+",Free,0,Everyone,Photography,"May 23, 2018",4.2.14,4.0 and up
+"High-Speed Camera (GIF,Burst)",PHOTOGRAPHY,4.1,78140,10M,"5,000,000+",Free,0,Everyone,Photography,"February 11, 2018",5.5.2,4.0.3 and up
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",PHOTOGRAPHY,4.4,2418135,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 12, 2018",Varies with device,Varies with device
+Camera MX - Free Photo & Video Camera,PHOTOGRAPHY,4.3,244371,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"July 5, 2018",Varies with device,Varies with device
+Lapse It • Time Lapse • Pro,PHOTOGRAPHY,4.3,12865,6.9M,"100,000+",Paid,$2.99,Everyone,Photography,"November 6, 2014",4.70,2.2 and up
+EyeEm - Camera & Photo Filter,PHOTOGRAPHY,4.2,215343,44M,"10,000,000+",Free,0,Everyone,Photography,"July 14, 2018",6.4.3,4.0.3 and up
+Retrica,PHOTOGRAPHY,4.3,6120977,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"June 28, 2018",6.1.0,Varies with device
+"Candy Camera - selfie, beauty camera, photo editor",PHOTOGRAPHY,4.4,3368646,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 16, 2018",4.47,4.0.3 and up
+VSCO,PHOTOGRAPHY,4.4,753115,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"August 3, 2018",71,4.4 and up
+Camera360: Selfie Photo Editor with Funny Sticker,PHOTOGRAPHY,4.3,4865107,51M,"100,000,000+",Free,0,Everyone,Photography,"August 6, 2018",9.3.1,4.0.3 and up
+Facetune - For Free,PHOTOGRAPHY,4.4,49553,48M,"1,000,000+",Paid,$5.99,Everyone,Photography,"July 25, 2018",1.3.1,4.1 and up
+Camera FV-5,PHOTOGRAPHY,3.8,16320,Varies with device,"100,000+",Paid,$3.95,Everyone,Photography,"November 10, 2017",Varies with device,Varies with device
+PhotoWonder: Pro Beauty Photo Editor Collage Maker,PHOTOGRAPHY,4.4,852649,43M,"50,000,000+",Free,0,Teen,Photography,"June 26, 2018",4.1.0.1,4.2 and up
+Photo Effects Pro,PHOTOGRAPHY,4.4,1494491,21M,"50,000,000+",Free,0,Everyone,Photography,"March 21, 2017",3.3.8,3.1 and up
+Photo Editor Selfie Camera Filter & Mirror Image,PHOTOGRAPHY,4.3,527248,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"February 1, 2018",1.6.1,Varies with device
+No Crop & Square for Instagram,PHOTOGRAPHY,4.6,819774,25M,"10,000,000+",Free,0,Everyone,Photography,"June 26, 2018",4.2.3,4.0 and up
+Picture Grid Builder,PHOTOGRAPHY,4.0,33439,3.9M,"5,000,000+",Free,0,Everyone,Photography,"July 18, 2016",3.2,2.3.3 and up
+HD Camera for Android,PHOTOGRAPHY,4.1,351255,4.0M,"10,000,000+",Free,0,Everyone,Photography,"June 29, 2018",4.6.0.0,4.2 and up
+Photo Studio,PHOTOGRAPHY,4.2,477831,51M,"10,000,000+",Free,0,Everyone,Photography,"July 28, 2018",2.0.17.9,4.0 and up
+Photo Editor Pro,PHOTOGRAPHY,4.3,1871421,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"December 21, 2017",Varies with device,Varies with device
+YouCam Makeup - Magic Selfie Makeovers,PHOTOGRAPHY,4.6,3337952,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"August 6, 2018",Varies with device,Varies with device
+FilterGrid - Cam&Photo Editor,PHOTOGRAPHY,4.6,126337,9.6M,"1,000,000+",Free,0,Everyone,Photography,"March 15, 2017",2.0.5,4.0 and up
+Photo Editor-,PHOTOGRAPHY,4.3,68071,Varies with device,"5,000,000+",Free,0,Everyone,Photography,"May 5, 2018",Varies with device,Varies with device
+Camera for Android,PHOTOGRAPHY,4.2,240475,9.5M,"10,000,000+",Free,0,Everyone,Photography,"November 22, 2017",3.8,4.0 and up
+Mirror Photo:Editor Collage (HD),PHOTOGRAPHY,4.1,373606,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"March 27, 2018",Varies with device,Varies with device
+Pic Stitch - #1 Collage Maker,PHOTOGRAPHY,4.2,15426,50M,"1,000,000+",Free,0,Everyone,Photography,"July 24, 2018",3.8.3,5.1 and up
+PhotoDirector Photo Editor App,PHOTOGRAPHY,4.6,714340,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"July 28, 2018",Varies with device,Varies with device
+Pic Collage - Photo Editor,PHOTOGRAPHY,4.6,1451000,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"July 19, 2018",Varies with device,Varies with device
+Photo Editor by Aviary,PHOTOGRAPHY,4.4,1490732,21M,"50,000,000+",Free,0,Everyone,Photography,"July 19, 2018",4.8.4,4.1 and up
+"Video Editor Music,Cut,No Crop",PHOTOGRAPHY,4.7,2163282,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"July 10, 2018",Varies with device,Varies with device
+Pixlr – Free Photo Editor,PHOTOGRAPHY,4.4,1163232,31M,"50,000,000+",Free,0,Everyone,Photography,"July 20, 2018",3.4.0,4.0.3 and up
+Photo Editor,PHOTOGRAPHY,4.1,114680,27M,"10,000,000+",Free,0,Everyone,Photography,"February 15, 2018",1.38,4.1 and up
+Photo Collage Maker,PHOTOGRAPHY,4.3,751766,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"May 10, 2018",Varies with device,Varies with device
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",PHOTOGRAPHY,4.4,2418158,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 12, 2018",Varies with device,Varies with device
+Adobe Photoshop Express:Photo Editor Collage Maker,PHOTOGRAPHY,4.2,914917,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"July 22, 2018",5.0.508,4.4 and up
+BeautyPlus - Easy Photo Editor & Selfie Camera,PHOTOGRAPHY,4.4,3158151,53M,"100,000,000+",Free,0,Everyone,Photography,"July 31, 2018",6.9.031,4.1 and up
+PicsArt Photo Studio: Collage Maker & Pic Editor,PHOTOGRAPHY,4.5,7594559,34M,"100,000,000+",Free,0,Teen,Photography,"August 6, 2018",9.40.3,4.0.3 and up
+Photo Collage Editor,PHOTOGRAPHY,4.2,1028637,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"December 21, 2017",Varies with device,Varies with device
+Color Touch Effects,PHOTOGRAPHY,3.8,167652,12M,"10,000,000+",Free,0,Everyone,Photography,"April 23, 2018",4.5,4.1 and up
+InstaSize Photo Filters & Collage Editor,PHOTOGRAPHY,4.3,811714,50M,"50,000,000+",Free,0,Everyone,Photography,"August 2, 2018",4.0.26,4.4 and up
+"Z Camera - Photo Editor, Beauty Selfie, Collage",PHOTOGRAPHY,4.4,1075277,47M,"100,000,000+",Free,0,Mature 17+,Photography,"August 3, 2018",4.21,4.1 and up
+"PhotoGrid: Video & Pic Collage Maker, Photo Editor",PHOTOGRAPHY,4.6,7529865,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"August 6, 2018",6.71,Varies with device
+"Candy Camera - selfie, beauty camera, photo editor",PHOTOGRAPHY,4.4,3368705,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 16, 2018",4.47,4.0.3 and up
+YouCam Perfect - Selfie Photo Editor,PHOTOGRAPHY,4.5,1579343,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 25, 2018",Varies with device,Varies with device
+Pixgram- video photo slideshow,PHOTOGRAPHY,4.2,93726,9.2M,"5,000,000+",Free,0,Everyone,Photography,"July 8, 2018",2.0.18,4.3 and up
+Fotor Photo Editor - Photo Collage & Photo Effects,PHOTOGRAPHY,4.5,597068,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"July 9, 2018",Varies with device,Varies with device
+Snapseed,PHOTOGRAPHY,4.5,823109,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"June 29, 2018",2.19.0.201907232,4.4 and up
+Camera360: Selfie Photo Editor with Funny Sticker,PHOTOGRAPHY,4.3,4865132,51M,"100,000,000+",Free,0,Everyone,Photography,"August 6, 2018",9.3.1,4.0.3 and up
+Facetune - For Free,PHOTOGRAPHY,4.4,49553,48M,"1,000,000+",Paid,$5.99,Everyone,Photography,"July 25, 2018",1.3.1,4.1 and up
+Font Studio- Photo Texts Image,PHOTOGRAPHY,4.2,197295,24M,"10,000,000+",Free,0,Everyone,Photography,"June 23, 2017",4.0.7,4.0 and up
+Add Text To Photo,PHOTOGRAPHY,4.1,21578,1.6M,"1,000,000+",Free,0,Everyone,Photography,"September 8, 2017",1.1.3,2.3 and up
+Phonto - Text on Photos,PHOTOGRAPHY,4.3,307453,17M,"10,000,000+",Free,0,Everyone,Photography,"October 26, 2017",1.7.16,4.0.3 and up
+Collage&Add Stickers papelook,PHOTOGRAPHY,4.0,32896,31M,"5,000,000+",Free,0,Everyone,Photography,"March 14, 2018",3.3.5,2.3.3 and up
+"Shutterfly: Free Prints, Photo Books, Cards, Gifts",PHOTOGRAPHY,4.6,98717,59M,"5,000,000+",Free,0,Everyone,Photography,"August 1, 2018",5.13.1,5.0 and up
+Photo Collage - InstaMag,PHOTOGRAPHY,4.3,542561,46M,"10,000,000+",Free,0,Everyone,Photography,"January 2, 2018",4.7.0,4.0 and up
+BeautyPlus - Easy Photo Editor & Selfie Camera,PHOTOGRAPHY,4.4,3158151,53M,"100,000,000+",Free,0,Everyone,Photography,"July 31, 2018",6.9.031,4.1 and up
+"Meitu – Beauty Cam, Easy Photo Editor",PHOTOGRAPHY,4.5,462702,45M,"10,000,000+",Free,0,Everyone,Photography,"August 1, 2018",8.1.0.6,4.3 and up
+ESPN,SPORTS,4.2,521138,Varies with device,"10,000,000+",Free,0,Everyone 10+,Sports,"July 19, 2018",Varies with device,5.0 and up
+Free Sports TV,SPORTS,4.3,1802,9.8M,"100,000+",Free,0,Everyone,Sports,"June 21, 2018",1.4,4.0.3 and up
+LiveScore: Live Sport Updates,SPORTS,4.4,283662,Varies with device,"10,000,000+",Free,0,Everyone,Sports,"June 15, 2018",Varies with device,4.1 and up
+MLB At Bat,SPORTS,4.2,82882,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"July 30, 2018",Varies with device,Varies with device
+NFL,SPORTS,4.1,459795,Varies with device,"50,000,000+",Free,0,Everyone,Sports,"August 2, 2018",Varies with device,Varies with device
+"theScore: Live Sports Scores, News, Stats & Videos",SPORTS,4.4,133825,34M,"10,000,000+",Free,0,Everyone 10+,Sports,"July 25, 2018",6.17.2,4.4 and up
+Onefootball - Soccer Scores,SPORTS,4.7,911995,20M,"10,000,000+",Free,0,Everyone,Sports,"August 1, 2018",10.8.1.330,4.4 and up
+Cristiano Ronaldo Wallpaper,SPORTS,4.6,1733,19M,"500,000+",Free,0,Everyone,Sports,"July 17, 2018",2.1,4.1 and up
+"FIFA - Tournaments, Soccer News & Live Scores",SPORTS,4.2,342909,6.0M,"10,000,000+",Free,0,Everyone,Sports,"August 3, 2018",4.3.1,4.4 and up
+Futbol24,SPORTS,4.3,31908,Varies with device,"1,000,000+",Free,0,Everyone,Sports,"September 27, 2017",Varies with device,Varies with device
+kicker football news,SPORTS,4.3,56270,15M,"5,000,000+",Free,0,Everyone,Sports,"August 3, 2018",5.4.2,5.0 and up
+Football Live Scores,SPORTS,4.5,107724,6.5M,"5,000,000+",Free,0,Everyone,Sports,"July 31, 2018",1004.0,4.0 and up
+Pro 2018 - Series A and B,SPORTS,4.6,101455,6.2M,"5,000,000+",Free,0,Everyone,Sports,"August 3, 2018",2.24.2.0,4.0.3 and up
+BeSoccer - Soccer Live Score,SPORTS,4.5,152780,Varies with device,"10,000,000+",Free,0,Everyone,Sports,"July 18, 2018",Varies with device,Varies with device
+Sport.pl LIVE,SPORTS,4.4,21733,Varies with device,"1,000,000+",Free,0,Mature 17+,Sports,"June 29, 2018",Varies with device,Varies with device
+FotMob - Live Soccer Scores,SPORTS,4.7,410384,Varies with device,"10,000,000+",Free,0,Everyone,Sports,"July 31, 2018",Varies with device,Varies with device
+Yahoo Fantasy Sports - #1 Rated Fantasy App,SPORTS,4.2,277902,Varies with device,"5,000,000+",Free,0,Mature 17+,Sports,"August 2, 2018",Varies with device,Varies with device
+"CBS Sports App - Scores, News, Stats & Watch Live",SPORTS,4.3,91031,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"August 4, 2018",Varies with device,5.0 and up
+"The Team - Live Sport: football, tennis, rugby ..",SPORTS,4.2,112725,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"July 31, 2018",Varies with device,Varies with device
+MARCA - Sports Leader Diary,SPORTS,3.9,76346,14M,"5,000,000+",Free,0,Everyone,Sports,"July 25, 2018",6.3.3,4.1 and up
+Sahadan Live Scores,SPORTS,3.9,63938,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"August 6, 2018",Varies with device,Varies with device
+BBC Sport,SPORTS,4.2,18678,Varies with device,"1,000,000+",Free,0,Everyone,Sports,"April 25, 2018",Varies with device,Varies with device
+"Foot Mercato: transfers, results, news, live",SPORTS,4.3,39878,6.1M,"1,000,000+",Free,0,Everyone,Sports,"July 28, 2018",3.6.7,4.1 and up
+All Football - Latest News & Videos,SPORTS,4.6,152867,17M,"10,000,000+",Free,0,Everyone,Sports,"August 3, 2018",3.0.5,4.1 and up
+Premier League - Official App,SPORTS,4.3,63580,24M,"5,000,000+",Free,0,Everyone,Sports,"July 20, 2018",1.1.5,4.1 and up
+Eurosport,SPORTS,4.0,121003,Varies with device,"10,000,000+",Free,0,Everyone,Sports,"August 6, 2018",Varies with device,Varies with device
+beIN SPORTS TR,SPORTS,4.0,135763,13M,"10,000,000+",Free,0,Everyone,Sports,"August 2, 2018",1.5.13,4.1 and up
+ESPN Fantasy Sports,SPORTS,4.0,176448,10M,"5,000,000+",Free,0,Everyone,Sports,"November 21, 2017",5.3.0,4.4 and up
+"All Football GO- Live Score, Games",SPORTS,4.6,1981,10M,"100,000+",Free,0,Everyone,Sports,"June 21, 2018",2.9.9go,4.1 and up
+Top Mercato: football news,SPORTS,4.3,16016,6.9M,"1,000,000+",Free,0,Everyone,Sports,"January 7, 2016",2.7.0,4.2 and up
+GollerCepte Live Score,SPORTS,4.2,9992,31M,"1,000,000+",Free,0,Everyone,Sports,"May 23, 2018",6.5,4.1 and up
+Championat,SPORTS,4.3,36490,Varies with device,"1,000,000+",Free,0,Everyone,Sports,"July 25, 2018",Varies with device,Varies with device
+"Bleacher Report: sports news, scores, & highlights",SPORTS,4.4,122282,Varies with device,"5,000,000+",Free,0,Everyone 10+,Sports,"July 20, 2018",Varies with device,Varies with device
+Hovercraft Racer,SPORTS,4.0,218,28M,"100,000+",Free,0,Everyone,Sports,"July 19, 2018",5.0,4.1 and up
+World Cup 2018,SPORTS,4.6,4011,2.6M,"500,000+",Free,0,Teen,Sports,"July 1, 2018",1.0.16,2.3 and up
+GollerCepte 1903,SPORTS,4.7,25172,30M,"500,000+",Free,0,Everyone,Sports,"May 23, 2018",5.5,4.1 and up
+League18,SPORTS,4.3,14123,13M,"500,000+",Free,0,Everyone,Sports,"August 1, 2018",4.0.0,4.0 and up
+Speed Boat Racing,SPORTS,4.0,2487,27M,"1,000,000+",Free,0,Everyone,Sports,"August 3, 2018",12.0,4.0.3 and up
+La Liga - Spanish Soccer League Official,SPORTS,4.5,180938,29M,"10,000,000+",Free,0,Everyone,Sports,"July 24, 2018",6.4.8,4.0.3 and up
+Lionel Messi Wallpapers,SPORTS,4.7,950,18M,"100,000+",Free,0,Everyone,Sports,"July 17, 2018",2.6,4.1 and up
+Goal Live Scores,SPORTS,4.4,232423,35M,"5,000,000+",Free,0,Everyone,Sports,"June 11, 2018",4.2.2,4.0.3 and up
+The 5th Stand,SPORTS,4.8,1664,17M,"100,000+",Free,0,Everyone,Sports,"July 31, 2018",1.2.677,4.4 and up
+NUsport,SPORTS,3.3,1391,Varies with device,"100,000+",Free,0,Everyone,Sports,"May 4, 2018",Varies with device,Varies with device
+U + professional baseball,SPORTS,4.3,2486,18M,"500,000+",Free,0,Everyone,Sports,"July 30, 2018",06.11.00,4.4 and up
+Mackolik Live Results,SPORTS,3.9,188834,Varies with device,"10,000,000+",Free,0,Everyone,Sports,"July 24, 2018",Varies with device,Varies with device
+Mercato foot by Maxifoot,SPORTS,4.4,697,3.0M,"100,000+",Free,0,Everyone,Sports,"March 16, 2017",1.1,4.1 and up
+MLB Ballpark,SPORTS,3.9,5510,32M,"1,000,000+",Free,0,Everyone,Sports,"July 16, 2018",7.3.0,4.2 and up
+MUTV - Manchester United TV,SPORTS,4.4,4549,24M,"500,000+",Free,0,Everyone,Sports,"August 1, 2018",2.4.0,4.1 and up
+"CBS Sports App - Scores, News, Stats & Watch Live",SPORTS,4.3,91031,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"August 4, 2018",Varies with device,5.0 and up
+"Hole19: Golf GPS App, Rangefinder & Scorecard",SPORTS,4.4,6106,Varies with device,"100,000+",Free,0,Everyone,Sports,"August 1, 2018",Varies with device,Varies with device
+Yahoo Fantasy Sports - #1 Rated Fantasy App,SPORTS,4.2,277900,Varies with device,"5,000,000+",Free,0,Mature 17+,Sports,"August 2, 2018",Varies with device,Varies with device
+ESPN,SPORTS,4.2,521138,Varies with device,"10,000,000+",Free,0,Everyone 10+,Sports,"July 19, 2018",Varies with device,5.0 and up
+NFL,SPORTS,4.1,459795,Varies with device,"50,000,000+",Free,0,Everyone,Sports,"August 2, 2018",Varies with device,Varies with device
+"Bleacher Report: sports news, scores, & highlights",SPORTS,4.4,122282,Varies with device,"5,000,000+",Free,0,Everyone 10+,Sports,"July 20, 2018",Varies with device,Varies with device
+ESPN Fantasy Sports,SPORTS,4.0,176448,10M,"5,000,000+",Free,0,Everyone,Sports,"November 21, 2017",5.3.0,4.4 and up
+"theScore: Live Sports Scores, News, Stats & Videos",SPORTS,4.4,133825,34M,"10,000,000+",Free,0,Everyone 10+,Sports,"July 25, 2018",6.17.2,4.4 and up
+"CBS Sports App - Scores, News, Stats & Watch Live",SPORTS,4.3,91031,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"August 4, 2018",Varies with device,5.0 and up
+WatchESPN,SPORTS,4.1,288809,6.6M,"10,000,000+",Free,0,Everyone,Sports,"September 27, 2017",2.5.1,4.4 and up
+CBS Sports Fantasy,SPORTS,4.0,43611,27M,"1,000,000+",Free,0,Everyone,Sports,"June 27, 2018",3.17.0+3,5.0 and up
+ESPN,SPORTS,4.2,521138,Varies with device,"10,000,000+",Free,0,Everyone 10+,Sports,"July 19, 2018",Varies with device,5.0 and up
+MLB At Bat,SPORTS,4.2,82882,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"July 30, 2018",Varies with device,Varies with device
+"CBS Sports App - Scores, News, Stats & Watch Live",SPORTS,4.3,91031,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"August 4, 2018",Varies with device,5.0 and up
+NBC Sports,SPORTS,3.1,78442,25M,"5,000,000+",Free,0,Everyone,Sports,"June 22, 2018",5.12.4,4.1 and up
+WatchESPN,SPORTS,4.1,288809,6.6M,"10,000,000+",Free,0,Everyone,Sports,"September 27, 2017",2.5.1,4.4 and up
+NBC Sports Gold,SPORTS,2.9,3017,24M,"100,000+",Free,0,Everyone,Sports,"July 2, 2018",3.7,4.1 and up
+UFC,SPORTS,4.0,30840,Varies with device,"1,000,000+",Free,0,Teen,Sports,"May 22, 2018",Varies with device,Varies with device
+Telemundo Deportes - Live,SPORTS,4.5,36255,25M,"1,000,000+",Free,0,Everyone,Sports,"August 1, 2018",5.10.5,4.1 and up
+SwingAid - Level up Golf,SPORTS,4.3,752,33M,"100,000+",Free,0,Everyone,Sports,"July 10, 2018",2.6.3,4.1 and up
+Golf Channel,SPORTS,4.1,19230,88M,"1,000,000+",Free,0,Everyone,Sports,"May 30, 2018",4.5.19.56,4.1 and up
+The Rules of Golf,SPORTS,4.3,926,9.3M,"100,000+",Free,0,Everyone,Sports,"January 17, 2018",5.9,4.1 and up
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",SPORTS,4.5,26102,Varies with device,"1,000,000+",Free,0,Everyone,Sports,"May 3, 2018",Varies with device,Varies with device
+Golf GPS by SwingxSwing,SPORTS,4.6,37167,Varies with device,"1,000,000+",Free,0,Everyone,Sports,"July 30, 2018",Varies with device,4.4 and up
+Zepp Golf Swing Analyzer,SPORTS,4.4,2020,84M,"100,000+",Free,0,Everyone,Sports,"May 24, 2018",4.4.0,5.0 and up
+Live Golf Scores - US & European Golf,SPORTS,4.2,798,4.7M,"50,000+",Free,0,Everyone 10+,Sports,"August 1, 2018",3.5,4.0 and up
+Golfshot: Golf GPS + Tee Times,SPORTS,4.3,7543,25M,"500,000+",Free,0,Everyone,Sports,"July 11, 2018",1.31.0,4.1 and up
+PGA TOUR LIVE,SPORTS,3.4,1845,12M,"100,000+",Free,0,Everyone,Sports,"June 7, 2017",1.3.0,4.2 and up
+Golf GPS Rangefinder: Golf Pad,SPORTS,4.6,13098,Varies with device,"1,000,000+",Free,0,Everyone,Sports,"July 28, 2018",Varies with device,Varies with device
+Mobitee GPS Golf Free,SPORTS,4.2,1904,9.9M,"100,000+",Free,0,Everyone,Sports,"June 11, 2018",2.0.22,2.3 and up
+"Hole19: Golf GPS App, Rangefinder & Scorecard",SPORTS,4.4,6106,Varies with device,"100,000+",Free,0,Everyone,Sports,"August 1, 2018",Varies with device,Varies with device
+GolfLogix GPS + Putt Breaks,SPORTS,4.0,11085,61M,"1,000,000+",Free,0,Everyone,Sports,"June 21, 2018",8.9.3,4.0.3 and up
+Golfshot Plus: Golf GPS,SPORTS,4.1,3387,25M,"50,000+",Paid,$29.99,Everyone,Sports,"July 11, 2018",4.18.0,4.1 and up
+PGA TOUR,SPORTS,4.0,11151,52M,"1,000,000+",Free,0,Everyone,Sports,"June 27, 2018",2018.6,5.0 and up
+FanDuel: Daily Fantasy Sports,SPORTS,4.6,29673,57M,"1,000,000+",Free,0,Mature 17+,Sports,"August 6, 2018",2.46.1,5.0 and up
+Yahoo Fantasy Sports - #1 Rated Fantasy App,SPORTS,4.2,277904,Varies with device,"5,000,000+",Free,0,Mature 17+,Sports,"August 2, 2018",Varies with device,Varies with device
+DraftKings - Daily Fantasy Sports,SPORTS,4.5,50017,41M,"1,000,000+",Free,0,Adults only 18+,Sports,"July 24, 2018",3.21.324,4.4 and up
+Fantasy Football Manager (FPL),SPORTS,4.4,63650,4.6M,"1,000,000+",Free,0,Everyone,Sports,"August 3, 2018",7.0.2,4.1 and up
+ESPN Fantasy Sports,SPORTS,4.0,176450,10M,"5,000,000+",Free,0,Everyone,Sports,"November 21, 2017",5.3.0,4.4 and up
+Fantasy Football,SPORTS,3.5,50179,23M,"1,000,000+",Free,0,Everyone,Sports,"August 2, 2018",2.5.7.1,5.0 and up
+CBS Sports Fantasy,SPORTS,4.0,43611,27M,"1,000,000+",Free,0,Everyone,Sports,"June 27, 2018",3.17.0+3,5.0 and up
+ESPN,SPORTS,4.2,521140,Varies with device,"10,000,000+",Free,0,Everyone 10+,Sports,"July 19, 2018",Varies with device,5.0 and up
+US Open Tennis Championships 2018,SPORTS,4.0,9971,33M,"1,000,000+",Free,0,Everyone,Sports,"June 5, 2018",7.1,5.0 and up
+"Bleacher Report: sports news, scores, & highlights",SPORTS,4.4,122283,Varies with device,"5,000,000+",Free,0,Everyone 10+,Sports,"July 20, 2018",Varies with device,Varies with device
+Live Tennis Rankings / LTR,SPORTS,4.8,1660,4.7M,"10,000+",Free,0,Everyone,Sports,"June 5, 2018",3.9,4.0.3 and up
+Tennis Livescore Widget,SPORTS,4.1,361,2.2M,"50,000+",Free,0,Everyone,Sports,"October 13, 2016",1.0,2.3 and up
+Tennis Temple - Live Scores,SPORTS,4.6,5305,Varies with device,"100,000+",Free,0,Everyone,Sports,"May 18, 2018",Varies with device,Varies with device
+"The Championships, Wimbledon 2018",SPORTS,4.3,24082,95M,"1,000,000+",Free,0,Everyone,Sports,"July 4, 2018",6.5,4.4 and up
+"theScore: Live Sports Scores, News, Stats & Videos",SPORTS,4.4,133833,34M,"10,000,000+",Free,0,Everyone 10+,Sports,"July 25, 2018",6.17.2,4.4 and up
+"CBS Sports App - Scores, News, Stats & Watch Live",SPORTS,4.3,91033,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"August 4, 2018",Varies with device,5.0 and up
+Tennis 24 - tennis live scores,SPORTS,4.6,990,9.4M,"100,000+",Free,0,Everyone,Sports,"July 18, 2018",2.28.1,4.1 and up
+"Yahoo Sports - scores, stats, news, & highlights",SPORTS,4.5,32386,19M,"1,000,000+",Free,0,Everyone,Sports,"August 1, 2018",7.8.0,5.1 and up
+Tennis News and Scores,SPORTS,4.3,101,3.9M,"10,000+",Free,0,Everyone,Sports,"July 15, 2018",5.4,4.1 and up
+ESPN,SPORTS,4.2,521140,Varies with device,"10,000,000+",Free,0,Everyone 10+,Sports,"July 19, 2018",Varies with device,5.0 and up
+"Bleacher Report: sports news, scores, & highlights",SPORTS,4.4,122283,Varies with device,"5,000,000+",Free,0,Everyone 10+,Sports,"July 20, 2018",Varies with device,Varies with device
+MLB At Bat,SPORTS,4.2,82883,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"July 30, 2018",Varies with device,Varies with device
+"theScore: Live Sports Scores, News, Stats & Videos",SPORTS,4.4,133833,34M,"10,000,000+",Free,0,Everyone 10+,Sports,"July 25, 2018",6.17.2,4.4 and up
+"CBS Sports App - Scores, News, Stats & Watch Live",SPORTS,4.3,91033,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"August 4, 2018",Varies with device,5.0 and up
+MSN Sports - Scores & Schedule,SPORTS,4.5,35394,21M,"500,000+",Free,0,Everyone,Sports,"July 5, 2018",1.2.0,4.2 and up
+"Yahoo Sports - scores, stats, news, & highlights",SPORTS,4.5,32386,19M,"1,000,000+",Free,0,Everyone,Sports,"August 1, 2018",7.8.0,5.1 and up
+WatchESPN,SPORTS,4.1,288809,6.6M,"10,000,000+",Free,0,Everyone,Sports,"September 27, 2017",2.5.1,4.4 and up
+"FOX Sports: Live Streaming, Scores & News",SPORTS,4.0,28895,82M,"5,000,000+",Free,0,Teen,Sports,"August 2, 2018",4.4.15,5.0 and up
+FotMob - Live Soccer Scores,SPORTS,4.7,410395,Varies with device,"10,000,000+",Free,0,Everyone,Sports,"July 31, 2018",Varies with device,Varies with device
+Sports Alerts - NFL edition,SPORTS,4.6,11549,Varies with device,"100,000+",Free,0,Everyone,Sports,"July 7, 2018",Varies with device,Varies with device
+Yahoo Fantasy Sports - #1 Rated Fantasy App,SPORTS,4.2,277904,Varies with device,"5,000,000+",Free,0,Mature 17+,Sports,"August 2, 2018",Varies with device,Varies with device
+ESPN,SPORTS,4.2,521140,Varies with device,"10,000,000+",Free,0,Everyone 10+,Sports,"July 19, 2018",Varies with device,5.0 and up
+NCAA March Madness Live,SPORTS,4.1,34123,19M,"5,000,000+",Free,0,Everyone,Sports,"March 30, 2018",7.1.0,5.0 and up
+NFL,SPORTS,4.1,459797,Varies with device,"50,000,000+",Free,0,Everyone,Sports,"August 2, 2018",Varies with device,Varies with device
+SportsManias Fantasy Team News,SPORTS,3.5,4057,26M,"500,000+",Free,0,Everyone,Sports,"May 10, 2018",3.2.12,4.0.3 and up
+Thuuz Sports,SPORTS,4.5,5517,5.2M,"500,000+",Free,0,Everyone,Sports,"April 3, 2018",6.9.12,2.3 and up
+NCAA Sports,SPORTS,3.9,4272,16M,"500,000+",Free,0,Everyone,Sports,"April 23, 2018",3.0.13,4.1 and up
+850 Sports News Digest,SPORTS,4.6,539,Varies with device,"10,000+",Free,0,Everyone,Sports,"August 23, 2016",Varies with device,Varies with device
+US Open Tennis Championships 2018,SPORTS,4.0,9971,33M,"1,000,000+",Free,0,Everyone,Sports,"June 5, 2018",7.1,5.0 and up
+"Bleacher Report: sports news, scores, & highlights",SPORTS,4.4,122283,Varies with device,"5,000,000+",Free,0,Everyone 10+,Sports,"July 20, 2018",Varies with device,Varies with device
+MLB At Bat,SPORTS,4.2,82883,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"July 30, 2018",Varies with device,Varies with device
+"FIFA - Tournaments, Soccer News & Live Scores",SPORTS,4.2,342912,6.0M,"10,000,000+",Free,0,Everyone,Sports,"August 3, 2018",4.3.1,4.4 and up
+365Scores - Live Scores,SPORTS,4.6,666521,25M,"10,000,000+",Free,0,Everyone,Sports,"July 29, 2018",5.5.9,4.1 and up
+Cricbuzz - Live Cricket Scores & News,SPORTS,4.5,838765,Varies with device,"50,000,000+",Free,0,Everyone,Sports,"May 18, 2018",Varies with device,Varies with device
+"theScore: Live Sports Scores, News, Stats & Videos",SPORTS,4.4,133833,34M,"10,000,000+",Free,0,Everyone 10+,Sports,"July 25, 2018",6.17.2,4.4 and up
+Fantasy Football & NFL News,SPORTS,4.5,2943,8.1M,"100,000+",Free,0,Everyone,Sports,"May 15, 2018",6.1.3,2.3.3 and up
+NBA,SPORTS,4.4,108318,35M,"10,000,000+",Free,0,Everyone,Sports,"July 9, 2018",2017.7.1,4.4 and up
+Golfshot: Golf GPS + Tee Times,SPORTS,4.3,7543,25M,"500,000+",Free,0,Everyone,Sports,"July 11, 2018",1.31.0,4.1 and up
+BBC Sport,SPORTS,4.2,18679,Varies with device,"1,000,000+",Free,0,Everyone,Sports,"April 25, 2018",Varies with device,Varies with device
+"CBS Sports App - Scores, News, Stats & Watch Live",SPORTS,4.3,91033,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"August 4, 2018",Varies with device,5.0 and up
+"Yahoo Sports - scores, stats, news, & highlights",SPORTS,4.5,32386,19M,"1,000,000+",Free,0,Everyone,Sports,"August 1, 2018",7.8.0,5.1 and up
+NHL,SPORTS,4.0,68935,48M,"5,000,000+",Free,0,Everyone,Sports,"June 27, 2018",9.4.0,4.2 and up
+NASCAR MOBILE,SPORTS,4.2,80900,21M,"1,000,000+",Free,0,Everyone,Sports,"July 25, 2018",7.1.7.4,4.4 and up
+WatchESPN,SPORTS,4.1,288809,6.6M,"10,000,000+",Free,0,Everyone,Sports,"September 27, 2017",2.5.1,4.4 and up
+MLB Ballpark,SPORTS,3.9,5511,32M,"1,000,000+",Free,0,Everyone,Sports,"July 16, 2018",7.3.0,4.2 and up
+"Univision Deportes: Liga MX, MLS, Fútbol Live",SPORTS,4.2,75545,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"July 23, 2018",Varies with device,Varies with device
+"FOX Sports: Live Streaming, Scores & News",SPORTS,4.0,28895,82M,"5,000,000+",Free,0,Teen,Sports,"August 2, 2018",4.4.15,5.0 and up
+Fantasy Football,SPORTS,3.5,50179,23M,"1,000,000+",Free,0,Everyone,Sports,"August 2, 2018",2.5.7.1,5.0 and up
+PGA TOUR,SPORTS,4.0,11151,52M,"1,000,000+",Free,0,Everyone,Sports,"June 27, 2018",2018.6,5.0 and up
+UFC,SPORTS,4.0,30840,Varies with device,"1,000,000+",Free,0,Teen,Sports,"May 22, 2018",Varies with device,Varies with device
+Real Basketball,SPORTS,4.5,1605267,Varies with device,"10,000,000+",Free,0,Everyone,Sports,"December 5, 2016",Varies with device,Varies with device
+"Expedia Hotels, Flights & Car Rental Travel Deals",TRAVEL_AND_LOCAL,4.1,136626,14M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",18.30.0,5.0 and up
+trivago: Hotels & Travel,TRAVEL_AND_LOCAL,4.2,219848,Varies with device,"50,000,000+",Free,0,Everyone,Travel & Local,"August 2, 2018",Varies with device,Varies with device
+Hopper - Watch & Book Flights,TRAVEL_AND_LOCAL,4.4,52029,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"June 29, 2018",Varies with device,5.0 and up
+TripIt: Travel Organizer,TRAVEL_AND_LOCAL,4.4,49190,25M,"1,000,000+",Free,0,Everyone,Travel & Local,"June 15, 2018",7.5.0,5.0 and up
+Trip by Skyscanner - City & Travel Guide,TRAVEL_AND_LOCAL,4.1,5150,Varies with device,"500,000+",Free,0,Everyone,Travel & Local,"May 29, 2018",Varies with device,Varies with device
+CityMaps2Go Plan Trips Travel Guide Offline Maps,TRAVEL_AND_LOCAL,4.3,64713,58M,"1,000,000+",Free,0,Everyone,Travel & Local,"June 9, 2018",10.9.8 (Play),5.0 and up
+"KAYAK Flights, Hotels & Cars",TRAVEL_AND_LOCAL,4.5,216388,19M,"10,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+Skyscanner,TRAVEL_AND_LOCAL,4.5,481545,29M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",5.48,4.4 and up
+World Travel Guide by Triposo,TRAVEL_AND_LOCAL,4.4,6012,81M,"500,000+",Free,0,Everyone,Travel & Local,"March 5, 2018",4.6.0,4.0.3 and up
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,TRAVEL_AND_LOCAL,4.5,260121,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"July 4, 2018",Varies with device,Varies with device
+Booking.com Travel Deals,TRAVEL_AND_LOCAL,4.7,1830388,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",Varies with device,Varies with device
+Hostelworld: Hostels & Cheap Hotels Travel App,TRAVEL_AND_LOCAL,4.4,17878,28M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 16, 2018",6.7.1,4.1 and up
+Google Trips - Travel Planner,TRAVEL_AND_LOCAL,4.1,26871,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"July 26, 2018",1.10.0.205086730,4.1 and up
+TripAdvisor Hotels Flights Restaurants Attractions,TRAVEL_AND_LOCAL,4.4,1162837,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"August 4, 2018",Varies with device,Varies with device
+Airbnb,TRAVEL_AND_LOCAL,4.4,359403,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"August 2, 2018",Varies with device,Varies with device
+Maps - Navigate & Explore,TRAVEL_AND_LOCAL,4.3,9235155,Varies with device,"1,000,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+trivago: Hotels & Travel,TRAVEL_AND_LOCAL,4.2,219848,Varies with device,"50,000,000+",Free,0,Everyone,Travel & Local,"August 2, 2018",Varies with device,Varies with device
+GPS Map Free,TRAVEL_AND_LOCAL,4.0,33782,7.6M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 11, 2018",4.6,4.0 and up
+Offline Maps & Navigation,TRAVEL_AND_LOCAL,4.7,192641,33M,"5,000,000+",Free,0,Everyone,Travel & Local,"June 7, 2018",17.4.1,4.0.3 and up
+Google Earth,TRAVEL_AND_LOCAL,4.3,2338655,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"June 18, 2018",9.2.17.13,4.1 and up
+GasBuddy: Find Cheap Gas,TRAVEL_AND_LOCAL,4.6,751551,42M,"10,000,000+",Free,0,Mature 17+,Travel & Local,"August 2, 2018",5.2.0 21127,4.4 and up
+Southwest Airlines,TRAVEL_AND_LOCAL,3.9,24781,8.3M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 11, 2018",5.6.1,6.0 and up
+"AT&T Navigator: Maps, Traffic",TRAVEL_AND_LOCAL,3.6,32862,14M,"10,000,000+",Free,0,Everyone,Travel & Local,"December 6, 2016",5.10.6.2.8466393,4.1 and up
+VZ Navigator,TRAVEL_AND_LOCAL,4.0,16101,Varies with device,"50,000,000+",Free,0,Everyone,Travel & Local,"January 22, 2018",Varies with device,4.2 and up
+KakaoMap - Map / Navigation,TRAVEL_AND_LOCAL,4.1,76779,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",Varies with device,Varies with device
+Google Street View,TRAVEL_AND_LOCAL,4.2,2129689,Varies with device,"1,000,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",Varies with device,Varies with device
+AirAsia,TRAVEL_AND_LOCAL,3.9,98585,37M,"10,000,000+",Free,0,Everyone,Travel & Local,"July 16, 2018",5.0.4,4.4 and up
+"Expedia Hotels, Flights & Car Rental Travel Deals",TRAVEL_AND_LOCAL,4.1,136633,14M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",18.30.0,5.0 and up
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,TRAVEL_AND_LOCAL,4.3,459851,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"August 1, 2018",3.9.7,4.3 and up
+Allegiant,TRAVEL_AND_LOCAL,3.1,5572,21M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 12, 2018",5.16.1,4.4 and up
+Amtrak,TRAVEL_AND_LOCAL,3.7,16815,28M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 15, 2018",3.1.3,5.0 and up
+JAL (Domestic and international flights),TRAVEL_AND_LOCAL,3.4,2277,27M,"1,000,000+",Free,0,Everyone,Travel & Local,"May 7, 2018",4.4.7,4.0.3 and up
+Flight & Hotel Booking App - ixigo,TRAVEL_AND_LOCAL,4.4,45562,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",4.0.9.1,4.1 and up
+VZ Navigator for Tablets,TRAVEL_AND_LOCAL,3.6,285,39M,"500,000+",Free,0,Everyone,Travel & Local,"January 22, 2018",10.7.8.111,4.2 and up
+TripAdvisor Hotels Flights Restaurants Attractions,TRAVEL_AND_LOCAL,4.4,1162838,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"August 4, 2018",Varies with device,Varies with device
+"HSL - Tickets, route planner and information",TRAVEL_AND_LOCAL,3.3,256,17M,"100,000+",Free,0,Everyone,Travel & Local,"August 1, 2018",1.1.2,5.0 and up
+Wisepilot for XPERIA™,TRAVEL_AND_LOCAL,3.7,21443,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"January 30, 2018",Varies with device,Varies with device
+VZ Navigator for Galaxy S4,TRAVEL_AND_LOCAL,3.0,2750,39M,"5,000,000+",Free,0,Everyone,Travel & Local,"January 22, 2018",10.7.8.111,4.2 and up
+MAIN,TRAVEL_AND_LOCAL,3.6,7081,51M,"1,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",4.1.21,4.4 and up
+"Yoriza Pension - travel, lodging, pension, camping, caravan, pool villas accommodation discount",TRAVEL_AND_LOCAL,4.8,17882,86M,"1,000,000+",Free,0,Everyone,Travel & Local,"August 3, 2018",3.4.5,5.0 and up
+Foursquare Swarm: Check In,TRAVEL_AND_LOCAL,3.9,421800,Varies with device,"10,000,000+",Free,0,Teen,Travel & Local,"July 27, 2018",Varies with device,Varies with device
+PagesJaunes - local search,TRAVEL_AND_LOCAL,3.8,43935,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"August 1, 2018",8.13.3,5.0 and up
+Flightradar24 Flight Tracker,TRAVEL_AND_LOCAL,4.3,171889,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"July 18, 2018",7.8.0,Varies with device
+"Yatra - Flights, Hotels, Bus, Trains & Cabs",TRAVEL_AND_LOCAL,4.5,251037,26M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 5, 2018",13.0.16,4.1 and up
+SNCF,TRAVEL_AND_LOCAL,3.4,15750,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"August 2, 2018",Varies with device,Varies with device
+Fly Delta,TRAVEL_AND_LOCAL,3.7,27560,46M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",4.13.2,5.0 and up
+Skyscanner,TRAVEL_AND_LOCAL,4.5,481546,29M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",5.48,4.4 and up
+Despegar.com Hotels and Flights,TRAVEL_AND_LOCAL,4.4,150932,27M,"10,000,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",9.1.0,4.1 and up
+Navigation Plus,TRAVEL_AND_LOCAL,4.1,928,14M,"1,000,000+",Free,0,Everyone,Travel & Local,"January 9, 2018",11.0.269 (m),4.1 and up
+2GIS: directory & navigator,TRAVEL_AND_LOCAL,4.5,768833,Varies with device,"50,000,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",Varies with device,Varies with device
+Poynt,TRAVEL_AND_LOCAL,4.0,26665,10M,"5,000,000+",Free,0,Everyone,Travel & Local,"March 29, 2018",2.5.26,4.1 and up
+Gaode Map,TRAVEL_AND_LOCAL,3.9,13275,71M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 3, 2018",8.60.0.2586,4.0 and up
+"Priceline Hotel Deals, Rental Cars & Flights",TRAVEL_AND_LOCAL,4.4,48930,15M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 26, 2018",4.38.176,4.4 and up
+TravelPirates,TRAVEL_AND_LOCAL,4.8,43054,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",Varies with device,Varies with device
+Booking.com Travel Deals,TRAVEL_AND_LOCAL,4.7,1830387,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",Varies with device,Varies with device
+Free Radar Detector,TRAVEL_AND_LOCAL,4.3,15680,11M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 6, 2018",6.2.3,4.1 and up
+American Airlines,TRAVEL_AND_LOCAL,3.7,16980,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"July 18, 2018",Varies with device,Varies with device
+Where to travel - ticket. hotel. train ticket. car ticket. travel. tickets,TRAVEL_AND_LOCAL,4.2,5112,62M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 27, 2018",8.8.2,4.4 and up
+United Airlines,TRAVEL_AND_LOCAL,3.5,30447,80M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 20, 2018",2.1.56,5.0 and up
+NTES,TRAVEL_AND_LOCAL,4.3,165299,5.4M,"10,000,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",8.0,4.1 and up
+Where is my Train : Indian Railway & PNR Status,TRAVEL_AND_LOCAL,4.7,620534,9.8M,"10,000,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",5.7.3,4.0.3 and up
+MakeMyTrip-Flight Hotel Bus Cab IRCTC Rail Booking,TRAVEL_AND_LOCAL,4.3,599872,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"August 4, 2018",7.3.3,4.4 and up
+Restaurant Finder,TRAVEL_AND_LOCAL,4.1,12564,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"July 5, 2018",Varies with device,Varies with device
+Zagat,TRAVEL_AND_LOCAL,3.1,2528,Varies with device,"100,000+",Free,0,Everyone,Travel & Local,"July 14, 2016",Varies with device,Varies with device
+Gormey: Find Best Restaurants,TRAVEL_AND_LOCAL,4.3,34,7.6M,"1,000+",Free,0,Everyone,Travel & Local,"August 29, 2017",2.3,4.0.3 and up
+Find Dining Restaurant Finder,TRAVEL_AND_LOCAL,4.1,427,26M,"100,000+",Free,0,Everyone,Travel & Local,"March 21, 2016",1.2.1,4.1 and up
+Urbanspoon Restaurant Reviews,TRAVEL_AND_LOCAL,4.2,35560,13M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 5, 2016",4.0.21,4.0.3 and up
+"Yelp: Food, Shopping, Services Nearby",TRAVEL_AND_LOCAL,4.3,397422,Varies with device,"10,000,000+",Free,0,Teen,Travel & Local,"August 3, 2018",Varies with device,Varies with device
+TripAdvisor Hotels Flights Restaurants Attractions,TRAVEL_AND_LOCAL,4.4,1162837,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"August 4, 2018",Varies with device,Varies with device
+Qatar Airways,TRAVEL_AND_LOCAL,4.3,11182,62M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",11.26,4.1 and up
+Hipmunk Hotels & Flights,TRAVEL_AND_LOCAL,4.3,16734,10.0M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",8.8.2,5.0 and up
+"Priceline Hotel Deals, Rental Cars & Flights",TRAVEL_AND_LOCAL,4.4,48930,15M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 26, 2018",4.38.176,4.4 and up
+United Airlines,TRAVEL_AND_LOCAL,3.5,30447,80M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 20, 2018",2.1.56,5.0 and up
+"Expedia Hotels, Flights & Car Rental Travel Deals",TRAVEL_AND_LOCAL,4.1,136626,14M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",18.30.0,5.0 and up
+Skiplagged — Exclusive Flights & Hotels,TRAVEL_AND_LOCAL,4.6,10035,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"May 4, 2018",Varies with device,Varies with device
+CWT To Go,TRAVEL_AND_LOCAL,4.4,20313,57M,"100,000+",Free,0,Everyone,Travel & Local,"August 5, 2018",17.7.8,4.4 and up
+British Airways,TRAVEL_AND_LOCAL,4.2,25740,51M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 24, 2018",4.20,4.4 and up
+Southwest Airlines,TRAVEL_AND_LOCAL,3.9,24781,8.3M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 11, 2018",5.6.1,6.0 and up
+Cheap Flights & Hotels momondo,TRAVEL_AND_LOCAL,4.2,42546,24M,"5,000,000+",Free,0,Everyone,Travel & Local,"April 25, 2018",7.6.5,4.4 and up
+"CheapTickets – Hotels, Flights & Travel Deals",TRAVEL_AND_LOCAL,4.4,6925,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"July 25, 2018",Varies with device,Varies with device
+JetBlue,TRAVEL_AND_LOCAL,4.4,24281,29M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 25, 2018",4.4.2,4.4 and up
+Hopper - Watch & Book Flights,TRAVEL_AND_LOCAL,4.4,52028,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"June 29, 2018",Varies with device,5.0 and up
+Flights,TRAVEL_AND_LOCAL,4.4,18039,3.1M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 26, 2018",3.6.6,4.1 and up
+Fly Delta,TRAVEL_AND_LOCAL,3.7,27560,46M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",4.13.2,5.0 and up
+The Emirates App,TRAVEL_AND_LOCAL,4.4,22748,55M,"1,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",4.7.1,5.0 and up
+"KAYAK Flights, Hotels & Cars",TRAVEL_AND_LOCAL,4.5,216388,19M,"10,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+American Airlines,TRAVEL_AND_LOCAL,3.7,16980,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"July 18, 2018",Varies with device,Varies with device
+Cheapflights – Flight Search,TRAVEL_AND_LOCAL,4.4,47780,19M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+KLM - Royal Dutch Airlines,TRAVEL_AND_LOCAL,3.7,7705,40M,"1,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",9.7.1,4.1 and up
+"Orbitz - Hotels, Flights & Package Deals",TRAVEL_AND_LOCAL,4.4,33256,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+Skyscanner,TRAVEL_AND_LOCAL,4.5,481546,29M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",5.48,4.4 and up
+Lufthansa,TRAVEL_AND_LOCAL,3.6,14544,43M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 27, 2018",7.2.5,4.1 and up
+easyJet: Travel App,TRAVEL_AND_LOCAL,4.4,134895,50M,"10,000,000+",Free,0,Everyone,Travel & Local,"July 1, 2018",2.32.2,4.2 and up
+IndiGo,TRAVEL_AND_LOCAL,4.0,48082,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"July 25, 2018",4.1.3,4.0.3 and up
+LateRooms: Find Hotel Deals,TRAVEL_AND_LOCAL,4.1,2419,13M,"1,000,000+",Free,0,Everyone,Travel & Local,"May 29, 2018",1.24.5,4.1 and up
+Choice Hotels,TRAVEL_AND_LOCAL,4.4,17915,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"July 18, 2018",Varies with device,Varies with device
+Couchsurfing Travel App,TRAVEL_AND_LOCAL,4.4,61776,Varies with device,"1,000,000+",Free,0,Teen,Travel & Local,"July 10, 2018",Varies with device,Varies with device
+Hotwire Hotel & Car Rental App,TRAVEL_AND_LOCAL,4.3,10323,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"July 19, 2018",Varies with device,Varies with device
+"Priceline Hotel Deals, Rental Cars & Flights",TRAVEL_AND_LOCAL,4.4,48930,15M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 26, 2018",4.38.176,4.4 and up
+HOTEL DEALS,TRAVEL_AND_LOCAL,4.2,1609,4.0M,"100,000+",Free,0,Everyone,Travel & Local,"April 26, 2018",53.89.55,4.1 and up
+trivago: Hotels & Travel,TRAVEL_AND_LOCAL,4.2,219848,Varies with device,"50,000,000+",Free,0,Everyone,Travel & Local,"August 2, 2018",Varies with device,Varies with device
+"Expedia Hotels, Flights & Car Rental Travel Deals",TRAVEL_AND_LOCAL,4.1,136626,14M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",18.30.0,5.0 and up
+HomeAway Vacation Rentals,TRAVEL_AND_LOCAL,4.3,30403,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"August 1, 2018",Varies with device,Varies with device
+"KAYAK Flights, Hotels & Cars",TRAVEL_AND_LOCAL,4.5,216388,19M,"10,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+"Orbitz - Hotels, Flights & Package Deals",TRAVEL_AND_LOCAL,4.4,33256,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+Skyscanner,TRAVEL_AND_LOCAL,4.5,481546,29M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",5.48,4.4 and up
+IHG®: Hotel Deals & Rewards,TRAVEL_AND_LOCAL,4.3,18622,44M,"1,000,000+",Free,0,Everyone,Travel & Local,"August 3, 2018",4.15.1,4.4 and up
+SPG: Starwood Hotels & Resorts,TRAVEL_AND_LOCAL,4.2,8258,22M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 3, 2018",v5.4.3,4.4 and up
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,TRAVEL_AND_LOCAL,4.5,260133,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"July 4, 2018",Varies with device,Varies with device
+Booking.com Travel Deals,TRAVEL_AND_LOCAL,4.7,1830388,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",Varies with device,Varies with device
+HotelTonight: Book amazing deals at great hotels,TRAVEL_AND_LOCAL,4.4,57573,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+Hostelworld: Hostels & Cheap Hotels Travel App,TRAVEL_AND_LOCAL,4.4,17878,28M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 16, 2018",6.7.1,4.1 and up
+TripAdvisor Hotels Flights Restaurants Attractions,TRAVEL_AND_LOCAL,4.4,1162837,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"August 4, 2018",Varies with device,Varies with device
+Airbnb,TRAVEL_AND_LOCAL,4.4,359560,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"August 2, 2018",Varies with device,Varies with device
+Hotels Combined - Cheap deals,TRAVEL_AND_LOCAL,4.1,17202,12M,"5,000,000+",Free,0,Everyone,Travel & Local,"November 13, 2017",4.9.2,4.1 and up
+Agoda – Hotel Booking Deals,TRAVEL_AND_LOCAL,4.6,263525,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"August 4, 2018",Varies with device,Varies with device
+Turo - Better Than Car Rental,TRAVEL_AND_LOCAL,4.4,14114,46M,"1,000,000+",Free,0,Everyone,Travel & Local,"August 4, 2018",18.21.0,5.0 and up
+Ascape VR: 360° Virtual Travel,TRAVEL_AND_LOCAL,4.1,890,7.6M,"100,000+",Free,0,Everyone,Travel & Local;Action & Adventure,"August 9, 2017",4.0.38,4.4 and up
+Cheap hotel deals and discounts — Hotellook,TRAVEL_AND_LOCAL,4.5,7153,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",Varies with device,Varies with device
+Skyscanner,TRAVEL_AND_LOCAL,4.5,481546,29M,"10,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",5.48,4.4 and up
+HotelTonight: Book amazing deals at great hotels,TRAVEL_AND_LOCAL,4.4,57573,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+Maps - Navigate & Explore,TRAVEL_AND_LOCAL,4.3,9235373,Varies with device,"1,000,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+GPS Status & Toolbox,TRAVEL_AND_LOCAL,4.5,149723,4.1M,"10,000,000+",Free,0,Everyone,Travel & Local,"June 13, 2018",8.1.171,4.0 and up
+Airport + Flight Tracker Radar,TRAVEL_AND_LOCAL,4.2,6762,8.5M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 14, 2015",8.0,4.0 and up
+Scout GPS Navigation & Meet Up,TRAVEL_AND_LOCAL,4.2,120373,31M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",3.19.35.999,4.0.3 and up
+Street Panorama View,TRAVEL_AND_LOCAL,4.2,40225,4.1M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 18, 2018",4.0.3,4.1 and up
+Geo Tracker - GPS tracker,TRAVEL_AND_LOCAL,4.5,42849,Varies with device,"1,000,000+",Free,0,Everyone,Travel & Local,"August 10, 2016",Varies with device,Varies with device
+DreamTrips,TRAVEL_AND_LOCAL,4.7,9971,22M,"500,000+",Free,0,Teen,Travel & Local,"August 6, 2018",1.28.1,5.0 and up
+Navmii GPS USA (Navfree),TRAVEL_AND_LOCAL,4.0,5960,Varies with device,"500,000+",Free,0,Everyone,Travel & Local,"May 23, 2018",Varies with device,Varies with device
+Sygic Truck GPS Navigation,TRAVEL_AND_LOCAL,4.2,18294,28M,"1,000,000+",Free,0,Everyone,Travel & Local,"August 2, 2018",13.8.3,4.0 and up
+Google Street View,TRAVEL_AND_LOCAL,4.2,2129707,Varies with device,"1,000,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",Varies with device,Varies with device
+Moto File Manager,TOOLS,4.1,38655,5.9M,"10,000,000+",Free,0,Everyone,Tools,"February 1, 2018",v3.7.93,5.0 and up
+Google,TOOLS,4.4,8033493,Varies with device,"1,000,000,000+",Free,0,Everyone,Tools,"August 3, 2018",Varies with device,Varies with device
+Google Translate,TOOLS,4.4,5745093,Varies with device,"500,000,000+",Free,0,Everyone,Tools,"August 4, 2018",Varies with device,Varies with device
+Moto Display,TOOLS,4.2,18239,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"August 6, 2018",Varies with device,Varies with device
+Motorola Alert,TOOLS,4.2,24199,3.9M,"50,000,000+",Free,0,Everyone,Tools,"November 21, 2014",1.02.53,4.4 and up
+Motorola Assist,TOOLS,4.1,37333,Varies with device,"50,000,000+",Free,0,Everyone,Tools,"January 17, 2016",Varies with device,Varies with device
+Cache Cleaner-DU Speed Booster (booster & cleaner),TOOLS,4.5,12759663,15M,"100,000,000+",Free,0,Everyone,Tools,"July 25, 2018",3.1.2,4.0 and up
+Moto Suggestions ™,TOOLS,4.6,308,4.3M,"1,000,000+",Free,0,Everyone,Tools,"June 8, 2018",0.2.32,8.0 and up
+Moto Voice,TOOLS,4.1,33216,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"June 5, 2018",Varies with device,Varies with device
+Calculator,TOOLS,4.3,40770,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"November 21, 2017",Varies with device,Varies with device
+Device Help,TOOLS,4.2,28860,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 18, 2018",Varies with device,Varies with device
+Account Manager,TOOLS,4.1,76604,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 27, 2016",Varies with device,Varies with device
+myMetro,TOOLS,4.0,26189,5.3M,"10,000,000+",Free,0,Everyone,Tools,"June 27, 2018",MyMetro_HTML_2.0_430029,4.0 and up
+File Manager,TOOLS,4.6,739329,Varies with device,"50,000,000+",Free,0,Everyone,Tools,"April 17, 2018",Varies with device,Varies with device
+My Telcel,TOOLS,3.1,45838,16M,"50,000,000+",Free,0,Everyone,Tools,"July 25, 2018",7.6.1,4.1 and up
+"Calculator - free calculator, multi calculator app",TOOLS,4.6,25592,7.5M,"10,000,000+",Free,0,Everyone,Tools,"July 31, 2018",v8.0.1.8.0629.1,4.2 and up
+ASUS Sound Recorder,TOOLS,4.5,34126,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"July 13, 2018",Varies with device,Varies with device
+iWnn IME for Nexus,TOOLS,3.2,2394,Varies with device,"5,000,000+",Free,0,Everyone,Tools,"November 13, 2014",Varies with device,Varies with device
+Samsung Max - Data Savings & Privacy Protection,TOOLS,4.3,330468,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"May 29, 2018",Varies with device,Varies with device
+Android TV Remote Service,TOOLS,NaN,1,3.7M,"1,000,000+",Free,0,Everyone,Tools,"January 17, 2018",2.1.02.4477839,7.0 and up
+ZenUI Help,TOOLS,4.6,136874,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"June 25, 2018",Varies with device,Varies with device
+"Calculator - free calculator ,multi calculator app",TOOLS,4.4,1236,5.8M,"100,000+",Free,0,Everyone,Tools,"July 6, 2018",8.1.6,4.2 and up
+SHAREit - Transfer & Share,TOOLS,4.6,7790693,17M,"500,000,000+",Free,0,Everyone,Tools,"July 30, 2018",4.5.28_ww,4.1 and up
+"ZenUI Keyboard – Emoji, Theme",TOOLS,4.5,537554,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"August 1, 2018",Varies with device,Varies with device
+Files Go by Google: Free up space on your phone,TOOLS,4.6,315585,8.5M,"10,000,000+",Free,0,Everyone,Tools,"July 18, 2018",1.0.204375696,5.0 and up
+SD card backup,TOOLS,NaN,142,Varies with device,"1,000,000+",Free,0,Everyone,Tools,"March 27, 2017",Varies with device,Varies with device
+Nokia mobile support,TOOLS,4.4,12215,9.1M,"5,000,000+",Free,0,Everyone,Tools,"August 1, 2018",1.7.4,7.0 and up
+File Manager -- Take Command of Your Files Easily,TOOLS,4.2,127223,7.6M,"10,000,000+",Free,0,Everyone,Tools,"August 3, 2018",v7.0.7.1.0625.1_06_0629,5.0 and up
+Samsung Calculator,TOOLS,4.4,9602,2.5M,"100,000,000+",Free,0,Everyone,Tools,"July 5, 2018",6.0.61.5,7.0 and up
+Clear,TOOLS,3.1,24151,15M,"10,000,000+",Free,0,Everyone,Tools,"August 6, 2018",11.7.0,4.1 and up
+Phone,TOOLS,3.6,45483,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"July 30, 2018",Varies with device,Varies with device
+HTC Lock Screen,TOOLS,4.1,28250,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"March 21, 2017",Varies with device,Varies with device
+Gboard - the Google Keyboard,TOOLS,4.2,1859115,Varies with device,"500,000,000+",Free,0,Everyone,Tools,"July 31, 2018",Varies with device,Varies with device
+Google Korean Input,TOOLS,3.5,74819,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"June 25, 2018",Varies with device,7.1 and up
+AT&T Smart Wi-Fi,TOOLS,3.9,18513,6.1M,"10,000,000+",Free,0,Everyone,Tools,"April 26, 2018",3.2,4.1 and up
+Google app for Android TV,TOOLS,3.0,66,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"July 19, 2018",Varies with device,Varies with device
+Sound Recorder: Recorder & Voice Changer Free,TOOLS,3.9,14552,17M,"10,000,000+",Free,0,Everyone,Tools,"July 31, 2018",v7.0.9.1.0526.1_06_0704,5.0 and up
+Remote Link (PC Remote),TOOLS,4.5,87055,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"January 3, 2017",Varies with device,Varies with device
+HTC Sense Input,TOOLS,3.4,17030,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"May 12, 2017",Varies with device,Varies with device
+Share Music & Transfer Files - Xender,TOOLS,4.4,1280423,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 20, 2018",Varies with device,Varies with device
+App vault,TOOLS,3.4,25094,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"July 18, 2018",Varies with device,Varies with device
+TouchPal Keyboard for vivo,TOOLS,4.3,357,58M,"1,000,000+",Free,0,Everyone,Tools,"May 30, 2018",6.2.6.7,4.0.3 and up
+Google Assistant Go,TOOLS,3.7,315,4.6M,"500,000+",Free,0,Everyone,Tools,"July 27, 2018",1.8.203182757.armeabi-v7a.release,8.0 and up
+My love,TOOLS,3.5,163997,16M,"10,000,000+",Free,0,Everyone,Tools,"August 5, 2018",5.36,4.2 and up
+DuraSpeed,TOOLS,3.8,5431,1.3M,"10,000,000+",Free,0,Everyone,Tools,"November 13, 2017",1.5.0,6.0 and up
+HTC Sense Input-LV,TOOLS,3.6,59,2.3M,"50,000+",Free,0,Everyone,Tools,"April 22, 2014",9.7.753080,4.1 and up
+HTC Sense Input-CA,TOOLS,3.1,124,1.9M,"100,000+",Free,0,Everyone,Tools,"April 22, 2014",9.7.753080,4.1 and up
+HTC Sense Input-AR,TOOLS,3.8,1420,2.7M,"100,000+",Free,0,Everyone,Tools,"April 22, 2014",9.7.753080,4.1 and up
+Digital Alarm Clock,TOOLS,4.2,118439,16M,"10,000,000+",Free,0,Everyone,Tools,"June 19, 2018",10.4,4.4 and up
+Alarm Clock Free,TOOLS,4.0,59973,11M,"10,000,000+",Free,0,Everyone,Tools,"March 16, 2018",1.2.5,4.0 and up
+Puzzle Alarm Clock ⏰,TOOLS,4.3,32111,5.3M,"1,000,000+",Free,0,Everyone,Tools,"August 3, 2018",3.1.0.1126,4.4 and up
+Alarm Clock,TOOLS,4.3,114788,Varies with device,"5,000,000+",Free,0,Everyone,Tools,"January 22, 2018",Varies with device,Varies with device
+I Can't Wake Up! Alarm Clock,TOOLS,4.5,70404,4.2M,"1,000,000+",Free,0,Everyone,Tools,"May 25, 2018",3.4.0,4.0 and up
+High-Powered Flashlight,TOOLS,4.5,429580,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"March 16, 2018",Varies with device,Varies with device
+Brightest Flashlight - LED Light,TOOLS,4.5,876866,9.1M,"50,000,000+",Free,0,Everyone,Tools,"July 27, 2018",1.4.9,4.0.3 and up
+LED Flashlight,TOOLS,4.4,207706,4.3M,"10,000,000+",Free,0,Everyone,Tools,"July 10, 2017",2.4,3.0 and up
+Tiny Flashlight + LED,TOOLS,4.4,4254879,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 8, 2018",Varies with device,Varies with device
+Flashlight & LED Torch,TOOLS,4.3,111507,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"December 29, 2017",Varies with device,Varies with device
+Color Flashlight,TOOLS,4.2,472904,Varies with device,"50,000,000+",Free,0,Everyone,Tools,"December 14, 2017",Varies with device,Varies with device
+Flashlight,TOOLS,4.7,115409,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"August 6, 2018",Varies with device,Varies with device
+"CM Flashlight (Compass, SOS)",TOOLS,4.4,166367,1.8M,"5,000,000+",Free,0,Everyone,Tools,"May 25, 2018",1.4.0,2.3 and up
+Flashlight HD LED,TOOLS,4.3,618918,Varies with device,"50,000,000+",Free,0,Everyone,Tools,"July 28, 2018",Varies with device,Varies with device
+Flashlight - Torch LED Light,TOOLS,4.4,192661,8.5M,"10,000,000+",Free,0,Everyone,Tools,"July 7, 2018",2.4.1,4.1 and up
+Super Flashlight + LED,TOOLS,4.3,54207,4.4M,"5,000,000+",Free,0,Everyone,Tools,"July 11, 2017",3.2,3.0 and up
+Brightest LED Flashlight,TOOLS,4.5,60571,Varies with device,"5,000,000+",Free,0,Everyone,Tools,"July 2, 2018",Varies with device,Varies with device
+Brightest Flashlight Free ®,TOOLS,4.7,1335799,3.8M,"50,000,000+",Free,0,Everyone,Tools,"October 27, 2017",2.5.2,4.2 and up
+Fraction Calculator Plus Free,TOOLS,4.5,148506,11M,"5,000,000+",Free,0,Everyone,Tools,"July 15, 2018",Varies with device,Varies with device
+Calculator Plus Free,TOOLS,4.6,679912,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"July 27, 2018",Varies with device,Varies with device
+CALCU™ Stylish Calculator Free,TOOLS,4.7,152692,11M,"5,000,000+",Free,0,Everyone,Tools,"July 7, 2018",3.5.6,4.1 and up
+Mobi Calculator free & AD free!,TOOLS,4.6,77311,Varies with device,"5,000,000+",Free,0,Everyone,Tools,"January 9, 2018",Varies with device,Varies with device
+Calculator with Percent (Free),TOOLS,4.8,48211,7.4M,"1,000,000+",Free,0,Everyone,Tools,"November 18, 2017",32.1,4.1 and up
+Graphing Calculator,TOOLS,3.9,12388,5.3M,"1,000,000+",Free,0,Everyone,Tools,"April 1, 2016",1.17,2.3 and up
+Unit Converter,TOOLS,4.5,85387,5.4M,"1,000,000+",Free,0,Everyone,Tools,"July 3, 2018",2.1.54,4.0 and up
+Calculator ++,TOOLS,4.6,33509,3.6M,"1,000,000+",Free,0,Everyone,Tools,"May 12, 2018",2.2.7,4.4 and up
+MyScript Calculator,TOOLS,4.5,342336,Varies with device,"10,000,000+",Free,0,Everyone,Tools;Education,"August 10, 2015",Varies with device,Varies with device
+ConvertPad - Unit Converter,TOOLS,4.4,90831,4.3M,"10,000,000+",Free,0,Everyone,Tools,"June 18, 2017",3.1.00,4.2 and up
+Unit Converter Pro,TOOLS,4.5,12718,Varies with device,"1,000,000+",Free,0,Everyone,Tools,"March 5, 2018",Varies with device,Varies with device
+Classic Calculator,TOOLS,4.0,85659,27M,"5,000,000+",Free,0,Everyone,Tools,"February 25, 2018",1.51,3.0 and up
+Scientific Calculator Free,TOOLS,4.3,16395,Varies with device,"1,000,000+",Free,0,Everyone,Tools,"June 28, 2018",Varies with device,Varies with device
+weight conversion calculator,TOOLS,4.0,807,1.8M,"100,000+",Free,0,Everyone,Tools,"May 18, 2018",20180517,2.3 and up
+Age Calculator,TOOLS,4.4,24265,3.3M,"1,000,000+",Free,0,Everyone,Tools,"July 25, 2017",4.0.6,4.0.3 and up
+EzCalculator,TOOLS,4.1,1657,2.0M,"100,000+",Free,0,Everyone,Tools,"September 17, 2017",2.1.0,5.0 and up
+SuperVPN Free VPN Client,TOOLS,4.3,576454,6.1M,"50,000,000+",Free,0,Everyone,Tools,"February 5, 2018",2.0.9,4.0.3 and up
+Hideman VPN,TOOLS,4.1,88675,9.6M,"5,000,000+",Free,0,Everyone,Tools,"July 24, 2018",6.0.1,4.0 and up
+Fast Secure VPN,TOOLS,4.3,56848,9.6M,"1,000,000+",Free,0,Everyone,Tools,"May 18, 2018",1.6.11,4.1 and up
+Free & Premium VPN - FinchVPN,TOOLS,4.2,19096,10M,"1,000,000+",Free,0,Everyone,Tools,"July 5, 2018",2.0.2,4.1 and up
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,TOOLS,4.2,1116393,8.2M,"50,000,000+",Free,0,Everyone,Tools,"August 6, 2018",6.1.0,4.1 and up
+OpenVPN Connect – Fast & Safe SSL VPN Client,TOOLS,4.2,154578,14M,"10,000,000+",Free,0,Everyone,Tools,"May 25, 2018",3.0.5,4.1 and up
+"VPN - Fast, Secure & Unlimited WiFi with VyprVPN",TOOLS,4.2,40676,25M,"1,000,000+",Free,0,Everyone,Tools,"July 5, 2018",2.27.1,4.1 and up
+FREEDOME VPN Unlimited anonymous Wifi Security,TOOLS,4.3,39833,9.9M,"1,000,000+",Free,0,Everyone,Tools,"July 9, 2018",2.5.1.7592,4.0.3 and up
+SurfEasy Secure Android VPN,TOOLS,4.5,273283,22M,"5,000,000+",Free,0,Everyone,Tools,"July 11, 2018",4.1.0,4.0.3 and up
+TunnelBear VPN,TOOLS,4.4,139480,Varies with device,"5,000,000+",Free,0,Everyone,Tools,"April 19, 2018",v150,4.1 and up
+VPN Free - Betternet Hotspot VPN & Private Browser,TOOLS,4.5,801054,8.9M,"10,000,000+",Free,0,Everyone,Tools,"August 1, 2018",4.3.0,4.1 and up
+Gboard - the Google Keyboard,TOOLS,4.2,1859109,Varies with device,"500,000,000+",Free,0,Everyone,Tools,"July 31, 2018",Varies with device,Varies with device
+Smart Keyboard Trial,TOOLS,4.1,65597,2.4M,"10,000,000+",Free,0,Everyone,Tools,"April 28, 2017",4.20.1,2.3 and up
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",TOOLS,4.4,1107320,25M,"50,000,000+",Free,0,Everyone,Tools,"August 7, 2018",3.4.500,4.1 and up
+"GO Keyboard - Cute Emojis, Themes and GIFs",TOOLS,4.5,4594198,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 31, 2018",Varies with device,Varies with device
+Google Handwriting Input,TOOLS,4.3,94427,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"August 2, 2018",Varies with device,Varies with device
+Wifi Analyzer,TOOLS,4.4,335115,1.8M,"10,000,000+",Free,0,Everyone,Tools,"April 7, 2018",3.11.2,6.0 and up
+Network Signal Info,TOOLS,4.1,33926,17M,"1,000,000+",Free,0,Everyone,Tools,"August 3, 2018",4.78.06,4.2 and up
+Speedtest by Ookla,TOOLS,4.4,1028794,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 19, 2018",Varies with device,Varies with device
+osmino Wi-Fi: free WiFi,TOOLS,4.2,134203,4.1M,"10,000,000+",Free,0,Everyone,Tools,"August 6, 2018",6.06.14,4.4 and up
+WiFi Overview 360,TOOLS,4.1,15693,18M,"1,000,000+",Free,0,Everyone,Tools,"August 3, 2018",4.32.07,4.2 and up
+Speedcheck,TOOLS,4.6,48979,14M,"1,000,000+",Free,0,Everyone,Tools,"August 4, 2018",5.0.0.8,4.0.3 and up
+Internet Speed Meter Lite,TOOLS,4.5,410303,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"September 5, 2016",Varies with device,Varies with device
+Wifi Inspector,TOOLS,4.3,63712,Varies with device,"5,000,000+",Free,0,Everyone,Tools,"May 12, 2016",Varies with device,2.3 and up
+WiFi Automatic,TOOLS,4.1,10595,Varies with device,"1,000,000+",Free,0,Everyone,Tools,"March 18, 2018",Varies with device,Varies with device
+NETGEAR WiFi Analytics,TOOLS,4.1,9496,696k,"1,000,000+",Free,0,Everyone,Tools,"April 25, 2014",1.0.19,2.2 and up
+Keypad Lock Screen,TOOLS,4.2,428581,4.7M,"10,000,000+",Free,0,Everyone,Tools,"July 17, 2018",1.33,4.0 and up
+photo keypad lockscreen,TOOLS,4.1,225544,8.1M,"10,000,000+",Free,0,Everyone,Tools,"July 17, 2018",3.1.2,4.0 and up
+CM Locker - Security Lockscreen,TOOLS,4.6,3090727,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 31, 2018",Varies with device,Varies with device
+Solo Locker (DIY Locker),TOOLS,4.5,474439,7.9M,"10,000,000+",Free,0,Everyone,Tools,"June 26, 2018",6.1.7.5,4.2 and up
+Lock Screen,TOOLS,4.0,41137,4.6M,"1,000,000+",Free,0,Everyone,Tools,"November 15, 2017",1.7.3,3.2 and up
+ZERO Lock Screen,TOOLS,3.5,75336,544k,"1,000,000+",Free,0,Everyone,Tools,"February 5, 2016",1.3,4.0 and up
+AppLock - Fingerprint,TOOLS,4.4,745245,3.5M,"10,000,000+",Free,0,Everyone,Tools,"April 13, 2018",7.2.0,2.3 and up
+Applock,TOOLS,4.4,4934130,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"June 11, 2018",Varies with device,Varies with device
+Smart AppLock (App Protect),TOOLS,4.4,137562,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"May 31, 2018",Varies with device,Varies with device
+Screen Off and Lock,TOOLS,4.1,172990,525k,"10,000,000+",Free,0,Everyone,Tools,"December 2, 2017",1.17.4,2.2 and up
+Screen Lock,TOOLS,4.2,68309,2.1M,"1,000,000+",Free,0,Everyone,Tools,"November 23, 2017",v3.9f,4.0 and up
+Nova Launcher,PERSONALIZATION,4.6,1121805,Varies with device,"50,000,000+",Free,0,Everyone,Personalization,"May 14, 2018",Varies with device,Varies with device
+Funny Ringtones,PERSONALIZATION,4.4,7146,14M,"1,000,000+",Free,0,Everyone 10+,Personalization,"February 2, 2018",1.1,4.0 and up
+ZEDGE™ Ringtones & Wallpapers,PERSONALIZATION,4.6,6466641,Varies with device,"100,000,000+",Free,0,Teen,Personalization,"July 19, 2018",Varies with device,Varies with device
+"XOS - Launcher,Theme,Wallpaper",PERSONALIZATION,4.6,49657,8.7M,"5,000,000+",Free,0,Everyone,Personalization,"August 6, 2018",3.6.21_pre,4.4 and up
+3D Live Neon Weed Launcher,PERSONALIZATION,4.5,1724,21M,"100,000+",Free,0,Mature 17+,Personalization,"June 26, 2018",5.34.10,4.0.3 and up
+Evie Launcher,PERSONALIZATION,4.7,139258,Varies with device,"5,000,000+",Free,0,Everyone,Personalization,"August 3, 2018",Varies with device,4.4 and up
+Golden Launcher,PERSONALIZATION,4.4,32794,12M,"5,000,000+",Free,0,Everyone,Personalization,"July 31, 2018",1.284.1.83,4.2 and up
+Launcher,PERSONALIZATION,4.5,102923,18M,"1,000,000+",Free,0,Everyone,Personalization,"July 10, 2018",2.1.2,5.0 and up
+"CM Launcher 3D - Theme, Wallpapers, Efficient",PERSONALIZATION,4.6,6702776,17M,"100,000,000+",Free,0,Teen,Personalization,"August 3, 2018",5.41.0,4.0.3 and up
+4K Wallpapers and Ultra HD Backgrounds,PERSONALIZATION,4.6,7583,3.8M,"500,000+",Free,0,Everyone 10+,Personalization,"July 4, 2018",2.6.2.1,4.0.3 and up
+OnePlus Launcher,PERSONALIZATION,4.0,24215,Varies with device,"1,000,000+",Free,0,Everyone,Personalization,"August 3, 2018",Varies with device,Varies with device
+Birds Sounds Ringtones & Wallpapers,PERSONALIZATION,4.6,5073,23M,"1,000,000+",Free,0,Everyone 10+,Personalization,"September 25, 2017",1.1,4.0 and up
+Funny Alarm Clock Ringtones,PERSONALIZATION,4.5,15633,14M,"1,000,000+",Free,0,Everyone,Personalization,"March 9, 2017",1.1,4.0.3 and up
+ZenUI Launcher,PERSONALIZATION,4.7,1141545,15M,"50,000,000+",Free,0,Everyone,Personalization,"July 31, 2018",Varies with device,Varies with device
+"Color Call - Caller Screen, LED Flash",PERSONALIZATION,4.7,29485,9.9M,"1,000,000+",Free,0,Everyone,Personalization,"July 20, 2018",1.0.4,4.0 and up
+New Launcher 2018,PERSONALIZATION,4.4,142393,12M,"10,000,000+",Free,0,Everyone,Personalization,"July 31, 2018",1.284.1.126,4.2 and up
+Diamond Zipper Lock Screen,PERSONALIZATION,4.3,71688,12M,"10,000,000+",Free,0,Everyone,Personalization,"June 11, 2018",3.5,4.1 and up
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",PERSONALIZATION,4.7,114851,20M,"10,000,000+",Free,0,Everyone,Personalization,"July 20, 2018",2.1.9,4.1 and up
+3D Blue Glass Water Keyboard Theme,PERSONALIZATION,4.1,62209,7.4M,"10,000,000+",Free,0,Everyone,Personalization,"July 1, 2018",6.7.1,4.0.3 and up
+Backgrounds (HD Wallpapers),PERSONALIZATION,4.7,202474,3.0M,"10,000,000+",Free,0,Teen,Personalization,"August 9, 2017",2.6.0,4.0 and up
+Smart Launcher 5,PERSONALIZATION,4.4,512102,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"July 16, 2018",Varies with device,Varies with device
+New 2018 Keyboard,PERSONALIZATION,4.6,298321,14M,"10,000,000+",Free,0,Everyone,Personalization,"August 5, 2018",2.5.5.9,4.2 and up
+"APUS Launcher - Theme, Wallpaper, Hide Apps",PERSONALIZATION,4.5,5783441,14M,"100,000,000+",Free,0,Everyone,Personalization,"August 6, 2018",3.9.7,4.0.3 and up
+ZenUI Themes – Stylish Themes,PERSONALIZATION,4.4,47393,7.2M,"10,000,000+",Free,0,Everyone,Personalization,"May 24, 2018",1.8.0.24_180511,5.0 and up
+"Keyboard - wallpapers , photos",PERSONALIZATION,4.4,55525,22M,"10,000,000+",Free,0,Everyone,Personalization,"February 26, 2018",1.2.7,4.0 and up
+Lovely Cute Pink Kitty Cat Keyboard Theme,PERSONALIZATION,4.3,2267,7.2M,"500,000+",Free,0,Everyone,Personalization,"July 9, 2018",6.7.5,4.0.3 and up
+Apex Launcher,PERSONALIZATION,4.3,266401,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"August 4, 2018",Varies with device,Varies with device
+Microsoft Launcher,PERSONALIZATION,4.6,649568,26M,"10,000,000+",Free,0,Everyone,Personalization,"August 1, 2018",4.12.0.44682,4.2 and up
+Goku Wallpaper Art,PERSONALIZATION,4.7,6342,38M,"1,000,000+",Free,0,Everyone,Personalization,"July 13, 2018",1.8,4.1 and up
+Door Lock Screen,PERSONALIZATION,4.3,5413,3.9M,"1,000,000+",Free,0,Everyone,Personalization,"July 28, 2018",3.3.a,4.0 and up
+Yandex Browser with Protect,PERSONALIZATION,4.5,1237135,Varies with device,"50,000,000+",Free,0,Everyone,Personalization,"July 18, 2018",Varies with device,Varies with device
+Cute wallpapers & kawaii backgrounds images,PERSONALIZATION,4.6,4724,5.4M,"1,000,000+",Free,0,Everyone,Personalization,"July 30, 2018",1.2,4.0.3 and up
+ASUS Cover for ZenFone 2,PERSONALIZATION,4.4,43960,9.8M,"10,000,000+",Free,0,Everyone,Personalization,"December 1, 2017",2.0.0.39_171124,5.0 and up
+"Hola Launcher- Theme,Wallpaper",PERSONALIZATION,4.5,3277209,7.6M,"100,000,000+",Free,0,Everyone,Personalization,"May 9, 2018",3.2.5,4.0 and up
+OnePlus Icon Pack - Square,PERSONALIZATION,4.7,229,1.1M,"500,000+",Free,0,Everyone,Personalization,"May 23, 2018",1.9.1.180419172630.4a15962,5.0 and up
+Live 3D Neon Blue Love Heart Keyboard Theme,PERSONALIZATION,4.3,6626,9.1M,"1,000,000+",Free,0,Everyone,Personalization,"July 25, 2018",6.7.25.2018,4.0.3 and up
+Pink Diamond Princess Keyboard Theme,PERSONALIZATION,3.7,10796,6.8M,"1,000,000+",Free,0,Everyone,Personalization,"July 6, 2018",6.7.5,4.0.3 and up
+"Wallpapers HD, 4K Backgrounds",PERSONALIZATION,4.7,273994,12M,"10,000,000+",Free,0,Everyone,Personalization,"July 23, 2018",2.3.27,4.4 and up
+Photo Lock App - Hide Pictures & Videos,PERSONALIZATION,4.5,29203,3.3M,"5,000,000+",Free,0,Everyone,Personalization,"December 10, 2017",40.0,4.0 and up
+Romantic Love Photo Frames,PERSONALIZATION,4.4,18918,12M,"5,000,000+",Free,0,Everyone,Personalization,"June 19, 2018",1.14,4.0 and up
+Colorful Glitter Neon Butterfly Keyboard Theme,PERSONALIZATION,4.3,2056,9.8M,"500,000+",Free,0,Everyone,Personalization,"July 25, 2018",6.7.24.2018,4.0.3 and up
+OnePlus Icon Pack,PERSONALIZATION,4.8,440,920k,"500,000+",Free,0,Everyone,Personalization,"May 23, 2018",1.9.2.180419172639.dbf3246,5.0 and up
+Water Garden Live Wallpaper,PERSONALIZATION,4.6,66453,14M,"5,000,000+",Free,0,Everyone,Personalization,"April 10, 2018",1.57,2.3 and up
+Water Droplets Keyboard Theme,PERSONALIZATION,4.1,398,6.8M,"100,000+",Free,0,Everyone,Personalization,"June 29, 2018",6.6.28,4.0.3 and up
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",PERSONALIZATION,4.7,12089,27M,"500,000+",Free,0,Everyone,Personalization,"July 3, 2018",1.2.5,4.0 and up
+Freeme Launcher—Stylish Theme,PERSONALIZATION,4.1,2828,7.4M,"100,000+",Free,0,Everyone,Personalization,"January 22, 2017",2.11.5,4.1 and up
+ZEDGE™ Ringtones & Wallpapers,PERSONALIZATION,4.6,6466641,Varies with device,"100,000,000+",Free,0,Teen,Personalization,"July 19, 2018",Varies with device,Varies with device
+Ringtones & Wallpapers for Me,PERSONALIZATION,4.2,89342,29M,"10,000,000+",Free,0,Everyone,Personalization,"January 30, 2018",1.13,4.1 and up
+Ringtone Maker,PERSONALIZATION,4.3,495905,Varies with device,"50,000,000+",Free,0,Everyone,Personalization,"July 29, 2018",Varies with device,Varies with device
+Retro Clock Widget,PERSONALIZATION,4.2,86743,Varies with device,"5,000,000+",Free,0,Everyone,Personalization,"November 1, 2016",Varies with device,Varies with device
+Zooper Widget,PERSONALIZATION,4.0,30498,5.9M,"1,000,000+",Free,0,Everyone,Personalization,"March 11, 2015",2.60,3.2 and up
+Beautiful Widgets Pro,PERSONALIZATION,4.2,97890,14M,"1,000,000+",Paid,$2.49,Everyone,Personalization,"August 24, 2016",5.7.8,2.3 and up
+Beautiful Widgets Free,PERSONALIZATION,3.9,25037,14M,"1,000,000+",Free,0,Everyone,Personalization,"October 20, 2016",5.7.6,2.3 and up
+HD Widgets,PERSONALIZATION,4.3,58617,26M,"1,000,000+",Paid,$0.99,Everyone,Personalization,"December 7, 2016",4.3.2,4.4 and up
+DashClock Widget,PERSONALIZATION,4.1,62301,1.9M,"1,000,000+",Free,0,Everyone,Personalization,"May 11, 2016",1.7.2,4.2 and up
+Fancy Widgets,PERSONALIZATION,4.2,37237,3.9M,"5,000,000+",Free,0,Everyone,Personalization,"April 4, 2014",3.5.6,1.6 and up
+Kairo XP (for HD Widgets),PERSONALIZATION,4.4,1591,779k,"10,000+",Paid,$0.99,Everyone,Personalization,"January 7, 2015",1.1,4.0.3 and up
+icon wallpaper dressup💞CocoPPa,PERSONALIZATION,4.3,595120,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"July 10, 2018",Varies with device,Varies with device
+The real aquarium - HD,PERSONALIZATION,4.3,100130,Varies with device,"5,000,000+",Free,0,Everyone,Personalization,"June 25, 2018",Varies with device,Varies with device
+Best Wallpapers QHD,PERSONALIZATION,4.4,294701,5.1M,"10,000,000+",Free,0,Teen,Personalization,"March 17, 2018",2.85,4.0.3 and up
+Dog Licks Screen Wallpaper,PERSONALIZATION,4.3,63624,10M,"5,000,000+",Free,0,Everyone,Personalization,"November 20, 2017",11.0,4.0.3 and up
+Waterfall Live Wallpaper,PERSONALIZATION,4.1,112977,13M,"10,000,000+",Free,0,Everyone,Personalization,"May 22, 2018",3.6,4.1 and up
+Galaxy Live Wallpaper,PERSONALIZATION,4.2,58052,4.0M,"5,000,000+",Free,0,Teen,Personalization,"September 14, 2017",1.1.8,2.3.3 and up
+Northern Lights FREE (Aurora),PERSONALIZATION,4.1,12180,5.4M,"1,000,000+",Free,0,Everyone,Personalization,"December 24, 2016",1.3,2.1 and up
+Flowers Live Wallpaper,PERSONALIZATION,4.1,118459,3.3M,"10,000,000+",Free,0,Everyone,Personalization,"October 27, 2017",4.0,4.1 and up
+Petals 3D live wallpaper,PERSONALIZATION,4.2,112479,4.3M,"10,000,000+",Free,0,Everyone,Personalization,"July 25, 2018",3.0.5,4.2 and up
+Galactic Core Free Wallpaper,PERSONALIZATION,4.1,69417,853k,"10,000,000+",Free,0,Everyone,Personalization,"May 1, 2014",2.41,2.1 and up
+LINE Launcher,PERSONALIZATION,4.4,733838,21M,"10,000,000+",Free,0,Everyone,Personalization,"June 29, 2018",2.4.25,4.0.3 and up
+Asteroids 3D live wallpaper,PERSONALIZATION,4.1,157495,6.4M,"10,000,000+",Free,0,Everyone,Personalization,"July 24, 2018",4.0.0.7,4.4 and up
+Sun Rise Free Live Wallpaper,PERSONALIZATION,4.3,86481,8.6M,"10,000,000+",Free,0,Everyone,Personalization,"January 31, 2018",4.8.3,4.0 and up
+Wallpapers HD,PERSONALIZATION,4.6,484981,2.1M,"10,000,000+",Free,0,Everyone,Personalization,"November 28, 2016",1.7.1,3.0 and up
+Tiger Live Wallpaper,PERSONALIZATION,4.1,77724,7.1M,"5,000,000+",Free,0,Teen,Personalization,"May 31, 2018",2.7.2,4.0 and up
+ZEDGE™ Ringtones & Wallpapers,PERSONALIZATION,4.6,6466641,Varies with device,"100,000,000+",Free,0,Teen,Personalization,"July 19, 2018",Varies with device,Varies with device
+Backgrounds HD (Wallpapers),PERSONALIZATION,4.6,2390185,Varies with device,"100,000,000+",Free,0,Teen,Personalization,"August 4, 2018",Varies with device,Varies with device
+Pink Roses Live Wallpaper,PERSONALIZATION,4.2,33074,3.3M,"1,000,000+",Free,0,Everyone,Personalization,"May 4, 2018",4.1,4.1 and up
+Butterfly Live Wallpaper,PERSONALIZATION,4.1,35771,3.5M,"5,000,000+",Free,0,Everyone,Personalization,"May 4, 2018",4.1,4.1 and up
+Koi Free Live Wallpaper,PERSONALIZATION,4.2,290241,4.1M,"50,000,000+",Free,0,Everyone,Personalization,"June 24, 2014",1.9,2.1 and up
+Wallpaper,PERSONALIZATION,4.5,69488,9.7M,"1,000,000+",Free,0,Everyone,Personalization,"July 8, 2018",6.07,4.1 and up
+Wolves Live Wallpaper,PERSONALIZATION,4.3,10401,3.3M,"1,000,000+",Free,0,Everyone,Personalization,"October 27, 2017",7.5,4.1 and up
+Horses Live Wallpaper,PERSONALIZATION,4.2,28806,7.1M,"1,000,000+",Free,0,Everyone,Personalization,"May 22, 2018",18.0,4.1 and up
+Tropical Beach Live Wallpaper,PERSONALIZATION,4.0,11343,8.4M,"1,000,000+",Free,0,Everyone,Personalization,"May 22, 2018",18.0,4.1 and up
+Glowing Flowers Live Wallpaper,PERSONALIZATION,4.2,66730,7.0M,"5,000,000+",Free,0,Everyone,Personalization,"May 21, 2018",18.0,4.1 and up
+Dolphins Live Wallpaper,PERSONALIZATION,4.2,25807,5.5M,"1,000,000+",Free,0,Everyone,Personalization,"October 29, 2017",15.0,4.1 and up
+Nova Launcher,PERSONALIZATION,4.6,1121805,Varies with device,"50,000,000+",Free,0,Everyone,Personalization,"May 14, 2018",Varies with device,Varies with device
+Apex Launcher,PERSONALIZATION,4.3,266402,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"August 4, 2018",Varies with device,Varies with device
+Smart Launcher 5,PERSONALIZATION,4.4,512106,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"July 16, 2018",Varies with device,Varies with device
+Buzz Launcher-Smart&Free Theme,PERSONALIZATION,4.4,251616,13M,"10,000,000+",Free,0,Everyone,Personalization,"November 13, 2017",1.9.7.07,4.0.3 and up
+Yandex.Shell (Launcher+Dialer),PERSONALIZATION,4.4,87300,Varies with device,"1,000,000+",Free,0,Everyone,Personalization,"March 17, 2015",2.32,Varies with device
+ADW Launcher 2,PERSONALIZATION,4.3,181399,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"December 8, 2017",Varies with device,Varies with device
+BIG Launcher,PERSONALIZATION,4.3,881,5.9M,"10,000+",Paid,$9.99,Everyone,Personalization,"June 20, 2018",2.5.9,2.1 and up
+Smart Launcher Pro 3,PERSONALIZATION,4.6,40704,Varies with device,"100,000+",Paid,$4.49,Everyone,Personalization,"March 16, 2018",Varies with device,Varies with device
+"iKeyboard - emoji, emoticons",PERSONALIZATION,4.5,624924,24M,"10,000,000+",Free,0,Everyone,Personalization,"August 1, 2018",4.8.2.2195,4.1 and up
+Simple Neon Blue Future Tech Keyboard Theme,PERSONALIZATION,4.1,51145,6.2M,"10,000,000+",Free,0,Everyone,Personalization,"June 28, 2018",1,4.0.3 and up
+ai.type Free Emoji Keyboard,PERSONALIZATION,4.3,647844,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"July 24, 2018",Varies with device,Varies with device
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",PERSONALIZATION,4.4,2591941,Varies with device,"100,000,000+",Free,0,Everyone,Personalization,"July 20, 2018",Varies with device,Varies with device
+TouchPal Purple Butterfly Theme,PERSONALIZATION,4.2,7435,6.9M,"1,000,000+",Free,0,Everyone,Personalization,"June 28, 2018",1,4.0.3 and up
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,PERSONALIZATION,4.2,115773,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"May 22, 2018",Varies with device,4.1 and up
+Lavender Emoji Keyboard Theme,PERSONALIZATION,4.1,12008,6.1M,"1,000,000+",Free,0,Everyone,Personalization,"May 27, 2016",5.0,4.0 and up
+Microsoft Word,PRODUCTIVITY,4.5,2084126,Varies with device,"500,000,000+",Free,0,Everyone,Productivity,"July 11, 2018",16.0.10325.20043,4.4 and up
+"All-In-One Toolbox: Cleaner, Booster, App Manager",PRODUCTIVITY,4.7,536926,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"August 5, 2018",Varies with device,Varies with device
+Adobe Acrobat Reader,PRODUCTIVITY,4.3,3016297,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"April 17, 2018",Varies with device,Varies with device
+"AVG Cleaner – Speed, Battery & Memory Booster",PRODUCTIVITY,4.4,1188154,24M,"10,000,000+",Free,0,Everyone,Productivity,"June 14, 2018",4.6.4,4.1 and up
+Google Drive,PRODUCTIVITY,4.4,2731171,Varies with device,"1,000,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+QR Scanner & Barcode Scanner 2018,PRODUCTIVITY,3.8,8226,4.1M,"10,000,000+",Free,0,Everyone,Productivity,"July 20, 2018",1.8.4,4.4 and up
+Chrome Beta,PRODUCTIVITY,4.4,228794,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",68.0.3440.91,Varies with device
+Microsoft Outlook,PRODUCTIVITY,4.3,3252896,50M,"100,000,000+",Free,0,Everyone,Productivity,"August 2, 2018",2.2.194,4.4 and up
+Google PDF Viewer,PRODUCTIVITY,4.2,226456,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"October 9, 2017",Varies with device,Varies with device
+Microsoft Excel,PRODUCTIVITY,4.5,1079491,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"July 14, 2018",16.0.10325.20059,4.4 and up
+My Claro Peru,PRODUCTIVITY,3.2,11200,11M,"5,000,000+",Free,0,Everyone,Productivity,"July 23, 2018",3.1.1,4.4 and up
+Power Booster - Junk Cleaner & CPU Cooler & Boost,PRODUCTIVITY,4.5,9653,5.1M,"1,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",1.2.5,4.1 and up
+Google Assistant,PRODUCTIVITY,4.2,58675,1.3M,"10,000,000+",Free,0,Everyone,Productivity,"March 9, 2018",0.1.187945513,5.0 and up
+Microsoft OneDrive,PRODUCTIVITY,4.4,1038306,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 1, 2018",Varies with device,Varies with device
+Calculator - unit converter,PRODUCTIVITY,4.7,287250,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"May 9, 2018",Varies with device,Varies with device
+Microsoft OneNote,PRODUCTIVITY,4.4,480643,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"July 22, 2018",16.0.10325.20024,4.4 and up
+Metro name iD,PRODUCTIVITY,4.0,27800,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"August 10, 2017",Varies with device,Varies with device
+Google Keep,PRODUCTIVITY,4.4,691474,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+Archos File Manager,PRODUCTIVITY,4.0,2131,2.3M,"5,000,000+",Free,0,Everyone,Productivity,"April 22, 2016",4.1.4,4.1 and up
+ES File Explorer File Manager,PRODUCTIVITY,4.6,5383985,16M,"100,000,000+",Free,0,Everyone,Productivity,"August 3, 2018",4.1.8.2.2,4.0 and up
+ASUS SuperNote,PRODUCTIVITY,4.5,26559,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"April 14, 2017",Varies with device,Varies with device
+HTC File Manager,PRODUCTIVITY,4.2,13500,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"December 11, 2017",Varies with device,Varies with device
+MyMTN,PRODUCTIVITY,4.0,8550,15M,"1,000,000+",Free,0,Everyone,Productivity,"July 25, 2018",2.1.5,4.0 and up
+Dropbox,PRODUCTIVITY,4.4,1861310,61M,"500,000,000+",Free,0,Everyone,Productivity,"August 1, 2018",Varies with device,Varies with device
+ASUS Quick Memo,PRODUCTIVITY,4.5,23089,1.6M,"10,000,000+",Free,0,Everyone,Productivity,"April 11, 2018",1.10.0.33_180403,5.0 - 8.0
+HTC Calendar,PRODUCTIVITY,3.9,6949,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"December 27, 2017",Varies with device,Varies with device
+Google Calendar,PRODUCTIVITY,4.2,858208,Varies with device,"500,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+Google Docs,PRODUCTIVITY,4.3,815981,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+ASUS Calling Screen,PRODUCTIVITY,4.2,102451,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"March 15, 2018",Varies with device,Varies with device
+lifebox,PRODUCTIVITY,4.2,56403,49M,"5,000,000+",Free,0,Everyone,Productivity,"July 27, 2018",4.0.5,4.4 and up
+Yandex.Disk,PRODUCTIVITY,4.4,115072,Varies with device,"5,000,000+",Free,0,Everyone,Productivity,"July 31, 2018",Varies with device,Varies with device
+Content Transfer,PRODUCTIVITY,4.7,19302,7.2M,"5,000,000+",Free,0,Everyone,Productivity,"June 28, 2018",3.5.12,4.0.3 and up
+"Evernote – Organizer, Planner for Notes & Memos",PRODUCTIVITY,4.6,1488396,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 3, 2018",Varies with device,Varies with device
+HTC Mail,PRODUCTIVITY,3.1,6572,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"May 29, 2018",Varies with device,Varies with device
+Advanced Task Killer,PRODUCTIVITY,4.4,577059,1.5M,"50,000,000+",Free,0,Everyone,Productivity,"August 7, 2016",2.2.1B216,2.3.3 and up
+MyVodafone (India) - Online Recharge & Pay Bills,PRODUCTIVITY,4.1,1092367,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"August 4, 2018",8.0.1.0,Varies with device
+Microsoft PowerPoint,PRODUCTIVITY,4.5,618798,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"July 11, 2018",16.0.10325.20043,4.4 and up
+Microsoft Translator,PRODUCTIVITY,4.6,209696,49M,"5,000,000+",Free,0,Everyone,Productivity,"June 18, 2018",3.2.258b ae1da5165,4.3 and up
+"My Airtel-Online Recharge, Pay Bill, Wallet, UPI",PRODUCTIVITY,4.3,1498393,14M,"50,000,000+",Free,0,Everyone,Productivity,"August 2, 2018",4.3.2.0,4.2 and up
+Samsung Notes,PRODUCTIVITY,3.9,15368,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"January 22, 2018",Varies with device,Varies with device
+Do It Later: Tasks & To-Dos,PRODUCTIVITY,4.5,123412,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"April 13, 2018",Varies with device,Varies with device
+Verizon Cloud,PRODUCTIVITY,4.3,185632,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"July 18, 2018",Varies with device,4.4 and up
+myAT&T,PRODUCTIVITY,3.7,80847,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"July 18, 2018",Varies with device,5.0 and up
+SwiftKey Keyboard,PRODUCTIVITY,4.5,2764964,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 2, 2018",Varies with device,Varies with device
+Hacker's Keyboard,PRODUCTIVITY,4.4,41418,1.2M,"1,000,000+",Free,0,Everyone,Productivity,"December 11, 2016",v1.39.3,2.2 and up
+MEGA,PRODUCTIVITY,4.0,549973,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"July 4, 2018",Varies with device,Varies with device
+Security & Privacy,PRODUCTIVITY,4.0,212,10.0M,"1,000,000+",Free,0,Everyone,Productivity,"April 26, 2018",5.0.44,4.1 and up
+7 Weeks - Habit & Goal Tracker,PRODUCTIVITY,4.4,6011,4.3M,"500,000+",Free,0,Everyone,Productivity,"December 19, 2015",3.2.1,4.1 and up
+Loop - Habit Tracker,PRODUCTIVITY,4.7,17955,3.8M,"1,000,000+",Free,0,Everyone,Productivity,"May 23, 2018",1.7.9,4.0.3 and up
+"TickTick: To Do List with Reminder, Day Planner",PRODUCTIVITY,4.6,25370,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+Keeper: Free Password Manager & Secure Vault,PRODUCTIVITY,4.2,74146,32M,"10,000,000+",Free,0,Everyone,Productivity,"July 16, 2018",12.1.0,4.4 and up
+Pushbullet - SMS on PC,PRODUCTIVITY,4.5,176873,4.5M,"1,000,000+",Free,0,Everyone,Productivity,"October 30, 2017",17.7.20,4.1 and up
+Wunderlist: To-Do List & Tasks,PRODUCTIVITY,4.6,404617,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"April 6, 2018",Varies with device,Varies with device
+Planner Pro-Personal Organizer,PRODUCTIVITY,4.0,10270,8.4M,"1,000,000+",Free,0,Everyone,Productivity,"March 23, 2018",4.4.1,4.0 and up
+Todoist: To-do lists for task management & errands,PRODUCTIVITY,4.5,155999,12M,"10,000,000+",Free,0,Everyone,Productivity,"August 5, 2018",12.8.2,4.4 and up
+Cozi Family Organizer,PRODUCTIVITY,4.4,56713,25M,"1,000,000+",Free,0,Everyone,Productivity,"July 5, 2018",9.3.5776,4.1 and up
+IFTTT,PRODUCTIVITY,4.3,117255,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+Google Keep,PRODUCTIVITY,4.4,691474,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+"Any.do: To-do list, Calendar, Reminders & Planner",PRODUCTIVITY,4.5,298843,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"August 5, 2018",Varies with device,Varies with device
+Trello,PRODUCTIVITY,4.5,72513,12M,"5,000,000+",Free,0,Everyone,Productivity,"July 18, 2018",5.0.1.11068-production,5.0 and up
+"Evernote – Organizer, Planner for Notes & Memos",PRODUCTIVITY,4.6,1488396,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 3, 2018",Varies with device,Varies with device
+Easy Voice Recorder,PRODUCTIVITY,4.4,205191,7.1M,"10,000,000+",Free,0,Everyone,Productivity,"June 20, 2018",2.4.5,4.1 and up
+Dashlane Free Password Manager,PRODUCTIVITY,4.6,73695,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,5.0 and up
+CM FILE MANAGER HD,PRODUCTIVITY,4.3,144879,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"January 24, 2016",3.5.0,Varies with device
+ES File Explorer File Manager,PRODUCTIVITY,4.6,5383971,16M,"100,000,000+",Free,0,Everyone,Productivity,"August 3, 2018",4.1.8.2.2,4.0 and up
+Solid Explorer Classic,PRODUCTIVITY,4.5,49794,6.5M,"1,000,000+",Free,0,Everyone,Productivity,"June 17, 2017",1.7.3,2.3 and up
+File Browser by Astro (File Manager),PRODUCTIVITY,4.3,609182,9.2M,"50,000,000+",Free,0,Everyone,Productivity,"July 2, 2018",6.4.0,4.0 and up
+File Explorer,PRODUCTIVITY,4.1,979,720k,"100,000+",Free,0,Everyone,Productivity,"September 30, 2013",2.1.3,2.2 and up
+The Maner,PRODUCTIVITY,4.2,53015,2.2M,"5,000,000+",Free,0,Everyone,Productivity,"November 12, 2017",2.2.2,2.3 and up
+AndroZip™ FREE File Manager,PRODUCTIVITY,4.2,277794,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"December 7, 2016",Varies with device,Varies with device
+Solid Explorer File Manager,PRODUCTIVITY,4.6,67523,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"July 19, 2018",2.5.4,4.1 and up
+Smart File Manager,PRODUCTIVITY,4.2,17415,4.1M,"1,000,000+",Free,0,Everyone,Productivity,"July 5, 2018",3.5.9,4.0 and up
+Microsoft Word,PRODUCTIVITY,4.5,2084125,Varies with device,"500,000,000+",Free,0,Everyone,Productivity,"July 11, 2018",16.0.10325.20043,4.4 and up
+Google Drive,PRODUCTIVITY,4.4,2731211,Varies with device,"1,000,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+Adobe Acrobat Reader,PRODUCTIVITY,4.3,3016305,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"April 17, 2018",Varies with device,Varies with device
+Google PDF Viewer,PRODUCTIVITY,4.2,226456,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"October 9, 2017",Varies with device,Varies with device
+Google Sheets,PRODUCTIVITY,4.3,496399,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+Microsoft Excel,PRODUCTIVITY,4.5,1079616,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"July 14, 2018",16.0.10325.20059,4.4 and up
+Google Docs,PRODUCTIVITY,4.3,815974,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+"Polaris Office - Word, Docs, Sheets, Slide, PDF",PRODUCTIVITY,4.3,549900,60M,"10,000,000+",Free,0,Everyone,Productivity,"July 18, 2018",7.3.30,4.1 and up
+Microsoft PowerPoint,PRODUCTIVITY,4.5,618796,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"July 11, 2018",16.0.10325.20043,4.4 and up
+"WPS Office - Word, Docs, PDF, Note, Slide & Sheet",PRODUCTIVITY,4.5,1508137,37M,"100,000,000+",Free,0,Everyone,Productivity,"July 30, 2018",11.1.3,4.0 and up
+Microsoft OneNote,PRODUCTIVITY,4.4,480640,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"July 22, 2018",16.0.10325.20024,4.4 and up
+Google Calendar,PRODUCTIVITY,4.2,858227,Varies with device,"500,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+Google Slides,PRODUCTIVITY,4.2,244567,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+ColorNote Notepad Notes,PRODUCTIVITY,4.6,2401017,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"June 27, 2018",Varies with device,Varies with device
+Note Everything,PRODUCTIVITY,4.4,57033,Varies with device,"5,000,000+",Free,0,Everyone,Productivity,"October 18, 2016",4.2.11,Varies with device
+Simple Notepad,PRODUCTIVITY,4.3,12321,713k,"1,000,000+",Free,0,Everyone,Productivity,"December 25, 2016",2.0.1,2.3 and up
+Keep My Notes - Notepad & Memo,PRODUCTIVITY,4.6,122424,4.7M,"5,000,000+",Free,0,Everyone,Productivity,"March 16, 2018",1.35.2,2.3.3 and up
+Sticky Note + : Sync Notes,PRODUCTIVITY,4.2,21507,6.6M,"1,000,000+",Free,0,Everyone,Productivity,"August 31, 2017",13.4,4.0 and up
+Notepad,PRODUCTIVITY,4.2,80581,2.5M,"10,000,000+",Free,0,Everyone,Productivity,"October 16, 2016",2.4,2.3 and up
+Squid - Take Notes & Markup PDFs,PRODUCTIVITY,4.2,37204,19M,"1,000,000+",Free,0,Everyone,Productivity,"July 21, 2018",3.4.4.4-GP,4.0 and up
+Ultimate Notepad,PRODUCTIVITY,4.0,10643,Varies with device,"5,000,000+",Free,0,Everyone,Productivity,"May 19, 2018",Varies with device,Varies with device
+Notepad & To do list,PRODUCTIVITY,4.3,226295,4.2M,"10,000,000+",Free,0,Everyone,Productivity,"June 6, 2018",4.3.19,2.3.3 and up
+"JotterPad - Writer, Screenplay, Novel",PRODUCTIVITY,4.6,57904,11M,"1,000,000+",Free,0,Everyone,Productivity,"July 1, 2018",12.8.2-pi,4.2 and up
+Google Keep,PRODUCTIVITY,4.4,691474,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+Wunderlist: To-Do List & Tasks,PRODUCTIVITY,4.6,404610,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"April 6, 2018",Varies with device,Varies with device
+"Evernote – Organizer, Planner for Notes & Memos",PRODUCTIVITY,4.6,1488397,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 3, 2018",Varies with device,Varies with device
+"Any.do: To-do list, Calendar, Reminders & Planner",PRODUCTIVITY,4.5,298854,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"August 5, 2018",Varies with device,Varies with device
+Todoist: To-do lists for task management & errands,PRODUCTIVITY,4.5,155999,12M,"10,000,000+",Free,0,Everyone,Productivity,"August 5, 2018",12.8.2,4.4 and up
+Microsoft OneNote,PRODUCTIVITY,4.4,480638,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"July 22, 2018",16.0.10325.20024,4.4 and up
+Planning Center Services,PRODUCTIVITY,4.3,5157,Varies with device,"500,000+",Free,0,Everyone,Productivity,"July 31, 2018",Varies with device,Varies with device
+Calendar+ Schedule Planner App,PRODUCTIVITY,4.0,8985,5.7M,"1,000,000+",Free,0,Everyone,Productivity,"January 16, 2017",1.07.59,4.0.3 and up
+Today Calendar 2017,PRODUCTIVITY,4.2,16349,9.0M,"1,000,000+",Free,0,Everyone,Productivity,"April 25, 2016",4.0.7.3,4.1 and up
+To-Do Calendar Planner,PRODUCTIVITY,4.2,30291,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"May 29, 2018",Varies with device,Varies with device
+New Calendar,PRODUCTIVITY,4.5,25985,6.9M,"1,000,000+",Free,0,Everyone,Productivity,"July 20, 2018",1.0.167,4.0.3 and up
+Planner Pro-Personal Organizer,PRODUCTIVITY,4.0,10270,8.4M,"1,000,000+",Free,0,Everyone,Productivity,"March 23, 2018",4.4.1,4.0 and up
+Calendar Widget Month + Agenda,PRODUCTIVITY,4.2,60840,1.9M,"5,000,000+",Free,0,Everyone,Productivity,"May 31, 2018",1.26.2,4.0.3 and up
+DigiCal Calendar Agenda,PRODUCTIVITY,4.4,133573,Varies with device,"5,000,000+",Free,0,Everyone,Productivity,"July 3, 2018",Varies with device,Varies with device
+Time Recording - Timesheet App,PRODUCTIVITY,4.6,23393,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"July 12, 2018",Varies with device,Varies with device
+Jorte Calendar & Organizer,PRODUCTIVITY,4.3,198051,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"July 30, 2018",Varies with device,Varies with device
+Business Calendar 2,PRODUCTIVITY,4.6,102594,15M,"5,000,000+",Free,0,Everyone,Productivity,"July 23, 2018",2.30.1,4.1 and up
+Google Calendar,PRODUCTIVITY,4.2,858230,Varies with device,"500,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+aCalendar - Android Phone,PRODUCTIVITY,4.4,80119,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"June 25, 2018",Varies with device,Varies with device
+aCalendar+ Calendar & Tasks,PRODUCTIVITY,4.6,26919,Varies with device,"100,000+",Paid,$5.99,Everyone,Productivity,"June 25, 2018",Varies with device,Varies with device
+Google Drive,PRODUCTIVITY,4.4,2731211,Varies with device,"1,000,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+G Cloud Backup,PRODUCTIVITY,4.6,267189,Varies with device,"5,000,000+",Free,0,Everyone,Productivity,"April 29, 2018",Varies with device,Varies with device
+Microsoft OneDrive,PRODUCTIVITY,4.4,1038303,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 1, 2018",Varies with device,Varies with device
+Unclouded - Cloud Manager,PRODUCTIVITY,4.1,6850,11M,"100,000+",Free,0,Everyone,Productivity,"August 8, 2016",2.3.3-play,4.1 and up
+Dropbox,PRODUCTIVITY,4.4,1861309,61M,"500,000,000+",Free,0,Everyone,Productivity,"August 1, 2018",Varies with device,Varies with device
+Amazon Drive,PRODUCTIVITY,4.4,18669,4.1M,"1,000,000+",Free,0,Everyone,Productivity,"January 8, 2018",1.9.1.147.0-google,4.2 and up
+SugarSync,PRODUCTIVITY,4.1,16420,3.8M,"1,000,000+",Free,0,Everyone,Productivity,"May 16, 2018",4.4.0.4,2.3.3 and up
+pCloud: Free Cloud Storage,PRODUCTIVITY,4.3,16149,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"July 24, 2018",Varies with device,Varies with device
+MediaFire,PRODUCTIVITY,4.1,71432,3.8M,"5,000,000+",Free,0,Everyone,Productivity,"November 1, 2017",4.2.2,4.1 and up
+Cloud Print,PRODUCTIVITY,4.1,282460,Varies with device,"500,000,000+",Free,0,Everyone,Productivity,"May 23, 2018",Varies with device,Varies with device
+Baby Names,PARENTING,4.5,86,2.8M,"10,000+",Free,0,Everyone,Parenting,"August 3, 2018",1.7,4.0.3 and up
+My baby Piano,PARENTING,3.9,17941,Varies with device,"5,000,000+",Free,0,Everyone,Parenting;Music & Video,"May 27, 2018",Varies with device,Varies with device
+Zoo For Preschool Kids 3-9 Years,PARENTING,NaN,76,8.2M,"10,000+",Free,0,Everyone,Parenting;Education,"April 24, 2018",1.0.7,4.0 and up
+My baby Game (Balloon POP!),PARENTING,3.8,3614,3.3M,"1,000,000+",Free,0,Everyone,Parenting;Brain Games,"May 28, 2018",2.15.2714,4.0 and up
+Arabic Alphabets,PARENTING,NaN,34,6.2M,"10,000+",Free,0,Everyone,Parenting,"January 9, 2017",1.0,2.2 and up
+Learn the letters and words,PARENTING,NaN,31,85M,"10,000+",Free,0,Everyone,Parenting;Education,"June 15, 2018",3.2,4.0.3 and up
+Development of the child up to a year,PARENTING,4.6,1413,14M,"100,000+",Free,0,Mature 17+,Parenting,"July 20, 2018",2.9.9,4.1 and up
+Favorite children's songs,PARENTING,4.7,39,95M,"10,000+",Free,0,Everyone,Parenting,"July 6, 2018",1.2.5,4.2 and up
+Ali Baba's Farm Tutorial Kids Games,PARENTING,NaN,36,5.5M,"5,000+",Free,0,Everyone,Parenting,"May 27, 2018",4.7,4.1 and up
+Baby Panda Learns Shapes,PARENTING,4.0,3789,42M,"1,000,000+",Free,0,Everyone,Parenting;Education,"June 21, 2018",8.25.10.00,4.0.3 and up
+Learning English for children,PARENTING,NaN,67,15M,"50,000+",Free,0,Everyone,Parenting;Education,"April 18, 2018",1.9,2.3 and up
+Mozart Baby Sleep,PARENTING,4.7,107,98M,"50,000+",Free,0,Teen,Parenting,"July 9, 2018",1.4.0,4.2 and up
+Kids Videos,PARENTING,4.1,559,6.4M,"100,000+",Free,0,Everyone,Parenting,"May 20, 2018",1.3.1,4.1 and up
+My baby firework,PARENTING,3.7,4976,2.8M,"1,000,000+",Free,0,Everyone,Parenting;Education,"May 28, 2018",2.04.2714,4.0 and up
+We learn children's verses in kindergarten,PARENTING,NaN,3248,6.5M,"100,000+",Free,0,Everyone,Parenting;Education,"December 20, 2017",2.10,4.0 and up
+Baby Food - Homemade Recipes,PARENTING,4.1,44,3.6M,"10,000+",Free,0,Everyone,Parenting,"August 7, 2018",8.2,4.0.3 and up
+My baby Phone,PARENTING,3.7,9293,2.4M,"1,000,000+",Free,0,Everyone,Parenting,"May 28, 2018",2.03.2714,4.0 and up
+Baby Sleep: White noise lullabies for newborns,PARENTING,4.6,62386,3.4M,"1,000,000+",Free,0,Everyone,Parenting,"June 12, 2018",2.7,4.0 and up
+Arabic Chat - Chat,PARENTING,4.4,162,1.5M,"10,000+",Free,0,Everyone,Parenting,"May 1, 2018",1.0,4.1 and up
+BookBaby - Baby Development,PARENTING,4.6,1002,5.0M,"50,000+",Free,0,Everyone,Parenting,"August 18, 2016",3.0,4.0.3 and up
+Kids Craft Ideas,PARENTING,4.1,99,6.6M,"10,000+",Free,0,Everyone,Parenting,"March 29, 2018",1.1,4.1 and up
+Child Growth Tracking,PARENTING,4.4,498,Varies with device,"50,000+",Free,0,Everyone,Parenting,"July 25, 2018",1.5.3.1807,4.4 and up
+Family Album Mitene: Private Photo & Video Sharing,PARENTING,4.7,34336,Varies with device,"1,000,000+",Free,0,Everyone,Parenting,"July 31, 2018",Varies with device,Varies with device
+Family GPS Tracker and Chat + Baby Monitor Online,PARENTING,4.4,9073,Varies with device,"500,000+",Free,0,Everyone,Parenting,"August 2, 2018",Varies with device,4.2 and up
+Educational Children's Songs,PARENTING,NaN,163,59M,"100,000+",Free,0,Everyone,Parenting,"August 5, 2018",1.2,4.0.3 and up
+How do I take care of my child?,PARENTING,4.8,190,6.8M,"100,000+",Free,0,Everyone,Parenting,"June 24, 2018",1.5,4.0 and up
+Baby Name Together,PARENTING,4.0,464,24M,"100,000+",Free,0,Everyone,Parenting,"August 6, 2018",2.3.1,5.0 and up
+White Noise for Baby,PARENTING,4.9,717,6.6M,"100,000+",Free,0,Everyone,Parenting,"December 30, 2017",1.6.0,4.1 and up
+Favorite Soviet cartoons,PARENTING,NaN,63,4.9M,"10,000+",Free,0,Everyone,Parenting,"May 24, 2018",1.0.6,4.0 and up
+The first year of a baby's life,PARENTING,4.8,7505,9.1M,"100,000+",Free,0,Everyone,Parenting,"January 7, 2017",1.1.27.477-free,2.3 and up
+Safe365 – Cell Phone GPS Locator For Your Family,PARENTING,4.4,11501,11M,"1,000,000+",Free,0,Everyone,Parenting,"July 30, 2018",3.7.1,4.0.3 and up
+Listen to the story~The Story of the Fairy Tales,PARENTING,4.7,69,5.8M,"5,000+",Free,0,Everyone,Parenting,"July 10, 2018",1.0.6,4.0.3 and up
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",PARENTING,4.2,2715,24M,"500,000+",Free,0,Everyone,Parenting;Music & Video,"July 24, 2018",FreeTimeApp-aosp_v3.14_Build-1.0.204367.0.13014,5.0 and up
+"Kids Fang - Infant Videos, Children's Songs, Fairy Tales, Lullaby Collections",PARENTING,4.6,349,4.4M,"100,000+",Free,0,Everyone,Parenting,"March 21, 2018",1.7,4.4 and up
+PPS Online,PARENTING,4.6,37,16M,"10,000+",Free,0,Everyone,Parenting,"July 9, 2018",3.19,4.0.3 and up
+Johny Johny Yes Papa Nursery Rhyme - offline Video,PARENTING,4.5,806,11M,"500,000+",Free,0,Everyone,Parenting,"August 4, 2018",4.2,4.0.3 and up
+Latest Emmanuella Comedy Video,PARENTING,4.6,60,4.9M,"10,000+",Free,0,Everyone,Parenting,"April 1, 2018",Natalia Studio Development,4.0.3 and up
+Baby Care & Tracker,PARENTING,4.1,319,11M,"100,000+",Free,0,Everyone,Parenting,"July 12, 2018",5.3,4.0.3 and up
+Urban Limo Taxi Simulator,PARENTING,3.8,824,53M,"1,000,000+",Free,0,Everyone,Parenting,"August 2, 2018",8.9,4.0.3 and up
+Rainbow - Journal & Activities,PARENTING,4.8,6668,20M,"100,000+",Free,0,Everyone,Parenting,"March 28, 2018",2.5.9,4.1 and up
+Classical music for baby,PARENTING,4.8,1940,38M,"100,000+",Free,0,Everyone,Parenting;Music & Video,"July 18, 2018",1.04,4.2 and up
+How do I care about my child?,PARENTING,NaN,34,4.9M,"10,000+",Free,0,Everyone,Parenting,"July 3, 2018",1.2,4.0 and up
+My Child from eDziecko.pl,PARENTING,4.5,1025,17M,"100,000+",Free,0,Everyone,Parenting,"June 29, 2018",1.3.9,4.1 and up
+Baby Panda Musical Genius,PARENTING,4.0,3346,37M,"1,000,000+",Free,0,Everyone,Parenting;Music & Video,"June 15, 2018",8.25.10.00,4.0.3 and up
+Baby Monitor,PARENTING,4.4,5343,5.2M,"1,000,000+",Free,0,Everyone,Parenting,"March 30, 2018",2.1.1,4.1 and up
+Daniel Tiger for Parents,PARENTING,4.7,247,28M,"100,000+",Free,0,Everyone,Parenting;Music & Video,"March 19, 2018",1.3.0,4.4 and up
+Voice Tables - no internet,PARENTING,NaN,970,71M,"100,000+",Free,0,Everyone,Parenting,"May 28, 2018",2.0,4.0.3 and up
+Vegetable Fun,PARENTING,3.9,3182,46M,"1,000,000+",Free,0,Everyone,Parenting;Education,"June 15, 2018",8.25.10.00,4.0.3 and up
+It's open.,PARENTING,4.4,1528,16M,"100,000+",Free,0,Everyone,Parenting,"July 24, 2018",8.1.2,4.4 and up
+Children's Stories 2018 - The Lion Come Lion,PARENTING,4.4,39,18M,"10,000+",Free,0,Everyone,Parenting;Music & Video,"October 31, 2017",1.2,4.0 and up
+Feed Baby - Baby Tracker,PARENTING,4.5,76795,18M,"1,000,000+",Free,0,Everyone,Parenting,"August 1, 2018",2.0.6,4.1 and up
+The Weather Channel: Rain Forecast & Storm Alerts,WEATHER,4.4,1558437,Varies with device,"50,000,000+",Free,0,Everyone,Weather,"August 1, 2018",Varies with device,Varies with device
+Weather forecast,WEATHER,4.8,159455,10M,"1,000,000+",Free,0,Everyone,Weather,"May 8, 2018",1.11.93,4.4 and up
+AccuWeather: Daily Forecast & Live Weather Reports,WEATHER,4.4,2053404,Varies with device,"50,000,000+",Free,0,Everyone,Weather,"August 6, 2018",Varies with device,Varies with device
+Live Weather Pro,WEATHER,4.8,892,17M,"10,000+",Free,0,Everyone,Weather,"July 17, 2018",1.1,4.4 and up
+"Weather by WeatherBug: Forecast, Radar & Alerts",WEATHER,4.5,981995,Varies with device,"10,000,000+",Free,0,Everyone,Weather,"June 7, 2018",Varies with device,Varies with device
+weather - weather forecast,WEATHER,4.7,11118,9.7M,"1,000,000+",Free,0,Everyone,Weather,"April 26, 2018",30,4.0 and up
+MyRadar NOAA Weather Radar,WEATHER,4.5,178934,Varies with device,"10,000,000+",Free,0,Everyone,Weather,"August 4, 2018",Varies with device,Varies with device
+SMHI Weather,WEATHER,3.5,11297,Varies with device,"1,000,000+",Free,0,Everyone,Weather,"June 26, 2018",Varies with device,Varies with device
+Free live weather on screen,WEATHER,4.4,15370,21M,"1,000,000+",Free,0,Everyone,Weather,"August 2, 2018",12.2.6.3660,4.1 and up
+Weather Radar Widget,WEATHER,4.3,18194,3.2M,"1,000,000+",Free,0,Everyone,Weather,"June 28, 2017",1.7.7,3.0 and up
+Weather –Simple weather forecast,WEATHER,4.4,40606,15M,"10,000,000+",Free,0,Everyone,Weather,"August 5, 2018",v7.0.02.3.0516.1_06_0713,5.0 and up
+Weather Crave,WEATHER,4.2,133338,44M,"5,000,000+",Free,0,Everyone,Weather,"June 26, 2018",6.1.3,4.1 and up
+Klara weather,WEATHER,4.6,36900,4.8M,"500,000+",Free,0,Everyone,Weather,"July 28, 2018",1.3.6,4.0 and up
+Yahoo Weather,WEATHER,4.4,1312037,Varies with device,"10,000,000+",Free,0,Everyone,Weather,"August 1, 2018",Varies with device,Varies with device
+Real time Weather Forecast,WEATHER,4.4,4184,10M,"1,000,000+",Free,0,Everyone,Weather,"March 26, 2018",7.1.12.12,5.0 and up
+METEO FRANCE,WEATHER,3.9,100994,54M,"5,000,000+",Free,0,Everyone,Weather,"July 13, 2018",5.9.7,4.1 and up
+APE Weather ( Live Forecast),WEATHER,4.3,20008,9.1M,"5,000,000+",Free,0,Everyone,Weather,"July 3, 2018",7.1.34.28,5.0 and up
+Live Weather & Daily Local Weather Forecast,WEATHER,4.5,13426,19M,"1,000,000+",Free,0,Everyone,Weather,"July 17, 2018",9.9.1.1910,4.1 and up
+Weather,WEATHER,4.2,18773,12M,"10,000,000+",Free,0,Everyone,Weather,"May 24, 2018",1.3.A.2.9,4.4 and up
+Rainfall radar - weather,WEATHER,3.7,26941,Varies with device,"5,000,000+",Free,0,Everyone,Weather,"July 13, 2018",Varies with device,Varies with device
+Yahoo! Weather for SH Forecast for understanding the approach of rain clouds Free,WEATHER,4.2,7457,Varies with device,"1,000,000+",Free,0,Everyone,Weather,"August 2, 2018",Varies with device,Varies with device
+The Weather Network,WEATHER,3.9,135337,Varies with device,"5,000,000+",Free,0,Everyone,Weather,"August 6, 2018",Varies with device,Varies with device
+Klart.se - Sweden's best weather,WEATHER,3.6,7623,19M,"1,000,000+",Free,0,Everyone,Weather,"July 11, 2018",3.18.5,4.4 and up
+"GO Weather - Widget, Theme, Wallpaper, Efficient",WEATHER,4.5,1422858,Varies with device,"50,000,000+",Free,0,Everyone,Weather,"August 3, 2018",Varies with device,Varies with device
+Info BMKG,WEATHER,4.3,21404,7.6M,"1,000,000+",Free,0,Everyone,Weather,"June 15, 2017",2.2,4.4 and up
+Weather From DMI/YR,WEATHER,4.3,2143,Varies with device,"100,000+",Free,0,Everyone,Weather,"July 31, 2018",Varies with device,Varies with device
+wetter.com - Weather and Radar,WEATHER,4.2,189313,38M,"10,000,000+",Free,0,Everyone,Weather,"August 6, 2018",Varies with device,Varies with device
+Storm Radar: Tornado Tracker & Hurricane Alerts,WEATHER,4.6,89868,Varies with device,"1,000,000+",Free,0,Everyone,Weather,"June 12, 2018",Varies with device,Varies with device
+Yandex.Weather,WEATHER,4.5,309617,Varies with device,"10,000,000+",Free,0,Everyone,Weather,"July 23, 2018",Varies with device,Varies with device
+Local Weather Forecast & Visual Widget,WEATHER,4.5,3478,6.1M,"500,000+",Free,0,Everyone,Weather,"August 2, 2018",2.9.10,4.2 and up
+Wetter by t-online.de,WEATHER,4.2,24349,9.2M,"1,000,000+",Free,0,Everyone,Weather,"May 14, 2018",1.8.4.5,4.1 and up
+HTC Weather,WEATHER,3.9,22154,Varies with device,"10,000,000+",Free,0,Everyone,Weather,"August 10, 2017",8.50.935520,4.4 and up
+Weather Live Pro,WEATHER,4.8,17493,11M,"100,000+",Paid,$4.49,Everyone,Weather,"April 20, 2018",1.3,4.4 and up
+AEMET's time,WEATHER,3.8,15966,9.2M,"1,000,000+",Free,0,Everyone,Weather,"July 17, 2017",2.0,2.3 and up
+New 2018 Weather App & Widget,WEATHER,4.5,2332,20M,"500,000+",Free,0,Teen,Weather,"August 3, 2018",12.2.7.3671,4.1 and up
+Météociel,WEATHER,4.5,29344,22M,"500,000+",Free,0,Everyone,Weather,"July 25, 2018",4.1.11 - Hegoa,4.1 and up
+Weather by eltiempo.es,WEATHER,4.2,67772,Varies with device,"5,000,000+",Free,0,Everyone,Weather,"August 2, 2018",Varies with device,Varies with device
+Climatempo Lite - 15 day weather forecast,WEATHER,4.0,634,Varies with device,"100,000+",Free,0,Everyone,Weather,"June 15, 2018",1.0.34,4.1 and up
+ForecaWeather,WEATHER,4.2,18425,5.3M,"1,000,000+",Free,0,Everyone,Weather,"July 29, 2017",3.1.7,4.1 and up
+YouTube,VIDEO_PLAYERS,4.3,25655305,Varies with device,"1,000,000,000+",Free,0,Teen,Video Players & Editors,"August 2, 2018",Varies with device,Varies with device
+All Video Downloader 2018,VIDEO_PLAYERS,4.3,7557,5.6M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"July 25, 2018",1.0.1,4.4 and up
+Video Downloader,VIDEO_PLAYERS,4.2,59089,5.4M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"August 3, 2018",1.0.8,4.4 and up
+HD Video Player,VIDEO_PLAYERS,4.3,1551,2.9M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"July 25, 2018",1.1,4.1 and up
+Iqiyi (for tablet),VIDEO_PLAYERS,3.6,12764,25M,"1,000,000+",Free,0,Teen,Video Players & Editors,"July 11, 2018",7.1,4.0 and up
+Motorola FM Radio,VIDEO_PLAYERS,3.9,54807,Varies with device,"100,000,000+",Free,0,Everyone,Video Players & Editors,"May 2, 2018",Varies with device,Varies with device
+Video Player All Format,VIDEO_PLAYERS,4.8,259003,Varies with device,"10,000,000+",Free,0,Everyone,Video Players & Editors,"August 3, 2018",Varies with device,4.3 and up
+Motorola Gallery,VIDEO_PLAYERS,3.9,121916,23M,"100,000,000+",Free,0,Everyone,Video Players & Editors,"January 25, 2016",Varies with device,Varies with device
+Free TV series,VIDEO_PLAYERS,3.7,400,7.2M,"100,000+",Free,0,Teen,Video Players & Editors,"May 28, 2018",v1.0.3,4.0.3 and up
+Video Player All Format for Android,VIDEO_PLAYERS,4.6,3930,3.3M,"500,000+",Free,0,Everyone,Video Players & Editors,"July 26, 2018",1.1.7,4.0.3 and up
+VLC for Android,VIDEO_PLAYERS,4.4,1032076,Varies with device,"100,000,000+",Free,0,Everyone,Video Players & Editors,"July 30, 2018",Varies with device,2.3 and up
+Code,VIDEO_PLAYERS,4.4,239242,Varies with device,"10,000,000+",Free,0,Everyone,Video Players & Editors,"November 19, 2017",17.6,5.0 and up
+Vote for,VIDEO_PLAYERS,4.2,193381,17M,"50,000,000+",Free,0,Teen,Video Players & Editors,"August 3, 2018",1.78,4.0.3 and up
+XX HD Video downloader-Free Video Downloader,VIDEO_PLAYERS,4.1,7624,6.0M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"April 20, 2018",1.9,4.0.3 and up
+OBJECTIVE,VIDEO_PLAYERS,3.8,19738,33M,"1,000,000+",Free,0,Teen,Video Players & Editors,"August 7, 2018",9.7.6,4.0 and up
+Music - Mp3 Player,VIDEO_PLAYERS,4.4,259605,3.1M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"August 3, 2018",1.6.1,4.0.3 and up
+HD Movie Video Player,VIDEO_PLAYERS,4.5,18699,4.1M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"March 27, 2018",1.0,4.0.3 and up
+"YouCut - Video Editor & Video Maker, No Watermark",VIDEO_PLAYERS,4.6,98819,27M,"5,000,000+",Free,0,Everyone,Video Players & Editors,"August 6, 2018",1.251.54,4.3 and up
+"Video Editor,Crop Video,Movie Video,Music,Effects",VIDEO_PLAYERS,4.7,53006,44M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"August 3, 2018",1.5.1,4.4 and up
+YouTube Studio,VIDEO_PLAYERS,4.3,436921,Varies with device,"10,000,000+",Free,0,Teen,Video Players & Editors,"June 28, 2018",Varies with device,Varies with device
+video player for android,VIDEO_PLAYERS,4.5,351168,13M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"October 18, 2016",2.0.0,2.3 and up
+Vigo Video,VIDEO_PLAYERS,4.3,1615596,Varies with device,"50,000,000+",Free,0,Teen,Video Players & Editors,"August 3, 2018",Varies with device,4.0.3 and up
+Google Play Movies & TV,VIDEO_PLAYERS,3.7,906384,Varies with device,"1,000,000,000+",Free,0,Teen,Video Players & Editors,"August 6, 2018",Varies with device,Varies with device
+HTC Service － DLNA,VIDEO_PLAYERS,3.9,3484,3.0M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"December 3, 2015",7.10.621414,5.0 and up
+VPlayer,VIDEO_PLAYERS,3.6,5639,Varies with device,"1,000,000+",Free,0,Everyone,Video Players & Editors,"April 12, 2018",Varies with device,Varies with device
+MiniMovie - Free Video and Slideshow Editor,VIDEO_PLAYERS,4.5,504823,Varies with device,"50,000,000+",Free,0,Everyone,Video Players & Editors,"December 13, 2017",Varies with device,Varies with device
+Samsung Video Library,VIDEO_PLAYERS,4.4,25922,6.1M,"50,000,000+",Free,0,Everyone,Video Players & Editors,"May 9, 2018",1.4.08.2,7.0 and up
+OnePlus Gallery,VIDEO_PLAYERS,3.8,5555,64M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"July 12, 2018",2.6.71,7.1 and up
+LIKE – Magic Video Maker & Community,VIDEO_PLAYERS,4.6,921868,47M,"50,000,000+",Free,0,Teen,Video Players & Editors,"August 4, 2018",2.4.11,4.0 and up
+HTC Service—Video Player,VIDEO_PLAYERS,4.2,6449,Varies with device,"5,000,000+",Free,0,Everyone,Video Players & Editors,"February 13, 2015",6.5.852058,5.0 and up
+Play Tube,VIDEO_PLAYERS,4.3,15874,5.4M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"July 5, 2018",1.2,4.1 and up
+Droid Zap by Motorola,VIDEO_PLAYERS,3.8,2093,Varies with device,"5,000,000+",Free,0,Everyone,Video Players & Editors,"February 3, 2015",Varies with device,Varies with device
+video player,VIDEO_PLAYERS,4.4,26421,Varies with device,"1,000,000+",Free,0,Everyone,Video Players & Editors,"May 30, 2018",3.4.5,4.1 and up
+G Guide Program Guide (SOFTBANK EMOBILE WILLCOM version),VIDEO_PLAYERS,3.1,2689,Varies with device,"1,000,000+",Free,0,Everyone,Video Players & Editors,"July 18, 2018",Varies with device,Varies with device
+Video.Guru - Video Maker,VIDEO_PLAYERS,4.6,36969,27M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"August 6, 2018",1.137.22,4.3 and up
+HTC Gallery,VIDEO_PLAYERS,4.1,45744,Varies with device,"10,000,000+",Free,0,Everyone,Video Players & Editors,"June 3, 2016",9.51.755029,4.4 and up
+"PowerDirector Video Editor App: 4K, Slow Mo & More",VIDEO_PLAYERS,4.5,714665,50M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"July 24, 2018",4.13.3,4.3 and up
+Cartoon Network App,VIDEO_PLAYERS,4.0,119202,Varies with device,"10,000,000+",Free,0,Everyone 10+,Video Players & Editors;Music & Video,"June 21, 2018",Varies with device,Varies with device
+MX Player,VIDEO_PLAYERS,4.5,6474426,Varies with device,"500,000,000+",Free,0,Everyone,Video Players & Editors,"August 6, 2018",Varies with device,Varies with device
+Video Status,VIDEO_PLAYERS,4.3,6685,4.0M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"August 2, 2018",1.1.4,4.1 and up
+Video Wallpaper Show,VIDEO_PLAYERS,NaN,0,13M,500+,Free,0,Everyone,Video Players & Editors,"July 26, 2018",3.1,4.0.3 and up
+SVT Play,VIDEO_PLAYERS,3.7,11549,Varies with device,"1,000,000+",Free,0,Teen,Video Players & Editors,"July 13, 2018",Varies with device,Varies with device
+BluTV,VIDEO_PLAYERS,3.9,28835,Varies with device,"1,000,000+",Free,0,Teen,Video Players & Editors,"July 26, 2018",Varies with device,Varies with device
+Tencent Video - Supporting the whole network,VIDEO_PLAYERS,3.5,13205,44M,"1,000,000+",Free,0,Teen,Video Players & Editors,"July 31, 2018",6.2.2.17136,3.0 and up
+Casper Ssinema,VIDEO_PLAYERS,3.3,1261,2.5M,"10,000+",Free,0,Everyone,Video Players & Editors,"October 30, 2014",1.0,2.3 and up
+amazer - Global Kpop Video Community,VIDEO_PLAYERS,4.3,1215,23M,"100,000+",Free,0,Everyone 10+,Video Players & Editors,"July 20, 2018",1.5.4,4.1 and up
+MX Player,VIDEO_PLAYERS,4.5,6474672,Varies with device,"500,000,000+",Free,0,Everyone,Video Players & Editors,"August 6, 2018",Varies with device,Varies with device
+Video Editor,VIDEO_PLAYERS,4.1,159622,23M,"5,000,000+",Free,0,Everyone,Video Players & Editors;Creativity,"July 17, 2018",6.14.091,4.3 and up
+"Omlet Arcade - Stream, Meet, Play",VIDEO_PLAYERS,4.4,169965,14M,"10,000,000+",Free,0,Teen,Video Players & Editors,"August 2, 2018",1.32.1,4.3 and up
+VUE: video editor & camcorder,VIDEO_PLAYERS,4.4,38630,89M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"August 5, 2018",2.1.6,4.4 and up
+"Fox News – Breaking News, Live Video & News Alerts",NEWS_AND_MAGAZINES,4.5,249919,Varies with device,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"July 30, 2018",Varies with device,Varies with device
+"NEW - Read Newspaper, News 24h",NEWS_AND_MAGAZINES,4.4,158196,Varies with device,"10,000,000+",Free,0,Everyone,News & Magazines,"July 27, 2018",Varies with device,Varies with device
+BaBe + - Indonesian News,NEWS_AND_MAGAZINES,4.3,42624,16M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 1, 2018",6.6.4,4.0 and up
+daily News,NEWS_AND_MAGAZINES,4.5,26411,26M,"1,000,000+",Free,0,Everyone,News & Magazines,"March 26, 2018",2.3.2,4.1 and up
+BBC News,NEWS_AND_MAGAZINES,4.3,296781,Varies with device,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"July 24, 2018",Varies with device,Varies with device
+"Free TV Shows App:News, TV Series, Episode, Movies",NEWS_AND_MAGAZINES,4.6,29706,11M,"1,000,000+",Free,0,Teen,News & Magazines,"August 2, 2018",2.71,4.1 and up
+News24,NEWS_AND_MAGAZINES,4.1,30693,Varies with device,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 1, 2018",Varies with device,Varies with device
+"Le Monde, the continuous news",NEWS_AND_MAGAZINES,4.2,83558,Varies with device,"5,000,000+",Free,0,Everyone,News & Magazines,"July 18, 2018",Varies with device,Varies with device
+Wireless news,NEWS_AND_MAGAZINES,3.5,6066,56M,"1,000,000+",Free,0,Everyone,News & Magazines,"April 16, 2018",2.1.4,4.4 and up
+CNN Breaking US & World News,NEWS_AND_MAGAZINES,4.0,293080,25M,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"August 6, 2018",5.17,4.4 and up
+Gnoche entertainment news · sports news is also free,NEWS_AND_MAGAZINES,3.8,54256,Varies with device,"5,000,000+",Free,0,Everyone,News & Magazines,"July 23, 2018",Varies with device,Varies with device
+BaBe - Read News,NEWS_AND_MAGAZINES,4.3,355921,17M,"10,000,000+",Free,0,Teen,News & Magazines,"August 1, 2018",9.1.4,4.0 and up
+Nigeria News NAIJ.com,NEWS_AND_MAGAZINES,4.3,37882,9.1M,"1,000,000+",Free,0,Teen,News & Magazines,"June 1, 2018",8.2.9,4.0.3 and up
+detikcom - Latest & Most Complete News,NEWS_AND_MAGAZINES,4.1,190888,11M,"10,000,000+",Free,0,Teen,News & Magazines,"July 13, 2018",5.2.5,4.1 and up
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",NEWS_AND_MAGAZINES,4.3,948198,Varies with device,"50,000,000+",Free,0,Teen,News & Magazines,"July 19, 2018",Varies with device,Varies with device
+BaBe Lite - Read Quota Saving News,NEWS_AND_MAGAZINES,4.5,9548,15M,"1,000,000+",Free,0,Everyone,News & Magazines,"August 1, 2018",6.6.4,4.0 and up
+ARY NEWS URDU,NEWS_AND_MAGAZINES,4.4,1071,9.7M,"500,000+",Free,0,Everyone,News & Magazines,"July 25, 2018",5.8.0,4.1 and up
+Bengali Newspaper - The first L.,NEWS_AND_MAGAZINES,4.0,11908,5.5M,"1,000,000+",Free,0,Everyone,News & Magazines,"July 1, 2018",8.3,4.1 and up
+"Read- Latest News, Information, Gossip and Politics",NEWS_AND_MAGAZINES,4.1,185058,6.7M,"10,000,000+",Free,0,Teen,News & Magazines,"August 1, 2018",3.1.6.9,4.1 and up
+"Reddit: Social News, Trending Memes & Funny Videos",NEWS_AND_MAGAZINES,4.6,697212,Varies with device,"10,000,000+",Free,0,Mature 17+,News & Magazines,"August 2, 2018",Varies with device,Varies with device
+BBC Persian | BBC Farsi News,NEWS_AND_MAGAZINES,4.3,978,2.9M,"100,000+",Free,0,Everyone,News & Magazines,"May 12, 2018",1.8.2,4.0.3 and up
+Google News,NEWS_AND_MAGAZINES,3.9,877635,13M,"1,000,000,000+",Free,0,Teen,News & Magazines,"August 1, 2018",5.2.0,4.4 and up
+Opera News - Trending news and videos,NEWS_AND_MAGAZINES,4.5,51684,8.5M,"10,000,000+",Free,0,Teen,News & Magazines,"July 31, 2018",4.2.2254.129147,Varies with device
+"Topbuzz: Breaking News, Videos & Funny GIFs",NEWS_AND_MAGAZINES,4.7,175110,25M,"10,000,000+",Free,0,Mature 17+,News & Magazines,"August 6, 2018",6.7.3,4.0 and up
+Twitter,NEWS_AND_MAGAZINES,4.3,11667403,Varies with device,"500,000,000+",Free,0,Mature 17+,News & Magazines,"August 6, 2018",Varies with device,Varies with device
+"Pulse Nabd - World News, Urgent",NEWS_AND_MAGAZINES,4.5,357944,12M,"10,000,000+",Free,0,Everyone,News & Magazines,"July 12, 2018",9.1,4.1 and up
+Asahi Shimbun Digital,NEWS_AND_MAGAZINES,3.1,735,6.3M,"500,000+",Free,0,Everyone,News & Magazines,"July 25, 2018",6.3.0,4.0.3 and up
+"Breaking News, Local news, Attacks and Alerts Free",NEWS_AND_MAGAZINES,4.7,2543,6.3M,"500,000+",Free,0,Everyone,News & Magazines,"July 19, 2018",8.0.6,4.1 and up
+WE,NEWS_AND_MAGAZINES,3.8,18818,Varies with device,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"June 26, 2018",Varies with device,Varies with device
+Sky News,NEWS_AND_MAGAZINES,4.0,30287,19M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 3, 2018",4.11.0.611033,4.1 and up
+Microsoft News,NEWS_AND_MAGAZINES,4.2,31504,31M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"July 30, 2018",18.201.01,5.0 and up
+"Onet - news, weather, sport",NEWS_AND_MAGAZINES,4.0,13950,Varies with device,"1,000,000+",Free,0,Mature 17+,News & Magazines,"August 6, 2018",Varies with device,Varies with device
+"Vietnam Today - Read online newspapers, the hottest news 24h",NEWS_AND_MAGAZINES,4.2,21147,9.0M,"5,000,000+",Free,0,Teen,News & Magazines,"August 6, 2018",2.2.1,4.0.3 and up
+Apple Daily Apple News,NEWS_AND_MAGAZINES,3.4,41490,25M,"5,000,000+",Free,0,Teen,News & Magazines,"July 24, 2018",4.6.0,4.1 and up
+"The Report, Fox, Breitbart - Conservative News",NEWS_AND_MAGAZINES,4.6,2090,4.6M,"50,000+",Free,0,Everyone,News & Magazines,"August 5, 2018",1.9.0,4.1 and up
+РИА Новости,NEWS_AND_MAGAZINES,4.5,44274,8.0M,"1,000,000+",Free,0,Everyone,News & Magazines,"August 6, 2018",4.0.6,4.4 and up
+Tencent News,NEWS_AND_MAGAZINES,4.0,7006,23M,"1,000,000+",Free,0,Everyone,News & Magazines,"July 31, 2018",5.6.40,4.0 and up
+ARY NEWS,NEWS_AND_MAGAZINES,4.4,2959,9.8M,"1,000,000+",Free,0,Everyone,News & Magazines,"August 4, 2018",7.5.0,4.1 and up
+Kurio - Read the Latest News,NEWS_AND_MAGAZINES,4.2,40167,8.7M,"1,000,000+",Free,0,Everyone,News & Magazines,"July 30, 2018",3.12.0,4.4 and up
+Daily Mail Online,NEWS_AND_MAGAZINES,4.1,56807,Varies with device,"5,000,000+",Free,0,Everyone 10+,News & Magazines,"July 30, 2018",Varies with device,Varies with device
+Flipboard: News For Our Time,NEWS_AND_MAGAZINES,4.4,1284017,Varies with device,"500,000,000+",Free,0,Everyone 10+,News & Magazines,"August 3, 2018",Varies with device,Varies with device
+Loop - Caribbean Local News,NEWS_AND_MAGAZINES,4.0,4332,12M,"1,000,000+",Free,0,Everyone,News & Magazines,"March 16, 2018",3.0.42,4.1 and up
+"AD - News, Sports, Region & Entertainment",NEWS_AND_MAGAZINES,3.7,10382,Varies with device,"1,000,000+",Free,0,Everyone,News & Magazines,"July 28, 2018",Varies with device,Varies with device
+Podcast Addict,NEWS_AND_MAGAZINES,4.6,413999,10M,"5,000,000+",Free,0,Teen,News & Magazines,"August 3, 2018",3.53.2,4.1 and up
+Podcast Republic - Podcast Player & Radio Player,NEWS_AND_MAGAZINES,4.5,66978,Varies with device,"1,000,000+",Free,0,Teen,News & Magazines,"August 6, 2018",Varies with device,Varies with device
+Podcast App: Free & Offline Podcasts by Player FM,NEWS_AND_MAGAZINES,4.6,66384,19M,"1,000,000+",Free,0,Teen,News & Magazines,"July 25, 2018",4.1.0.72,4.0 and up
+Spreaker Podcast Radio,NEWS_AND_MAGAZINES,4.5,17703,6.6M,"500,000+",Free,0,Teen,News & Magazines,"June 7, 2018",4.10.0,4.4 and up
+BeyondPod Podcast Manager,NEWS_AND_MAGAZINES,3.9,32121,Varies with device,"1,000,000+",Free,0,Everyone,News & Magazines,"April 13, 2018",Varies with device,Varies with device
+Dezeen Magazine RSS Reader,NEWS_AND_MAGAZINES,4.3,350,14M,"10,000+",Free,0,Everyone,News & Magazines,"July 22, 2018",3.000.1,4.2 and up
+"issuu - Read Magazines, Catalogs, Newspapers.",NEWS_AND_MAGAZINES,4.4,74425,8.6M,"1,000,000+",Free,0,Everyone,News & Magazines,"July 18, 2018",5.14.0,4.0.3 and up
+Google News,NEWS_AND_MAGAZINES,3.9,877635,13M,"1,000,000,000+",Free,0,Teen,News & Magazines,"August 1, 2018",5.2.0,4.4 and up
+"BuzzFeed: News, Tasty, Quizzes",NEWS_AND_MAGAZINES,4.3,131028,13M,"5,000,000+",Free,0,Teen,News & Magazines,"July 30, 2018",5.38,4.4 and up
+Flipboard: News For Our Time,NEWS_AND_MAGAZINES,4.4,1284017,Varies with device,"500,000,000+",Free,0,Everyone 10+,News & Magazines,"August 3, 2018",Varies with device,Varies with device
+Fast News,NEWS_AND_MAGAZINES,4.4,84957,Varies with device,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"January 13, 2018",Varies with device,Varies with device
+LA Times: Your California News,NEWS_AND_MAGAZINES,3.6,3311,10M,"100,000+",Free,0,Everyone,News & Magazines,"April 24, 2018",4.0.1,4.2 and up
+The Washington Post Classic,NEWS_AND_MAGAZINES,4.5,23158,Varies with device,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"July 17, 2018",Varies with device,Varies with device
+Chicago Tribune,NEWS_AND_MAGAZINES,3.6,1380,Varies with device,"100,000+",Free,0,Everyone,News & Magazines,"July 26, 2018",Varies with device,4.1 and up
+USA TODAY,NEWS_AND_MAGAZINES,4.1,49259,Varies with device,"5,000,000+",Free,0,Everyone 10+,News & Magazines,"August 2, 2018",Varies with device,Varies with device
+World Newspapers,NEWS_AND_MAGAZINES,4.4,185884,7.5M,"1,000,000+",Free,0,Mature 17+,News & Magazines,"September 17, 2017",3.1.9,4.1 and up
+The Wall Street Journal: Business & Market News,NEWS_AND_MAGAZINES,4.1,40975,36M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 2, 2018",4.4.2.19,4.1 and up
+Financial Times,NEWS_AND_MAGAZINES,4.2,27104,8.2M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 3, 2018",2.42.1.9,4.4 and up
+The Guardian,NEWS_AND_MAGAZINES,4.7,247992,22M,"5,000,000+",Free,0,Teen,News & Magazines,"July 25, 2018",6.5.1725,4.1 and up
+NYTimes - Latest News,NEWS_AND_MAGAZINES,3.9,63647,23M,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"August 1, 2018",6.19.5,4.4 and up
+Digg,NEWS_AND_MAGAZINES,3.9,6105,Varies with device,"100,000+",Free,0,Teen,News & Magazines,"March 11, 2016",Varies with device,Varies with device
+News360: Personalized News,NEWS_AND_MAGAZINES,4.4,30722,Varies with device,"1,000,000+",Free,0,Teen,News & Magazines,"August 2, 2018",Varies with device,Varies with device
+BBC News,NEWS_AND_MAGAZINES,4.3,296781,Varies with device,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"July 24, 2018",Varies with device,Varies with device
+RT News (Russia Today),NEWS_AND_MAGAZINES,4.6,56524,14M,"1,000,000+",Free,0,Teen,News & Magazines,"August 6, 2018",3.5.13,4.0.3 and up
+NPR News,NEWS_AND_MAGAZINES,4.0,24790,Varies with device,"1,000,000+",Free,0,Everyone,News & Magazines,"July 20, 2018",Varies with device,Varies with device
+Reuters News,NEWS_AND_MAGAZINES,4.3,13169,25M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"June 6, 2018",3.4.4,4.1 and up
+Bloomberg: Market & Financial News,NEWS_AND_MAGAZINES,4.2,61692,27M,"10,000,000+",Free,0,Everyone,News & Magazines,"July 25, 2018",5.9.1.1347176.a3ca6ab274,4.4 and up
+"Fox News – Breaking News, Live Video & News Alerts",NEWS_AND_MAGAZINES,4.5,249919,Varies with device,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"July 30, 2018",Varies with device,Varies with device
+Haystack TV: Local & World News - Free,NEWS_AND_MAGAZINES,4.3,3684,Varies with device,"100,000+",Free,0,Everyone 10+,News & Magazines,"August 2, 2018",Varies with device,Varies with device
+ABC News - US & World News,NEWS_AND_MAGAZINES,4.0,18976,35M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"June 6, 2018",3.19.11,5.0 and up
+NBC News,NEWS_AND_MAGAZINES,4.1,63020,Varies with device,"5,000,000+",Free,0,Everyone 10+,News & Magazines,"February 13, 2018",Varies with device,Varies with device
+Sync for reddit,NEWS_AND_MAGAZINES,4.6,62740,8.6M,"500,000+",Free,0,Mature 17+,News & Magazines,"June 16, 2018",16.3,4.1 and up
+USA TODAY,NEWS_AND_MAGAZINES,4.1,49259,Varies with device,"5,000,000+",Free,0,Everyone 10+,News & Magazines,"August 2, 2018",Varies with device,Varies with device
+AP Mobile - Breaking News,NEWS_AND_MAGAZINES,4.5,76677,4.6M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"May 25, 2017",4.4.3,4.0 and up
+CNN Breaking US & World News,NEWS_AND_MAGAZINES,4.0,293080,25M,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"August 6, 2018",5.17,4.4 and up
+HuffPost - News,NEWS_AND_MAGAZINES,4.2,78154,12M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 3, 2018",19.2.8,4.4 and up
+News Republic,NEWS_AND_MAGAZINES,4.3,479594,18M,"10,000,000+",Free,0,Teen,News & Magazines,"July 28, 2018",9.2.3,4.0 and up
+Newsroom: News Worth Sharing,NEWS_AND_MAGAZINES,4.2,201737,Varies with device,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"July 3, 2018",Varies with device,Varies with device
+Twitter,NEWS_AND_MAGAZINES,4.3,11667403,Varies with device,"500,000,000+",Free,0,Mature 17+,News & Magazines,"August 6, 2018",Varies with device,Varies with device
+SmartNews: Breaking News Headlines,NEWS_AND_MAGAZINES,4.2,233305,3.1M,"10,000,000+",Free,0,Everyone,News & Magazines,"August 3, 2018",5.1.10,2.2 and up
+Updates for Samsung - Android Update Versions,NEWS_AND_MAGAZINES,4.0,80368,Varies with device,"10,000,000+",Free,0,Everyone,News & Magazines,"May 17, 2018",Varies with device,Varies with device
+AC - Tips & News for Android™,NEWS_AND_MAGAZINES,4.2,23292,14M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"May 24, 2018",3.1.12,4.1 and up
+BBC News,NEWS_AND_MAGAZINES,4.3,296781,Varies with device,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"July 24, 2018",Varies with device,Varies with device
+NPR News,NEWS_AND_MAGAZINES,4.0,24790,Varies with device,"1,000,000+",Free,0,Everyone,News & Magazines,"July 20, 2018",Varies with device,Varies with device
+"Fox News – Breaking News, Live Video & News Alerts",NEWS_AND_MAGAZINES,4.5,249919,Varies with device,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"July 30, 2018",Varies with device,Varies with device
+CBS News,NEWS_AND_MAGAZINES,4.3,23641,23M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"June 29, 2018",3.9.0,4.1 and up
+Haystack TV: Local & World News - Free,NEWS_AND_MAGAZINES,4.3,3684,Varies with device,"100,000+",Free,0,Everyone 10+,News & Magazines,"August 2, 2018",Varies with device,Varies with device
+NPR One,NEWS_AND_MAGAZINES,3.9,13217,8.8M,"1,000,000+",Free,0,Teen,News & Magazines,"August 3, 2018",1.8.7.0,5.0 and up
+ABC News - US & World News,NEWS_AND_MAGAZINES,4.0,18976,35M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"June 6, 2018",3.19.11,5.0 and up
+USA TODAY,NEWS_AND_MAGAZINES,4.1,49259,Varies with device,"5,000,000+",Free,0,Everyone 10+,News & Magazines,"August 2, 2018",Varies with device,Varies with device
+NBC News,NEWS_AND_MAGAZINES,4.1,63020,Varies with device,"5,000,000+",Free,0,Everyone 10+,News & Magazines,"February 13, 2018",Varies with device,Varies with device
+The Wall Street Journal: Business & Market News,NEWS_AND_MAGAZINES,4.1,40975,36M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 2, 2018",4.4.2.19,4.1 and up
+JailBase - Arrests + Mugshots,NEWS_AND_MAGAZINES,4.0,17240,Varies with device,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 3, 2018",Varies with device,4.1 and up
+CNN Breaking US & World News,NEWS_AND_MAGAZINES,4.0,293080,25M,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"August 6, 2018",5.17,4.4 and up
+Pocket,NEWS_AND_MAGAZINES,4.5,256680,12M,"10,000,000+",Free,0,Everyone,News & Magazines,"July 24, 2018",6.7.15.7,4.0.3 and up
+"AOL - News, Mail & Video",NEWS_AND_MAGAZINES,4.1,62465,Varies with device,"5,000,000+",Free,0,Everyone 10+,News & Magazines,"August 2, 2018",Varies with device,Varies with device
+NYTimes - Latest News,NEWS_AND_MAGAZINES,3.9,63647,23M,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"August 1, 2018",6.19.5,4.4 and up
+Newsroom: News Worth Sharing,NEWS_AND_MAGAZINES,4.2,201737,Varies with device,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"July 3, 2018",Varies with device,Varies with device
+Google News,NEWS_AND_MAGAZINES,3.9,877643,13M,"1,000,000,000+",Free,0,Teen,News & Magazines,"August 1, 2018",5.2.0,4.4 and up
+BaconReader for Reddit,NEWS_AND_MAGAZINES,4.5,103074,Varies with device,"1,000,000+",Free,0,Mature 17+,News & Magazines,"July 2, 2018",Varies with device,Varies with device
+"BuzzFeed: News, Tasty, Quizzes",NEWS_AND_MAGAZINES,4.3,131028,13M,"5,000,000+",Free,0,Teen,News & Magazines,"July 30, 2018",5.38,4.4 and up
+Flipboard: News For Our Time,NEWS_AND_MAGAZINES,4.4,1284018,Varies with device,"500,000,000+",Free,0,Everyone 10+,News & Magazines,"August 3, 2018",Varies with device,Varies with device
+"Waze - GPS, Maps, Traffic Alerts & Live Navigation",MAPS_AND_NAVIGATION,4.6,7232629,Varies with device,"100,000,000+",Free,0,Everyone,Maps & Navigation,"July 29, 2018",Varies with device,Varies with device
+"T map (te map, T map, navigation)",MAPS_AND_NAVIGATION,4.2,15681,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"August 2, 2018",Varies with device,Varies with device
+"MapQuest: Directions, Maps, GPS & Navigation",MAPS_AND_NAVIGATION,4.1,53481,Varies with device,"10,000,000+",Free,0,Everyone,Maps & Navigation,"May 22, 2018",Varies with device,Varies with device
+"Yahoo! transit guide free timetable, operation information, transfer search",MAPS_AND_NAVIGATION,4.4,104800,22M,"10,000,000+",Free,0,Everyone,Maps & Navigation,"July 26, 2018",7.0.1,4.0 and up
+乗換NAVITIME　Timetable & Route Search in Japan Tokyo,MAPS_AND_NAVIGATION,4.4,50459,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"July 26, 2018",Varies with device,Varies with device
+Transit: Real-Time Transit App,MAPS_AND_NAVIGATION,4.2,43269,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"July 18, 2018",4.4.7,Varies with device
+Mapy.cz - Cycling & Hiking offline maps,MAPS_AND_NAVIGATION,4.5,56443,43M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"June 26, 2018",6.2.0,4.1 and up
+Uber,MAPS_AND_NAVIGATION,4.2,4928420,Varies with device,"100,000,000+",Free,0,Everyone,Maps & Navigation,"August 6, 2018",Varies with device,Varies with device
+GPS Navigation & Offline Maps Sygic,MAPS_AND_NAVIGATION,4.4,1421884,33M,"50,000,000+",Free,0,Everyone,Maps & Navigation,"July 26, 2018",17.4.11,4.0.3 and up
+Map and Router Badge,MAPS_AND_NAVIGATION,4.4,3652,32M,"500,000+",Free,0,Everyone,Maps & Navigation,"July 25, 2018",4.8.1,4.1 and up
+Yandex.Transport,MAPS_AND_NAVIGATION,4.0,126282,Varies with device,"10,000,000+",Free,0,Everyone,Maps & Navigation,"July 30, 2018",5.7,4.1 and up
+Air Traffic,MAPS_AND_NAVIGATION,4.3,14110,6.8M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"July 24, 2018",4.3,5.0 and up
+Speed Cameras Radar,MAPS_AND_NAVIGATION,4.4,18710,4.0M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"August 3, 2018",3.2.2,4.0.3 and up
+Atlan3D Navigation: Korea navigator,MAPS_AND_NAVIGATION,4.2,22063,Varies with device,"1,000,000+",Free,0,Everyone,Maps & Navigation,"July 31, 2018",Varies with device,Varies with device
+Compass,MAPS_AND_NAVIGATION,4.3,286454,3.7M,"10,000,000+",Free,0,Everyone,Maps & Navigation,"August 9, 2016",2.1.2,2.3 and up
+"Mappy - Plan, route comparison, GPS",MAPS_AND_NAVIGATION,4.1,15922,Varies with device,"1,000,000+",Free,0,Everyone,Maps & Navigation,"July 26, 2018",Varies with device,Varies with device
+Gps Route Finder,MAPS_AND_NAVIGATION,4.4,652,3.4M,"100,000+",Free,0,Everyone,Maps & Navigation,"May 26, 2018",116,4.1 and up
+"My Location: GPS Maps, Share & Save Places",MAPS_AND_NAVIGATION,4.3,29768,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"August 4, 2018",Varies with device,Varies with device
+"Yanosik: ""antyradar"", traffic jams, navigation, camera",MAPS_AND_NAVIGATION,4.4,102248,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"August 1, 2018",Varies with device,Varies with device
+NAVITIME - Map & Transfer Navi,MAPS_AND_NAVIGATION,4.2,41225,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"August 3, 2018",Varies with device,Varies with device
+Sygic Car Navigation,MAPS_AND_NAVIGATION,4.7,162049,48M,"5,000,000+",Free,0,Everyone,Maps & Navigation,"August 7, 2018",18.0.2,4.4 and up
+Czech Public Transport IDOS,MAPS_AND_NAVIGATION,4.3,26014,7.7M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"November 6, 2017",2.4.1,4.0.3 and up
+Karta GPS - Offline Navigation,MAPS_AND_NAVIGATION,4.5,53562,60M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"May 4, 2018",2.10.06,5.0 and up
+Circle ratio,MAPS_AND_NAVIGATION,3.7,10562,60M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"August 3, 2018",04.08.00,4.4 and up
+Soviet Military Maps Free,MAPS_AND_NAVIGATION,4.3,21589,5.6M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"August 1, 2018",5.1.0 free,4.0 and up
+"Truck Car Navi by Navitime Large size car, traffic jam, traffic closure, live camera, typhoon / precipitation map",MAPS_AND_NAVIGATION,4.2,3682,Varies with device,"100,000+",Free,0,Everyone,Maps & Navigation,"August 2, 2018",Varies with device,Varies with device
+Sentin Information Map,MAPS_AND_NAVIGATION,4.1,2909,5.2M,"100,000+",Free,0,Everyone,Maps & Navigation,"June 26, 2018",1.39,4.1 and up
+Snapp,MAPS_AND_NAVIGATION,4.5,37937,25M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"August 1, 2018",3.6.7,4.0.3 and up
+GPS Speedometer and Odometer,MAPS_AND_NAVIGATION,4.8,15865,3.3M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"August 3, 2018",10.0,4.1 and up
+GPS Traffic Speedcam Route Planner by ViaMichelin,MAPS_AND_NAVIGATION,4.3,63920,29M,"5,000,000+",Free,0,Everyone,Maps & Navigation,"July 28, 2018",7.16.8,4.0.3 and up
+Trucker Path – Truck Stops & Weigh Stations,MAPS_AND_NAVIGATION,4.7,38375,49M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"July 26, 2018",3.0.2,4.1 and up
+Map Coordinates,MAPS_AND_NAVIGATION,4.3,16657,3.6M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"July 17, 2018",4.7.5,4.0.3 and up
+Grab Driver,MAPS_AND_NAVIGATION,4.2,301413,48M,"5,000,000+",Free,0,Everyone,Maps & Navigation,"August 1, 2018",5.44.1,4.1 and up
+SBB Mobile,MAPS_AND_NAVIGATION,3.7,20605,Varies with device,"1,000,000+",Free,0,Everyone,Maps & Navigation,"August 6, 2018",Varies with device,Varies with device
+"GPS Speedometer, Distance Meter",MAPS_AND_NAVIGATION,4.6,16094,5.4M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"July 31, 2018",2.7.2,4.0 and up
+Blitzer.de,MAPS_AND_NAVIGATION,4.5,65590,18M,"5,000,000+",Free,0,Everyone,Maps & Navigation,"July 9, 2018",3.1.0,4.0 and up
+GPS Speedometer - Trip Meter - Altimeter,MAPS_AND_NAVIGATION,4.3,32225,3.2M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"July 26, 2018",2.0.0,4.2 and up
+Radarbot Free: Speed Camera Detector & Speedometer,MAPS_AND_NAVIGATION,4.5,44348,11M,"5,000,000+",Free,0,Everyone,Maps & Navigation,"July 6, 2018",6.2.3,4.1 and up
+FindShip,MAPS_AND_NAVIGATION,4.2,23279,8.5M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"April 26, 2018",5.2.10,4.1 and up
+ÖBB Scotty,MAPS_AND_NAVIGATION,4.2,12572,24M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"February 19, 2018",5.4 (30),4.0 and up
+Subway Terminator: Smarter Subway,MAPS_AND_NAVIGATION,4.3,70556,26M,"10,000,000+",Free,0,Everyone,Maps & Navigation,"July 17, 2018",4.76,4.0 and up
+Alopec - Online Shipping System,MAPS_AND_NAVIGATION,4.3,1240,14M,"100,000+",Free,0,Everyone,Maps & Navigation,"November 2, 2017",2.4.1,4.1 and up
+Yandex.Trains,MAPS_AND_NAVIGATION,4.4,56471,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"July 31, 2018",Varies with device,Varies with device
+NAVITIME Bus Transit JAPAN,MAPS_AND_NAVIGATION,3.7,6939,Varies with device,"1,000,000+",Free,0,Everyone,Maps & Navigation,"July 23, 2018",Varies with device,Varies with device
+hum app,MAPS_AND_NAVIGATION,4.4,10218,78M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"July 31, 2018",5.072.1830.2,4.2 and up
+Moovit: Bus Time & Train Time Live Info,MAPS_AND_NAVIGATION,4.4,617477,Varies with device,"10,000,000+",Free,0,Everyone,Maps & Navigation,"August 5, 2018",Varies with device,Varies with device
+"Dynavix - Navigation, Maps, Traffic data & Cameras",MAPS_AND_NAVIGATION,4.2,1688,Varies with device,"50,000+",Free,0,Everyone,Maps & Navigation,"August 3, 2018",6.1.2,4.0 and up
+National Rail Enquiries,MAPS_AND_NAVIGATION,3.5,18857,7.0M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"May 24, 2018",9.3.3,4.0.3 and up
+ixigo Cabs-Compare & Book Taxi,MAPS_AND_NAVIGATION,4.2,11838,9.2M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"April 9, 2018",1.7.3,4.0.3 and up
+Maps & GPS Navigation — OsmAnd,MAPS_AND_NAVIGATION,4.2,60838,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"August 6, 2018",Varies with device,Varies with device
+Snapchat,SOCIAL,4.0,17000166,Varies with device,"500,000,000+",Free,0,Teen,Social,"July 30, 2018",Varies with device,Varies with device
+Flashlight,TOOLS,4.5,162335,4.9M,"10,000,000+",Free,0,Everyone,Tools,"July 6, 2018",8.10.1,4.0 and up
+aa,FAMILY,4.2,886418,6.5M,"50,000,000+",Free,0,Everyone,Strategy,"June 30, 2018",1.7.3,4.1 and up
+A Call From Santa Claus!,FAMILY,3.9,3720,11M,"1,000,000+",Free,0,Everyone,Entertainment,"December 4, 2016",4.2.3,4.0.3 and up
+Rope Hero Return of a Legend,GAME,4.3,9951,96M,"1,000,000+",Free,0,Mature 17+,Arcade,"August 26, 2016",1.0,2.3 and up
+A Word A Day,FAMILY,3.7,2398,2.9M,"500,000+",Free,0,Everyone,Education,"January 5, 2017",5.8,4.0 and up
+Draw a Stickman: EPIC 2 Free,GAME,4.3,213340,24M,"10,000,000+",Free,0,Everyone,Adventure,"June 14, 2018",1.2.1.49,4.0 and up
+Akinator,FAMILY,4.3,1805398,55M,"50,000,000+",Free,0,Teen,Entertainment,"June 11, 2018",6.5.2,4.4 and up
+Dog Sim Online: Raise a Family,FAMILY,4.6,94989,74M,"5,000,000+",Free,0,Teen,Simulation,"April 22, 2018",8.6,4.0 and up
+Pou,FAMILY,4.3,10483141,24M,"500,000,000+",Free,0,Everyone,Casual,"May 25, 2018",1.4.77,4.0 and up
+Agar.io,GAME,4.2,3815614,32M,"100,000,000+",Free,0,Everyone,Action,"July 23, 2018",2.2.8,4.0.3 and up
+Color by Number - Draw Sandbox Pixel Art,FAMILY,4.6,10247,15M,"1,000,000+",Free,0,Everyone,Entertainment,"July 27, 2018",1.3.13,4.1 and up
+A+ Mobile,FINANCE,3.9,730,6.3M,"10,000+",Free,0,Everyone,Finance,"June 26, 2018",5.4.4,4.4 and up
+Angry Birds Classic,GAME,4.4,5565856,97M,"100,000,000+",Free,0,Everyone,Arcade,"May 24, 2018",7.9.3,4.1 and up
+Build a Bridge!,FAMILY,4.6,263454,74M,"10,000,000+",Free,0,Everyone,Puzzle,"August 2, 2018",2.1.1,4.1 and up
+UNO ™ & Friends,GAME,4.1,1728557,Varies with device,"50,000,000+",Free,0,Everyone,Card,"September 20, 2017",Varies with device,Varies with device
+Find a Way: Addictive Puzzle,FAMILY,4.8,39480,14M,"500,000+",Free,0,Everyone,Puzzle,"June 16, 2017",4.1.1,4.1 and up
+CompTIA A+ Pocket Prep,FAMILY,4.3,1311,14M,"10,000+",Free,0,Everyone,Education,"July 11, 2018",4.5.2,4.4 and up
+My Talking Tom,FAMILY,4.5,14885236,Varies with device,"500,000,000+",Free,0,Everyone,Casual,"July 19, 2018",4.8.0.132,4.1 and up
+Netflix,FAMILY,4.4,5453997,Varies with device,"100,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",Varies with device,Varies with device
+Comptia A+ 220-901 & 220-902,FAMILY,4.4,174,5.7M,"10,000+",Free,0,Everyone,Education,"April 19, 2018",2.0.7,4.1 and up
+Create A Superhero HD,FAMILY,3.3,8642,19M,"500,000+",Free,0,Teen,Casual,"December 30, 2017",4.0.4,2.3 and up
+Azar,COMMUNICATION,4.2,1092337,Varies with device,"50,000,000+",Free,0,Mature 17+,Communication,"July 24, 2018",Varies with device,Varies with device
+4 in a Row,GAME,3.8,4257,Varies with device,"500,000+",Free,0,Everyone,Board,"May 13, 2018",Varies with device,Varies with device
+Bubble Shooter,GAME,4.5,43576,50M,"5,000,000+",Free,0,Everyone,Arcade,"September 13, 2017",4.4,2.3 and up
+Adobe Acrobat Reader,PRODUCTIVITY,4.3,3014548,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"April 17, 2018",Varies with device,Varies with device
+Subway Surfers,GAME,4.5,27711703,76M,"1,000,000,000+",Free,0,Everyone 10+,Arcade,"July 12, 2018",1.90.0,4.1 and up
+Super Mario Run,GAME,3.7,1221896,70M,"100,000,000+",Free,0,Everyone,Action,"July 12, 2018",3.0.11,4.2 and up
+STARDOM: THE A-LIST,GAME,4.5,152658,29M,"1,000,000+",Free,0,Teen,Adventure,"September 12, 2014",2.1.8,2.1 and up
+LokLok: Draw on a Lock Screen,COMMUNICATION,4.1,14766,16M,"500,000+",Free,0,Teen,Communication,"September 20, 2017",0.81 beta,4.0.3 and up
+The Tribez: Build a Village,FAMILY,4.4,1852384,Varies with device,"10,000,000+",Free,0,Everyone,Simulation,"July 13, 2018",9.3.6,4.0.3 and up
+Photo Warp,FAMILY,3.7,353342,13M,"50,000,000+",Free,0,Everyone,Entertainment,"November 24, 2017",2.0.7,4.0 and up
+LEGO® Juniors Create & Cruise,FAMILY,4.1,672089,73M,"50,000,000+",Free,0,Everyone,Educational;Action & Adventure,"January 19, 2018",6.7.5222,4.1 and up
+CompTIA Exam Training,FAMILY,4.8,3053,17M,"50,000+",Free,0,Everyone,Education,"July 3, 2018",1.7,4.2 and up
+WhatsApp Messenger,COMMUNICATION,4.4,69109672,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Magisto Video Editor & Maker,VIDEO_PLAYERS,4.3,960726,Varies with device,"10,000,000+",Free,0,Everyone,Video Players & Editors,"August 2, 2018",Varies with device,Varies with device
+Glow Hockey,GAME,4.1,1703479,Varies with device,"100,000,000+",Free,0,Everyone,Arcade,"July 22, 2018",1.3.8,4.1 and up
+Google Translate,TOOLS,4.4,5741684,Varies with device,"500,000,000+",Free,0,Everyone,Tools,"August 4, 2018",Varies with device,Varies with device
+Pokémon GO,GAME,4.1,10421284,85M,"100,000,000+",Free,0,Everyone,Adventure,"July 23, 2018",0.111.3,4.4 and up
+Instagram,SOCIAL,4.5,66509917,Varies with device,"1,000,000,000+",Free,0,Teen,Social,"July 31, 2018",Varies with device,Varies with device
+My Talking Angela,FAMILY,4.5,9876369,99M,"100,000,000+",Free,0,Everyone,Casual,"July 3, 2018",3.7.2.51,4.1 and up
+YouTube Kids,FAMILY,4.5,469851,Varies with device,"50,000,000+",Free,0,Everyone,Entertainment;Music & Video,"August 3, 2018",3.43.3,4.1 and up
+Asphalt 8: Airborne,GAME,4.5,8389714,92M,"100,000,000+",Free,0,Teen,Racing,"July 4, 2018",3.7.1a,4.0.3 and up
+PAC-MAN,GAME,4.2,685450,37M,"100,000,000+",Free,0,Everyone,Arcade,"May 15, 2018",6.6.3,4.1 and up
+Basketball Stars,SPORTS,4.4,867920,45M,"10,000,000+",Free,0,Everyone,Sports,"July 14, 2018",1.16.2,4.0.3 and up
+Colorfy: Coloring Book for Adults - Free,FAMILY,4.5,787107,Varies with device,"10,000,000+",Free,0,Everyone,Entertainment,"June 20, 2018",Varies with device,Varies with device
+Lep's World 2 🍀🍀,GAME,4.3,798522,57M,"100,000,000+",Free,0,Everyone 10+,Arcade,"June 7, 2018",1.9.8.0,4.1 and up
+Wolfify - Be a Werewolf,FAMILY,3.8,6760,26M,"500,000+",Free,0,Everyone,Entertainment,"June 11, 2015",1.4.6,3.2 and up
+Law of Creation: A Playable Manga,GAME,4.5,13118,47M,"500,000+",Free,0,Teen,Adventure,"June 25, 2018",1.0.19,4.0.3 and up
+Real City Car Driver,GAME,3.7,413609,22M,"10,000,000+",Free,0,Mature 17+,Racing,"August 1, 2018",2.8,4.1 and up
+Toca Kitchen 2,FAMILY,4.5,1013465,56M,"50,000,000+",Free,0,Everyone,Educational;Pretend Play,"June 29, 2017",1.2.3-play,4.1 and up
+Rolling Sky,GAME,4.5,1117212,50M,"50,000,000+",Free,0,Everyone,Board,"August 3, 2018",Varies with device,4.0.3 and up
+Amazon Shopping,SHOPPING,4.3,908525,42M,"100,000,000+",Free,0,Teen,Shopping,"July 31, 2018",16.14.0.100,4.4 and up
+Gymnastics Superstar - Spin your way to gold!,FAMILY,4.6,305765,34M,"10,000,000+",Free,0,Everyone,Role Playing,"July 31, 2018",1.1.7,4.1 and up
+Fake Call - Fake Caller ID,PRODUCTIVITY,4.3,154668,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"August 2, 2018",Varies with device,Varies with device
+SuperCity: Build a Story,FAMILY,4.4,98324,70M,"1,000,000+",Free,0,Everyone,Simulation,"July 28, 2018",1.19.1,4.1 and up
+Chick-fil-A,FOOD_AND_DRINK,4.3,27931,17M,"5,000,000+",Free,0,Everyone,Food & Drink,"August 3, 2018",6.0.1,5.0 and up
+4 in a row,GAME,4.3,47698,4.1M,"5,000,000+",Free,0,Everyone,Board,"April 12, 2016",1.0.21,1.5 and up
+YouTube,VIDEO_PLAYERS,4.3,25623548,Varies with device,"1,000,000,000+",Free,0,Teen,Video Players & Editors,"August 2, 2018",Varies with device,Varies with device
+Four In A Line Free,GAME,4.3,133195,11M,"5,000,000+",Free,0,Everyone,Board,"June 11, 2018",1.58,4.1 and up
+Flow Free,FAMILY,4.3,1295293,11M,"100,000,000+",Free,0,Everyone,Puzzle,"April 11, 2018",4.0,4.1 and up
+Like A Boss,FAMILY,4.4,17069,94M,"500,000+",Free,0,Everyone 10+,Role Playing,"August 1, 2018",1.0.17.2,5.0 and up
+AutoCAD - DWG Viewer & Editor,PRODUCTIVITY,4.2,145088,24M,"10,000,000+",Free,0,Everyone,Productivity,"July 23, 2018",4.5.19,4.4 and up
+Hungry Hearts Diner: A Tale of Star-Crossed Souls,FAMILY,4.9,46253,56M,"500,000+",Free,0,Everyone 10+,Simulation,"February 7, 2018",1.0.1,4.0 and up
+Microsoft Word,PRODUCTIVITY,4.5,2078744,Varies with device,"500,000,000+",Free,0,Everyone,Productivity,"July 11, 2018",16.0.10325.20043,4.4 and up
+Dragon Sim Online: Be A Dragon,FAMILY,4.6,111741,66M,"5,000,000+",Free,0,Teen,Simulation,"February 27, 2018",5.4,4.0 and up
+Alto's Adventure,GAME,4.6,515240,63M,"10,000,000+",Free,0,Everyone,Action,"June 5, 2018",1.7.1,4.0 and up
+Fortune City - A Finance App,FINANCE,4.6,49275,91M,"500,000+",Free,0,Everyone,Finance,"July 17, 2018",2.0.3.1,4.4 and up
+Draw A Stickman,GAME,3.4,29265,17M,"1,000,000+",Free,0,Everyone,Adventure,"May 19, 2017",1.1.0,4.0.3 and up
+Be A Legend: Soccer,SPORTS,3.8,85763,21M,"1,000,000+",Free,0,Everyone,Sports,"August 24, 2015",2.8.0.17,3.0 and up
+Zombie Tsunami,GAME,4.4,4918776,Varies with device,"100,000,000+",Free,0,Everyone 10+,Arcade,"June 15, 2018",Varies with device,Varies with device
+Bible,BOOKS_AND_REFERENCE,4.7,2440695,Varies with device,"100,000,000+",Free,0,Teen,Books & Reference,"August 2, 2018",Varies with device,Varies with device
+Cat Sim Online: Play with Cats,FAMILY,4.6,137198,81M,"5,000,000+",Free,0,Everyone 10+,Simulation,"April 22, 2018",3.7,4.0 and up
+Facebook,SOCIAL,4.1,78128208,Varies with device,"1,000,000,000+",Free,0,Teen,Social,"August 3, 2018",Varies with device,Varies with device
+Four In A Line,GAME,3.8,22191,3.0M,"1,000,000+",Free,0,Everyone,Board,"May 4, 2015",1.10,2.3 and up
+Tik Tok - including musical.ly,SOCIAL,4.4,5637451,59M,"100,000,000+",Free,0,Teen,Social,"August 3, 2018",8.0.0,4.1 and up
+B612 - Beauty & Filter Camera,PHOTOGRAPHY,4.4,5276983,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 30, 2018",7.6.5,4.3 and up
+Disney Magic Timer by Oral-B,FAMILY,3.9,31061,83M,"1,000,000+",Free,0,Everyone,Health & Fitness;Action & Adventure,"June 16, 2018",4.0.6,4.2 and up
+B-Messenger Video Chat,SOCIAL,4.1,12495,19M,"1,000,000+",Free,0,Mature 17+,Social,"August 19, 2017",7.1.1,2.3 and up
+Bestie - Camera360 Selfie,PHOTOGRAPHY,4.5,512996,23M,"10,000,000+",Free,0,Everyone,Photography,"August 2, 2018",4.0.3.5,4.1 and up
+B,FINANCE,3.7,800,32M,"50,000+",Free,0,Everyone,Finance,"June 21, 2018",2.16.5426,4.4 and up
+BIGO LIVE - Live Stream,SOCIAL,4.4,2349421,39M,"100,000,000+",Free,0,Teen,Social,"July 27, 2018",4.1.0,4.0 and up
+Block Craft 3D: Building Simulator Games For Free,FAMILY,4.5,944661,57M,"50,000,000+",Free,0,Everyone,Simulation,"March 5, 2018",2.10.2,4.0.3 and up
+8 Ball Pool,SPORTS,4.5,14184910,52M,"100,000,000+",Free,0,Everyone,Sports,"July 31, 2018",4.0.0,4.0.3 and up
+B-BLE(BLE4.0 Scan),TOOLS,3.8,159,7.5M,"10,000+",Free,0,Everyone,Tools,"April 20, 2018",5.5,5.0 and up
+Cardi B Piano Game,GAME,3.1,50,7.4M,"10,000+",Free,0,Everyone,Music,"November 15, 2017",2.0,4.0 and up
+VPN Free - Betternet Hotspot VPN & Private Browser,TOOLS,4.5,799206,8.9M,"10,000,000+",Free,0,Everyone,Tools,"August 1, 2018",4.3.0,4.1 and up
+ADS-B Driver,TOOLS,5.0,2,6.3M,100+,Paid,$1.99,Everyone,Tools,"May 15, 2018",1.19,4.4 and up
+MORTAL KOMBAT X,GAME,4.4,3039889,18M,"10,000,000+",Free,0,Mature 17+,Action,"June 27, 2018",1.18.2,4.0 and up
+B-17 Flying Fortress WWII LWP,PERSONALIZATION,NaN,7,14M,100+,Paid,$1.49,Everyone,Personalization,"December 22, 2016",1.0,4.1 and up
+► MultiCraft ― Free Miner! 👍,GAME,4.3,1305050,Varies with device,"50,000,000+",Free,0,Everyone 10+,Adventure,"July 29, 2018",1.1.11.11,4.1 and up
+B.GOOD,FOOD_AND_DRINK,2.9,155,20M,"10,000+",Free,0,Everyone,Food & Drink,"April 4, 2018",4.94.19,4.1 and up
+B-Dubs®,LIFESTYLE,3.1,3042,Varies with device,"500,000+",Free,0,Everyone,Lifestyle,"July 5, 2018",Varies with device,Varies with device
+Oral-B App,HEALTH_AND_FITNESS,3.3,14210,96M,"1,000,000+",Free,0,Everyone,Health & Fitness,"July 19, 2018",6.0.1,5.0 and up
+Smart Launcher theme b. gold,PERSONALIZATION,4.1,291,35M,"5,000+",Paid,$1.99,Everyone,Personalization,"October 22, 2016",2.20,2.0 and up
+EMT Tutor NREMT-B Study Guide,MEDICAL,4.6,625,8.4M,"10,000+",Paid,$3.99,Everyone,Medical,"January 8, 2017",2.1,2.1 and up
+Next Launcher 3D Theme Hit-B,PERSONALIZATION,4.4,83,8.6M,"1,000+",Paid,$1.70,Everyone,Personalization,"August 16, 2015",1.05,2.2 and up
+Pixel Gun 3D: Survival shooter & Battle Royale,GAME,4.5,4487182,55M,"50,000,000+",Free,0,Teen,Action,"July 4, 2018",15.1.2,4.0.3 and up
+B-52 Spirits of Glory Deluxe,GAME,4.3,12,29M,100+,Paid,$0.99,Everyone,Arcade,"September 2, 2017",1.5.9,2.3 and up
+Servers Ultimate Pack B,TOOLS,4.3,668,13M,"50,000+",Free,0,Everyone,Tools,"March 31, 2016",2.1.8,2.1 and up
+EMT-B Pocket Prep,MEDICAL,4.5,2948,16M,"50,000+",Free,0,Everyone,Medical,"July 11, 2018",4.5.2,4.4 and up
+UC Browser - Fast Download Private & Secure,COMMUNICATION,4.5,17712922,40M,"500,000,000+",Free,0,Teen,Communication,"August 2, 2018",12.8.5.1121,4.0 and up
+Air Transat CinePlus B,TRAVEL_AND_LOCAL,2.2,83,6.7M,"50,000+",Free,0,Everyone,Travel & Local,"July 5, 2018",1.0.17.3905,4.4 and up
+Hungry Shark Evolution,GAME,4.5,6071542,100M,"100,000,000+",Free,0,Teen,Arcade,"July 25, 2018",6.0.0,4.1 and up
+Perfect Piano,GAME,4.2,828489,Varies with device,"50,000,000+",Free,0,Everyone,Music,"August 4, 2018",Varies with device,Varies with device
+Hay Day,FAMILY,4.5,10053186,94M,"100,000,000+",Free,0,Everyone,Casual,"June 28, 2018",1_39_93,4.0.3 and up
+Diary with lock,LIFESTYLE,4.6,815280,4.4M,"10,000,000+",Free,0,Everyone,Lifestyle,"June 30, 2018",4.90,4.1 and up
+B-Grade Renegade,GAME,3.9,24,64M,"1,000+",Paid,$1.99,Teen,Action,"October 17, 2017",0.8.17,3.2 and up
+CARDI B WALLPAPERS,PERSONALIZATION,4.1,8,4.5M,"1,000+",Free,0,Everyone,Personalization,"May 21, 2018",3.1,4.0.3 and up
+Plan B,MAPS_AND_NAVIGATION,3.3,19,6.0M,"5,000+",Free,0,Everyone,Maps & Navigation,"July 12, 2017",1.2,4.3 and up
+Block! Hexa Puzzle™,FAMILY,4.5,472247,Varies with device,"50,000,000+",Free,0,Everyone,Puzzle,"July 31, 2018",1.5.10,4.1 and up
+B Tiff Viewer,PHOTOGRAPHY,4.1,283,7.4M,"100,000+",Free,0,Everyone,Photography,"May 12, 2018",1.1.7.4,4.0 and up
+Cardi B Wallpaper,ART_AND_DESIGN,4.8,253,3.7M,"50,000+",Free,0,Everyone,Art & Design,"November 1, 2017",1.0.0,4.0 and up
+A & B Taxi,MAPS_AND_NAVIGATION,4.1,41,25M,"1,000+",Free,0,Everyone,Maps & Navigation,"July 4, 2018",0.19.13-SPECTRUM,4.0.3 and up
+Cardi B HD Wallpapers Lock Screen,PERSONALIZATION,4.5,2,10M,500+,Free,0,Mature 17+,Personalization,"June 10, 2018",1.3,4.0.3 and up
+CURSUM B,GAME,NaN,30,26M,500+,Paid,$0.99,Everyone,Racing,"June 20, 2017",1.0.0,2.3 and up
+Clash of Clans,FAMILY,4.6,44881447,98M,"100,000,000+",Free,0,Everyone 10+,Strategy,"July 15, 2018",10.322.16,4.1 and up
+Clash Royale,FAMILY,4.6,23125280,97M,"100,000,000+",Free,0,Everyone 10+,Strategy,"June 27, 2018",2.3.2,4.1 and up
+C Programming,FAMILY,4.3,22248,1.8M,"1,000,000+",Free,0,Everyone,Education,"June 28, 2015",3.0,2.3 and up
+CppDroid - C/C++ IDE,FAMILY,4.1,29978,Varies with device,"1,000,000+",Free,0,Everyone,Education,"August 17, 2017",Varies with device,Varies with device
+Learn C [NEW],FAMILY,4.5,349,11M,"50,000+",Free,0,Everyone,Education,"March 16, 2018",2.1.1,4.0 and up
+Mobile C [ C/C++ Compiler ],FAMILY,4.3,4624,78M,"100,000+",Free,0,Everyone,Education,"July 7, 2018",2.5.1,4.0.3 and up
+Critical Ops,GAME,4.4,1397944,50M,"10,000,000+",Free,0,Teen,Action,"July 31, 2018",0.9.10.f96,4.4 and up
+C4droid - C/C++ compiler & IDE,FAMILY,4.7,2890,Varies with device,"50,000+",Paid,$2.99,Everyone,Education,"August 26, 2017",Varies with device,Varies with device
+Candy Crush Saga,FAMILY,4.4,22419455,74M,"500,000,000+",Free,0,Everyone,Casual,"July 5, 2018",1.129.0.2,4.1 and up
+CL Mobile - Classifieds for Craigslist,SHOPPING,4.4,27275,8.3M,"1,000,000+",Free,0,Teen,Shopping,"July 30, 2018",27500000,4.1 and up
+Google Chrome: Fast & Secure,COMMUNICATION,4.3,9642112,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+C Locker Pro,PERSONALIZATION,4.2,1531,7.7M,"10,000+",Paid,$2.99,Everyone,Personalization,"December 5, 2017",8.3.4,4.1 and up
+C Programs and Reference,BOOKS_AND_REFERENCE,4.2,873,2.5M,"50,000+",Free,0,Everyone,Books & Reference,"July 31, 2014",2.2,2.1 and up
+Learn C++,FAMILY,4.6,73404,5.3M,"1,000,000+",Free,0,Everyone,Education,"December 25, 2017",4.5.2,4.0 and up
+"C Launcher: Themes, Wallpapers, DIY, Smart, Clean",PERSONALIZATION,4.5,901110,Varies with device,"10,000,000+",Free,0,Everyone 10+,Personalization,"July 10, 2018",Varies with device,Varies with device
+C Programming Zone,FAMILY,4.6,1218,4.0M,"50,000+",Free,0,Everyone,Education,"May 13, 2017",3.0,4.0.3 and up
+C Offline Tutorial,BOOKS_AND_REFERENCE,4.7,88,4.2M,"1,000+",Free,0,Everyone,Books & Reference,"December 8, 2017",1.0.1,4.1 and up
+Neon Glow C - Icon Pack,PERSONALIZATION,4.8,557,74M,"10,000+",Paid,$0.99,Everyone,Personalization,"July 27, 2018",4.5.0,4.0.3 and up
+All C Programs,FAMILY,4.7,2387,6.9M,"100,000+",Free,0,Everyone,Education,"June 9, 2018",2.5.1,4.1 and up
+Clean Master- Space Cleaner & Antivirus,TOOLS,4.7,42916526,Varies with device,"500,000,000+",Free,0,Everyone,Tools,"August 3, 2018",Varies with device,Varies with device
+C by GE,LIFESTYLE,1.7,686,6.6M,"10,000+",Free,0,Everyone,Lifestyle,"July 11, 2018",4.1.07,4.3 and up
+CPlus for Craigslist - Officially Licensed,LIFESTYLE,4.5,8096,16M,"1,000,000+",Free,0,Mature 17+,Lifestyle,"August 3, 2018",1.6.4,4.1 and up
+Alt-C,PRODUCTIVITY,4.0,499,4.7M,"10,000+",Free,0,Everyone,Productivity,"January 27, 2017",1.37,4.0 and up
+C-SPAN Radio,FAMILY,3.6,608,5.4M,"100,000+",Free,0,Everyone,Entertainment,"May 17, 2018",4.3.2,4.1 and up
+Bridge-C - Get More Storage,TOOLS,2.0,24,35M,"1,000+",Free,0,Everyone,Tools,"December 29, 2017",1.7,6.0 and up
+Community by C Space,LIFESTYLE,4.7,707,26M,"5,000+",Free,0,Everyone,Lifestyle,"July 17, 2018",2.2.0,4.4 and up
+My C Spire,PRODUCTIVITY,4.1,376,32M,"50,000+",Free,0,Everyone,Productivity,"July 23, 2018",2.15.1,4.4 and up
+learn c in hindi,FAMILY,4.3,109,2.7M,"5,000+",Free,0,Everyone,Education,"June 24, 2017",4.1,4.0 and up
+Learn C Programming (Examples) (OFFLINE),FAMILY,4.3,43,3.7M,"10,000+",Free,0,Everyone,Education,"December 16, 2017",1.0.3,4.1 and up
+"C Programming - Learn Code, Theory & Discuss",FAMILY,4.5,2751,7.0M,"100,000+",Free,0,Everyone,Education,"June 15, 2018",3.2.8,4.0.3 and up
+Expert C Programming - Learn C Coding Easily,FAMILY,4.4,77,6.9M,"5,000+",Free,0,Everyone,Education,"January 5, 2018",1.1.9,5.0 and up
+Hill Climb Racing,GAME,4.4,8921451,63M,"100,000,000+",Free,0,Everyone,Racing,"July 2, 2018",1.37.2,4.2 and up
+codeEazy - C/C++/JAVA,FAMILY,4.6,130,2.2M,"10,000+",Free,0,Everyone,Education,"April 4, 2016",1.0.3,4.0.3 and up
+Batmobile™ R/C Controller,FAMILY,3.7,452,30M,"100,000+",Free,0,Everyone,Entertainment,"February 2, 2018",1.0.8,4.4 and up
+C Pattern Programs Free,FAMILY,4.5,4115,5.8M,"100,000+",Free,0,Everyone,Education,"July 8, 2018",7.1.0,4.0 and up
+C Programs Handbook,BOOKS_AND_REFERENCE,4.0,459,3.1M,"50,000+",Free,0,Everyone,Books & Reference,"November 16, 2017",2.2.3.3,4.0 and up
+C Functions,FAMILY,4.8,55,1.5M,"1,000+",Free,0,Everyone,Education,"September 26, 2015",1.0,4.0.3 and up
+Learn C# - .Net - C Sharp Programming Tutorial App,FAMILY,4.0,1320,8.6M,"100,000+",Free,0,Everyone,Education,"June 3, 2018",4.1.0,4.1 and up
+Learn Basic C - For Beginners,FAMILY,4.7,27,772k,"5,000+",Free,0,Everyone,Education,"January 20, 2016",1.0,3.0 and up
+C Prowess,FAMILY,4.8,306,3.3M,"5,000+",Free,0,Everyone,Education,"June 3, 2017",1.2,4.1 and up
+101 C Programming Problems,FAMILY,4.6,498,5.0M,"50,000+",Free,0,Everyone,Education,"October 15, 2017",2.0,4.0.3 and up
+Let us C - Example Programs,FAMILY,4.3,36,1.1M,"5,000+",Free,0,Everyone,Education,"August 30, 2017",1.2,3.0 and up
+C Examples,FAMILY,4.2,1002,4.4M,"10,000+",Free,0,Everyone,Education,"August 31, 2016",3.9,4.0 and up
+C BOOK-C PROGRAMS,FAMILY,4.8,138,2.1M,"10,000+",Free,0,Everyone,Education,"September 22, 2017",1.0,3.0 and up
+100+ C Programs,FAMILY,4.2,20,1.6M,"5,000+",Free,0,Everyone,Education,"January 3, 2017",1.0,4.0 and up
+ZEDGE™ Ringtones & Wallpapers,PERSONALIZATION,4.6,6459626,Varies with device,"100,000,000+",Free,0,Teen,Personalization,"July 19, 2018",Varies with device,Varies with device
+Dubsmash,VIDEO_PLAYERS,4.2,1971777,29M,"100,000,000+",Free,0,Teen,Video Players & Editors,"May 11, 2018",2.35.8,4.1 and up
+Discord - Chat for Gamers,COMMUNICATION,4.5,305347,39M,"10,000,000+",Free,0,Teen,Communication,"July 27, 2018",7.1.8,4.1 and up
+Hitman Sniper,GAME,4.6,408292,29M,"10,000,000+",Paid,$0.99,Mature 17+,Action,"July 12, 2018",1.7.110758,4.1 and up
+FRONTLINE COMMANDO: D-DAY,GAME,4.5,1736105,14M,"10,000,000+",Free,0,Mature 17+,Action,"May 16, 2014",3.0.4,2.1 and up
+Minion Rush: Despicable Me Official Game,FAMILY,4.5,10214862,Varies with device,"100,000,000+",Free,0,Everyone 10+,Casual;Action & Adventure,"July 12, 2018",Varies with device,Varies with device
+Fruit Ninja®,GAME,4.3,5091448,41M,"100,000,000+",Free,0,Everyone,Arcade,"July 12, 2018",2.6.7.487220,4.1 and up
+"DU Recorder – Screen Recorder, Video Editor, Live",VIDEO_PLAYERS,4.8,2588730,9.7M,"50,000,000+",Free,0,Everyone,Video Players & Editors,"July 30, 2018",1.7.1.3,5.0 and up
+Google Duo - High Quality Video Calls,COMMUNICATION,4.6,2083237,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 31, 2018",37.1.206017801.DR37_RC14,4.4 and up
+Crossy Road,GAME,4.5,4229977,60M,"100,000,000+",Free,0,Everyone,Action,"August 1, 2018",3.1.0,5.0 and up
+Temple Run 2,GAME,4.3,8116142,62M,"500,000,000+",Free,0,Everyone,Action,"July 5, 2018",1.49.1,4.0 and up
+Beach Buggy Blitz,GAME,4.2,640974,47M,"50,000,000+",Free,0,Everyone,Racing,"June 5, 2018",1.5,4.0.3 and up
+Vector,GAME,4.4,3058687,89M,"100,000,000+",Free,0,Everyone 10+,Arcade,"July 18, 2016",1.2.0,4.0 and up
+Dr. Driving,GAME,4.5,4972230,9.9M,"100,000,000+",Free,0,Everyone,Racing,"March 2, 2018",1.52,4.0.3 and up
+D Day World War II Commando Survival Shooting,GAME,4.2,951,64M,"100,000+",Free,0,Teen,Action,"May 25, 2018",1.2,4.1 and up
+Geometry Dash Meltdown,GAME,4.6,1591129,48M,"50,000,000+",Free,0,Everyone,Arcade,"December 22, 2017",1.01,4.0 and up
+Koi Live Wallpaper,PERSONALIZATION,4.6,14026,12M,"100,000+",Paid,$0.99,Everyone,Personalization,"June 24, 2014",1.9,2.2 and up
+Dropbox,PRODUCTIVITY,4.4,1860844,61M,"500,000,000+",Free,0,Everyone,Productivity,"August 1, 2018",Varies with device,Varies with device
+KineMaster – Pro Video Editor,VIDEO_PLAYERS,4.5,1013867,32M,"50,000,000+",Free,0,Everyone,Video Players & Editors,"August 3, 2018",4.5.0.10701.GP,4.1 and up
+Block City Wars + skins export,FAMILY,4.5,762706,28M,"10,000,000+",Free,0,Teen,Simulation,"March 30, 2018",6.7.5,4.0 and up
+Sniper 3D Gun Shooter: Free Shooting Games - FPS,GAME,4.6,7657490,Varies with device,"100,000,000+",Free,0,Mature 17+,Action,"August 2, 2018",Varies with device,Varies with device
+Bike Race Free - Top Motorcycle Racing Games,GAME,4.5,2586261,Varies with device,"100,000,000+",Free,0,Everyone,Racing,"July 31, 2018",7.7.9,4.2 and up
+Dance School Stories - Dance Dreams Come True,FAMILY,4.4,91171,36M,"1,000,000+",Free,0,Everyone,Role Playing,"August 3, 2018",1.0.8,4.1 and up
+3D Bowling,SPORTS,4.1,1076243,13M,"100,000,000+",Free,0,Everyone,Sports,"January 18, 2018",3.1,2.0.1 and up
+Plants vs. Zombies FREE,FAMILY,4.4,4064868,69M,"100,000,000+",Free,0,Everyone 10+,Strategy,"July 6, 2018",2.2.00,4.1 and up
+Dream League Soccer 2018,SPORTS,4.6,9873470,74M,"100,000,000+",Free,0,Everyone,Sports,"July 16, 2018",5.064,4.4 and up
+Mind Games Pro,FAMILY,4.6,15301,18M,"100,000+",Paid,$2.99,Everyone,Puzzle;Brain Games,"July 18, 2018",3.0.5,2.3 and up
+Z Ringtones PREMIUM 2018,PERSONALIZATION,4.5,10158,3.6M,"500,000+",Free,0,Everyone,Personalization,"March 1, 2018",1.5,4.0.3 and up
+Smash Hit,GAME,4.5,4147718,79M,"100,000,000+",Free,0,Everyone,Arcade,"November 26, 2015",1.4.0,2.3 and up
+Bad Piggies,FAMILY,4.3,1168959,66M,"50,000,000+",Free,0,Everyone,Puzzle,"May 3, 2017",2.3.3,4.1 and up
+Temple Run,GAME,4.3,4000433,42M,"100,000,000+",Free,0,Everyone,Arcade,"August 2, 2018",1.9.1,4.0 and up
+Broken Screen Prank,FAMILY,3.3,23682,9.8M,"1,000,000+",Free,0,Teen,Casual,"June 14, 2018",6.2,4.0 and up
+Screen Lock - with Fingerprint Simulator,TOOLS,3.7,338449,2.8M,"10,000,000+",Free,0,Everyone,Tools,"June 19, 2018",8.6,2.3.3 and up
+Tuner - gStrings Free,TOOLS,4.5,214265,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"June 4, 2018",Varies with device,Varies with device
+Car Parking Game 3D - Real City Driving Challenge,FAMILY,4.4,187892,40M,"5,000,000+",Free,0,Everyone,Simulation,"May 10, 2018",1.2.0,4.0 and up
+E!,FAMILY,3.1,740,20M,"100,000+",Free,0,Teen,Entertainment,"May 24, 2018",3.3.1.41,4.4 and up
+E! News,NEWS_AND_MAGAZINES,4.0,15443,25M,"1,000,000+",Free,0,Teen,News & Magazines,"June 19, 2018",4.2.133,4.4 and up
+eBay: Buy & Sell this Summer - Discover Deals Now!,SHOPPING,4.4,2788460,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"July 30, 2018",Varies with device,Varies with device
+ESPN,SPORTS,4.2,521081,Varies with device,"10,000,000+",Free,0,Everyone 10+,Sports,"July 19, 2018",Varies with device,5.0 and up
+Chuck E.'s Skate Universe,FAMILY,3.9,94910,44M,"10,000,000+",Free,0,Everyone,Action;Action & Adventure,"January 10, 2017",1.12,4.3 and up
+Eventbrite - Discover popular events & nearby fun,FAMILY,4.4,63773,8.8M,"5,000,000+",Free,0,Everyone,Entertainment,"July 30, 2018",5.7.2,5.0 and up
+ES File Explorer File Manager,PRODUCTIVITY,4.6,5378795,16M,"100,000,000+",Free,0,Everyone,Productivity,"August 3, 2018",4.1.8.2.2,4.0 and up
+Eternium,FAMILY,4.8,1506783,89M,"10,000,000+",Free,0,Teen,Role Playing,"July 18, 2018",1.2.115,4.0 and up
+Firefox Browser fast & private,COMMUNICATION,4.4,3075096,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 10, 2018",Varies with device,Varies with device
+E*TRADE Mobile,FINANCE,3.9,10657,58M,"1,000,000+",Free,0,Everyone,Finance,"August 2, 2018",6.8.2,4.4 and up
+WWE,FAMILY,4.5,736824,20M,"10,000,000+",Free,0,Teen,Entertainment,"January 19, 2018",3.17.2,4.1 and up
+E-cigarette for free,FAMILY,3.6,1354,4.8M,"500,000+",Free,0,Mature 17+,Entertainment,"October 23, 2017",1.0,2.3 and up
+Moto LED for Moto X & E [Root],LIFESTYLE,3.4,4082,318k,"500,000+",Free,0,Everyone,Lifestyle,"October 16, 2014",1.0,4.2 and up
+Mobile Security & Antivirus,PRODUCTIVITY,4.7,564759,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"July 27, 2018",Varies with device,Varies with device
+Lookout Security & Antivirus,TOOLS,4.4,951413,13M,"100,000,000+",Free,0,Everyone,Tools,"July 31, 2018",10.23.2-964159b,4.4 and up
+World History Quick e-Book,FAMILY,4.4,1657,4.9M,"100,000+",Free,0,Everyone,Education;Education,"July 17, 2018",1.35,4.1 and up
+Greeting Cards & Wishes,SOCIAL,4.5,17350,12M,"500,000+",Free,0,Everyone,Social,"July 18, 2018",1.078,Varies with device
+Amazon Kindle,BOOKS_AND_REFERENCE,4.2,814151,Varies with device,"100,000,000+",Free,0,Teen,Books & Reference,"July 27, 2018",Varies with device,Varies with device
+"Evernote – Organizer, Planner for Notes & Memos",PRODUCTIVITY,4.6,1488289,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 3, 2018",Varies with device,Varies with device
+Maps & GPS Navigation OsmAnd+,TRAVEL_AND_LOCAL,4.3,15209,Varies with device,"100,000+",Paid,$8.99,Everyone,Travel & Local,"August 1, 2018",Varies with device,Varies with device
+Microsoft Edge,COMMUNICATION,4.3,27156,66M,"5,000,000+",Free,0,Everyone,Communication,"July 28, 2018",42.0.0.2059,4.4 and up
+Microsoft Outlook,PRODUCTIVITY,4.3,3249518,50M,"100,000,000+",Free,0,Everyone,Productivity,"August 2, 2018",2.2.194,4.4 and up
+Pinterest,SOCIAL,4.6,4300936,Varies with device,"100,000,000+",Free,0,Teen,Social,"August 3, 2018",Varies with device,Varies with device
+ClassDojo,FAMILY,4.4,148536,59M,"10,000,000+",Free,0,Everyone,Education;Education,"August 3, 2018",4.21.1,4.1 and up
+The Coupons App,SHOPPING,4.5,181983,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"April 27, 2018",Varies with device,Varies with device
+theScore esports,SPORTS,4.5,16257,14M,"500,000+",Free,0,Everyone 10+,Sports,"February 3, 2017",2.8,4.1 and up
+EX File Explorer File Manager,PRODUCTIVITY,4.0,4660,5.9M,"1,000,000+",Free,0,Everyone,Productivity,"October 6, 2016",1.0,4.0 and up
+Aab e Hayat Full Novel,BOOKS_AND_REFERENCE,4.3,1476,41M,"100,000+",Free,0,Everyone,Books & Reference,"February 21, 2017",1.0,3.0 and up
+EBookDroid - PDF & DJVU Reader,PRODUCTIVITY,4.5,75951,Varies with device,"5,000,000+",Free,0,Everyone,Productivity,"July 8, 2018",Varies with device,Varies with device
+Ebook Reader,BOOKS_AND_REFERENCE,4.1,85842,37M,"5,000,000+",Free,0,Everyone,Books & Reference,"June 25, 2018",5.0.6,4.0 and up
+Gmail,COMMUNICATION,4.3,4604324,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 2, 2018",Varies with device,Varies with device
+E-NUM,FINANCE,4.0,10374,Varies with device,"500,000+",Free,0,Everyone,Finance,"October 24, 2016",Varies with device,Varies with device
+Maps - Navigate & Explore,TRAVEL_AND_LOCAL,4.3,9231613,Varies with device,"1,000,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+"AliExpress - Smarter Shopping, Better Living",SHOPPING,4.6,5911055,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"August 1, 2018",Varies with device,Varies with device
+Aldiko Book Reader,BOOKS_AND_REFERENCE,4.2,210534,22M,"10,000,000+",Free,0,Everyone,Books & Reference,"June 13, 2018",3.0.58,4.0 and up
+Flipkart Online Shopping App,SHOPPING,4.4,6003590,Varies with device,"100,000,000+",Free,0,Teen,Shopping,"August 2, 2018",Varies with device,Varies with device
+Wish - Shopping Made Fun,SHOPPING,4.5,6200739,15M,"100,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",4.20.5,4.1 and up
+Synd e-Passbook,FINANCE,4.3,9400,6.1M,"1,000,000+",Free,0,Everyone,Finance,"May 12, 2016",1.09,2.2 and up
+Messenger – Text and Video Chat for Free,COMMUNICATION,4.0,56642847,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+Facebook Lite,SOCIAL,4.3,8595964,Varies with device,"500,000,000+",Free,0,Teen,Social,"August 1, 2018",Varies with device,Varies with device
+Messenger Lite: Free Calls & Messages,COMMUNICATION,4.4,1429038,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 25, 2018",37.0.0.7.163,2.3 and up
+Video Downloader for Facebook,TOOLS,4.6,894435,3.1M,"50,000,000+",Free,0,Teen,Tools,"July 1, 2018",2.2.8,4.0 and up
+F-Stop Gallery Pro,PHOTOGRAPHY,4.4,1302,58k,"10,000+",Paid,$4.99,Everyone,Photography,"August 5, 2015",3.2,2.2 and up
+Offroad Pickup Truck F,FAMILY,4.3,4551,79M,"500,000+",Free,0,Everyone,Simulation,"December 26, 2017",1.0,2.3 and up
+F-Stop Gallery,PHOTOGRAPHY,4.2,12726,15M,"1,000,000+",Free,0,Everyone,Photography,"July 21, 2018",4.9.18,4.1 and up
+Talking Tom Cat 2,FAMILY,4.3,3213548,55M,"100,000,000+",Free,0,Everyone 10+,Entertainment,"July 25, 2018",5.3.5.16,4.1 and up
+FlashLight F.Light,TOOLS,4.3,3943,11M,"100,000+",Free,0,Everyone,Tools,"May 23, 2018",1.4.2,5.0 and up
+F-Secure SENSE,TOOLS,4.6,57,13M,"5,000+",Free,0,Everyone,Tools,"July 4, 2018",1.0.988,5.0 and up
+Super Car F. Mod for MCPE,GAME,3.6,214,4.9M,"50,000+",Free,0,Everyone,Adventure,"July 19, 2018",3.0.1,4.2 and up
+Twitter,NEWS_AND_MAGAZINES,4.3,11657972,Varies with device,"500,000,000+",Free,0,Mature 17+,News & Magazines,"July 30, 2018",Varies with device,Varies with device
+F-Secure KEY Password manager,TOOLS,4.2,2588,7.6M,"100,000+",Free,0,Everyone,Tools,"June 27, 2018",4.7.4,4.0 and up
+Inputting Plus: Ctrl + Z/F/C/V,PRODUCTIVITY,4.2,1117,3.0M,"50,000+",Free,0,Everyone,Productivity,"October 18, 2017",1.0.6,5.0 and up
+CTRL-F - Search the real world,PRODUCTIVITY,4.4,607,37M,"50,000+",Free,0,Everyone,Productivity,"July 24, 2016",1.1,4.0.3 and up
+F-Secure SAFE,TOOLS,4.3,9433,9.3M,"500,000+",Free,0,Everyone,Tools,"July 30, 2018",17.4.0014017,5.0 and up
+MHD F-Series,AUTO_AND_VEHICLES,4.9,73,23M,"1,000+",Free,0,Everyone,Auto & Vehicles,"June 5, 2018",version 0.994,3.2 and up
+F-Secure AV Test,TOOLS,4.5,1250,241k,"50,000+",Free,0,Everyone,Tools,"March 6, 2018",1.0.1,4.0.3 and up
+LINE: Free Calls & Messages,COMMUNICATION,4.2,10790092,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 26, 2018",Varies with device,Varies with device
+imo beta free calls and text,COMMUNICATION,4.3,659395,11M,"100,000,000+",Free,0,Everyone,Communication,"June 7, 2018",9.8.000000010492,4.0 and up
+F-Secure Mobile Security,TOOLS,4.2,13096,9.2M,"500,000+",Free,0,Everyone,Tools,"July 30, 2018",17.4.0014017,5.0 and up
+f'east,LIFESTYLE,3.8,38,4.8M,"5,000+",Free,0,Everyone,Lifestyle,"April 17, 2018",2.6.3,4.0 and up
+Dumb Ways to Die 2: The Games,FAMILY,4.2,1671658,Varies with device,"50,000,000+",Free,0,Teen,Casual,"July 12, 2018",Varies with device,Varies with device
+Speech Therapy: F,FAMILY,1.0,1,16M,10+,Paid,$2.99,Everyone,Education,"October 7, 2016",1.0,2.3.3 and up
+HumorCast - Authentic Weather,WEATHER,4.4,6495,40M,"100,000+",Free,0,Teen,Weather,"July 12, 2018",4.4.4,4.4 and up
+F & M Mobile Banking,FINANCE,4.0,43,13M,"5,000+",Free,0,Everyone,Finance,"February 20, 2018",4.5.0,4.0 and up
+F,TOOLS,NaN,6,4.9M,500+,Free,0,Everyone,Tools,"May 15, 2018",1.0.2,4.0 and up
+RPG End of Aspiration F,FAMILY,4.4,20368,31M,"500,000+",Free,0,Teen,Role Playing,"December 15, 2016",3.0.0fr,2.3 and up
+F-Sim Space Shuttle,FAMILY,4.4,5427,Varies with device,"100,000+",Paid,$4.99,Everyone,Simulation,"January 28, 2014",Varies with device,Varies with device
+Weather Live,WEATHER,4.5,76593,Varies with device,"500,000+",Paid,$5.99,Everyone,Weather,"November 21, 2017",Varies with device,Varies with device
+Norwegian For Kids & Babies F,FAMILY,NaN,0,14M,5+,Paid,$39.99,Everyone,Education,"September 24, 2015",1.0,4.0 and up
+R+F PULSE,BUSINESS,3.4,58,3.0M,"10,000+",Free,0,Everyone,Business,"April 21, 2017",1.0,4.4 and up
+F-Secure Freedome for Business,BUSINESS,3.8,183,9.9M,"50,000+",Free,0,Everyone,Business,"July 16, 2018",2.5.1.7594.psb,4.0.3 and up
+F-1 watchface by Delta,PERSONALIZATION,NaN,0,Varies with device,10+,Paid,$2.49,Everyone,Personalization,"August 23, 2017",Varies with device,Varies with device
+"f.lux (preview, root-only)",HEALTH_AND_FITNESS,3.7,5559,3.7M,"500,000+",Free,0,Everyone,Health & Fitness,"March 15, 2016",22.0,4.0.3 and up
+F Length Sim (no Ads),PHOTOGRAPHY,NaN,0,1.7M,10+,Paid,$2.00,Everyone,Photography,"April 29, 2018",1.0,4.0.3 and up
+Arto: f.infrared photo,PHOTOGRAPHY,4.1,41,11M,500+,Paid,$1.49,Everyone,Photography,"July 19, 2016",3.1,4.4 and up
+Geometry Dash World,GAME,4.6,759838,63M,"10,000,000+",Free,0,Everyone,Arcade,"December 22, 2017",1.03,4.0 and up
+Convert degree Celsius to Fahrenheit or °F to °C,TOOLS,4.4,51,2.1M,"5,000+",Free,0,Everyone,Tools,"May 21, 2018",1.5.8,4.0 and up
+F-Gas Solutions,BUSINESS,4.2,127,1.4M,"10,000+",Free,0,Everyone,Business,"October 7, 2016",2.1.3,4.0 and up
+Google+,SOCIAL,4.2,4828372,Varies with device,"1,000,000,000+",Free,0,Teen,Social,"July 26, 2018",Varies with device,Varies with device
+PUBG MOBILE,GAME,4.4,3697174,36M,"50,000,000+",Free,0,Teen,Action,"July 24, 2018",0.7.0,4.3 and up
+Gangstar Vegas - mafia game,GAME,4.5,4830407,32M,"50,000,000+",Free,0,Mature 17+,Action,"May 25, 2018",3.7.1a,Varies with device
+Gboard - the Google Keyboard,TOOLS,4.2,1855262,Varies with device,"500,000,000+",Free,0,Everyone,Tools,"July 31, 2018",Varies with device,Varies with device
+Granny,GAME,4.5,1128805,59M,"50,000,000+",Free,0,Teen,Arcade,"May 29, 2018",1.4.0.1,4.0 and up
+Offroad Car G,FAMILY,4.3,64884,37M,"5,000,000+",Free,0,Everyone,Simulation,"July 12, 2016",1,2.3.3 and up
+Google,TOOLS,4.4,8021623,Varies with device,"1,000,000,000+",Free,0,Everyone,Tools,"August 3, 2018",Varies with device,Varies with device
+Google Now Launcher,TOOLS,4.2,857215,7.9M,"100,000,000+",Free,0,Everyone,Tools,"December 7, 2017",1.4.large,4.1 - 7.1.1
+Rolling G Sky,GAME,3.6,2065,25M,"100,000+",Free,0,Everyone,Adventure,"January 25, 2017",1.0,2.3.3 and up
+Hangouts,COMMUNICATION,4.0,3419464,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"July 21, 2018",Varies with device,Varies with device
+G-Switch 2,GAME,4.4,12683,19M,"1,000,000+",Free,0,Everyone,Action,"February 5, 2018",1.1,2.3 and up
+G-Switch 3,GAME,4.6,3656,39M,"100,000+",Free,0,Everyone,Action,"March 15, 2018",1.1.3,3.0 and up
+G Cloud Apps Backup Key * root,TOOLS,4.5,1034,196k,"5,000+",Paid,$4.99,Everyone,Tools,"September 8, 2013",1.1,2.2 and up
+Share G - Images Sharing - Wallpapers App,SOCIAL,4.4,120,2.3M,"10,000+",Free,0,Teen,Social,"October 5, 2017",1.0,4.0.3 and up
+Next Launcher 3D Theme Hit-G,PERSONALIZATION,4.2,59,8.1M,"1,000+",Paid,$1.70,Everyone,Personalization,"August 16, 2015",1.05,2.2 and up
+Wrestling Revolution 3D,SPORTS,4.3,989344,51M,"50,000,000+",Free,0,Teen,Sports,"July 23, 2018",1.640,4.0 and up
+G Cloud Backup,PRODUCTIVITY,4.6,267042,Varies with device,"5,000,000+",Free,0,Everyone,Productivity,"April 29, 2018",Varies with device,Varies with device
+G-Playlists,TOOLS,1.8,53,3.4M,"1,000+",Paid,$1.49,Everyone,Tools,"May 19, 2018",1.91,4.0.3 and up
+G-Switch,GAME,3.8,4116,8.8M,"100,000+",Free,0,Everyone,Action,"September 1, 2015",1.3.4,2.3 and up
+Offroad G-Class 2018,FAMILY,4.4,7715,28M,"500,000+",Free,0,Everyone,Simulation,"June 29, 2018",1.7,4.1 and up
+G-SHOCK+,LIFESTYLE,3.0,4710,Varies with device,"100,000+",Free,0,Everyone,Lifestyle,"November 1, 2017",Varies with device,Varies with device
+Ramfer - CNC Lathe G-code Tool,PRODUCTIVITY,3.4,5,11M,100+,Paid,$2.99,Everyone,Productivity,"September 26, 2016",2,3.2 and up
+G-Force Driving Assistant,SPORTS,4.6,10,6.1M,100+,Paid,$3.88,Everyone,Sports,"April 10, 2013",1.0,2.3.3 and up
+My G:,MAPS_AND_NAVIGATION,3.7,96,14M,"10,000+",Free,0,Everyone,Maps & Navigation,"November 14, 2017",1.4.0,4.1 and up
+G-SHOCK Connected,LIFESTYLE,3.0,543,94M,"50,000+",Free,0,Everyone,Lifestyle,"July 2, 2018",1.4.1(0629A),5.0 and up
+Go,PERSONALIZATION,4.6,89,11M,"5,000+",Paid,$0.99,Everyone,Personalization,"October 21, 2017",1.6.1,4.0.3 and up
+Google Drive,PRODUCTIVITY,4.4,2728941,Varies with device,"1,000,000,000+",Free,0,Everyone,Productivity,"July 30, 2018",Varies with device,Varies with device
+G-Homa,LIFESTYLE,3.1,777,14M,"50,000+",Free,0,Everyone,Lifestyle,"May 4, 2018",3.0.20,4.0 and up
+G-NetTrack Pro,TOOLS,4.3,255,1.6M,"5,000+",Paid,$14.99,Everyone,Tools,"July 25, 2018",14.6,4.0 and up
+"G Theme 2 for LG V30, LG G6",PERSONALIZATION,4.3,25,15M,500+,Paid,$1.49,Everyone,Personalization,"December 13, 2017",1.0.2,7.0 and up
+Speedometer with G-FORCE meter,TOOLS,3.8,415,2.7M,"50,000+",Free,0,Everyone,Tools,"June 1, 2017",7.0,2.3 and up
+A41 WatchFace for Android Wear Smart Watch,LIFESTYLE,4.5,231,5.7M,"5,000+",Paid,$0.99,Everyone,Lifestyle,"December 24, 2017",7.0.1,4.3 and up
+Radial-G : Infinity,GAME,3.6,517,47M,"50,000+",Free,0,Everyone,Arcade,"December 7, 2015",1.4,4.1 and up
+G-NetReport Pro,TOOLS,NaN,0,1.6M,10+,Paid,$25.99,Everyone,Tools,"June 14, 2018",5.0,4.0 and up
+Dialer theme G Black Gold,PERSONALIZATION,4.2,33,857k,500+,Paid,$1.49,Everyone,Personalization,"January 1, 2016",2.0,4.0 and up
+G-REMOTE,HOUSE_AND_HOME,4.5,30,25M,"1,000+",Free,0,Everyone,House & Home,"August 1, 2018",2.4,4.0.3 and up
+Car G-Force Meter,TOOLS,4.2,184,1.3M,"10,000+",Free,0,Everyone,Tools,"July 29, 2017",2.23,4.0 and up
+G-NetWiFi Pro,TOOLS,3.3,6,1.5M,100+,Paid,$5.99,Everyone,Tools,"June 18, 2018",3.2,4.0 and up
+Helix Jump,GAME,4.2,1485806,33M,"100,000,000+",Free,0,Everyone,Action,"April 9, 2018",1.0.6,4.1 and up
+HSPA+ Tweaker (3G booster),TOOLS,4.3,99290,3.9M,"5,000,000+",Free,0,Everyone,Tools,"December 5, 2017",3.1 Release b2,2.3 and up
+Offroad Car H,FAMILY,4.2,1960,87M,"100,000+",Free,0,Everyone,Simulation,"October 6, 2017",1.4,2.3 and up
+H&M,LIFESTYLE,3.7,41917,14M,"10,000,000+",Free,0,Everyone,Lifestyle,"July 30, 2018",9.6.3,4.4 and up
+Guns - Shot Sounds,FAMILY,3.8,29544,10M,"10,000,000+",Free,0,Everyone,Entertainment,"July 25, 2018",3.15,4.0 and up
+HPlus,HEALTH_AND_FITNESS,2.9,1786,5.9M,"100,000+",Free,0,Everyone,Health & Fitness,"June 12, 2018",3.5.2,4.4 and up
+Geometry Dash Lite,GAME,4.5,6181640,58M,"100,000,000+",Free,0,Everyone,Arcade,"December 22, 2017",2.2,4.0 and up
+DNS Changer - BEST (Gprs/Edge/3G/H/H+/4G),TOOLS,4.3,123,1.9M,"5,000+",Free,0,Everyone,Tools,"September 30, 2017",1.2,4.0 and up
+H*nest Meditation,LIFESTYLE,4.9,145,48M,"5,000+",Paid,$1.99,Mature 17+,Lifestyle,"April 7, 2016",1.0,4.0.3 and up
+Car Driving Simulator Drift,GAME,4.4,19816,57M,"1,000,000+",Free,0,Everyone,Racing,"November 3, 2017",1.8.1,4.4 and up
+Deaf - Hearing chat device H,COMMUNICATION,4.4,9,51k,500+,Paid,$3.99,Everyone,Communication,"February 8, 2017",3.6,2.2 and up
+صور حرف H,ART_AND_DESIGN,4.4,13,4.5M,"1,000+",Free,0,Everyone,Art & Design,"March 27, 2018",2.0,4.0.3 and up
+H Band 2.0,HEALTH_AND_FITNESS,2.9,4031,8.9M,"500,000+",Free,0,Everyone,Health & Fitness,"June 15, 2018",3.0.2,4.4 and up
+H!LooK - Dating,DATING,4.2,46,26M,"10,000+",Free,0,Mature 17+,Dating,"July 29, 2018",2.1.6,5.0 and up
+H-Connect,HEALTH_AND_FITNESS,4.0,50,15M,"5,000+",Free,0,Everyone,Health & Fitness,"July 3, 2018",2.14,4.4 and up
+most expensive app (H),FAMILY,4.3,6,1.5M,100+,Paid,$399.99,Everyone,Entertainment,"July 16, 2018",1.0,7.0 and up
+AntennaPict β,COMMUNICATION,4.3,15439,2.2M,"1,000,000+",Free,0,Everyone,Communication,"November 7, 2016",2.0.0,2.3 and up
+Elkhart County 4-H Fair,FAMILY,3.9,38,42M,"5,000+",Free,0,Everyone,Entertainment,"April 6, 2018",5055.524.5,4.1 and up
+H TV,FAMILY,4.3,103064,5.6M,"5,000,000+",Free,0,Everyone,Entertainment,"July 5, 2018",4.6.2,2.3.3 and up
+H letter images,SOCIAL,NaN,17,8.5M,"1,000+",Free,0,Teen,Social,"June 28, 2018",16.7,4.0.3 and up
+H Band,HEALTH_AND_FITNESS,4.0,214,8.9M,"10,000+",Free,0,Everyone,Health & Fitness,"June 13, 2018",3.0.2,4.4 and up
+The World Ends With You,GAME,4.6,4108,13M,"10,000+",Paid,$17.99,Everyone 10+,Arcade,"December 14, 2015",1.0.4,4.0 and up
+MJX H,FAMILY,3.7,126,13M,"10,000+",Free,0,Everyone,Entertainment,"August 22, 2017",1.0-build20170819,4.1 and up
+tinyCam Monitor FREE,HOUSE_AND_HOME,4.0,65914,Varies with device,"10,000,000+",Free,0,Everyone,House & Home,"June 29, 2018",Varies with device,Varies with device
+H-Kakashi - theme Xperia™,PERSONALIZATION,4.6,621,5.4M,"50,000+",Free,0,Everyone,Personalization,"December 1, 2017",a.2,4.4 and up
+RC City Police Heavy Traffic Racer,GAME,4.4,3250,27M,"1,000,000+",Free,0,Everyone,Racing,"July 19, 2018",1.2,4.0 and up
+"Alphabet ""H"" Passcode Lock Screen",PERSONALIZATION,4.5,2,3.0M,100+,Free,0,Everyone,Personalization,"December 21, 2017",1.0,4.1 and up
+Ohio State Fair 4-H,FAMILY,3.0,4,19M,"1,000+",Free,0,Everyone,Entertainment,"February 7, 2018",3.0.1,4.1 and up
+Larry H Miller Automotive,PRODUCTIVITY,3.1,67,8.3M,"10,000+",Free,0,Everyone,Productivity,"July 18, 2018",3.5.3,4.0.3 and up
+Talking Ben the Dog,FAMILY,4.3,1633565,57M,"100,000,000+",Free,0,Everyone,Entertainment,"July 3, 2018",3.5.2.2,4.1 and up
+Add-On: Alcatel (h),PRODUCTIVITY,4.5,107,1.2M,"50,000+",Free,0,Everyone,Productivity,"May 19, 2015",10.0.3148,4.0 and up
+My Android Device S/W & H/W,FAMILY,4.5,681,2.8M,"50,000+",Free,0,Everyone,Education,"November 20, 2015",1.1,2.3 and up
+ADMIRALTY H-Note,BUSINESS,4.5,176,19M,"10,000+",Free,0,Everyone,Business,"October 25, 2016",2.0,5.0 and up
+Force LTE Only,TOOLS,4.1,10426,7.2M,"1,000,000+",Free,0,Everyone,Tools,"February 4, 2018",1.4,4.0 and up
+Ulysse Speedometer Pro,AUTO_AND_VEHICLES,4.6,4140,Varies with device,"50,000+",Paid,$1.99,Everyone,Auto & Vehicles,"May 13, 2018",Varies with device,Varies with device
+Talking Ginger,FAMILY,4.2,1752017,52M,"100,000,000+",Free,0,Everyone,Entertainment,"July 5, 2018",2.5.6.11,4.1 and up
+D+H Reaction Wall,GAME,NaN,0,Varies with device,1+,Paid,$0.99,Everyone,Arcade,"July 24, 2016",Varies with device,Varies with device
+Motorbike Driving Simulator 3D,GAME,3.9,178723,65M,"10,000,000+",Free,0,Everyone,Racing,"December 25, 2016",4.1,2.3.3 and up
+Helix,GAME,3.9,2454,37M,"500,000+",Free,0,Everyone,Arcade,"September 10, 2017",1.2,4.0 and up
+Mobile Number Tracker,TOOLS,3.9,19758,2.9M,"5,000,000+",Free,0,Everyone,Tools,"January 14, 2018",2.7,4.0 and up
+imo free video calls and chat,COMMUNICATION,4.3,4785892,11M,"500,000,000+",Free,0,Everyone,Communication,"June 8, 2018",9.8.000000010501,4.0 and up
+I am Nose Doctor -Save my Nose,FAMILY,4.2,3133,34M,"500,000+",Free,0,Everyone,Casual,"January 4, 2016",1.1.1,3.1 and up
+free video calls and chat,COMMUNICATION,4.2,594720,Varies with device,"50,000,000+",Free,0,Everyone,Communication,"July 19, 2018",7.3(800241),4.4 and up
+What was I in my Past Life,FAMILY,3.7,7453,6.5M,"1,000,000+",Free,0,Everyone,Entertainment,"December 19, 2017",2.1,4.1 and up
+How Old am I?,FAMILY,2.8,4635,3.9M,"1,000,000+",Free,0,Everyone,Entertainment,"January 1, 2018",1.7,4.0 and up
+slither.io,GAME,4.4,5231553,Varies with device,"100,000,000+",Free,0,Everyone,Action,"November 14, 2017",Varies with device,2.3 and up
+I Screen Dialer,TOOLS,4.1,8137,3.9M,"1,000,000+",Free,0,Everyone,Tools,"February 25, 2018",1.11,4.3 and up
+Where's My Water? Free,FAMILY,4.4,1372013,57M,"100,000,000+",Free,0,Everyone,Puzzle;Brain Games,"November 21, 2017",1.10.0,4.1 and up
+How Do I Look,PHOTOGRAPHY,2.7,3032,2.8M,"500,000+",Free,0,Everyone,Photography,"December 8, 2017",1.3,3.0 and up
+Solitaire!,GAME,4.7,403911,23M,"10,000,000+",Free,0,Everyone,Card,"June 24, 2018",2.277.0,4.1 and up
+POF Free Dating App,SOCIAL,4.2,1175188,Varies with device,"50,000,000+",Free,0,Mature 17+,Social,"July 31, 2018",Varies with device,Varies with device
+iGun Pro -The Original Gun App,GAME,4.2,249308,55M,"10,000,000+",Free,0,Everyone,Arcade,"September 7, 2017",5.26,2.3 and up
+Skype - free IM & video calls,COMMUNICATION,4.1,10484169,Varies with device,"1,000,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Sonic Dash,GAME,4.5,3777822,75M,"100,000,000+",Free,0,Everyone,Arcade,"July 26, 2018",3.8.5.Go,4.1 and up
+I'm Ping Pong King :),SPORTS,4.4,29864,40M,"1,000,000+",Free,0,Everyone,Sports,"July 26, 2018",2.5,4.1 and up
+LINE I Love Coffee,FAMILY,4.0,250257,50M,"5,000,000+",Free,0,Everyone,Simulation,"November 16, 2016",1.1.5,2.3.3 and up
+Text Free: WiFi Calling App,SOCIAL,4.2,83474,Varies with device,"5,000,000+",Free,0,Everyone,Social,"July 24, 2018",Varies with device,Varies with device
+"Talkatone: Free Texts, Calls & Phone Number",COMMUNICATION,4.1,132015,25M,"10,000,000+",Free,0,Everyone,Communication,"July 18, 2018",6.1,4.2 and up
+Instachat 😜,SOCIAL,4.0,80987,25M,"5,000,000+",Free,0,Teen,Social,"July 30, 2018",2.2.4,4.4 and up
+Textgram - write on photos,ART_AND_DESIGN,4.4,295237,Varies with device,"10,000,000+",Free,0,Everyone,Art & Design,"July 30, 2018",Varies with device,Varies with device
+"Fame Boom for Real Followers, Likes",SOCIAL,4.7,896118,6.6M,"5,000,000+",Free,0,Everyone,Social,"October 9, 2017",1.3.0,4.1 and up
+NinJump,GAME,4.3,421000,36M,"10,000,000+",Free,0,Everyone,Arcade,"June 13, 2018",3.1.1,4.1 and up
+Zombie Catchers,GAME,4.7,989158,75M,"10,000,000+",Free,0,Everyone,Action,"May 24, 2018",1.0.27,4.1 and up
+FollowMeter for Instagram,SOCIAL,4.4,90082,8.8M,"1,000,000+",Free,0,Everyone,Social,"May 22, 2018",2.44,4.1 and up
+I LOVE PASTA,FAMILY,4.0,83875,43M,"1,000,000+",Free,0,Everyone,Simulation,"September 8, 2017",1.6.1,2.3.3 and up
+Talking Tom Cat,FAMILY,4.3,1838090,Varies with device,"100,000,000+",Free,0,Everyone 10+,Casual,"July 27, 2018",Varies with device,4.1 and up
+Fidget Spinner,GAME,4.2,307398,9.9M,"10,000,000+",Free,0,Everyone,Arcade,"November 30, 2017",1.12.5.1,2.1 and up
+Jetpack Joyride,GAME,4.4,4637439,96M,"100,000,000+",Free,0,Everyone 10+,Arcade,"July 19, 2018",1.10.12,4.1 and up
+J Touch,TOOLS,4.6,2176,953k,"100,000+",Free,0,Everyone,Tools,"August 1, 2018",1.5.1-GP,4.1 and up
+J-Novel Club,FAMILY,3.3,162,9.0M,"10,000+",Free,0,Teen,Entertainment,"October 22, 2017",1.2,4.1 and up
+Anger of stick 5 : zombie,GAME,4.5,547644,23M,"50,000,000+",Free,0,Teen,Action,"August 3, 2018",1.1.5,2.3 and up
+J - Style Pro,HEALTH_AND_FITNESS,2.3,74,2.6M,"10,000+",Free,0,Everyone,Health & Fitness,"January 20, 2016",1.1,4.3 and up
+Cook Baked Lasagna,FAMILY,4.2,56259,23M,"10,000,000+",Free,0,Everyone,Casual,"March 14, 2018",4.0,4.0 and up
+Tom's Love Letters,FAMILY,4.1,705805,35M,"50,000,000+",Free,0,Everyone,Entertainment,"April 30, 2018",2.3.1.8,4.1 and up
+The J-Notes: Jazz News,SPORTS,NaN,7,7.2M,"1,000+",Free,0,Everyone 10+,Sports,"February 28, 2018",5.2.2,4.1 and up
+Cut the Rope FULL FREE,FAMILY,4.4,2122705,49M,"100,000,000+",Free,0,Everyone,Puzzle,"July 5, 2018",3.7.2,4.1 and up
+Mali J,SOCIAL,3.2,185,4.7M,"10,000+",Free,0,Teen,Social,"October 20, 2017",1.0.1,4.1 and up
+J-UFO,FAMILY,3.5,339,Varies with device,"100,000+",Free,0,Everyone,Entertainment,"December 12, 2017",Varies with device,4.0.3 and up
+Cut the Rope GOLD,FAMILY,4.6,61264,43M,"1,000,000+",Paid,$0.99,Everyone,Puzzle,"June 19, 2018",3.7.0,4.1 and up
+Turbo FAST,FAMILY,4.3,1329008,97M,"50,000,000+",Free,0,Everyone,Racing;Action & Adventure,"October 4, 2017",2.1.20,2.3.3 and up
+"The Voice, sing and connect",FAMILY,4.1,405824,Varies with device,"10,000,000+",Free,0,Everyone,Entertainment,"August 4, 2018",7.1.1,4.2 and up
+J. Cole Rapper Wallpaper HD,PERSONALIZATION,4.1,8,3.1M,"1,000+",Free,0,Everyone,Personalization,"January 11, 2018",1.0,4.1 and up
+Keyboard for Sony Xperia J,PERSONALIZATION,4.1,797,6.7M,"50,000+",Free,0,Everyone,Personalization,"July 29, 2018",1.279.13.98,4.0.3 and up
+J Alvarej Moji,COMMUNICATION,NaN,2,13M,10+,Paid,$1.99,Everyone,Communication,"May 3, 2017",1.0,3.2 and up
+Harris J Lyrics,FAMILY,4.7,36,7.1M,"1,000+",Free,0,Everyone,Entertainment,"March 12, 2018",1.3,4.0.3 and up
+Smart TV Remote,TOOLS,3.5,81747,9.1M,"10,000,000+",Free,0,Everyone,Tools,"May 26, 2018",3.8.2,4.1 and up
+J.ME Fly,FAMILY,3.9,28,98M,"1,000+",Free,0,Everyone,Entertainment,"May 31, 2018",0.4.4,4.4 and up
+J Balvin Piano Tiles,GAME,NaN,6,30M,500+,Free,0,Everyone,Music,"May 15, 2018",2.0,4.1 and up
+Guess the song of J Balvin,GAME,NaN,28,8.9M,"1,000+",Free,0,Everyone,Trivia,"December 24, 2017",1.1,4.1 and up
+J-Stars Victory VS Guide,GAME,4.1,609,13M,"10,000+",Free,0,Everyone,Action,"May 14, 2014",1.7,2.2 and up
+2048 BTS J Hope KPop Puzzle Game,FAMILY,4.7,17,2.4M,"1,000+",Free,0,Everyone,Puzzle,"September 26, 2017",1,2.3.3 and up
+J. Polep Plus Mobile,PRODUCTIVITY,NaN,0,44M,100+,Free,0,Everyone,Productivity,"March 26, 2018",1.1.4,5.0 and up
+J. Cole Albums (2007-2017),FAMILY,4.6,7,7.3M,"1,000+",Free,0,Mature 17+,Entertainment,"April 11, 2018",1.3,4.0.3 and up
+J Dark Ice Substratum Theme,PERSONALIZATION,4.5,164,33M,"10,000+",Free,0,Everyone,Personalization,"July 19, 2018",4.3,6.0 and up
+BTS J-Hope Wallpaper KPOP Fans HD,PERSONALIZATION,4.7,98,3.4M,"10,000+",Free,0,Everyone,Personalization,"May 19, 2018",1.1.1,4.0 and up
+BTS j-hope LINE Launcher theme,PERSONALIZATION,4.9,934,3.8M,"10,000+",Free,0,Everyone,Personalization,"October 17, 2014",4.1,4.0.3 and up
+BTS J-Hope Wallpaper HD for KPOP Fans,PERSONALIZATION,NaN,4,3.6M,500+,Free,0,Everyone,Personalization,"July 26, 2018",2.1.4,4.0 and up
+Kik,COMMUNICATION,4.3,2451136,Varies with device,"100,000,000+",Free,0,Teen,Communication,"August 3, 2018",Varies with device,Varies with device
+K Health,HEALTH_AND_FITNESS,4.1,290,40M,"50,000+",Free,0,Teen,Health & Fitness,"July 22, 2018",1.7.2992,4.1 and up
+CIRCLE K,SHOPPING,4.4,9140,14M,"500,000+",Free,0,Everyone,Shopping,"July 31, 2018",5.9.0,4.4 and up
+K-@ Mail Pro - Email App,COMMUNICATION,4.2,1603,Varies with device,"10,000+",Paid,$4.99,Everyone,Communication,"July 23, 2016",Varies with device,Varies with device
+K-@ Mail - Email App,COMMUNICATION,4.1,1760,Varies with device,"100,000+",Free,0,Everyone,Communication,"July 23, 2016",Varies with device,Varies with device
+Keepsafe Photo Vault: Hide Private Photos & Videos,PHOTOGRAPHY,4.6,1656808,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"July 31, 2018",9.14.1,4.4 and up
+KIM KARDASHIAN: HOLLYWOOD,GAME,4.3,1017408,34M,"10,000,000+",Free,0,Teen,Adventure,"July 16, 2018",9.2.0,4.0 and up
+Sight Words Pre-K to Grade-3,FAMILY,4.4,1185,40M,"100,000+",Free,0,Everyone,Educational;Education,"June 17, 2018",1.5.1,4.1 and up
+K PLUS,FINANCE,4.4,124324,Varies with device,"10,000,000+",Free,0,Everyone,Finance,"June 26, 2018",4.6.0,4.2 and up
+[Substratum] K-Manager for K-Klock,PERSONALIZATION,4.5,14,11M,"1,000+",Free,0,Everyone,Personalization,"July 31, 2018",31,7.0 and up
+KDRAMA Amino for K-Drama Fans,SOCIAL,4.6,4046,63M,"100,000+",Free,0,Teen,Social,"July 13, 2018",1.8.19106,4.0.3 and up
+K keyboard - Myanmar,TOOLS,4.8,1955,14M,"100,000+",Free,0,Everyone,Tools,"March 17, 2018",1.0.8,4.1 and up
+Zapzapmath: K-6 Math Games,FAMILY,4.3,1065,61M,"100,000+",Free,0,Everyone,Educational;Education,"May 13, 2018",4.1.10,4.1 and up
+KPOP Amino for K-Pop Entertainment,SOCIAL,4.8,19047,63M,"100,000+",Free,0,Teen,Social,"July 13, 2018",1.8.19106,4.0.3 and up
+K.MOJI,FAMILY,4.8,16,8.9M,500+,Paid,$1.99,Everyone,Entertainment,"May 9, 2017",1.0,4.2 and up
+K-Chiing VPN (Free),TOOLS,3.7,43,10M,"5,000+",Free,0,Mature 17+,Tools,"July 24, 2018",2.1.2,4.1 and up
+Preschool All-In-One,FAMILY,4.1,9019,44M,"1,000,000+",Free,0,Everyone,Casual;Education,"March 28, 2018",6.6,4.0 and up
+OST),FAMILY,3.7,4444,10M,"500,000+",Free,0,Everyone,Entertainment,"July 6, 2018",3.0.12,4.1 and up
+Kpop Music Quiz (K-pop Game),FAMILY,4.2,6418,59M,"100,000+",Free,0,Everyone,Casual,"May 8, 2017",1.3,4.1 and up
+Radio K - KUOM,FAMILY,4.5,39,7.4M,"1,000+",Free,0,Everyone,Entertainment,"March 9, 2018",3.0.57,4.1 and up
+Math Games for Pre-K - Grade 4,FAMILY,4.6,28,23M,"1,000+",Paid,$1.99,Everyone,Education;Education,"January 13, 2014",1.02,2.2 and up
+"PowerDirector Video Editor App: 4K, Slow Mo & More",VIDEO_PLAYERS,4.5,712737,50M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"July 24, 2018",4.13.3,4.3 and up
+Fuzzy Numbers: Pre-K Number Foundation,FAMILY,4.7,21,44M,"1,000+",Paid,$5.99,Everyone,Education;Education,"July 21, 2017",1.3,4.1 and up
+KakaoTalk: Free Calls & Text,COMMUNICATION,4.3,2546549,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Speech Therapy: K,FAMILY,NaN,2,15M,"1,000+",Free,0,Everyone,Education,"October 7, 2016",1.0,2.3.3 and up
+K-Otic Universe,FAMILY,4.9,55,40M,"1,000+",Free,0,Everyone,Puzzle,"August 3, 2018",108,4.1 and up
+Magic Tiles - TWICE Edition (K-Pop),GAME,4.4,2351,62M,"100,000+",Free,0,Everyone,Music,"July 25, 2018",1009001,4.0 and up
+CASE K-12 Math English Science,FAMILY,4.6,60,2.1M,"10,000+",Free,0,Everyone,Education,"May 1, 2016",1.0,2.2 and up
+Mermaid Princess Pre K Games,FAMILY,NaN,19,31M,"5,000+",Free,0,Everyone,Educational;Education,"June 29, 2018",3.01,4.1 and up
+K-App Mitarbeiter Galeria Kaufhof,PRODUCTIVITY,NaN,0,19M,100+,Free,0,Everyone,Productivity,"July 10, 2018",3.27.1,4.4 and up
+"Niche: College, K-12, and Neighborhood Search",LIFESTYLE,4.0,42,26M,"5,000+",Free,0,Everyone,Lifestyle,"July 6, 2018",1.0.1,4.4 and up
+"K-Spapp, the K-Space app",FAMILY,4.8,39,3.6M,"1,000+",Free,0,Everyone,Education,"February 9, 2017",1.53,4.0.3 and up
+"Math Quiz Free: Grades K,1,2,3",FAMILY,4.3,159,13M,"10,000+",Free,0,Everyone,Education;Education,"February 3, 2015",1.0,4.0 and up
+K-9 Material (unofficial),COMMUNICATION,4.4,64,4.5M,"5,000+",Free,0,Teen,Communication,"March 27, 2017",5.206,5.0 and up
+Discovery K!ds Play! Español,FAMILY,4.2,11263,35M,"1,000,000+",Free,0,Everyone,Entertainment;Music & Video,"May 3, 2018",2.1.0.2173,4.0.3 and up
+Magic Tiles - Blackpink Edition (K-Pop),GAME,4.6,4304,71M,"100,000+",Free,0,Everyone,Music,"June 20, 2018",1900001,4.0 and up
+Wallpapers Bus Scania Irizar K,PERSONALIZATION,NaN,35,15M,"10,000+",Free,0,Teen,Personalization,"April 21, 2016",1.0,2.3.3 and up
+Anna.K Tarot,FAMILY,4.8,17,23M,100+,Paid,$3.99,Mature 17+,Entertainment,"January 16, 2017",1.4.4,4.0.3 and up
+K-pop Music,FAMILY,4.0,369,3.5M,"10,000+",Free,0,Everyone,Entertainment,"January 11, 2017",2.0.0,2.3 and up
+Daily K-Talk,FAMILY,4.3,264,60M,"10,000+",Free,0,Everyone,Education,"July 31, 2018",v8[1.0.10],2.3 and up
+Korean Dungeon: K-Word 1000,GAME,4.7,703,40M,"10,000+",Free,0,Everyone 10+,Word,"November 17, 2017",1.0.4,4.1 and up
+"LiveMe - Video chat, new friends, and make money",SOCIAL,4.5,456866,Varies with device,"10,000,000+",Free,0,Teen,Social,"August 3, 2018",Varies with device,Varies with device
+Talking Tom Gold Run,GAME,4.6,2694969,78M,"100,000,000+",Free,0,Everyone,Action,"July 31, 2018",2.8.2.59,4.1 and up
+"letgo: Buy & Sell Used Stuff, Cars & Real Estate",SHOPPING,4.5,972256,20M,"50,000,000+",Free,0,Teen,Shopping,"August 2, 2018",2.4.8,4.1 and up
+Lep's World 🍀,GAME,4.3,696019,Varies with device,"50,000,000+",Free,0,Everyone 10+,Arcade,"May 26, 2018",3.0.6,4.1 and up
+"L.POINT - 엘포인트 [ 포인트, 멤버십, 적립, 사용, 모바일 카드, 쿠폰, 롯데]",LIFESTYLE,4.0,45224,49M,"5,000,000+",Free,0,Everyone,Lifestyle,"August 1, 2018",6.5.1,4.1 and up
+Love Balls,FAMILY,4.2,357049,40M,"50,000,000+",Free,0,Everyone,Puzzle,"July 31, 2018",1.2.7,4.1 and up
+SpongeBob Diner Dash,FAMILY,4.0,576210,48M,"50,000,000+",Free,0,Everyone,Casual,"August 22, 2013",3.25.3,2.3.3 and up
+Last Day on Earth: Survival,GAME,4.5,2308916,87M,"10,000,000+",Free,0,Teen,Action,"August 1, 2018",1.9.3,4.1 and up
+"Messenger L SMS, MMS",PERSONALIZATION,4.0,6263,20M,"500,000+",Free,0,Everyone,Personalization,"July 12, 2018",7.46,2.3 and up
+Tom Loves Angela,FAMILY,4.1,1111915,50M,"100,000,000+",Free,0,Everyone,Entertainment,"April 30, 2018",2.2.1.3,4.1 and up
+EXO-L,FAMILY,4.6,67410,865k,"1,000,000+",Free,0,Everyone,Entertainment,"November 2, 2017",1.0.9,2.2 and up
+Lie Detector,FAMILY,3.1,306,2.9M,"50,000+",Free,0,Everyone,Simulation,"April 4, 2017",1.2.1,4.0.3 and up
+EXO-L Amino for EXO Fans,SOCIAL,4.9,5677,67M,"50,000+",Free,0,Teen,Social,"July 13, 2018",1.8.19106,4.0.3 and up
+Calculator L,PRODUCTIVITY,4.5,2965,2.4M,"100,000+",Free,0,Everyone,Productivity,"May 10, 2015",1.1.3,4.3 and up
+My Teacher - Classroom Play,FAMILY,4.0,155276,61M,"10,000,000+",Free,0,Everyone,Role Playing;Pretend Play,"June 18, 2018",1.1.0,4.1 and up
+Emoji Android L Keyboard,PRODUCTIVITY,4.0,11535,6.8M,"1,000,000+",Free,0,Everyone,Productivity,"December 7, 2017",1.42,4.0 and up
+Lollipop Keyboard L Pro,PERSONALIZATION,3.6,5525,2.6M,"500,000+",Free,0,Everyone,Personalization,"June 6, 2016",1.6,2.3 and up
+French to English Speaking - Apprendre l' Anglais,FAMILY,4.5,4251,13M,"1,000,000+",Free,0,Everyone,Education,"April 27, 2018",23.0,4.0.3 and up
+Ant Smasher by Best Cool & Fun Games,GAME,4.2,1185148,29M,"100,000,000+",Free,0,Everyone,Arcade,"August 1, 2018",9.55,4.0.3 and up
+Cheating Tom 3 - Genius School,GAME,4.3,90415,84M,"10,000,000+",Free,0,Everyone,Arcade,"July 24, 2018",1.0.20,4.1 and up
+Clock L,PERSONALIZATION,3.9,2852,5.4M,"100,000+",Free,0,Everyone,Personalization,"September 7, 2015",1.3,4.0 and up
+Dialer theme Droid L,PERSONALIZATION,4.3,1734,2.8M,"100,000+",Free,0,Mature 17+,Personalization,"April 2, 2016",4.0,4.0.3 and up
+SPEED L,SHOPPING,4.3,85,2.9M,"50,000+",Free,0,Everyone,Shopping,"June 26, 2018",1.24,4.4 and up
+Lie Detector Test Prank,FAMILY,4.4,222308,6.9M,"10,000,000+",Free,0,Everyone,Entertainment,"July 31, 2018",3.0.2,4.4 and up
+Xbox,FAMILY,4.3,556659,46M,"10,000,000+",Free,0,Everyone,Entertainment,"June 20, 2018",1805.0618.1637,4.1 and up
+Je Parle ANGLAIS - Apprendre l’anglais Audio cours,FAMILY,4.4,499,27M,"100,000+",Free,0,Everyone,Education,"March 13, 2018",2.4,4.0.3 and up
+"Mobizen Screen Recorder - Record, Capture, Edit",PRODUCTIVITY,4.3,1827212,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"July 31, 2018",3.6.0.28,4.4 and up
+Minecraft,FAMILY,4.5,2375336,Varies with device,"10,000,000+",Paid,$6.99,Everyone 10+,Arcade;Action & Adventure,"July 24, 2018",1.5.2.1,Varies with device
+Mobizen Screen Recorder for SAMSUNG,VIDEO_PLAYERS,4.4,953894,37M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"April 26, 2018",3.5.1.8,Varies with device
+MapleStory M,FAMILY,3.5,31538,82M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"July 24, 2018",1.2703.273,4.4 and up
+M-Files,BUSINESS,4.4,236,44M,"10,000+",Free,0,Everyone,Business,"June 26, 2018",3.1.1,4.4 and up
+M Launcher -Marshmallow 6.0,PERSONALIZATION,4.4,37234,7.3M,"1,000,000+",Free,0,Everyone,Personalization,"March 22, 2018",1.4.9,4.1 and up
+"Mobizen Screen Recorder for LG - Record, Capture",VIDEO_PLAYERS,4.5,58820,37M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"April 26, 2018",3.5.1.8,4.4 and up
+MakeupPlus - Your Own Virtual Makeup Artist,PHOTOGRAPHY,4.4,758780,53M,"50,000,000+",Free,0,Everyone,Photography,"August 3, 2018",4.0.55,4.0.3 and up
+M3-X5-X6-M-İ3-İ8 RACİNG 2018,GAME,4.4,596,44M,"100,000+",Free,0,Everyone,Arcade,"February 12, 2017","1,01",4.0 and up
+MEGA,PRODUCTIVITY,4.0,549214,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"July 4, 2018",Varies with device,Varies with device
+360-M Flight,TOOLS,3.9,84,24M,"10,000+",Free,0,Everyone,Tools,"December 14, 2017",2.18,4.0.3 and up
+M-acceleration 3D Car Racing,GAME,3.9,1202,34M,"100,000+",Free,0,Everyone,Racing,"June 28, 2018",1.6,4.1 and up
+m>notes notepad,PRODUCTIVITY,4.3,184,Varies with device,"1,000+",Paid,$2.99,Everyone,Productivity,"December 4, 2015",Varies with device,2.2 and up
+M+,NEWS_AND_MAGAZINES,4.9,198,9.1M,"10,000+",Free,0,Everyone,News & Magazines,"May 29, 2018",3.2.2,5.0 and up
+Super Hero M Craft Run,GAME,3.7,303,38M,"100,000+",Free,0,Everyone,Arcade,"July 12, 2017",1.6,4.0.3 and up
+M-Sight Pro,VIDEO_PLAYERS,3.3,30,15M,"5,000+",Free,0,Everyone,Video Players & Editors,"July 25, 2018",3.1.0.1-r4,4.0 and up
+💎 I'm rich,LIFESTYLE,3.8,718,26M,"10,000+",Paid,$399.99,Everyone,Lifestyle,"March 11, 2018",1.0.0,4.4 and up
+Don't Hug Me I'm So Scared,GAME,3.5,901,63M,"50,000+",Free,0,Everyone,Adventure,"June 8, 2018",1.8.5,2.3 and up
+GTS-M,TOOLS,4.2,38,251k,"5,000+",Free,0,Everyone,Tools,"January 26, 2017",1.4,1.6 and up
+MX Player,VIDEO_PLAYERS,4.5,6469179,Varies with device,"500,000,000+",Free,0,Everyone,Video Players & Editors,"August 1, 2018",Varies with device,Varies with device
+M star Dialer,COMMUNICATION,3.5,400,4.2M,"100,000+",Free,0,Everyone,Communication,"March 20, 2017",3.8.8,2.2 and up
+I'm Rich - Trump Edition,LIFESTYLE,3.6,275,7.3M,"10,000+",Paid,$400.00,Everyone,Lifestyle,"May 3, 2018",1.0.1,4.1 and up
+I’m Expecting - Pregnancy App,HEALTH_AND_FITNESS,4.6,71266,49M,"1,000,000+",Free,0,Everyone,Health & Fitness,"March 30, 2018",2.3.2,4.0.3 and up
+Free WiFi Connect,COMMUNICATION,3.9,167229,9.7M,"10,000,000+",Free,0,Everyone,Communication,"March 31, 2018",8.1,4.1 and up
+M Notifier for M Launcher,TOOLS,4.2,2803,1.4M,"100,000+",Free,0,Everyone,Tools,"February 15, 2017",1.0.4,4.0 and up
+M Theme - Dark Green Icon Pack,PERSONALIZATION,4.2,202,4.9M,"10,000+",Free,0,Everyone,Personalization,"November 16, 2016",1.2.3,3.0 and up
+m-Faisaa,FINANCE,4.0,142,6.2M,"10,000+",Free,0,Everyone,Finance,"July 13, 2018",5.3,4.0.3 and up
+m:go BiH,COMMUNICATION,3.2,559,6.0M,"10,000+",Free,0,Everyone,Communication,"July 25, 2018",3.4,3.0 and up
+Diabetes:M,MEDICAL,4.6,15537,Varies with device,"100,000+",Free,0,Everyone,Medical,"August 1, 2018",6.1.3,Varies with device
+Libre Scan (Diabetes:M addon),MEDICAL,2.4,102,1.2M,"10,000+",Free,0,Everyone,Medical,"July 9, 2017",1.2,4.4 and up
+m.ride - your motorcycle app,AUTO_AND_VEHICLES,4.5,189,16M,"10,000+",Free,0,Everyone,Auto & Vehicles,"July 3, 2018",1.1.6,6.0 and up
+Rope'n'Fly 4,GAME,4.1,234606,59M,"10,000,000+",Free,0,Everyone,Action,"January 29, 2018",3.1,2.3 and up
+N Launcher: Nougat Theme,PERSONALIZATION,4.2,128,7.7M,"10,000+",Free,0,Everyone,Personalization,"June 13, 2017",1.0,4.1 and up
+Dino in City-Dinosaur N Police,FAMILY,3.7,10035,30M,"1,000,000+",Free,0,Teen,Simulation,"May 23, 2018",2.07,4.1 and up
+N Launcher Pro - Nougat 7.0,PERSONALIZATION,4.3,2538,6.4M,"100,000+",Paid,$2.99,Everyone,Personalization,"March 23, 2018",1.5.1,4.1 and up
+Cops N Robbers - FPS Mini Game,GAME,4.2,156862,64M,"5,000,000+",Free,0,Everyone 10+,Action,"July 31, 2018",7.0.4,4.1 and up
+Cops N Robbers 2,GAME,4.1,63680,46M,"1,000,000+",Free,0,Everyone 10+,Adventure,"June 2, 2018",2.2.2,4.1 and up
+Hands 'n Guns Simulator,FAMILY,3.9,19727,76M,"1,000,000+",Free,0,Teen,Simulation,"July 3, 2018",32,4.1 and up
+Hide N Seek : Mini Game,GAME,3.8,4719,54M,"500,000+",Free,0,Everyone,Action,"July 8, 2018",5.1.3,4.1 and up
+N Launcher - Nougat 7.0,PERSONALIZATION,4.4,32597,8.4M,"1,000,000+",Free,0,Everyone,Personalization,"May 24, 2018",1.5.2,4.1 and up
+Cook'n Recipe App,LIFESTYLE,3.4,552,22M,"10,000+",Free,0,Everyone,Lifestyle,"August 2, 2018",3.0.4,4.4 and up
+Rope'n'Fly 3 - Dusk Till Dawn,GAME,4.0,166033,23M,"10,000,000+",Free,0,Everyone 10+,Arcade,"January 31, 2018",3.6,2.3 and up
+Tap N Pay,PRODUCTIVITY,4.4,253,8.2M,"10,000+",Free,0,Everyone,Productivity,"July 31, 2018",0.1.22,4.1 and up
+N-Com Wizard,COMMUNICATION,3.3,960,3.8M,"50,000+",Free,0,Everyone,Communication,"September 21, 2017",2.1.2,2.3.3 and up
+Drag'n'Boom,GAME,4.8,133180,54M,"1,000,000+",Free,0,Everyone 10+,Arcade,"January 12, 2018",1.1.1,4.4 and up
+Traps n' Gemstones,GAME,4.5,413,9.1M,"1,000+",Paid,$4.99,Everyone,Adventure,"May 17, 2017",1.04,4.0.3 and up
+Shop 'n Save,SHOPPING,3.4,620,40M,"100,000+",Free,0,Everyone,Shopping,"March 13, 2018",2.2.8,4.1 and up
+Dual N-Back - Brain game,FAMILY,4.3,817,28M,"100,000+",Free,0,Everyone,Educational,"May 25, 2018",2.4.2,4.1 and up
+N Files - File Manager & Explorer,PRODUCTIVITY,4.3,369,11M,"10,000+",Free,0,Everyone,Productivity,"July 18, 2018",2.9.5,4.1 and up
+Guns'n'Glory Zombies Premium,FAMILY,4.1,313,34M,"5,000+",Paid,$2.99,Everyone 10+,Strategy,"July 15, 2016",1.1.5,2.3.3 and up
+Cops N Robbers,GAME,4.0,37789,58M,"1,000,000+",Free,0,Teen,Adventure,"June 6, 2018",1.5.2,4.1 and up
+Guns'n'Glory Premium,FAMILY,4.4,3570,21M,"100,000+",Paid,$2.99,Everyone 10+,Strategy,"September 22, 2017",1.8.1,2.3.3 and up
+Madagascar Surf n' Slides Free,FAMILY,3.8,48929,45M,"5,000,000+",Free,0,Everyone,Educational;Education,"September 8, 2017",1.5.0,4.0 and up
+Guns'n'Glory,FAMILY,4.4,89947,22M,"5,000,000+",Free,0,Everyone 10+,Strategy,"February 9, 2018",1.8.2,4.0 and up
+Ghosts'n Goblins MOBILE,GAME,3.8,466,28M,"10,000+",Paid,$0.99,Everyone,Arcade,"March 28, 2017",1.00.02,4.1 and up
+Mopar Drag N Brag,GAME,4.2,30630,17M,"1,000,000+",Free,0,Everyone,Racing,"May 25, 2015",1.2.5,4.1 and up
+Read Unlimitedly! Kids'n Books,FAMILY,3.8,7462,31M,"1,000,000+",Free,0,Everyone,Education;Music & Video,"February 16, 2018",3.42,2.3 and up
+Dark Infusion Substratum Theme for Android N & O,PERSONALIZATION,4.8,133,59M,"1,000+",Paid,$2.49,Everyone,Personalization,"August 3, 2018",15.6,7.0 and up
+Fantastic Chefs: Match 'n Cook,FAMILY,4.7,8600,91M,"500,000+",Free,0,Everyone,Puzzle,"July 27, 2018",1.0.7,4.0.3 and up
+Guns'n'Glory Heroes Premium,FAMILY,4.3,923,Varies with device,"10,000+",Paid,$2.99,Everyone,Strategy,"November 9, 2017",Varies with device,Varies with device
+Eat'n Park,LIFESTYLE,3.5,292,20M,"50,000+",Free,0,Everyone,Lifestyle,"December 18, 2017",3.1.3,4.0 and up
+Draw N Guess Multiplayer,GAME,3.9,29505,69M,"1,000,000+",Free,0,Everyone,Word,"April 4, 2018",3.0.11,4.0.3 and up
+Car Parking Crane N Drifting,FAMILY,4.2,106,71M,"50,000+",Free,0,Everyone,Simulation,"February 26, 2018",1.8,4.0.3 and up
+Lock 'n' Roll Pro - Ad Free,GAME,4.6,169,13M,"1,000+",Paid,$0.99,Everyone,Card,"July 1, 2015",4.0.5,2.3.3 and up
+Rock N' Cash Casino Slots -Free Vegas Slot Games,GAME,4.7,6187,33M,"100,000+",Free,0,Teen,Casino,"July 27, 2018",1.15.0,4.0.3 and up
+Age of Conquest: N. America,FAMILY,4.5,659,3.3M,"10,000+",Paid,$3.99,Everyone,Strategy,"August 4, 2018",1.0.28,1.5 and up
+Sketch 'n' go,VIDEO_PLAYERS,3.8,3965,6.4M,"100,000+",Free,0,Everyone,Video Players & Editors,"March 26, 2018",2.2.9,4.1 and up
+Guns'n'Glory WW2 Premium,FAMILY,4.5,4656,20M,"100,000+",Paid,$2.99,Everyone 10+,Strategy,"December 8, 2017",1.4.11,4.0 and up
+Rock n Roll Music Quiz Game,GAME,3.7,80,7.6M,"10,000+",Free,0,Everyone,Trivia,"June 6, 2018",5.0,4.1 and up
+Cook 'n Learn Smart Kitchen,FAMILY,3.5,205,62M,"50,000+",Free,0,Everyone,Educational;Education,"March 6, 2017",1.0.4,4.3 and up
+Jump'N'Shoot Attack,GAME,4.1,155,32M,"1,000+",Paid,$2.49,Everyone,Arcade,"May 26, 2018",1.2,4.1 and up
+Ghouls'n Ghosts MOBILE,GAME,3.9,168,49M,"5,000+",Paid,$1.99,Everyone 10+,Arcade,"May 18, 2017",1.00.00,4.1 and up
+N-Back,FAMILY,4.1,413,930k,"10,000+",Free,0,Everyone,Puzzle,"February 15, 2016",1.6,2.1 and up
+Oddworld: New 'n' Tasty,GAME,4.6,1475,34M,"10,000+",Paid,$4.99,Teen,Action,"January 2, 2018",1.0.4,5.0 and up
+Knights N Squires,FAMILY,4.4,148826,49M,"1,000,000+",Free,0,Teen,Role Playing,"June 19, 2018",1.4.9,4.0.3 and up
+Opera Mini - fast web browser,COMMUNICATION,4.5,5150801,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 19, 2018",Varies with device,Varies with device
+Opera Browser: Fast and Secure,COMMUNICATION,4.4,2473795,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 31, 2018",47.1.2249.129326,Varies with device
+Planet O - Icon Pack,PERSONALIZATION,4.6,354,24M,"10,000+",Paid,$0.99,Everyone,Personalization,"June 13, 2018",1.6.1,4.1 and up
+The Noise-O-Meter,FAMILY,4.0,1699,72M,"100,000+",Free,0,Everyone,Entertainment;Music & Video,"October 18, 2017",1.0.1.24,4.3 and up
+O Launcher 8.0 for Android™ O Oreo Launcher,TOOLS,4.4,11393,8.7M,"1,000,000+",Free,0,Everyone,Tools,"July 27, 2018",3.9,4.4 and up
+Opera Mini browser beta,COMMUNICATION,4.4,401530,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Stand O’Food® (Full),FAMILY,4.4,925,40M,"10,000+",Paid,$1.99,Everyone,Casual,"December 26, 2014",1.5,2.3.3 and up
+WiFi-o-Matic,PRODUCTIVITY,4.0,736,6.8M,"50,000+",Free,0,Everyone,Productivity,"February 1, 2018",1.80.03,4.1 and up
+Detect-O-Gromit (D.O.G 2),FAMILY,3.8,45,47M,"10,000+",Paid,$2.49,Everyone,Entertainment,"July 16, 2018",1.2,5.0 and up
+O Shopping,SHOPPING,3.9,671,3.6M,"100,000+",Free,0,Everyone,Shopping,"July 23, 2018",1.1.2,4.0.3 and up
+Obbligo o Verità? PRO,GAME,NaN,4,2.9M,100+,Paid,$0.99,Teen,Board,"April 26, 2018","1,01",3.0 and up
+AC Remote for O General - NOW FREE,TOOLS,3.7,274,26M,"50,000+",Free,0,Everyone,Tools,"July 30, 2018",6.1.7,4.2 and up
+O'Route Orienteering,SPORTS,4.2,6,1.3M,100+,Paid,$3.02,Everyone,Sports,"December 27, 2017",2.0.5,3.0 and up
+Drink-O-Tron The Drinking Game,GAME,4.1,140,45M,"50,000+",Free,0,Mature 17+,Card,"May 31, 2017",1.64,4.0.3 and up
+Multiling O Keyboard + emoji,PRODUCTIVITY,4.3,30443,540k,"1,000,000+",Free,0,Everyone,Productivity,"July 3, 2018",0.54.2.4,2.1 and up
+Google I/O 2018,BOOKS_AND_REFERENCE,4.3,22401,4.6M,"500,000+",Free,0,Everyone,Books & Reference,"May 7, 2018",6.1.2,5.0 and up
+Prime Key for Nougat Launcher& O Launcher &KitKat,PERSONALIZATION,4.1,324,313k,"5,000+",Paid,$6.99,Everyone,Personalization,"August 20, 2017",5.1,5.1 and up
+OO Launcher for Android O 8.0 Oreo™ Launcher,PERSONALIZATION,4.4,14832,8.6M,"1,000,000+",Free,0,Everyone,Personalization,"August 3, 2018",4.6,4.0 and up
+Band O'Clock,LIFESTYLE,3.8,1140,746k,"100,000+",Free,0,Everyone,Lifestyle,"December 3, 2011",0.11,2.1 and up
+O Launcher,TOOLS,4.3,2059,10M,"100,000+",Free,0,Everyone,Tools,"May 22, 2018",1.1.4,5.0 and up
+O-Star,DATING,4.4,59,38M,"5,000+",Free,0,Everyone,Dating,"July 19, 2018",1.0.1,4.3 and up
+Verdad o Reto,SOCIAL,3.8,826,5.1M,"500,000+",Free,0,Teen,Social,"May 10, 2018",2.0,4.1 and up
+Pixlr-o-matic,PHOTOGRAPHY,4.5,180697,6.1M,"10,000,000+",Free,0,Everyone,Photography,"April 25, 2017",2.2.5,2.1 and up
+O-Level Past Papers & Solution (up to 2017),FAMILY,3.8,589,28M,"100,000+",Free,0,Everyone,Education,"June 11, 2018",8.3.2,4.0.3 and up
+"O Multiple - App Cloner, Duals APP, tarallel",TOOLS,3.9,145,5.2M,"50,000+",Free,0,Everyone,Tools,"May 15, 2018",1.0.7,4.1 and up
+The Maze Runner,GAME,4.0,428268,22M,"10,000,000+",Free,0,Everyone,Action,"September 14, 2015",1.8.1,2.3 and up
+Psiphon Pro - The Internet Freedom VPN,COMMUNICATION,4.3,298041,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 3, 2018",Varies with device,Varies with device
+PicsArt Photo Studio: Collage Maker & Pic Editor,PHOTOGRAPHY,4.5,7590099,34M,"100,000,000+",Free,0,Teen,Photography,"July 31, 2018",9.40.3,4.0.3 and up
+P Icon Pack for Pixel,PERSONALIZATION,4.4,38,51M,"1,000+",Free,0,Everyone,Personalization,"May 6, 2018",1.0.3,4.1 and up
+Android P | Xperia™ Theme 4800+ icons,PERSONALIZATION,4.6,29,39M,100+,Paid,$1.99,Everyone,Personalization,"May 16, 2018",1.0.0,6.0 and up
+Android P Home KLWP,PERSONALIZATION,NaN,0,2.1M,5+,Paid,$1.49,Everyone,Personalization,"April 14, 2018",v2018.Apr.12.16,5.0 and up
+P-Home for KLWP,PERSONALIZATION,5.0,4,12M,100+,Paid,$0.99,Everyone,Personalization,"May 15, 2018",v2018.May.15.14,5.0 and up
+[substratum] Vacuum: P,PERSONALIZATION,4.4,230,11M,"1,000+",Paid,$1.49,Everyone,Personalization,"July 20, 2018",4.4,NaN
+"Super P Launcher for Android P 9.0 launcher, theme",TOOLS,4.4,2026,7.5M,"100,000+",Free,0,Everyone,Tools,"August 3, 2018",1.9,4.0 and up
+pixiv,SOCIAL,4.2,86956,24M,"1,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",5.0.109,4.4 and up
+[Sub/EMUI] P Pro - EMUI 8.1/8.0/5.X Theme,PERSONALIZATION,4.0,13,19M,100+,Paid,$0.99,Everyone,Personalization,"July 20, 2018",H7SubTV0.1_TV0.4,7.0 and up
+Pacify Exceed (Android P) - Theme for Xperia™,PERSONALIZATION,NaN,5,1.9M,10+,Paid,$1.49,Everyone,Personalization,"July 2, 2018",1.2.A.Exceed.Paid,6.0 and up
+Theme Android P Design for LG V30,PERSONALIZATION,4.2,35,5.2M,500+,Paid,$1.49,Everyone,Personalization,"April 26, 2018",1.33,7.0 and up
+Pistachio Launcher for Android P 9.0,PERSONALIZATION,NaN,0,2.3M,1+,Paid,$1.49,Everyone,Personalization,"July 11, 2018",1.0.2,4.1 and up
+Theme Android P for LG G7 & V35,PERSONALIZATION,4.6,5,4.5M,100+,Paid,$1.49,Everyone,Personalization,"July 7, 2018",1.1,8.0 and up
+Volume Slider Like Android P Volume Control,TOOLS,4.1,1129,1.7M,"10,000+",Paid,$0.99,Everyone,Tools,"June 30, 2018",1.28,4.1 and up
+Pacify (Android P theme) - Theme for Xperia™,PERSONALIZATION,NaN,1,1.8M,10+,Paid,$0.99,Everyone,Personalization,"July 15, 2018",1.0.B+.Exceed.Paid,5.0 and up
+P Launcher for Android™ 9.0,PERSONALIZATION,3.9,35,6.3M,"5,000+",Free,0,Everyone,Personalization,"July 1, 2018",0.9.3,5.0 and up
+PixelLab - Text on pictures,PHOTOGRAPHY,4.6,108002,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"July 26, 2018",Varies with device,Varies with device
+Popsicle Launcher for Android P 9.0 launcher,PERSONALIZATION,NaN,0,5.5M,0+,Paid,$1.49,Everyone,Personalization,"July 11, 2018",1.1,4.2 and up
+Theme Android P Black design for LG V30,PERSONALIZATION,4.4,8,6.2M,100+,Paid,$1.49,Everyone,Personalization,"April 6, 2018",1.1,7.0 and up
+P Launcher Theme For Android™ 9.0,PERSONALIZATION,3.9,213,28M,"10,000+",Free,0,Everyone,Personalization,"May 18, 2018",1.4,4.0 and up
+Theme Android P Black for LG G7 & V35,PERSONALIZATION,4.6,5,4.3M,100+,Paid,$1.49,Everyone,Personalization,"July 31, 2018",1.3,7.0 and up
+P Theme for Android™ P 9.0 Style Launcher,PERSONALIZATION,4.5,216,5.7M,"50,000+",Free,0,Everyone,Personalization,"April 13, 2018",1.4,4.1 and up
+Android P 9.0,PERSONALIZATION,3.0,12,4.9M,500+,Free,0,Everyone,Personalization,"May 30, 2018",2.0,4.0.3 and up
+Pureness Pacify (Android P) - Theme for Xperia™,PERSONALIZATION,NaN,0,3.6M,1+,Paid,$1.49,Everyone,Personalization,"July 23, 2018",1.2.A.Exceed.Paid,6.0 and up
+Android P Wallpapers,PERSONALIZATION,3.6,53,2.0M,"5,000+",Free,0,Everyone,Personalization,"February 12, 2018",1,4.0.3 and up
+P XPERIA Theme™ | Design For SONY 🎨,PERSONALIZATION,4.4,147,16M,"10,000+",Free,0,Everyone,Personalization,"May 28, 2018",1.0.0,4.4 and up
+Parallel Space - Multiple accounts & Two face,PERSONALIZATION,4.6,3062845,7.4M,"100,000,000+",Free,0,Everyone,Personalization,"August 3, 2018",4.0.8552,4.0.3 and up
+Theme for New Android P,PERSONALIZATION,NaN,13,4.3M,"1,000+",Free,0,Everyone,Personalization,"May 23, 2018",1.1.4,4.0 and up
+P9 Launcher - Android™ 9.0 P Launcher Style,TOOLS,4.3,1162,7.3M,"100,000+",Free,0,Everyone,Tools,"July 6, 2018",2.5,4.1 and up
+Android P Style Icon Pack,PERSONALIZATION,5.0,1,60M,100+,Paid,$0.99,Everyone,Personalization,"June 16, 2018",1.0,4.1 and up
+Android P Stock Wallpapers,PERSONALIZATION,4.5,16,3.7M,"1,000+",Free,0,Everyone,Personalization,"August 1, 2018",2.3.0,5.0 and up
+G-Pix [Android P] Dark EMUI 8/5 THEME,PERSONALIZATION,4.1,169,24M,"10,000+",Free,0,Everyone,Personalization,"March 25, 2018",7,4.4 and up
+G-Pix [Android P] EMUI 8/5 THEME,PERSONALIZATION,4.1,720,10M,"100,000+",Free,0,Everyone,Personalization,"March 13, 2018",12,4.4 and up
+Android-P Mono Grey EMUI 8/5 Theme,PERSONALIZATION,4.5,61,7.5M,"10,000+",Free,0,Everyone,Personalization,"April 4, 2018",4,4.4 and up
+P XPERIA Theme™ | PURPLE - Design For SONY 🎨,PERSONALIZATION,NaN,3,13M,500+,Free,0,Everyone,Personalization,"June 5, 2018",1.0.0,4.4 and up
+Materialistic P Wallpapers,PERSONALIZATION,4.8,24,3.6M,"1,000+",Free,0,Everyone,Personalization,"August 3, 2018",2.244,5.0 and up
+Android P Rotation,TOOLS,4.5,502,2.0M,"10,000+",Free,0,Everyone,Tools,"July 15, 2018",1.5,5.0 and up
+P XPERIA Theme™ | INDIGO - Design For SONY 🎨,PERSONALIZATION,NaN,12,14M,"1,000+",Free,0,Everyone,Personalization,"June 5, 2018",1.0.0,4.4 and up
+Android P Launcher 9.0 launcher,TOOLS,4.0,164,2.3M,"10,000+",Free,0,Everyone,Tools,"April 23, 2018",1.0,5.0 and up
+Pixel Oreo/P Dark White AMOLED UI - Icon Pack,PERSONALIZATION,4.8,18,16M,"5,000+",Paid,$1.49,Everyone,Personalization,"June 21, 2018",5.1,4.0.3 and up
+pretty Easy privacy p≡p,COMMUNICATION,3.7,21,20M,500+,Paid,$0.99,Everyone,Communication,"July 30, 2018",1.0.100rc1.withoutKeysync,5.0 and up
+P Icon Pack,FAMILY,NaN,0,21M,10+,Paid,$0.99,Everyone,Entertainment,"July 16, 2018",1.0.6,4.0.3 and up
+Pi Dark [substratum],PERSONALIZATION,4.5,189,2.1M,"10,000+",Free,0,Everyone,Personalization,"March 27, 2018",1.1,NaN
+"Q Alerts: QAnon Drop Notifications, Research +++",NEWS_AND_MAGAZINES,4.7,143,26M,"5,000+",Paid,$0.99,Mature 17+,News & Magazines,"July 26, 2018",4.1.10,4.1 and up
+The Q - Live Trivia Game Network,GAME,2.7,1486,14M,"100,000+",Free,0,Everyone,Trivia,"August 3, 2018",2.4.8,5.0 and up
+Fossil Q,LIFESTYLE,2.9,6627,18M,"500,000+",Free,0,Everyone,Lifestyle,"August 1, 2018",2.5.1,4.4 and up
+Q,FAMILY,4.2,69126,60M,"1,000,000+",Free,0,Everyone,Puzzle,"April 19, 2018",2.9.4,4.0 and up
+"Official QR Code® Reader ""Q""",PRODUCTIVITY,4.4,3031,Varies with device,"500,000+",Free,0,Everyone,Productivity,"March 23, 2018",Varies with device,Varies with device
+Q Cat Live Wallpaper,PERSONALIZATION,4.2,4383,7.1M,"500,000+",Free,0,Teen,Personalization,"March 16, 2015",2.7,2.3.3 and up
+Q MINDshare Mobile,BUSINESS,3.4,24,Varies with device,"10,000+",Free,0,Everyone,Business,"April 2, 2018",Varies with device,Varies with device
+Fossil Q Legacy,LIFESTYLE,2.6,680,60M,"50,000+",Free,0,Everyone,Lifestyle,"September 19, 2017",1.0.1,4.4 and up
+Offroad Car Q,FAMILY,4.1,24668,40M,"1,000,000+",Free,0,Everyone,Simulation,"August 4, 2016",1.0.2,2.3.3 and up
+Q*bert: Rebooted,GAME,4.3,13788,55M,"1,000,000+",Free,0,Everyone,Arcade,"April 1, 2017",1.1,4.4 and up
+Quora,SOCIAL,4.5,313403,Varies with device,"10,000,000+",Free,0,Teen,Social,"July 25, 2018",Varies with device,Varies with device
+Gun Shoot War Q,GAME,4.2,26893,20M,"1,000,000+",Free,0,Teen,Arcade,"March 1, 2017",1.0.5,2.3 and up
+FaceQ,FAMILY,4.4,591411,19M,"10,000,000+",Free,0,Teen,Entertainment,"May 16, 2017",3.4.1,3.0 and up
+Q Actions - Digital Assistant,PRODUCTIVITY,NaN,0,Varies with device,500+,Free,0,Everyone,Productivity,"July 20, 2018",Varies with device,Varies with device
+Q Link Wireless Zone,PRODUCTIVITY,4.0,2194,17M,"500,000+",Free,0,Everyone,Productivity,"March 8, 2018",2.0.4,4.4 and up
+Q Avatar (Avatar Maker),COMICS,4.4,2012,3.6M,"100,000+",Free,0,Everyone,Comics,"March 4, 2017",1.3.5,2.3 and up
+Q downloader : download your social media videos,FAMILY,4.1,41,4.5M,"1,000+",Free,0,Everyone,Entertainment,"June 21, 2018",1.1.2.1,4.0.3 and up
+Q Avatar Pro,FAMILY,4.8,4,3.6M,100+,Paid,$1.49,Teen,Entertainment,"March 4, 2017",1.3.5,2.3 and up
+Q-See Plus,VIDEO_PLAYERS,2.2,32,33M,"5,000+",Free,0,Everyone,Video Players & Editors,"July 9, 2018",3.1.0,4.0.3 and up
+Q Wunder,FAMILY,3.8,156,43M,"10,000+",Free,0,Everyone,Education;Education,"June 30, 2018",2.0.13,4.1 and up
+Q-See QC View,TOOLS,3.1,657,21M,"100,000+",Free,0,Everyone,Tools,"January 19, 2018",3.49.0202,4.0.3 and up
+Leica Q,PHOTOGRAPHY,3.1,133,2.3M,"10,000+",Free,0,Everyone,Photography,"May 8, 2018",1.0.2.1,4.0 and up
+Q Remote Control,TOOLS,3.8,4264,14M,"500,000+",Free,0,Everyone,Tools,"July 12, 2014",2.6.1,2.3 and up
+Q-Ticketing,MAPS_AND_NAVIGATION,3.8,114,19M,"10,000+",Free,0,Everyone,Maps & Navigation,"December 18, 2017",1.8.3111,4.3 and up
+DJMAX TECHNIKA Q - Music Game,GAME,4.3,21107,95M,"100,000+",Free,0,Everyone,Music,"July 30, 2018",1.2.1,4.0.3 and up
+myQ,TOOLS,3.6,3642,29M,"100,000+",Free,0,Everyone,Tools,"July 23, 2018",3.2.0,4.0.3 and up
+QR Code Reader,TOOLS,4.0,495971,2.7M,"50,000,000+",Free,0,Everyone,Tools,"March 16, 2016",2.3,2.3.3 and up
+ICQ — Video Calls & Chat Messenger,COMMUNICATION,4.4,697939,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 18, 2018",7.3(823181),4.4 and up
+Q Operator,BUSINESS,4.6,60,Varies with device,"1,000+",Free,0,Everyone,Business,"November 8, 2016",1.10.4,4.3 and up
+Q Call,TOOLS,NaN,20,16M,"1,000+",Free,0,Everyone,Tools,"July 16, 2018",2.100,4.0 and up
+Q-slope,TOOLS,4.5,2,3.9M,50+,Paid,$1.76,Everyone,Tools,"December 3, 2017",5.0,4.3 and up
+Q-Tech Companion App,FOOD_AND_DRINK,1.8,17,3.1M,"10,000+",Free,0,Everyone,Food & Drink,"March 8, 2017",1.6.3,4.4 and up
+Q Mobile Banking,FINANCE,4.7,460,12M,"10,000+",Free,0,Everyone,Finance,"June 26, 2018",5.9.1.0,5.0 and up
+Q Quiz SK,FAMILY,3.9,159,39M,"5,000+",Free,0,Everyone,Education,"December 8, 2015",2.3,2.3 and up
+Big Q Car Service,MAPS_AND_NAVIGATION,4.4,75,26M,"5,000+",Free,0,Everyone,Maps & Navigation,"May 15, 2017",3.002,4.0.3 and up
+Q-See QT View,TOOLS,3.6,7357,19M,"100,000+",Free,0,Everyone,Tools,"July 12, 2018",4.4.1,5.0 and up
+ROBLOX,FAMILY,4.5,4443407,67M,"100,000,000+",Free,0,Everyone 10+,Adventure;Action & Adventure,"July 31, 2018",2.347.225742,4.1 and up
+"DataCamp - Learn R, Python & SQL",FAMILY,4.4,944,12M,"100,000+",Free,0,Everyone,Education,"August 1, 2018",3.1.0,4.1 and up
+R Language Reference Guide,BOOKS_AND_REFERENCE,3.9,54,2.8M,"10,000+",Free,0,Everyone,Books & Reference,"December 24, 2017",1.11,4.0 and up
+Run R Script - Online Statistical Data Analysis,FAMILY,3.9,8,6.2M,"1,000+",Free,0,Everyone,Education,"April 4, 2018",1.1 Build 226,2.2 and up
+R Programming Language,FAMILY,3.8,39,2.9M,"1,000+",Free,0,Everyone,Education,"December 21, 2017",1.0,4.2 and up
+R Programming,FAMILY,NaN,2,5.9M,"1,000+",Free,0,Everyone,Education,"November 21, 2017",1.0,4.0.3 and up
+R. Physics Puzzle Game,FAMILY,4.2,5369,60M,"500,000+",Free,0,Everyone,Puzzle,"April 19, 2018",1.0.16,4.3 and up
+R Instructor,FAMILY,4.1,135,4.9M,"1,000+",Paid,$4.84,Everyone,Education,"February 21, 2014",2.03,3.0 and up
+GT-R R35 Drift Simulator,FAMILY,4.4,1852,62M,"100,000+",Free,0,Everyone,Simulation,"October 31, 2017",1.0,2.3 and up
+Offroad Pickup Truck R,FAMILY,4.4,6367,96M,"1,000,000+",Free,0,Everyone,Simulation,"July 14, 2017",1.4,2.3 and up
+Learn R Programming Full,BOOKS_AND_REFERENCE,NaN,11,9.2M,"5,000+",Free,0,Everyone,Books & Reference,"January 30, 2018",1.5,5.0 and up
+R Programming Tutorial,FAMILY,NaN,5,2.8M,"1,000+",Free,0,Everyone,Education,"May 14, 2017",1.0,4.0.3 and up
+R Programing Offline Tutorial,BOOKS_AND_REFERENCE,5.0,4,3.9M,"1,000+",Free,0,Everyone,Books & Reference,"March 15, 2018",1.0.0,4.1 and up
+Learn R Language Easy Way,FAMILY,4.1,17,2.2M,"10,000+",Free,0,Everyone,Education,"September 24, 2017",1.22,4.0.3 and up
+.R,TOOLS,4.5,259,203k,"10,000+",Free,0,Everyone,Tools,"September 16, 2014",1.1.06,1.5 and up
+R-TYPE II,GAME,4.3,5682,37M,"50,000+",Paid,$1.99,Everyone,Arcade,"March 2, 2017",1.1.5,2.3.3 and up
+Guide for R Programming,BOOKS_AND_REFERENCE,NaN,0,3.7M,5+,Free,0,Everyone,Books & Reference,"May 25, 2018",1.0.0,4.1 and up
+R Programming Solution,FAMILY,3.9,169,7.7M,"10,000+",Free,0,Everyone,Education,"June 20, 2016",1.0.3,4.0 and up
+Learn R - Programming Concepts,FAMILY,3.5,6,2.9M,"1,000+",Free,0,Everyone,Education,"April 25, 2017",1.0.1,4.0.3 and up
+Learn R Programming,BOOKS_AND_REFERENCE,NaN,0,29M,10+,Free,0,Everyone,Books & Reference,"April 28, 2018",1.0,4.1 and up
+Car Parking Nissan GT-R R35 Simulator,FAMILY,3.2,513,34M,"100,000+",Free,0,Everyone,Simulation,"December 5, 2017",1.0,4.0 and up
+R Quick Reference Big Data,BOOKS_AND_REFERENCE,NaN,6,3.6M,"1,000+",Free,0,Everyone,Books & Reference,"May 29, 2017",1.2,2.3 and up
+Learn R Programming Free EBook,FAMILY,NaN,1,5.7M,50+,Free,0,Everyone,Education,"March 23, 2018",1.0.0,4.0 and up
+RMEduS - 음성인식을 활용한 R 프로그래밍 실습 시스템,FAMILY,NaN,4,64M,1+,Free,0,Everyone,Education,"July 17, 2018",1.0.1,4.4 and up
+R Programming Language (Paperset 2) MCQ Quiz,FAMILY,NaN,0,3.4M,10+,Free,0,Everyone,Education,"March 19, 2018",1.0,4.0.3 and up
+R-net for Android,PRODUCTIVITY,3.3,48,58k,"5,000+",Free,0,Everyone,Productivity,"August 7, 2013",1.0,3.1 and up
+R File Manager,TOOLS,4.8,17,6.7M,50+,Free,0,Everyone,Tools,"May 5, 2018",v2,4.4 and up
+R-TYPE,GAME,4.5,7687,23M,"100,000+",Paid,$1.99,Everyone,Arcade,"February 27, 2017",2.3.1,2.3.3 and up
+R Studio,SHOPPING,3.7,23,8.9M,"5,000+",Free,0,Everyone,Shopping,"July 8, 2016",2.1.1,4.0.3 and up
+Day R Premium,FAMILY,4.8,51068,57M,"100,000+",Paid,$4.99,Teen,Role Playing,"June 21, 2018",1.574,4.0.3 and up
+"Join R, Community Engagement",SOCIAL,4.7,144,12M,"1,000+",Free,0,Teen,Social,"January 31, 2017",1.0.12,4.0.3 and up
+R Bank,FINANCE,4.3,90,13M,"5,000+",Free,0,Everyone,Finance,"May 30, 2018",5.9.1.0,5.0 and up
+Elemental Knights R Platinum,FAMILY,3.8,2925,93M,"50,000+",Paid,$4.77,Teen,Role Playing,"August 1, 2018",6.2.1,4.1 and up
+Wonder5 Masters R,FAMILY,4.1,1655,83M,"100,000+",Free,0,Everyone,Role Playing,"August 2, 2018",1.1.52,4.3 and up
+Neon-R (Red),PERSONALIZATION,4.7,25,41M,100+,Paid,$0.99,Everyone,Personalization,"March 12, 2015",1.0,4.0.3 and up
+Mat|r viewer,PRODUCTIVITY,NaN,5,28M,100+,Free,0,Everyone,Productivity,"July 27, 2018",1.0.5,5.0 and up
+R. Lee Ermey's Official Sound,FAMILY,4.2,1696,2.7M,"100,000+",Free,0,Mature 17+,Entertainment,"September 19, 2012",1.4,2.1 and up
+Tutorials for R Programming Offline,FAMILY,NaN,2,4.4M,500+,Free,0,Everyone,Education,"December 4, 2017",1.0,4.0 and up
+R Programming Language (Paperset 1) MCQ Quiz,FAMILY,NaN,1,3.4M,10+,Free,0,Everyone,Education,"March 19, 2018",1.0,4.0.3 and up
+SHAREit - Transfer & Share,TOOLS,4.6,7775146,17M,"500,000,000+",Free,0,Everyone,Tools,"July 30, 2018",4.5.28_ww,4.1 and up
+S Launcher for Galaxy TouchWiz,PERSONALIZATION,4.2,11244,2.2M,"1,000,000+",Free,0,Everyone,Personalization,"June 12, 2018",1.1.1,4.1 and up
+"360 Security - Free Antivirus, Booster, Cleaner",TOOLS,4.6,16771865,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"August 4, 2018",Varies with device,Varies with device
+S Player - Lightest and Most Powerful Video Player,TOOLS,4.6,14224,7.1M,"1,000,000+",Free,0,Everyone,Tools,"October 12, 2017",1.0.98_ww,2.3 and up
+Offroad Pickup Truck S,FAMILY,4.2,5178,20M,"1,000,000+",Free,0,Everyone,Simulation,"October 10, 2017",1.7,2.3 and up
+S Launcher Pro for Galaxy,PERSONALIZATION,4.1,47,26k,"1,000+",Paid,$4.99,Everyone,Personalization,"February 12, 2016",1.0,4.1 and up
+Type S LED,LIFESTYLE,3.5,628,Varies with device,"100,000+",Free,0,Everyone,Lifestyle,"August 14, 2017",Varies with device,4.3 and up
+S Note,PRODUCTIVITY,4.1,12435,31M,"10,000,000+",Free,0,Everyone,Productivity,"September 26, 2017",Varies with device,6.0 and up
+"S Photo Editor - Collage Maker , Photo Collage",PHOTOGRAPHY,4.4,972574,45M,"100,000,000+",Free,0,Everyone,Photography,"August 3, 2018",2.31,4.1 and up
+Stupid Zombies,GAME,4.5,464900,33M,"10,000,000+",Free,0,Teen,Arcade,"June 27, 2018",2.0.5,4.2 and up
+S’more - Earn Cash Rewards,PRODUCTIVITY,4.1,15097,14M,"1,000,000+",Free,0,Everyone,Productivity,"July 23, 2018",1.6.0,4.2 and up
+PitchBlack S - Samsung Substratum Theme “For Oreo”,PERSONALIZATION,4.5,90,37M,"1,000+",Paid,$1.99,Everyone,Personalization,"August 4, 2018",12.6,7.0 and up
+Samsung Smart Switch Mobile,TOOLS,4.3,146913,24M,"100,000,000+",Free,0,Everyone,Tools,"July 18, 2018",3.5.02.15,4.0 and up
+"S S9 Launcher - Galaxy S8/S9 Launcher, theme, cool",TOOLS,4.4,22503,6.5M,"1,000,000+",Free,0,Everyone,Tools,"July 6, 2018",4.1,4.1 and up
+Five Nights at Freddy's 2 Demo,FAMILY,4.3,1503544,40M,"50,000,000+",Free,0,Teen,Strategy,"November 15, 2014",1.07,2.3 and up
+Crime Wars S. Andreas,GAME,4.3,5785,93M,"500,000+",Free,0,Teen,Racing,"April 12, 2017",1.2,2.3 and up
+S Pen Keeper,TOOLS,3.8,560,314k,"50,000+",Free,0,Everyone,Tools,"June 8, 2018",2.1.0.032,4.0.3 and up
+SH Script Runner,PRODUCTIVITY,3.9,334,3.7M,"50,000+",Free,0,Everyone,Productivity,"January 2, 2018",1.07,4.1 and up
+City Taxi Driver sim 2016: Cab simulator Game-s,FAMILY,4.1,16111,57M,"1,000,000+",Free,0,Everyone,Simulation,"June 12, 2018",1.11,4.1 and up
+Shopping List S PRO,SHOPPING,4.8,14,2.7M,100+,Paid,$2.49,Everyone,Shopping,"May 16, 2018",2.10,4.1 and up
+Tumblr,SOCIAL,4.4,2953886,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 1, 2018",Varies with device,Varies with device
+Tinder,LIFESTYLE,4.0,2789775,68M,"100,000,000+",Free,0,Mature 17+,Lifestyle,"August 2, 2018",9.5.0,4.4 and up
+"Topbuzz: Breaking News, Videos & Funny GIFs",NEWS_AND_MAGAZINES,4.7,174827,25M,"10,000,000+",Free,0,Mature 17+,News & Magazines,"August 4, 2018",6.7.3,4.0 and up
+Twitch: Livestream Multiplayer Games & Esports,FAMILY,4.6,2133047,Varies with device,"50,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",Varies with device,Varies with device
+T-Mobile,TOOLS,4.3,482630,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"August 3, 2018",Varies with device,Varies with device
+Dino T-Rex,GAME,4.0,69115,2.4M,"10,000,000+",Free,0,Everyone,Arcade,"June 13, 2018",1.36,4.1 and up
+Telegram,COMMUNICATION,4.4,3128611,Varies with device,"100,000,000+",Free,0,Mature 17+,Communication,"July 27, 2018",Varies with device,Varies with device
+myAT&T,PRODUCTIVITY,3.7,80816,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"July 18, 2018",Varies with device,5.0 and up
+AT&T U-verse,FAMILY,3.7,38606,96M,"1,000,000+",Free,0,Everyone,Entertainment,"June 13, 2018",5.9.0.0031,4.1 and up
+AT&T Messages for Tablet,COMMUNICATION,3.3,3044,Varies with device,"1,000,000+",Free,0,Everyone,Communication,"April 3, 2017",Varies with device,Varies with device
+T Uploader,FAMILY,4.1,75,2.2M,"10,000+",Free,0,Everyone,Education,"November 24, 2017",0.1.5,4.0 and up
+T-Mobile DIGITS,COMMUNICATION,3.0,1820,33M,"100,000+",Free,0,Everyone,Communication,"February 15, 2018",1.1.50,4.4 and up
+AT&T Digital Life,LIFESTYLE,4.1,10067,Varies with device,"1,000,000+",Free,0,Everyone,Lifestyle,"December 7, 2017",Varies with device,4.3 and up
+DIRECTV Remote App,FAMILY,3.0,480,19M,"1,000,000+",Free,0,Everyone,Entertainment,"August 31, 2017",2.40,6.0 and up
+AT&T Smart Limits℠,LIFESTYLE,3.8,2300,Varies with device,"10,000,000+",Free,0,Everyone,Lifestyle,"March 7, 2017",Varies with device,Varies with device
+T-Mobile Tuesdays,LIFESTYLE,4.0,53144,21M,"5,000,000+",Free,0,Everyone,Lifestyle,"July 13, 2018",4.8.0,5.0 and up
+"Truecaller: Caller ID, SMS spam blocking & Dialer",COMMUNICATION,4.5,7820775,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"August 1, 2018",Varies with device,Varies with device
+AT&T Mobile Transfer,PRODUCTIVITY,4.6,22775,26M,"10,000,000+",Free,0,Everyone,Productivity,"July 31, 2018",3.8.2,4.4 and up
+T-Mobile Content Transfer,PRODUCTIVITY,4.1,370,29M,"500,000+",Free,0,Everyone,Productivity,"January 25, 2018",2.1.5,4.0 and up
+T-Mobile Visual Voicemail,TOOLS,3.6,41502,Varies with device,"50,000,000+",Free,0,Everyone,Tools,"July 31, 2018",Varies with device,Varies with device
+I Can't Wake Up!,TOOLS,4.7,963,3.7M,"10,000+",Paid,$2.99,Everyone,Tools,"May 25, 2018",3.4.0,4.0 and up
+AT&T FamilyMap®,TOOLS,3.5,21592,25M,"10,000,000+",Free,0,Everyone,Tools,"October 24, 2017",10.1.1,4.0.3 and up
+T-Mobile® FamilyMode™,PARENTING,3.1,103,28M,"10,000+",Free,0,Everyone,Parenting,"June 29, 2018",1.0.2-alpha4,4.4 and up
+Portable Wi-Fi hotspot,COMMUNICATION,3.9,138129,2.1M,"10,000,000+",Free,0,Everyone,Communication,"May 6, 2018",1.5.2.4-23,2.3 and up
+Showtime Anytime,FAMILY,3.7,18522,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"July 2, 2018",Varies with device,Varies with device
+AT&T Call Protect,COMMUNICATION,4.2,6454,15M,"5,000,000+",Free,0,Everyone,Communication,"May 3, 2018",1.5.13-3598,5.0 and up
+Don't Starve: Pocket Edition,GAME,4.4,17988,7.9M,"100,000+",Paid,$4.99,Teen,Adventure,"July 25, 2018",1.06,5.0 and up
+"Please, Don't Touch Anything",FAMILY,4.4,1771,46M,"10,000+",Paid,$4.99,Teen,Puzzle,"April 20, 2016",1.1.0,2.3 and up
+AT&T DriveMode,MAPS_AND_NAVIGATION,3.3,8465,8.9M,"10,000,000+",Free,0,Everyone,Maps & Navigation,"May 3, 2018",1.0.4.3,4.1 and up
+The T Factor,EVENTS,4.8,48,13M,"1,000+",Free,0,Everyone,Events,"September 26, 2017",8.8,4.2 and up
+Please Don't Touch Anything 3D,FAMILY,4.2,146,20M,"5,000+",Paid,$5.99,Teen,Puzzle,"December 7, 2016",1.1,4.4 and up
+Don't Panic with Andrew J.,BOOKS_AND_REFERENCE,4.5,124,Varies with device,"5,000+",Paid,$2.99,Everyone,Books & Reference,"August 25, 2015",Varies with device,Varies with device
+Don't touch my phone,TOOLS,3.8,21943,2.3M,"5,000,000+",Free,0,Everyone,Tools,"October 19, 2016",30,2.3 and up
+Don't Starve: Shipwrecked,GAME,4.1,1468,4.9M,"10,000+",Paid,$4.99,Teen,Adventure,"July 10, 2018",0.16,5.0 and up
+Ludo - Don't get angry,GAME,4.2,131,23M,"1,000+",Paid,$1.61,Everyone,Board,"February 24, 2016",1.6.3,2.3.3 and up
+Jurassic Life: T Rex Simulator,FAMILY,4.2,1088,35M,"10,000+",Paid,$0.99,Everyone 10+,Simulation,"August 19, 2014",1.2,2.0.1 and up
+T-Mobile SyncUP DRIVE,AUTO_AND_VEHICLES,4.0,1981,18M,"100,000+",Free,0,Everyone,Auto & Vehicles,"August 1, 2018",2.15.1.4,5.0 and up
+T-shirt design - Snaptee,LIFESTYLE,4.2,29756,45M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 19, 2018",1.1.6.1,4.1 and up
+MBTA GPS - Track the T,MAPS_AND_NAVIGATION,3.8,82,5.6M,"5,000+",Free,0,Everyone,Maps & Navigation,"February 23, 2018",5.1.0,4.1 and up
+T. Rowe Price Personal® App,FINANCE,4.5,1057,4.5M,"50,000+",Free,0,Everyone,Finance,"July 6, 2018",1.7,6.0 and up
+Můj T-Mobile Business,PRODUCTIVITY,3.7,10490,5.8M,"1,000,000+",Free,0,Everyone,Productivity,"July 24, 2018",3.1.7,4.1 and up
+U by BB&T,FINANCE,4.3,16600,24M,"1,000,000+",Free,0,Everyone,Finance,"June 19, 2018",1.7.7,4.4 and up
+U LIVE – Video Chat & Stream,SOCIAL,4.5,67611,21M,"1,000,000+",Free,0,Mature 17+,Social,"April 23, 2018",263.16.29,4.0.3 and up
+"U - Webinars, Meetings & Messenger",COMMUNICATION,4.1,6601,31M,"500,000+",Free,0,Everyone,Communication,"July 2, 2018",4.7.0,4.1 and up
+Hollywood U: Rising Stars,FAMILY,4.2,233588,74M,"5,000,000+",Free,0,Teen,Simulation,"April 21, 2017",3.8.0,4.0.3 and up
+U-Dictionary: Best English Learning Dictionary,FAMILY,4.5,166886,21M,"10,000,000+",Free,0,Everyone 10+,Education,"July 29, 2018",3.6.2,4.0.3 and up
+Ustream,VIDEO_PLAYERS,4.0,93638,7.3M,"10,000,000+",Free,0,Mature 17+,Video Players & Editors,"July 11, 2018",3.2.2,4.1 and up
+UC Browser Mini -Tiny Fast Private & Secure,COMMUNICATION,4.4,3648765,3.3M,"100,000,000+",Free,0,Teen,Communication,"July 18, 2018",11.4.0,4.0 and up
+Uber,MAPS_AND_NAVIGATION,4.2,4921866,Varies with device,"100,000,000+",Free,0,Everyone,Maps & Navigation,"August 2, 2018",Varies with device,Varies with device
+ENCHANT U,FAMILY,4.3,83977,11M,"500,000+",Free,0,Everyone,Casual,"November 8, 2012",1.2.2,2.1 and up
+/u/app,COMMUNICATION,4.7,573,53M,"10,000+",Free,0,Mature 17+,Communication,"July 3, 2018",4.2.4,4.1 and up
+Kicker U,LIFESTYLE,4.1,124,37M,"5,000+",Paid,$3.99,Everyone,Lifestyle,"June 13, 2018",3.04,4.0.3 and up
+U-Haul,TRAVEL_AND_LOCAL,3.2,852,37M,"100,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",2.2.1,4.4 and up
+Vienna U-Bahn,MAPS_AND_NAVIGATION,3.9,139,2.0M,"10,000+",Free,0,Everyone,Maps & Navigation,"July 25, 2018",1.21.0,4.0 and up
+Kicker U Lite,LIFESTYLE,4.1,438,26M,"50,000+",Free,0,Everyone,Lifestyle,"September 27, 2013",2.0.0,2.1 and up
+U-Scan,TOOLS,3.4,784,42M,"50,000+",Free,0,Everyone,Tools,"September 29, 2016",1.2.6 (94),2.2 and up
+Octo U: Your driving companion,TRAVEL_AND_LOCAL,3.0,331,7.8M,"50,000+",Free,0,Everyone,Travel & Local,"March 13, 2018",1.1.47,4.3 and up
+I Love U Theme&Emoji Keyboard,PERSONALIZATION,4.6,655,3.5M,"100,000+",Free,0,Everyone,Personalization,"May 8, 2018",4.3,4.1 and up
+Channel U,FAMILY,4.6,34,14M,"1,000+",Free,0,Everyone,Entertainment,"May 21, 2018",1.3,4.1 and up
+"Parallel U - App Cloner, Duals APP, tarallel",TOOLS,4.1,3315,5.1M,"500,000+",Free,0,Everyone,Tools,"May 15, 2018",1.0.24,4.1 and up
+U Pull It Auto Dismantler,BUSINESS,3.1,71,1.9M,"10,000+",Free,0,Everyone,Business,"May 14, 2013",1.0,1.6 and up
+Wii U Simulator,FAMILY,3.4,1178,38M,"100,000+",Free,0,Everyone 10+,Simulation,"April 8, 2018",1.0.1,5.0 and up
+U Camera : Phone 6s OS 9 style,PHOTOGRAPHY,4.2,2158,3.0M,"500,000+",Free,0,Everyone,Photography,"August 28, 2017",1.0.3,4.0 and up
+U get - Wireless Speed Test,TOOLS,4.2,26,2.2M,"5,000+",Free,0,Everyone,Tools,"June 4, 2018",1.3.5,4.0 and up
+U Guard,TOOLS,3.0,245,3.5M,"10,000+",Free,0,Everyone,Tools,"August 31, 2016",1.1.6.6,2.3 and up
+DRC Sim - Wii U Gamepad,FAMILY,2.4,210,4.0M,"10,000+",Free,0,Everyone,Casual,"June 25, 2017",2.0,2.3 and up
+"See U - Random video chat, video chat",SOCIAL,4.1,568,27M,"100,000+",Free,0,Mature 17+,Social,"April 13, 2018",1.4.1,4.1 and up
+[verify-U] VideoIdent,COMMUNICATION,2.9,83,13M,"10,000+",Free,0,Everyone,Communication,"April 26, 2018",2.4.0,5.0 and up
+What U See,SOCIAL,4.0,712,21M,"100,000+",Free,0,Teen,Social,"March 5, 2018",2.3.9,4.1 and up
+U Assist - Screen Mirroring & Sharing App,PRODUCTIVITY,4.0,198,3.5M,"50,000+",Free,0,Everyone,Productivity,"January 26, 2017",2.0.16,2.3 and up
+U+Box,PRODUCTIVITY,3.8,24517,22M,"10,000,000+",Free,0,Everyone,Productivity,"May 23, 2018",4.2.17,5.0 and up
+Wi u Emulator,FAMILY,2.4,468,7.2M,"10,000+",Free,0,Everyone,Entertainment,"March 3, 2018",0.0.1,4.1 and up
+Waiting For U Launcher Theme,PERSONALIZATION,4.4,5599,4.8M,"500,000+",Free,0,Everyone,Personalization,"July 23, 2016",2.0.40,2.3 and up
+U of I Community Credit Union,FINANCE,3.7,52,13M,"5,000+",Free,0,Everyone,Finance,"May 4, 2018",4.16.10,4.4 and up
+U-Report,SOCIAL,4.3,241,7.5M,"10,000+",Free,0,Teen,Social,"April 10, 2018",2.8.4,4.0.3 and up
+"Meet U - Get Friends for Snapchat, Kik & Instagram",SOCIAL,4.6,4435,5.4M,"100,000+",Free,0,Mature 17+,Social,"May 25, 2018",1.0.3386,4.0.3 and up
+U-Craft Mobile,FAMILY,4.2,11404,30M,"100,000+",Free,0,Everyone,Strategy,"September 11, 2017",1.0.14,4.0.3 and up
+Alarmy (Sleep If U Can) - Pro,LIFESTYLE,4.8,10249,Varies with device,"10,000+",Paid,$2.49,Everyone,Lifestyle,"July 30, 2018",Varies with device,Varies with device
+U-Disco,FAMILY,3.6,906,196k,"100,000+",Free,0,Everyone,Entertainment,"February 5, 2014",1.7.3,2.3 and up
+SAY-U,FAMILY,3.2,1011,Varies with device,"100,000+",Free,0,Teen,Entertainment,"July 13, 2018",Varies with device,4.1 and up
+Be U Salons Hair-Beauty Deals In Delhi & Bangalore,LIFESTYLE,4.0,889,16M,"100,000+",Free,0,Everyone,Lifestyle,"August 2, 2018",1.1.4.38,4.2 and up
+U-48 Submarine Commander Free,GAME,3.5,4575,3.8M,"500,000+",Free,0,Everyone,Arcade,"October 7, 2017",1.24,4.0.3 and up
+Berlin Subway – BVG U-Bahn & S-Bahn map and routes,MAPS_AND_NAVIGATION,4.4,509,17M,"100,000+",Free,0,Everyone,Maps & Navigation,"June 6, 2018",1.0.7,5.0 and up
+Remote For ATT U-verse TV - NOW FREE,TOOLS,2.5,20,26M,"5,000+",Free,0,Everyone,Tools,"July 25, 2018",6.1.5,4.2 and up
+Pocket U ASW,FAMILY,3.9,93,28M,"10,000+",Free,0,Everyone,Education,"July 25, 2018",3.0.6,4.2 and up
+V LIVE - Star Live App,FAMILY,4.4,397147,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 2, 2018",Varies with device,Varies with device
+Identity V,GAME,4.2,109263,38M,"1,000,000+",Free,0,Teen,Action,"July 10, 2018",1.0.144431,4.1 and up
+VMate,VIDEO_PLAYERS,4.2,192677,17M,"50,000,000+",Free,0,Teen,Video Players & Editors,"August 3, 2018",1.78,4.0.3 and up
+V Made,BOOKS_AND_REFERENCE,4.3,241,20M,"100,000+",Free,0,Everyone,Books & Reference,"February 13, 2018",1.0,4.0.3 and up
+Grand Theft Auto V: The Manual,FAMILY,4.1,182103,6.9M,"5,000,000+",Free,0,Teen,Entertainment,"July 31, 2018",5.0.12,3.0 and up
+Viber Messenger,COMMUNICATION,4.3,11335481,Varies with device,"500,000,000+",Free,0,Everyone,Communication,"July 18, 2018",Varies with device,Varies with device
+V for Voodoo,GAME,4.2,16876,59M,"1,000,000+",Free,0,Teen,Trivia,"June 28, 2018",3.0.1,6.0 and up
+Sin City Crime Simulator V - Gangster,GAME,4.2,2113,67M,"100,000+",Free,0,Everyone 10+,Action,"April 23, 2018",Varies with device,4.0.3 and up
+The Gang Sniper V. Pocket Edition.,GAME,3.9,6121,61M,"500,000+",Free,0,Mature 17+,Action,"June 20, 2018",2.1,4.1 and up
+Vimeo,FAMILY,3.9,85578,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 1, 2018",Varies with device,Varies with device
+VLC for Android,VIDEO_PLAYERS,4.4,1031045,Varies with device,"100,000,000+",Free,0,Everyone,Video Players & Editors,"July 30, 2018",Varies with device,2.3 and up
+All Video Downloader,VIDEO_PLAYERS,3.8,165723,1.6M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"August 4, 2018",7.5.9,4.0 and up
+"Vault-Hide SMS,Pics & Videos,App Lock,Cloud backup",BUSINESS,4.5,984451,Varies with device,"50,000,000+",Free,0,Everyone,Business,"August 2, 2018",Varies with device,Varies with device
+VidPlay,VIDEO_PLAYERS,4.2,3546,3.7M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"May 27, 2018",2.0.19,4.1 and up
+HD Video Downloader : 2018 Best video mate,VIDEO_PLAYERS,3.7,430643,4.9M,"50,000,000+",Free,0,Everyone,Video Players & Editors,"May 31, 2018",2.5.0,4.1 and up
+Vigo Video,VIDEO_PLAYERS,4.3,1615418,Varies with device,"50,000,000+",Free,0,Teen,Video Players & Editors,"August 3, 2018",Varies with device,4.0.3 and up
+V-CUBE Seminar Mobile,BUSINESS,4.3,542,30M,"100,000+",Free,0,Everyone,Business,"April 17, 2018",1.23.0,4.0 and up
+VivaVideo - Video Editor & Photo Movie,VIDEO_PLAYERS,4.6,9879473,40M,"100,000,000+",Free,0,Teen,Video Players & Editors,"August 4, 2018",7.2.1,4.1 and up
+Mod GTA V for MCPE,FAMILY,3.3,4288,10M,"500,000+",Free,0,Everyone,Entertainment,"April 23, 2018",1.2.3.4.5,4.0.3 and up
+Vi Trainer,HEALTH_AND_FITNESS,3.6,124,100M,"5,000+",Free,0,Everyone,Health & Fitness,"August 2, 2018",2.0.0.11,5.0 and up
+San Andreas: Gang Crime V,GAME,4.1,2399,42M,"100,000+",Free,0,Mature 17+,Action,"January 28, 2018",1.0.1,2.3 and up
+The Grand Bike V,FAMILY,3.8,3478,95M,"1,000,000+",Free,0,Everyone,Simulation,"February 24, 2018",4.0,4.1 and up
+V.360° Camera,PHOTOGRAPHY,3.3,582,28M,"100,000+",Free,0,Everyone,Photography,"September 11, 2015",1.1.6,4.4 and up
+FINAL FANTASY V,FAMILY,4.5,15924,4.2M,"100,000+",Paid,$7.99,Teen,Role Playing,"March 15, 2017",1.2.1,4.0 and up
+BTS V LINE Launcher theme,PERSONALIZATION,4.8,3283,3.6M,"100,000+",Free,0,Everyone,Personalization,"October 17, 2014",4.1,4.0.3 and up
+"VideoShow-Video Editor, Video Maker, Beauty Camera",VIDEO_PLAYERS,4.6,4016834,Varies with device,"100,000,000+",Free,0,Everyone,Video Players & Editors,"July 23, 2018",Varies with device,Varies with device
+FORD V SERIES CALC - NO LIMIT,AUTO_AND_VEHICLES,NaN,2,17M,50+,Paid,$9.99,Everyone,Auto & Vehicles,"June 25, 2018",3.0.0,4.0 and up
+VMate Lite - Funny Short Videos Social Network,SOCIAL,4.3,903,4.6M,"1,000,000+",Free,0,Teen,Social,"August 3, 2018",1.76,4.0.3 and up
+Mirk V Launcher Theme,PERSONALIZATION,4.5,292,7.9M,"10,000+",Free,0,Everyone,Personalization,"March 15, 2017",v1.0.50,2.3 and up
+Mike V: Skateboard Party PRO,SPORTS,4.2,2506,Varies with device,"50,000+",Paid,$3.99,Everyone,Sports,"January 23, 2017",Varies with device,Varies with device
+The grand theft V Wallpaper,PERSONALIZATION,3.8,87,4.3M,"10,000+",Free,0,Everyone 10+,Personalization,"June 5, 2018",1.1,4.0.3 and up
+V Bucks ProTips New,SOCIAL,4.7,594,3.6M,"1,000+",Free,0,Everyone,Social,"July 19, 2018",1.0,2.1 and up
+Cheats for GTA V,FAMILY,4.2,450,5.9M,"100,000+",Free,0,Everyone,Entertainment,"July 29, 2018",6,4.0 and up
+V for Vampire - Free,FAMILY,4.3,2772,35M,"500,000+",Free,0,Teen,Puzzle,"September 20, 2014",1.0.1,2.1 and up
+Get Free V-bucks_fortnite Hints,FAMILY,4.7,1997,1.8M,"5,000+",Free,0,Everyone,Entertainment,"July 21, 2018",1.0,4.4 and up
+V BTS Wallpaper,PERSONALIZATION,4.7,127,9.5M,"5,000+",Free,0,Everyone,Personalization,"May 4, 2018",8.0,3.0 and up
+v-view,FAMILY,3.6,309,19M,"10,000+",Free,0,Everyone,Entertainment,"June 22, 2017",1.1.0.0402,4.2 and up
+Mental Hospital V,GAME,4.2,2460,25M,"50,000+",Paid,$0.99,Mature 17+,Action,"November 19, 2016",1.04,4.2 and up
+Grand Stickman Cover V,GAME,4.0,1744,37M,"100,000+",Free,0,Mature 17+,Action,"May 19, 2018",1.0.1,4.1 and up
+Cheat Codes for GTA V,FAMILY,4.3,589,3.6M,"100,000+",Free,0,Mature 17+,Entertainment,"September 3, 2017",1.8.0,4.0 and up
+DRAGON QUEST V,FAMILY,4.7,1667,17M,"10,000+",Paid,$14.99,Teen,Role Playing,"August 1, 2018",1.0.3,2.3 and up
+WeChat,COMMUNICATION,4.2,5387631,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"July 31, 2018",Varies with device,Varies with device
+Easy V-Bux free,FAMILY,4.6,856,2.9M,"5,000+",Free,0,Everyone,Entertainment,"July 17, 2018",1.0,2.1 and up
+BTS V Kim Taehyung Wallpapers Kpop HD New,PERSONALIZATION,4.8,51,3.4M,"5,000+",Free,0,Everyone,Personalization,"June 10, 2018",1.1.1,4.0 and up
+Wattpad 📖 Free Books,BOOKS_AND_REFERENCE,4.6,2915189,Varies with device,"100,000,000+",Free,0,Teen,Books & Reference,"August 1, 2018",Varies with device,Varies with device
+W Pro - Weather Forecast & Animated Weather Maps,WEATHER,3.8,11,2.9M,500+,Paid,$1.99,Everyone,Weather,"April 23, 2018",1.0,4.1 and up
+"Waze - GPS, Maps, Traffic Alerts & Live Navigation",MAPS_AND_NAVIGATION,4.6,7231017,Varies with device,"100,000,000+",Free,0,Everyone,Maps & Navigation,"July 29, 2018",Varies with device,Varies with device
+"Dating App, Flirt & Chat : W-Match",SOCIAL,4.3,175523,Varies with device,"10,000,000+",Free,0,Mature 17+,Social,"July 23, 2018",Varies with device,Varies with device
+W - Weather Forecast & Animated Radar Maps,WEATHER,4.2,29,3.5M,"5,000+",Free,0,Everyone,Weather,"April 23, 2018",1.1,4.1 and up
+"WPS Office - Word, Docs, PDF, Note, Slide & Sheet",PRODUCTIVITY,4.5,1507205,37M,"100,000,000+",Free,0,Everyone,Productivity,"July 30, 2018",11.1.3,4.0 and up
+W-History Standalone,SOCIAL,3.2,38,1.5M,"1,000+",Paid,$0.99,Everyone,Social,"March 9, 2018",1.935,7.0 and up
+Words With Friends Classic,GAME,4.3,1704112,Varies with device,"50,000,000+",Free,0,Everyone,Word,"July 11, 2018",Varies with device,Varies with device
+Fantasy Squad W,FAMILY,4.3,2142,47M,"50,000+",Free,0,Everyone 10+,Role Playing,"April 16, 2018",1.5.4,4.1 and up
+LINE WEBTOON - Free Comics,COMICS,4.5,1013944,Varies with device,"10,000,000+",Free,0,Teen,Comics,"July 31, 2018",Varies with device,Varies with device
+Weather & Clock Widget for Android,WEATHER,4.4,2371543,11M,"50,000,000+",Free,0,Everyone,Weather,"June 4, 2018",5.9.4.0,4.0.3 and up
+W Box VMS,VIDEO_PLAYERS,1.9,105,9.1M,"10,000+",Free,0,Everyone,Video Players & Editors,"January 9, 2017",4.0.4,2.3.3 and up
+WhatsApp Business,COMMUNICATION,4.4,137144,32M,"10,000,000+",Free,0,Everyone,Communication,"July 30, 2018",2.18.116,4.0.3 and up
+W Box VMS HD,VIDEO_PLAYERS,2.5,24,16M,"5,000+",Free,0,Everyone,Video Players & Editors,"January 4, 2017",4.0.3,3.0 and up
+Ace Screen Recorder w facecam,TOOLS,4.2,2447,2.5M,"100,000+",Free,0,Everyone,Tools,"December 26, 2017",1.19,5.0 and up
+WIFI WPS WPA TESTER,TOOLS,4.3,352097,6.7M,"10,000,000+",Free,0,Everyone,Tools,"June 12, 2018",3.8.5,4.0 and up
+Flashlight Free w/ compass,TOOLS,4.0,75,1.9M,"10,000+",Free,0,Everyone,Tools,"March 15, 2017",2.5,2.2 and up
+"App Lock: Locker w/ fingerprint, Parental Control",TOOLS,4.5,37607,Varies with device,"1,000,000+",Free,0,Everyone,Tools,"April 4, 2018",Varies with device,Varies with device
+IRS W-9 form,BUSINESS,4.8,492,27M,"10,000+",Free,0,Everyone,Business,"July 26, 2018",1.7.11,5.0 and up
+Open in WhatsApp (click to chat),TOOLS,4.2,12121,79k,"1,000,000+",Free,0,Everyone,Tools,"August 1, 2018",1.12,2.3.3 and up
+B & W Filter for Photo Editor Pro,PERSONALIZATION,4.7,65,7.6M,"5,000+",Free,0,Everyone,Personalization,"May 2, 2018",1.0.1,4.1 and up
+WowBox,LIFESTYLE,4.4,101957,8.2M,"5,000,000+",Free,0,Everyone,Lifestyle,"April 23, 2018",2.11.0,4.0.3 and up
+Zaatar w Zeit,FOOD_AND_DRINK,4.4,205,33M,"50,000+",Free,0,Everyone,Food & Drink,"July 1, 2018",2.2.2,4.4 and up
+WPSApp,TOOLS,4.4,95080,3.1M,"10,000,000+",Free,0,Everyone,Tools,"August 3, 2018",1.6.22,4.1 and up
+WhatsCall Free Global Phone Call App & Cheap Calls,COMMUNICATION,4.6,1130966,27M,"10,000,000+",Free,0,Everyone,Communication,"June 6, 2018",1.9.1.013,4.0 and up
+Dictionary - WordWeb,BOOKS_AND_REFERENCE,4.6,124970,Varies with device,"5,000,000+",Free,0,Teen,Books & Reference,"May 26, 2018",Varies with device,Varies with device
+Profile w/o crop for Telegram,PHOTOGRAPHY,4.2,348,1.5M,"10,000+",Free,0,Everyone,Photography,"April 11, 2014",3.1.50,2.3.3 and up
+We Heart It,SOCIAL,4.5,637254,Varies with device,"10,000,000+",Free,0,Teen,Social,"July 18, 2018",Varies with device,Varies with device
+weather HD,PERSONALIZATION,4.0,1546,4.5M,"10,000+",Paid,$1.99,Everyone,Personalization,"February 26, 2014",3.1,2.1 and up
+TripAdvisor Hotels Flights Restaurants Attractions,TRAVEL_AND_LOCAL,4.4,1162331,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"August 4, 2018",Varies with device,Varies with device
+Draw Something Classic,GAME,4.2,1092106,43M,"50,000,000+",Free,0,Everyone,Word,"July 28, 2018",2.400.022,4.4 and up
+X-VPN - Free Unlimited VPN Proxy,TOOLS,4.5,40617,21M,"5,000,000+",Free,0,Everyone,Tools,"July 31, 2018",65.0,4.1 and up
+Telegram X,SOCIAL,4.6,70449,Varies with device,"5,000,000+",Free,0,Teen,Social,"July 27, 2018",Varies with device,Varies with device
+Share Music & Transfer Files - Xender,TOOLS,4.4,1279109,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 20, 2018",Varies with device,Varies with device
+X Launcher: With OS11 Style Theme & Control Center,ART_AND_DESIGN,4.7,5754,4.4M,"100,000+",Free,0,Everyone,Art & Design,"July 30, 2018",2.1.2,4.1 and up
+"Phone X Launcher, OS 11 iLauncher & Control Center",TOOLS,4.2,54063,16M,"5,000,000+",Free,0,Everyone,Tools,"June 1, 2018",2.7.2,4.1 and up
+Lock Screen Phone X Style OS 11,TOOLS,4.4,1166,13M,"100,000+",Free,0,Everyone,Tools,"March 26, 2018",8.8,4.3 and up
+Nose Doctor X: Booger Mania,FAMILY,3.2,37584,34M,"5,000,000+",Free,0,Everyone,Casual;Pretend Play,"August 31, 2016",1.0.8,4.1 and up
+Control Center iOS 11 - Phone X Control Panel,TOOLS,4.1,1925,8.3M,"100,000+",Free,0,Everyone,Tools,"November 15, 2017",3.1,4.4 and up
+X Browser,COMMUNICATION,4.0,142,2.5M,"50,000+",Free,0,Everyone,Communication,"December 31, 2017",1.1.1,4.0 and up
+"X Launcher Pro: PhoneX Theme, OS11 Control Center",ART_AND_DESIGN,4.7,801,3.5M,"5,000+",Paid,$1.99,Everyone,Art & Design,"July 30, 2018",2.1.2,4.1 and up
+X-plore File Manager,TOOLS,4.6,168487,6.4M,"10,000,000+",Free,0,Everyone,Tools,"June 26, 2018",4.01.00,4.3 and up
+Flashlight X,TOOLS,4.6,20418,4.3M,"1,000,000+",Free,0,Everyone,Tools,"April 8, 2018",4.54,4.0 and up
+iSwipe Phone X,TOOLS,4.7,58366,6.3M,"1,000,000+",Free,0,Everyone,Tools,"December 7, 2017",1.0,4.1 and up
+X Launcher Pro - IOS Style Theme & Control Center,ART_AND_DESIGN,4.8,1216,8.6M,"10,000+",Paid,$1.99,Everyone,Art & Design,"June 26, 2018",1.0.0,4.1 and up
+X Home Bar - Free,TOOLS,4.6,4210,1.9M,"100,000+",Free,0,Everyone,Tools,"June 18, 2018",1.5.0,4.1 and up
+[ROOT] X Privacy Installer,TOOLS,4.2,12147,118k,"1,000,000+",Free,0,Everyone,Tools,"January 25, 2015",1.18,4.0.3 and up
+Extreme X Ray Robot Stunts,GAME,4.3,10806,49M,"5,000,000+",Free,0,Everyone,Racing,"May 9, 2017",1.5.1,4.0 and up
+Xray Scanner Prank,FAMILY,3.3,355837,3.7M,"10,000,000+",Free,0,Everyone,Entertainment,"December 7, 2016",14.0,2.3 and up
+X Launcher Prime: With OS Style Theme & No Ads,ART_AND_DESIGN,4.7,149,3.5M,"1,000+",Paid,$1.99,Everyone,Art & Design,"July 30, 2018",1.2.2,4.1 and up
+The X-Files: Deep State - Hidden Object Adventure,FAMILY,4.5,22018,53M,"500,000+",Free,0,Teen,Casual,"July 18, 2018",2.6.1,5.0 and up
+Theme for Iphone X Plus,PERSONALIZATION,4.0,126,8.0M,"10,000+",Free,0,Everyone,Personalization,"October 19, 2017",1.0,2.3.3 and up
+Casino X - Free Online Slots,GAME,4.5,30515,Varies with device,"1,000,000+",Free,0,Teen,Casino,"May 22, 2018",2.92,4.0 and up
+X-WOLF,GAME,4.2,4878,27M,"100,000+",Free,0,Everyone 10+,Adventure,"February 2, 2018",1.2.0,4.1 and up
+Light X - Icon Pack,PERSONALIZATION,4.6,252,24M,"10,000+",Paid,$0.99,Everyone,Personalization,"June 13, 2018",1.6.1,4.1 and up
+X-Plane 10 Flight Simulator,FAMILY,4.2,63197,11M,"1,000,000+",Free,0,Everyone,Simulation,"June 27, 2018",Varies with device,Varies with device
+Anime X Wallpaper,PERSONALIZATION,4.7,32613,3.2M,"1,000,000+",Free,0,Everyone,Personalization,"May 31, 2018",3.11,4.1 and up
+NEW Theme for Phone X,PERSONALIZATION,4.7,8642,3.7M,"500,000+",Free,0,Everyone,Personalization,"May 22, 2018",1.1.6,4.0 and up
+X-Plane to GPS,TOOLS,4.2,161,1.2M,"5,000+",Paid,$0.99,Everyone,Tools,"March 4, 2018",1.62,4.4 and up
+Control Center iOS 11 - Phone X notifications,TOOLS,4.3,514,8.4M,"50,000+",Free,0,Everyone,Tools,"February 12, 2018",1.8,4.4 and up
+iLocker X - iOS11 Lockscreen with HD Wallpapers,PERSONALIZATION,4.3,1714,31M,"100,000+",Free,0,Everyone,Personalization,"June 19, 2018",1.4.7,4.1 and up
+iLauncher OS 12 Pro - Phone X,PERSONALIZATION,NaN,3,9.6M,50+,Paid,$2.99,Everyone,Personalization,"June 24, 2018",1.0.1,4.1 and up
+Hero Fighter X,GAME,4.5,24210,45M,"500,000+",Free,0,Teen,Action,"November 13, 2015",1.091,2.2 and up
+Slendrina X,GAME,4.4,12736,56M,"1,000,000+",Free,0,Teen,Arcade,"December 18, 2017",1.02,4.0 and up
+X Back - Icon Pack,PERSONALIZATION,4.5,56,26M,"10,000+",Paid,$0.99,Everyone,Personalization,"June 29, 2018",1.6.2,4.1 and up
+Guide (for X-MEN),BOOKS_AND_REFERENCE,4.6,586,17M,"100,000+",Free,0,Everyone,Books & Reference,"May 8, 2017",1.1.1,3.0 and up
+"Decibel X PRO - Sound Meter dBA, Noise Detector",TOOLS,4.3,60,6.9M,"1,000+",Paid,$3.99,Everyone,Tools,"July 11, 2018",4.4.1,4.1 and up
+Flight Simulator X 2016 Free,FAMILY,3.8,44636,Varies with device,"1,000,000+",Free,0,Everyone,Simulation,"January 23, 2017",Varies with device,Varies with device
+Robocar X Ray,GAME,4.5,3432,99M,"1,000,000+",Free,0,Mature 17+,Action,"January 23, 2017",1.0,2.3 and up
+Space X: Sky Wars of Air Force,GAME,4.5,10748,47M,"1,000,000+",Free,0,Everyone,Arcade,"August 4, 2018",4.0,4.1 and up
+OS-X EMUI 4/5/8 THEME,PERSONALIZATION,3.9,916,36M,"100,000+",Free,0,Everyone,Personalization,"February 5, 2018",5,4.4 and up
+Flexiroam X,TRAVEL_AND_LOCAL,4.0,875,21M,"100,000+",Free,0,Everyone,Travel & Local,"August 3, 2018",3.5.3,4.1 and up
+X-ray scanner simulator,FAMILY,2.7,1616,3.0M,"500,000+",Free,0,Everyone,Casual,"January 8, 2017",7.0,2.1 and up
+X Construction,FAMILY,4.5,18612,8.5M,"100,000+",Paid,$1.49,Everyone,Puzzle,"July 28, 2015",1.57,2.3 and up
+X Home Bar - Home Bar Gesture Pro,TOOLS,4.0,88,2.0M,"10,000+",Paid,$1.99,Everyone,Tools,"July 2, 2018",1.5,4.3 and up
+PLAYBULB X,LIFESTYLE,2.9,2160,15M,"100,000+",Free,0,Everyone,Lifestyle,"June 25, 2018",1.6.5,4.3 and up
+X-Wing Squadron Builder,FAMILY,4.6,5898,50M,"100,000+",Free,0,Everyone,Entertainment,"August 1, 2017",3.3.8.03082017,1.6 and up
+YouTube TV - Watch & Record Live TV,FAMILY,4.4,38517,17M,"1,000,000+",Free,0,Teen,Entertainment,"August 2, 2018",2.29.2,5.0 and up
+Yandex Browser with Protect,PERSONALIZATION,4.5,1235841,Varies with device,"50,000,000+",Free,0,Everyone,Personalization,"July 18, 2018",Varies with device,Varies with device
+JW Caleb y Sofia,FAMILY,4.6,5227,1.9M,"500,000+",Free,0,Everyone,Education,"November 20, 2015",1.0,4.0.3 and up
+Boomerang Make and Race,FAMILY,4.4,281448,70M,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"June 1, 2018",1.5.0,4.0 and up
+YouTube Studio,VIDEO_PLAYERS,4.3,436170,Varies with device,"10,000,000+",Free,0,Teen,Video Players & Editors,"June 28, 2018",Varies with device,Varies with device
+Talking Tom & Ben News,FAMILY,4.4,1131937,41M,"100,000,000+",Free,0,Everyone,Entertainment,"April 30, 2018",2.4.0.7,4.1 and up
+Vegas Crime Simulator,FAMILY,4.2,721646,99M,"50,000,000+",Free,0,Teen,Simulation,"August 2, 2018",2.7,4.1 and up
+PewDiePie's Tuber Simulator,FAMILY,4.8,1499466,96M,"10,000,000+",Free,0,Teen,Casual,"July 24, 2018",1.25.0,4.1 and up
+Yahoo Mail – Stay Organized,COMMUNICATION,4.3,4188345,16M,"100,000,000+",Free,0,Everyone,Communication,"July 18, 2018",5.29.3,4.4 and up
+Real Gangster Crime,GAME,4.3,285814,84M,"10,000,000+",Free,0,Teen,Action,"June 26, 2018",3.5,4.0 and up
+Antivirus & Mobile Security,TOOLS,4.6,351267,5.0M,"10,000,000+",Free,0,Everyone,Tools,"February 9, 2018",3.1.0,4.0 and up
+Flashlight Ultimate,TOOLS,4.6,16936,5.0M,"1,000,000+",Free,0,Everyone,Tools,"January 25, 2018",2.94,4.0 and up
+PBS KIDS Video,FAMILY,4.2,36214,Varies with device,"5,000,000+",Free,0,Everyone,Education;Music & Video,"July 12, 2018",Varies with device,Varies with device
+YouTube Gaming,FAMILY,4.2,130549,Varies with device,"5,000,000+",Free,0,Teen,Entertainment,"June 27, 2018",2.08.78.2,4.1 and up
+Gangster Town,GAME,4.1,74842,99M,"5,000,000+",Free,0,Teen,Action,"December 22, 2016",1.7,2.3 and up
+Rope Hero 3,GAME,4.4,45871,99M,"5,000,000+",Free,0,Teen,Action,"May 8, 2017",1.6,2.3 and up
+Avast Mobile Security 2018 - Antivirus & App Lock,TOOLS,4.5,5180480,26M,"100,000,000+",Free,0,Everyone,Tools,"August 1, 2018",6.11.4,4.1 and up
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",PERSONALIZATION,4.4,2591610,Varies with device,"100,000,000+",Free,0,Everyone,Personalization,"July 20, 2018",Varies with device,Varies with device
+NQ Mobile Security & Antivirus,PRODUCTIVITY,4.4,427185,Varies with device,"10,000,000+",Free,0,Teen,Productivity,"June 8, 2018",Varies with device,Varies with device
+yHomework - Math Solver,FAMILY,4.2,50771,Varies with device,"1,000,000+",Free,0,Everyone,Education,"May 12, 2016",Varies with device,Varies with device
+GO Launcher - 3D parallax Themes & HD Wallpapers,PERSONALIZATION,4.5,7464996,Varies with device,"100,000,000+",Free,0,Everyone,Personalization,"August 3, 2018",Varies with device,Varies with device
+Z Origins - (Z The Game),FAMILY,4.6,4421,37M,"50,000+",Paid,$2.99,Teen,Strategy,"November 5, 2014",1.77,2.2 and up
+ZArchiver,TOOLS,4.5,337242,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"February 16, 2018",Varies with device,Varies with device
+"Zapya - File Transfer, Sharing",TOOLS,4.6,387958,9.0M,"10,000,000+",Free,0,Teen,Tools,"July 16, 2018",5.6.2 (US),4.0.3 and up
+Experiment Z - Zombie,GAME,4.0,229329,88M,"10,000,000+",Free,0,Mature 17+,Action,"December 4, 2017",2.14,4.1 and up
+War Z 2,FAMILY,4.5,97071,87M,"5,000,000+",Free,0,Teen,Strategy,"April 3, 2018",0.1.219,2.3.3 and up
+Last Empire - War Z: Strategy,FAMILY,4.2,853495,78M,"50,000,000+",Free,0,Teen,Strategy,"August 2, 2018",1.0.208,4.0.3 and up
+Z Day: Hearts of Heroes,FAMILY,3.9,5894,67M,"1,000,000+",Free,0,Everyone 10+,Strategy,"July 11, 2018",1.0.2,4.0.3 and up
+Z Champions,GAME,4.7,96028,59M,"1,000,000+",Free,0,Teen,Arcade,"May 28, 2018",Varies with device,4.0 and up
+Zello PTT Walkie Talkie,SOCIAL,4.4,695576,Varies with device,"50,000,000+",Free,0,Everyone,Social,"August 2, 2018",Varies with device,Varies with device
+CPU-Z,TOOLS,4.5,295430,1.4M,"10,000,000+",Free,0,Everyone,Tools,"April 17, 2018",1.26,2.2 and up
+WithstandZ - Zombie Survival!,GAME,4.3,121612,59M,"1,000,000+",Free,0,Teen,Action,"December 28, 2017",1.0.6.4,4.0 and up
+"Z Camera - Photo Editor, Beauty Selfie, Collage",PHOTOGRAPHY,4.4,1075016,47M,"100,000,000+",Free,0,Mature 17+,Photography,"August 3, 2018",4.21,4.1 and up
+Empire Z: Endless War,FAMILY,4.2,367951,76M,"5,000,000+",Free,0,Teen,Strategy,"July 16, 2018",2.2.8,4.0.3 and up
+Zombie War Z : Hero Survival Rules,GAME,3.9,1987,62M,"100,000+",Free,0,Mature 17+,Action,"December 13, 2017",1.8,4.0.3 and up
+DRAGON BALL Z DOKKAN BATTLE,GAME,4.1,650114,80M,"10,000,000+",Free,0,Teen,Action,"July 3, 2018",3.11.0,4.0.3 and up
+Moto Z Market,TOOLS,2.2,605,3.8M,"1,000,000+",Free,0,Everyone,Tools,"December 18, 2017",02.02.0045,5.0 and up
+Cube Z (Pixel Zombies),GAME,4.2,41444,56M,"1,000,000+",Free,0,Teen,Action,"July 31, 2016",1.0.11,4.0.3 and up
+Z War-Zombie Modern Combat,FAMILY,4.2,62301,72M,"5,000,000+",Free,0,Teen,Strategy,"August 1, 2018",1.60,4.1 and up
+Z App,LIFESTYLE,2.8,405,25M,"50,000+",Free,0,Everyone,Lifestyle,"June 22, 2018",4.2.45,4.4 and up
+GALAK-Z: Variant Mobile,GAME,3.9,145,79M,"10,000+",Free,0,Everyone,Action,"July 30, 2018",1.7.6,4.4 and up
+Z City,FAMILY,4.3,3976,98M,"100,000+",Free,0,Teen,Strategy,"January 29, 2018",1.1.6,4.0 and up
+Space Z 🌏 🚀Icon Pack Theme,PERSONALIZATION,4.8,201,68M,"1,000+",Paid,$1.49,Everyone,Personalization,"August 4, 2018",1.2.7,4.0.3 and up
+Reload: The Z-Team,GAME,4.3,1655,91M,"100,000+",Free,0,Everyone 10+,Action,"February 28, 2018",1.6.2,4.4 and up
+Rage Z: Multiplayer Zombie FPS Online Shooter,GAME,4.1,11258,44M,"500,000+",Free,0,Mature 17+,Action,"December 8, 2016",1.25,4.2 and up
+Pixel Z Gunner 3D - Battle Survival Fps,GAME,4.2,11408,96M,"1,000,000+",Free,0,Teen,Action,"July 6, 2018",4.1,4.0 and up
+Saiyan Z: Super SSJ Ultimate Combat,GAME,4.4,306,61M,"10,000+",Free,0,Everyone,Adventure,"April 18, 2018",2.0.2,4.0 and up
+Mini DAYZ: Zombie Survival,GAME,4.1,94661,Varies with device,"1,000,000+",Free,0,Teen,Action,"June 8, 2018",1.4.0,4.4 and up
+Z-Empire: Dead Strike,FAMILY,4.6,99,19M,"10,000+",Free,0,Teen,Strategy,"June 8, 2018",1.8.7,4.0.3 and up
+Free Z Glass GO Keyboard Theme,PERSONALIZATION,4.3,71829,8.8M,"5,000,000+",Free,0,Everyone,Personalization,"June 30, 2017",4.16,4.0 and up
+Zombie Avengers:(Dreamsky)Stickman War Z,GAME,4.3,13604,96M,"1,000,000+",Paid,$0.99,Teen,Action,"June 26, 2018",2.4.4,2.3 and up
+Z Camera,PHOTOGRAPHY,3.8,142,7.7M,"10,000+",Free,0,Everyone,Photography,"April 8, 2016",1.8,4.0 and up
+ZArchiver Donate,TOOLS,4.8,1721,Varies with device,"10,000+",Paid,$2.50,Everyone,Tools,"February 16, 2018",Varies with device,Varies with device
+Cardio Z,MEDICAL,NaN,24,10M,100+,Paid,$5.99,Everyone,Medical,"March 13, 2017",1.0.2.1,4.4 and up
+GO SMS Pro Z Glass Theme EX,PERSONALIZATION,3.8,24198,2.2M,"1,000,000+",Free,0,Everyone,Personalization,"July 10, 2014",1.0,1.6 and up
+Route Z,GAME,3.9,24697,16M,"500,000+",Free,0,Teen,Action,"July 10, 2015",1.5,4.0 and up
+Z PIVOT,COMMUNICATION,NaN,0,5.7M,10+,Paid,$19.99,Everyone,Communication,"July 11, 2018",1.3,4.2 and up
+Dragon X Adventure: Warrior Z,GAME,4.3,8537,29M,"100,000+",Free,0,Everyone 10+,Action,"November 3, 2015",1.1.4,2.3 and up
+Ultimate Fighter Z,GAME,4.3,180,24M,"5,000+",Free,0,Everyone,Action,"July 16, 2018",2.0,4.4 and up
+Theme eXp - Black Z Light,PERSONALIZATION,4.3,29540,4.3M,"1,000,000+",Free,0,Everyone,Personalization,"June 15, 2016",2.0,5.0 and up
+Toy Battle Z,FAMILY,4.1,133,48M,"10,000+",Free,0,Everyone,Casual,"July 23, 2018",1.0.4,4.0 and up
+Wave Z Live Wallpaper,PERSONALIZATION,4.2,63699,2.3M,"5,000,000+",Free,0,Teen,Personalization,"September 21, 2015",1.1.6,2.3 and up
+Six Pack in 30 Days - Abs Workout,HEALTH_AND_FITNESS,4.9,272172,13M,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 21, 2018",1.0.2,4.2 and up
+30 Day Ab Challenge,HEALTH_AND_FITNESS,4.5,1886,7.6M,"500,000+",Free,0,Everyone,Health & Fitness,"June 21, 2016",3.2.1,4.0 and up
+Angry Birds Blast,FAMILY,4.6,253115,99M,"10,000,000+",Free,0,Everyone,Puzzle,"July 27, 2018",1.6.4,4.4 and up
+ab,FAMILY,3.8,10,22M,"1,000+",Free,0,Everyone,Casual,"October 27, 2016",1.0,4.0 and up
+Ultimate Ab & Core Workouts,HEALTH_AND_FITNESS,4.7,55571,12M,"1,000,000+",Free,0,Everyone,Health & Fitness,"February 21, 2018",1.23,4.0 and up
+Angry Birds Evolution,FAMILY,4.5,384602,88M,"10,000,000+",Free,0,Everyone,Role Playing,"July 30, 2018",1.21.1,5.0 and up
+Angry Birds Match,FAMILY,4.7,227401,91M,"5,000,000+",Free,0,Everyone,Puzzle,"July 19, 2018",1.5.0,5.0 and up
+Angry Birds POP Bubble Shooter,FAMILY,4.5,596628,99M,"10,000,000+",Free,0,Everyone,Casual,"August 2, 2018",3.39.0,4.1 and up
+Abs Workout - Burn Belly Fat with No Equipment,HEALTH_AND_FITNESS,4.8,69279,10M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 23, 2018",1.1.8,4.2 and up
+6 Pack Promise - Ultimate Abs,HEALTH_AND_FITNESS,4.6,18921,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"August 4, 2018",Varies with device,Varies with device
+Angry Birds 2,FAMILY,4.6,3881752,57M,"100,000,000+",Free,0,Everyone,Casual,"July 26, 2018",2.21.1,4.1 and up
+AB Repeat Player,VIDEO_PLAYERS,4.3,1628,18M,"100,000+",Free,0,Everyone,Video Players & Editors,"March 6, 2018",4.1.1,4.4 and up
+"Abs, Core & Back Workout Challenge",HEALTH_AND_FITNESS,4.8,3908,33M,"100,000+",Free,0,Everyone,Health & Fitness,"July 9, 2018",1.5.8,4.1 and up
+AB Mobile App,HEALTH_AND_FITNESS,3.4,2105,8.2M,"100,000+",Free,0,Everyone,Health & Fitness,"August 21, 2017",2.1.0,4.0.3 and up
+Daily Ab Workout,HEALTH_AND_FITNESS,4.6,2901,Varies with device,"50,000+",Paid,$1.99,Everyone,Health & Fitness,"June 14, 2018",Varies with device,Varies with device
+Angry Birds Rio,GAME,4.4,2610328,46M,"100,000,000+",Free,0,Everyone,Arcade,"July 3, 2018",2.6.9,4.1 and up
+Angry Birds Epic RPG,FAMILY,4.5,2634605,63M,"10,000,000+",Free,0,Everyone,Role Playing,"July 18, 2018",3.0.27430.4799,4.4 and up
+A-B repeater,VIDEO_PLAYERS,4.4,32,239k,"5,000+",Free,0,Everyone,Video Players & Editors,"May 18, 2018",1.8,3.0 and up
+Daily Ab Workout - Core & Abs Fitness Exercises,HEALTH_AND_FITNESS,4.4,44939,Varies with device,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 14, 2018",Varies with device,Varies with device
+Abs workout 7 minutes,HEALTH_AND_FITNESS,4.6,37224,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"June 13, 2018",Varies with device,Varies with device
+Angry Birds Friends,GAME,4.2,829753,48M,"50,000,000+",Free,0,Everyone,Arcade,"June 19, 2018",4.9.0,4.1 and up
+30 Day Ab Challenge FREE,HEALTH_AND_FITNESS,4.3,48253,Varies with device,"1,000,000+",Free,0,Everyone,Health & Fitness,"December 13, 2017",Varies with device,Varies with device
+AB Blast Match 3,FAMILY,4.3,111,48M,"10,000+",Free,0,Everyone,Puzzle,"June 19, 2018",1.13,4.1 and up
+AB Click2Shop,SHOPPING,3.8,454,18M,"100,000+",Free,0,Everyone,Shopping,"June 26, 2018",1.1.0.0,4.1 and up
+Math games for kids : times tables - AB Math,FAMILY,3.9,2371,8.3M,"500,000+",Free,0,Everyone,Educational;Education,"July 27, 2018",3.9.3,4.0.3 and up
+AB Crush Match 3,FAMILY,4.3,96,54M,"10,000+",Free,0,Everyone,Casual,"February 23, 2017",1.1,2.3 and up
+"ABS Workout - Belly workout, 30 days AB",HEALTH_AND_FITNESS,4.8,5103,Varies with device,"100,000+",Free,0,Everyone,Health & Fitness,"July 13, 2018",2.0.5,4.0.3 and up
+AB Match,FAMILY,4.2,9,30M,"1,000+",Free,0,Everyone,Casual,"May 19, 2018",1.0.4,4.1 and up
+Math games for kids : times tables training,FAMILY,4.5,630,8.3M,"10,000+",Paid,$1.59,Everyone,Educational;Education,"July 27, 2018",3.9.3,4.0.3 and up
+7 minute abs workout - Daily Ab Workout,HEALTH_AND_FITNESS,4.8,527,23M,"100,000+",Free,0,Everyone,Health & Fitness,"March 30, 2018",2.01,4.1 and up
+AB Anywhere Mobile Banking,FINANCE,NaN,3,11M,500+,Free,0,Everyone,Finance,"July 3, 2018",4.17.82,4.4 and up
+5 Minute Ab Workouts,HEALTH_AND_FITNESS,4.6,2067,8.4M,"50,000+",Free,0,Everyone,Health & Fitness,"May 18, 2018",2.0.4,4.1 and up
+Angry Birds Go!,GAME,4.2,3846378,82M,"50,000,000+",Free,0,Everyone,Racing,"May 30, 2018",2.8.2,4.1 and up
+AB Screen Recorder,TOOLS,4.2,533,5.0M,"10,000+",Free,0,Everyone,Tools,"October 2, 2017",2.8,5.0 and up
+Six Pack Abs Photo Editor,PHOTOGRAPHY,4.0,5967,17M,"1,000,000+",Free,0,Everyone,Photography,"February 2, 2017",2.0,3.0 and up
+Best Blood Type AB: Food Diet & Personality,LIFESTYLE,NaN,3,37M,"1,000+",Free,0,Everyone,Lifestyle,"July 11, 2018",1.2,4.0.3 and up
+Angry Birds Star Wars,GAME,4.3,1218055,45M,"100,000,000+",Free,0,Everyone,Arcade,"May 25, 2018",1.5.12,4.1 and up
+30 Day AB Challenge - Lumowell,HEALTH_AND_FITNESS,4.8,793,40M,"10,000+",Free,0,Everyone,Health & Fitness,"September 15, 2016",1.0.3,4.0.3 and up
+Ab Workouts,HEALTH_AND_FITNESS,4.1,27501,7.0M,"1,000,000+",Free,0,Everyone,Health & Fitness,"January 5, 2018",5.1.9,4.0 and up
+Ab Workouts - Ab Generator,HEALTH_AND_FITNESS,4.7,21,3.8M,"1,000+",Free,0,Everyone,Health & Fitness,"December 31, 2016",2.0.0,4.1 and up
+Chatime AB Rewards,FAMILY,NaN,9,22M,"1,000+",Free,0,Everyone,Entertainment,"June 22, 2018",2.7.0621,4.2 and up
+Abs workout - 21 Day Fitness Challenge,HEALTH_AND_FITNESS,4.8,18604,15M,"1,000,000+",Free,0,Everyone,Health & Fitness,"May 2, 2018",1.0.0.9,4.1 and up
+Ladies' Ab Workout FREE,HEALTH_AND_FITNESS,4.0,12906,8.5M,"1,000,000+",Free,0,Everyone,Health & Fitness,"October 8, 2012",1.01,2.1 and up
+30-Day Ab Challenge Tracker,HEALTH_AND_FITNESS,3.5,224,371k,"10,000+",Free,0,Everyone,Health & Fitness,"July 9, 2014",1.2.6,4.1 and up
+Universal AC Remote Control,TOOLS,3.8,40934,5.2M,"1,000,000+",Free,0,Everyone,Tools,"July 28, 2018",acremotecontrol18,4.0.3 and up
+AC Freedom,BUSINESS,3.5,537,Varies with device,"100,000+",Free,0,Everyone,Business,"May 25, 2018",Varies with device,Varies with device
+Smart Air Conditioner,TOOLS,3.3,4786,13M,"500,000+",Free,0,Everyone,Tools,"May 24, 2018",1.2.84,2.2 and up
+Assassin's Creed Identity,GAME,3.7,42529,92M,"500,000+",Paid,$1.99,Teen,Action,"November 23, 2016",2.8.2,4.1 and up
+AC Remote Control,TOOLS,3.3,472,2.0M,"100,000+",Free,0,Everyone,Tools,"October 17, 2017",1.3,4.1 and up
+Air conditioner remote control,TOOLS,3.4,29854,5.0M,"1,000,000+",Free,0,Everyone,Tools,"July 19, 2017",5.0,2.3 and up
+Smart-AC Universal Remote Free,FAMILY,1.8,3270,1.8M,"500,000+",Free,0,Everyone,Entertainment,"August 18, 2015",1.0,2.2 and up
+AC REMOTE UNIVERSAL-PRO,FAMILY,1.6,402,1.7M,"100,000+",Free,0,Everyone,Entertainment,"December 11, 2015",1.0,2.2 and up
+Kenmore Smart AC,LIFESTYLE,1.9,71,24M,"5,000+",Free,0,Everyone,Lifestyle,"May 8, 2017",1.0.11,4.4 and up
+AC WIFI,TOOLS,3.6,41,23M,"10,000+",Free,0,Everyone,Tools,"June 3, 2018",1.0.3,2.3 and up
+A/C Air Conditioner Remote,TOOLS,3.4,7816,5.1M,"1,000,000+",Free,0,Everyone,Tools,"July 30, 2016",1.1.1,3.0 and up
+Smart Air Conditioner(CAC),TOOLS,3.2,409,7.9M,"50,000+",Free,0,Everyone,Tools,"May 25, 2018",1.0.18,2.2 and up
+Carrier Air Conditioner,TOOLS,2.5,362,7.8M,"100,000+",Free,0,Everyone,Tools,"January 15, 2018",v67_slk3.0_20180115_01,4.0 and up
+AC Troubleshooter,TOOLS,4.7,147,4.2M,"10,000+",Free,0,Everyone,Tools,"January 8, 2015",1.3,3.0 and up
+TOSHIBA Smart AC,TOOLS,2.6,60,18M,"10,000+",Free,0,Everyone,Tools,"August 4, 2018",2.1.20180804_01,4.0.3 and up
+Trane Interactive Smart AC,TOOLS,2.8,48,3.3M,"10,000+",Free,0,Everyone,Tools,"April 21, 2016",0.0.2,4.3 and up
+AC remote control mobile,TOOLS,3.9,3043,7.7M,"100,000+",Free,0,Everyone,Tools,"June 2, 2017",1.3 acremotecontrol,4.0.3 and up
+"AC Air condition Troubleshoot,Repair,Maintenance",BOOKS_AND_REFERENCE,4.2,27,3.1M,"5,000+",Free,0,Everyone,Books & Reference,"February 7, 2018",1.1,4.0 and up
+AC Remote for Haier - NOW FREE,TOOLS,3.9,336,27M,"50,000+",Free,0,Everyone,Tools,"July 30, 2018",6.1.7,4.2 and up
+Air Conditioner Maintenance,PRODUCTIVITY,4.0,11,220k,"5,000+",Free,0,Everyone,Productivity,"November 27, 2015",airConditionerMaintenance_13112015,2.3.3 and up
+AC Remote for Daikin - NOW FREE,TOOLS,3.5,383,26M,"50,000+",Free,0,Everyone,Tools,"July 30, 2018",6.1.7,4.2 and up
+A/C Universal Remote Control,TOOLS,3.1,3263,3.0M,"1,000,000+",Free,0,Everyone,Tools,"May 16, 2017",1.17,3.0 and up
+AC Remote for LG - NOW FREE,TOOLS,3.7,1041,28M,"100,000+",Free,0,Everyone,Tools,"July 30, 2018",6.1.7,4.2 and up
+Plug-in app (System AC),TOOLS,3.6,126,11M,"10,000+",Free,0,Everyone,Tools,"June 8, 2017",v1.1072.35.0,4.0 and up
+LG AC Smart Diagnosis,LIFESTYLE,3.4,377,6.1M,"100,000+",Free,0,Everyone,Lifestyle,"March 21, 2017",1.1.4,4.0 and up
+AC Remote for Midea - NOW FREE,TOOLS,4.0,448,26M,"100,000+",Free,0,Everyone,Tools,"July 30, 2018",6.1.7,4.2 and up
+Ac remote control,TOOLS,3.7,822,5.0M,"50,000+",Free,0,Everyone,Tools,"February 27, 2017",1.1,2.3 and up
+A/C REFRIGERANT CAPACITY,BUSINESS,1.7,84,2.1M,"10,000+",Free,0,Everyone,Business,"October 28, 2014",1.0,4.1 and up
+Remote Control For All AC - Universal Remote,PRODUCTIVITY,2.4,166,6.1M,"10,000+",Free,0,Everyone,Productivity,"July 28, 2018",1.1,4.0.3 and up
+All Type Ac Repair & Services,LIFESTYLE,4.3,45,2.2M,"10,000+",Free,0,Everyone,Lifestyle,"December 26, 2017",0.8,4.1 and up
+AC - Tips & News for Android™,NEWS_AND_MAGAZINES,4.2,23291,14M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"May 24, 2018",3.1.12,4.1 and up
+AC Remote Control Simulator,FAMILY,3.3,353,2.3M,"100,000+",Free,0,Everyone,Entertainment,"December 4, 2017",1.0,4.0.3 and up
+"Mi Remote controller - for TV, STB, AC and more",TOOLS,4.1,114340,28M,"10,000,000+",Free,0,Everyone,Tools,"August 1, 2018",5.7.1,4.2 and up
+AcDisplay,PERSONALIZATION,4.1,66473,3.0M,"1,000,000+",Free,0,Everyone,Personalization,"July 30, 2015",3.8.4,4.1 and up
+AC Mobile Control,HOUSE_AND_HOME,3.4,1450,9.7M,"100,000+",Free,0,Everyone,House & Home,"November 5, 2013",2.4,2.2 and up
+AC Remote For LG,TOOLS,3.0,1298,3.4M,"100,000+",Free,0,Everyone,Tools,"February 20, 2018",1.0,4.0 and up
+Universal AC Remote Control Simulator,FAMILY,3.0,119,3.9M,"50,000+",Free,0,Everyone,Entertainment,"December 22, 2017",1.0,4.0 and up
+Hi-Smart AC,TOOLS,2.2,32,9.4M,"1,000+",Free,0,Everyone,Tools,"April 3, 2018",1.1.0,4.4 and up
+AC Remote for Sharp - NOW FREE,TOOLS,3.7,332,26M,"50,000+",Free,0,Everyone,Tools,"July 30, 2018",6.1.7,4.2 and up
+AC Remote for Samsung - NOW FREE,TOOLS,3.7,566,27M,"100,000+",Free,0,Everyone,Tools,"July 30, 2018",6.1.7,4.2 and up
+Pocket AC,PHOTOGRAPHY,4.8,130,4.4M,"1,000+",Paid,$9.99,Everyone,Photography,"June 27, 2018",3.1.1,4.1 and up
+AC Remote for Carrier - NOW FREE,TOOLS,3.7,163,26M,"10,000+",Free,0,Everyone,Tools,"July 30, 2018",6.1.7,4.2 and up
+"AC & TV, DVD, Set Top Box - Remote control IR",TOOLS,3.6,3632,3.2M,"1,000,000+",Free,0,Everyone,Tools,"November 13, 2017",11;11.26,4.0.3 and up
+ac remote control,TOOLS,3.7,9514,7.0M,"500,000+",Free,0,Everyone,Tools,"July 11, 2018",acremotecontrol-v7,4.0.3 and up
+Free Adblocker Browser - Adblock & Popup Blocker,COMMUNICATION,4.4,152470,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 19, 2018",Varies with device,Varies with device
+Ad Detect Plugin - Handy Tool,PRODUCTIVITY,3.8,5107,1.4M,"500,000+",Free,0,Everyone,Productivity,"December 28, 2015",1.6.3,2.3 and up
+AppBrain Ad Detector,TOOLS,3.7,9221,1.7M,"1,000,000+",Free,0,Everyone,Tools,"April 12, 2018",2.2.1,4.1 and up
+"AD - Nieuws, Sport, Regio & Entertainment",NEWS_AND_MAGAZINES,3.7,10369,Varies with device,"1,000,000+",Free,0,Everyone,News & Magazines,"July 28, 2018",Varies with device,Varies with device
+Flud (Ad free),VIDEO_PLAYERS,4.8,5639,Varies with device,"10,000+",Paid,$1.49,Everyone,Video Players & Editors,"September 7, 2017",Varies with device,Varies with device
+AdClear Ad blocker for Samsung,TOOLS,4.2,1586,1.5M,"500,000+",Free,0,Everyone,Tools,"September 7, 2017",1.0.5,5.0 and up
+Adblock Browser for Android,COMMUNICATION,4.1,121113,39M,"10,000,000+",Free,0,Everyone,Communication,"July 11, 2018",1.4.0,4.1 and up
+"CM Browser - Ad Blocker , Fast Download , Privacy",COMMUNICATION,4.6,2265084,6.1M,"50,000,000+",Free,0,Everyone,Communication,"July 31, 2018",5.22.18.0006,4.0 and up
+Adguard Content Blocker,TOOLS,4.1,14491,4.3M,"1,000,000+",Free,0,Everyone,Tools,"February 26, 2018",2.1.2,Varies with device
+tTorrent - ad free,VIDEO_PLAYERS,4.3,2976,Varies with device,"10,000+",Paid,$1.99,Everyone,Video Players & Editors,"June 15, 2018",1.5.14,4.1 and up
+cronometer (ad free),HEALTH_AND_FITNESS,3.9,1075,8.3M,"50,000+",Paid,$2.99,Everyone,Health & Fitness,"July 13, 2018",2.1.2,4.4 and up
+Ad Detector,TOOLS,3.8,208,730k,"50,000+",Free,0,Everyone,Tools,"July 28, 2014",1.0,2.3 and up
+Adblock Plus for Samsung Internet - Browse safe.,COMMUNICATION,4.0,8769,2.1M,"1,000,000+",Free,0,Everyone,Communication,"April 5, 2018",1.1.4,5.0 and up
+MyRadar NOAA Weather Radar Ad Free,WEATHER,4.5,3005,26M,"10,000+",Paid,$2.99,Everyone,Weather,"August 4, 2018",7.1.4,4.0.3 and up
+Safe Notes - Secure Ad-free notepad,PRODUCTIVITY,4.6,3362,756k,"50,000+",Free,0,Everyone,Productivity,"November 21, 2017",1.7,4.0 and up
+Adblock Fast,PRODUCTIVITY,4.1,9914,3.2M,"1,000,000+",Free,0,Everyone,Productivity,"May 17, 2017",1.4.0,5.0 and up
+FVD Ad-Free,TOOLS,4.4,1774,4.1M,"10,000+",Paid,$1.99,Everyone,Tools,"October 5, 2017",4.4.3,3.0 and up
+2000 AD Comics and Judge Dredd,COMICS,3.7,705,20M,"50,000+",Free,0,Teen,Comics,"July 19, 2018",1.3.0,4.0.3 and up
+Anti Adware,TOOLS,3.9,18751,3.6M,"1,000,000+",Free,0,Everyone,Tools,"June 19, 2018",3.6,4.1 and up
+Ad Blocker Turbo - Adblocker Browser,COMMUNICATION,3.9,107,44M,"10,000+",Free,0,Everyone,Communication,"January 29, 2018",1.0.5,4.1 and up
+Weather & Radar Pro - Ad-Free,WEATHER,4.5,25243,26M,"100,000+",Paid,$2.99,Everyone,Weather,"August 1, 2018",4.34.0,4.4 and up
+ONScripter Plus (Ad Free),GAME,4.5,100,17M,"1,000+",Paid,$3.99,Everyone,Adventure,"April 7, 2016",1.2.4,4.1 and up
+Vpn Hosts (ad blocker & no root & support ipv6 ),TOOLS,4.4,319,1.1M,"10,000+",Paid,$2.99,Everyone,Tools,"July 3, 2018",2.0.1,4.4 and up
+Google AdSense,PRODUCTIVITY,4.3,52677,2.9M,"1,000,000+",Free,0,Everyone,Productivity,"December 13, 2017",3.3,4.0 and up
+Ad-free Triangle Solver,FAMILY,4.5,118,24M,"10,000+",Free,0,Everyone,Education,"August 20, 2015",6.3.1,4.2 and up
+Ez Screen Recorder (no ad),VIDEO_PLAYERS,4.7,8696,14M,"100,000+",Free,0,Everyone,Video Players & Editors,"June 3, 2018",2.1.4,5.0 and up
+Best Applock - Locker & No Ads,PRODUCTIVITY,4.7,10672,6.9M,"100,000+",Free,0,Everyone,Productivity,"June 23, 2018",2.1.1,4.1 and up
+Local Services ads by Google,BUSINESS,4.1,7,12M,"1,000+",Free,0,Everyone,Business,"July 17, 2018",3.3.270,4.0 and up
+Ad Block REMOVER - NEED ROOT,TOOLS,3.3,999,91k,"100,000+",Free,0,Everyone,Tools,"December 17, 2013",3.2,2.2 and up
+WhatsFake Pro (Ad free),SOCIAL,4.2,204,9.4M,"5,000+",Paid,$0.99,Everyone,Social,"September 25, 2017",1.4,4.1 and up
+Photo Compress 2.0 - Ad Free,TOOLS,4.1,6267,1.7M,"1,000,000+",Free,0,Everyone,Tools,"May 7, 2016",2.1,3.2 and up
+Ad Removal: thereisonlywe,PRODUCTIVITY,3.4,16,293k,100+,Paid,$6.49,Everyone,Productivity,"May 3, 2014",1.0,2.2 and up
+Brave Browser: Fast AdBlocker,COMMUNICATION,4.3,40241,Varies with device,"5,000,000+",Free,0,Everyone,Communication,"June 30, 2018",1.0.52,4.1 and up
+Solitaire: Decked Out Ad Free,GAME,4.9,37302,35M,"500,000+",Free,0,Everyone,Card,"May 8, 2017",1.3.3,4.1 and up
+"WeatherClear - Ad-free Weather, Minute forecast",WEATHER,4.5,3252,3.8M,"50,000+",Free,0,Everyone,Weather,"June 25, 2017",1.2.6,4.1 and up
+Ad Remove Plugin for App2SD,PRODUCTIVITY,4.1,66,17k,"1,000+",Paid,$1.29,Everyone,Productivity,"September 25, 2013",1.0.0,2.2 and up
+"Digital Clock : Simple, Tiny, Ad-free Desk Clock.",LIFESTYLE,4.4,317,74k,"50,000+",Free,0,Everyone,Lifestyle,"December 21, 2016",3.0,2.3 and up
+Google Ads,BUSINESS,4.3,29331,20M,"5,000,000+",Free,0,Everyone,Business,"July 30, 2018",1.12.0,4.0.3 and up
+RAM Cleanup Ad-Free Option,TOOLS,4.4,457,1.1M,"10,000+",Paid,$2.99,Everyone,Tools,"July 26, 2016",3.0,4.1 and up
+Emo Ads Blocker Browser,TOOLS,3.4,1555,4.1M,"100,000+",Free,0,Everyone,Tools,"September 17, 2015",1.4,3.0 and up
+Bing Ads,BUSINESS,4.1,1828,13M,"100,000+",Free,0,Everyone,Business,"July 20, 2018",2.13.2,4.1 and up
+My baby firework (Remove ad),FAMILY,4.1,30,14k,"1,000+",Paid,$0.99,Everyone,Entertainment,"April 25, 2013",Varies with device,Varies with device
+Apps Ads Detector,TOOLS,3.5,315,8.3M,"100,000+",Free,0,Everyone,Tools,"February 19, 2018",25,4.0.3 and up
+TIMBER AD FILTER - Very useful ad block app,PRODUCTIVITY,3.8,1343,9.0M,"100,000+",Free,0,Everyone,Productivity,"March 12, 2018",1.0.26,5.0 and up
+Alchemy Classic Ad Free,FAMILY,4.6,20178,9.0M,"100,000+",Free,0,Everyone,Puzzle,"May 26, 2014",1.7.3,1.6 and up
+Mobi Calculator free & AD free!,TOOLS,4.6,77302,Varies with device,"5,000,000+",Free,0,Everyone,Tools,"January 9, 2018",Varies with device,Varies with device
+Easy Hotspot Ad Free,TOOLS,5.0,2,3.3M,10+,Paid,$0.99,Everyone,Tools,"July 26, 2018",1.05,4.0 and up
+Flipp - Weekly Shopping,SHOPPING,4.6,85782,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",Varies with device,Varies with device
+"AE + Aerie: Jeans, Dresses, Swimsuits & Bralettes",SHOPPING,4.2,20476,28M,"1,000,000+",Free,0,Everyone,Shopping,"July 17, 2018",5.6.0,4.4 and up
+A&E - Watch Full Episodes of TV Shows,FAMILY,4.0,29708,19M,"1,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",3.1.4,4.4 and up
+Adobe Premiere Clip,VIDEO_PLAYERS,3.9,39495,59M,"5,000,000+",Free,0,Everyone,Video Players & Editors,"June 26, 2018",1.1.4.1296,4.4 and up
+Shortcuts for After Effects,FAMILY,3.7,464,1.9M,"50,000+",Free,0,Everyone,Education,"August 9, 2014",1.0,2.3 and up
+AE Sudoku,FAMILY,4.3,2171,12M,"100,000+",Free,0,Everyone,Puzzle,"July 29, 2015",1.1.0,2.2 and up
+ESS Mobile for AE,PRODUCTIVITY,1.9,63,1.8M,"5,000+",Free,0,Everyone,Productivity,"September 27, 2016",2.0.1027,3.0 and up
+AE Jewels 2: Island Adventures,GAME,4.2,652,30M,"10,000+",Free,0,Everyone,Action,"February 24, 2016",1.0,2.3 and up
+AE Bubble:Offline Bubble Games,FAMILY,4.2,6973,Varies with device,"100,000+",Free,0,Everyone,Casual,"October 20, 2017",Varies with device,Varies with device
+AE Basketball,SPORTS,4.0,8100,Varies with device,"1,000,000+",Free,0,Everyone,Sports,"November 20, 2013",Varies with device,Varies with device
+AE Bingo: Offline Bingo Games,GAME,4.4,61746,Varies with device,"500,000+",Free,0,Teen,Casino,"September 30, 2016",Varies with device,2.3.3 and up
+AE Jewels,GAME,4.2,960,18M,"50,000+",Free,0,Everyone,Action,"August 20, 2015",1.0.5,3.0 and up
+AE Spider Solitaire,GAME,4.5,17263,Varies with device,"500,000+",Free,0,Everyone,Card,"June 7, 2017",Varies with device,Varies with device
+AE Coin Mania : Arcade Fun,GAME,4.3,30002,29M,"1,000,000+",Free,0,Teen,Casino,"February 8, 2018",2.3.5,4.0.3 and up
+AE Roundy POP,FAMILY,4.4,5262,26M,"100,000+",Free,0,Everyone,Casual,"March 23, 2016",1.1.2,2.3 and up
+Mupen64+AE FREE (N64 Emulator),GAME,4.0,41759,12M,"1,000,000+",Free,0,Everyone,Arcade,"January 19, 2014",2.4.4,2.0 and up
+Mupen64Plus AE (N64 Emulator),GAME,4.2,4569,12M,"100,000+",Paid,$0.99,Everyone,Arcade,"January 19, 2014",2.4.4,2.0 and up
+AE Lucky Fishing,GAME,4.3,18277,17M,"1,000,000+",Free,0,Teen,Arcade,"March 14, 2016",2.0.2,2.3 and up
+AE Video Poker,GAME,4.0,721,18M,"50,000+",Free,0,Teen,Casino,"December 31, 2015",1.3.2,2.3 and up
+AE Solitaire,GAME,4.3,1776,26M,"50,000+",Free,0,Everyone,Card,"January 4, 2018",2.3.4,4.0.3 and up
+AE Archer,SPORTS,3.9,8638,Varies with device,"500,000+",Free,0,Everyone,Sports,"September 2, 2015",Varies with device,Varies with device
+AE Blackjack,GAME,4.0,1417,17M,"100,000+",Free,0,Teen,Card,"November 27, 2015",1.3.1,2.3 and up
+AE Gun Ball: arcade ball games,GAME,3.7,8581,12M,"1,000,000+",Free,0,Everyone,Arcade,"December 13, 2013",1.0.2,2.2 and up
+AE Order,TOOLS,4.1,19,317k,"1,000+",Free,0,Everyone,Tools,"November 12, 2013",2.0.131112,2.3 and up
+TV.AE,FAMILY,3.9,109,7.5M,"10,000+",Free,0,Everyone,Entertainment,"September 21, 2017",1.0.4,4.4 and up
+AE 3D MOTOR :Racing Games Free,GAME,4.2,74902,Varies with device,"5,000,000+",Free,0,Everyone,Racing,"August 26, 2016",Varies with device,Varies with device
+AE Garage,AUTO_AND_VEHICLES,4.4,64,66M,"1,000+",Free,0,Everyone,Auto & Vehicles,"June 27, 2017",1.0,4.1 and up
+AE Bulletins,BOOKS_AND_REFERENCE,4.5,14,30M,"1,000+",Free,0,Everyone,Books & Reference,"July 18, 2018",2.2.5,4.0.3 and up
+AE GTO Racing,GAME,3.9,6988,35M,"100,000+",Free,0,Everyone 10+,Racing,"September 24, 2015",Varies with device,Varies with device
+AE 3D Moto 3,GAME,3.9,2588,26M,"100,000+",Free,0,Everyone 10+,Racing,"December 31, 2014",1.7.1,2.3 and up
+AE FreeCell,GAME,4.2,358,15M,"10,000+",Free,0,Everyone,Card,"November 6, 2014",1.1.5,2.3 and up
+AE City Jump,GAME,4.5,804,27M,"10,000+",Free,0,Everyone,Action,"July 18, 2018",1.0.4,4.0 and up
+AE Angry Chef,GAME,4.1,533,39M,"10,000+",Free,0,Everyone 10+,Action,"January 24, 2014",1.0,2.1 and up
+Ae Allah na Dai (Rasa),BOOKS_AND_REFERENCE,4.7,263,9.1M,"10,000+",Free,0,Everyone,Books & Reference,"January 1, 2015",2.0,2.1 and up
+Dashboard AE,AUTO_AND_VEHICLES,NaN,0,13M,10+,Free,0,Everyone,Auto & Vehicles,"May 16, 2018",1255162018,6.0 and up
+FilmoraGo - Free Video Editor,VIDEO_PLAYERS,4.4,238459,35M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"June 6, 2018",3.1.4,4.2 and up
+Event Manager - AllEvents.in,EVENTS,4.7,120,5.1M,"10,000+",Free,0,Everyone,Events,"July 25, 2018",2.5,4.0.3 and up
+Nasihat - Chalo ae Pyaara,FAMILY,4.7,557,6.7M,"10,000+",Free,0,Everyone,Education,"October 9, 2015",1.0,2.1 and up
+AE Master Moto,GAME,4.0,17876,37M,"1,000,000+",Free,0,Everyone,Racing,"December 10, 2015",1.8.6,2.3 and up
+Brica BPRO5 AE,PHOTOGRAPHY,3.9,4726,3.9M,"500,000+",Free,0,Everyone,Photography,"June 17, 2015",v1.0,3.1 and up
+AE Manager,TOOLS,NaN,0,4.0M,100+,Free,0,Everyone,Tools,"June 15, 2015",1.0.0,4.0.3 and up
+AE Air Hockey,SPORTS,3.8,926,7.6M,"50,000+",Free,0,Everyone,Sports,"August 1, 2013",1.0.0,2.2 and up
+Connect.ae - Local Search UAE,TRAVEL_AND_LOCAL,3.9,194,Varies with device,"10,000+",Free,0,Everyone,Travel & Local,"April 5, 2018",Varies with device,Varies with device
+AE Fishing Hunter,GAME,4.4,14,6.6M,"1,000+",Free,0,Everyone,Adventure,"March 15, 2016",0.0.3,3.0 and up
+ActionDirector Video Editor - Edit Videos Fast,VIDEO_PLAYERS,4.5,74531,32M,"5,000,000+",Free,0,Everyone,Video Players & Editors,"June 15, 2018",2.12.0,4.3 and up
+Ivanti AE Agent,BUSINESS,NaN,1,2.9M,"1,000+",Free,0,Everyone,Business,"May 10, 2018",11.0.0,4.0.3 and up
+AE Checkout Plugin,SHOPPING,3.8,208,78k,"10,000+",Free,0,Everyone,Shopping,"February 11, 2015",1.3.1,2.3 and up
+NewTek NDI,PHOTOGRAPHY,3.5,77,1.2M,"1,000+",Paid,$19.99,Everyone,Photography,"October 26, 2016",1.1,4.1 and up
+AfterFocus,PHOTOGRAPHY,4.2,165224,15M,"10,000,000+",Free,0,Everyone,Photography,"July 8, 2016",2.1.0,4.0.3 and up
+AF Link,NEWS_AND_MAGAZINES,4.7,210,18M,"10,000+",Free,0,Everyone,News & Magazines,"May 31, 2018",v4.29.0.9,4.4 and up
+AF Hydro,HEALTH_AND_FITNESS,2.0,136,15M,"10,000+",Free,0,Everyone,Health & Fitness,"May 12, 2018",1.0.5,4.4 and up
+Gunship III Vietnam People AF,FAMILY,4.3,726,19M,"5,000+",Paid,$4.99,Everyone,Simulation,"December 9, 2016",3.8.4,2.3.3 and up
+AF Comics Reader - Free,COMICS,2.8,5,4.1M,100+,Free,0,Everyone,Comics,"November 10, 2017",1.0,4.1 and up
+Camera FV-5 Lite,PHOTOGRAPHY,4.0,130063,5.6M,"10,000,000+",Free,0,Everyone,Photography,"November 10, 2017",3.31.4,4.0 and up
+Flim Af Somali Hindi Fanproj,FAMILY,3.9,12,3.5M,"1,000+",Free,0,Everyone,Entertainment,"June 22, 2018",1.0,4.0 and up
+"Cardiac diagnosis (heart rate, arrhythmia)",MEDICAL,4.2,4559,6.4M,"100,000+",Free,0,Everyone,Medical,"July 27, 2018",117,3.0 and up
+DSLR camera - Auto Focus and Blur Professional,PHOTOGRAPHY,3.4,30,3.0M,"10,000+",Free,0,Everyone,Photography,"April 18, 2018",5.1.2,4.0.3 and up
+AF-STROKE (FREE),MEDICAL,4.5,93,924k,"10,000+",Free,0,Teen,Medical,"January 25, 2013",1.1,2.1 and up
+Hesab.af - Send money in Afghanistan,FINANCE,4.7,51,11M,"1,000+",Free,0,Everyone,Finance,"April 15, 2018",1.4.0,4.1 and up
+AppFinder by AppTap,TOOLS,2.0,2221,4.9M,"5,000,000+",Free,0,Everyone,Tools,"October 3, 2017",1.8.2.7,5.0 and up
+iFunny :),FAMILY,4.4,503757,Varies with device,"10,000,000+",Free,0,Mature 17+,Entertainment,"August 2, 2018",Varies with device,Varies with device
+Toppen af Danmark,TRAVEL_AND_LOCAL,NaN,8,6.1M,"5,000+",Free,0,Everyone,Travel & Local,"June 28, 2018",8.3.0,4.4 and up
+AF-STROKE,MEDICAL,NaN,5,902k,100+,Paid,$5.00,Teen,Medical,"December 19, 2013",1.3,2.1 and up
+i-share AF/KLM (AFKL ishare),SOCIAL,NaN,2,53M,100+,Free,0,Teen,Social,"July 21, 2018",1.16.5,4.1 and up
+Bazar.af,SHOPPING,4.7,13,1.3M,500+,Free,0,Everyone,Shopping,"July 7, 2017",cli-6.5.0,4.0 and up
+DSLR Blur Camera Auto Focus,TOOLS,3.3,75,4.7M,"10,000+",Free,0,Everyone,Tools,"June 7, 2018",1.3,4.0.3 and up
+Ariana News AF,NEWS_AND_MAGAZINES,4.1,20,3.1M,"5,000+",Free,0,Everyone,News & Magazines,"July 10, 2017",1.1,4.0 and up
+AF Legendary 2017,BUSINESS,NaN,0,11M,50+,Free,0,Teen,Business,"September 30, 2017",v2.7.11.6,4.1 and up
+AR effect,PHOTOGRAPHY,4.2,79792,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"August 3, 2018",Varies with device,Varies with device
+ASUS PixelMaster Camera,PHOTOGRAPHY,4.4,626366,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"June 29, 2016",Varies with device,Varies with device
+AzadBazar.af,SHOPPING,NaN,3,3.7M,100+,Free,0,Everyone,Shopping,"March 9, 2018",1.0,4.0 and up
+easyFocus,PHOTOGRAPHY,3.7,3396,266k,"500,000+",Free,0,Everyone,Photography,"November 28, 2012",1.2.0,2.2 and up
+AF Nutrition - Integratori,HEALTH_AND_FITNESS,NaN,6,19M,100+,Free,0,Everyone,Health & Fitness,"August 2, 2018",1.3,4.1 and up
+Open Camera,PHOTOGRAPHY,4.3,116769,2.0M,"10,000,000+",Free,0,Everyone,Photography,"April 23, 2018",1.43.3,4.0.3 and up
+Blur Image - DSLR focus effect,PHOTOGRAPHY,3.9,38055,4.1M,"5,000,000+",Free,0,Everyone,Photography,"June 16, 2017",1.17,4.0 and up
+Tafsiir Quraan MP3 Af Soomaali Quraanka Kariimka,LIFESTYLE,5.0,7,3.4M,"1,000+",Free,0,Everyone,Lifestyle,"June 9, 2018",1.4,4.0 and up
+Camera Pro,PHOTOGRAPHY,4.1,7479,13M,"1,000,000+",Free,0,Everyone,Photography,"April 16, 2018",5.4,4.0 and up
+Rоhi.af,NEWS_AND_MAGAZINES,4.8,46,46M,"1,000+",Free,0,Everyone,News & Magazines,"May 1, 2017",1.0.1,4.1 and up
+HD Camera - silent shutter,PHOTOGRAPHY,4.0,26530,3.9M,"1,000,000+",Free,0,Everyone,Photography,"July 23, 2018",2.3.5,3.2 and up
+AF Our Time to Shine,BUSINESS,NaN,0,11M,100+,Free,0,Everyone,Business,"July 17, 2017",v2.7.10.6,4.1 and up
+A Better Camera,PHOTOGRAPHY,4.1,76484,Varies with device,"5,000,000+",Free,0,Everyone,Photography,"June 8, 2018",3.52,4.0 and up
+Auto Dslr Photo Effect : Auto Focus Effect,PHOTOGRAPHY,3.8,6,3.5M,"1,000+",Free,0,Everyone,Photography,"February 20, 2018",1.6,4.0.3 and up
+"9GAG: Funny Gifs, Pics, Memes & Videos for IGTV",FAMILY,4.6,1450632,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 3, 2018",Varies with device,Varies with device
+AF Johannesburg,FAMILY,NaN,3,11M,100+,Free,0,Everyone,Education,"May 2, 2017",1.0.3,4.1 and up
+PhotoScan by Google Photos,PHOTOGRAPHY,4.3,61990,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"February 9, 2018",1.5.1.182070924,5.0 and up
+Gun Strike Shoot,GAME,4.1,94761,17M,"10,000,000+",Free,0,Teen,Action,"February 21, 2017",1.1.4,2.3 and up
+All Football - Latest News & Videos,SPORTS,4.6,152653,17M,"10,000,000+",Free,0,Everyone,Sports,"August 3, 2018",3.0.5,4.1 and up
+50000 Free eBooks & Free AudioBooks,BOOKS_AND_REFERENCE,4.1,52312,11M,"5,000,000+",Free,0,Teen,Books & Reference,"May 19, 2018",5.3.4,4.4 and up
+AppLock,TOOLS,4.4,4931562,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"June 11, 2018",Varies with device,Varies with device
+King of Avalon: Dragon Warfare,FAMILY,4.2,306652,64M,"10,000,000+",Free,0,Everyone 10+,Strategy,"July 31, 2018",4.6.4,4.0.3 and up
+What's Up,LIFESTYLE,4.1,23453,10M,"1,000,000+",Free,0,Everyone,Lifestyle,"October 26, 2017",2.0,4.0 and up
+Afterlight,PHOTOGRAPHY,4.3,50893,35M,"1,000,000+",Free,0,Everyone,Photography,"November 20, 2014",1.0.6,4.0.3 and up
+Blurfoto : Auto blur photo background & DSLR focus,PHOTOGRAPHY,4.3,2215,12M,"500,000+",Free,0,Everyone,Photography,"July 27, 2018",1.12,4.3 and up
+Blur,PHOTOGRAPHY,4.0,9013,2.4M,"1,000,000+",Free,0,Everyone,Photography,"June 18, 2018",4.0.2,4.4 and up
+"AG Contacts, Premium edition",COMMUNICATION,4.5,88,3.7M,500+,Paid,$4.99,Everyone,Communication,"May 18, 2018",8.05.18.14250,4.0.3 and up
+Ag PhD Field Guide,BOOKS_AND_REFERENCE,4.1,114,6.3M,"10,000+",Free,0,Everyone,Books & Reference,"May 25, 2015",2.0,2.3 and up
+AG Drive 3D,GAME,3.8,164,22M,"10,000+",Free,0,Everyone,Adventure,"March 20, 2015",1.0.1,2.3.3 and up
+Apps for SportsBєtting.ag - Bitcoin Welcome here!,SPORTS,NaN,0,10.0M,"1,000+",Free,0,Everyone,Sports,"December 11, 2017",1.0,4.0 and up
+"AG Contacts, Lite edition",COMMUNICATION,4.5,185,3.7M,"5,000+",Free,0,Everyone,Communication,"May 18, 2018",8.05.18.14250,4.0.3 and up
+Ag Weather Tools,WEATHER,NaN,0,4.6M,500+,Free,0,Everyone,Weather,"January 9, 2018",1.0.1,5.0 and up
+Trimble Ag Mobile,PRODUCTIVITY,4.1,85,44M,"10,000+",Free,0,Everyone,Productivity,"August 2, 2018",2.7.8,4.1 and up
+Ag Tools,TOOLS,NaN,2,18M,"1,000+",Free,0,Everyone,Tools,"September 27, 2017",1.0,4.0.3 and up
+Ag PhD Deficiencies,BOOKS_AND_REFERENCE,3.9,20,9.7M,"10,000+",Free,0,Everyone,Books & Reference,"June 21, 2016",1.0,4.0.3 and up
+AG Screen Recorder,TOOLS,3.7,7,2.7M,"1,000+",Free,0,Everyone,Tools,"April 3, 2018",3.0,5.0 and up
+SOLEM AG,TOOLS,NaN,1,51M,"1,000+",Free,0,Everyone,Tools,"September 19, 2017",1.0.2,4.0 and up
+AG Subway Simulator Mobile,FAMILY,4.5,623,47M,"5,000+",Paid,$0.99,Everyone,Simulation,"June 2, 2018",1.3.0.6,4.1 and up
+AG Subway Simulator Lite,FAMILY,4.4,6738,56M,"100,000+",Free,0,Everyone,Simulation,"June 8, 2018",1.2.6,4.1 and up
+Elim AG,LIFESTYLE,NaN,7,Varies with device,100+,Free,0,Everyone,Lifestyle,"March 31, 2017",1.0,4.2 and up
+EZ Ag Mobile,FINANCE,3.4,19,24M,"5,000+",Free,0,Everyone,Finance,"August 12, 2017",9.0.00,3.0 and up
+AG Subway Simulator Pro,FAMILY,NaN,0,Varies with device,"1,000+",Free,0,Everyone,Simulation,"July 27, 2018",Varies with device,Varies with device
+BRL AG,TOOLS,NaN,0,52M,100+,Free,0,Everyone,Tools,"September 19, 2017",1.0.1,4.0 and up
+Oklahoma Ag Co-op Council,COMMUNICATION,NaN,0,4.9M,10+,Free,0,Everyone,Communication,"July 23, 2018",2.2.3,4.0.3 and up
+AG Fast Service Automotive,AUTO_AND_VEHICLES,NaN,5,1.7M,100+,Free,0,Everyone,Auto & Vehicles,"June 12, 2018",1.0.8,4.4 and up
+Ag PhD Soils,PRODUCTIVITY,2.3,3,16M,"1,000+",Free,0,Everyone,Productivity,"July 16, 2018",1.24.1,4.4 and up
+All States Ag Parts,SHOPPING,4.7,68,6.5M,"10,000+",Free,0,Everyone,Shopping,"January 25, 2018",5.26.0,5.0 and up
+VR AG Racing for Cardboard,GAME,3.4,13,27M,"1,000+",Free,0,Everyone,Racing,"September 29, 2016",1.1,4.1 and up
+Safe Ag Systems™,BUSINESS,4.7,3,36M,100+,Free,0,Everyone,Business,"July 22, 2018",2.0.3,4.0.3 and up
+Ag PhD Planting Population Calculator,BOOKS_AND_REFERENCE,NaN,0,5.2M,"1,000+",Free,0,Everyone,Books & Reference,"June 9, 2017",2.0,4.0.3 and up
+Ag Trucking Mobile App,PRODUCTIVITY,NaN,0,43M,100+,Free,0,Everyone,Productivity,"May 17, 2017",8.0,4.0.3 and up
+Lakeside AG Moultrie,LIFESTYLE,5.0,3,8.6M,50+,Free,0,Everyone,Lifestyle,"May 23, 2017",1.0,4.1 and up
+Ag Guardian,PRODUCTIVITY,NaN,1,2.0M,100+,Free,0,Everyone,Productivity,"December 28, 2015",1.0.0,4.0 and up
+Wind & Weather Meter for Ag,WEATHER,NaN,3,14M,"1,000+",Free,0,Everyone,Weather,"March 14, 2016",v1.0,4.3 and up
+Ag Across America,FAMILY,NaN,0,15M,10+,Free,0,Everyone,Educational;Education,"May 15, 2018",1.0.0,4.1 and up
+Border Ag & Energy,BUSINESS,NaN,0,12M,50+,Free,0,Everyone,Business,"April 30, 2018",2.1,4.3 and up
+Ag-Pro Companies,BUSINESS,NaN,0,45M,50+,Free,0,Everyone,Business,"March 6, 2018",2.3.0,4.4 and up
+My Ag Report,PRODUCTIVITY,NaN,1,3.2M,50+,Free,0,Everyone,Productivity,"June 18, 2018",1.2,5.1 and up
+Alabama Ag Credit Ag Banking,FINANCE,NaN,0,Varies with device,100+,Free,0,Everyone,Finance,"February 9, 2018",5.3.4,4.4 and up
+AG EMS Tour,FAMILY,NaN,3,62M,500+,Free,0,Everyone,Entertainment,"May 5, 2017",1.35,4.0 and up
+Mix Tank – Tank Mixing Ag App,PRODUCTIVITY,3.6,64,15M,"10,000+",Free,0,Everyone,Productivity,"October 16, 2017",4.2,4.4 and up
+Eternal Light AG,SOCIAL,5.0,30,13M,100+,Free,0,Teen,Social,"May 19, 2018",1.04,4.0.3 and up
+AG test,TOOLS,NaN,3,18M,100+,Free,0,Everyone,Tools,"October 18, 2017",1.0.2,4.1 and up
+West Central Ag,BUSINESS,NaN,3,1.7M,100+,Free,0,Everyone,Business,"January 16, 2017",1.2,4.0 and up
+Platincoin Wallet - PLC Group AG,LIBRARIES_AND_DEMO,4.3,375,15M,"10,000+",Free,0,Everyone,Libraries & Demo,"June 1, 2018",2.0.1,4.0.3 and up
+Tri-Ag (WV) FCU,FINANCE,NaN,0,2.9M,100+,Free,0,Everyone,Finance,"July 3, 2018",3.1.10,4.1 and up
+Ag PhD Soybean Diseases,BOOKS_AND_REFERENCE,NaN,0,5.9M,"1,000+",Free,0,Everyone,Books & Reference,"May 8, 2017",1.0.3,4.0.3 and up
+United Ag Cooperative,BUSINESS,NaN,0,4.2M,5+,Free,0,Everyone,Business,"April 27, 2018",30.0.0,4.4 and up
+Ag Valley Cooperative,BUSINESS,5.0,6,74M,500+,Free,0,Everyone,Business,"June 26, 2017",2.3,4.0 and up
+Michael's AG Sound Board,FAMILY,NaN,0,1.7M,1+,Paid,$0.99,Everyone,Entertainment,"December 12, 2017",1.1,1.6 and up
+Ag-Power,BUSINESS,NaN,0,47M,10+,Free,0,Everyone,Business,"July 13, 2018",2.4.3,4.4 and up
+Fertilizer Removal By Crop,BOOKS_AND_REFERENCE,4.1,295,6.9M,"50,000+",Free,0,Everyone,Books & Reference,"June 20, 2017",2.0.3,4.0.3 and up
+AG Track,TOOLS,4.1,12,8.7M,100+,Free,0,Everyone,Tools,"March 23, 2018",3.3,4.0 and up
+Denis Brogniart - AH !,FAMILY,4.5,2931,818k,"100,000+",Free,0,Everyone,Entertainment,"August 4, 2017",1.1,4.2 and up
+Freeland AH,MEDICAL,NaN,0,28M,100+,Free,0,Everyone,Medical,"December 18, 2017",300000.0.95,4.0.3 and up
+MD PAWS AH,MEDICAL,NaN,0,29M,100+,Free,0,Everyone,Medical,"February 23, 2018",300000.0.98,4.0.3 and up
+AH Connect (Adventist Health),HEALTH_AND_FITNESS,3.4,5,59M,"1,000+",Free,0,Everyone,Health & Fitness,"January 23, 2018",3.5.1,4.4 and up
+Woodland AH,MEDICAL,NaN,0,Varies with device,50+,Free,0,Everyone,Medical,"February 2, 2018",300000.0.97,4.0.3 and up
+Mukwonago AH,MEDICAL,NaN,1,29M,100+,Free,0,Everyone,Medical,"June 29, 2017",300000.0.85,4.0.3 and up
+Angelcare AH,MEDICAL,NaN,0,29M,50+,Free,0,Everyone,Medical,"October 6, 2017",300000.0.91,4.0.3 and up
+WoW AH Tracker,TOOLS,2.9,33,Varies with device,"10,000+",Free,0,Everyone,Tools,"July 23, 2018",Varies with device,Varies with device
+AH Kollection for KLWP,PERSONALIZATION,4.6,644,59M,"50,000+",Free,0,Everyone,Personalization,"April 30, 2017",Version 1.20,4.4 and up
+Chenoweth AH,MEDICAL,5.0,1,27M,100+,Free,0,Everyone,Medical,"April 3, 2017",300000.0.78,4.0.3 and up
+Sayers AH,MEDICAL,NaN,0,29M,50+,Free,0,Everyone,Medical,"January 17, 2018",300000.0.97,4.0.3 and up
+Claus Paws AH,MEDICAL,NaN,1,29M,100+,Free,0,Everyone,Medical,"December 8, 2017",300000.0.94,4.0.3 and up
+Denis Brogniart - AH 2 !,FAMILY,NaN,4,14M,100+,Free,0,Everyone,Entertainment,"October 28, 2017",1.0,2.1 and up
+Ah! Cutie,FAMILY,3.9,536,10M,"10,000+",Free,0,Everyone,Casual,"June 27, 2017",2.0.0,4.0 and up
+AH Alarm Panel,TOOLS,3.9,7,81k,100+,Paid,$4.99,Everyone,Tools,"May 12, 2011",1.2.0,1.5 and up
+Arrowhead AH App,MEDICAL,5.0,3,28M,100+,Free,0,Everyone,Medical,"April 21, 2017",300000.0.80,4.0.3 and up
+Ah! Monster,FAMILY,4.1,1998,9.8M,"100,000+",Free,0,Everyone,Casual,"June 21, 2017",4.0.0,4.0 and up
+Maricopa AH,MEDICAL,NaN,0,29M,100+,Free,0,Everyone,Medical,"July 16, 2018",300000.1.11,4.0.3 and up
+Kimbrough AH,MEDICAL,5.0,5,28M,100+,Free,0,Everyone,Medical,"September 21, 2017",300000.0.90,4.0.3 and up
+The Ah Yeah! Button,FAMILY,3.0,30,318k,"5,000+",Free,0,Everyone,Entertainment,"October 1, 2013",1.2,2.3 and up
+Bee'ah Employee App,COMMUNICATION,4.0,4,5.4M,100+,Free,0,Teen,Communication,"December 24, 2017",2.26.5.0,5.0 and up
+Clarksburg AH,MEDICAL,1.0,1,28M,50+,Free,0,Everyone,Medical,"May 1, 2017",300000.0.81,4.0.3 and up
+WAH AH,MEDICAL,NaN,0,29M,100+,Free,0,Everyone,Medical,"May 3, 2017",300000.0.80,4.0.3 and up
+Prestige AH,MEDICAL,4.0,2,29M,100+,Free,0,Everyone,Medical,"May 11, 2017",300000.0.81,4.0.3 and up
+San Dimas AH,MEDICAL,NaN,0,29M,100+,Free,0,Everyone,Medical,"February 18, 2018",300000.0.97,4.0.3 and up
+Ah Bailar,FAMILY,NaN,10,3.0M,100+,Free,0,Everyone,Entertainment,"April 14, 2018",1.0,5.0 and up
+Ebenezer AH,MEDICAL,4.0,4,27M,500+,Free,0,Everyone,Medical,"May 5, 2017",300000.0.79,4.0.3 and up
+Boston AH,MEDICAL,NaN,1,29M,50+,Free,0,Everyone,Medical,"November 30, 2017",300000.0.93,4.0.3 and up
+AH-1 Viper Cobra Ops - helicopter flight simulator,GAME,3.8,1088,86M,"100,000+",Free,0,Teen,Action,"February 16, 2018",1.0.1,4.3 and up
+Ah !,FAMILY,NaN,3,22M,50+,Free,0,Everyone,Entertainment,"December 27, 2017",1.1.2,5.0 and up
+Kay AH GA,MEDICAL,NaN,0,29M,1+,Free,0,Everyone,Medical,"February 15, 2018",300000.0.97,4.0.3 and up
+Bayview Hill AH,MEDICAL,NaN,0,29M,50+,Free,0,Everyone,Medical,"June 6, 2018",300000.1.08,4.0.3 and up
+Hilltop AH,MEDICAL,NaN,0,29M,100+,Free,0,Everyone,Medical,"January 10, 2018",300000.0.96,4.0.3 and up
+Ah Ha Block,FAMILY,NaN,2,16M,100+,Free,0,Everyone,Casual,"July 9, 2017",1.0,4.0 and up
+AH Lake Villa,MEDICAL,NaN,3,27M,100+,Free,0,Everyone,Medical,"April 22, 2017",300000.0.78,4.0.3 and up
+Ferguson AH,MEDICAL,NaN,0,29M,100+,Free,0,Everyone,Medical,"July 17, 2017",300000.0.86,4.0.3 and up
+be'ah,HEALTH_AND_FITNESS,NaN,5,5.7M,10+,Free,0,Everyone,Health & Fitness,"March 28, 2018",1.0,2.3 and up
+Ah! Bird,SPORTS,3.5,1689,5.7M,"100,000+",Free,0,Everyone,Sports,"August 29, 2017",1.5.062,4.3 and up
+Downers Grove AH,MEDICAL,NaN,0,29M,100+,Free,0,Everyone,Medical,"January 10, 2018",300000.0.96,4.0.3 and up
+AH! Soundboard,FAMILY,NaN,11,2.0M,100+,Free,0,Everyone,Entertainment,"September 21, 2017",1.1,4.1 and up
+Sherbourne AH,MEDICAL,NaN,1,29M,50+,Free,0,Everyone,Medical,"February 27, 2018",300000.0.98,4.0.3 and up
+Cathy AH,TOOLS,NaN,0,20M,1+,Free,0,Everyone,Tools,"July 16, 2018",1.0.4,4.1 and up
+Monticello AH,MEDICAL,NaN,0,28M,50+,Free,0,Everyone,Medical,"May 26, 2017",300000.0.84,4.0.3 and up
+Brandon Lakes AH,MEDICAL,2.6,5,27M,100+,Free,0,Everyone,Medical,"May 5, 2017",300000.0.79,4.0.3 and up
+Forest Crossing AH,MEDICAL,NaN,0,29M,10+,Free,0,Everyone,Medical,"April 12, 2018",300000.1.01,4.0.3 and up
+Ah! Coins,GAME,3.4,256,9.1M,"50,000+",Free,0,Everyone,Action,"December 8, 2016",1.0.0,2.3 and up
+Mitchell AH,MEDICAL,NaN,0,29M,50+,Free,0,Everyone,Medical,"May 23, 2018",300000.1.08,4.0.3 and up
+AH of Rocky Hill,MEDICAL,NaN,0,29M,100+,Free,0,Everyone,Medical,"November 24, 2017",300000.0.93,4.0.3 and up
+Replika,FAMILY,4.5,45458,35M,"1,000,000+",Free,0,Mature 17+,Entertainment,"August 3, 2018",1.5.49,4.4 and up
+Ai illustrator viewer,ART_AND_DESIGN,3.4,486,5.9M,"100,000+",Free,0,Everyone,Art & Design,"July 26, 2018",5.7,5.0 and up
+Real AI,FAMILY,3.8,949,1.2M,"50,000+",Free,0,Everyone,Entertainment,"July 22, 2018",4.9,4.0 and up
+The Artificial Intelligence Project (A.I. Chat),FAMILY,3.0,76,39M,"5,000+",Paid,$1.99,Everyone,Simulation,"March 29, 2018",1.2,2.3 and up
+Virtual Assistant DataBot: Artificial Intelligence,FAMILY,4.4,80927,27M,"1,000,000+",Free,0,Everyone,Entertainment,"July 31, 2018",7.2.5,4.0 and up
+ALPHA - Artificial Intelligence,FAMILY,4.0,51,3.2M,"1,000+",Free,0,Everyone,Entertainment,"June 3, 2018",1.3.4,4.0 and up
+Artificial Intelligence,FAMILY,3.9,339,4.2M,"50,000+",Free,0,Everyone,Education,"April 5, 2018",6.2,4.0 and up
+Orbita AI — Exciting mobile puzzles & riddles,FAMILY,4.6,116973,31M,"1,000,000+",Free,0,Everyone,Puzzle,"March 29, 2018",1.1.9.1,4.1 and up
+SMS AI Bot,TOOLS,3.8,89,3.9M,"10,000+",Free,0,Everyone,Tools,"July 1, 2018",3.0.4,4.1 and up
+ChatBot AI Talking Girl,FAMILY,3.8,3597,25M,"100,000+",Free,0,Everyone 10+,Entertainment,"July 31, 2018",1.0.16,4.0.3 and up
+Ai File Viewer,TOOLS,4.0,66,Varies with device,"10,000+",Free,0,Everyone,Tools,"July 7, 2018",Varies with device,Varies with device
+Youper - AI Therapy,MEDICAL,4.6,1976,69M,"50,000+",Free,0,Everyone,Medical,"August 3, 2018",6.02.000,6.0 and up
+ParaTek Ai Speech generator,TOOLS,3.6,448,4.3M,"50,000+",Free,0,Everyone,Tools,"March 23, 2017",1.9,1.6 and up
+Extreme- Personal Voice Assistant,PRODUCTIVITY,4.4,25627,9.8M,"1,000,000+",Free,0,Everyone,Productivity,"August 5, 2018",132,5.0 and up
+AI Face Beauty Analysis - IntelliFace (Free),BEAUTY,3.1,40,13M,"10,000+",Free,0,Everyone,Beauty,"April 11, 2018",20,4.1 and up
+Robin - AI Voice Assistant,MAPS_AND_NAVIGATION,4.2,55313,16M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"August 5, 2018",4.435,4.1 and up
+Learn Artificial Intelligence,FAMILY,4.6,27,4.2M,"10,000+",Free,0,Everyone,Education,"July 14, 2018",1.1.4,4.1 and up
+AI Benchmark,TOOLS,4.0,97,99M,"5,000+",Free,0,Everyone,Tools,"June 29, 2018",2.0.0,4.1 and up
+AI Today : Artificial Intelligence News & AI 101,NEWS_AND_MAGAZINES,5.0,43,2.3M,100+,Free,0,Everyone,News & Magazines,"June 22, 2018",1.0,4.4 and up
+Tomo A.i. Pet Chat Bot,FAMILY,3.3,40,3.6M,"1,000+",Free,0,Everyone,Entertainment,"May 15, 2017",1.0,4.0.3 and up
+Puck AI Personal Assistant Robot,PRODUCTIVITY,4.1,22,26M,"1,000+",Free,0,Everyone,Productivity,"November 2, 2017",1.5,4.0.3 and up
+Builder (by Engineer.ai),PRODUCTIVITY,3.6,8,3.2M,100+,Free,0,Everyone,Productivity,"November 4, 2017",1.2-Release,4.1 and up
+Chat With Artificial Intelligence,FAMILY,3.2,32,2.8M,"1,000+",Free,0,Everyone,Entertainment,"May 10, 2018",1.0,4.0 and up
+Friday: Smart Personal Assistant,PRODUCTIVITY,4.4,2087,8.3M,"100,000+",Free,0,Everyone,Productivity,"June 24, 2018",20,5.0 and up
+Picai - Smart AI Camera,PHOTOGRAPHY,4.0,529,Varies with device,"100,000+",Free,0,Everyone,Photography,"July 17, 2018",1.2.3,6.0 and up
+Virtual Eye AI,TOOLS,4.4,26,3.8M,500+,Free,0,Everyone,Tools,"May 27, 2018",1.2,4.0 and up
+Lyra Virtual Assistant,PRODUCTIVITY,4.5,41624,3.4M,"1,000,000+",Free,0,Everyone,Productivity,"May 24, 2018",1.2.4,4.0.3 and up
+2048(AI),FAMILY,4.3,20,3.5M,"1,000+",Free,0,Everyone,Casual,"June 3, 2015",0.33,2.3 and up
+ai robot keyboard,PERSONALIZATION,4.7,1891,1.9M,"100,000+",Free,0,Everyone,Personalization,"May 24, 2018",10001008,4.0.3 and up
+AI with Python Tutorial,FAMILY,4.4,8,3.3M,"5,000+",Free,0,Everyone,Education,"June 5, 2018",1.0.4,4.1 and up
+ai.Bot Box,PRODUCTIVITY,NaN,0,Varies with device,"10,000+",Free,0,Everyone,Productivity,"March 1, 2017",Varies with device,Varies with device
+Adobe Illustrator Draw,PHOTOGRAPHY,4.4,65766,Varies with device,"5,000,000+",Free,0,Everyone,Photography,"April 2, 2018",3.4.23,5.0 and up
+FaceApp,PHOTOGRAPHY,4.4,346681,7.1M,"10,000,000+",Free,0,Everyone,Photography,"February 10, 2018",2.0.949,4.4 and up
+Message AI - Write Better Messages (Free),SOCIAL,3.7,3,7.9M,100+,Free,0,Everyone,Social,"July 4, 2018",1.3.1-lite,5.0 and up
+ChatBolo - AI Chatbot Online,FAMILY,3.3,1407,1.4M,"100,000+",Free,0,Everyone,Entertainment,"September 25, 2015",2.1,2.2 and up
+Artificial intelligence,FAMILY,NaN,3,1.8M,100+,Free,0,Everyone,Entertainment,"March 5, 2018",2.2,4.1 and up
+MiAI (Artificial Intelligence) Assistant,PRODUCTIVITY,3.7,3,7.5M,100+,Free,0,Everyone,Productivity,"March 1, 2018",11.04,4.1 and up
+AI Draw | Art Filter for Selfie,PHOTOGRAPHY,3.0,20,4.3M,"1,000+",Paid,$2.99,Everyone,Photography,"June 18, 2018",1.4.7,5.0 and up
+Turbo AI™ - Personal assistant,PRODUCTIVITY,2.6,91,2.8M,"5,000+",Free,0,Everyone,Productivity,"July 16, 2018",0.0.52,4.0.3 and up
+Message AI - Write Better Messages,TOOLS,NaN,0,7.9M,100+,Paid,$2.99,Mature 17+,Tools,"July 4, 2018",1.3.1,5.0 and up
+AI Image Recognizer (beta),PHOTOGRAPHY,NaN,0,3.7M,500+,Free,0,Everyone,Photography,"September 13, 2017",closed,4.0 and up
+AI Sight,PRODUCTIVITY,3.5,43,48M,"1,000+",Free,0,Everyone,Productivity,"June 18, 2018",1.2,4.0.3 and up
+Jarvis artificial intelligent,FAMILY,3.9,253,14M,"10,000+",Free,0,Everyone,Entertainment,"March 28, 2018",1.1,2.3 and up
+Age of AI: War Strategy,FAMILY,4.6,71,5.7M,500+,Paid,$2.49,Everyone,Strategy,"March 14, 2018",1.8,4.0 and up
+DREAM-e: Dream Analysis A.I.,LIFESTYLE,3.8,89,939k,"10,000+",Free,0,Everyone,Lifestyle,"February 18, 2013",2.3,2.1 and up
+Animal Jam - Play Wild!,FAMILY,4.6,361734,58M,"5,000,000+",Free,0,Everyone,Casual;Pretend Play,"August 2, 2018",28.0.14,4.1 and up
+AJ Jump: Animal Jam Kangaroos!,GAME,4.4,2975,42M,"50,000+",Paid,$1.99,Everyone,Arcade,"March 7, 2016",1.6,4.0 and up
+AJ Academy: Amazing Animals,FAMILY,4.5,1564,35M,"50,000+",Free,0,Everyone,Educational;Education,"May 25, 2018",1.1.0,4.1 and up
+Dash Tag - Fun Endless Runner!,FAMILY,4.5,6750,43M,"100,000+",Free,0,Everyone,Casual,"June 13, 2018",2.0.3,4.3 and up
+Jamaa Amino for Animal Jam,SOCIAL,4.7,3873,63M,"10,000+",Free,0,Teen,Social,"July 13, 2018",1.8.19106,4.0.3 and up
+Tunnel Town,FAMILY,4.4,74744,60M,"1,000,000+",Free,0,Everyone,Strategy,"July 26, 2018",1.5.6,4.1 and up
+AJ+ Beta,NEWS_AND_MAGAZINES,NaN,0,Varies with device,"1,000+",Free,0,Everyone,News & Magazines,"May 4, 2017",Varies with device,Varies with device
+AJ Cam,PHOTOGRAPHY,5.0,44,2.8M,100+,Free,0,Everyone,Photography,"January 23, 2018",1.0,4.1 and up
+AJ Reminders,MAPS_AND_NAVIGATION,NaN,0,3.2M,10+,Free,0,Everyone,Maps & Navigation,"January 27, 2018",1.0,4.2 and up
+tournaments and more.aj.2,COMMUNICATION,NaN,0,4.2M,100+,Free,0,Teen,Communication,"September 25, 2017",4.3,2.3 and up
+Club Penguin Island,FAMILY,2.8,107441,32M,"1,000,000+",Free,0,Everyone,Casual;Action & Adventure,"July 10, 2018",1.10.5,4.4 and up
+Aj. Vallbona,NEWS_AND_MAGAZINES,NaN,0,22M,10+,Free,0,Everyone,News & Magazines,"July 25, 2018",4.0,4.4 and up
+AJ Official,FAMILY,4.6,31,7.3M,500+,Free,0,Everyone,Education,"May 3, 2017",0.1,2.3 and up
+AJ Bell Youinvest,FINANCE,2.8,135,5.3M,"10,000+",Free,0,Everyone,Finance,"June 4, 2018",2.13.0.65,4.4 and up
+Hey AJ! It's Saturday!,BOOKS_AND_REFERENCE,5.0,12,50M,100+,Paid,$3.99,Everyone,Books & Reference,"June 13, 2016",1.0.0,2.2 and up
+Selfie With Champion AJ Style,PHOTOGRAPHY,5.0,2,7.5M,500+,Free,0,Everyone,Photography,"January 8, 2018",1.0,3.2 and up
+Baby Game Animal Jam Free,GAME,2.8,9,26M,500+,Free,0,Everyone,Board,"March 24, 2017",1.0,2.3 and up
+AJ Concept Group App,HOUSE_AND_HOME,NaN,0,17M,10+,Free,0,Everyone,House & Home,"July 25, 2017",3.0,4.0.3 and up
+Blackjack aj Poker,GAME,3.8,8,4.2M,"1,000+",Free,0,Teen,Card,"October 19, 2016",1.1,2.3.3 and up
+Bonza Poly Art - Tenkyu Animal Jam for Kids,FAMILY,4.1,22,31M,"1,000+",Free,0,Everyone,Puzzle,"August 3, 2018",1.0.9,4.1 and up
+A.J. Styles HD Wallpapers 2018,PHOTOGRAPHY,NaN,1,7.6M,100+,Free,0,Everyone,Photography,"July 26, 2018",1.0,4.1 and up
+AJ Player,VIDEO_PLAYERS,4.8,18,1.7M,100+,Free,0,Everyone,Video Players & Editors,"April 22, 2018",1.6.3.1,5.0 and up
+AJ RETAILS,SHOPPING,5.0,9,169k,10+,Free,0,Everyone,Shopping,"June 1, 2018",18060104,2.2 and up
+Hey AJ! It's Bedtime!,FAMILY,5.0,1,63M,10+,Paid,$4.99,Everyone,Education,"April 4, 2018",1.0.59,2.3 and up
+AJ AUTO,AUTO_AND_VEHICLES,NaN,0,7.7M,10+,Free,0,Everyone,Auto & Vehicles,"February 27, 2017",1.0.0,4.0.3 and up
+AJ Percent Off Calculator,SHOPPING,4.4,134,45k,"10,000+",Free,0,Everyone,Shopping,"June 4, 2013",1.2,2.2 and up
+AJ Nails Supply,SHOPPING,NaN,1,6.6M,100+,Free,0,Everyone,Shopping,"August 15, 2016",1.0,2.3.3 and up
+Aj.Petra,COMMUNICATION,NaN,5,14M,100+,Free,0,Everyone,Communication,"September 29, 2017",1.0.1,4.1 and up
+AJ Men's Grooming,LIFESTYLE,5.0,2,22M,100+,Free,0,Everyone,Lifestyle,"August 28, 2017",5,4.1 and up
+Watch Face Swiss AJ-6,PERSONALIZATION,4.1,21,3.6M,100+,Paid,$0.99,Everyone,Personalization,"September 20, 2017",1.35,4.3 and up
+AJ Rafael Music Lyrics,FAMILY,NaN,0,8.4M,50+,Free,0,Everyone 10+,Entertainment,"January 3, 2018",2.0,4.0.3 and up
+AJ Styles HD Wallpapers,ART_AND_DESIGN,4.8,48,25M,"5,000+",Free,0,Everyone,Art & Design,"August 4, 2018",1.1.1,4.1 and up
+AJ and Alyssa,LIFESTYLE,NaN,0,475k,100+,Free,0,Everyone,Lifestyle,"June 1, 2017",1.0.0,2.3.3 and up
+A.J. Green Wallpapers 4 Fans,LIFESTYLE,NaN,0,4.3M,5+,Free,0,Everyone,Lifestyle,"May 26, 2018",1.0,4.0 and up
+AJ Gray Icon Pack,PERSONALIZATION,4.8,5,35M,50+,Paid,$0.99,Everyone,Personalization,"April 22, 2018",1.1,4.1 and up
+AJ Styles Wallpaper 2018 - AJ Styles HD Wallpaper,ART_AND_DESIGN,4.0,18,3.6M,"1,000+",Free,0,Everyone,Art & Design,"March 22, 2018",1.1,4.0 and up
+A-J Media Vault,BOOKS_AND_REFERENCE,NaN,1,24M,50+,Free,0,Everyone,Books & Reference,"January 4, 2017",5.62.1,4.0.3 and up
+AJ Gray Dark Icon Pack,PERSONALIZATION,5.0,2,35M,10+,Paid,$0.99,Everyone,Personalization,"April 29, 2018",1.1,4.1 and up
+Little Pets Animal Guardians,FAMILY,4.6,18893,91M,"100,000+",Free,0,Everyone,Casual;Pretend Play,"June 9, 2018",1.4.1,4.0.3 and up
+AJ-COMICS,FOOD_AND_DRINK,NaN,0,27M,5+,Free,0,Everyone,Food & Drink,"July 13, 2018",0.1.0,4.4 and up
+AJ Blue Icon Pack,PERSONALIZATION,5.0,4,31M,50+,Paid,$0.99,Everyone,Personalization,"April 27, 2018",1.1,4.1 and up
+AJ Tracey Music and Lyrics,FAMILY,NaN,0,2.7M,5+,Free,0,Teen,Entertainment,"June 7, 2018",1.0,4.0.3 and up
+AJ Turquoise Dark Icon Pack,PERSONALIZATION,NaN,0,32M,10+,Paid,$0.99,Everyone,Personalization,"May 1, 2018",1.1,4.1 and up
+AJ렌터카 법인 카셰어링,MAPS_AND_NAVIGATION,NaN,0,27M,10+,Free,0,Everyone,Maps & Navigation,"July 30, 2018",1.0.0.0,4.3 and up
+My Wild Pet: Online Animal Sim,FAMILY,4.5,26916,67M,"500,000+",Free,0,Everyone,Casual;Pretend Play,"March 17, 2017",2.7,4.0.3 and up
+AJ Rafael Music Lessons,FAMILY,5.0,1,8.2M,10+,Free,0,Everyone,Entertainment,"November 29, 2017",1.2.1,4.1 and up
+AJ Orange Icon Pack,PERSONALIZATION,NaN,0,30M,10+,Paid,$0.99,Everyone,Personalization,"May 2, 2018",1.1,4.1 and up
+AJ Wallpapers,PERSONALIZATION,NaN,0,3.9M,100+,Free,0,Everyone,Personalization,"May 6, 2018",2.0,4.0.3 and up
+Aj Di Awaaz,NEWS_AND_MAGAZINES,NaN,9,1.1M,500+,Free,0,Everyone,News & Magazines,"September 7, 2016",1.0,4.1 and up
+How it works: AK-74N,FAMILY,4.4,1031,48M,"100,000+",Free,0,Everyone,Entertainment,"January 9, 2018",2.1.9f0,4.0.3 and up
+AK-47: Simulator and Shooting,FAMILY,4.0,345,14M,"100,000+",Free,0,Everyone 10+,Simulation,"November 11, 2016",1.3.0,3.0 and up
+AK-47 Simulation and Info,FAMILY,NaN,2,18M,100+,Free,0,Everyone,Entertainment,"May 5, 2018",2.0.0,5.0 and up
+AK-47 Sounds,FAMILY,3.9,656,2.9M,"500,000+",Free,0,Everyone 10+,Entertainment,"September 14, 2016",2.0,2.3.3 and up
+AK 47 Live Wallpaper,PERSONALIZATION,4.1,585,4.4M,"50,000+",Free,0,Everyone,Personalization,"June 20, 2018",1.3,4.1 and up
+Puppy Shooting an AK-47: Platformer Zombie Game,GAME,4.8,21,89M,"1,000+",Free,0,Everyone,Arcade,"March 30, 2018",0.46.91,4.4 and up
+AK Interactive,FAMILY,4.3,734,13M,"10,000+",Free,0,Everyone,Entertainment,"July 12, 2018",2.5,4.0 and up
+AK-47 sounds,FAMILY,3.9,7,3.8M,"1,000+",Free,0,Everyone,Entertainment,"June 18, 2018",568,4.0 and up
+Wallpapers AK 47 Guns,PERSONALIZATION,4.5,37,15M,"5,000+",Free,0,Teen,Personalization,"February 26, 2017",1.0,4.1 and up
+AK 47 Assault Rifle Wallpapers,PERSONALIZATION,NaN,1,15M,100+,Free,0,Teen,Personalization,"February 22, 2018",1.0,4.1 and up
+AK-47 Assault Rifle,FAMILY,3.7,165,25M,"10,000+",Free,0,Teen,Entertainment,"April 26, 2015",1.0,2.3 and up
+Crisis Action: 2018 NO.1 FPS,GAME,4.3,807226,34M,"10,000,000+",Free,0,Teen,Action,"July 11, 2018",3.0.2,4.0.3 and up
+AK 47 Guns Wallpaper,PERSONALIZATION,4.2,322,6.8M,"50,000+",Free,0,Everyone,Personalization,"May 29, 2017",1.0,4.1 and up
+AK-47 3D,GAME,3.7,91,24M,"10,000+",Free,0,Everyone,Action,"December 25, 2016",3.2,2.3 and up
+Book of AK-47,LIFESTYLE,3.8,6,3.4M,500+,Free,0,Everyone,Lifestyle,"March 1, 2016",1.0.2,4.0.3 and up
+Weapon stripping 3D,FAMILY,4.6,23971,24M,"1,000,000+",Free,0,Everyone,Simulation,"August 4, 2018",39.231,4.1 and up
+AK-47 Assult Rifle: Gun Shooting Simulator Game,GAME,NaN,1,5.8M,500+,Free,0,Everyone,Action,"May 17, 2018",2.0,4.0.3 and up
+Ak-47 Wallpapers 2018,PERSONALIZATION,NaN,7,4.9M,500+,Free,0,Everyone,Personalization,"March 14, 2018",newversion,4.3 and up
+Wallpapers New AK 47 Assault Rifle Guns Arms,PERSONALIZATION,NaN,0,16M,100+,Free,0,Teen,Personalization,"March 10, 2018",1.0,4.1 and up
+Weapon AK-74 Live Wallpaper,PERSONALIZATION,3.3,25,46M,"1,000+",Free,0,Everyone,Personalization,"March 28, 2017",1.2,4.0.3 and up
+Shoot M-16 vs AK-47 : realistic weapon simulator,FAMILY,3.0,2,33M,100+,Free,0,Everyone,Simulation,"July 18, 2018",1.0,4.1 and up
+Counter Terrorist Attack,GAME,3.9,145931,43M,"10,000,000+",Free,0,Teen,Action,"May 31, 2018",5.3.2,2.3 and up
+RULES OF SURVIVAL,GAME,4.2,1343106,56M,"10,000,000+",Free,0,Teen,Action,"August 1, 2018",1.180271.184729,4.0 and up
+AK47 Assault Rifle,TOOLS,3.9,54,2.8M,"10,000+",Free,0,Everyone,Tools,"May 2, 2015",1.0.0.1,2.2 and up
+Wallpapers AK 74M,PERSONALIZATION,NaN,0,11M,10+,Free,0,Teen,Personalization,"April 13, 2018",1.0,4.1 and up
+Weapons simulator AK-47,FAMILY,4.1,21,26M,"5,000+",Free,0,Everyone,Simulation,"May 15, 2017",1,4.1 and up
+Wallpapers AK 12,PERSONALIZATION,NaN,0,11M,10+,Free,0,Teen,Personalization,"April 12, 2018",1.0,4.1 and up
+AK 47 Lock Screen,PERSONALIZATION,4.6,5,8.8M,500+,Free,0,Mature 17+,Personalization,"February 11, 2018",1.0,4.0.3 and up
+Gun AK 47,FAMILY,NaN,3,6.2M,"1,000+",Free,0,Everyone,Entertainment,"April 18, 2017",1.0,2.3 and up
+AK Blackjack,GAME,NaN,4,7.6M,"1,000+",Free,0,Teen,Card,"July 30, 2018",1.3,4.1 and up
+Jigsaw Puzzles AK 74M,PERSONALIZATION,NaN,0,4.9M,10+,Free,0,Mature 17+,Personalization,"May 7, 2018",1.0,4.0.3 and up
+AK-47 guns Sounds,FAMILY,NaN,2,5.1M,100+,Free,0,Everyone,Entertainment,"June 28, 2018",666,4.0 and up
+AK Phone,COMMUNICATION,4.4,9,4.2M,"5,000+",Free,0,Everyone,Communication,"May 29, 2017",3.8.8,2.2 and up
+AK Booster,TOOLS,3.8,71,7.0M,"10,000+",Free,0,Everyone,Tools,"May 2, 2018",2.0.1.966,4.4 and up
+GUN ZOMBIE,GAME,4.4,243121,38M,"5,000,000+",Free,0,Teen,Arcade,"October 17, 2014",5.3,2.3 and up
+Ak Parti Yardım Toplama,SOCIAL,NaN,0,8.7M,0+,Paid,$13.99,Teen,Social,"July 28, 2017",3.4.4.3.3,4.1 and up
+AK Lodi Films,VIDEO_PLAYERS,4.9,23,2.1M,100+,Free,0,Everyone,Video Players & Editors,"August 11, 2015",1.1,4.0 and up
+Gun Mod: Guns in Minecraft PE,FAMILY,3.6,33812,12M,"5,000,000+",Free,0,Teen,Entertainment,"July 30, 2018",2.5,4.1 and up
+Kymco AK 550,AUTO_AND_VEHICLES,4.3,47,58M,"1,000+",Free,0,Everyone,Auto & Vehicles,"November 11, 2016",1.0,2.3 and up
+AK Math Coach,FAMILY,3.6,283,18M,"50,000+",Free,0,Everyone,Education,"May 19, 2015",1.3,2.3.3 and up
+Shoot Strike War Fire,GAME,4.1,82827,20M,"10,000,000+",Free,0,Teen,Arcade,"July 13, 2018",1.1.5,4.0 and up
+AL.com,NEWS_AND_MAGAZINES,3.4,803,8.0M,"50,000+",Free,0,Everyone 10+,News & Magazines,"July 23, 2018",3.7.10-0d44b899,4.1 and up
+University of Alabama,FAMILY,4.5,302,3.0M,"50,000+",Free,0,Everyone,Education,"November 30, 2017",3.3,4.1 and up
+Alabama Gameday Live,SPORTS,4.7,19,12M,"1,000+",Free,0,Everyone,Sports,"May 18, 2018",2.0.1,4.2 and up
+AL.com: Alabama Football News,SPORTS,4.5,459,8.0M,"10,000+",Free,0,Everyone 10+,Sports,"July 23, 2018",3.7.10-0d44b899,4.1 and up
+Alabama Road Trips,TRAVEL_AND_LOCAL,4.4,71,28M,"10,000+",Free,0,Everyone,Travel & Local,"October 27, 2017",1.8.7,4.0 and up
+Alabama DMV Permit Test - AL,FAMILY,4.3,218,29M,"10,000+",Free,0,Everyone,Education,"February 15, 2018",6.0.3,4.4 and up
+Al-Quran (Free),BOOKS_AND_REFERENCE,4.6,218451,4.7M,"10,000,000+",Free,0,Everyone,Books & Reference,"May 20, 2018",3.2.3,4.0 and up
+Official AL Fishing & Hunting,TRAVEL_AND_LOCAL,4.2,1291,40M,"50,000+",Free,0,Everyone,Travel & Local,"October 18, 2017",5.29.77 Domain 427,4.4 and up
+Al Quran (Tafsir & by Word),BOOKS_AND_REFERENCE,4.8,57400,14M,"500,000+",Free,0,Everyone,Books & Reference,"July 30, 2018",1.6.5,4.0 and up
+Al-Moazin Lite (Prayer Times),LIFESTYLE,4.6,284670,Varies with device,"10,000,000+",Free,0,Everyone,Lifestyle,"July 24, 2018",Varies with device,Varies with device
+Al Quran Indonesia,BOOKS_AND_REFERENCE,4.8,445756,16M,"10,000,000+",Free,0,Everyone,Books & Reference,"May 15, 2018",2.6.22,4.0 and up
+Al'Quran Bahasa Indonesia,BOOKS_AND_REFERENCE,4.6,361780,9.7M,"10,000,000+",Free,0,Everyone,Books & Reference,"May 30, 2018",4.1,2.3 and up
+Al Quran Al karim,BOOKS_AND_REFERENCE,4.6,41608,49M,"1,000,000+",Free,0,Everyone,Books & Reference,"November 5, 2017",1.1.7,2.2 and up
+Al jazeera TV,FAMILY,4.6,9952,3.7M,"100,000+",Free,0,Teen,Entertainment,"July 5, 2016",1.0.0,4.0.3 and up
+Al Jazeera English,NEWS_AND_MAGAZINES,4.1,24456,Varies with device,"1,000,000+",Free,0,Everyone,News & Magazines,"July 24, 2018",Varies with device,Varies with device
+Al-Muhaffiz,BOOKS_AND_REFERENCE,4.7,2319,27M,"50,000+",Free,0,Everyone,Books & Reference,"April 22, 2018",10.10,4.1 and up
+Al Quran Audio (Full 30 Juz),FAMILY,4.7,7878,3.6M,"1,000,000+",Free,0,Everyone,Education,"May 29, 2017",4.0,2.3 and up
+Quran for All (Al-Huda Int.),FAMILY,4.8,6696,5.3M,"100,000+",Free,0,Everyone,Education,"February 7, 2018",3.1.0,4.0 and up
+AL Voice Recorder,PRODUCTIVITY,3.6,4832,2.4M,"1,000,000+",Free,0,Everyone,Productivity,"November 22, 2016",2.1.7.3,3.0 and up
+Ayat - Al Quran,FAMILY,4.7,173394,8.5M,"5,000,000+",Free,0,Everyone,Education,"March 13, 2018",2.9.1,4.0 and up
+Quran Juz-30 - Mahad al Zahra,FAMILY,4.6,2654,6.7M,"100,000+",Free,0,Everyone,Education,"November 2, 2016",1.10.0,2.2 and up
+Al Quran : EAlim - Translations & MP3 Offline,BOOKS_AND_REFERENCE,4.5,96419,Varies with device,"5,000,000+",Free,0,Everyone,Books & Reference,"May 5, 2018",Varies with device,Varies with device
+Al Mayadeen,NEWS_AND_MAGAZINES,4.7,13620,9.0M,"500,000+",Free,0,Everyone,News & Magazines,"April 16, 2018",2.137,4.1 and up
+Al-Quran Al-Muallim,FAMILY,4.5,199,266k,"10,000+",Free,0,Everyone,Education,"September 11, 2013",1.0beta,2.2 and up
+We're Working Out - Al Kavadlo,HEALTH_AND_FITNESS,4.3,979,Varies with device,"50,000+",Free,0,Everyone,Health & Fitness,"December 24, 2017",Varies with device,Varies with device
+Al-Quran 30 Juz free copies,BOOKS_AND_REFERENCE,4.5,12322,27M,"500,000+",Free,0,Everyone,Books & Reference,"December 17, 2016",3.0,2.3 and up
+Koran Read &MP3 30 Juz Offline,BOOKS_AND_REFERENCE,4.8,29551,67M,"1,000,000+",Free,0,Everyone,Books & Reference,"April 6, 2018",1.0.7,4.0.3 and up
+Al Quran MP3 - Quran Reading®,FAMILY,4.7,47463,22M,"1,000,000+",Free,0,Everyone,Education,"April 24, 2018",4.4,4.0.3 and up
+Al'Quran Bahasa Indonesia PRO,BOOKS_AND_REFERENCE,4.7,1340,11M,"10,000+",Paid,$4.49,Everyone,Books & Reference,"May 16, 2018",4.0.5,2.2 and up
+Hafizi Quran 15 lines per page,BOOKS_AND_REFERENCE,4.7,55011,68M,"1,000,000+",Free,0,Everyone,Books & Reference,"November 2, 2017",1.1.3,4.1 and up
+Al-Quran Ahmad Saud Offline,FAMILY,4.7,7116,40M,"100,000+",Free,0,Everyone,Education,"August 9, 2016",1.0,2.3.3 and up
+12 Step Meditations & Sober Prayers AA NA AL-ANON,LIFESTYLE,4.7,759,15M,"50,000+",Free,0,Everyone 10+,Lifestyle,"January 22, 2018",1.4.5,4.1 and up
+Quran for Android,BOOKS_AND_REFERENCE,4.7,497826,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"May 30, 2018",Varies with device,Varies with device
+Al Quran Free - القرآن (Islam),BOOKS_AND_REFERENCE,4.7,1777,23M,"50,000+",Free,0,Everyone,Books & Reference,"February 15, 2015",1.1,2.2 and up
+Taha Al Junaid Quran Mp3,LIFESTYLE,4.6,518,4.2M,"50,000+",Free,0,Everyone,Lifestyle,"March 25, 2017",1.1,2.3.3 and up
+Surah Al-Waqiah,BOOKS_AND_REFERENCE,4.7,1201,2.9M,"100,000+",Free,0,Everyone,Books & Reference,"June 24, 2015",1.0,2.3.3 and up
+"Muslim Pro - Prayer Times, Azan, Quran & Qibla",LIFESTYLE,4.7,1133393,Varies with device,"10,000,000+",Free,0,Everyone,Lifestyle,"July 3, 2018",Varies with device,Varies with device
+Hisnul Al Muslim - Hisn Invocations & Adhkaar,BOOKS_AND_REFERENCE,4.6,3234,85M,"100,000+",Free,0,Everyone,Books & Reference,"December 26, 2017",1.7.22,4.1 and up
+I am rich,LIFESTYLE,3.8,3547,1.8M,"100,000+",Paid,$399.99,Everyone,Lifestyle,"January 12, 2018",2.0,4.0.3 and up
+I AM RICH,FAMILY,3.9,1455,1.1M,"10,000+",Free,0,Everyone,Entertainment,"October 11, 2017",1.0,2.3 and up
+Amazon for Tablets,SHOPPING,4.0,141584,22M,"10,000,000+",Free,0,Teen,Shopping,"July 31, 2018",16.14.0.850,4.4 and up
+I am Rich Plus,FAMILY,4.0,856,8.7M,"10,000+",Paid,$399.99,Everyone,Entertainment,"May 19, 2018",3.0,4.4 and up
+I am rich VIP,LIFESTYLE,3.8,411,2.6M,"10,000+",Paid,$299.99,Everyone,Lifestyle,"July 21, 2018",1.1.1,4.3 and up
+I Am Rich Premium,FINANCE,4.1,1867,4.7M,"50,000+",Paid,$399.99,Everyone,Finance,"November 12, 2017",1.6,4.0 and up
+I am extremely Rich,LIFESTYLE,2.9,41,2.9M,"1,000+",Paid,$379.99,Everyone,Lifestyle,"July 1, 2018",1.0,4.0 and up
+I am Rich!,FINANCE,3.8,93,22M,"1,000+",Paid,$399.99,Everyone,Finance,"December 11, 2017",1.0,4.1 and up
+I am rich(premium),FINANCE,3.5,472,965k,"5,000+",Paid,$399.99,Everyone,Finance,"May 1, 2017",3.4,4.4 and up
+I am Rich Person,LIFESTYLE,4.2,134,1.8M,"1,000+",Paid,$37.99,Everyone,Lifestyle,"July 18, 2017",1.0,4.0.3 and up
+I am Rich Premium Plus,FINANCE,4.6,459,2.0M,"10,000+",Paid,$18.99,Everyone,Finance,"February 17, 2018",1.1,4.0.3 and up
+I Am Rich Pro,FAMILY,4.4,201,2.7M,"5,000+",Paid,$399.99,Everyone,Entertainment,"May 30, 2017",1.54,1.6 and up
+I Am Innocent,GAME,4.4,208501,56M,"1,000,000+",Free,0,Teen,Adventure,"July 23, 2018",2.8.307,4.0.3 and up
+I am rich (Most expensive app),FINANCE,4.1,129,2.7M,"1,000+",Paid,$399.99,Teen,Finance,"December 6, 2017",2,4.0.3 and up
+i am rich,BUSINESS,3.9,213,2.9M,"1,000+",Free,0,Everyone,Business,"June 9, 2018",1.0,4.0 and up
+I Am Rich,FAMILY,3.6,217,4.9M,"10,000+",Paid,$389.99,Everyone,Entertainment,"June 22, 2018",1.5,4.2 and up
+I am Bread,GAME,4.0,630,20M,"10,000+",Paid,$4.99,Everyone,Adventure,"October 26, 2016",1.6.1,4.4 and up
+Where Am I At?,TRAVEL_AND_LOCAL,3.8,39,12M,"10,000+",Free,0,Everyone,Travel & Local,"October 8, 2016",1.2,4.1 and up
+I am Rich,FINANCE,4.3,180,3.8M,"5,000+",Paid,$399.99,Everyone,Finance,"March 22, 2018",1.0,4.2 and up
+Where Am I? GPS Loc,TRAVEL_AND_LOCAL,4.6,68,4.2M,"10,000+",Free,0,Everyone,Travel & Local,"November 14, 2017",5.0,4.0.3 and up
+I am Millionaire - Richest guy in the town,LIFESTYLE,3.6,126,1.4M,"5,000+",Paid,$2.49,Everyone,Lifestyle,"June 22, 2018",8,4.1 and up
+Coast To Coast AM Insider,NEWS_AND_MAGAZINES,3.9,4581,21M,"100,000+",Free,0,Everyone,News & Magazines,"January 4, 2018",5.0.108,4.4 and up
+I AM RICH PRO PLUS,FINANCE,4.0,36,41M,"1,000+",Paid,$399.99,Everyone,Finance,"June 25, 2018",1.0.2,4.1 and up
+Where Am I?,TOOLS,4.2,1313,Varies with device,"100,000+",Free,0,Everyone,Tools,"July 28, 2014",Varies with device,Varies with device
+I Am Wizard,FAMILY,4.2,1493,57M,"100,000+",Free,0,Everyone,Strategy,"April 1, 2018",1.0.9,4.1 and up
+What Am I? - Brain Teasers,GAME,4.2,4537,15M,"100,000+",Free,0,Everyone,Trivia,"April 5, 2017",2.2,4.0.3 and up
+Who am I? (Biblical),GAME,4.5,5849,5.1M,"500,000+",Free,0,Everyone,Trivia,"September 13, 2017",1.2.2_comAds,4.0.3 and up
+DWWW 774 Ultimate AM Radio,NEWS_AND_MAGAZINES,4.7,327,31M,"10,000+",Free,0,Everyone,News & Magazines,"June 26, 2018",4.0.9,4.1 and up
+Anno: Build an Empire,FAMILY,3.5,33944,28M,"1,000,000+",Free,0,Everyone 10+,Strategy,"March 10, 2016",2.0.0,4.1 and up
+Vikings: an Archer's Journey,GAME,4.5,10256,39M,"1,000,000+",Free,0,Everyone,Action,"December 11, 2017",2.1.0,4.3 and up
+Final Fantasy XV: A New Empire,FAMILY,4.0,484858,Varies with device,"10,000,000+",Free,0,Everyone 10+,Strategy,"June 15, 2018",3.30.4.83,4.1 and up
+Trell: An app for Explorers | Best Wanderlust App,LIFESTYLE,4.6,8004,34M,"100,000+",Free,0,Teen,Lifestyle,"July 31, 2018",3.4.8,4.1 and up
+Virtual Families 2,FAMILY,4.2,636228,Varies with device,"10,000,000+",Free,0,Everyone,Casual,"July 19, 2018",Varies with device,Varies with device
+The Sims™ FreePlay,FAMILY,4.3,931503,31M,"10,000,000+",Free,0,Teen,Simulation,"July 16, 2018",5.39.1,4.0.3 and up
+My Emma :),FAMILY,4.1,245839,76M,"10,000,000+",Free,0,Everyone,Casual,"April 3, 2017",2.7.0,4.1 and up
+League of Gamers - Be an E-Sports Legend!,SPORTS,4.5,68072,40M,"5,000,000+",Free,0,Everyone,Sports,"July 26, 2018",1.1.7,4.1 and up
+Draw a Stickman: EPIC Free,GAME,4.2,210317,46M,"10,000,000+",Free,0,Everyone 10+,Adventure,"April 10, 2015",1.4.3.104,2.3.3 and up
+My Horse,FAMILY,4.5,1333338,8.7M,"10,000,000+",Free,0,Everyone,Casual,"May 23, 2018",1.34.1,2.3.3 and up
+My Boo - Your Virtual Pet Game,FAMILY,4.4,899748,80M,"10,000,000+",Free,0,Everyone,Casual,"August 3, 2018",2.11,4.1 and up
+Create apps fast with beautiful design and no code,BUSINESS,3.7,23729,24M,"1,000,000+",Free,0,Everyone,Business,"May 14, 2018",7.2,4.4 and up
+THE KING OF FIGHTERS-A 2012(F),GAME,4.4,406511,21M,"5,000,000+",Free,0,Teen,Action,"October 21, 2016",1.0.5,4.0.3 and up
+Text free - Free Text + Call,SOCIAL,4.3,315390,Varies with device,"10,000,000+",Free,0,Everyone,Social,"July 26, 2018",Varies with device,Varies with device
+Diary with lock password,LIFESTYLE,4.3,179139,9.7M,"5,000,000+",Free,0,Everyone,Lifestyle,"November 1, 2017",3.5.3,4.0.3 and up
+Fast like a Fox,GAME,4.3,104389,12M,"5,000,000+",Free,0,Everyone,Adventure,"April 17, 2018",1.4.0,4.2 and up
+Google Photos,PHOTOGRAPHY,4.5,10847682,Varies with device,"1,000,000,000+",Free,0,Everyone,Photography,"August 1, 2018",Varies with device,Varies with device
+Scoompa Video - Slideshow Maker and Video Editor,PHOTOGRAPHY,4.5,559931,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"May 10, 2018",Varies with device,Varies with device
+Girls Craft: Exploration,FAMILY,3.8,130689,57M,"5,000,000+",Free,0,Everyone 10+,Simulation,"August 3, 2018",1.32,4.2 and up
+The PCH App,LIFESTYLE,4.5,234971,81M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 25, 2018",2.8.7.78579,4.4 and up
+Legend - Animate Text in Video,SOCIAL,4.5,228737,Varies with device,"10,000,000+",Free,0,Everyone,Social,"July 12, 2016",Varies with device,Varies with device
+"Resume Builder Free, 5 Minute CV Maker & Templates",BUSINESS,4.4,72202,6.7M,"1,000,000+",Free,0,Everyone,Business,"June 25, 2018",6.0,4.0.3 and up
+AO Surgery Reference,MEDICAL,4.7,2570,3.8M,"100,000+",Free,0,Everyone,Medical,"May 10, 2017",1.2.6,4.0 and up
+ao,FAMILY,3.5,14145,5.9M,"1,000,000+",Free,0,Everyone,Strategy,"June 8, 2016",1.0.9,4.0 and up
+AO/OTA Fracture Classification,MEDICAL,4.9,25,46M,"5,000+",Free,0,Everyone,Medical,"April 17, 2018",1.0,5.0 and up
+AO Player,EVENTS,4.0,9,3.3M,"1,000+",Free,0,Everyone,Events,"December 20, 2017",1.1.4,4.4 and up
+Ao Oni2,GAME,4.1,21223,48M,"1,000,000+",Free,0,Teen,Adventure,"April 20, 2018",1.6.6,4.1 and up
+A. O. Smith,TOOLS,4.2,32,33M,"10,000+",Free,0,Everyone,Tools,"May 21, 2018",3.0.22,4.0 and up
+AO-EVENT,BUSINESS,NaN,0,42M,100+,Free,0,Everyone,Business,"May 28, 2018",6.2.6,4.1 and up
+Arena of Valor: 5v5 Arena Game,GAME,4.4,438911,99M,"10,000,000+",Free,0,Teen,Action,"June 28, 2018",1.23.1.2,4.0.3 and up
+PlacarTv Futebol Ao Vivo,COMMUNICATION,4.1,2063,4.5M,"100,000+",Free,0,Everyone,Communication,"June 3, 2018",1.0.3,4.0 and up
+Virtual lover,FAMILY,4.6,45771,28M,"1,000,000+",Free,0,Mature 17+,Entertainment,"June 8, 2018",1.39,4.1 and up
+The Hunt for the Lost Treasure,FAMILY,4.6,7148,8.1M,"100,000+",Paid,$2.99,Everyone,Adventure;Brain Games,"September 13, 2017",1.8,4.0.3 and up
+Attack the Light,FAMILY,4.7,19209,21M,"100,000+",Paid,$2.99,Everyone,Role Playing;Action & Adventure,"February 23, 2016",1.1.4,4.0 and up
+Princess Closet : Otome games free dating sim,FAMILY,4.5,29495,56M,"1,000,000+",Free,0,Teen,Simulation,"May 24, 2018",1.11.0,4.0.3 and up
+Gravidez ao Vivo,MEDICAL,NaN,61,Varies with device,"1,000+",Paid,$2.99,Everyone,Medical,"March 11, 2014",1.5,2.2 and up
+365Scores - Live Scores,SPORTS,4.6,666246,25M,"10,000,000+",Free,0,Everyone,Sports,"July 29, 2018",5.5.9,4.1 and up
+PES 2018 PRO EVOLUTION SOCCER,SPORTS,4.4,1721943,26M,"10,000,000+",Free,0,Everyone,Sports,"June 27, 2018",2.3.2,5.0 and up
+Mobile Legends: Bang Bang,GAME,4.4,8219586,99M,"100,000,000+",Free,0,Teen,Action,"July 24, 2018",1.2.97.3042,4.0.3 and up
+Heroes of Order & Chaos,FAMILY,4.2,690148,25M,"10,000,000+",Free,0,Teen,Strategy,"October 27, 2017",Varies with device,Varies with device
+Kill Shot Bravo: Sniper FPS,GAME,4.4,579519,99M,"10,000,000+",Free,0,Mature 17+,Action,"July 18, 2018",5.1,4.1 and up
+Tennis Champion 3D - Online Sports Game,SPORTS,4.0,170973,43M,"5,000,000+",Free,0,Everyone,Sports,"June 6, 2018",2.1,4.1 and up
+Carnivores: Dinosaur Hunter,GAME,4.2,62636,17M,"1,000,000+",Free,0,Teen,Action,"July 2, 2018",1.8.0,4.0.3 and up
+High School Simulator 2017,FAMILY,4.2,123136,80M,"5,000,000+",Free,0,Mature 17+,Simulation,"June 25, 2018",1.0,4.0 and up
+Hopeless Land: Fight for Survival,GAME,4.2,250197,44M,"5,000,000+",Free,0,Teen,Action,"July 12, 2018",1.0,4.1 and up
+SofaScore Live Score,SPORTS,4.8,221722,Varies with device,"10,000,000+",Free,0,Everyone,Sports,"July 26, 2018",Varies with device,Varies with device
+Virtual Cigarette Smoking (prank),FAMILY,3.7,29838,Varies with device,"5,000,000+",Free,0,Mature 17+,Entertainment,"June 28, 2018",2.2,Varies with device
+Scanning body and undressing people,FAMILY,3.4,1012,12M,"100,000+",Free,0,Teen,Entertainment,"February 24, 2018",2.0,3.0 and up
+Ultimate Tennis,SPORTS,4.3,183004,100M,"10,000,000+",Free,0,Everyone,Sports,"July 19, 2018",2.29.3118,4.0.3 and up
+Legion of Heroes,FAMILY,4.3,143087,69M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"July 12, 2018",1.9.22,4.0 and up
+Soccer Star 2018 Top Leagues · MLS Soccer Games,SPORTS,4.6,652940,90M,"10,000,000+",Free,0,Teen,Sports,"July 5, 2018",1.3.5,4.1 and up
+Heroes Arena,GAME,4.2,336386,88M,"10,000,000+",Free,0,Everyone 10+,Action,"July 24, 2018",2.0.1,4.0.3 and up
+virtual lover 3D,FAMILY,4.6,5195,64M,"100,000+",Free,0,Mature 17+,Entertainment,"April 18, 2018",1.3,4.1 and up
+Range Master: Sniper Academy,SPORTS,4.1,91935,39M,"10,000,000+",Free,0,Everyone,Sports,"April 26, 2018",2.1.3,4.1 and up
+DINO HUNTER: DEADLY SHORES,GAME,4.4,1381624,54M,"10,000,000+",Free,0,Teen,Action,"March 14, 2017",3.1.1,3.0 and up
+FC Barcelona Official App,SPORTS,4.6,92522,56M,"5,000,000+",Free,0,Everyone,Sports,"July 26, 2018",4.0.14,4.1 and up
+Can Your Pet? : Returns - Teen,FAMILY,4.3,45370,14M,"1,000,000+",Free,0,Teen,Simulation,"August 2, 2018",2.59.8,2.3 and up
+GUYZ - Gay Chat & Gay Dating,SOCIAL,4.4,41269,Varies with device,"1,000,000+",Free,0,Mature 17+,Social,"May 10, 2017",1.3.6.4,4.0.3 and up
+Bubbu – My Virtual Pet,FAMILY,4.7,394842,75M,"10,000,000+",Free,0,Everyone,Casual;Pretend Play,"August 4, 2018",1.50,4.1 and up
+3D Tennis,SPORTS,4.2,1008012,13M,"50,000,000+",Free,0,Everyone,Sports,"December 5, 2017",1.7.7,2.1 and up
+Start the Hunt for the Lost Treasure,FAMILY,3.8,302,8.1M,"10,000+",Free,0,Everyone,Puzzle;Brain Games,"September 13, 2017",1.4,4.0.3 and up
+Treasure Hunt Hidden Objects Adventure Game,FAMILY,4.3,1231,Varies with device,"100,000+",Free,0,Everyone,Puzzle,"May 24, 2018",2.2,4.1 and up
+Scanning under clothes (prank),FAMILY,3.7,1443,20M,"100,000+",Free,0,Mature 17+,Entertainment,"January 18, 2018",3.0,2.3 and up
+WGT Golf Game by Topgolf,SPORTS,4.3,148083,57M,"10,000,000+",Free,0,Everyone,Sports,"July 24, 2018",1.42.2,4.1 and up
+3D Holograms Joke,FAMILY,2.9,31596,31M,"5,000,000+",Free,0,Teen,Simulation,"December 23, 2016",1.5,2.3 and up
+Weaphones™ Gun Sim Free Vol 1,FAMILY,4.3,598975,39M,"10,000,000+",Free,0,Everyone,Simulation,"January 17, 2018",2.4.0,4.0 and up
+Hidden Objects Treasure Hunt Adventure Games,FAMILY,4.3,275,29M,"10,000+",Free,0,Everyone,Puzzle,"July 9, 2018",1.0.1,4.4 and up
+Live Camera Viewer ★ World Webcam & IP Cam Streams,TRAVEL_AND_LOCAL,4.0,64164,3.6M,"10,000,000+",Free,0,Everyone,Travel & Local,"April 7, 2018",1.9,4.1 and up
+Body scanner (prank),FAMILY,3.3,16063,3.8M,"1,000,000+",Free,0,Teen,Casual,"June 2, 2016",3.0,2.3 and up
+AP Mobile - Breaking News,NEWS_AND_MAGAZINES,4.5,76616,4.6M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"May 25, 2017",4.4.3,4.0 and up
+AP ENPS Mobile,PRODUCTIVITY,4.1,22,545k,"5,000+",Free,0,Everyone,Productivity,"March 8, 2016",8.0.0130,4.4 and up
+AP® Guide,FAMILY,5.0,3,2.1M,"1,000+",Free,0,Everyone,Education,"July 31, 2017",1.3,4.0.3 and up
+WiFi Access Point (hotspot),COMMUNICATION,3.9,684,61k,"100,000+",Free,0,Everyone,Communication,"May 14, 2015",1.1.2,2.3 and up
+AP Mobile,FAMILY,4.6,117,13M,"10,000+",Free,0,Everyone,Education,"November 21, 2017",1.03,6.0 and up
+AP Manager,TOOLS,4.0,177,2.8M,"10,000+",Free,0,Everyone,Tools,"May 4, 2015",1.0.8,2.3 and up
+AP App for Android™,NEWS_AND_MAGAZINES,3.6,188,9.9M,"10,000+",Free,0,Everyone,News & Magazines,"May 12, 2016",1.0,4.0 and up
+Access Point Finder,LIFESTYLE,4.0,22,2.5M,"10,000+",Free,0,Everyone,Lifestyle,"September 6, 2016",1.0,3.0 and up
+AP English Language: Practice Tests and Flashcards,FAMILY,4.5,19,5.4M,"5,000+",Free,0,Everyone,Education,"July 3, 2018",1.6.7.1,4.1 and up
+AP Mobile 104,BUSINESS,NaN,0,14M,100+,Free,0,Everyone,Business,"December 13, 2017",1.2.2.0,4.0 and up
+AP Planner,FAMILY,2.9,45,1.3M,"5,000+",Free,0,Everyone,Education,"August 3, 2015",1.1,2.1 and up
+Access Point Browser,TOOLS,4.2,25,2.5M,"1,000+",Free,0,Everyone,Tools,"September 22, 2017",3.11,4.3 and up
+AP Installer,TOOLS,4.5,23,283k,"5,000+",Free,0,Everyone,Tools,"July 20, 2018",13,3.2 and up
+Access Point Proximity,TOOLS,NaN,5,2.3M,"1,000+",Free,0,Everyone,Tools,"June 28, 2018",2.1.1,5.0 and up
+Study AP World History,FAMILY,4.6,513,1.6M,"10,000+",Free,0,Everyone,Education,"July 18, 2016",1.1.2,4.0.3 and up
+UniFi,TOOLS,4.7,11018,25M,"500,000+",Free,0,Everyone,Tools,"July 25, 2018",1.7.0,4.1 and up
+Ap Video Downloader for fb New 2018,TOOLS,4.2,676,5.4M,"100,000+",Free,0,Everyone,Tools,"July 31, 2018",3.0.188,4.0.3 and up
+AP Government Review,FAMILY,4.7,3,1.5M,"1,000+",Paid,$2.99,Everyone,Education,"March 14, 2017",1.1,4.0.3 and up
+"ap,wifi testing,iperf,ping,android,Bluetooth,tcp",TOOLS,4.7,3,5.3M,10+,Paid,$2.99,Everyone,Tools,"May 27, 2018",1.0.15,4.4 and up
+HotSpot Tethering Free/WiFi AP,TOOLS,3.9,478,2.0M,"100,000+",Free,0,Everyone,Tools,"September 12, 2016",2.003,2.3 and up
+AP Chemistry Prep: Practice Tests and Flashcards,FAMILY,4.7,55,5.4M,"10,000+",Free,0,Everyone,Education,"July 3, 2018",1.6.7.1,4.1 and up
+AP Flashcards,FAMILY,3.7,88,41M,"10,000+",Free,0,Everyone,Education,"August 30, 2015",1.3.14,3.1 and up
+AP World History: Practice Tests and Flashcards,FAMILY,4.8,21,5.4M,"5,000+",Free,0,Everyone,Education,"July 3, 2018",1.6.7.1,4.1 and up
+Access Point Names,COMMUNICATION,4.0,138,2.4M,"10,000+",Free,0,Everyone,Communication,"August 12, 2014",1.0,2.3.3 and up
+"AP Biology Prep: Practice Tests, Flashcards",FAMILY,4.6,87,5.4M,"10,000+",Free,0,Everyone,Education,"July 3, 2018",1.6.7.1,4.1 and up
+AP Biology Study Guide + Quiz,FAMILY,4.4,105,9.0M,"10,000+",Free,0,Everyone,Education,"March 22, 2016",1.5.1,4.1 and up
+Reuters News,NEWS_AND_MAGAZINES,4.3,13166,25M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"June 6, 2018",3.4.4,4.1 and up
+500 AP World History Questions,FAMILY,4.7,7,1.2M,100+,Paid,$9.99,Everyone,Education,"November 1, 2013",1.2,1.6 and up
+AP Themes for Kustom/KLWP,PERSONALIZATION,3.6,5,45M,500+,Paid,$1.49,Everyone,Personalization,"September 1, 2017",1.8.2,4.4 and up
+AP Physics 1 Prep: Practice Tests and Flashcards,FAMILY,4.4,29,5.3M,"5,000+",Free,0,Everyone,Education,"July 3, 2018",1.6.7.1,4.1 and up
+Fate GO Ap Counter,TOOLS,4.6,70,3.2M,"1,000+",Free,0,Everyone,Tools,"January 19, 2018",1.1.4,4.1 and up
+iScore5 AP Psych,FAMILY,2.9,10,73M,100+,Paid,$4.99,Everyone,Educational,"April 25, 2017",2.0,4.0.3 and up
+Glanceable Ap Watch Face,PERSONALIZATION,NaN,0,11M,5+,Paid,$0.99,Everyone,Personalization,"August 14, 2016",1.0.103,4.4 and up
+AP Psychology Prep: Practice Tests and Flashcards,FAMILY,4.5,242,5.4M,"50,000+",Free,0,Everyone,Education,"July 3, 2018",1.6.7.1,4.1 and up
+meStudying: AP English Lit,FAMILY,5.0,1,655k,10+,Paid,$4.99,Everyone,Education,"August 31, 2013",1.3,2.0.1 and up
+APN Settings,TOOLS,3.7,3743,5.6M,"1,000,000+",Free,0,Everyone,Tools,"August 3, 2018",6.4,4.1 and up
+AEE AP,PHOTOGRAPHY,NaN,4,17M,"1,000+",Free,0,Everyone,Photography,"February 7, 2018",1.01,2.2 and up
+AP Math & Computer Science,FAMILY,3.7,37,9.5M,"5,000+",Free,0,Everyone,Education,"July 19, 2015",2.16,2.3 and up
+AP Series Solution Pro,FAMILY,NaN,0,7.4M,0+,Paid,$1.99,Everyone,Education,"July 30, 2017",1.3,4.0 and up
+AP Statistics Prep: Practice Tests and Flashcards,FAMILY,4.2,19,5.4M,"5,000+",Free,0,Everyone,Education,"July 3, 2018",1.6.7.1,4.1 and up
+eChallan Andhra Pradesh (AP),SOCIAL,3.0,5,2.6M,"1,000+",Free,0,Teen,Social,"February 15, 2018",1.0.0.4,4.1 and up
+AP Art History Flashcards,FAMILY,5.0,1,96M,10+,Paid,$29.99,Mature 17+,Education,"January 19, 2016",3.30,4.0 and up
+True Skate,SPORTS,4.4,129409,73M,"1,000,000+",Paid,$1.99,Everyone,Sports,"August 4, 2018",1.5.1,4.0.3 and up
+AP European History: Practice Tests and Flashcards,FAMILY,4.7,7,5.4M,"1,000+",Free,0,Everyone,Education,"July 3, 2018",1.6.7.1,4.1 and up
+AdventureQuest 3D MMO,FAMILY,4.3,22667,35M,"1,000,000+",Free,0,Teen,Role Playing,"July 26, 2018",1.10.1,4.4 and up
+AdventureQuest Dragons,FAMILY,3.9,10114,48M,"100,000+",Free,0,Everyone,Casual,"June 13, 2018",1.0.63,4.0 and up
+AQ: First Contact,FAMILY,NaN,0,Varies with device,"50,000+",Free,0,Everyone,Strategy,"July 26, 2018",Varies with device,Varies with device
+Battle Gems (AdventureQuest),FAMILY,4.4,48427,Varies with device,"500,000+",Free,0,Everyone 10+,Puzzle,"March 31, 2018",Varies with device,Varies with device
+Undead Assault,GAME,4.3,4704,37M,"100,000+",Free,0,Everyone 10+,Arcade,"November 4, 2015",1.4.6,2.3 and up
+AQ Service,BUSINESS,NaN,4,17M,10+,Free,0,Everyone,Business,"August 28, 2017",1.0,4.4 and up
+AQ wisdom +,TOOLS,NaN,0,35M,100+,Free,0,Everyone,Tools,"March 15, 2018",1.0.0,4.0.3 and up
+AQ SMS Notify,TOOLS,NaN,0,2.3M,10+,Free,0,Everyone,Tools,"April 12, 2018",2.5.3,4.1 and up
+AQ Math Facts,FAMILY,NaN,1,16M,1+,Paid,$2.99,Everyone,Educational,"May 17, 2017",1.0.3,4.0 and up
+Adventure Quest World Mobile Quiz,FAMILY,4.6,28,26M,500+,Free,0,Everyone,Puzzle,"January 16, 2018",3.1.6z,4.0.3 and up
+Aqw&3d Design Notes Manager,FAMILY,4.5,11,2.9M,500+,Free,0,Everyone,Entertainment,"August 15, 2017",3.0,4.0.3 and up
+AQ Aspergers Test,MEDICAL,3.9,265,714k,"10,000+",Free,0,Everyone,Medical,"October 14, 2015",1.4.0,2.3.3 and up
+Guess the Class 🔥 AQW,GAME,4.7,57,12M,"1,000+",Free,0,Everyone,Word,"November 1, 2017",1.0.0,4.1 and up
+Puffin Web Browser,COMMUNICATION,4.3,541661,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 9, 2018",7.5.3.20547,4.1 and up
+AQ Ria Retail,FAMILY,5.0,4,52M,50+,Free,0,Everyone,Education,"April 3, 2018",1.1,4.1 and up
+Accounting Quiz (AQ) Malaysia,FAMILY,5.0,25,Varies with device,"1,000+",Free,0,Everyone,Education,"January 29, 2018",Varies with device,4.0 and up
+AQ Guards,PRODUCTIVITY,NaN,0,3.2M,10+,Free,0,Everyone,Productivity,"July 6, 2018",2.1.22,4.4 and up
+Wowkwis aq Ka'qaquj,FAMILY,5.0,1,49M,10+,Free,0,Everyone,Education;Education,"February 16, 2018",1.0,4.0.3 and up
+AQ Coach,SPORTS,NaN,0,28M,5+,Free,0,Everyone,Sports,"May 25, 2018",1.1.0,4.4 and up
+AQ Dentals,HEALTH_AND_FITNESS,NaN,0,12M,10+,Free,0,Everyone,Health & Fitness,"December 22, 2017",1.0.1,4.1 and up
+AccuWeather: Daily Forecast & Live Weather Reports,WEATHER,4.4,2052407,Varies with device,"50,000,000+",Free,0,Everyone,Weather,"August 2, 2018",Varies with device,Varies with device
+中国語 AQリスニング,FAMILY,NaN,21,17M,"5,000+",Free,0,Everyone,Education,"June 22, 2016",2.4.0,4.0 and up
+ClanHQ,COMMUNICATION,2.7,560,37M,"10,000+",Free,0,Everyone,Communication,"July 25, 2018",1.0.21,4.4 and up
+QuickShortcutMaker,PERSONALIZATION,4.6,41000,2.0M,"1,000,000+",Free,0,Everyone,Personalization,"February 23, 2014",2.4.0,1.6 and up
+Moovit: Bus Time & Train Time Live Info,MAPS_AND_NAVIGATION,4.4,616742,Varies with device,"10,000,000+",Free,0,Everyone,Maps & Navigation,"August 5, 2018",Varies with device,Varies with device
+Iron Blade,GAME,4.4,161637,82M,"10,000,000+",Free,0,Mature 17+,Action,"July 18, 2018",1.7.0m,4.0.3 and up
+QR Droid,PRODUCTIVITY,4.1,349151,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"August 1, 2018",Varies with device,Varies with device
+QR BARCODE SCANNER,TOOLS,3.8,169369,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"September 5, 2016",Varies with device,Varies with device
+Dungeon Boss – Strategy RPG,FAMILY,4.4,218881,37M,"5,000,000+",Free,0,Everyone 10+,Role Playing,"March 28, 2018",0.5.10011,4.0.3 and up
+Questland: Turn Based RPG,FAMILY,4.6,31134,48M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"August 2, 2018",1.10.6,4.1 and up
+Order & Chaos 2: 3D MMO RPG,FAMILY,4.1,242722,54M,"10,000,000+",Free,0,Teen,Role Playing,"July 9, 2018",3.1.2b,4.0.3 and up
+Dungeon Quest,FAMILY,4.5,244039,46M,"5,000,000+",Free,0,Everyone 10+,Role Playing,"June 4, 2018",3.0.5.2,4.0 and up
+Dungeon Hunter 5 – Action RPG,FAMILY,4.2,720685,51M,"10,000,000+",Free,0,Teen,Role Playing,"June 21, 2018",3.6.1a,4.0.3 and up
+"Grow Stone Online : 2d pixel RPG, MMORPG game",FAMILY,4.7,84389,48M,"1,000,000+",Free,0,Everyone,Role Playing,"August 5, 2018",1.375,4.0.3 and up
+Evil Apples: A Dirty Card Game,GAME,4.3,137696,55M,"5,000,000+",Free,0,Mature 17+,Word,"July 19, 2018",2.3.3,4.2 and up
+Megatramp - a Story of Success!,FAMILY,4.3,322976,Varies with device,"5,000,000+",Free,0,Teen,Simulation,"June 13, 2018",Varies with device,4.2 and up
+Knightfall™ AR,FAMILY,4.2,254,25M,"10,000+",Free,0,Teen,Strategy,"March 17, 2018",1.0,7.0 and up
+Ghost Snap AR Horror Survival,GAME,3.8,898,33M,"100,000+",Free,0,Teen,Adventure,"December 21, 2016",1.2.3.1,2.3 and up
+The Walking Dead: Our World,GAME,4.0,22435,100M,"1,000,000+",Free,0,Teen,Action,"August 1, 2018",1.1.0.3,5.0 and up
+Jurassic World™ Alive,FAMILY,4.3,308944,70M,"5,000,000+",Free,0,Everyone 10+,Simulation,"August 2, 2018",1.3.15,4.4 and up
+Snaappy – 3D fun AR core communication platform,SOCIAL,4.6,16801,Varies with device,"1,000,000+",Free,0,Everyone,Social,"July 16, 2018",1.5.341,4.0.3 and up
+Sketchfab,FAMILY,4.3,906,9.2M,"50,000+",Free,0,Mature 17+,Entertainment,"March 9, 2018",0.46.0,4.4 and up
+Ingress,GAME,4.3,391325,43M,"10,000,000+",Free,0,Everyone,Adventure,"June 20, 2018",1.131.2,4.0 and up
+My Tamagotchi Forever,FAMILY,4.3,28735,91M,"1,000,000+",Free,0,Everyone,Casual,"August 1, 2018",1.12.0.1654,4.2 and up
+"Egg, Inc.",FAMILY,4.7,580160,29M,"5,000,000+",Free,0,Everyone,Simulation,"June 13, 2018",1.7.5,4.0.3 and up
+Houzz Interior Design Ideas,HOUSE_AND_HOME,4.6,353813,Varies with device,"10,000,000+",Free,0,Everyone,House & Home,"August 1, 2018",Varies with device,Varies with device
+Flat Pack,GAME,4.4,862,44M,"100,000+",Free,0,Everyone 10+,Action,"March 16, 2018",1.0.4,7.0 and up
+Crayola Color Blaster,GAME,3.8,17,30M,"1,000+",Free,0,Everyone,Arcade,"March 13, 2018",1.5,7.0 and up
+Guns of Boom - Online Shooter,GAME,4.6,1226514,99M,"10,000,000+",Free,0,Teen,Action,"July 20, 2018",4.4.4,4.1 and up
+Guns Royale - Multiplayer Blocky Battle Royale,GAME,4.6,19070,90M,"100,000+",Free,0,Everyone 10+,Action,"August 4, 2018",1.0,Varies with device
+Build.com - Shop Home Improvement & Expert Advice,HOUSE_AND_HOME,4.5,118,72M,"50,000+",Free,0,Everyone,House & Home,"July 10, 2018",3.7.1,5.0 and up
+Wayfair - Shop All Things Home,SHOPPING,4.5,20247,47M,"5,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",4.70.30,4.1 and up
+NYTimes - Latest News,NEWS_AND_MAGAZINES,3.9,63640,23M,"10,000,000+",Free,0,Everyone 10+,News & Magazines,"August 1, 2018",6.19.5,4.4 and up
+"Overstock – Home Decor, Furniture Shopping",SHOPPING,4.4,25717,Varies with device,"1,000,000+",Free,0,Teen,Shopping,"July 31, 2018",Varies with device,Varies with device
+Stack It AR,GAME,3.8,1363,26M,"100,000+",Free,0,Everyone,Arcade,"June 29, 2018",1.1.4,4.0 and up
+"ARuler - AR Ruler app, Measure tools",TOOLS,4.3,1602,5.0M,"100,000+",Free,0,Everyone,Tools,"August 3, 2018",1.1.7,7.0 and up
+SNOW - AR Camera,PHOTOGRAPHY,4.3,1017237,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"July 30, 2018",7.6.5,4.3 and up
+Monster Park AR - Jurassic Dinosaurs in Real World,FAMILY,3.7,128,20M,"10,000+",Free,0,Everyone,Entertainment,"March 8, 2018",1.2.2.122,7.0 and up
+AR Remote Car,FAMILY,3.2,1354,30M,"100,000+",Free,0,Everyone,Simulation,"August 12, 2017",2.14,4.0 and up
+Solar System AR ( ARCore ),FAMILY,4.0,211,37M,"10,000+",Free,0,Everyone,Entertainment,"July 23, 2018",0.8.6,7.0 and up
+Super AR,FAMILY,3.8,410,28M,"10,000+",Free,0,Teen,Entertainment,"December 18, 2017",2.1,4.0 and up
+Spacecraft AR,FAMILY,4.4,83,85M,"10,000+",Free,0,Everyone,Education,"June 28, 2018",1.2,7.0 and up
+Assemblr - Create 3D Models (Sandbox AR),FAMILY,3.8,1745,Varies with device,"1,000,000+",Free,0,Everyone,Simulation,"July 17, 2018",2.25,5.0 and up
+MCRAFT AR - EDITOR,FAMILY,3.4,131,22M,"5,000+",Free,0,Everyone,Simulation,"June 24, 2018",1.0,4.1 and up
+Jenga® AR,FAMILY,2.9,53,82M,"10,000+",Free,0,Everyone,Puzzle,"March 17, 2018",1.0.1,7.0 and up
+Nightenfell: Shared AR,GAME,4.5,20,65M,"1,000+",Paid,$0.99,Everyone 10+,Action,"March 27, 2018",1.0.0,7.0 and up
+Portal AR - Step Into Scotland,TRAVEL_AND_LOCAL,3.7,25,43M,"5,000+",Free,0,Everyone,Travel & Local,"June 4, 2018",1.4,7.0 and up
+Arcraft - AR Sandbox,GAME,3.8,469,80M,"10,000+",Free,0,Everyone,Adventure,"May 19, 2017",1.4,4.0 and up
+Augment - 3D Augmented Reality,BUSINESS,4.1,25195,21M,"1,000,000+",Free,0,Everyone,Business,"February 26, 2018",v3.4.0-3,4.0.3 and up
+Satellite AR,BOOKS_AND_REFERENCE,4.1,9636,93k,"1,000,000+",Free,0,Everyone,Books & Reference,"September 22, 2011",2.4,2.1 and up
+Figment AR,FAMILY,3.7,22,90M,"5,000+",Free,0,Everyone,Entertainment,"July 10, 2018",1.0,7.0 and up
+AR Tank Battle,GAME,3.6,153,67M,"10,000+",Free,0,Everyone,Action,"December 31, 2016",1.3,4.0 and up
+AR Dragon Pet,FAMILY,NaN,0,Varies with device,"50,000+",Free,0,Everyone,Casual,"November 9, 2017",Varies with device,Varies with device
+Paint Space AR,FAMILY,3.0,17,32M,"1,000+",Free,0,Everyone,Entertainment,"March 7, 2018",1.1,7.0 and up
+"Just a Line - Draw Anywhere, with AR",FAMILY,4.1,1152,2.7M,"100,000+",Free,0,Everyone,Entertainment,"May 30, 2018",2.0.0,7.0 and up
+AR Toybox - Augmented Reality Demos,FAMILY,3.8,20,36M,"1,000+",Free,0,Everyone,Simulation,"August 17, 2017",1.0.2,4.1 and up
+"Mind Map AR, Augmented Reality ARCore Mind Mapping",PRODUCTIVITY,4.2,29,35M,"5,000+",Free,0,Everyone,Productivity,"July 26, 2018",1.23,7.0 and up
+【Miku AR Camera】Mikuture,FAMILY,4.4,36268,41M,"1,000,000+",Free,0,Teen,Entertainment,"April 25, 2017",3.0.15,4.2 and up
+AR Toys: Playground Sandbox | Remote Car,FAMILY,4.5,153,Varies with device,"10,000+",Free,0,Everyone,Simulation,"August 3, 2018",0.8,7.0 and up
+Summer Camp Island AR,FAMILY,3.6,740,71M,"50,000+",Free,0,Everyone,Simulation,"July 5, 2018",1.0.2,4.4 and up
+AR Sport Cars,FAMILY,3.6,284,70M,"10,000+",Free,0,Everyone,Simulation,"June 10, 2017",1.0,4.1 and up
+AS - News and sports results.,SPORTS,3.7,20879,22M,"1,000,000+",Free,0,Everyone,Sports,"June 9, 2018",5.1.13,4.1 and up
+MARCA - Diario Líder Deportivo,SPORTS,3.9,76340,14M,"5,000,000+",Free,0,Everyone,Sports,"July 25, 2018",6.3.3,4.1 and up
+"AS - Diario online deportivo. Fútbol, motor y más",NEWS_AND_MAGAZINES,NaN,0,6.0M,50+,Free,0,Everyone,News & Magazines,"June 24, 2018",7.8,4.1 and up
+SleepCloud Backup for Sleep as Android,LIFESTYLE,4.2,2563,Varies with device,"100,000+",Free,0,Everyone,Lifestyle,"June 26, 2018",Varies with device,Varies with device
+AS Guía de las Ligas 2017-2018,SPORTS,4.1,4374,53M,"100,000+",Free,0,Everyone,Sports,"September 14, 2017",1.0.10,4.1 and up
+Sleep as Android Unlock,LIFESTYLE,4.5,23966,872k,"1,000,000+",Paid,$5.99,Everyone,Lifestyle,"June 27, 2018",20180608,4.0 and up
+Sleep as Android Gear Addon,HEALTH_AND_FITNESS,2.8,961,1.3M,"100,000+",Free,0,Everyone,Health & Fitness,"February 27, 2018",1.5,4.0 and up
+Sleep as Android Garmin Addon,HEALTH_AND_FITNESS,2.6,114,1.6M,"10,000+",Free,0,Everyone,Health & Fitness,"June 20, 2018",20180620,2.3 and up
+"Sleep as Android: Sleep cycle tracker, smart alarm",LIFESTYLE,4.3,246201,Varies with device,"10,000,000+",Free,0,Everyone,Lifestyle,"July 23, 2018",Varies with device,Varies with device
+Sonic the Hedgehog™ Classic,GAME,4.4,125652,56M,"10,000,000+",Free,0,Everyone,Action,"June 18, 2018",3.3.0,4.2 and up
+The Aether: Life as a God,FAMILY,4.1,1407,3.4M,"100,000+",Free,0,Everyone 10+,Role Playing,"March 12, 2018",1.0.5,4.0 and up
+CAPTCHA Pack for Sleep as Android,LIFESTYLE,4.0,448,3.1M,"50,000+",Free,0,Everyone,Lifestyle,"June 8, 2018",1.3,2.3 and up
+Pacific Navy Fighter C.E. (AS),GAME,4.3,11379,20M,"500,000+",Free,0,Everyone 10+,Arcade,"July 29, 2018",1.4,4.0.3 and up
+Lullaby Add-on for Sleep as Android,HEALTH_AND_FITNESS,3.9,2057,6.2M,"50,000+",Paid,$1.99,Everyone,Health & Fitness,"October 18, 2017",2.4,4.0 and up
+Sleep as Microsoft Band Add-On,LIFESTYLE,3.5,28,121k,"1,000+",Free,0,Everyone,Lifestyle,"January 23, 2016",1.0.0.8,4.2 and up
+Ear Agent: Super Hearing,COMMUNICATION,3.7,42329,Varies with device,"5,000,000+",Free,0,Everyone,Communication,"June 4, 2018",Varies with device,Varies with device
+Ninja Turtles: Legends,FAMILY,4.3,344283,95M,"10,000,000+",Free,0,Teen,Role Playing,"December 18, 2017",1.11.39,4.1 and up
+Timely Alarm Clock,LIFESTYLE,4.3,258717,9.4M,"10,000,000+",Free,0,Everyone,Lifestyle,"September 25, 2017",1.3.1,4.0.3 and up
+PDF Viewer & Book Reader,PRODUCTIVITY,4.1,40437,Varies with device,"5,000,000+",Free,0,Everyone,Productivity,"February 6, 2018",Varies with device,Varies with device
+My OldBoy! Free - GBC Emulator,GAME,4.2,51787,Varies with device,"5,000,000+",Free,0,Everyone,Arcade,"January 12, 2018",Varies with device,Varies with device
+My Boy! Free - GBA Emulator,GAME,4.3,531074,2.5M,"10,000,000+",Free,0,Everyone,Arcade,"January 9, 2018",Varies with device,Varies with device
+Google Voice,COMMUNICATION,4.2,171052,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Choices: Stories You Play,FAMILY,4.6,807155,93M,"10,000,000+",Free,0,Teen,Simulation,"July 30, 2018",2.3.5,4.0.3 and up
+Samsung Health,HEALTH_AND_FITNESS,4.3,480208,70M,"500,000,000+",Free,0,Everyone,Health & Fitness,"July 31, 2018",5.17.2.009,5.0 and up
+WiFi Baby Monitor - NannyCam,VIDEO_PLAYERS,4.1,29867,1.7M,"5,000,000+",Free,0,Everyone,Video Players & Editors,"May 24, 2017",3.1.0 (build 1210),2.3.3 and up
+Maleficent Free Fall,FAMILY,4.4,450013,37M,"10,000,000+",Free,0,Everyone,Puzzle,"July 11, 2018",5.9.0,4.2 and up
+Star Wars™: Force Arena,FAMILY,4.4,228130,70M,"5,000,000+",Free,0,Everyone 10+,Strategy,"July 19, 2018",3.1.4,4.1 and up
+Runtastic Sleep Better: Sleep Cycle & Smart Alarm,HEALTH_AND_FITNESS,4.1,111465,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 25, 2018",Varies with device,Varies with device
+Google Pay,FINANCE,4.2,348132,Varies with device,"100,000,000+",Free,0,Everyone,Finance,"July 26, 2018",2.70.206190089,Varies with device
+Alarm Clock Plus★,LIFESTYLE,4.4,155693,Varies with device,"5,000,000+",Free,0,Everyone,Lifestyle,"September 30, 2014",Varies with device,Varies with device
+Image 2 Wallpaper,TOOLS,4.3,81668,Varies with device,"5,000,000+",Free,0,Everyone,Tools,"December 26, 2016",Varies with device,Varies with device
+PS4 Second Screen,FAMILY,2.4,11773,3.3M,"1,000,000+",Free,0,Everyone,Entertainment,"June 13, 2018",18.6.2,4.1 and up
+Alarm Clock: Stopwatch & Timer,PRODUCTIVITY,4.5,870928,16M,"50,000,000+",Free,0,Everyone,Productivity,"June 8, 2018",5.9.6,4.1 and up
+Ringtone Maker,PERSONALIZATION,4.3,495748,Varies with device,"50,000,000+",Free,0,Everyone,Personalization,"July 29, 2018",Varies with device,Varies with device
+SAMURAI vs ZOMBIES DEFENSE,GAME,4.5,407788,19M,"5,000,000+",Free,0,Everyone,Action,"July 18, 2013",3.4.0,2.1 and up
+Seen,FAMILY,4.5,118285,22M,"1,000,000+",Free,0,Teen,Simulation,"May 24, 2018",1.2.1,4.1 and up
+Google Allo,COMMUNICATION,4.3,347086,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"January 23, 2018",Varies with device,4.1 and up
+Plants vs. Zombies™ Heroes,FAMILY,4.4,379245,68M,"10,000,000+",Free,0,Everyone,Casual;Action & Adventure,"June 26, 2018",1.28.01,4.1 and up
+CM FILE MANAGER HD,PRODUCTIVITY,4.3,144873,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"January 24, 2016",3.5.0,Varies with device
+Ringdroid,VIDEO_PLAYERS,4.4,326232,Varies with device,"50,000,000+",Free,0,Everyone,Video Players & Editors,"December 3, 2016",Varies with device,Varies with device
+Twilight: Blue light filter,HEALTH_AND_FITNESS,4.6,318134,Varies with device,"5,000,000+",Free,0,Everyone,Health & Fitness,"May 29, 2018",Varies with device,Varies with device
+AT&T THANKS®,FAMILY,3.4,2445,34M,"500,000+",Free,0,Everyone,Entertainment,"July 11, 2018",1.4.0,5.0 and up
+Galaxy at War Online,FAMILY,3.9,65119,46M,"1,000,000+",Free,0,Everyone 10+,Strategy,"May 22, 2018",2.1.0,3.0 and up
+Kingdoms at War: Hardcore PVP,FAMILY,4.3,34898,92M,"1,000,000+",Free,0,Teen,Strategy,"June 28, 2018",4.05,4.0.3 and up
+Five Nights at Freddy's 4 Demo,GAME,4.4,889425,45M,"10,000,000+",Free,0,Teen,Action,"July 26, 2015",1.1,2.3 and up
+Five Nights at Freddy's 3 Demo,GAME,4.5,1041836,50M,"10,000,000+",Free,0,Teen,Action,"April 2, 2015",1.07,2.3 and up
+Fandom: Five Nights at Freddys,FAMILY,4.4,17945,9.5M,"1,000,000+",Free,0,Mature 17+,Entertainment,"June 6, 2018",2.9.8,4.4 and up
+MLB At Bat,SPORTS,4.2,82857,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"July 30, 2018",Varies with device,Varies with device
+Nights at Cube Pizzeria 3D – 2,GAME,4.0,47151,36M,"5,000,000+",Free,0,Everyone 10+,Action,"December 26, 2017",2.4.0,4.3 and up
+World at War: WW2 Strategy MMO,FAMILY,4.3,107765,78M,"5,000,000+",Free,0,Everyone 10+,Strategy,"May 25, 2018",3.1.9,4.1 and up
+HotelTonight: Book amazing deals at great hotels,TRAVEL_AND_LOCAL,4.4,57556,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+Five Tries At Love Dating Sim,FAMILY,4.2,37165,22M,"1,000,000+",Free,0,Teen,Simulation,"February 14, 2018",5.1.0,2.3 and up
+Rivals at War: 2084,FAMILY,4.0,174127,48M,"5,000,000+",Free,0,Teen,Simulation,"October 3, 2016",1.3,3.0 and up
+Multiple Videos at Same Time,VIDEO_PLAYERS,4.4,4706,1.5M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"June 19, 2018",Z (Special Edition R9),4.4 and up
+Five Nights at Freddy's 2,FAMILY,4.6,73919,40M,"500,000+",Paid,$2.99,Teen,Strategy,"November 15, 2014",1.07,2.3 and up
+Coloring Book at Five Nights,FAMILY,4.0,532,6.5M,"100,000+",Free,0,Everyone,Educational,"June 6, 2017",1.6,2.3 and up
+Rivals at War: Firefight,GAME,4.4,344819,51M,"5,000,000+",Free,0,Teen,Action,"October 18, 2016",1.4,3.0 and up
+Five nights at Minecraft,FAMILY,3.5,9335,12M,"1,000,000+",Free,0,Everyone,Entertainment,"November 26, 2017",1.2,4.0.3 and up
+Five Nights at Freddy's,GAME,4.6,100805,50M,"1,000,000+",Paid,$2.99,Teen,Action,"December 2, 2014",1.85,2.3 and up
+Nights at Cube Pizzeria 3D – 3,FAMILY,4.0,15875,40M,"1,000,000+",Free,0,Teen,Simulation,"March 3, 2017",1.5,4.2 and up
+7 Nights at Pixel Pizzeria - 2,GAME,4.0,23168,54M,"1,000,000+",Free,0,Teen,Adventure,"July 9, 2018",1.3.0,4.4 and up
+Nights at Slender Pizzeria 3D,GAME,4.1,2628,45M,"100,000+",Free,0,Teen,Adventure,"May 22, 2017",1.1,4.2 and up
+DIRECTV,FAMILY,4.1,235486,63M,"10,000,000+",Free,0,Teen,Entertainment,"June 1, 2018",5.9.006,4.1 and up
+One Night at Golden Freddy's,GAME,3.3,2717,4.0M,"100,000+",Free,0,Teen,Action,"December 7, 2017",0.1,2.3 and up
+DIRECTV for Tablets,FAMILY,3.9,24123,69M,"1,000,000+",Free,0,Teen,Entertainment,"June 1, 2018",5.9.006,4.1 and up
+Nights at Cube Pizzeria 3D – 4,GAME,4.1,7728,39M,"500,000+",Free,0,Teen,Adventure,"July 17, 2018",1.5.0,4.4 and up
+Five Nights at Neighbor House,GAME,4.2,2180,55M,"100,000+",Free,0,Everyone 10+,Action,"January 26, 2018",1.1.0,4.2 and up
+Asylum Night Shift - Five Nights Survival,GAME,4.0,59223,46M,"5,000,000+",Free,0,Teen,Action,"June 26, 2018",1.6.5,4.1 and up
+Five Nights at Freddy's: SL,GAME,4.5,16162,99M,"100,000+",Paid,$2.99,Teen,Action,"April 6, 2017",1.2,2.3 and up
+Two Nights at jumpscare,GAME,3.8,596,91M,"100,000+",Free,0,Teen,Adventure,"August 17, 2017",1.0,4.1 and up
+Five Nights at Pizzeria,GAME,3.5,1976,21M,"100,000+",Free,0,Teen,Action,"March 3, 2018",1.6,4.1 and up
+Block Battles: Heroes at War - Multiplayer PVP,GAME,4.3,6698,46M,"500,000+",Free,0,Everyone 10+,Action,"May 14, 2016",1.0.1,2.3 and up
+Five Nights at Freddy's 4,GAME,4.6,21266,45M,"100,000+",Paid,$2.99,Teen,Action,"July 26, 2015",1.1,2.3 and up
+Five Nights at Flappy's,GAME,4.7,4041,24M,"10,000+",Free,0,Everyone,Arcade,"June 27, 2017",1.5.14,2.3.3 and up
+5 Nights at Cube Pizzeria City,GAME,3.8,2691,52M,"100,000+",Free,0,Teen,Adventure,"February 22, 2017",1.2,4.2 and up
+Five Nights at Freddy's 3,GAME,4.7,27856,50M,"100,000+",Paid,$2.99,Teen,Action,"April 2, 2015",1.07,2.3 and up
+Undertale AU Amino,SOCIAL,4.8,5369,63M,"50,000+",Free,0,Teen,Social,"July 13, 2018",1.8.19106,4.0.3 and up
+au,FAMILY,3.2,9126,5.8M,"1,000,000+",Free,0,Everyone,Strategy,"June 8, 2016",1.0.9,4.0 and up
+Audiobooks from Audible,BOOKS_AND_REFERENCE,4.5,568922,Varies with device,"100,000,000+",Free,0,Teen,Books & Reference,"August 1, 2018",Varies with device,Varies with device
+Au Mobile: Audition Chính Hiệu,GAME,3.9,85278,23M,"1,000,000+",Free,0,Mature 17+,Music,"July 17, 2018",1.8.0716,4.0.3 and up
+AU Mobile Indonesia,GAME,3.6,16521,23M,"1,000,000+",Free,0,Everyone,Music,"May 9, 2018",1.8.0502,2.3 and up
+Au Bon Pain,FOOD_AND_DRINK,3.7,70,26M,"10,000+",Free,0,Everyone,Food & Drink,"July 23, 2018",1.4,5.0 and up
+Au Pair Legend,LIFESTYLE,4.4,28,8.8M,"1,000+",Free,0,Everyone,Lifestyle,"July 19, 2018",3.5,5.0 and up
+Super Dancer,GAME,4.1,91667,27M,"1,000,000+",Free,0,Everyone,Arcade,"July 24, 2018",3.3,2.3 and up
+AU Results - AU COE Corner,FAMILY,4.0,664,2.1M,"100,000+",Free,0,Everyone,Education,"December 14, 2017",2.2.5,4.1 and up
+"view.com.au - Buy, Rent or Research Real Estate",LIFESTYLE,3.1,212,12M,"50,000+",Free,0,Everyone,Lifestyle,"September 26, 2017",2.1.4,4.1 and up
+Au Weather Free,WEATHER,4.0,1185,5.0M,"100,000+",Free,0,Everyone,Weather,"June 18, 2018",2.47.2,2.3 and up
+BringGo AU & NZ,MAPS_AND_NAVIGATION,2.8,440,23M,"10,000+",Paid,$0.99,Everyone,Maps & Navigation,"May 10, 2018",2.5.9,2.3.3 and up
+AU Spark,FAMILY,3.7,681,8.2M,"10,000+",Free,0,Everyone,Education,"August 1, 2018",5.06,4.4 and up
+Rugby AU,SPORTS,2.7,17,14M,"1,000+",Free,0,Everyone,Sports,"December 21, 2017",1.0.0,4.1 and up
+Learners Test Free: AU Driver Knowledge Test (DKT),FAMILY,3.9,623,8.5M,"100,000+",Free,0,Everyone,Education,"March 26, 2018",3.5,4.1 and up
+"realestate.com.au - Buy, Rent & Sell Property",HOUSE_AND_HOME,3.8,14657,Varies with device,"1,000,000+",Free,0,Everyone,House & Home,"July 16, 2018",Varies with device,Varies with device
+Au-allstar for KR,GAME,3.6,2433,47M,"100,000+",Free,0,Everyone,Music,"June 15, 2018",1.6.4,4.3 and up
+STUCOR - AU,FAMILY,4.5,1827,12M,"100,000+",Free,0,Everyone,Education,"June 5, 2018",1.3,4.1 and up
+loans.com.au Smart Money,FINANCE,3.5,30,17M,"1,000+",Free,0,Everyone,Finance,"May 27, 2018",1.4.0,4.1 and up
+AU Students Zone (Result 2016),FAMILY,4.0,97,3.9M,"10,000+",Free,0,Everyone,Education,"July 1, 2016",1.1,4.0 and up
+Top #5 Bσσkie in AU,SPORTS,NaN,0,10.0M,100+,Free,0,Everyone,Sports,"December 6, 2017",1.0,4.0 and up
+AU Results 2017 Auzone,FAMILY,3.8,762,4.1M,"100,000+",Free,0,Everyone,Education,"February 1, 2017",2.0,4.0 and up
+Au Pair,SOCIAL,3.6,58,15M,"10,000+",Free,0,Everyone,Social,"August 14, 2017",1.3.0,4.2 and up
+AU Call Blocker - Block Unwanted Calls Texts 2018,COMMUNICATION,4.2,16,3.3M,"1,000+",Free,0,Everyone,Communication,"April 24, 2018",1.0.4,4.1 and up
+realcommercial.com.au,BUSINESS,4.4,128,6.7M,"50,000+",Free,0,Everyone,Business,"June 26, 2018",2.6.1,5.0 and up
+Powershop AU,TOOLS,4.0,498,11M,"10,000+",Free,0,Everyone,Tools,"July 12, 2018",1.35.1,4.0.3 and up
+Australia Newspapers - AU News Apps,NEWS_AND_MAGAZINES,4.7,48,4.1M,"1,000+",Free,0,Everyone,News & Magazines,"July 8, 2018",7.0.0,4.0.3 and up
+news.com.au,NEWS_AND_MAGAZINES,NaN,1,3.7M,100+,Free,0,Everyone,News & Magazines,"July 23, 2018",1.1,4.0 and up
+Media Sosial TNI AU,SOCIAL,NaN,88,4.3M,"1,000+",Free,0,Everyone,Social,"January 24, 2018",1.2,2.1 and up
+Dance On Mobile,FAMILY,4.1,23609,31M,"1,000,000+",Free,0,Teen,Casual,"April 13, 2018",1.26,4.0 and up
+Super Dancer VN,GAME,4.0,24312,25M,"500,000+",Free,0,Everyone,Music,"July 22, 2018",3.3,4.0.3 and up
+Alerte au gogol,FAMILY,NaN,14,2.0M,"1,000+",Free,0,Everyone,Entertainment,"February 9, 2018",1.0.0.0,4.0 and up
+Neuvaine au Saint-Esprit,LIFESTYLE,4.7,57,5.8M,"10,000+",Free,0,Everyone,Lifestyle,"September 18, 2017",1.1,4.0 and up
+Neuvaines et prières au Coeur Sacré de Jésus,LIFESTYLE,NaN,17,3.7M,"5,000+",Free,0,Everyone,Lifestyle,"September 5, 2017",1.1,4.0 and up
+SMS Au revoir,FAMILY,NaN,17,1.7M,"5,000+",Free,0,Everyone,Entertainment,"January 15, 2018",2.0.0,4.0 and up
+allhomes.com.au,HOUSE_AND_HOME,3.8,874,12M,"100,000+",Free,0,Everyone,House & Home,"August 1, 2018",5.13.1,4.3 and up
+Jobs in Canada - Emplois au Canada,BUSINESS,5.0,2,14M,"1,000+",Free,0,Teen,Business,"August 5, 2018",1.1,4.2 and up
+Predator Calls for Hunting AU,SPORTS,4.4,27,78M,"10,000+",Free,0,Everyone,Sports,"August 3, 2016",1.0,4.0.3 and up
+Romance et Mystères au Lycée,FAMILY,NaN,350,6.4M,"10,000+",Free,0,Teen,Entertainment,"February 23, 2017",1.0.0,4.0.3 and up
+Au Rubis les bijoutiers,LIFESTYLE,NaN,0,10M,100+,Free,0,Everyone,Lifestyle,"July 24, 2018",1.00.33,4.1 and up
+Love Dance,GAME,4.0,29462,44M,"1,000,000+",Free,0,Teen,Music,"June 14, 2018",1.1.7,4.0 and up
+mon guide au bank populaire -infos et instructions,FINANCE,NaN,4,1.5M,"1,000+",Free,0,Teen,Finance,"June 13, 2018",2.0,2.3 and up
+Avatar Musik,GAME,3.8,159063,85M,"1,000,000+",Free,0,Everyone,Music,"February 9, 2018",0.8.0,4.0 and up
+Job'Of - Emploi au Cameroun,BUSINESS,4.1,294,9.8M,"10,000+",Free,0,Everyone,Business,"July 5, 2018",4.1.2,4.0 and up
+Mali 7 - Actualités au Mali,NEWS_AND_MAGAZINES,4.3,697,5.7M,"50,000+",Free,0,Everyone,News & Magazines,"April 8, 2017",2.4,4.1 and up
+Gâteau au yaourt,FOOD_AND_DRINK,NaN,38,3.7M,"10,000+",Free,0,Everyone,Food & Drink,"June 9, 2018",1.1.2,4.0.3 and up
+AVG AntiVirus 2018 for Android Security,TOOLS,4.5,6207063,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"August 3, 2018",Varies with device,Varies with device
+AV Tools,TOOLS,4.4,631,Varies with device,"100,000+",Free,0,Everyone,Tools,"September 22, 2016",Varies with device,Varies with device
+Total AV,PRODUCTIVITY,3.4,617,46M,"100,000+",Free,0,Everyone,Productivity,"April 17, 2018",1.5.3,4.1 and up
+日本AV历史,BOOKS_AND_REFERENCE,4.1,215,30M,"10,000+",Free,0,Teen,Books & Reference,"March 6, 2018",1.2,4.0 and up
+AV Buddy Free,FAMILY,4.1,25,47M,"5,000+",Free,0,Everyone,Education,"March 8, 2017",1.2,4.1 and up
+AV HD Video Player,FAMILY,3.8,6,23M,"1,000+",Free,0,Everyone,Entertainment,"January 19, 2018",1.0,4.4 and up
+AV Tools Pro,TOOLS,4.3,35,Varies with device,"1,000+",Paid,$2.49,Everyone,Tools,"September 22, 2016",Varies with device,Varies with device
+Avakin Life - 3D virtual world,FAMILY,4.4,1275373,91M,"10,000,000+",Free,0,Teen,Role Playing,"July 3, 2018",1.021.10,4.1 and up
+AV-IPTV,VIDEO_PLAYERS,4.4,43,44M,"1,000+",Free,0,Everyone,Video Players & Editors,"April 27, 2018",1.0,4.1 and up
+Video Player All Format,VIDEO_PLAYERS,4.8,258277,Varies with device,"10,000,000+",Free,0,Everyone,Video Players & Editors,"August 3, 2018",Varies with device,4.3 and up
+"HD Video Player (wmv,avi,mp4,flv,av,mpg,mkv)2017",VIDEO_PLAYERS,3.3,171,4.8M,"10,000+",Free,0,Everyone,Video Players & Editors,"August 10, 2017",1.1,4.1 and up
+Baby Monitor AV,COMMUNICATION,3.3,1434,9.5M,"100,000+",Free,0,Everyone,Communication,"March 6, 2014",1.2.5,2.3 and up
+HD Video Player - Video & MP3 Player | AV Player |,VIDEO_PLAYERS,4.4,22,19M,"5,000+",Free,0,Everyone,Video Players & Editors,"March 6, 2018",1.0.1,4.0 and up
+Remote for Onkyo AV Receivers & Smart TV/Blu-Ray,TOOLS,3.7,701,7.3M,"100,000+",Free,0,Everyone,Tools,"July 31, 2018",Cow V3.15,4.3 and up
+LG AV REMOTE,TOOLS,3.4,2420,1.8M,"1,000,000+",Free,0,Everyone,Tools,"June 3, 2016",1.1.8,2.3.3 and up
+App Seguridad AV Villas,FINANCE,2.3,251,5.7M,"50,000+",Free,0,Everyone,Finance,"October 12, 2017",1.0.5,4.0 and up
+Gogo Vision (Biz Av),FAMILY,3.3,11,7.3M,"1,000+",Free,0,Teen,Entertainment,"August 23, 2017",3.4.0,4.1 and up
+Ai-Ball AV Recorder,PHOTOGRAPHY,2.7,90,4.0M,"5,000+",Paid,$2.99,Everyone,Photography,"October 19, 2017",13,2.3.3 and up
+AV Phone,COMMUNICATION,NaN,4,3.7M,"1,000+",Free,0,Everyone,Communication,"July 9, 2018",2.1.9,5.1 and up
+Norton Security and Antivirus,TOOLS,4.6,1170641,26M,"10,000,000+",Free,0,Everyone,Tools,"July 26, 2018",4.2.1.4174,4.1 and up
+AV Pro Voice Changer,FAMILY,3.5,174,5.6M,"50,000+",Free,0,Everyone,Entertainment,"June 29, 2016",1.0.3,4.0 and up
+Remote For Pioneer AV Receivers and Blu-Ray,TOOLS,3.4,150,7.3M,"50,000+",Free,0,Everyone,Tools,"June 1, 2018",Cow V3.11,4.1 and up
+AV Phonetics,FAMILY,4.3,259,49M,"10,000+",Free,0,Everyone,Education,"February 22, 2017",1.3.2,4.0 and up
+AV MAX,LIFESTYLE,4.1,9,8.7M,"1,000+",Free,0,Everyone,Lifestyle,"July 18, 2018",7.2.2,4.1 and up
+Kaspersky Mobile Antivirus: AppLock & Web Security,TOOLS,4.7,2598579,49M,"50,000,000+",Free,0,Everyone,Tools,"July 24, 2018",11.17.4.1024,4.1 and up
+"Mobile Security: Antivirus, Web Scan & App Lock",PRODUCTIVITY,4.4,574719,20M,"10,000,000+",Free,0,Everyone,Productivity,"July 16, 2018",5.0.0.1442,4.1 and up
+MyAV Remote for Denon & Marantz AV Receivers,LIFESTYLE,3.8,250,7.3M,"50,000+",Free,0,Everyone,Lifestyle,"July 31, 2018",Cow V3.15,4.3 and up
+EML UPnP-AV Control Point,VIDEO_PLAYERS,3.0,78,322k,"10,000+",Free,0,Everyone,Video Players & Editors,"September 19, 2013",1.3,1.6 and up
+Kinot & Eichah for Tisha B'Av,BOOKS_AND_REFERENCE,4.4,98,6.3M,"10,000+",Free,0,Everyone,Books & Reference,"August 4, 2014",1.5,2.2 and up
+Samsung TV AV Guide 2016,TOOLS,4.2,27,3.4M,"5,000+",Free,0,Everyone,Tools,"May 17, 2016",1.1.6,4.0.3 and up
+Professional AV Solution & Products information,PRODUCTIVITY,4.5,24,22M,"1,000+",Free,0,Everyone,Productivity,"July 12, 2017",2.0.1,4.2 and up
+AV High School District,FAMILY,3.5,91,25M,"10,000+",Free,0,Everyone,Education,"April 5, 2018",5.2.002,4.1 and up
+Bitdefender Antivirus Free,TOOLS,4.5,78629,6.3M,"1,000,000+",Free,0,Everyone,Tools,"July 20, 2018",3.4.406,4.0.3 and up
+DEER HUNTER 2018,GAME,4.3,955614,82M,"10,000,000+",Free,0,Teen,Action,"June 26, 2018",5.1.2,3.0 and up
+Kinot Tisha'a Be'av - Ashkenaz,LIFESTYLE,4.5,82,8.7M,"5,000+",Free,0,Everyone,Lifestyle,"July 26, 2015",2.1,2.3.3 and up
+AV Anthony's,FOOD_AND_DRINK,NaN,0,10M,50+,Free,0,Everyone,Food & Drink,"July 11, 2018",1.0.136,6.0 and up
+"Avast Cleanup & Boost, Phone Cleaner, Optimizer",TOOLS,4.5,648380,24M,"10,000,000+",Free,0,Everyone,Tools,"August 1, 2018",4.6.4,4.1 and up
+AW - free video calls and chat,COMMUNICATION,4.0,7317,Varies with device,"1,000,000+",Free,0,Teen,Communication,"July 4, 2018",1.0.08.73,4.0.3 and up
+Aw Restaurant,FAMILY,4.8,4,43M,100+,Free,0,Everyone,Casual,"February 6, 2018",1.0,4.0 and up
+Nougat Android 7 Launcher : AW,PERSONALIZATION,NaN,0,Varies with device,"100,000+",Free,0,Everyone,Personalization,"March 17, 2017",Varies with device,Varies with device
+AW Screen Recorder No Root,VIDEO_PLAYERS,4.3,1659,3.7M,"100,000+",Free,0,Everyone,Video Players & Editors,"July 6, 2017",1.1,5.0 and up
+A&W Restaurants,FOOD_AND_DRINK,1.7,14,13M,"1,000+",Free,0,Everyone,Food & Drink,"June 6, 2018",2.7.0,4.1 and up
+Add Watermark Free,PHOTOGRAPHY,4.3,18325,Varies with device,"1,000,000+",Free,0,Everyone,Photography,"September 3, 2017",Varies with device,Varies with device
+AW Tozer Devotionals - Daily,BOOKS_AND_REFERENCE,4.2,8,3.9M,"5,000+",Free,0,Everyone,Books & Reference,"October 7, 2016",1.0,2.3 and up
+AW Toolbox,BUSINESS,NaN,3,13M,100+,Paid,$19.90,Everyone,Business,"December 22, 2016",1.6.2,4.0 and up
+Analog Clock AW Plus-7,TOOLS,4.2,725,3.0M,"100,000+",Free,0,Everyone,Tools,"March 14, 2018",2.0,4.3 and up
+Analog Clock AW-7,TOOLS,4.3,2158,3.0M,"100,000+",Free,0,Everyone,Tools,"March 7, 2018",2.0,4.3 and up
+MediBeat for AW - Android (1),HEALTH_AND_FITNESS,NaN,2,Varies with device,500+,Free,0,Everyone,Health & Fitness,"October 24, 2017",0.9.16,Varies with device
+Armored Warfare: Assault,GAME,4.0,7718,46M,"100,000+",Free,0,Everyone,Action,"August 2, 2018",1.0-a22936.127,5.0 and up
+Watch AW-7,TOOLS,4.2,249,3.0M,"50,000+",Free,0,Everyone,Tools,"March 17, 2018",2.0,4.3 and up
+AW TeamUp,NEWS_AND_MAGAZINES,4.6,9,17M,500+,Free,0,Everyone,News & Magazines,"June 4, 2018",1.0.3,4.1 and up
+Auction Wars : Storage King,GAME,4.1,29062,63M,"1,000,000+",Free,0,Everyone,Casino,"September 15, 2017",2.10,2.3 and up
+AW Training,FAMILY,4.6,11,17M,"1,000+",Free,0,Everyone,Education,"July 5, 2018",3.3.2,4.0.3 and up
+Digital Clock AW-7,TOOLS,4.1,484,2.9M,"100,000+",Free,0,Everyone,Tools,"March 6, 2018",2.0,4.3 and up
+Analog and Digital Clock AW-7,TOOLS,4.0,202,2.9M,"50,000+",Free,0,Everyone,Tools,"March 15, 2018",2.0,4.3 and up
+AW Connect,FAMILY,NaN,0,26M,10+,Free,0,Everyone,Education,"June 26, 2018",3.0.10,4.0.3 and up
+Analog Clock AW-7 PRO,TOOLS,3.3,40,2.7M,"1,000+",Paid,$1.99,Everyone,Tools,"March 7, 2018",2.0,4.3 and up
+AW Reader: news & apps [Dutch],NEWS_AND_MAGAZINES,4.1,1948,Varies with device,"100,000+",Free,0,Everyone,News & Magazines,"February 22, 2018",Varies with device,Varies with device
+AW,FAMILY,NaN,0,Varies with device,5+,Free,0,Everyone 10+,Strategy,"August 28, 2015",Varies with device,Varies with device
+AW CAMERA,TOOLS,NaN,2,24M,100+,Free,0,Everyone,Tools,"January 30, 2018",3.1.1,2.3 and up
+AW Browser with Chrome Custom Tabs,TOOLS,4.0,9,4.7M,500+,Free,0,Everyone,Tools,"May 17, 2018",2.7,6.0 and up
+Analog and Digital Clock AW-7PRO,TOOLS,NaN,4,2.7M,100+,Paid,$1.99,Everyone,Tools,"March 15, 2018",2.0,4.3 and up
+AW Radio,FAMILY,NaN,1,1.7M,100+,Free,0,Teen,Entertainment,"June 24, 2015",2,2.2 and up
+Roman Clock AW-7,TOOLS,4.4,52,3.0M,"5,000+",Free,0,Everyone,Tools,"March 17, 2018",2.0,4.3 and up
+Square Analog Clock AW-7,TOOLS,4.2,294,3.0M,"50,000+",Free,0,Everyone,Tools,"March 10, 2018",2.0,4.3 and up
+iSniper 3D Arctic Warfare,GAME,3.8,35572,Varies with device,"1,000,000+",Free,0,Teen,Arcade,"September 4, 2013",Varies with device,Varies with device
+AirWatch Agent,BUSINESS,3.1,20973,31M,"5,000,000+",Free,0,Everyone,Business,"August 1, 2018",8.2.0.84,4.0 and up
+Handbreit by a.w.niemeyer,NEWS_AND_MAGAZINES,NaN,21,36M,"1,000+",Free,0,Everyone,News & Magazines,"May 31, 2017",3.9.4,4.0.3 and up
+Tozer Devotional -Series 1,BOOKS_AND_REFERENCE,5.0,5,4.3M,"1,000+",Free,0,Everyone,Books & Reference,"October 8, 2016",1.0,2.3 and up
+Modern Action Commando 3D,GAME,4.2,492,63M,"100,000+",Free,0,Teen,Action,"April 6, 2017",1.0,4.0.3 and up
+HCP Anywhere,BUSINESS,4.7,114,8.6M,"5,000+",Free,0,Everyone,Business,"March 30, 2018",3.1.0.2,4.3 and up
+Call of Duty®: Heroes,GAME,4.4,1604146,57M,"10,000,000+",Free,0,Teen,Action,"June 27, 2018",4.8.0,4.1 and up
+Ultimate Watch 2 watch face,PERSONALIZATION,4.6,285,Varies with device,"10,000+",Paid,$0.99,Everyone,Personalization,"June 4, 2018",2.5.21,Varies with device
+Amber Weather,WEATHER,4.4,260137,13M,"10,000,000+",Free,0,Everyone 10+,Weather,"July 16, 2018",3.8.1,4.1 and up
+Advanced Warfare Guns,FAMILY,2.9,2079,5.6M,"100,000+",Free,0,Everyone,Entertainment,"June 6, 2015",1.2.2,3.0 and up
+AirWatch Inbox,BUSINESS,2.7,8346,Varies with device,"1,000,000+",Free,0,Everyone,Business,"September 20, 2017",Varies with device,4.0 and up
+News.aw,NEWS_AND_MAGAZINES,NaN,1,1.0M,10+,Free,0,Everyone,News & Magazines,"July 15, 2015",1.0,2.2 and up
+Pujie Black Watch Face for Android Wear OS,PERSONALIZATION,4.6,7264,Varies with device,"100,000+",Paid,$1.99,Everyone,Personalization,"November 16, 2017",3.6.46,Varies with device
+Bits Watch Face,PRODUCTIVITY,4.0,6205,Varies with device,"100,000+",Free,0,Everyone,Productivity,"February 5, 2018",Varies with device,Varies with device
+Video Editor,VIDEO_PLAYERS,3.8,1156,23M,"100,000+",Free,0,Everyone,Video Players & Editors,"October 20, 2015",1.3.9b,4.3 and up
+The Pursuit of God,BOOKS_AND_REFERENCE,4.8,6,1.6M,"1,000+",Free,0,Everyone,Books & Reference,"February 14, 2017",5.0,3.0 and up
+Food-Aw - Order Food Online in Aruba,FOOD_AND_DRINK,5.0,1,24M,100+,Free,0,Everyone,Food & Drink,"April 5, 2018",10,4.1 and up
+F05WatchFace for Android Wear,PRODUCTIVITY,3.9,127,5.9M,"1,000+",Paid,$0.99,Everyone,Productivity,"December 24, 2017",7.0.1,4.3 and up
+ByssWeather for Wear OS,WEATHER,4.2,19666,Varies with device,"1,000,000+",Free,0,Everyone,Weather,"April 11, 2018",Varies with device,Varies with device
+AW - Le News di AndroidWorld,NEWS_AND_MAGAZINES,4.1,2808,Varies with device,"100,000+",Free,0,Everyone,News & Magazines,"February 8, 2016",Varies with device,Varies with device
+Anime Expo 2018,FAMILY,4.7,54,44M,"10,000+",Free,0,Everyone,Entertainment,"June 8, 2018",2.1,5.0 and up
+Adventure Xpress,FAMILY,4.2,24775,30M,"100,000+",Free,0,Everyone 10+,Puzzle,"October 12, 2015",1.2.1,2.3.3 and up
+AXE.IO - Brutal Survival Battleground,GAME,4.2,3845,76M,"500,000+",Free,0,Everyone 10+,Arcade,"August 3, 2018",1.6.1,4.1 and up
+Dynamics AX,BUSINESS,3.7,244,976k,"10,000+",Free,0,Everyone,Business,"October 26, 2015",3.3,2.3.3 and up
+AX Player -Nougat Video Player,VIDEO_PLAYERS,4.1,15765,10M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"September 12, 2014",2.0,2.2 and up
+Armani Exchange Connected,LIFESTYLE,4.1,305,44M,"10,000+",Free,0,Everyone,Lifestyle,"July 4, 2017",1.5.0,4.4 and up
+Axe Champ,GAME,3.8,141,19M,"10,000+",Free,0,Everyone,Arcade,"May 26, 2018",1.0.6,4.1 and up
+AX Battery Saver,FINANCE,4.6,4546,3.0M,"100,000+",Free,0,Everyone,Finance,"February 8, 2018",1.2.3,4.0 and up
+Axe Champ Hit,GAME,NaN,1,15M,100+,Free,0,Everyone,Arcade,"May 25, 2018",0.1,4.1 and up
+Axe Champion,GAME,4.4,21,15M,"5,000+",Free,0,Everyone,Arcade,"May 28, 2018",0.1,4.1 and up
+Vikings Stickman Axe Fighting,GAME,4.2,924,43M,"100,000+",Free,0,Everyone,Arcade,"October 21, 2017",1.5.2,3.0 and up
+AX Video Player,VIDEO_PLAYERS,4.4,569,2.6M,"50,000+",Free,0,Everyone,Video Players & Editors,"November 11, 2015",1.0.9,3.0 and up
+Katalogen.ax,COMMUNICATION,NaN,1,172k,100+,Free,0,Everyone,Communication,"October 2, 2014",1.0.0,2.2 and up
+Axe,FAMILY,NaN,18,24M,"1,000+",Free,0,Everyone,Simulation,"December 1, 2017",1.0,4.1 and up
+Axetatic - Axe Throwing Game,GAME,4.6,29,31M,"1,000+",Free,0,Everyone 10+,Arcade,"October 22, 2017",1.3.3,4.2 and up
+Axe Champs! Wars,GAME,5.0,8,25M,50+,Free,0,Everyone,Arcade,"June 26, 2018",1.1,4.1 and up
+Tips Microsoft Dynamics Ax,PRODUCTIVITY,NaN,1,2.3M,500+,Free,0,Everyone,Productivity,"July 8, 2017",1.0,4.1 and up
+Axe Knight,GAME,4.5,52,33M,"5,000+",Free,0,Everyone,Action,"June 26, 2018",1.0.5,4.1 and up
+AX Timesheets App for Dynamics,BUSINESS,NaN,0,9.0M,10+,Free,0,Everyone,Business,"February 15, 2018",1.0.5,4.4 and up
+Axxess AX-DSP,TOOLS,3.5,17,7.4M,"5,000+",Free,0,Everyone,Tools,"June 4, 2018",3_1,4.4 and up
+AX Window,TOOLS,NaN,0,19M,5+,Free,0,Everyone,Tools,"October 10, 2017",1.0.2,4.3 and up
+Axxess Updater,TOOLS,3.9,56,2.3M,"10,000+",Free,0,Everyone,Tools,"December 19, 2016",1.3.2,3.1 and up
+The Vikings,GAME,4.4,15806,42M,"1,000,000+",Free,0,Teen,Arcade,"June 6, 2018",1.0.7,4.1 and up
+Axe Spinner,FAMILY,3.0,2,Varies with device,10+,Free,0,Everyone,Casual,"January 4, 2018",1.0.0,4.1 and up
+INTERACTIVE CALCULUS PRO,FAMILY,NaN,0,3.3M,10+,Paid,$0.99,Everyone,Education,"February 22, 2018",1.2,4.0.3 and up
+Knife&Axe Throwing,GAME,3.1,440,9.1M,"50,000+",Free,0,Everyone,Arcade,"November 26, 2012",1.0.6,2.1 and up
+Stickman and Axe,GAME,4.4,69,2.8M,"50,000+",Free,0,Teen,Action,"November 25, 2017",1.0,4.0.3 and up
+Axe Throw: Flip Champ Axes Champion Throwing Games,GAME,NaN,1,13M,50+,Free,0,Everyone,Arcade,"May 31, 2018",1.0.0,4.0 and up
+Q7 SmartWatch,HEALTH_AND_FITNESS,3.0,94,30M,"10,000+",Free,0,Everyone,Health & Fitness,"July 9, 2018",1.0.2,4.3 and up
+Workflow Approvals App AX 2012,BUSINESS,NaN,2,3.0M,100+,Free,0,Everyone,Business,"July 12, 2018",1.6(3)-demo,4.0.3 and up
+Tips & Tricks Dynamics AX 365,PRODUCTIVITY,NaN,1,2.2M,100+,Free,0,Everyone,Productivity,"July 14, 2017",1.0,4.0.3 and up
+Axe Man,GAME,3.7,53,14M,"1,000+",Free,0,Everyone,Adventure,"February 23, 2015",3.0,2.3.3 and up
+AX Watch for WatchMaker,PERSONALIZATION,NaN,2,238k,1+,Paid,$0.99,Everyone,Personalization,"August 18, 2017",1.0,2.3 and up
+Throw Knife,FAMILY,3.7,291,37M,"100,000+",Free,0,Everyone,Simulation,"September 14, 2017",2.04,4.1 and up
+Dead Zombie Evil Killer:Axe,GAME,3.9,71,52M,"10,000+",Free,0,Teen,Action,"December 1, 2016",1.1,2.3 and up
+INTERACTIVE CALCULUS FOR MATHS AND PHYSICS,FAMILY,4.8,53,4.4M,"1,000+",Free,0,Everyone,Education,"February 28, 2018",1.3,4.0.3 and up
+AX-PIC Pedidos,TOOLS,NaN,1,Varies with device,"1,000+",Free,0,Everyone,Tools,"August 2, 2018",Varies with device,Varies with device
+AX!OM,LIFESTYLE,NaN,5,28M,50+,Free,0,Everyone,Lifestyle,"February 16, 2017",1.3,4.1 and up
+Zlax.io Zombs Luv Ax,GAME,4.6,6344,32M,"500,000+",Free,0,Everyone,Action,"April 4, 2018",1.7,4.1 and up
+AX Selfie,LIFESTYLE,4.6,10,3.4M,500+,Free,0,Everyone,Lifestyle,"August 31, 2015",1.0.0,4.0 and up
+Ax 3 Domaines,SPORTS,4.5,12,23M,"1,000+",Free,0,Everyone,Sports,"January 26, 2018",5.0.3,4.2 and up
+Clash of Axe: Flippy Lumberjack Action X,GAME,4.3,6,61M,"1,000+",Free,0,Everyone,Action,"September 14, 2017",1.2,4.0 and up
+Flippy Axe : Flip The Knife & Axe Simulator,GAME,5.0,7,15M,100+,Free,0,Everyone,Arcade,"September 27, 2017",1.1,4.2 and up
+Axe Clicker,FAMILY,4.3,10446,64M,"500,000+",Free,0,Everyone,Casual,"July 13, 2018",1.0.142,4.0.3 and up
+Cyborg AX-001,GAME,NaN,0,Varies with device,50+,Free,0,Everyone 10+,Action,"June 25, 2018",Varies with device,Varies with device
+Axe Wallpaper,PERSONALIZATION,4.7,9,12M,100+,Free,0,Teen,Personalization,"February 3, 2017",2.6,4.0 and up
+Woodman Deluxe,GAME,4.0,82,4.4M,"5,000+",Free,0,Everyone,Action,"July 6, 2015",1.0.2,2.3 and up
+Ay,VIDEO_PLAYERS,3.8,11,3.6M,"5,000+",Free,0,Teen,Video Players & Editors,"May 4, 2018",1.0.261,2.3 and up
+A-Y Collection,SHOPPING,5.0,2,2.9M,100+,Free,0,Teen,Shopping,"February 16, 2018",1.2,4.1 and up
+AY Sing,BOOKS_AND_REFERENCE,4.8,111,10M,"5,000+",Free,0,Everyone,Books & Reference,"May 21, 2018",1.6.2,4.1 and up
+Ay Up,FAMILY,4.5,11,7.2M,100+,Free,0,Everyone,Entertainment,"October 27, 2015",3.0.0,2.1 and up
+"AY Recorder - Screen Recorder, Live, Video Editor",TOOLS,4.3,12,3.8M,500+,Free,0,Everyone,Tools,"May 15, 2017",2.2,5.0 and up
+¡Ay Caramba!,FAMILY,NaN,0,549k,1+,Paid,$1.99,Everyone,Education,"June 13, 2014",1.2,3.0 and up
+Ay Sabz Gunbad Waly,VIDEO_PLAYERS,NaN,4,3.9M,"1,000+",Free,0,Everyone,Video Players & Editors,"September 11, 2017",1.1,4.0 and up
+Ay Yıldız - Xperia Live Theme,PERSONALIZATION,NaN,0,2.9M,10+,Paid,$0.99,Everyone,Personalization,"December 26, 2017",1.0.0,4.4 and up
+25 Mins Ako ay may lobo Etc Pinoy Kid Song Offline,FAMILY,NaN,0,42M,10+,Free,0,Mature 17+,Entertainment,"July 29, 2018",3.0,2.3 and up
+camera zoom moon,PHOTOGRAPHY,3.7,1213,1.1M,"500,000+",Free,0,Everyone,Photography,"January 23, 2018",1.06,2.3 and up
+Ako ay may lobo Pinoy Kid Song Offline,FAMILY,NaN,0,9.7M,1+,Free,0,Mature 17+,Entertainment,"July 30, 2018",3.0,2.3 and up
+Ay Yıldız Analog Saat,PERSONALIZATION,NaN,37,1.7M,"1,000+",Free,0,Everyone,Personalization,"July 21, 2016",1.0,4.1 and up
+Ay Telekom Oim,LIFESTYLE,NaN,6,13M,100+,Free,0,Everyone,Lifestyle,"February 17, 2018",1.0.2,4.1 and up
+Holy Quran Mehmet Emin Ay,LIFESTYLE,NaN,649,55M,"10,000+",Free,0,Everyone,Lifestyle,"March 14, 2017",1.3.1,4.0.3 and up
+Ay Yıldız Duvar Kağıtları,PERSONALIZATION,NaN,3,6.5M,100+,Free,0,Everyone,Personalization,"December 10, 2017",1.0.0,4.3 and up
+Ay Hasnain k Nana Milad Naat,BOOKS_AND_REFERENCE,4.3,72,1.9M,"10,000+",Free,0,Everyone,Books & Reference,"December 21, 2015",1.0,2.3 and up
+Mehmet Emin Ay İlahileri,FAMILY,NaN,0,5.1M,10+,Free,0,Everyone,Entertainment,"July 13, 2018",1.0,4.1 and up
+¡Ay Metro!,GAME,3.8,489,36M,"10,000+",Free,0,Everyone 10+,Arcade,"March 17, 2015",1.0.3.1,4.0 and up
+AY Oakmont,HEALTH_AND_FITNESS,NaN,0,11M,10+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+YAKALA AY,GAME,NaN,0,14M,1+,Paid,$0.99,Everyone,Arcade,"July 7, 2018",1.0,4.1 and up
+Lunar Calendar,LIFESTYLE,4.5,484,Varies with device,"1,000+",Paid,$4.99,Mature 17+,Lifestyle,"July 17, 2018",Varies with device,Varies with device
+Pinoy Kid Song Ako ay may Lobo,FAMILY,4.6,23,17M,"10,000+",Free,0,Everyone,Education,"September 12, 2016",1.0,2.2 and up
+Lunar Calendar Lite,LIFESTYLE,4.1,2954,Varies with device,"100,000+",Free,0,Mature 17+,Lifestyle,"July 17, 2018",Varies with device,Varies with device
+Ay Mohabbat Teri Khatir Novel,BOOKS_AND_REFERENCE,4.2,27,4.3M,"10,000+",Free,0,Everyone,Books & Reference,"January 30, 2018",1.0,4.0 and up
+AY Recruitment,BUSINESS,NaN,1,4.0M,10+,Free,0,Everyone,Business,"May 22, 2018",1.1.1,4.4 and up
+Quran Khmer Offline AY,FAMILY,5.0,41,4.0M,"1,000+",Free,0,Everyone,Education,"December 13, 2017",10.6,4.2 and up
+Ay Yıldız Keyboard,TOOLS,NaN,26,3.0M,"1,000+",Free,0,Everyone,Tools,"May 23, 2018",1.2,4.4 and up
+AY EMLAK,BUSINESS,NaN,8,1.2M,10+,Free,0,Teen,Business,"July 11, 2018",1.0,4.0.3 and up
+Ay Vamos - PJ. Balvin - Piano,GAME,NaN,0,29M,5+,Free,0,Everyone,Arcade,"July 9, 2018",1.0,4.1 and up
+Google Play Games,FAMILY,4.3,7168735,Varies with device,"1,000,000,000+",Free,0,Teen,Entertainment,"July 16, 2018",Varies with device,Varies with device
+Ay Peruk,BUSINESS,NaN,0,3.4M,1+,Free,0,Everyone,Business,"October 31, 2017",1.1.0,4.0 and up
+Sun & Moon AR Locator,WEATHER,3.3,115,5.1M,"10,000+",Free,0,Everyone,Weather,"February 23, 2017",1.4,4.1 and up
+Display Phone Screen On TV,TOOLS,3.6,9895,2.7M,"1,000,000+",Free,0,Everyone,Tools,"February 3, 2017",2.0,4.2 and up
+San Andreas Crime Stories,GAME,4.0,162530,97M,"10,000,000+",Free,0,Mature 17+,Racing,"July 2, 2018",1.0.0.0,4.1 and up
+Masha and The Bear,FAMILY,4.0,39779,19M,"5,000,000+",Free,0,Everyone,Video Players & Editors;Music & Video,"August 5, 2016",4.0.1,4.0.3 and up
+Miami crime simulator,GAME,4.0,254518,100M,"10,000,000+",Free,0,Mature 17+,Action,"July 9, 2018",2.0,4.0 and up
+ai.type Free Emoji Keyboard,PERSONALIZATION,4.3,647721,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"July 24, 2018",Varies with device,Varies with device
+Strange Hero: Future Battle,GAME,4.2,88901,73M,"10,000,000+",Free,0,Teen,Action,"May 24, 2018",11.0.0,4.0 and up
+Gangster Town: Vice District,FAMILY,4.3,65146,100M,"10,000,000+",Free,0,Mature 17+,Simulation,"May 31, 2018",2.1,4.0 and up
+iMediaShare – Photos & Music,VIDEO_PLAYERS,4.2,104551,18M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"December 19, 2017",1.0.10,2.2 and up
+Earth & Moon in HD Gyro 3D Parallax Live Wallpaper,PERSONALIZATION,4.5,66321,18M,"5,000,000+",Free,0,Everyone,Personalization,"June 11, 2018",2.4,4.1 and up
+Mad Day - Truck Distance Game,GAME,4.3,29270,44M,"5,000,000+",Free,0,Everyone,Action,"July 25, 2018",1.4.3,4.0.3 and up
+AZ Screen Recorder - No Root,VIDEO_PLAYERS,4.6,751911,Varies with device,"10,000,000+",Free,0,Everyone,Video Players & Editors,"August 2, 2018",Varies with device,5.0 and up
+AZ Browser. Private & Download,COMMUNICATION,4.4,1520,5.2M,"100,000+",Free,0,Everyone,Communication,"December 31, 2016",1.4,4.4 and up
+AZ Lottery Players Club,FAMILY,4.2,97,8.9M,"10,000+",Free,0,Everyone,Entertainment,"July 9, 2018",2.0.0(9),4.0.3 and up
+AZ Plugin 2 (newest),LIBRARIES_AND_DEMO,4.2,11087,34M,"1,000,000+",Free,0,Everyone,Libraries & Demo,"March 16, 2017",4.1.4,5.0 and up
+Kids A-Z,FAMILY,4.2,26426,30M,"1,000,000+",Free,0,Everyone,Education;Education,"August 2, 2018",4.1.0,4.4 and up
+AZ Camera - Manual Pro Cam,PHOTOGRAPHY,3.4,2332,1.6M,"100,000+",Free,0,Everyone,Photography,"August 28, 2015",2.2,5.0 and up
+A-Z App Store,PRODUCTIVITY,3.2,2728,4.4M,"500,000+",Free,0,Everyone,Productivity,"October 5, 2016",1.0.5,4.1 and up
+AZ Screen Recorder pro,TOOLS,4.0,60,3.7M,"5,000+",Free,0,Everyone,Tools,"March 19, 2018",1.0,5.0 and up
+Permit Test AZ Arizona MVD DOT,FAMILY,4.6,227,11M,"10,000+",Free,0,Everyone,Education,"October 12, 2017",2.9.0,4.1 and up
+AZ PLAYER HD,TOOLS,3.2,24,4.7M,"10,000+",Free,0,Everyone,Tools,"April 11, 2016",1.0,2.2 and up
+Long Realty AZ Home Search,LIFESTYLE,4.4,132,33M,"10,000+",Free,0,Everyone,Lifestyle,"March 6, 2018",5.805.180306,4.1 and up
+NB|AZ Mobile Banking,FINANCE,4.0,463,13M,"10,000+",Free,0,Everyone,Finance,"April 5, 2018",4.2.31,4.2 and up
+Movie Downloader Torrent : Az Torrent,VIDEO_PLAYERS,4.7,70,14M,"1,000+",Free,0,Everyone,Video Players & Editors,"July 7, 2018",1.9,4.1 and up
+A-Z Screen Recorder -,VIDEO_PLAYERS,NaN,17,3.7M,500+,Free,0,Everyone,Video Players & Editors,"July 23, 2018",1.0,4.4 and up
+AZ Immune Related AEManagement,MEDICAL,3.7,3,7.3M,500+,Free,0,Everyone,Medical,"May 24, 2018",1.4,3.2 and up
+Alphabet A-Z,FAMILY,3.9,306,Varies with device,"100,000+",Free,0,Everyone,Casual,"April 17, 2014",Varies with device,Varies with device
+AZ Rockets,GAME,4.2,162,37M,"10,000+",Free,0,Everyone,Arcade,"May 25, 2018",1.2.1,4.1 and up
+NB|AZ Business Mobile Banking,FINANCE,4.1,44,13M,"1,000+",Free,0,Everyone,Finance,"April 5, 2018",4.2.31,4.2 and up
+Az Content,FAMILY,3.5,24,13M,"10,000+",Free,0,Everyone,Entertainment,"June 5, 2018",1.0.15,4.1 and up
+Catalyst AZ,FAMILY,4.8,12,8.4M,500+,Free,0,Teen,Education,"June 27, 2018",3.8.0,4.1 and up
+Casino AZ/Talking Stick Resort,TRAVEL_AND_LOCAL,4.3,201,45M,"10,000+",Free,0,Everyone,Travel & Local,"July 16, 2018",7.9.2.6,4.4 and up
+Graffiti Letters (A-Z),LIFESTYLE,3.9,386,7.9M,"50,000+",Free,0,Everyone,Lifestyle,"February 18, 2017",2.1.5,4.0 and up
+GPS.AZ,MAPS_AND_NAVIGATION,NaN,30,4.2M,"1,000+",Free,0,Everyone,Maps & Navigation,"April 2, 2015",1.0.10,4.0 and up
+First Credit Union (AZ) Mobile,FINANCE,3.5,100,11M,"10,000+",Free,0,Everyone,Finance,"June 13, 2017",3.0.830,4.0 and up
+Arizona Mobile,FAMILY,4.3,285,6.2M,"10,000+",Free,0,Everyone,Education,"November 7, 2017",4.7,4.1 and up
+AZ Mobile Gizmo,BUSINESS,4.4,16,3.7M,"1,000+",Free,0,Everyone,Business,"April 2, 2018",3.4.4,4.2 and up
+Az Video Status,FAMILY,4.8,13,6.0M,100+,Free,0,Everyone,Entertainment,"August 2, 2018",1.0.4,4.1 and up
+"Arizona Statutes, ARS (AZ Law)",BOOKS_AND_REFERENCE,3.9,9,8.8M,"1,000+",Free,0,Everyone,Books & Reference,"October 18, 2017",1.6,4.4 and up
+Explore Sedona & Northern AZ,TRAVEL_AND_LOCAL,3.8,43,22M,"10,000+",Free,0,Everyone,Travel & Local,"March 7, 2017",16.51.1,2.3 and up
+Arizona DMV Permit Test - AZ,FAMILY,4.2,109,30M,"10,000+",Free,0,Everyone,Education,"February 15, 2018",6.0.3,4.4 and up
+Oxford A-Z of English Usage,BOOKS_AND_REFERENCE,4.0,5300,11M,"1,000,000+",Free,0,Everyone,Books & Reference,"November 28, 2017",9.1.284,4.1 and up
+Cures A-Z,HEALTH_AND_FITNESS,4.0,265,4.1M,"100,000+",Free,0,Everyone,Health & Fitness,"August 13, 2015",2.1,3.0 and up
+AZ Practice Test & Questions,FAMILY,4.4,13,3.4M,"1,000+",Free,0,Everyone,Education,"March 23, 2017",1.0,2.3.3 and up
+Arizona Trail,TRAVEL_AND_LOCAL,4.7,65,13M,"5,000+",Free,0,Everyone,Travel & Local,"April 6, 2017",6.0.19,4.1 and up
+Ultrasound A-Z,FAMILY,4.5,112,39M,"10,000+",Free,0,Everyone,Education,"June 5, 2018",1.5,4.0 and up
+A-Z Punjabi Songs & Music Videos 2018,FAMILY,4.3,367,5.1M,"100,000+",Free,0,Everyone,Entertainment,"May 17, 2018",1.0.19,4.1 and up
+Manga AZ - Manga Comic Reader,COMICS,3.3,126,4.7M,"5,000+",Free,0,Teen,Comics,"July 24, 2018",1.0.4,4.0.3 and up
+Barista Coffee Dictionary A-Z,LIFESTYLE,4.3,127,5.5M,"10,000+",Free,0,Everyone,Lifestyle,"June 3, 2016",3.0.0,4.1 and up
+Phoenix and Arizona Cameras,TRAVEL_AND_LOCAL,4.1,134,5.3M,"10,000+",Free,0,Everyone,Travel & Local,"June 20, 2018",6.3.4,4.0.3 and up
+AZ REMOTE CONTROL,TOOLS,2.1,149,2.8M,"50,000+",Free,0,Everyone,Tools,"March 28, 2016",1.9,3.2 and up
+Greater London A-Z 2016,TRAVEL_AND_LOCAL,3.7,40,9.0M,"1,000+",Paid,$8.49,Everyone,Travel & Local,"August 18, 2016",1.0.1,4.1 and up
+British Airways,TRAVEL_AND_LOCAL,4.2,25726,51M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 24, 2018",4.20,4.4 and up
+Ba Financial Calculator plus,FINANCE,4.4,31,206k,"1,000+",Paid,$3.99,Everyone,Finance,"July 15, 2018",2.9.1,2.1 and up
+Financial Calculator BA Chien.,FINANCE,4.2,23,954k,500+,Paid,$3.99,Everyone,Finance,"December 14, 2016",1.9.10,3.0 and up
+BA4You,BUSINESS,2.1,87,26M,"5,000+",Free,0,Everyone,Business,"April 26, 2018",1.6.0.0,4.0 and up
+BA Pro Financial Calculator,FINANCE,2.4,36,9.4M,"1,000+",Paid,$1.99,Everyone,Finance,"November 16, 2015",1.3.3,2.3 and up
+BA Calculator,PRODUCTIVITY,4.1,22,2.4M,"5,000+",Free,0,Everyone,Productivity,"July 22, 2018",1.2.1,4.0.3 and up
+ba,FAMILY,3.1,1734,5.8M,"500,000+",Free,0,Everyone,Strategy,"June 8, 2016",1.0.3,4.0 and up
+Ra Ga Ba,GAME,5.0,2,20M,1+,Paid,$1.49,Everyone,Arcade,"February 8, 2017",1.0.4,2.3 and up
+Experience BA,TRAVEL_AND_LOCAL,NaN,6,17M,100+,Free,0,Everyone,Travel & Local,"June 27, 2018",2.2.0,4.1 and up
+Ba Cristi,GAME,3.5,196,35M,"10,000+",Free,0,Everyone,Adventure,"March 22, 2016",1.0.4,2.3 and up
+Ba ba black sheep offline Video,PARENTING,4.2,20,17M,"10,000+",Free,0,Everyone,Parenting,"July 2, 2017",1.1,4.0.3 and up
+BA SALES,COMMUNICATION,NaN,0,2.9M,1+,Free,0,Everyone,Communication,"January 31, 2018",1.0,4.0.3 and up
+Goody.ba,FAMILY,4.7,303,42M,"10,000+",Free,0,Everyone,Entertainment,"July 22, 2018",2.0.5,4.1 and up
+BA Status,TRAVEL_AND_LOCAL,NaN,0,5.1M,100+,Free,0,Everyone,Travel & Local,"August 13, 2016",1.0,4.0.3 and up
+Alif Ba Ta Bullseye,FAMILY,NaN,1,16M,5+,Paid,$1.99,Everyone,Educational,"May 30, 2016",1.1,2.2 and up
+BA Accesible,HEALTH_AND_FITNESS,NaN,31,4.7M,"1,000+",Free,0,Everyone,Health & Fitness,"July 19, 2016",0.0.1,4.1 and up
+Learn alif ba ta,FAMILY,4.8,23,35M,"10,000+",Free,0,Everyone,Educational;Education,"November 28, 2017",1.0.2,2.3 and up
+Learn Quran with Elif Ba,FAMILY,NaN,3,12M,100+,Paid,$1.49,Everyone,Education,"March 3, 2017",1.2,2.3 and up
+Arabic Alif Ba Ta For Kids,FAMILY,4.5,226,26M,"100,000+",Free,0,Everyone,Education;Education,"May 30, 2017",1.0.0,2.3 and up
+Arabic Alphabet Alif Ba Ta Wooden Blocks,FAMILY,4.6,66,17M,"10,000+",Free,0,Everyone,Educational;Education,"February 25, 2018",1.0.0,2.3 and up
+Let's Learn Alif Ba Ta,FAMILY,4.6,32,60M,"10,000+",Free,0,Everyone,Education,"November 29, 2017",6,4.0.3 and up
+Sufara.ba,FAMILY,4.9,285,25M,"10,000+",Free,0,Everyone,Education,"January 5, 2018",1.0.5,4.4 and up
+Elif Ba - Learn The Holy Quran,FAMILY,4.8,1491,38M,"50,000+",Free,0,Everyone,Education,"October 31, 2017",1.3,4.1 and up
+Instant Ba-dum-tss,FAMILY,4.0,13,2.0M,"1,000+",Free,0,Everyone,Entertainment,"September 23, 2015",1.0,1.6 and up
+Ba Zi Fortune,LIFESTYLE,3.9,592,2.5M,"100,000+",Free,0,Everyone,Lifestyle,"January 2, 2018",1.0.23,2.3 and up
+BA VPN - Free Unlimited VPN,FAMILY,4.1,181,9.2M,"10,000+",Free,0,Everyone,Entertainment,"June 14, 2018",1.2.1,5.0 and up
+Ba dum tss - Rimshot widget,COMICS,4.1,690,444k,"50,000+",Free,0,Everyone,Comics,"September 29, 2015",1.2.3,2.2 and up
+Alif Ba Ta Song - Arabic Kids,FAMILY,4.5,227,15M,"50,000+",Free,0,Everyone,Educational;Education,"February 24, 2018",1.0,2.3 and up
+Fitness Dance for Zum.ba Workout Exercise,HEALTH_AND_FITNESS,4.2,287,12M,"50,000+",Free,0,Everyone,Health & Fitness,"July 30, 2018",1.8,4.2 and up
+Cafe.ba,NEWS_AND_MAGAZINES,4.0,677,4.4M,"10,000+",Free,0,Everyone,News & Magazines,"June 7, 2017",5.5.2,4.0 and up
+058.ba,NEWS_AND_MAGAZINES,4.4,27,14M,100+,Free,0,Everyone,News & Magazines,"July 6, 2018",1.0,4.2 and up
+Loreal - BA Makeup,TOOLS,1.9,8,6.7M,"1,000+",Free,0,Everyone,Tools,"April 18, 2018",1.1.1,4.0.3 and up
+PROFESSOR SEE-BA LINGUAGENS E SUAS TECNOLOGIAS,PRODUCTIVITY,NaN,0,3.7M,10+,Paid,$2.99,Everyone,Productivity,"December 1, 2017",1.0,4.0 and up
+Poteau BA,FAMILY,NaN,3,4.0M,500+,Free,0,Everyone,Education,"July 16, 2017",1.0.2,5.0 and up
+Elif Ba Oyunu,TOOLS,3.7,26,2.2M,"5,000+",Free,0,Everyone,Tools,"November 2, 2015",1.1,2.3 and up
+Ain Arabic Kids Alif Ba ta,FAMILY,NaN,0,33M,0+,Paid,$2.99,Everyone,Education,"April 15, 2016",1.0,3.0 and up
+Bedouin Rivals,FAMILY,4.2,79826,Varies with device,"1,000,000+",Free,0,Everyone 10+,Strategy,"July 26, 2018",4.0.4,4.1 and up
+Klix.ba,NEWS_AND_MAGAZINES,4.0,3647,5.7M,"100,000+",Free,0,Everyone,News & Magazines,"February 25, 2017",4.1.1,4.0 and up
+PBA® Bowling Challenge,SPORTS,4.3,242096,87M,"10,000,000+",Free,0,Everyone,Sports,"August 2, 2018",3.4.4,4.1 and up
+Avios for Android,TRAVEL_AND_LOCAL,2.5,862,30M,"100,000+",Free,0,Everyone,Travel & Local,"April 10, 2018",7.8.0,5.0 and up
+Banana Kong,GAME,4.4,3452530,68M,"100,000,000+",Free,0,Everyone,Action,"February 7, 2018",1.9.6.6,4.0.3 and up
+BA 3 Banjarmasin,SOCIAL,NaN,2,5.9M,10+,Free,0,Teen,Social,"July 28, 2018",1.0.1,4.4 and up
+American Airlines,TRAVEL_AND_LOCAL,3.7,16973,Varies with device,"5,000,000+",Free,0,Everyone,Travel & Local,"July 18, 2018",Varies with device,Varies with device
+Elifba Quran Learning Game,FAMILY,4.7,1424,19M,"100,000+",Free,0,Everyone,Educational,"June 7, 2018",2.2,4.1 and up
+Space Shooter : Galaxy Attack,GAME,4.6,169661,40M,"10,000,000+",Free,0,Everyone,Arcade,"August 1, 2018",1.246,4.1 and up
+Hunt Buddy BC,SPORTS,4.4,172,49M,"5,000+",Paid,$2.99,Everyone,Sports,"July 10, 2018",1.5,4.0.3 and up
+"Survival Mobile:10,000 BC",FAMILY,4.3,7441,52M,"500,000+",Free,0,Everyone 10+,Strategy,"August 2, 2018",0.1.801,2.3 and up
+iHunter BC,SPORTS,4.4,55,63M,"1,000+",Paid,$4.49,Everyone,Sports,"August 3, 2018",2.0.38,4.0.3 and up
+Anthem BC Anywhere,MEDICAL,2.6,496,24M,"100,000+",Free,0,Everyone,Medical,"July 27, 2018",8.0.226,4.4 and up
+iFish BC,SPORTS,3.6,25,6.0M,"1,000+",Paid,$3.99,Everyone,Sports,"February 18, 2015",2.1,2.3 and up
+BC Connect,FAMILY,3.8,11,17M,"1,000+",Free,0,Everyone,Education,"March 14, 2018",2.6.12,4.1 and up
+Ice Crush 10.000 B.C.,FAMILY,4.4,31,4.2M,100+,Paid,$0.99,Everyone,Casual,"August 15, 2013",1.48,2.0 and up
+BC Navigator,FAMILY,4.4,21,32M,"1,000+",Free,0,Everyone,Education,"May 10, 2018",3.2,4.0.3 and up
+BC Lotto Check,FAMILY,3.0,10,717k,"5,000+",Free,0,Everyone,Entertainment,"June 22, 2016",0.0.7,4.0.3 and up
+Transit: Real-Time Transit App,MAPS_AND_NAVIGATION,4.2,43252,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"July 18, 2018",4.4.7,Varies with device
+BC Liquor Stores,LIFESTYLE,3.7,492,4.3M,"50,000+",Free,0,Everyone,Lifestyle,"October 5, 2015",3.6,2.2 and up
+BC MVA Fines,BOOKS_AND_REFERENCE,5.0,5,7.2M,50+,Paid,$1.75,Everyone,Books & Reference,"October 8, 2015",1.0,4.1 and up
+British Columbia Transit Info,MAPS_AND_NAVIGATION,NaN,0,5.0M,100+,Free,0,Everyone 10+,Maps & Navigation,"February 19, 2016",3.0,2.2 and up
+BC Hospital Wait Times,MEDICAL,4.2,8,1.2M,500+,Free,0,Everyone,Medical,"January 19, 2016",1.2,4.1 and up
+"Town of Princeton, BC",PRODUCTIVITY,4.8,4,31M,100+,Free,0,Everyone,Productivity,"June 25, 2018",3.3.8,4.0 and up
+Explore British Columbia - BC Travel Guide,TRAVEL_AND_LOCAL,4.4,7,17M,500+,Free,0,Everyone,Travel & Local,"October 9, 2017",2.0.0,4.4W and up
+Bridge Constructor Stunts FREE,FAMILY,4.1,36151,46M,"1,000,000+",Free,0,Everyone,Simulation,"April 22, 2017",2.7,3.2 and up
+BC's Pizza,LIFESTYLE,4.7,113,20M,"1,000+",Free,0,Everyone,Lifestyle,"September 30, 2016",3.0.0,4.0 and up
+Baby Connect (activity log),PARENTING,4.7,8343,8.3M,"50,000+",Paid,$4.99,Everyone,Parenting,"July 10, 2018",6.3.16,4.0.3 and up
+BC Wildfire,TOOLS,3.3,27,5.0M,"5,000+",Free,0,Everyone,Tools,"May 31, 2018",10.1.0,5.0 and up
+BC Slots - The Lost Reels FREE,GAME,4.0,209,22M,"10,000+",Free,0,Teen,Casino,"July 13, 2018",7.0,4.0 and up
+BC Mobile Intro - Americas,LIFESTYLE,NaN,0,3.1M,50+,Free,0,Everyone,Lifestyle,"June 21, 2018",4.1.0,4.0.3 and up
+Car Driving Theory Test BC,FAMILY,NaN,0,2.2M,10+,Paid,$1.49,Everyone,Education,"April 9, 2012",1.0,2.1 and up
+Truck Driving Test Class 3 BC,FAMILY,1.0,1,2.0M,50+,Paid,$1.49,Everyone,Education,"April 9, 2012",1.0,2.1 and up
+BC Highways - Road Conditions,TRAVEL_AND_LOCAL,4.4,382,12M,"10,000+",Free,0,Everyone,Travel & Local,"February 1, 2018",2.1.3,5.0 and up
+BC Camera,PHOTOGRAPHY,4.2,5,5.5M,500+,Free,0,Everyone,Photography,"January 10, 2018",1.0,4.0.3 and up
+BC iptv player,VIDEO_PLAYERS,4.4,8,14M,"1,000+",Free,0,Everyone,Video Players & Editors,"October 12, 2017",Final,4.0 and up
+Business Calendar Pro,PRODUCTIVITY,4.6,27135,Varies with device,"100,000+",Paid,$4.99,Everyone,Productivity,"May 24, 2018",Varies with device,Varies with device
+"Victoria, BC | Tour City",TRAVEL_AND_LOCAL,4.3,20,15M,"1,000+",Free,0,Everyone,Travel & Local,"August 2, 2016",1.7,4.0 and up
+BC Wildflowers,FAMILY,4.4,7,81M,"1,000+",Free,0,Everyone,Education,"July 10, 2017",3.5,4.1 and up
+Bc Vod,VIDEO_PLAYERS,NaN,1,62M,100+,Free,0,Everyone,Video Players & Editors,"April 17, 2018",1.2,4.2 and up
+BC Hockey,SPORTS,3.7,20,8.9M,"1,000+",Free,0,Everyone,Sports,"December 8, 2017",3.1,4.4 and up
+Outdoor Movies BC,EVENTS,2.9,7,Varies with device,500+,Free,0,Everyone,Events,"June 22, 2018",Varies with device,4.4 and up
+British Columbia Tourist Places (Guide),TRAVEL_AND_LOCAL,4.0,1,3.0M,100+,Free,0,Everyone,Travel & Local,"November 8, 2017",1.0,4.1 and up
+PMHNP-BC Pocket Prep,MEDICAL,4.4,112,13M,"1,000+",Free,0,Everyone,Medical,"July 12, 2018",4.5.2,4.4 and up
+British Columbia License,FAMILY,3.3,14,11M,"1,000+",Free,0,Everyone,Education,"January 19, 2015",1.2,4.0 and up
+BC browser,BUSINESS,NaN,1,3.4M,100+,Free,0,Everyone,Business,"January 17, 2018",1.1.0,4.0 and up
+PPCNP-BC Pocket Prep,MEDICAL,NaN,3,12M,50+,Free,0,Everyone,Medical,"July 12, 2018",4.5.2,4.4 and up
+AP Calculus BC Practice Test,FAMILY,4.2,4,29M,500+,Free,0,Everyone,Education,"January 25, 2018",6.0.2,4.4 and up
+BackCountry Navigator TOPO GPS PRO,MAPS_AND_NAVIGATION,4.5,6230,Varies with device,"100,000+",Paid,$11.99,Everyone,Maps & Navigation,"August 3, 2018",Varies with device,Varies with device
+BC Pizza,LIFESTYLE,2.3,3,2.6M,500+,Free,0,Everyone,Lifestyle,"January 12, 2016",1.0,4.2 and up
+Railroad Radio Vancouver BC,FAMILY,5.0,4,1.7M,100+,Free,0,Teen,Entertainment,"June 28, 2015",1,2.2 and up
+AP Calculus BC: Practice Tests and Flashcards,FAMILY,3.6,5,5.4M,"1,000+",Free,0,Everyone,Education,"July 3, 2018",1.6.7.1,4.1 and up
+Aura Hair Group BC,BEAUTY,NaN,0,Varies with device,100+,Free,0,Everyone,Beauty,"April 23, 2018",Varies with device,4.0.3 and up
+Bridge Constructor Playground FREE,FAMILY,3.9,137377,30M,"5,000,000+",Free,0,Everyone,Simulation,"April 12, 2017",2.2,4.0.3 and up
+"BDCast - Bangla Live TV,Radio",FAMILY,4.4,7461,31M,"1,000,000+",Free,0,Everyone,Entertainment,"May 20, 2018",4.2.1,4.1 and up
+bd's Mongolian Grill,LIFESTYLE,4.2,120,14M,"10,000+",Free,0,Everyone,Lifestyle,"February 23, 2018",1.5.1,4.1 and up
+BD Briight: Your Diabetes Personal Assistant,MEDICAL,4.8,17,37M,"5,000+",Free,0,Everyone,Medical,"July 19, 2018",1.5.0,5.0 and up
+Jagobd - Bangla TV(Official),FAMILY,4.3,39109,4.0M,"1,000,000+",Free,0,Everyone,Entertainment,"December 20, 2017",6.5,4.0 and up
+Business Dictionary,BUSINESS,4.2,5988,Varies with device,"500,000+",Free,0,Everyone,Business,"May 16, 2016",Varies with device,Varies with device
+BD Data Plan (3G & 4G),COMMUNICATION,4.4,10341,6.9M,"500,000+",Free,0,Everyone,Communication,"July 5, 2018",5.2.4,4.1 and up
+বাংলা টিভি প্রো BD Bangla TV,FAMILY,4.3,193,14M,"10,000+",Free,0,Everyone,Entertainment,"April 29, 2017",1.3,4.0 and up
+BD tools,TOOLS,4.0,21,210k,"10,000+",Free,0,Everyone,Tools,"December 18, 2015",6.1,4.2 and up
+BD Provider App,HEALTH_AND_FITNESS,1.4,45,13M,"5,000+",Free,0,Everyone,Health & Fitness,"September 12, 2016",1.0,4.1 and up
+"Izneo, Read Manga, Comics & BD",COMICS,3.3,1476,18M,"500,000+",Free,0,Teen,Comics,"June 11, 2018",7.3,4.0 and up
+BD Radio TV Free List,FAMILY,4.3,539,13M,"50,000+",Free,0,Everyone,Entertainment,"August 1, 2018",1.3,4.2 and up
+BD Simplist Through Their Eyes,FAMILY,NaN,1,38M,10+,Free,0,Everyone,Simulation,"December 4, 2015",1.0,4.1 and up
+BD Online News,NEWS_AND_MAGAZINES,4.6,30,3.8M,"1,000+",Free,0,Everyone,News & Magazines,"March 20, 2018",1.5,4.0.3 and up
+BD Bank Interest,FINANCE,4.7,289,3.2M,"5,000+",Free,0,Everyone,Finance,"May 4, 2018",1.2,4.1 and up
+BD Earn Pro,FAMILY,4.2,540,3.2M,"10,000+",Free,0,Everyone,Entertainment,"August 1, 2018",2.4,4.1 and up
+Comics Reader,COMICS,3.9,4496,609k,"100,000+",Free,0,Everyone,Comics,"October 29, 2017",2.3.216,2.3 and up
+Upohar BD,BUSINESS,3.4,9,1.7M,"1,000+",Free,0,Everyone,Business,"October 8, 2016",1.0,3.0 and up
+Electricity Bill Calculator BD,PRODUCTIVITY,4.3,247,4.0M,"10,000+",Free,0,Everyone,Productivity,"June 22, 2016",1.2,4.0.3 and up
+BD Fishpedia,BOOKS_AND_REFERENCE,4.8,123,6.5M,"1,000+",Free,0,Everyone,Books & Reference,"March 15, 2017",3.15317,3.0 and up
+BD Attendance,PRODUCTIVITY,4.8,93,14M,"1,000+",Free,0,Everyone,Productivity,"July 17, 2018",2.3.14,4.3 and up
+BD All Sim Offer,BOOKS_AND_REFERENCE,4.5,197,2.8M,"10,000+",Free,0,Everyone,Books & Reference,"January 3, 2017",1.2,4.1 and up
+BD TYCOON,FAMILY,3.3,16,33M,500+,Free,0,Everyone,Simulation,"July 6, 2017",1.2,4.1 and up
+BD Sports Box & TV,FAMILY,4.2,5,3.3M,500+,Free,0,Everyone,Entertainment,"April 13, 2018",1.1,4.0.3 and up
+Tour BD (Bahir Dar Map),MAPS_AND_NAVIGATION,4.9,49,3.9M,100+,Free,0,Everyone,Maps & Navigation,"October 16, 2017",2.0,4.2 and up
+BD Field Force,PRODUCTIVITY,4.2,41,15M,"1,000+",Free,0,Everyone,Productivity,"August 1, 2018",1.3.13,4.3 and up
+BD CRICKET LIVE,SPORTS,4.6,1238,9.5M,"100,000+",Free,0,Everyone,Sports,"January 15, 2018",3.0,4.0.3 and up
+BD All Results,FAMILY,4.1,205,7.3M,"50,000+",Free,0,Everyone,Education,"November 29, 2017",9.0,4.0.3 and up
+BD Online Passport Application,FAMILY,4.6,12,2.4M,"5,000+",Free,0,Everyone,Education,"October 7, 2017",3.0,4.0.3 and up
+BD Internet Packages (Updated),COMMUNICATION,4.0,474,3.0M,"50,000+",Free,0,Everyone,Communication,"August 5, 2016",0.0.5,4.0 and up
+Live Radio BD,FAMILY,4.2,69,3.5M,"10,000+",Free,0,Everyone,Entertainment,"May 4, 2015",1.1,4.0 and up
+iCard BD Plus,SOCIAL,5.0,2,2.4M,500+,Free,0,Everyone,Social,"July 15, 2016",3.7.5,2.0 and up
+BD Dialer,COMMUNICATION,4.1,29,13M,"10,000+",Free,0,Everyone,Communication,"July 9, 2018",1.8.3,4.1 and up
+"Youboox - Livres, BD et magazines",BOOKS_AND_REFERENCE,3.7,4071,Varies with device,"500,000+",Free,0,Teen,Books & Reference,"April 3, 2018",Varies with device,Varies with device
+BANGLA TV 3G/4G,SPORTS,4.1,142,5.3M,"100,000+",Free,0,Everyone,Sports,"June 7, 2018",2.4,4.0 and up
+Earn Money BD,FINANCE,3.8,103,6.9M,"5,000+",Free,0,Everyone,Finance,"July 11, 2018",3.4,4.0 and up
+BD Hospital's,FAMILY,4.7,12,2.3M,100+,Free,0,Everyone,Education,"October 7, 2015",1.1,3.0 and up
+Rabbithole,FAMILY,3.5,3347,15M,"100,000+",Free,0,Everyone,Entertainment,"July 18, 2018",1.1.15.12,4.4 and up
+Educationboard Results BD,FAMILY,4.0,983,7.2M,"100,000+",Free,0,Everyone,Education,"June 12, 2018",1.0,4.0 and up
+BD Online Shop,BUSINESS,4.2,63,13M,"5,000+",Free,0,Everyone,Business,"September 13, 2015",3.0.1,2.3.3 and up
+Remote for Samsung TV & BluRay Players (Read Desc),TOOLS,3.3,1988,7.3M,"500,000+",Free,0,Everyone,Tools,"August 3, 2018",Cow V3.15,4.3 and up
+Vehicle Case Checker BD,TOOLS,3.7,29,3.3M,"10,000+",Free,0,Everyone,Tools,"July 13, 2017",1.0,4.1 and up
+Remote for Sony TV & Sony Blu-Ray Players MyAV,TOOLS,3.4,3491,7.3M,"1,000,000+",Free,0,Everyone,Tools,"July 31, 2018",Cow V3.15,4.3 and up
+Remote for Panasonic TV+BD+AVR,TOOLS,3.7,533,7.3M,"100,000+",Free,0,Everyone,Tools,"July 31, 2018",Cow V3.15,4.3 and up
+Exam Result BD,FAMILY,5.0,2,2.6M,500+,Free,0,Everyone,Education,"July 22, 2017",1.0,3.2 and up
+BD Live Call,COMMUNICATION,4.4,7,308k,"5,000+",Free,0,Everyone,Communication,"September 6, 2016",1.01,2.0 and up
+Helping BD,LIFESTYLE,5.0,15,4.5M,100+,Free,0,Everyone,Lifestyle,"June 19, 2018",2.1,4.0.3 and up
+Best Browser BD social networking,COMMUNICATION,4.8,6,21M,10+,Free,0,Everyone,Communication,"July 4, 2018",2.0,4.1 and up
+Traffic signs BD,COMMUNICATION,4.4,7,5.3M,500+,Free,0,Everyone,Communication,"October 8, 2015",1.0,4.1 and up
+BD Internet Package Activator,NEWS_AND_MAGAZINES,4.9,13,2.3M,100+,Free,0,Everyone,News & Magazines,"March 9, 2018",1.2,4.0.3 and up
+be Produbanco,FINANCE,4.0,967,22M,"100,000+",Free,0,Everyone,Finance,"August 2, 2018",1.2.1,4.1 and up
+Millionaire : Who want to be?,GAME,4.4,4396,40M,"100,000+",Free,0,Everyone,Trivia,"April 12, 2017",1.5,2.3 and up
+Photo Editor by BeFunky,PHOTOGRAPHY,4.5,192851,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"September 12, 2017",Varies with device,Varies with device
+Be My Eyes - Helping the blind,LIFESTYLE,4.9,8418,21M,"500,000+",Free,0,Everyone,Lifestyle,"July 11, 2018",1.2.9,4.4 and up
+Be My Princess: PARTY,FAMILY,4.4,9443,21M,"100,000+",Free,0,Teen,Simulation,"December 12, 2016",1.8.0,4.0.3 and up
+BeautyPlus - Easy Photo Editor & Selfie Camera,PHOTOGRAPHY,4.4,3156484,53M,"100,000,000+",Free,0,Everyone,Photography,"July 31, 2018",6.9.031,4.1 and up
+Movement BE,SOCIAL,5.0,20,1.2M,100+,Free,0,Teen,Social,"November 10, 2016",1.2,4.4 and up
+Be Stronger,HEALTH_AND_FITNESS,4.8,787,53M,"1,000+",Paid,$1.99,Everyone,Health & Fitness,"July 31, 2018",1.4.7,4.0.3 and up
+Be My Love Animated Keyboard,PERSONALIZATION,4.6,838,11M,"50,000+",Free,0,Teen,Personalization,"March 30, 2018",1.70,4.1 and up
+Be My Princess 2,FAMILY,4.3,2806,27M,"100,000+",Free,0,Teen,Entertainment,"March 20, 2018",3.6,2.3 and up
+Millionaire Quiz Free: Be Rich,FAMILY,3.8,66033,6.8M,"10,000,000+",Free,0,Everyone,Casual,"January 1, 2018",2.5.1,4.0 and up
+Be the Manager 2018 - Football Strategy,SPORTS,4.3,7557,7.4M,"100,000+",Free,0,Everyone,Sports,"March 12, 2018",2.2.1,4.2 and up
+Be like Me - Hay Nhu Toi,PERSONALIZATION,4.3,44,3.5M,"1,000+",Free,0,Teen,Personalization,"May 26, 2016",1.3,4.0 and up
+Be Fabulous PHOTO BOOTH,PHOTOGRAPHY,4.1,560,1.7M,"10,000+",Free,0,Everyone,Photography,"February 1, 2017",1.07,4.0 and up
+RadarNow!,WEATHER,4.5,54090,4.0M,"5,000,000+",Free,0,Everyone,Weather,"February 28, 2018",6.6,4.0 and up
+Be My Princess,FAMILY,4.2,3103,8.8M,"100,000+",Free,0,Teen,Entertainment,"September 19, 2017",6.5,2.2 and up
+Fat No More - Be the Biggest Loser in the Gym!,FAMILY,3.8,48545,38M,"1,000,000+",Free,0,Everyone,Casual,"August 3, 2018",1.2.14,4.1 and up
+Be Like Bill - Maker,FAMILY,4.3,18,1.7M,"1,000+",Free,0,Everyone,Entertainment,"January 27, 2016",1.2,3.2 and up
+Top Eleven 2018 - Be a Soccer Manager,SPORTS,4.4,3451011,Varies with device,"50,000,000+",Free,0,Everyone,Sports,"July 26, 2018",7.4,4.1 and up
+Free GPS Navigation,MAPS_AND_NAVIGATION,4.2,618562,Varies with device,"50,000,000+",Free,0,Everyone,Maps & Navigation,"June 4, 2018",Varies with device,Varies with device
+Be the Manager 2016 (football),SPORTS,4.2,4330,6.1M,"100,000+",Free,0,Everyone,Sports,"October 19, 2017",3.0,4.0 and up
+Hair Salon - Fun Games,FAMILY,3.8,484226,27M,"50,000,000+",Free,0,Teen,Casual,"June 15, 2018",3.0.10,4.0 and up
+Adobe Photoshop Fix,PHOTOGRAPHY,4.2,28390,38M,"5,000,000+",Free,0,Everyone,Photography,"July 19, 2017",1.0.499,5.0 and up
+Make your Be Like Bill,COMICS,4.0,78,2.8M,"5,000+",Free,0,Everyone,Comics,"January 16, 2016",1.0,2.3 and up
+Be like Bill Generator,FAMILY,4.2,67,6.5M,"5,000+",Free,0,Teen,Entertainment,"January 29, 2016",1.08,4.0.3 and up
+Be you GO Launcher Theme,PERSONALIZATION,4.3,1580,3.6M,"100,000+",Free,0,Everyone,Personalization,"November 12, 2014",v1.0,2.3 and up
+"Star Girl - Fashion, Makeup & Dress Up",FAMILY,4.3,556929,53M,"10,000,000+",Free,0,Teen,Casual,"April 19, 2018",4.2.1,4.0.3 and up
+Be Like Bro - Compilation,FAMILY,4.4,146,3.9M,"10,000+",Free,0,Teen,Entertainment,"March 30, 2018",2.4,4.1 and up
+Bowmasters,GAME,4.7,1535581,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 23, 2018",2.12.5,4.1 and up
+YAY - TBH,SOCIAL,4.1,2520,12M,"100,000+",Free,0,Teen,Social,"November 17, 2017",1.1.5,4.3 and up
+The Sims™ Mobile,FAMILY,4.5,559597,89M,"10,000,000+",Free,0,Teen,Simulation,"July 26, 2018",11.1.1.179661,4.1 and up
+Find My Friends,SOCIAL,4.2,305367,46M,"10,000,000+",Free,0,Everyone,Social,"August 1, 2018",16.7.1,4.4 and up
+Beauty Idol: Fashion Queen,GAME,4.3,128367,54M,"1,000,000+",Free,0,Everyone,Arcade,"October 27, 2017",2.1.0,4.0.3 and up
+Unseen - No Last Seen,TOOLS,4.4,103909,9.2M,"5,000,000+",Free,0,Everyone,Tools,"May 11, 2018",2.2.7,4.3 and up
+OK K.O.! Lakewood Plaza Turbo,FAMILY,4.5,76608,24M,"1,000,000+",Free,0,Everyone 10+,Action;Action & Adventure,"January 5, 2017",1.3.1,4.0 and up
+Hard Time (Prison Sim),GAME,4.3,275843,41M,"10,000,000+",Free,0,Teen,Adventure,"July 19, 2018",1.401,4.0 and up
+She Will Be Loved Lyrics,FAMILY,NaN,2,705k,100+,Free,0,Everyone,Entertainment,"March 1, 2016",1.0,2.1 and up
+Nick,FAMILY,4.2,123309,25M,"10,000,000+",Free,0,Everyone 10+,Entertainment;Music & Video,"January 24, 2018",2.0.8,4.4 and up
+Battlefield™ Companion,GAME,4.0,263907,62M,"10,000,000+",Free,0,Everyone 10+,Action,"November 1, 2016",3.0.4,4.0 and up
+Wolf of the BF:Commando MOBILE,GAME,3.4,32,27M,"1,000+",Paid,$0.99,Everyone 10+,Arcade,"March 23, 2017",1.00.10,4.0 and up
+BF at Sea Refueled,GAME,4.4,1849,37M,"10,000+",Free,0,Everyone,Board,"October 20, 2015",1.1.8,2.3.3 and up
+BF Movies Fun,FAMILY,3.8,63,3.7M,"10,000+",Free,0,Teen,Entertainment,"April 7, 2018",1.0,2.3.3 and up
+BF Browser by Betfilter - Stop Gambling Today!,COMMUNICATION,3.0,39,4.6M,"10,000+",Free,0,Everyone,Communication,"September 4, 2017",1.4,4.0.3 and up
+My BF App,COMMUNICATION,4.1,141,9.9M,"50,000+",Free,0,Everyone,Communication,"December 19, 2017",2.0,4.0 and up
+Funny videos for whatsapp,VIDEO_PLAYERS,4.4,3066,9.0M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"December 17, 2017",1.7,4.0.3 and up
+BF games,FAMILY,4.1,262,29M,"50,000+",Free,0,Everyone,Puzzle,"November 1, 2017",1.1,4.0.3 and up
+BF 3d Wallpapers,FAMILY,4.1,256,2.5M,"100,000+",Free,0,Teen,Entertainment,"June 18, 2015",4.7,3.0 and up
+Hot Bhojpuri Video songs,FAMILY,4.1,28892,6.3M,"5,000,000+",Free,0,Teen,Entertainment,"July 11, 2018",1.3,4.0 and up
+Bullet Force,GAME,4.5,634159,58M,"10,000,000+",Free,0,Teen,Action,"June 21, 2018",1.40,4.2 and up
+GF - BF Chat Stories - Hindi English Convesation,FAMILY,4.1,32,4.1M,"10,000+",Free,0,Everyone,Education,"June 18, 2018",1.5,4.1 and up
+BF Scale Health Fitness Tool,HEALTH_AND_FITNESS,2.2,19,9.6M,"1,000+",Free,0,Everyone,Health & Fitness,"November 29, 2017",2.1,4.3 and up
+BF-Calc,TOOLS,3.9,428,3.8M,"100,000+",Free,0,Everyone,Tools,"March 31, 2015",1.2.5,2.3.3 and up
+BF 4 Guns,FAMILY,4.0,1542,13M,"50,000+",Free,0,Everyone,Entertainment,"June 9, 2015",3.0,3.0 and up
+My Virtual Boyfriend,FAMILY,4.3,105,51M,"1,000+",Paid,$0.99,Teen,Casual,"February 17, 2017",3.6,2.3.3 and up
+Sexy Hot Detector Prank,FAMILY,3.9,17067,2.7M,"5,000,000+",Free,0,Everyone,Casual,"February 13, 2018",2.4.4,4.1 and up
+BF Combat: Genesis,GAME,4.0,3322,82M,"100,000+",Free,0,Mature 17+,Action,"March 2, 2017",5.1.6,2.3 and up
+"Women""s Health Tips(Breast,Face,Body,weight lose)",HEALTH_AND_FITNESS,4.2,2509,5.0M,"1,000,000+",Free,0,Mature 17+,Health & Fitness,"April 20, 2018",1.8,4.1 and up
+Combat BF: Black Ops 3,GAME,4.2,7699,83M,"500,000+",Free,0,Mature 17+,Action,"March 2, 2017",5.1.6,2.3 and up
+BF Beautiful Nature,FAMILY,3.6,5,2.5M,"1,000+",Free,0,Mature 17+,Entertainment,"June 11, 2015",4.1,3.0 and up
+BF 3d Images,FAMILY,4.3,19,2.5M,"1,000+",Free,0,Teen,Entertainment,"June 17, 2015",4.5,3.0 and up
+Jigsaw Puzzles Bus Scania BF,FAMILY,NaN,3,6.6M,"1,000+",Free,0,Teen,Puzzle,"November 7, 2016",1.0,4.0 and up
+BF 3d View Wallpapers,FAMILY,NaN,4,2.5M,"1,000+",Free,0,Teen,Entertainment,"June 18, 2015",4.6,3.0 and up
+Hot Bhojpuri Video Song 2018 - Free Movies,FAMILY,4.4,447,3.7M,"100,000+",Free,0,Mature 17+,Entertainment,"April 4, 2018",1.0,4.2 and up
+Body Scanner xray Real Camera Prank Entertaintment,FAMILY,2.6,17,4.6M,"5,000+",Free,0,Everyone,Entertainment,"May 5, 2018",1.0,2.3 and up
+BF Frontline City,GAME,4.1,29798,80M,"1,000,000+",Free,0,Mature 17+,Action,"March 6, 2017",5.1.7,2.3 and up
+Bf Light,BUSINESS,NaN,6,11M,"1,000+",Free,0,Everyone,Business,"February 9, 2017",1.0,4.1 and up
+Droid PRoCon BF3,TOOLS,3.5,412,2.6M,"5,000+",Paid,$0.99,Everyone,Tools,"March 12, 2015",2.2,3.0 and up
+BF Abstract 3d Pictures,FAMILY,4.2,72,2.5M,"10,000+",Free,0,Teen,Entertainment,"June 18, 2015",5.1,3.0 and up
+CE BF,LIFESTYLE,NaN,0,24M,50+,Free,0,Everyone,Lifestyle,"January 2, 2018",1.0.1,4.1 and up
+Freedom Christian BF,LIFESTYLE,NaN,0,12M,10+,Free,0,Everyone,Lifestyle,"February 22, 2016",1.0,4.0.3 and up
+Random Love (BF),FAMILY,3.7,3,10M,50+,Free,0,Everyone,Entertainment,"October 4, 2015",1.0.0,2.2 and up
+BeFunky Photo Editor Pro,PHOTOGRAPHY,4.5,4724,Varies with device,"50,000+",Paid,$1.99,Everyone,Photography,"August 14, 2017",Varies with device,Varies with device
+Virtual Boyfriend Chat,FAMILY,2.4,407,306k,"50,000+",Free,0,Mature 17+,Entertainment,"April 11, 2017",1.0,2.2 and up
+BF Family user,BUSINESS,NaN,8,26M,100+,Free,0,Everyone,Business,"February 1, 2018",0.0.9,4.1 and up
+Talking Boyfriend,FAMILY,2.9,1073,2.8M,"100,000+",Free,0,Everyone,Entertainment,"August 28, 2016",1.1,2.3.3 and up
+Faketalk - Chatbot,GAME,4.2,63056,8.1M,"1,000,000+",Free,0,Teen,Word,"July 3, 2018",1.9.7,2.3 and up
+XXX DISTILLERY,BUSINESS,4.2,509,3.2M,"100,000+",Free,0,Everyone,Business,"August 2, 2017",1.1.0,4.0 and up
+Cute Questions BF,LIFESTYLE,4.0,3,3.3M,"1,000+",Free,0,Everyone,Lifestyle,"June 2, 2018",3.0.0,4.4 and up
+BG Score,SPORTS,2.6,64,1.6M,"10,000+",Free,0,Everyone,Sports,"July 26, 2017",2.1,4.0.3 and up
+BG Advisor™,TOOLS,4.4,7,5.6M,"1,000+",Free,0,Everyone,Tools,"January 10, 2017",1.3,4.0.3 and up
+BG Products,AUTO_AND_VEHICLES,4.8,4,4.5M,500+,Free,0,Everyone,Auto & Vehicles,"November 28, 2017",1.3,5.0 and up
+BG LINKED (BGLINKED),SOCIAL,4.7,22,11M,"1,000+",Free,0,Everyone,Social,"January 19, 2018",v2.0.02_prod,4.1 and up
+BG Monitor Diabetes,MEDICAL,4.4,643,2.8M,"10,000+",Free,0,Everyone,Medical,"April 23, 2017",8.0.1,4.4 and up
+BG Monitor Diabetes Pro,MEDICAL,4.6,87,2.8M,500+,Paid,$5.99,Everyone,Medical,"April 23, 2017",8.0.1,4.4 and up
+HTC Sense Input-BG,TOOLS,2.7,198,2.8M,"100,000+",Free,0,Everyone,Tools,"April 22, 2014",9.7.753080,4.1 and up
+Photo BG Changer,PHOTOGRAPHY,3.8,11,17M,"1,000+",Free,0,Everyone,Photography,"February 21, 2018",1.3,4.1 and up
+BG TV App,FAMILY,1.7,6,2.9M,100+,Free,0,Everyone,Entertainment,"December 21, 2017",1.0,4.1 and up
+BG BRIDAL GALLERY,LIFESTYLE,4.6,17,19M,"1,000+",Free,0,Everyone,Lifestyle,"June 27, 2018",2.1.1,4.4 and up
+HTC Sense Input - BG,TOOLS,3.3,218,4.1M,"10,000+",Free,0,Everyone,Tools,"November 9, 2015",1.0.606877,5.0 and up
+BG Editor,PHOTOGRAPHY,NaN,0,8.4M,5+,Free,0,Everyone,Photography,"July 23, 2018",1.2,4.1 and up
+BG Sports News,NEWS_AND_MAGAZINES,NaN,41,5.0M,"1,000+",Free,0,Everyone,News & Magazines,"February 9, 2016",1.0.0,3.0 and up
+Board Game Stats: Play tracking for tabletop games,LIFESTYLE,4.6,275,3.9M,"5,000+",Paid,$2.99,Everyone,Lifestyle,"July 17, 2018",2.8.3,4.1 and up
+Bg TV Online,FAMILY,2.3,50,2.8M,"10,000+",Free,0,Everyone,Entertainment,"October 21, 2017",1.2,4.1 and up
+"PhotoLayers〜Superimpose,Eraser",PHOTOGRAPHY,4.5,81219,2.6M,"10,000,000+",Free,0,Everyone,Photography,"June 14, 2015",1.4.0,4.1 and up
+Zdravei.BG,SOCIAL,NaN,6,6.1M,"1,000+",Free,0,Mature 17+,Social,"January 8, 2018",3.7.17,4.1 and up
+BG+Phone Backup,PRODUCTIVITY,4.8,16,2.6M,"1,000+",Free,0,Everyone,Productivity,"February 17, 2017",1.0.3,2.3 and up
+BGKontakti London BG Kontakti,SOCIAL,NaN,4,8.9M,500+,Free,0,Everyone,Social,"March 23, 2017",1.2,3.0 and up
+ReactNative BG Geolocation,TOOLS,5.0,5,9.1M,"1,000+",Free,0,Everyone,Tools,"May 25, 2018",2.12.0,4.1 and up
+BG TV Stations,FAMILY,NaN,0,2.9M,100+,Free,0,Everyone,Entertainment,"February 10, 2018",1.0,4.1 and up
+BG video - floating video - background video,VIDEO_PLAYERS,4.1,64,2.0M,"5,000+",Free,0,Everyone,Video Players & Editors,"May 21, 2018",2.0,4.0 and up
+BG TV Program,FAMILY,NaN,1,2.8M,100+,Free,0,Everyone,Entertainment,"April 22, 2018",1.0,4.1 and up
+BG Cable TV,FAMILY,NaN,5,2.8M,"1,000+",Free,0,Everyone,Entertainment,"February 25, 2018",1.0,4.1 and up
+BG Middle East,AUTO_AND_VEHICLES,NaN,1,9.4M,10+,Free,0,Everyone,Auto & Vehicles,"December 20, 2017",1.1,4.0 and up
+Blender BG - Photo Blend With Background,PHOTOGRAPHY,NaN,0,7.8M,100+,Free,0,Everyone,Photography,"September 20, 2017",1.0,4.2 and up
+BG MUSIC PLAYER - MUSIC PLAYER,VIDEO_PLAYERS,NaN,0,8.6M,100+,Free,0,Everyone,Video Players & Editors,"June 26, 2018",1.0,4.1 and up
+Sommelier.BG,FOOD_AND_DRINK,NaN,0,Varies with device,10+,Free,0,Teen,Food & Drink,"July 18, 2018",Varies with device,Varies with device
+BG Future School,FAMILY,4.9,16,10M,100+,Free,0,Everyone,Education,"July 22, 2017",1.0,4.0.3 and up
+Cordova BG Geolocation,MAPS_AND_NAVIGATION,3.0,4,Varies with device,"1,000+",Free,0,Everyone,Maps & Navigation,"May 25, 2018",Varies with device,Varies with device
+Simple Photo BG Changer,TOOLS,NaN,1,5.1M,10+,Free,0,Everyone,Tools,"June 8, 2018",1.0,2.3 and up
+BGKontakti Bayern BG Kontakti,SOCIAL,NaN,32,7.8M,"1,000+",Free,0,Everyone,Social,"May 25, 2016",1.6,3.0 and up
+BGKontakti Vienna BG Kontakti,SOCIAL,4.8,111,5.9M,"1,000+",Free,0,Everyone,Social,"July 18, 2018",2.42,4.1 and up
+CARS.bg,AUTO_AND_VEHICLES,4.5,276,1.7M,"100,000+",Free,0,Everyone,Auto & Vehicles,"July 5, 2017",1.1.3,4.4 and up
+bgtime.tv,VIDEO_PLAYERS,3.4,694,Varies with device,"50,000+",Free,0,Everyone,Video Players & Editors,"July 27, 2018",Varies with device,Varies with device
+BG Torneos,SPORTS,NaN,7,2.3M,100+,Free,0,Everyone,Sports,"June 13, 2018",2.0.0,4.1 and up
+YourTube Video Views BG,VIDEO_PLAYERS,NaN,8,2.5M,500+,Free,0,Everyone,Video Players & Editors,"November 12, 2015",1.1.1,4.0 and up
+BG Television,FAMILY,NaN,3,2.8M,500+,Free,0,Everyone,Entertainment,"December 10, 2017",1.0,4.1 and up
+Cъновник BG,BOOKS_AND_REFERENCE,NaN,13,4.1M,"1,000+",Free,0,Everyone,Books & Reference,"January 21, 2017",250,4.0 and up
+Auto Background Changer,PHOTOGRAPHY,4.0,35188,6.2M,"1,000,000+",Free,0,Everyone,Photography,"February 22, 2018",1.0.11,3.2 and up
+Block Gun 3D: Call of Destiny,GAME,3.7,31883,20M,"1,000,000+",Free,0,Teen,Action,"March 23, 2017",1.4.3,2.3 and up
+BG Remover & Eraser Pro,TOOLS,2.2,4,4.8M,500+,Free,0,Everyone,Tools,"April 3, 2018",3.0,2.3 and up
+BG Metro - Red voznje,TRAVEL_AND_LOCAL,4.8,89,Varies with device,"1,000+",Free,0,Everyone,Travel & Local,"February 21, 2017",Varies with device,Varies with device
+BG Cricket,SPORTS,NaN,6,24M,500+,Free,0,Everyone,Sports,"June 14, 2018",2.4.4,4.2 and up
+BG Guide,TRAVEL_AND_LOCAL,5.0,3,2.4M,100+,Free,0,Everyone,Travel & Local,"November 28, 2016",1.1,2.3.3 and up
+Bg Radios - Bulgarian radio stations online,FAMILY,NaN,8,13M,"1,000+",Free,0,Everyone,Entertainment,"July 13, 2018",1.3.2,4.1 and up
+Micro.bg Cloud POS System,BUSINESS,NaN,6,Varies with device,100+,Free,0,Everyone,Business,"July 12, 2017",Varies with device,2.0 and up
+BG-FLEET,TOOLS,NaN,0,1.8M,10+,Free,0,Everyone,Tools,"July 30, 2018",1.0,4.0.3 and up
+trip.bg,TRAVEL_AND_LOCAL,4.5,103,9.8M,"1,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",8.2.0,4.0.3 and up
+Dete.bg,NEWS_AND_MAGAZINES,NaN,0,29M,100+,Free,0,Everyone,News & Magazines,"June 12, 2017",1.2,4.1 and up
+BLOOD & GLORY: IMMORTALS,GAME,4.3,101762,11M,"1,000,000+",Free,0,Teen,Action,"June 11, 2015",2.0.0,3.0 and up
+Change photo background,PHOTOGRAPHY,3.8,28660,6.4M,"5,000,000+",Free,0,Everyone,Photography,"March 21, 2018",1.0.12,4.0.3 and up
+Es-Bg Offline Voice Translator,TRAVEL_AND_LOCAL,NaN,1,87M,10+,Paid,$1.49,Everyone,Travel & Local,"March 19, 2017",2.55,3.0 and up
+Baldur's Gate: Enhanced Edition,FAMILY,4.5,20101,7.8M,"100,000+",Paid,$9.99,Teen,Role Playing,"October 2, 2015",1.3,3.0 and up
+Shadow Fight 2 Special Edition,GAME,4.5,10440,86M,"50,000+",Paid,$4.99,Teen,Action,"May 30, 2018",1.0.3,4.1 and up
+ePazar.bg,SHOPPING,NaN,28,2.1M,"1,000+",Free,0,Everyone,Shopping,"January 7, 2017",3.0,3.0 and up
+Revita.bg,HEALTH_AND_FITNESS,4.8,10,4.0M,10+,Free,0,Everyone,Health & Fitness,"June 13, 2018",3.55,4.0 and up
+Background Eraser,PHOTOGRAPHY,4.5,267378,1.9M,"10,000,000+",Free,0,Everyone,Photography,"July 11, 2015",1.4.6,4.0 and up
+ePay.bg,FINANCE,4.4,2017,2.4M,"100,000+",Free,0,Everyone,Finance,"July 26, 2018",2.22,4.1 and up
+Top Novini BG,NEWS_AND_MAGAZINES,NaN,2,2.9M,100+,Free,0,Everyone,News & Magazines,"June 14, 2016",1.2,4.1 and up
+Block Gun 3D: Ghost Ops,GAME,3.9,142693,21M,"5,000,000+",Free,0,Teen,Action,"June 7, 2018",1.4.0,2.3 and up
+"Music for Youtube - Tube Music BG, Red+",VIDEO_PLAYERS,4.3,47,8.7M,"1,000+",Free,0,Teen,Video Players & Editors,"September 23, 2017",1.10,4.2 and up
+Bg+ Call Blocker,TOOLS,4.3,80,1.7M,"10,000+",Free,0,Everyone,Tools,"March 20, 2018",1.2,4.0 and up
+BG Blurry HD Wallpapers,FAMILY,NaN,1,5.1M,10+,Free,0,Everyone,Entertainment,"March 12, 2018",1.0.0.1,4.0 and up
+Background Changer & Eraser,PHOTOGRAPHY,4.0,2076,11M,"500,000+",Free,0,Teen,Photography,"May 21, 2018",2.5,4.1 and up
+Stolica.bg,NEWS_AND_MAGAZINES,NaN,1,1.3M,50+,Free,0,Everyone,News & Magazines,"May 2, 2018",1.1,5.0 and up
+Cut Out : Background Eraser and background changer,PHOTOGRAPHY,4.1,7118,9.2M,"1,000,000+",Free,0,Everyone,Photography,"June 29, 2018",1.6,4.0 and up
+mySugr: the blood sugar tracker made just for you,MEDICAL,4.6,21187,35M,"1,000,000+",Free,0,Everyone,Medical,"July 23, 2018",3.52.0,5.0 and up
+Photo Background Changer 2018 - Blur Background,LIFESTYLE,3.7,34079,9.2M,"5,000,000+",Free,0,Everyone,Lifestyle,"May 21, 2018",Arrow-202,4.1 and up
+BGCN TV,VIDEO_PLAYERS,3.4,4334,4.9M,"100,000+",Free,0,Everyone,Video Players & Editors,"November 4, 2015",3.1.891,Varies with device
+ScorePal,TOOLS,4.5,1439,15M,"10,000+",Free,0,Everyone,Tools,"July 9, 2018",2.10.7,4.3 and up
+Backgammon NJ for Android,GAME,4.4,1644,15M,"10,000+",Paid,$7.99,Everyone,Board,"April 5, 2017",4.1,2.3.3 and up
+BG Burger,FOOD_AND_DRINK,NaN,1,19M,10+,Free,0,Everyone,Food & Drink,"March 29, 2017",1.0,4.1 and up
+JOBS.bg,BUSINESS,4.4,1630,2.2M,"100,000+",Free,0,Everyone,Business,"August 22, 2017",3.1.0,4.4 and up
+CSCS BG (в български),FAMILY,2.4,7,2.1M,100+,Paid,$3.99,Everyone,Education,"March 23, 2017",1.0,4.0.3 and up
+LEGO ® Batman: Beyond Gotham,FAMILY,4.1,10758,8.0M,"100,000+",Paid,$4.99,Everyone 10+,Adventure;Action & Adventure,"December 15, 2015",Varies with device,4.0.3 and up
+Backgrounds HD (Wallpapers),PERSONALIZATION,4.6,2390099,Varies with device,"100,000,000+",Free,0,Teen,Personalization,"August 4, 2018",Varies with device,Varies with device
+Blood Glucose Tracker,HEALTH_AND_FITNESS,4.6,9612,3.5M,"100,000+",Free,0,Everyone,Health & Fitness,"May 18, 2018",1.8.12,4.4 and up
+Baldur's Gate II,FAMILY,4.3,5442,16M,"50,000+",Paid,$9.99,Teen,Role Playing,"June 28, 2018",2.5.16.6,3.0 and up
+Rento - Dice Board Game Online,GAME,4.3,205830,63M,"10,000,000+",Free,0,Everyone,Board,"June 20, 2018",4.4.9,4.1 and up
+Learn Bulgarian Free,FAMILY,4.7,3049,Varies with device,"50,000+",Free,0,Everyone,Education,"May 4, 2018",Varies with device,Varies with device
+N+ News Bulgaria,NEWS_AND_MAGAZINES,NaN,2,10M,50+,Free,0,Everyone,News & Magazines,"August 2, 2017",1.0,4.0 and up
+Remix Second Hand,SHOPPING,4.2,867,7.5M,"100,000+",Free,0,Everyone,Shopping,"August 2, 2018",1.5.8,4.4 and up
+Ultimate Background Eraser,PHOTOGRAPHY,4.3,14453,21M,"1,000,000+",Free,0,Everyone,Photography,"March 13, 2018",1.9,4.1 and up
+OnTrack Diabetes,MEDICAL,4.3,6079,1.8M,"500,000+",Free,0,Everyone,Medical,"January 17, 2018",3.2.7,2.1 and up
+Blur Image Background,PHOTOGRAPHY,3.9,129268,11M,"10,000,000+",Free,0,Everyone,Photography,"July 30, 2018",1.32,4.1 and up
+ALL-IN-ONE PACKAGE TRACKING,PRODUCTIVITY,4.7,167406,18M,"1,000,000+",Free,0,Everyone,Productivity,"July 23, 2018",3.1.1281,4.0.3 and up
+Survival Run with Bear Grylls,GAME,4.2,128579,Varies with device,"5,000,000+",Free,0,Everyone,Action,"May 6, 2018",Varies with device,Varies with device
+VIP Backgammon Free : Play Backgammon Online,GAME,4.1,389,Varies with device,"10,000+",Free,0,Teen,Board,"July 3, 2018",1.16.32,Varies with device
+Grabo.bg,SHOPPING,4.6,8175,3.2M,"100,000+",Free,0,Everyone,Shopping,"April 5, 2018",3.2.3,4.0.3 and up
+BusyBox Pro,TOOLS,4.7,8114,Varies with device,"100,000+",Paid,$2.49,Everyone,Tools,"June 9, 2018",Varies with device,Varies with device
+GEM™,TOOLS,4.3,6,33M,500+,Free,0,Everyone,Tools,"July 23, 2018",1.93,5.0 and up
+Diabetes Connect,MEDICAL,4.5,4027,8.4M,"100,000+",Free,0,Everyone,Medical,"October 10, 2017",2.4.1,4.0 and up
+B&H Photo Video Pro Audio,SHOPPING,4.6,17180,31M,"1,000,000+",Free,0,Everyone,Shopping,"August 3, 2018",5.3.1,4.4 and up
+BH by Kinomap,HEALTH_AND_FITNESS,2.9,141,22M,"10,000+",Free,0,Everyone,Health & Fitness,"July 30, 2018",3.2.9,4.1 and up
+BH Cosmetics,BEAUTY,4.0,2,3.6M,"1,000+",Free,0,Everyone,Beauty,"May 29, 2018",1.0,4.0 and up
+BH Bikes Premium,SPORTS,3.0,26,15M,"1,000+",Free,0,Everyone,Sports,"May 9, 2017",2.1.1,5.0 and up
+B&H Kids AR,BOOKS_AND_REFERENCE,3.9,286,18M,"10,000+",Free,0,Everyone,Books & Reference,"September 29, 2017",3.2.5,4.0 and up
+BH Bikes GPS Locator,SPORTS,NaN,0,10M,10+,Free,0,Everyone,Sports,"July 19, 2018",1.0,5.0 and up
+BH Patrole,AUTO_AND_VEHICLES,4.8,27,2.5M,500+,Free,0,Everyone,Auto & Vehicles,"February 15, 2018",2.0,4.4 and up
+CINEMA.BH,FAMILY,3.9,11,16M,"1,000+",Free,0,Everyone,Entertainment,"January 30, 2018",1.2.2,4.2 and up
+DSLR Photography Training apps,PHOTOGRAPHY,4.0,675,15M,"100,000+",Free,0,Everyone,Photography,"July 29, 2017",2.1,2.3 and up
+Radio Belo Horizonte,FAMILY,NaN,0,4.3M,10+,Free,0,Mature 17+,Entertainment,"August 3, 2018",2,4.0 and up
+BH Online,FINANCE,NaN,0,4.6M,10+,Free,0,Everyone,Finance,"July 4, 2018",2.2.6,5.0 and up
+Belo Horizonte Map offline,TRAVEL_AND_LOCAL,NaN,11,18M,"1,000+",Free,0,Everyone,Travel & Local,"July 12, 2018",1.73,4.3 and up
+Bh Public School,FAMILY,5.0,2,8.7M,10+,Free,0,Everyone,Education,"March 21, 2018",1.2,4.0.3 and up
+BH Mission Playbook,TRAVEL_AND_LOCAL,NaN,0,22M,100+,Free,0,Everyone,Travel & Local,"April 2, 2018",1.5.4,4.4 and up
+BH INVEST,FINANCE,NaN,7,1.1M,500+,Free,0,Everyone,Finance,"February 5, 2016",1.3,3.2 and up
+Comunidad BH,FAMILY,NaN,23,4.8M,"1,000+",Free,0,Everyone,Entertainment,"November 9, 2016",1.3.9,2.3 and up
+VIVA BH,TOOLS,4.0,2055,2.6M,"100,000+",Free,0,Everyone,Tools,"April 9, 2018",2.44,4.0 and up
+Discípulos em BH,SOCIAL,NaN,24,5.2M,100+,Free,0,Everyone,Social,"February 24, 2018",1.1.4,4.1 and up
+Barbers.BH,LIFESTYLE,5.0,2,6.0M,10+,Free,0,Everyone,Lifestyle,"May 24, 2018",2.1,4.0.3 and up
+BH - Fitness & Nutrition,HEALTH_AND_FITNESS,NaN,0,43M,1+,Free,0,Everyone,Health & Fitness,"July 4, 2018",4.3.6,4.1 and up
+Lexus Tech BH Service Pro,LIFESTYLE,NaN,0,904k,10+,Free,0,Teen,Lifestyle,"July 26, 2016",5.0,3.0 and up
+Photo Editor - BPhoto,PHOTOGRAPHY,4.5,42,20M,"1,000+",Free,0,Everyone,Photography,"September 17, 2016",1.2,4.2 and up
+BH Challenge - Museum of the Jewish People,FAMILY,4.8,12,28M,"1,000+",Free,0,Everyone,Education,"March 26, 2018",1.3.6,4.2 and up
+B'H BURGER HEIM,LIFESTYLE,NaN,0,20M,10+,Free,0,Everyone,Lifestyle,"May 26, 2016",1.0,4.0 and up
+B y H Niños ES,BOOKS_AND_REFERENCE,4.6,53,16M,"5,000+",Free,0,Everyone,Books & Reference,"September 22, 2015",1.0.2,2.3 and up
+ZUL - Rotativo Digital BH,AUTO_AND_VEHICLES,4.2,29,Varies with device,"10,000+",Free,0,Everyone,Auto & Vehicles,"August 1, 2018",1.6.5,4.1 and up
+Coomotaxi BH,BUSINESS,NaN,94,8.7M,"5,000+",Free,0,Everyone,Business,"May 24, 2018",3.44.1,4.0.3 and up
+BH Mail,COMMUNICATION,3.4,7,6.0M,"1,000+",Free,0,Everyone,Communication,"April 3, 2018",5.403,4.0.3 and up
+FitConsole,HEALTH_AND_FITNESS,2.6,219,1.8M,"50,000+",Free,0,Everyone,Health & Fitness,"October 30, 2015",v1.1-20151030,4.0 and up
+Run on Earth,HEALTH_AND_FITNESS,2.4,577,3.7M,"50,000+",Free,0,Everyone,Health & Fitness,"April 25, 2018",1.7.5,4.0 and up
+BH Rocking,TRAVEL_AND_LOCAL,NaN,13,3.2M,100+,Free,0,Everyone,Travel & Local,"January 17, 2018",1.0.7,4.1 and up
+Newegg Mobile,SHOPPING,4.5,35479,16M,"1,000,000+",Free,0,Everyone,Shopping,"July 11, 2018",4.16.0,4.4 and up
+Battleheart Legacy,FAMILY,4.6,7420,7.4M,"50,000+",Paid,$4.99,Teen,Role Playing,"November 10, 2014",1.2.5,4.1 and up
+Treadmill Workouts Free (P),HEALTH_AND_FITNESS,3.3,10,3.3M,"1,000+",Free,0,Everyone,Health & Fitness,"April 5, 2018",1.8 P,4.4 and up
+ZiraatBank BH,FINANCE,4.1,58,3.5M,"10,000+",Free,0,Everyone,Finance,"July 4, 2017",2.3.2,4.0 and up
+Digital Tourist BH Itinerary,TRAVEL_AND_LOCAL,4.6,19,14M,500+,Free,0,Everyone,Travel & Local,"October 13, 2015",0.9.2,2.2 and up
+BH Táxi,BUSINESS,3.9,91,8.9M,"5,000+",Free,0,Everyone,Business,"June 7, 2018",3.44.2,4.0.3 and up
+BH Connect,SOCIAL,NaN,0,32M,1+,Free,0,Teen,Social,"March 22, 2018",1.4.4,4.0.3 and up
+Out of Bounds BH Demo,GAME,NaN,3,14M,10+,Free,0,Everyone,Action,"November 19, 2015",1.0,2.3.3 and up
+EduNAV.BH,FAMILY,NaN,3,3.8M,50+,Free,0,Everyone,Education,"February 12, 2018",1.2.0,4.3 and up
+BH Açaí,FOOD_AND_DRINK,NaN,3,4.7M,100+,Free,0,Everyone,Food & Drink,"May 29, 2018",7.0 RELEASE,4.0.3 and up
+BH Recepti,FOOD_AND_DRINK,NaN,3,9.9M,500+,Free,0,Everyone,Food & Drink,"August 16, 2016",1.2,4.0 and up
+Bi en Línea,FINANCE,4.0,5055,17M,"100,000+",Free,0,Everyone,Finance,"March 5, 2018",4.4.1,4.4 and up
+Gayvox - Gay Lesbian Bi Dating,SOCIAL,3.4,3640,9.1M,"500,000+",Free,0,Mature 17+,Social,"June 13, 2016",3.1.9,2.3 and up
+Microsoft Power BI–Business data analytics,BUSINESS,4.5,1819,10M,"100,000+",Free,0,Everyone,Business,"July 16, 2018",2.2.180712.112152,5.0 and up
+BI Mobile Banking,FINANCE,4.0,180,27M,"10,000+",Free,0,Everyone,Finance,"June 27, 2018",4.17.38,4.4 and up
+BI News,NEWS_AND_MAGAZINES,5.0,22,25M,"1,000+",Free,0,Everyone,News & Magazines,"June 10, 2018",1.5.0,4.1 and up
+BI SmartLINK,BUSINESS,3.6,16,33M,"5,000+",Free,0,Everyone,Business,"July 25, 2018",2.7.0,5.1 and up
+BI-LO,LIFESTYLE,3.5,43,30M,"10,000+",Free,0,Everyone,Lifestyle,"July 11, 2018",2.0.0,4.1 and up
+Bitmoji – Your Personal Emoji,FAMILY,4.6,2312084,Varies with device,"100,000,000+",Free,0,Teen,Entertainment,"July 25, 2018",Varies with device,4.3 and up
+Sisense Mobile BI,BUSINESS,4.9,23,28M,"1,000+",Free,0,Everyone,Business,"April 30, 2018",2.4.1,4.1 and up
+"Starg - Gay, Same Sex, Bi",DATING,3.7,66,7.3M,"10,000+",Free,0,Mature 17+,Dating,"November 29, 2016",1.0.6,4.1 and up
+Propel BI APP,BUSINESS,5.0,3,23M,100+,Free,0,Everyone,Business,"July 24, 2018",1.39,4.4 and up
+BI Office,BUSINESS,4.0,76,201k,"10,000+",Free,0,Everyone,Business,"June 7, 2017",2.7.1,3.0 and up
+BI-LO Rx,LIFESTYLE,3.9,77,Varies with device,"10,000+",Free,0,Everyone,Lifestyle,"March 26, 2018",Varies with device,Varies with device
+BI APP,FINANCE,5.0,2,2.7M,100+,Free,0,Everyone,Finance,"February 19, 2016",1.8,4.0 and up
+Oracle BI Mobile,BUSINESS,4.0,282,7.7M,"10,000+",Free,0,Everyone,Business,"August 1, 2018",20.0.0.0,6.0 and up
+Bi-Tank Ads Free,GAME,NaN,0,Varies with device,1+,Paid,$0.99,Everyone,Arcade,"July 31, 2017",1.1,4.1 and up
+bi-Cube Mobile Token,TOOLS,NaN,5,21M,"1,000+",Free,0,Everyone,Tools,"April 26, 2018",8.9.2.0.0,4.0.3 and up
+Business Intelligence & Data,FAMILY,4.9,7,3.5M,"1,000+",Free,0,Everyone,Education,"July 26, 2016",1.0,2.0 and up
+BI Mobile,FINANCE,4.4,337,3.3M,"10,000+",Free,0,Everyone,Finance,"March 15, 2018",1.0,4.0.3 and up
+Grindr - Gay chat,SOCIAL,3.6,284795,31M,"10,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",4.1.2,4.3 and up
+Zoho Reports - Mobile BI,BUSINESS,4.7,45,12M,"5,000+",Free,0,Everyone,Business,"May 23, 2018",2.0.5,4.1 and up
+Power BI Ultimate Orientation,FAMILY,4.3,12,8.1M,"5,000+",Free,0,Everyone,Education,"February 6, 2017",1.0.1,4.0 and up
+Pool Billiards Classic - bi a,SPORTS,3.9,5644,14M,"1,000,000+",Free,0,Everyone,Sports,"November 1, 2017",1.7,4.0.3 and up
+Lesbian Chat & Dating - SPICY,SOCIAL,4.5,63765,11M,"1,000,000+",Free,0,Mature 17+,Social,"July 31, 2018",4.17.2,4.1 and up
+"Moco - Chat, Meet People",DATING,4.2,313769,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"August 4, 2018",2.6.142,4.1 and up
+Bi-Tank,GAME,4.6,12,18M,50+,Free,0,Everyone,Arcade,"July 31, 2017",Varies with device,4.1 and up
+Hot or Not - Find someone right now,DATING,4.1,305737,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"August 2, 2018",Varies with device,Varies with device
+happn – Local dating app,LIFESTYLE,4.3,1118201,Varies with device,"10,000,000+",Free,0,Mature 17+,Lifestyle,"July 24, 2018",Varies with device,Varies with device
+Dictionary.com: Find Definitions for English Words,BOOKS_AND_REFERENCE,4.6,899010,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"July 30, 2018",Varies with device,Varies with device
+MinT BI,PRODUCTIVITY,NaN,0,2.9M,10+,Free,0,Everyone,Productivity,"January 13, 2018",3.1,4.2 and up
+BI Barcode Scanner,PRODUCTIVITY,NaN,0,473k,10+,Paid,$0.99,Everyone,Productivity,"June 13, 2014",2.2,2.2 and up
+MeetMe: Chat & Meet New People,SOCIAL,4.2,1259723,76M,"50,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",Varies with device,4.1 and up
+TED,FAMILY,4.6,181961,18M,"10,000,000+",Free,0,Everyone 10+,Education,"July 27, 2018",3.2.5,4.1 and up
+"Learn English Vocabulary - 6,000 Words",FAMILY,4.5,205914,54M,"10,000,000+",Free,0,Everyone,Education,"August 3, 2018",5.54,4.1 and up
+English Dictionary - Offline,BOOKS_AND_REFERENCE,4.4,341234,30M,"10,000,000+",Free,0,Everyone 10+,Books & Reference,"March 20, 2018",3.9.1,4.2 and up
+Zalo – Video Call,COMMUNICATION,4.2,1042170,Varies with device,"50,000,000+",Free,0,Everyone,Communication,"July 27, 2018",Varies with device,Varies with device
+Bible KJV,BOOKS_AND_REFERENCE,4.5,42729,Varies with device,"5,000,000+",Free,0,Everyone,Books & Reference,"November 26, 2014",Varies with device,Varies with device
+All Language Translator,TOOLS,4.0,29944,2.1M,"5,000,000+",Free,0,Everyone,Tools,"October 3, 2015",1.6,2.3 and up
+Bike Rivals,GAME,4.2,212067,48M,"10,000,000+",Free,0,Everyone,Racing,"July 15, 2015",1.5.2,2.3.3 and up
+Bingo Party - Free Bingo Games,GAME,4.7,155694,92M,"1,000,000+",Free,0,Teen,Board,"July 13, 2018",2.1.1,4.0.3 and up
+OkCupid Dating,DATING,4.1,285838,15M,"10,000,000+",Free,0,Mature 17+,Dating,"July 30, 2018",11.10.1,4.1 and up
+Little Big City 2,FAMILY,4.4,344383,30M,"10,000,000+",Free,0,Everyone,Casual,"March 20, 2018",9.2.4,4.0.3 and up
+"Mint: Budget, Bills, Finance",FINANCE,4.3,129305,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"August 2, 2018",Varies with device,Varies with device
+English Grammar Test,FAMILY,4.6,104676,2.6M,"5,000,000+",Free,0,Everyone,Education,"July 18, 2018",1.9.7,4.0 and up
+BJ's Wholesale Club,SHOPPING,4.2,4099,17M,"100,000+",Free,0,Everyone,Shopping,"July 27, 2018",2.0.10,4.1 and up
+BJ’s Mobile App,SHOPPING,4.0,4722,35M,"500,000+",Free,0,Everyone,Shopping,"July 9, 2018",3.6.5,4.1 and up
+BJ's Express Scan,SHOPPING,2.3,69,11M,"10,000+",Free,0,Everyone,Shopping,"March 19, 2018",1.0.16,4.4 and up
+BJ's Bingo & Gaming Casino,GAME,4.5,501,65M,"10,000+",Free,0,Teen,Casino,"July 26, 2018",5.0.1.3,4.3 and up
+BJ-UFO,FAMILY,3.6,226,25M,"50,000+",Free,0,Everyone,Casual,"May 10, 2018",2.5_20,4.0 and up
+BJ Bridge Pro 2018,GAME,4.4,17,4.8M,500+,Paid,$4.49,Everyone,Card,"May 21, 2018",6.2-pro,4.0 and up
+BJ Bridge Free (2018),GAME,3.9,20,4.8M,"10,000+",Free,0,Everyone,Card,"May 21, 2018",6.2-lite,4.0 and up
+BJ & Jamie,FAMILY,3.9,13,17M,100+,Free,0,Everyone,Entertainment,"July 6, 2015",1.1,2.3.3 and up
+The Daily BJ,HEALTH_AND_FITNESS,4.8,38,24M,500+,Free,0,Everyone,Health & Fitness,"July 10, 2018",1.1,5.0 and up
+BJ-FPV,FAMILY,4.2,16,26M,"1,000+",Free,0,Everyone,Casual,"July 31, 2018",2.0.2,4.4 and up
+BJ Bridge Acol Beginner 2018,GAME,3.7,11,4.8M,"5,000+",Free,0,Everyone,Card,"May 21, 2018",6.2-begina,4.0 and up
+BJ Memo Widget,PRODUCTIVITY,4.0,616,175k,"50,000+",Free,0,Everyone,Productivity,"September 22, 2014",1.3,3.0 and up
+BJ Grand Salon Mobile App,BEAUTY,NaN,1,15M,100+,Free,0,Everyone,Beauty,"June 14, 2018",1.0.7,5.0 and up
+BJ Bridge Standard American 2018,GAME,1.0,1,4.9M,"1,000+",Free,0,Everyone,Card,"May 21, 2018",6.2-sayc,4.0 and up
+BJ Strategy Tester,GAME,NaN,1,8.8M,100+,Free,0,Everyone,Casino,"May 19, 2015",1.0,2.3 and up
+Eating Show - Food BJ,FAMILY,4.4,103,36M,"10,000+",Free,0,Everyone,Simulation,"October 30, 2017",1.29,4.1 and up
+Virtual DJ Sound Mixer,TOOLS,4.2,4010,8.7M,"500,000+",Free,0,Everyone,Tools,"May 10, 2017",NaN,4.0 and up
+Cards Casino:Video Poker & BJ,GAME,4.7,325,23M,"10,000+",Free,0,Teen,Casino,"May 8, 2015",7.0,2.3.3 and up
+DJ Music Pad,FAMILY,3.6,35121,5.1M,"5,000,000+",Free,0,Everyone,Entertainment,"May 22, 2018",1.0.6,4.0 and up
+BJ-DRONE,FAMILY,NaN,1,23M,100+,Free,0,Everyone,Entertainment,"March 27, 2018",1.0,4.0.3 and up
+"Real Casino:Slot,Keno,BJ,Poker",GAME,4.1,341,26M,"50,000+",Free,0,Teen,Casino,"August 12, 2016",1.18,4.0 and up
+AfreecaTV,VIDEO_PLAYERS,3.3,381023,53M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"July 26, 2018",2.7.8,4.0 and up
+BJ - Confidential,COMMUNICATION,NaN,0,3.2M,10+,Free,0,Teen,Communication,"April 23, 2018",1.7,4.1 and up
+Basic Strategy Training BJ 21,GAME,NaN,0,23M,500+,Free,0,Teen,Casino,"March 7, 2016",1.1,2.3 and up
+HON. B.J. ACS COLLEGE ALE,FAMILY,5.0,3,1.8M,100+,Free,0,Mature 17+,Education,"December 26, 2016",3.1,4.3 and up
+One Launcher,PERSONALIZATION,4.3,26601,5.4M,"1,000,000+",Free,0,Everyone,Personalization,"July 16, 2018",26.1.0.20180713,2.3.3 and up
+BJ Toys,SHOPPING,4.7,55,8.0M,500+,Free,0,Everyone,Shopping,"April 11, 2018",1.0.3,4.0.3 and up
+Alumni BJ,SOCIAL,NaN,2,5.4M,100+,Free,0,Everyone,Social,"November 8, 2017",1.0,4.1 and up
+"뽕티비 - 개인방송, 인터넷방송, BJ방송",VIDEO_PLAYERS,NaN,414,59M,"100,000+",Free,0,Mature 17+,Video Players & Editors,"July 18, 2018",4.0.7,4.0.3 and up
+BJ card game blackjack,GAME,NaN,3,21M,500+,Free,0,Teen,Card,"December 2, 2016",1.0,2.3 and up
+BMH-BJ Congregation,LIFESTYLE,NaN,0,5.1M,10+,Free,0,Everyone,Lifestyle,"June 29, 2018",1.22,4.0.3 and up
+BJ's Community SoundBoard,FAMILY,NaN,0,Varies with device,5+,Free,0,Teen,Entertainment,"February 11, 2018",Varies with device,Varies with device
+Real DJ Simulator,FAMILY,4.0,68664,55M,"10,000,000+",Free,0,Everyone,Simulation,"April 20, 2018",1.7,4.1 and up
+BJ TIKET,BUSINESS,NaN,3,3.4M,10+,Free,0,Everyone,Business,"February 9, 2018",8.0,4.0.3 and up
+BLACKJACK!,GAME,4.4,524467,33M,"10,000,000+",Free,0,Teen,Casino,"July 7, 2016",1.126,2.3.3 and up
+Blackjack Verite Drills,GAME,4.6,17,4.7M,100+,Paid,$14.00,Teen,Casino,"July 9, 2017",1.1.10,3.0 and up
+BJ Foods,BUSINESS,5.0,3,1.5M,10+,Free,0,Everyone,Business,"February 7, 2018",2.7,4.1 and up
+Blackjack,GAME,4.3,52199,Varies with device,"1,000,000+",Free,0,Teen,Casino,"May 18, 2017",1.2.4.69,2.3 and up
+3D DJ – DJ Mixer 2018,FAMILY,4.3,6333,30M,"1,000,000+",Free,0,Everyone,Entertainment,"May 25, 2018",1.1.12,5.0 and up
+BJ Adams,BUSINESS,NaN,1,26M,5+,Free,0,Everyone,Business,"November 16, 2016",2.0.0,4.0.3 and up
+Phonics Puzzles,FAMILY,3.8,4,54M,100+,Paid,$2.99,Everyone,Educational,"August 27, 2016",1.8.2,2.3 and up
+Spider grinder in screen funny,FAMILY,4.1,956,10M,"100,000+",Free,0,Teen,Entertainment,"May 17, 2016",1.1,2.2 and up
+BJJ Roadmap by Stephan Kesting,SPORTS,4.6,969,3.6M,"10,000+",Free,0,Everyone,Sports,"August 21, 2014",1.0,4.0 and up
+KISW 99.9 FM SEATTLE,FAMILY,4.0,1469,5.2M,"100,000+",Free,0,Everyone,Entertainment,"January 29, 2018",2.1.10,2.3.3 and up
+BlackJack -21 Casino Card Game,GAME,4.7,2066,25M,"100,000+",Free,0,Teen,Casino,"March 14, 2018",1.3,4.0.3 and up
+Metal Detector Pro 2015,TOOLS,3.6,1166,350k,"100,000+",Free,0,Everyone,Tools,"March 30, 2015",1.1,4.0 and up
+BlackJack 21 Pro,GAME,4.5,26744,51M,"500,000+",Free,0,Teen,Casino,"July 27, 2018",7.4.0,4.0.3 and up
+24 megapixel hd camera,PHOTOGRAPHY,4.0,802,5.1M,"100,000+",Free,0,Everyone,Photography,"May 3, 2017",1.1,2.3 and up
+Ultimate BlackJack 3D FREE,GAME,4.1,1686,4.6M,"100,000+",Free,0,Teen,Casino,"April 20, 2015",3.1.0,2.3 and up
+BURGER KING® App,LIFESTYLE,4.0,41747,39M,"5,000,000+",Free,0,Everyone,Lifestyle,"January 12, 2017",3.7.1,4.1 and up
+BURGER KING® MOBILE APP,LIFESTYLE,3.8,19221,13M,"5,000,000+",Free,0,Everyone,Lifestyle,"May 24, 2018",Varies with device,Varies with device
+BK Chat,COMMUNICATION,NaN,6,31M,"1,000+",Free,0,Teen,Communication,"July 30, 2018",2.1,4.1 and up
+BURGER KING® Puerto Rico,FOOD_AND_DRINK,4.5,2448,19M,"100,000+",Free,0,Everyone,Food & Drink,"September 1, 2017",5.4,4.0.3 and up
+Free Coupons for Burger King,LIFESTYLE,2.8,17,3.1M,"5,000+",Free,0,Everyone,Lifestyle,"July 29, 2018",1.1,4.4 and up
+BK Manager,NEWS_AND_MAGAZINES,NaN,19,17M,"5,000+",Free,0,Everyone,News & Magazines,"December 19, 2017",1.0.2,4.4 and up
+Power Widget,TOOLS,4.2,928,383k,"10,000+",Paid,$1.99,Everyone,Tools,"March 20, 2014",3.4,2.2 and up
+BK Murli Offline April 2017,LIFESTYLE,4.8,33,2.4M,"5,000+",Free,0,Everyone,Lifestyle,"May 3, 2017",1.0,4.0.3 and up
+Read it easy for BK,LIFESTYLE,5.0,1,3.2M,50+,Free,0,Everyone,Lifestyle,"July 15, 2018",1.2,4.1 and up
+BK Video Status,FAMILY,5.0,13,2.1M,100+,Free,0,Everyone,Entertainment,"July 7, 2018",2.3,4.4 and up
+bk Group Mobile,BUSINESS,NaN,1,30M,50+,Free,0,Everyone,Business,"February 26, 2018",2.0,4.4W and up
+SLANGY-Perfect BK World Theme,PERSONALIZATION,NaN,1,14M,50+,Paid,$4.85,Everyone,Personalization,"September 11, 2013",1.0,2.2 and up
+BK Formula Calculator 2,TOOLS,NaN,4,12M,100+,Free,0,Everyone,Tools,"August 7, 2016",0.0.1,4.2 and up
+Service Disabler,TOOLS,4.3,534,3.0M,"100,000+",Free,0,Everyone,Tools,"June 23, 2018",1.0.6,4.0 and up
+BK Photography,PHOTOGRAPHY,4.3,20,4.8M,"1,000+",Free,0,Everyone,Photography,"January 6, 2017",0.1,2.3 and up
+Keyboard Theme Dusk BK Purple,PERSONALIZATION,4.5,248,2.8M,"10,000+",Free,0,Mature 17+,Personalization,"May 23, 2016",9.0,4.0.3 and up
+Coupons for Burger King,FOOD_AND_DRINK,4.5,41,4.0M,500+,Free,0,Teen,Food & Drink,"July 17, 2018",1.0,5.0 and up
+BK Formula Calculator,TOOLS,5.0,6,11M,100+,Free,0,Everyone,Tools,"August 8, 2015",0.1.1,4.2 and up
+VK,SOCIAL,3.8,5793284,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 3, 2018",Varies with device,Varies with device
+Korean English Translator,FAMILY,4.4,634,1.8M,"100,000+",Free,0,Everyone,Education,"September 5, 2017",1.6,2.3 and up
+Dr Bk Sachin bhai,LIFESTYLE,5.0,19,3.1M,"1,000+",Free,0,Everyone,Lifestyle,"December 7, 2017",2.2,4.1 and up
+Audio Murli Glossary For BK,FAMILY,4.7,39,20M,"1,000+",Free,0,Everyone,Education,"January 25, 2016",1.1,4.0.3 and up
+SKIN BK,PRODUCTIVITY,NaN,0,33M,10+,Free,0,Everyone,Productivity,"June 25, 2018",1.1.2,4.4W and up
+BK Traffic Control cum Chart,SOCIAL,4.7,549,17M,"10,000+",Free,0,Teen,Social,"June 29, 2016",3.0.1,3.0 and up
+Hungry Girl Diet Bk. Companion,HEALTH_AND_FITNESS,2.2,4,28M,"1,000+",Free,0,Everyone,Health & Fitness,"February 1, 2018",1.1.3,4.0 and up
+Daily Murli Saar Widget,SOCIAL,4.6,308,454k,"10,000+",Free,0,Everyone,Social,"June 10, 2015",1.0,3.0 and up
+BK Suraj bhai,LIFESTYLE,4.6,9,3.1M,"1,000+",Free,0,Everyone,Lifestyle,"December 8, 2017",2.2,4.1 and up
+BK Shivani Videos,LIFESTYLE,4.7,29,3.2M,"1,000+",Free,0,Everyone,Lifestyle,"July 25, 2018",1.3,4.0.3 and up
+BK News Channel,VIDEO_PLAYERS,4.6,277,6.8M,"10,000+",Free,0,Everyone,Video Players & Editors,"July 16, 2016",1.01,2.3 and up
+BK Dinos,FAMILY,4.4,30,99M,"5,000+",Free,0,Everyone,Entertainment,"March 31, 2018",0.1,4.0 and up
+Make a burger king,FAMILY,3.8,125,17M,"10,000+",Free,0,Everyone,Casual,"February 21, 2017",v1.3,4.0 and up
+King Burger Dash,FAMILY,3.6,445,12M,"50,000+",Free,0,Everyone,Casual,"March 22, 2015",1.3,2.2 and up
+Official Madhuban Murli,LIFESTYLE,4.9,301,25M,"10,000+",Free,0,Everyone,Lifestyle,"July 21, 2018",1.1.2,4.4 and up
+Baba Yaad Hai?(BK's),FAMILY,4.8,160,13M,"10,000+",Free,0,Everyone,Entertainment,"March 5, 2017",1.3,2.3 and up
+Bk Bee Sales Manager,BUSINESS,NaN,0,2.1M,5+,Paid,$0.99,Everyone,Business,"December 16, 2017",1.0,4.1 and up
+Burger King Foot Lettuce,FAMILY,4.4,150,5.9M,"10,000+",Free,0,Everyone,Entertainment,"June 11, 2018",1.07,4.0 and up
+BK Arogyam Task Track,BUSINESS,5.0,8,3.7M,100+,Free,0,Everyone,Business,"June 5, 2018",1.1.1,4.1 and up
+BK murli today (Mobile Murli) - Gyan,FAMILY,4.8,100,4.5M,"5,000+",Free,0,Everyone,Education,"August 5, 2018",2.0,4.4 and up
+Capital Bk Mobile Business Dep,FINANCE,NaN,1,4.1M,100+,Free,0,Everyone,Finance,"February 3, 2016",1.4.8,4.1 and up
+BK Travel Solutions,EVENTS,NaN,1,11M,100+,Free,0,Everyone,Events,"June 14, 2018",1.3.0,4.1 and up
+BK Murli Dictionary (H to E),FAMILY,4.6,106,3.9M,"10,000+",Free,0,Everyone,Education,"November 19, 2016",1.1,2.2 and up
+Bk Usha behn,LIFESTYLE,5.0,10,3.0M,"1,000+",Free,0,Everyone,Lifestyle,"January 14, 2018",1.0,4.1 and up
+BkEmu - BK-0010/11M emulator,FAMILY,4.6,222,1.4M,"10,000+",Free,0,Everyone,Entertainment,"February 7, 2016",0.4.0,2.1 and up
+BK Gold App,FINANCE,5.0,4,11M,50+,Free,0,Everyone,Finance,"May 25, 2018",1.0.0,4.4 and up
+Of the wall Arapaho bk,COMMUNICATION,NaN,0,12M,5+,Free,0,Everyone,Communication,"August 18, 2017",1.0,4.1 and up
+Burger King Italia,LIFESTYLE,4.0,4160,30M,"500,000+",Free,0,Everyone,Lifestyle,"July 6, 2018",2.3.6,4.0.3 and up
+Red Embrace (BL/Yaoi Game),FAMILY,4.3,616,25M,"10,000+",Free,0,Teen,Casual,"June 12, 2018",4.5.5,2.3.3 and up
+Blood Domination - BL Game,GAME,4.5,415,52M,"10,000+",Free,0,Mature 17+,Adventure,"July 6, 2018",1.0.1,4.1 and up
+Yaoi Ooku: Distorted Love,FAMILY,4.0,2614,6.3M,"100,000+",Free,0,Mature 17+,Simulation,"April 14, 2015",1.0.8,2.2 and up
+Yaoi Novels - Shounen ai Book&fiction,FAMILY,3.2,304,4.7M,"10,000+",Free,0,Teen,Entertainment,"February 14, 2018",1.0.2,4.0.3 and up
+Cerulean Heart,FAMILY,4.6,2683,25M,"10,000+",Free,0,Mature 17+,Simulation,"June 15, 2018",1.3.1,4.0 and up
+BL 女性向け恋愛ゲーム◆俺プリクロス,FAMILY,4.2,3379,62M,"100,000+",Free,0,Mature 17+,Simulation,"March 23, 2017",1.6.3,2.3.3 and up
+WebComics,COMICS,4.8,33783,6.4M,"1,000,000+",Free,0,Teen,Comics,"July 28, 2018",1.3.34,4.1 and up
+Lezhin Comics - Daily Releases,COMICS,3.0,28447,15M,"1,000,000+",Free,0,Teen,Comics,"July 31, 2018",Varies with device,Varies with device
+Heirs & Graces,GAME,4.3,125,70M,"5,000+",Free,0,Teen,Adventure,"July 1, 2016",1.0.1,2.3.3 and up
+BL Driver,MAPS_AND_NAVIGATION,3.9,230,12M,"10,000+",Free,0,Everyone,Maps & Navigation,"July 13, 2018",2.12.1,4.1 and up
+Daily Manga - Comic & Webtoon,COMICS,3.2,1462,7.1M,"100,000+",Free,0,Mature 17+,Comics,"May 18, 2018",1.0,4.0.3 and up
+Gaydorado,FAMILY,3.9,8419,47M,"100,000+",Free,0,Teen,Role Playing,"August 1, 2018",0.0.42,4.0.3 and up
+Chess of Blades (BL/Yaoi Game) (No VA),FAMILY,4.8,4,23M,10+,Paid,$14.99,Teen,Casual,"January 24, 2018",1.03,2.3.3 and up
+TappyToon Comics & Webtoons,COMICS,3.5,4205,10M,"100,000+",Free,0,Teen,Comics,"July 13, 2018",1.77,4.0.3 and up
+SecondSecret ‐「恋を読む」BLノベルゲーム‐,GAME,4.4,1563,40M,"50,000+",Free,0,Teen,Adventure,"June 29, 2017",1.3.6,4.0 and up
+Lust in Terror Manor - The Truth Unveiled | Otome,GAME,4.1,355,53M,"10,000+",Free,0,Teen,Adventure,"July 10, 2018",1.0.6,4.1 and up
+BL 女性向け恋愛ゲーム◆ごくメン,FAMILY,4.2,1901,8.2M,"100,000+",Free,0,Mature 17+,Simulation,"July 7, 2016",1.3.0,2.3.3 and up
+あなカレ【BL】無料ゲーム,FAMILY,4.7,6073,8.5M,"100,000+",Free,0,Mature 17+,Simulation,"February 25, 2018",4.2.2,2.3 and up
+K-Rain BL,TOOLS,4.0,9,33M,"1,000+",Free,0,Everyone,Tools,"May 28, 2018",3.0.1,4.0 and up
+감성학원 BL 첫사랑,COMICS,4.4,190,34M,"10,000+",Free,0,Everyone,Comics,"November 17, 2017",3.2.1,3.0 and up
+Chess of Blades (Demo),FAMILY,4.2,45,23M,"1,000+",Free,0,Teen,Casual,"January 25, 2018",1.5,2.3.3 and up
+BL Flowers Digital,SHOPPING,5.0,21,2.5M,100+,Free,0,Everyone,Shopping,"October 31, 2017",1.6,4.2 and up
+BL 1-Click Camera - Free,PHOTOGRAPHY,3.5,52,1.8M,"10,000+",Free,0,Everyone,Photography,"August 18, 2016",2.0.160818,2.3 and up
+Manga Books,COMICS,3.8,7326,Varies with device,"500,000+",Free,0,Adults only 18+,Comics,"August 3, 2018",Varies with device,Varies with device
+BL 1-Click Camera,PHOTOGRAPHY,NaN,4,1.4M,100+,Paid,$3.99,Everyone,Photography,"August 18, 2016",2.0.160818,2.3 and up
+OTOME of Ikemen cafe,FAMILY,4.5,1318,24M,"50,000+",Free,0,Teen,Simulation,"March 5, 2018",1.0.21,4.1 and up
+BL info,TRAVEL_AND_LOCAL,4.1,98,2.0M,"5,000+",Free,0,Everyone,Travel & Local,"July 17, 2018",2.0,4.3 and up
+BL File Explorer,TOOLS,NaN,1,421k,50+,Paid,$1.99,Everyone,Tools,"July 18, 2014",1.5.140718,1.5 and up
+BL IP-Camera,TOOLS,4.3,15,1.2M,100+,Paid,$3.99,Everyone,Tools,"June 5, 2014",1.3.140606,2.3 and up
+BL Carrier,BUSINESS,NaN,0,11M,10+,Free,0,Everyone,Business,"July 27, 2018",5.0,4.0.3 and up
+Skill Tree - BL Pre Sequel,FAMILY,4.3,855,7.0M,"10,000+",Free,0,Teen,Entertainment,"February 22, 2016",5.0,2.3.3 and up
+BL Holo Theme,PERSONALIZATION,4.4,18,2.1M,500+,Paid,$2.00,Everyone,Personalization,"July 1, 2013",1.0.3,2.1 and up
+BL Portfolio,PHOTOGRAPHY,NaN,4,16M,100+,Free,0,Everyone,Photography,"June 13, 2017",1.2,4.1 and up
+Skywatch BL,WEATHER,NaN,15,10M,"1,000+",Free,0,Everyone,Weather,"February 20, 2017",1.1.6,4.4 and up
+B-L Animal Hospital,MEDICAL,NaN,1,28M,100+,Free,0,Everyone,Medical,"June 8, 2017",300000.0.84,4.0.3 and up
+BL Banking DES,FINANCE,NaN,3,5.5M,100+,Free,0,Everyone,Finance,"July 18, 2018",2.3,4.0 and up
+BL ONLINE PERSONAL TRAINING,HEALTH_AND_FITNESS,NaN,0,41M,5+,Free,0,Everyone,Health & Fitness,"August 29, 2017",BL ONLINE PERSONAL TRAINING 7.9.0,4.1 and up
+BL Community Icon Pack,PERSONALIZATION,4.0,289,2.7M,"10,000+",Free,0,Everyone,Personalization,"May 6, 2013",1.01,2.1 and up
+BL Mobile Banking,FINANCE,4.3,23,93M,"1,000+",Free,0,Everyone,Finance,"August 1, 2018",2.6.0,5.0 and up
+MEGA MAN MOBILE,GAME,4.0,267,40M,"10,000+",Paid,$1.99,Everyone,Action,"February 17, 2017",1.02.01,4.0 and up
+BL Taxi,MAPS_AND_NAVIGATION,4.9,124,3.4M,"1,000+",Free,0,Everyone,Maps & Navigation,"March 26, 2018",Varies with device,Varies with device
+BL!TZ - Endless,GAME,4.7,21,9.0M,100+,Free,0,Everyone,Arcade,"June 30, 2017",10.05,4.0.3 and up
+AC-BL,COMMUNICATION,NaN,0,4.3M,50+,Free,0,Everyone,Communication,"April 20, 2018",1.7,2.1 and up
+BL-ED: From BLUE to RED,GAME,NaN,3,2.9M,10+,Free,0,Everyone,Arcade,"April 24, 2016",1.6.5,4.4W and up
+B L Enterprises,FINANCE,NaN,2,6.9M,10+,Free,0,Everyone,Finance,"May 11, 2018",1.8,4.0.3 and up
+BL PowerPoint Remote,TOOLS,4.3,33,1.0M,500+,Paid,$3.99,Everyone,Tools,"February 25, 2015",2.6.150226,2.3 and up
+BL Kennedy Theme,PERSONALIZATION,4.2,279,1.1M,"10,000+",Free,0,Everyone,Personalization,"May 6, 2013",1.0.2,2.1 and up
+Teen Patti by BL Games,GAME,4.1,496,39M,"100,000+",Free,0,Teen,Card,"January 31, 2017",1.3.0,2.3.3 and up
+BBM - Free Calls & Messages,COMMUNICATION,4.3,12843436,Varies with device,"100,000,000+",Free,0,Everyone,Communication,"August 2, 2018",Varies with device,4.0.3 and up
+BeyondMenu Food Delivery,FOOD_AND_DRINK,4.7,51543,Varies with device,"1,000,000+",Free,0,Everyone,Food & Drink,"August 1, 2018",Varies with device,Varies with device
+bm offers,LIFESTYLE,3.2,320,31M,"50,000+",Free,0,Everyone,Lifestyle,"December 13, 2017",1.4,4.2 and up
+B.M.Snowboard Free,SPORTS,3.9,9765,14M,"1,000,000+",Free,0,Everyone,Sports,"May 1, 2017",1.38.1,2.3 and up
+BM Wallet,FINANCE,4.2,798,29M,"50,000+",Free,0,Everyone,Finance,"January 3, 2018",1.0.46,4.0 and up
+BM Online OEC Verification,TOOLS,4.1,783,4.2M,"100,000+",Free,0,Everyone,Tools,"August 5, 2016",1.0.1,4.0.3 and up
+Business Mitra (BM),BUSINESS,4.9,13,5.3M,100+,Free,0,Everyone,Business,"July 12, 2018",1.11.1prod,4.0.3 and up
+Bm,FAMILY,NaN,1,1.7M,100+,Free,0,Everyone,Puzzle,"September 21, 2016",1.0,4.0.3 and up
+Basket Manager 2018 Pro,SPORTS,3.7,84,6.3M,"1,000+",Paid,$2.99,Everyone,Sports,"April 17, 2018",3.7,4.4 and up
+bm Wallet,FINANCE,3.5,196,27M,"10,000+",Free,0,Everyone,Finance,"August 20, 2017",1.8,4.1 and up
+BatControl Pro,TOOLS,4.9,83,3.1M,500+,Paid,$3.99,Everyone,Tools,"June 1, 2018",2.0.0,5.0 and up
+Myjob@BM,SOCIAL,NaN,1,Varies with device,100+,Free,0,Teen,Social,"June 13, 2018",1.16.21,4.1 and up
+DMR BrandMeister Tool,COMMUNICATION,3.3,78,2.5M,"10,000+",Free,0,Everyone,Communication,"March 31, 2018",4.5,6.0 and up
+"Borneo Bible, BM Bible",BOOKS_AND_REFERENCE,4.9,659,5.0M,"10,000+",Free,0,Everyone,Books & Reference,"August 28, 2017",4.4.5,4.0 and up
+Basket Manager 2018 Free,SPORTS,3.4,1520,6.3M,"50,000+",Free,0,Everyone,Sports,"April 17, 2018",3.7,4.4 and up
+MOD Black for BM,BOOKS_AND_REFERENCE,NaN,2,7.8M,100+,Free,0,Everyone,Books & Reference,"July 31, 2017",1.0,4.0 and up
+Basket Manager 2017 Free,SPORTS,4.5,2710,4.8M,"100,000+",Free,0,Everyone,Sports,"November 27, 2017",4.0,4.1 and up
+BM Box,BOOKS_AND_REFERENCE,4.3,28,Varies with device,"1,000+",Free,0,Everyone,Books & Reference,"October 20, 2016",Varies with device,Varies with device
+BM SPM Practice,FAMILY,5.0,6,9.2M,"1,000+",Free,0,Everyone,Education,"January 24, 2018",1.0,4.1 and up
+BM FlexCheck,AUTO_AND_VEHICLES,3.5,2,34M,100+,Free,0,Everyone,Auto & Vehicles,"June 8, 2018",1.10.1,5.0 and up
+TuenMun BM,TOOLS,NaN,6,47M,"1,000+",Free,0,Everyone,Tools,"May 17, 2017",1.2,4.0.3 and up
+bm-Events,SOCIAL,NaN,0,8.1M,10+,Free,0,Teen,Social,"November 1, 2016",1.1.1,4.4 and up
+Poop Tracker - Toilet Log,HEALTH_AND_FITNESS,4.4,622,2.5M,"10,000+",Free,0,Everyone,Health & Fitness,"May 9, 2018",1.3.3,4.4 and up
+B&M Stores,SHOPPING,3.7,192,36M,"100,000+",Free,0,Everyone,Shopping,"August 3, 2018",0.8.129,4.1 and up
+BM CRM,SHOPPING,NaN,0,10M,5+,Free,0,Everyone,Shopping,"October 31, 2017",1.0,4.1 and up
+Mobilight-BM,FINANCE,4.8,6,6.2M,500+,Free,0,Everyone,Finance,"August 3, 2018",2.0.10,4.0.3 and up
+iFORA BM,MEDICAL,NaN,3,10M,100+,Free,0,Everyone,Medical,"April 9, 2018",1.0.8,4.3 and up
+Basket Manager 2016 Free,SPORTS,4.3,1879,4.4M,"100,000+",Free,0,Everyone,Sports,"February 9, 2017",2.9,4.1 and up
+BM Pharmacy,HEALTH_AND_FITNESS,4.9,42,18M,"1,000+",Free,0,Everyone,Health & Fitness,"June 11, 2018",1.5.12,4.1 and up
+postit.bm,SHOPPING,NaN,1,16M,500+,Free,0,Everyone,Shopping,"March 14, 2018",2.53,4.1 and up
+orderin.bm,FOOD_AND_DRINK,NaN,0,Varies with device,1+,Free,0,Everyone,Food & Drink,"August 1, 2018",Varies with device,Varies with device
+BM Assets,FINANCE,NaN,6,9.9M,500+,Free,0,Everyone,Finance,"October 25, 2016",1.1,2.3.3 and up
+BM Interventi,PRODUCTIVITY,NaN,2,22M,10+,Free,0,Everyone,Productivity,"May 4, 2018",1.4.0,4.3 and up
+BM Tahmin: Ücretsiz İddaa Tahminleri,SPORTS,NaN,7,1.9M,500+,Free,0,Everyone,Sports,"December 11, 2017",1.3,4.0.3 and up
+RIV-BM FPV,FAMILY,NaN,0,26M,10+,Free,0,Everyone,Entertainment,"August 12, 2017",1.0.1,2.2 and up
+BM Physiotherapy Clinic,HEALTH_AND_FITNESS,5.0,3,9.3M,100+,Free,0,Everyone,Health & Fitness,"October 9, 2017",0.0.1,4.1 and up
+BBMoji - Your personalized BBM Stickers,COMMUNICATION,4.3,8827,Varies with device,"1,000,000+",Free,0,Everyone,Communication,"May 22, 2018",1.0.2,4.0.3 and up
+Dormi - Baby Monitor,PARENTING,4.3,11760,Varies with device,"1,000,000+",Free,0,Everyone,Parenting,"June 22, 2018",Varies with device,Varies with device
+På sporet ABC (BM),FAMILY,NaN,2,28M,"1,000+",Free,0,Everyone,Educational,"December 21, 2016",v1.2,4.0 and up
+BAMMS for BM 1Park,PRODUCTIVITY,NaN,7,10M,50+,Free,0,Everyone,Productivity,"July 19, 2018",1.3.2,4.1 and up
+Bet Master Pro Soccer Predictions,SPORTS,4.4,328,11M,"10,000+",Free,0,Everyone,Sports,"July 31, 2018",2.0.5,4.4 and up
+MbH BM,MEDICAL,1.0,1,2.3M,100+,Free,0,Everyone,Medical,"December 14, 2016",1.1.3,4.3 and up
+Basket Manager 2016 Pro,SPORTS,4.5,117,4.4M,"1,000+",Paid,$0.99,Everyone,Sports,"February 9, 2017",2.9,4.1 and up
+Anime Mod for BM,BOOKS_AND_REFERENCE,NaN,0,8.0M,100+,Free,0,Everyone,Books & Reference,"July 28, 2017",1.0,4.0 and up
+BAMMS for BM SQ,PRODUCTIVITY,4.0,2,10M,10+,Free,0,Everyone,Productivity,"July 24, 2018",1.3.3,4.1 and up
+BM speed test,TOOLS,5.0,1,3.7M,10+,Free,0,Everyone,Tools,"July 13, 2018",2.0,4.4 and up
+Word Hunt,GAME,4.9,59,21M,500+,Free,0,Everyone,Word,"June 22, 2018",1.0,4.4 and up
+Basket Manager 2017 Pro,SPORTS,4.7,163,4.6M,"1,000+",Paid,$0.99,Everyone,Sports,"October 6, 2017",3.9,4.1 and up
+NOOK: Read eBooks & Magazines,BOOKS_AND_REFERENCE,4.5,155466,Varies with device,"10,000,000+",Free,0,Teen,Books & Reference,"April 25, 2018",Varies with device,Varies with device
+BN Más Cerca de Usted,FINANCE,3.9,8185,45M,"500,000+",Free,0,Everyone,Finance,"July 6, 2018",5.1,4.4 and up
+Radio BN,FAMILY,NaN,53,4.2M,"5,000+",Free,0,Everyone,Entertainment,"January 12, 2018",1.0.3,4.4 and up
+My College Bookstore,SHOPPING,3.2,661,7.6M,"100,000+",Free,0,Everyone,Shopping,"March 19, 2018",3.0.2,4.1 and up
+NOOK Audiobooks,BOOKS_AND_REFERENCE,3.5,2539,8.6M,"500,000+",Free,0,Everyone,Books & Reference,"July 26, 2018",v1.1.6,4.1 and up
+BN PERKS™,LIFESTYLE,NaN,0,15M,100+,Free,0,Everyone,Lifestyle,"June 2, 2018",2.13,4.0.3 and up
+BNCR Token Celular,FINANCE,3.7,913,70k,"100,000+",Free,0,Everyone,Finance,"July 20, 2012",1.0,1.5 and up
+BN Mi Banco,BUSINESS,3.0,597,17M,"100,000+",Free,0,Everyone,Business,"July 12, 2018",9.0,5.0 and up
+BN Pro BlueICS-b HD Text,LIBRARIES_AND_DEMO,4.2,78,812k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Whitening Shoppe Ph,BEAUTY,4.0,2,13M,100+,Free,0,Everyone,Beauty,"March 6, 2018",1.0.8,4.0.3 and up
+BN Pro ArialXL Legacy Text,LIBRARIES_AND_DEMO,4.1,142,442k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+Sam.BN Pro,TOOLS,NaN,11,2.0M,10+,Paid,$0.99,Everyone,Tools,"March 27, 2015",1.0.0,4.0.3 and up
+NOOK App for NOOK Devices,BOOKS_AND_REFERENCE,4.7,19090,Varies with device,"500,000+",Free,0,Everyone,Books & Reference,"April 25, 2018",Varies with device,Varies with device
+BN Pro PercentXL-b Neon HD Txt,LIBRARIES_AND_DEMO,4.0,45,842k,"5,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Bank Mobilbank,FINANCE,3.1,72,2.4M,"10,000+",Free,0,Everyone,Finance,"February 13, 2018",2.0.9,4.0 and up
+BN Pro Play-b HD Text,LIBRARIES_AND_DEMO,4.4,34,417k,"1,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+[BN] Blitz,SPORTS,3.2,4,5.6M,100+,Free,0,Everyone,Sports,"May 17, 2018",4.6,4.3 and up
+BN Pro LcdD Legacy Text,LIBRARIES_AND_DEMO,3.9,71,412k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro RobotoXL-b HD Text,LIBRARIES_AND_DEMO,4.2,86,459k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+Browsery by Barnes & Noble,BOOKS_AND_REFERENCE,4.7,146,34M,"5,000+",Free,0,Everyone,Books & Reference,"April 30, 2018",1.1.3,4.4 and up
+BN Pro ArialXL-b HD Text,LIBRARIES_AND_DEMO,4.0,24,478k,"1,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+2017 BN SM Sales Conference,BUSINESS,NaN,2,10M,100+,Free,0,Teen,Business,"September 28, 2017",v2.7.11.6,4.1 and up
+BN Inscript Improved Input keyboard,PRODUCTIVITY,NaN,0,6.2M,10+,Free,0,Everyone,Productivity,"December 7, 2017",1.0,2.3 and up
+BN Pro Percent White HD Text,LIBRARIES_AND_DEMO,4.0,45,335k,"5,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+RTVBN,NEWS_AND_MAGAZINES,3.7,533,3.8M,"50,000+",Free,0,Everyone,News & Magazines,"August 5, 2018",4.4,4.0.3 and up
+BN Pro White HD Text,LIBRARIES_AND_DEMO,4.1,120,782k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro Roboto-b Neon HD Text,LIBRARIES_AND_DEMO,4.4,30,721k,"5,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro LcdD HD Text,LIBRARIES_AND_DEMO,4.0,50,430k,"5,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro LcdD-b HD Text,LIBRARIES_AND_DEMO,3.9,131,429k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro Solid Battery-White,LIBRARIES_AND_DEMO,3.6,7,192k,"1,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro Battery Level-White,LIBRARIES_AND_DEMO,NaN,21,200k,"5,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN MALLORCA Radio,COMMUNICATION,NaN,23,13M,"1,000+",Free,0,Everyone,Communication,"November 29, 2017",2.0.14.4,2.3 and up
+"Calendars (En, Bn, Ar)",PRODUCTIVITY,4.6,27,2.5M,"1,000+",Free,0,Everyone,Productivity,"June 5, 2017",1.2.3,4.0 and up
+BN Habitat - Property Experts - Buy | Sell | Rent,BUSINESS,NaN,0,8.9M,50+,Free,0,Everyone,Business,"October 4, 2017",1.8,4.1 and up
+BN Pro Play HD Text,LIBRARIES_AND_DEMO,4.4,63,417k,"5,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+Yuzu eReader,FAMILY,1.9,250,Varies with device,"50,000+",Free,0,Everyone,Education,"July 18, 2018",Varies with device,Varies with device
+BN Pro RobotoXL HD Text,LIBRARIES_AND_DEMO,4.3,15,460k,"1,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+New York Mysteries (Full),GAME,4.5,514,5.9M,"5,000+",Paid,$6.99,Teen,Adventure,"June 4, 2018",1.0.36,4.0 and up
+BN Pro ArialXL-b Neon HD Text,LIBRARIES_AND_DEMO,4.1,66,728k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro Black Text,LIBRARIES_AND_DEMO,3.8,18,496k,"1,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro BlueICS HD Text,LIBRARIES_AND_DEMO,4.1,174,816k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+The Legacy (Full),GAME,4.6,144,6.3M,"1,000+",Paid,$6.99,Everyone,Adventure,"May 15, 2018",1.0.9,4.0 and up
+BN Pro Arial Legacy Text,LIBRARIES_AND_DEMO,3.7,83,414k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro Black Text on White,LIBRARIES_AND_DEMO,3.9,53,334k,"10,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+BN Pro White Text,LIBRARIES_AND_DEMO,4.4,50,506k,"5,000+",Free,0,Everyone,Libraries & Demo,"February 5, 2017",2.3.2,1.6 and up
+Sam.BN,TOOLS,NaN,83,2.0M,"1,000+",Free,0,Everyone,Tools,"March 27, 2015",1.0.0,4.0.3 and up
+Bangla Calendar 1425: (EN-BN-AR) Holiday,LIFESTYLE,4.5,31,2.3M,"1,000+",Free,0,Everyone,Lifestyle,"April 21, 2018",2.1.0,4.1 and up
+BN DB1 App,PRODUCTIVITY,NaN,2,34M,50+,Free,0,Everyone,Productivity,"December 4, 2017",1.2,4.0.3 and up
+BN Inscript Improved Keyboard,PRODUCTIVITY,NaN,0,7.5M,10+,Free,0,Everyone,Productivity,"November 6, 2017",1.0,2.3 and up
+Badoo - Free Chat & Dating App,SOCIAL,4.3,3781467,Varies with device,"100,000,000+",Free,0,Mature 17+,Social,"August 2, 2018",Varies with device,Varies with device
+Skip-Bo™,GAME,4.4,33661,60M,"100,000+",Paid,$2.99,Everyone,Card,"August 3, 2018",3.4.6,4.1 and up
+Skip-Bo™ Free,GAME,3.5,46801,60M,"1,000,000+",Free,0,Everyone,Card,"August 3, 2018",3.4.6,4.1 and up
+Beck & Bo: Toddler First Words,FAMILY,4.3,41,7.9M,"1,000+",Paid,$2.99,Everyone,Education;Pretend Play,"May 31, 2018",2.4.2,4.0.3 and up
+Bubble Bo-Bo,FAMILY,4.5,65,24M,"10,000+",Free,0,Everyone,Casual,"July 5, 2018",6.0,4.0 and up
+Boom Beach,FAMILY,4.5,5591653,95M,"50,000,000+",Free,0,Everyone 10+,Strategy,"July 18, 2018",35.119,4.0.3 and up
+Red Ball 4,GAME,4.4,1432447,59M,"50,000,000+",Free,0,Everyone,Arcade,"November 9, 2017",1.3.21,4.0.3 and up
+Bo's Bedtime Story,FAMILY,4.2,13,23M,"1,000+",Paid,$2.49,Everyone,Education;Pretend Play,"December 25, 2017",2.6,4.0.3 and up
+Skater Boy,GAME,4.3,1167143,12M,"100,000,000+",Free,0,Everyone,Arcade,"September 20, 2017",1.18.35,4.1 and up
+Sic Bo,GAME,NaN,1,11M,100+,Paid,$1.99,Teen,Card,"August 27, 2013",1.0.0,2.2 and up
+FX LITE BO,FINANCE,3.6,73,14M,"10,000+",Free,0,Everyone,Finance,"October 18, 2016",1.5.0,4.1 and up
+Casual Sic Bo (骰寶),FAMILY,4.0,3,2.2M,500+,Free,0,Teen,Casual,"July 22, 2018",1.1.1,5.0 and up
+Sic Bo Online! Free Casino,GAME,3.8,488,30M,"100,000+",Free,0,Teen,Casino,"June 10, 2016",1.3,2.3 and up
+Dr.Dice - Sic bo analyzer,FAMILY,NaN,2,8.5M,10+,Paid,$46.99,Everyone,Entertainment,"November 5, 2016",1.0,4.0.3 and up
+Bo's Matching Game,FAMILY,NaN,3,19M,"1,000+",Paid,$0.99,Everyone,Education;Brain Games,"December 28, 2017",1.4,4.0.3 and up
+Hambo,GAME,4.4,125578,17M,"5,000,000+",Free,0,Everyone,Action,"July 6, 2015",1.1.8,2.1 and up
+HBO GO: Stream with TV Package,FAMILY,3.8,87734,32M,"10,000,000+",Free,0,Teen,Entertainment,"July 19, 2018",16.0.0.437,4.1 and up
+Sic Bo Rave,GAME,3.9,164,33M,"10,000+",Free,0,Teen,Card,"September 23, 2013",1.0.1,2.3.3 and up
+Thai Sic Bo,GAME,4.1,14283,4.2M,"1,000,000+",Free,0,Teen,Casino,"October 1, 2017",1.1.2,4.0 and up
+Bo's Dinnertime Story,FAMILY,4.3,6,33M,"1,000+",Paid,$2.49,Everyone,Education;Pretend Play,"December 25, 2017",1.5,4.0.3 and up
+BOO! - Next Generation Messenger,SOCIAL,3.5,20675,96M,"1,000,000+",Free,0,Teen,Social,"August 2, 2018",4.4.0,5.0 and up
+Socle Commun BO du 23-04-2015,LIBRARIES_AND_DEMO,NaN,4,4.7M,100+,Paid,$0.99,Everyone,Libraries & Demo,"August 8, 2016",0.0.1,4.1 and up
+Wishbone - Compare Anything,SOCIAL,4.3,51569,26M,"1,000,000+",Free,0,Teen,Social,"July 30, 2018",5.4.7,4.1 and up
+Bee.Bo,LIFESTYLE,NaN,11,23M,"1,000+",Free,0,Everyone,Lifestyle,"April 13, 2017",1.2.9,4.1 and up
+Bo's School Day,FAMILY,4.7,10,30M,"1,000+",Paid,$2.99,Everyone,Education;Pretend Play,"December 18, 2017",1.3,4.0.3 and up
+Bounce Classic,GAME,4.5,38297,6.4M,"10,000,000+",Free,0,Everyone,Arcade,"July 5, 2018",1.0.8,4.0.3 and up
+Habbo - Virtual World,FAMILY,3.8,159398,28M,"5,000,000+",Free,0,Teen,Role Playing,"May 30, 2018",2.22.0,4.2 and up
+Bomber Friends,GAME,4.5,776730,49M,"10,000,000+",Free,0,Everyone 10+,Action,"July 26, 2018",2.23,4.0.3 and up
+Sic Bo (Tai Xiu) - Multiplayer Casino,GAME,4.2,152,16M,"10,000+",Free,0,Teen,Casino,"July 8, 2018",2.1.2,4.1 and up
+Power Spheres by BoBoiBoy,FAMILY,4.3,70903,51M,"5,000,000+",Free,0,Everyone,Puzzle;Brain Games,"May 3, 2018",1.3.20,4.0.3 and up
+Bo Aung Din,EVENTS,4.1,110,2.6M,"5,000+",Free,0,Teen,Events,"June 5, 2018",Version 1.3.1,4.0.3 and up
+No Crop & Square for Instagram,PHOTOGRAPHY,4.6,819694,25M,"10,000,000+",Free,0,Everyone,Photography,"June 26, 2018",4.2.3,4.0 and up
+Township,FAMILY,4.6,4451317,Varies with device,"50,000,000+",Free,0,Everyone,Casual,"July 19, 2018",5.9.0,4.0.3 and up
+Hungry Shark World,GAME,4.5,1243017,27M,"50,000,000+",Free,0,Teen,Action,"July 18, 2018",3.0.0,4.2 and up
+Go-Go-Goat! Free Game,FAMILY,4.5,66740,23M,"1,000,000+",Free,0,Everyone,Arcade;Action & Adventure,"July 8, 2016",2.4.4,2.3 and up
+BPme - Mobile Fuel Payment & BP Driver Rewards app,TRAVEL_AND_LOCAL,3.0,69,31M,"10,000+",Free,0,Everyone,Travel & Local,"June 11, 2018",3.4.1,5.0 and up
+My BP Lab,HEALTH_AND_FITNESS,2.6,186,25M,"10,000+",Free,0,Everyone,Health & Fitness,"May 19, 2018",1.1.0,8.0 and up
+BP World Energy,BUSINESS,3.4,25,16M,"10,000+",Free,0,Everyone,Business,"July 27, 2018",1.1.2,4.1 and up
+iBP Blood Pressure,MEDICAL,4.4,578,704k,"10,000+",Paid,$0.99,Everyone,Medical,"November 30, 2014",7.0.1,2.2 and up
+Blood Pressure,MEDICAL,4.2,33033,7.4M,"5,000,000+",Free,0,Everyone,Medical,"July 24, 2018",3.27.3,4.1 and up
+BP and Sugar Test Prank,LIFESTYLE,4.0,7808,5.0M,"1,000,000+",Free,0,Everyone,Lifestyle,"November 5, 2015",1.2.1,2.2 and up
+Blood Pressure Log - MyDiary,MEDICAL,4.7,8347,2.6M,"500,000+",Free,0,Everyone,Medical,"April 13, 2018",1.4.6,4.0 and up
+iFORA BP,MEDICAL,3.4,18,45M,"1,000+",Free,0,Everyone,Medical,"June 5, 2018",1.2.4,2.3.3 and up
+MbH BP,MEDICAL,3.7,9,23M,"1,000+",Free,0,Everyone,Medical,"October 3, 2017",1.1.3,2.3.3 and up
+Blood Pressure(BP) Diary,MEDICAL,3.7,3596,8.4M,"1,000,000+",Free,0,Everyone,Medical,"July 18, 2018",4.0.9,4.0.3 and up
+Cardio Journal — Blood Pressure Log,MEDICAL,4.5,3320,8.3M,"100,000+",Free,0,Everyone,Medical,"February 12, 2018",3.1.1,4.1 and up
+Blood Pressure Info,FAMILY,3.9,174423,7.9M,"10,000,000+",Free,0,Everyone,Entertainment,"August 2, 2018",2.28,4.0 and up
+BP Journal - Blood Pressure Diary,MEDICAL,5.0,6,26M,"1,000+",Free,0,Everyone,Medical,"May 25, 2018",1.0.32,4.4 and up
+Blood Pressure Monitor,MEDICAL,4.3,17,6.0M,"10,000+",Free,0,Everyone,Medical,"February 25, 2017",1.0.1,4.4 and up
+Blood Pressure Companion,MEDICAL,4.2,178,4.8M,"1,000+",Paid,$0.99,Everyone,Medical,"July 22, 2018",4.1.5 (Steglitz),4.1 and up
+Monitor My BP,HEALTH_AND_FITNESS,NaN,0,4.6M,50+,Paid,$5.99,Everyone,Health & Fitness,"November 26, 2016",2.0.1,4.0 and up
+MedM Blood Pressure,MEDICAL,4.0,255,16M,"10,000+",Free,0,Everyone,Medical,"May 25, 2018",2.5.80,4.2 and up
+Free Blood Pressure,MEDICAL,NaN,7,5.7M,"5,000+",Free,0,Everyone,Medical,"October 13, 2016",3.0.0,4.0.3 and up
+"Diabetes, Blood Pressure, Health Tracker App",MEDICAL,4.5,309,5.9M,"10,000+",Free,0,Everyone,Medical,"March 15, 2017",2.21,4.4 and up
+Blood Pressure(BP) Report Lite,MEDICAL,4.0,91,335k,"10,000+",Free,0,Everyone,Medical,"February 8, 2012",1.6,2.1 and up
+bp e-store,BOOKS_AND_REFERENCE,4.4,52,2.2M,"1,000+",Free,0,Everyone,Books & Reference,"January 15, 2016",2.0.7,4.0 and up
+Wireless BP,MEDICAL,1.8,30,887k,500+,Free,0,Everyone,Medical,"May 27, 2016",1.1,4.3 and up
+BP Tracker,HEALTH_AND_FITNESS,4.3,12,613k,"1,000+",Free,0,Everyone,Health & Fitness,"February 20, 2016",1.0.0,5.0 and up
+BP Log lite,LIFESTYLE,5.0,3,1.5M,100+,Free,0,Everyone,Lifestyle,"November 15, 2014",1.1,2.2 and up
+MI-BP,HEALTH_AND_FITNESS,5.0,1,12M,50+,Free,0,Everyone,Health & Fitness,"April 9, 2018",1.0.8.506,5.0 and up
+BP Service,BUSINESS,NaN,0,26M,100+,Free,0,Everyone,Business,"January 17, 2018",Rocksteady 1.3,4.1 and up
+BP-Tech,FAMILY,3.2,12,13M,"1,000+",Free,0,Everyone,Casual,"February 3, 2018",1.3_4,4.0 and up
+Blood Pressure Log - bpresso.com,MEDICAL,4.2,5661,Varies with device,"500,000+",Free,0,Everyone,Medical,"April 19, 2017",Varies with device,Varies with device
+Blood Pressure Diary,FAMILY,4.6,47,3.3M,"5,000+",Free,0,Everyone,Simulation,"August 1, 2018",1.1,4.0.3 and up
+High Blood Pressure,MEDICAL,3.8,4,2.9M,"1,000+",Free,0,Everyone,Medical,"June 1, 2016",1.0,3.0 and up
+Simple Blood Pressure log,MEDICAL,3.9,31,10M,"1,000+",Free,0,Everyone,Medical,"January 15, 2016",1.0.1,4.4 and up
+BP Tracker-Symptoms & Solution,MEDICAL,4.2,34,3.2M,"1,000+",Free,0,Everyone,Medical,"October 12, 2016",1.2016,3.0 and up
+Compas BP Store,SHOPPING,NaN,0,2.5M,10+,Free,0,Everyone,Shopping,"December 21, 2017",1.0.3,4.4 and up
+Blood Pressure Tracker,MEDICAL,4.0,11,1.8M,"1,000+",Free,0,Everyone,Medical,"November 8, 2017",1.1.1,4.0 and up
+Hypertension Hi blood pressure,MEDICAL,3.8,292,2.7M,"100,000+",Free,0,Everyone,Medical,"April 16, 2018",43.0,4.0.3 and up
+BP Scanner Prank,FAMILY,4.1,157,7.0M,"50,000+",Free,0,Everyone,Entertainment,"September 20, 2016",1.2,4.0.3 and up
+Deep Breathe BP,HEALTH_AND_FITNESS,3.9,26,12M,"1,000+",Free,0,Everyone,Health & Fitness,"June 9, 2018",1.0,4.1 and up
+bpresso PRO,MEDICAL,4.4,515,Varies with device,"1,000+",Paid,$5.49,Everyone,Medical,"April 19, 2017",Varies with device,Varies with device
+BP Toolbox,HEALTH_AND_FITNESS,2.1,32,9.6M,"1,000+",Free,0,Everyone,Health & Fitness,"May 22, 2018",5.9,4.3 and up
+bp Magazine for Bipolar,LIFESTYLE,1.8,5,18M,"1,000+",Free,0,Everyone 10+,Lifestyle,"February 12, 2018",26.0,4.1 and up
+Blood Pressure - Heartcare,MEDICAL,4.2,70,1.9M,"10,000+",Free,0,Everyone,Medical,"May 27, 2016",2.46 Saber,4.4 and up
+UM BP Track,MEDICAL,2.0,1,29M,50+,Free,0,Everyone,Medical,"June 27, 2017",7.9.0 (5192),5.0 and up
+BP Assist,TOOLS,NaN,0,9.4M,100+,Free,0,Everyone,Tools,"July 3, 2018",4.4.14.4487,4.0.3 and up
+BP Fitness Lead Scanner,EVENTS,NaN,0,6.7M,1+,Paid,$109.99,Everyone,Events,"August 23, 2017",0.0.1,4.1 and up
+Blood pressure,HEALTH_AND_FITNESS,3.4,2256,1.6M,"500,000+",Free,0,Everyone,Health & Fitness,"July 31, 2014",1.1.0,4.0 and up
+High Blood Pressure Symptoms,MEDICAL,4.3,46,2.0M,"10,000+",Free,0,Everyone,Medical,"April 5, 2017",1.0.2,4.0.3 and up
+BQ Camera,PHOTOGRAPHY,3.6,2526,Varies with device,"1,000,000+",Free,0,Everyone,Photography,"July 2, 2018",Varies with device,Varies with device
+BQ Services,TOOLS,3.7,5004,2.5M,"1,000,000+",Free,0,Everyone,Tools,"July 9, 2018",8.3.6-e04ac87,Varies with device
+BQ-መጽሐፍ ቅዱሳዊ ጥያቄዎች,GAME,4.7,191,7.2M,"5,000+",Free,0,Everyone,Trivia,"July 31, 2018",4.1.2,4.1 and up
+"Brilliant Quotes: Life, Love, Family & Motivation",BOOKS_AND_REFERENCE,4.5,67186,6.3M,"1,000,000+",Free,0,Everyone 10+,Books & Reference,"May 18, 2018",4.4.10,2.3.3 and up
+BQ Scan,TOOLS,4.6,18,4.0M,100+,Free,0,Everyone,Tools,"April 1, 2018",3.4.5,4.0 and up
+Add-On: bq (a),PRODUCTIVITY,3.6,26,1.2M,"5,000+",Free,0,Everyone,Productivity,"May 19, 2015",10.0.3086,4.0 and up
+BQ Partners,COMMUNICATION,NaN,0,Varies with device,"1,000+",Free,0,Everyone,Communication,"July 27, 2018",Varies with device,Varies with device
+gardening ideas flower diy,HOUSE_AND_HOME,NaN,0,5.6M,100+,Free,0,Everyone,House & Home,"May 29, 2017",1.0,2.3 and up
+Software Update,TOOLS,4.4,8259,3.5M,"1,000,000+",Free,0,Everyone,Tools,"July 18, 2018",13.3,4.0 and up
+RoboPad,FAMILY,4.6,41,9.2M,"1,000+",Free,0,Everyone,Education,"July 7, 2017",5.1,2.3 and up
+Add-On: bq (c),PRODUCTIVITY,NaN,17,1.2M,"1,000+",Free,0,Everyone,Productivity,"May 19, 2015",10.0.3086,4.0 and up
+BQ Llicència,SPORTS,NaN,18,Varies with device,"5,000+",Free,0,Everyone,Sports,"January 30, 2016",Varies with device,4.0 and up
+Wherever BQ,TRAVEL_AND_LOCAL,NaN,7,18M,50+,Free,0,Teen,Travel & Local,"September 5, 2017",5.63.0,4.0.3 and up
+Bono’s Pit Bar-B-Q,FAMILY,2.3,3,36M,"1,000+",Free,0,Everyone 10+,Entertainment,"January 23, 2018",2.4,2.3.3 and up
+Add-On: bq (b),PRODUCTIVITY,NaN,9,1.2M,"1,000+",Free,0,Everyone,Productivity,"May 19, 2015",10.0.3086,4.0 and up
+bq magazine,NEWS_AND_MAGAZINES,NaN,2,8.8M,50+,Free,0,Everyone,News & Magazines,"July 19, 2018",7.2.2,4.1 and up
+QR Scanner & Barcode Scanner 2018,PRODUCTIVITY,3.8,8211,4.1M,"5,000,000+",Free,0,Everyone,Productivity,"July 20, 2018",1.8.4,4.4 and up
+Bill Miller Bar-B-Q Store Ops,BUSINESS,NaN,0,2.5M,100+,Free,0,Everyone,Business,"June 19, 2018",1.3,4.4 and up
+BQ Scanner,TOOLS,3.0,2,2.7M,100+,Free,0,Everyone,Tools,"October 10, 2017",1.0.1,4.4 and up
+Bar-B-Q Rib House,FOOD_AND_DRINK,5.0,2,33M,50+,Free,0,Everyone,Food & Drink,"March 8, 2018",0.8,2.3.3 and up
+Gold Wallpapers,PERSONALIZATION,4.5,43,28M,"10,000+",Free,0,Everyone,Personalization,"March 26, 2018",1.1,4.0 and up
+[Substratum] M5 Theme,PERSONALIZATION,4.4,16,6.7M,"5,000+",Free,0,Everyone,Personalization,"March 10, 2018",1.3.4,7.0 and up
+Zowi App,FAMILY,4.5,516,21M,"50,000+",Free,0,Everyone,Education;Education,"December 21, 2016",1.4.1,4.0.3 and up
+Bar-B-Q Recipes,FOOD_AND_DRINK,4.8,18,3.5M,"5,000+",Free,0,Everyone,Food & Drink,"August 15, 2016",1.0,4.0 and up
+System Update Free,TOOLS,4.3,3068,6.0M,"100,000+",Free,0,Everyone,Tools,"July 20, 2018",11.1,4.0 and up
+Camera FV-5,PHOTOGRAPHY,3.8,16317,Varies with device,"100,000+",Paid,$3.95,Everyone,Photography,"November 10, 2017",Varies with device,Varies with device
+Bar BQ Tonight Dublin,LIFESTYLE,NaN,0,22M,50+,Free,0,Everyone,Lifestyle,"May 20, 2018",1.1.9371,4.0.3 and up
+Camera MX - Free Photo & Video Camera,PHOTOGRAPHY,4.3,244302,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"July 5, 2018",Varies with device,Varies with device
+Woody's Bar-B-Q,FOOD_AND_DRINK,3.7,3,27M,"1,000+",Free,0,Everyone,Food & Drink,"March 5, 2018",1.01.03,4.1 and up
+Launcher Oreo 8.1,PERSONALIZATION,4.5,13466,3.4M,"500,000+",Free,0,Everyone,Personalization,"June 19, 2018",1.9,5.0 and up
+Theme for Android 7.0,PERSONALIZATION,NaN,0,Varies with device,"5,000+",Free,0,Everyone,Personalization,"October 18, 2017",Varies with device,Varies with device
+Free antivirus and VPN,TOOLS,4.3,27749,16M,"1,000,000+",Free,0,Everyone,Tools,"July 19, 2018",3.3.6,4.0.3 and up
+Jimbo's Pit Bar B-Q,FOOD_AND_DRINK,NaN,3,12M,100+,Free,0,Everyone,Food & Drink,"November 28, 2016",2.6.003,4.0 and up
+RoboPad++,FAMILY,4.4,77,10M,"10,000+",Free,0,Everyone,Education,"July 7, 2017",1.6,2.3 and up
+IKEA Store,SHOPPING,3.4,25515,Varies with device,"10,000,000+",Free,0,Everyone,Shopping,"July 16, 2018",Varies with device,Varies with device
+Simple Gallery,TOOLS,4.5,28030,9.0M,"1,000,000+",Free,0,Everyone,Tools,"August 2, 2018",4.4.4,4.1 and up
+Pick-a-Paint,LIFESTYLE,1.6,242,36M,"50,000+",Free,0,Everyone,Lifestyle,"May 14, 2018",1.2.1,3.0 and up
+Miller's Bar B-Q,FOOD_AND_DRINK,NaN,0,12M,50+,Free,0,Everyone,Food & Drink,"November 30, 2016",2.6.003,4.0 and up
+BAR-B-Q Recipes,FOOD_AND_DRINK,NaN,0,3.6M,100+,Free,0,Everyone,Food & Drink,"January 30, 2018",1.0,4.0 and up
+Left vs Right: Brain Training,FAMILY,4.5,75719,30M,"5,000,000+",Free,0,Everyone,Educational,"November 24, 2017",3.3.0,4.0.3 and up
+Bar BQ Night Middlesbrough,SHOPPING,NaN,0,19M,100+,Free,0,Teen,Shopping,"July 2, 2018",5.13.1,4.1 and up
+BQ Wings,FOOD_AND_DRINK,NaN,1,13M,50+,Free,0,Everyone,Food & Drink,"July 17, 2018",2.7.0,4.1 and up
+Bible Quizzer - The App for Bible Quizzers,FAMILY,NaN,0,33M,100+,Free,0,Everyone,Education,"August 2, 2018",30.0,4.2 and up
+Texas Bar-B-Q Rewards,FOOD_AND_DRINK,NaN,0,14M,5+,Free,0,Everyone,Food & Drink,"March 28, 2018",2.0.24,4.1 and up
+4-T's Bar-BQ & Catering,SHOPPING,NaN,0,243k,10+,Free,0,Everyone,Shopping,"January 16, 2017",1.0.1,4.1 and up
+"Zetup, print in one click",TOOLS,NaN,40,24M,"1,000+",Free,0,Everyone,Tools,"January 26, 2018",1.11.6,5.0 and up
+"Bleacher Report: sports news, scores, & highlights",SPORTS,4.4,122280,Varies with device,"5,000,000+",Free,0,Everyone 10+,Sports,"July 20, 2018",Varies with device,Varies with device
+Baskin-Robbins,FOOD_AND_DRINK,3.8,1103,6.6M,"100,000+",Free,0,Everyone,Food & Drink,"June 8, 2018",1.4.0-2,4.1 and up
+Infinity Dungeon VIP,FAMILY,4.3,21804,44M,"1,000,000+",Paid,$0.99,Everyone 10+,Role Playing,"July 3, 2018",2.6.6,2.3 and up
+Carros Rebaixados BR,GAME,4.3,20691,89M,"1,000,000+",Free,0,Everyone,Racing,"July 31, 2018",5.7.1,4.4 and up
+BR,LIFESTYLE,3.0,859,3.5M,"100,000+",Free,0,Everyone,Lifestyle,"July 19, 2018",1.7.7,2.2 and up
+Bleacher Report Live,SPORTS,4.0,232,32M,"50,000+",Free,0,Everyone,Sports,"August 1, 2018",2.1.2,5.0 and up
+Cardboard,LIBRARIES_AND_DEMO,4.2,130287,50M,"10,000,000+",Free,0,Everyone,Libraries & Demo,"March 14, 2016",1.8,4.1 and up
+QR Code Pro,PRODUCTIVITY,4.8,5865,15M,"100,000+",Paid,$4.49,Everyone,Productivity,"July 18, 2018",1.0,4.1 and up
+BR Video Player,VIDEO_PLAYERS,4.0,46,3.1M,"5,000+",Free,0,Everyone,Video Players & Editors,"April 20, 2015",1.0.6,3.0 and up
+Br. Parking - Busy road Parking 3D 2018,FAMILY,4.5,41,30M,"5,000+",Free,0,Everyone,Simulation,"January 13, 2018",1.01,4.1 and up
+Br video editing,FAMILY,NaN,1,34M,100+,Free,0,Everyone,Entertainment,"September 1, 2017",1.0,4.1 and up
+B R Telco FCU Mobile Banking,FINANCE,4.7,413,13M,"10,000+",Free,0,Everyone,Finance,"May 30, 2018",5.9.1.0,5.0 and up
+BR Chat Bot,SOCIAL,1.9,16,2.6M,"1,000+",Free,0,Everyone,Social,"June 30, 2016",1.0,4.0 and up
+Br Browser,SOCIAL,4.9,29,2.5M,500+,Free,0,Everyone,Social,"March 20, 2018",5.0,5.0 and up
+TV Guide BR Gold,FAMILY,4.4,544,Varies with device,"5,000+",Paid,$1.49,Everyone,Entertainment,"August 20, 2017",Varies with device,Varies with device
+Dr B R Ambedkar (Jai Bhim),SOCIAL,4.7,2068,7.5M,"100,000+",Free,0,Everyone,Social,"April 13, 2014",1.0,2.2 and up
+Tv Br News,FAMILY,NaN,4,569k,100+,Free,0,Everyone,Entertainment,"January 10, 2018",1.4,2.3 and up
+Br Shafi,FAMILY,4.9,1288,26M,"10,000+",Free,0,Everyone,Education,"July 11, 2018",1.0,4.1 and up
+Dr. B.R.Ambedkar,SOCIAL,4.8,1902,5.2M,"100,000+",Free,0,Everyone,Social,"June 5, 2014",1.3,2.1 and up
+cronometra-br,PRODUCTIVITY,NaN,0,5.4M,0+,Paid,$154.99,Everyone,Productivity,"November 24, 2017",1.0.0,4.1 and up
+Táxi Nacional BR,MAPS_AND_NAVIGATION,NaN,88,9.1M,"5,000+",Free,0,Everyone,Maps & Navigation,"August 2, 2018",3.46.5,4.0.3 and up
+Texas HoldEm Poker Deluxe (BR),GAME,4.5,1418,26M,"10,000+",Free,0,Teen,Casino,"May 30, 2018",1.2.1,4.0.3 and up
+BR Classified,BUSINESS,NaN,0,28M,50+,Free,0,Everyone,Business,"August 30, 2017",1.0,4.2 and up
+Top BR Chaya Songs,FAMILY,NaN,0,3.8M,10+,Free,0,Everyone,Entertainment,"May 18, 2018",1.0,4.0.3 and up
+Companion for Fortnite & Fortnite Battle Royale,FAMILY,4.6,2736,Varies with device,"100,000+",Free,0,Everyone,Entertainment,"August 3, 2018",Varies with device,4.1 and up
+Mu Mobile BR,BUSINESS,4.5,43,92M,100+,Free,0,Everyone,Business,"July 20, 2018",3.0.0 By Luccas,2.3 and up
+Cube BR LWP simple,PERSONALIZATION,NaN,19,206k,"1,000+",Free,0,Everyone,Personalization,"November 25, 2016",1.5.2,2.1 and up
+Brick Breaker BR,GAME,5.0,7,19M,5+,Free,0,Everyone,Arcade,"July 23, 2018",1.0,4.1 and up
+Mu Elite BR,BUSINESS,NaN,30,93M,100+,Free,0,Everyone 10+,Business,"July 16, 2018",3.0.By.EliteMu,2.3 and up
+BR Series,VIDEO_PLAYERS,3.9,1016,13M,"50,000+",Free,0,Teen,Video Players & Editors,"May 28, 2018",6.0,4.1 and up
+Loteria BR,FAMILY,NaN,0,1.8M,50+,Free,0,Everyone,Entertainment,"May 17, 2017",1.0.6,4.0 and up
+Vidroid.com.br,NEWS_AND_MAGAZINES,NaN,49,10M,"5,000+",Free,0,Everyone,News & Magazines,"November 25, 2017",8.0,4.0 and up
+CJ - BR MEMES,COMICS,4.3,109,3.5M,"10,000+",Free,0,Everyone,Comics,"January 18, 2018",1.0,4.0.3 and up
+CINE BR,VIDEO_PLAYERS,NaN,23,7.5M,"1,000+",Free,0,Everyone,Video Players & Editors,"March 29, 2018",1,4.2 and up
+Vlogger Go Viral - Tuber Game,FAMILY,4.8,1304467,68M,"10,000,000+",Free,0,Everyone,Strategy,"July 27, 2018",2.9,4.1 and up
+Next Portuguese(BR) Langpack,TOOLS,4.3,1320,778k,"100,000+",Free,0,Everyone,Tools,"September 13, 2013",1.0,2.0 and up
+BR Ambedkar Biography & Quotes,BOOKS_AND_REFERENCE,4.6,156,2.1M,"10,000+",Free,0,Everyone,Books & Reference,"June 11, 2018",2.0,2.3 and up
+B R COACHINGS,FAMILY,NaN,1,9.2M,10+,Free,0,Everyone,Education,"July 12, 2018",1.0,4.4 and up
+B. R. Ambedkar Jayanti SMS,PERSONALIZATION,NaN,0,3.0M,500+,Free,0,Everyone,Personalization,"March 19, 2018",1.2,4.0.3 and up
+Black Commando | Special Ops | FPS Shooting,GAME,4.1,1167,72M,"100,000+",Free,0,Teen,Action,"May 3, 2018",1.4,4.1 and up
+GearBest Online Shopping,SHOPPING,4.5,245104,35M,"5,000,000+",Free,0,Everyone,Shopping,"August 1, 2018",3.6.0,4.0.3 and up
+iPlayIT for YouTube VR Player,VIDEO_PLAYERS,4.3,5879,Varies with device,"1,000,000+",Free,0,Teen,Video Players & Editors,"June 12, 2018",Varies with device,4.1 and up
+True Skateboarding Ride Skateboard Game Freestyle,GAME,3.8,8175,31M,"1,000,000+",Free,0,Everyone 10+,Arcade,"January 3, 2018",2.11.7,4.1 and up
+Bullshit! (Free),GAME,2.4,45,4.1M,"10,000+",Free,0,Teen,Card,"August 26, 2016",1.1,4.1 and up
+BSPlayer FREE,VIDEO_PLAYERS,4.3,138337,Varies with device,"10,000,000+",Free,0,Everyone,Video Players & Editors,"April 3, 2018",Varies with device,Varies with device
+Bullshite!,GAME,2.8,48,13M,"10,000+",Free,0,Teen,Card,"April 10, 2016",1.0.1,4.1 and up
+Block Strike,GAME,4.5,947515,60M,"10,000,000+",Free,0,Teen,Action,"July 25, 2018",5.3.1,4.1 and up
+Loved by King Bs,FAMILY,4.6,5546,85M,"100,000+",Free,0,Everyone,Simulation,"June 15, 2018",1.21,4.0.3 and up
+BombSquad Remote,GAME,4.1,13304,1.3M,"1,000,000+",Free,0,Everyone,Arcade,"November 30, 2016",1.2.21,4.0 and up
+BSPlayer,VIDEO_PLAYERS,4.2,4585,Varies with device,"50,000+",Paid,$5.99,Everyone,Video Players & Editors,"March 30, 2018",Varies with device,Varies with device
+BS CS IT & SE,FAMILY,4.6,9,6.9M,"1,000+",Free,0,Everyone,Education,"May 16, 2018",1.2,4.1 and up
+BSPlayer ARMv7 VFP CPU support,VIDEO_PLAYERS,4.3,9966,5.5M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"March 31, 2017",1.23,2.1 and up
+Marked by King Bs,FAMILY,4.6,70335,58M,"500,000+",Free,0,Teen,Simulation,"October 17, 2017",1.0.7,4.3 and up
+COMSATS BOOK STORE FOR BS(CS),FAMILY,5.0,15,94M,50+,Free,0,Everyone,Education,"July 11, 2018",2.0,4.0.3 and up
+BS-Mobile,COMMUNICATION,5.0,1,683k,50+,Free,0,Everyone,Communication,"September 3, 2015",0.1,2.3 and up
+BS Meter (Ad Supported),FAMILY,3.9,14,592k,"1,000+",Free,0,Teen,Entertainment,"August 14, 2013",2.0,2.2 and up
+BS Calendar / Patro / पात्रो,PRODUCTIVITY,4.2,218,Varies with device,"50,000+",Free,0,Everyone,Productivity,"July 15, 2018",Varies with device,Varies with device
+Simulator Brawl Box for BS,FAMILY,3.9,168,6.4M,"5,000+",Free,0,Everyone,Simulation,"June 27, 2017",1.1,4.0.3 and up
+BS Generator,FAMILY,4.2,5,3.3M,100+,Free,0,Everyone,Entertainment,"July 23, 2016",1.1,4.4 and up
+BS Match Maker Premium,TOOLS,NaN,3,319k,10+,Paid,$0.99,Everyone,Tools,"July 10, 2018",1.11.2,5.0 and up
+BS Films,FAMILY,NaN,1,24M,100+,Free,0,Everyone,Entertainment,"December 12, 2017",2.0.0,4.3 and up
+BS Tractor,GAME,NaN,3,36M,100+,Free,0,Everyone,Racing,"December 6, 2017",1.0,4.1 and up
+BS player remote,VIDEO_PLAYERS,3.5,54,186k,"10,000+",Free,0,Everyone,Video Players & Editors,"April 22, 2013",1.0,2.2 and up
+BibApp TU BS,FAMILY,NaN,16,3.5M,"1,000+",Free,0,Everyone,Education,"December 15, 2014",2.0.0,4.0 and up
+King of B.S.,FAMILY,4.0,4,840k,100+,Free,0,Everyone,Education,"June 9, 2014",1.0.1,4.0.3 and up
+BS Chopper,GAME,NaN,0,41M,100+,Free,0,Everyone,Racing,"October 5, 2017",1.0,4.1 and up
+BS Play,FAMILY,3.7,56,1.5M,"5,000+",Free,0,Everyone,Education,"March 4, 2015",1.1.2,4.0 and up
+B@dL!bs Lite,GAME,3.8,10,36M,"1,000+",Free,0,Mature 17+,Word,"April 5, 2016",6,4.0.3 and up
+BS Battery+,TOOLS,4.3,269,647k,"50,000+",Free,0,Everyone,Tools,"August 18, 2012",4.0.1,2.0 and up
+ATC Unico BS,COMMUNICATION,NaN,10,5.3M,500+,Free,0,Everyone,Communication,"October 16, 2015",0.12,4.1 and up
+Revista BS,NEWS_AND_MAGAZINES,NaN,10,19M,100+,Free,0,Everyone,News & Magazines,"January 13, 2017",0.0.5,4.1 and up
+BS MAPS,MAPS_AND_NAVIGATION,4.5,6,2.5M,50+,Free,0,Everyone,Maps & Navigation,"July 28, 2018",2.1,4.0 and up
+Beauty Rental Shop,FAMILY,4.6,11480,93M,"100,000+",Free,0,Everyone,Simulation,"May 25, 2018",1.0.4,4.4 and up
+BS Where Am I,TOOLS,NaN,9,2.8M,50+,Free,0,Everyone,Tools,"July 5, 2018",2.3,2.3 and up
+Bsc Agri Notes,FAMILY,4.5,301,5.6M,"10,000+",Free,0,Everyone,Education,"July 1, 2018",1.0,4.1 and up
+Love Signal: D-Mate,FAMILY,4.3,1895,72M,"50,000+",Free,0,Everyone,Simulation,"February 27, 2018",1.0.1,4.4 and up
+BSC IT,FAMILY,4.4,847,21M,"10,000+",Free,0,Everyone,Education,"July 16, 2018",2.3,4.0.3 and up
+BS TRACK CLIENT,TOOLS,NaN,0,191k,10+,Free,0,Everyone,Tools,"August 13, 2017",1.1,1.5 and up
+Kiosko BS,NEWS_AND_MAGAZINES,NaN,55,22M,"1,000+",Free,0,Everyone,News & Magazines,"May 12, 2017",2.0,4.0 and up
+Sleeping Delivery,FAMILY,4.6,19640,67M,"100,000+",Free,0,Teen,Simulation,"May 18, 2018",2.0,4.4 and up
+BS Detector - Diss 'n' Gauges,FAMILY,NaN,0,842k,50+,Paid,$1.49,Everyone,Entertainment,"February 22, 2013",1.3,2.2 and up
+CABLE SIZE CALCULATOR BS 7671,TOOLS,3.9,333,1.1M,"100,000+",Free,0,Everyone,Tools,"February 3, 2016",2.4,2.3 and up
+Corporate B.S. Generator,BUSINESS,NaN,0,6.9M,10+,Free,0,Everyone,Business,"November 20, 2017",1.00,3.0 and up
+Banco Sabadell App. Your mobile bank,FINANCE,3.9,25205,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 27, 2018",Varies with device,Varies with device
+Strætó.is,MAPS_AND_NAVIGATION,3.1,742,15M,"100,000+",Free,0,Everyone,Maps & Navigation,"July 9, 2018",5.7,4.1 and up
+VOLT DROP CALCULATOR BS 7671,TOOLS,3.9,71,1.1M,"10,000+",Free,0,Everyone,Tools,"January 26, 2016",2.0,2.3 and up
+BSc Ag Entrance Preparation,FAMILY,4.4,138,6.2M,"10,000+",Free,0,Everyone,Education,"May 31, 2018",3.7,4.1 and up
+17th Edition Cable Sizer,BOOKS_AND_REFERENCE,4.4,47,1.4M,"1,000+",Paid,$3.08,Everyone,Books & Reference,"May 27, 2016",1.22,2.2 and up
+Black Survival,FAMILY,4.4,48451,52M,"1,000,000+",Free,0,Teen,Strategy,"August 1, 2018",4.6.00,4.0.3 and up
+Black Social,SOCIAL,4.6,22,8.7M,"1,000+",Free,0,Teen,Social,"August 5, 2018",31.1.4,4.3 and up
+BTNotification,TOOLS,3.9,15665,373k,"5,000,000+",Free,0,Everyone,Tools,"July 8, 2016",1.1.43,4.0 and up
+Little Magnet BT,TOOLS,4.6,3703,3.8M,"100,000+",Free,0,Everyone,Tools,"August 5, 2018",4.1.4,4.2 and up
+BT Notifier,TOOLS,2.5,2794,3.8M,"1,000,000+",Free,0,Everyone,Tools,"May 28, 2018",2.9,4.3 and up
+Little Magnet BT Pro,TOOLS,4.6,251,3.8M,"1,000+",Paid,$0.99,Everyone,Tools,"August 5, 2018",4.1.4,4.2 and up
+Bt Notifier -Smartwatch notice,TOOLS,2.8,632,8.2M,"500,000+",Free,0,Everyone,Tools,"May 23, 2017",1.0,6.0 and up
+BT One Voice mobile access,COMMUNICATION,4.0,32,437k,"5,000+",Free,0,Everyone,Communication,"July 30, 2015",Version 1.6,1.6 and up
+BT One Mobile secure access,BUSINESS,3.4,54,5.7M,"10,000+",Free,0,Everyone,Business,"July 28, 2016",3.61,2.3.3 and up
+BT Communicator,SOCIAL,3.8,32,1.6M,"10,000+",Free,0,Teen,Social,"December 16, 2016",1.0,1.6 and up
+BT One Voice anywhere,BUSINESS,4.5,80,16M,"10,000+",Free,0,Everyone,Business,"December 23, 2016",2.54.3,2.2 and up
+BT Find Address for Bluetooth,BUSINESS,4.8,8,2.6M,"5,000+",Free,0,Everyone,Business,"October 31, 2017",2.0,3.0 and up
+BT Camera,PHOTOGRAPHY,3.3,1307,6.6M,"500,000+",Free,0,Everyone,Photography,"February 24, 2017",1.8,2.3 and up
+BT Messenger,COMMUNICATION,3.9,97,598k,"50,000+",Free,0,Everyone,Communication,"May 15, 2015",1.0,2.2 and up
+BT One Phone Mobile App,COMMUNICATION,3.5,33,2.7M,"10,000+",Free,0,Everyone,Communication,"September 18, 2017",2.2.6,4.1 and up
+BitTorrent®- Torrent Downloads,VIDEO_PLAYERS,4.5,641219,Varies with device,"10,000,000+",Free,0,Everyone,Video Players & Editors,"July 26, 2018",5.2.2,4.1 and up
+SW-100.tch by Callstel,COMMUNICATION,4.0,1926,716k,"1,000,000+",Free,0,Everyone,Communication,"December 16, 2015",1.3.20,2.2 and up
+BT App,NEWS_AND_MAGAZINES,NaN,24,14M,"1,000+",Free,0,Everyone,News & Magazines,"July 19, 2018",1.0.124,4.2 and up
+BT MeetMe with Dolby Voice,COMMUNICATION,3.6,437,12M,"100,000+",Free,0,Everyone,Communication,"July 13, 2018",2.66.5,5.0 and up
+ProGrade BT,TOOLS,NaN,0,46M,500+,Free,0,Everyone,Tools,"April 27, 2018",1.0.2,4.3 and up
+BT Share It,BUSINESS,4.7,12,13M,500+,Free,0,Everyone,Business,"May 16, 2018",3.4.2,4.4 and up
+Bluetooth Auto Connect,COMMUNICATION,3.9,20829,1.9M,"5,000,000+",Free,0,Everyone,Communication,"November 17, 2017",4.5.4,3.0 and up
+Wifi BT Scanner,FAMILY,5.0,2,1.2M,500+,Free,0,Everyone,Education,"November 3, 2016",1.0,4.0.3 and up
+Ultimate Control BT,BUSINESS,4.6,14,4.3M,500+,Free,0,Everyone,Business,"June 6, 2018",3.3.2,4.4 and up
+BT Controller,TOOLS,3.9,4374,13M,"1,000,000+",Free,0,Everyone,Tools,"June 25, 2018",3.1.3,4.2 and up
+BT Church,LIFESTYLE,4.9,26,8.4M,"1,000+",Free,0,Teen,Lifestyle,"June 25, 2018",3.8.0,4.1 and up
+Mediatek SmartDevice,TOOLS,3.6,11187,7.3M,"1,000,000+",Free,0,Everyone,Tools,"March 17, 2017",V1.7.6,4.0 and up
+LG BT Reader Plus,TOOLS,3.7,2992,585k,"500,000+",Free,0,Everyone,Tools,"February 25, 2016",2.1.11,4.1 and up
+BT Mobile,MAPS_AND_NAVIGATION,3.9,22,3.2M,"1,000+",Free,0,Everyone,Maps & Navigation,"July 4, 2018",2.2,4.1 and up
+MagicLight BT,LIFESTYLE,2.7,135,6.5M,"10,000+",Free,0,Everyone,Lifestyle,"July 11, 2018",1.2.1,4.3 and up
+Bluetooth Control BT->uC FREE,TOOLS,3.8,67,2.7M,"10,000+",Free,0,Everyone,Tools,"June 6, 2016",1.9.0,3.0 and up
+B.T.,NEWS_AND_MAGAZINES,2.8,636,1.4M,"100,000+",Free,0,Everyone,News & Magazines,"June 8, 2018",1.12.2,4.1 and up
+Autool BT-BOX,TOOLS,3.5,4,17M,500+,Free,0,Everyone,Tools,"May 12, 2018",1.0.1,4.3 and up
+BT Remote (SPP) for Bluetooth,TOOLS,4.1,36,3.1M,"10,000+",Free,0,Everyone,Tools,"October 24, 2016",1.16,2.3.3 and up
+BT Satmeter,TOOLS,NaN,0,2.4M,100+,Free,0,Everyone,Tools,"April 12, 2018",V2.3,4.3 and up
+Battery Notifier Pro BT,TOOLS,4.7,1363,1.6M,"10,000+",Paid,$2.59,Everyone,Tools,"June 7, 2017",2.5.18,1.6 and up
+BT Panorama,FINANCE,4.3,34,Varies with device,"5,000+",Free,0,Everyone,Finance,"June 14, 2017",Varies with device,Varies with device
+Battery Notifier BT Free,TOOLS,4.5,21979,982k,"1,000,000+",Free,0,Everyone,Tools,"June 7, 2017",2.1.15,1.6 and up
+"BT Dating -Find your match, help cupid, be social",SOCIAL,4.1,158,26M,"50,000+",Free,0,Mature 17+,Social,"July 19, 2018",2.3,4.1 and up
+BT (Usage Interne),LIBRARIES_AND_DEMO,NaN,3,19M,100+,Free,0,Everyone,Libraries & Demo,"August 17, 2017",1.1,2.3 and up
+BT Position Sender - Bluetooth Position Sender,TOOLS,NaN,0,2.9M,10+,Free,0,Everyone,Tools,"July 3, 2018",1.2.0,4.4 and up
+Aegis BT,BUSINESS,4.8,16,4.5M,500+,Free,0,Everyone,Business,"September 6, 2017",1.0.10,4.1 and up
+BT Master,FAMILY,NaN,0,222k,100+,Free,0,Everyone,Education,"November 6, 2016",NaN,1.6 and up
+OSRAM BT Control,TOOLS,NaN,2,42M,"1,000+",Free,0,Everyone,Tools,"December 15, 2017",1.0.5,4.4 and up
+Vip视频免费看-BT磁力搜索,TOOLS,NaN,20,7.9M,"1,000+",Free,0,Everyone,Tools,"June 8, 2018",1.2,4.0 and up
+AudioBT: BT audio GPS/SMS/Text,COMMUNICATION,3.4,198,219k,"50,000+",Free,0,Everyone,Communication,"February 21, 2017",3.2.1,4.0 and up
+Jabbla BT,TOOLS,5.0,3,55k,100+,Free,0,Everyone,Tools,"October 6, 2014",1.0,4.2 and up
+BT Speed,SPORTS,NaN,3,948k,10+,Paid,$4.80,Everyone,Sports,"May 21, 2015",1.0.1,4.0.3 and up
+USB BT Wi-Fi Color Terminal Modem,TOOLS,NaN,0,7.3M,5+,Paid,$8.99,Everyone,Tools,"February 9, 2018",5.3,3.2 and up
+SenseView BT Zephyr Sensor,TOOLS,4.3,37,323k,"5,000+",Free,0,Everyone,Tools,"May 15, 2015",1.1.15205,2.2 and up
+Bu the Baby Bunny - Cute pet care game,FAMILY,4.4,37122,89M,"1,000,000+",Free,0,Everyone,Educational,"June 14, 2018",1.03,4.1 and up
+Boston University Alumni,FAMILY,1.8,5,5.2M,"1,000+",Free,0,Everyone,Education,"December 2, 2017",4.0,4.4 and up
+BU Bus Tracker,MAPS_AND_NAVIGATION,4.2,57,15M,"10,000+",Free,0,Everyone,Maps & Navigation,"September 5, 2017",2.02,4.1 and up
+kick the buddy,GAME,3.3,294,19M,"10,000+",Free,0,Everyone,Arcade,"July 19, 2018",1.0,3.0 and up
+BU Bookstore,SHOPPING,NaN,2,7.6M,"1,000+",Free,0,Everyone,Shopping,"March 19, 2018",3.0.2,4.1 and up
+BU Study,FAMILY,5.0,7,5.6M,10+,Free,0,Everyone,Education,"December 7, 2017",1.0,4.0.3 and up
+BU Dental GoGoldman,TRAVEL_AND_LOCAL,NaN,0,18M,100+,Free,0,Everyone,Travel & Local,"September 1, 2017",1.2,4.4 and up
+Bu Hangi Uygulama ?,FAMILY,NaN,1,24M,10+,Free,0,Everyone,Puzzle,"March 6, 2018",3.2.6z,4.0.3 and up
+BU Questrom Launch,TRAVEL_AND_LOCAL,NaN,3,10M,100+,Free,0,Everyone,Travel & Local,"July 17, 2015",1.0.4,3.0 and up
+sustainability@BU,LIFESTYLE,4.8,10,11M,"1,000+",Free,0,Everyone,Lifestyle,"January 18, 2018",4.2.7,4.1 and up
+BU School of Public Health,TRAVEL_AND_LOCAL,NaN,0,29M,10+,Free,0,Everyone,Travel & Local,"May 20, 2018",1.4,4.4 and up
+BU Mobile,FAMILY,4.5,472,4.3M,"10,000+",Free,0,Everyone,Education,"July 6, 2018",2.4.1,2.3.3 and up
+Barisal University App-BU Face,FAMILY,5.0,100,10M,"1,000+",Free,0,Everyone,Education,"May 6, 2018",3.1.1,4.0.3 and up
+"Pu - Cute giant panda bear, baby pet care game",FAMILY,4.5,22167,88M,"1,000,000+",Free,0,Everyone,Educational,"June 12, 2018",1.18,4.1 and up
+BU Students' Rep. Council,FAMILY,4.7,38,5.3M,500+,Free,0,Everyone,Education,"July 5, 2018",5.45.0_713,4.0 and up
+On a Bu Pour Vous OBPV,LIFESTYLE,NaN,0,5.4M,10+,Free,0,Teen,Lifestyle,"February 6, 2018",3.0,4.1 and up
+BU Calculator,FAMILY,4.6,69,3.1M,"1,000+",Free,0,Everyone,Education,"July 24, 2017",2.4,4.0.3 and up
+BU Beauty Rooms,BEAUTY,NaN,1,6.0M,50+,Free,0,Everyone,Beauty,"February 17, 2017",1.0,4.4 and up
+Bu Hangi Firma?,FAMILY,NaN,8,26M,100+,Free,0,Everyone,Trivia;Education,"December 10, 2017",3.3.6z,4.0.3 and up
+BU Syllabus,FAMILY,4.5,38,6.5M,"1,000+",Free,0,Everyone,Education,"September 21, 2017",1.0.3,4.0.3 and up
+Bu Hangi Ünlü?,GAME,NaN,1,19M,10+,Free,0,Everyone,Trivia,"June 9, 2018",3.3.7z,4.0.3 and up
+Bu Nedir ?,GAME,NaN,0,33M,50+,Free,0,Everyone,Trivia,"April 15, 2018",3.1.6z,4.0.3 and up
+BU Bison Nation,SPORTS,3.5,4,40M,100+,Free,0,Everyone,Sports,"September 21, 2017",6.0.2,4.4 and up
+Kim Bu Youtuber?,FAMILY,NaN,11,9.2M,"1,000+",Free,0,Everyone,Puzzle,"September 9, 2017",1.0,4.0 and up
+BU HANGİ ŞARKI ? - 2018,GAME,NaN,4,28M,100+,Free,0,Everyone,Trivia,"June 2, 2018",3.1.7z,4.0.3 and up
+BU Library,FAMILY,3.5,4,21M,"1,000+",Free,0,Everyone,Education,"September 22, 2017",1.1,4.3 and up
+SkyTest BU/GU Lite,BUSINESS,2.9,28,20M,500+,Paid,$17.99,Everyone,Business,"October 24, 2017",2.0.5,3.0 and up
+BU Alsace,BOOKS_AND_REFERENCE,NaN,3,4.0M,100+,Free,0,Everyone,Books & Reference,"October 3, 2017",3.1.1,2.3 and up
+Bu Hangi Oyun ?,GAME,NaN,2,26M,50+,Free,0,Everyone,Word,"March 11, 2018",3.1.6z,4.0.3 and up
+Catholic La Bu Zo Kam,BOOKS_AND_REFERENCE,5.0,23,Varies with device,500+,Free,0,Everyone,Books & Reference,"March 20, 2016",0.0.1,4.0 and up
+Bu Hangi Youtuber ?,GAME,NaN,31,26M,"1,000+",Free,0,Everyone,Trivia,"August 31, 2017",3.2.2dk,4.0.3 and up
+Nedir Bu ?,GAME,NaN,0,33M,10+,Free,0,Everyone,Trivia,"March 18, 2018",3.1.6z,4.0.3 and up
+Bu Hangi Film ?,FAMILY,NaN,3,25M,100+,Free,0,Everyone,Puzzle,"August 31, 2017",3.2.2dk,4.0.3 and up
+Khrifa Hla Bu (Solfa),BOOKS_AND_REFERENCE,NaN,0,44M,10+,Free,0,Everyone,Books & Reference,"July 8, 2018",1.0,2.1 and up
+Kick the Buddy,GAME,4.3,1004709,Varies with device,"50,000,000+",Free,0,Teen,Action,"July 5, 2018",Varies with device,4.4 and up
+Bu Hangi Dizi ?,GAME,NaN,14,19M,"1,000+",Free,0,Everyone,Trivia,"May 4, 2018",3.1.7z,4.0.3 and up
+Kristian Hla Bu,BOOKS_AND_REFERENCE,4.8,238,27M,"10,000+",Free,0,Everyone,Books & Reference,"May 25, 2018",1.0,4.0 and up
+SA HLA BU,BOOKS_AND_REFERENCE,4.7,119,1.5M,"1,000+",Free,0,Everyone,Books & Reference,"September 21, 2017",1.0,4.1 and up
+Bubble Witch 2 Saga,FAMILY,4.3,2838064,Varies with device,"100,000,000+",Free,0,Everyone,Casual,"August 6, 2018",Varies with device,Varies with device
+Büfe BU,LIFESTYLE,4.1,14,13M,100+,Free,0,Everyone,Lifestyle,"October 17, 2015",2.0,4.0.3 and up
+BV Mobile Apps,PRODUCTIVITY,5.0,3,4.8M,100+,Free,0,Everyone,Productivity,"June 5, 2018",2.0,4.2 and up
+BV,COMMUNICATION,5.0,3,1.6M,100+,Free,0,Everyone,Communication,"August 4, 2016","1,01",3.0 and up
+Bacterial Vaginosis,HEALTH_AND_FITNESS,NaN,1,4.9M,100+,Free,0,Everyone,Health & Fitness,"February 21, 2018",1.2,4.0 and up
+Bacterial Vaginosis 🇺🇸,HEALTH_AND_FITNESS,NaN,1,3.5M,500+,Free,0,Teen,Health & Fitness,"November 1, 2017",1.1,2.3 and up
+Bacterial Vaginosis Symptoms & Treatment,MEDICAL,NaN,0,8.7M,500+,Free,0,Everyone,Medical,"January 18, 2018",1.1,4.0.3 and up
+Bacteria Vaginosis,HEALTH_AND_FITNESS,4.0,4015,7.7M,"1,000,000+",Free,0,Mature 17+,Health & Fitness,"April 27, 2017",6.0,3.0 and up
+Hilverda De Boer B.V. App,SHOPPING,NaN,5,19M,500+,Free,0,Everyone,Shopping,"February 2, 2018",2.5.0,4.0.3 and up
+BV Smart,BUSINESS,4.3,28,3.4M,"1,000+",Free,0,Everyone,Business,"May 1, 2015",1.1,4.0 and up
+BV Forest,BUSINESS,NaN,0,2.9M,100+,Free,0,Everyone,Business,"May 9, 2018",2.1.18,4.4 and up
+Bacterial Vaginosis Symptoms,MEDICAL,4.1,698,2.4M,"100,000+",Free,0,Everyone 10+,Medical,"February 3, 2015",1.1,3.0 and up
+BV Sridhara Maharaj,FAMILY,5.0,8,2.7M,100+,Free,0,Everyone,Entertainment,"December 3, 2017",1.1,4.1 and up
+BV Aventure,TRAVEL_AND_LOCAL,NaN,0,5.0M,100+,Free,0,Everyone,Travel & Local,"July 22, 2016",1.3.6,4.0 and up
+Bacterial vaginosis Treatment - Sexual disease,HEALTH_AND_FITNESS,5.0,2,5.9M,500+,Free,0,Everyone,Health & Fitness,"June 25, 2018",2.0,4.0.3 and up
+BV Link,BUSINESS,NaN,10,2.8M,100+,Free,0,Everyone,Business,"April 11, 2018",1.3.0,4.1 and up
+Bacterial Vaginosis Treatment,MEDICAL,NaN,0,3.4M,50+,Free,0,Everyone,Medical,"June 25, 2018",1.0,4.0 and up
+BV Bombers,SPORTS,NaN,0,12M,100+,Free,0,Everyone,Sports,"January 31, 2017",7.1.5,4.0 and up
+Schulman B.V.,SHOPPING,4.0,6,20M,100+,Free,0,Everyone,Shopping,"September 14, 2016",1.0,4.1 and up
+BV MAAp,BUSINESS,NaN,9,4.2M,100+,Free,0,Everyone,Business,"December 4, 2015",1.1.3,4.1 and up
+BV Taxi - Driver,MAPS_AND_NAVIGATION,NaN,1,10M,10+,Free,0,Everyone,Maps & Navigation,"January 17, 2018",2.19.20180117,4.1 and up
+BV Taxi Sudan,MAPS_AND_NAVIGATION,3.5,8,26M,10+,Free,0,Everyone,Maps & Navigation,"January 17, 2018",1.2.20180117,4.1 and up
+van Gennip Textiles BV,LIFESTYLE,NaN,1,4.0M,100+,Free,0,Everyone,Lifestyle,"June 28, 2018",1.1.5,4.1 and up
+bacterial vaginosis,MEDICAL,NaN,0,3.6M,10+,Free,0,Teen,Medical,"March 26, 2018",1.0,4.0 and up
+PIO bv App,BUSINESS,NaN,2,98M,10+,Free,0,Everyone,Business,"August 1, 2018",2.6.0,4.1 and up
+Meu Cartão BV,FINANCE,4.1,15057,5.7M,"500,000+",Free,0,Everyone,Finance,"August 3, 2018",2.4.0,5.0 and up
+BV Rando,TRAVEL_AND_LOCAL,NaN,0,3.6M,100+,Free,0,Everyone,Travel & Local,"July 22, 2016",1.2.4,4.0 and up
+Kovax Europe B.V.,BUSINESS,NaN,17,96M,500+,Free,0,Everyone,Business,"September 10, 2017",24.0.11,4.0.3 and up
+StartPage Private Search,LIFESTYLE,4.6,10198,2.2M,"100,000+",Free,0,Everyone,Lifestyle,"August 21, 2017",1.10,2.1 and up
+DHV accountancy BV,BUSINESS,NaN,0,10M,10+,Free,0,Everyone,Business,"April 21, 2016",1.0,4.0 and up
+BV Frankfurt inside,SPORTS,NaN,3,4.8M,50+,Free,0,Everyone,Sports,"June 21, 2018",1.5,4.4 and up
+BV Teknisk App,BUSINESS,NaN,0,2.0M,50+,Free,0,Everyone,Business,"January 15, 2016",4.1.2099,4.0 and up
+TomTom GPS Navigation Traffic,MAPS_AND_NAVIGATION,4.1,132792,62M,"10,000,000+",Free,0,Everyone,Maps & Navigation,"October 25, 2017",1.17.1,4.0.3 and up
+Maps & GPS Navigation — OsmAnd,MAPS_AND_NAVIGATION,4.2,60820,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"August 1, 2018",Varies with device,Varies with device
+OLX Uganda Sell Buy Cellphones,SHOPPING,4.2,4977,9.8M,"100,000+",Free,0,Everyone,Shopping,"July 25, 2018",11.15.03,4.1 and up
+Feel Performer,COMMUNICATION,2.2,62,34M,"10,000+",Free,0,Everyone,Communication,"April 9, 2018",2.0.3,4.1 and up
+Smashy Road: Arena,GAME,4.3,45558,53M,"5,000,000+",Free,0,Everyone 10+,Action,"May 24, 2018",1.1.9,4.1 and up
+My Budget Book,FINANCE,4.7,19784,7.3M,"100,000+",Paid,$2.99,Everyone,Finance,"June 13, 2018",7.6,4.0 and up
+VictronConnect,TOOLS,3.8,400,Varies with device,"50,000+",Free,0,Everyone,Tools,"July 5, 2018",4.8,4.1 and up
+BV Productions,BUSINESS,NaN,0,2.8M,1+,Free,0,Everyone,Business,"October 25, 2016",1.0.1,4.0 and up
+Allsetra B.V.,BUSINESS,4.1,15,24M,"1,000+",Free,0,Everyone,Business,"April 5, 2018",3.1.2,4.3 and up
+PIO bv Transport App,BUSINESS,NaN,0,73M,5+,Free,0,Everyone,Business,"March 22, 2018",1.0.0,4.1 and up
+Philips Hue,LIFESTYLE,3.1,10006,53M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 26, 2018",3.2.0,5.0 and up
+Evolution: Battle for Utopia,FAMILY,4.2,246705,27M,"1,000,000+",Free,0,Teen,Strategy,"May 4, 2018",3.5.2,4.0.3 and up
+Home Remedies for Bacterial Infections,HEALTH_AND_FITNESS,NaN,0,4.4M,50+,Free,0,Everyone,Health & Fitness,"April 19, 2018",1.0,2.2 and up
+Best Western To Go,TRAVEL_AND_LOCAL,3.0,2719,17M,"100,000+",Free,0,Teen,Travel & Local,"August 2, 2018",5.14.1,4.2 and up
+BW-Go,GAME,4.8,265,1.3M,"1,000+",Paid,$3.49,Everyone,Board,"June 18, 2015",4.8.1,2.3 and up
+BW Smart,TOOLS,3.7,50,19M,"5,000+",Free,0,Everyone,Tools,"June 6, 2017",v1.2.2,4.0 and up
+Watch Face BW Inter,PERSONALIZATION,3.1,112,8.8M,"1,000+",Paid,$0.99,Everyone,Personalization,"April 26, 2017",2.1.7,4.3 and up
+BW-Go Free,GAME,4.6,547,1.3M,"10,000+",Free,0,Everyone,Board,"June 18, 2015",4.8.1,2.3 and up
+BlitzWolf Shutter - BW Shutter,PHOTOGRAPHY,2.9,333,1.8M,"50,000+",Free,0,Everyone,Photography,"November 22, 2017",1.8.0,4.0 and up
+Black & White Camera - Lovely BW,PHOTOGRAPHY,4.2,329,4.8M,"100,000+",Free,0,Everyone,Photography,"November 13, 2017",1.1.0,4.4 and up
+BW-Joseki,GAME,4.7,705,1.8M,"10,000+",Free,0,Everyone,Board,"July 28, 2015",1.2.1,4.0.3 and up
+BW-DGS plugin,GAME,4.5,70,691k,"1,000+",Free,0,Everyone,Board,"May 13, 2018",1.6.0,4.0 and up
+BW App,LIFESTYLE,2.8,48,12M,"5,000+",Free,0,Everyone,Lifestyle,"September 27, 2017",2.8.216.6-ba,4.0 and up
+Learn SAP BW,BOOKS_AND_REFERENCE,NaN,2,20M,500+,Free,0,Everyone,Books & Reference,"February 13, 2018",1.1,4.0 and up
+Next Launcher 3D Theme Stun-BW,PERSONALIZATION,4.4,2839,5.1M,"100,000+",Free,0,Everyone,Personalization,"January 11, 2014",1.00,2.2 and up
+Standard Chartered Mobile (BW),FINANCE,4.4,96,7.2M,"10,000+",Free,0,Everyone,Finance,"August 5, 2018",2.9,4.0 and up
+BW Mobilbanking für Smartphone und Tablet,FINANCE,4.1,2048,24M,"100,000+",Free,0,Everyone,Finance,"July 10, 2018",4.2.0,4.4 and up
+BW COMPANY FINDER,BUSINESS,4.6,48,7.4M,"1,000+",Free,0,Everyone,Business,"August 21, 2017",1.5,4.0 and up
+BW Taxi,MAPS_AND_NAVIGATION,3.0,67,53M,"5,000+",Free,0,Everyone,Maps & Navigation,"May 1, 2018",3.19.34,5.0 and up
+BW-GnuGo,GAME,4.1,64,1.3M,"5,000+",Free,0,Everyone,Board,"June 2, 2013",2.0.0,2.2 and up
+Beautiful Widgets Pro,PERSONALIZATION,4.2,97890,14M,"1,000,000+",Paid,$2.49,Everyone,Personalization,"August 24, 2016",5.7.8,2.3 and up
+BW SmartLife,TOOLS,NaN,0,8.8M,100+,Free,0,Everyone,Tools,"December 5, 2017",1.1.8,4.1 and up
+Bw Events,EVENTS,4.4,16,1.7M,100+,Free,0,Everyone,Events,"August 9, 2016",1.0,4.0 and up
+Beautiful Widgets Free,PERSONALIZATION,3.9,25035,14M,"1,000,000+",Free,0,Everyone,Personalization,"October 20, 2016",5.7.6,2.3 and up
+Learn SAP BW on HANA,BOOKS_AND_REFERENCE,NaN,0,13M,500+,Free,0,Everyone,Books & Reference,"February 13, 2018",1.1,4.0 and up
+Analog BW - Camera filter effect foto film retouch,PHOTOGRAPHY,NaN,2,17M,100+,Free,0,Everyone,Photography,"May 23, 2018",1.1,4.4 and up
+BW Ultra,PRODUCTIVITY,NaN,0,24M,10+,Free,0,Everyone,Productivity,"July 3, 2018",1.0,4.0 and up
+BW-IVMS,PRODUCTIVITY,NaN,0,17M,100+,Free,0,Everyone,Productivity,"July 26, 2018",12.0.18071400,4.1 and up
+HD Widgets,PERSONALIZATION,4.3,58614,26M,"1,000,000+",Paid,$0.99,Everyone,Personalization,"December 7, 2016",4.3.2,4.4 and up
+BW Wallpaper,PERSONALIZATION,4.5,4,511k,50+,Free,0,Everyone,Personalization,"December 31, 2016",1.4,4.0 and up
+Skull Widget BW,PERSONALIZATION,4.5,4,1.7M,10+,Free,0,Everyone,Personalization,"February 28, 2018",1.1,4.4 and up
+BW Map mobile,TRAVEL_AND_LOCAL,3.6,57,32M,"10,000+",Free,0,Everyone,Travel & Local,"May 31, 2018",3.2,4.0 and up
+Bell and Wyson Camera BW Pix +,LIFESTYLE,2.0,8,12M,"1,000+",Free,0,Everyone,Lifestyle,"November 14, 2016",2.0.18.23,2.3 and up
+Best Western e-Concierge Hotel,TRAVEL_AND_LOCAL,4.0,41,23M,"10,000+",Free,0,Everyone,Travel & Local,"June 4, 2018",2.8.1,5.0 and up
+BlackCam Pro - B&W Camera,PHOTOGRAPHY,4.5,1376,5.5M,"100,000+",Paid,$1.49,Everyone,Photography,"March 26, 2018",1.51,4.0 and up
+SAP BW Tutorial,FAMILY,4.0,11,9.4M,"1,000+",Free,0,Everyone,Education,"January 10, 2016",0.0.1,4.1 and up
+Kromium BW Theme for NEXT,PERSONALIZATION,4.3,1098,18M,"50,000+",Free,0,Everyone,Personalization,"October 11, 2014",1.0.1,3.0 and up
+IP address BW,PRODUCTIVITY,NaN,7,1.8M,500+,Free,0,Everyone,Productivity,"November 20, 2014",1.0,2.2 and up
+Color Changer Pro [root],PERSONALIZATION,4.5,69,951k,"1,000+",Paid,$0.99,Everyone,Personalization,"January 12, 2017",1.11,4.4 and up
+Fantasy theme dark bw black building,ART_AND_DESIGN,4.8,41,1.9M,"5,000+",Free,0,Everyone,Art & Design,"March 20, 2018",1.0.2,4.0 and up
+Keyboard Theme Gate Flat BW,PERSONALIZATION,4.5,75,2.6M,"10,000+",Free,0,Mature 17+,Personalization,"May 26, 2016",2.0,4.0.3 and up
+BW Switch,GAME,NaN,1,13M,10+,Free,0,Everyone,Arcade,"April 16, 2018",1.25,4.1 and up
+Tutorials for SAP BW Offline,FAMILY,NaN,1,16M,100+,Free,0,Everyone,Education,"December 21, 2017",1.0,4.0 and up
+BL Essentials BW Icon Pack,PERSONALIZATION,4.2,17,963k,"1,000+",Free,0,Everyone,Personalization,"May 6, 2013",1.0.1,2.1 and up
+Hypocam,PHOTOGRAPHY,4.5,12572,8.5M,"1,000,000+",Free,0,Everyone,Photography,"March 14, 2018",1.31,4.0 and up
+Hitman GO,FAMILY,4.6,84114,23M,"500,000+",Paid,$0.99,Everyone 10+,Puzzle,"July 5, 2018",1.13.108869,2.3.3 and up
+BW Fuhlenbrock,SPORTS,NaN,4,8.2M,100+,Free,0,Everyone,Sports,"September 27, 2017",4.2.0,4.1 and up
+BW eServices,BUSINESS,NaN,1,3.8M,10+,Free,0,Everyone,Business,"June 5, 2018",1.0,4.2 and up
+B&W Photo Filter Editor,PHOTOGRAPHY,3.9,205,2.4M,"50,000+",Free,0,Everyone,Photography,"July 29, 2017",1.0.5,4.0 and up
+BW t&t,PRODUCTIVITY,NaN,2,1.7M,10+,Free,0,Everyone,Productivity,"December 15, 2016",1.0,4.1 and up
+EBook For SAP BW ON HANA Learning Free,FAMILY,NaN,0,10M,50+,Free,0,Everyone,Education,"April 2, 2018",1.0.1,4.0 and up
+BX Memo,FAMILY,4.3,131,2.0M,"5,000+",Free,0,Everyone,Education,"November 17, 2016",3.3.1,2.2 and up
+Bixby Button Remapper - bxActions Pro / Coffee,TOOLS,3.9,319,25k,"10,000+",Paid,$2.99,Everyone,Tools,"April 28, 2017",1.00,7.0 and up
+Bixby Button Remapper - bxActions,TOOLS,4.3,13064,4.6M,"1,000,000+",Free,0,Everyone,Tools,"May 23, 2018",4.72,7.0 and up
+Bitcoin BX Thailand,FINANCE,3.7,120,31M,"10,000+",Free,0,Everyone,Finance,"October 23, 2017",4.1,4.0.3 and up
+Bx Thailand Alert (Bitcoin),FINANCE,4.7,3,8.2M,100+,Free,0,Everyone,Finance,"February 5, 2018",1.0.2,4.2 and up
+bX Hot Articles by Ex Libris,FAMILY,4.3,42,554k,"5,000+",Free,0,Everyone,Education,"May 9, 2017",2,2.2 and up
+Bitcoin BX Thailand PRO,FINANCE,1.7,21,21M,100+,Paid,$4.99,Everyone,Finance,"October 22, 2017",5.0,4.0.3 and up
+Bitcoin Bx (Thailand),FINANCE,4.5,101,6.9M,"10,000+",Free,0,Everyone,Finance,"August 4, 2018",1.8.4,5.0 and up
+Bx-WiFi-GI,VIDEO_PLAYERS,NaN,0,21M,100+,Free,0,Everyone,Video Players & Editors,"August 15, 2017",1.3.6,4.1 and up
+BX Mobile TMC for SAP B1,BUSINESS,4.7,3,11M,100+,Free,0,Everyone,Business,"January 20, 2015",1.0.16,4.0.3 and up
+BX Thailand - Crypto Tracking & Analyse Bitcoin,FINANCE,NaN,2,34M,100+,Free,0,Everyone,Finance,"March 10, 2018",1.7,4.0.3 and up
+BxPort - Bitcoin Bx (Thailand),FINANCE,5.0,4,4.1M,50+,Free,0,Everyone,Finance,"July 14, 2018",1.0.4,4.2 and up
+Bx Access 4d,TOOLS,NaN,1,1.9M,100+,Free,0,Everyone,Tools,"April 29, 2016",2.2.1,4.0 and up
+bX Thailand Simple Market Price and Alert,FINANCE,NaN,8,3.5M,"1,000+",Free,0,Everyone,Finance,"July 29, 2018",2.5.2,4.4 and up
+QR & Barcode Scanner BX PRO,TOOLS,NaN,4,3.0M,"1,000+",Free,0,Everyone,Tools,"October 30, 2017",1.0,4.2 and up
+BX Diff - Crypto Coins Checker,FINANCE,4.6,83,4.0M,"5,000+",Free,0,Everyone,Finance,"July 16, 2018",1.0.21,4.4 and up
+bitcoin exchange bx thailand,FINANCE,2.9,19,2.2M,"5,000+",Free,0,Everyone,Finance,"June 26, 2017",1.6,4.4 and up
+CSHS BX,FAMILY,NaN,0,18M,100+,Free,0,Everyone,Education,"April 17, 2018",1.0.5.170418-cardspl,4.4 and up
+Bitcoin & Cryptocurrency - Bx,FINANCE,4.8,11,3.7M,"1,000+",Free,0,Everyone,Finance,"November 28, 2017",0.1.6,4.1 and up
+Benefit Extras Mobile App,HEALTH_AND_FITNESS,2.3,3,2.4M,"1,000+",Free,0,Everyone,Health & Fitness,"July 18, 2018",6.0,5.0 and up
+Kick Axe Bx,HEALTH_AND_FITNESS,NaN,0,9.3M,1+,Free,0,Everyone,Health & Fitness,"June 7, 2017",1.0.1,4.0 and up
+Car Driving Simulator Citroen,FAMILY,3.8,174,44M,"10,000+",Free,0,Everyone,Simulation,"July 18, 2017",1.0,2.3 and up
+LEDSHOWTW,TOOLS,4.2,5,31M,500+,Free,0,Everyone,Tools,"April 23, 2018",1.3.3,4.0.3 and up
+C3-C4-PİCASSO-ELYSEE RACİNG,GAME,NaN,12,48M,"1,000+",Free,0,Everyone,Arcade,"February 12, 2017","1,01",4.0 and up
+Water Surfer Floating BMX Bicycle Rider Racing,FAMILY,4.4,551,38M,"100,000+",Free,0,Everyone,Simulation,"July 3, 2017",1.0,2.3 and up
+Driving Cars Simulator Citroen,GAME,NaN,3,49M,100+,Free,0,Everyone,Racing,"April 5, 2018",1.0,4.4 and up
+RC Monster Truck - Offroad Driving Simulator,GAME,4.0,38448,27M,"5,000,000+",Free,0,Everyone,Racing,"June 16, 2018",1.4.3,4.1 and up
+Tiny Call Confirm,COMMUNICATION,4.1,22782,351k,"1,000,000+",Free,0,Everyone,Communication,"March 25, 2015",4.2.0,2.2 and up
+Casa de Bolsa Bx+ Móvil,FINANCE,3.4,5,8.8M,500+,Free,0,Everyone,Finance,"July 18, 2017",1.0.7,4.0 and up
+Super Jabber Jump,GAME,4.3,85882,23M,"10,000,000+",Free,0,Everyone,Arcade,"November 7, 2017",6.6.3106,2.3 and up
+Commando Adventure Assassin,GAME,4.0,51067,48M,"5,000,000+",Free,0,Teen,Action,"May 29, 2018",1.18,4.1 and up
+Limbo PC Emulator QEMU ARM x86,TOOLS,4.2,13005,9.7M,"1,000,000+",Free,0,Everyone,Tools,"January 21, 2018",no_update_signal.2_9_1_arm-x86_64-alpha,4.2 and up
+Lollipop Launcher Plus,PERSONALIZATION,4.1,131,27k,"1,000+",Paid,$4.99,Everyone,Personalization,"March 8, 2015",1.0,4.0.3 and up
+Crypto Tracker by BitScreener,FINANCE,4.7,396,12M,"10,000+",Free,0,Everyone,Finance,"August 5, 2018",3.1.5,5.0 and up
+City Builder 2016: County Mall,FAMILY,4.2,41693,74M,"1,000,000+",Free,0,Everyone,Simulation,"June 4, 2018",1.0.23,4.0 and up
+Fists For Fighting (Fx3),SPORTS,3.9,138739,44M,"10,000,000+",Free,0,Teen,Sports,"July 7, 2018",1.998,4.1 and up
+Train driving simulator,FAMILY,3.8,91645,36M,"10,000,000+",Free,0,Teen,Simulation,"May 8, 2018",1.94,4.1 and up
+Roulette Advisor LITE,GAME,4.1,41,1.4M,"5,000+",Free,0,Everyone,Casino,"August 21, 2014",2.2,3.0 and up
+Mini Motor Racing WRT,GAME,4.2,107497,Varies with device,"1,000,000+",Free,0,Everyone,Racing,"February 2, 2016",Varies with device,2.3.3 and up
+BMX Boy Bike Stunt Rider Game,GAME,3.8,299,25M,"10,000+",Free,0,Everyone,Racing,"November 10, 2017",1.1,4.1 and up
+"CoinMarketApp - CryptoCurrency Portfolio, News,ICO",FINANCE,4.7,20535,Varies with device,"500,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+Best Friends Dress Up & Makeup,FAMILY,3.7,7664,44M,"500,000+",Free,0,Everyone,Casual;Pretend Play,"September 9, 2015",1.0.3,4.0.3 and up
+World of Warriors: Duel,GAME,4.3,25952,36M,"500,000+",Free,0,Everyone 10+,Action,"September 7, 2015",1.1.2,2.3 and up
+Trinomial Factoring Wizard,TOOLS,4.0,22,82k,"1,000+",Paid,$0.99,Everyone,Tools,"October 10, 2014",2.4,2.3 and up
+Driving Zone,GAME,4.2,51791,57M,"1,000,000+",Free,0,Everyone,Racing,"June 6, 2018",1.53,4.1 and up
+Bitcoin Ticker Widget,FINANCE,4.6,25744,Varies with device,"500,000+",Free,0,Everyone,Finance,"July 30, 2018",Varies with device,Varies with device
+Quadratic Equation Solver with Steps and Graphs,FAMILY,4.7,513,9.8M,"50,000+",Free,0,Everyone,Education,"December 14, 2017",1.4.1,4.0 and up
+Color by Number – New Coloring Book,GAME,4.7,142308,24M,"5,000,000+",Free,0,Everyone 10+,Board,"August 1, 2018",2.0.6,4.1 and up
+Car Race by Fun Games For Free,GAME,4.3,54221,47M,"1,000,000+",Free,0,Everyone,Racing,"June 15, 2013",1.2,2.3 and up
+Adult Color By Number Book: Number Coloring Pages,FAMILY,4.2,2231,37M,"500,000+",Free,0,Everyone,Entertainment,"July 23, 2018",2.9,4.4 and up
+Glitter Color By Number - Glitter Number Coloring,FAMILY,3.5,1380,6.9M,"500,000+",Free,0,Everyone,Entertainment,"July 18, 2018",1.6,4.0 and up
+Sandbox - Color by Number Coloring Pages,FAMILY,4.7,412744,10M,"10,000,000+",Free,0,Everyone,Entertainment;Creativity,"July 19, 2018",0.2.7,4.4 and up
+Sandbox Art-Sandbox Color by Number Coloring Pages,FAMILY,4.7,12784,15M,"1,000,000+",Free,0,Everyone,Entertainment,"August 4, 2018",1.3.3,4.1 and up
+One Today by Google,LIFESTYLE,4.5,2586,9.4M,"100,000+",Free,0,Everyone,Lifestyle,"December 17, 2015",1.9.0.110162364,4.0.3 and up
+Art Pixel Coloring. Color by Number.,FAMILY,4.5,992,49M,"100,000+",Free,0,Teen,Entertainment,"August 2, 2018",1.2.0.200,4.2 and up
+Color By Number - Sandbox Pixel Coloring Book,FAMILY,4.7,24557,24M,"1,000,000+",Free,0,Everyone,Casual;Creativity,"August 3, 2018",1.3.6,4.4 and up
+PixelDot - Color by Number Sandbox Pixel Art,FAMILY,4.6,16041,7.3M,"1,000,000+",Free,0,Everyone,Entertainment,"July 5, 2018",1.3.3.1,4.3 and up
+Slot Machines by IGG,GAME,4.6,267229,24M,"10,000,000+",Free,0,Teen,Casino,"May 28, 2018",1.7.4,2.3 and up
+PixPanda - Color by Number Pixel Art Coloring Book,FAMILY,4.9,55723,14M,"1,000,000+",Free,0,Everyone,Entertainment,"June 4, 2018",3.3,4.0.3 and up
+Sandbox Number Coloring Book Art - Color By Number,FAMILY,4.2,14356,Varies with device,"1,000,000+",Free,0,Everyone,Entertainment;Brain Games,"March 9, 2018",2.5,4.1 and up
+Adult Color by Number Book - Paint Mandala Pages,FAMILY,4.3,997,Varies with device,"100,000+",Free,0,Everyone,Entertainment,"June 27, 2018",2.4,4.1 and up
+Photo Editor by Aviary,PHOTOGRAPHY,4.4,1490722,21M,"50,000,000+",Free,0,Everyone,Photography,"July 19, 2018",4.8.4,4.1 and up
+No.Color – Color by Number,FAMILY,4.4,23474,8.8M,"5,000,000+",Free,0,Everyone,Casual;Creativity,"July 26, 2018",1.0.7,4.1 and up
+PixBox Coloring - Color by number Sandbox,FAMILY,4.5,12293,4.0M,"1,000,000+",Free,0,Everyone,Entertainment,"May 6, 2018",1.2.6,4.0.3 and up
+"3D Color by Number: Voxel, Unicorn, Pixel Art 3D",FAMILY,4.3,2017,Varies with device,"100,000+",Free,0,Everyone,Entertainment,"February 16, 2018",2.4,4.1 and up
+Pixelmania - Color by number & create pixel art,FAMILY,4.4,3588,18M,"500,000+",Free,0,Everyone,Entertainment,"February 25, 2018",1.18,4.3 and up
+Valentines love color by number-Pixel art coloring,FAMILY,4.4,767,18M,"100,000+",Free,0,Everyone,Entertainment,"February 23, 2018",1.1,4.1 and up
+Rized ‼️ Color By Number & Pixel Coloring Book,FAMILY,3.0,1279,13M,"100,000+",Free,0,Everyone,Casual,"June 13, 2018",1.1.7,4.3 and up
+Pixyfy: coloring by number coloring book,FAMILY,4.8,22290,13M,"500,000+",Free,0,Everyone,Puzzle,"August 5, 2018",18.08.05,4.0 and up
+Draw Color by Number - Sandbox Pixel Art,FAMILY,4.7,34279,24M,"1,000,000+",Free,0,Everyone,Casual;Creativity,"August 2, 2018",1.2.3,4.4 and up
+Project Fi by Google,TOOLS,4.6,7342,Varies with device,"1,000,000+",Free,0,Everyone,Tools,"July 30, 2018",Varies with device,5.1 and up
+Tattoo Color By Number Draw Book Page Pixel Art,FAMILY,4.0,309,25M,"100,000+",Free,0,Everyone,Entertainment,"May 2, 2018",1.4,4.1 and up
+SegPlay Mobile Paint by Number,FAMILY,3.7,1478,43M,"100,000+",Free,0,Everyone,Casual,"April 22, 2017",4.0.15,2.3 and up
+Paint By Number,FAMILY,3.5,807,4.6M,"500,000+",Free,0,Everyone,Casual,"May 1, 2018",1.4.0,3.0 and up
+Color by Disney,FAMILY,2.7,5706,47M,"500,000+",Free,0,Everyone,Entertainment,"July 13, 2017",1.7,4.4 and up
+Bingo by IGG: Top Bingo+Slots!,GAME,4.7,183343,20M,"5,000,000+",Free,0,Teen,Casino,"May 28, 2018",1.5.1,2.3 and up
+Painting By Numbers,FAMILY,4.1,213,26M,"50,000+",Free,0,Everyone,Puzzle;Brain Games,"June 8, 2018",1.2.100,4.1 and up
+3D Color by Number with Voxels,FAMILY,4.5,5481,69M,"500,000+",Free,0,Everyone,Entertainment,"July 7, 2018",1.3,4.4 and up
+Butterfly Pixel Art - coloring by number,FAMILY,4.6,769,13M,"100,000+",Free,0,Everyone,Entertainment,"April 4, 2018",1.06,4.1 and up
+Best Hairstyles step by step,BEAUTY,4.5,45452,9.2M,"5,000,000+",Free,0,Everyone,Beauty,"July 19, 2018",1.25,4.0 and up
+Halloween Sandbox Number Coloring- Color By Number,FAMILY,4.4,289,19M,"100,000+",Free,0,Everyone,Entertainment,"February 17, 2018",1.2,4.1 and up
+"Fiesta by Tango - Find, Meet and Make New Friends",SOCIAL,4.3,112223,34M,"1,000,000+",Free,0,Mature 17+,Social,"July 5, 2018",5.68.1,5.0 and up
+"Poly Art: Paint by Sticker, Color by Number Puzzle",FAMILY,4.4,2100,Varies with device,"100,000+",Free,0,Everyone,Entertainment;Brain Games,"July 28, 2018",2.3,4.1 and up
+"Pixel art pro-Sand box,paint by number,number draw",FAMILY,4.5,2442,13M,"100,000+",Free,0,Everyone,Casual;Brain Games,"July 6, 2018",2.5.111,4.0.3 and up
+Color by Number: Pixel Art,FAMILY,4.6,12034,34M,"1,000,000+",Free,0,Everyone,Entertainment,"May 26, 2018",4.8,4.1 and up
+UNICORN - Color By Number & Pixel Art Coloring,FAMILY,4.7,8264,24M,"500,000+",Free,0,Everyone,Art & Design;Creativity,"August 2, 2018",1.0.9,4.4 and up
+FunnyPixels - Color by number Sandbox,FAMILY,4.6,1977,3.8M,"100,000+",Free,0,Everyone,Entertainment,"February 21, 2018",1.0.4,4.0.3 and up
+Color By Numbers - Art Game for Kids and Adults,FAMILY,3.1,305,8.3M,"100,000+",Free,0,Everyone,Educational;Brain Games,"July 7, 2016",3,2.3.3 and up
+Elmo Calls by Sesame Street,FAMILY,3.9,6903,25M,"1,000,000+",Free,0,Everyone,Educational;Pretend Play,"January 31, 2018",2.0.7,2.3 and up
+Voxel - 3D Color by Number & Pixel Coloring Book,GAME,4.7,62561,53M,"1,000,000+",Free,0,Everyone,Board,"July 31, 2018",2.4.11,4.1 and up
+No.Diamond – Colors by Number,FAMILY,4.6,9016,24M,"1,000,000+",Free,0,Everyone,Entertainment;Creativity,"August 6, 2018",0.9.34,4.1 and up
+BZ Reminder,BUSINESS,4.7,41625,5.4M,"1,000,000+",Free,0,Everyone,Business,"December 21, 2017",2.3.4,4.1 and up
+B.Z. Live-Ticker,NEWS_AND_MAGAZINES,NaN,114,7.7M,"10,000+",Free,0,Everyone,News & Magazines,"May 25, 2018",1.6,4.2 and up
+420 BZ Budeze Delivery,MEDICAL,5.0,2,11M,100+,Free,0,Mature 17+,Medical,"June 6, 2018",1.0.1,4.1 and up
+Weather BZ,WEATHER,4.4,8433,5.6M,"100,000+",Free,0,Everyone,Weather,"June 6, 2018",5.0.1 build 1,4.0 and up
+BZ Reminder PRO,BUSINESS,4.8,726,5.4M,"1,000+",Paid,$3.99,Everyone,Business,"December 20, 2017",2.3.3,4.1 and up
+BZ Bingo,FAMILY,NaN,1,17M,100+,Free,0,Everyone,Entertainment,"April 3, 2018",1.3,4.0.3 and up
+Evasion.bz,SOCIAL,4.1,8,4.4M,100+,Free,0,Teen,Social,"July 14, 2017",0.0.9,4.1 and up
+BZ Berner Zeitung E-Paper,NEWS_AND_MAGAZINES,NaN,4,Varies with device,"1,000+",Free,0,Everyone,News & Magazines,"July 30, 2018",5.1.1,4.1 and up
+BZ-Smart,NEWS_AND_MAGAZINES,4.3,828,8.2M,"10,000+",Free,0,Everyone,News & Magazines,"October 10, 2017",1.98,2.3.3 and up
+BZ Zombie VR,GAME,4.4,12,98M,"1,000+",Free,0,Mature 17+,Action,"February 7, 2018",1.4,4.4 and up
+BZ Conferencing,TOOLS,4.7,7,29M,"1,000+",Free,0,Everyone,Tools,"June 27, 2018",3.8.3,4.1 and up
+GITZ.bz,SHOPPING,4.0,4,2.4M,10+,Free,0,Everyone,Shopping,"August 4, 2017",1.0,4.1 and up
+Berner Zeitung,NEWS_AND_MAGAZINES,3.4,736,8.5M,"50,000+",Free,0,Teen,News & Magazines,"August 3, 2018",7.5.9.1,4.1 and up
+BZ Fingers,GAME,4.6,15,3.2M,50+,Free,0,Everyone,Arcade,"July 5, 2017",1.3,4.0.3 and up
+Dragon B.Z Wallpapers,PERSONALIZATION,NaN,0,3.8M,10+,Free,0,Everyone,Personalization,"May 6, 2018",2.1,4.0.3 and up
+bz Basellandschaftliche News,NEWS_AND_MAGAZINES,2.8,33,33M,"1,000+",Free,0,Everyone,News & Magazines,"June 6, 2018",1.4.0,5.0 and up
+BZ Langenthaler Tagblatt E-Paper,NEWS_AND_MAGAZINES,NaN,0,Varies with device,10+,Free,0,Everyone,News & Magazines,"July 30, 2018",5.1.1,4.1 and up
+24/7 BZ Reis,TRAVEL_AND_LOCAL,3.1,421,53M,"100,000+",Free,0,Everyone,Travel & Local,"March 9, 2018",4.4.15,4.1 and up
+BZ Delivery,SHOPPING,NaN,1,6.2M,500+,Free,0,Everyone,Shopping,"January 15, 2018",1.1.0,4.0.3 and up
+Badische Zeitung,NEWS_AND_MAGAZINES,3.9,262,22M,"10,000+",Free,0,Everyone,News & Magazines,"June 26, 2018",5.3,4.1 and up
+Dragon BZ Wallpapers HD,PERSONALIZATION,NaN,5,17M,"1,000+",Free,0,Everyone,Personalization,"April 4, 2018",1.11,4.0 and up
+bz Baselland E-Paper,NEWS_AND_MAGAZINES,4.2,69,25M,"5,000+",Free,0,Everyone,News & Magazines,"August 24, 2017",5.1.4,4.4 and up
+BZWBK24 mobile,FINANCE,4.5,64983,39M,"1,000,000+",Free,0,Everyone,Finance,"June 18, 2018",5.0.1,4.1 and up
+BZ Dealer,PRODUCTIVITY,NaN,5,4.6M,500+,Free,0,Everyone,Productivity,"October 31, 2017",1.0.3,4.0.3 and up
+BZ Vesper-App,TRAVEL_AND_LOCAL,4.1,60,13M,"1,000+",Free,0,Everyone,Travel & Local,"August 6, 2015",1.0.2,2.3.3 and up
+BZ-Digital,NEWS_AND_MAGAZINES,NaN,4,36M,100+,Free,0,Everyone,News & Magazines,"March 5, 2018",2.4.1,4.4 and up
+Dragon BZ Super Wallpapers,FAMILY,4.2,12,13M,"1,000+",Free,0,Everyone,Entertainment,"January 16, 2018",1.0,4.0.3 and up
+BZ Berner Oberländer,NEWS_AND_MAGAZINES,NaN,64,8.5M,"1,000+",Free,0,Everyone,News & Magazines,"August 3, 2018",7.5.9.1,4.1 and up
+bz Basel E-Paper,NEWS_AND_MAGAZINES,NaN,72,25M,"5,000+",Free,0,Everyone,News & Magazines,"August 24, 2017",5.1.4,4.4 and up
+Südtirol2Go,MAPS_AND_NAVIGATION,3.3,555,31M,"50,000+",Free,0,Everyone,Maps & Navigation,"December 20, 2017",2.1.2,4.0 and up
+TFO BZ Lessons,FAMILY,4.4,75,3.7M,500+,Free,0,Everyone,Education,"April 28, 2017",2.1.1,4.1 and up
+BZ Langenthaler Tagblatt,VIDEO_PLAYERS,NaN,22,8.5M,"1,000+",Free,0,Everyone,Video Players & Editors,"August 3, 2018",7.5.9.1,4.1 and up
+City Driving Jeep Mania: Parking Passion 2018,FAMILY,4.4,36,24M,"10,000+",Free,0,Everyone,Simulation,"June 14, 2018",1.0,4.0 and up
+Sniper Gun Shot 3D: Impossible Missions,GAME,4.6,20,34M,100+,Free,0,Mature 17+,Action,"May 4, 2018",1.0,4.0 and up
+ePN Cashback AliExpress,SHOPPING,4.4,19212,6.9M,"500,000+",Free,0,Everyone,Shopping,"August 3, 2018",0.2.9.17,4.1 and up
+Elite Commando Shooting War,GAME,4.5,14,45M,100+,Free,0,Teen,Action,"June 29, 2018",1.0,4.0 and up
+Restaurantführer Südbaden,TRAVEL_AND_LOCAL,4.1,46,12M,"1,000+",Free,0,Everyone,Travel & Local,"January 11, 2017",2.0.0,4.0 and up
+bz Basel News,NEWS_AND_MAGAZINES,2.2,23,33M,"1,000+",Free,0,Everyone,News & Magazines,"June 6, 2018",1.4.0,5.0 and up
+Contractor City Construction - Heavy Logistics,FAMILY,4.2,31,35M,"5,000+",Free,0,Everyone,Simulation,"June 12, 2018",1.01,4.0 and up
+Park Limousine: Realistic Limo Parking Simulator,FAMILY,4.8,4,25M,"1,000+",Free,0,Everyone,Simulation,"July 20, 2018",1.0,4.0 and up
+Animal Hunting: Sniper Shooting,GAME,NaN,0,48M,50+,Free,0,Teen,Action,"July 6, 2018",1.0,4.0 and up
+WISE- MOBILE PORTAL,TOOLS,NaN,3,1.0M,500+,Free,0,Everyone,Tools,"July 30, 2015",1.0.0.4,2.2 and up
+Inwestor mobile,FINANCE,3.2,124,7.2M,"10,000+",Free,0,Everyone,Finance,"January 3, 2018",1.2.3,4.1 and up
+BZ Straußenführer,TRAVEL_AND_LOCAL,4.3,291,14M,"10,000+",Free,0,Everyone,Travel & Local,"March 17, 2016",1.2.3,4.0 and up
+Zoosk Dating App: Meet Singles,DATING,4.0,516917,Varies with device,"10,000,000+",Free,0,Mature 17+,Dating,"August 2, 2018",Varies with device,Varies with device
+Putzmeister Experts,TOOLS,4.6,21,8.9M,"1,000+",Free,0,Everyone,Tools,"May 8, 2018",1.3,4.1 and up
+Filmi Gaane,FAMILY,4.4,572,Varies with device,"100,000+",Free,0,Everyone,Entertainment,"August 17, 2017",Varies with device,Varies with device
+Bubble,TOOLS,4.5,31621,208k,"5,000,000+",Free,0,Everyone,Tools,"July 10, 2011",2.0.1,1.6 and up
+iBiznes24 mobile,FINANCE,NaN,38,9.4M,"5,000+",Free,0,Everyone,Finance,"June 30, 2018",1.8.1,4.4 and up
+CA Service Management,BUSINESS,3.4,91,8.3M,"10,000+",Free,0,Everyone,Business,"March 20, 2018",3.1.13,5.0 and up
+CA Mobile Authenticator,BUSINESS,NaN,9,6.9M,"1,000+",Free,0,Everyone,Business,"December 15, 2016",1.0.0,4.2 and up
+CA Latam Partners,BUSINESS,NaN,0,12M,10+,Free,0,Everyone,Business,"August 3, 2018",1.1.2,4.3 and up
+CA Mobile OTP,TOOLS,3.3,688,5.5M,"100,000+",Free,0,Everyone,Tools,"September 5, 2017",2.3.5,2.3.3 and up
+CA Lottery Official App,FAMILY,4.2,7000,26M,"1,000,000+",Free,0,Teen,Entertainment,"August 2, 2018",3.0.2,4.4 and up
+CA Technologies,FAMILY,NaN,1,98M,100+,Free,0,Everyone,Puzzle,"October 20, 2017",1.093,4.1 and up
+CA Case Management,BUSINESS,2.4,16,5.2M,500+,Free,0,Everyone,Business,"May 4, 2016",1.0.1,4.0 and up
+CA UIM Mobile,BUSINESS,3.2,54,7.7M,"1,000+",Free,0,Everyone,Business,"February 29, 2016",8.4.1,4.0 and up
+CA Clarity Mobile Time Manager,BUSINESS,3.1,104,5.3M,"10,000+",Free,0,Everyone,Business,"May 14, 2015",2.0,2.2 and up
+CA Auth ID,TOOLS,3.8,39,375k,"10,000+",Free,0,Teen,Tools,"October 17, 2014",2.2.1,1.6 and up
+Patchcord.ca Inc. App Launcher,BUSINESS,NaN,0,3.7M,10+,Free,0,Everyone,Business,"December 23, 2016",1.21,4.0 and up
+CA Speakers Free,LIFESTYLE,4.8,74,2.9M,"5,000+",Free,0,Teen,Lifestyle,"September 30, 2015",1.6,2.3.3 and up
+CA World '17,PRODUCTIVITY,3.7,7,18M,"1,000+",Free,0,Teen,Productivity,"June 10, 2018",7.17.2.0,5.0 and up
+CA DMV,TOOLS,4.2,5463,6.0M,"1,000,000+",Free,0,Everyone,Tools,"August 25, 2017",4.0,4.1 and up
+Save.ca,SHOPPING,3.7,2094,34M,"100,000+",Free,0,Everyone,Shopping,"July 2, 2018",4.8.18.12,4.1 and up
+California Cop Assist CA Cop,PRODUCTIVITY,3.0,5,7.0M,100+,Paid,$4.99,Everyone,Productivity,"February 11, 2014",1.3,2.2 and up
+CA Laws 2018 (California Laws and Codes),BOOKS_AND_REFERENCE,3.9,56,38M,"5,000+",Free,0,Everyone,Books & Reference,"March 24, 2018",1.17,4.4 and up
+California Cameras - Traffic,TRAVEL_AND_LOCAL,4.0,305,5.4M,"10,000+",Free,0,Everyone,Travel & Local,"June 20, 2018",6.3.4,4.0.3 and up
+CA Speakers,LIFESTYLE,5.0,12,1.2M,100+,Paid,$0.99,Teen,Lifestyle,"March 25, 2014",1.0,3.0 and up
+Register.ca Mobile,PRODUCTIVITY,NaN,0,1.2M,100+,Free,0,Everyone,Productivity,"August 19, 2016",2.0,5.0 and up
+CB Radio Chat - for friends!,COMMUNICATION,4.0,17998,7.9M,"1,000,000+",Free,0,Teen,Communication,"March 27, 2018",2.6.3,4.0 and up
+Truck Chat & CB for Truckers,MAPS_AND_NAVIGATION,2.7,89,2.3M,"10,000+",Free,0,Mature 17+,Maps & Navigation,"July 31, 2018",1.0.10.5,4.0.3 and up
+CB Frequencies FREE!,TOOLS,3.1,364,2.3M,"100,000+",Free,0,Everyone,Tools,"March 2, 2018",2,4.0.3 and up
+CB On Mobile,COMMUNICATION,4.1,901,323k,"100,000+",Free,0,Teen,Communication,"April 26, 2017",1.0.5,4.0 and up
+Cricbuzz - Live Cricket Scores & News,SPORTS,4.5,838738,Varies with device,"50,000,000+",Free,0,Everyone,Sports,"May 18, 2018",Varies with device,Varies with device
+CB Frequencies,TOOLS,4.0,5,1.4M,100+,Paid,$0.99,Everyone,Tools,"December 24, 2015",1.0,4.0.3 and up
+Virtual Walkie Talkie,COMMUNICATION,3.8,21785,2.5M,"1,000,000+",Free,0,Everyone,Communication,"August 13, 2015",1.41,2.3 and up
+CB Outdoors,FAMILY,3.8,5,12M,"1,000+",Free,0,Everyone,Education,"May 30, 2017",1.200,4.0.3 and up
+Viking CB Radios,BUSINESS,4.3,6,15M,"1,000+",Free,0,Everyone,Business,"May 24, 2017",1.0.1,4.1 and up
+Frequencies Free,TOOLS,3.5,382,3.1M,"100,000+",Free,0,Everyone,Tools,"February 4, 2018",1.9,4.0.3 and up
+CB-Mobile Banking,FINANCE,4.5,96,12M,"10,000+",Free,0,Everyone,Finance,"June 22, 2018",4.17.38,4.4 and up
+CBRadioTab,TOOLS,3.9,127,1.5M,"50,000+",Free,0,Everyone,Tools,"April 1, 2017",1.0,3.0 and up
+CB SMART LIFE,TOOLS,NaN,30,9.0M,500+,Free,0,Everyone,Tools,"July 3, 2018",2.4.0,4.1 and up
+CB Bank Mobile Banking,FINANCE,4.5,1308,3.7M,"100,000+",Free,0,Everyone,Finance,"June 8, 2015",13.0,2.2 and up
+CB Martial Arts,HEALTH_AND_FITNESS,NaN,0,8.7M,10+,Free,0,Everyone,Health & Fitness,"May 15, 2018",1.1.7,4.1 and up
+C.B. Shop,SHOPPING,NaN,19,19M,100+,Free,0,Everyone,Shopping,"May 9, 2017",1.0.1,4.0.3 and up
+CB Underground,LIFESTYLE,3.3,3,7.4M,500+,Free,0,Everyone,Lifestyle,"September 15, 2015",1.2,3.2 and up
+CB Background - Free HD Wallpaper Images,PERSONALIZATION,4.1,4538,3.3M,"1,000,000+",Free,0,Everyone,Personalization,"March 24, 2018",3.1.0,4.0 and up
+CB NFC Pendant,HEALTH_AND_FITNESS,NaN,0,913k,50+,Free,0,Everyone,Health & Fitness,"October 4, 2017",1.0.2,4.1 and up
+WRLP CB Repeater,FAMILY,NaN,14,4.9M,"1,000+",Free,0,Teen,Entertainment,"July 21, 2018",1.1.11,2.1 and up
+CB Fit,HEALTH_AND_FITNESS,5.0,1,7.8M,10+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+Minwa HA ( C.B ),HOUSE_AND_HOME,NaN,0,5.0M,50+,Free,0,Everyone,House & Home,"September 15, 2017",1.0.0,4.1 and up
+Channel 19,COMMUNICATION,3.7,916,12M,"100,000+",Free,0,Mature 17+,Communication,"July 13, 2018",2.2.6,4.1 and up
+Citizens Bank - CB Mobile,FINANCE,4.8,6,11M,"1,000+",Free,0,Everyone,Finance,"August 2, 2018",4.19.62,4.4 and up
+CB Mobile Access,FINANCE,1.5,57,25M,"1,000+",Free,0,Everyone,Finance,"February 26, 2018",4.3.6,4.2 and up
+CB VIDEO VISION,PHOTOGRAPHY,5.0,13,2.6M,100+,Free,0,Everyone,Photography,"September 12, 2017",0.0.2,4.1 and up
+CB Hair Png - New Hair Png For CB Editing,PHOTOGRAPHY,4.6,26,7.2M,500+,Free,0,Everyone,Photography,"July 29, 2018",2,4.0 and up
+CB STARS,FAMILY,NaN,1,1.8M,10+,Free,0,Everyone,Education,"December 30, 2017",1.0,1.6 and up
+CB Mobile,BUSINESS,NaN,3,2.6M,100+,Free,0,Everyone,Business,"April 26, 2018",10,4.0 and up
+C B Patel Health Club,HEALTH_AND_FITNESS,5.0,5,14M,100+,Free,0,Everyone,Health & Fitness,"July 2, 2018",1.0.1,4.4 and up
+CB Trader,FINANCE,4.7,11,2.2M,"1,000+",Free,0,Everyone,Finance,"April 11, 2018",1.6.1,4.0 and up
+CB TV,FAMILY,NaN,2,1.9M,100+,Free,0,Teen,Strategy,"September 13, 2016",1.0.0,4.0.3 and up
+Football-CB GO Clock Theme,PERSONALIZATION,4.7,26,5.6M,"1,000+",Free,0,Everyone,Personalization,"March 3, 2017",1.0.3,4.0.3 and up
+CB SmartCAR Monitor,TOOLS,NaN,1,514k,10+,Free,0,Everyone,Tools,"July 20, 2017",4.0,4.3 and up
+CB News,FAMILY,5.0,7,20M,50+,Free,0,Everyone,Education,"September 10, 2016",1.2.0,4.1 and up
+CB Pay,FINANCE,4.5,198,11M,"10,000+",Free,0,Everyone,Finance,"July 9, 2018",1.8.0,4.4 and up
+CB Mobile GA,FINANCE,NaN,1,12M,100+,Free,0,Everyone,Finance,"November 21, 2017",1.9.1,4.1 and up
+CB Register,FAMILY,5.0,1,5.6M,10+,Free,0,Everyone,Entertainment,"June 27, 2018",1.0,4.1 and up
+Cádiz CB Gades,SPORTS,NaN,1,3.8M,10+,Free,0,Everyone,Sports,"August 5, 2018",opción de cerrar,4.1 and up
+CB Land,BUSINESS,NaN,0,6.4M,100+,Free,0,Everyone,Business,"March 13, 2018",6.3.5,4.1 and up
+Cb browser,COMMUNICATION,5.0,5,3.7M,50+,Free,0,Everyone,Communication,"April 2, 2018",1.0,4.0 and up
+CB Edits PNG & CB Backgrounds,PHOTOGRAPHY,4.2,17,3.4M,"5,000+",Free,0,Everyone,Photography,"July 20, 2018",1.0.0,4.1 and up
+CB Mobile Biz,FINANCE,1.0,3,8.4M,500+,Free,0,Everyone,Finance,"February 22, 2016",4.4.1255,4.0 and up
+Antenna Tool Premium,TOOLS,4.5,14,2.9M,500+,Paid,$0.99,Everyone,Tools,"October 26, 2017",2.2,4.0.3 and up
+Antenna Tool,TOOLS,4.2,522,2.9M,"50,000+",Free,0,Everyone,Tools,"October 26, 2017",2.2 Free,4.0.3 and up
+CB Heroes,SOCIAL,5.0,5,1.8M,5+,Free,0,Everyone,Social,"August 4, 2018",1.2.4,5.0 and up
+Frequencies,TOOLS,4.2,11,3.1M,500+,Paid,$0.99,Everyone,Tools,"February 4, 2018",1.9,4.0.3 and up
+Creative Destruction,GAME,4.4,201426,80M,"5,000,000+",Free,0,Teen,Action,"August 2, 2018",1.0.6,4.0 and up
+CD Library,PRODUCTIVITY,3.9,44,3.3M,"10,000+",Free,0,Everyone,Productivity,"February 18, 2017",5.7.2,2.1 and up
+Sonic CD Classic,GAME,4.6,26138,15M,"1,000,000+",Free,0,Everyone,Action,"February 14, 2018",1.0.2,4.2 and up
+ARK: Survival Evolved,GAME,3.8,51523,36M,"500,000+",Free,0,Teen,Adventure,"August 2, 2018",1.0.90,7.0 and up
+APagri CD,PRODUCTIVITY,NaN,5,Varies with device,10+,Free,0,Everyone,Productivity,"May 26, 2018",Varies with device,Varies with device
+Design innovation CD Cassette,LIFESTYLE,NaN,5,8.3M,500+,Free,0,Everyone,Lifestyle,"February 6, 2017",1.0,2.3 and up
+DIY Crafts Cds,LIFESTYLE,4.0,209,3.1M,"50,000+",Free,0,Everyone,Lifestyle,"January 24, 2017",3.0,3.0 and up
+CD Events,BUSINESS,NaN,1,9.5M,100+,Free,0,Everyone,Business,"March 27, 2015",0.9.0,2.3.3 and up
+PRIMATURE.CD,NEWS_AND_MAGAZINES,NaN,6,4.8M,100+,Free,0,Everyone,News & Magazines,"October 30, 2017",6.3.7.1,4.1 and up
+CD Roma's,BUSINESS,NaN,2,6.7M,100+,Free,0,Everyone,Business,"June 4, 2015",2.00.0.3,4.0.3 and up
+CD Ready,BUSINESS,4.6,52,Varies with device,"1,000+",Free,0,Everyone,Business,"February 2, 2017",6.3.3,4.0 and up
+INTERKINOIS.CD,NEWS_AND_MAGAZINES,NaN,1,1.5M,5+,Free,0,Everyone,News & Magazines,"June 9, 2018",1.0,4.0.3 and up
+CD Live - Club del Deportista,LIFESTYLE,NaN,8,9.2M,500+,Free,0,Everyone,Lifestyle,"June 12, 2018",4.1,4.1 and up
+Bootable Methods(USB-CD-DVD),BOOKS_AND_REFERENCE,3.4,37,3.4M,"10,000+",Free,0,Everyone,Books & Reference,"May 31, 2018",1.5,4.0 and up
+Creative CD Letter Holder,LIFESTYLE,NaN,0,13M,10+,Free,0,Everyone,Lifestyle,"November 15, 2017",7.1,4.0 and up
+CD CHOICE TUBE,FAMILY,5.0,10,5.8M,500+,Free,0,Everyone,Entertainment,"July 23, 2017",0.0.4,4.1 and up
+My Movies Pro - Movie & TV Collection Library,LIFESTYLE,4.6,6477,20M,"10,000+",Paid,$7.99,Everyone,Lifestyle,"July 16, 2018",2.26 Build 17,4.1 and up
+CD View Lite,TOOLS,NaN,2,20M,100+,Free,0,Everyone,Tools,"February 2, 2018",1.0.180202,4.1 and up
+CD - Teach me ABC English L1,FAMILY,NaN,2,63M,500+,Free,0,Everyone,Education,"June 18, 2017",1.0.0,4.0 and up
+Best Design CD Ideas,LIFESTYLE,NaN,0,13M,10+,Free,0,Everyone,Lifestyle,"April 18, 2018",1.0.0,4.0.3 and up
+CD Carpe Diem App,FAMILY,NaN,17,27M,100+,Free,0,Everyone,Education,"July 18, 2018",2,4.1 and up
+Yazdani Cd Center EllahAbad Official App,FAMILY,5.0,8,3.8M,500+,Free,0,Everyone,Entertainment,"January 12, 2018",2.0,4.0 and up
+CD JUANITO,SPORTS,NaN,6,16M,500+,Free,0,Everyone,Sports,"October 26, 2017",6.0,4.1 and up
+CD Music,LIBRARIES_AND_DEMO,NaN,1,2.3M,100+,Free,0,Everyone,Libraries & Demo,"March 30, 2018",1.0,4.4 and up
+DIY cd rom ideas,LIFESTYLE,NaN,5,12M,500+,Free,0,Everyone,Lifestyle,"October 17, 2016",1.0,2.3.3 and up
+Easy DIY CD Craft Ideas,ART_AND_DESIGN,NaN,7,5.6M,"5,000+",Free,0,Everyone,Art & Design,"May 30, 2018",1.0,2.3 and up
+Disc Label Print,TOOLS,3.0,262,37M,"10,000+",Free,0,Everyone,Tools,"September 20, 2016",1.0.0,4.0 and up
+Kiosque CD,TRAVEL_AND_LOCAL,NaN,0,22M,5+,Free,0,Everyone,Travel & Local,"June 18, 2018",4.6.2201,4.3 and up
+CD-Zing,BUSINESS,3.8,70,Varies with device,"1,000+",Free,0,Everyone,Business,"October 26, 2016",6.2.7,4.0 and up
+Nero AirBurn,VIDEO_PLAYERS,4.2,1008,1.7M,"100,000+",Free,0,Everyone,Video Players & Editors,"June 26, 2015",1.0.9,4.0 and up
+CD COMET,MAPS_AND_NAVIGATION,4.3,12,2.6M,100+,Free,0,Everyone,Maps & Navigation,"August 4, 2018",4.0,4.1 and up
+DIY Recycled CD Wall Art,LIFESTYLE,NaN,3,7.9M,"1,000+",Free,0,Everyone,Lifestyle,"December 14, 2016",1.0,2.3 and up
+CD View,TOOLS,NaN,0,20M,500+,Free,0,Everyone,Tools,"February 6, 2018",1.0.180206,4.1 and up
+US 115th CD,TRAVEL_AND_LOCAL,NaN,0,5.7M,5+,Free,0,Everyone,Travel & Local,"November 3, 2017",106,4.0.3 and up
+Билеты ПДД CD 2019 PRO,AUTO_AND_VEHICLES,NaN,21,16M,100+,Paid,$1.49,Everyone,Auto & Vehicles,"July 27, 2018",1.49,4.0 and up
+STADE.CD,NEWS_AND_MAGAZINES,NaN,0,1.7M,5+,Free,0,Everyone,News & Magazines,"June 9, 2018",1.0,4.0.3 and up
+OBJECTIFINFOS.CD,NEWS_AND_MAGAZINES,NaN,2,4.2M,50+,Free,0,Everyone,News & Magazines,"May 23, 2018",1.1,4.1 and up
+DIY CD Craft Ideas,LIFESTYLE,4.4,5,4.6M,"1,000+",Free,0,Everyone,Lifestyle,"January 14, 2017",1.0,2.3 and up
+РееI Smart Remote MP3 CD Player,TOOLS,3.2,27,2.7M,"5,000+",Free,0,Everyone,Tools,"January 22, 2018",1.2,4.0 and up
+CD Padel Mora,SPORTS,NaN,1,7.2M,50+,Free,0,Everyone,Sports,"June 14, 2018",7.3,4.0 and up
+Diligan CD VR,MEDICAL,NaN,1,46M,50+,Free,0,Everyone,Medical,"May 21, 2018",1.0,4.4 and up
+CD Supply,BUSINESS,NaN,0,14M,5+,Free,0,Mature 17+,Business,"May 28, 2018",2.3.2,5.0 and up
+Music Collector Inventory Organizer UPC Discogs,LIFESTYLE,3.5,155,12M,"10,000+",Free,0,Everyone,Lifestyle,"October 13, 2017",3.1,4.1 and up
+CE on the go,TOOLS,4.4,79,3.7M,"10,000+",Free,0,Everyone,Tools,"February 15, 2018",1.283.0037,2.3.3 and up
+CE Map - Interactive Conan Exiles Map,MAPS_AND_NAVIGATION,4.5,62,1.6M,"1,000+",Paid,$0.99,Everyone,Maps & Navigation,"June 30, 2018",1.3,4.0 and up
+CE Broker,FAMILY,3.7,190,12M,"10,000+",Free,0,Everyone,Education,"March 22, 2017",2.2.0,4.4 and up
+CE Smart,TOOLS,5.0,3,29M,100+,Free,0,Everyone,Tools,"May 28, 2018",2.2.0,4.1 and up
+PAC-MAN CE DX,GAME,4.5,1692,36M,"10,000+",Paid,$4.99,Everyone,Arcade,"April 23, 2018",1.1.0,4.0.3 and up
+CEHQ - CE Credits for Nurses,FAMILY,4.5,12,4.0M,"1,000+",Free,0,Everyone,Education,"May 25, 2018",3.0.18,5.0 and up
+Theatre of the Absurd CE(Full),FAMILY,4.1,1143,15M,"10,000+",Paid,$2.99,Everyone 10+,Casual,"May 21, 2013",1.0,2.0.1 and up
+CE SmartApp.com,BUSINESS,NaN,0,42M,100+,Free,0,Everyone,Business,"March 16, 2018",102.0.875,4.2 and up
+OE TRACKER CE Attendance App,MEDICAL,3.4,16,7.8M,"5,000+",Free,0,Everyone,Medical,"March 20, 2018",1.3.0,4.4 and up
+Professor Online SEDUC-CE,FAMILY,4.1,188,4.6M,"10,000+",Free,0,Everyone,Education,"July 6, 2018",1.3,4.1 and up
+ABAI CE Scanner,FAMILY,NaN,0,4.3M,"1,000+",Free,0,Everyone,Education,"January 23, 2018",1.3,4.1 and up
+C-E Federal Credit Union,FINANCE,NaN,1,2.8M,500+,Free,0,Everyone,Finance,"March 23, 2018",3.0.6,4.1 and up
+TI-84 CE Graphing Calculator Manual TI 84,FAMILY,5.0,1,27M,100+,Paid,$4.99,Everyone,Education,"March 28, 2018",1.5.2,4.1 and up
+Ultra CE calculator,SPORTS,4.2,28,7.3M,"1,000+",Free,0,Everyone,Sports,"June 17, 2018",1.52,4.0.3 and up
+Shiver: Moonlit Grove CE,FAMILY,4.1,3433,23M,"50,000+",Free,0,Everyone 10+,Casual,"March 14, 2016",1.1.0,2.3.3 and up
+Beast of Lycan Isle CE,FAMILY,4.1,2683,20M,"50,000+",Free,0,Everyone 10+,Casual,"January 23, 2014",1.0,2.3 and up
+QUI EST CE ?,FAMILY,NaN,7,5.4M,"1,000+",Free,0,Everyone,Puzzle,"October 11, 2015",1.0,2.2 and up
+Volvo CE Insider,BUSINESS,4.2,45,24M,"1,000+",Free,0,Everyone,Business,"March 16, 2018",1.15.5,4.0.3 and up
+Grim Tales: The Wishes CE,GAME,4.3,4923,20M,"100,000+",Free,0,Everyone 10+,Adventure,"August 26, 2015",1.0.0,2.3.3 and up
+AC CE BJT Actorial,FAMILY,NaN,1,1.4M,50+,Paid,$2.00,Everyone,Education,"September 27, 2015",2.4,1.6 and up
+MCQ CE IT,FAMILY,5.0,22,3.6M,"1,000+",Free,0,Everyone,Education,"November 7, 2017",2.0,4.4 and up
+Placement Tips for BE (CE/IT),FAMILY,4.4,7,6.3M,500+,Free,0,Everyone,Education,"June 24, 2016",1.4,4.0 and up
+NetApp CE,BUSINESS,NaN,0,21M,100+,Free,0,Everyone,Business,"February 27, 2018",v6.6.0,5.0 and up
+Depths of Betrayal CE (Full),FAMILY,4.3,363,14M,"1,000+",Paid,$2.99,Everyone 10+,Casual,"August 19, 2013",1.0.0,2.3 and up
+Merck CE,BUSINESS,4.5,2,25M,100+,Free,0,Everyone,Business,"February 13, 2017",1.0,4.1 and up
+CE-STRONG,FAMILY,NaN,0,16M,100+,Free,0,Everyone,Education,"June 17, 2016",1.0.4,4.0 and up
+Magana Jari ce Littafi Na Uku : Part 3 of 3,FAMILY,4.8,65,55M,"5,000+",Free,0,Everyone,Education,"November 19, 2017",1.0,4.0 and up
+CCleaner,TOOLS,4.4,885187,22M,"50,000,000+",Free,0,Everyone,Tools,"July 19, 2018",4.7.0,4.1 and up
+Qu'est ce qui est jaune et qui attend ?,FAMILY,NaN,10,3.0M,500+,Free,0,Everyone,Entertainment,"July 13, 2017",1.1 (j'sais pas),4.4 and up
+CE-SETRAM l’Appli,LIBRARIES_AND_DEMO,NaN,0,2.6M,100+,Free,0,Everyone,Libraries & Demo,"December 5, 2017",1.1.8,4.0.3 and up
+CE KISIO,LIFESTYLE,NaN,1,24M,100+,Free,0,Everyone,Lifestyle,"February 5, 2018",1.0.1,4.1 and up
+Terminal Emulator for Android,TOOLS,4.4,113951,551k,"10,000,000+",Free,0,Everyone,Tools,"April 15, 2015",1.0.70,1.6 and up
+Ceasa CE,TOOLS,NaN,0,4.0M,50+,Free,0,Everyone,Tools,"June 13, 2018",1.0,4.0 and up
+CE Genius Nurses Edition,MEDICAL,NaN,0,5.1M,1+,Paid,$3.99,Everyone,Medical,"June 1, 2018",1.5,4.0.3 and up
+CE HPJM 69,NEWS_AND_MAGAZINES,NaN,2,22M,50+,Free,0,Everyone,News & Magazines,"November 9, 2017",1.0,4.1 and up
+CE SODEXO PASS FRANCE,PRODUCTIVITY,NaN,0,21M,50+,Free,0,Everyone,Productivity,"June 6, 2018",2.3,4.1 and up
+CE AH VLJ,TRAVEL_AND_LOCAL,NaN,1,18M,"1,000+",Free,0,Everyone,Travel & Local,"November 9, 2017",1.4,4.1 and up
+Pregnancy Tracker & Countdown to Baby Due Date,PARENTING,4.7,658087,62M,"10,000,000+",Free,0,Everyone,Parenting,"May 24, 2018",3.15.1,5.0 and up
+ACCEPT CE MARKING,PRODUCTIVITY,NaN,0,30M,10+,Free,0,Everyone,Productivity,"June 28, 2018",1.0,4.1 and up
+CE AR LOG,LIFESTYLE,NaN,0,23M,1+,Free,0,Everyone,Lifestyle,"July 11, 2018",1.0.1,4.1 and up
+CE Airbus,LIFESTYLE,NaN,0,Varies with device,100+,Free,0,Everyone,Lifestyle,"April 24, 2018",Varies with device,Varies with device
+"Führerschein Klasse CE, LKW 2018",FAMILY,NaN,57,Varies with device,"1,000+",Paid,$2.49,Everyone,Education,"April 9, 2018",4.2.0,Varies with device
+CE Intelligence,BUSINESS,NaN,0,10M,5+,Free,0,Everyone,Business,"November 15, 2016",1.1,4.0 and up
+CrossFire: Legends,GAME,4.3,144040,29M,"5,000,000+",Free,0,Teen,Action,"July 25, 2018",1.0.9.10,4.0 and up
+CF.lumen,TOOLS,4.4,4901,1.9M,"100,000+",Free,0,Everyone,Tools,"February 9, 2017",3.70,5.0 and up
+CF-Bench Pro,TOOLS,4.6,159,29k,"1,000+",Paid,$1.49,Everyone,Tools,"June 23, 2011",1.1,1.6 and up
+CF SHOP!,LIFESTYLE,2.8,88,43M,"10,000+",Free,0,Everyone,Lifestyle,"June 30, 2018",1.8.1,4.4 and up
+CF Life,FAMILY,5.0,4,8.3M,100+,Free,0,Everyone,Education,"June 27, 2018",3.8.0,4.1 and up
+Cheapflights – Flight Search,TRAVEL_AND_LOCAL,4.4,47777,19M,"5,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+CF-Bench,TOOLS,4.4,2132,103k,"100,000+",Free,0,Everyone,Tools,"July 3, 2013",1.3,2.1 and up
+CF Appreciation,LIFESTYLE,2.0,11,6.2M,"1,000+",Free,0,Everyone,Lifestyle,"June 12, 2018",2.4.78-s,4.1 and up
+Unity CF,LIFESTYLE,5.0,5,8.3M,100+,Free,0,Everyone,Lifestyle,"April 12, 2016",1.0,4.0.3 and up
+Next Launcher 3D Bold-CF Theme,PERSONALIZATION,4.4,175,5.5M,"1,000+",Paid,$0.99,Everyone,Personalization,"January 11, 2014",1.042,2.2 and up
+Overcomers CF - GA,LIFESTYLE,5.0,7,11M,100+,Free,0,Everyone,Lifestyle,"March 20, 2017",1.1,4.1 and up
+Themes DAF CF 85 Trucks,PERSONALIZATION,NaN,2,17M,100+,Free,0,Teen,Personalization,"June 9, 2016",1.0,2.3.3 and up
+CF Chat: Connecting Friends,COMMUNICATION,3.4,5,2.4M,100+,Free,0,Teen,Communication,"April 27, 2016",1.4,2.3 and up
+CF Invest,FINANCE,4.4,11,4.6M,500+,Free,0,Everyone,Finance,"February 2, 2018",1.20,4.1 and up
+Team CF,LIFESTYLE,NaN,0,3.0M,100+,Free,0,Everyone,Lifestyle,"June 7, 2018",3.9.9.2,2.3 and up
+iOBD2-CF,TOOLS,3.4,5,21M,500+,Free,0,Everyone,Tools,"December 26, 2016",1.0,2.3.3 and up
+CF PD,FINANCE,NaN,4,2.7M,100+,Free,0,Everyone,Finance,"March 28, 2018",1.10,4.1 and up
+Themes DAF CF Trucks,PERSONALIZATION,NaN,2,15M,100+,Free,0,Teen,Personalization,"June 9, 2016",1.0,2.3.3 and up
+CF Calculator,LIFESTYLE,3.3,25,4.7M,"1,000+",Free,0,Everyone,Lifestyle,"March 10, 2015",1.0.2,4.0 and up
+CF Climb,LIFESTYLE,1.5,2,3.0M,100+,Free,0,Everyone,Lifestyle,"June 7, 2018",3.9.9.2,2.3 and up
+Squeezy CF,MEDICAL,NaN,0,1.4M,10+,Paid,$2.99,Everyone,Medical,"April 26, 2017",1.2.11,4.0 and up
+Wallpapers DAF CF Trucks,PERSONALIZATION,NaN,1,13M,100+,Free,0,Teen,Personalization,"June 13, 2016",1.0,2.3.3 and up
+Wallpapers DAF CF 85 Trucks,PERSONALIZATION,NaN,0,16M,10+,Free,0,Teen,Personalization,"April 29, 2017",1.0,4.1 and up
+CF,FINANCE,5.0,2,2.0M,100+,Free,0,Everyone,Finance,"March 30, 2016",1.1,4.0 and up
+Wallpapers Truck DAF CF,PERSONALIZATION,NaN,19,11M,"1,000+",Free,0,Everyone,Personalization,"June 27, 2016",1.0,2.3.3 and up
+CF cal,TOOLS,4.3,123,2.9M,"10,000+",Free,0,Everyone,Tools,"February 9, 2016",1.0.6,4.0 and up
+CF GeneE,MEDICAL,4.3,16,40M,"1,000+",Free,0,Everyone,Medical,"May 31, 2018",5.0.0,4.0 and up
+Themes DAF CF 85,PERSONALIZATION,NaN,3,14M,100+,Free,0,Teen,Personalization,"May 13, 2016",1.0,2.3.3 and up
+CF SPOT,HEALTH_AND_FITNESS,NaN,0,9.7M,100+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+CF Talenti,HEALTH_AND_FITNESS,NaN,4,7.8M,100+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+Villarreal CF Wallpapers 4 Fans,LIFESTYLE,NaN,2,3.2M,50+,Free,0,Everyone,Lifestyle,"May 22, 2018",1.0,4.0 and up
+Thrive CF,HEALTH_AND_FITNESS,2.2,6,8.0M,100+,Free,0,Everyone,Health & Fitness,"January 5, 2018",1.0.1,4.3 and up
+Special Forces Group 2,GAME,4.6,1432809,29M,"10,000,000+",Free,0,Mature 17+,Action,"July 29, 2018",3.3,4.0 and up
+Valencia CF Wallpapers 4 Fans,LIFESTYLE,NaN,4,3.1M,100+,Free,0,Everyone,Lifestyle,"May 22, 2018",1.0,4.0 and up
+Cacique CF,SPORTS,NaN,19,3.5M,100+,Free,0,Everyone,Sports,"October 10, 2016",01e,4.0.3 and up
+CF Townsville,HEALTH_AND_FITNESS,5.0,4,14M,100+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+CF Church,FAMILY,NaN,1,8.7M,50+,Free,0,Teen,Education,"June 26, 2018",3.8.0,4.1 and up
+CF Etowah,HEALTH_AND_FITNESS,NaN,0,8.8M,100+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+"Cystic Fibrosis Symptoms, Doctors & Treatments",HEALTH_AND_FITNESS,4.7,6,9.7M,100+,Free,0,Teen,Health & Fitness,"April 24, 2018",1.0.7,5.0 and up
+Málaga CF Wallpapers 4 Fans,LIFESTYLE,NaN,2,3.1M,10+,Free,0,Everyone,Lifestyle,"May 22, 2018",1.0,4.0 and up
+Cluster CF,SPORTS,NaN,10,3.2M,100+,Free,0,Everyone,Sports,"July 15, 2018",4.11,4.1 and up
+CF Themis,HEALTH_AND_FITNESS,NaN,0,8.5M,100+,Free,0,Everyone,Health & Fitness,"July 12, 2018",3.1.2,4.1 and up
+Imperium CF,SPORTS,NaN,9,3.5M,500+,Free,0,Everyone,Sports,"March 22, 2017",01e,4.0.3 and up
+Azulones Getafe CF Fans,SPORTS,NaN,4,7.8M,100+,Free,0,Teen,Sports,"March 25, 2017",2.3.11,2.3.3 and up
+CF Riga,HEALTH_AND_FITNESS,NaN,12,11M,100+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+Casa CF,HEALTH_AND_FITNESS,4.7,12,6.3M,500+,Free,0,Everyone,Health & Fitness,"July 12, 2018",3.1.2,4.1 and up
+CampGladiator,HEALTH_AND_FITNESS,3.5,293,19M,"50,000+",Free,0,Everyone,Health & Fitness,"July 20, 2018",2.4.43,4.1 and up
+CG Creative Sets: 2D/3D Artist,NEWS_AND_MAGAZINES,4.3,117,5.0M,"10,000+",Free,0,Everyone,News & Magazines,"June 22, 2016",3.1,4.0.3 and up
+Motocross Motorbike Simulator Offroad,GAME,3.6,51366,16M,"5,000,000+",Free,0,Everyone,Racing,"June 14, 2017",Varies with device,2.3 and up
+CG Daily News,NEWS_AND_MAGAZINES,4.3,65,3.5M,"10,000+",Free,0,Everyone,News & Magazines,"April 29, 2018",8.2,4.0.3 and up
+CG - Calendars Add-On,PRODUCTIVITY,3.6,49,2.3M,"5,000+",Free,0,Everyone 10+,Productivity,"July 29, 2015",1.0.1,4.0 and up
+CG Fit Scale,HEALTH_AND_FITNESS,2.6,13,3.3M,"1,000+",Free,0,Everyone,Health & Fitness,"October 13, 2015",1.1.4,4.0 and up
+All Info about Cg,FAMILY,4.7,15,4.1M,"1,000+",Free,0,Teen,Education,"November 10, 2017",7.4,2.3 and up
+cg guruji,FAMILY,4.5,170,4.1M,"10,000+",Free,0,Everyone,Education,"November 14, 2017",7.2,2.3 and up
+CG Yojna & Jansampark,FAMILY,4.0,54,4.1M,"5,000+",Free,0,Teen,Education,"September 12, 2017",7.2,2.3 and up
+Offline Jízdní řády CG Transit,MAPS_AND_NAVIGATION,4.6,7314,7.0M,"100,000+",Free,0,Everyone,Maps & Navigation,"September 7, 2017",3.1.4,4.0 and up
+CG Prints,PHOTOGRAPHY,5.0,1,2.3M,100+,Free,0,Everyone,Photography,"January 24, 2017",1.0.5,4.3 and up
+CG Job Alerts,FAMILY,4.2,116,4.1M,"10,000+",Free,0,Everyone,Education,"September 11, 2017",7.2,2.3 and up
+CG - Conference Call Add-On,PRODUCTIVITY,NaN,6,1.1M,"1,000+",Free,0,Everyone,Productivity,"August 2, 2018",1.2,4.0 and up
+Somos CG,PRODUCTIVITY,NaN,2,18M,100+,Free,0,Everyone,Productivity,"April 26, 2018",1.2.0,4.1 and up
+CG Samanya Gyan,FAMILY,4.2,145,4.1M,"10,000+",Free,0,Teen,Education,"September 12, 2017",7.2,2.3 and up
+CG Smart,SPORTS,NaN,2,1.5M,100+,Free,0,Everyone,Sports,"August 12, 2016",1.4,4.0.3 and up
+CG Freelancer,NEWS_AND_MAGAZINES,4.7,10,2.3M,"1,000+",Free,0,Everyone,News & Magazines,"July 30, 2014",2.0.1,4.1 and up
+CG Wallpapers,FAMILY,4.5,11,3.5M,500+,Free,0,Mature 17+,Entertainment,"June 19, 2018",12.1,4.0.3 and up
+Best CG Backgrounds,FAMILY,3.6,8,3.7M,500+,Free,0,Everyone,Entertainment,"May 20, 2018",8.0,4.0.3 and up
+CG Districts,SOCIAL,3.8,14,Varies with device,"1,000+",Free,0,Everyone,Social,"May 3, 2018",Varies with device,Varies with device
+Amazing CG Backgrounds,FAMILY,4.2,34,4.0M,"1,000+",Free,0,Everyone,Entertainment,"May 17, 2018",9.0,4.0.3 and up
+CG BILASPUR CARNIVAL,EVENTS,3.8,59,1.8M,"5,000+",Free,0,Everyone,Events,"April 11, 2018",1.5,4.0 and up
+Chat Anónimo Gratis Español CG,DATING,3.5,69,4.0M,"5,000+",Free,0,Everyone,Dating,"July 10, 2017",1.0.2,2.3 and up
+CG Shikshak Mitan,TOOLS,4.1,295,3.8M,"50,000+",Free,0,Everyone,Tools,"March 5, 2018",1.1,5.0 and up
+CG 3D Model Viewer: view 3D models interactively,TOOLS,NaN,0,10M,100+,Free,0,Everyone,Tools,"July 26, 2018",1.0.4.91,4.4 and up
+CG Wizard,TOOLS,NaN,6,1.3M,100+,Free,0,Everyone,Tools,"May 22, 2018",1.6d,5.0 and up
+CG FM,FAMILY,5.0,2,6.6M,500+,Free,0,Everyone,Entertainment,"January 31, 2018",1.0.9,4.1 and up
+ASCP® CG Exam Flashcards 2018,FAMILY,NaN,0,4.1M,100+,Free,0,Everyone,Education,"June 13, 2017",1.0,4.3 and up
+Best CG views,FAMILY,4.2,4,2.5M,100+,Free,0,Teen,Entertainment,"June 24, 2015",5.1,3.0 and up
+Bhunaksha CG,TOOLS,4.1,67,4.1M,"10,000+",Free,0,Everyone,Tools,"May 7, 2018",1.0.0,4.1 and up
+My CG,PRODUCTIVITY,NaN,0,Varies with device,10+,Free,0,Teen,Productivity,"August 2, 2018",Varies with device,Varies with device
+Best CG Photography,FAMILY,NaN,1,2.5M,500+,Free,0,Unrated,Entertainment,"June 24, 2015",5.2,3.0 and up
+BF CG View Wallpapers,FAMILY,3.6,13,2.5M,"1,000+",Free,0,Teen,Entertainment,"June 19, 2015",3.0,3.0 and up
+CG Sanyukt Bharti Pariksha 2018,FAMILY,4.3,14,4.3M,"1,000+",Free,0,Teen,Education,"January 10, 2018",7.4,2.3 and up
+Betting Tips / Sports Tips by CG Tipster,SPORTS,4.1,315,7.7M,"10,000+",Free,0,Everyone,Sports,"July 18, 2018",6.95,4.4 and up
+CG Shikshak,FAMILY,4.4,211,6.8M,"10,000+",Free,0,Everyone,Education,"July 5, 2016",2.0,4.0.3 and up
+CG Vidhansabha Chunav 2018,NEWS_AND_MAGAZINES,NaN,0,3.4M,100+,Free,0,Teen,News & Magazines,"April 12, 2018",8.1,4.0.3 and up
+gps tracker cg,TOOLS,NaN,0,1.4M,50+,Free,0,Everyone,Tools,"May 27, 2017",1.0,4.1 and up
+CG Backgrounds,FAMILY,4.0,8,3.6M,500+,Free,0,Everyone,Entertainment,"June 19, 2018",8.1,4.0.3 and up
+CG - Chemistry free,FAMILY,5.0,7,2.3M,"1,000+",Free,0,Everyone,Education,"May 25, 2018",1.0,4.0.3 and up
+CG Jobs,FAMILY,5.0,8,14M,10+,Free,0,Everyone,Education,"August 1, 2018",1.1,4.2 and up
+music (CG),FAMILY,NaN,0,99M,50+,Free,0,Everyone,Entertainment,"April 24, 2018",1.0,4.1 and up
+CG Patwari Exam,FAMILY,3.8,28,4.1M,"1,000+",Free,0,Teen,Education,"October 23, 2017",7.2,2.3 and up
+Naidunia: MP News & CG News,NEWS_AND_MAGAZINES,4.3,2746,8.7M,"100,000+",Free,0,Everyone,News & Magazines,"April 9, 2018",3.2,4.1 and up
+BF CG Abstract Pictures,FAMILY,4.7,6,2.5M,"1,000+",Free,0,Teen,Entertainment,"June 19, 2015",2.7,3.0 and up
+Bhuiyan Land Records Chhattisgarh (CG),NEWS_AND_MAGAZINES,4.5,12,2.9M,"5,000+",Free,0,Everyone,News & Magazines,"February 3, 2018",1.1,4.1 and up
+CG JOKES - Copy & Share,FAMILY,4.4,31,4.3M,"1,000+",Free,0,Everyone,Entertainment,"June 3, 2018",1.1,4.0 and up
+"Ultimate Public Campgrounds (Over 37,100 in US&CA)",TRAVEL_AND_LOCAL,4.7,213,6.1M,"5,000+",Paid,$3.99,Everyone,Travel & Local,"August 5, 2018",1.8.8.0,4.4 and up
+Chrome Beta,PRODUCTIVITY,4.4,228755,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"July 19, 2018",68.0.3440.70,Varies with device
+20 minutes (CH),NEWS_AND_MAGAZINES,3.7,4379,Varies with device,"1,000,000+",Free,0,Teen,News & Magazines,"August 3, 2018",Varies with device,Varies with device
+"OurHome – chores, rewards, groceries and calendar",FAMILY,4.3,3146,Varies with device,"100,000+",Free,0,Everyone,Lifestyle;Education,"January 31, 2018",3.13.2,4.1 and up
+Weather Data CH,WEATHER,NaN,15,Varies with device,500+,Paid,$2.99,Everyone,Weather,"August 9, 2016",Varies with device,Varies with device
+Dots puzzle,FAMILY,4.0,179,14M,"50,000+",Paid,$0.99,Everyone,Puzzle,"April 18, 2018",NaN,4.0 and up
+CH info,NEWS_AND_MAGAZINES,3.9,45,15M,"5,000+",Free,0,Everyone,News & Magazines,"February 20, 2018",6.0.0.12,4.4 and up
+Dive-Store.ch,SPORTS,NaN,0,6.3M,5+,Paid,$1.99,Everyone,Sports,"July 25, 2018",2.0.4,4.0 and up
+FAV KWGT,PERSONALIZATION,4.9,88,66M,"1,000+",Paid,$0.99,Everyone,Personalization,"July 26, 2018",8.0,5.0 and up
+Flo's CH Boss Timer,FAMILY,3.5,163,3.4M,"1,000+",Free,0,Everyone,Role Playing,"March 27, 2017",1.2,4.0.3 and up
+20 Minuten (CH),NEWS_AND_MAGAZINES,3.5,14153,Varies with device,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 3, 2018",Varies with device,Varies with device
+"Reading Race 1b: sh, ch words",FAMILY,NaN,2,76M,50+,Paid,$3.99,Everyone,Educational;Education,"January 8, 2016",1.01,4.0 and up
+Calvary.ch App,LIFESTYLE,4.4,10,7.7M,500+,Free,0,Teen,Lifestyle,"June 25, 2018",3.8.0,4.1 and up
+autolina.ch has over 120'000 cars on offer.,AUTO_AND_VEHICLES,4.2,25,6.5M,"10,000+",Free,0,Everyone,Auto & Vehicles,"August 2, 2017",1.02,4.2 and up
+Speech Therapy: CH,FAMILY,NaN,0,14M,10+,Paid,$1.99,Everyone,Education,"October 8, 2016",1.0,2.3.3 and up
+Digi-TV.ch,SOCIAL,NaN,62,25M,"10,000+",Free,0,Teen,Social,"May 3, 2018",7.1.29,4.2 and up
+retteMi.ch,COMMUNICATION,NaN,31,Varies with device,"5,000+",Free,0,Everyone,Communication,"April 28, 2018",Varies with device,Varies with device
+Chrome Canary (Unstable),PRODUCTIVITY,4.3,21866,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"August 4, 2018",70.0.3512.0,Varies with device
+ch-mm Dict,BOOKS_AND_REFERENCE,NaN,0,1.4M,10+,Paid,$1.96,Everyone,Books & Reference,"July 18, 2014",1.0,2.3 and up
+boattheory.ch Full 2018,FAMILY,4.7,54,50M,"1,000+",Paid,$19.40,Everyone,Education,"November 18, 2017",3.1.2,4.2 and up
+waut.ch!,FAMILY,4.5,10,2.5M,100+,Free,0,Everyone,Educational,"June 30, 2018",fcbd82b2-dd5b-41d2-af62-432271c42921,2.0 and up
+search.ch,TRAVEL_AND_LOCAL,4.4,11514,2.2M,"500,000+",Free,0,Everyone,Travel & Local,"March 29, 2018",5.5,4.0 and up
+homegate.ch,HOUSE_AND_HOME,4.2,2543,4.6M,"100,000+",Free,0,Everyone,House & Home,"July 27, 2018",8.4.2,5.0 and up
+tutti.ch - Free Classifieds,SHOPPING,4.4,9950,15M,"500,000+",Free,0,Everyone,Shopping,"July 18, 2018",3.7.1,4.1 and up
+autoricardo.ch – vehicles,LIFESTYLE,3.3,1045,13M,"100,000+",Free,0,Everyone,Lifestyle,"March 13, 2018",5.1,4.0 and up
+Chrome Dev,COMMUNICATION,4.4,63576,Varies with device,"5,000,000+",Free,0,Everyone,Communication,"August 2, 2018",69.0.3497.24,Varies with device
+Legit Check App by Ch Daniel,LIFESTYLE,4.9,66,8.1M,"1,000+",Free,0,Everyone,Lifestyle,"July 18, 2018",1.0,4.1 and up
+Threema,COMMUNICATION,4.5,51110,Varies with device,"1,000,000+",Paid,$2.99,Everyone,Communication,"August 3, 2018",Varies with device,Varies with device
+Battery HD Pro,TOOLS,4.7,17861,Varies with device,"100,000+",Paid,$3.99,Everyone,Tools,"May 6, 2018",Varies with device,Varies with device
+DRAGON QUEST IV,FAMILY,4.7,1647,16M,"10,000+",Paid,$14.99,Everyone,Role Playing,"February 28, 2017",1.0.5,2.3 and up
+swissinfo.ch,NEWS_AND_MAGAZINES,3.9,271,9.6M,"50,000+",Free,0,Everyone 10+,News & Magazines,"July 18, 2018",3.3.0,4.4 and up
+Automagic * Automation,TOOLS,4.7,1947,Varies with device,"10,000+",Paid,$3.90,Everyone,Tools,"May 19, 2018",Varies with device,Varies with device
+FlashLight HD LED Pro,TOOLS,4.7,4928,Varies with device,"50,000+",Paid,$2.99,Everyone,Tools,"July 28, 2018",Varies with device,Varies with device
+Students.ch,SOCIAL,NaN,5,Varies with device,"1,000+",Free,0,Teen,Social,"June 11, 2018",1.0.12,4.0 and up
+CH Kadels,BUSINESS,4.4,36,10M,"1,000+",Free,0,Everyone,Business,"March 26, 2018",1.0.2,4.1 and up
+Sermon on Proverbs CH Spurgeon,GAME,4.8,35,3.1M,"10,000+",Free,0,Everyone,Trivia,"July 29, 2016",1.0.0,4.0 and up
+Pixxy KWGT,PERSONALIZATION,4.8,60,78M,"1,000+",Paid,$0.99,Everyone,Personalization,"July 29, 2018",4.0.1,5.0 and up
+ricardo.ch,SHOPPING,4.0,13232,27M,"500,000+",Free,0,Everyone,Shopping,"July 21, 2018",7.5.1,4.1 and up
+usgang.ch,LIFESTYLE,3.7,492,Varies with device,"100,000+",Free,0,Everyone 10+,Lifestyle,"June 11, 2018",3.0.7,4.1 and up
+"Startupticker.ch News, Events",NEWS_AND_MAGAZINES,5.0,4,10M,100+,Free,0,Everyone,News & Magazines,"July 23, 2018",2.0.0,4.4 and up
+ci,FAMILY,3.0,1691,5.8M,"500,000+",Free,0,Everyone,Strategy,"June 8, 2016",1.0.3,4.0 and up
+Green Build - An unofficial Travis CI client,TOOLS,3.9,7,3.2M,100+,Free,0,Everyone,Tools,"June 6, 2018",1.2.1,5.0 and up
+mySharpBranded CI Test,TOOLS,NaN,0,898k,1+,Free,0,Everyone,Tools,"October 4, 2017",1.0.7,4.2 and up
+Valmet CI Tool,BUSINESS,NaN,1,3.7M,500+,Free,0,Everyone,Business,"March 13, 2018",0.0.6,4.0 and up
+CI Remote for Go,PRODUCTIVITY,4.6,20,Varies with device,100+,Free,0,Everyone,Productivity,"July 2, 2018",Varies with device,Varies with device
+myNaida CI,MEDICAL,4.6,64,57M,"5,000+",Free,0,Everyone,Medical,"July 10, 2018",3.1.4,5.0 and up
+CI MOBI,FAMILY,4.3,108,42M,"5,000+",Free,0,Everyone,Education,"October 7, 2017",1.2.1,4.0 and up
+Paris ci la Sortie du Métro,MAPS_AND_NAVIGATION,4.2,453,36M,"10,000+",Paid,$2.99,Everyone,Maps & Navigation,"April 2, 2018",4.3,4.1 and up
+Supply Travis-CI POC,LIBRARIES_AND_DEMO,NaN,0,1.2M,10+,Free,0,Everyone,Libraries & Demo,"July 20, 2016",1.0.7,4.0.3 and up
+CI 174 Gray Icon Pack,PERSONALIZATION,5.0,1,46M,10+,Paid,$0.99,Everyone,Personalization,"May 21, 2018",1.1,4.1 and up
+CI Crew,FAMILY,NaN,1,30M,100+,Free,0,Everyone,Entertainment,"March 8, 2018",0.7,2.3.3 and up
+Pharmacy CI - Pharmacies de garde Côte d'Ivoire,HEALTH_AND_FITNESS,4.5,5509,3.2M,"100,000+",Free,0,Everyone,Health & Fitness,"July 3, 2018",4.7.0 Phoenix,4.0.3 and up
+CI Staff App,LIFESTYLE,NaN,0,10M,10+,Free,0,Everyone,Lifestyle,"October 4, 2017",1.0.7,4.1 and up
+IQ Test,PRODUCTIVITY,4.2,1623,1.8M,"100,000+",Free,0,Everyone,Productivity,"March 6, 2018",1.8,2.3 and up
+1st Fed CI Mobile Banking,FINANCE,NaN,0,31M,500+,Free,0,Everyone,Finance,"September 29, 2016",6.0.0.1775,4.1 and up
+Thistletown CI,PRODUCTIVITY,1.0,1,6.6M,100+,Free,0,Everyone,Productivity,"March 15, 2018",41.9,4.1 and up
+All-night drugstore CI & Price,HEALTH_AND_FITNESS,NaN,0,5.1M,10+,Paid,$0.99,Everyone,Health & Fitness,"November 27, 2017",3.0.2.0,1.6 and up
+CI Dictionary,FAMILY,4.6,31,3.2M,"1,000+",Free,0,Everyone,Education,"September 1, 2015",1.0,4.0.3 and up
+RGN CI-Control,BUSINESS,NaN,0,6.0M,50+,Free,0,Everyone,Business,"May 28, 2018",1.2,4.1 and up
+CI Time,PRODUCTIVITY,NaN,4,2.5M,100+,Free,0,Everyone,Productivity,"March 17, 2017",1.2.392,4.0 and up
+CI View,BUSINESS,NaN,2,9.9M,100+,Free,0,Everyone,Business,"April 19, 2017",2.9,4.1 and up
+Ci - Logistics Group,BUSINESS,NaN,1,10M,50+,Free,0,Everyone,Business,"March 4, 2015",1.0.0,4.0 and up
+CI Attendance,PRODUCTIVITY,NaN,0,172k,5+,Paid,$0.99,Everyone,Productivity,"August 17, 2013",1.0.0,3.1 and up
+Annonces.ci,SHOPPING,NaN,14,5.2M,"1,000+",Free,0,Everyone,Shopping,"April 5, 2016",1.0.3,3.0 and up
+C I Patel School,FAMILY,4.1,101,5.1M,"1,000+",Free,0,Everyone,Education,"March 10, 2017",1.3,4.0 and up
+CI Screwed - Icon Pack,PERSONALIZATION,4.7,19,6.4M,"1,000+",Free,0,Everyone,Personalization,"June 30, 2016",1.5,4.0.3 and up
+CI Stream,VIDEO_PLAYERS,NaN,0,14M,10+,Free,0,Everyone,Video Players & Editors,"July 12, 2018",1.0,4.4 and up
+Majestic Cinema CI,BUSINESS,NaN,45,15M,"5,000+",Free,0,Everyone,Business,"November 23, 2017",1.2.0,4.0 and up
+Bonjour 2017 Abidjan CI ❤❤❤❤❤,FAMILY,NaN,235,3.3M,"10,000+",Free,0,Everyone,Entertainment,"February 16, 2017",1.0.2.0,2.0 and up
+Pharmacie de Garde CI et Prix,HEALTH_AND_FITNESS,4.4,2599,6.9M,"100,000+",Free,0,Mature 17+,Health & Fitness,"January 9, 2018",3.0.5.0,2.0 and up
+CI Capital - Dynamic,FINANCE,4.8,4,5.1M,50+,Free,0,Everyone,Finance,"May 23, 2018",1.0.17.0423,5.0 and up
+Chicken Invaders 3,GAME,4.2,52390,20M,"5,000,000+",Free,0,Everyone,Arcade,"May 4, 2018",1.28ggl,2.3.3 and up
+CI SA,BUSINESS,NaN,0,10.0M,10+,Free,0,Everyone,Business,"June 11, 2018",1.0.2,4.1 and up
+Mesure CI,TOOLS,NaN,9,6.6M,500+,Free,0,Everyone,Tools,"October 4, 2016",1.0.1,4.0 and up
+Trovami se ci riesci,GAME,5.0,11,6.1M,10+,Free,0,Everyone,Arcade,"March 11, 2017",0.1,2.3 and up
+CircleCI Viewer,PRODUCTIVITY,4.6,16,3.2M,"1,000+",Free,0,Everyone,Productivity,"August 23, 2017",1.3.2,4.4 and up
+SimCity BuildIt,FAMILY,4.5,4218587,100M,"50,000,000+",Free,0,Everyone 10+,Simulation,"June 19, 2018",1.23.3.75024,4.0 and up
+Nur təfsiri 1-ci cild,LIBRARIES_AND_DEMO,5.0,15,1.4M,"1,000+",Free,0,Everyone,Libraries & Demo,"April 27, 2017",1.0,1.6 and up
+Test de Inteligencia CI,FAMILY,2.9,21,2.1M,"5,000+",Free,0,Everyone,Education,"May 11, 2015",1.05,2.3 and up
+Calculate My IQ,FAMILY,NaN,44,7.2M,"10,000+",Free,0,Everyone,Entertainment,"April 3, 2017",NaN,2.3 and up
+South Park: Phone Destroyer™,FAMILY,4.4,288835,91M,"5,000,000+",Free,0,Mature 17+,Strategy,"July 19, 2018",2.7.6,4.4 and up
+CI CAFETERIAS UBER,PRODUCTIVITY,NaN,0,2.8M,100+,Free,0,Everyone,Productivity,"June 11, 2018",18.6.5,4.4 and up
+Mizanul-Hikmət 2-ci cild,LIBRARIES_AND_DEMO,NaN,16,743k,"1,000+",Free,0,Everyone,Libraries & Demo,"January 4, 2017",1.0,1.6 and up
+CI On The Go,NEWS_AND_MAGAZINES,3.0,2,14M,100+,Free,0,Everyone,News & Magazines,"July 18, 2018",v4.30.0.8,5.0 and up
+CJ SO COOL,FAMILY,4.5,145,14M,"10,000+",Free,0,Everyone,Entertainment,"July 11, 2018",1.0,4.2 and up
+CJ Fitness,HEALTH_AND_FITNESS,2.4,221,43M,"10,000+",Free,0,Everyone,Health & Fitness,"February 14, 2018",4.3.0,4.1 and up
+CJ: Strike Back,GAME,4.3,29330,6.9M,"1,000,000+",Free,0,Everyone,Action,"August 17, 2012",1.0.9,2.0.1 and up
+The Grand Wars: San Andreas,GAME,3.9,29990,96M,"1,000,000+",Free,0,Teen,Action,"December 8, 2017",Varies with device,2.3 and up
+CJ Fallon eBook Reader,FAMILY,1.9,76,14M,"5,000+",Free,0,Everyone,Education,"February 13, 2014",2.2.1,3.0 and up
+Grand Theft Auto: San Andreas,GAME,4.4,348962,26M,"1,000,000+",Paid,$6.99,Mature 17+,Action,"March 21, 2015",1.08,3.0 and up
+CJ Gospel Hour,SOCIAL,5.0,7,18M,100+,Free,0,Everyone,Social,"July 25, 2018",1.0,4.4 and up
+CJ's Tire & Automotive,AUTO_AND_VEHICLES,4.0,5,34M,"1,000+",Free,0,Everyone,Auto & Vehicles,"July 30, 2018",2.8,2.3.3 and up
+CJ Camcorder,VIDEO_PLAYERS,4.7,3,2.8M,500+,Free,0,Everyone,Video Players & Editors,"November 26, 2017",1.0,4.0 and up
+The Grand Way,GAME,3.9,1995,92M,"500,000+",Free,0,Teen,Action,"July 3, 2018",1.9,4.1 and up
+CJ'S TIRE AND AUTO INC.,PRODUCTIVITY,5.0,5,11M,100+,Free,0,Everyone,Productivity,"May 30, 2018",1.0.1,4.1 and up
+CJ Browser - Fast & Private,COMMUNICATION,4.2,5,15M,100+,Free,0,Everyone,Communication,"November 7, 2017",1.0,4.0 and up
+CJ WOW SHOP,SHOPPING,4.2,2099,4.0M,"100,000+",Free,0,Everyone,Shopping,"December 23, 2017",1.1.1,4.0.3 and up
+Gold Teeth Photo Editor,PHOTOGRAPHY,2.8,1022,3.8M,"100,000+",Free,0,Everyone,Photography,"August 24, 2016",2.0,2.3 and up
+CJ VLC HD Remote (+ Stream),VIDEO_PLAYERS,4.2,4074,1.3M,"500,000+",Free,0,Everyone,Video Players & Editors,"November 13, 2013",1.2.4,2.1 and up
+CJ DVD Rentals,COMMUNICATION,1.0,5,13M,100+,Free,0,Everyone,Communication,"October 6, 2017",1.0,4.1 and up
+San Andreas City : Auto Theft Car gangster,GAME,3.9,923,67M,"100,000+",Free,0,Teen,Action,"July 17, 2018",1.4,4.1 and up
+Miami Crime Vice Town,GAME,4.1,154519,99M,"10,000,000+",Free,0,Mature 17+,Action,"May 9, 2017",1.4,2.3 and up
+CJ Poker Odds Calculator,GAME,4.1,207,116k,"50,000+",Free,0,Everyone,Card,"January 30, 2011",1.2,1.6 and up
+Commission Manager,PRODUCTIVITY,3.2,12,2.2M,"1,000+",Free,0,Everyone,Productivity,"March 26, 2015",1.0.0.0,2.3.3 and up
+CJ Apps,BUSINESS,NaN,0,24M,10+,Free,0,Everyone,Business,"April 10, 2018",2.1,4.1 and up
+The CJ Rubric,HEALTH_AND_FITNESS,5.0,5,43M,100+,Free,0,Everyone,Health & Fitness,"December 5, 2017",The CJ Rubric 7.12.0,4.1 and up
+Pekalongan CJ,SOCIAL,NaN,0,5.9M,0+,Free,0,Teen,Social,"July 21, 2018",0.0.1,4.4 and up
+CJ's Coffee Cafe,TRAVEL_AND_LOCAL,5.0,6,2.4M,500+,Free,0,Everyone,Travel & Local,"August 21, 2017",7.5.0,4.0.3 and up
+Gangster City Auto Theft,GAME,4.3,350,67M,"50,000+",Free,0,Everyone,Action,"July 27, 2018",Varies with device,4.0.3 and up
+China Town Auto Theft 2,GAME,4.1,364,67M,"50,000+",Free,0,Everyone 10+,Action,"May 23, 2018",Varies with device,4.0.3 and up
+Codes for GTA San Andreas,FAMILY,3.8,12414,13M,"1,000,000+",Free,0,Everyone,Entertainment,"August 4, 2017",1.0.0,4.1 and up
+CJ Wilson's ZoomZoomnation,PRODUCTIVITY,4.0,4,8.2M,500+,Free,0,Everyone,Productivity,"July 11, 2018",3.5.3,4.0.3 and up
+C J Academy,FAMILY,NaN,0,5.2M,10+,Free,0,Everyone,Education,"April 2, 2018",1.0,4.4 and up
+Grand Gangsters 3D,GAME,4.2,401643,Varies with device,"10,000,000+",Free,0,Teen,Action,"July 18, 2018",Varies with device,Varies with device
+Sir C J New Primary School,FAMILY,5.0,3,9.2M,100+,Free,0,Everyone,Education,"July 25, 2018",1.0.10,4.0 and up
+Gang Wars of San Andreas,GAME,4.1,9898,63M,"1,000,000+",Free,0,Mature 17+,Action,"February 15, 2018",Varies with device,4.0.3 and up
+CJ the REALTOR,BUSINESS,5.0,1,4.2M,10+,Free,0,Everyone,Business,"May 31, 2017",1.0.8,4.0.3 and up
+CJ Infinity,FOOD_AND_DRINK,NaN,0,16M,10+,Free,0,Everyone,Food & Drink,"January 5, 2018",1.1,4.1 and up
+CJmall,SHOPPING,3.7,18253,10M,"10,000,000+",Free,0,Everyone,Shopping,"August 6, 2018",6.3.8,4.1 and up
+CJ IT ApS,BUSINESS,NaN,0,18M,10+,Free,0,Everyone,Business,"July 2, 2015",1.31.62.109,4.0 and up
+CJ Auto école,FAMILY,NaN,0,12M,50+,Free,0,Everyone,Education,"June 24, 2014",1.0,2.2 and up
+Sin City Hero : Crime Simulator of Vegas,GAME,4.1,3371,78M,"100,000+",Free,0,Teen,Action,"September 8, 2017",1.1,4.0.3 and up
+Courier Journal,NEWS_AND_MAGAZINES,3.5,254,38M,"10,000+",Free,0,Everyone 10+,News & Magazines,"June 20, 2018",5.9.5,5.0 and up
+FANDOM for: GTA,FAMILY,3.9,39038,9.5M,"5,000,000+",Free,0,Mature 17+,Entertainment,"June 6, 2018",2.9.8,4.4 and up
+San Andreas Crime City Gangster 3D,FAMILY,4.2,9403,Varies with device,"1,000,000+",Free,0,Teen,Simulation,"July 3, 2018",Varies with device,4.1 and up
+Zombie Death Shooter,GAME,3.8,17372,45M,"1,000,000+",Free,0,Mature 17+,Arcade,"August 8, 2015",1.3,2.3 and up
+Project Grand Auto Town Sandbox Beta,GAME,3.7,7885,28M,"500,000+",Free,0,Mature 17+,Racing,"February 9, 2018",1.07,4.0 and up
+Credit Karma,FINANCE,4.7,706618,Varies with device,"10,000,000+",Free,0,Everyone,Finance,"July 31, 2018",Varies with device,Varies with device
+Company Kitchen,LIFESTYLE,2.8,81,7.7M,"10,000+",Free,0,Everyone,Lifestyle,"March 6, 2018",2.0.0 (18.03.01),2.3.3 and up
+Calvin Klein – US Store,SHOPPING,4.7,221,9.5M,"50,000+",Free,0,Teen,Shopping,"August 1, 2017",3.6.0,4.1 and up
+CK FFXIV Companion,FAMILY,4.3,1364,5.2M,"100,000+",Free,0,Everyone,Entertainment,"July 12, 2018",4.3.5,2.3 and up
+Can Knockdown,FAMILY,4.1,155649,38M,"10,000,000+",Free,0,Everyone,Casual,"July 11, 2018",1.38,4.1 and up
+Calvin Klein Petite Dresses,BEAUTY,NaN,0,3.7M,500+,Free,0,Everyone,Beauty,"March 23, 2018",1,4.1 and up
+Louis CK,FAMILY,4.7,244,25M,"10,000+",Free,0,Mature 17+,Entertainment,"October 11, 2017",1.2.0,4.1 and up
+CK-12: Practice Math & Science,FAMILY,4.2,562,20M,"50,000+",Free,0,Everyone,Education;Education,"December 21, 2017",3.8.0.251918,4.1 and up
+CK 初一 十五,LIFESTYLE,4.0,294,153k,"10,000+",Free,0,Everyone,Lifestyle,"July 3, 2013",1.0.12,2.1 and up
+CK Eorzea Timepiece,PERSONALIZATION,3.2,8,5.3M,100+,Free,0,Everyone,Personalization,"June 5, 2015",1.1,4.3 and up
+F*ck This Game,GAME,4.6,8,6.3M,100+,Paid,$0.99,Teen,Action,"July 18, 2015",1.0.0,2.3 and up
+211:CK,GAME,5.0,8,38M,10+,Paid,$0.99,Teen,Arcade,"April 11, 2018",1.3,4.1 and up
+CONTRACT KILLER: ZOMBIES (NR),GAME,4.4,206602,13M,"5,000,000+",Free,0,Mature 17+,Action,"July 1, 2013",3.1.0,2.1 and up
+ck-modelcars Shop,SHOPPING,4.5,118,6.4M,"5,000+",Free,0,Everyone,Shopping,"June 15, 2018",5.29.0,5.0 and up
+Brainf*ck Interpreter,FAMILY,4.0,24,1.9M,"1,000+",Free,0,Mature 17+,Entertainment,"September 3, 2016",1.0.6,2.3 and up
+ck-modelcars-UK Shop,SHOPPING,4.6,69,6.4M,"5,000+",Free,0,Everyone,Shopping,"June 15, 2018",5.29.0,5.0 and up
+CK Multimedia - Gaming Accessories,SHOPPING,4.7,10,2.0M,500+,Free,0,Everyone,Shopping,"February 3, 2017",1.5,3.0 and up
+CK SKILLZ,HEALTH_AND_FITNESS,NaN,0,8.6M,50+,Free,0,Everyone,Health & Fitness,"May 15, 2018",1.1.7,4.1 and up
+CK-12 Physics Simulations,FAMILY,4.1,30,24M,"5,000+",Free,0,Everyone,Education;Education,"April 18, 2018",1.0.7,4.1 and up
+CKZ ORIGINS,GAME,4.5,219821,10M,"1,000,000+",Free,0,Mature 17+,Action,"October 28, 2013",2.0.1,2.1 and up
+211:CK Lite,GAME,4.3,3,39M,10+,Free,0,Mature 17+,Action,"September 22, 2017",1.0,4.1 and up
+CK Life,HEALTH_AND_FITNESS,NaN,3,60M,100+,Free,0,Teen,Health & Fitness,"August 2, 2018",2.0.0,4.4 and up
+USMLE Step 2 CK Flashcards,FAMILY,5.0,1,40M,10+,Paid,$19.99,Everyone,Education,"May 26, 2014",2.47,2.2 and up
+CK Employee Portal,BUSINESS,5.0,7,15M,"1,000+",Free,0,Everyone,Business,"January 5, 2017",1.0.1,4.1 and up
+FML F*ck my life + widget,FAMILY,4.2,1415,209k,"100,000+",Free,0,Everyone,Entertainment,"May 21, 2010",3.1,1.5 and up
+USMLE Step 2 CK Cards Lite,FAMILY,4.0,28,1.5M,"5,000+",Free,0,Everyone,Education,"May 20, 2014",2.46,2.2 and up
+Company Kitchen Inventory,BUSINESS,NaN,3,2.3M,"1,000+",Free,0,Everyone,Business,"July 16, 2015",2.38,4.0 and up
+Tic Tac CK,FAMILY,5.0,3,13M,10+,Free,0,Everyone,Puzzle,"July 3, 2018",1.0,4.0.3 and up
+CK Pharmacies,HEALTH_AND_FITNESS,2.7,3,9.4M,100+,Free,0,Everyone 10+,Health & Fitness,"June 28, 2018",7.4.8,4.0.3 and up
+INFAMY RO,FAMILY,4.1,2167,3.7M,"50,000+",Free,0,Everyone,Role Playing,"December 14, 2017",202,4.3 and up
+CK Call NEW,COMMUNICATION,NaN,0,4.2M,10+,Free,0,Everyone,Communication,"April 26, 2017",3.8.8,2.2 and up
+Ck Coif,LIFESTYLE,NaN,0,22M,10+,Free,0,Everyone,Lifestyle,"April 30, 2016",1.0,2.3 and up
+CONTRACT KILLER: ZOMBIES,GAME,4.4,144545,13M,"5,000,000+",Free,0,Teen,Action,"December 1, 2011",1.1.0,2.1 and up
+CK Shop,TOOLS,NaN,13,8.1M,"1,000+",Free,0,Everyone,Tools,"May 9, 2018",1.1,5.0 and up
+FlexBook,FAMILY,4.3,104,12M,"10,000+",Free,0,Everyone,Education;Education,"May 21, 2018",1.0.6,4.1 and up
+Can Knockdown 3,GAME,4.1,349503,19M,"10,000,000+",Free,0,Everyone,Arcade,"August 26, 2015",1.31,4.0 and up
+Fu*** Weather (Funny Weather),WEATHER,4.7,20001,Varies with device,"1,000,000+",Free,0,Mature 17+,Weather,"July 26, 2018",Varies with device,Varies with device
+OB-GYN USMLE Stp2 CK 300 Q & A,MEDICAL,4.4,34,4.9M,"10,000+",Free,0,Everyone,Medical,"May 16, 2015",1.2,2.0 and up
+CK Active,HEALTH_AND_FITNESS,NaN,0,9.7M,10+,Free,0,Everyone,Health & Fitness,"February 27, 2018",3.0.6,4.0 and up
+USMLE CK Clinical Knowledge Flashcards 2018 Ed,FAMILY,NaN,0,3.6M,5+,Free,0,Everyone,Education,"June 21, 2018",1.0,4.0.3 and up
+Night Camera Blur Effect,PHOTOGRAPHY,3.6,100,2.5M,"10,000+",Free,0,Everyone,Photography,"August 5, 2018",4.2,4.2 and up
+Camera V7 24 Megapixel,PHOTOGRAPHY,4.0,2480,2.5M,"100,000+",Free,0,Everyone,Photography,"August 1, 2018",4.0,4.1 and up
+CL Mobile Pro - Classifieds for Craigslist,SHOPPING,4.1,1288,18M,"100,000+",Free,0,Mature 17+,Shopping,"July 9, 2018",48,4.1 and up
+cloudLibrary,BOOKS_AND_REFERENCE,4.0,10774,35M,"100,000+",Free,0,Everyone,Books & Reference,"June 28, 2018",3.8.10,4.1 and up
+"CL Reader for Craigslist(For sale, jobs, rental..)",TOOLS,4.1,61,6.3M,"1,000+",Free,0,Everyone,Tools,"September 14, 2017",1.9,4.1 and up
+CL Pro App for Craigslist,SHOPPING,4.0,119,1.3M,"10,000+",Free,0,Everyone,Shopping,"July 1, 2017",CL Pro for Craigslist - Canada 150,4.0 and up
+Castle Clash: Heroes of the Empire US,FAMILY,4.6,4578890,24M,"50,000,000+",Free,0,Everyone 10+,Strategy,"July 17, 2018",1.4.51,4.1 and up
+CL 2NE1 Wallpaper KPOP Fans HD,PERSONALIZATION,NaN,7,3.4M,100+,Free,0,Everyone,Personalization,"May 19, 2018",1.1.1,4.0 and up
+CL 2ne1 Wallpaper KPOP HD Best,PERSONALIZATION,NaN,3,3.4M,10+,Free,0,Everyone,Personalization,"July 9, 2018",1.1.1,4.0 and up
+FREE CHATS C.L.,COMMUNICATION,NaN,4,3.4M,10+,Paid,$0.99,Mature 17+,Communication,"February 12, 2018",11,4.0.3 and up
+CL 2ne1 Wallpaper KPOP UHD Fans,PERSONALIZATION,NaN,1,3.4M,10+,Free,0,Everyone,Personalization,"July 15, 2018",1.1.1,4.0 and up
+CL REPL,TOOLS,5.0,47,17M,"1,000+",Free,0,Everyone,Tools,"April 10, 2018",1.0.19,4.1 and up
+CL Pro Client for Craigslist,SHOPPING,3.6,48,2.2M,"5,000+",Free,0,Everyone,Shopping,"September 10, 2016",Bowser4Craigslist,4.0 and up
+DAILY: Free Classifieds App for Android,LIFESTYLE,4.1,5025,Varies with device,"500,000+",Free,0,Mature 17+,Lifestyle,"August 2, 2018",Varies with device,Varies with device
+App for Craigslist Pro - Buy & Sell Postings,LIFESTYLE,4.3,707,5.0M,"100,000+",Free,0,Everyone,Lifestyle,"May 9, 2018",App copyright,4.1 and up
+Pro App for Craigslist,SHOPPING,4.1,5618,4.6M,"500,000+",Free,0,Teen,Shopping,"May 9, 2018",Copyright,4.1 and up
+Car Search For Craigslist CL Free,AUTO_AND_VEHICLES,2.6,5,9.0M,"1,000+",Free,0,Everyone,Auto & Vehicles,"May 8, 2018",1.0.0,2.3.3 and up
+CL Clock,BUSINESS,2.7,7,1.3M,"1,000+",Free,0,Everyone,Business,"July 22, 2016",1.0,5.0 and up
+Old: CL-150,FAMILY,3.8,120,24M,"10,000+",Free,0,Everyone,Education,"May 21, 2018",1.1.7,4.0.3 and up
+CL Keyboard - Myanmar Keyboard (No Ads),TOOLS,5.0,24,3.2M,"5,000+",Free,0,Everyone,Tools,"June 13, 2018",1.1.3,4.3 and up
+Clash of Kings : The King Of Fighters version,FAMILY,4.2,2233681,97M,"50,000,000+",Free,0,Teen,Strategy,"August 1, 2018",3.44.0,2.3.3 and up
+Cl-app!,SPORTS,NaN,41,353k,"10,000+",Free,0,Everyone,Sports,"May 2, 2013",1.1.11,2.0 and up
+CL Notifier,TOOLS,5.0,36,3.2M,100+,Free,0,Teen,Tools,"August 2, 2017",1.0,4.0 and up
+Leica CL,PHOTOGRAPHY,2.6,8,2.4M,"1,000+",Free,0,Everyone,Photography,"November 21, 2017",1.0,4.1 and up
+cPro Marketplace: Buy. Sell. Rent. Date. Jobs.,SHOPPING,4.4,385764,8.4M,"10,000,000+",Free,0,Mature 17+,Shopping,"August 5, 2018",3.82,4.1 and up
+Postings (Craigslist Search App),SHOPPING,4.3,151095,12M,"5,000,000+",Free,0,Mature 17+,Shopping,"July 1, 2018",4.0.13,4.1 and up
+New CL 2ne1 Wallpaper KPOP live,PERSONALIZATION,NaN,0,3.4M,1+,Free,0,Everyone,Personalization,"August 1, 2018",1.1.1,4.0 and up
+CL 2ne1 Wallpaper KPOP Fans All,PERSONALIZATION,NaN,0,3.4M,1+,Free,0,Everyone,Personalization,"July 29, 2018",1.1.1,4.0 and up
+CL-Phlebotomist,MEDICAL,4.7,19,7.3M,100+,Free,0,Everyone,Medical,"June 16, 2018",1.0.23,4.1 and up
+New: CL-150,FAMILY,2.8,4,4.2M,500+,Free,0,Everyone,Education,"July 25, 2018",1.2.0,5.0 and up
+Battle of Zombies: Clans War,FAMILY,4.1,488039,58M,"10,000,000+",Free,0,Teen,Strategy,"November 15, 2017",1.0.175,2.3.3 and up
+CL-Customer Care,HEALTH_AND_FITNESS,NaN,2,6.8M,5+,Free,0,Everyone,Health & Fitness,"June 14, 2018",1.3,4.0.3 and up
+CL Pebble Apps,LIFESTYLE,3.6,67,499k,"5,000+",Free,0,Everyone,Lifestyle,"December 23, 2015",3.5,4.0 and up
+MPS CL,TOOLS,NaN,1,3.2M,10+,Free,0,Everyone,Tools,"May 24, 2018",1.0.3,4.0.3 and up
+Turnotronik CL,TOOLS,NaN,1,3.3M,10+,Free,0,Everyone,Tools,"May 24, 2018",1.0.3,4.0.3 and up
+CL e-bank,FINANCE,4.0,210,3.7M,"10,000+",Free,0,Everyone,Finance,"July 30, 2018",1.5.5,4.2 and up
+E2CR CL,LIFESTYLE,NaN,0,25M,10+,Free,0,Everyone,Lifestyle,"June 30, 2017",1.0,4.1 and up
+Wallpapers Mercedes Benz CL,PERSONALIZATION,NaN,2,12M,100+,Free,0,Teen,Personalization,"March 5, 2017",1.0,4.1 and up
+Color CL,LIFESTYLE,5.0,2,1.3M,100+,Free,0,Everyone,Lifestyle,"February 2, 2017",1.01,4.0.3 and up
+CL Strength,HEALTH_AND_FITNESS,5.0,3,40M,50+,Free,0,Everyone,Health & Fitness,"June 27, 2018",CL Strength 7.12.1,4.1 and up
+CL-App,MEDICAL,4.7,6,5.2M,100+,Free,0,Everyone,Medical,"February 17, 2017",1.1,4.0 and up
+"Security Master - Antivirus, VPN, AppLock, Booster",TOOLS,4.7,24900999,Varies with device,"500,000,000+",Free,0,Everyone,Tools,"August 4, 2018",4.6.6,Varies with device
+"CM Launcher 3D - Theme, Wallpapers, Efficient",PERSONALIZATION,4.6,6700847,17M,"100,000,000+",Free,0,Teen,Personalization,"August 3, 2018",5.41.0,4.0.3 and up
+CM Launcher 3D Pro💎,PERSONALIZATION,4.7,23802,173k,"100,000+",Paid,$4.99,Everyone,Personalization,"November 17, 2016",1.0.9,4.0 and up
+CM Locker - Security Lockscreen,TOOLS,4.6,3090680,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 31, 2018",Varies with device,Varies with device
+Clean Master Lite - For Low-End Phone,TOOLS,4.6,2246379,5.1M,"50,000,000+",Free,0,Everyone,Tools,"June 28, 2018",2.1.4,4.0 and up
+"CM Security Open VPN - Free, fast unlimited proxy",TOOLS,4.6,85496,5.8M,"1,000,000+",Free,0,Everyone,Tools,"February 14, 2018",1.6.2,4.0.3 and up
+CM Security Lite - Antivirus,TOOLS,4.6,262076,1.2M,"10,000,000+",Free,0,Everyone,Tools,"January 4, 2018",1.0.2,2.3 and up
+CM Transfer - Share any files with friends nearby,COMMUNICATION,4.6,71740,5.8M,"5,000,000+",Free,0,Everyone,Communication,"June 27, 2018",2.0.7.0014,4.0 and up
+"CM Flashlight (Compass, SOS)",TOOLS,4.4,166363,1.8M,"5,000,000+",Free,0,Everyone,Tools,"May 25, 2018",1.4.0,2.3 and up
+CM Apps,TOOLS,3.8,3341,1.9M,"100,000+",Free,0,Everyone,Tools,"April 17, 2016",4.5,4.2 and up
+CM AppLock,TOOLS,4.1,843,3.6M,"100,000+",Free,0,Everyone,Tools,"February 25, 2016",2.0.0,4.0 and up
+"Ruler(cm, inch)",TOOLS,3.4,2889,2.5M,"500,000+",Free,0,Everyone,Tools,"July 27, 2016",1.1.0,2.3 and up
+AppLock - Fingerprint Unlock,TOOLS,4.5,112482,2.1M,"5,000,000+",Free,0,Everyone,Tools,"July 10, 2018",1.0.5,4.0 and up
+CM Launcher Default Theme,PERSONALIZATION,4.5,3989,1.1M,"100,000+",Free,0,Everyone,Personalization,"September 11, 2015",1.1.1,4.0 and up
+Battery Doctor-Battery Life Saver & Battery Cooler,TOOLS,4.5,8190074,17M,"100,000,000+",Free,0,Everyone,Tools,"June 1, 2018",6.24,4.0 and up
+Inch/cm/Foot Conversion,PRODUCTIVITY,4.0,319,2.1M,"100,000+",Free,0,Everyone,Productivity,"August 20, 2017",2.0.1,2.3.3 and up
+"Speed Booster - Ram, Battery & Game Speed Booster",TOOLS,4.7,85079,2.8M,"1,000,000+",Free,0,Everyone,Tools,"July 17, 2018",1.0.4,2.3 and up
+CM FILE MANAGER,TOOLS,4.4,953790,Varies with device,"50,000,000+",Free,0,Everyone,Tools,"August 5, 2018",Varies with device,Varies with device
+Technology CM Locker Theme,PERSONALIZATION,4.4,10093,5.5M,"1,000,000+",Free,0,Everyone,Personalization,"February 26, 2016",1.0.0,4.0 and up
+Swift Dark CM / CM13 Theme,PERSONALIZATION,4.7,1500,41M,"10,000+",Paid,$1.99,Everyone,Personalization,"January 5, 2017",3.3.3,5.0 and up
+Melior NUI - Material CM Theme,PERSONALIZATION,4.7,1873,14M,"100,000+",Free,0,Everyone,Personalization,"November 7, 2016",Varies with device,Varies with device
+Height Converter feet-inch cm,TOOLS,4.2,498,597k,"100,000+",Free,0,Everyone,Tools,"October 22, 2013",1.0,2.2 and up
+CM Secure Browser (Authorized),TOOLS,4.2,1147,2.7M,"100,000+",Free,0,Everyone,Tools,"October 2, 2017",1.1.6,4.0 and up
+📏 Smart Ruler ↔️ cm/inch measuring for homework!,TOOLS,4.0,19,3.2M,"10,000+",Free,0,Everyone,Tools,"October 21, 2017",1.0,4.2 and up
+Ruler cm,TOOLS,3.6,661,809k,"100,000+",Free,0,Everyone,Tools,"September 10, 2014",2.1,2.2 and up
+"Length Converter: convert mm,cm,m, feet,yard,mile",TOOLS,4.7,76,2.2M,"50,000+",Free,0,Everyone,Tools,"April 5, 2018",1.4,4.0.3 and up
+CM AppLock Fingerprint 2018,TOOLS,4.4,1264,8.2M,"100,000+",Free,0,Everyone,Tools,"August 6, 2018",4.0.4,4.3 and up
+"m, cm, mm to yard, feet, inch converter tool",TOOLS,4.3,246,2.8M,"100,000+",Free,0,Everyone,Tools,"February 6, 2018",1.1,4.0 and up
+Speed Car CM Locker Theme,PERSONALIZATION,4.4,7519,4.0M,"500,000+",Free,0,Everyone,Personalization,"January 26, 2016",1.0.1,4.0 and up
+Calculator CM,TOOLS,4.4,8,1.8M,500+,Free,0,Everyone,Tools,"March 9, 2015",1.0,2.3 and up
+Inches to cm conversion,TOOLS,4.4,29,70k,"10,000+",Free,0,Everyone,Tools,"January 14, 2015",1.4,4.0 and up
+Vintage Flower CM Locker Theme,PERSONALIZATION,4.3,2910,2.3M,"500,000+",Free,0,Everyone,Personalization,"January 24, 2016",1.0.0,4.0 and up
+Centimeter Ruler,TOOLS,3.3,16,1.3M,"10,000+",Free,0,Everyone,Tools,"November 5, 2016",2.0,4.0 and up
+CM S Pen Add-on(ROOT),TOOLS,3.6,373,122k,"10,000+",Free,0,Everyone,Tools,"February 24, 2017",1.0.9,4.1 and up
+Ruler,TOOLS,4.5,27180,4.1M,"1,000,000+",Free,0,Everyone,Tools,"July 6, 2018",3.24,4.1 and up
+My Style CM 13 Theme,PERSONALIZATION,4.5,314,11M,"10,000+",Free,0,Everyone,Personalization,"September 8, 2016",1.9,5.0 - 6.0
+QuickPic - Photo Gallery with Google Drive Support,PHOTOGRAPHY,4.6,847144,4.2M,"10,000,000+",Free,0,Everyone,Photography,"November 10, 2017",4.7.4,4.0 and up
+"Ruler & Area Measurement (cm, inch)",TOOLS,4.3,10,8.2M,"10,000+",Free,0,Everyone,Tools,"July 28, 2017",1.2,4.1 and up
+Inches to Centimeters,TOOLS,3.6,949,411k,"100,000+",Free,0,Everyone,Tools,"April 13, 2018",3.0,1.6 and up
+"cm, mm to inch, feet converter tool",PRODUCTIVITY,4.3,176,2.3M,"100,000+",Free,0,Everyone,Productivity,"September 27, 2016",1.1,2.3.3 and up
+City light CM Locker Theme,PERSONALIZATION,4.4,6271,5.7M,"500,000+",Free,0,Everyone,Personalization,"February 24, 2016",1.0.0,4.0 and up
+Speed Test - WiFi / Cellular speed test,TOOLS,4.1,24226,Varies with device,"1,000,000+",Free,0,Everyone,Tools,"June 27, 2017",1.0.5,Varies with device
+CM FILE MANAGER Pro,BUSINESS,4.2,2359,2.7M,"10,000+",Paid,$2.99,Everyone,Business,"February 16, 2016",1.16.9,1.6 and up
+cm to inches | centimeters to inches conversion,TOOLS,4.8,52,1.9M,"5,000+",Free,0,Everyone,Tools,"May 7, 2018",1.3.2,4.0 and up
+OMEGA Black UI Theme - CM 12+,PERSONALIZATION,4.2,12,19M,100+,Paid,$0.99,Everyone,Personalization,"August 20, 2015",1.0,5.0 and up
+In to cm,TOOLS,NaN,0,2.3M,10+,Free,0,Everyone,Tools,"April 5, 2018",1.1,4.0.3 and up
+Cartoon Network App,FAMILY,4.0,119173,Varies with device,"10,000,000+",Free,0,Everyone 10+,Video Players & Editors;Music & Video,"June 21, 2018",Varies with device,Varies with device
+CN Summer Challenge,FAMILY,3.7,985,49M,"100,000+",Free,0,Everyone,Entertainment;Brain Games,"May 24, 2018",1.1,4.4 and up
+Teen Titans GO Figure!,FAMILY,4.5,1985,28M,"10,000+",Paid,$3.99,Everyone 10+,Action;Action & Adventure,"July 18, 2018",1.0.2,5.1 and up
+CN Superstar Soccer: Goal!!!,FAMILY,4.1,3863,41M,"100,000+",Paid,$2.99,Everyone,Sports;Action & Adventure,"May 24, 2018",1.1.1,4.1 and up
+Teeny Titans - Teen Titans Go!,FAMILY,4.6,20463,25M,"100,000+",Paid,$3.99,Everyone 10+,Strategy;Action & Adventure,"July 18, 2018",1.2.1,4.1 and up
+CN Sayin' - Cartoon Network,FAMILY,4.5,85,25M,"10,000+",Free,0,Everyone,Entertainment,"March 27, 2018",1.22,4.4 and up
+Cartoon Network Match Land,FAMILY,4.7,21979,38M,"1,000,000+",Free,0,Everyone,Puzzle,"July 9, 2018",1.1.3,5.1 and up
+Card Wars Kingdom,FAMILY,4.3,920571,28M,"10,000,000+",Free,0,Everyone 10+,Card;Action & Adventure,"January 17, 2017",1.0.10,4.0.3 and up
+Wrecker's Revenge - Gumball,FAMILY,4.3,2263,55M,"100,000+",Free,0,Everyone,Puzzle;Action & Adventure,"September 21, 2017",14.15,4.3 and up
+Super Slime Blitz - Gumball,FAMILY,4.6,5395,58M,"500,000+",Free,0,Everyone,Arcade;Action & Adventure,"May 24, 2018",1.2.0,4.0.3 and up
+Blamburger - Clarence,FAMILY,4.1,30444,27M,"1,000,000+",Free,0,Everyone 10+,Arcade;Action & Adventure,"October 26, 2015",1.0.5,4.3 and up
+Free Fur All – We Bare Bears,FAMILY,4.2,256916,25M,"10,000,000+",Free,0,Everyone,Arcade;Action & Adventure,"October 8, 2015",1.0.4,4.0 and up
+Sky Streaker - Gumball,GAME,4.3,37513,31M,"5,000,000+",Free,0,Everyone,Arcade,"December 7, 2015",4.0,2.3 and up
+Just A Regular Arcade,GAME,4.2,40847,94M,"1,000,000+",Free,0,Everyone,Action,"January 8, 2016",3.1.0,2.3.3 and up
+Soundtrack Attack,FAMILY,4.3,96045,25M,"5,000,000+",Free,0,Everyone,Action;Action & Adventure,"July 26, 2016",1.0.4,4.1 and up
+[adult swim],FAMILY,3.6,21433,21M,"1,000,000+",Free,0,Mature 17+,Entertainment,"May 29, 2018",3.0.1805181047,5.0 and up
+Ben 10: Alien Experience,FAMILY,4.2,82005,45M,"10,000,000+",Free,0,Everyone 10+,Action;Action & Adventure,"October 24, 2017",1.2.1,4.4 and up
+MagiMobile – Mighty Magiswords,FAMILY,4.2,120035,45M,"5,000,000+",Free,0,Everyone,Entertainment;Action & Adventure,"January 4, 2018",1.0.11,4.1 and up
+Dreamland Arcade - Steven Universe,GAME,4.0,6386,24M,"500,000+",Free,0,Everyone,Arcade,"November 19, 2017",0.99,5.1 and up
+Surely You Quest - Magiswords,FAMILY,4.6,43314,83M,"1,000,000+",Free,0,Everyone 10+,Role Playing;Action & Adventure,"June 20, 2017",1.0.2,4.1 and up
+Adventure Time Run,GAME,4.3,24628,88M,"1,000,000+",Free,0,Everyone,Action,"July 26, 2018",1.25.396,4.4 and up
+Glitch Fixers: Powerpuff Girls,GAME,4.4,39698,51M,"5,000,000+",Free,0,Everyone,Arcade,"December 1, 2016",1.0.0,4.1 and up
+StirFry Stunts - We Bare Bears,GAME,4.5,121533,63M,"10,000,000+",Free,0,Everyone,Arcade,"March 24, 2016",1.0.0,2.3.3 and up
+Burrito Bash – We Bare Bears,FAMILY,4.3,10776,21M,"1,000,000+",Free,0,Everyone,Arcade;Action & Adventure,"October 26, 2017",3.4,4.1 and up
+LEGO® TV,FAMILY,3.7,17250,7.2M,"1,000,000+",Free,0,Everyone 10+,Entertainment;Music & Video,"August 4, 2018",4.0.2,5.0 and up
+Boomerang,FAMILY,4.2,13519,51M,"1,000,000+",Free,0,Everyone,Entertainment;Music & Video,"July 27, 2018",2.18,5.0 and up
+We Bare Bears Match3 Repairs,FAMILY,4.7,39153,98M,"1,000,000+",Free,0,Everyone,Puzzle,"July 25, 2018",1.1.7,4.1 and up
+Champions and Challengers - Adventure Time,FAMILY,4.6,51973,27M,"1,000,000+",Free,0,Everyone,Role Playing,"August 2, 2018",1.2.5,4.4 and up
+Ski Safari: Adventure Time,FAMILY,4.5,48754,9.3M,"100,000+",Paid,$0.99,Everyone,Arcade;Action & Adventure,"October 7, 2014",1.5.2,2.3 and up
+Block Survival Craft:The Story,FAMILY,4.1,7046,87M,"500,000+",Free,0,Everyone 10+,Puzzle,"October 12, 2017",0.2.7,4.0.3 and up
+"What's Up, Snoopy? - Peanuts",FAMILY,4.5,773,55M,"100,000+",Free,0,Everyone,Arcade;Action & Adventure,"August 22, 2017",1.0.1,5.1 and up
+DisneyNOW – TV Shows & Games,FAMILY,4.3,82499,Varies with device,"5,000,000+",Free,0,Everyone,Entertainment;Music & Video,"July 5, 2018",Varies with device,4.4 and up
+Rockstars of Ooo,FAMILY,3.4,642,26M,"10,000+",Paid,$1.99,Everyone 10+,Arcade;Action & Adventure,"August 11, 2015",1.0.2,2.3.3 and up
+Pokémon TV,FAMILY,4.2,117461,Varies with device,"5,000,000+",Free,0,Everyone,Entertainment;Music & Video,"June 29, 2018",Varies with device,Varies with device
+Angelo Rules - Crazy day,GAME,3.9,108336,62M,"1,000,000+",Free,0,Everyone,Adventure,"June 27, 2016",4.0.01,4.4 and up
+Flipped Out! - Powerpuff Girls,FAMILY,4.4,412,22M,"10,000+",Paid,$2.99,Everyone 10+,Action;Action & Adventure,"June 30, 2016",1.0.2,4.0 and up
+Adventure Time Game Wizard,GAME,4.1,4107,40M,"50,000+",Paid,$4.99,Everyone,Adventure,"July 16, 2015",1.2.0,4.1 and up
+Best Park in the Universe,GAME,4.3,3904,5.5M,"10,000+",Paid,$2.99,Everyone 10+,Action,"September 10, 2014",1.2.1,4.0 and up
+Formula Cartoon All Stars,FAMILY,3.9,1213,18M,"10,000+",Paid,$2.99,Everyone,Racing;Action & Adventure,"June 25, 2015",4.1.2,2.3.3 and up
+Multicraft Miner Exploration,GAME,4.0,14563,74M,"1,000,000+",Free,0,Everyone 10+,Adventure,"December 22, 2017",0.6.49,4.1 and up
+CN TV Canal 3 - Cable Netword,FAMILY,NaN,5,16M,"1,000+",Free,0,Everyone,Entertainment,"February 10, 2018",2.0,4.0.3 and up
+CN Resident,FAMILY,5.0,1,64M,100+,Free,0,Everyone,Entertainment,"May 22, 2017",40.10,4.1 and up
+Little Lovely Dentist,FAMILY,4.2,17786,16M,"1,000,000+",Free,0,Everyone,Casual,"May 14, 2018",1.1.8,4.0 and up
+Foods Co,SHOPPING,4.3,199,25M,"10,000+",Free,0,Everyone,Shopping,"August 2, 2018",14.2.1,5.0 and up
+AND CO,FINANCE,4.5,175,12M,"10,000+",Free,0,Everyone,Finance,"August 3, 2018",2.2.0,5.0 and up
+Tetrobot and Co.,FAMILY,4.5,709,18M,"5,000+",Paid,$2.99,Everyone,Puzzle,"April 20, 2015",1.1.2,2.3 and up
+Brit + Co,LIFESTYLE,3.9,987,4.5M,"10,000+",Free,0,Everyone,Lifestyle,"August 29, 2017",2.0.4,4.0 and up
+Wuwu & Co.,FAMILY,NaN,9,77M,100+,Paid,$2.99,Everyone,Books & Reference;Creativity,"March 22, 2017",2.49,4.1 and up
+Dots & Co: A Puzzle Adventure,FAMILY,4.5,81001,85M,"1,000,000+",Free,0,Everyone,Puzzle,"April 27, 2018",2.15.2,4.1 and up
+AppClose - The #1 FREE Co-Parenting App,PARENTING,3.5,159,85M,"10,000+",Free,0,Everyone,Parenting,"July 31, 2018",2.1.23,4.4 and up
+Co-op CRS,LIFESTYLE,3.6,581,26M,"100,000+",Free,0,Everyone,Lifestyle,"March 4, 2018",2.4.3,4.4 and up
+Co Checker,TOOLS,1.9,12,2.0M,"1,000+",Free,0,Everyone,Tools,"October 20, 2017",1.8.6,4.3 and up
+VCalendar - VenkatRama and Co,LIFESTYLE,4.3,87,3.9M,"10,000+",Free,0,Everyone,Lifestyle,"March 16, 2018",1.2,4.1 and up
+Feeder.co,NEWS_AND_MAGAZINES,3.2,77,11M,"5,000+",Free,0,Everyone,News & Magazines,"March 12, 2018",2.2.7,4.2 and up
+Co-op Connections,SHOPPING,1.6,8,18M,"1,000+",Free,0,Everyone,Shopping,"May 3, 2018",1.5,4.1 and up
+mail.co.uk Mail,COMMUNICATION,4.2,21,8.7M,"5,000+",Free,0,Everyone,Communication,"July 24, 2018",1.1.0,4.0.3 and up
+Aquarium Co-Op Podcast,LIFESTYLE,4.9,206,3.9M,"1,000+",Free,0,Everyone,Lifestyle,"June 20, 2017",2.3.13,4.2 and up
+MobileBiz Co - Cloud Invoice,BUSINESS,4.4,373,4.0M,"10,000+",Free,0,Everyone,Business,"February 16, 2018",1.3.4,2.0 and up
+Supermarket Cashier Kids Games,FAMILY,3.6,32416,Varies with device,"1,000,000+",Free,0,Everyone,Educational,"July 10, 2017",Varies with device,Varies with device
+Co-op Taxi,MAPS_AND_NAVIGATION,3.4,168,53M,"10,000+",Free,0,Everyone,Maps & Navigation,"May 1, 2018",3.19.34,5.0 and up
+Alex & Co Quiz,GAME,NaN,9,4.9M,"1,000+",Free,0,Everyone,Trivia,"April 15, 2018",1.2,4.1 and up
+Them Bombs: co-op board game play with 2-4 friends,GAME,4.7,8038,52M,"100,000+",Free,0,Teen,Board,"July 12, 2018",1.4.1,4.1 and up
+REI Co-op Mastercard,FINANCE,2.9,320,23M,"10,000+",Free,0,Everyone,Finance,"June 14, 2018",2.13.11,4.4 and up
+Websites.co.in Instant Website,BUSINESS,4.3,327,13M,"10,000+",Free,0,Everyone,Business,"June 25, 2018",1.48,4.1 and up
+Co-op Credit Union on the Go,FINANCE,4.4,5,30M,"1,000+",Free,0,Everyone,Finance,"April 25, 2018",18.1.79,5.0 and up
+Hashtags For Likes.co,SOCIAL,4.3,420,18M,"50,000+",Free,0,Everyone,Social,"December 19, 2016",1.1,4.0.3 and up
+Chinese Chess ( Xiangqi Free ),GAME,4.6,963,4.1M,"50,000+",Free,0,Everyone,Board,"April 18, 2017",1.1.1,2.3 and up
+Krypton by krypt.co,PRODUCTIVITY,4.6,38,13M,"1,000+",Free,0,Everyone,Productivity,"July 17, 2018",2.4.0,6.0 and up
+Chinese Chess / Co Tuong,GAME,4.2,6947,20M,"500,000+",Free,0,Everyone,Board,"October 25, 2017",2.7.7,2.3 and up
+Fayr - Co-Parenting Simplified,PRODUCTIVITY,3.5,16,21M,"1,000+",Free,0,Everyone,Productivity,"July 20, 2018",1.5.1,5.0 and up
+Co-Dependents Anonymous,LIFESTYLE,NaN,0,12M,500+,Free,0,Everyone,Lifestyle,"February 28, 2018",1.0.1,4.1 and up
+Sprig by CO-OP,FINANCE,2.9,252,18M,"10,000+",Free,0,Everyone,Finance,"October 11, 2017",1.4.1033,4.1 and up
+Good&Co: Career match tests,BUSINESS,4.4,26572,41M,"1,000,000+",Free,0,Everyone,Business,"July 24, 2018",2.9.1,4.1 and up
+Central Bank and Trust Co.,FINANCE,4.7,65,12M,"5,000+",Free,0,Everyone,Finance,"June 12, 2018",5.9.1.0,5.0 and up
+Soo Co-op Mobile Banking,FINANCE,4.5,159,14M,"1,000+",Free,0,Everyone,Finance,"September 12, 2017",4.2.87,4.0.3 and up
+Co-Optima Mobile,FINANCE,4.4,218,Varies with device,"10,000+",Free,0,Everyone,Finance,"June 8, 2017",Varies with device,Varies with device
+SharedCare™ Co-parenting,PARENTING,2.0,23,Varies with device,100+,Paid,$4.59,Everyone,Parenting,"June 19, 2016",3.0.3,4.0 and up
+Holl & Co Barbers,LIFESTYLE,4.7,12,6.0M,500+,Free,0,Everyone,Lifestyle,"February 26, 2018",4.9.940,4.0 and up
+Call of Mini™ Zombies 2,GAME,4.4,248417,17M,"5,000,000+",Free,0,Teen,Arcade,"February 10, 2015",2.1.3,2.3.3 and up
+Grenada Co-operative Bank,FINANCE,4.4,137,400k,"10,000+",Free,0,Everyone,Finance,"June 26, 2013",2.4.3,1.6 and up
+Dungeon Legends - PvP Action MMO RPG Co-op Games,FAMILY,4.4,102215,42M,"1,000,000+",Free,0,Teen,Role Playing,"June 25, 2018",3.10,4.0.3 and up
+CO CASE Events,FAMILY,NaN,0,54M,100+,Free,0,Everyone,Education,"January 30, 2018",1.3,4.1 and up
+Permit Test CO Colorado DMV,FAMILY,4.5,41,11M,"1,000+",Free,0,Everyone,Education,"June 15, 2017",2.6.5,4.1 and up
+"Chinese Chess 3D Online (Xiangqi, 象棋, co tuong)",GAME,3.5,23,37M,"1,000+",Paid,$0.99,Everyone,Board,"December 27, 2017",2.2.1,4.1 and up
+2-Player Co-op Zombie Shoot,GAME,4.2,33,13M,"1,000+",Free,0,Teen,Action,"July 1, 2018",1.0.13,2.3 and up
+Camping and Co - Camping in Europe,TRAVEL_AND_LOCAL,3.7,19,6.5M,"1,000+",Free,0,Everyone,Travel & Local,"April 17, 2018",1.2.3,4.1 and up
+Remote | Fire TV | Android TV | KODI | CetusPlay,TOOLS,4.4,15911,16M,"1,000,000+",Free,0,Everyone,Tools,"June 30, 2018",4.1.8.1,4.1 and up
+Comboios de Portugal,MAPS_AND_NAVIGATION,3.4,1147,19M,"100,000+",Free,0,Everyone,Maps & Navigation,"May 28, 2018",1.0.3.8,4.0.3 and up
+CP Dialer,SOCIAL,4.3,64,3.3M,"50,000+",Free,0,Teen,Social,"March 22, 2018",2.9.0,4.1 and up
+CP Federal Mobile,FINANCE,3.6,180,35M,"10,000+",Free,0,Everyone,Finance,"October 6, 2017",7.0.7-qa003-prod,4.2 and up
+Cestovné poriadky CP,MAPS_AND_NAVIGATION,4.6,2681,6.3M,"100,000+",Free,0,Everyone,Maps & Navigation,"September 25, 2017",1.2.0,4.0.3 and up
+CP Channel,FAMILY,4.6,7,12M,500+,Free,0,Everyone 10+,Education,"March 21, 2018",1.1.0,4.1 and up
+CP Clicker,LIFESTYLE,4.2,251,5.0M,"10,000+",Free,0,Everyone,Lifestyle,"March 22, 2018",3.3.003,4.1 and up
+Evolution CP & IV Calculator for pokemon,FAMILY,4.3,9465,43M,"500,000+",Free,0,Everyone,Entertainment,"July 8, 2018",0.4.6,4.4 and up
+CP Creepypasta,FAMILY,3.8,128,2.9M,"10,000+",Free,0,Teen,Entertainment,"July 11, 2016",1.0.2,4.0.3 and up
+Hercules CP Mobile,TOOLS,1.4,20,4.1M,"1,000+",Free,0,Everyone,Tools,"July 6, 2018",2.1.5,4.3 and up
+Cerebral Palsy,MEDICAL,4.4,38,8.5M,"1,000+",Free,0,Everyone,Medical,"July 30, 2014",2,3.0 and up
+"Speak quietly: Autism, CP",MEDICAL,NaN,6,7.0M,"1,000+",Free,0,Everyone,Medical,"July 30, 2016",5.0,3.0 and up
+CP RACING 2 FREE,FAMILY,4.0,4607,19M,"100,000+",Free,0,Everyone,Simulation,"March 12, 2018",3,4.0 and up
+CP-Care Mobile,FAMILY,NaN,1,16M,10+,Free,0,Everyone,Education,"June 20, 2018",1,4.0 and up
+CP ToolBox,BUSINESS,4.6,70,14M,"1,000+",Free,0,Everyone,Business,"February 11, 2015",1.9.3,2.3.3 and up
+"Talking Pictures: Autism, CP",MEDICAL,3.9,22,801k,"5,000+",Free,0,Everyone,Medical,"March 6, 2017",1.14,3.0 and up
+CP HAPPS - Pittsburgh Events,LIFESTYLE,3.8,85,5.6M,"5,000+",Free,0,Teen,Lifestyle,"March 6, 2015",1.18.10,4.0.3 and up
+Poke Genie - Safe IV Calculator,TOOLS,4.7,92958,36M,"1,000,000+",Free,0,Everyone,Tools,"July 27, 2018",1.13.0,5.0 and up
+IV Calc CP Calculator Toolkit,TOOLS,4.2,242,3.2M,"10,000+",Free,0,Everyone,Tools,"October 6, 2016",1.3,4.2 and up
+CP Plus Showcase,BUSINESS,4.3,236,7.0M,"50,000+",Free,0,Everyone,Business,"March 9, 2018",1.0.4,4.0 and up
+CP Calculator,FAMILY,4.1,187,2.9M,"10,000+",Free,0,Everyone,Entertainment,"September 13, 2016",3.21,4.1 and up
+iTooch Mathématiques CP,FAMILY,4.3,1018,35M,"100,000+",Free,0,Everyone,Education;Education,"June 28, 2017",4.6.2,4.0.3 and up
+gCMOB,TOOLS,4.2,7935,21M,"1,000,000+",Free,0,Everyone,Tools,"January 8, 2018",2.4.7,3.0 and up
+CP Connect 2.0,PRODUCTIVITY,NaN,0,5.8M,500+,Free,0,Everyone,Productivity,"August 17, 2017",3.9.4,4.0.3 and up
+Evolution CP,FAMILY,3.6,13,4.7M,500+,Free,0,Everyone,Entertainment,"September 4, 2016",1.0.2,4.0.3 and up
+IV Go（get IV for Pokemon）,GAME,4.6,132282,20M,"1,000,000+",Free,0,Everyone,Adventure,"July 31, 2018",15.0,4.1 and up
+CP Smart Check List,PERSONALIZATION,NaN,1,3.9M,10+,Free,0,Everyone,Personalization,"August 14, 2017",0.0.1,4.1 and up
+Ditto CP Calculator GO,TOOLS,4.3,34,12M,"1,000+",Free,0,Everyone,Tools,"February 25, 2018",1.9,4.0.3 and up
+Foothills CP,FAMILY,5.0,4,7.8M,100+,Free,0,Teen,Education,"June 25, 2018",3.8.0,4.1 and up
+CP Installer App,BUSINESS,5.0,4,24M,100+,Free,0,Everyone,Business,"July 24, 2018",5.1.1,4.1 and up
+CP Trivia,GAME,5.0,5,12M,100+,Free,0,Everyone,Trivia,"August 6, 2018",0.99,5.0 and up
+CP Ready,BUSINESS,4.5,56,Varies with device,"1,000+",Free,0,Everyone,Business,"March 5, 2018",6.4.16,4.0 and up
+CP Surprise,LIFESTYLE,3.8,2548,4.9M,"100,000+",Free,0,Everyone,Lifestyle,"January 30, 2018",4.4.2,4.1 and up
+Evolve CP Calc. for PokemonGo,TOOLS,3.9,116,3.3M,"10,000+",Free,0,Everyone,Tools,"December 18, 2016",2.6,4.4 and up
+CP Cloud,BUSINESS,NaN,3,5.4M,100+,Free,0,Everyone,Business,"July 24, 2018",2.5,4.4 and up
+GO CP Evolution Calculator,FAMILY,NaN,5,2.4M,100+,Free,0,Everyone,Entertainment,"January 29, 2017",1.0,4.0.3 and up
+ClanPlay: Community and Tools for Gamers,COMMUNICATION,4.8,34443,27M,"1,000,000+",Free,0,Teen,Communication,"June 28, 2018",1.14.3,5.0 and up
+CP Calculator - Poke Go Calc,FAMILY,4.1,7,22M,500+,Free,0,Everyone,Entertainment,"September 17, 2016",1.1,4.2 and up
+Contents Provider(C.P.)Explorer,TOOLS,4.0,1,1.2M,100+,Free,0,Everyone,Tools,"June 20, 2018",5.0,3.0 and up
+Cp Calculator for Evolution:GO,FAMILY,4.8,124,2.5M,500+,Free,0,Everyone,Entertainment,"August 23, 2016",1.2,4.2 and up
+Calcy IV,TOOLS,4.8,36557,14M,"1,000,000+",Free,0,Everyone,Tools,"August 3, 2018",2.51f,5.0 and up
+CP Brown English-Telugu Dictionary,FAMILY,4.4,8,6.8M,500+,Free,0,Everyone,Education,"November 10, 2017",3.0,4.0 and up
+CP Parquet,LIFESTYLE,NaN,2,1.2M,100+,Free,0,Everyone,Lifestyle,"May 11, 2016",1.0.2,4.0 and up
+CP evolution calculator Pokemo,FAMILY,4.1,78,787k,"10,000+",Free,0,Everyone,Educational,"February 26, 2017",1.3,4.1 and up
+C.P. CERVANTES (TOBARRA),SOCIAL,NaN,0,4.9M,5+,Free,0,Everyone,Social,"July 24, 2018",8.2,4.0.3 and up
+Sporting CP Keyboard Theme,SPORTS,NaN,45,5.3M,"5,000+",Free,0,Everyone,Sports,"October 24, 2017",1.0,4.0 and up
+Meu Calendário CP,TOOLS,NaN,37,6.5M,100+,Free,0,Everyone,Tools,"August 5, 2018",1.55.4,4.0.3 and up
+Crusaders Quest,FAMILY,4.4,475020,69M,"5,000,000+",Free,0,Everyone 10+,Role Playing,"July 26, 2018",4.7.0.KG,4.1 and up
+CQ Hotels,TRAVEL_AND_LOCAL,4.3,15,14M,"10,000+",Free,0,Everyone,Travel & Local,"July 6, 2018",5.4.13,4.4 and up
+CQ,NEWS_AND_MAGAZINES,3.7,7,3.4M,"1,000+",Free,0,Everyone 10+,News & Magazines,"May 18, 2018",1.0.11,4.0.3 and up
+Curio Quest,FAMILY,4.3,59152,50M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"March 29, 2018",1.14.00,4.0.3 and up
+CQ-Mobile,COMMUNICATION,NaN,10,8.1M,"1,000+",Free,0,Everyone,Communication,"November 28, 2016",5.5.0,4.0 and up
+CQ Key,TOOLS,NaN,0,1.7M,100+,Free,0,Everyone,Tools,"April 26, 2018",1.03,4.0 and up
+Sabbath School 4,FAMILY,4.3,2871,18M,"100,000+",Free,0,Everyone,Education,"May 8, 2015",1.6,2.3.3 and up
+CQ Mobile,FINANCE,2.7,36,18M,"1,000+",Free,0,Everyone,Finance,"July 10, 2018",Varies with device,Varies with device
+Cardinal Quest 2,FAMILY,4.4,19207,36M,"100,000+",Free,0,Everyone,Role Playing,"September 19, 2016",1.19,2.3 and up
+CQ-Alert,COMMUNICATION,NaN,3,8.1M,500+,Free,0,Everyone,Communication,"November 28, 2016",5.5.0,4.0 and up
+SDA Collegiate Quarterly,BOOKS_AND_REFERENCE,4.5,8,5.1M,500+,Free,0,Everyone,Books & Reference,"July 13, 2018",1.2,4.4 and up
+CQ SIGNAL PRO 5,FINANCE,NaN,0,1.6M,10+,Free,0,Everyone,Finance,"April 17, 2017",4.0,4.1 and up
+CQ: Lost In Transmission,GAME,4.2,4,61M,10+,Free,0,Everyone,Action,"May 13, 2018",1.1,4.4 and up
+HR Team CQ Region Ed Qld,BUSINESS,NaN,0,4.1M,500+,Free,0,Everyone,Business,"January 12, 2018",3.8,4.0.3 and up
+Roll Call News,NEWS_AND_MAGAZINES,3.7,24,10M,"5,000+",Free,0,Everyone,News & Magazines,"December 24, 2015",1.1,4.1 and up
+UFO-CQ,TOOLS,NaN,1,237k,10+,Paid,$0.99,Everyone,Tools,"July 4, 2016",NaN,2.0 and up
+CQ ESPM,BUSINESS,5.0,2,3.4M,5+,Free,0,Everyone,Business,"June 3, 2017",1.0.1,4.1 and up
+SHUTTLLS CQ - Connect Ride Go,TRAVEL_AND_LOCAL,NaN,0,18M,5+,Free,0,Everyone,Travel & Local,"April 26, 2018",4.6.2100,4.3 and up
+QRZ Assistant,COMMUNICATION,4.2,1044,3.5M,"100,000+",Free,0,Everyone,Communication,"May 30, 2018",2.0,4.4 and up
+Palavras la cq,GAME,3.9,783,3.4M,"100,000+",Free,0,Everyone,Trivia,"October 18, 2014",1.0,2.3.3 and up
+CQ Ukraine,PRODUCTIVITY,NaN,0,9.1M,10+,Free,0,Everyone,Productivity,"June 25, 2018",1.17.0,4.1 and up
+Pocket Prefix Plus,COMMUNICATION,4.5,192,15M,"10,000+",Free,0,Everyone,Communication,"February 12, 2018",v2.6.0,3.0 and up
+CQ Electrical Group,PRODUCTIVITY,NaN,0,14M,1+,Free,0,Everyone,Productivity,"July 19, 2018",1.0.0,4.1 and up
+10 WPM Amateur ham radio CW Morse code trainer,COMMUNICATION,3.5,10,3.8M,100+,Paid,$1.49,Everyone,Communication,"May 12, 2018",2.1.4,2.1 and up
+Sabbath School,BOOKS_AND_REFERENCE,4.7,28237,10M,"100,000+",Free,0,Everyone,Books & Reference,"April 22, 2018",3.2.994,4.0.3 and up
+Gunship Modern Combat 3D,GAME,4.2,3247,26M,"500,000+",Free,0,Teen,Action,"July 25, 2017",1.05,2.3 and up
+Gun Simulator - Gun Games,FAMILY,4.4,134,Varies with device,"10,000+",Free,0,Teen,Simulation,"February 24, 2018",Varies with device,4.0.3 and up
+ClanManagerTT2,FAMILY,4.7,55,3.3M,"1,000+",Free,0,Everyone,Casual,"July 24, 2018",2.2.9,4.4 and up
+Christian Questions Podcast,FAMILY,4.6,222,15M,"10,000+",Free,0,Everyone,Education,"March 28, 2018",2.8,4.0.3 and up
+Sniper Killer Shooter,GAME,4.0,119368,19M,"10,000,000+",Free,0,Teen,Action,"February 21, 2017",1.1.4,2.3 and up
+25WPM Amateur ham radio Koch CW Morse code trainer,TOOLS,NaN,0,3.7M,10+,Paid,$1.49,Everyone,Tools,"May 18, 2018",2.0.3,2.1 and up
+QST,FAMILY,2.5,706,Varies with device,"10,000+",Free,0,Everyone,Education,"March 14, 2018",Varies with device,Varies with device
+Cypress College Library,BOOKS_AND_REFERENCE,NaN,0,2.1M,100+,Free,0,Everyone,Books & Reference,"December 7, 2015",4.7.2,1.6 and up
+Create My App,BUSINESS,NaN,0,11M,10+,Free,0,Everyone,Business,"April 24, 2018",1.0.5,4.1 and up
+Snowboard Racing Free Fun Game,GAME,3.8,4552,43M,"100,000+",Free,0,Everyone,Racing,"October 26, 2016",1.4.0,2.3.3 and up
+theCut,LIFESTYLE,4.7,499,6.9M,"50,000+",Free,0,Everyone,Lifestyle,"May 10, 2018",1.2.7,4.1 and up
+الفاتحون Conquerors,FAMILY,4.5,108130,40M,"5,000,000+",Free,0,Teen,Strategy,"August 3, 2018",1.8.0,4.0 and up
+Toughest Game Ever 2,GAME,4.6,293086,Varies with device,"5,000,000+",Free,0,Everyone,Action,"October 22, 2015",8.1,4.0.3 and up
+RIDE ZERO,GAME,4.6,8778,36M,"100,000+",Free,0,Teen,Music,"January 2, 2018",1.3.1,4.3 and up
+CricQuick,SPORTS,5.0,17,1.5M,50+,Free,0,Everyone,Sports,"December 8, 2017",1.0,4.0.3 and up
+Next Island: Dino Village,FAMILY,3.9,29,37M,"1,000+",Free,0,Everyone 10+,Casual,"May 4, 2018",1.0,5.0 and up
+iReadMe,PRODUCTIVITY,5.0,8,22M,100+,Free,0,Everyone,Productivity,"March 6, 2018",1.5,4.4 and up
+Global Shop,BUSINESS,NaN,0,3.3M,50+,Free,0,Everyone,Business,"February 23, 2018",1.1.0,4.0 and up
+Webmail web mobile app,TOOLS,2.3,395,2.6M,"100,000+",Free,0,Everyone,Tools,"August 5, 2018",4.2,4.1 and up
+QC,FAMILY,NaN,4,34M,100+,Free,0,Everyone,Puzzle,"October 5, 2016",1.0,4.0.3 and up
+Traffic Info and Traffic Alert,MAPS_AND_NAVIGATION,3.6,695,2.9M,"100,000+",Free,0,Everyone,Maps & Navigation,"January 28, 2018",5.3,4.0 and up
+Color Quartets,FAMILY,4.0,42,12M,"1,000+",Free,0,Everyone,Casual,"November 15, 2016",1.46,4.0 and up
+Ham Radio Prefixes,COMMUNICATION,3.7,218,3.7M,"10,000+",Free,0,Everyone,Communication,"July 12, 2014",1.12,2.3 and up
+Battle Result Predictor for CR,TOOLS,4.2,7063,17M,"1,000,000+",Free,0,Everyone,Tools,"February 4, 2017",1.3.0,4.1 and up
+Deck Advisor for CR,TOOLS,4.1,37975,23M,"5,000,000+",Free,0,Everyone,Tools,"February 2, 2017",1.4.0,4.1 and up
+Card Creator for CR,TOOLS,4.4,117850,17M,"10,000,000+",Free,0,Everyone,Tools,"May 19, 2018",1.8.0,4.1 and up
+CR & CoC Private Server - Clash Barbarians PRO,FAMILY,4.6,167974,5.0M,"500,000+",Free,0,Everyone,Entertainment,"July 27, 2018",Gratis,4.0.3 and up
+Deck Analyzer for CR,TOOLS,4.2,2630,18M,"100,000+",Free,0,Everyone,Tools,"February 2, 2017",1.3.0,4.1 and up
+Chest Simulator for Clash Royale,FAMILY,4.4,4756,33M,"100,000+",Free,0,Everyone,Simulation,"July 19, 2018",1.1.9,4.1 and up
+Clash Soundboard For CR & COC,FAMILY,4.3,13,26M,500+,Free,0,Everyone,Entertainment,"January 3, 2018",1.1,4.0.3 and up
+Quiz for Clash Royale™,FAMILY,4.0,3788,32M,"100,000+",Free,0,Everyone,Entertainment,"July 18, 2018",3.0.1,4.1 and up
+CR Blue Icon Pack,PERSONALIZATION,4.5,323,38M,"10,000+",Free,0,Everyone,Personalization,"December 4, 2014",1.03,2.3.3 and up
+Chest Calculator for CR,FAMILY,3.9,14754,21M,"1,000,000+",Free,0,Everyone 10+,Entertainment,"July 22, 2018",1.8.1,4.1 and up
+Ultimate Calculator for CR,PRODUCTIVITY,3.7,7389,41M,"500,000+",Free,0,Everyone,Productivity,"March 15, 2017",1.0.4,4.0 and up
+DCUO|CR Calculator Pro,TOOLS,4.6,82,1.7M,500+,Paid,$0.99,Everyone,Tools,"August 14, 2017",3.3,3.0 and up
+Servidor Privado CR y CoC - Royale Servers PRO,TOOLS,NaN,55,4.3M,100+,Paid,$1.99,Everyone,Tools,"December 24, 2017",1.0.3,2.3 and up
+Stats CR Clan for Clash Royale,FAMILY,3.8,16,9.9M,100+,Free,0,Everyone,Entertainment,"July 25, 2018",1.2.9,4.1 and up
+Ultimate Clash Royale Tracker,FAMILY,4.7,92010,5.9M,"1,000,000+",Free,0,Everyone,Strategy,"July 4, 2018",1.4.8,4.2 and up
+Chest Opener for CR - The Circle Game,FAMILY,NaN,68,2.7M,"5,000+",Free,0,Everyone,Entertainment,"January 7, 2018",1.0.3,5.0 and up
+Deck Simulator for CR,TOOLS,3.4,202,12M,"10,000+",Free,0,Everyone,Tools,"June 16, 2017",1.0,4.0.3 and up
+Stats Royale for Clash Royale,BOOKS_AND_REFERENCE,4.5,68226,16M,"1,000,000+",Free,0,Everyone,Books & Reference,"August 6, 2018",1.9.1,4.2 and up
+Counter Deck Calculator for CR,TOOLS,4.1,3446,19M,"500,000+",Free,0,Everyone,Tools,"February 4, 2017",1.3.0,4.1 and up
+CR Calculator,TOOLS,4.3,297,2.8M,"50,000+",Free,0,Everyone,Tools,"January 27, 2018",2.2,4.0 and up
+Servidor Privado de CR y CoC - Light Royale,FAMILY,4.6,3106,3.6M,"10,000+",Free,0,Everyone,Entertainment,"May 17, 2018",7,4.0.3 and up
+Helper for Clash Royale (All-in-1),FAMILY,4.3,6078,37M,"500,000+",Free,0,Everyone,Entertainment,"November 10, 2017",2.0.0,4.1 and up
+"CR Fans: Mazos, Clanes y Grupos",FAMILY,4.3,219,4.3M,"5,000+",Free,0,Everyone,Entertainment,"December 21, 2017",1.0.7,2.3 and up
+DCUO|CR Calculator Lite,TOOLS,4.0,182,1.7M,"10,000+",Free,0,Everyone,Tools,"August 14, 2017",3.3,3.0 and up
+CR -Call Recorder,TOOLS,NaN,4,3.1M,100+,Free,0,Everyone,Tools,"September 19, 2017",2.0,4.1 and up
+CR Best Decks,FAMILY,3.5,34,30M,"1,000+",Free,0,Everyone,Strategy,"July 5, 2017",1.03,4.0.3 and up
+CR Family,FAMILY,2.3,10,5.2M,"1,000+",Free,0,Everyone,Education,"February 8, 2017",1.0.0,4.1 and up
+CR Monitor,AUTO_AND_VEHICLES,NaN,1,2.8M,5+,Free,0,Everyone,Auto & Vehicles,"April 27, 2018",1.0,4.0 and up
+JavaScript Editor CR,TOOLS,3.9,114,18M,"5,000+",Free,0,Everyone,Tools,"March 16, 2018",1.0.209,4.0 and up
+Jetting for Honda CR dirt bike,SPORTS,4.1,7,3.4M,100+,Paid,$3.49,Everyone,Sports,"April 13, 2016",2.2,3.0 and up
+CR-Red,PERSONALIZATION,4.5,561,41M,"10,000+",Free,0,Everyone,Personalization,"December 4, 2014",1.05,2.3.3 and up
+Deck Shop for Clash Royale,FAMILY,4.6,2167,13M,"100,000+",Free,0,Everyone,Entertainment,"August 6, 2018",1.1.5,4.4 and up
+Royale Tournaments,FAMILY,4.4,2420,6.7M,"50,000+",Free,0,Teen,Entertainment,"July 28, 2018",5.3.6.0,4.1 and up
+Deck Builder & Analyzer for CR,FAMILY,3.1,52,9.8M,"5,000+",Free,0,Everyone,Entertainment,"May 4, 2017",1.0,4.0.3 and up
+Chest Tracker for Clash Royale,TOOLS,4.3,77717,14M,"5,000,000+",Free,0,Everyone,Tools,"December 29, 2016",1.2.0,4.1 and up
+Jeppesen CR Flight Computer,MAPS_AND_NAVIGATION,3.3,3,26M,100+,Paid,$9.99,Everyone,Maps & Navigation,"October 5, 2016",1.0.8,4.4 and up
+Cr Aviation Academy,FAMILY,5.0,7,22M,100+,Free,0,Everyone,Education,"August 9, 2017",1.0,4.1 and up
+The ClubHouse CR,HEALTH_AND_FITNESS,NaN,5,8.7M,100+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+CR-V Service Manual,AUTO_AND_VEHICLES,4.2,12,88M,500+,Free,0,Everyone,Auto & Vehicles,"February 19, 2018",1.2,4.1 and up
+Java Editor CR,TOOLS,3.8,434,18M,"50,000+",Free,0,Everyone,Tools,"March 16, 2018",1.0.209,4.0 and up
+XML Editor CR,TOOLS,3.3,47,18M,"5,000+",Free,0,Everyone,Tools,"March 16, 2018",1.0.209,4.0 and up
+Evolution Marketing CR,HEALTH_AND_FITNESS,NaN,14,1.3M,"1,000+",Free,0,Everyone,Health & Fitness,"March 30, 2018",3.0,4.0.3 and up
+CR Tracker for Chests,TOOLS,5.0,6,4.5M,50+,Free,0,Everyone,Tools,"June 5, 2018",1.0.2,4.1 and up
+CR Magazine,BUSINESS,1.0,1,7.8M,100+,Free,0,Everyone,Business,"July 23, 2014",2.4.2,2.3.3 and up
+Ultimate Chest Tracker,PRODUCTIVITY,4.5,40328,23M,"1,000,000+",Free,0,Everyone,Productivity,"October 17, 2016",1.9,2.3 and up
+CamScanner - Phone PDF Creator,PRODUCTIVITY,4.6,1502622,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"July 3, 2018",Varies with device,Varies with device
+Critical Strike CS: Counter Terrorist Online FPS,GAME,4.3,22773,Varies with device,"1,000,000+",Free,0,Mature 17+,Action,"August 3, 2018",4.84,4.1 and up
+CamScanner (License),PRODUCTIVITY,4.4,26358,50k,"500,000+",Paid,$1.99,Everyone,Productivity,"January 17, 2014",1.7,2.0 and up
+Assault Line CS Online Fps Go,GAME,4.1,52163,70M,"1,000,000+",Free,0,Mature 17+,Action,"July 13, 2016",1.1.2,2.3 and up
+Standoff 2,GAME,4.5,299046,47M,"10,000,000+",Free,0,Mature 17+,Action,"July 12, 2018",0.9.5,4.1 and up
+Counter Online FPS Game,GAME,4.2,41089,42M,"5,000,000+",Free,0,Teen,Action,"July 25, 2018",2.7,4.1 and up
+CS Customizer,COMMUNICATION,3.7,25,3.7M,"1,000+",Free,0,Everyone,Communication,"February 6, 2017",1.2.11,3.0 and up
+Combat Strike CS 🔫 Counter Terrorist Attack FPS💣,GAME,4.1,1019,39M,"100,000+",Free,0,Teen,Action,"July 23, 2018",1.0.7,4.1 and up
+CS-Touch,FAMILY,3.9,337,22M,"10,000+",Free,0,Everyone,Education,"May 11, 2018",3.6,5.0 and up
+Ultimate Quiz for CS:GO - Skins | Cases | Players,GAME,4.5,2526,22M,"100,000+",Free,0,Everyone,Trivia,"February 14, 2018",1.3.0,4.1 and up
+Аim Training for CS,GAME,3.6,2328,12M,"100,000+",Free,0,Everyone,Action,"October 25, 2014",1.8,2.3 and up
+Sniper Traning for CS GO,GAME,3.2,655,14M,"50,000+",Free,0,Teen,Action,"May 18, 2016",1.0.2,4.0 and up
+NetClient CS,BUSINESS,3.5,125,4.3M,"10,000+",Free,0,Everyone,Business,"January 5, 2018",1.2.2,3.0 and up
+CS Guns Shoot,FAMILY,3.7,433,Varies with device,"50,000+",Free,0,Teen,Entertainment,"August 1, 2013",1.5,2.2 and up
+Asiimov Skin - CS GO Icon Pack,PERSONALIZATION,4.6,26,8.5M,100+,Paid,$2.49,Everyone,Personalization,"December 3, 2017",5.0.1,4.0.3 and up
+CS Interview Questions (TechQ),FAMILY,4.8,33,6.7M,"5,000+",Free,0,Everyone,Education,"January 27, 2017",1.5,4.1 and up
+Your rank CS:GO,GAME,4.1,4946,7.5M,"100,000+",Free,0,Teen,Trivia,"July 16, 2017",1.82,4.0.3 and up
+Guide for CS:GO,FAMILY,4.4,16459,88M,"500,000+",Free,0,Everyone,Entertainment,"July 15, 2017",3.2.0,2.3 and up
+CS Interview FAQs,FAMILY,4.3,99,1.1M,"10,000+",Free,0,Everyone,Education,"February 11, 2013",1.13,2.2 and up
+CS,BUSINESS,NaN,5,8.3M,100+,Free,0,Everyone,Business,"August 13, 2015",Release 1.0,4.1 and up
+Mobile CS,BUSINESS,4.0,13,5.7M,"1,000+",Free,0,Everyone,Business,"October 6, 2017",1.2.0,4.4 and up
+Mobile CS:GO,GAME,3.1,1015,643k,"100,000+",Free,0,Everyone,Action,"November 11, 2015",1.3,2.3.3 and up
+Counter Terrorist Gun Strike CS: Special Forces,GAME,4.2,211,44M,"10,000+",Free,0,Teen,Action,"August 18, 2017",1.1,2.3 and up
+C.S. Lewis Daily Quotes,LIFESTYLE,4.1,75,11M,"10,000+",Free,0,Everyone,Lifestyle,"January 14, 2018",1.0.1,4.1 and up
+CS go bomb simulator,FAMILY,NaN,7,28M,10+,Paid,$0.99,Everyone,Casual,"May 21, 2018",1.01,4.1 and up
+Shooter Sniper CS - FPS Games,GAME,3.5,14823,40M,"1,000,000+",Free,0,Teen,Action,"February 15, 2017",4.0,2.3 and up
+CS16Client,GAME,4.3,8668,9.1M,"500,000+",Free,0,Teen,Action,"April 1, 2017",1.33,1.5 and up
+CS Browser | #1 & BEST BROWSER,COMMUNICATION,3.8,52,2.1M,"1,000+",Free,0,Everyone,Communication,"August 28, 2015",2.0,3.0 and up
+Counter Attack - Multiplayer FPS,GAME,4.3,112565,32M,"1,000,000+",Free,0,Teen,Action,"July 21, 2018",1.1.97,4.4 and up
+DU CS Lectures - Learn to Code for Free,FAMILY,4.8,16,7.8M,100+,Free,0,Everyone,Education,"July 29, 2018",4.0,4.1 and up
+What's Your CS:GO rank?,GAME,2.3,278,2.4M,"10,000+",Free,0,Teen,Trivia,"February 11, 2017",1.0,2.3 and up
+CS Browser Beta,COMMUNICATION,4.3,125,53M,"5,000+",Free,0,Everyone,Communication,"October 16, 2017",60.0.3112.3046279,4.1 and up
+Helper for CS:GO,TOOLS,4.4,208,6.0M,"10,000+",Free,0,Everyone,Tools,"June 16, 2016",1.2.1,4.1 and up
+My Nexus for CS:S & CS:GO,FAMILY,3.6,783,25M,"50,000+",Free,0,Teen,Entertainment,"June 25, 2016",1.3.4,4.0 and up
+CS & IT Interview Questions,FAMILY,5.0,43,3.3M,"1,000+",Free,0,Everyone,Education,"March 27, 2018",1.1,4.2 and up
+GATE 21 years CS Papers(2011-2018 Solved),BOOKS_AND_REFERENCE,NaN,1,34M,50+,Free,0,Everyone,Books & Reference,"July 24, 2018",3.0,4.1 and up
+Map Callouts for CS:GO,GAME,4.3,211,3.6M,"50,000+",Free,0,Everyone,Action,"January 26, 2018",2.1,4.0.3 and up
+GATE CS Engineering 2019 Exam Prep App,FAMILY,4.2,162,6.2M,"10,000+",Free,0,Everyone,Education,"February 15, 2018",Y4W-GATE_CS-5.0.0,4.1 and up
+Case Simulator Hero for CS:GO,FAMILY,4.3,14604,68M,"500,000+",Free,0,Teen,Simulation,"July 4, 2018",3.1.2,4.2 and up
+CA CS Network,FAMILY,4.7,160,19M,"5,000+",Free,0,Everyone,Education,"July 25, 2018",1.0,4.4 and up
+Smokes for CS:GO,FAMILY,3.9,3253,3.6M,"100,000+",Free,0,Everyone,Entertainment,"April 10, 2015",1.3,2.2 and up
+Grenade Practice for CS:GO,FAMILY,4.4,431,17M,"10,000+",Free,0,Everyone,Entertainment,"June 13, 2016",1.1.1,4.0 and up
+Quiz CS:GO players,GAME,4.4,460,31M,"50,000+",Free,0,Everyone,Trivia,"June 23, 2018",4.2,4.0.3 and up
+Puzzle for CS:GO,GAME,4.3,247,18M,"10,000+",Free,0,Everyone,Word,"September 16, 2016",1.53,4.0.3 and up
+Bomb and Nade Timer for CS:GO,PRODUCTIVITY,2.6,85,6.0M,"5,000+",Free,0,Everyone,Productivity,"April 21, 2016",1.1.2,4.0 and up
+Smokes Guide for CS:GO,FAMILY,4.3,445,29M,"50,000+",Free,0,Everyone,Entertainment,"June 1, 2017",3.0,4.0 and up
+Philips IQon Spectral CT Fundamentals.,MEDICAL,NaN,2,77M,100+,Free,0,Everyone,Medical,"September 21, 2017",1.0.0,4.0 and up
+RadRevision: Anatomy on CT,MEDICAL,3.8,568,42M,"50,000+",Free,0,Everyone,Medical,"January 22, 2014",1.2,4.0 and up
+Radiology CT Anatomy,MEDICAL,4.2,345,14M,"50,000+",Free,0,Everyone,Medical,"January 20, 2018",1.6,4.0 and up
+CT Scan Viewer 3D,MEDICAL,4.2,6,29M,"1,000+",Free,0,Everyone,Medical,"June 20, 2018",1.0,2.3 and up
+Learn CT Scan Of Head,BOOKS_AND_REFERENCE,4.1,10,5.7M,"5,000+",Free,0,Everyone,Books & Reference,"July 22, 2018",1.5,4.1 and up
+CT Abdomen Pelvis,MEDICAL,4.0,36,36M,"10,000+",Free,0,Everyone,Medical,"January 20, 2018",2.0,4.0 and up
+CT Neck,MEDICAL,4.4,7,8.9M,"1,000+",Free,0,Everyone,Medical,"January 20, 2018",2.0,4.0 and up
+CT Scan Generations,FAMILY,4.7,6,5.1M,"1,000+",Free,0,Everyone,Education,"April 1, 2018",1.0,4.0 and up
+Emergency Brain CT,MEDICAL,NaN,2,19M,10+,Paid,$0.99,Everyone,Medical,"April 17, 2018",1.0.0,4.1 and up
+CT Prepares,NEWS_AND_MAGAZINES,2.6,13,4.3M,"1,000+",Free,0,Everyone,News & Magazines,"November 1, 2016",1.0.3,4.4 and up
+CT Abdomen,FAMILY,4.3,7,62M,"1,000+",Free,0,Everyone,Education,"February 21, 2017",1.0,4.4 and up
+CT Brain Interpretation,FAMILY,5.0,3,29M,500+,Free,0,Everyone,Education,"July 4, 2018",5.0.16,4.0 and up
+CT-Guide & Positioning,FAMILY,3.7,6,7.8M,"1,000+",Free,0,Everyone,Education,"June 6, 2018",1.5,4.0 and up
+CT Sessions,MEDICAL,4.3,62,20M,"5,000+",Free,0,Everyone,Medical,"December 15, 2014",2.2,2.3 and up
+CT - DTC Lookup,TOOLS,4.1,41,986k,"10,000+",Free,0,Everyone,Tools,"July 26, 2013",3,3.0 and up
+POCKET ATLAS OF CT HEAD,MEDICAL,4.3,22,18M,"10,000+",Free,0,Everyone,Medical,"March 16, 2018",2.0,4.0.3 and up
+Interactive CT & MRI Anat.Lite,MEDICAL,3.8,534,14M,"100,000+",Free,0,Everyone,Medical,"July 30, 2012",1.2,2.2 and up
+CT POSITIONING,MEDICAL,4.5,18,9.3M,"5,000+",Free,0,Everyone,Medical,"March 10, 2018",2.0,4.0.3 and up
+CT Cervical Spine,MEDICAL,5.0,5,17M,"1,000+",Free,0,Everyone,Medical,"January 20, 2018",2.0,4.0 and up
+Trauma CT Head Rules,MEDICAL,NaN,2,1.4M,100+,Free,0,Everyone,Medical,"April 23, 2017",1.1,4.0.3 and up
+CT Head Basic Interpretation,FAMILY,NaN,1,16M,100+,Free,0,Everyone,Education,"June 11, 2018",1.0.1,4.0 and up
+CT MyChiroTown Mobile,MEDICAL,3.9,40,4.0M,"5,000+",Free,0,Everyone,Medical,"July 7, 2015",4.1.0,2.3.3 and up
+CT Lottery,FAMILY,3.8,271,8.3M,"50,000+",Free,0,Teen,Entertainment,"June 12, 2017",1.2.0,4.0 and up
+Permit Test Connecticut CT DMV,FAMILY,4.6,186,9.6M,"10,000+",Free,0,Everyone,Education,"October 12, 2017",2.9.0,4.1 and up
+POCKET BOOK CT ABDOMEN,MEDICAL,NaN,0,11M,100+,Free,0,Everyone,Medical,"March 16, 2018",1.0,4.1 and up
+I AM C.T.,HEALTH_AND_FITNESS,4.6,28,20M,"1,000+",Free,0,Mature 17+,Health & Fitness,"April 27, 2017",1.0,4.0.3 and up
+Solar CT PV System Power,PRODUCTIVITY,4.7,315,14M,"10,000+",Free,0,Everyone,Productivity,"January 22, 2018",SolarCT 1.9 v,4.0 and up
+CARDIAC CT TECHNIQUE,MEDICAL,5.0,6,17M,"1,000+",Free,0,Everyone,Medical,"March 10, 2018",2.0,4.0.3 and up
+TUTORIAL CT SCAN CARDIAC,MEDICAL,NaN,1,15M,"1,000+",Free,0,Everyone,Medical,"March 10, 2018",2.0,4.0.3 and up
+HEAD TRAUMA CT EVALUATION,MEDICAL,4.5,18,13M,"10,000+",Free,0,Everyone,Medical,"March 16, 2018",2.0,4.0.3 and up
+Simpli CT,TOOLS,NaN,4,11M,100+,Free,0,Everyone,Tools,"November 30, 2017",1.0.2,4.3 and up
+CT Scan Cross Sectional Anatomy,MEDICAL,4.3,10,46M,100+,Free,0,Everyone,Medical,"July 19, 2018",5.0.16,4.1 and up
+Remote CT - Smart Remote,TOOLS,3.5,3988,11M,"1,000,000+",Free,0,Everyone,Tools,"December 22, 2015",1.0.5,4.4 and up
+CT-REMOTE,GAME,3.3,19,1.6M,100+,Paid,$4.49,Everyone,Action,"February 10, 2015",1.4,2.3 and up
+CT CONNECT,PRODUCTIVITY,NaN,2,28M,50+,Free,0,Everyone,Productivity,"August 8, 2017",8.2.1,4.1 and up
+CT-ART 4.0 (Chess Tactics 1200-2400 ELO),GAME,4.8,8191,Varies with device,"100,000+",Free,0,Everyone,Board,"May 22, 2018",1.1.0,4.1 and up
+CT-Stream Player,FAMILY,3.9,84,11M,"10,000+",Free,0,Everyone,Entertainment,"November 21, 2016",3.4,3.0 and up
+CT Pulmonary Angiography,MEDICAL,NaN,0,4.9M,100+,Free,0,Everyone,Medical,"March 24, 2018",1.0,4.0 and up
+Results for CT Lottery,FAMILY,4.5,86,8.6M,"5,000+",Free,0,Teen,Entertainment,"March 11, 2017",5.1,4.1 and up
+Abdominal CT Sectional Walker,MEDICAL,NaN,2,23M,100+,Paid,$9.99,Everyone,Medical,"July 8, 2016",1.1,4.0 and up
+Interactive CT and MRI Anatomy,MEDICAL,3.4,35,24M,"1,000+",Paid,$15.46,Everyone,Medical,"May 27, 2015",2.0.3,2.2 and up
+Dine In CT - Food Delivery,SHOPPING,5.0,4,1.6M,"1,000+",Free,0,Everyone,Shopping,"May 16, 2016",1.3,4.0 and up
+CT Checkout,FINANCE,5.0,1,8.4M,50+,Free,0,Everyone,Finance,"April 20, 2017",1.2,4.2 and up
+CT and XR Dose Calculator,MEDICAL,NaN,3,97k,50+,Paid,$0.99,Everyone,Medical,"January 22, 2014",2014.01,1.6 and up
+Chest CT Sectional Walker,MEDICAL,NaN,2,20M,100+,Paid,$9.99,Everyone,Medical,"July 9, 2016",1.1,4.0 and up
+Radiological Anatomy For FRCR1,MEDICAL,4.8,12,44M,100+,Paid,$6.99,Everyone,Medical,"January 22, 2014",1.3,4.0 and up
+Radiology CT Viewer,MEDICAL,3.6,35,88M,"10,000+",Free,0,Everyone,Medical,"January 20, 2018",2,4.0 and up
+POCKET ATLAS CARDIAC MRI AND CT,MEDICAL,NaN,0,4.8M,50+,Free,0,Everyone,Medical,"July 18, 2018",1.0,4.0 and up
+"CU: UPI Payments, Chat & Call",FINANCE,4.3,693,32M,"100,000+",Free,0,Teen,Finance,"May 3, 2018",1.0.95,4.2 and up
+CU of Colorado Mobile Banking,FINANCE,4.0,347,25M,"10,000+",Free,0,Everyone,Finance,"February 6, 2018",4.11.100,4.1 and up
+Tech CU Mobile Banking,FINANCE,4.5,853,27M,"10,000+",Free,0,Everyone,Finance,"July 12, 2018",4.13.72,4.1 and up
+My CU - Caucasus University,PRODUCTIVITY,4.6,48,7.3M,"1,000+",Free,0,Everyone,Productivity,"November 22, 2017",1.2.3,4.1 and up
+Service CU Mobile Banking,FINANCE,4.7,6208,14M,"100,000+",Free,0,Everyone,Finance,"June 12, 2018",5.9.1.0,5.0 and up
+Redwood CU v3.1.0,FINANCE,3.8,480,15M,"50,000+",Free,0,Everyone,Finance,"May 24, 2018",3.1.0,4.0 and up
+Cyprus CU Mobile Banking,FINANCE,3.4,295,Varies with device,"10,000+",Free,0,Everyone,Finance,"February 13, 2018",5.3.4,4.4 and up
+BayPort CU Mobile Banking,FINANCE,4.7,2374,16M,"10,000+",Free,0,Everyone,Finance,"July 31, 2018",5.10.1.0,5.0 and up
+CU SoCal Mobile Banking,FINANCE,4.0,253,25M,"10,000+",Free,0,Everyone,Finance,"May 2, 2018",4.6.68,4.0.3 and up
+Tropical Financial CU,FINANCE,4.6,1231,14M,"10,000+",Free,0,Everyone,Finance,"June 12, 2018",5.9.1.0,5.0 and up
+Travis CU,FINANCE,2.0,207,2.9M,"10,000+",Free,0,Everyone,Finance,"February 16, 2018",1.0.0.9,4.4 and up
+Commonwealth CU Go Mobile,FINANCE,4.3,231,18M,"10,000+",Free,0,Everyone,Finance,"September 15, 2017",4.4.47,4.0.3 and up
+Public Service CU Mobile,FINANCE,2.0,314,35M,"10,000+",Free,0,Everyone,Finance,"March 14, 2017",6.5.32-prod,4.2 and up
+Freedom CU,FINANCE,3.6,117,25M,"10,000+",Free,0,Everyone,Finance,"June 22, 2018",6.5.82-prod,4.2 and up
+Meritrust CU Mobile Banking,FINANCE,4.7,3661,14M,"50,000+",Free,0,Everyone,Finance,"June 12, 2018",5.9.1.0,5.0 and up
+Nusenda CU– Mobile Banking,FINANCE,3.5,805,6.5M,"50,000+",Free,0,Everyone,Finance,"July 17, 2018",5.4.5,5.0 and up
+Lake Michigan CU Mobile,FINANCE,4.0,732,5.5M,"50,000+",Free,0,Everyone,Finance,"April 2, 2018",3.0.21,4.0 and up
+Maps CU,FINANCE,3.5,256,28M,"10,000+",Free,0,Everyone,Finance,"November 2, 2017",200,4.0.3 and up
+Family Savings CU Mobile,FINANCE,4.3,323,17M,"10,000+",Free,0,Everyone,Finance,"September 8, 2017",4.4.47,4.0.3 and up
+FORUM Credit Union CU Online,FINANCE,4.1,196,7.3M,"10,000+",Free,0,Everyone,Finance,"June 30, 2018",5.0.0,4.4 and up
+Educators CU Mobile Banking,FINANCE,4.6,1992,24M,"50,000+",Free,0,Everyone,Finance,"June 20, 2018",3000.5.3532,5.0 and up
+Space Coast CU Mobile,FINANCE,3.8,922,2.1M,"100,000+",Free,0,Everyone,Finance,"July 13, 2017",2.1.0.1108,2.3 and up
+First Tech Federal CU,FINANCE,4.3,4290,24M,"50,000+",Free,0,Everyone,Finance,"July 19, 2018",3000.5.3548,5.0 and up
+Southland CU,FINANCE,3.8,109,2.8M,"10,000+",Free,0,Everyone,Finance,"July 20, 2017",1.1,2.3 and up
+Tech CU Card Manager,FINANCE,1.0,2,7.2M,"1,000+",Free,0,Everyone,Finance,"July 25, 2017",1.0.1,4.0 and up
+Numerica CU,FINANCE,3.8,472,8.6M,"50,000+",Free,0,Everyone,Finance,"February 21, 2018",5.0.0,4.0 and up
+Red River CU,FINANCE,3.3,343,2.3M,"10,000+",Free,0,Everyone,Finance,"June 21, 2017",2.79,2.2 and up
+Firefighters First CU,FINANCE,4.8,495,12M,"5,000+",Free,0,Everyone,Finance,"May 1, 2018",5.7.1.0,5.0 and up
+MYCU TX Mobile Banking,FINANCE,3.0,4,Varies with device,100+,Free,0,Everyone,Finance,"August 1, 2018",1.0.2,Varies with device
+Amazing Fart Sounds,FAMILY,4.0,28136,Varies with device,"5,000,000+",Free,0,Everyone,Casual,"August 24, 2017",Varies with device,Varies with device
+Navigator PRO - GPS Navigation with Offline Maps,TRAVEL_AND_LOCAL,3.6,892,70M,"50,000+",Paid,$2.49,Everyone,Travel & Local,"August 1, 2018",1.08,4.0 and up
+My Vodafone (GR),COMMUNICATION,3.8,12667,34M,"1,000,000+",Free,0,Everyone,Communication,"August 1, 2018",4.5.5.1-2090AL-REL,4.3 and up
+HTC Transfer Tool,TOOLS,4.3,40907,2.6M,"5,000,000+",Free,0,Everyone,Tools,"July 27, 2017",6.0.932740,2.2 and up
+Planet of Cubes Survival Craft,FAMILY,3.9,475944,35M,"10,000,000+",Free,0,Everyone,Simulation,"June 26, 2018",4.5.4,4.1 and up
+Moto Rider,GAME,4.2,115176,24M,"10,000,000+",Free,0,Teen,Racing,"June 15, 2018",1.2.1,4.0 and up
+Shadow Fight 2,GAME,4.6,10981850,88M,"100,000,000+",Free,0,Everyone 10+,Action,"July 2, 2018",1.9.38,3.0 and up
+Crazy Wheels,GAME,4.0,121082,7.0M,"10,000,000+",Free,0,Teen,Adventure,"January 17, 2018",1.0.7,2.1 and up
+Curriculum vitae App CV Builder Free Resume Maker,BUSINESS,4.5,4571,3.9M,"500,000+",Free,0,Everyone,Business,"July 8, 2018",3.3,4.1 and up
+Free Resume App,BUSINESS,4.6,15830,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 19, 2018",Varies with device,Varies with device
+CV Engineer - Free Resume Maker & CV Templates,BUSINESS,4.6,213,3.8M,"10,000+",Free,0,Everyone,Business,"April 11, 2018",3.5.3,5.0 and up
+CV Examples 2018,FAMILY,4.5,625,26M,"100,000+",Free,0,Everyone,Education,"July 30, 2018",4.0,4.0.3 and up
+Curriculum Vitae,BUSINESS,3.7,3757,5.0M,"1,000,000+",Free,0,Everyone,Business,"March 29, 2016",2.8,2.3.3 and up
+Free resume builder CV maker templates PDF formats,BUSINESS,4.4,9555,4.7M,"1,000,000+",Free,0,Everyone,Business,"July 19, 2018",7.7,4.1 and up
+Resume Builder - Free CV Maker & Premium Templates,BUSINESS,4.6,770,5.6M,"100,000+",Free,0,Everyone,Business,"August 3, 2018",1.9,4.4 and up
+Easy Cv maker 2018,BOOKS_AND_REFERENCE,3.9,88,5.3M,"10,000+",Free,0,Everyone,Books & Reference,"March 31, 2018",1.1,4.0 and up
+Resume PDF Maker / CV Builder,BUSINESS,4.4,2147,2.2M,"500,000+",Free,0,Everyone,Business,"December 14, 2017",1.8,4.4 and up
+Resume & CV Creator by Desygner,PRODUCTIVITY,4.5,48,26M,"5,000+",Free,0,Everyone,Productivity,"July 23, 2018",2.11.1,5.0 and up
+CV S ( CV Editor - Resume ),BUSINESS,4.5,3972,5.6M,"100,000+",Free,0,Teen,Business,"June 25, 2018",5.1.14,4.0 and up
+CV Formats 2018,FAMILY,4.3,374,26M,"100,000+",Free,0,Everyone,Education,"October 9, 2017",1.0,4.0.3 and up
+CV Maker Pro,BUSINESS,3.7,113,8.6M,"10,000+",Free,0,Everyone,Business,"June 9, 2018",3.4.3,4.1 and up
+Free CV Creator,TOOLS,3.9,37,21M,"10,000+",Free,0,Everyone,Tools,"July 18, 2018",1.3,4.4 and up
+"Job CV Maker-Portfolio Maker , Resume Maker",FAMILY,3.9,139,4.8M,"50,000+",Free,0,Everyone,Education,"July 16, 2018",2.1,4.0.3 and up
+Resume Builder and CV maker app,PRODUCTIVITY,4.3,2303,15M,"100,000+",Free,0,Everyone,Productivity,"August 2, 2018",8.9.2.pro,4.0.3 and up
+HOW TO WRITE A CV,BUSINESS,4.1,489,20M,"100,000+",Free,0,Everyone,Business,"June 27, 2018",14.0,4.0.3 and up
+CV EXAMPLES,BUSINESS,4.1,423,20M,"100,000+",Free,0,Everyone,Business,"June 7, 2018",11.0,4.0.3 and up
+Cv maker / Job cv maker,FAMILY,4.4,14,5.5M,"1,000+",Free,0,Everyone,Education,"March 27, 2018",1.0,4.0 and up
+"Resume Builder Free, CV Maker & Resume Templates",BUSINESS,4.4,20921,5.7M,"1,000,000+",Free,0,Everyone,Business,"January 11, 2018",4.0.3,4.1 and up
+"Free Professional Resume Builder, CV, Cover Letter",BUSINESS,4.2,831,11M,"50,000+",Free,0,Everyone,Business,"June 13, 2018",1.3.2.9,4.0 and up
+Resume Free,PRODUCTIVITY,4.5,27820,4.7M,"1,000,000+",Free,0,Everyone,Productivity,"July 29, 2018",2.1,2.3.3 and up
+How to Write CV,BOOKS_AND_REFERENCE,4.6,244,4.1M,"100,000+",Free,0,Everyone,Books & Reference,"April 22, 2016",1.0.0,4.0 and up
+"Super Resume Builder Pro, CV",BUSINESS,4.4,244,6.9M,"1,000+",Paid,$4.99,Everyone,Business,"August 17, 2017",4.38,2.3 and up
+Free Resume Builder – CV Maker,BUSINESS,4.4,25,12M,"5,000+",Free,0,Everyone,Business,"June 9, 2018",1.5,4.4 and up
+Resume App,BUSINESS,4.4,11310,Varies with device,"1,000,000+",Free,0,Everyone,Business,"July 19, 2018",Varies with device,Varies with device
+CV Builder,BUSINESS,3.8,203,5.9M,"10,000+",Free,0,Everyone,Business,"September 30, 2016",2.2.1.0,2.3 and up
+Curriculum Vitae - Resume CV,PRODUCTIVITY,2.6,80,2.2M,"10,000+",Free,0,Everyone,Productivity,"May 11, 2017",2.129.12,4.1 and up
+"Resume Maker:Free CV Maker,Templates Builder",BUSINESS,4.2,715,7.1M,"100,000+",Free,0,Everyone,Business,"August 1, 2018",1.8,4.0.3 and up
+Resume Builder / CV Maker & Templates,BUSINESS,4.4,25,7.9M,"5,000+",Free,0,Everyone,Business,"January 19, 2018",1.0.3,4.0.3 and up
+CV maker for Job Applications and Resume Maker,TOOLS,4.2,75,25M,"10,000+",Free,0,Everyone,Tools,"January 31, 2018",1.1,4.0 and up
+CV Templates 2018,FAMILY,4.0,13,26M,"5,000+",Free,0,Everyone,Education,"October 9, 2017",1.1,4.0.3 and up
+Job CV Maker & Portfolio Maker,FAMILY,4.2,593,4.9M,"100,000+",Free,0,Everyone,Education,"January 1, 2018",1.0.2,3.0 and up
+CV Maker for Job Applications:Photo Resume Builder,TOOLS,4.0,114,25M,"10,000+",Free,0,Everyone,Tools,"June 9, 2018",1.5,4.0 and up
+CV Creator,FAMILY,4.4,31,8.3M,"10,000+",Free,0,Everyone,Education,"January 8, 2018",1.2.1,4.2 and up
+Resume ( CV Editor ),BUSINESS,4.5,416,6.0M,"10,000+",Free,0,Everyone,Business,"June 30, 2018",1.2,4.0 and up
+CV Maker,PERSONALIZATION,3.2,114,3.0M,"10,000+",Free,0,Everyone,Personalization,"March 18, 2016",1.02,4.0.3 and up
+Resume Maker - Creator,BUSINESS,4.3,740,19M,"50,000+",Free,0,Everyone,Business,"August 4, 2018",1.1.2,4.0.3 and up
+CV Builder for Smart Resumes,BUSINESS,3.4,22,4.1M,"1,000+",Free,0,Everyone,Business,"May 23, 2017",1.9,4.0.3 and up
+CV-RECORD Pro,COMMUNICATION,2.3,42,6.0M,"1,000+",Paid,$0.99,Everyone,Communication,"January 12, 2017",1.0.5,4.1 and up
+CV-Library Job Search,BUSINESS,4.4,6997,4.6M,"100,000+",Free,0,Everyone,Business,"July 6, 2018",6.8.0,4.1 and up
+CV Samples 2018,BUSINESS,4.3,34,26M,"10,000+",Free,0,Everyone,Business,"October 10, 2017",1.0,4.0.3 and up
+CV (Curriculum Vitae / Resume) Maker,BUSINESS,NaN,4,4.4M,"5,000+",Free,0,Everyone,Business,"December 27, 2017",1.1,4.0.3 and up
+"Easy Resume Builder, Resume help, Curriculum vitae",TOOLS,4.3,996,10M,"50,000+",Free,0,Everyone,Tools,"September 28, 2017",2.3,4.0.3 and up
+Resume / CV,BUSINESS,3.6,125,5.0M,"10,000+",Free,0,Everyone,Business,"December 28, 2015",2.0,2.3.3 and up
+VisualCV Resume Builder,BUSINESS,4.6,2555,16M,"100,000+",Free,0,Everyone,Business,"June 2, 2017",2.5.0,4.4 and up
+Resume Maker / CV creator & Templates,TOOLS,4.2,54,22M,"5,000+",Free,0,Everyone,Tools,"April 15, 2018",1.0.6,4.0.3 and up
+Resume Builder - Curriculum Vitae & Resume Maker,BUSINESS,4.0,12,8.1M,"5,000+",Free,0,Everyone,Business,"June 7, 2018",1.9,4.0.3 and up
+The CW,FAMILY,4.4,288209,21M,"5,000,000+",Free,0,Teen,Entertainment,"July 23, 2018",2.17,4.4 and up
+CW Seed,FAMILY,4.5,16391,13M,"500,000+",Free,0,Teen,Entertainment,"July 18, 2018",1.16,4.4 and up
+The CW TV app,FAMILY,3.2,24,4.8M,"5,000+",Free,0,Everyone,Entertainment,"July 28, 2018",1.1,3.2 and up
+CW TV,NEWS_AND_MAGAZINES,1.7,367,6.1M,"50,000+",Free,0,Everyone,News & Magazines,"March 2, 2018",1.7,4.0 and up
+The CW TN app 2018,FAMILY,2.2,54,4.3M,"10,000+",Free,0,Everyone,Entertainment,"April 30, 2018",1.0,3.2 and up
+Archie Comics,COMICS,3.8,5084,6.2M,"100,000+",Free,0,Everyone,Comics,"June 19, 2018",2.2.0,4.3 and up
+2 Amateur ham radio CW Morse code practice keys TX,COMMUNICATION,4.8,6,3.5M,100+,Paid,$1.49,Everyone,Communication,"March 5, 2018",1.0.9,1.6 and up
+All Star Of CW,FAMILY,NaN,0,2.4M,10+,Free,0,Everyone,Role Playing,"February 6, 2018",2.03,4.0.3 and up
+Cartoon Wars: Blade,GAME,4.4,165656,38M,"5,000,000+",Free,0,Teen,Arcade,"February 7, 2018",1.1.0,2.3 and up
+FANDOM: Arrow and The Flash,FAMILY,4.5,3935,9.5M,"100,000+",Free,0,Mature 17+,Entertainment,"June 7, 2018",2.9.8,4.4 and up
+CW Beacon for Ham Radio,COMMUNICATION,4.8,10,516k,100+,Paid,$1.49,Everyone,Communication,"January 22, 2015",KM,1.6 and up
+IZ2UUF Morse Koch CW,COMMUNICATION,4.6,649,837k,"50,000+",Free,0,Everyone,Communication,"August 8, 2013",1.0.013,2.1 and up
+Morse Decoder for Ham Radio,COMMUNICATION,3.7,166,2.0M,"5,000+",Paid,$4.99,Everyone,Communication,"March 14, 2017",1.52,2.3 and up
+C W Browser,COMMUNICATION,4.4,14,17M,100+,Free,0,Everyone,Communication,"October 28, 2017",1.0,4.0 and up
+Canon CameraWindow,PHOTOGRAPHY,3.5,12204,6.8M,"1,000,000+",Free,0,Everyone,Photography,"March 14, 2017",1.5.2.21,2.3.3 and up
+Saiyan Of CW,FAMILY,3.8,5,1.1M,500+,Free,0,Everyone,Role Playing,"July 31, 2018",2.0.10,4.0.3 and up
+CW Studio ®,COMMUNICATION,3.8,9,780k,100+,Paid,$0.99,Everyone,Communication,"May 19, 2015",1.2,2.3.3 and up
+20WPM Amateur ham radio Koch CW Morse code trainer,COMMUNICATION,4.3,12,3.7M,100+,Paid,$1.49,Everyone,Communication,"May 22, 2018",3.0.4,2.1 and up
+CW Bluetooth SPP,COMMUNICATION,NaN,3,961k,100+,Free,0,Everyone,Communication,"March 31, 2018",1.2,6.0 and up
+Morse Trainer for Ham Radio,COMMUNICATION,4.6,265,2.6M,"10,000+",Paid,$2.99,Everyone,Communication,"January 6, 2018",2.28,2.3 and up
+Free CW TN Videos 2018,FAMILY,NaN,0,4.8M,10+,Free,0,Everyone,Entertainment,"July 28, 2018",1.0,3.2 and up
+The Church at CW,LIFESTYLE,4.5,2,7.8M,100+,Free,0,Teen,Lifestyle,"June 25, 2018",3.8.0,4.1 and up
+CW Mobile,FAMILY,NaN,3,22M,50+,Free,0,Everyone,Education,"June 25, 2018",3.3.99,4.2 and up
+"Freeform – Stream Full Episodes, Movies, & Live TV",FAMILY,3.7,29229,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"August 6, 2018",Varies with device,Varies with device
+CW BLE Peripheral Simulator,COMMUNICATION,NaN,2,1.5M,500+,Free,0,Everyone,Communication,"March 8, 2017",1.0,4.4 and up
+Morse Machine for Ham Radio,COMMUNICATION,4.8,341,9.6M,"5,000+",Paid,$0.99,Everyone,Communication,"February 20, 2015",iu4,2.0 and up
+Pocket RxTx Pro,PRODUCTIVITY,4.3,253,Varies with device,"5,000+",Paid,$3.99,Everyone,Productivity,"March 4, 2018",Varies with device,Varies with device
+Morse Player,FAMILY,5.0,12,2.4M,100+,Paid,$1.99,Everyone,Education,"January 23, 2017",2.1.1,3.0 and up
+"FXNOW: Movies, Shows & Live TV",FAMILY,3.9,31552,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"July 23, 2018",Varies with device,4.4 and up
+My CW,TOOLS,3.0,1,55M,100+,Free,0,Everyone,Tools,"October 27, 2016",2.35.1,4.1 and up
+CW Ringtone (Morse Code generator),COMMUNICATION,NaN,0,269k,10+,Paid,$2.49,Everyone,Communication,"March 16, 2018",1.0.2,2.2 and up
+30WPM Amateur ham radio Koch CW Morse code trainer,FAMILY,5.0,1,3.7M,10+,Paid,$1.49,Everyone,Education,"May 18, 2018",2.0.2,2.1 and up
+Learn CW,FAMILY,NaN,0,21M,1+,Paid,$2.49,Everyone,Education,"April 6, 2018",1.1,4.3 and up
+DC All Access,FAMILY,4.4,12639,96M,"500,000+",Free,0,Teen,Entertainment,"October 17, 2017",3.5,4.1 and up
+Koch Morse Trainer Pro,COMMUNICATION,4.6,94,1.1M,"1,000+",Paid,$2.49,Everyone,Communication,"February 14, 2015",2.1.1,2.2 and up
+Morse Code Reader,COMMUNICATION,3.9,1436,20k,"100,000+",Free,0,Everyone,Communication,"August 26, 2013",1.0,1.6 and up
+CW Nuclear,BOOKS_AND_REFERENCE,3.3,15,12M,"1,000+",Free,0,Everyone,Books & Reference,"November 17, 2017",1.2,4.0 and up
+Pocket RxTx Free,PRODUCTIVITY,4.1,4513,Varies with device,"100,000+",Free,0,Everyone,Productivity,"March 4, 2018",Varies with device,Varies with device
+CW Deposit,BUSINESS,3.0,4,498k,"1,000+",Free,0,Everyone,Business,"February 6, 2014",2.1.5,2.1 and up
+Hallmark Channel Everywhere,FAMILY,4.2,6784,13M,"500,000+",Free,0,Everyone,Entertainment,"August 30, 2017",2.3.0,4.4 and up
+Morse Player Free,FAMILY,4.2,268,4.2M,"50,000+",Free,0,Everyone,Education,"January 23, 2017",2.1.1,3.0 and up
+News 8 San Diego,NEWS_AND_MAGAZINES,4.2,1137,11M,"50,000+",Free,0,Everyone,News & Magazines,"July 23, 2018",5.5.0,4.3 and up
+"Hulu: Stream TV, Movies & more",FAMILY,4.0,319777,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"August 3, 2018",Varies with device,5.0 and up
+Learn Morse Code - G0HYN Learn Morse,COMMUNICATION,4.0,27,600k,"5,000+",Free,0,Everyone,Communication,"May 8, 2018",5.0,2.2 and up
+SYFY,FAMILY,3.2,3069,18M,"500,000+",Free,0,Teen,Entertainment,"May 24, 2018",3.3.1.41,4.4 and up
+Morse Notifier Free,TOOLS,4.6,79,3.0M,"1,000+",Free,0,Everyone,Tools,"November 8, 2017",2.9.9,4.0.3 and up
+AMC,FAMILY,3.2,20843,14M,"1,000,000+",Free,0,Teen,Entertainment,"August 2, 2018",3.3.85 (2),4.4 and up
+Cartoon Wars 3,FAMILY,4.1,137674,72M,"5,000,000+",Free,0,Teen,Role Playing,"July 4, 2018",2.0.2,2.3 and up
+ABC – Live TV & Full Episodes,FAMILY,3.3,50428,Varies with device,"5,000,000+",Free,0,Teen,Entertainment,"July 25, 2018",Varies with device,5.0 and up
+Oracle CX Cloud Mobile,BUSINESS,4.4,48,54M,"5,000+",Free,0,Everyone,Business,"July 7, 2018",11.13.18.05.07.03,4.4 and up
+CX-10WiFi,FAMILY,4.0,1419,12M,"100,000+",Free,0,Everyone,Casual,"October 25, 2017",2.5_16,4.0 and up
+CX-OF,FAMILY,4.2,18,37M,"1,000+",Free,0,Everyone,Entertainment,"January 31, 2018",7.2.1,4.3 and up
+cx-32wifi,FAMILY,4.1,62,6.5M,"10,000+",Free,0,Everyone,Entertainment,"November 14, 2015",1.4,2.2 and up
+CX-17WIFI,FAMILY,4.3,49,6.6M,"10,000+",Free,0,Everyone,Entertainment,"March 21, 2018",2.3,4.3 and up
+Cathay Pacific,TRAVEL_AND_LOCAL,3.3,4069,50M,"1,000,000+",Free,0,Everyone,Travel & Local,"July 25, 2018",6.6.1,4.3 and up
+Cx File Explorer,TOOLS,4.7,175,4.3M,"10,000+",Free,0,Everyone,Tools,"July 28, 2018",1.0.7,5.0 and up
+cx-33wifi,FAMILY,4.4,63,7.6M,"10,000+",Free,0,Everyone,Entertainment,"November 14, 2015",1.4,2.2 and up
+CX-WiFi720P,FAMILY,3.1,47,5.5M,"10,000+",Free,0,Everyone,Entertainment,"November 14, 2015",2.0,2.2 and up
+CX-60,FAMILY,3.1,19,94M,"1,000+",Free,0,Everyone,Casual,"May 9, 2017",1.6,2.3 and up
+ACTIVEON CX & CX GOLD,VIDEO_PLAYERS,3.3,439,35M,"50,000+",Free,0,Everyone,Video Players & Editors,"March 4, 2016",0.7.9,4.0 and up
+CX North America,BUSINESS,3.9,10,55M,500+,Free,0,Everyone,Business,"March 14, 2018",1.2,4.0 and up
+CX-10DS,FAMILY,3.4,12,11M,"1,000+",Free,0,Everyone,Casual,"September 15, 2017",1.5_6,4.0 and up
+CX-37,FAMILY,3.9,13,12M,"1,000+",Free,0,Everyone,Casual,"May 30, 2016",1.3_4,3.0 and up
+Avaya CX,BUSINESS,4.4,21,21M,"1,000+",Free,0,Everyone,Business,"July 25, 2018",v6.7.14,5.0 and up
+TI-Nspire CX Calculator Manual,FAMILY,3.9,11,27M,500+,Paid,$4.99,Everyone,Education,"July 21, 2018",1.3.0,4.1 and up
+CX_WiFiUFO,SPORTS,3.7,818,5.3M,"100,000+",Free,0,Everyone,Sports,"June 8, 2016",4.4_23,4.0 and up
+CX watcher,FAMILY,4.5,4,30M,500+,Free,0,Everyone,Casual,"June 21, 2018",1.5_6,4.1 and up
+Theme For Techno Camon CX,PERSONALIZATION,4.7,42,10M,"5,000+",Free,0,Everyone,Personalization,"May 10, 2017",1.0.,4.0 and up
+CX-95WIFI,LIFESTYLE,NaN,6,11M,500+,Free,0,Everyone,Lifestyle,"June 2, 2017",2.1,4.0 and up
+Theme for Tecno Camon CX / C8,LIFESTYLE,4.6,147,9.8M,"10,000+",Free,0,Everyone,Lifestyle,"May 2, 2017",1.0.1,4.0 and up
+CX Carrier Lite,BUSINESS,NaN,0,68M,10+,Free,0,Everyone,Business,"June 11, 2018",1.0,4.0 and up
+Oración CX,LIFESTYLE,5.0,103,3.8M,"5,000+",Free,0,Everyone,Lifestyle,"September 12, 2017",5.1.10,4.1 and up
+CX-40,FAMILY,3.0,2,33M,100+,Free,0,Everyone,Entertainment,"December 14, 2017",3.0,4.0 and up
+Cx Wize,PRODUCTIVITY,NaN,3,24M,100+,Free,0,Everyone,Productivity,"July 30, 2018",2.1.0,4.1 and up
+Ring,COMMUNICATION,3.9,517,35M,"10,000+",Free,0,Everyone,Communication,"August 6, 2018",20180805,4.4 and up
+Racing CX,GAME,NaN,4,20M,500+,Free,0,Everyone,Racing,"June 6, 2017",1,2.2 and up
+cx advance call blocker,PERSONALIZATION,5.0,3,3.4M,50+,Free,0,Everyone,Personalization,"April 9, 2018",1.0,4.0 and up
+CX Ram Booster,TOOLS,3.9,12,2.5M,500+,Free,0,Everyone,Tools,"June 2, 2017",1.0,2.2 and up
+CX-42,FAMILY,NaN,0,32M,10+,Free,0,Everyone,Casual,"January 2, 2018",1.2_3,4.2 and up
+CX Capture,BUSINESS,NaN,1,5.8M,100+,Free,0,Everyone,Business,"January 23, 2018",v1.2.2,4.0.3 and up
+CONNECT: The Mobile CX Summit,PRODUCTIVITY,NaN,0,18M,50+,Free,0,Teen,Productivity,"August 1, 2018",7.18.0.0,5.0 and up
+Hyundai CX Conference,COMMUNICATION,NaN,0,20M,50+,Free,0,Everyone,Communication,"May 27, 2018",2.10.2,4.2 and up
+CX-41,LIFESTYLE,NaN,1,32M,100+,Free,0,Everyone,Lifestyle,"December 14, 2017",3.0,4.1 and up
+CX Monthly Tech News,VIDEO_PLAYERS,NaN,2,6.9M,500+,Free,0,Everyone,Video Players & Editors,"June 9, 2016",6.1.0,4.0 and up
+CXmodel-ufo,FAMILY,3.8,19,12M,"1,000+",Free,0,Everyone,Entertainment,"January 19, 2017",2.1,2.2 and up
+CX Summit,PRODUCTIVITY,NaN,1,17M,50+,Free,0,Teen,Productivity,"September 20, 2017",7.12.0.1,4.2 and up
+Secret Codes For Android,TOOLS,3.6,6060,592k,"500,000+",Free,0,Everyone,Tools,"February 4, 2016",2.0,2.1 and up
+Absolute RC Heli Simulator,SPORTS,3.9,654,50M,"10,000+",Paid,$4.99,Everyone,Sports,"December 20, 2017",3.29,4.1 and up
+WiFi FPV,FAMILY,3.8,316,19M,"100,000+",Free,0,Everyone,Entertainment,"June 1, 2017",1.8,2.2 and up
+CX Elevated,BUSINESS,NaN,0,55M,50+,Free,0,Everyone,Business,"February 1, 2018",1.0,4.1 and up
+go41cx,FAMILY,4.8,171,1.0M,"1,000+",Paid,$10.00,Everyone,Education,"October 18, 2016",1.7.0,2.2 and up
+FlexRelease CX,BUSINESS,NaN,4,2.0M,"1,000+",Free,0,Everyone,Business,"July 25, 2016",1.5.0,2.3.3 and up
+Ambient CX,BUSINESS,NaN,0,7.5M,5+,Free,0,Everyone,Business,"May 9, 2017",1.0,2.3.3 and up
+QuestionPro - CX,BUSINESS,NaN,1,16M,50+,Free,0,Everyone,Business,"August 3, 2018",1.3,4.1 and up
+CX Network,BUSINESS,NaN,0,10M,0+,Free,0,Everyone,Business,"August 6, 2018",1.3.1,4.1 and up
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",PHOTOGRAPHY,4.4,2418165,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"July 12, 2018",Varies with device,Varies with device
+CY Security Antivirus Cleaner,PRODUCTIVITY,4.5,75140,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"January 2, 2018",Varies with device,Varies with device
+Freecell CY,GAME,4.0,387,1.1M,"50,000+",Free,0,Everyone,Card,"April 16, 2011",1.3.3,1.6 and up
+Cytus II,GAME,4.7,16851,81M,"100,000+",Paid,$1.99,Everyone 10+,Music,"August 3, 2018",1.5.0,4.4 and up
+Cy-Reader,FAMILY,4.8,17,15M,100+,Free,0,Everyone,Education,"August 3, 2018",1.7,4.2 and up
+Cy-Fair FCU Mobile Banking,FINANCE,4.7,439,13M,"5,000+",Free,0,Everyone,Finance,"January 30, 2018",5.7.1.0,5.0 and up
+Cytus,GAME,4.7,541732,20M,"5,000,000+",Free,0,Everyone,Music,"February 9, 2018",10.0.10,2.3 and up
+Cy-Ranch,NEWS_AND_MAGAZINES,4.5,27,7.1M,500+,Free,0,Everyone,News & Magazines,"May 6, 2018",7.5.0,4.1 and up
+Recycling Cy,LIFESTYLE,4.0,47,4.5M,"1,000+",Free,0,Everyone,Lifestyle,"August 2, 2017",2.0,3.2 and up
+CY Konum,PERSONALIZATION,NaN,1,1.3M,100+,Free,0,Everyone,Personalization,"June 27, 2018",3.0,5.1 and up
+CY.SEND Online Top Up,FINANCE,3.2,191,10M,"10,000+",Free,0,Everyone,Finance,"January 25, 2018",4.5.6,4.0 and up
+ABTO CY-ET1,TOOLS,NaN,1,29M,100+,Free,0,Everyone,Tools,"February 6, 2017",2.0.0.0,4.0 and up
+CY:ME - real time gps tracker,MAPS_AND_NAVIGATION,NaN,8,749k,"1,000+",Free,0,Everyone,Maps & Navigation,"September 28, 2013",1.08,2.2 and up
+Alpha Bank CY,FINANCE,4.7,39,20M,"1,000+",Free,0,Everyone,Finance,"March 20, 2018",1.11,4.3 and up
+Cy Messenger,COMMUNICATION,4.5,4,8.1M,100+,Free,0,Everyone,Communication,"August 30, 2014",1.3.0,2.3.3 and up
+Amadeus GR & CY,COMMUNICATION,NaN,4,3.8M,100+,Free,0,Everyone,Communication,"February 1, 2018",2.07,4.1 and up
+Igitabo cy'Indirimbo,FAMILY,4.5,93,1.6M,"50,000+",Free,0,Everyone,Entertainment,"February 5, 2018",INDIRIMBO V.2014.002,1.6 and up
+Doctor Finder CY,MEDICAL,4.9,57,6.1M,"1,000+",Free,0,Everyone,Medical,"November 11, 2015",1.7,3.0 and up
+Eshopcy.com.cy,SHOPPING,4.2,182,4.9M,"5,000+",Free,0,Everyone,Shopping,"August 3, 2018",1.3,2.2 and up
+NOMISMA.com.cy by FMW,NEWS_AND_MAGAZINES,5.0,3,Varies with device,100+,Free,0,Everyone,News & Magazines,"May 29, 2016",700,4.0 and up
+Cy-Fair VFD EMS Protocols,MEDICAL,5.0,2,20M,100+,Free,0,Everyone 10+,Medical,"September 21, 2017",1.8.3,4.1 and up
+EUROBANK CY,FINANCE,NaN,30,15M,100+,Free,0,Everyone,Finance,"June 12, 2018",1.0.1,4.3 and up
+Cy-Fair Christian Church,LIFESTYLE,5.0,2,9.3M,100+,Free,0,Everyone,Lifestyle,"August 3, 2017",24.8.1,4.1 and up
+Mediabox CY,FAMILY,NaN,0,12M,10+,Free,0,Everyone,Entertainment,"December 31, 2017",1.0,4.1 and up
+Capitalnews.com.cy,NEWS_AND_MAGAZINES,NaN,0,3.9M,10+,Free,0,Everyone,News & Magazines,"March 23, 2017",0.0.2,4.1 and up
+Shadowverse CCG,GAME,4.2,47340,61M,"1,000,000+",Free,0,Teen,Card,"July 30, 2018",2.2.15,4.1 and up
+CY Digital Net,SHOPPING,4.7,3,5.8M,500+,Free,0,Everyone,Shopping,"August 1, 2017",2.0.0,4.0 and up
+Cy-Fair Houston Chamber,BUSINESS,NaN,0,5.0M,5+,Free,0,Everyone,Business,"June 6, 2018",4.1.239,4.1 and up
+StudentLife.com.cy,NEWS_AND_MAGAZINES,NaN,17,4.4M,100+,Free,0,Everyone,News & Magazines,"March 14, 2017",1.0.11,4.1 and up
+Phone Clean Best Speed Booster,PRODUCTIVITY,4.5,81502,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"March 29, 2018",Varies with device,Varies with device
+VAT check CY,BUSINESS,NaN,0,642k,100+,Free,0,Everyone,Business,"May 18, 2013",1.0.16,1.6 and up
+Cy's Elma Pharmacy,HEALTH_AND_FITNESS,NaN,0,9.4M,10+,Free,0,Everyone 10+,Health & Fitness,"June 28, 2018",7.4.8,4.0.3 and up
+CY Spray nozzle,BOOKS_AND_REFERENCE,NaN,0,3.3M,10+,Free,0,Everyone,Books & Reference,"August 3, 2017",1.01.00,4.0.3 and up
+LOCX Applock Lock Apps & Photo,PRODUCTIVITY,4.5,208543,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"July 5, 2018",Varies with device,Varies with device
+Cymath - Math Problem Solver,FAMILY,4.5,10159,6.4M,"1,000,000+",Free,0,Everyone,Education,"April 13, 2018",2.17,4.1 and up
+Rewards,FINANCE,3.8,57,4.0M,"5,000+",Free,0,Everyone,Finance,"December 15, 2017",4.1,2.3 and up
+Army of Heroes,FAMILY,4.5,85015,46M,"1,000,000+",Free,0,Everyone 10+,Strategy,"August 1, 2018",1.03.06,4.0 and up
+BibleRead En Cy Zh Yue,BOOKS_AND_REFERENCE,NaN,0,12M,5+,Free,0,Everyone,Books & Reference,"May 17, 2018",1.0,4.0 and up
+Math Solver,FAMILY,4.3,2250,30M,"100,000+",Free,0,Everyone,Education,"November 21, 2017",1.2,4.1 and up
+SuperBikers 2,GAME,3.9,6200,Varies with device,"500,000+",Free,0,Everyone 10+,Racing,"July 6, 2018",Varies with device,Varies with device
+Cyprus Bus Companion,MAPS_AND_NAVIGATION,3.9,112,1.4M,"10,000+",Free,0,Everyone,Maps & Navigation,"December 26, 2013",1.3,2.2 and up
+Cyprus Police,SOCIAL,4.2,226,15M,"10,000+",Free,0,Everyone 10+,Social,"January 31, 2018",1.122.250.1421,2.2 and up
+foody Cyprus - online ordering,SHOPPING,4.5,214,1.8M,"10,000+",Free,0,Everyone,Shopping,"February 27, 2018",2.92,4.0.3 and up
+Death Dragon Knights RPG,FAMILY,4.1,11179,19M,"1,000,000+",Free,0,Teen,Role Playing,"September 16, 2016",2.7,2.3 and up
+Camera360 Lite - Selfie Camera,PHOTOGRAPHY,4.4,221878,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"August 1, 2018",Varies with device,4.1 and up
+Bank Of Cyprus,FINANCE,4.1,1514,12M,"100,000+",Free,0,Everyone,Finance,"February 14, 2018",1.1,4.1 and up
+Map of Cyprus offline,TRAVEL_AND_LOCAL,4.6,470,21M,"10,000+",Free,0,Everyone,Travel & Local,"March 12, 2018",3.9,2.3 and up
+McDelivery Cyprus,FOOD_AND_DRINK,3.3,60,25M,"10,000+",Free,0,Everyone,Food & Drink,"May 14, 2018",3.1.46 (CY02),4.3 and up
+CZ-USA,LIFESTYLE,4.5,11,3.4M,"1,000+",Free,0,Everyone,Lifestyle,"March 1, 2016",1.0.2,4.0.3 and up
+CZ File Manager,TOOLS,2.2,876,8.7M,"1,000,000+",Free,0,Everyone,Tools,"August 6, 2018",3.2.3,4.2 and up
+Security Camera CZ,HOUSE_AND_HOME,4.4,137,19M,"10,000+",Free,0,Everyone,House & Home,"July 17, 2018",1.1.10,4.1 and up
+Šmelina .cz inzeráty inzerce,SHOPPING,3.9,117,9.8M,"10,000+",Free,0,Everyone,Shopping,"May 13, 2018",1.3,4.0 and up
+Alzashop.com,SHOPPING,4.5,32014,18M,"500,000+",Free,0,Everyone,Shopping,"August 3, 2018",Varies with device,Varies with device
+KFC CZ,LIFESTYLE,2.8,1189,18M,"100,000+",Free,0,Everyone,Lifestyle,"June 27, 2018",5.1.0,4.0.3 and up
+Skylink Live TV CZ,FAMILY,3.3,2802,15M,"100,000+",Free,0,Teen,Entertainment,"July 11, 2018",5.0,4.3 and up
+CZ-70 (CZ-50) pistol explained,BOOKS_AND_REFERENCE,NaN,2,17M,10+,Paid,$5.99,Everyone,Books & Reference,"November 2, 2016",Android 2.1 - 2015,1.6 and up
+Mapy.cz - Cycling & Hiking offline maps,MAPS_AND_NAVIGATION,4.5,56409,43M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"June 26, 2018",6.2.0,4.1 and up
+CZ-52 pistol explained,BOOKS_AND_REFERENCE,NaN,0,9.3M,10+,Paid,$5.99,Everyone,Books & Reference,"September 3, 2015",Android 3.0 - 2015,1.6 and up
+CZ-27 pistol explained,BOOKS_AND_REFERENCE,NaN,1,11M,10+,Paid,$5.99,Everyone,Books & Reference,"September 2, 2015",Android 3.0 - 2015,1.6 and up
+Online TV CZ/SK PRO,VIDEO_PLAYERS,3.1,167,2.0M,"1,000+",Paid,$0.99,Everyone,Video Players & Editors,"June 21, 2018",3.3.2,4.0.3 and up
+Rande.cz,SOCIAL,3.2,398,2.2M,"50,000+",Free,0,Mature 17+,Social,"December 3, 2014",1.0.1,2.3.3 and up
+Breweries (CZ/SK),LIFESTYLE,4.4,1740,4.4M,"50,000+",Free,0,Teen,Lifestyle,"July 27, 2017",3.1.0,4.1 and up
+reality.cz,HOUSE_AND_HOME,4.1,1372,5.4M,"50,000+",Free,0,Everyone,House & Home,"February 15, 2018",2.9.0,4.1 and up
+CZ-45 pistol explained,BOOKS_AND_REFERENCE,NaN,1,12M,10+,Paid,$5.49,Everyone,Books & Reference,"August 10, 2017",Android 3.1 - 2015,1.6 and up
+CZ-Help,BOOKS_AND_REFERENCE,5.0,2,1.4M,5+,Free,0,Everyone,Books & Reference,"July 13, 2018",0.1,4.4 and up
+Hlášenírozhlasu.cz,COMMUNICATION,NaN,0,17M,10+,Free,0,Everyone,Communication,"July 27, 2018",2.1.3,4.1 and up
+signály.cz,SOCIAL,NaN,38,881k,"1,000+",Free,0,Everyone,Social,"May 9, 2013",1.1,2.2 and up
+CZ-Cyberon Voice Commander,TOOLS,3.8,131,3.3M,"1,000+",Paid,$5.99,Everyone,Tools,"March 7, 2017",3.2.17030601,2.2 and up
+Pistolet CZ-70 CZ-50 expliqué,BOOKS_AND_REFERENCE,NaN,0,17M,1+,Paid,$5.99,Everyone,Books & Reference,"November 1, 2016",Android 2.0 - 2016,1.6 and up
+CZ-38 (vz 38) pistol explained,BOOKS_AND_REFERENCE,NaN,0,13M,5+,Paid,$5.99,Everyone,Books & Reference,"August 10, 2017",Android 3.1 - 2017,1.6 and up
+HTC Sense Input - CZ,TOOLS,4.3,87,7.3M,"10,000+",Free,0,Everyone,Tools,"November 9, 2015",1.0.612933,5.0 and up
+WebCams,WEATHER,4.6,3963,23M,"100,000+",Free,0,Everyone,Weather,"July 17, 2018",5.2.11,4.2 and up
+Wallpapers CZ 75 85,PERSONALIZATION,NaN,0,12M,10+,Free,0,Teen,Personalization,"April 12, 2018",1.0,4.1 and up
+SMS Sender - sluzba.cz,COMMUNICATION,NaN,12,72k,"1,000+",Free,0,Everyone,Communication,"June 1, 2012",2.00.00,2.0 and up
+Novinky.cz,NEWS_AND_MAGAZINES,3.7,2375,Varies with device,"100,000+",Free,0,Everyone,News & Magazines,"February 23, 2017",Varies with device,Varies with device
+Wallpaper.cz,PHOTOGRAPHY,4.9,7,2.2M,100+,Free,0,Everyone,Photography,"July 11, 2015",1.2.0,3.0 and up
+Strava.cz,SHOPPING,4.3,2221,Varies with device,"100,000+",Free,0,Everyone,Shopping,"July 10, 2018",Varies with device,Varies with device
+CZ Kompas,TOOLS,5.0,2,3.5M,10+,Free,0,Everyone,Tools,"July 9, 2018",1.1,4.0 and up
+Modlitební knížka CZ,BOOKS_AND_REFERENCE,NaN,4,18M,500+,Free,0,Everyone,Books & Reference,"February 4, 2018",4.0,4.0.3 and up
+Reksio cz. 1,BOOKS_AND_REFERENCE,NaN,0,8.6M,10+,Paid,$0.99,Everyone,Books & Reference,"March 30, 2015",1.0.1,4.0.3 and up
+MYTO CZ,MAPS_AND_NAVIGATION,2.9,30,4.8M,"5,000+",Free,0,Everyone,Maps & Navigation,"February 17, 2016",1.2,4.1 and up
+PLAYzone.cz,FAMILY,4.4,14,7.3M,500+,Free,0,Everyone,Entertainment,"November 7, 2017",2.1.3,4.1 and up
+Tools & Mi Band,HEALTH_AND_FITNESS,4.4,15753,13M,"100,000+",Paid,$3.49,Everyone,Health & Fitness,"July 26, 2018",3.7.3,4.3 and up
+RoutePlan.cz,PRODUCTIVITY,NaN,6,5.3M,100+,Free,0,Everyone,Productivity,"June 6, 2018",2.5.4,4.0.3 and up
+TeeTime.cz,SPORTS,4.6,1641,6.2M,"10,000+",Free,0,Everyone,Sports,"August 2, 2018",1.18.34,4.0 and up
+What is my IP address,TOOLS,4.5,4228,656k,"500,000+",Free,0,Everyone,Tools,"July 2, 2018",2.95,4.0 and up
+Windguru Lite,WEATHER,4.0,9307,5.0M,"1,000,000+",Free,0,Everyone,Weather,"January 9, 2018",2.0.8,4.4 and up
+Vira.cz Widget,LIFESTYLE,NaN,86,601k,"1,000+",Free,0,Everyone,Lifestyle,"June 15, 2016",1.0,2.2 and up
+Da Fit,SPORTS,3.5,1151,8.3M,"10,000+",Free,0,Everyone,Sports,"July 23, 2018",v1.0.0-195-gb96d9f2,4.4 and up
+The House of Da Vinci,FAMILY,4.8,12400,Varies with device,"100,000+",Paid,$4.99,Everyone,Puzzle,"June 14, 2018",1.0.4,4.1 and up
+Dan the Man: Action Platformer,GAME,4.8,528550,73M,"10,000,000+",Free,0,Teen,Arcade,"July 26, 2018",1.2.6,4.1 and up
+Ghost Detector,FAMILY,3.5,35337,7.4M,"5,000,000+",Free,0,Teen,Entertainment,"May 25, 2018",1.7.28,4.0 and up
+"Face Filter, Selfie Editor - Sweet Camera",PHOTOGRAPHY,4.7,142758,22M,"10,000,000+",Free,0,Everyone,Photography,"July 6, 2018",1.5.1,4.4 and up
+Master for Minecraft(Pocket Edition)-Mod Launcher,TOOLS,4.6,2674051,26M,"50,000,000+",Free,0,Everyone,Tools,"August 6, 2018",2.1.69,4.0.3 and up
+King of Math,FAMILY,4.4,766,14M,"10,000+",Paid,$2.99,Everyone,Education;Education,"May 22, 2018",1.0.11,2.2 and up
+Translate: text & voice translator,TOOLS,4.3,122010,7.3M,"5,000,000+",Free,0,Everyone,Tools,"July 14, 2018",Translator 10.9.2,4.0.3 and up
+The Zueira's Voice,TOOLS,4.7,136540,3.1M,"1,000,000+",Free,0,Everyone,Tools,"July 10, 2018",4.75,4.0.3 and up
+Battery Calibration,TOOLS,4.4,134412,11M,"5,000,000+",Free,0,Everyone,Tools,"July 27, 2018",3.0.5,4.4 and up
+FVD - Free Video Downloader,TOOLS,4.0,327914,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"April 11, 2018",Varies with device,Varies with device
+Thuglife Video Maker,FAMILY,3.5,38824,12M,"1,000,000+",Free,0,Mature 17+,Entertainment,"January 21, 2018",2.4.1,5.0 and up
+MadLipz,FAMILY,4.6,171017,13M,"10,000,000+",Free,0,Teen,Entertainment,"July 22, 2018",2.2.2,4.4 and up
+Soccer FC,SPORTS,3.9,6289,33M,"1,000,000+",Free,0,Everyone,Sports,"July 21, 2016",1.2,2.3 and up
+Visage Lab – face retouch,PHOTOGRAPHY,3.5,49523,Varies with device,"5,000,000+",Free,0,Everyone,Photography,"October 5, 2016",Varies with device,Varies with device
+Geometry Dash SubZero,GAME,4.6,260527,49M,"10,000,000+",Free,0,Everyone,Arcade,"December 21, 2017",1.00,4.0 and up
+Escaping the Prison,FAMILY,4.2,419375,31M,"10,000,000+",Free,0,Everyone 10+,Casual,"June 21, 2016",1.2.2,2.3 and up
+Metal Soldiers 2,GAME,4.4,153649,Varies with device,"10,000,000+",Free,0,Teen,Action,"June 18, 2018",1.11.2,4.1 and up
+Quiz TRUE or FALSE,GAME,4.6,2464,34M,"50,000+",Free,0,Everyone,Trivia,"February 13, 2018",1.1,4.1 and up
+Glam Doll Salon - Chic Fashion,FAMILY,4.0,93898,44M,"10,000,000+",Free,0,Everyone,Casual,"May 26, 2017",1.10,4.1 and up
+Siren Ringtones,PERSONALIZATION,4.2,42190,11M,"5,000,000+",Free,0,Teen,Personalization,"July 8, 2018",Varies with device,Varies with device
+Peppa Pig: Party Time,FAMILY,3.8,52,55M,"10,000+",Paid,$2.99,Everyone,Educational;Pretend Play,"August 8, 2017",1.2.1,2.3 and up
+Download Manager for Android,TOOLS,4.1,420518,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"July 4, 2018",Varies with device,Varies with device
+COOKING MAMA Let's Cook!,FAMILY,4.3,528917,59M,"10,000,000+",Free,0,Everyone,Educational;Pretend Play,"July 26, 2018",1.38.0,4.1 and up
+Run Sausage Run!,GAME,4.4,276105,Varies with device,"10,000,000+",Free,0,Everyone 10+,Arcade,"August 1, 2018",Varies with device,4.1 and up
+Knife Hit,GAME,4.5,462614,60M,"10,000,000+",Free,0,Everyone,Arcade,"May 22, 2018",1.7.2,4.0.3 and up
+The Visitor,GAME,4.1,39895,25M,"5,000,000+",Free,0,Mature 17+,Adventure,"January 2, 2018",1.2.3,4.1 and up
+Just Dance Now,GAME,4.2,794058,56M,"10,000,000+",Free,0,Everyone,Music,"June 12, 2018",2.3.0,4.4 and up
+DB Navigator,MAPS_AND_NAVIGATION,4.0,119685,20M,"10,000,000+",Free,0,Everyone,Maps & Navigation,"July 2, 2018",18.06.p03.02,4.0.3 and up
+SQLite DB Reader,TOOLS,3.6,301,2.3M,"50,000+",Free,0,Everyone,Tools,"November 28, 2017",1.2.9,4.0 and up
+DB Browser,TOOLS,3.3,236,221k,"50,000+",Free,0,Everyone,Tools,"September 20, 2011",1.6,2.1 and up
+Sound Meter,TOOLS,4.7,88993,1.5M,"10,000,000+",Free,0,Everyone,Tools,"June 10, 2018",3.2.6,2.3 and up
+DRAGON BALL LEGENDS,GAME,4.6,338742,48M,"5,000,000+",Free,0,Teen,Action,"August 3, 2018",1.11.0,6.0 and up
+db.Mobil App,LIBRARIES_AND_DEMO,4.5,23,31M,"5,000+",Free,0,Everyone,Libraries & Demo,"July 11, 2018",3.4.5,3.0 and up
+DB Streckenagent,MAPS_AND_NAVIGATION,3.9,4569,7.5M,"500,000+",Free,0,Everyone,Maps & Navigation,"December 22, 2017",2.1.10 (49),4.0 and up
+dB: Sound Meter Pro,TOOLS,4.3,31,228k,"5,000+",Free,0,Everyone,Tools,"December 12, 2016",1.0,4.0.3 and up
+Movie DB,FAMILY,NaN,10,2.6M,"1,000+",Free,0,Teen,Entertainment,"December 10, 2016",1.0.1,4.2 and up
+dB Sound Level Meter,TOOLS,3.9,203,2.3M,"10,000+",Free,0,Everyone,Tools,"March 3, 2017",1.08,3.0 and up
+DB Sound Meter: Measure Noise Level- Decibel Meter,TOOLS,4.3,824,2.8M,"10,000+",Free,0,Everyone,Tools,"December 13, 2017",1.0.1,4.1 and up
+DB Welt - Die Zeitung der DB,NEWS_AND_MAGAZINES,NaN,145,16M,"10,000+",Free,0,Everyone,News & Magazines,"February 26, 2016",3.1.3,4.0 and up
+Check DB Benchmark,TOOLS,NaN,0,2.2M,100+,Free,0,Everyone,Tools,"March 11, 2017",0.9.2,4.0.3 and up
+ACCDB MDB DB Manager Pro - Editor for MS Access,PRODUCTIVITY,3.1,19,4.5M,500+,Paid,$8.99,Everyone,Productivity,"November 3, 2016",1.0.8,4.0 and up
+Scale Models DB,TOOLS,4.4,9,33M,50+,Paid,$2.99,Everyone,Tools,"May 3, 2018",0.6.2,4.3 and up
+DB Train Simulator,FAMILY,3.7,6514,72M,"500,000+",Free,0,Everyone,Simulation,"May 23, 2018",1.6.2,3.0 and up
+DB Tools,FAMILY,4.6,37,3.3M,"1,000+",Free,0,Everyone,Education,"June 17, 2014",1.9,2.2 and up
+dB Meter - measure sound & noise level in Decibel,TOOLS,4.6,154,6.6M,"10,000+",Free,0,Everyone,Tools,"July 26, 2018",1.1,4.4 and up
+DB LINK RGB,TOOLS,2.7,7,5.2M,500+,Free,0,Everyone,Tools,"June 19, 2017",1.0.2,4.4 and up
+DB BAHN,TRAVEL_AND_LOCAL,NaN,4,8.0M,500+,Free,0,Everyone,Travel & Local,"December 19, 2017",1.0,4.0 and up
+DB Manager,PRODUCTIVITY,NaN,3,108k,"1,000+",Free,0,Everyone,Productivity,"January 21, 2014",2.0.0,3.1 and up
+"10,000 Quotes DB (Premium)",BOOKS_AND_REFERENCE,4.1,70,3.5M,500+,Paid,$0.99,Everyone,Books & Reference,"August 30, 2013",1.3,2.1 and up
+Guide for DB Xenoverse,BOOKS_AND_REFERENCE,4.2,459,11M,"10,000+",Free,0,Everyone,Books & Reference,"October 1, 2016",1.2,4.0 and up
+DB Transport,MAPS_AND_NAVIGATION,1.9,179,10M,"10,000+",Free,0,Everyone,Maps & Navigation,"March 13, 2018",3.05,4.1 and up
+DB Stay Connected,BUSINESS,4.6,17,9.4M,"1,000+",Free,0,Everyone,Business,"December 8, 2017",1.4,4.0 and up
+DB FahrtProfi,TRAVEL_AND_LOCAL,NaN,1,10M,"1,000+",Free,0,Everyone,Travel & Local,"May 4, 2017",1.0.2,4.2 and up
+DB TOS - Pocket Helper,TOOLS,4.2,265,Varies with device,"10,000+",Free,0,Everyone,Tools,"May 22, 2016",1.7,4.0 and up
+ReDNAKET DB Normalization Tool,TOOLS,NaN,0,940k,10+,Paid,$0.99,Everyone,Tools,"February 3, 2016",1.0.2,5.0 and up
+Guide for DB Xenoverse 2,BOOKS_AND_REFERENCE,4.4,121,8.7M,"10,000+",Free,0,Everyone,Books & Reference,"December 23, 2016",1.1.2,4.1 and up
+DB Customer Connect,BUSINESS,4.2,100,6.3M,"10,000+",Free,0,Everyone,Business,"July 21, 2018",2.0.0,4.1 and up
+Patron DB,TOOLS,3.9,64,4.1M,"5,000+",Free,0,Everyone,Tools,"June 1, 2017",1.24,4.4 and up
+DB Event App,SOCIAL,2.4,37,37M,"5,000+",Free,0,Teen,Social,"June 25, 2017",1.0,4.1 and up
+DB HOME,LIFESTYLE,5.0,5,3.2M,100+,Free,0,Everyone,Lifestyle,"August 31, 2017",1.0.1,4.0 and up
+Bowers & Wilkins DB Subwoofers,TOOLS,3.9,21,11M,"10,000+",Free,0,Everyone,Tools,"January 19, 2018",1.2.0.27,5.0 and up
+Guide for IMS DB,BOOKS_AND_REFERENCE,NaN,0,2.6M,10+,Free,0,Everyone,Books & Reference,"June 11, 2018",1.0.0,4.1 and up
+DB Busradar NRW,MAPS_AND_NAVIGATION,3.7,78,3.0M,"10,000+",Free,0,Everyone,Maps & Navigation,"April 12, 2017",1.0.2,2.2 and up
+DB Pickles,BUSINESS,5.0,5,14M,100+,Free,0,Everyone,Business,"March 20, 2018",2.0.2,4.1 and up
+DB for Fallout Shelter,FAMILY,4.0,3323,47M,"100,000+",Free,0,Everyone,Simulation,"March 29, 2018",1.9,4.0 and up
+LC-DB,PHOTOGRAPHY,3.0,1,2.5M,10+,Paid,$3.49,Everyone,Photography,"October 20, 2017",1.0,4.2 and up
+dB Sound Meter,TOOLS,4.1,29,2.3M,"5,000+",Free,0,Everyone,Tools,"April 25, 2016",1.2,4.0.3 and up
+DB for Hustle Castle,FAMILY,4.8,21,49M,"1,000+",Free,0,Everyone,Role Playing,"July 4, 2018",1.1,4.1 and up
+DB Ultra Saiyan Battle,GAME,4.5,33,44M,"1,000+",Free,0,Everyone 10+,Action,"July 25, 2018",1.3.7,2.3 and up
+Preferences Manager and SQLite DB Viewer,TOOLS,3.5,13,3.0M,"1,000+",Free,0,Everyone,Tools,"July 18, 2017",1.01,4.0 and up
+LC-DB-LITE,PHOTOGRAPHY,NaN,0,2.3M,100+,Free,0,Everyone,Photography,"October 20, 2017",1.0,4.2 and up
+db Meter - sound level meter with data logging,TOOLS,NaN,0,15M,1+,Paid,$1.49,Everyone,Tools,"March 15, 2018",1.0.1,4.1 and up
+Hamburg Transit - Offline HVV DB times and plans,MAPS_AND_NAVIGATION,NaN,9,10M,"1,000+",Free,0,Everyone,Maps & Navigation,"May 21, 2018",2.3,4.1 and up
+SW-DB,TOOLS,4.5,954,7.6M,"10,000+",Free,0,Teen,Tools,"July 11, 2016",0.4.1,4.1 and up
+DC Legends: Battle for Justice,FAMILY,4.5,355613,59M,"10,000,000+",Free,0,Teen,Role Playing,"August 2, 2018",1.21.2,4.4 and up
+DC Comics,COMICS,4.2,25673,Varies with device,"1,000,000+",Free,0,Teen,Comics,"June 5, 2018",Varies with device,Varies with device
+Injustice 2,GAME,4.3,504765,36M,"5,000,000+",Free,0,Teen,Action,"July 30, 2018",2.4.1,4.4 and up
+Injustice: Gods Among Us,GAME,4.4,2440877,32M,"10,000,000+",Free,0,Teen,Action,"June 14, 2018",2.21,4.0 and up
+FANDOM for: DC,FAMILY,4.4,6715,9.5M,"500,000+",Free,0,Mature 17+,Entertainment,"July 20, 2018",2.9.8.1,4.4 and up
+DC Super Hero Girls™,FAMILY,4.3,43090,95M,"5,000,000+",Free,0,Everyone,Action;Action & Adventure,"June 29, 2018",2.8.0,4.0 and up
+LEGO Batman: DC Super Heroes,FAMILY,4.2,2557,5.8M,"50,000+",Paid,$4.99,Everyone 10+,Adventure;Action & Adventure,"May 9, 2016",Varies with device,4.0.3 and up
+Ultimate DC Challenge,GAME,4.5,937,35M,"10,000+",Free,0,Everyone,Trivia,"October 19, 2017",2.14.5e,4.0.3 and up
+LEGO® DC Mighty Micros,FAMILY,4.3,139545,63M,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"January 30, 2018",1.6.1326,4.1 and up
+Justice League Action Run,GAME,4.3,22333,9.7M,"1,000,000+",Free,0,Everyone 10+,Action,"August 7, 2018",2.01,4.3 and up
+Marvel and DC Wallpapers,PERSONALIZATION,4.2,249,91M,"10,000+",Free,0,Everyone,Personalization,"July 7, 2018",4.0,4.1 and up
+DC Comics Amino,SOCIAL,4.9,117,63M,"1,000+",Free,0,Teen,Social,"July 13, 2018",1.8.19106,4.0.3 and up
+Comics,COMICS,4.1,45651,Varies with device,"5,000,000+",Free,0,Teen,Comics,"May 24, 2018",Varies with device,Varies with device
+Quiz DC,GAME,1.4,33,3.1M,"1,000+",Free,0,Everyone,Trivia,"December 25, 2017",1.10,4.1 and up
+Batman: Gotham’s Most Wanted!,FAMILY,4.0,16190,88M,"1,000,000+",Free,0,Everyone,Action;Action & Adventure,"April 24, 2018",2.1.1,4.0 and up
+"Superheroes, Marvel, DC, Comics, TV, Movies News",COMICS,5.0,34,12M,"5,000+",Free,0,Everyone,Comics,"July 31, 2018",1.0.5,5.0 and up
+MARVEL Contest of Champions,GAME,4.3,2468915,92M,"50,000,000+",Free,0,Teen,Action,"July 30, 2018",19.1.0,4.0.3 and up
+Choose SuperHero Quize Marvel | DC,FAMILY,NaN,3,4.1M,100+,Free,0,Everyone,Entertainment,"July 29, 2018",2.0,5.0 and up
+MARVEL Avengers Academy,GAME,4.2,304106,Varies with device,"10,000,000+",Free,0,Teen,Adventure,"August 6, 2018",2.8.2,4.0.3 and up
+DC Universe Quiz,GAME,4.3,11,23M,500+,Free,0,Everyone,Trivia,"May 22, 2018",3.2.7z,4.0.3 and up
+DC HSEMA,BOOKS_AND_REFERENCE,3.8,38,7.2M,"5,000+",Free,0,Everyone,Books & Reference,"June 18, 2018",4.0,4.4 and up
+DC Universe Online Map,TOOLS,4.1,1186,6.4M,"50,000+",Free,0,Unrated,Tools,"February 27, 2012",1.3,2.3.3 and up
+DC Public Library,BOOKS_AND_REFERENCE,4.2,20,3.4M,"1,000+",Free,0,Everyone,Books & Reference,"June 8, 2015",4.6.1,1.6 and up
+MARVEL Strike Force,FAMILY,4.3,166312,91M,"5,000,000+",Free,0,Teen,Role Playing,"July 31, 2018",1.4.0,4.4 and up
+Vote 4 DC,TOOLS,4.1,46,6.1M,"1,000+",Free,0,Everyone,Tools,"September 21, 2016",4.0.6,4.0.3 and up
+Villains vs Superheroes,FAMILY,4.3,128,22M,"10,000+",Free,0,Everyone,Puzzle,"September 12, 2017",3.3.3z,4.0.3 and up
+DC Rider,MAPS_AND_NAVIGATION,3.6,258,6.9M,"50,000+",Free,0,Everyone,Maps & Navigation,"December 24, 2017",2.1,4.0 and up
+Power Rangers: Legacy Wars,GAME,4.3,264755,91M,"10,000,000+",Free,0,Teen,Action,"July 17, 2018",2.2.1,4.0 and up
+MARVEL Future Fight,FAMILY,4.6,2354042,72M,"50,000,000+",Free,0,Everyone 10+,Role Playing,"July 3, 2018",4.2.0,4.0.3 and up
+DC Metro Transit - Free,TRAVEL_AND_LOCAL,4.4,6895,10M,"500,000+",Free,0,Everyone,Travel & Local,"May 15, 2018",5.11.3.1,4.1 and up
+DC N COMPANY ENTERTAINMENT RADIO!,FAMILY,5.0,22,2.2M,100+,Free,0,Mature 17+,Entertainment,"November 2, 2017",1.4,4.4 and up
+Results for DC Lottery,FAMILY,4.4,160,8.5M,"5,000+",Free,0,Everyone,Entertainment,"March 11, 2017",5.1,4.1 and up
+FOX 5 DC,NEWS_AND_MAGAZINES,4.5,1440,12M,"100,000+",Free,0,Everyone,News & Magazines,"March 29, 2018",1.3.35.0,4.0 and up
+Pepsi Cards DC,COMICS,NaN,1,21M,50+,Free,0,Everyone 10+,Comics,"June 26, 2018",0.0.4,4.4 and up
+Driver Permit Test Prep DC DMV Driver's License Ed,FAMILY,4.7,78,11M,"5,000+",Free,0,Everyone,Education,"October 12, 2017",2.9.0,4.1 and up
+Robin - DC Movie Collection,FAMILY,NaN,1,2.3M,500+,Free,0,Everyone,Entertainment,"November 19, 2017",1.0.1,4.0 and up
+DC-014,PHOTOGRAPHY,5.0,3,16M,500+,Free,0,Everyone,Photography,"June 14, 2018",1.0.3,4.1 and up
+D.C. Driving/Walking Tours,TRAVEL_AND_LOCAL,NaN,0,32M,50+,Paid,$4.99,Everyone,Travel & Local,"July 27, 2018",3.8.0,4.4 and up
+Painting Lulu DC Super Friends,BOOKS_AND_REFERENCE,NaN,7,17M,"1,000+",Free,0,Everyone,Books & Reference,"February 9, 2017",1.2,4.0.3 and up
+DC Metro,MAPS_AND_NAVIGATION,3.4,59,1.3M,"10,000+",Free,0,Everyone,Maps & Navigation,"January 26, 2015",1.0,1.5 and up
+DC Trails-Hop On Hop Off Tours,TRAVEL_AND_LOCAL,3.1,16,18M,"5,000+",Free,0,Everyone,Travel & Local,"August 1, 2018",1.4.9,4.0.3 and up
+DC Metro Transit,TRAVEL_AND_LOCAL,4.5,339,10M,"5,000+",Paid,$2.99,Everyone,Travel & Local,"May 13, 2018",5.11.3,4.1 and up
+AC DC Power Monitor,LIFESTYLE,5.0,1,1.2M,10+,Paid,$3.04,Everyone,Lifestyle,"May 29, 2016",1.2,2.3 and up
+McClatchy DC Bureau,NEWS_AND_MAGAZINES,4.3,80,8.7M,"5,000+",Free,0,Everyone 10+,News & Magazines,"June 18, 2018",6.0.1,4.4W and up
+AutoScout24 - used car finder,AUTO_AND_VEHICLES,4.4,186648,42M,"10,000,000+",Free,0,Everyone,Auto & Vehicles,"August 2, 2018",9.3.52,4.2 and up
+WEB.DE Mail,COMMUNICATION,4.3,226541,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 25, 2018",Varies with device,Varies with device
+wetter.com - Weather and Radar,WEATHER,4.2,189310,38M,"10,000,000+",Free,0,Everyone,Weather,"August 6, 2018",Varies with device,Varies with device
+Your Freedom VPN Client,COMMUNICATION,4.0,74497,5.3M,"5,000,000+",Free,0,Everyone,Communication,"May 19, 2018",20180518-01,4.0 and up
+Dictionary,BOOKS_AND_REFERENCE,4.5,264260,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"June 22, 2018",Varies with device,Varies with device
+Bokeh (Background defocus),PHOTOGRAPHY,4.0,50109,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"June 7, 2018",Varies with device,Varies with device
+Speed Camera Radar,MAPS_AND_NAVIGATION,4.1,54034,5.8M,"5,000,000+",Free,0,Teen,Maps & Navigation,"May 30, 2018",2.1.15,4.0 and up
+WDAMAGE: Car Crash Engine,GAME,3.8,47386,96M,"1,000,000+",Free,0,Everyone,Racing,"June 6, 2018",31,4.2 and up
+Babbel – Learn Languages,FAMILY,4.3,267787,21M,"10,000,000+",Free,0,Everyone,Education,"July 30, 2018",20.7.2,4.4 and up
+Coloring Book for Me & Mandala,FAMILY,4.6,401211,Varies with device,"10,000,000+",Free,0,Everyone,Entertainment,"July 18, 2018",Varies with device,Varies with device
+APUS File Manager (Explorer),TOOLS,4.1,498894,10M,"50,000,000+",Free,0,Everyone,Tools,"August 2, 2018",2.8.9.1004,4.0.3 and up
+Offroad Police Car DE,FAMILY,4.3,9149,80M,"1,000,000+",Free,0,Everyone,Simulation,"March 15, 2017",1.3,2.3.3 and up
+Easy Language Translator,TOOLS,4.3,191621,6.1M,"10,000,000+",Free,0,Everyone,Tools,"May 29, 2018",1.43,4.0 and up
+Word Search multilingual,GAME,4.2,32849,1.5M,"1,000,000+",Free,0,Everyone,Word,"September 30, 2015",2.2.13,2.3 and up
+Love Collage - Photo Editor,PHOTOGRAPHY,4.3,251686,31M,"10,000,000+",Free,0,Everyone,Photography,"July 28, 2017",2.3.8.6,4.1 and up
+Heavy Bus Simulator,FAMILY,4.4,252006,26M,"5,000,000+",Free,0,Everyone,Simulation,"March 15, 2018",1.084,2.3 and up
+"CallApp: Caller ID, Blocker & Phone Call Recorder",COMMUNICATION,4.4,483782,20M,"10,000,000+",Free,0,Everyone,Communication,"July 29, 2018",1.286,4.1 and up
+Love Fonts for FlipFont,PERSONALIZATION,3.9,28694,2.9M,"1,000,000+",Free,0,Everyone,Personalization,"January 14, 2018",1.4.6,4.0.3 and up
+LINE Camera - Photo editor,PHOTOGRAPHY,4.3,1517395,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"March 6, 2018",Varies with device,Varies with device
+Piano Free - Keyboard with Magic Tiles Music Games,GAME,4.5,785622,Varies with device,"50,000,000+",Free,0,Everyone,Music,"June 29, 2018",1.35.2,4.1 and up
+Racing in Car 2,GAME,4.3,234589,38M,"50,000,000+",Free,0,Everyone,Racing,"November 22, 2016",1.0,2.3.3 and up
+Escape the Prison Room,FAMILY,3.5,113183,36M,"5,000,000+",Free,0,Everyone,Puzzle,"December 15, 2017",10.6,4.1 and up
+Bike Racing 3D,GAME,4.2,951435,14M,"50,000,000+",Free,0,Everyone,Racing,"January 17, 2018",2.2,2.1 and up
+Satellite Director,TOOLS,4.1,45610,176k,"10,000,000+",Free,0,Everyone,Tools,"January 2, 2018",1.56,1.6 and up
+Truck Driver Cargo,GAME,4.1,257531,44M,"10,000,000+",Free,0,Everyone 10+,Racing,"January 18, 2018",7,4.1 and up
+Anime Love Story Games: ✨Shadowtime✨,FAMILY,4.7,198480,82M,"5,000,000+",Free,0,Everyone,Simulation,"August 3, 2018",20.0,4.1 and up
+Checkers,GAME,4.5,375996,3.3M,"10,000,000+",Free,0,Everyone,Board,"August 6, 2018",1.48.0,4.1 and up
+Scratch Logo Quiz. Challenging brain puzzle,GAME,3.3,152102,18M,"10,000,000+",Free,0,Teen,Trivia,"June 30, 2018",4.16,4.1 and up
+Myth Defense 2: DF,FAMILY,4.2,17108,8.3M,"100,000+",Free,0,Everyone,Strategy,"June 23, 2016",1.3.9,2.3.3 and up
+df,TOOLS,NaN,4,33k,"1,000+",Free,0,Everyone,Tools,"August 12, 2016",1.0,1.5 and up
+DF Squid,GAME,NaN,1,14M,100+,Free,0,Everyone,Board,"December 12, 2013",1.0,2.3 and up
+Google PDF Viewer,PRODUCTIVITY,4.2,226453,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"October 9, 2017",Varies with device,Varies with device
+Myth Defense 2: DF Platinum,FAMILY,4.6,1764,8.3M,"10,000+",Paid,$3.99,Everyone 10+,Strategy,"June 22, 2016",1.3.8,2.3.3 and up
+DF 司機,MAPS_AND_NAVIGATION,NaN,9,9.9M,500+,Free,0,Everyone,Maps & Navigation,"August 6, 2018",13.0.0,5.0 and up
+DF@realtime,BUSINESS,4.3,24,8.0M,"1,000+",Free,0,Everyone,Business,"October 26, 2017",6.0.8.2.GM,3.2 and up
+DF Night Selfies,PHOTOGRAPHY,4.3,194,1.5M,"10,000+",Free,0,Everyone,Photography,"February 15, 2018",1.6.0,4.0 and up
+DF Coaching,SPORTS,4.0,1,3.6M,100+,Free,0,Everyone,Sports,"May 24, 2018",1.0.1,4.1 and up
+Digital Falak,TOOLS,4.7,3408,15M,"50,000+",Free,0,Everyone,Tools,"May 30, 2018",2.1.1,4.1 and up
+The Divine Feminine App: the DF App,LIFESTYLE,5.0,8,6.7M,"1,000+",Free,0,Everyone,Lifestyle,"May 16, 2016",0.0.4,4.1 and up
+Guide to Nikon Df,PHOTOGRAPHY,NaN,1,663k,10+,Paid,$29.99,Everyone,Photography,"February 18, 2014",2.0.0,4.0.3 and up
+DF BugMeNot,SOCIAL,NaN,7,1.4M,500+,Free,0,Teen,Social,"October 29, 2015",1.0,5.0 and up
+DF-CAM,TOOLS,NaN,2,20M,100+,Free,0,Everyone,Tools,"May 16, 2018",2.0.1,4.3 and up
+DF Tracker,BUSINESS,NaN,2,6.0M,100+,Free,0,Everyone,Business,"September 27, 2017",1.0,4.0.3 and up
+Guia Bike DF,SPORTS,NaN,29,14M,100+,Free,0,Everyone,Sports,"February 18, 2018",22.0,5.0 and up
+Rádio DF FM,FAMILY,NaN,24,1.5M,"1,000+",Free,0,Everyone,Entertainment,"August 3, 2017",3.0,2.3 and up
+Noticias DF,SOCIAL,NaN,2,2.3M,"1,000+",Free,0,Everyone,Social,"May 25, 2015",1.0,2.3 and up
+DF Glue Board,PARENTING,5.0,1,27M,10+,Free,0,Everyone,Parenting,"January 19, 2018",Glueboardv.6,4.2 and up
+DF-Server Mobile,PRODUCTIVITY,4.9,17,76M,100+,Free,0,Everyone,Productivity,"June 7, 2016",1.0.0,4.4 and up
+DF-View,BUSINESS,NaN,0,15M,100+,Free,0,Everyone,Business,"January 4, 2016",1.0.9,4.0 and up
+"MexiRoomies - roomies, mexico, df, apt, house room",LIFESTYLE,NaN,2,32M,500+,Free,0,Everyone,Lifestyle,"July 4, 2018",1.9,4.0.3 and up
+DF Wall Plus – Droid Firewall,TOOLS,NaN,9,6.3M,500+,Free,0,Everyone,Tools,"August 20, 2017",1.0,4.0.3 and up
+Diario Financiero,FINANCE,NaN,30,24M,"10,000+",Free,0,Everyone,Finance,"June 18, 2018",v1.1.6(201806181),4.1 and up
+Digital FM Brasília DF,FAMILY,NaN,5,1.4M,100+,Free,0,Everyone,Entertainment,"September 22, 2017",1.0,2.3 and up
+DF SmartPlus,TOOLS,NaN,0,36M,10+,Free,0,Everyone,Tools,"February 23, 2018",1.0.1,4.1 and up
+Red Transporte DF,MAPS_AND_NAVIGATION,4.3,11100,15M,"500,000+",Free,0,Everyone,Maps & Navigation,"April 28, 2018",2.10.0 Summer,4.0.3 and up
+ElejaOnline DF,BUSINESS,NaN,0,3.0M,50+,Free,0,Everyone,Business,"June 18, 2018",1.0.0,4.1 and up
+ProconLegis-DF,TOOLS,NaN,2,14M,5+,Free,0,Everyone,Tools,"July 31, 2018",1.0,4.4 and up
+Técnico Legislativo Câmara Legislativa DF,PRODUCTIVITY,NaN,1,10M,10+,Paid,$2.99,Everyone,Productivity,"June 29, 2018",6.0,4.0.3 and up
+Periscope - Live Video,SOCIAL,4.0,479939,15M,"10,000,000+",Free,0,Mature 17+,Social,"July 9, 2018",1.23.3.0,4.4 and up
+Cargo de Praça PM DF,PRODUCTIVITY,NaN,0,5.2M,10+,Paid,$2.99,Everyone,Productivity,"May 7, 2018",3.0,4.0 and up
+Consultar Infracciones de Transito DF y Mexico,TOOLS,NaN,0,2.9M,10+,Free,0,Everyone,Tools,"July 23, 2018",2.5,4.0 and up
+Droidbug BusyBox Advance PRO,TOOLS,4.5,2,3.3M,100+,Paid,$3.99,Everyone,Tools,"July 19, 2018",1.4,4.0.3 and up
+México City D.F News,NEWS_AND_MAGAZINES,NaN,2,5.7M,100+,Free,0,Everyone,News & Magazines,"May 9, 2016",1.1,4.0.3 and up
+PDF Reader – PDF Editor 2018,TOOLS,4.1,1648,36M,"500,000+",Free,0,Everyone,Tools,"July 31, 2018",9.5.8,4.1 and up
+Fix Error Google Playstore,BOOKS_AND_REFERENCE,4.3,18,5.7M,"1,000+",Free,0,Everyone,Books & Reference,"July 22, 2017",1.0,4.0 and up
+df-Vegetable,BUSINESS,NaN,0,2.9M,5+,Free,0,Everyone,Business,"June 11, 2018",1.1,4.0.3 and up
+Aproveita DF,LIFESTYLE,NaN,0,3.3M,1+,Free,0,Everyone,Lifestyle,"August 2, 2018",1.0,4.0 and up
+EVENTOS DF,EVENTS,NaN,0,4.5M,10+,Free,0,Everyone,Events,"December 1, 2017",1.0.1,4.1 and up
+Citymapper - Transit Navigation,MAPS_AND_NAVIGATION,4.5,65448,Varies with device,"5,000,000+",Free,0,Everyone,Maps & Navigation,"August 2, 2018",Varies with device,Varies with device
+Rádio Sol Nascente DF,COMMUNICATION,NaN,12,1.6M,500+,Free,0,Everyone,Communication,"July 28, 2016",3.1,2.3 and up
+Diseño de columnas NTC - RSEE 2017,PRODUCTIVITY,NaN,6,2.8M,100+,Paid,$0.99,Everyone,Productivity,"March 26, 2018",2.0,4.1 and up
+"Dollar General - Digital Coupons, Ads And More",SHOPPING,3.9,16678,Varies with device,"5,000,000+",Free,0,Everyone,Shopping,"July 25, 2018",Varies with device,Varies with device
+DG Coupon,SHOPPING,3.7,668,1.1M,"100,000+",Free,0,Everyone,Shopping,"July 16, 2018",20.0,4.0 and up
+Penny Finder,SHOPPING,4.2,470,4.1M,"10,000+",Paid,$2.99,Everyone,Shopping,"July 17, 2018",1.3.7,4.1 and up
+DG - Digital Coupons - Free Coupon and Discount,SHOPPING,3.6,38,1.1M,"10,000+",Free,0,Everyone,Shopping,"July 1, 2018",20.0,4.0 and up
+DG Surveyor,BUSINESS,3.6,5,6.8M,50+,Paid,$8.99,Everyone,Business,"April 30, 2018",6.00,4.0.3 and up
+DG Smart life,TOOLS,2.1,14,28M,"1,000+",Free,0,Everyone,Tools,"September 7, 2017",1.0.5,4.1 and up
+Krazy Coupon Lady,SHOPPING,4.7,10318,32M,"1,000,000+",Free,0,Everyone,Shopping,"June 19, 2018",2.1.8,4.4 and up
+DG UPnP Player Free,VIDEO_PLAYERS,3.2,39,12M,"10,000+",Free,0,Everyone,Video Players & Editors,"March 18, 2016",2.0,4.0.3 and up
+Penny Puss,TOOLS,3.0,19,22M,"1,000+",Paid,$4.99,Everyone,Tools,"July 9, 2016",1.911.1944.4606,4.0 and up
+DG Mobile,GAME,4.3,59,1.4M,"1,000+",Free,0,Everyone,Board,"April 8, 2017",0.1.10.0,2.3 and up
+Go Go Coupons - Free Coupon and Discount,SHOPPING,3.0,4,1.2M,"1,000+",Free,0,Everyone,Shopping,"July 1, 2018",10.0,4.0 and up
+ZombieVital DG,FAMILY,4.3,10,20M,100+,Paid,$12.99,Everyone,Simulation,"August 4, 2018",Varies with device,Varies with device
+DJ Electro Mix Pad,FAMILY,3.9,53301,7.6M,"10,000,000+",Free,0,Everyone,Entertainment,"June 16, 2017",1.6.0,4.0.3 and up
+DG Screen Recorder,VIDEO_PLAYERS,3.3,12,2.9M,500+,Free,0,Everyone,Video Players & Editors,"October 20, 2015",1.7,5.0 and up
+DG Report Reminder,PRODUCTIVITY,4.3,195,Varies with device,"10,000+",Free,0,Everyone,Productivity,"February 6, 2018",Varies with device,Varies with device
+DG Video Editor,VIDEO_PLAYERS,4.0,486,2.5M,"10,000+",Free,0,Everyone,Video Players & Editors,"September 6, 2016",1.0.3,4.4 and up
+The DG Buddy,BUSINESS,3.7,3,11M,10+,Paid,$2.49,Everyone,Business,"June 30, 2014",v3,2.2 and up
+Roland DG Mobile Panel,TOOLS,2.8,27,34M,"1,000+",Free,0,Everyone,Tools,"February 20, 2018",1.42,4.4 and up
+Destroy Gunners Σ,GAME,4.4,10786,21M,"1,000,000+",Free,0,Everyone,Arcade,"January 14, 2017",1.02,4.0.3 and up
+DG-App,TOOLS,5.0,1,4.5M,500+,Free,0,Everyone,Tools,"November 29, 2017",1.0.16,4.1 and up
+Can I pack that? - DG App,TRAVEL_AND_LOCAL,3.9,58,22M,"10,000+",Free,0,Everyone,Travel & Local,"October 28, 2016",2.0.1,4.0.3 and up
+DG Phone Call Task Switcher,PRODUCTIVITY,4.2,43,34k,"1,000+",Free,0,Everyone,Productivity,"June 9, 2015",2.04,4.0 and up
+DG Fitness,HEALTH_AND_FITNESS,4.8,6,14M,100+,Free,0,Everyone,Health & Fitness,"March 23, 2018",7.7.3,4.1 and up
+Sharaf DG,SHOPPING,4.0,7006,12M,"500,000+",Free,0,Everyone,Shopping,"May 12, 2018",3.10,4.4 and up
+DG Card,COMMUNICATION,NaN,0,Varies with device,100+,Free,0,Everyone,Communication,"August 15, 2017",Varies with device,Varies with device
+Coupon Mob - Discount Coupons,SHOPPING,3.0,2,1.3M,100+,Free,0,Everyone,Shopping,"May 30, 2018",6.0,3.0 and up
+DG Users,PRODUCTIVITY,4.5,8,3.1M,100+,Free,0,Everyone,Productivity,"June 7, 2018",1.2,4.0.3 and up
+DG Cars,TRAVEL_AND_LOCAL,2.6,122,11M,"10,000+",Free,0,Everyone,Travel & Local,"June 8, 2018",31.11.9.156,4.1 and up
+Free coupons and vouchers,FINANCE,5.0,4,5.9M,100+,Free,0,Everyone,Finance,"July 28, 2018",1.5,4.4 and up
+DG Hair,LIFESTYLE,NaN,0,3.0M,10+,Free,0,Everyone,Lifestyle,"August 30, 2017",1.0.0,4.0 and up
+DG Xplained,HEALTH_AND_FITNESS,NaN,1,12M,100+,Free,0,Everyone,Health & Fitness,"May 2, 2018",1.0.3,4.1 and up
+DG OFF - 100% Free Coupons & Deals,SHOPPING,5.0,1,1.1M,10+,Free,0,Everyone,Shopping,"July 11, 2018",1.0,4.0 and up
+Digoo·Cloud,TOOLS,4.1,543,26M,"10,000+",Free,0,Everyone,Tools,"June 5, 2018",1.2.1009.695,4.0.3 and up
+DG Monitor,BUSINESS,NaN,1,4.5M,100+,Free,0,Everyone,Business,"October 12, 2017",1.0.0.17,4.0 and up
+DG ग्राम / Digital Gram Panchayat,NEWS_AND_MAGAZINES,4.5,53,5.9M,"10,000+",Free,0,Teen,News & Magazines,"June 19, 2018",1.7,4.0 and up
+DG TV,NEWS_AND_MAGAZINES,5.0,3,5.7M,100+,Free,0,Everyone,News & Magazines,"May 26, 2018",1.2,4.1 and up
+Daily Horoscope,LIFESTYLE,4.7,407589,Varies with device,"10,000,000+",Free,0,Everyone,Lifestyle,"July 20, 2018",Varies with device,Varies with device
+DHgate-Shop Wholesale Prices,SHOPPING,4.5,104068,37M,"5,000,000+",Free,0,Teen,Shopping,"August 1, 2018",4.5.1,4.1 and up
+DH Texas Poker - Texas Hold'em,GAME,4.4,562345,Varies with device,"10,000,000+",Free,0,Teen,Casino,"July 23, 2018",Varies with device,Varies with device
+DEER HUNTER CLASSIC,GAME,4.4,3941129,77M,"50,000,000+",Free,0,Teen,Action,"July 16, 2018",3.12.0,3.0 and up
+DEER HUNTER RELOADED,GAME,4.3,314774,43M,"5,000,000+",Free,0,Teen,Action,"September 16, 2013",3.8.2,2.1 and up
+DH Pineapple Poker OFC,GAME,4.2,1878,20M,"100,000+",Free,0,Teen,Casino,"November 9, 2017",1.0.13,3.0 and up
+DH UFO,FAMILY,3.0,4,8.0M,"1,000+",Free,0,Everyone,Entertainment,"June 8, 2017",1,4.1 and up
+Galaxy Defense,FAMILY,4.1,78142,17M,"5,000,000+",Free,0,Everyone,Strategy,"August 22, 2015",1.2.3,3.0 and up
+Call of Mini™ Dino Hunter,GAME,4.2,326042,10M,"10,000,000+",Free,0,Teen,Action,"June 6, 2014",3.1.7,3.0 and up
+Castle Defense 2,FAMILY,4.2,35172,34M,"1,000,000+",Free,0,Teen,Strategy,"January 20, 2017",3.2.2,2.3.3 and up
+Dungeon Rush,FAMILY,4.0,28633,81M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"December 23, 2016",1.14.0,2.3 and up
+Bike Mayhem Free,GAME,4.3,331692,Varies with device,"10,000,000+",Free,0,Everyone,Racing,"March 27, 2018",Varies with device,4.0.3 and up
+Treasure Defense,FAMILY,4.1,3527,35M,"100,000+",Free,0,Teen,Strategy,"September 8, 2015",2.2.0.23,3.0 and up
+Car Crash III Beam DH Real Damage Simulator 2018,GAME,3.6,151,100M,"10,000+",Free,0,Everyone,Racing,"May 20, 2018",1.03,4.1 and up
+The Lost Lands:DH Lite,FAMILY,4.3,1130,48M,"50,000+",Free,0,Teen,Simulation,"April 3, 2015",1.01,4.2 and up
+DH-UFO,FAMILY,5.0,1,59M,100+,Free,0,Everyone,Entertainment,"May 24, 2018",1.0.9,4.4 and up
+Dungeon Hunter Champions: Epic Online Action RPG,FAMILY,4.2,26307,Varies with device,"1,000,000+",Free,0,Teen,Role Playing,"July 26, 2018",1.1.40,4.0.3 and up
+Daddyhunt: Gay Dating,SOCIAL,3.9,6450,14M,"500,000+",Free,0,Mature 17+,Social,"January 22, 2018",1.3.5,4.0 and up
+DH Karaoke,FAMILY,NaN,8,10M,"1,000+",Free,0,Everyone,Entertainment,"October 23, 2017",3.3.6,4.1 and up
+Tiny Defense,FAMILY,4.1,29387,16M,"1,000,000+",Free,0,Everyone,Strategy,"August 22, 2015",1.0.6,3.0 and up
+Toys Defense: Horror Land,FAMILY,3.8,168,24M,"10,000+",Free,0,Everyone,Strategy,"March 1, 2017",1.2.2,4.0.3 and up
+D-H Pharmacy,LIFESTYLE,5.0,6,2.3M,"1,000+",Free,0,Everyone,Lifestyle,"May 4, 2016",v6.1,2.2 and up
+DEER HUNTER CHALLENGE,GAME,3.7,38767,4.1M,"5,000,000+",Free,0,Everyone 10+,Action,"April 11, 2011",1.4.3,2.0 and up
+Kingdom in Chaos,FAMILY,4.3,5623,28M,"100,000+",Free,0,Everyone 10+,Role Playing,"December 21, 2015",1.0.5,2.3 and up
+Desperate Housewives: The Game,FAMILY,4.2,10440,27M,"500,000+",Free,0,Teen,Role Playing,"August 6, 2018",18.30.22,4.4 and up
+Dinosaur War,FAMILY,4.3,157997,27M,"10,000,000+",Free,0,Everyone,Simulation,"August 4, 2016",1.4.4,2.3.3 and up
+DH News,NEWS_AND_MAGAZINES,2.5,81,6.7M,"10,000+",Free,0,Mature 17+,News & Magazines,"November 27, 2017",3.4.5,4.0.3 and up
+Bike Unchained,SPORTS,4.3,83545,23M,"5,000,000+",Free,0,Everyone,Sports,"July 31, 2018",1.193,4.0 and up
+"Red Bull TV: Live Sports, Music & Entertainment",FAMILY,4.4,42069,Varies with device,"1,000,000+",Free,0,Teen,Entertainment,"August 3, 2018",Varies with device,Varies with device
+DH Mariage,LIFESTYLE,NaN,0,4.9M,50+,Free,0,Everyone,Lifestyle,"September 12, 2017",1.0,4.3 and up
+Bike 3D Configurator,SPORTS,4.3,34062,85M,"1,000,000+",Free,0,Everyone,Sports,"April 3, 2018",1.6.7,4.4 and up
+Castle Defense : Invasion,FAMILY,4.2,1484,41M,"100,000+",Free,0,Everyone,Strategy,"July 15, 2018",1.2.1,4.0.3 and up
+Defender,GAME,4.6,152395,14M,"10,000,000+",Free,0,Everyone 10+,Action,"July 22, 2016",1.1.9,2.3 and up
+Avenger Legends,FAMILY,4.0,3715,94M,"100,000+",Free,0,Everyone,Role Playing,"July 13, 2017",1.13.299,4.0.3 and up
+DrivingTest,FAMILY,2.9,975,45M,"100,000+",Free,0,Everyone,Simulation,"February 27, 2017",5,4.1 and up
+D. H. Lawrence Poems FREE,BOOKS_AND_REFERENCE,NaN,13,942k,"1,000+",Free,0,Everyone,Books & Reference,"November 22, 2013",1.11,2.3.3 and up
+Texas HoldEm Poker Deluxe,GAME,4.5,396090,26M,"10,000,000+",Free,0,Teen,Casino,"May 30, 2018",1.7.0,4.0.3 and up
+Idle Heroes,FAMILY,4.7,417197,99M,"10,000,000+",Free,0,Everyone 10+,Role Playing,"May 30, 2018",1.14.0,2.3 and up
+Wallpapers DH 4K,PERSONALIZATION,3.8,23,5.9M,"1,000+",Free,0,Everyone,Personalization,"July 16, 2018",2.0,4.0.3 and up
+DH-Security Camera,BUSINESS,NaN,3,36M,100+,Free,0,Everyone,Business,"August 1, 2017",DH-Security Camera,5.0 and up
+Deck Heroes: Legacy,GAME,4.7,466495,52M,"10,000,000+",Free,0,Teen,Card,"July 16, 2018",11.7.5,2.3.3 and up
+Shred! Downhill Mountainbiking,GAME,3.9,41683,63M,"1,000,000+",Free,0,Everyone,Arcade,"February 2, 2017",1.67,2.3 and up
+Pocket Heroes,FAMILY,4.5,96658,26M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"September 5, 2015",2.0.5,3.0 and up
+Duolingo: Learn Languages Free,FAMILY,4.7,6297590,Varies with device,"100,000,000+",Free,0,Everyone,Education;Education,"August 6, 2018",Varies with device,Varies with device
+"Free phone calls, free texting SMS on free number",SOCIAL,4.5,412888,35M,"10,000,000+",Free,0,Everyone,Social,"July 31, 2018",3.8.1,4.1 and up
+DiskDigger photo recovery,TOOLS,4.2,227798,Varies with device,"50,000,000+",Free,0,Everyone,Tools,"August 6, 2018",Varies with device,Varies with device
+Phone Tracker : Family Locator,SOCIAL,4.3,231446,5.4M,"10,000,000+",Free,0,Everyone,Social,"August 2, 2018",4.81,4.0 and up
+Meme Generator Free,FAMILY,4.4,303394,53M,"10,000,000+",Free,0,Mature 17+,Entertainment,"August 3, 2018",4.426,4.1 and up
+Stop Smoking - EasyQuit free,HEALTH_AND_FITNESS,4.8,39068,4.0M,"500,000+",Free,0,Everyone,Health & Fitness,"July 7, 2018",1.2.2,4.1 and up
+FIFA Soccer,SPORTS,4.2,3909032,51M,"100,000,000+",Free,0,Everyone,Sports,"July 31, 2018",10.5.00,4.1 and up
+My Photo Keyboard,PHOTOGRAPHY,4.1,211620,20M,"10,000,000+",Free,0,Everyone,Photography,"March 29, 2018",7.4,4.0 and up
+Archery Physics Objects Destruction Apple shooter,GAME,4.5,6026,39M,"100,000+",Free,0,Teen,Action,"July 7, 2018",1.04,4.1 and up
+Story Saver for Instagram,PHOTOGRAPHY,4.5,41331,5.0M,"5,000,000+",Free,0,Everyone,Photography,"July 31, 2018",1.4.4,4.0.3 and up
+Cameringo+ Filters Camera,PHOTOGRAPHY,4.6,28107,5.7M,"500,000+",Paid,$2.99,Everyone,Photography,"June 11, 2018",2.8.26,4.0 and up
+Whoscall - Caller ID & Block,COMMUNICATION,4.4,552635,29M,"10,000,000+",Free,0,Everyone,Communication,"August 1, 2018",6.19.1,4.1 and up
+Cooking in the Kitchen,FAMILY,4.1,217736,87M,"10,000,000+",Free,0,Everyone,Casual;Pretend Play,"August 2, 2018",1.1.64,4.1 and up
+Automatic Call Recorder,TOOLS,4.3,1648515,7.1M,"100,000,000+",Free,0,Everyone,Tools,"August 2, 2018",5.42.1,2.3 and up
+Fancy Pants Adventures,GAME,4.7,55952,61M,"1,000,000+",Free,0,Everyone 10+,Arcade,"July 13, 2017",1.0.10,4.1 and up
+Boomerang from Instagram,PHOTOGRAPHY,4.4,928720,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"July 16, 2018",Varies with device,Varies with device
+Shopee: No.1 Belanja Online,SHOPPING,4.2,609186,30M,"10,000,000+",Free,0,Everyone,Shopping,"July 23, 2018",2.25.17,4.1 and up
+Lep's World 3 🍀🍀🍀,GAME,4.3,771001,52M,"50,000,000+",Free,0,Everyone 10+,Action,"June 11, 2018",2.0.1.3,4.1 and up
+Robbery Bob,GAME,4.5,617732,44M,"10,000,000+",Free,0,Everyone 10+,Action,"July 29, 2018",1.18.4,4.1 and up
+Google Sheets,PRODUCTIVITY,4.3,496397,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+Video Downloader - for Instagram Repost App,VIDEO_PLAYERS,4.8,332623,4.6M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"July 27, 2018",1.1.58,4.1 and up
+Nyan Cat: Lost In Space,GAME,4.5,371318,90M,"10,000,000+",Free,0,Everyone 10+,Arcade,"June 8, 2018",10.1.6,4.1 and up
+HOLLA Live: Meet New People via Random Video Chat,SOCIAL,4.6,216513,Varies with device,"5,000,000+",Free,0,Mature 17+,Social,"August 6, 2018",Varies with device,Varies with device
+"Quik – Free Video Editor for photos, clips, music",VIDEO_PLAYERS,4.7,696665,91M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"July 5, 2018",4.7.4.3869-7b2372c3e,5.0 and up
+Euro Truck Driver (Simulator),FAMILY,4.4,860078,30M,"10,000,000+",Free,0,Everyone,Simulation,"February 15, 2018",1.6.0,4.1 and up
+DJ Mix Effects Simulator,FAMILY,4.1,5997,20M,"1,000,000+",Free,0,Everyone,Simulation,"January 26, 2018",1.1,4.1 and up
+3D DJ – Music Mixer with Virtual DJ,FAMILY,4.3,796,28M,"100,000+",Free,0,Everyone,Entertainment,"July 3, 2018",6.6.8,5.0 and up
+Virtual DJ Mixer,TOOLS,4.2,2013,16M,"100,000+",Free,0,Everyone,Tools,"May 18, 2017",1.0,4.1 and up
+Mix Virtual DJ 2018,TOOLS,4.2,2925,16M,"100,000+",Free,0,Everyone,Tools,"November 23, 2017",1.0,4.1 and up
+Resources For Virtual DJ,FAMILY,3.6,21095,7.9M,"1,000,000+",Free,0,Everyone,Entertainment,"December 16, 2016",4,4.0.3 and up
+DK 15 Minute Language Course,FAMILY,2.8,21,57M,"1,000+",Free,0,Everyone,Education,"April 6, 2018",1.0.0.5,4.0.3 and up
+DK Readers,FAMILY,3.9,30,16M,"1,000+",Free,0,Everyone,Education,"July 2, 2014",1.1,2.3 and up
+Eyewitness Travel Phrase Book,FAMILY,3.8,10,25M,"1,000+",Free,0,Everyone,Education,"July 28, 2017",1.0,4.1 and up
+DK Quiz,GAME,4.4,1628,34M,"50,000+",Free,0,Everyone,Trivia,"April 10, 2014",1.3,2.3 and up
+DK Virtual Reality,FAMILY,3.7,42,29M,"1,000+",Free,0,Everyone,Books & Reference;Education,"March 13, 2018",1.7.1,5.0 and up
+Bilingual Dictionary Audio App,BOOKS_AND_REFERENCE,2.7,68,87M,"5,000+",Free,0,Everyone,Books & Reference,"May 2, 2018",1.0.0.22,4.1 and up
+Super DK vs Kong Brother Advanced Free Classic,GAME,3.8,66,38M,"10,000+",Free,0,Everyone,Arcade,"July 17, 2018",1.2,4.1 and up
+English for Everyone,FAMILY,3.2,429,18M,"10,000+",Free,0,Everyone,Education,"July 6, 2018",3.9.1,4.4 and up
+DK Live - Sports Play by Play,SPORTS,3.9,255,19M,"100,000+",Free,0,Everyone,Sports,"May 22, 2018",2.1.4,4.4 and up
+DK Eyewitness Audio Walks,TRAVEL_AND_LOCAL,2.3,9,70M,"1,000+",Free,0,Everyone,Travel & Local,"April 6, 2018",1.0.1.8,4.2 and up
+DK Pittsburgh Sports,SPORTS,4.1,556,3.3M,"10,000+",Free,0,Everyone,Sports,"July 26, 2018",3.0.5,4.2 and up
+LineStar For DK,SPORTS,4.3,1387,14M,"50,000+",Free,0,Everyone,Sports,"June 6, 2018",3.0.3,4.0.3 and up
+Visuelles Wörterbuch Audio-App,FAMILY,3.1,192,66M,"10,000+",Free,0,Everyone,Education,"July 7, 2017",1.1.6,4.1 and up
+Fodbold DK Pro,SPORTS,4.6,315,4.3M,"1,000+",Paid,$2.99,Everyone,Sports,"June 6, 2018",2.106.0,4.0 and up
+10 Minutes a Day Times Tables,FAMILY,4.1,681,48M,"100,000+",Free,0,Everyone,Education,"July 3, 2014",1.2,2.2 and up
+dk Verk,BUSINESS,4.4,9,31M,500+,Free,0,Everyone,Business,"March 14, 2018",2.0.14,4.1 and up
+e-Boks.dk,PRODUCTIVITY,3.2,6752,3.3M,"1,000,000+",Free,0,Everyone,Productivity,"March 21, 2018",3.5.2,4.0.3 and up
+Account Class-11 Solutions (D K Goel),FAMILY,4.5,663,25M,"50,000+",Free,0,Everyone,Education,"February 9, 2018",3.0.0,3.0 and up
+Dating.dk,SOCIAL,3.7,2111,11M,"100,000+",Free,0,Mature 17+,Social,"August 6, 2018",4.1.23,4.4 and up
+S-Home DK,LIFESTYLE,NaN,4,17M,"1,000+",Free,0,Everyone,Lifestyle,"October 18, 2017",1.26,4.0 and up
+DK Primrose for KLWP,PERSONALIZATION,NaN,0,16M,1+,Paid,$0.99,Everyone,Personalization,"December 2, 2017",v2017.Dec.01.19,4.4 and up
+DK Online,FAMILY,NaN,21,3.5M,100+,Free,0,Everyone,Entertainment,"May 18, 2018",8.2,4.0.3 and up
+Account Class-12 Solutions (D K Goel) Vol-1,FAMILY,4.4,708,33M,"50,000+",Free,0,Everyone,Education,"February 12, 2018",1.0.0,3.0 and up
+Salah Widget (DK+Malmo),LIFESTYLE,4.5,532,6.4M,"10,000+",Free,0,Everyone,Lifestyle,"June 28, 2015",0.9.9.14,2.3 and up
+PK and DK Audio App,FAMILY,5.0,2,3.9M,100+,Free,0,Everyone,Entertainment,"October 25, 2017",5.1.4,4.1 and up
+dk,FAMILY,4.8,5,1.5M,10+,Free,0,Everyone,Education,"September 18, 2017",1.0,2.3 and up
+HDWallpaper DK,PERSONALIZATION,NaN,0,6.6M,10+,Free,0,Teen,Personalization,"October 5, 2017",1.0,4.0 and up
+Account Class-12 Solutions (D K Goel) Vol-2,FAMILY,4.6,124,23M,"10,000+",Free,0,Everyone,Education,"April 17, 2018",1.0.0,3.0 and up
+DK Browser,COMMUNICATION,4.0,1,2.4M,10+,Free,0,Everyone,Communication,"April 25, 2017",1.0,4.2 and up
+Discovery K!ds Play!,FAMILY,4.1,19388,35M,"1,000,000+",Free,0,Everyone,Entertainment;Music & Video,"May 3, 2018",2.1.0.2173,4.0.3 and up
+cluster.dk,COMMUNICATION,NaN,49,1.1M,"1,000+",Free,0,Everyone,Communication,"June 25, 2013",1.0.2,2.3 and up
+Transport DK,MAPS_AND_NAVIGATION,4.1,204,11M,"10,000+",Free,0,Everyone,Maps & Navigation,"May 29, 2017",2.28,4.0 and up
+DK Childcare Centers,LIFESTYLE,NaN,0,13M,500+,Free,0,Everyone,Lifestyle,"April 2, 2018",1.0.2,4.1 and up
+Gokarting.dk,FAMILY,NaN,13,34M,"1,000+",Free,0,Everyone,Entertainment,"March 25, 2018",5.0.45,4.1 and up
+DK Murali,SOCIAL,4.8,65,7.1M,500+,Free,0,Teen,Social,"February 25, 2017",1.1.2,4.1 and up
+DK TEL Dialer,COMMUNICATION,NaN,0,4.2M,50+,Free,0,Everyone,Communication,"November 26, 2017",3.8.8,2.2 and up
+DK Studio Barbershop,BEAUTY,NaN,8,17M,100+,Free,0,Everyone,Beauty,"March 20, 2018",1.1,4.1 and up
+Dr. D.K. Olukoya Sermons,LIFESTYLE,NaN,1,3.0M,100+,Free,0,Everyone,Lifestyle,"September 26, 2017",1.0,4.0 and up
+GirlTalk.dk,SOCIAL,4.3,3,5.3M,100+,Free,0,Teen,Social,"September 22, 2017",3.1.0,4.1 and up
+NY mobilbank DK - Danske Bank,FINANCE,2.8,851,30M,"100,000+",Free,0,Everyone,Finance,"June 26, 2018",0.38.1,4.3 and up
+Dr D K Olukoya,LIFESTYLE,NaN,0,3.3M,1+,Free,0,Teen,Lifestyle,"July 25, 2018",1.0,4.1 and up
+DK Hair Design,LIFESTYLE,NaN,0,2.5M,10+,Free,0,Everyone,Lifestyle,"May 15, 2017",1.0.0,4.0 and up
+Advanced Download Manager Pro,TOOLS,4.7,6505,2.0M,"50,000+",Paid,$2.99,Everyone,Tools,"November 3, 2017",6.4.0,4.0 and up
+Advanced Download Manager,TOOLS,4.5,569727,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"November 3, 2017",Varies with device,Varies with device
+GetThemAll Any File Downloader,TOOLS,4.2,91186,6.3M,"5,000,000+",Free,0,Everyone,Tools,"May 22, 2018",2.0.9,4.0 and up
+Downloader & Private Browser,TOOLS,4.3,1072565,Varies with device,"50,000,000+",Free,0,Everyone,Tools,"July 25, 2018",Varies with device,Varies with device
+Download All Files,TOOLS,3.8,120494,2.3M,"10,000,000+",Free,0,Everyone,Tools,"June 13, 2018",2.0.7,4.1 and up
+Download Manager Pro FREE,PRODUCTIVITY,3.8,637,7.2M,"100,000+",Free,0,Everyone,Productivity,"October 31, 2017",2.5,4.1 and up
+Download Accelerator Plus,TOOLS,4.2,43677,Varies with device,"1,000,000+",Free,0,Everyone,Tools,"August 30, 2017",20170828,Varies with device
+Download Manager,TOOLS,3.8,79132,2.2M,"10,000,000+",Free,0,Everyone,Tools,"January 3, 2018",1.1.6,2.3 and up
+Download Video Free,FAMILY,4.0,39682,6.2M,"1,000,000+",Free,0,Everyone,Entertainment,"April 3, 2018",3.5.5,4.1 and up
+Fast Download Manager,TOOLS,4.0,18478,1.7M,"1,000,000+",Free,0,Everyone,Tools,"August 4, 2018",1.0.5,2.3 and up
+DL Hughley,FAMILY,4.6,12,10M,"1,000+",Free,0,Mature 17+,Entertainment,"March 23, 2018",2.0.4,4.1 and up
+Turbo Download Manager (and Browser),TOOLS,4.0,32879,3.2M,"5,000,000+",Free,0,Everyone,Tools,"August 4, 2018",5.19,4.0.3 and up
+D.L. Evans Bank Mobile Banking,FINANCE,4.3,85,30M,"10,000+",Free,0,Everyone,Finance,"May 2, 2018",18.1.79,5.0 and up
+The DL Hughley Show,FAMILY,4.3,23,11M,"5,000+",Free,0,Everyone,Entertainment,"May 29, 2018",3.1.2,5.0 and up
+Download Blazer,TOOLS,3.9,34612,2.4M,"5,000,000+",Free,0,Everyone,Tools,"June 12, 2018",2.0.7,4.1 and up
+DL Image Manager,PRODUCTIVITY,5.0,2,1.7M,10+,Paid,$0.99,Everyone,Productivity,"July 29, 2018",1.0.5,4.0 and up
+Download Manager For Android Free,TOOLS,4.0,593,3.3M,"100,000+",Free,0,Everyone,Tools,"April 12, 2018",12.04.18,3.0 and up
+FrostWire: Torrent Downloader & Music Player,VIDEO_PLAYERS,4.1,253207,13M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"August 2, 2018",2.0.7,4.4 and up
+Turbo Downloader,TOOLS,3.9,23348,3.2M,"5,000,000+",Free,0,Everyone,Tools,"July 4, 2018",3.48,4.0.3 and up
+Trimble DL,PRODUCTIVITY,4.2,133,7.9M,"10,000+",Free,0,Everyone,Productivity,"January 12, 2018",1.0.184,4.2 and up
+Insave-Download for Instagram,PHOTOGRAPHY,4.3,46242,5.2M,"1,000,000+",Free,0,Everyone,Photography,"September 20, 2016",2.1.3,4.0 and up
++Download 4 Instagram Twitter,SOCIAL,4.5,40467,22M,"1,000,000+",Free,0,Everyone,Social,"August 2, 2018",5.03,4.1 and up
+Advanced Download Manager Holo,TOOLS,4.4,16192,1.6M,"1,000,000+",Free,0,Everyone,Tools,"July 13, 2016",4.1.9o,4.0 and up
+G-Download Manager,TOOLS,4.1,802,9.4M,"50,000+",Free,0,Everyone,Tools,"May 24, 2018",1.0.81,4.1 and up
+Video Downloader,VIDEO_PLAYERS,4.2,58981,5.4M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"August 3, 2018",1.0.8,4.4 and up
+DL Calculator,SPORTS,4.5,177,1.1M,"10,000+",Free,0,Everyone,Sports,"September 17, 2015",1.0,2.2 and up
+Inst Download - Video & Photo,VIDEO_PLAYERS,4.6,148715,3.3M,"10,000,000+",Free,0,Everyone,Video Players & Editors,"December 20, 2017",2.0,4.0 and up
+Vuze Torrent Downloader,VIDEO_PLAYERS,4.1,24565,5.5M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"March 4, 2016",2.1,2.3.3 and up
+IDM Internet Download Manager,PRODUCTIVITY,3.9,1322,4.2M,"100,000+",Free,0,Everyone,Productivity,"October 25, 2016",1.0.4,4.2 and up
+TorrDroid - Torrent Downloader,TOOLS,4.7,59632,10M,"1,000,000+",Free,0,Everyone,Tools,"April 3, 2018",1.5.2,4.1 and up
+Download Manager - File & Video,TOOLS,3.9,8780,5.0M,"1,000,000+",Free,0,Everyone,Tools,"June 13, 2018",2.7.5,4.2 and up
+AndStream - Streaming Download,VIDEO_PLAYERS,4.3,38607,2.9M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"March 19, 2017",3.1.8,2.3 and up
+DM Me - Chat,SOCIAL,2.9,90,30M,"10,000+",Free,0,Mature 17+,Social,"July 9, 2018",1.0,4.0.3 and up
+DM Screen,BOOKS_AND_REFERENCE,4.4,283,5.4M,"10,000+",Free,0,Everyone 10+,Books & Reference,"January 12, 2018",1.1.10a,4.0 and up
+DM for IG 😘 - Image & Video Saver for Instagram,SOCIAL,3.7,55,3.7M,"5,000+",Free,0,Teen,Social,"March 3, 2018",3.20.3,4.4 and up
+DM for WhatsApp,COMMUNICATION,4.4,25,2.9M,"5,000+",Free,0,Everyone,Communication,"June 3, 2018",0.3.7,4.4 and up
+Fifth Edition DM Tools,FAMILY,4.1,942,3.0M,"100,000+",Free,0,Everyone,Role Playing,"January 19, 2017",1.14b,3.0 and up
+DM Talk New,COMMUNICATION,NaN,3,4.2M,"5,000+",Free,0,Everyone,Communication,"February 7, 2018",3.8.8,2.2 and up
+DM airdisk,TOOLS,2.8,11,11M,"1,000+",Free,0,Everyone,Tools,"August 5, 2016",1.7.2,3.0 and up
+Diabetes mellitus (DM) from zero to hero,MEDICAL,4.9,18,3.0M,"1,000+",Free,0,Everyone,Medical,"January 17, 2018",1.0,4.3 and up
+Auto DM for Twitter 🔥,SOCIAL,3.4,44,6.3M,"1,000+",Free,0,Teen,Social,"May 21, 2018",HTTPs,4.1 and up
+DM HiDisk,TOOLS,2.8,54,20M,"5,000+",Free,0,Everyone,Tools,"June 7, 2018",1.1.2,4.0.3 and up
+DM EVOLUTION,GAME,2.5,450,97M,"10,000+",Free,0,Everyone,Card,"July 23, 2018",2.0.9,4.1 and up
+Daily DM,PERSONALIZATION,4.7,51,259k,"1,000+",Free,0,Everyone,Personalization,"October 4, 2013",1.0,2.1 and up
+Dungeons and Dragons DM Tools,BOOKS_AND_REFERENCE,3.1,50,4.9M,"1,000+",Paid,$1.99,Everyone,Books & Reference,"February 22, 2017",2.0,2.3 and up
+DM - The Offical Messaging App,COMMUNICATION,NaN,0,11M,10+,Free,0,Teen,Communication,"December 20, 2017",1.3,4.0.3 and up
+DM airdisk Pro,TOOLS,3.2,11,36M,"1,000+",Free,0,Everyone,Tools,"September 20, 2017",2.4.0,4.0.3 and up
+Convert Coordinates DM to DMS,MAPS_AND_NAVIGATION,4.3,15,164k,"5,000+",Free,0,Everyone,Maps & Navigation,"February 3, 2013",1.6,2.2 and up
+DM security - Dragon Mobile,TOOLS,3.9,27,3.0M,"1,000+",Free,0,Everyone,Tools,"April 26, 2017",1.1.1,4.1 and up
+DM 24/7,TOOLS,3.6,7,16M,"1,000+",Free,0,Everyone,Tools,"August 1, 2018",2.3,2.3.3 and up
+DM Storage (for twitter),SOCIAL,3.2,6,458k,100+,Free,0,Everyone,Social,"November 26, 2014",1.0,4.1 and up
+DM Transfers Dalaman Transfers,TRAVEL_AND_LOCAL,NaN,51,245k,"10,000+",Free,0,Everyone,Travel & Local,"February 22, 2014",1.0,2.2 and up
+DM Tracker,COMMUNICATION,3.5,11,5.2M,"1,000+",Free,0,Everyone,Communication,"July 26, 2018",2.0.1,4.3 and up
+DM Tuning,SPORTS,3.3,64,5.7M,"5,000+",Free,0,Everyone,Sports,"April 4, 2018",1.9.1,6.0 and up
+DM Die Roller 9000,TOOLS,NaN,0,3.3M,5+,Paid,$0.99,Everyone,Tools,"May 14, 2018",1.2,2.1 and up
+DM Magazine,NEWS_AND_MAGAZINES,NaN,0,27M,10+,Free,0,Everyone,News & Magazines,"May 11, 2018",1.0,4.1 and up
+DM הפקות,PHOTOGRAPHY,NaN,2,10M,100+,Free,0,Everyone,Photography,"October 14, 2017",30.0,3.2 and up
+DM TrackMan,MAPS_AND_NAVIGATION,NaN,10,7.8M,100+,Free,0,Everyone,Maps & Navigation,"June 26, 2018",2.1.0,4.4 and up
+Aster DM Healthcare,MEDICAL,2.4,32,8.5M,"5,000+",Free,0,Everyone,Medical,"November 21, 2017",1.5,4.0.3 and up
+Fake Chat (Direct Message),SOCIAL,4.4,5985,5.9M,"500,000+",Free,0,Everyone,Social,"July 6, 2017",1.4.2,4.1 and up
+Interactive NPC DM Tool,FAMILY,2.8,5,629k,50+,Paid,$0.99,Everyone,Role Playing,"January 31, 2015",1.0.0,2.3.3 and up
+DM Buddy » Learn Digital Marketing,FAMILY,5.0,3,1.7M,500+,Free,0,Everyone,Education,"July 11, 2017",2.1,4.1 and up
+DM Accounting and Payroll,FINANCE,NaN,0,92M,100+,Free,0,Everyone,Finance,"September 27, 2017",4.0.30,5.0 and up
+Basketball Dynasty Manager 16,SPORTS,4.4,426,21M,"5,000+",Paid,$1.99,Everyone,Sports,"June 1, 2016",2.2.3,4.0 and up
+DM Collection,SHOPPING,NaN,3,1.2M,100+,Free,0,Everyone,Shopping,"June 25, 2015",1.1,2.2 and up
+DM AirDisk HDD,TOOLS,NaN,4,33M,100+,Free,0,Everyone,Tools,"July 28, 2018",1.4.6,4.0.3 and up
+DM AirDisk NAS,TOOLS,NaN,0,35M,50+,Free,0,Everyone,Tools,"July 31, 2018",2.1.4,4.0.3 and up
+Shaggy's DM Assistant,PRODUCTIVITY,NaN,0,Varies with device,5+,Free,0,Everyone,Productivity,"January 14, 2018",Varies with device,Varies with device
+Otto DM,SOCIAL,NaN,0,2.4M,10+,Free,0,Teen,Social,"March 7, 2018",1.0,4.0 and up
+DM Adventure,GAME,NaN,0,11M,10+,Free,0,Everyone,Adventure,"June 18, 2018",1.0.4,2.3 and up
+Ramdor DM Mobile,BUSINESS,NaN,1,23M,100+,Free,0,Everyone,Business,"June 13, 2018",21 - Rel2.0,3.0 and up
+Disciple Maker’s (DM) Lab,FAMILY,5.0,3,4.0M,100+,Free,0,Everyone,Education,"August 1, 2018",1.0.5,4.4 and up
+Ultimate DM,FAMILY,NaN,0,Varies with device,10+,Free,0,Everyone,Role Playing,"March 10, 2018",Varies with device,Varies with device
+DN,NEWS_AND_MAGAZINES,3.3,78,17M,"10,000+",Free,0,Everyone,News & Magazines,"July 2, 2018",3.2.1.258,5.0 and up
+DN eAvis,NEWS_AND_MAGAZINES,2.9,61,4.1M,"10,000+",Free,0,Everyone,News & Magazines,"February 1, 2017",2.0.0,4.1 and up
+DN Sync,NEWS_AND_MAGAZINES,4.1,56,28k,"1,000+",Free,0,Everyone 10+,News & Magazines,"June 13, 2016",1.15,2.3.3 and up
+DN Reader,NEWS_AND_MAGAZINES,4.6,18,1.8M,100+,Free,0,Everyone,News & Magazines,"March 13, 2014",1.0,4.0 and up
+DN Managed Mobility App,BUSINESS,NaN,0,3.4M,50+,Free,0,Everyone,Business,"July 13, 2018",2.1.2,5.0 and up
+e-DN - den digitala tidningen från Dagens Nyheter,NEWS_AND_MAGAZINES,2.2,160,32M,"50,000+",Free,0,Everyone 10+,News & Magazines,"May 24, 2018",1.3.2,4.4 and up
+MultiPicture Live Wallpaper dn,PERSONALIZATION,4.3,505,288k,"10,000+",Paid,$1.99,Everyone,Personalization,"February 10, 2013",0.6.11,2.1 and up
+DN Blog,SOCIAL,5.0,20,4.2M,10+,Free,0,Teen,Social,"July 23, 2018",1.0,4.0 and up
+Dagens Nyheter,NEWS_AND_MAGAZINES,2.5,2055,17M,"100,000+",Free,0,Everyone,News & Magazines,"July 4, 2018",4.2.7,4.4 and up
+DN Events,PRODUCTIVITY,NaN,4,18M,500+,Free,0,Teen,Productivity,"June 7, 2018",7.17.2.0,5.0 and up
+DN.VR,NEWS_AND_MAGAZINES,3.0,29,37M,"5,000+",Free,0,Everyone 10+,News & Magazines,"May 23, 2018",2.1.1,5.0 and up
+DN - Diário de Notícias,NEWS_AND_MAGAZINES,3.7,794,15M,"100,000+",Free,0,Everyone,News & Magazines,"July 26, 2018",3.2.7,4.1 and up
+DN Employee,FAMILY,5.0,1,3.8M,10+,Free,0,Everyone,Education,"June 25, 2018",1.4,4.4 and up
+DN Advanced Service Coder,BUSINESS,NaN,0,21M,10+,Free,0,Everyone,Business,"June 1, 2018",1.0.0,4.0 and up
+DN Premium Hookah Lounge,BUSINESS,NaN,1,4.2M,50+,Free,0,Everyone,Business,"October 21, 2015",1.0,2.3 and up
+PlayMotiv dn edition,BUSINESS,NaN,0,28M,500+,Free,0,Everyone,Business,"April 8, 2018",1.0.2,4.1 and up
+Cossack Dictionary (DN),BOOKS_AND_REFERENCE,NaN,7,2.3M,10+,Paid,$2.99,Teen,Books & Reference,"April 28, 2018",1.0,4.0.3 and up
+DN Calculators,FINANCE,5.0,12,775k,100+,Free,0,Everyone,Finance,"September 5, 2013",1.11,3.0 and up
+DN Diamonds,BUSINESS,NaN,4,10M,100+,Free,0,Everyone,Business,"July 31, 2018",3.9.17,4.0.3 and up
+DN Prasad,FINANCE,NaN,0,5.9M,100+,Free,0,Everyone,Finance,"April 30, 2018",1.1.2,4.0.3 and up
+Writing Wizard Premium - Handwriting,FAMILY,4.1,89,33M,"5,000+",Paid,$4.49,Everyone,Education;Education,"December 3, 2017",2.5.0,4.0.3 and up
+DN Driver,FAMILY,NaN,0,7.5M,5+,Free,0,Everyone,Education,"June 9, 2018",1.0.2,4.1 and up
+D.N. College Meerut,FAMILY,NaN,0,19M,10+,Free,0,Everyone,Education,"March 26, 2018",1.0.0,4.0 and up
+DN Radio FM,NEWS_AND_MAGAZINES,NaN,0,3.8M,10+,Free,0,Teen,News & Magazines,"July 15, 2016",1.1,2.3 and up
+Sverige Tidningar,NEWS_AND_MAGAZINES,4.1,905,4.0M,"50,000+",Free,0,Everyone,News & Magazines,"July 30, 2018",2.2.2.1,4.0 and up
+Svenska Dagbladet,NEWS_AND_MAGAZINES,2.6,820,Varies with device,"100,000+",Free,0,Everyone,News & Magazines,"February 13, 2018",Varies with device,Varies with device
+Dragon Nest M,FAMILY,4.6,11872,62M,"100,000+",Free,0,Teen,Role Playing,"July 17, 2018",1.2.0,4.3 and up
+Downtown Mafia: Gang Wars (Mobster Game) Free,FAMILY,4.5,69013,Varies with device,"1,000,000+",Free,0,Teen,Role Playing,"September 2, 2017",Varies with device,Varies with device
+DN Snacks,BUSINESS,NaN,0,7.6M,1+,Free,0,Everyone,Business,"April 9, 2018",1.0.0,4.0 and up
+Guardian Hunter: SuperBrawlRPG,FAMILY,4.5,364013,27M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"August 6, 2018",14.4.4.00,4.1 and up
+Sweden Newspapers,NEWS_AND_MAGAZINES,NaN,0,2.1M,0+,Free,0,Everyone,News & Magazines,"July 7, 2018",1.1,4.4 and up
+ES Remote,FAMILY,3.3,707,15M,"100,000+",Free,0,Everyone,Entertainment,"November 20, 2014",2.1.1,2.3 and up
+MC.Fitting,PRODUCTIVITY,NaN,130,3.4M,"1,000+",Paid,$8.49,Everyone,Productivity,"May 3, 2017",12.0,1.6 and up
+Destiny Ninja Shall we date otome games love story,GAME,4.4,13079,30M,"500,000+",Free,0,Everyone 10+,Adventure,"April 20, 2018",1.6.2,4.0 and up
+Day Night Live Wallpaper (All),PERSONALIZATION,4.7,4856,18M,"50,000+",Paid,$2.49,Everyone,Personalization,"January 31, 2018",1.5.3,4.0 and up
+CritDice - Dice Roller,FAMILY,4.7,2910,5.3M,"50,000+",Free,0,Everyone,Entertainment,"October 30, 2016",2.0.0,4.1 and up
+Cursive Writing Wizard - Handwriting,FAMILY,4.0,3745,31M,"1,000,000+",Free,0,Everyone,Education;Education,"December 3, 2017",2.5.0,4.0.3 and up
+Free Poker Games : Downtown Casino - Texas Holdem,GAME,4.5,2032,50M,"50,000+",Free,0,Teen,Card,"June 5, 2018",0.1.27,4.1 and up
+WFVS 2018 | WhatApp Full Video Status & Downloader,PRODUCTIVITY,4.3,596,22M,"50,000+",Free,0,Everyone,Productivity,"July 4, 2018",1.3,4.1 and up
+Maher EL Mouaikly - Offline,FAMILY,4.6,166,2.6M,"10,000+",Free,0,Everyone,Entertainment,"May 24, 2017",1.1.0,3.1 and up
+Darkness Rises,FAMILY,4.7,456474,86M,"5,000,000+",Free,0,Teen,Role Playing,"July 24, 2018",1.2.0,4.4 and up
+NARUTO X BORUTO NINJA VOLTAGE,GAME,4.4,267395,71M,"5,000,000+",Free,0,Everyone 10+,Action,"July 19, 2018",1.1.7,4.4 and up
+Sword Art Online: Integral Factor,FAMILY,4.0,45359,32M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"July 26, 2018",1.0.9,4.4 and up
+Mahalaxmi Dindarshika 2018,PRODUCTIVITY,4.2,25427,9.2M,"1,000,000+",Free,0,Everyone,Productivity,"January 5, 2018",18.0,4.0 and up
+Google Docs,PRODUCTIVITY,4.3,815974,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+"Microsoft To-Do: List, Task & Reminder",PRODUCTIVITY,4.1,14432,16M,"1,000,000+",Free,0,Everyone,Productivity,"July 31, 2018",1.36.82,4.4 and up
+"Any.do: To-do list, Calendar, Reminders & Planner",PRODUCTIVITY,4.5,298854,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"August 5, 2018",Varies with device,Varies with device
+PDF Reader - Scan、Edit & Share,BUSINESS,4.3,54520,Varies with device,"10,000,000+",Free,0,Everyone,Business,"July 30, 2018",3.12.4,Varies with device
+Notepad & To do list,PRODUCTIVITY,4.3,226295,4.2M,"10,000,000+",Free,0,Everyone,Productivity,"June 6, 2018",4.3.19,2.3.3 and up
+To Do List,PRODUCTIVITY,4.7,253155,3.5M,"5,000,000+",Free,0,Everyone,Productivity,"March 19, 2018",3.0.17,4.0 and up
+File Viewer for Android,TOOLS,4.1,7063,Varies with device,"1,000,000+",Free,0,Everyone,Tools,"January 25, 2018",2.3.2,5.0 and up
+"Polaris Office - Word, Docs, Sheets, Slide, PDF",PRODUCTIVITY,4.3,549900,60M,"10,000,000+",Free,0,Everyone,Productivity,"July 18, 2018",7.3.30,4.1 and up
+Google Keep,PRODUCTIVITY,4.4,691474,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+do,FAMILY,3.1,1073,5.9M,"100,000+",Free,0,Everyone,Strategy,"June 8, 2016",1.0.4,4.0 and up
+Does not Commute,GAME,4.0,154108,78M,"5,000,000+",Free,0,Everyone,Racing,"October 13, 2015",1.4.2,2.3 and up
+Do It Later: Tasks & To-Dos,PRODUCTIVITY,4.5,123412,Varies with device,"50,000,000+",Free,0,Everyone,Productivity,"April 13, 2018",Varies with device,Varies with device
+Todoist: To-do lists for task management & errands,PRODUCTIVITY,4.5,155998,12M,"10,000,000+",Free,0,Everyone,Productivity,"August 5, 2018",12.8.2,4.4 and up
+To Do Reminder with Alarm,PRODUCTIVITY,4.4,72161,4.9M,"1,000,000+",Free,0,Everyone,Productivity,"March 21, 2018",2.68.14,4.0 and up
+To-Do Calendar Planner,PRODUCTIVITY,4.2,30291,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"May 29, 2018",Varies with device,Varies with device
+Wunderlist: To-Do List & Tasks,PRODUCTIVITY,4.6,404610,Varies with device,"10,000,000+",Free,0,Everyone,Productivity,"April 6, 2018",Varies with device,Varies with device
+wikiHow: how to do anything,BOOKS_AND_REFERENCE,4.4,43088,3.0M,"1,000,000+",Free,0,Teen,Books & Reference,"April 19, 2017",2.7.3,4.0 and up
+"Ike - To-Do List, Task List",PRODUCTIVITY,4.6,6320,6.3M,"100,000+",Free,0,Everyone,Productivity,"December 10, 2016",2.0,4.4 and up
+Kung Fu Do Fighting,GAME,4.0,271214,Varies with device,"10,000,000+",Free,0,Teen,Arcade,"July 25, 2018",Varies with device,Varies with device
+"My Effectiveness: To do, Tasks",PRODUCTIVITY,4.6,14089,8.4M,"500,000+",Free,0,Everyone,Productivity,"August 5, 2018",0.21.1,4.1 and up
+Do it (Tomorrow),PRODUCTIVITY,4.3,26452,4.0M,"1,000,000+",Free,0,Everyone,Productivity,"November 3, 2014",2.3.5,2.1 and up
+Do Not Disturb,PRODUCTIVITY,4.3,6120,1.9M,"100,000+",Free,0,Everyone,Productivity,"November 22, 2017",2.10.1,6.0 and up
+To-Do List Widget,PRODUCTIVITY,3.9,7801,201k,"1,000,000+",Free,0,Everyone,Productivity,"September 28, 2013",2.0,1.5 and up
+NoteToDo. Notes. To do list,PRODUCTIVITY,4.5,57449,5.0M,"1,000,000+",Free,0,Everyone,Productivity,"August 4, 2018",1.2.187-83,4.0 and up
+"Memory Helper - To do list, Notepad, Notes, Memo",PRODUCTIVITY,4.7,7566,4.0M,"500,000+",Free,0,Everyone,Productivity,"July 21, 2018",67,4.1 and up
+"2Do - Reminders, To-do List & Notes",PRODUCTIVITY,4.3,4649,30M,"100,000+",Free,0,Everyone,Productivity,"June 19, 2018",2.8.12,5.0 and up
+"TickTick: To Do List with Reminder, Day Planner",PRODUCTIVITY,4.6,25370,Varies with device,"1,000,000+",Free,0,Everyone,Productivity,"August 6, 2018",Varies with device,Varies with device
+"Notes : Colorful Notepad Note,To Do,Reminder,Memo",LIFESTYLE,4.6,10484,9.0M,"1,000,000+",Free,0,Everyone,Lifestyle,"June 9, 2018",1.4.9,4.1 and up
+"Time Planner - Schedule, To-Do List, Time Tracker",PRODUCTIVITY,4.2,2537,8.5M,"500,000+",Free,0,Everyone,Productivity,"January 10, 2018",2.2 (Protostar),4.0 and up
+MyLifeOrganized: To-Do List,PRODUCTIVITY,4.3,4441,Varies with device,"100,000+",Free,0,Everyone,Productivity,"June 18, 2018",Varies with device,Varies with device
+ColorNote Notepad Notes,PRODUCTIVITY,4.6,2401017,Varies with device,"100,000,000+",Free,0,Everyone,Productivity,"June 27, 2018",Varies with device,Varies with device
+Cal - Google Calendar + Widget,PRODUCTIVITY,4.2,86172,13M,"1,000,000+",Free,0,Everyone,Productivity,"February 1, 2016",1.1.7,4.0 and up
+"Clean My House – Chore To Do List, Task Scheduler",PRODUCTIVITY,4.1,661,3.4M,"100,000+",Free,0,Everyone,Productivity,"June 21, 2018",2.1.2,4.1 and up
+"Goal Meter: Goal Tracker, Habit Changer,To-Do List",PRODUCTIVITY,4.6,7969,20M,"100,000+",Free,0,Everyone,Productivity,"February 6, 2018",2.7.92,4.4 and up
+To-do list,PRODUCTIVITY,4.4,688,4.4M,"50,000+",Free,0,Everyone,Productivity,"July 17, 2018",2.22,4.0 and up
+Do Not Crash,FAMILY,3.7,56664,8.3M,"1,000,000+",Free,0,Everyone,Casual,"February 5, 2015",1.4,2.3 and up
+Do I Snore or Grind,MEDICAL,4.4,2295,19M,"100,000+",Free,0,Everyone,Medical,"July 9, 2018",0.3.1,5.0 and up
+How well do you know me?,GAME,3.9,1290,6.4M,"100,000+",Free,0,Everyone,Word,"July 26, 2018",2.3.0,4.1 and up
+EasyNote Notepad | To Do List,TOOLS,4.3,15618,2.4M,"1,000,000+",Free,0,Everyone,Tools,"November 27, 2017",1.5.2,2.3 and up
+Apex Launcher,PERSONALIZATION,4.3,266434,Varies with device,"10,000,000+",Free,0,Everyone,Personalization,"August 4, 2018",Varies with device,Varies with device
+Adobe Fill & Sign: Easy PDF Form Filler,PRODUCTIVITY,4.3,11402,5.3M,"1,000,000+",Free,0,Everyone,Productivity,"November 7, 2017",1.3.0,5.0 and up
+DO YOU KNOW THE WAY Soundboard,FAMILY,4.5,1007,5.2M,"100,000+",Free,0,Everyone,Entertainment,"July 1, 2018",7.0,4.1 and up
+Dude Perfect 2,GAME,4.5,401648,70M,"10,000,000+",Free,0,Everyone,Action,"April 12, 2017",1.6.1,4.0.3 and up
+Endless Ducker,GAME,4.5,8193,41M,"500,000+",Free,0,Everyone,Arcade,"September 16, 2016",1.0.7,4.0.3 and up
+Dude Perfect,SPORTS,4.5,97,1.9M,"10,000+",Free,0,Everyone,Sports,"June 28, 2017",1.0,4.1 and up
+that's lit,GAME,4.7,1115,39M,"100,000+",Free,0,Everyone,Arcade,"July 7, 2017",1.0,4.3 and up
+All Type DP,FAMILY,4.3,1853,5.8M,"500,000+",Free,0,Everyone,Entertainment,"May 10, 2018",1.8,4.0 and up
+Dp For WhatsApp,PERSONALIZATION,4.4,1623,11M,"1,000,000+",Free,0,Mature 17+,Personalization,"June 23, 2018",2.7,4.0.3 and up
+DP and Status for WhatsApp 2018,SOCIAL,4.5,787,6.9M,"100,000+",Free,0,Everyone,Social,"February 17, 2018",2.4.2,4.0.3 and up
+DP Editor,PHOTOGRAPHY,4.3,18,15M,"5,000+",Free,0,Teen,Photography,"August 4, 2018",1.5,4.1 and up
+DP & Status,FAMILY,4.3,1922,4.7M,"500,000+",Free,0,Everyone,Entertainment,"January 9, 2018",1.13,4.1 and up
+Dp for girls,ART_AND_DESIGN,4.2,175,8.2M,"50,000+",Free,0,Everyone,Art & Design,"May 26, 2017",1.2,4.0.3 and up
+DP Maker,PHOTOGRAPHY,4.2,784,18M,"100,000+",Free,0,Everyone,Photography,"April 29, 2018",1.00.15,4.1 and up
+Download Instant DP (Full HD),TOOLS,4.3,1283,4.4M,"100,000+",Free,0,Everyone,Tools,"August 4, 2018",4.1.0,4.1 and up
+Square DP For Whatsapp,PHOTOGRAPHY,4.2,67,15M,"10,000+",Free,0,Everyone,Photography,"March 29, 2017",1.0,4.0.3 and up
+Profile pictures for WhatsApp,PERSONALIZATION,4.7,10786,9.4M,"500,000+",Free,0,Mature 17+,Personalization,"May 20, 2018",2.3.1,4.3 and up
+DP and Status,FAMILY,4.1,623,3.0M,"100,000+",Free,0,Everyone,Entertainment,"August 11, 2017",1.0.1,3.0 and up
+Dp For Whatsapp,SOCIAL,4.3,39,12M,"5,000+",Free,0,Everyone,Social,"April 13, 2017",1.0,4.0.3 and up
+DP & Status for Whatsapp 2018,PERSONALIZATION,4.1,293,3.4M,"100,000+",Free,0,Everyone,Personalization,"August 3, 2018",1.4,4.0.3 and up
+DP Creator for WhatsApp,PHOTOGRAPHY,3.8,4813,5.1M,"100,000+",Free,0,Everyone,Photography,"March 19, 2016",1.5,2.2 and up
+Dp For FB,PHOTOGRAPHY,4.5,12,2.0M,"1,000+",Free,0,Teen,Photography,"October 19, 2017",1.0,4.1 and up
+Best DP and Status (Daily Updates Photos),FAMILY,4.1,3003,3.2M,"1,000,000+",Free,0,Everyone,Entertainment,"May 7, 2018",1.8,4.0 and up
+Magical Insta DP,PHOTOGRAPHY,NaN,2,5.2M,"1,000+",Free,0,Everyone,Photography,"June 28, 2018",1.1,4.0 and up
+Profile Pictures and DP for Whatsapp,SOCIAL,4.3,48,11M,"5,000+",Free,0,Everyone,Social,"May 12, 2017",1.3,4.0.3 and up
+All Types DP & Status Maker,PHOTOGRAPHY,4.5,16,14M,"1,000+",Free,0,Teen,Photography,"July 12, 2018",2.1.5,4.0.3 and up
+DP Photo Editor,PHOTOGRAPHY,4.1,88,7.7M,"10,000+",Free,0,Everyone,Photography,"September 29, 2017",2.5,4.1 and up
+Status For WhatsApp DP - pro,PERSONALIZATION,4.4,49,12M,"10,000+",Free,0,Teen,Personalization,"May 31, 2018",1.7,4.1 and up
+"Marathi DP - status and message,jokes,Video app",FAMILY,4.3,694,3.8M,"100,000+",Free,0,Everyone,Entertainment,"August 1, 2018",1.6,4.2 and up
+Cute Images for Whatsapp,FAMILY,4.4,634,8.1M,"100,000+",Free,0,Teen,Entertainment,"December 23, 2015",1.0,2.3.3 and up
+Profile Pictures - Best DP Status,FAMILY,4.3,131,5.4M,"50,000+",Free,0,Everyone,Entertainment,"November 29, 2017",1.2.1,4.1 and up
+Best DP and Status - All Type DP & Status,FAMILY,NaN,1,5.7M,100+,Free,0,Everyone,Entertainment,"May 30, 2018",1.0,4.0.3 and up
+Dp for Facebook,SOCIAL,4.1,56,10M,"5,000+",Free,0,Everyone,Social,"May 16, 2017",1.0,4.0.3 and up
+Fifa World Cup 2018: Photo Frame Editor & DP Maker,PHOTOGRAPHY,4.6,666,8.7M,"100,000+",Free,0,Everyone,Photography,"June 20, 2018",6.1,4.0.3 and up
+DP and Status Images | All Latest Status 2018,LIFESTYLE,4.7,25,3.8M,"10,000+",Free,0,Teen,Lifestyle,"July 22, 2017",1.0,4.0 and up
+Best DP and Status,SOCIAL,4.2,93,5.6M,"10,000+",Free,0,Teen,Social,"November 29, 2017",7.6.5,4.1 and up
+"100000+ Messages - DP, Status, Jokes & GIF 2018",LIFESTYLE,3.7,121,3.8M,"10,000+",Free,0,Mature 17+,Lifestyle,"December 29, 2017",DPSTATUS1.0.1,4.0.3 and up
+Instant DP Downloader for Instagram,SOCIAL,4.7,38,4.1M,"5,000+",Free,0,Everyone,Social,"August 4, 2018",1.0.4,4.2 and up
+DP Display Pictures Life Quotes Motivational GM,SOCIAL,4.4,39,11M,"5,000+",Free,0,Everyone,Social,"January 1, 2018",20,4.1 and up
+Latest DP and Status Pro 2018,FAMILY,4.7,19,5.7M,"1,000+",Free,0,Everyone,Entertainment,"January 5, 2018",1.0.4,4.0.3 and up
+Best DP And Video Status 2018 For Whatsapp,FAMILY,4.2,91,3.8M,"10,000+",Free,0,Everyone,Entertainment,"May 31, 2018",9.0,4.1 and up
+Qeek for Instagram - Zoom profile insta DP,SOCIAL,4.6,12111,9.1M,"500,000+",Free,0,Everyone,Social,"May 3, 2018",1.47,4.3 and up
+DP Battle,FAMILY,4.5,132,2.5M,"5,000+",Free,0,Everyone,Entertainment,"March 26, 2017",2.0.5,4.0.3 and up
+Faceoff DP Battle App,FAMILY,4.8,38,6.7M,"1,000+",Free,0,Everyone,Entertainment,"June 15, 2018",5.2,4.4 and up
+Insta Square Profile DP,PHOTOGRAPHY,3.7,42,11M,"5,000+",Free,0,Everyone,Photography,"September 1, 2015",1.0,4.0 and up
+Name Art DP - Focus n Filter Text 2018,ART_AND_DESIGN,4.3,132,7.7M,"10,000+",Free,0,Everyone,Art & Design,"January 4, 2018",1,4.1 and up
+DP Status 2017,PHOTOGRAPHY,4.2,302,7.0M,"50,000+",Free,0,Everyone,Photography,"June 15, 2017",15|06|17,4.1 and up
+Dairy Queen,FOOD_AND_DRINK,3.6,742,43M,"100,000+",Free,0,Everyone,Food & Drink,"July 25, 2018",2.1.0,4.1 and up
+DQ Texas,FOOD_AND_DRINK,4.1,336,13M,"100,000+",Free,0,Everyone,Food & Drink,"May 18, 2018",1.4.1,4.1 and up
+DQ Events,BUSINESS,2.3,41,20M,"10,000+",Free,0,Everyone,Business,"December 20, 2017",1.1,4.0 and up
+Dash Quest Heroes,GAME,4.3,8432,59M,"500,000+",Free,0,Everyone 10+,Adventure,"July 16, 2018",1.4.0,4.1 and up
+Coupons for Dairy Queen,FOOD_AND_DRINK,4.6,42,3.9M,100+,Free,0,Teen,Food & Drink,"July 18, 2018",1.0,5.0 and up
+DRAGON QUEST VIII,FAMILY,4.5,7812,27M,"50,000+",Paid,$19.99,Everyone 10+,Role Playing,"April 4, 2017",1.1.4,4.0 and up
+ODTMobile v4,BUSINESS,4.0,3,16M,"1,000+",Free,0,Everyone,Business,"April 17, 2018",1.10,4.1 and up
+DRAGON QUEST III,FAMILY,4.2,1661,63M,"10,000+",Paid,$9.99,Everyone,Role Playing,"March 9, 2018",1.0.5,4.0 and up
+LightMeter (noAds),PHOTOGRAPHY,4.6,617,12M,"10,000+",Paid,$1.99,Everyone,Photography,"November 22, 2016",1.5.10.NA,3.2 and up
+DRAGON QUEST,FAMILY,4.2,9659,30M,"100,000+",Paid,$2.99,Everyone,Role Playing,"March 10, 2017",1.0.7,2.3 and up
+DRAGON QUEST II,FAMILY,4.5,2576,44M,"10,000+",Paid,$4.99,Everyone,Role Playing,"March 9, 2018",1.0.5,4.0 and up
+SONIC Drive-In,FOOD_AND_DRINK,4.3,19373,43M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 31, 2018",3.3.6,4.4 and up
+DRAGON QUEST VI,FAMILY,4.4,3358,17M,"100,000+",Paid,$14.99,Everyone,Role Playing,"August 1, 2018",1.0.4,2.3 and up
+McDonald's,FOOD_AND_DRINK,3.6,145646,42M,"10,000,000+",Free,0,Everyone,Food & Drink,"July 31, 2018",5.15.0,4.4 and up
+DQT GPS,BUSINESS,4.0,3,6.3M,500+,Free,0,Everyone,Business,"October 5, 2015",1.2,4.2 and up
+DQ Akses,TOOLS,NaN,0,2.6M,1+,Free,0,Everyone,Tools,"July 6, 2018",1.1,2.1 and up
+Discovery Insure,MAPS_AND_NAVIGATION,2.8,1911,20M,"100,000+",Free,0,Everyone,Maps & Navigation,"March 17, 2018",di-v3.4.0.4,4.3 and up
+Taco Bell,LIFESTYLE,3.8,28140,16M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 30, 2018",5.0.4,4.2 and up
+LightMeter Free,PHOTOGRAPHY,4.1,5485,13M,"1,000,000+",Free,0,Everyone,Photography,"April 28, 2016",1.2.3,3.2 and up
+CHRONO TRIGGER (Upgrade Ver.),FAMILY,3.8,11250,6.3M,"100,000+",Paid,$9.99,Everyone 10+,Role Playing,"June 12, 2018",2.0.4,4.2 and up
+ODTMobile,BUSINESS,3.4,15,2.7M,"10,000+",Free,0,Everyone,Business,"March 10, 2016",3.2,2.2 and up
+Whataburger,FOOD_AND_DRINK,4.5,5093,56M,"500,000+",Free,0,Everyone,Food & Drink,"April 10, 2018",1.9.0,4.2 and up
+FINAL FANTASY DIMENSIONS,FAMILY,4.3,8450,1.1M,"100,000+",Paid,$13.99,Everyone,Role Playing,"March 15, 2017",1.1.3,2.3.3 and up
+Arby's,FOOD_AND_DRINK,3.1,194,26M,"100,000+",Free,0,Everyone,Food & Drink,"July 12, 2018",1.3.1,4.4 and up
+RPG Dragon Lapis,FAMILY,4.6,13492,56M,"100,000+",Free,0,Teen,Role Playing,"July 9, 2018",1.1.4g,4.1 and up
+Find Fast Food,SHOPPING,3.3,272,785k,"100,000+",Free,0,Everyone,Shopping,"November 11, 2012",1.1.6,2.2 and up
+Jungle book-The Great Escape,GAME,3.9,2362,25M,"100,000+",Free,0,Everyone,Action,"July 17, 2013",1.3,2.3 and up
+Bunny Skater,GAME,4.2,139432,4.7M,"10,000,000+",Free,0,Everyone,Adventure,"November 20, 2013",1.5,2.1 and up
+DQSalmaan - A fan made App,FAMILY,4.9,707,6.0M,"10,000+",Free,0,Everyone,Entertainment,"February 4, 2018",1.5,4.1 and up
+Culver's,LIFESTYLE,3.9,1638,4.9M,"100,000+",Free,0,Everyone,Lifestyle,"April 11, 2018",1.20,4.3 and up
+Wendy’s – Food and Offers,FOOD_AND_DRINK,3.4,6512,18M,"1,000,000+",Free,0,Everyone,Food & Drink,"April 12, 2018",5.7.0,4.4 and up
+World Webcams,WEATHER,3.7,7896,Varies with device,"1,000,000+",Free,0,Everyone,Weather,"November 25, 2013",1.6,Varies with device
+Dunkin' Donuts,FOOD_AND_DRINK,4.2,68270,66M,"1,000,000+",Free,0,Everyone,Food & Drink,"June 20, 2018",5.0.0,4.4 and up
+SUBWAY®,FOOD_AND_DRINK,3.8,21381,41M,"1,000,000+",Free,0,Everyone,Food & Drink,"July 24, 2018",7.9.0.0,4.4 and up
+The Walking Zombie: Dead City,GAME,4.6,58575,96M,"1,000,000+",Free,0,Teen,Action,"February 21, 2018",2.55,4.1 and up
+Monster Fishing 2018,SPORTS,4.4,32881,76M,"1,000,000+",Free,0,Everyone,Sports,"August 7, 2018",0.0.80,4.1 and up
+Call Blocker & Blacklist,COMMUNICATION,4.0,6,4.2M,"1,000+",Free,0,Everyone,Communication,"July 13, 2018",3.1.0,4.0 and up
+Panera Bread,FOOD_AND_DRINK,4.2,10225,36M,"1,000,000+",Free,0,Everyone,Food & Drink,"August 6, 2018",4.4.2,5.0 and up
+Dulquer Salmaan HD Wallpapers,PERSONALIZATION,NaN,1,3.9M,100+,Free,0,Everyone,Personalization,"May 22, 2018",1.1.0,4.0 and up
+IHOP®,FOOD_AND_DRINK,4.2,441,24M,"100,000+",Free,0,Everyone,Food & Drink,"April 3, 2018",2.2.0,4.1 and up
+Starbucks,FOOD_AND_DRINK,4.5,455496,35M,"10,000,000+",Free,0,Everyone,Food & Drink,"August 1, 2018",4.11.1,4.4 and up
+myGrow,PRODUCTIVITY,4.6,84,23M,"1,000+",Paid,$4.29,Mature 17+,Productivity,"April 29, 2016",2.3.9,3.2 and up
+Dr. Parking 4,GAME,4.4,475369,13M,"50,000,000+",Free,0,Everyone,Racing,"March 6, 2018",1.14,4.0.3 and up
+Dr. Driving 2,GAME,4.6,358633,19M,"10,000,000+",Free,0,Everyone,Racing,"May 3, 2018",1.32,4.0.3 and up
+Anti-virus Dr.Web Light,TOOLS,4.5,1094094,Varies with device,"100,000,000+",Free,0,Everyone,Tools,"July 10, 2018",Varies with device,Varies with device
+dr.fone - Recovery & Transfer wirelessly & Backup,TOOLS,3.7,23347,7.6M,"5,000,000+",Free,0,Everyone,Tools,"May 28, 2018",3.2.0.169,2.3 and up
+Dr. Truck Driver : Real Truck Simulator 3D,FAMILY,4.1,1626,96M,"100,000+",Free,0,Everyone 10+,Simulation,"July 5, 2018",1.8,4.1 and up
+Dr. Cares - Pet Rescue 911 🐶,FAMILY,4.2,14432,35M,"500,000+",Free,0,Everyone,Casual,"September 21, 2017",1.5,4.0.3 and up
+Dr. Panda Town,FAMILY,4.0,36578,Varies with device,"1,000,000+",Free,0,Everyone,Education;Pretend Play,"August 3, 2018",Varies with device,Varies with device
+Dr. Parker : Parking Simulator,GAME,4.5,14253,81M,"1,000,000+",Free,0,Everyone,Racing,"January 18, 2018",3.1,4.0 and up
+Dr. Parker : Real car parking simulation,GAME,4.6,15829,95M,"1,000,000+",Free,0,Everyone,Racing,"July 24, 2018",1.29,4.0 and up
+Dr. Battery - Fast Charger - Super Cleaner 2018,TOOLS,4.5,101738,10M,"1,000,000+",Free,0,Everyone,Tools,"July 26, 2018",2.2.82,4.0 and up
+"Dr. Safety - Antivirus, Booster, Cleaner, AppLock",TOOLS,4.4,372553,21M,"10,000,000+",Free,0,Everyone,Tools,"August 6, 2018",3.0.1114,4.1 and up
+DR TV,VIDEO_PLAYERS,3.3,6716,4.7M,"500,000+",Free,0,Mature 17+,Video Players & Editors,"June 25, 2018",3.0.6,4.4 and up
+Real Car Dr Parking Master: Parking Games 2018,FAMILY,4.2,3345,27M,"1,000,000+",Free,0,Everyone,Simulation,"May 12, 2018",1.0,4.1 and up
+Doctor Kids,FAMILY,4.2,200450,25M,"10,000,000+",Free,0,Everyone,Casual;Pretend Play,"July 26, 2018",1.39,4.1 and up
+Dr. Rocket,GAME,4.0,42182,3.4M,"1,000,000+",Free,0,Everyone,Arcade,"January 6, 2018",1.11,4.1 and up
+Dr. Muscle,HEALTH_AND_FITNESS,4.0,87,33M,"10,000+",Free,0,Everyone,Health & Fitness,"July 28, 2018",2.5,4.0.3 and up
+Dr. Dominoes,GAME,4.0,2700,5.7M,"500,000+",Free,0,Everyone,Board,"January 3, 2018",1.06,4.1 and up
+Dr. Sudoku,FAMILY,3.5,2310,3.1M,"500,000+",Free,0,Everyone,Puzzle,"January 4, 2018",1.06,4.1 and up
+Dr.Web Security Space,TOOLS,4.5,594406,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"July 20, 2018",Varies with device,Varies with device
+Dr. Unblock,FAMILY,3.9,3847,4.3M,"1,000,000+",Free,0,Everyone,Puzzle,"January 3, 2018",1.05,4.1 and up
+Dr. Gomoku,GAME,3.9,85317,4.5M,"5,000,000+",Free,0,Everyone,Board,"January 15, 2018",1.54,4.0.3 and up
+Dr. Panda Farm,FAMILY,4.1,265,46M,"10,000+",Paid,$2.99,Everyone,Education;Pretend Play,"July 21, 2016",1.0,4.0 and up
+DR.MEEP,FAMILY,4.4,54,33M,500+,Paid,$2.99,Everyone,Puzzle,"June 29, 2018",1.2,4.1 and up
+Dr. Panda Art Class,FAMILY,4.2,1013,58M,"50,000+",Paid,$2.99,Everyone,Education;Creativity,"April 26, 2017",1.7,4.0 and up
+Dr. Panda's Swimming Pool,FAMILY,4.4,2311,9.3M,"100,000+",Paid,$1.99,Everyone,Casual;Pretend Play,"January 15, 2015",1.01,4.0 and up
+Dr. Pixel: Pill mania Classic,FAMILY,4.3,2419,6.2M,"100,000+",Free,0,Everyone,Puzzle,"March 31, 2018",1.2.7,4.0 and up
+Dr. Chess,GAME,4.1,97209,6.7M,"1,000,000+",Free,0,Everyone,Board,"January 14, 2018",1.41,4.0.3 and up
+Super Dr. Parking 3D,FAMILY,4.0,4518,41M,"1,000,000+",Free,0,Everyone,Simulation,"December 17, 2017",3.3,4.1 and up
+Dr Dre - Beatmaker,GAME,4.3,146,6.0M,"10,000+",Free,0,Mature 17+,Music,"February 28, 2018",5.3.8,4.0 and up
+Dr. Panda & Toto's Treehouse,FAMILY,4.4,3397,9.5M,"50,000+",Paid,$3.99,Everyone,Casual;Pretend Play,"December 9, 2014",1.8,4.0 and up
+Dr. Cares - Amy's Pet Clinic 🐈 🐕,FAMILY,4.5,3580,60M,"100,000+",Free,0,Everyone,Casual,"April 30, 2018",1.8,4.4 and up
+Dr. Splorchy Presents Space Heroes,GAME,4.6,18,31M,100+,Paid,$4.99,Mature 17+,Adventure,"July 23, 2018",1.0,7.0 and up
+Pet Vet Dr - Animals Hospital,FAMILY,3.7,11748,36M,"1,000,000+",Free,0,Teen,Casual,"October 31, 2016",1.3,4.0.3 and up
+Dr.Android Repair Master 2017,PRODUCTIVITY,3.8,1205,4.3M,"100,000+",Free,0,Everyone,Productivity,"June 10, 2018",2,4.0 and up
+DR CONTROL,FAMILY,3.4,267,1.5M,"10,000+",Free,0,Everyone,Entertainment,"March 8, 2017",2.1.0,4.0.3 and up
+Dr Driving Racer,GAME,4.3,183,68M,"10,000+",Free,0,Everyone,Racing,"June 14, 2018",2.1,4.1 and up
+Dr. McDougall Mobile Cookbook,HEALTH_AND_FITNESS,3.8,76,1.2M,"1,000+",Paid,$4.99,Everyone,Health & Fitness,"January 26, 2015",1.1,2.2 and up
+Dr. Seuss's ABC,FAMILY,4.7,429,12M,"10,000+",Paid,$3.99,Everyone,Books & Reference;Education,"February 26, 2018",2.05,4.0.3 and up
+Dr. Booster - Boost Game Speed,TOOLS,4.4,138872,22M,"10,000,000+",Free,0,Everyone,Tools,"May 15, 2018",2.0.1077,4.1 and up
+Dr. Panda Hospital,FAMILY,4.4,1091,45M,"50,000+",Paid,$2.99,Everyone,Education;Pretend Play,"December 5, 2013",1.6,2.0.1 and up
+Dr. Panda Café Freemium,FAMILY,4.1,11788,62M,"1,000,000+",Free,0,Everyone,Educational;Pretend Play,"August 10, 2017",1.01,4.0 and up
+Dr. Panda Ice Cream Truck Free,FAMILY,4.4,23022,80M,"1,000,000+",Free,0,Everyone,Role Playing;Pretend Play,"August 2, 2018",2.16,4.1 and up
+Dr. Doug's Tips,BOOKS_AND_REFERENCE,4.0,22,34M,"1,000+",Free,0,Everyone,Books & Reference,"September 1, 2016",1.1,2.3 and up
+Dr. 2048,FAMILY,3.9,1985,3.5M,"500,000+",Free,0,Everyone,Puzzle,"December 30, 2017",1.05,4.1 and up
+Dr. Panda Restaurant 2,FAMILY,4.3,3725,67M,"100,000+",Paid,$2.99,Everyone,Educational;Pretend Play,"February 17, 2016",1.96,4.0 and up
+Dr. Panda Supermarket,FAMILY,4.2,1357,58M,"50,000+",Paid,$2.99,Everyone,Educational;Pretend Play,"February 16, 2016",1.6,4.0 and up
+Dr. Shogi,GAME,3.3,19291,5.1M,"1,000,000+",Free,0,Everyone,Board,"January 2, 2018",1.24,4.1 and up
+DR Sebi's Alkaline List,FAMILY,4.0,68,5.5M,"5,000+",Free,0,Everyone,Education,"April 5, 2017",0.1,2.3 and up
+DraStic DS Emulator,GAME,4.6,87766,12M,"1,000,000+",Paid,$4.99,Everyone,Action,"July 19, 2016",r2.5.0.3a,2.3 and up
+NDS Emulator - For Android 6,GAME,4.1,14002,19M,"1,000,000+",Free,0,Everyone,Arcade,"July 26, 2018",pb1.0.0.1,4.0.3 and up
+Free DS Emulator,GAME,4.1,22896,19M,"1,000,000+",Free,0,Everyone,Arcade,"July 26, 2018",pb1.0.0.1,4.0.3 and up
+nds4droid,GAME,3.4,107778,8.8M,"10,000,000+",Free,0,Everyone,Arcade,"February 12, 2016",47,2.3.3 and up
+MegaNDS (NDS Emulator),GAME,3.4,2218,11M,"500,000+",Free,0,Everyone,Arcade,"October 18, 2017",2.0,4.0 and up
+DS file,PRODUCTIVITY,4.1,10676,12M,"1,000,000+",Free,0,Everyone,Productivity,"May 23, 2018",4.11.0,4.1 and up
+DS finder,TOOLS,4.0,2596,32M,"500,000+",Free,0,Everyone,Tools,"July 19, 2018",2.0.1,5.0 and up
+DS get,TOOLS,3.4,71852,22M,"5,000,000+",Free,0,Everyone,Tools,"May 23, 2018",1.12.0,4.1 and up
+DS cloud,TOOLS,3.2,4908,38M,"500,000+",Free,0,Everyone,Tools,"May 23, 2018",2.8.0,4.0 and up
+DS photo,VIDEO_PLAYERS,3.8,7335,Varies with device,"1,000,000+",Free,0,Everyone,Video Players & Editors,"July 17, 2018",Varies with device,Varies with device
+DS video,VIDEO_PLAYERS,3.8,12443,Varies with device,"1,000,000+",Free,0,Everyone,Video Players & Editors,"August 6, 2018",Varies with device,Varies with device
+DS note,PRODUCTIVITY,3.9,2046,60M,"100,000+",Free,0,Everyone,Productivity,"June 11, 2018",1.10.1,4.4 and up
+DS cam,PRODUCTIVITY,3.6,3227,35M,"500,000+",Free,0,Everyone,Productivity,"July 26, 2018",3.0.1,4.1 and up
+DS router,TOOLS,3.8,253,15M,"50,000+",Free,0,Everyone,Tools,"June 13, 2018",1.1.8,4.1 and up
+EmuBox - Fast Retro Emulator,GAME,3.9,1576,43M,"50,000+",Free,0,Everyone,Arcade,"August 5, 2018",2.1.1,4.1 and up
+Synology Drive,PRODUCTIVITY,3.2,368,Varies with device,"100,000+",Free,0,Everyone,Productivity,"August 2, 2018",Varies with device,5.0 and up
+DS Creator 2.0,TOOLS,1.0,2,4.4M,500+,Free,0,Everyone,Tools,"March 23, 2018",2.0.180226.1,4.0 and up
+DS App Manager,TOOLS,4.6,14,2.1M,"1,000+",Free,0,Everyone,Tools,"March 21, 2015",1.0,2.3 and up
+Simple x3DS Emulator - BETA,GAME,NaN,0,Varies with device,"50,000+",Free,0,Everyone,Arcade,"June 13, 2018",Varies with device,Varies with device
+DS Helpdesk Plus,BUSINESS,3.6,21,Varies with device,100+,Paid,$12.99,Everyone,Business,"January 30, 2017",Varies with device,Varies with device
+DS,FAMILY,4.9,15,23M,100+,Free,0,Everyone,Casual,"January 19, 2016",1,2.3 and up
+Ability DS UNO,PRODUCTIVITY,NaN,3,2.3M,50+,Paid,$2.60,Everyone,Productivity,"May 19, 2014",1.0,1.5 and up
+DS Connector 2.0,TOOLS,2.6,5,636k,500+,Free,0,Everyone,Tools,"March 23, 2018",2.0.180226.1,4.2 and up
+DS Barometer - Altimeter and Weather Information,WEATHER,3.9,2962,4.2M,"100,000+",Free,0,Everyone,Weather,"July 9, 2018",3.67,2.3.3 and up
+DS Companion,HEALTH_AND_FITNESS,NaN,0,4.6M,50+,Free,0,Everyone,Health & Fitness,"November 3, 2017",1.7,4.4 and up
+DS-L4 Viewer,PHOTOGRAPHY,3.5,13,7.9M,"1,000+",Free,0,Everyone,Photography,"January 29, 2018",1.2.0.9,5.0 and up
+DS Tower Defence,GAME,3.2,768,1.4M,"100,000+",Free,0,Everyone,Arcade,"June 5, 2013",1.0,1.5 and up
+DS-Admin,FAMILY,NaN,1,21M,10+,Free,0,Everyone,Education,"March 5, 2018",2.0,4.2 and up
+NDS-controller,TOOLS,3.3,35,916k,"1,000+",Free,0,Everyone,Tools,"October 23, 2017",0.2,2.2 and up
+DS-11 form,BUSINESS,NaN,3,28M,100+,Free,0,Everyone,Business,"April 27, 2018",1.7.7,4.1 and up
+SmartCircle Remote DS,BUSINESS,NaN,2,1.6M,500+,Free,0,Everyone,Business,"May 22, 2018",2.983,5.0 and up
+RetroArch,GAME,3.8,21423,84M,"1,000,000+",Free,0,Everyone,Action,"May 4, 2018",1.7.3,2.3 and up
+DS Speedometer & Odometer,MAPS_AND_NAVIGATION,3.9,22382,6.6M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"March 22, 2018",6.93,2.3.3 and up
+MegaN64 (N64 Emulator),FAMILY,4.6,877576,12M,"10,000,000+",Free,0,Everyone,Casual,"May 14, 2016",6.0,2.0 and up
+DS-20000S,PRODUCTIVITY,1.8,12,14M,"1,000+",Free,0,Everyone,Productivity,"August 3, 2018",1.2.2,4.1 and up
+DS Vision,BUSINESS,NaN,0,38M,5+,Free,0,Everyone,Business,"May 21, 2018",1.2,4.1 and up
+Learn DS [BETA],FAMILY,4.3,9,5.0M,500+,Free,0,Everyone,Education,"February 12, 2017",0.5,4.0 and up
+Deep Sleep Battery Saver Pro,TOOLS,3.9,1417,2.9M,"10,000+",Paid,$3.28,Everyone,Tools,"August 15, 2017",5.1,4.1 and up
+DS - xR,BUSINESS,NaN,2,1.4M,10+,Free,0,Everyone,Business,"November 21, 2017",1.0,4.4 and up
+DS-Students,FAMILY,4.8,5,8.4M,100+,Free,0,Everyone,Education,"July 3, 2018",2.0,4.1 and up
+DS Thermometer,WEATHER,3.7,631,3.0M,"100,000+",Free,0,Everyone,Weather,"May 30, 2015",2.20,2.3 and up
+PhotoFrame for Synology DS,PHOTOGRAPHY,4.0,1,2.6M,10+,Paid,$4.99,Everyone,Photography,"February 2, 2017",1.5,4.0 and up
+Deep Sleep Battery Saver,TOOLS,4.1,22032,3.7M,"1,000,000+",Free,0,Everyone,Tools,"August 17, 2017",5.1,4.1 and up
+Draft Simulator for FUT 18,SPORTS,4.6,162933,100M,"5,000,000+",Free,0,Everyone,Sports,"May 11, 2018",25.7,4.1 and up
+DS Flashlight,TOOLS,4.0,127,5.8M,"10,000+",Free,0,Everyone,Tools,"May 30, 2015",1.31,2.2 and up
+DS-82 form,BUSINESS,NaN,1,28M,100+,Free,0,Everyone,Business,"April 27, 2018",1.7.7,4.1 and up
+dt Pro,FINANCE,4.8,4,4.5M,"1,000+",Free,0,Everyone,Finance,"May 16, 2017",3.10,2.2 and up
+DT,LIFESTYLE,NaN,0,8.9M,100+,Free,0,Everyone,Lifestyle,"July 24, 2018",7.2.2,4.1 and up
+DT Manager,PRODUCTIVITY,4.0,9,3.1M,500+,Free,0,Everyone,Productivity,"May 21, 2015",1.7,2.3 and up
+Real Sheet ∞: Pathfinder + DT,FAMILY,3.5,2,22M,50+,Paid,$2.99,Everyone,Role Playing,"March 20, 2017",1.1,4.2 and up
+DT-CAM,FAMILY,NaN,6,9.9M,"1,000+",Free,0,Everyone,Entertainment,"July 29, 2017",1.3,2.2 and up
+DT Fieldlink,BUSINESS,3.0,2,49M,500+,Free,0,Everyone,Business,"September 19, 2017",2.1.1,4.1 and up
+DT Driving Test Theory,FAMILY,4.6,477,1.6M,"10,000+",Free,0,Everyone,Education,"February 22, 2018",1.1,4.0.3 and up
+DT Smart,TOOLS,1.6,39,8.9M,"1,000+",Free,0,Everyone,Tools,"December 7, 2017",1.1.4,4.1 and up
+Truck Simulator DT 3D,FAMILY,3.8,110,22M,"5,000+",Free,0,Everyone,Simulation,"April 23, 2017",1.0.6,2.3 and up
+DT Baby Cam,TOOLS,1.7,10,23M,500+,Free,0,Everyone,Tools,"December 5, 2017",3.0,2.2 and up
+Bloons TD 5,FAMILY,4.6,190086,94M,"1,000,000+",Paid,$2.99,Everyone,Strategy,"July 13, 2018",3.16,2.3.3 and up
+WPBS-DT,FAMILY,5.0,3,6.3M,500+,Free,0,Everyone,Entertainment,"April 3, 2015",4.1.1,2.3.3 and up
+ReadyOp DT,COMMUNICATION,4.6,8,1.1M,"1,000+",Free,0,Everyone,Communication,"July 6, 2018",1.0.56,2.3.3 and up
+Soccer Manager 2018,SPORTS,4.4,63779,95M,"1,000,000+",Free,0,Everyone,Sports,"July 16, 2018",1.5.6,5.0 and up
+Online Soccer Manager (OSM),SPORTS,4.5,1312936,21M,"10,000,000+",Free,0,Everyone,Sports,"July 31, 2018",3.4.06,4.4 and up
+DT-VR,FAMILY,3.8,25,9.5M,"1,000+",Free,0,Everyone,Entertainment,"August 9, 2016",1.2,2.2 and up
+Dt Tracking,AUTO_AND_VEHICLES,4.0,4,24M,100+,Free,0,Everyone,Auto & Vehicles,"October 28, 2016",0.20,4.0 and up
+DT Simple Interval Timer,SPORTS,4.1,10,1.5M,"1,000+",Free,0,Everyone,Sports,"February 17, 2014",1.01,2.1 and up
+DT Health,MEDICAL,NaN,1,24M,10+,Free,0,Everyone,Medical,"November 20, 2017",2.0.0,4.3 and up
+DT CLOTHINGS,SHOPPING,5.0,1,7.9M,10+,Free,0,Everyone,Shopping,"July 25, 2018",1.0.1,4.1 and up
+PAY DT,BUSINESS,NaN,0,5.3M,1+,Free,0,Everyone,Business,"February 6, 2018",1.1.0,4.0 and up
+Test Application DT 02,ART_AND_DESIGN,NaN,0,1.2M,0+,Free,0,Everyone,Art & Design,"March 14, 2017",4.0,4.2 and up
+Eat Right Diet (by Dt Shreya's Family Diet Clinic),HEALTH_AND_FITNESS,NaN,0,12M,10+,Free,0,Everyone,Health & Fitness,"August 7, 2018",1.0.7,5.0 and up
+DT Practice,BUSINESS,NaN,6,5.7M,500+,Free,0,Everyone,Business,"October 6, 2017",1.1.0,4.4 and up
+Dt. Jyothi Srinivas,HEALTH_AND_FITNESS,5.0,18,13M,100+,Free,0,Everyone,Health & Fitness,"February 6, 2018",1.0.6,4.1 and up
+DT future1 cam,TOOLS,1.0,1,24M,50+,Free,0,Everyone,Tools,"March 27, 2018",3.1,2.2 and up
+DT Freight,PRODUCTIVITY,NaN,0,54M,1+,Free,0,Everyone,Productivity,"November 29, 2017",8.0,4.0.3 and up
+Johor DT Lock Screen,PERSONALIZATION,NaN,13,3.9M,"1,000+",Free,0,Everyone,Personalization,"January 17, 2018",1.1,4.0.3 and up
+PES CLUB MANAGER,SPORTS,4.4,783025,Varies with device,"10,000,000+",Free,0,Everyone,Sports,"June 7, 2018",1.7.2,4.2 and up
+Riptide GP: Renegade,GAME,4.7,4328,Varies with device,"100,000+",Paid,$2.99,Everyone 10+,Racing,"June 1, 2018",1.2.1,4.1 and up
+Wheelie Challenge,GAME,4.6,137338,51M,"5,000,000+",Free,0,Everyone,Racing,"July 13, 2018",1.44,4.1 and up
+DT NO.I,HEALTH_AND_FITNESS,2.4,44,49M,"1,000+",Free,0,Everyone,Health & Fitness,"August 1, 2018",V1.0.1,4.3 and up
+DT Technologies,SHOPPING,NaN,0,1.3M,10+,Free,0,Everyone,Shopping,"June 7, 2018",1.1,4.4 and up
+DTPay,SHOPPING,4.5,18,994k,"1,000+",Free,0,Everyone,Shopping,"July 11, 2018",0.8.2,4.0 and up
+"""i DT"" Fútbol. Todos Somos Técnicos.",SPORTS,NaN,27,3.6M,500+,Free,0,Everyone,Sports,"October 7, 2017",0.22,4.1 and up
+MasterDT,SPORTS,NaN,24,4.1M,100+,Free,0,Everyone,Sports,"June 30, 2018",4.1,4.0.3 and up
+Top Soccer Manager,SPORTS,4.4,199739,66M,"10,000,000+",Free,0,Everyone,Sports,"August 6, 2018",1.18.8,4.0.3 and up
+The Secret Daily Teachings,LIFESTYLE,4.3,206,32M,"1,000+",Paid,$4.99,Everyone,Lifestyle,"February 11, 2018",14.0,4.0.3 and up
+Spring flowers theme couleurs d t space,ART_AND_DESIGN,5.0,1,2.9M,100+,Free,0,Everyone,Art & Design,"April 18, 2018",1.0.2,4.0 and up
+Soccer Board Tactics,SPORTS,4.1,6231,8.9M,"100,000+",Free,0,Everyone,Sports,"February 9, 2018",10.36,4.2 and up
+Dirt Trackin Sprint Cars,GAME,3.8,499,47M,"10,000+",Paid,$3.99,Everyone,Racing,"May 10, 2018",1.0.13,5.0 and up
+senior easy phone,PERSONALIZATION,3.9,168,2.1M,"50,000+",Free,0,Teen,Personalization,"March 27, 2015",1.0,2.3 and up
+dt.se,NEWS_AND_MAGAZINES,3.1,124,12M,"10,000+",Free,0,Everyone,News & Magazines,"June 29, 2018",4.9.0,4.1 and up
+WhatsVPN - Unlimited Free VPN,TOOLS,4.7,24985,7.8M,"500,000+",Free,0,Everyone,Tools,"July 27, 2018",2.2.927,4.1 and up
+Cache Cleaner-DU Speed Booster (booster & cleaner),TOOLS,4.5,12759815,15M,"100,000,000+",Free,0,Everyone,Tools,"July 25, 2018",3.1.2,4.0 and up
+du app,LIFESTYLE,3.5,7578,25M,"1,000,000+",Free,0,Everyone,Lifestyle,"July 24, 2018",3.98,4.2 and up
+DU Battery Saver - Battery Charger & Battery Life,TOOLS,4.5,13479633,14M,"100,000,000+",Free,0,Everyone,Tools,"June 5, 2018",4.8.7.8,4.0 and up
+DU Antivirus Security - Applock & Privacy Guard,TOOLS,4.6,436615,10M,"10,000,000+",Free,0,Everyone,Tools,"June 5, 2018",3.3.1,4.0.3 and up
+DU Cleaner – Memory cleaner & clean phone cache,TOOLS,4.5,465831,8.9M,"10,000,000+",Free,0,Everyone,Tools,"July 23, 2018",1.5.9.9,4.0 and up
+DU Launcher - Boost Your Phone,PERSONALIZATION,4.5,67707,4.8M,"1,000,000+",Free,0,Everyone,Personalization,"February 7, 2016",1.8.0.4,4.0 and up
+DU Security,TOOLS,4.4,4847,3.2M,"100,000+",Free,0,Everyone,Tools,"June 29, 2016",3.0.0.2071,4.0 and up
+DU Browser—Browse fast & fun,COMMUNICATION,4.3,1133539,4.7M,"10,000,000+",Free,0,Everyone,Communication,"April 1, 2016",6.4.0.4,4.0 and up
+DU Privacy-hide apps、sms、file,VIDEO_PLAYERS,4.4,21762,Varies with device,"1,000,000+",Free,0,Everyone,Video Players & Editors,"August 16, 2017",Varies with device,4.0.3 and up
+DU Browser Mini(Small&Fast),TOOLS,4.2,20941,2.0M,"1,000,000+",Free,0,Everyone,Tools,"December 23, 2016",1.12.23,4.0 and up
+Caller ID & Call Block - DU Caller,COMMUNICATION,4.6,93930,14M,"5,000,000+",Free,0,Everyone,Communication,"August 1, 2018",4.0.8,4.2 and up
+Lock Screen - DU Locker & Lock screen wallpaper,TOOLS,4.5,5174,4.7M,"100,000+",Free,0,Everyone,Tools,"April 26, 2018",2.0.0,4.0 and up
+du View,FAMILY,3.8,935,22M,"50,000+",Free,0,Teen,Entertainment,"March 26, 2018",6.4.1,4.3 and up
+DU Emoji Keyboard（Simeji）,TOOLS,4.3,19234,14M,"500,000+",Free,0,Everyone,Tools,"February 23, 2017",3.1.3,4.0.3 and up
+"DU GIF Maker: GIF Maker, Video to GIF & GIF Editor",PHOTOGRAPHY,4.6,7605,4.3M,"500,000+",Free,0,Everyone,Photography,"April 10, 2018",1.2.2.2,4.3 and up
+DU Flashlight - Brightest LED & Flashlight Free,TOOLS,4.3,73821,Varies with device,"5,000,000+",Free,0,Everyone,Tools,"March 7, 2018",Varies with device,Varies with device
+Upgrade for Android DU Master,TOOLS,3.6,12993,5.2M,"1,000,000+",Free,0,Everyone,Tools,"January 9, 2017",1.3.0,2.3.3 and up
+Modern: DU Launcher Theme,PERSONALIZATION,4.2,868,309k,"50,000+",Free,0,Everyone,Personalization,"October 15, 2015",1.1,4.0 and up
+Weather Forecast Pro,WEATHER,4.7,14051,8.7M,"100,000+",Paid,$3.99,Everyone,Weather,"August 4, 2018",8.5,4.0 and up
+Night: DU Launcher Theme,PERSONALIZATION,4.3,1419,485k,"50,000+",Free,0,Everyone,Personalization,"October 15, 2015",1.1,4.0 and up
+DU Collage Maker - Photo Collage & Grid & Layout,PHOTOGRAPHY,4.7,4595,2.5M,"100,000+",Free,0,Everyone,Photography,"September 4, 2017",1.4.0,4.0 and up
+Du Chinese – Mandarin Lessons,FAMILY,4.8,3390,9.2M,"100,000+",Free,0,Everyone,Education,"October 3, 2017",1.5.0,4.1 and up
+Portes du Soleil,SPORTS,3.1,500,39M,"50,000+",Free,0,Everyone,Sports,"February 16, 2018",10.012,4.1 and up
+Sword of Chaos - Lame du Chaos,GAME,4.5,23599,96M,"100,000+",Free,0,Teen,Action,"June 1, 2018",11.0.2,4.0 and up
+Hadith du jour,FAMILY,4.4,276,Varies with device,"50,000+",Free,0,Everyone,Education,"March 22, 2016",Varies with device,Varies with device
+Bible du Semeur-BDS (French),BOOKS_AND_REFERENCE,4.5,313,6.9M,"50,000+",Free,0,Everyone,Books & Reference,"August 4, 2018",0.7,1.0 and up
+La citadelle du musulman,BOOKS_AND_REFERENCE,4.5,314,9.8M,"50,000+",Free,0,Everyone,Books & Reference,"March 17, 2016",2.10,2.3.3 and up
+Voyance du pyromancien,FAMILY,NaN,22,16M,"5,000+",Free,0,Everyone,Entertainment,"July 13, 2018",1.0.3,4.1 and up
+Clean My Android,PRODUCTIVITY,4.7,101163,6.2M,"5,000,000+",Free,0,Everyone,Productivity,"July 31, 2018",1.4.5.2,4.1 and up
+Citation du Jour - Motivation,FAMILY,4.1,321,914k,"100,000+",Free,0,Everyone,Education,"February 14, 2015",1.0,2.2 and up
+La Poupée du Voyant,FAMILY,4.4,265,8.2M,"50,000+",Free,0,Everyone,Entertainment,"January 6, 2017",1.0.0,4.1 and up
+Star Chart,FAMILY,4.3,128808,Varies with device,"10,000,000+",Free,0,Everyone,Education;Education,"August 2, 2018",Varies with device,Varies with device
+APUS Booster - Space Cleaner & Booster,PRODUCTIVITY,4.6,1048766,13M,"10,000,000+",Free,0,Everyone,Productivity,"August 3, 2018",2.6.28,4.0.3 and up
+Officiel du SCRABBLE LAROUSSE,BOOKS_AND_REFERENCE,3.4,116,48M,"5,000+",Paid,$4.60,Everyone,Books & Reference,"October 13, 2016",1.4,2.3 and up
+Proverbes du monde,FAMILY,NaN,38,2.8M,"10,000+",Free,0,Everyone,Entertainment,"March 12, 2018",1.1.2.0,1.6 and up
+"GO Security－AntiVirus, AppLock, Booster",TOOLS,4.7,1251479,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"July 24, 2018",Varies with device,Varies with device
+iSmart DV,VIDEO_PLAYERS,3.6,5692,31M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"July 27, 2018",R1.4.14.B1.4,4.1 and up
+dv Prompter,VIDEO_PLAYERS,3.7,321,1.3M,"50,000+",Free,0,Everyone,Video Players & Editors,"March 14, 2017",1.2.9,4.2 and up
+Sports DV,LIFESTYLE,2.1,86,29M,"10,000+",Free,0,Everyone,Lifestyle,"July 17, 2018",3.0.3,4.3 and up
+Live DV,PHOTOGRAPHY,2.0,16,17M,"1,000+",Free,0,Everyone,Photography,"May 9, 2018",1.0.6,4.4 and up
+Mini DV,AUTO_AND_VEHICLES,3.5,12,19M,"5,000+",Free,0,Everyone,Auto & Vehicles,"May 29, 2018",1.27,4.0 and up
+DV-2019 Results,FAMILY,4.3,158,2.6M,"10,000+",Free,0,Everyone,Entertainment,"June 14, 2018",17.0,4.0 and up
+AKASO DV,TOOLS,2.4,99,71M,"10,000+",Free,0,Everyone,Tools,"July 26, 2018",V1.0.9,4.0 and up
+DV-LOTTERY 2019 REGISTRATION,FAMILY,4.5,97,2.6M,"10,000+",Free,0,Everyone,Entertainment,"January 20, 2018",3.0,4.0 and up
+Selfie DV,TOOLS,2.8,29,14M,"1,000+",Free,0,Everyone,Tools,"April 24, 2017",2.3.26,4.0.3 and up
+DV-4036 by Somikon,PHOTOGRAPHY,NaN,17,44M,"1,000+",Free,0,Everyone,Photography,"January 19, 2017",0.0.5,4.3 and up
+DV 2019 Entry Guide,BOOKS_AND_REFERENCE,4.5,92,5.1M,"10,000+",Free,0,Everyone,Books & Reference,"October 18, 2017",2.0.0,4.1 and up
+Touch DV,PHOTOGRAPHY,NaN,1,11M,50+,Free,0,Everyone,Photography,"July 7, 2017",10.4,4.2 and up
+Porch DV,HOUSE_AND_HOME,2.8,5,13M,"1,000+",Free,0,Everyone,House & Home,"June 2, 2018",1.0,4.1 and up
+DV 2019 - EDV Photo & Form,BOOKS_AND_REFERENCE,3.9,314,2.6M,"50,000+",Free,0,Everyone,Books & Reference,"October 24, 2016",6.0.0,4.0.3 and up
+SDV Cam,TOOLS,3.2,67,65M,"10,000+",Free,0,Everyone,Tools,"June 2, 2017",1.0.8,4.0.3 and up
+XDV,PHOTOGRAPHY,3.1,6827,8.7M,"1,000,000+",Free,0,Everyone,Photography,"April 20, 2018",1.9.5,2.3 and up
+WiFi Action Camera,SPORTS,2.4,551,903k,"100,000+",Free,0,Everyone,Sports,"March 13, 2014",1.4,4.0 and up
+DV Car Service,MAPS_AND_NAVIGATION,4.6,10,25M,100+,Free,0,Everyone,Maps & Navigation,"August 9, 2017",1.002,4.0.3 and up
+DV Lottery Photo,VIDEO_PLAYERS,2.9,23,4.0M,"5,000+",Free,0,Everyone,Video Players & Editors,"December 16, 2016",1.1,3.0 and up
+DV Lottery Photo Tool,PHOTOGRAPHY,4.0,223,1.7M,"50,000+",Free,0,Everyone,Photography,"October 28, 2017",1.06,4.2 and up
+iCam - Webcam Video Streaming,TOOLS,3.7,770,2.4M,"10,000+",Paid,$4.99,Everyone,Tools,"October 7, 2016",1.6.7,2.3 and up
+DV KING 4K,PHOTOGRAPHY,2.3,3,8.5M,100+,Free,0,Everyone,Photography,"July 17, 2018",1.0.10,4.0 and up
+Wifi Action Camera,PHOTOGRAPHY,2.9,118,26M,"50,000+",Free,0,Everyone,Photography,"July 24, 2018",1.3.5,4.0 and up
+US DV Lottery 2020 Apply,TRAVEL_AND_LOCAL,4.6,41,2.0M,"10,000+",Free,0,Everyone,Travel & Local,"January 14, 2018",1.02,4.0 and up
+DV-2019 PHOTO TOOL,FAMILY,4.3,21,2.5M,"1,000+",Free,0,Everyone,Entertainment,"January 20, 2018",5.0,4.0 and up
+DV ASSIST,FAMILY,5.0,1,18M,100+,Free,0,Everyone,Education,"August 2, 2018",1.0,4.4 and up
+4K Ultra Camera,PHOTOGRAPHY,4.2,382,2.9M,"100,000+",Free,0,Everyone,Photography,"July 30, 2018",39.272.12,2.2 and up
+DV Lottery Simulator,FAMILY,4.6,13,1.3M,"1,000+",Free,0,Everyone,Entertainment,"October 20, 2016",1.1,4.1 and up
+U.S.A DV Lottery Process,FAMILY,4.5,8,1.7M,"1,000+",Free,0,Everyone,Education,"March 12, 2017",1.0,4.1 and up
+DV Statistics,SOCIAL,4.2,6,2.7M,100+,Free,0,Everyone,Social,"October 8, 2015",1.2,4.0.3 and up
+DV 2018 Winners Guide,BOOKS_AND_REFERENCE,4.8,11,608k,"1,000+",Free,0,Everyone,Books & Reference,"July 23, 2017",1.09,4.2 and up
+MelifeCam-M,VIDEO_PLAYERS,3.5,81,22M,"10,000+",Free,0,Everyone,Video Players & Editors,"July 21, 2016",R1.3.21.3,4.1 and up
+DV-2019 UK/British,FAMILY,4.6,166,4.2M,"5,000+",Free,0,Everyone,Entertainment,"March 11, 2018",3.0,4.0 and up
+GoPlus Cam,VIDEO_PLAYERS,3.5,3484,41M,"500,000+",Free,0,Everyone,Video Players & Editors,"December 18, 2017",3.0.1,4.0.3 and up
+GoAction,VIDEO_PLAYERS,3.6,1522,65M,"100,000+",Free,0,Everyone,Video Players & Editors,"July 17, 2018",V1.5.3,4.4 and up
+DV Portfolio,TOOLS,NaN,0,16M,50+,Free,0,Everyone,Tools,"October 23, 2017",1.0,4.1 and up
+DV Youth,LIFESTYLE,5.0,5,15M,100+,Free,0,Everyone,Lifestyle,"April 25, 2016",1.2,4.0.3 and up
+DV KING,PHOTOGRAPHY,3.0,2,9.3M,100+,Free,0,Everyone,Photography,"September 19, 2017",1.0.0,2.2 and up
+DV - Digito Verificador,TOOLS,NaN,2,4.2M,500+,Free,0,Everyone,Tools,"March 2, 2017",1.0,4.0 and up
+DV Web Design Tips,PRODUCTIVITY,NaN,1,5.1M,10+,Free,0,Teen,Productivity,"October 26, 2017",1.0.0,4.1 and up
+DENVER ACTION CAM 3,PHOTOGRAPHY,2.9,66,8.9M,"10,000+",Free,0,Everyone,Photography,"November 16, 2016",1.0.2,2.2 and up
+4K VIDEO PLAYER ULTRA HD,VIDEO_PLAYERS,3.7,20,24M,"5,000+",Free,0,Everyone,Video Players & Editors,"May 1, 2017",7.0,2.3.3 and up
+US DV Lottery 2019,TRAVEL_AND_LOCAL,4.6,14,4.0M,"1,000+",Free,0,Everyone,Travel & Local,"April 12, 2018",1.0,4.0 and up
+BlueDV AMBE,COMMUNICATION,NaN,0,Varies with device,"1,000+",Free,0,Everyone,Communication,"May 23, 2018",Varies with device,Varies with device
+Hotel Insanity,GAME,4.2,3816,31M,"100,000+",Free,0,Teen,Arcade,"July 7, 2016",1.0,3.0 and up
+SportCAM,TOOLS,3.2,427,9.5M,"100,000+",Free,0,Everyone,Tools,"May 4, 2018",1.7.6,2.2 and up
+SportLook,PHOTOGRAPHY,2.5,1283,8.2M,"100,000+",Free,0,Everyone,Photography,"June 21, 2018",1.2.7,4.1 and up
+DW - Breaking World News,NEWS_AND_MAGAZINES,4.4,17671,17M,"1,000,000+",Free,0,Everyone 10+,News & Magazines,"August 6, 2018",2.3.10,4.2 and up
+"DW Learn German - A1, A2, B1 and placement test",FAMILY,4.3,902,1.8M,"100,000+",Free,0,Everyone,Education,"September 28, 2017",1.0,4.4 and up
+DW Mobile,BUSINESS,2.7,33,Varies with device,"10,000+",Free,0,Everyone,Business,"January 23, 2018",Varies with device,Varies with device
+DW Spectrum™ IPVMS Mobile,BUSINESS,4.0,44,30M,"10,000+",Free,0,Everyone,Business,"June 19, 2018",18.1.18164,4.1 and up
+DW Amharic by AudioNow Digital,NEWS_AND_MAGAZINES,4.5,322,31M,"10,000+",Free,0,Everyone,News & Magazines,"June 26, 2018",4.0.9,4.1 and up
+DW VMAX,TOOLS,3.4,843,8.5M,"100,000+",Free,0,Everyone,Tools,"May 4, 2017",3.7.1,2.2 and up
+News: DW Español,NEWS_AND_MAGAZINES,4.3,25,6.3M,"1,000+",Free,0,Everyone,News & Magazines,"April 26, 2018",1.0,4.1 and up
+DW Contacts & Phone & Dialer,COMMUNICATION,4.3,21186,10M,"1,000,000+",Free,0,Everyone,Communication,"August 4, 2018",Varies with device,Varies with device
+DW,NEWS_AND_MAGAZINES,NaN,0,4.8M,"10,000+",Free,0,Everyone 10+,News & Magazines,"July 13, 2018",1.0.5,5.0 and up
+DW Arabic By dw-arab.com,NEWS_AND_MAGAZINES,4.3,386,6.0M,"50,000+",Free,0,Everyone,News & Magazines,"October 27, 2017",3.2,4.1 and up
+DW Espanol,NEWS_AND_MAGAZINES,NaN,0,5.8M,100+,Free,0,Everyone,News & Magazines,"June 5, 2018",1.0,4.2 and up
+News :DW Bangali,NEWS_AND_MAGAZINES,NaN,1,6.3M,10+,Free,0,Everyone,News & Magazines,"July 2, 2018",1.0,4.1 and up
+Learn German: Die Bienenretter,FAMILY,4.0,25,79M,"5,000+",Free,0,Everyone,Educational;Education,"July 26, 2017",1.0.5,2.3 and up
+News: DW Hausa,NEWS_AND_MAGAZINES,4.9,9,6.3M,"1,000+",Free,0,Everyone,News & Magazines,"April 26, 2018",1.0,4.1 and up
+DW Spectrum™ IP VMS,BUSINESS,3.4,102,2.4M,"10,000+",Free,0,Everyone,Business,"April 14, 2016",2.5.0-prod,2.2 and up
+DW Audio,FAMILY,4.9,38,5.0M,"1,000+",Free,0,Everyone,Education,"June 16, 2017",0.9.0,4.1 and up
+DW Contacts widget,TOOLS,4.3,56,2.0M,"1,000+",Paid,$0.99,Everyone,Tools,"June 5, 2014",1.1.0.0,2.1 and up
+DW فارسی By dw-arab.com,NEWS_AND_MAGAZINES,4.7,11,4.4M,"1,000+",Free,0,Everyone,News & Magazines,"March 26, 2017",1.0.0,4.1 and up
+German Listening,FAMILY,4.8,18298,8.0M,"500,000+",Free,0,Everyone,Education,"July 23, 2018",2.94,2.3.3 and up
+Deaf World DW,COMMUNICATION,4.3,298,Varies with device,"10,000+",Free,0,Teen,Communication,"November 28, 2017",Varies with device,4.1 and up
+DW Event,EVENTS,4.3,9,39M,"1,000+",Free,0,Everyone,Events,"May 29, 2018",2.32.2,4.1 and up
+DW Witness,BUSINESS,4.0,6,3.5M,500+,Free,0,Everyone,Business,"May 14, 2018",1.1.2,5.0 and up
+Fahrschule DW,FAMILY,NaN,5,3.9M,"1,000+",Free,0,Everyone,Education,"April 19, 2016",1.2,2.2 and up
+Downvids Helper - One touch DW,VIDEO_PLAYERS,3.5,197,9.8M,"10,000+",Free,0,Everyone,Video Players & Editors,"February 5, 2017",1.0,4.0.3 and up
+DW Tech Tools,BUSINESS,NaN,1,5.9M,100+,Free,0,Everyone,Business,"July 24, 2018",26.1,4.1 and up
+DW Security,BUSINESS,5.0,6,15M,100+,Free,0,Everyone,Business,"July 25, 2018",69.1,4.1 and up
+News: RFI Hausa,NEWS_AND_MAGAZINES,4.7,10,6.3M,"1,000+",Free,0,Everyone,News & Magazines,"April 28, 2018",1.0,4.1 and up
+ZAK DW,BUSINESS,NaN,0,3.0M,10+,Free,0,Teen,Business,"November 13, 2015",1.0,4.1 and up
+DW Contacts Wear,TOOLS,4.2,37,2.2M,"5,000+",Free,0,Everyone,Tools,"March 9, 2015",0.0.0.2,4.0 and up
+Hausa Radio,NEWS_AND_MAGAZINES,4.4,3375,4.2M,"100,000+",Free,0,Everyone,News & Magazines,"July 31, 2018",4.1,4.1 and up
+Digi Dex for DW Next Order @PS4,TOOLS,4.2,155,16M,"10,000+",Free,0,Everyone,Tools,"February 24, 2018",1.3,5.0 and up
+DW Timer,TOOLS,5.0,9,1.5M,100+,Free,0,Everyone,Tools,"April 5, 2017",1.0,1.6 and up
+DW Streaming,SOCIAL,NaN,0,Varies with device,"1,000+",Free,0,Everyone,Social,"May 27, 2017",Varies with device,Varies with device
+RETRO Shocked DW-6000,PERSONALIZATION,5.0,13,500k,100+,Paid,$1.49,Everyone,Personalization,"April 4, 2017",1.2,2.3 and up
+VMAX IP Plus Mobile Client,BUSINESS,2.0,9,3.4M,"1,000+",Free,0,Everyone,Business,"June 9, 2017",1.1.12,2.3 and up
+Rose Gold DW Watch Theme,PERSONALIZATION,NaN,1,3.3M,100+,Free,0,Everyone,Personalization,"July 25, 2018",1.1.1,4.0 and up
+DW Maps,TRAVEL_AND_LOCAL,3.7,35,13M,"10,000+",Free,0,Everyone,Travel & Local,"June 6, 2017",1.9,2.3.3 and up
+DW Uninstall Applications,TOOLS,NaN,0,2.5M,10+,Free,0,Everyone,Tools,"February 5, 2017",1.0,2.3 and up
+Bodyworks DW,HEALTH_AND_FITNESS,NaN,0,10M,10+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+DW Cleaner,TOOLS,NaN,7,3.0M,500+,Free,0,Everyone,Tools,"August 5, 2018",1.7,4.0 and up
+DW Missed call cleaner patch,TOOLS,3.9,65,54k,"5,000+",Free,0,Everyone,Tools,"November 27, 2014",1.4,2.0 and up
+Swahili Radio,NEWS_AND_MAGAZINES,4.5,171,4.8M,"10,000+",Free,0,Everyone,News & Magazines,"May 30, 2018",3.0,4.0 and up
+Black Classic DW Watch Theme,PERSONALIZATION,NaN,1,2.9M,100+,Free,0,Everyone,Personalization,"July 25, 2018",1.1.1,4.0 and up
+White Classic Petite Watch Theme for DW,LIFESTYLE,NaN,2,3.0M,500+,Free,0,Everyone,Lifestyle,"July 24, 2018",1.1.1,4.0 and up
+D.W Bien Être,HEALTH_AND_FITNESS,NaN,0,40M,10+,Free,0,Everyone,Health & Fitness,"April 6, 2016",1.0,2.3 and up
+DX,SHOPPING,3.1,6697,11M,"500,000+",Free,0,Everyone,Shopping,"February 1, 2018",4.2.1,4.0 and up
+Direct Express®,FINANCE,4.5,6156,6.6M,"500,000+",Free,0,Everyone,Finance,"May 9, 2017",1.0.10,4.0 and up
+Retro City Rampage DX,GAME,4.7,416,16M,"10,000+",Paid,$2.99,Teen,Action,"January 12, 2017",1.0.5,4.0 and up
+KeePass DX,TOOLS,NaN,0,Varies with device,"5,000+",Free,0,Everyone,Tools,"August 2, 2018",Varies with device,Varies with device
+PORTABLE SOCCER DX,SPORTS,4.4,552,1.6M,"5,000+",Paid,$1.00,Everyone,Sports,"June 19, 2018",3.4,2.2 and up
+Across Age DX,FAMILY,3.8,5964,48M,"500,000+",Free,0,Teen,Role Playing,"January 9, 2015",1.1.0,2.2 and up
+ZOOKEEPER DX TouchEdition,FAMILY,4.2,3195,4.6M,"100,000+",Paid,$0.99,Everyone,Puzzle,"November 26, 2015",1.2.7,2.1 and up
+Ham DX Cluster & Spots Finder,COMMUNICATION,4.5,115,2.8M,"5,000+",Free,0,Everyone,Communication,"July 15, 2016",1.4.4,4.1 and up
+KeePass DX Pro,TOOLS,NaN,0,Varies with device,100+,Paid,$5.99,Everyone,Tools,"August 2, 2018",Varies with device,Varies with device
+DX Alerts,LIFESTYLE,4.5,22,23M,"1,000+",Free,0,Everyone,Lifestyle,"July 19, 2016",2.0,4.0.3 and up
+Piczle Lines DX,FAMILY,4.6,281,26M,"5,000+",Free,0,Everyone,Puzzle,"April 15, 2018",1.4.6,4.0 and up
+PORTABLE SOCCER DX Lite,SPORTS,4.2,15068,2.5M,"1,000,000+",Free,0,Everyone,Sports,"June 19, 2018",3.4,2.3 and up
+DX Spots Free,TOOLS,4.5,46,24M,"1,000+",Free,0,Everyone,Tools,"May 18, 2018",2.0.402,4.1 and up
+3DAnimeGirl DX DreamPortrait KAWAII Girl DressUp,FAMILY,4.2,449,56M,"10,000+",Free,0,Teen,Casual,"February 16, 2018",1.5,4.0 and up
+Bubble Shooter DX,FAMILY,4.2,636,4.0M,"100,000+",Free,0,Everyone,Casual,"June 21, 2018",1.21,4.0.3 and up
+DX Alert,TOOLS,4.1,27,2.5M,"1,000+",Free,0,Everyone,Tools,"April 28, 2016",1.131,3.2 and up
+Age of Procreation DX,FAMILY,4.3,1894,40M,"100,000+",Free,0,Mature 17+,Simulation,"April 22, 2016",1.441,2.3 and up
+Chronolink DX,FAMILY,5.0,7,73M,10+,Paid,$0.99,Everyone,Puzzle,"July 6, 2017",1.2,4.1 and up
+DX Simulation for OOO Dx Belt,FAMILY,4.6,67,31M,"10,000+",Free,0,Everyone,Simulation,"August 4, 2018",1.7,4.1 and up
+Differential Dx Free,MEDICAL,4.0,238,Varies with device,"50,000+",Free,0,Everyone 10+,Medical,"January 7, 2018",Varies with device,Varies with device
+Tricky Bike Stunt Rider DX,FAMILY,4.4,16,45M,500+,Free,0,Everyone,Simulation;Education,"July 29, 2018",1.1.1,4.0 and up
+DX Gashacon Sword for Ex-Aid Henshin,FAMILY,NaN,17,42M,"1,000+",Free,0,Everyone,Simulation,"July 14, 2018",1.0,4.1 and up
+DX Simulation Belt for Build henshin,FAMILY,4.5,182,39M,"10,000+",Free,0,Everyone,Simulation,"July 11, 2018",2.0,4.1 and up
+Active Soccer 2 DX,SPORTS,3.6,28,48M,500+,Paid,$2.99,Everyone,Sports,"March 28, 2017",1.0.3,1.5 and up
+DX Simulation for Kabuto Henshin Belt 2018,FAMILY,4.6,14,7.2M,"5,000+",Free,0,Everyone,Simulation,"August 6, 2018",1.5,4.0.3 and up
+DX Simulation for Decade Henshin Belt 2018,FAMILY,NaN,23,10M,"5,000+",Free,0,Everyone,Simulation,"August 6, 2018",1.6,4.0 and up
+Elemental Galaxy Dx - Match3,FAMILY,4.0,127,14M,"10,000+",Free,0,Everyone,Puzzle,"March 11, 2014",1.0.9,2.2 and up
+DX Simulation for Double Dx Henshin Belt 2018,FAMILY,4.6,33,11M,"5,000+",Free,0,Everyone,Simulation,"August 6, 2018",1.5,4.0.3 and up
+Mircules DX Cluster Lite,COMMUNICATION,4.5,51,21M,"5,000+",Free,0,Everyone,Communication,"May 10, 2016",3.0,4.1 and up
+DX Simulation Belt for Decade henshin,FAMILY,4.5,64,32M,"5,000+",Free,0,Everyone,Simulation,"July 27, 2018",3.0,4.1 and up
+Chronolink DX Lite,FAMILY,NaN,2,47M,10+,Free,0,Everyone,Puzzle,"October 9, 2017",1,4.1 and up
+Shoot! DX - lights for FREE,GAME,NaN,4,Varies with device,100+,Free,0,Everyone,Action,"June 23, 2018",Varies with device,Varies with device
+Bubble Shooter DX AdFree,FAMILY,NaN,1,2.1M,50+,Paid,$2.99,Everyone,Casual,"May 31, 2016",1.02,2.3 and up
+Human Dx,MEDICAL,4.8,6,16M,500+,Free,0,Everyone,Medical,"August 4, 2018",Human Dx,6.0 and up
+Santa's Monster Shootout DX,GAME,5.0,4,33M,50+,Paid,$1.99,Teen,Action,"August 15, 2013",1.05,2.2 and up
+DX Glow - Clock Widget,PERSONALIZATION,4.4,5,3.4M,50+,Paid,$0.99,Everyone,Personalization,"March 20, 2015",2.0,3.0 and up
+iCluster - The DX-Cluster database,COMMUNICATION,NaN,0,17M,10+,Paid,$0.99,Everyone,Communication,"July 26, 2018",1.7,6.0 and up
+MBU DX Cluster,TOOLS,4.0,5,1.6M,500+,Free,0,Everyone,Tools,"June 16, 2015",0.0.1,2.3.3 and up
+Dress Up RagazzA13 DX,FAMILY,3.5,13,42M,100+,Paid,$0.99,Everyone,Simulation,"September 16, 2016",1.0.5,4.0.3 and up
+Cloud DX Connected Health,HEALTH_AND_FITNESS,5.0,6,11M,100+,Free,0,Everyone,Health & Fitness,"July 19, 2017",1.7.10713 (281),4.4 and up
+DX Simulation for X-aid Dx Belt,FAMILY,4.0,35,48M,"5,000+",Free,0,Everyone,Simulation,"August 4, 2018",1.6,4.1 and up
+Unstoppaball DX,FAMILY,4.2,5,40M,50+,Paid,$1.49,Everyone,Puzzle,"May 20, 2014",1.7,2.0.1 and up
+Differential Dx,MEDICAL,4.0,8,Varies with device,500+,Paid,$3.99,Everyone,Medical,"January 19, 2018",Varies with device,Varies with device
+Sokoban Land DX,FAMILY,3.9,46,20M,"10,000+",Paid,$2.99,Everyone,Puzzle,"January 29, 2018",1.0.6,2.3 and up
+Multiple Sclerosis Dx & Mgmt.,MEDICAL,4.5,131,60M,"10,000+",Free,0,Everyone,Medical,"September 25, 2017",5.0,4.4 and up
+Dx Ludo,FAMILY,3.6,215,2.6M,"50,000+",Free,0,Everyone,Puzzle,"April 18, 2011",1.0,2.1 and up
+My Dy Dice - 3D Dice Roller,LIFESTYLE,4.2,9,22M,100+,Free,0,Everyone,Lifestyle,"September 20, 2016",1.01,4.1 and up
+Dy So Exam,FAMILY,3.0,6,3.2M,"1,000+",Free,0,Everyone,Education,"July 3, 2017",1.0,2.3 and up
+edp re:dy,TOOLS,3.0,172,Varies with device,"10,000+",Free,0,Everyone,Tools,"June 20, 2018",Varies with device,Varies with device
+Dr. D. Y. Patil Vidyapeeth GBS,FAMILY,4.0,3,5.3M,100+,Free,0,Everyone,Education,"February 14, 2017",1.0.1702140017,4.1 and up
+edp re:dy smarthome,TOOLS,3.4,30,22M,"5,000+",Free,0,Everyone,Tools,"June 7, 2017",1.2.2,4.1 and up
+KPS CHAUHAN DY/DX,FAMILY,4.9,37,10M,100+,Free,0,Everyone,Education,"July 28, 2018",1.0.32.1,4.1 and up
+DY Fitness,HEALTH_AND_FITNESS,NaN,0,43M,10+,Free,0,Everyone,Health & Fitness,"August 6, 2018",4.4.1,4.1 and up
+dy n fly,LIFESTYLE,NaN,1,4.8M,50+,Free,0,Everyone,Lifestyle,"March 5, 2018",1.0.3,4.0 and up
+Cnady Selfie : You Can Dy Snap Camera,PERSONALIZATION,NaN,8,20M,"1,000+",Free,0,Everyone,Personalization,"January 6, 2018",2.6,4.1 and up
+junainfo.dy.fi,TRAVEL_AND_LOCAL,NaN,8,1.9M,100+,Free,0,Everyone,Travel & Local,"October 21, 2015",0.0.9,4.0 and up
+DY TECHNICAL GYAN,BUSINESS,4.0,2,3.3M,10+,Free,0,Everyone,Business,"January 17, 2018",1.1.0,4.0 and up
+JONACK (D Story Teller),FAMILY,4.4,152,1.2M,"10,000+",Free,0,Everyone,Entertainment,"November 28, 2015",1.0,2.2 and up
+American Sniper City Fight Shooting Assassin,GAME,4.1,395,54M,"50,000+",Free,0,Teen,Action,"November 24, 2017",1.4,2.3 and up
+Guardians of Ancora,FAMILY,4.4,969,26M,"50,000+",Free,0,Everyone,Educational;Action & Adventure,"July 20, 2018",2.9.1,2.3.3 and up
+Train Sim Pro,FAMILY,4.0,1763,Varies with device,"10,000+",Paid,$1.49,Everyone,Simulation;Pretend Play,"June 25, 2018",3.9.9,4.1 and up
+Displaying You VR,PHOTOGRAPHY,NaN,1,67M,50+,Free,0,Everyone,Photography,"October 19, 2016",3.0.6.2,4.0 and up
+Cute Dolphin Keyboard,PERSONALIZATION,4.5,237,6.4M,"10,000+",Free,0,Everyone,Personalization,"July 30, 2018",1.279.13.93,4.0.3 and up
+Truck Transport Raw Material,FAMILY,4.2,632,50M,"100,000+",Free,0,Everyone,Simulation,"July 20, 2018",1.4,4.1 and up
+Hidden Camera Detector,TOOLS,3.9,167,2.5M,"10,000+",Free,0,Everyone,Tools,"November 8, 2017",1.0,4.0.3 and up
+DYPhyzio-Physiology Forum,FAMILY,NaN,4,1.3M,100+,Free,0,Everyone,Education,"August 22, 2017",1.1,4.1 and up
+Street Skater 3D,GAME,3.6,120852,21M,"10,000,000+",Free,0,Teen,Action,"October 24, 2017",1.1,4.0.3 and up
+DYPSOET,FAMILY,5.0,8,7.4M,50+,Free,0,Everyone,Education,"August 7, 2018",1.0.2,4.1 and up
+Triceratops - Dino Robot,FAMILY,4.4,3032,30M,"1,000,000+",Free,0,Everyone,Casual,"December 18, 2017",1.2.3,4.0 and up
+Differential Equations Steps,FAMILY,3.6,1185,3.9M,"100,000+",Free,0,Everyone,Education,"April 11, 2017",5.3.0,4.0.3 and up
+Dz Dinars Numbers to letters,PRODUCTIVITY,4.7,2807,9.8M,"100,000+",Free,0,Everyone,Productivity,"December 15, 2016",0.74 11.12.2016,4.0.3 and up
+dz NEWS Algerie,NEWS_AND_MAGAZINES,4.2,2318,4.5M,"100,000+",Free,0,Everyone,News & Magazines,"December 13, 2014",2.3,2.3 and up
+Siyaha Dz,TRAVEL_AND_LOCAL,4.5,289,9.8M,"10,000+",Free,0,Everyone,Travel & Local,"March 13, 2018",2.6.3,4.2 and up
+CCP DZ : Fill out a check | Number in letters DZD,FINANCE,4.7,642,3.2M,"10,000+",Free,0,Everyone,Finance,"April 27, 2018",2018-04-27,4.0 and up
+DZ Puzzle,FAMILY,NaN,14,47M,10+,Paid,$0.99,Everyone,Puzzle,"April 22, 2017",1.2,2.3 and up
+DZ Mobile Market,SHOPPING,NaN,59,6.0M,"10,000+",Free,0,Everyone,Shopping,"February 1, 2018",1.0.3-DzMobile,4.0.3 and up
+3G DZ Configuration,COMMUNICATION,4.3,488,2.5M,"50,000+",Free,0,Everyone,Communication,"November 19, 2015",6.2.3,3.0 and up
+3G/4G Config Dz,TOOLS,4.2,2058,2.3M,"100,000+",Free,0,Everyone,Tools,"May 15, 2017",3.0.2,4.0 and up
+Drugs Dz - Algeria,MEDICAL,4.4,187,Varies with device,"10,000+",Free,0,Everyone,Medical,"July 29, 2017",0.0.7,Varies with device
+amm dz,FINANCE,NaN,0,14M,1+,Paid,$5.99,Everyone,Finance,"July 8, 2018",1.0,4.2 and up
+IRIS : Customer Service - DZ Algeria,TRAVEL_AND_LOCAL,4.7,57,7.0M,"1,000+",Free,0,Everyone,Travel & Local,"March 10, 2018",2018-03,4.0 and up
+Numbers Into Words,PRODUCTIVITY,4.4,457,562k,"50,000+",Free,0,Everyone,Productivity,"May 6, 2014",1.2,2.1 and up
+Dz kayas,FINANCE,NaN,0,14M,1+,Paid,$28.99,Everyone,Finance,"July 12, 2018",1.0,4.2 and up
+Météo Algérie DZ,WEATHER,4.1,1238,4.7M,"100,000+",Free,0,Everyone,Weather,"December 17, 2014",1.1.6,2.3 and up
+DZ Popup Video Player,VIDEO_PLAYERS,4.5,83,4.5M,"5,000+",Free,0,Everyone,Video Players & Editors,"May 16, 2018",4.6,4.1 and up
+DZ PROMOS - Promotions & Sale Alerts in Algeria,SHOPPING,4.1,331,10M,"50,000+",Free,0,Everyone,Shopping,"August 10, 2017",2.51,4.0.3 and up
+JNews DZ - Algerian Newspapers,NEWS_AND_MAGAZINES,4.0,146,3.0M,"10,000+",Free,0,Everyone,News & Magazines,"July 16, 2016",2.4,2.3 and up
+DZ-JOKER,GAME,NaN,6,18M,100+,Free,0,Everyone,Arcade,"May 4, 2017",1.0,2.3 and up
+Super ball DZ,GAME,NaN,24,32M,"1,000+",Free,0,Teen,Action,"September 21, 2017",1.0.4,4.1 and up
+Ouedkniss,SHOPPING,4.3,10355,847k,"1,000,000+",Free,0,Teen,Shopping,"June 19, 2018",1.5.1,4.0 and up
+Files To SD Card Pro,TOOLS,4.2,994,2.8M,"100,000+",Free,0,Everyone,Tools,"May 18, 2018",6.0.0,5.0 and up
+News Dz,SOCIAL,NaN,3,9.9M,10+,Free,0,Everyone,Social,"July 19, 2017",1.0,4.0 and up
+My Ooredoo Algeria,TOOLS,4.2,3606,17M,"100,000+",Free,0,Everyone,Tools,"June 24, 2018",1.22.1,4.4 and up
+Currency Exchange DZ,FINANCE,NaN,4,2.5M,"1,000+",Free,0,Everyone,Finance,"November 10, 2016",1.0,2.3 and up
+PHARMAGUIDE (DZ),HEALTH_AND_FITNESS,4.1,131,3.4M,"5,000+",Free,0,Everyone,Health & Fitness,"April 1, 2016",1.06,1.6 and up
+لعبة تقدر تربح DZ,FAMILY,4.2,238,6.8M,"10,000+",Free,0,Everyone,Education,"November 18, 2016",6.0.0.0,4.1 and up
+DEM DZ,HEALTH_AND_FITNESS,NaN,2,957k,100+,Free,0,Teen,Health & Fitness,"November 13, 2017",1.0,2.3.3 and up
+chat dz,COMMUNICATION,5.0,8,29M,100+,Free,0,Teen,Communication,"March 14, 2018",1.0,4.1 and up
+Devise Dz,FINANCE,4.0,26,3.6M,"1,000+",Free,0,Everyone,Finance,"May 29, 2017",1.0.0,4.0 and up
+BAC DZ Questionnaire,FAMILY,4.0,38,Varies with device,"5,000+",Free,0,Everyone,Education,"May 25, 2018",Varies with device,Varies with device
+Ludo Dz,GAME,4.5,17,28M,500+,Free,0,Everyone,Board,"August 27, 2017",1.0,4.1 and up
+ONEC DZ,FAMILY,NaN,40,3.1M,"1,000+",Free,0,Everyone,Education,"June 13, 2018",4.0,4.0.3 and up
+Agent HQ for The Division,FAMILY,4.1,1060,2.5M,"100,000+",Free,0,Everyone,Entertainment,"February 17, 2018",0.35,4.0.3 and up
+DZ Urgences,FAMILY,NaN,16,1.6M,500+,Free,0,Everyone,Education,"December 21, 2016",2.0,4.0 and up
+infirmiers,MEDICAL,4.7,125,23M,"10,000+",Free,0,Everyone,Medical,"June 7, 2018",12,4.0.3 and up
+DZ sim,TOOLS,4.4,417,15M,"10,000+",Free,0,Everyone,Tools,"April 26, 2018",3.0,4.2 and up
+Tuberculose Dz,MEDICAL,4.9,26,6.1M,"1,000+",Free,0,Everyone,Medical,"November 6, 2016",1.0.7,4.1 and up
+DZ Fly Algérie Horaire Vols,TRAVEL_AND_LOCAL,3.6,114,10M,"10,000+",Free,0,Everyone,Travel & Local,"October 31, 2016",2.0,4.0 and up
+3G to 4G Converter - Simulator,TOOLS,4.2,268,2.4M,"10,000+",Free,0,Everyone,Tools,"February 21, 2018",3.0.0,4.1 and up
+dekoreko-dz,SHOPPING,NaN,16,4.6M,500+,Free,0,Everyone,Shopping,"March 3, 2018",1.0.0,4.0.3 and up
+ChangeDA - Cours du DZD sur le marché parallèle,FINANCE,4.4,188,3.3M,"10,000+",Free,0,Everyone,Finance,"July 28, 2018",2.5,4.2 and up
+dz press,NEWS_AND_MAGAZINES,NaN,30,10M,"1,000+",Free,0,Everyone,News & Magazines,"July 30, 2015",1.8,4.0 and up
+Tunisian Dinar: Exchange rate,FINANCE,4.5,625,3.8M,"10,000+",Free,0,Everyone,Finance,"March 30, 2018",2.10,4.0 and up
+love sms good morning,COMMUNICATION,4.2,10,3.1M,"5,000+",Free,0,Everyone,Communication,"April 28, 2016",1.0,2.3 and up
+Dz Camera,TOOLS,NaN,1,33M,10+,Free,0,Everyone,Tools,"November 19, 2017",1.0,4.3 and up
+quran-DZ,SOCIAL,NaN,0,6.2M,10+,Free,0,Teen,Social,"June 13, 2018",1.1,4.2 and up
+DZ Blagues,FAMILY,4.2,580,2.1M,"10,000+",Free,0,Everyone,Entertainment,"December 19, 2012",1.3,2.1 and up
+DZ Register,PRODUCTIVITY,NaN,0,18M,1+,Free,0,Everyone,Productivity,"July 31, 2018",1.0.6,4.1 and up
+EA SPORTS UFC®,SPORTS,4.5,2371338,37M,"50,000,000+",Free,0,Teen,Sports,"July 24, 2017",1.9.3097721,2.3.3 and up
+NBA LIVE Mobile Basketball,SPORTS,4.4,1690802,58M,"50,000,000+",Free,0,Everyone,Sports,"May 21, 2018",2.3.1,4.0 and up
+Need for Speed™ No Limits,GAME,4.4,3344300,22M,"50,000,000+",Free,0,Everyone 10+,Racing,"July 24, 2018",2.12.1,4.1 and up
+Real Racing 3,FAMILY,4.5,354454,71M,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"July 2, 2018",6.4.0,4.1 and up
+Madden NFL Football,FAMILY,4.5,1455952,Varies with device,"10,000,000+",Free,0,Everyone,Sports;Action & Adventure,"May 15, 2018",4.3.6,4.0 and up
+EA SPORTS™ FIFA 18 Companion,SPORTS,3.9,282727,63M,"10,000,000+",Free,0,Everyone,Sports,"December 7, 2017",18.0.5.172734,4.4 and up
+The Simpsons™: Tapped Out,FAMILY,4.3,636995,49M,"10,000,000+",Free,0,Teen,Casual,"July 31, 2018",4.34.0,4.0.3 and up
+Plants vs. Zombies™ 2,FAMILY,4.4,567632,15M,"10,000,000+",Free,0,Everyone 10+,Casual,"June 12, 2018",6.8.1,4.1 and up
+Command & Conquer: Rivals,FAMILY,NaN,0,Varies with device,0,NaN,0,Everyone 10+,Strategy,"June 28, 2018",Varies with device,Varies with device
+Star Wars™: Galaxy of Heroes,FAMILY,4.5,1461698,67M,"10,000,000+",Free,0,Everyone 10+,Role Playing,"May 21, 2018",0.12.334385,4.1 and up
+Dungeon Keeper,FAMILY,4.0,69574,45M,"500,000+",Free,0,Everyone 10+,Strategy,"May 24, 2018",1.8.91,4.1 and up
+Lost Journey (Dreamsky),GAME,4.5,32344,29M,"1,000,000+",Paid,$0.99,Everyone,Adventure,"October 21, 2016",1.3.12,3.0 and up
+TETRIS,FAMILY,4.0,199808,57M,"10,000,000+",Free,0,Everyone,Puzzle,"June 14, 2018",3.0.10,3.0 and up
+Bejeweled Classic,FAMILY,4.4,203101,Varies with device,"5,000,000+",Free,0,Everyone,Casual,"May 31, 2018",Varies with device,4.1 and up
+NBA JAM by EA SPORTS™,FAMILY,4.3,56444,43M,"500,000+",Paid,$4.99,Everyone,Sports;Action & Adventure,"February 8, 2017",04.00.40,2.3 and up
+EA Plus,TRAVEL_AND_LOCAL,2.5,12,12M,"1,000+",Free,0,Everyone,Travel & Local,"November 3, 2017",1.4,4.0.3 and up
+TETRIS Blitz,FAMILY,4.4,201631,96M,"5,000,000+",Free,0,Everyone,Puzzle,"June 1, 2018",4.4.4,4.1 and up
+POGO Games,FAMILY,3.8,32600,26M,"1,000,000+",Free,0,Everyone,Casual,"February 22, 2017",1.4.10,4.1 and up
+SW Battlefront Companion,FAMILY,4.4,93870,79M,"1,000,000+",Free,0,Everyone,Strategy,"February 3, 2016",1.0.6,4.0 and up
+Bejeweled Blitz,FAMILY,4.2,222664,98M,"10,000,000+",Free,0,Everyone,Puzzle,"August 1, 2018",2.6.0.125,4.0.3 and up
+Peggle Blast,GAME,4.1,166251,19M,"5,000,000+",Free,0,Everyone,Card,"December 11, 2017",2.16.0,4.0.3 and up
+Heroes of Dragon Age,GAME,4.2,70389,28M,"1,000,000+",Free,0,Teen,Action,"May 9, 2018",5.3.1,2.3.3 and up
+SCRABBLE,GAME,3.9,172281,50M,"5,000,000+",Free,0,Everyone,Word,"August 1, 2018",5.27.0.729,4.1 and up
+Asphalt Xtreme: Rally Racing,GAME,4.5,567984,39M,"10,000,000+",Free,0,Everyone,Racing,"July 16, 2018",1.7.3b,4.0.3 and up
+FIFA 16 Soccer,SPORTS,4.1,820577,30M,"10,000,000+",Free,0,Everyone,Sports,"January 25, 2017",3.3.118003,4.4 and up
+League of Stickman 2018- Ninja Arena PVP(Dreamsky),GAME,4.4,32496,99M,"1,000,000+",Paid,$0.99,Teen,Action,"July 3, 2018",5.3.3,2.3 and up
+Modern Combat 5: eSports FPS,GAME,4.3,2903386,58M,"100,000,000+",Free,0,Mature 17+,Action,"July 24, 2018",3.2.1c,4.0 and up
+Bejeweled Stars: Free Match 3,FAMILY,4.5,85484,Varies with device,"1,000,000+",Free,0,Everyone,Puzzle;Brain Games,"August 2, 2018",2.17.1,4.1 and up
+Mass Effect: Andromeda APEX HQ,GAME,3.4,4490,92M,"100,000+",Free,0,Everyone 10+,Action,"September 21, 2017",1.18.1,4.1 and up
+Mirror’s Edge™ Companion,GAME,3.4,1995,43M,"100,000+",Free,0,Everyone,Action,"June 28, 2016",1.2.2,4.4 and up
+Stickman Legends: Shadow Wars,GAME,4.4,38419,100M,"1,000,000+",Paid,$0.99,Everyone 10+,Action,"August 3, 2018",2.3.24,4.1 and up
+MLB Perfect Inning 2018,SPORTS,4.2,42767,72M,"1,000,000+",Free,0,Everyone,Sports,"July 26, 2018",2.0.5,4.3 and up
+Gear.Club - True Racing,GAME,4.4,140658,37M,"1,000,000+",Free,0,Everyone,Racing,"August 1, 2018",1.21.2,4.3 and up
+Plants vs. Zombies™ Watch Face,FAMILY,3.5,33178,3.1M,"1,000,000+",Free,0,Everyone,Casual,"February 2, 2015",1.0.5,4.3 and up
+Real Football,SPORTS,4.1,585564,33M,"10,000,000+",Free,0,Everyone,Sports,"June 1, 2018",1.5.0,4.0.3 and up
+Typical EA Game,FAMILY,4.6,33,3.3M,100+,Free,0,Everyone,Casual,"November 18, 2017",1.0,4.0 and up
+EB Mobile,FAMILY,1.7,1172,5.6M,"10,000+",Free,0,Everyone,Education,"October 9, 2017",1.1.2,4.1 and up
+EB Events,TRAVEL_AND_LOCAL,3.3,97,16M,"10,000+",Free,0,Everyone,Travel & Local,"January 27, 2016",1.6,4.0 and up
+i am EB,PHOTOGRAPHY,5.0,1,5.4M,10+,Free,0,Teen,Photography,"February 1, 2017",1.0,4.1 and up
+EB-Link,BUSINESS,4.8,6,11M,100+,Free,0,Everyone,Business,"June 7, 2018",1.2.7,4.2 and up
+Debra Care Conference,BUSINESS,NaN,0,30M,50+,Free,0,Everyone,Business,"June 15, 2018",5.29.02,5.0 and up
+Exchange Bank - EB Mobile,FINANCE,4.6,8,31M,"1,000+",Free,0,Everyone,Finance,"May 2, 2018",18.1.79,5.0 and up
+TANGEDCO Mobile App (Official),BUSINESS,3.3,2915,3.3M,"500,000+",Free,0,Everyone,Business,"November 3, 2017",1.0.2,4.4 and up
+EB-TV,SPORTS,NaN,6,30M,"1,000+",Free,0,Everyone,Sports,"May 25, 2018",2.2.1,4.4 and up
+Free E B Garamond Cool Font,PERSONALIZATION,4.2,410,6.1M,"100,000+",Free,0,Everyone,Personalization,"April 20, 2018",33.0,4.0.3 and up
+EB Kit,BUSINESS,NaN,4,5.2M,100+,Free,0,Everyone,Business,"May 15, 2018",1.2,4.1 and up
+Epson iProjection,PRODUCTIVITY,3.5,3930,18M,"1,000,000+",Free,0,Everyone,Productivity,"March 22, 2018",3.0.0,4.0 and up
+TN e Sevai TN EB Bill Patta Citta EC Birth All Hub,SOCIAL,3.7,23,16M,"5,000+",Free,0,Everyone,Social,"April 26, 2018",1.0,4.1 and up
+EB Scanner,PRODUCTIVITY,5.0,9,25M,50+,Free,0,Everyone,Productivity,"February 11, 2018",1.7.8,4.0.3 and up
+TNEB Bill Online Payment (Tamil),SOCIAL,NaN,7,2.3M,"5,000+",Free,0,Teen,Social,"July 13, 2018",2.0,4.0.3 and up
+EB Demo for Android,FAMILY,NaN,0,13M,10+,Free,0,Teen,Entertainment,"May 17, 2017",1.0,4.1 and up
+eBay Kleinanzeigen for Germany,SHOPPING,4.6,318142,Varies with device,"10,000,000+",Free,0,Teen,Shopping,"August 3, 2018",Varies with device,Varies with device
+Mental Hospital:EB 2 Lite,GAME,4.1,5341,8.8M,"100,000+",Free,0,Teen,Action,"April 30, 2014",1.0,4.0 and up
+EB Annual Meetings,BOOKS_AND_REFERENCE,3.5,11,15M,"1,000+",Free,0,Everyone,Books & Reference,"April 13, 2018",9.4.7.6,4.0 and up
+UP EB Bill Payment & Details,SOCIAL,5.0,3,2.4M,50+,Free,0,Teen,Social,"July 11, 2018",2.0,4.0 and up
+EB-Banking (ersetzt),FINANCE,NaN,24,70M,"1,000+",Free,0,Everyone,Finance,"April 18, 2018",17.25.11,4.1 and up
+Tamilnadu EB Online Payment,FINANCE,3.7,155,3.9M,"100,000+",Free,0,Everyone,Finance,"July 30, 2018",1.0.0,4.0.3 and up
+Online Kerala EB Bill Pay,FINANCE,4.0,37,3.9M,"5,000+",Free,0,Everyone,Finance,"November 16, 2017",1.0.0,4.0.3 and up
+EB Remote Deposit,BUSINESS,NaN,0,9.0M,10+,Free,0,Everyone,Business,"May 10, 2018",5.1,4.1 and up
+EB-Chat – For my Events,EVENTS,NaN,2,21M,10+,Free,0,Teen,Events,"November 16, 2017",1.4,3.0 and up
+বাংলাflix,FAMILY,4.2,1111,7.3M,"100,000+",Free,0,Everyone,Entertainment,"June 5, 2018",3.6.1,4.1 and up
+EB Experience,LIFESTYLE,NaN,0,1.8M,1+,Free,0,Everyone,Lifestyle,"October 19, 2017",1.0,4.0.3 and up
+TNEB Quick Pay Easy,FINANCE,4.5,28,1.4M,"10,000+",Free,0,Teen,Finance,"January 29, 2018",1,3.0 and up
+TNEB,BUSINESS,3.8,1777,948k,"100,000+",Free,0,Everyone,Business,"May 18, 2014",1.0,2.2 and up
+TNEB Bill Checker / TNEB Bill Status,FINANCE,2.5,2,5.0M,"1,000+",Free,0,Everyone,Finance,"March 3, 2018",2.0,4.0.3 and up
+Skin Disease,BEAUTY,4.0,1,2.2M,100+,Free,0,Everyone,Beauty,"August 30, 2017",1.0,2.2 and up
+Schlaumeier,BOOKS_AND_REFERENCE,NaN,0,688k,5+,Paid,$0.99,Everyone,Books & Reference,"June 17, 2015",0.1,2.3 and up
+Bihar Land Records - RoR and EB Quick Pay,TOOLS,4.0,8,2.2M,"1,000+",Free,0,Everyone,Tools,"August 7, 2018",1.0.1,5.0 and up
+TNEB Reading,TOOLS,4.1,28,2.5M,"10,000+",Free,0,Everyone,Tools,"October 19, 2017",1.3,4.1 and up
+Eb & flow Yoga Studio,HEALTH_AND_FITNESS,NaN,0,7.3M,10+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+Audiowalk EB,TRAVEL_AND_LOCAL,NaN,0,90M,10+,Free,0,Everyone,Travel & Local,"June 30, 2018",1.0.1,4.2 and up
+RPG ブレイジング ソウルズ アクセレイト,FAMILY,3.4,159,3.1M,"1,000+",Paid,$10.99,Teen,Role Playing,"April 26, 2018",2.12,2.3 and up
+Tamilnadu Electricity Info,TOOLS,3.6,216,811k,"10,000+",Free,0,Everyone,Tools,"November 9, 2014",2.0,1.0 and up
+Punjab Online - Land Records • EB Bill Pay • RC/DL,TOOLS,3.4,16,4.0M,"5,000+",Free,0,Everyone,Tools,"August 7, 2018",1.0,5.0 and up
+"energyly (TNEB,BESCOM,MH,DL..)",TOOLS,3.9,627,4.1M,"10,000+",Free,0,Everyone,Tools,"February 21, 2017",6.0,4.0 and up
+Paraglider Dashboard,SPORTS,4.6,549,2.8M,"50,000+",Free,0,Everyone,Sports,"March 3, 2018",2.1.4,4.0 and up
+Goodbox - Mega App,COMMUNICATION,4.3,3429,Varies with device,"100,000+",Free,0,Everyone,Communication,"March 8, 2018",1.10.279.2,4.2 and up
+Exército Brasileiro,PRODUCTIVITY,4.7,1730,16M,"100,000+",Free,0,Everyone,Productivity,"February 1, 2018",1.5,4.1 and up
+EB Cash Collections,BUSINESS,5.0,1,4.3M,5+,Free,0,Everyone,Business,"July 31, 2018",1.10,4.4 and up
+TN Electricity (TNEB),LIFESTYLE,3.9,73,3.8M,"10,000+",Free,0,Everyone,Lifestyle,"December 21, 2016",8.0,2.3 and up
+Electrician Calculator Pro,TOOLS,3.9,47,270k,"1,000+",Paid,$14.99,Everyone,Tools,"June 3, 2014",3.1,1.6 and up
+"Call Blocker - Blacklist, SMS Blocker",COMMUNICATION,4.2,30350,3.7M,"1,000,000+",Free,0,Everyone,Communication,"January 16, 2018",10.0.0,4.1 and up
+英漢字典 EC Dictionary,FAMILY,4.3,55408,Varies with device,"1,000,000+",Free,0,Everyone,Education,"January 8, 2018",Varies with device,Varies with device
+EC - AP & Telangana,BOOKS_AND_REFERENCE,3.5,10,3.0M,"5,000+",Free,0,Everyone,Books & Reference,"November 10, 2017",1.0,4.0.3 and up
+TN EC Online New,SOCIAL,NaN,7,2.3M,"1,000+",Free,0,Teen,Social,"July 21, 2018",2.1,4.0 and up
+"TN Patta, Chitta, EC",TOOLS,4.1,633,3.8M,"100,000+",Free,0,Everyone,Tools,"October 21, 2016",6.7,2.3 and up
+TN Patta Chitta EC Info,TOOLS,4.2,1611,2.7M,"100,000+",Free,0,Everyone,Tools,"August 6, 2018",5.0,4.4 and up
+EC music dictionary,TOOLS,4.4,20,2.2M,500+,Paid,$1.99,Everyone,Tools,"December 29, 2014",2.1,3.0 and up
+EC Security,LIFESTYLE,4.5,13,28M,"1,000+",Free,0,Everyone,Lifestyle,"May 9, 2017",1.17.0.0,2.3.3 and up
+TN Patta Citta & EC,BOOKS_AND_REFERENCE,3.8,48,1.5M,"10,000+",Free,0,Everyone,Books & Reference,"March 27, 2018",1.0,3.0 and up
+EC - Encumbrance Search - telangana state,BUSINESS,3.4,45,5.5M,"10,000+",Free,0,Everyone,Business,"June 18, 2017",1.0,2.3 and up
+Ec Solutions Mobile,BUSINESS,NaN,0,4.0M,10+,Free,0,Everyone,Business,"November 20, 2016",1.02,4.1 and up
+Encumbrance Certificate - (Obsolete),BUSINESS,3.9,184,48k,"50,000+",Free,0,Everyone,Business,"August 12, 2014",1.1,2.3 and up
+"My Handbook : EE, EC, EI, E&T, EEE, EECS",FAMILY,4.5,3776,7.7M,"100,000+",Free,0,Everyone,Education,"July 24, 2017",8.07.021,4.0 and up
+ec-Work,PRODUCTIVITY,NaN,3,26M,100+,Free,0,Everyone,Productivity,"July 9, 2018",1.12,5.0 and up
+ec.tv,LIFESTYLE,NaN,0,8.6M,50+,Free,0,Everyone,Lifestyle,"November 11, 2016",1.0,4.1 and up
+EC-HRV test,SPORTS,3.0,9,4.3M,"1,000+",Free,0,Everyone,Sports,"July 26, 2018",3.9.13,4.4 and up
+EC MANAGER,VIDEO_PLAYERS,NaN,2,17M,100+,Free,0,Everyone,Video Players & Editors,"June 13, 2018",8.3.13.6,4.1 and up
+Barry EC,TOOLS,4.1,14,3.8M,"1,000+",Free,0,Everyone,Tools,"December 18, 2017",1.278.0037,2.3.3 and up
+New Holland Agriculture T5 EC,PRODUCTIVITY,4.6,12,15M,"1,000+",Free,0,Everyone,Productivity,"February 24, 2017",1.2,4.0.3 and up
+tv-ec,FAMILY,NaN,1,3.4M,50+,Free,0,Everyone,Entertainment,"April 7, 2018",8.1,4.0.3 and up
+EC Taximeter,PRODUCTIVITY,3.9,162,5.0M,"10,000+",Free,0,Everyone,Productivity,"May 14, 2018",3.0.21,4.0 and up
+Walk Freely (Ec Shlire),TOOLS,4.7,62,2.3M,"1,000+",Free,0,Everyone,Tools,"November 13, 2017",1.1.3,4.1 and up
+EC Apps List,TOOLS,4.5,2,1.6M,100+,Free,0,Everyone,Tools,"February 12, 2015",1.3,4.0 and up
+AP Stamps and Registration,BOOKS_AND_REFERENCE,3.4,82,2.7M,"10,000+",Free,0,Everyone,Books & Reference,"March 27, 2018",2.0,3.0 and up
+EC Calgary,FAMILY,5.0,6,8.1M,100+,Free,0,Teen,Education,"June 26, 2018",3.8.0,4.1 and up
+Victoria EC,TOOLS,5.0,5,3.8M,500+,Free,0,Everyone,Tools,"March 30, 2018",1.283.0037,2.3.3 and up
+EC SPORTS,SPORTS,5.0,1,6.3M,10+,Free,0,Everyone,Sports,"May 26, 2015",4.1.1,2.3.3 and up
+ECナビ×シュフー,LIFESTYLE,4.0,576,7.4M,"50,000+",Free,0,Everyone,Lifestyle,"June 7, 2018",1.0.2,4.0 and up
+EC Designer 2.0,TOOLS,NaN,0,12M,50+,Free,0,Everyone,Tools,"July 9, 2018",0.0.44,4.0 and up
+Arrayanes EC,LIFESTYLE,NaN,2,7.9M,100+,Free,0,Everyone,Lifestyle,"June 27, 2018",3.5,4.4 and up
+EC Reps,BUSINESS,4.0,1,5.4M,100+,Free,0,Everyone,Business,"March 15, 2017",1.10,4.0 and up
+EC QR,PRODUCTIVITY,NaN,0,4.0M,10+,Free,0,Everyone,Productivity,"July 24, 2018",1.0.2,4.1 and up
+EC Tax,FINANCE,4.9,8,3.1M,500+,Free,0,Everyone,Finance,"February 9, 2018",1.2,4.0.3 and up
+EC Fairgrounds,FAMILY,5.0,3,5.5M,500+,Free,0,Everyone,Entertainment,"July 13, 2018",erie1.3.23.42-release,4.4 and up
+CompactiMa EC pH Calibration,BOOKS_AND_REFERENCE,NaN,0,8.4M,100+,Free,0,Everyone,Books & Reference,"December 22, 2016",1.1.2,4.1 and up
+Kiamichi EC,TOOLS,4.6,7,3.9M,"1,000+",Free,0,Everyone,Tools,"February 23, 2018",1.283.0037,2.3.3 and up
+EC Games Datecs,SPORTS,NaN,76,329k,"10,000+",Free,0,Everyone,Sports,"February 12, 2016",4.4,2.1 and up
+TN Patta /Chitta /EC New,SOCIAL,4.8,5,3.0M,100+,Free,0,Teen,Social,"July 20, 2018",1.0,4.0 and up
+HOLSTON EC,TOOLS,4.1,7,4.2M,"1,000+",Free,0,Everyone,Tools,"January 23, 2018",1.278.0037,2.3.3 and up
+FILL EC,BUSINESS,4.1,13,3.8M,100+,Free,0,Everyone,Business,"April 23, 2018",1.0,4.0.3 and up
+Marítimo EC,TOOLS,NaN,1,5.3M,10+,Free,0,Everyone,Tools,"February 14, 2018",1.9.8,4.0 and up
+EC-Contractors,HOUSE_AND_HOME,NaN,0,6.0M,1+,Free,0,Everyone,House & Home,"April 25, 2018",14.01,4.0.3 and up
+GATE Syllabus for EC 2018 & Notifications,FAMILY,4.7,23,4.3M,"1,000+",Free,0,Everyone,Education,"August 28, 2017",1.3,4.4 and up
+EC Sampler,PRODUCTIVITY,NaN,0,30M,1+,Free,0,Everyone,Productivity,"July 31, 2018",1.4,4.0.3 and up
+EC Mover,GAME,5.0,5,4.6M,10+,Free,0,Everyone,Racing,"August 1, 2018",1.11,4.0.3 and up
+SCS eC,PRODUCTIVITY,4.4,7,17M,100+,Free,0,Everyone,Productivity,"October 21, 2016",1.0.1,4.1 and up
+My EF,FAMILY,3.3,4114,14M,"100,000+",Free,0,Everyone,Education,"July 10, 2018",3.29,4.2 and up
+EF Mentor: Words,FAMILY,4.0,403,39M,"50,000+",Free,0,Teen,Education,"July 30, 2018",1.7.0.00115,4.1 and up
+EF Smart English for Phone,FAMILY,3.5,208,13M,"10,000+",Free,0,Everyone,Education,"June 29, 2018",1.2.1,4.4 and up
+My EF Center,FAMILY,2.8,89,35M,"10,000+",Free,0,Everyone,Education,"July 23, 2018",1.10.0,4.4 and up
+EF Mentor: Sounds,FAMILY,NaN,19,6.9M,"5,000+",Free,0,Everyone,Education,"August 16, 2017",1.0.1.00613,4.1 and up
+EF English Live Business,FAMILY,3.6,496,14M,"100,000+",Free,0,Everyone,Education,"May 4, 2018",2.0.1,4.4 and up
+EF Classroom,FAMILY,3.2,190,23M,"50,000+",Free,0,Everyone,Education,"July 23, 2018",3.0.0.2927,5.0 and up
+EF English Live for phone,FAMILY,3.6,2210,15M,"100,000+",Free,0,Everyone,Education,"July 24, 2018",3.1.0,5.0 and up
+EF Smart English,FAMILY,3.7,150,11M,"5,000+",Free,0,Everyone,Education,"June 11, 2018",1.6.0,4.4 and up
+EF English Live Business Tablet,FAMILY,3.3,279,14M,"10,000+",Free,0,Everyone,Education,"December 25, 2017",1.6.6,4.4 and up
+EF English Live for tablets,FAMILY,3.1,1242,14M,"50,000+",Free,0,Everyone,Education,"April 24, 2018",1.7.0,4.4 and up
+EF Parеnts,FAMILY,4.1,435,17M,"50,000+",Free,0,Everyone,Education,"June 21, 2018",3.1.0,4.1 and up
+EF Teacher,FAMILY,3.1,16,17M,"1,000+",Free,0,Everyone,Education,"April 19, 2018",1.6,4.1 and up
+English Bite,FAMILY,3.5,268,9.8M,"10,000+",Free,0,Everyone,Education,"January 25, 2016",1.3.0,4.0 and up
+EF/VR – VR Tours of EF Schools,FAMILY,3.6,17,15M,"1,000+",Free,0,Teen,Education,"September 15, 2015",1.0.05,4.0 and up
+EF Events,EVENTS,5.0,7,4.4M,100+,Free,0,Teen,Events,"October 5, 2017",Varies with device,Varies with device
+EF Go Ahead Tour Companion,TRAVEL_AND_LOCAL,2.3,23,43M,"1,000+",Free,0,Everyone,Travel & Local,"June 18, 2018",3.0.7,4.4 and up
+EF Summits,TRAVEL_AND_LOCAL,NaN,0,19M,100+,Free,0,Everyone,Travel & Local,"May 20, 2018",1.1.3,4.4 and up
+EF Sidekick,VIDEO_PLAYERS,3.1,36,Varies with device,"5,000+",Free,0,Everyone,Video Players & Editors,"March 20, 2017",Varies with device,Varies with device
+EF-myHR,FINANCE,2.9,26,36M,"1,000+",Free,0,Everyone,Finance,"February 21, 2018",1.0.38,4.0 and up
+EF Spelling Bee,FAMILY,3.0,2,9.4M,500+,Free,0,Everyone,Education;Education,"October 12, 2017",1.2.2,4.3 and up
+Education First FCU Mobile,FINANCE,2.9,204,29M,"10,000+",Free,0,Everyone,Finance,"May 9, 2018",18.1.79,5.0 and up
+Travelmoji,FAMILY,3.9,13,10M,500+,Free,0,Everyone,Education,"June 24, 2016",2.0,4.3 and up
+EF Forms,BUSINESS,5.0,2,23M,50+,Free,0,Everyone,Business,"July 24, 2018",1.29,4.4 and up
+EFAmbassador,FAMILY,NaN,5,10M,100+,Free,0,Everyone,Education,"July 10, 2018",1.2,5.0 and up
+Agenda EF,FAMILY,3.4,79,33M,"5,000+",Free,0,Everyone,Education,"May 27, 2015",1.03,3.0 and up
+EF App,BUSINESS,5.0,8,20M,100+,Free,0,Everyone,Business,"January 23, 2017",1.0.5,4.4 and up
+EF Lens Simulator,PHOTOGRAPHY,NaN,2,33M,100+,Paid,$9.99,Everyone,Photography,"February 27, 2017",2.8.3.1,2.2 and up
+EF Coach,HEALTH_AND_FITNESS,4.8,17,14M,500+,Free,0,Everyone,Health & Fitness,"March 12, 2018",1.1.1,4.4 and up
+e-Docente EI/anos iniciais EF,FAMILY,NaN,2,2.3M,"1,000+",Free,0,Everyone,Education,"May 22, 2018",1.0.0,4.1 and up
+EF Universe: Endless Battle,FAMILY,4.2,5,54M,50+,Free,0,Teen,Role Playing,"July 31, 2018",4541.25.51,4.1 and up
+[EF]ShoutBox,COMMUNICATION,NaN,3,2.5M,100+,Free,0,Teen,Communication,"August 7, 2018",Build 54,4.0.3 and up
+EF Catalogues · Kataloge,BUSINESS,NaN,15,4.3M,500+,Free,0,Everyone,Business,"September 21, 2016",1.0.1 (1.5.1),4.0 and up
+EF Staff,PRODUCTIVITY,NaN,0,11M,100+,Free,0,Everyone,Productivity,"May 8, 2018",1.2,4.2 and up
+EF Academy,HEALTH_AND_FITNESS,5.0,4,15M,50+,Free,0,Everyone,Health & Fitness,"March 23, 2018",7.7.3,4.1 and up
+EF First,FAMILY,NaN,0,1.6M,1+,Free,0,Everyone,Entertainment,"February 9, 2018",1.0,4.0.3 and up
+Financial Calculator Pro EF,FINANCE,4.3,634,2.0M,"50,000+",Free,0,Everyone,Finance,"October 4, 2013",2.1.0.9,2.1 and up
+Carrier Landings Pro,FAMILY,4.6,5969,31M,"10,000+",Paid,$12.99,Everyone,Simulation,"June 29, 2018",4.2.4,4.1 and up
+EF Calculator,PRODUCTIVITY,4.7,19,Varies with device,"1,000+",Free,0,Everyone,Productivity,"September 20, 2017",1.6.1,Varies with device
+EF Utilities,TOOLS,NaN,0,3.6M,5+,Free,0,Everyone,Tools,"June 7, 2018",1.1.0,4.3 and up
+EF Financial Control Free,FINANCE,4.4,58,3.7M,"10,000+",Free,0,Everyone,Finance,"May 6, 2018",1.9.0,4.0.3 and up
+أحداث وحقائق | خبر عاجل في اخبار العالم,NEWS_AND_MAGAZINES,4.8,311,14M,"5,000+",Free,0,Everyone 10+,News & Magazines,"July 15, 2018",2.9.19a,4.2 and up
+Diário Escola Mestres EF,FAMILY,NaN,11,6.6M,"1,000+",Free,0,Everyone,Education,"July 31, 2018",3.0.18 Fundamental,4.0 and up
+EF Jumper,GAME,NaN,4,5.1M,100+,Free,0,Everyone,Arcade,"July 13, 2017",Build 12,2.2 - 7.1.1
+StudyLock - Education First,PARENTING,4.1,27,4.6M,"1,000+",Free,0,Everyone,Parenting,"October 12, 2017",1.13,4.1 and up
+E.F.JUVENTUD MADRID,SPORTS,NaN,3,5.3M,100+,Free,0,Everyone,Sports,"July 13, 2017",1.1,4.0.3 and up
+English Conversation Courses,FAMILY,4.6,22165,6.8M,"1,000,000+",Free,0,Everyone,Education,"June 28, 2018",4.1806.3,4.0 and up
+Equestria Girls,FAMILY,4.3,392819,53M,"10,000,000+",Free,0,Everyone,Role Playing;Action & Adventure,"July 22, 2016",37893,4.0 and up
+eG Monitor,PRODUCTIVITY,4.6,8,7.5M,100+,Free,0,Everyone,Productivity,"July 27, 2018",2.0.7,4.1 and up
+E.G. Chess Free,GAME,4.0,505,23M,"10,000+",Free,0,Everyone,Board,"December 6, 2014",1.0.28,2.3 and up
+"EG SIM CARD (EGSIMCARD, 이지심카드)",BUSINESS,2.9,322,1.5M,"50,000+",Free,0,Everyone,Business,"March 28, 2017",2.13,2.2 and up
+EG-Boost,BUSINESS,4.1,25,2.4M,"1,000+",Free,0,Everyone,Business,"November 27, 2017",7.0,2.3.3 and up
+EG Mantenimiento,BUSINESS,NaN,1,25M,50+,Free,0,Teen,Business,"May 30, 2018",0.0.3,4.1 and up
+EG CrossPad - ASPECT4,BUSINESS,NaN,4,30M,"1,000+",Free,0,Everyone,Business,"July 3, 2018",1.6.07,4.1 and up
+EG CrossPad,BUSINESS,NaN,3,Varies with device,"1,000+",Free,0,Everyone,Business,"December 19, 2016",Varies with device,Varies with device
+EG Player,FAMILY,NaN,1,13M,100+,Free,0,Everyone,Entertainment,"December 20, 2017",Final,4.0 and up
+Bee Mobile EG,FINANCE,4.2,883,6.5M,"100,000+",Free,0,Everyone,Finance,"May 5, 2018",3.1.9,4.0 and up
+EG,PRODUCTIVITY,NaN,3,4.4M,100+,Free,0,Everyone,Productivity,"July 1, 2016",4.2,4.0.3 and up
+E.G. Chess,GAME,4.3,56,23M,"1,000+",Paid,$0.99,Everyone,Board,"December 6, 2014",1.0.28,2.3 and up
+EG SIM CARD (EGSIMCARD),TRAVEL_AND_LOCAL,4.4,105,5.0M,"10,000+",Free,0,Everyone,Travel & Local,"May 2, 2018",2.5,2.3 and up
+EG Retail,BUSINESS,2.4,29,16M,500+,Free,0,Everyone,Business,"July 5, 2018",2.2.1335,4.1 and up
+EG Movi,TOOLS,4.2,40,7.4M,"1,000+",Free,0,Everyone,Tools,"May 12, 2017",0.9.1,3.2 and up
+EG Groups,EVENTS,NaN,0,1.1M,10+,Free,0,Everyone,Events,"October 15, 2017",1.0.0,4.0 and up
+EG Way Life,SOCIAL,NaN,0,1.1M,50+,Free,0,Everyone,Social,"April 27, 2016",1.0,4.1 and up
+EG Tax Service,FINANCE,NaN,1,38M,100+,Free,0,Everyone,Finance,"April 23, 2018",1.0.0,4.1 and up
+Energenie EG-PM1W Setup Wizard,TOOLS,3.1,17,523k,"1,000+",Free,0,Everyone,Tools,"October 10, 2014",1.8 (2014-10-10 11:10:51 +0400),2.2 and up
+qEG APP / Química EG SRL,TOOLS,NaN,0,118k,10+,Free,0,Everyone,Tools,"July 24, 2018",1.0,4.0 and up
+EG Classroom Decimals™,FAMILY,3.0,2,18M,50+,Paid,$2.99,Everyone,Education;Education,"June 12, 2017",2.2.2,2.2 and up
+EGW Writings 2,BOOKS_AND_REFERENCE,4.7,6547,16M,"100,000+",Free,0,Everyone,Books & Reference,"December 8, 2017",4.0.3,4.0.3 and up
+Alipay,FINANCE,3.4,42497,61M,"1,000,000+",Free,0,Teen,Finance,"July 2, 2018",10.1.28.560,4.3 and up
+EG | Explore Folegandros,TRAVEL_AND_LOCAL,NaN,0,56M,0+,Paid,$3.99,Everyone,Travel & Local,"January 22, 2017",1.1.1,4.1 and up
+EGW Writings,BOOKS_AND_REFERENCE,4.7,24278,3.1M,"1,000,000+",Free,0,Everyone,Books & Reference,"December 27, 2017",2.1.2,2.2 and up
+Bible with EGW Comments,BOOKS_AND_REFERENCE,4.7,3776,12M,"100,000+",Free,0,Everyone,Books & Reference,"February 7, 2018",2.12.0,4.1 and up
+Eg Call,COMMUNICATION,4.2,91,6.0M,"10,000+",Free,0,Everyone,Communication,"February 26, 2017",3.8.6,2.2 and up
+EG India,LIFESTYLE,5.0,3,4.0M,100+,Free,0,Everyone,Lifestyle,"July 29, 2018",1.1.3,4.0.3 and up
+Fashion Pony Girls Dress Up Makeup Game,FAMILY,4.5,256,30M,"10,000+",Free,0,Everyone,Simulation,"July 13, 2018",1.7,4.0 and up
+My Little Pony Celebration,FAMILY,4.3,63192,17M,"1,000,000+",Free,0,Everyone,Simulation;Pretend Play,"July 22, 2016",1.0.0,2.3 and up
+My Little Pony AR Guide,BOOKS_AND_REFERENCE,3.3,7993,51M,"1,000,000+",Free,0,Everyone,Books & Reference,"November 3, 2017",1.0.6,4.0 and up
+MY LITTLE PONY: Magic Princess,FAMILY,4.4,1309728,Varies with device,"50,000,000+",Free,0,Everyone,Casual,"July 11, 2018",Varies with device,Varies with device
+Equestria Girl Snapchat Addict,FAMILY,NaN,20,31M,"1,000+",Free,0,Everyone,Educational,"April 19, 2018",1.0.0,4.0 and up
+L.A. Crime Stories 2 Mad City Crime,GAME,4.2,3946,42M,"100,000+",Free,0,Teen,Racing,"March 30, 2017",1.04,2.3 and up
+LA Stories 4 New Order Sandbox 2018,GAME,4.2,17453,99M,"1,000,000+",Free,0,Mature 17+,Racing,"June 1, 2018",1.06,2.3 and up
+SDA Sabbath School Quarterly,BOOKS_AND_REFERENCE,4.7,14773,6.4M,"500,000+",Free,0,Everyone,Books & Reference,"October 9, 2017",4.1.92,3.0 and up
+Sirens Fashion Style Game,FAMILY,4.3,2282,22M,"500,000+",Free,0,Everyone,Simulation,"February 20, 2018",1.0,4.0 and up
+Equestria Amino for MLP,SOCIAL,4.8,8369,63M,"50,000+",Free,0,Teen,Social,"July 13, 2018",1.8.19106,4.0.3 and up
+Propertyfinder,LIFESTYLE,4.2,1506,11M,"100,000+",Free,0,Everyone,Lifestyle,"August 7, 2018",6.5.2,4.4 and up
+L.A. Crime Stories Mad City Crime,GAME,4.0,30008,99M,"1,000,000+",Free,0,Mature 17+,Racing,"March 30, 2017",1.26,2.3 and up
+My Little Pony: Story Creator,FAMILY,4.2,11002,21M,"1,000,000+",Free,0,Everyone,Education;Action & Adventure,"May 11, 2017",1.0,4.0.3 and up
+Pocket Little Pony,FAMILY,4.1,47576,14M,"1,000,000+",Free,0,Everyone 10+,Simulation,"March 1, 2017",1.95,4.0 and up
+Dance Magic Fashion Style Games,FAMILY,4.6,2533,46M,"100,000+",Free,0,Everyone,Simulation,"February 27, 2018",1.0,4.0 and up
+Inventory & Barcode scanner & WIFI scanner,PRODUCTIVITY,4.6,1880,18M,"50,000+",Paid,$1.49,Everyone,Productivity,"July 1, 2018",6.08,4.3 and up
+MLP Colouring Adventures,FAMILY,3.8,7379,61M,"1,000,000+",Free,0,Everyone,Entertainment,"March 28, 2017",1.0,4.4 and up
+Miraculous Ladybug & Cat Noir - The Official Game,GAME,4.5,185382,99M,"10,000,000+",Free,0,Everyone,Action,"July 30, 2018",1.0.6,4.4 and up
+Fashion Girls Dress up Makeup,FAMILY,4.4,115,31M,"10,000+",Free,0,Everyone,Simulation,"July 13, 2018",1.0,4.0 and up
+My Little Pony: Harmony Quest,FAMILY,4.1,148405,26M,"10,000,000+",Free,0,Everyone,Casual;Action & Adventure,"March 5, 2018",1.6,4.1 and up
+Home Pony 2,FAMILY,4.0,20977,26M,"1,000,000+",Free,0,Everyone,Simulation,"June 18, 2018",1.4.5,4.0 and up
+Eh Volevi!,FAMILY,3.9,1619,7.0M,"100,000+",Free,0,Everyone,Entertainment,"October 7, 2017",1.2.1,4.0 and up
+VITEK EH DVR Viewer (Pro),TOOLS,3.5,78,3.3M,"10,000+",Free,0,Everyone,Tools,"October 11, 2013",1.2.10,2.2 and up
+Eh Bee Wallpapers HD,PERSONALIZATION,5.0,4,3.9M,100+,Free,0,Everyone,Personalization,"April 24, 2018",1.0,4.1 and up
+EH!,LIFESTYLE,4.6,10,8.7M,"1,000+",Free,0,Everyone,Lifestyle,"July 18, 2018",7.2.2,4.1 and up
+Me-eh,FAMILY,NaN,13,62M,100+,Free,0,Everyone,Puzzle,"April 6, 2018",3.33,4.1 and up
+Arogyam EH,MEDICAL,3.6,18,3.5M,"1,000+",Free,0,Everyone,Medical,"May 12, 2018",1.9,4.0.3 and up
+Betul Ke Bohong Eh?,GAME,4.2,601,6.4M,"100,000+",Free,0,Everyone,Trivia,"April 3, 2015",1.0.1,2.3 and up
+EH National Mobile Banking,FINANCE,NaN,0,Varies with device,50+,Free,0,Everyone,Finance,"October 12, 2017",5.2.12,4.2 and up
+EH Autolink,BUSINESS,NaN,1,921k,100+,Free,0,Everyone,Business,"March 11, 2016",1.0,3.0 and up
+Eh Amego!,GAME,3.8,13388,7.1M,"500,000+",Free,0,Everyone,Arcade,"August 24, 2015",2.0.5,2.2 and up
+Eh Plus English Application,FAMILY,NaN,1,874k,100+,Free,0,Everyone,Education,"May 27, 2015",1.1,4.0 and up
+EH kontrollrakendus,TOOLS,3.4,43,2.3M,"5,000+",Free,0,Everyone,Tools,"October 10, 2017",3.1.8,4.1 and up
+Fit the Fat 2,SPORTS,3.8,35746,55M,"5,000,000+",Free,0,Everyone,Sports,"December 15, 2017",1.4.3,4.0.3 and up
+My Theme Park: RollerCoaster & Water Park Tycoon,FAMILY,4.2,128,41M,"10,000+",Free,0,Everyone 10+,Strategy,"June 12, 2018",1.50,4.2 and up
+Doomsday Preppers™,FAMILY,4.2,137167,52M,"1,000,000+",Free,0,Everyone,Strategy,"January 17, 2017",130.48.08,4.0.3 and up
+TAXI DRIVER,FAMILY,3.7,7203,32M,"1,000,000+",Free,0,Everyone,Simulation,"January 11, 2016",1.0,4.0 and up
+Crazy Doctor,FAMILY,4.0,267636,13M,"10,000,000+",Free,0,Teen,Role Playing,"March 3, 2014",1.5,2.1 and up
+MazeMilitia Classic Multiplayer Shooting Game,GAME,4.4,1294,44M,"50,000+",Free,0,Mature 17+,Action,"March 8, 2018",1.2,4.1 and up
+Endress+Hauser Operations,BUSINESS,4.5,234,3.4M,"10,000+",Free,0,Everyone,Business,"April 16, 2018",2.4.3.1523,4.0 and up
+ZOMBIE RIPPER,GAME,3.7,16073,94M,"500,000+",Free,0,Mature 17+,Action,"November 14, 2017",1.4,4.0 and up
+Soldiers of Glory: Modern War,FAMILY,4.2,64815,23M,"5,000,000+",Free,0,Teen,Strategy,"June 1, 2018",1.7.5,2.3 and up
+Driving School 3D 2017,FAMILY,3.9,5075,48M,"500,000+",Free,0,Everyone,Simulation,"April 4, 2017",2.1.5,3.0 and up
+Retro Camera,PHOTOGRAPHY,4.0,125616,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"March 10, 2017",Varies with device,2.3.3 and up
+Horror Hospital,GAME,3.7,63986,26M,"1,000,000+",Free,0,Teen,Action,"October 10, 2017",6.0,2.3 and up
+Ludo Family Dice Game,FAMILY,4.2,3593,19M,"500,000+",Free,0,Everyone,Board;Brain Games,"March 7, 2018",1.4,4.1 and up
+Mad Skills Motocross,GAME,4.0,32522,44M,"1,000,000+",Free,0,Everyone,Racing,"January 25, 2016",1.2.0,2.0 and up
+Masterchef Cooking Games: Fun Restaurant & Kitchen,FAMILY,3.9,1036,33M,"100,000+",Free,0,Everyone,Casual,"July 6, 2018",2.6,2.3 and up
+US Army Training Courses Game,FAMILY,4.1,27130,35M,"5,000,000+",Free,0,Everyone,Simulation,"December 8, 2017",1.4,2.3 and up
+Pineapple Pen,GAME,4.3,157264,65M,"10,000,000+",Free,0,Everyone,Arcade,"December 30, 2016",1.31,4.0.3 and up
+Instant Buttons: The Best Soundboard,FAMILY,4.5,157322,9.2M,"5,000,000+",Free,0,Teen,Entertainment,"January 5, 2018",1.0.15,4.1 and up
+Guess The Emoji,GAME,4.5,76627,23M,"5,000,000+",Free,0,Everyone,Word,"July 3, 2018",8.16g,4.2 and up
+Camping RV Caravan Parking 3D,GAME,3.3,5290,48M,"500,000+",Free,0,Everyone,Racing,"December 18, 2014",1.3,2.3 and up
+Grand Bat Superhero Flying Assault Rescue Mission,GAME,4.4,1094,37M,"500,000+",Free,0,Teen,Action,"July 9, 2018",1.1,4.1 and up
+Zombie Frontier,GAME,4.2,326689,20M,"10,000,000+",Free,0,Teen,Action,"May 30, 2018",1.31,4.2 and up
+eHub,BUSINESS,4.2,6969,4.8M,"100,000+",Free,0,Everyone,Business,"June 29, 2018",3.9.11,4.4 and up
+Voice Changer,FAMILY,4.1,138050,5.7M,"10,000,000+",Free,0,Everyone,Entertainment;Music & Video,"April 19, 2018",2.4,4.0.3 and up
+Heart Surgery Emergency Doctor,FAMILY,4.1,2248,29M,"100,000+",Free,0,Teen,Educational,"April 28, 2017",1.3,4.0 and up
+RUN JUMP RUN-fun games for free,GAME,4.4,661,42M,"100,000+",Free,0,Everyone,Action,"April 20, 2018",1.5.2,3.0 and up
+100 Doors of Revenge,FAMILY,4.1,105766,48M,"10,000,000+",Free,0,Teen,Puzzle,"May 24, 2018",2.2.2,4.4 and up
+Lie Detector Prank,FAMILY,3.9,80313,3.7M,"10,000,000+",Free,0,Everyone,Casual,"November 22, 2017",1.7,2.3 and up
+Virtual Mother Surgery Doctor : Emergency Hospital,FAMILY,3.9,70,61M,"10,000+",Free,0,Teen,Educational,"May 30, 2018",1.1,4.0 and up
+Princess Palace: Royal Pony,FAMILY,4.4,11442,66M,"1,000,000+",Free,0,Everyone,Educational;Creativity,"June 30, 2016",1.4,2.3 and up
+EI Mobile,FINANCE,3.8,4231,82M,"100,000+",Free,0,Everyone,Finance,"July 19, 2018",4.3.0,4.2 and up
+TAMAGO,FAMILY,3.0,42515,1.6M,"5,000,000+",Free,0,Everyone,Casual,"May 23, 2018",1.0.3,2.3.3 and up
+Ei Electronics AudioLINK,TOOLS,3.4,59,1.8M,"10,000+",Free,0,Everyone,Tools,"October 19, 2017",2.3.1,4.0 and up
+Ei Samay - Bengali News Paper,NEWS_AND_MAGAZINES,4.3,20620,Varies with device,"1,000,000+",Free,0,Everyone,News & Magazines,"July 17, 2018",Varies with device,Varies with device
+Vital Tones EI Pro,HEALTH_AND_FITNESS,NaN,2,85M,50+,Paid,$9.99,Everyone,Health & Fitness,"December 1, 2017",1.4,4.0 and up
+EI HabitTracker,FAMILY,NaN,2,981k,100+,Free,0,Everyone,Education,"August 17, 2017",1.40.170809,4.0.3 and up
+NEMA ei,BUSINESS,5.0,4,12M,100+,Free,0,Everyone,Business,"November 6, 2017",1.0.4,4.4 and up
+ei,COMMUNICATION,NaN,2,4.5M,10+,Free,0,Teen,Communication,"July 16, 2018",0.0.10,4.4 and up
+the Egg - crack the egg,FAMILY,4.1,211,14M,"10,000+",Free,0,Everyone,Casual,"November 21, 2016",1.1.0,2.3 and up
+Yeled EI,FAMILY,NaN,0,15M,100+,Free,0,Everyone,Education,"April 26, 2018",0.62,4.1 and up
+EI SmartMiles,FINANCE,2.4,9,3.8M,"1,000+",Free,0,Everyone,Finance,"January 21, 2018",1.0.0,4.0 and up
+Code on the egg,TOOLS,3.9,146,784k,"10,000+",Free,0,Everyone,Tools,"April 10, 2017",1.15,2.2 and up
+Sensenuts eI,BUSINESS,NaN,0,Varies with device,5+,Free,0,Everyone,Business,"August 2, 2018",Varies with device,Varies with device
+EI!,PRODUCTIVITY,NaN,0,7.7M,10+,Free,0,Everyone,Productivity,"July 19, 2018",1.1.14,4.1 and up
+EI App 1,FAMILY,NaN,0,13M,10+,Free,0,Everyone,Education,"November 23, 2017",1.0.4,4.1 and up
+EI Calculator,TOOLS,4.0,8,1.5M,100+,Free,0,Everyone,Tools,"May 23, 2016",1.3,1.6 and up
+Verdant EI,TOOLS,NaN,0,13M,50+,Free,0,Everyone,Tools,"November 6, 2017",1.1.4,4.1 and up
+Tamago egg,GAME,3.0,49,7.1M,"5,000+",Free,0,Everyone,Trivia,"October 31, 2017",1.0.1,2.3.3 and up
+Ei-ij Spelling Dutch,FAMILY,NaN,20,3.2M,"10,000+",Free,0,Everyone,Education,"December 12, 2017",2.1,4.0 and up
+Esporte Interativo - Notícias e Resultados Ao Vivo,SPORTS,4.4,4600,21M,"500,000+",Free,0,Everyone,Sports,"January 14, 2018",6.2.6,4.1 and up
+Let's Poke The Egg,GAME,3.4,9051,23M,"1,000,000+",Free,0,Everyone,Arcade,"February 4, 2017",1.2,2.3 and up
+Egg,FAMILY,2.9,72,27M,"5,000+",Free,0,Mature 17+,Simulation,"June 9, 2018",1.2.2,2.3 and up
+ei Calc,TOOLS,5.0,2,19M,10+,Free,0,Everyone,Tools,"October 12, 2015",1.2.2,2.3 and up
+Disaster Will Strike,FAMILY,4.5,14692,45M,"1,000,000+",Free,0,Everyone,Puzzle,"July 19, 2018",1.173.126,4.1 and up
+Egg: clicker,FAMILY,3.7,40678,15M,"1,000,000+",Free,0,Everyone,Casual,"May 22, 2017",2.1.3,4.0 and up
+Egg for Pou,FAMILY,3.0,59096,Varies with device,"5,000,000+",Free,0,Everyone,Casual,"September 14, 2017",Varies with device,4.0.3 and up
+EI App 2,FAMILY,NaN,0,13M,10+,Free,0,Everyone,Education,"November 23, 2017",1.0.4,4.1 and up
+Survival: Prison Escape,GAME,4.0,127810,33M,"10,000,000+",Free,0,Mature 17+,Action,"August 1, 2018",1.8.8,4.4 and up
+Crack the blue angry birds egg,FAMILY,3.2,85,2.1M,"10,000+",Free,0,Everyone,Puzzle,"April 22, 2016",1.0.0,2.1 and up
+Tamago Tap Clicker Egg,FAMILY,3.6,209,16M,"50,000+",Free,0,Everyone,Casual,"October 19, 2016",1.1,2.3 and up
+Tap The Easter Egg!,FAMILY,3.2,111,3.3M,"5,000+",Free,0,Everyone,Casual,"March 18, 2016",1.7,2.3 and up
+Esporte Interativo Plus,SPORTS,3.7,27179,20M,"1,000,000+",Free,0,Everyone,Sports,"July 30, 2018",5.12.1,4.1 and up
+EI国际,FAMILY,4.7,15,5.2M,"1,000+",Free,0,Everyone,Education,"September 9, 2016",1.0.4,4.0 and up
+Egg Baby,FAMILY,4.4,351607,8.7M,"5,000,000+",Free,0,Everyone 10+,Casual,"June 29, 2016",1.26.03,2.3.3 and up
+Surprise Eggs,FAMILY,3.9,81543,Varies with device,"10,000,000+",Free,0,Everyone,Casual;Pretend Play,"July 19, 2018",Varies with device,Varies with device
+PJ Masks: Moonlight Heroes,FAMILY,4.4,87045,99M,"10,000,000+",Free,0,Everyone,Casual;Action & Adventure,"June 5, 2018",2.0.1,4.0.3 and up
+Crack Attack,FAMILY,4.3,31970,77M,"1,000,000+",Free,0,Everyone,Puzzle,"June 7, 2017",1.8,Varies with device
+Aaj Bangla: ei samay er khobor,NEWS_AND_MAGAZINES,4.9,34,3.8M,"1,000+",Free,0,Everyone,News & Magazines,"January 15, 2017",6.7,2.3 and up
+Break the Egg,FAMILY,2.6,366,6.0M,"50,000+",Free,0,Everyone,Entertainment,"January 5, 2018",1.0,4.0 and up
+"Kolkata News:Anandbazar Patrika,ei samay&AllRating",NEWS_AND_MAGAZINES,5.0,10,5.0M,100+,Free,0,Everyone,News & Magazines,"July 14, 2018",1.0,4.0.3 and up
+PJ Masks: HQ,FAMILY,4.1,13731,55M,"1,000,000+",Free,0,Everyone,Entertainment;Action & Adventure,"June 22, 2018",1.2.1,4.0 and up
+Ei Somoy & Dainik Sangbad & Statesman (PDF),NEWS_AND_MAGAZINES,4.0,4,5.3M,100+,Free,0,Everyone,News & Magazines,"July 25, 2018",25072018,4.0 and up
+TAMAGO Monsters Returns,GAME,4.1,104583,37M,"1,000,000+",Free,0,Everyone,Arcade,"August 18, 2016",3.45,2.3 and up
+EJ.by,NEWS_AND_MAGAZINES,NaN,10,2.3M,500+,Free,0,Everyone,News & Magazines,"October 27, 2015",1.2,4.0.3 and up
+EJ Elite Prospects League,SPORTS,3.3,3,12M,"1,000+",Free,0,Everyone,Sports,"February 23, 2018",5.5.4,4.1 and up
+Super Sport Car Simulator,FAMILY,4.2,58553,50M,"1,000,000+",Free,0,Everyone,Simulation,"December 25, 2016",3.1,2.3.3 and up
+EJ Insight,NEWS_AND_MAGAZINES,4.0,33,280k,"1,000+",Free,0,Everyone,News & Magazines,"September 30, 2014",1.0,4.0 and up
+Ambulance Rescue Simulator 17,FAMILY,4.3,6669,31M,"1,000,000+",Free,0,Everyone,Simulation,"March 1, 2018",1.0.8,2.3 and up
+EJ Trívia Game,FAMILY,NaN,1,19M,1+,Free,0,Everyone,Puzzle,"July 19, 2018",1.0,4.1 and up
+Bad Piggies HD,FAMILY,4.4,764967,69M,"10,000,000+",Free,0,Everyone,Puzzle,"July 5, 2018",2.3.4,4.1 and up
+EJ messenger,COMMUNICATION,5.0,1,25M,10+,Free,0,Teen,Communication,"October 18, 2017",1.0,4.0 and up
+Traffic Sniper Counter Attack,GAME,4.3,5339,38M,"1,000,000+",Free,0,Teen,Action,"December 5, 2017",1.0,2.3 and up
+Rope Superhero Unlimited,GAME,4.4,6735,26M,"1,000,000+",Free,0,Mature 17+,Action,"May 10, 2017",1.1,2.3 and up
+Painel EJ SSH - INTERNET GRÁTIS,TOOLS,NaN,10,13M,50+,Free,0,Everyone,Tools,"July 30, 2018",5.1,4.1 and up
+EJ Ecuador,LIFESTYLE,NaN,9,6.8M,100+,Free,0,Teen,Lifestyle,"November 22, 2016",3.0.16,4.0 and up
+Ej-buy,BUSINESS,NaN,2,4.1M,5+,Free,0,Everyone,Business,"August 2, 2018",1.2.0,4.1 and up
+Extreme Super Car Driving 3D,GAME,3.9,23104,48M,"1,000,000+",Free,0,Everyone,Racing,"August 5, 2015",2.2,2.3.3 and up
+Footej Camera,PHOTOGRAPHY,4.3,13258,Varies with device,"1,000,000+",Free,0,Everyone,Photography,"June 20, 2018",2.3.0 build 180,5.0 and up
+Sport Car Simulator,FAMILY,4.0,48731,68M,"5,000,000+",Free,0,Everyone,Simulation,"April 19, 2018",4.0.5,4.1 and up
+Fast Racing Car Simulator,GAME,3.8,8482,45M,"1,000,000+",Free,0,Everyone,Racing,"August 10, 2015",1.3,2.3.3 and up
+Silence Premium Do Not Disturb,TOOLS,4.5,3356,Varies with device,"10,000+",Paid,$2.95,Everyone,Tools,"February 17, 2018",Varies with device,Varies with device
+パーリーゲイツ公式通販｜EJ STYLE（イージェイスタイル）,SHOPPING,NaN,1,9.3M,100+,Free,0,Everyone,Shopping,"November 16, 2017",3.0,4.0.3 and up
+Beach Head Shooting Assault,GAME,3.8,555,44M,"100,000+",Free,0,Teen,Action,"March 2, 2018",1.0,4.0 and up
+Stickman Warriors Heroes 2,GAME,4.4,13714,41M,"1,000,000+",Free,0,Everyone 10+,Action,"April 15, 2017",1.0.4,4.0.3 and up
+Dead Target Zombie Shooting US Sniper Killer Squad,GAME,4.3,240,65M,"50,000+",Free,0,Teen,Action,"October 3, 2017",1.0.2,4.0 and up
+Learn Music Notes,FAMILY,4.7,143,4.4M,"1,000+",Paid,$1.99,Everyone,Music;Music & Video,"June 17, 2018",1.2.1,2.2 and up
+Luxury Car Simulator,FAMILY,3.9,35989,46M,"1,000,000+",Free,0,Everyone,Simulation,"August 7, 2015",2.3,2.3.3 and up
+Dubai Racing,GAME,4.2,16237,23M,"500,000+",Free,0,Everyone,Racing,"December 23, 2015",1.9.1,2.3 and up
+Office Bike Racing Simulator,FAMILY,3.8,21149,30M,"1,000,000+",Free,0,Everyone,Simulation,"October 9, 2015",2.1,2.3 and up
+Pregnant Mom Surgery Newborn Twins Baby Birth Care,FAMILY,4.3,95,28M,"10,000+",Free,0,Teen,Educational,"February 24, 2018",1.0,4.1 and up
+Pet Beauty Salon,FAMILY,3.8,20292,47M,"1,000,000+",Free,0,Everyone,Educational;Creativity,"May 24, 2015",1.2,2.3 and up
+Booking Revolution,SPORTS,4.2,140883,59M,"5,000,000+",Free,0,Teen,Sports,"July 21, 2018",1.932,4.0 and up
+Nights Keeper (do not disturb),LIFESTYLE,4.5,16426,1.6M,"500,000+",Free,0,Everyone,Lifestyle,"February 26, 2017",2.7.8,2.2 and up
+Farming Simulator 16,FAMILY,4.2,32812,14M,"500,000+",Paid,$2.99,Everyone,Simulation;Education,"April 10, 2018",1.1.1.6,4.0.3 and up
+Lily & Leo - Crazy Circus Day,FAMILY,3.6,8091,43M,"1,000,000+",Free,0,Everyone,Casual;Pretend Play,"June 5, 2018",1.0.8,4.1 and up
+WIZARD Card Game,GAME,4.0,48,4.1M,"1,000+",Paid,$1.99,Everyone,Card,"December 15, 2014",1.0.141215,2.1 and up
+"Period Tracker, Pregnancy Calculator & Calendar 🌸",HEALTH_AND_FITNESS,NaN,0,Varies with device,"10,000+",Free,0,Everyone,Health & Fitness,"August 1, 2018",Varies with device,Varies with device
+Fake Call From Wengie Prank,FAMILY,3.5,352,3.8M,"50,000+",Free,0,Everyone,Entertainment,"July 23, 2017",1.0,3.0 and up
+Robot Fighting Games™ - Real Boxing Champions 3D,GAME,4.4,30,47M,"5,000+",Free,0,Everyone,Action,"July 2, 2018",1.1,4.1 and up
+Ghost Hunting camera,GAME,3.5,3048,24M,"500,000+",Free,0,Teen,Action,"March 6, 2017",1.1,2.3 and up
+Santa Panda Bubble Christmas,GAME,4.1,101,31M,"10,000+",Free,0,Everyone,Arcade,"March 14, 2017",1.5,4.0 and up
+TeamWard – live help for LoL,FAMILY,4.8,3136,2.7M,"100,000+",Free,0,Everyone,Entertainment,"June 27, 2018",2.19.6,4.0.3 and up
+3D Metal Piano Keys Keyboard Theme,FOOD_AND_DRINK,4.4,467,7.3M,"100,000+",Free,0,Everyone,Food & Drink,"July 1, 2018",6.7.1,4.0.3 and up
+OffRoad US Army Train Driving Simulator,FAMILY,4.3,1216,59M,"500,000+",Free,0,Everyone 10+,Simulation,"June 11, 2018",1.3,4.1 and up
+Do Not Disturb! 2 - Challenge Your Prank Skills!,FAMILY,4.0,34417,48M,"1,000,000+",Free,0,Everyone,Educational,"August 6, 2018",1.0.9,4.1 and up
+WiFi Tether Router,COMMUNICATION,4.2,5599,1.3M,"100,000+",Paid,$2.90,Everyone,Communication,"July 2, 2018",6.2.7,1.6 and up
+Local weather Forecast,WEATHER,4.4,5482,12M,"1,000,000+",Free,0,Everyone,Weather,"August 7, 2018",2.42,4.0.3 and up
+Kiss Me! Lip Kissing Test,FAMILY,3.5,191,5.0M,"50,000+",Free,0,Everyone,Entertainment,"May 18, 2018",5.0,4.1 and up
+Smoke Effect Name Art Maker-Avatar Text Art Editor,PERSONALIZATION,4.3,1961,6.6M,"100,000+",Free,0,Everyone,Personalization,"June 29, 2018",1.0,4.1 and up
+The Emirates App,TRAVEL_AND_LOCAL,4.4,22776,55M,"1,000,000+",Free,0,Everyone,Travel & Local,"August 6, 2018",4.7.1,5.0 and up
+ek tuhi,VIDEO_PLAYERS,4.7,316,2.8M,"10,000+",Free,0,Everyone,Video Players & Editors,"July 4, 2014",1.0,4.0 and up
+Master E.K,FAMILY,5.0,90,Varies with device,"1,000+",Free,0,Everyone,Education,"August 11, 2017",1.5.0,4.4 and up
+EK Platinum,LIFESTYLE,3.8,52,10M,"10,000+",Free,0,Everyone,Lifestyle,"December 26, 2017",1.0.6®,4.0 and up
+EK Bailey Preaching Conference,EVENTS,5.0,3,30M,500+,Free,0,Everyone,Events,"July 2, 2018",5.30.01,5.1 and up
+Ek Maratha,SOCIAL,4.8,725,3.7M,"10,000+",Free,0,Teen,Social,"October 12, 2016",7.5.3,2.2 and up
+Ek Onkar,FAMILY,4.9,107,18M,"10,000+",Free,0,Everyone,Entertainment,"April 3, 2016",1.3,4.0 and up
+Racing Moto,GAME,4.3,697805,7.4M,"50,000,000+",Free,0,Everyone,Racing,"July 3, 2018",1.2.13,3.0 and up
+Pyaar Ek Dhoka hai Game - Anti Valentines,FAMILY,NaN,8,17M,100+,Free,0,Everyone,Casual,"February 11, 2018",3,4.1 and up
+Pyaar Ek Dhoka,FAMILY,5.0,18,1.3M,50+,Free,0,Everyone,Casual,"February 13, 2018",1.0,4.3 and up
+Ek Biladi Jadi Video Song,FAMILY,NaN,3,3.7M,"5,000+",Free,0,Everyone,Entertainment,"October 20, 2016",4.1,4.0 and up
+Duaa Ek Ibaadat,BOOKS_AND_REFERENCE,4.9,122,26M,"5,000+",Free,0,Everyone,Books & Reference,"April 10, 2016",1.5,2.2 and up
+Ek Onkar Mantras,LIFESTYLE,4.9,82,5.0M,"5,000+",Free,0,Everyone,Lifestyle,"August 7, 2016",1.0,4.1 and up
+Alex Fuel Calculator for EK,TOOLS,4.9,19,3.3M,500+,Free,0,Everyone,Tools,"June 15, 2018",1.8,2.1 and up
+Ringtones Of Ek Onkar,FAMILY,4.5,6,3.9M,"1,000+",Free,0,Everyone,Entertainment,"May 31, 2017",1.0,4.0.3 and up
+EK Carevec,FAMILY,NaN,1,29M,10+,Free,0,Teen,Entertainment,"July 17, 2018",2.177.5489,4.3 and up
+Ek Kahani Aisi Bhi Season 2 - The Horror Story,FAMILY,4.5,28,5.6M,"1,000+",Free,0,Teen,Entertainment,"July 20, 2018",1.3,5.0 and up
+Ek Bander Ne Kholi Dukan,FAMILY,5.0,10,3.0M,"10,000+",Free,0,Everyone,Entertainment,"June 26, 2017",1.0.9,4.0 and up
+Hum Ek Hain 2.02,SOCIAL,5.0,2,1.8M,10+,Free,0,Teen,Social,"March 18, 2018",1.0,5.0 and up
+Ek Kahani Aisi Bhi Season 3 - The Horror Story,FAMILY,3.0,1,5.8M,100+,Free,0,Teen,Entertainment,"July 21, 2018",1.1,5.0 and up
+Ek IRA,COMMUNICATION,NaN,0,5.7M,10+,Free,0,Everyone,Communication,"July 27, 2018",0.3.1,4.1 and up
+Sanu Ek Pal Chain - Raid,TOOLS,NaN,1,2.6M,500+,Free,0,Everyone,Tools,"May 12, 2018",2.0,4.4W and up
+Sai Baba - Sabka Malik Ek,PRODUCTIVITY,4.9,42,38M,"1,000+",Free,0,Everyone,Productivity,"May 26, 2018",1.4,4.0 and up
+Ek Vote,PRODUCTIVITY,5.0,43,6.2M,500+,Free,0,Everyone,Productivity,"November 7, 2017",1.1,4.0.3 and up
+Asha Ek Hope - ALS/ MND,MEDICAL,5.0,2,11M,100+,Free,0,Everyone,Medical,"May 23, 2018",1.1.0,4.1 and up
+Meslek Lisesi YGS Ek Puan,FAMILY,NaN,11,1.5M,"1,000+",Free,0,Everyone,Education,"January 8, 2017",1.0,4.0 and up
+Airplane Pilot Car Transporter,FAMILY,4.1,182363,62M,"10,000,000+",Free,0,Everyone,Simulation,"July 27, 2018",2.1.8,4.1 and up
+Mahila Vashikaran(Ek rat me)-Hindi,FAMILY,NaN,0,4.0M,"1,000+",Free,0,Everyone,Entertainment,"January 23, 2018",1.1,4.0.3 and up
+Ek Kauwa Pyasa Tha,FAMILY,4.1,35,3.1M,"50,000+",Free,0,Everyone,Entertainment,"June 25, 2017",1.3.6,4.0 and up
+Train Racing Games 3D 2 Player,GAME,4.3,192374,56M,"10,000,000+",Free,0,Everyone,Racing,"January 9, 2018",Varies with device,5.0 and up
+Video Maker with Photo and Music,PHOTOGRAPHY,4.3,4871,30M,"1,000,000+",Free,0,Everyone,Photography,"March 19, 2018",1.0.2,4.1 and up
+SIM Card Info,TOOLS,4.1,4234,1.9M,"1,000,000+",Free,0,Everyone,Tools,"May 25, 2018",5.3.9,4.0 and up
+Toilet Ek Prem Katha Songs Lyrics in Hindi,FAMILY,4.7,3,2.0M,"1,000+",Free,0,Everyone,Entertainment,"August 10, 2017",1.0,4.1 and up
+Ek Do Teen Song Videos - Baaghi 2 Video Songs,FAMILY,NaN,2,4.5M,"1,000+",Free,0,Everyone,Entertainment,"March 20, 2018",1.4.1,4.0.3 and up
+Sanu Ek Pal Chain Song Videos - RAID Movie Songs,FAMILY,4.9,11,4.3M,"5,000+",Free,0,Everyone,Entertainment,"March 8, 2018",1.2.8,4.0.3 and up
+"Phogy, 3D Camera",PHOTOGRAPHY,4.0,35725,9.9M,"1,000,000+",Free,0,Everyone,Photography,"February 11, 2015",1.40,4.0 and up
+Ek Qissa He Quran Se (Qurani Waqiyat),FAMILY,5.0,4,2.0M,100+,Free,0,Everyone,Entertainment,"October 30, 2017",1.0,4.0 and up
+Lyrics of Ek Paheli Leela,FAMILY,5.0,4,2.3M,500+,Free,0,Everyone,Entertainment,"April 23, 2016",1.0,4.0 and up
+Ek-yatri: Travel where you Belong,TRAVEL_AND_LOCAL,NaN,0,29M,1+,Free,0,Everyone,Travel & Local,"August 1, 2018",1.0.0,4.4 and up
+Exiled Kingdoms RPG,FAMILY,4.6,49210,99M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"July 5, 2018",1.2.1107,4.1 and up
+Sabka Malik Ek Sai,SOCIAL,4.2,17,5.1M,"1,000+",Free,0,Teen,Social,"May 25, 2013",1.3,2.2 and up
+Voice Lock Screen,LIFESTYLE,3.7,6667,2.7M,"1,000,000+",Free,0,Everyone,Lifestyle,"April 2, 2018",2.4.2,4.0 and up
+Shabad Gurubani Punjabi mp3 free - Ek Onkar Satnam,FAMILY,5.0,5,64M,100+,Free,0,Everyone,Entertainment,"January 19, 2018",1.1,4.4 and up
+Bus Driver 3D: Hill Station,FAMILY,4.3,31705,49M,"5,000,000+",Free,0,Everyone,Simulation,"November 6, 2017",1.7,4.1 and up
+Extreme Motorbike Jump 3D,FAMILY,4.0,94308,79M,"10,000,000+",Free,0,Everyone,Simulation,"December 25, 2016",4.2,2.3.3 and up
+el,FAMILY,4.3,32405,47M,"1,000,000+",Free,0,Everyone,Casual,"December 18, 2014",1.2.1,4.2 and up
+El Pollo Loco - Loco Rewards,FOOD_AND_DRINK,4.0,848,25M,"100,000+",Free,0,Everyone,Food & Drink,"February 23, 2018",2.1,4.1 and up
+El Chavo,FAMILY,4.0,751,49M,"10,000+",Paid,$0.99,Everyone,Casual,"November 4, 2014",1.2.9,2.3 and up
+EL AL Flights,TRAVEL_AND_LOCAL,3.1,1563,36M,"100,000+",Free,0,Everyone,Travel & Local,"May 24, 2018",4.3,4.2 and up
+DreamStream By EL AL,TRAVEL_AND_LOCAL,3.4,595,22M,"100,000+",Free,0,Everyone,Travel & Local,"January 18, 2016",3.4.20.6 / BuyDRM Labgency 4.8.22 / PED,4.0 and up
+Learn English with El Chavo.,FAMILY,4.2,6133,7.0M,"100,000+",Free,0,Everyone,Education,"October 1, 2015",6.2,2.3.3 and up
+Learn Math with el Chavo,FAMILY,4.2,840,60M,"100,000+",Free,0,Everyone,Education,"June 28, 2018",1.1,4.1 and up
+El Nuevo Día,NEWS_AND_MAGAZINES,4.1,8011,13M,"500,000+",Free,0,Everyone 10+,News & Magazines,"June 13, 2018",4.11.2,4.1 and up
+EL NORTE,NEWS_AND_MAGAZINES,3.4,2436,Varies with device,"100,000+",Free,0,Everyone,News & Magazines,"June 26, 2018",Varies with device,Varies with device
+El Nueve,NEWS_AND_MAGAZINES,NaN,221,3.2M,"50,000+",Free,0,Teen,News & Magazines,"October 16, 2017",1.1.3,4.0.3 and up
+El Laberinto del Demonio 3D,FAMILY,4.0,20421,31M,"1,000,000+",Free,0,Teen,Puzzle,"August 20, 2015",1.5,2.3 and up
+Monastery of El Escorial,TRAVEL_AND_LOCAL,NaN,12,50M,"1,000+",Paid,$1.99,Everyone,Travel & Local,"May 30, 2016",1.0,4.0 and up
+Learn to code with el Chavo,FAMILY,3.9,5933,60M,"1,000,000+",Free,0,Everyone,Educational,"March 27, 2018",2.6,4.1 and up
+El Falı,FAMILY,4.8,36968,16M,"1,000,000+",Free,0,Everyone,Entertainment,"November 3, 2017",1.2.9,2.3 and up
+El Laberinto del Demonio 2,FAMILY,4.1,3654,25M,"100,000+",Free,0,Teen,Puzzle,"April 14, 2017",1.0.1,4.0 and up
+TV Local El Salvador,FAMILY,4.3,323,3.6M,"10,000+",Free,0,Everyone,Entertainment,"May 8, 2018",1,4.0.3 and up
+Tigo Money El Salvador,FINANCE,4.3,4642,3.5M,"100,000+",Free,0,Everyone,Finance,"July 23, 2018",5.0.0,4.2 and up
+Hangman,FAMILY,4.4,23302,12M,"5,000,000+",Free,0,Everyone,Puzzle,"March 24, 2018",1.0.6,4.0 and up
+Explora con el Chavo,FAMILY,NaN,0,Varies with device,"100,000+",Free,0,Everyone,Educational,"June 26, 2018",Varies with device,Varies with device
+El Dorado App,TRAVEL_AND_LOCAL,4.4,221,33M,"10,000+",Free,0,Everyone,Travel & Local,"April 6, 2018",2.4,4.1 and up
+Adivina el cantante de Trap y Reggaeton,GAME,4.5,1914,24M,"100,000+",Free,0,Everyone,Trivia,"June 29, 2018",3.6.7z,4.0.3 and up
+The translator,TOOLS,4.5,23805,4.1M,"1,000,000+",Free,0,Everyone,Tools,"August 13, 2017",2.0.4,4.0.3 and up
+Fernanfloo,GAME,4.8,526595,49M,"10,000,000+",Free,0,Everyone 10+,Arcade,"June 26, 2018",2.9,4.0.3 and up
+Weather 14 Days,WEATHER,4.4,279917,Varies with device,"10,000,000+",Free,0,Everyone,Weather,"July 18, 2018",Varies with device,Varies with device
+The dollar in mexico,FINANCE,4.5,4254,3.2M,"100,000+",Free,0,Everyone,Finance,"August 29, 2017",2.5,4.0 and up
+Real Madrid App,SPORTS,4.6,161423,73M,"5,000,000+",Free,0,Everyone,Sports,"August 1, 2018",6.5.3,5.0 and up
+OWLIE BOO,FAMILY,4.6,834,22M,"100,000+",Free,0,Everyone,Puzzle;Education,"March 15, 2018",1.8.11,4.0 and up
+Trazado de tuberia El Tubero,TOOLS,4.5,313,4.4M,"10,000+",Paid,$1.97,Everyone,Tools,"March 29, 2015",4.1,1.5 and up
+Adivina el Emoji,GAME,NaN,2536,32M,"100,000+",Free,0,Everyone,Trivia,"October 2, 2016",1.00,4.0.3 and up
+Weather by eltiempo.es,WEATHER,4.2,67854,Varies with device,"5,000,000+",Free,0,Everyone,Weather,"August 2, 2018",Varies with device,Varies with device
+The Game of Life,GAME,4.4,18652,63M,"100,000+",Paid,$2.99,Everyone,Board,"July 4, 2018",2.1.2,4.4 and up
+Spanish English Translator,BOOKS_AND_REFERENCE,4.2,87919,Varies with device,"10,000,000+",Free,0,Teen,Books & Reference,"May 28, 2018",Varies with device,Varies with device
+The Holy Rosary,LIFESTYLE,4.7,56197,15M,"1,000,000+",Free,0,Everyone,Lifestyle,"August 6, 2018",1.6.17,1.6 and up
+Western Union US - Send Money Transfers Quickly,FINANCE,4.5,80904,16M,"5,000,000+",Free,0,Everyone,Finance,"July 5, 2018",5.7,4.1 and up
+"Maps, GPS Navigation & Directions, Street View",MAPS_AND_NAVIGATION,4.2,207440,6.4M,"10,000,000+",Free,0,Everyone,Maps & Navigation,"July 23, 2018",7.0.3,4.0 and up
+Human Anatomy Atlas 2018: Complete 3D Human Body,MEDICAL,4.5,2923,25M,"100,000+",Paid,$24.99,Everyone,Medical,"May 25, 2018",2018.5.47,5.0 and up
+Red Hands – 2-Player Games,GAME,4.2,93608,Varies with device,"10,000,000+",Free,0,Everyone,Action,"February 9, 2018",Varies with device,Varies with device
+Narcos: Cartel Wars,FAMILY,4.7,244797,52M,"5,000,000+",Free,0,Teen,Strategy,"July 30, 2018",1.24.09,4.0.3 and up
+Get 'Em,GAME,4.1,7904,21M,"500,000+",Free,0,Everyone 10+,Action,"October 26, 2016",1.6.7,4.0.3 and up
+EM Launcher for EMUI,PERSONALIZATION,4.1,3175,2.3M,"500,000+",Free,0,Everyone,Personalization,"April 6, 2018",1.0.6,4.1 and up
+Live Hold’em Pro Poker - Free Casino Games,GAME,4.6,1123190,Varies with device,"10,000,000+",Free,0,Teen,Card,"August 7, 2018",Varies with device,Varies with device
+Beach Shoot Em Up: Head Hunter,GAME,4.4,1218,15M,"500,000+",Free,0,Everyone 10+,Action,"March 6, 2018",1.0.9,2.3 and up
+Connect'Em,FAMILY,4.5,49381,6.8M,"1,000,000+",Free,0,Everyone,Puzzle,"June 25, 2018",1.0.17,2.0 and up
+Stick 'Em Up 2 Starter Edition,GAME,3.8,2102,40M,"100,000+",Free,0,Everyone 10+,Action,"September 11, 2015",1.1.3,4.0.3 and up
+Shoot`Em Down: Shooting game,GAME,3.9,7972,88M,"500,000+",Free,0,Teen,Action,"August 12, 2017",56,4.1 and up
+Texas Hold’em Poker + | Social,GAME,3.5,4416,59M,"500,000+",Free,0,Teen,Casino,"January 18, 2017",2.1.7,4.0.3 and up
+PlayTexas Hold'em Poker Free,GAME,3.8,3543,Varies with device,"1,000,000+",Free,0,Teen,Card,"March 10, 2018",Varies with device,Varies with device
+EM Launcher Pro,PERSONALIZATION,4.2,35,24k,"1,000+",Paid,$3.99,Everyone,Personalization,"April 2, 2016",1.0,4.1 and up
+HAWK – Force of an Arcade Shooter. Shoot 'em up,GAME,4.6,190274,46M,"5,000,000+",Free,0,Everyone,Arcade,"July 9, 2018",Varies with device,4.1 and up
+Shoot Em Down Free,FAMILY,3.7,2850,39M,"500,000+",Free,0,Everyone,Puzzle,"February 9, 2018",23,2.3 and up
+Game for KIDS: KIDS match'em,FAMILY,4.4,7006,6.9M,"1,000,000+",Free,0,Everyone,Education,"October 23, 2016",1.17,2.3 and up
+Texas Hold'em Poker,GAME,3.6,12846,14M,"1,000,000+",Free,0,Teen,Casino,"December 29, 2017",3.3,4.1 and up
+Nuke Em All,FAMILY,3.4,2714,52M,"500,000+",Free,0,Mature 17+,Casual,"November 19, 2017",1.1.8,4.1 and up
+Poker Equity Calculator Pro for No Limit Hold'em,GAME,4.0,21,14M,"5,000+",Paid,$0.99,Everyone,Card,"September 10, 2017",1.3,5.0 and up
+Poker Live! 3D Texas Hold'em,GAME,4.3,6143,37M,"100,000+",Free,0,Teen,Casino,"July 25, 2018",Varies with device,4.0.3 and up
+"CBS Sports App - Scores, News, Stats & Watch Live",SPORTS,4.3,91035,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"August 4, 2018",Varies with device,5.0 and up
+Fun Texas Hold'em Poker,GAME,4.5,32831,24M,"500,000+",Free,0,Teen,Casino,"May 12, 2017",17.05.11,4.0.3 and up
+Elevator Simulator Lift EM ALL,FAMILY,4.4,2941,28M,"100,000+",Free,0,Teen,Simulation,"July 31, 2018",2.4.1343-prod,4.0.3 and up
+Dragonplay™ Poker Texas Holdem,GAME,4.5,197979,Varies with device,"1,000,000+",Free,0,Teen,Card,"August 7, 2018",Varies with device,Varies with device
+Punch em,GAME,4.1,2208,4.4M,"500,000+",Free,0,Everyone,Arcade,"May 24, 2018",2.0.8,4.1 and up
+Zynga Poker – Texas Holdem,GAME,4.4,1986068,52M,"50,000,000+",Free,0,Teen,Casino,"July 25, 2018",21.54,4.1 and up
+Boyaa Poker (En) – Social Texas Hold’em,GAME,4.3,71468,51M,"1,000,000+",Free,0,Teen,Card,"June 12, 2018",5.8.0,4.1 and up
+World Series of Poker – WSOP Free Texas Holdem,GAME,4.5,910051,76M,"10,000,000+",Free,0,Teen,Card,"August 2, 2018",5.11.0,4.1 and up
+Connect'Em Halloween,FAMILY,4.5,6673,4.4M,"500,000+",Free,0,Everyone,Puzzle,"September 23, 2016",1.0.7,2.0 and up
+Yahoo Fantasy Sports - #1 Rated Fantasy App,SPORTS,4.2,277939,Varies with device,"5,000,000+",Free,0,Mature 17+,Sports,"August 2, 2018",Varies with device,Varies with device
+Texas Holdem Poker Pro,GAME,4.5,114479,26M,"5,000,000+",Free,0,Teen,Card,"December 20, 2017",4.7.0,3.0 and up
+Rage Fight of Streets - Beat Em Up Game,GAME,4.3,1489,67M,"100,000+",Free,0,Teen,Action,"May 13, 2018",Varies with device,4.1 and up
+HANGAME Casino - Baccarat & Texas Hold'em,GAME,4.1,8608,46M,"500,000+",Free,0,Teen,Casino,"May 17, 2018",1.4.5,4.1 and up
+PokerStars Play: Free Texas Holdem Poker Game,GAME,4.6,14989,78M,"500,000+",Free,0,Teen,Card,"July 6, 2018",1.9.2,4.0.3 and up
+Yoong: Kick 'Em Up!,SPORTS,4.3,7107,33M,"100,000+",Free,0,Everyone,Sports,"December 16, 2015",1.1.1,4.0.3 and up
+Texas Holdem Poker,GAME,4.0,127831,26M,"10,000,000+",Free,0,Teen,Card,"December 20, 2017",4.7.0,3.0 and up
+Instabridge - Free WiFi Passwords and Hotspots,TOOLS,4.4,211308,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"August 2, 2018",Varies with device,4.1 and up
+Big Fish Casino – Play Slots & Vegas Games,GAME,4.4,382100,Varies with device,"10,000,000+",Free,0,Teen,Casino,"July 11, 2018",Varies with device,Varies with device
+Em Fuga Brasil,FAMILY,NaN,1317,60M,"100,000+",Free,0,Everyone,Simulation,"April 22, 2018",1.0,4.1 and up
+LocaToWeb - Live GPS tracking,SPORTS,4.6,200,3.0M,"1,000+",Paid,$2.49,Everyone,Sports,"August 2, 2018",3.9.1,5.0 and up
+TRANSFORMERS: Forged to Fight,GAME,4.6,291941,90M,"10,000,000+",Free,0,Everyone 10+,Action,"July 27, 2018",6.3.2,4.0.3 and up
+Texas Holdem & Omaha Poker: Pokerist,GAME,4.3,187200,28M,"10,000,000+",Free,0,Teen,Card,"July 31, 2018",18.4.0,4.1 and up
+Governor of Poker 2 - OFFLINE POKER GAME,GAME,4.3,246538,60M,"5,000,000+",Free,0,Teen,Card,"March 6, 2018",3.0.8,2.3 and up
+Squadron - Bullet Hell Shooter,GAME,4.2,177542,40M,"10,000,000+",Free,0,Everyone,Arcade,"May 2, 2016",1.0.7,2.3 and up
+Telemundo Deportes - En Vivo,SPORTS,4.5,36255,25M,"1,000,000+",Free,0,Everyone,Sports,"August 1, 2018",5.10.5,4.1 and up
+Holy Knight EN,FAMILY,4.0,26202,41M,"1,000,000+",Free,0,Teen,Role Playing,"May 5, 2018",1.1.700,2.3 and up
+Hello English: Learn English,FAMILY,4.6,750321,Varies with device,"10,000,000+",Free,0,Everyone,Education,"August 7, 2018",Varies with device,Varies with device
+Dictionary - Merriam-Webster,BOOKS_AND_REFERENCE,4.5,454412,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"May 18, 2018",Varies with device,Varies with device
+English in a Month Free,FAMILY,3.8,6577,13M,"1,000,000+",Free,0,Everyone,Education,"July 23, 2017",1.28,4.1 and up
+Words With Friends – Play Free,GAME,4.3,711719,Varies with device,"10,000,000+",Free,0,Everyone,Word,"July 11, 2018",Varies with device,Varies with device
+FRANCE 24,NEWS_AND_MAGAZINES,4.3,47069,Varies with device,"5,000,000+",Free,0,Everyone 10+,News & Magazines,"June 25, 2018",Varies with device,Varies with device
+JW Library,BOOKS_AND_REFERENCE,4.9,922752,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"June 15, 2018",Varies with device,Varies with device
+Learn Body Parts in English,FAMILY,4.0,7243,42M,"1,000,000+",Free,0,Everyone,Education,"December 6, 2016",5.13,2.3 and up
+ai.type keyboard Plus + Emoji,TOOLS,4.5,57076,35M,"100,000+",Paid,$4.49,Everyone,Tools,"July 24, 2018",Paid-9.4.1.3,4.1 and up
+Edmodo,FAMILY,4.1,200214,18M,"10,000,000+",Free,0,Everyone,Education,"August 6, 2018",9.12.6,4.0.3 and up
+Learn English Daily,FAMILY,4.5,7881,53M,"500,000+",Free,0,Everyone,Education,"May 6, 2018",7.0,4.0 and up
+Orfox: Tor Browser for Android,COMMUNICATION,4.2,44233,31M,"10,000,000+",Free,0,Everyone,Communication,"July 2, 2018",Fennec-52.9.0esr/TorBrowser-7.5-1/Orfox-1.5.4-RC-1,4.0.3 and up
+"NewsDog - Latest News, Breaking News, Local News",NEWS_AND_MAGAZINES,4.4,291901,4.3M,"10,000,000+",Free,0,Mature 17+,News & Magazines,"July 20, 2018",2.6.0,4.1 and up
+Keyboard ManMan,TOOLS,4.4,121304,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"March 11, 2018",Varies with device,Varies with device
+RightNow English Conversation,FAMILY,4.0,5118,11M,"1,000,000+",Free,0,Everyone,Education,"March 2, 2018",1.4.1,2.3 and up
+HTC Sense Input - EN,TOOLS,4.3,24175,8.5M,"5,000,000+",Free,0,Everyone,Tools,"October 30, 2015",1.0.612931,5.0 and up
+"busuu: Learn Languages - Spanish, English & More",FAMILY,4.3,207294,21M,"10,000,000+",Free,0,Everyone 10+,Education,"August 1, 2018",13.9.0.161,5.0 and up
+Classic Words Solo,GAME,4.4,135739,Varies with device,"5,000,000+",Free,0,Everyone,Word,"August 7, 2018",Varies with device,Varies with device
+"Ginger Keyboard - Emoji, GIFs, Themes & Games",PRODUCTIVITY,4.4,162831,43M,"5,000,000+",Free,0,Everyone,Productivity,"August 1, 2018",8.1.01,4.1 and up
+English Audio Books - Librivox,FAMILY,4.0,10773,10M,"1,000,000+",Free,0,Everyone,Education,"November 29, 2017",8.02,4.1 and up
+Learn Top 300 English Words,FAMILY,4.7,61600,3.4M,"1,000,000+",Free,0,Everyone,Education,"February 24, 2018",3.1,2.3 and up
+"Univision Deportes: Liga MX, MLS, Fútbol En Vivo",SPORTS,4.2,75566,Varies with device,"5,000,000+",Free,0,Everyone,Sports,"July 23, 2018",Varies with device,Varies with device
+Chess Free,GAME,4.5,1375988,15M,"50,000,000+",Free,0,Everyone,Board,"June 7, 2018",2.72,4.1 and up
+Oxford Dictionary of English : Free,BOOKS_AND_REFERENCE,4.1,364452,7.1M,"10,000,000+",Free,0,Everyone,Books & Reference,"July 11, 2018",9.1.363,4.1 and up
+English Hindi Dictionary,BOOKS_AND_REFERENCE,4.4,384368,Varies with device,"10,000,000+",Free,0,Everyone,Books & Reference,"August 4, 2018",Varies with device,Varies with device
+English to Hindi Dictionary,BOOKS_AND_REFERENCE,4.1,71328,11M,"5,000,000+",Free,0,Everyone,Books & Reference,"June 11, 2017",BlueOrange,4.0.3 and up
+EO.TRADE - Coin sale,FINANCE,4.3,95,1.5M,"10,000+",Free,0,Everyone,Finance,"June 5, 2018",0.3,4.0.3 and up
+EO Network,BUSINESS,3.5,13,21M,"1,000+",Free,0,Teen,Business,"September 20, 2017",1.0.3,4.4 and up
+The EO Bar,HEALTH_AND_FITNESS,4.7,416,34M,"10,000+",Paid,$6.99,Everyone,Health & Fitness,"July 2, 2018",1.3.7,4.1 and up
+EO Mumbai,COMMUNICATION,NaN,0,11M,10+,Free,0,Everyone,Communication,"February 21, 2018",1.02,4.1 and up
+EO Global,BUSINESS,2.6,13,8.9M,"1,000+",Free,0,Everyone,Business,"October 20, 2016",3.2,4.1 and up
+EO SouthAsia,BUSINESS,4.2,8,19M,100+,Free,0,Teen,Business,"April 25, 2018",1.0.23,4.1 and up
+EO RAIPUR,SOCIAL,NaN,1,4.2M,10+,Free,0,Teen,Social,"June 21, 2017",1.0,4.0.3 and up
+EO Forum,BUSINESS,NaN,0,1.1M,100+,Free,0,Everyone,Business,"April 5, 2013",1.1,2.1 and up
+EO Events,BUSINESS,NaN,0,11M,10+,Free,0,Teen,Business,"June 21, 2018",v2.7.11.27,4.1 and up
+EO KOREA,BUSINESS,NaN,0,14M,50+,Free,0,Teen,Business,"December 4, 2017",1.0.7,2.2 and up
+EO App. SelfCompassion to you,HEALTH_AND_FITNESS,NaN,1,Varies with device,100+,Free,0,Everyone,Health & Fitness,"September 12, 2015",Varies with device,Varies with device
+EO GSEA,BUSINESS,NaN,1,30M,10+,Free,0,Everyone,Business,"January 4, 2018",1.0.0,4.4 and up
+EO Guide,HEALTH_AND_FITNESS,NaN,15,24M,"1,000+",Paid,$4.99,Everyone,Health & Fitness,"July 23, 2018",1.0.4,4.1 and up
+EO SA Benefits,BUSINESS,NaN,0,518k,10+,Free,0,Everyone,Business,"August 25, 2014",1.0,2.3.3 and up
+FAST EO,EVENTS,5.0,1,Varies with device,10+,Free,0,Everyone,Events,"May 15, 2018",1.0.3,4.1 and up
+23rd QM BDE EO,BUSINESS,NaN,0,6.3M,10+,Free,0,Everyone,Business,"September 27, 2017",1.0.0,4.1 and up
+EO Bijbel Open,LIFESTYLE,4.3,102,41M,"10,000+",Free,0,Everyone,Lifestyle,"November 24, 2016",2.0.0,4.0.3 and up
+EO LAC,LIFESTYLE,NaN,0,18M,10+,Free,0,Everyone,Lifestyle,"January 17, 2017",1.1,4.1 and up
+EO Hub,BUSINESS,NaN,0,5.2M,50+,Free,0,Teen,Business,"February 6, 2018",3.5.4,4.1 and up
+Kenny e o Cupcake,FAMILY,NaN,0,6.7M,1+,Free,0,Everyone,Arcade;Action & Adventure,"July 19, 2018",1.0,2.1 and up
+EO,BUSINESS,NaN,0,3.1M,50+,Free,0,Everyone,Business,"July 1, 2015",1.0,4.0.3 and up
+4Eternity EO,BUSINESS,NaN,0,2.0M,10+,Free,0,Everyone,Business,"January 17, 2018",1.2,4.1 and up
+Masha and the Bear,FAMILY,4.4,15105,36M,"1,000,000+",Free,0,Everyone,Education,"June 11, 2018",3.1.8,4.3 and up
+Free games: Masha and the Bear,FAMILY,4.3,34514,60M,"5,000,000+",Free,0,Everyone,Puzzle;Brain Games,"July 20, 2018",1.2.8,4.1 and up
+Masha and the Bear- House Cleaning Games for Girls,FAMILY,NaN,0,74M,100+,Paid,$1.99,Everyone,Educational;Pretend Play,"January 25, 2018",0.0.1,4.1 and up
+EO Hotels,TRAVEL_AND_LOCAL,NaN,4,11M,100+,Free,0,Everyone,Travel & Local,"June 4, 2017",2.0,4.0.3 and up
+Masha and the Bear Child Games,FAMILY,4.1,288606,92M,"10,000,000+",Free,0,Everyone,Adventure;Education,"May 8, 2018",2.7.4,4.0 and up
+Masha and the Bear - Hair Salon and MakeUp Games,FAMILY,NaN,1,83M,100+,Paid,$2.49,Everyone,Role Playing;Education,"March 5, 2018",1.0.1,4.1 and up
+Masha and Bear: Cooking Dash,FAMILY,4.3,151374,54M,"10,000,000+",Free,0,Everyone,Role Playing;Brain Games,"June 5, 2018",1.2.7,4.1 and up
+Masha and the Bear: Evolution,FAMILY,4.5,2062,42M,"500,000+",Free,0,Everyone,Strategy;Education,"June 14, 2018",1.0.9,4.0 and up
+Cryptocurrency Trading - How To Trade Crypto,FINANCE,NaN,1,23M,100+,Free,0,Everyone,Finance,"March 16, 2018",1.0,4.1 and up
+Masha and the Bear. Games for kids,FAMILY,4.6,6231,31M,"1,000,000+",Free,0,Everyone,Educational;Pretend Play,"July 13, 2018",2.6,4.0.3 and up
+Masha and The Bear Jam Day Match 3 games for kids,FAMILY,4.6,50060,98M,"1,000,000+",Free,0,Everyone,Puzzle;Brain Games,"August 7, 2018",1.4.83,4.1 and up
+Where's My Water?,FAMILY,4.7,188740,69M,"1,000,000+",Paid,$1.99,Everyone,Puzzle;Brain Games,"July 5, 2018",1.16.0,4.2 and up
+O Céu e o Inferno,BOOKS_AND_REFERENCE,NaN,14,754k,500+,Paid,$0.99,Everyone,Books & Reference,"October 7, 2013",1.1,1.6 and up
+Frozen Free Fall,FAMILY,4.3,1574546,37M,"50,000,000+",Free,0,Everyone,Puzzle;Action & Adventure,"July 27, 2018",6.7.0,4.2 and up
+Urban Car Simulator,FAMILY,4.2,23292,20M,"1,000,000+",Free,0,Everyone,Simulation,"September 19, 2017",1.4,2.3 and up
+Masha and the Bear: House Cleaning Games for Girls,FAMILY,4.5,43852,77M,"10,000,000+",Free,0,Everyone,Role Playing;Pretend Play,"July 19, 2018",1.9.10,4.1 and up
+Masha and The Bear Puzzle Game,FAMILY,4.3,13330,73M,"1,000,000+",Free,0,Everyone,Puzzle;Brain Games,"May 24, 2018",2.0,4.1 and up
+Masha and the Bear. Educational Games,FAMILY,4.5,46369,33M,"10,000,000+",Free,0,Everyone,Educational;Brain Games,"July 13, 2018",2.3,4.0.3 and up
+Bluetooth Pair,TOOLS,3.5,1960,2.7M,"1,000,000+",Free,0,Everyone,Tools,"August 4, 2018",2.5,4.1 and up
+Sports Car Driving Simulator 2018,GAME,4.3,2178,57M,"500,000+",Free,0,Everyone,Racing,"March 28, 2018",1.1,4.1 and up
+Masha and the Bear: Good Night!,FAMILY,4.6,29155,83M,"1,000,000+",Free,0,Everyone,Educational;Pretend Play,"July 26, 2018",1.0.4,4.1 and up
+Masha and the Bear: Climb Racing and Car Games,FAMILY,4.5,2200,73M,"1,000,000+",Free,0,Everyone,Racing;Pretend Play,"July 23, 2018",1.1.0,4.1 and up
+Episode - Choose Your Story,FAMILY,4.3,1842381,Varies with device,"50,000,000+",Free,0,Teen,Simulation,"July 31, 2018",Varies with device,Varies with device
+Out There Chronicles - Ep. 1,FAMILY,4.4,1516,44M,"50,000+",Paid,$2.99,Everyone,Role Playing,"November 27, 2017",1.0.4,4.2 and up
+EP FCU,FINANCE,NaN,2,2.8M,100+,Free,0,Everyone,Finance,"March 22, 2018",3.0.6,4.1 and up
+EP Home Energy Hub,PRODUCTIVITY,NaN,4,13M,100+,Free,0,Everyone,Productivity,"June 21, 2018",3.4.2,4.4 and up
+EP,BUSINESS,NaN,3,2.1M,100+,Free,0,Everyone,Business,"November 13, 2015",1.0.1,2.3.3 and up
+EP Spotter,FAMILY,3.4,9,28M,500+,Free,0,Everyone,Entertainment,"September 28, 2016",314007,4.3 and up
+EP Mobile,MEDICAL,4.3,267,2.3M,"50,000+",Free,0,Everyone,Medical,"July 8, 2018",2.18,4.0 and up
+EP RSS Reader,COMMUNICATION,3.8,4,892k,100+,Free,0,Everyone,Communication,"July 16, 2018",0.99,4.0.3 and up
+Out There Chronicles - Ep. 2,FAMILY,4.5,144,70M,"1,000+",Paid,$2.99,Teen,Role Playing,"January 26, 2018",1.0.0,4.2 and up
+EP Cloud,PRODUCTIVITY,NaN,9,2.3M,10+,Free,0,Everyone,Productivity,"July 26, 2018",2.2.2,4.1 and up
+eP Scanner,EVENTS,NaN,0,20M,100+,Free,0,Everyone,Events,"October 13, 2017",1.5,4.4 and up
+EP McGuffey Primer,FAMILY,NaN,0,Varies with device,50+,Paid,$1.99,Everyone,Education,"July 16, 2018",Varies with device,Varies with device
+EP Church Annapolis,LIFESTYLE,5.0,2,8.8M,100+,Free,0,Everyone,Lifestyle,"January 14, 2017",1.0,4.1 and up
+EP Horlogerie,LIFESTYLE,4.9,18,24M,"1,000+",Free,0,Everyone,Lifestyle,"March 28, 2018",4.0.2,4.0.3 and up
+ep-liggare - Elektronisk personalliggare,TOOLS,NaN,0,21M,100+,Free,0,Everyone,Tools,"June 26, 2018",1.1.0,4.1 and up
+EP Calipers,MEDICAL,NaN,4,15M,100+,Paid,$0.99,Everyone,Medical,"February 10, 2018",2.12,4.0 and up
+EP Radio,FAMILY,5.0,3,154k,50+,Free,0,Everyone,Entertainment,"March 26, 2018",1.0,3.0 and up
+EP Joaillerie,LIFESTYLE,NaN,54,21M,"5,000+",Free,0,Teen,Lifestyle,"March 28, 2018",4.0.2,4.0.3 and up
+Tester EP,TOOLS,NaN,9,4.8M,100+,Free,0,Everyone,Tools,"May 15, 2018",3.0,2.1 and up
+The Great Wobo Escape Ep. 1,GAME,4.2,5449,20M,"500,000+",Free,0,Everyone 10+,Action,"September 13, 2016",1.0.3386,4.1 and up
+The Visitor: Ep.2 - Sleepover Slaughter,GAME,4.3,5731,31M,"1,000,000+",Free,0,Mature 17+,Adventure,"January 2, 2018",1.1.5,4.1 and up
+Superbrothers Sword & Sworcery,GAME,4.4,11023,16M,"100,000+",Paid,$3.99,Teen,Adventure,"January 26, 2018",1.0.20,2.3 and up
+EP Lab Digest,MEDICAL,2.3,11,12M,500+,Free,0,Everyone,Medical,"July 12, 2018",1000000.6,4.1 and up
+EP Research Service,BOOKS_AND_REFERENCE,4.7,14,27M,"1,000+",Free,0,Everyone,Books & Reference,"March 5, 2018",1.9,4.1 and up
+eP Finder,AUTO_AND_VEHICLES,NaN,0,6.3M,10+,Free,0,Everyone,Auto & Vehicles,"June 21, 2018",1.0,4.4 and up
+EP Music,FAMILY,NaN,0,11M,10+,Free,0,Everyone,Entertainment,"July 26, 2017",1.0,4.1 and up
+EP Coding,MEDICAL,NaN,0,2.0M,50+,Paid,$0.99,Everyone,Medical,"October 5, 2017",1.6,4.0 and up
+EP Kalkulator el. energije,TOOLS,4.4,13,1.5M,100+,Free,0,Everyone,Tools,"February 20, 2015",4.0,4.0 and up
+The Great Wobo Escape Ep.1,FAMILY,4.3,11,20M,500+,Paid,$1.99,Everyone 10+,Action;Action & Adventure,"May 3, 2016",1.0.3289,4.1 and up
+The Visitor: Ep.1 - Kitty Cat Carnage,GAME,4.4,3017,39M,"500,000+",Free,0,Mature 17+,Adventure,"January 2, 2018",1.3.7,4.3 and up
+EP Cook Book,MEDICAL,NaN,0,3.2M,0+,Paid,$200.00,Everyone,Medical,"July 26, 2015",1.0,3.0 and up
+Dr.Slender Ep 1 Guide (Eng),GAME,4.0,454,27M,"10,000+",Free,0,Teen,Arcade,"December 2, 2014",1.0,2.3 and up
+Decay: The Mare - Ep.1 (Trial),GAME,3.6,5291,7.2M,"100,000+",Free,0,Teen,Adventure,"May 24, 2014",2.0,2.2 and up
+EP Search and Find,FAMILY,NaN,20,23M,500+,Free,0,Everyone,Casual,"May 27, 2015",1.0.0,2.3 and up
+What's Your Story?™ ft Charmed,FAMILY,4.1,39661,47M,"1,000,000+",Free,0,Teen,Role Playing,"August 2, 2018",1.10.4,5.0 and up
+EP Gem Hunter,GAME,4.6,79,31M,"1,000+",Free,0,Everyone 10+,Action,"January 17, 2016",1.1.0,2.3 and up
+EP Chain Reaction,FAMILY,3.9,249,21M,"10,000+",Free,0,Everyone,Casual;Brain Games,"April 10, 2016",1.2.2,2.3 and up
+Gate Of Death Ep: 1,GAME,4.4,7,34M,100+,Free,0,Everyone,Adventure,"October 7, 2016",1.1,2.3 and up
+EP Mobil,SHOPPING,NaN,3,5.3M,100+,Free,0,Everyone,Shopping,"July 18, 2018",1.9,4.1 and up
+Sonic 4™ Episode I,GAME,3.7,8014,37M,"100,000+",Paid,$2.99,Everyone,Arcade,"April 4, 2016",1.5.0,2.2 and up
+Naruto Shippuden - Watch Free!,VIDEO_PLAYERS,3.9,141515,5.7M,"10,000,000+",Free,0,Teen,Video Players & Editors,"April 23, 2014",0.6.0,2.3 and up
+Lean EQ,BUSINESS,NaN,6,10M,10+,Paid,$89.99,Everyone,Business,"February 14, 2017",1.0,4.1 and up
+Operate Now: Hospital,FAMILY,4.3,254861,52M,"10,000,000+",Free,0,Teen,Simulation,"August 1, 2018",1.20.3,4.4 and up
+Multi Surgery ER Emergency Hospital : Doctor Game,FAMILY,4.1,227,69M,"10,000+",Free,0,Teen,Educational,"June 21, 2018",1.2,4.0 and up
+ER Surgery Simulator,FAMILY,3.6,19601,56M,"1,000,000+",Free,0,Everyone 10+,Casual,"June 6, 2018",1.0.4,4.1 and up
+Dentist Surgery ER Emergency Doctor Hospital Games,FAMILY,3.5,2580,53M,"100,000+",Free,0,Everyone,Simulation,"July 6, 2018",10,4.1 and up
+Eye Transplant : ER Emergency Hospital,FAMILY,3.9,1938,62M,"1,000,000+",Free,0,Teen,Educational,"May 25, 2018",1.6,4.1 and up
+Lifeguard Beach Rescue ER Emergency Hospital Games,FAMILY,3.9,519,76M,"100,000+",Free,0,Everyone,Simulation,"August 7, 2018",12,4.1 and up
+Hospital ER Emergency Heart Surgery: Doctor Games,FAMILY,3.8,1652,71M,"100,000+",Free,0,Everyone,Simulation,"July 11, 2018",10,4.1 and up
+Superhero Doctor 2 -ER Surgery,FAMILY,4.0,39647,72M,"10,000,000+",Free,0,Everyone 10+,Casual,"September 30, 2017",1.7,4.0.3 and up
+ER,LIFESTYLE,NaN,2,28M,500+,Free,0,Everyone,Lifestyle,"September 1, 2017",1.1.2,2.3.3 and up
+Noot-Noot-er!,FAMILY,4.5,74,2.8M,"5,000+",Free,0,Everyone,Entertainment,"November 22, 2017",2.0,4.0.3 and up
+Doctor X - ER On Wheels,FAMILY,3.6,12781,51M,"1,000,000+",Free,0,Everyone,Casual;Pretend Play,"June 6, 2018",1.0.9,4.1 and up
+Foot Surgery Hospital Simulator: ER Doctor Games,FAMILY,3.9,314,28M,"100,000+",Free,0,Everyone,Casual,"January 15, 2018",1.1,5.1 and up
+ER Heart Surgery - Emergency Simulator Game,FAMILY,4.3,429,40M,"100,000+",Free,0,Everyone,Educational,"July 19, 2018",2.0,4.1 and up
+Pregnant Mom ER Emergency Doctor Hospital Games,FAMILY,4.0,325,27M,"50,000+",Free,0,Everyone,Educational,"June 12, 2018",1.2,4.1 and up
+Doctr – ER wait times in Canada,MEDICAL,4.2,980,Varies with device,"50,000+",Free,0,Everyone,Medical,"August 4, 2018",2.2.2926,Varies with device
+Plastic Surgery Surgeon Simulator Er Doctor Games,FAMILY,3.7,3482,37M,"500,000+",Free,0,Everyone,Casual,"August 7, 2018",1.6,4.4 and up
+Shoulder Surgery ER Emergency Doctor Game,FAMILY,3.9,55,46M,"10,000+",Free,0,Teen,Educational,"November 7, 2017",1.0.1,4.0 and up
+Superhero Doctor 3 ER Surgery,FAMILY,4.2,2801,50M,"500,000+",Free,0,Everyone,Casual,"March 22, 2017",1.0,4.0.3 and up
+Mom Doctor ER Emergency Family Game,FAMILY,3.5,173,49M,"10,000+",Free,0,Everyone,Educational,"January 26, 2018",1.0.0,4.1 and up
+ER Blood Draw Doctor & Surgeon,FAMILY,4.0,154,58M,"50,000+",Free,0,Teen,Educational,"June 13, 2018",1.8,4.0.3 and up
+"ER Emergency Hospital - Brain, Knee, Eye Surgery",FAMILY,3.8,25,41M,"1,000+",Free,0,Teen,Educational,"July 21, 2017",1.1,2.3 and up
+Super Doctor 1-Pregnant Mom ER Surgery Simulator,FAMILY,4.1,290,73M,"10,000+",Free,0,Teen,Role Playing,"May 23, 2018",1.0,4.3 and up
+Multi Surgery Hospital Pro: Virtual Doctor ER Game,FAMILY,4.2,23,33M,"1,000+",Free,0,Teen,Casual,"April 3, 2018",1.0,4.1 and up
+Clumsy Santa ER Surgery,FAMILY,4.1,214,46M,"100,000+",Free,0,Teen,Casual,"December 22, 2016",1.0,4.0.3 and up
+Little Eye Surgery Simulator - ER Doctor Game,FAMILY,4.4,12,19M,"1,000+",Free,0,Teen,Casual,"April 20, 2018",1.0,2.3 and up
+Spinal Cord Surgery Doctor: Operation ER surgery,FAMILY,3.7,52,32M,"10,000+",Free,0,Everyone 10+,Role Playing,"February 26, 2018",1.0,4.1 and up
+ER Neck Surgery: Hospital Christmas Emergency,FAMILY,NaN,11,30M,"5,000+",Free,0,Everyone 10+,Role Playing,"November 24, 2017",1.0.1,4.1 and up
+Super Doctor 2 - My Newborn Baby ER Injection,FAMILY,4.7,54,92M,"1,000+",Free,0,Teen,Role Playing,"June 25, 2018",1.0,4.3 and up
+Virtual Brain Surgery Simulator : Kid ER Emergency,FAMILY,3.8,20,55M,"5,000+",Free,0,Teen,Educational,"February 23, 2018",1.1,4.0 and up
+Crazy ER Open Heart Surgery Simulator,FAMILY,4.0,2936,45M,"500,000+",Free,0,Everyone,Simulation,"October 26, 2017",1.5,4.0 and up
+ER Injection Simulator: Blood Test Doctor Hospital,FAMILY,4.2,3263,47M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"May 29, 2018",2.6.4,4.1 and up
+Kids Doctor ER Emergency Rescue Kids Hospital Game,FAMILY,3.8,515,85M,"100,000+",Free,0,Everyone,Simulation,"July 20, 2018",7,4.1 and up
+Heart Surgery Doctor - ER Emergency Game,FAMILY,3.9,2510,48M,"500,000+",Free,0,Everyone 10+,Educational,"July 19, 2018",2.1,4.1 and up
+Virtual Mom Surgery Doctor : ER Emergency Hospital,FAMILY,4.0,1130,77M,"100,000+",Free,0,Teen,Educational,"May 15, 2018",1.4,4.0 and up
+ER Doctor Kids Emergency Room,FAMILY,3.1,4798,30M,"500,000+",Free,0,Teen,Casual,"June 13, 2018",1.9,4.0.3 and up
+ER Assist,PRODUCTIVITY,5.0,3,28M,10+,Free,0,Everyone,Productivity,"December 6, 2016",0.1.7,4.1 and up
+Blood Injection : ER Emergency Doctor ER injection,FAMILY,3.5,246,35M,"50,000+",Free,0,Teen,Casual,"September 23, 2016",1.0,2.3 and up
+Lead'er,FINANCE,4.1,54,5.8M,"5,000+",Free,0,Everyone,Finance,"March 20, 2018",1.5,4.0 and up
+Doctor Games For Girls - Hospital ER,FAMILY,4.5,51,39M,"5,000+",Free,0,Everyone,Casual,"April 16, 2018",2.1,4.1 and up
+Open Heart Surgery Hospital ER: Crazy Doctor Sim,FAMILY,4.7,7,25M,"1,000+",Free,0,Teen,Casual,"April 5, 2018",1.0,4.1 and up
+Hand Doctor Games ER Surgery Simulator,FAMILY,4.1,120,32M,"10,000+",Free,0,Everyone,Casual,"March 13, 2018",2.0,4.1 and up
+Get SMART ER/LA Opioids,MEDICAL,NaN,0,8.9M,500+,Free,0,Everyone,Medical,"April 26, 2018",36,4.0.3 and up
+ER Doctor City Emergency - Surgery City Doc FREE,FAMILY,3.9,1909,84M,"100,000+",Free,0,Teen,Educational,"June 13, 2018",2.1,4.0.3 and up
+ER Hospital Simulator,FAMILY,4.0,286,60M,"100,000+",Free,0,Everyone,Simulation,"June 28, 2018",4.0,4.0.3 and up
+DMC ER Now,MEDICAL,4.3,6,5.3M,"1,000+",Free,0,Everyone,Medical,"March 16, 2017",1.4,2.3 and up
+Nose Surgery ER Simulator Lite,FAMILY,3.1,269,39M,"50,000+",Free,0,Teen,Educational,"June 3, 2017",1.0,4.0 and up
+FAHREDDİN er-RÂZİ TEFSİRİ,BOOKS_AND_REFERENCE,NaN,9,20M,"1,000+",Free,0,Everyone,Books & Reference,"March 19, 2018",1.1,4.0.3 and up
+Cardinal Glennon ER Reference,MEDICAL,4.2,19,20M,"1,000+",Free,0,Everyone 10+,Medical,"September 21, 2017",1.8.3,4.1 and up
+The NBC App - Watch Live TV and Full Episodes,FAMILY,4.1,58104,17M,"5,000,000+",Free,0,Teen,Entertainment,"July 5, 2018",4.18.1,4.1 and up
+Scanner Radio - Fire and Police Scanner,FAMILY,4.4,175509,Varies with device,"10,000,000+",Free,0,Everyone,Entertainment,"August 7, 2018",Varies with device,Varies with device
+Fill 'er Up,TRAVEL_AND_LOCAL,3.2,58,18k,"5,000+",Free,0,Everyone,Travel & Local,"February 27, 2017",1.1,1.6 and up
+SnakeBite911 ER,MEDICAL,NaN,1,42M,500+,Free,0,Everyone,Medical,"October 9, 2017",1.2,4.1 and up
+Ankle Surgery ER Emergency,FAMILY,3.3,10449,29M,"1,000,000+",Free,0,Teen,Educational,"December 2, 2016",1.7,2.3 and up
+Voxer Walkie Talkie Messenger,COMMUNICATION,4.3,230564,Varies with device,"10,000,000+",Free,0,Everyone,Communication,"July 31, 2018",Varies with device,Varies with device
+ES File Explorer/Manager PRO,PRODUCTIVITY,4.7,81614,6.6M,"500,000+",Paid,$2.99,Everyone,Productivity,"July 11, 2018",Pro 1.1.4.1,4.0 and up
+ES Task Manager (Task Killer ),BUSINESS,4.3,171771,3.2M,"10,000,000+",Free,0,Everyone,Business,"January 15, 2018",2.0.6.4,2.1 and up
+ES Audio Player ( Shortcut ),VIDEO_PLAYERS,4.2,1236,33k,"100,000+",Free,0,Everyone,Video Players & Editors,"July 17, 2013",1.1,2.2 and up
+ES Disk Analyzer - Storage Space,PRODUCTIVITY,4.7,5867,4.4M,"100,000+",Free,0,Everyone,Productivity,"October 31, 2017",1.0.2.9,4.0 and up
+ES App Locker,TOOLS,4.3,32207,3.4M,"1,000,000+",Free,0,Everyone,Tools,"August 16, 2017",1.1.8.2,2.1 and up
+ES Chromecast plugin,LIBRARIES_AND_DEMO,4.2,23859,860k,"1,000,000+",Free,0,Everyone,Libraries & Demo,"October 29, 2014",1.0,4.0 and up
+ES Material Theme for Pro,PRODUCTIVITY,4.2,14428,1.2M,"1,000,000+",Free,0,Everyone,Productivity,"December 3, 2015",2.0.3,2.2 and up
+ES Holo Theme for Pro,PRODUCTIVITY,4.2,4737,1.7M,"500,000+",Free,0,Everyone,Productivity,"November 26, 2015",2.0.3,2.0 and up
+ES File Explorer,TOOLS,4.1,278,2.8M,"100,000+",Free,0,Everyone,Tools,"July 2, 2018",3.1.5,4.0 and up
+ES Dark Theme for free,TOOLS,4.2,7851,364k,"1,000,000+",Free,0,Everyone,Tools,"August 22, 2017",2.0.7,4.0 and up
+ES Classic Theme,TOOLS,4.3,20865,2.2M,"1,000,000+",Free,0,Everyone,Tools,"October 30, 2015",2.0.3,2.1 and up
+ES Themes -- Classic Theme,PERSONALIZATION,4.4,77609,1.9M,"1,000,000+",Free,0,Everyone,Personalization,"April 24, 2015",1.14,1.6 and up
+ES Holo Theme,TOOLS,4.3,11449,1.7M,"500,000+",Free,0,Everyone,Tools,"February 2, 2016",2.0.4,2.0 and up
+"ES File Explorer & Manager, Locker Xplorer 2018",TOOLS,3.5,11,3.0M,"1,000+",Free,0,Everyone,Tools,"March 17, 2018",1.2,4.2 and up
+ES Summer Chill Theme for Free,TOOLS,4.3,940,387k,"100,000+",Free,0,Everyone,Tools,"August 24, 2017",2.0.7,4.0 and up
+Furrion ES Control,VIDEO_PLAYERS,1.8,26,2.7M,"5,000+",Free,0,Everyone,Video Players & Editors,"September 29, 2016",1.0,4.2 and up
+OpenGL ES Extensions - The OpenGL Utility,TOOLS,4.2,513,2.0M,"50,000+",Free,0,Everyone,Tools,"May 6, 2018",5.0.5,4.0 and up
+File Ex - ES File Explorer,TOOLS,4.2,24,5.0M,"1,000+",Free,0,Everyone,Tools,"December 27, 2017",1.1.6,4.2 and up
+OpenGL ES CapsViewer,TOOLS,4.6,78,375k,"10,000+",Free,0,Everyone,Tools,"April 1, 2018",0.6,4.3 and up
+ES-IPTV,VIDEO_PLAYERS,4.0,944,11M,"50,000+",Free,0,Everyone,Video Players & Editors,"October 15, 2017",4.2.1,4.1 and up
+OpenGL-ES Info,TOOLS,4.3,249,626k,"10,000+",Free,0,Everyone,Tools,"August 8, 2013",1.4,1.6 and up
+Dr. ES PV Calculator,TOOLS,5.0,19,11M,500+,Free,0,Everyone,Tools,"March 11, 2018",3.4.7.2.16,4.1 and up
+ES File Explorer & File Manager 2018,TOOLS,3.8,24,2.9M,"5,000+",Free,0,Everyone,Tools,"March 17, 2018",1.1,4.2 and up
+HTC Sense Input - ES,TOOLS,4.3,3509,6.5M,"1,000,000+",Free,0,Everyone,Tools,"October 30, 2015",1.0.612919,5.0 and up
+2019 Tricks Es File Explores,TOOLS,3.0,4,2.0M,"1,000+",Free,0,Everyone,Tools,"March 16, 2016",1.0,2.2 and up
+ES Billing System (Offline App),PRODUCTIVITY,5.0,1,4.2M,100+,Free,0,Everyone,Productivity,"May 17, 2018",1.0,4.1 and up
+ES Anywhere,BUSINESS,4.7,10,Varies with device,100+,Free,0,Everyone,Business,"April 28, 2017",Varies with device,4.0.3 and up
+YEBIS OpenGL ES 3.0 Tech Demo,FAMILY,4.6,380,6.7M,"10,000+",Free,0,Everyone,Entertainment,"March 11, 2014",1.0,4.3 and up
+RAR,TOOLS,4.4,669901,Varies with device,"50,000,000+",Free,0,Everyone,Tools,"August 7, 2018",Varies with device,Varies with device
+Advanced calculator fx 991 es plus & 991 ms plus,FAMILY,4.7,7252,9.2M,"500,000+",Free,0,Everyone,Education,"August 2, 2018",3.3.1-build-02-08-2018-19-release,4.0 and up
+ES Solar,BUSINESS,5.0,3,4.7M,100+,Free,0,Everyone,Business,"May 17, 2018",1.2,4.1 and up
+File Manager by Xiaomi: release file storage space,TOOLS,4.8,337532,15M,"10,000,000+",Free,0,Everyone,Tools,"July 11, 2018",V1-180703,4.4 and up
+ESLock File Recovery Lite,PRODUCTIVITY,3.0,460,161k,"50,000+",Free,0,Everyone,Productivity,"January 5, 2016",1.5.9,4.0.3 and up
+Castle Clash: Epic Empire ES,FAMILY,4.6,584070,24M,"5,000,000+",Free,0,Everyone 10+,Strategy,"July 18, 2018",1.4.1,4.1 and up
+¿Es Vegan?,FOOD_AND_DRINK,4.6,438,1.7M,"10,000+",Free,0,Everyone,Food & Drink,"August 1, 2017",2.2.3,3.0 and up
+ES-1,COMMUNICATION,NaN,6,2.7M,500+,Free,0,Everyone,Communication,"July 5, 2016",1.0,1.6 and up
+Moto File Manager,TOOLS,4.1,38679,5.9M,"10,000,000+",Free,0,Everyone,Tools,"February 1, 2018",v3.7.93,5.0 and up
+School scientific calculator fx 500 es plus 500 ms,FAMILY,4.6,1553,9.2M,"100,000+",Free,0,Everyone,Education,"August 2, 2018",3.3.1-build-02-08-2018-19-release,4.0 and up
+Esto Es Guerra TVN,FAMILY,4.5,1303,13M,"100,000+",Free,0,Everyone,Entertainment,"July 24, 2018",1.7.2,4.1 and up
+Economic Times : Market News,NEWS_AND_MAGAZINES,4.3,93708,Varies with device,"5,000,000+",Free,0,Everyone,News & Magazines,"July 9, 2018",Varies with device,Varies with device
+ET Markets : NSE & BSE India,FINANCE,4.2,24980,9.2M,"1,000,000+",Free,0,Everyone,Finance,"July 16, 2018",2.1.3,4.1 and up
+HBO NOW: Stream TV & Movies,FAMILY,3.9,61230,Varies with device,"10,000,000+",Free,0,Teen,Entertainment,"July 19, 2018",Varies with device,Varies with device
+ET Telecom from Economic Times,NEWS_AND_MAGAZINES,4.7,273,6.3M,"10,000+",Free,0,Everyone,News & Magazines,"August 7, 2018",2.9.0,4.1 and up
+Égalité et Réconciliation,NEWS_AND_MAGAZINES,4.9,58,3.8M,500+,Paid,$2.99,Everyone,News & Magazines,"May 26, 2018",1.1.1,5.0 and up
+Economic Times : Market News Go Edition,NEWS_AND_MAGAZINES,4.3,39,4.2M,"5,000+",Free,0,Everyone,News & Magazines,"April 18, 2018",1.0.4,4.1 and up
+Hymnes et Louanges,BOOKS_AND_REFERENCE,4.4,1877,5.7M,"100,000+",Free,0,Everyone,Books & Reference,"March 21, 2017",2.4.1,4.1 and up
+Lire avec Sami et Julie,FAMILY,3.6,569,18M,"100,000+",Free,0,Everyone,Educational;Education,"June 13, 2014",1.2,2.2 and up
+Lettre et demande d'emploi,FAMILY,4.6,302,9.9M,"100,000+",Free,0,Everyone,Education,"January 2, 2018",1.0,4.0 and up
+MAPS.ME – Offline Map and Travel Navigation,TRAVEL_AND_LOCAL,4.5,932870,Varies with device,"50,000,000+",Free,0,Everyone,Travel & Local,"July 27, 2018",8.3.3-Google,4.0.3 and up
+Recettes Faciles et Rapides,FOOD_AND_DRINK,NaN,95,12M,"50,000+",Free,0,Everyone,Food & Drink,"January 6, 2018",3.0.1,2.3 and up
+Blagues et Histoires Drôles,FAMILY,3.9,859,5.3M,"100,000+",Free,0,Teen,Entertainment,"February 18, 2017",0.0.2,4.1 and up
+Lettre de motivation et CV,FAMILY,4.3,979,9.9M,"100,000+",Free,0,Everyone,Education,"July 30, 2018",2.0,4.0 and up
+Anime et Manga Amino en Français,SOCIAL,4.8,3782,63M,"50,000+",Free,0,Teen,Social,"July 13, 2018",1.8.19106,4.0.3 and up
+Google Arts & Culture,FAMILY,3.7,24137,Varies with device,"5,000,000+",Free,0,Everyone,Education,"June 25, 2018",Varies with device,Varies with device
+"Moneycontrol – Stocks, Sensex, Mutual Funds, IPO",FINANCE,4.4,281635,Varies with device,"5,000,000+",Free,0,Everyone,Finance,"August 6, 2018",Varies with device,Varies with device
+CNBC: Breaking Business News & Live Market Data,FINANCE,4.2,24666,Varies with device,"1,000,000+",Free,0,Everyone,Finance,"July 13, 2018",Varies with device,Varies with device
+Google Earth,TRAVEL_AND_LOCAL,4.3,2339098,Varies with device,"100,000,000+",Free,0,Everyone,Travel & Local,"June 18, 2018",9.2.17.13,4.1 and up
+"Groupon - Shop Deals, Discounts & Coupons",SHOPPING,4.6,1371082,Varies with device,"50,000,000+",Free,0,Teen,Shopping,"August 3, 2018",Varies with device,Varies with device
+"Photo Lab Picture Editor: face effects, art frames",PHOTOGRAPHY,4.5,1536512,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"July 17, 2018",Varies with device,Varies with device
+Google News,NEWS_AND_MAGAZINES,3.9,878065,13M,"1,000,000,000+",Free,0,Teen,News & Magazines,"August 1, 2018",5.2.0,4.4 and up
+Empires and Allies,FAMILY,4.3,398746,Varies with device,"10,000,000+",Free,0,Everyone 10+,Strategy,"August 6, 2018",Varies with device,4.1 and up
+Beauty and the Beast,FAMILY,4.4,70883,31M,"1,000,000+",Free,0,Everyone,Puzzle;Creativity,"August 7, 2018",1.7.6,4.2 and up
+Hornet - Gay Social Network,SOCIAL,4.0,163679,Varies with device,"5,000,000+",Free,0,Mature 17+,Social,"August 1, 2018",Varies with device,Varies with device
+Learn Italian with MosaLingua,FAMILY,4.7,1719,Varies with device,"50,000+",Paid,$4.99,Teen,Education,"May 31, 2018",Varies with device,Varies with device
+iTranslate Translator & Dictionary,PRODUCTIVITY,4.3,201718,35M,"10,000,000+",Free,0,Everyone,Productivity,"July 11, 2018",4.6.15,4.1 and up
+Oggy,GAME,4.5,49971,61M,"5,000,000+",Free,0,Everyone,Arcade,"August 29, 2017",1.3.1,4.0.3 and up
+MomentCam Cartoons & Stickers,PHOTOGRAPHY,4.2,1260143,Varies with device,"50,000,000+",Free,0,Everyone,Photography,"July 12, 2018",Varies with device,Varies with device
+News by The Times of India Newspaper - Latest News,NEWS_AND_MAGAZINES,4.2,522205,Varies with device,"10,000,000+",Free,0,Everyone,News & Magazines,"August 7, 2018",Varies with device,Varies with device
+Amino: Communities and Chats,SOCIAL,4.8,1264084,62M,"10,000,000+",Free,0,Teen,Social,"August 7, 2018",1.8.19179,4.0.3 and up
+Nike Training Club - Workouts & Fitness Plans,HEALTH_AND_FITNESS,4.6,251618,93M,"10,000,000+",Free,0,Everyone,Health & Fitness,"July 18, 2018",5.14.0,5.0 and up
+Pocket Mortys,FAMILY,4.5,174215,93M,"10,000,000+",Free,0,Everyone,Simulation,"August 3, 2018",2.5.2,4.1 and up
+Hangouts Dialer - Call Phones,COMMUNICATION,4.0,122512,79k,"10,000,000+",Free,0,Everyone,Communication,"September 2, 2015",0.1.100944346,4.0.3 and up
+"Ideal Weight, BMI Calculator",HEALTH_AND_FITNESS,4.2,112384,5.0M,"5,000,000+",Free,0,Everyone,Health & Fitness,"February 23, 2018",2.1.0,4.1 and up
+Epson iPrint,TOOLS,4.1,108169,Varies with device,"10,000,000+",Free,0,Everyone,Tools,"June 25, 2018",Varies with device,Varies with device
+Offline Maps & Navigation,TRAVEL_AND_LOCAL,4.7,193364,33M,"5,000,000+",Free,0,Everyone,Travel & Local,"June 7, 2018",17.4.1,4.0.3 and up
+Voice changer with effects,FAMILY,4.2,1260903,8.7M,"50,000,000+",Free,0,Everyone,Entertainment,"August 2, 2018",3.4.8,4.1 and up
+Fitness & Bodybuilding,HEALTH_AND_FITNESS,4.6,95201,61M,"5,000,000+",Free,0,Everyone,Health & Fitness,"July 9, 2018",2.4.1,4.1 and up
+A+ Gallery - Photos & Videos,PHOTOGRAPHY,4.5,223941,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"August 6, 2018",Varies with device,Varies with device
+EU Mobile Money,FINANCE,3.9,460,6.1M,"100,000+",Free,0,Everyone,Finance,"July 16, 2018",1.6,4.0 and up
+European Union Simulator,FAMILY,3.6,688,26M,"50,000+",Free,0,Everyone,Simulation,"September 20, 2016",1.2,4.0.3 and up
+EU Charter,BOOKS_AND_REFERENCE,4.6,33,37M,"1,000+",Free,0,Everyone,Books & Reference,"January 16, 2017",1.0.3,4.0 and up
+EU Council,COMMUNICATION,NaN,7,19M,"1,000+",Free,0,Everyone,Communication,"July 4, 2018",1.3.0,4.4 and up
+EU Flags Free Live Wallpaper,PERSONALIZATION,3.4,730,2.3M,"100,000+",Free,0,Everyone,Personalization,"November 18, 2013",1.95,2.1 and up
+myLPG.eu,TRAVEL_AND_LOCAL,4.2,556,4.4M,"50,000+",Free,0,Everyone,Travel & Local,"July 25, 2018",1.95,4.0 and up
+YouCamp EU,TRAVEL_AND_LOCAL,3.4,39,32M,"1,000+",Paid,$2.56,Everyone,Travel & Local,"July 20, 2013",1.3.1,2.2 and up
+EU Economy,PRODUCTIVITY,3.6,47,879k,"5,000+",Free,0,Everyone,Productivity,"December 19, 2017",9.0,4.2 and up
+Flag of European Union,PERSONALIZATION,4.2,36,5.3M,"1,000+",Free,0,Everyone,Personalization,"December 10, 2016",2.0,2.3.3 and up
+EU Data Protection,BOOKS_AND_REFERENCE,3.5,29,17M,"1,000+",Free,0,Everyone,Books & Reference,"July 15, 2016",2.0,4.0.3 and up
+Flag Of European Union LWP,PERSONALIZATION,4.3,88,4.2M,"1,000+",Free,0,Everyone,Personalization,"January 24, 2018",7.0,4.0.3 and up
+European Union Flag LWP,PERSONALIZATION,NaN,3,5.3M,100+,Free,0,Everyone,Personalization,"August 29, 2016",1.1,4.1 and up
+Council Voting Calculator,COMMUNICATION,3.9,33,3.4M,"5,000+",Free,0,Everyone,Communication,"January 6, 2017",2.3.0,4.1 and up
+EU Flags Live Wallpaper,PERSONALIZATION,4.3,444,12M,"10,000+",Paid,$0.99,Everyone,Personalization,"November 18, 2013",1.95,2.1 and up
+EU FTL Calculator,BUSINESS,3.6,60,1.8M,"10,000+",Free,0,Everyone,Business,"June 1, 2018",1.5.1,4.1 and up
+The EU Relocation Programme,FAMILY,NaN,27,12M,"1,000+",Free,0,Everyone,Education,"July 28, 2016",1.0,4.0 and up
+Passenger rights,TRAVEL_AND_LOCAL,3.9,442,2.5M,"50,000+",Free,0,Everyone,Travel & Local,"January 16, 2018",1.1.3,4.0.3 and up
+EU Mobile Money Partenaire Commercial,FINANCE,4.3,70,3.9M,"10,000+",Free,0,Everyone,Finance,"May 14, 2018",1.3,4.0.3 and up
+Eurostat Country Profiles,PRODUCTIVITY,3.7,87,2.0M,"10,000+",Free,0,Everyone,Productivity,"April 12, 2018",37.0,4.0.3 and up
+EU in the World,FAMILY,NaN,8,7.2M,100+,Free,0,Everyone,Entertainment,"March 2, 2018",1.1.1,4.1 and up
+My EU,FAMILY,3.8,4,13M,100+,Free,0,Everyone,Education,"May 15, 2017",3.2.1,4.1 and up
+Invasion: Defend EU,GAME,NaN,7,20M,50+,Free,0,Everyone,Arcade,"December 8, 2017",1.0.|,2.3 and up
+R-EU-READY,GAME,4.1,13,16M,500+,Free,0,Everyone,Trivia,"March 2, 2016",1.5,2.2 and up
+taxi.eu,TRAVEL_AND_LOCAL,4.1,1865,22M,"100,000+",Free,0,Everyone,Travel & Local,"June 28, 2018",10.7.1388,4.4 and up
+CVRIA,BUSINESS,4.7,68,3.5M,"10,000+",Free,0,Everyone,Business,"May 11, 2017",1.1.10,4.4 and up
+Speed Racing Ultimate 2,GAME,4.1,66894,Varies with device,"1,000,000+",Free,0,Everyone 10+,Racing,"July 21, 2018",Varies with device,Varies with device
+EU Flag Live Wallpaper,PERSONALIZATION,NaN,19,2.3M,"1,000+",Free,0,Everyone,Personalization,"June 9, 2016",1.0,2.3 and up
+TAXLANDIA,FAMILY,1.9,141,65M,"1,000+",Free,0,Everyone,Educational,"March 6, 2018",1.8.2,4.3 and up
+European Solidarity Corps,SOCIAL,3.6,9,21M,"1,000+",Free,0,Teen,Social,"July 5, 2018",1.2.0,4.4 and up
+Have your say on Europe,COMMUNICATION,3.8,19,21M,500+,Free,0,Everyone,Communication,"April 19, 2018",1.1.0,4.1 and up
+EU CBRNE Glossary,LIBRARIES_AND_DEMO,NaN,3,20M,500+,Free,0,Everyone,Libraries & Demo,"June 15, 2016",1.0.0,4.4 and up
+Doorstep EU,NEWS_AND_MAGAZINES,4.5,67,12M,"1,000+",Free,0,Everyone,News & Magazines,"June 26, 2018",1.8,4.1 and up
+EURES - Your Job in Europe,BUSINESS,2.7,358,2.0M,"50,000+",Free,0,Everyone,Business,"September 18, 2017",1.4.1,2.3.3 and up
+Autoroute.EU,BUSINESS,NaN,10,2.7M,"1,000+",Free,0,Everyone,Business,"July 19, 2016",2.6,4.0.3 and up
+Invasive Alien Species Europe,FAMILY,4.5,13,13M,"1,000+",Free,0,Everyone,Education,"November 20, 2017",1.0.6,4.4 and up
+Countries of the European Union (Quiz),GAME,NaN,11,7.0M,100+,Free,0,Everyone,Trivia,"February 3, 2018",1.3,5.0 and up
+EU Exit poll,LIFESTYLE,5.0,10,9.4M,100+,Free,0,Everyone,Lifestyle,"July 15, 2016",1.6,4.1 and up
+Schengen/EU App,TOOLS,4.0,24,11M,"1,000+",Free,0,Everyone,Tools,"February 27, 2018",1.0,4.1 and up
+I Know Stuff,GAME,4.2,214923,Varies with device,"5,000,000+",Free,0,Everyone,Trivia,"July 31, 2018",9.1.3,4.1 and up
+EU WHO War,FAMILY,NaN,0,1.2M,50+,Free,0,Everyone,Education,"December 23, 2013",1.0,3.0 and up
+Lazionews.eu,NEWS_AND_MAGAZINES,NaN,25,18M,"1,000+",Free,0,Everyone,News & Magazines,"May 18, 2018",1.0.1,4.0 and up
+Brexit EU,FAMILY,4.4,7,7.5M,500+,Free,0,Everyone,Casual,"March 10, 2016",1.0,2.3 and up
+Eu sou Rico,FINANCE,NaN,0,2.6M,0+,Paid,$30.99,Everyone,Finance,"January 9, 2018",1.0,4.0 and up
+EU Life Explorer,NEWS_AND_MAGAZINES,4.0,2,12M,50+,Free,0,Everyone,News & Magazines,"May 8, 2017",1.1,4.1 and up
+E.U. Trademark Search Tool,BUSINESS,NaN,0,3.1M,10+,Free,0,Everyone,Business,"March 29, 2018",1.5,4.0.3 and up
+EU VAT Checker,BUSINESS,3.1,7,39k,"1,000+",Free,0,Everyone,Business,"October 12, 2011",1,1.6 and up
+Dotti EU,BUSINESS,NaN,15,4.3M,"1,000+",Free,0,Everyone,Business,"May 9, 2018",2.1.18,4.4 and up
+EU RCD Guide,BOOKS_AND_REFERENCE,NaN,0,45M,10+,Paid,$3.61,Everyone,Books & Reference,"June 29, 2016",2.0,4.0 and up
+daskal.eu,FAMILY,5.0,5,15M,50+,Free,0,Everyone,Education,"October 6, 2017",2.3.3,4.4 and up
+Intra- and extra-EU trade data,FINANCE,NaN,1,2.5M,100+,Free,0,Everyone,Finance,"December 16, 2015",1.0.5,4.0 and up
+Programi podrške EU,COMMUNICATION,NaN,0,5.4M,100+,Free,0,Everyone,Communication,"January 15, 2018",1.0.3,4.1 and up
+EU FP7 Adventure,BUSINESS,NaN,2,5.2M,100+,Free,0,Everyone,Business,"February 15, 2013",1,2.2 and up
+GastroHunter.EU,LIFESTYLE,NaN,1,1.5M,10+,Free,0,Everyone,Lifestyle,"April 23, 2015",1.0,4.3 and up
+EU IP Codes,BOOKS_AND_REFERENCE,NaN,2,970k,100+,Free,0,Everyone,Books & Reference,"January 8, 2014",1.0.4,4.0 and up
+Eu Sou Rico,FINANCE,NaN,0,1.4M,0+,Paid,$394.99,Everyone,Finance,"July 11, 2018",1.0,4.0.3 and up
+MOTOBAZAR EU,LIFESTYLE,NaN,1,2.0M,100+,Free,0,Everyone,Lifestyle,"May 6, 2018",1.2.36,4.0.3 and up
+TattooSupplies.eu,SHOPPING,NaN,31,34M,"1,000+",Free,0,Everyone,Shopping,"August 9, 2017",1.3.1,4.1 and up
+IF YOU TO EU PEGO,FAMILY,NaN,3,2.1M,100+,Paid,$1.26,Everyone,Entertainment,"January 12, 2012",3,2.1 and up
+VAT Checker for EU company,BUSINESS,4.7,78,Varies with device,"1,000+",Free,0,Everyone,Business,"January 24, 2017",Varies with device,Varies with device
+Inbox.eu,COMMUNICATION,3.7,98,9.7M,"10,000+",Free,0,Everyone,Communication,"July 11, 2018",6.4.7,4.3 and up
+CALIOPE EU: Air Quality,HEALTH_AND_FITNESS,3.9,21,2.2M,"1,000+",Free,0,Everyone,Health & Fitness,"October 30, 2015",1.1.2,4.0 and up
+Konferencija.eu,BUSINESS,NaN,3,1.6M,10+,Free,0,Everyone,Business,"March 21, 2017",1.0.2,4.0 and up
+Reisedealz.eu,SOCIAL,NaN,0,10M,10+,Free,0,Everyone,Social,"September 24, 2015",1.0,4.0 and up
+Going Abroad,FAMILY,3.0,606,42M,"50,000+",Free,0,Everyone 10+,Educational,"August 16, 2016",1.2,4.0 and up
+EU GDPR RiskCalc,BUSINESS,NaN,1,13M,50+,Free,0,Everyone,Business,"October 3, 2017",1.0.0,4.2 and up
+EU Whoiswho,BUSINESS,NaN,0,2.7M,10+,Free,0,Everyone,Business,"December 1, 2016",0.0.1,4.0 and up
+EU Brazil Green Business Forum,PRODUCTIVITY,NaN,0,8.7M,10+,Free,0,Everyone,Productivity,"April 18, 2017",1.7.1,2.1 and up
+EU-Schwerbehinderung,NEWS_AND_MAGAZINES,NaN,3,32M,100+,Free,0,Everyone 10+,News & Magazines,"July 16, 2018",2.0.3.53,6.0 and up
+SK Bosnia Online EU Teplice,SPORTS,NaN,2,10M,5+,Free,0,Everyone,Sports,"August 21, 2017",1.2,4.0 and up
+Campervan.Guide Pro,TRAVEL_AND_LOCAL,4.2,238,67M,"10,000+",Paid,$5.99,Everyone,Travel & Local,"June 22, 2018",4.6.2,4.1 and up
+Qserve EU MDR First Aid,BUSINESS,3.0,2,17M,100+,Free,0,Everyone,Business,"May 11, 2017",1.2.22,4.1 and up
+I'm Rich/Eu sou Rico/أنا غني/我很有錢,LIFESTYLE,NaN,0,40M,0+,Paid,$399.99,Everyone,Lifestyle,"December 1, 2017",MONEY,4.1 and up
+TrainPal EU- Book German Train Tickets,MAPS_AND_NAVIGATION,NaN,1,21M,100+,Free,0,Everyone,Maps & Navigation,"March 29, 2018",1.0.0,4.2 and up
+Strawberry Shortcake Ice Cream Island,FAMILY,4.2,32200,15M,"5,000,000+",Free,0,Everyone,Casual;Pretend Play,"November 6, 2017",1.2,4.1 and up
+NativeScript Developer Day EU,BUSINESS,NaN,2,12M,100+,Free,0,Everyone,Business,"September 23, 2017",1.2,4.2 and up
+EU FP7 SAM,BUSINESS,NaN,0,9.7M,10+,Free,0,Everyone,Business,"March 12, 2015",1.0.3,4.0 and up
+Rail Planner Eurail/Interrail,MAPS_AND_NAVIGATION,4.2,3596,31M,"1,000,000+",Free,0,Everyone,Maps & Navigation,"June 15, 2018",3.0.1 (70),4.0 and up
+eu sou franky,BUSINESS,3.7,195,4.0M,"10,000+",Free,0,Everyone,Business,"November 21, 2016",1.0.1,4.0 and up
+Tasker,TOOLS,4.6,43045,Varies with device,"1,000,000+",Paid,$2.99,Everyone,Tools,"June 25, 2018",Varies with device,Varies with device
+efootwear.eu - online store,SHOPPING,4.5,928,8.6M,"100,000+",Free,0,Everyone,Shopping,"August 2, 2018",1.7.0,4.4 and up
+ChargeHub - Find EV & Tesla Charging Stations,MAPS_AND_NAVIGATION,4.6,796,25M,"50,000+",Free,0,Everyone,Maps & Navigation,"May 18, 2018",6.7.0,4.0.3 and up
+PlugShare,MAPS_AND_NAVIGATION,4.7,4501,26M,"100,000+",Free,0,Teen,Maps & Navigation,"July 25, 2018",3.5.1,4.0.3 and up
+NEXTCHARGE - Charging Stations,MAPS_AND_NAVIGATION,4.3,891,6.4M,"50,000+",Free,0,Everyone,Maps & Navigation,"July 26, 2018",4.5.1,4.1 and up
+NissanConnect® EV & Services,LIFESTYLE,2.3,853,88M,"50,000+",Free,0,Everyone,Lifestyle,"July 20, 2018",6.2.0,4.4 and up
+EV Connect,MAPS_AND_NAVIGATION,2.8,25,5.8M,"1,000+",Free,0,Everyone,Maps & Navigation,"August 6, 2018",2.10.0,5.0 and up
+HondaLink EV,TOOLS,2.8,44,41M,"10,000+",Free,0,Everyone,Tools,"June 20, 2018",3.8,2.3 and up
+EV Stations Hawaii,MAPS_AND_NAVIGATION,3.6,7,2.5M,"1,000+",Free,0,Everyone,Maps & Navigation,"May 30, 2017",3.0.6,4.1 and up
+Emerge EV App (eBike App),LIFESTYLE,3.0,26,Varies with device,"1,000+",Free,0,Everyone,Lifestyle,"May 15, 2018",Varies with device,6.0 and up
+EV Trip Optimizer for Tesla,AUTO_AND_VEHICLES,3.2,46,6.6M,"1,000+",Free,0,Everyone,Auto & Vehicles,"June 26, 2018",3.4,4.1 and up
+JuiceNet - Smart EV Charging,MAPS_AND_NAVIGATION,3.5,106,24M,"5,000+",Free,0,Everyone,Maps & Navigation,"July 9, 2018",2.1.223,4.0 and up
+Zap-Map: EV charging points UK,MAPS_AND_NAVIGATION,3.8,181,9.8M,"10,000+",Free,0,Everyone,Maps & Navigation,"July 6, 2018",4.0.4,4.1 and up
+EV Charging,MAPS_AND_NAVIGATION,3.5,8,32M,"1,000+",Free,0,Everyone,Maps & Navigation,"August 1, 2017",2.0.0,4.1 and up
+Simple EV Calc,PRODUCTIVITY,4.2,105,72M,"1,000+",Free,0,Everyone,Productivity,"October 16, 2017",2.2.2,4.4 and up
+CHOSEN - EV Smart Charger,AUTO_AND_VEHICLES,NaN,1,19M,10+,Free,0,Everyone,Auto & Vehicles,"August 7, 2018",3.4.4,4.2 and up
+Electric Car Charging Points: Ev charger Stations,MAPS_AND_NAVIGATION,4.5,8,8.1M,100+,Free,0,Everyone,Maps & Navigation,"August 3, 2018",1.3,4.1 and up
+ELMO EV Charging,MAPS_AND_NAVIGATION,3.4,14,6.2M,"1,000+",Free,0,Everyone,Maps & Navigation,"January 25, 2018",2.1.05,4.0.3 and up
+Bolt - EV Charging Service,AUTO_AND_VEHICLES,3.0,9,8.4M,100+,Free,0,Everyone,Auto & Vehicles,"March 23, 2018",2.2.0,5.0 and up
+To-U - free EV public charging,TRAVEL_AND_LOCAL,4.4,75,19M,"1,000+",Free,0,Everyone,Travel & Local,"May 23, 2018",2.9.0,4.1 and up
+Light Meter - EV,PHOTOGRAPHY,4.0,26,8.5M,"1,000+",Free,0,Everyone,Photography,"August 2, 2018",4.1.1,4.4 and up
+Mas Akıllı Ev,HOUSE_AND_HOME,NaN,13,43M,100+,Free,0,Everyone,House & Home,"April 18, 2018",3.2,4.4 and up
+EV Finder,TOOLS,4.3,29,23M,"1,000+",Free,0,Everyone,Tools,"February 7, 2017",2.7,2.3 and up
+SpeedApp EV,AUTO_AND_VEHICLES,NaN,0,48M,5+,Free,0,Everyone,Auto & Vehicles,"July 4, 2018",1.2,6.0 and up
+EV Real Estate Search,LIFESTYLE,4.1,88,20M,"5,000+",Free,0,Everyone,Lifestyle,"July 13, 2018",5.600.49,4.0.3 and up
+Ev Dizayn,LIFESTYLE,3.6,30,5.2M,"5,000+",Free,0,Everyone,Lifestyle,"March 4, 2015",1.0,4.0 and up
+Power Plug EV charger,MAPS_AND_NAVIGATION,3.7,13,3.9M,"1,000+",Free,0,Everyone,Maps & Navigation,"December 22, 2014",1.1,2.3.3 and up
+Builder Craft: House Building & Exploration,FAMILY,4.2,20807,52M,"1,000,000+",Free,0,Everyone 10+,Simulation,"August 2, 2017",1.3,4.1 and up
+Texas Hold'em EV Calculator,TOOLS,3.7,6,1.3M,"1,000+",Free,0,Everyone,Tools,"November 8, 2015",1.0,2.3 and up
+Bird - Enjoy The Ride,TRAVEL_AND_LOCAL,4.3,2649,25M,"500,000+",Free,0,Everyone,Travel & Local,"August 3, 2018",4.1.1,4.4 and up
+AÖF Ev İdaresi 1. Sınıf,FAMILY,NaN,2,11M,"1,000+",Free,0,Everyone,Education,"July 15, 2018",3.0,4.1 and up
+EV Bon Dictionary,FAMILY,NaN,11,16M,500+,Free,0,Everyone,Education,"October 28, 2017",2.0,4.0 and up
+German Vocabulary Trainer,FAMILY,3.3,1218,1.0M,"100,000+",Free,0,Everyone,Education,"August 24, 2012",1.0,2.1 and up
+REV Robotic Enhance Vehicles,FAMILY,4.4,2558,61M,"100,000+",Free,0,Everyone,Entertainment,"January 16, 2018",2.0.11,4.4 and up
+Home Workout - No Equipment,HEALTH_AND_FITNESS,4.8,432160,15M,"10,000,000+",Free,0,Everyone,Health & Fitness,"June 28, 2018",Varies with device,Varies with device
+myChevrolet,LIFESTYLE,3.5,6747,Varies with device,"1,000,000+",Free,0,Everyone,Lifestyle,"June 11, 2018",Varies with device,Varies with device
+Electric Car Taxi Driver: NY City Cab Taxi Games,FAMILY,4.0,5886,54M,"1,000,000+",Free,0,Everyone,Simulation,"May 28, 2018",1.2,4.0 and up
+EV Calculator,TOOLS,4.9,85,19M,"1,000+",Free,0,Everyone,Tools,"July 5, 2018",1.20,4.1 and up
+Home Decoration Game,FAMILY,4.0,17543,19M,"5,000,000+",Free,0,Everyone,Casual,"January 25, 2018",3.0.1,4.0 and up
+EvAk Smart Home,LIFESTYLE,NaN,14,Varies with device,500+,Free,0,Everyone,Lifestyle,"March 13, 2018",1.1.1,4.1 and up
+PokeType - Dex,FAMILY,4.6,36813,33M,"500,000+",Free,0,Everyone,Entertainment,"May 1, 2018",4.2.0,4.1 and up
+Home Security Camera WardenCam - reuse old phones,HOUSE_AND_HOME,4.3,43847,Varies with device,"1,000,000+",Free,0,Everyone,House & Home,"July 6, 2018",Varies with device,Varies with device
+Survival Forest : Survivor Home Builder,FAMILY,3.6,9389,64M,"1,000,000+",Free,0,Teen,Simulation,"May 31, 2018",1.3.4,4.0 and up
+Room Creator Interior Design,HOUSE_AND_HOME,3.9,59660,72M,"1,000,000+",Free,0,Everyone,House & Home,"March 14, 2017",3.4,2.3 and up
+Doll House Design & Decoration 2: Girls House Game,FAMILY,3.9,2338,45M,"100,000+",Free,0,Everyone,Simulation,"May 29, 2018",1.1,4.1 and up
+Lux Home Decorating Room Games,FAMILY,4.0,1518,Varies with device,"100,000+",Free,0,Everyone,Casual,"October 20, 2017",2.0,4.1 and up
+eCooltra: scooter sharing. Share electric scooters,TRAVEL_AND_LOCAL,4.2,2822,27M,"100,000+",Free,0,Everyone,Travel & Local,"July 27, 2018",1.21.2,4.1 and up
+Design Home,FAMILY,4.4,539931,69M,"10,000,000+",Free,0,Everyone,Simulation,"August 6, 2018",1.11.01,4.2 and up
+E.W. James & Sons,SHOPPING,NaN,2,4.9M,500+,Free,0,Everyone,Shopping,"April 11, 2018",3.0.2,5.0 and up
+EW Manager,BUSINESS,NaN,0,4.4M,10+,Free,0,Everyone,Business,"February 20, 2018",1.0.0,4.1 and up
+PeopleTV - Watch Celebrity News,FAMILY,4.3,2223,8.6M,"100,000+",Free,0,Teen,Entertainment,"March 28, 2018",1.2.0.8,4.1 and up
+ew-Magazin,NEWS_AND_MAGAZINES,NaN,2,13M,100+,Free,0,Everyone,News & Magazines,"December 13, 2016",3.5.0,4.0 and up
+EW PDF,BOOKS_AND_REFERENCE,NaN,0,8.7M,5+,Free,0,Everyone,Books & Reference,"February 14, 2018",1.0.2,4.4 and up
+EW Gate,BUSINESS,NaN,0,12M,50+,Free,0,Everyone,Business,"April 16, 2018",3.07,4.0 and up
+E W Bookkeeping & Accountancy,FINANCE,NaN,1,29M,100+,Free,0,Everyone,Finance,"April 23, 2018",1.0.0,4.1 and up
+News 5 Cleveland,NEWS_AND_MAGAZINES,3.7,1032,Varies with device,"100,000+",Free,0,Everyone,News & Magazines,"July 5, 2018",Varies with device,Varies with device
+EW Login,BUSINESS,NaN,0,5.8M,10+,Free,0,Everyone,Business,"December 13, 2017",1.0.0,4.0.3 and up
+Water Surfer Racing In Moto,GAME,4.3,2233,36M,"1,000,000+",Free,0,Everyone,Racing,"February 28, 2018",1.1,2.3 and up
+EW Handbook,BUSINESS,NaN,1,17M,100+,Free,0,Everyone,Business,"June 11, 2015",4,2.3.3 and up
+Mee-EW,TOOLS,NaN,0,17M,5+,Free,0,Everyone,Tools,"August 2, 2018",1.0.1,4.1 and up
+EW Widgets for Zooper,TOOLS,3.4,5,1.9M,100+,Free,0,Everyone,Tools,"December 3, 2016",1.0.2,4.0.3 and up
+"Ew, the small alien",GAME,NaN,5,Varies with device,10+,Free,0,Everyone,Adventure,"January 21, 2017",Varies with device,2.3 and up
+The List,NEWS_AND_MAGAZINES,3.5,66,12M,"10,000+",Free,0,Everyone,News & Magazines,"June 1, 2017",6.11,4.1 and up
+EW MOTION THERAPY,HEALTH_AND_FITNESS,NaN,0,7.1M,10+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+European War 6: 1804,FAMILY,4.2,1330,96M,"10,000+",Paid,$0.99,Teen,Strategy,"July 18, 2018",1.1.0,4.4 and up
+XCOM®: Enemy Within,FAMILY,4.2,13752,21M,"100,000+",Paid,$9.99,Mature 17+,Strategy,"October 24, 2017",1.7.0,4.0 and up
+EW Neuron Scan,TOOLS,NaN,1,6.5M,10+,Free,0,Everyone,Tools,"January 31, 2018",1.6.2,5.0 and up
+ABC15 Arizona,NEWS_AND_MAGAZINES,3.6,1820,Varies with device,"100,000+",Free,0,Everyone,News & Magazines,"July 5, 2018",Varies with device,Varies with device
+NATIVE ENTERTAINMENT MAGAZINE - ISSUE # 1,NEWS_AND_MAGAZINES,NaN,0,62M,10+,Free,0,Mature 17+,News & Magazines,"December 16, 2017",1,4.1 and up
+Mobile Strike,FAMILY,3.9,903392,Varies with device,"50,000,000+",Free,0,Everyone 10+,Strategy,"June 14, 2018",3.30.4.207,4.1 and up
+European War 5:Empire,FAMILY,3.8,9513,82M,"100,000+",Free,0,Everyone 10+,Strategy,"June 8, 2018",1.2.6,4.0.3 and up
+KMTV 3 News Now,NEWS_AND_MAGAZINES,3.8,265,Varies with device,"10,000+",Free,0,Everyone 10+,News & Magazines,"July 5, 2018",Varies with device,Varies with device
+Rescue Robots Survival Games,GAME,4.0,27557,69M,"5,000,000+",Free,0,Teen,Action,"July 6, 2018",F2i,4.1 and up
+Raytheon F-16 EW 360 VR,FAMILY,4.5,6,22M,500+,Free,0,Everyone,Entertainment,"June 9, 2017",1.0.01,4.4 and up
+Pregnant Emergency Surgery,FAMILY,3.8,127229,34M,"10,000,000+",Free,0,Everyone,Casual,"September 7, 2017",1.1.14,4.0 and up
+Eddsworld Amino,SOCIAL,4.9,3071,63M,"10,000+",Free,0,Teen,Social,"July 13, 2018",1.8.19106,4.0.3 and up
+TMJ4.com - WTMJ-TV Milwaukee,NEWS_AND_MAGAZINES,3.8,728,Varies with device,"50,000+",Free,0,Everyone 10+,News & Magazines,"July 5, 2018",Varies with device,Varies with device
+Food Network,FAMILY,4.1,7823,Varies with device,"500,000+",Free,0,Teen,Entertainment,"July 27, 2018",Varies with device,Varies with device
+Storm Shield,WEATHER,3.5,2000,14M,"100,000+",Free,0,Everyone,Weather,"July 31, 2018",4.1.12,5.0 and up
+EdiRange,TOOLS,3.0,736,1.8M,"100,000+",Free,0,Everyone,Tools,"July 5, 2017",1.11,4.0.3 and up
+TRANSFORMERS: Earth Wars,FAMILY,4.5,256219,95M,"10,000,000+",Free,0,Everyone,Strategy,"July 31, 2018",1.64.0.21247,4.2 and up
+Beard Live Camera Photo Editor,BEAUTY,4.7,900,30M,"5,000+",Free,0,Everyone,Beauty,"March 25, 2018",1.1,4.0.3 and up
+WPTV 5 West Palm Beach,NEWS_AND_MAGAZINES,3.8,1093,Varies with device,"100,000+",Free,0,Everyone 10+,News & Magazines,"July 5, 2018",Varies with device,Varies with device
+No Pimple - Fun games,FAMILY,3.3,24091,16M,"5,000,000+",Free,0,Teen,Casual,"August 4, 2016",1.1.0,2.3 and up
+WKBW 7 Eyewitness News,NEWS_AND_MAGAZINES,4.0,509,Varies with device,"50,000+",Free,0,Everyone,News & Magazines,"July 5, 2018",Varies with device,Varies with device
+Web Browser for Android,COMMUNICATION,4.1,55110,4.3M,"1,000,000+",Free,0,Everyone,Communication,"June 20, 2018",2.2,4.0 and up
+OMG Gross Zit - Date Nightmare,FAMILY,3.7,70105,67M,"10,000,000+",Free,0,Everyone,Casual,"June 6, 2018",1.0.3,4.1 and up
+Garden Fever - Free!,FAMILY,3.9,13253,12M,"1,000,000+",Free,0,Everyone,Puzzle,"August 9, 2016",2.1.080,2.3 and up
+GO SMS PRO EMOJI PLUGIN,PERSONALIZATION,3.5,84779,8.5M,"5,000,000+",Free,0,Everyone,Personalization,"June 4, 2018",2.4,4.0 and up
+Bike Race - Bike Blast Rush,GAME,4.4,83891,48M,"10,000,000+",Free,0,Everyone,Action,"July 19, 2018",3.1,4.0 and up
+Subway Simulator 3D,FAMILY,4.0,25489,62M,"1,000,000+",Free,0,Everyone,Simulation,"August 6, 2018",2.9.0,4.1 and up
+XCOM: TBG,FAMILY,4.0,2294,95M,"100,000+",Free,0,Everyone,Entertainment,"January 9, 2017",1.2.1,2.3 and up
+ETERNITY WARRIORS 2,GAME,4.6,568391,5.2M,"5,000,000+",Free,0,Teen,Action,"July 1, 2014",4.3.1,2.1 and up
+XE Currency,TRAVEL_AND_LOCAL,4.4,77585,Varies with device,"10,000,000+",Free,0,Everyone,Travel & Local,"July 31, 2018",Varies with device,Varies with device
+Deus Ex GO,FAMILY,4.5,9699,23M,"100,000+",Paid,$0.99,Teen,Puzzle,"July 23, 2018",2.1.111374,4.2 and up
+ADWLauncher 1 EX,PERSONALIZATION,4.3,28728,2.8M,"500,000+",Paid,$2.49,Everyone,Personalization,"July 27, 2013",1.3.3.9,1.6 and up
+XE Currency Pro,TRAVEL_AND_LOCAL,4.4,1090,Varies with device,"10,000+",Paid,$1.99,Everyone,Travel & Local,"May 29, 2018",Varies with device,Varies with device
+GO Launcher EX UI5.0 theme,PERSONALIZATION,4.3,111634,13M,"5,000,000+",Free,0,Everyone,Personalization,"May 26, 2014",2.08,2.0 and up
+Device Info Ex Live Wallpaper,PERSONALIZATION,4.1,2645,1.1M,"50,000+",Paid,$0.99,Everyone,Personalization,"December 20, 2015",11.0.0,2.1 and up
+GO Weather EX Theme White,WEATHER,4.2,8723,4.6M,"500,000+",Free,0,Everyone,Weather,"August 27, 2014",1.0,2.2 and up
+Advanced EX for HYUNDAI,TOOLS,2.7,168,170k,"5,000+",Paid,$4.99,Everyone,Tools,"March 14, 2015",1.10,1.6 and up
+MIUI Style GO Weather EX,WEATHER,4.2,2115,1.1M,"500,000+",Free,0,Everyone,Weather,"July 4, 2014",1.3,1.6 and up
+Remote EX for NISSAN,COMMUNICATION,2.3,223,1.0M,"5,000+",Paid,$1.49,Everyone,Communication,"July 26, 2014",1.3,3.0 and up
+Ex Explorer : Dual view exproler / file manager,TOOLS,3.9,361,Varies with device,"50,000+",Free,0,Everyone,Tools,"July 12, 2018",Varies with device,Varies with device
+Get Over Your Ex,DATING,4.1,10,11M,"5,000+",Free,0,Everyone,Dating,"April 12, 2017",1.1,4.0.3 and up
+Advanced EX for MITSUBISHI,TOOLS,2.9,33,141k,"1,000+",Paid,$4.99,Everyone,Tools,"August 21, 2015",1.1,1.6 and up
+Advanced EX for KIA,TOOLS,3.3,257,160k,"5,000+",Paid,$4.99,Everyone,Tools,"March 14, 2015",1.4,1.6 and up
+Money Manager Ex for Android,FINANCE,4.2,2695,Varies with device,"100,000+",Free,0,Everyone,Finance,"February 26, 2018",Varies with device,Varies with device
+Airway Ex - Intubate. Anesthetize. Train.,MEDICAL,4.3,123,86M,"10,000+",Free,0,Everyone,Medical,"June 1, 2018",0.6.88,5.0 and up
+Advanced EX for NISSAN,TOOLS,2.9,164,144k,"5,000+",Paid,$4.99,Everyone,Tools,"March 14, 2015",1.3,1.6 and up
+Advanced EX for FIAT,TOOLS,3.5,138,141k,"5,000+",Paid,$4.99,Everyone,Tools,"March 5, 2015",1.6,1.6 and up
+Advanced EX for RENAULT,TOOLS,2.8,130,143k,"5,000+",Paid,$4.99,Everyone,Tools,"March 14, 2015",1.1,1.6 and up
+EX File Explorer File Manage Pro,PRODUCTIVITY,NaN,1,6.3M,50+,Paid,$1.99,Everyone,Productivity,"August 6, 2017",1.0,4.0 and up
+Aurum Blade EX,FAMILY,4.3,28151,17M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"June 4, 2015",1.0.2,2.2 and up
+SCI-Ex,HEALTH_AND_FITNESS,3.5,8,7.9M,"1,000+",Free,0,Everyone,Health & Fitness,"June 28, 2018",1.0060.b0060,5.0 and up
+Papyrus Ex,TOOLS,4.6,1092,190k,"100,000+",Free,0,Everyone,Tools,"June 27, 2012",2.3.3,2.1 and up
+GLASS GO Launcher EX Theme,PERSONALIZATION,4.2,18280,6.0M,"1,000,000+",Free,0,Everyone,Personalization,"January 8, 2015",1.28,1.6 and up
+Moonlight GO Weather EX,WEATHER,4.2,11510,3.5M,"1,000,000+",Free,0,Everyone,Weather,"August 28, 2014",1.4,2.2 and up
+My Ex Girlfriend Comes Back,FAMILY,3.7,3258,26M,"500,000+",Free,0,Everyone,Casual,"March 4, 2016",1.0.0,2.3 and up
+An Elite Warrior Ex,GAME,4.7,15,93M,100+,Paid,$0.99,Everyone,Adventure,"November 21, 2016",1.59,4.0.3 and up
+Gods Wars Ex : Vampire,FAMILY,3.9,1550,21M,"100,000+",Free,0,Teen,Role Playing,"October 28, 2017",1.0.6,3.0 and up
+BakaReader EX,BOOKS_AND_REFERENCE,4.3,8894,2.3M,"100,000+",Free,0,Everyone,Books & Reference,"July 23, 2018",1.1.51,4.0 and up
+Snes9x EX+,GAME,4.4,70351,Varies with device,"5,000,000+",Free,0,Everyone,Arcade,"March 3, 2018",Varies with device,Varies with device
+X your Ex - Break Up Treatment,HEALTH_AND_FITNESS,4.0,32,64M,"5,000+",Free,0,Everyone,Health & Fitness,"May 20, 2017",3.9,4.1 and up
+Ex Quotes,LIFESTYLE,4.4,129,8.1M,"50,000+",Free,0,Everyone 10+,Lifestyle,"June 16, 2018",3.0.1,4.1 and up
+GO Contacts EX Black & Grey,PERSONALIZATION,3.7,21,376k,500+,Paid,$0.99,Everyone,Personalization,"September 24, 2013",1.0,1.6 and up
+CYANOGEN GO Launcher EX Theme,PERSONALIZATION,4.3,60298,13M,"5,000,000+",Free,0,Everyone,Personalization,"January 8, 2015",1.38,1.6 and up
+Ex Service Taxis,BUSINESS,3.5,15,8.0M,"1,000+",Free,0,Everyone,Business,"October 21, 2015",20.7.9.2,2.3 and up
+Rejoin Your Ex,SOCIAL,NaN,0,29M,100+,Free,0,Everyone,Social,"May 26, 2015",2.0,2.3.3 and up
+S.O.L : Stone of Life EX,FAMILY,4.3,171220,42M,"5,000,000+",Free,0,Everyone 10+,Role Playing,"July 28, 2015",1.2.6,2.3.3 and up
+How To Get Your Ex Back Fast,LIFESTYLE,4.0,22,19M,"5,000+",Free,0,Everyone,Lifestyle,"February 7, 2018",15.0,4.0.3 and up
+ExDialer PRO Key,COMMUNICATION,4.5,5474,17k,"100,000+",Paid,$3.99,Everyone,Communication,"January 15, 2014",81,2.1 and up
+Volume Control Ex,TOOLS,4.2,5,2.5M,100+,Paid,$1.49,Everyone,Tools,"July 30, 2018",1.6.2,4.0 and up
+Virtual Dice EX,GAME,4.3,40,3.6M,"5,000+",Free,0,Everyone,Board,"March 15, 2016",2.8,3.0 and up
+Black Theme Go Launcher EX,PERSONALIZATION,4.1,285,3.9M,"50,000+",Free,0,Teen,Personalization,"October 3, 2017",5.0,2.3 and up
+EY Events,BUSINESS,2.5,31,54M,"10,000+",Free,0,Everyone,Business,"April 4, 2018",2.6,4.1 and up
+EY GlobalOne,BUSINESS,2.7,11,6.8M,"1,000+",Free,0,Everyone,Business,"November 27, 2017",3.1.0,2.2 and up
+EY Team Connect,PRODUCTIVITY,NaN,0,38M,50+,Free,0,Everyone,Productivity,"June 8, 2018",1.20180531.3,5.0 and up
+EY eMentor,FAMILY,NaN,5,44M,500+,Free,0,Everyone,Education,"November 3, 2016",1.0.0,4.4 and up
+EY Conferences,BUSINESS,NaN,1,30M,"1,000+",Free,0,Everyone,Business,"May 16, 2018",5.28,5.0 and up
+EY Africa,BUSINESS,NaN,0,8.4M,100+,Free,0,Everyone,Business,"April 9, 2018",1.42.180409,4.2 and up
+EY TaxChat,FINANCE,1.2,44,27M,"1,000+",Free,0,Everyone,Finance,"April 9, 2018",3.24.0,6.0 and up
+EY Expenses,FINANCE,NaN,0,10M,"1,000+",Free,0,Everyone,Finance,"July 9, 2018",1.1,4.1 and up
+EY Tax Briefing,BUSINESS,NaN,3,15M,100+,Free,0,Everyone,Business,"March 21, 2018",1.0,4.1 and up
+EY Digital Direct,BUSINESS,NaN,0,27M,5+,Free,0,Everyone,Business,"August 3, 2018",2.0,6.0 and up
+EY India Tax Insights,BUSINESS,4.7,87,5.1M,"10,000+",Free,0,Everyone,Business,"July 15, 2017",0.0.1,4.1 and up
+EY Forensics,FINANCE,4.9,7,3.4M,"1,000+",Free,0,Everyone,Finance,"June 17, 2016",1.0.1,4.0.3 and up
+EY India CFO Insights,BUSINESS,4.7,37,10M,"5,000+",Free,0,Everyone,Business,"June 29, 2018",1.5,4.1 and up
+EY Digital Tax AR,BUSINESS,NaN,2,19M,100+,Free,0,Everyone,Business,"September 29, 2017",1.6,4.0 and up
+EY Divest,BUSINESS,NaN,0,54M,5+,Free,0,Everyone,Business,"July 11, 2017",1.0.0,4.0 and up
+EY ATL Fuel Calculator,PRODUCTIVITY,4.4,15,3.1M,500+,Free,0,Everyone,Productivity,"July 21, 2018",12,2.1 and up
+Fuel Calculator for EY,TOOLS,4.7,32,2.7M,"1,000+",Free,0,Everyone,Tools,"June 15, 2018",1.11,2.1 and up
+EY Digi India Personal Tax,BUSINESS,4.0,2,1.7M,100+,Free,0,Everyone,Business,"May 24, 2018",5.0,4.0.3 and up
+EY Catalyst Reader,BUSINESS,NaN,1,8.4M,5+,Free,0,Everyone,Business,"April 10, 2018",1.2.1,5.0 - 7.1.1
+Pink Guy - Ey B0ss,FAMILY,4.7,13,1.2M,500+,Free,0,Everyone,Entertainment,"May 4, 2016",1.0,4.0.3 and up
+EY Staff ENTERTAINER,LIFESTYLE,4.3,218,19M,"10,000+",Free,0,Everyone,Lifestyle,"January 16, 2017",1.0.3,2.3 and up
+EY EMEIA Diversity & Inclusion,BUSINESS,NaN,4,12M,500+,Free,0,Everyone,Business,"November 25, 2016",1.0.0,4.4 and up
+Ey Sey Storytime រឿងនិទានតាឥសី,FAMILY,4.7,1327,44M,"10,000+",Free,0,Everyone,Education;Education,"May 18, 2017",1.2.2,4.0.3 and up
+EY Football,SPORTS,NaN,0,26M,10+,Free,0,Everyone,Sports,"August 14, 2017",1.0,4.1 and up
+Eyes - The Scary Horror Game Adventure,GAME,4.4,499483,99M,"10,000,000+",Free,0,Teen,Adventure,"August 2, 2018",5.6.14,4.1 and up
+Amleen Ey,SOCIAL,NaN,0,19M,1+,Free,0,Everyone,Social,"July 24, 2017",1.0,4.1 and up
+EY Events Switzerland,PRODUCTIVITY,NaN,1,18M,500+,Free,0,Teen,Productivity,"June 29, 2018",7.17.2.3,5.0 and up
+EY TaxLaw NL,BUSINESS,NaN,9,3.3M,100+,Free,0,Everyone,Business,"July 3, 2018",3.0.1,4.1 and up
+EY-Parthenon,BUSINESS,NaN,1,30M,5+,Free,0,Everyone,Business,"June 25, 2018",5.30.01,5.1 and up
+EY Belgium Inhouse Day 2018,EVENTS,NaN,0,24M,10+,Free,0,Everyone,Events,"May 14, 2018",18.4.8.0,4.1 and up
+Tenh Ey,SHOPPING,NaN,0,4.5M,10+,Free,0,Everyone,Shopping,"March 31, 2017",1.0.1,4.4 and up
+EY Oil & Gas,BUSINESS,4.6,20,15M,"1,000+",Free,0,Everyone,Business,"October 12, 2017",1.4.36,4.0.3 and up
+Coupe Adhémar EY 2017,SOCIAL,NaN,6,10M,50+,Free,0,Teen,Social,"December 26, 2016",1.3,4.1 and up
+哈哈姆特不EY,COMMUNICATION,NaN,239,18M,"10,000+",Free,0,Everyone,Communication,"July 31, 2018",1.3.4,4.4 and up
+Adhenarcos - Coupe Adhemar EY 2018,FAMILY,NaN,0,13M,100+,Free,0,Teen,Entertainment,"January 10, 2018",1.0,4.1 and up
+Third Eye,TOOLS,4.4,19877,4.5M,"1,000,000+",Free,0,Everyone,Tools,"January 7, 2018",1.1.6,4.0 and up
+Sudoku Master,GAME,4.4,58387,3.3M,"1,000,000+",Free,0,Everyone,Word,"December 13, 2013",1.1.2,2.1 and up
+Jungle Monkey Run,GAME,4.4,54082,21M,"10,000,000+",Free,0,Everyone,Adventure,"July 11, 2018",1.6.8,4.0.3 and up
+Hey That's Pretty Good!,TOOLS,4.6,222,10M,"10,000+",Free,0,Everyone,Tools,"July 29, 2016",4.2.0,2.3 and up
+Everbridge,COMMUNICATION,3.1,497,36M,"100,000+",Free,0,Everyone,Communication,"July 17, 2018",8.6.2,4.4 and up
+I am Dentist - Save my Teeth,FAMILY,4.3,7443,33M,"100,000+",Free,0,Everyone,Casual,"September 29, 2016",1.0.11,3.0 and up
+Best Auto Call Recorder Free,COMMUNICATION,3.7,7,4.3M,500+,Free,0,Everyone,Communication,"October 2, 2017",2.1,4.1 and up
+FilterGrid - Cam&Photo Editor,PHOTOGRAPHY,4.6,126338,9.6M,"1,000,000+",Free,0,Everyone,Photography,"March 15, 2017",2.0.5,4.0 and up
+EyPools,HOUSE_AND_HOME,NaN,2,656k,100+,Free,0,Everyone,House & Home,"November 24, 2017",1.3,4.0 and up
+Etihad Airways,TRAVEL_AND_LOCAL,4.1,3674,61M,"500,000+",Free,0,Everyone,Travel & Local,"July 9, 2018",1.8.1 (41),5.0 and up
+Beach Volleyball 3D,SPORTS,4.2,43191,14M,"5,000,000+",Free,0,Everyone,Sports,"January 10, 2018",1.0.3,2.1 and up
+Organizer,PRODUCTIVITY,4.4,936,5.4M,"50,000+",Paid,$2.99,Everyone,Productivity,"June 17, 2018",2.96,4.0 and up
+EZ Video Download for Facebook,SOCIAL,4.1,34079,1.3M,"1,000,000+",Free,0,Teen,Social,"March 14, 2017",2.001,4.0.3 and up
+EZCast – Cast Media to TV,VIDEO_PLAYERS,3.6,32112,Varies with device,"1,000,000+",Free,0,Everyone,Video Players & Editors,"July 4, 2018",Varies with device,Varies with device
+EZ Cleaner - Booster Optimizer,TOOLS,4.4,6801,2.8M,"500,000+",Free,0,Everyone,Tools,"January 8, 2018",1.3.1,4.0.3 and up
+EZ PZ RPG,FAMILY,3.8,70903,47M,"1,000,000+",Free,0,Everyone 10+,Role Playing,"October 27, 2016",2.164.4,2.3 and up
+EZ Receipts,FINANCE,4.0,2187,Varies with device,"100,000+",Free,0,Everyone,Finance,"August 1, 2018",Varies with device,Varies with device
+EZ Thanks,BUSINESS,3.2,116,Varies with device,"10,000+",Free,0,Everyone,Business,"June 13, 2018",Varies with device,Varies with device
+EZ Inspections,PRODUCTIVITY,2.8,160,7.6M,"10,000+",Free,0,Everyone,Productivity,"July 27, 2018",4.5.24,4.2 and up
+EZ-ELD Update,AUTO_AND_VEHICLES,3.1,14,4.6M,"1,000+",Free,0,Everyone,Auto & Vehicles,"February 9, 2018",16.00,4.3 and up
+EZ Display,PRODUCTIVITY,2.9,280,10.0M,"50,000+",Free,0,Everyone,Productivity,"November 14, 2014",1.0.0.457,4.0 and up
+EZ Web Video Cast | Chromecast,VIDEO_PLAYERS,4.1,1276,4.6M,"100,000+",Free,0,Everyone,Video Players & Editors,"December 14, 2017",1.0,4.4 and up
+ez Share Android app,PHOTOGRAPHY,3.3,1461,13M,"100,000+",Free,0,Everyone,Photography,"August 31, 2017",3.2.6,2.3 and up
+EZ File Manager(Root Explorer),PRODUCTIVITY,3.5,626,1.2M,"100,000+",Free,0,Everyone,Productivity,"June 23, 2015",1.1,3.2 and up
+EZ Launcher,PERSONALIZATION,4.2,18926,2.9M,"1,000,000+",Free,0,Everyone,Personalization,"September 28, 2013",0.5.2 beta,2.2 and up
+EZ-SEE,VIDEO_PLAYERS,2.8,71,10M,"10,000+",Free,0,Everyone,Video Players & Editors,"July 18, 2018",3.08,5.0 and up
+EZ-ELD Driver App (Free),AUTO_AND_VEHICLES,2.1,83,4.8M,"5,000+",Free,0,Everyone,Auto & Vehicles,"July 29, 2018",1.0.12,4.3 and up
+Ez Mirror Match,GAME,4.4,3344,36M,"500,000+",Free,0,Everyone,Arcade,"January 3, 2018",2.1,4.0 and up
+EZ Notes Lite,PRODUCTIVITY,4.4,69,3.5M,"1,000+",Free,0,Everyone,Productivity,"July 8, 2016",2.79,4.0 and up
+EZ Bluetooth,TOOLS,4.2,789,Varies with device,"50,000+",Free,0,Everyone,Tools,"August 5, 2014",Varies with device,Varies with device
+Dream EZ,HEALTH_AND_FITNESS,4.1,107,50M,"10,000+",Free,0,Everyone,Health & Fitness,"March 24, 2016",1.0.0,3.0 and up
+Ez Texting,BUSINESS,3.3,49,51k,"10,000+",Free,0,Everyone,Business,"January 18, 2012",0.59,2.1 and up
+EZ TV Player,VIDEO_PLAYERS,3.5,51,11M,"10,000+",Free,0,Everyone,Video Players & Editors,"June 26, 2018",8.0.9,5.0 and up
+EZ-GUI Ground Station,TOOLS,4.7,3696,29M,"50,000+",Free,0,Everyone,Tools,"August 10, 2017",4.5,4.3 and up
+Ez iCam,PHOTOGRAPHY,3.1,7300,46M,"1,000,000+",Free,0,Teen,Photography,"January 12, 2018",V4.1.0,5.0 and up
+E-Z App™ Train Control,TOOLS,4.3,33,46M,"1,000+",Free,0,Everyone,Tools,"December 6, 2016",1.0,4.3 and up
+EZ App Installer,TOOLS,4.1,533,1.4M,"100,000+",Free,0,Everyone,Tools,"July 22, 2017",1.4.13,4.0 and up
+EZ Clock & Weather Widget,WEATHER,4.2,6849,1.2M,"1,000,000+",Free,0,Everyone,Weather,"March 5, 2014",v1.9.6 beta 1,2.1 and up
+EZ Pass,TOOLS,2.5,15,228k,"5,000+",Free,0,Everyone,Tools,"September 10, 2016",1.3,2.3 and up
+EZ Usenet for Easynews®,VIDEO_PLAYERS,3.9,244,Varies with device,"10,000+",Free,0,Everyone,Video Players & Editors,"June 23, 2016",Varies with device,Varies with device
+EZ View,BUSINESS,3.0,287,9.8M,"50,000+",Free,0,Everyone,Business,"October 26, 2015",1.0.0.32,4.0 and up
+EZ TAG Express,TRAVEL_AND_LOCAL,3.2,86,39M,"10,000+",Free,0,Everyone,Travel & Local,"May 17, 2018",2.5.186032,4.4 and up
+EZ Wifi Notification,COMMUNICATION,4.3,260,193k,"10,000+",Free,0,Everyone,Communication,"August 11, 2014",1.8,2.2 and up
+EZ-VPNGate,TOOLS,4.3,36,12M,"5,000+",Free,0,Everyone,Tools,"August 21, 2017",1.0.7,4.0.3 and up
+EZ Switch Widget,PRODUCTIVITY,4.2,2412,192k,"100,000+",Free,0,Everyone,Productivity,"September 27, 2012",0.1.8 beta,2.2 and up
+EZ-Builder Mobile,FAMILY,4.3,51,57M,"5,000+",Free,0,Everyone,Education,"April 2, 2018",2018.04.02.00,3.0 and up
+EZ LED,TOOLS,2.2,19,2.1M,"1,000+",Free,0,Everyone,Tools,"September 5, 2017",1.1,4.3 and up
+F&M Bank - EZ Banking,FINANCE,3.9,49,3.9M,"10,000+",Free,0,Everyone,Finance,"February 24, 2017",3.34.0+1702241319.a,4.1 and up
+My EZ-Link Mobile,LIFESTYLE,2.8,3187,11M,"100,000+",Free,0,Everyone,Lifestyle,"January 27, 2017",1.0.11,4.0 and up
+EZ Financial Calculator,FINANCE,4.4,32,2.3M,"1,000+",Free,0,Everyone,Finance,"January 13, 2018",2.3,4.4 and up
+EZ Quran,BOOKS_AND_REFERENCE,4.6,595,8.5M,"50,000+",Free,0,Everyone,Books & Reference,"June 28, 2016",6.0,4.1 and up
+EZ Screenshot,TOOLS,4.4,55,1.4M,"5,000+",Free,0,Everyone,Tools,"September 12, 2017",1.1.4,5.0 and up
+EZ Utilities Extension,TOOLS,3.9,33,473k,"5,000+",Free,0,Everyone,Tools,"May 5, 2016",9.0,6.0 and up
+EZ-Placard - Free Placard Calculator,TOOLS,2.9,7,2.4M,"1,000+",Free,0,Everyone,Tools,"October 26, 2017",2,4.1 and up
+EZ game screen recorder with audio 1080P,VIDEO_PLAYERS,4.1,40,3.9M,"1,000+",Free,0,Everyone,Video Players & Editors,"July 13, 2017",1.0.0,5.0 and up
+FA Player Essentials,SPORTS,5.0,7,68M,100+,Free,0,Everyone,Sports,"July 23, 2018",1.6.0,4.0.3 and up
+HTC Sense Input - FA,TOOLS,4.6,1420,1.6M,"100,000+",Free,0,Everyone,Tools,"November 9, 2015",1.0.606863,5.0 and up
+"FEABIE: Feedees, BBW, BHM & FA",DATING,3.7,1212,Varies with device,"100,000+",Free,0,Mature 17+,Dating,"February 16, 2018",4.4.1,4.1 and up
+Test Server SMS FA,COMMUNICATION,NaN,0,1.8M,5+,Free,0,Everyone,Communication,"July 27, 2018",1.0,4.0.3 and up
+"Messages, Text and Video Chat for Messenger",SOCIAL,4.4,49580,4.0M,"10,000,000+",Free,0,Everyone,Social,"June 4, 2018",1.24,4.1 and up
+All Social Networks,SOCIAL,4.2,22650,1.5M,"1,000,000+",Free,0,Everyone,Social,"May 21, 2018",2.4.12,4.0 and up
+Facebook Face to Face Events,BUSINESS,4.4,4518,26M,"1,000,000+",Free,0,Everyone,Business,"March 1, 2018",1.5,4.1 and up
+FA Part 1 & 2 Past Papers Solved Free – Offline,BOOKS_AND_REFERENCE,3.9,46,3.0M,"5,000+",Free,0,Everyone,Books & Reference,"April 30, 2018",1.1,4.0 and up
+CNY Slots : Gong Xi Fa Cai 发财机,GAME,3.6,33,71M,"5,000+",Free,0,Teen,Casino,"June 6, 2017",1.2,4.0.3 and up
+Il Coccodrillo Come Fa,FAMILY,3.4,17,246k,"1,000+",Free,0,Everyone,Entertainment,"November 21, 2014",1.0,4.0 and up
+Hertfordshire FA,SPORTS,NaN,0,3.6M,500+,Free,0,Everyone,Sports,"January 18, 2017",1.3,4.0.3 and up
+Farsi Keyboard,TOOLS,4.3,9716,1.3M,"1,000,000+",Free,0,Everyone,Tools,"April 10, 2018",4.7,4.0 and up
+Premier League - Official App,SPORTS,4.3,63782,24M,"5,000,000+",Free,0,Everyone,Sports,"August 7, 2018",1.1.5,4.1 and up
+Golden HoYeah Slots - Real Casino Slots,GAME,4.4,201537,68M,"5,000,000+",Free,0,Teen,Casino,"August 1, 2018",2.1.7,4.0.3 and up
+Dio Fa Cose,FAMILY,NaN,35,1.3M,"1,000+",Free,0,Everyone,Entertainment,"March 15, 2018",1.0,2.3.3 and up
+FaFaFa™ Gold Casino: Free slot machines,GAME,4.3,11051,44M,"1,000,000+",Free,0,Teen,Casino,"June 25, 2018",1.9.58,4.0.3 and up
+Messenger Messenger,SOCIAL,4.3,38826,7.0M,"10,000,000+",Free,0,Everyone,Social,"August 7, 2018",1.6,4.1 and up
+F.A Sumon songs,FAMILY,NaN,6,5.4M,"1,000+",Free,0,Everyone,Entertainment,"March 18, 2018",1.1,4.1 and up
+NCLEX-RN Q&A FLASH CARDS - FA Davis,MEDICAL,NaN,2,7.6M,"1,000+",Free,0,Everyone,Medical,"July 19, 2018",2.7.6,5.0 and up
+LEADS FA,FINANCE,NaN,31,14M,"1,000+",Free,0,Everyone,Finance,"October 17, 2017",1.0,4.1 and up
+Farm Heroes Saga,FAMILY,4.4,7615646,71M,"100,000,000+",Free,0,Everyone,Casual,"August 7, 2018",5.2.6,2.3 and up
+All AJK Board Matric Fa Fsc Results,FAMILY,NaN,0,2.6M,10+,Free,0,Everyone,Education,"July 22, 2018",1.0,4.0 and up
+ESPN Fantasy Sports,SPORTS,4.0,176487,10M,"5,000,000+",Free,0,Everyone,Sports,"November 21, 2017",5.3.0,4.4 and up
+Heart of Vegas™ Slots – Free Slot Casino Games,GAME,4.5,264282,48M,"10,000,000+",Free,0,Teen,Casino,"July 12, 2018",3.10.43,4.0.3 and up
+Fallout Shelter,FAMILY,4.6,2721923,25M,"10,000,000+",Free,0,Teen,Simulation,"June 11, 2018",1.13.12,4.1 and up
+Authy 2-Factor Authentication,TOOLS,4.3,15070,6.3M,"1,000,000+",Free,0,Everyone,Tools,"July 30, 2018",23.2.7,4.0.3 and up
+Facejjang,PHOTOGRAPHY,4.1,100179,96M,"10,000,000+",Free,0,Everyone,Photography,"May 17, 2018",2.52,4.0.3 and up
+Block Puzzle - Wood Legend,FAMILY,4.4,318867,10M,"10,000,000+",Free,0,Everyone,Puzzle,"July 6, 2018",26.0,4.0.3 and up
+Soccer 2018,SPORTS,3.5,172373,47M,"10,000,000+",Free,0,Everyone,Sports,"July 12, 2018",1.3,4.3 and up
+Flash Light on Call & SMS,TOOLS,4.1,25438,3.2M,"1,000,000+",Free,0,Everyone,Tools,"April 24, 2018",1.2.3,4.0.3 and up
+Fart sound pranks,FAMILY,3.8,283823,Varies with device,"50,000,000+",Free,0,Everyone 10+,Casual,"November 23, 2016",Varies with device,Varies with device
+Facebook Creator,SOCIAL,4.2,3895,Varies with device,"1,000,000+",Free,0,Teen,Social,"June 27, 2018",176.0.0.29.0,4.4 and up
+Swift for Facebook Lite,SOCIAL,4.3,9562,5.8M,"500,000+",Free,0,Teen,Social,"May 31, 2018",4.1.0,Varies with device
+Friendly for Facebook,SOCIAL,4.5,42621,23M,"1,000,000+",Free,0,Teen,Social,"August 7, 2018",2.1.05,4.4 and up
+Facebook Pages Manager,BUSINESS,4.0,1279800,Varies with device,"50,000,000+",Free,0,Everyone,Business,"August 6, 2018",Varies with device,Varies with device
+Mini for fb lite,TOOLS,4.0,710,1.1M,"100,000+",Free,0,Everyone,Tools,"May 24, 2018",1.0,2.3 and up
+Faster for Facebook Lite,SOCIAL,4.3,24456,4.6M,"1,000,000+",Free,0,Teen,Social,"May 29, 2018",4.7,4.1 and up
+Facebook Ads Manager,BUSINESS,4.1,19051,Varies with device,"1,000,000+",Free,0,Everyone,Business,"August 1, 2018",99.0.0.35.75,4.1 and up
+Who Viewed My FB Profile,FAMILY,3.4,121,6.3M,"10,000+",Free,0,Everyone,Entertainment,"December 26, 2017",2.0,4.0.3 and up
+Puffin for Facebook,SOCIAL,4.0,10743,Varies with device,"500,000+",Free,0,Teen,Social,"December 28, 2017",7.0.4.17908,4.1 and up
+Lite for Facebook Messenger,COMMUNICATION,4.3,76498,4.3M,"1,000,000+",Free,0,Teen,Communication,"June 20, 2018",6.3.2,Varies with device
+Profile Tracker - Who Viewed My Facebook Profile,SOCIAL,4.7,37090,4.8M,"500,000+",Free,0,Teen,Social,"August 1, 2018",5.4,4.1 and up
+Who viewed my fb profile pro★★,FAMILY,4.5,6396,4.2M,"100,000+",Free,0,Everyone,Entertainment,"August 17, 2017",24.4,4.1 and up
+Video Downloader For FB: Save FB Videos 2018,TOOLS,4.3,434,3.6M,"50,000+",Free,0,Everyone,Tools,"August 8, 2018",1.1.9,4.0.3 and up
+Pink Color for Facebook,SOCIAL,4.1,5285,4.0M,"500,000+",Free,0,Everyone,Social,"July 1, 2018",2.0.5,4.1 and up
+Messenger,SOCIAL,4.1,68025,3.9M,"10,000,000+",Free,0,Everyone,Social,"April 16, 2018",1.0,4.1 and up
+"Stickers for Imo, fb, whatsapp",SOCIAL,4.4,214,8.7M,"10,000+",Free,0,Teen,Social,"October 23, 2016",1.0.0.2,2.3 and up
+Who Viewed My Facebook Profile - Stalkers Visitors,SOCIAL,4.6,273244,9.9M,"5,000,000+",Free,0,Everyone,Social,"June 24, 2018",4.1.1,4.0.3 and up
+Downloader plus for FB,SOCIAL,NaN,4,5.1M,500+,Free,0,Everyone,Social,"December 23, 2017",1.3,4.2 and up
+Cover Camera for FB,PHOTOGRAPHY,3.8,742,1.8M,"100,000+",Free,0,Everyone,Photography,"March 9, 2014",3.0.0,2.2 and up
+MB Notifications for FB (Free),SOCIAL,3.9,3047,1.5M,"100,000+",Free,0,Teen,Social,"April 29, 2015",1.17.0,2.3 and up
+MultiMessage for FB Messenger,PRODUCTIVITY,4.2,182,7.0M,"50,000+",Free,0,Everyone,Productivity,"April 28, 2018",1.0.1,4.2 and up
+Messenger Kids – Safer Messaging and Video Chat,FAMILY,4.2,3478,Varies with device,"500,000+",Free,0,Everyone,Communication;Creativity,"August 6, 2018",33.0.0.22.76,4.4 and up
+FB Live,BUSINESS,3.7,27,18M,"5,000+",Free,0,Everyone,Business,"May 17, 2018",1.2.0,5.0 and up
+Phoenix - Facebook & Messenger,SOCIAL,4.3,9606,3.4M,"100,000+",Free,0,Teen,Social,"July 18, 2018",2.2.0717,5.0 and up
+Faster Social for Facebook,SOCIAL,4.2,1236,3.3M,"100,000+",Free,0,Teen,Social,"August 2, 2018",1.8,4.3 and up
+Check Your Visitors on FB ?,SOCIAL,3.6,40,1.5M,"5,000+",Free,0,Everyone,Social,"February 17, 2017",4.4,4.2 and up
+Videos downloader for Facebook:fast fb video saver,VIDEO_PLAYERS,4.3,20,5.1M,"5,000+",Free,0,Everyone,Video Players & Editors,"April 27, 2018",1.0.0,4.0.3 and up
+Stickers for Facebook,SOCIAL,4.3,11066,10M,"1,000,000+",Free,0,Everyone,Social,"March 13, 2018",1.4,4.4 and up
+Video Download For FB,TOOLS,4.3,444,1.6M,"100,000+",Free,0,Everyone,Tools,"July 14, 2017",1.0,3.0 and up
+Video Downloader for FB : Video Download with Link,VIDEO_PLAYERS,4.5,1060,3.2M,"100,000+",Free,0,Everyone,Video Players & Editors,"December 20, 2017",2.1,4.0 and up
+Video Downloader for FB,TOOLS,4.3,53,3.0M,"5,000+",Free,0,Everyone,Tools,"August 1, 2018",1.0.1,4.0.3 and up
+FB Photographie,PHOTOGRAPHY,4.7,37,10M,"1,000+",Free,0,Everyone,Photography,"May 22, 2016",2.0,4.0 and up
+Lite Messenger for Facebook Lite,SOCIAL,3.8,108,2.8M,"10,000+",Free,0,Teen,Social,"May 28, 2018",3.1,4.2 and up
+Download Facebook Photo Albums,TOOLS,4.0,3840,2.5M,"100,000+",Free,0,Everyone,Tools,"June 2, 2017",2.4,4.4 and up
+Mini for Facebook lite,SOCIAL,4.1,260,1.3M,"10,000+",Free,0,Teen,Social,"June 21, 2018",1.2,3.0 and up
+FB Advanced Search,SOCIAL,NaN,2,11M,50+,Free,0,Teen,Social,"July 21, 2018",1.1.1,4.4 and up
+funny Image Comments for FB,SOCIAL,3.9,19,15M,"5,000+",Free,0,Teen,Social,"February 13, 2018",2.0,4.1 and up
+IDM for Facebook ★ Downloader,PRODUCTIVITY,4.3,1905,3.1M,"100,000+",Free,0,Everyone,Productivity,"October 17, 2015",7.95,2.3 and up
+"Unlimited Group Links - Whatsapp, FB, Telegram",SOCIAL,3.4,44,2.8M,"10,000+",Free,0,Mature 17+,Social,"July 3, 2018",4.0,4.0.3 and up
+EasyLive - FB Live Helper,BUSINESS,NaN,6,3.7M,500+,Free,0,Teen,Business,"June 25, 2018",1.9.0,5.0 and up
+HD VideoDownlaoder For Fb : XXVideo Downloader,VIDEO_PLAYERS,4.2,61,6.1M,"10,000+",Free,0,Everyone,Video Players & Editors,"July 30, 2018",1.0.3,4.0.3 and up
+Barca News - app for Barcelona FC Fans,SPORTS,4.5,207,4.5M,"10,000+",Free,0,Everyone,Sports,"November 13, 2017",2.6.0,4.0 and up
+FC Barcelona Fantasy Manager: Real football mobile,SPORTS,4.4,15221,30M,"1,000,000+",Free,0,Everyone,Sports,"October 2, 2017",7.30.005,4.0.3 and up
+Classic FC 64 IN 1,FAMILY,4.2,1749,6.2M,"100,000+",Free,0,Everyone,Casual,"December 29, 2017",1.0.0,2.3 and up
+FC Barcelona Official Keyboard,SPORTS,4.7,5229,20M,"500,000+",Free,0,Everyone,Sports,"May 17, 2018",2.1.0.0.15734,4.1 and up
+Barcelona Live 2018—Goals & News for Barca FC Fans,SPORTS,4.6,342,38M,"10,000+",Free,0,Everyone,Sports,"August 6, 2018",2.22.0,4.2 and up
+Barcelona News - Sportfusion,SPORTS,4.4,382,20M,"10,000+",Free,0,Everyone,Sports,"March 6, 2018",3.953,4.1 and up
+Barcelona Calendar,SPORTS,4.4,670,3.1M,"10,000+",Free,0,Everyone,Sports,"November 17, 2017",2.2,4.0.3 and up
+"Barca News - FC Barcelona, World Foot & Transfers",SPORTS,4.8,160,6.4M,"10,000+",Free,0,Everyone,Sports,"August 4, 2018",4.0,4.1 and up
+FC Bayern Munich,SPORTS,4.6,37140,71M,"1,000,000+",Free,0,Everyone,Sports,"August 1, 2018",1.3.11,4.1 and up
+FC BARCELONA EVENTS,SPORTS,4.3,6,11M,100+,Free,0,Everyone,Sports,"April 22, 2018",v2.7.11.16,4.1 and up
+Cambridge English FC,FAMILY,4.4,761,11M,"50,000+",Free,0,Everyone,Education,"October 6, 2016",2.1.0,4.0 and up
+Barcelona Live - Goal Score & News for Barca Fans,SPORTS,4.4,38,2.6M,"10,000+",Free,0,Everyone,Sports,"August 17, 2017",1.0,4.0 and up
+Seattle Sounders FC,SPORTS,3.3,974,33M,"10,000+",Free,0,Everyone,Sports,"August 1, 2018",2018.0.12,4.1 and up
+FCB Connect - FC Barcelona,SOCIAL,4.5,795,21M,"50,000+",Free,0,Teen,Social,"June 7, 2018",2.1.5,4.1 and up
+1. FC Köln App,SPORTS,4.6,2019,41M,"100,000+",Free,0,Everyone,Sports,"July 20, 2018",1.13.0,4.4 and up
+File Commander - File Manager/Explorer,BUSINESS,4.3,758590,12M,"100,000,000+",Free,0,Everyone,Business,"August 2, 2018",Varies with device,4.1 and up
+FC Porto,SPORTS,4.9,15883,21M,"100,000+",Free,0,Everyone,Sports,"June 19, 2018",2.6.0,4.0.3 and up
+Fulham FC,SPORTS,4.3,401,2.8M,"10,000+",Free,0,Everyone,Sports,"August 9, 2017",5.0,2.3 and up
+Barcelona FC Noticias Live,NEWS_AND_MAGAZINES,NaN,2,3.6M,500+,Free,0,Everyone,News & Magazines,"February 4, 2018",2.0,4.0.3 and up
+Chelsea FC Official Keyboard,PRODUCTIVITY,4.5,91397,14M,"1,000,000+",Free,0,Everyone,Productivity,"July 3, 2018",3.4.4,5.0 and up
+Burnley FC,SPORTS,4.9,195,29M,"5,000+",Free,0,Everyone,Sports,"August 1, 2018",2018.8.1,4.4 and up
+Atlanta United FC,SPORTS,3.7,215,76M,"10,000+",Free,0,Everyone,Sports,"June 28, 2018",2.10.5-prod-release,4.4 and up
+Barcelona Wallpaper HD,PERSONALIZATION,4.5,93,5.7M,"10,000+",Free,0,Everyone,Personalization,"February 28, 2018",1.10,4.1 and up
+Sydney FC Official App,SPORTS,4.6,57,17M,"5,000+",Free,0,Everyone,Sports,"June 26, 2018",3.0.0,4.1 and up
+Birmingham City FC,SPORTS,4.5,191,28M,"10,000+",Free,0,Everyone,Sports,"August 1, 2018",2018.8.1,4.4 and up
+FC Browser - Focus Privacy Browser,COMMUNICATION,4.1,26,4.6M,"1,000+",Free,0,Everyone,Communication,"November 24, 2017",1.0,5.0 and up
+My AEK - Official ΑΕΚ FC app,SPORTS,4.8,3346,Varies with device,"50,000+",Free,0,Everyone,Sports,"January 18, 2018",2.0.2,Varies with device
+FC Parking,MAPS_AND_NAVIGATION,NaN,0,19M,500+,Free,0,Everyone,Maps & Navigation,"December 1, 2017",1.0.0,4.1 and up
+Noticias FC Barcelona,NEWS_AND_MAGAZINES,5.0,4,3.1M,100+,Free,0,Everyone,News & Magazines,"June 15, 2018",1.3,4.4 and up
+Toronto FC,SPORTS,3.4,144,79M,"10,000+",Free,0,Teen,Sports,"May 11, 2018",4.2.5,4.3 and up
+Middlesbrough FC Official,SPORTS,4.5,152,36M,"10,000+",Free,0,Everyone,Sports,"May 29, 2018",2018.5.25,4.4 and up
+The 5th Stand,SPORTS,4.8,1697,17M,"100,000+",Free,0,Everyone,Sports,"July 31, 2018",1.2.677,4.4 and up
+Galaxian(FC),GAME,4.5,2,7.8M,100+,Paid,$1.99,Everyone,Arcade,"November 13, 2015",1.0,2.3 and up
+FC Red Bull Salzburg App,SPORTS,4.5,1526,89M,"50,000+",Free,0,Everyone,Sports,"August 7, 2018",4.0.4-R,5.0 and up
+FC Zenit official Android app,SPORTS,4.5,5675,49M,"100,000+",Free,0,Everyone,Sports,"April 18, 2018",3.0.10,4.1 and up
+Fan App for Portsmouth FC,SPORTS,4.5,53,12M,"1,000+",Free,0,Teen,Sports,"August 6, 2016",060816,4.2 and up
+Latest Barcelona News 24h,NEWS_AND_MAGAZINES,4.5,104,3.0M,"10,000+",Free,0,Everyone,News & Magazines,"January 6, 2018",1.3,4.0 and up
+Mobile FC,SPORTS,4.1,5015,57M,"100,000+",Free,0,Everyone,Sports,"May 25, 2018",125,4.0.3 and up
+"FirstCry Baby & Kids Shopping, Fashion & Parenting",SHOPPING,4.1,41074,16M,"5,000,000+",Free,0,Everyone,Shopping,"June 27, 2018",68,4.1 and up
+Fan App for Reading FC,SPORTS,3.6,9,13M,500+,Free,0,Teen,Sports,"August 6, 2016",060816,4.2 and up
+Deportivo Toluca FC,SPORTS,4.7,2317,5.9M,"50,000+",Free,0,Everyone,Sports,"July 26, 2018",2.0.20,5.0 and up
+Underdog FC,SPORTS,4.6,216,40M,"10,000+",Free,0,Everyone,Sports,"August 2, 2018",23.17,4.1 and up
+Las Vegas Lights FC,SPORTS,4.9,10,14M,500+,Free,0,Everyone,Sports,"March 9, 2018",2.0.833.18,4.0.3 and up
+APOEL FC,SPORTS,4.6,688,Varies with device,"10,000+",Free,0,Everyone,Sports,"January 7, 2015",Varies with device,Varies with device
+FD Shift Calendar Widget,TOOLS,4.1,981,73k,"100,000+",Free,0,Everyone,Tools,"March 16, 2011",1.2.4,1.6 and up
+Bank FD Interest Calculator,FINANCE,4.5,166,3.5M,"10,000+",Free,0,Everyone,Finance,"January 7, 2018",2.5,4.0.3 and up
+FD VR Video Player - (Stored),FAMILY,3.9,751,17M,"100,000+",Free,0,Everyone,Entertainment,"November 30, 2016",3.6.1,4.4 and up
+FD Mobile,FAMILY,3.9,53,7.9M,"5,000+",Free,0,Everyone,Entertainment,"September 20, 2017",2.1.2,4.0.3 and up
+Formula DRIFT,SPORTS,4.6,169,19M,"10,000+",Free,0,Everyone,Sports,"July 27, 2018",2.0.855.33,4.0.3 and up
+FD VR - Virtual 3D Web Browser,FAMILY,3.8,729,30M,"100,000+",Free,0,Everyone,Entertainment,"March 9, 2018",4.6.12c,4.4 and up
+FD Community FCU Mobile,FINANCE,4.7,175,12M,"1,000+",Free,0,Everyone,Finance,"June 12, 2018",5.9.1.0,5.0 and up
+Female Daily,BEAUTY,3.9,4354,42M,"100,000+",Free,0,Teen,Beauty,"August 6, 2018",2.5.1,4.0.3 and up
+FD VR - Virtual App Launcher,LIBRARIES_AND_DEMO,4.1,1463,7.4M,"100,000+",Free,0,Everyone,Libraries & Demo,"November 30, 2016",3.6.1,4.4 and up
+FD VR Player - for 360 Youtube,FAMILY,3.9,100,9.1M,"10,000+",Free,0,Everyone,Entertainment,"November 30, 2016",3.6.1,4.4 and up
+FD VR Store -VR Games and Apps,FAMILY,4.0,105,7.5M,"10,000+",Free,0,Everyone,Simulation,"November 30, 2016",3.6.1,4.4 and up
+Policy And FD Manager,FINANCE,4.3,20,4.8M,500+,Free,0,Everyone,Finance,"June 9, 2018",14,4.4 and up
+FD VR - Virtual Reality Camera,FAMILY,4.0,1007,7.4M,"100,000+",Free,0,Everyone,Entertainment,"November 30, 2016",3.6.1,4.4 and up
+Sports Lite,SPORTS,4.4,16,4.9M,"1,000+",Free,0,Everyone,Sports,"July 31, 2018",1.0,4.0.3 and up
+FD VR Theater - for Youtube VR,FAMILY,4.1,4585,9.1M,"1,000,000+",Free,0,Everyone,Entertainment,"November 30, 2016",3.6.1,4.4 and up
+Story Time FD,FAMILY,5.0,2,4.2M,10+,Free,0,Everyone 10+,Simulation,"March 25, 2016",1.1,1.6 and up
+FD Calculator | Term Deposit | Fixed Deposit,FINANCE,4.8,12,2.7M,"1,000+",Free,0,Everyone,Finance,"June 13, 2018",2.1,5.0 and up
+FD CANNECT,TOOLS,NaN,1,75M,1+,Free,0,Everyone,Tools,"July 31, 2018",3,8.0 and up
+Financial Calculator India,FINANCE,4.6,13819,3.9M,"1,000,000+",Free,0,Everyone,Finance,"July 4, 2018",3.3,4.0 and up
+"FD Calculator (EMI, SIP, RD & Loan Eligilibility)",FINANCE,5.0,104,2.3M,"1,000+",Free,0,Everyone,Finance,"August 7, 2018",2.1.0,4.1 and up
+FD VR Cardboard Featured 360 Videos,FAMILY,4.2,76,35M,"10,000+",Free,0,Everyone,Entertainment,"December 19, 2017",4.5.1c,4.4 and up
+"EMI, FD, RD - Bank Calculator",FINANCE,4.7,42,3.5M,"5,000+",Free,0,Everyone,Finance,"April 2, 2017",2.3,4.1 and up
+FD VR Player - for Youtube 3D,FAMILY,4.0,2378,9.1M,"500,000+",Free,0,Everyone,Entertainment,"November 30, 2016",3.6.1,4.4 and up
+RD/FD Calculator,FINANCE,4.4,92,1.5M,"10,000+",Free,0,Everyone,Finance,"January 31, 2017",1.2.1,4.0.3 and up
+FD VR Music Videos - MTV Pop and Rap in 360,FAMILY,4.9,15,26M,"1,000+",Free,0,Everyone,Entertainment,"December 19, 2017",4.5.3c,4.4 and up
+FD VR - Virtual Photo Gallery,FAMILY,3.5,179,7.4M,"10,000+",Free,0,Everyone,Entertainment,"November 30, 2016",3.6.1,4.4 and up
+Fix Deposit Calculator (FD),FINANCE,4.1,7,2.1M,"1,000+",Free,0,Everyone,Finance,"February 6, 2018",1.0,4.0.3 and up
+FD Interest Calculator,FINANCE,4.2,17,4.7M,"5,000+",Free,0,Everyone,Finance,"January 18, 2015",2.7,3.0 and up
+Deposit Calculator FD & RD,FINANCE,4.4,18,3.4M,"10,000+",Free,0,Everyone,Finance,"January 21, 2017",1.1,3.0 and up
+FD Fotografia,PHOTOGRAPHY,NaN,2,4.2M,100+,Free,0,Everyone,Photography,"January 17, 2018",0.0.9,4.1 and up
+Banking Calculator,FINANCE,4.5,3704,4.6M,"100,000+",Free,0,Everyone,Finance,"March 20, 2018",34,2.3 and up
+FD e-paper,NEWS_AND_MAGAZINES,3.1,183,7.1M,"10,000+",Free,0,Everyone,News & Magazines,"July 4, 2018",2.2.9,4.1 and up
+FD Fitness,HEALTH_AND_FITNESS,NaN,3,21M,50+,Free,0,Everyone,Health & Fitness,"July 4, 2018",6.3.1,4.0.3 and up
+EMI/FD/RD/PV/IRR/BEP/EOQ Calc,FINANCE,4.5,58,2.7M,"10,000+",Free,0,Everyone,Finance,"December 9, 2015",1.6.3,3.0 and up
+EMI Calculator | FD Calculator | RD calculator,FINANCE,4.6,106,4.4M,"10,000+",Free,0,Everyone,Finance,"March 19, 2018",5.3,4.0.3 and up
+LineStar for FanDuel,SPORTS,4.3,1539,14M,"50,000+",Free,0,Teen,Sports,"June 6, 2018",3.0.3,4.0.3 and up
+HD Video Download for Facebook,VIDEO_PLAYERS,4.4,20755,17M,"1,000,000+",Free,0,Everyone,Video Players & Editors,"March 16, 2018",4.0.3,4.1 and up
+Fire Emblem Heroes,FAMILY,4.6,407694,Varies with device,"5,000,000+",Free,0,Teen,Simulation,"July 19, 2018",2.7.1,4.2 and up
+Santa Fe FCU Mobile Banking,FINANCE,4.3,12,9.0M,"1,000+",Free,0,Everyone,Finance,"January 22, 2018",1.18.4,4.0 and up
+FE Connect,TOOLS,4.8,24,4.5M,"5,000+",Free,0,Everyone,Tools,"September 14, 2017",2.3.0,4.0.3 and up
+FE Civil Engineering Exam Prep,FAMILY,2.8,9,21M,"1,000+",Free,0,Everyone,Education,"July 27, 2018",5.33.3669,5.0 and up
+FE CREDIT - TET VUI,FINANCE,4.1,125,15M,"50,000+",Free,0,Everyone,Finance,"March 6, 2018",1.2.1,4.1 and up
+FE Mechanical Engineering Prep,FAMILY,1.0,2,21M,"1,000+",Free,0,Everyone,Education,"July 27, 2018",5.33.3669,5.0 and up
+FE Mobile,BUSINESS,3.0,2,8.0M,10+,Free,0,Everyone,Business,"July 10, 2018",1.4.5,4.1 and up
+Comunidad De Fe Minitries,LIFESTYLE,5.0,19,11M,500+,Free,0,Everyone,Lifestyle,"March 1, 2018",1.1,4.1 and up
+Garena Free Fire,GAME,4.5,5534114,53M,"100,000,000+",Free,0,Teen,Action,"August 3, 2018",1.21.0,4.0.3 and up
+FE Other Disciplines Engineering Exam Prep,FAMILY,NaN,0,21M,100+,Free,0,Everyone,Education,"July 27, 2018",5.33.3669,5.0 and up
+FE EN ACCIÓN RADIO,FAMILY,NaN,1,2.9M,10+,Free,0,Everyone,Entertainment,"July 5, 2018",1.4,5.0 and up
+FE Electric & Comp Engineering,FAMILY,NaN,2,20M,500+,Free,0,Everyone,Education,"July 27, 2018",5.33.3669,5.0 and up
+Caprock Santa Fe Credit Union,FINANCE,NaN,0,2.9M,100+,Free,0,Everyone,Finance,"March 23, 2018",3.0.6,4.1 and up
+FE Chemical Engineering Exam Prep,FAMILY,NaN,2,20M,100+,Free,0,Everyone,Education,"July 27, 2018",5.33.3669,5.0 and up
+Santa Fe Map and Walks,TRAVEL_AND_LOCAL,NaN,2,47M,"1,000+",Free,0,Everyone,Travel & Local,"April 20, 2018",32,4.0 and up
+FE IP,TOOLS,NaN,3,12M,"1,000+",Free,0,Everyone,Tools,"October 27, 2017",1.51,3.0 and up
+Safe Santa Fe,FAMILY,5.0,2,12M,"1,000+",Free,0,Everyone,Education,"July 4, 2016",1.0,4.0 and up
+Santa Fe New Mexican e-Edition,NEWS_AND_MAGAZINES,4.1,25,17M,"1,000+",Free,0,Everyone,News & Magazines,"June 21, 2018",4.7.4.18.0621,4.1 and up
+L!FE Premium Training,HEALTH_AND_FITNESS,NaN,2,10M,100+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+Theme for Galaxy Note FE Launcher | Live Wallpaper,PERSONALIZATION,NaN,2,26M,100+,Free,0,Everyone,Personalization,"December 22, 2017",1.0,4.0 and up
+Theme for Galaxy Note FE,PERSONALIZATION,NaN,3,9.2M,100+,Free,0,Everyone,Personalization,"July 29, 2017",1.0,2.3.3 and up
+Note FE Theme And Launcher For Samsung Galaxy,PERSONALIZATION,4.4,7,9.8M,"1,000+",Free,0,Everyone,Personalization,"August 28, 2017",1.0,4.0 and up
+FE CPS,FINANCE,3.0,62,17M,"10,000+",Free,0,Everyone,Finance,"June 26, 2017",0.1.8,4.0 and up
+La Fe de Jesus,BOOKS_AND_REFERENCE,NaN,8,658k,"1,000+",Free,0,Everyone,Books & Reference,"January 31, 2017",NaN,3.0 and up
+Santa Fe Indian Market,FAMILY,3.8,4,30M,500+,Free,0,Everyone,Entertainment,"July 23, 2018",5.11,5.0 and up
+FE Connect Fhoton,TOOLS,NaN,0,1.8M,100+,Free,0,Everyone,Tools,"November 28, 2017",1.1,4.0.3 and up
+Repair Hyundai Santa Fe,AUTO_AND_VEHICLES,3.9,22,97M,"1,000+",Free,0,Everyone,Auto & Vehicles,"January 31, 2018",1.0,4.0 and up
+La Fe de Jesús,BOOKS_AND_REFERENCE,NaN,10,2.9M,500+,Free,0,Everyone,Books & Reference,"August 23, 2017",1,4.0.3 and up
+Santa Fe Espresso & News,FOOD_AND_DRINK,NaN,0,15M,10+,Free,0,Everyone,Food & Drink,"October 12, 2017",1.2.2,4.4 and up
+Santa Fe Sentry,HOUSE_AND_HOME,NaN,0,5.3M,100+,Free,0,Everyone,House & Home,"August 7, 2017",1.6.0,4.1 and up
+Santa Fe Thrive,HEALTH_AND_FITNESS,5.0,2,8.3M,50+,Free,0,Everyone,Health & Fitness,"July 9, 2018",4.2.2,4.1 and up
+FE Connect Drive-Tech,BUSINESS,NaN,0,20M,100+,Free,0,Everyone,Business,"February 12, 2018",1.2.1.0,4.1 and up
+FE Mix - Jokes - Status - Wallpaper,FAMILY,NaN,3,3.0M,"1,000+",Free,0,Everyone,Entertainment,"June 2, 2018",2.1,4.4 and up
+Frases Cristianas de Esperanza y Fe,SOCIAL,NaN,2,5.6M,100+,Free,0,Everyone,Social,"October 18, 2017",1.0,2.3 and up
+Theme for Samsung Galaxy Note FE,PERSONALIZATION,4.5,52,7.9M,"10,000+",Free,0,Everyone,Personalization,"July 4, 2017",1.0,2.3.3 and up
+Santa Fe VIP Tours,TRAVEL_AND_LOCAL,NaN,1,22M,100+,Free,0,Everyone,Travel & Local,"August 19, 2017",2.8,4.0 and up
+Santa Fe App,SPORTS,NaN,196,5.0M,"5,000+",Free,0,Everyone,Sports,"August 9, 2017",2.1.0,4.0.3 and up
+Curso Básico y Avanzado la Fe de Jesús Audio-Texto,FAMILY,NaN,0,11M,10+,Free,0,Everyone 10+,Education,"July 12, 2018",1.0,4.0 and up
+Ríos de Fe,LIFESTYLE,5.0,141,15M,"1,000+",Free,0,Everyone,Lifestyle,"March 24, 2018",1.8,4.1 and up
+Theme For Galaxy Note FE,PERSONALIZATION,NaN,0,7.5M,100+,Free,0,Everyone,Personalization,"April 19, 2018",1.1,4.1 and up
+Le Fe de Jesus,BOOKS_AND_REFERENCE,NaN,3,4.1M,500+,Free,0,Everyone,Books & Reference,"December 17, 2015",1.0,2.3.3 and up
+FG Mobile,FAMILY,3.3,130,13M,"5,000+",Free,0,Everyone,Education,"December 21, 2017",2.0.0,4.0 and up
+FG Wallet,FINANCE,NaN,9,12M,"1,000+",Free,0,Everyone,Finance,"June 6, 2018",2.1,6.0 and up
+Burn Your Fat With Me! FG,HEALTH_AND_FITNESS,4.5,38487,60M,"1,000,000+",Free,0,Teen,Health & Fitness,"July 3, 2018",5.1.0,4.1 and up
+FG On-The-Go,TOOLS,4.9,55,25M,"1,000+",Free,0,Everyone,Tools,"June 29, 2018",2.01.0.2,4.1 and up
+FG Autumn Photo Puzzle,FAMILY,NaN,0,4.6M,10+,Free,0,Everyone,Puzzle,"August 23, 2017",1.0,4.0 and up
+Radio FG Paris Underground,FAMILY,NaN,3,1.7M,100+,Free,0,Teen,Entertainment,"July 26, 2015",2,2.2 and up
+FG Radio - Radios de France,FAMILY,NaN,0,6.5M,10+,Free,0,Everyone,Entertainment,"June 10, 2018",1.0,4.2 and up
+FG SPINNER,GAME,NaN,2,36M,10+,Free,0,Everyone,Board,"April 6, 2018",0.90,4.0.3 and up
+FG Finder,TOOLS,NaN,154,17M,"10,000+",Free,0,Everyone,Tools,"July 16, 2018",2.1.0,4.1 and up
+FG. Chic - House Lounge Musique - Radios de France,FAMILY,NaN,1,6.5M,50+,Free,0,Everyone,Entertainment,"June 9, 2018",1.0,4.2 and up
+BROTHER IN WARS: GUNNER CITY WARLORDS,GAME,4.3,8649,39M,"1,000,000+",Free,0,Teen,Action,"July 26, 2018",1.0.3,4.2 and up
+Angry Birds Space HD,GAME,4.5,43645,46M,"5,000,000+",Free,0,Everyone,Arcade,"May 25, 2018",2.2.13,4.1 and up
+Survival Prison Escape v2: Free Action Game,FAMILY,4.1,44027,52M,"5,000,000+",Free,0,Mature 17+,Strategy,"February 21, 2018",1.0.9,2.3 and up
+FG VOC,BUSINESS,4.8,6,7.7M,"1,000+",Free,0,Everyone,Business,"August 7, 2018",2.1.5,4.1 and up
+Police Car Driver,GAME,3.8,83671,30M,"10,000,000+",Free,0,Everyone 10+,Racing,"May 4, 2018",9,4.1 and up
+Modern Sniper Strike: Best Commando Action 2k18,GAME,4.1,164,17M,"10,000+",Free,0,Everyone,Action,"August 23, 2017",1.0,2.3 and up
+Moto Fighter 3D,GAME,3.9,85410,39M,"10,000,000+",Free,0,Everyone 10+,Racing,"September 20, 2017",20170920,4.1 and up
+FG Rockstar,FAMILY,NaN,1,30M,10+,Free,0,Everyone,Education,"August 2, 2018",1.1.5,4.1 and up
+BMX Boy,GAME,4.2,839206,12M,"50,000,000+",Free,0,Everyone,Racing,"September 20, 2017",1.16.33,4.1 and up
+Crazy Bike attack Racing New: motorcycle racing,GAME,4.2,20364,45M,"5,000,000+",Free,0,Everyone,Racing,"July 12, 2018",1.2.1,4.1 and up
+POLARIS 2MFG,FAMILY,4.8,1228,29M,"10,000+",Free,0,Everyone,Education,"March 28, 2018",1.7,4.1 and up
+Gun Disassembly 2,FAMILY,4.1,26347,48M,"1,000,000+",Free,0,Everyone 10+,Entertainment,"September 15, 2017",14.0.1,2.2 and up
+Fields of Battle,GAME,4.1,71476,50M,"1,000,000+",Free,0,Everyone 10+,Action,"April 21, 2018",2.14,4.0 and up
+Family Guy The Quest for Stuff,GAME,4.0,995002,Varies with device,"10,000,000+",Free,0,Mature 17+,Adventure,"July 25, 2018",1.73.0,4.1 and up
+Ambulance Simulator 3D,FAMILY,3.9,29415,66M,"1,000,000+",Free,0,Mature 17+,Simulation,"December 11, 2016",2.0.1,2.3 and up
+Leghe Fantagazzetta,SPORTS,4.1,79464,27M,"1,000,000+",Free,0,Everyone,Sports,"August 6, 2018",5.0.8,4.4 and up
+Police Car Driving Sim,FAMILY,4.1,72522,51M,"10,000,000+",Free,0,Everyone,Simulation,"April 10, 2018",1.54,2.3.3 and up
+Toy Attack,GAME,4.2,3878,69M,"500,000+",Free,0,Everyone,Action,"April 4, 2018",1.9,4.0.3 and up
+Field Goal Tournament,SPORTS,3.7,2980,21M,"100,000+",Free,0,Everyone,Sports,"September 1, 2015",1.2.8,2.3 and up
+Ghost In Photo,PHOTOGRAPHY,3.9,28429,14M,"5,000,000+",Free,0,Teen,Photography,"March 16, 2018",2.0,2.3 and up
+Disney Princess Palace Pets,FAMILY,3.9,60097,19M,"1,000,000+",Free,0,Everyone,Entertainment;Pretend Play,"February 10, 2018",5.1,4.2 and up
+Police VAZ LADA Simulator,FAMILY,3.6,3502,61M,"500,000+",Free,0,Teen,Simulation,"September 11, 2016",1.3,2.3 and up
+Scary Video Maker,FAMILY,3.7,9296,28M,"500,000+",Free,0,Teen,Entertainment,"July 24, 2018",1.14,4.1 and up
+SnowMobile Parking Adventure,GAME,3.6,12257,49M,"1,000,000+",Free,0,Everyone,Racing,"September 9, 2016",1.4,2.3 and up
+PBS KIDS Games,FAMILY,4.3,12919,94M,"1,000,000+",Free,0,Everyone,Educational;Education,"June 6, 2018",1.15.2,4.4 and up
+Zombie Sniper 3D III,GAME,3.9,8122,23M,"500,000+",Free,0,Mature 17+,Action,"February 28, 2017",1.8,2.3 and up
+Family Guy- Another Freakin' Mobile Game,FAMILY,4.5,221691,94M,"5,000,000+",Free,0,Teen,Puzzle,"August 6, 2018",1.20.22,4.0.3 and up
+FH WiFiCam,PHOTOGRAPHY,2.6,201,2.5M,"10,000+",Free,0,Everyone,Photography,"May 2, 2017",2.1,4.1 and up
+HD Themes Volvo FH Trucks,PERSONALIZATION,4.4,40,13M,"5,000+",Free,0,Teen,Personalization,"June 21, 2016",1.0,2.3.3 and up
+Familial Hypercholesterolaemia,MEDICAL,NaN,0,34M,10+,Free,0,Everyone,Medical,"July 5, 2018",2.0.1,4.1 and up
+Familial Hypercholesterolaemia Handbook,MEDICAL,1.0,2,33M,100+,Free,0,Everyone,Medical,"July 2, 2018",2.0.1,4.1 and up
+Themes Volvo FH 16 Trucks,PERSONALIZATION,NaN,38,16M,"10,000+",Free,0,Teen,Personalization,"June 17, 2016",1.0,2.3.3 and up
+FH Calculator,HEALTH_AND_FITNESS,NaN,9,992k,500+,Free,0,Everyone,Health & Fitness,"June 4, 2015",1.0,4.0 and up
+Top Themes Volvo FH Trucks,PERSONALIZATION,NaN,9,18M,"1,000+",Free,0,Teen,Personalization,"June 19, 2018",1.0,4.1 and up
+Top Puzzles Volvo FH Trucks,FAMILY,NaN,4,8.1M,500+,Free,0,Teen,Puzzle,"November 20, 2016",1.0,4.0 and up
+Wallpapers Volvo FH 16 Trucks,PERSONALIZATION,4.2,13,15M,"1,000+",Free,0,Teen,Personalization,"June 18, 2016",1.0,2.3.3 and up
+Puzzles Volvo FH 16 Trucks,FAMILY,4.8,10,8.2M,"1,000+",Free,0,Teen,Puzzle,"December 2, 2016",1.0,4.0 and up
+Jigsaw Volvo FH 16 Trucks,FAMILY,5.0,5,8.1M,"1,000+",Free,0,Teen,Puzzle,"December 1, 2016",1.0,4.0 and up
+Shoot Hunter-Gun Killer,GAME,4.3,320334,27M,"50,000,000+",Free,0,Teen,Action,"August 8, 2018",1.1.2,4.1 and up
+studentsLife by FH Kärnten,FAMILY,4.4,108,Varies with device,"5,000+",Free,0,Everyone,Education,"March 30, 2018",4.0.1,4.4 and up
+FH® Cost Lookup / FH® CCSalud,MEDICAL,4.5,30,4.1M,"1,000+",Free,0,Everyone,Medical,"June 21, 2017",4.1.0,4.0.3 and up
+FH Kufstein App,FAMILY,NaN,9,20M,500+,Free,0,Everyone,Education,"November 20, 2017",2.3.1,4.4 and up
+FH App,BUSINESS,4.9,27,6.0M,100+,Free,0,Everyone,Business,"July 26, 2018",1.0.90,4.0 and up
+HD Wallpapers Volvo FH Trucks,PERSONALIZATION,NaN,4,17M,500+,Free,0,Teen,Personalization,"June 21, 2016",1.0,2.3.3 and up
+Jigsaw Puzzles Volvo FH Truck Game,FAMILY,NaN,4,4.7M,100+,Free,0,Teen,Puzzle,"July 24, 2017",1.0,4.0.3 and up
+Themes Volvo FH Trucks,PERSONALIZATION,NaN,14,14M,"1,000+",Free,0,Teen,Personalization,"June 17, 2016",1.0,2.3.3 and up
+FH School,FAMILY,5.0,4,5.8M,100+,Free,0,Everyone,Education,"April 11, 2018",1.0.1,4.0.3 and up
+FH Wallet,FINANCE,NaN,0,9.9M,1+,Free,0,Everyone,Finance,"July 26, 2018",1.0.0,4.1 and up
+FH Dortmund FB4,FAMILY,NaN,40,9.9M,"1,000+",Free,0,Everyone,Education,"May 22, 2018",1.2.0,4.0.3 and up
+Fast Motorcycle Driver 2016,GAME,4.2,28151,49M,"1,000,000+",Free,0,Everyone 10+,Racing,"December 25, 2016",1.2,2.3.3 and up
+Wallpapers Volvo FH Truck,PERSONALIZATION,4.2,4,14M,100+,Free,0,Teen,Personalization,"July 31, 2016",1.0,2.3.3 and up
+HD Jigsaw Volvo FH Trucks,FAMILY,NaN,2,7.6M,500+,Free,0,Teen,Puzzle,"November 29, 2016",1.0,4.0 and up
+Jigsaw Puzzles Volvo FH Trucks,FAMILY,NaN,3,7.8M,"1,000+",Free,0,Teen,Puzzle,"December 1, 2016",1.0,4.0 and up
+Angry Shark 2016,FAMILY,4.0,73185,46M,"5,000,000+",Free,0,Teen,Simulation,"November 1, 2017",1.6,4.0 and up
+First Hawaiian Bank Mobile,FINANCE,2.1,232,29M,"10,000+",Free,0,Everyone,Finance,"May 9, 2018",18.1.79,5.0 and up
+FH CODE,TOOLS,NaN,13,3.6M,100+,Free,0,Everyone,Tools,"February 26, 2018",FH CODE 1.0,2.1 and up
+Strike! Ten Pin Bowling,SPORTS,4.2,18584,49M,"5,000,000+",Free,0,Everyone,Sports,"June 27, 2018",1.7.0,4.1 and up
+IKORO FH App Rosenheim,FAMILY,NaN,22,29M,"1,000+",Free,0,Everyone,Education,"February 6, 2018",1.10.0.0,2.3.3 and up
+My Truck,TOOLS,2.5,247,8.2M,"10,000+",Free,0,Everyone,Tools,"March 15, 2017",1.0.6,4.2 and up
+Talking Tom Bubble Shooter,FAMILY,4.4,687136,54M,"50,000,000+",Free,0,Everyone,Casual,"May 25, 2018",1.5.3.20,4.1 and up
+Forgotten Hill: Fall,GAME,4.4,1063,18M,"50,000+",Free,0,Teen,Adventure,"October 30, 2017",1.7,3.0 and up
+Forgotten Hill Mementoes,GAME,4.6,2027,56M,"100,000+",Free,0,Teen,Adventure,"March 19, 2018",1.5,4.1 and up
+EHiN-FH conferenceapp,COMMUNICATION,NaN,5,26M,100+,Free,0,Everyone,Communication,"November 15, 2016",1.17,4.1 and up
+BTK-FH Online Campus,FAMILY,NaN,1,3.3M,500+,Free,0,Everyone,Education,"November 7, 2016",1.7.2,4.0.3 and up
+Talking Husky Dog,FAMILY,4.4,26545,40M,"1,000,000+",Free,0,Everyone,Casual,"July 20, 2018",2.08,4.1 and up
+Bubble Bird Rescue,FAMILY,4.2,70753,14M,"5,000,000+",Free,0,Everyone,Puzzle,"August 7, 2018",1.8.6,4.0.3 and up
+Forgotten Hill: Surgery,GAME,4.5,2431,24M,"100,000+",Free,0,Teen,Adventure,"November 3, 2017",1.4,3.0 and up
+Real Airplane Flight Simulator: Pilot Games,FAMILY,3.3,21735,37M,"1,000,000+",Free,0,Everyone,Simulation,"July 11, 2018",1.0.03,4.0 and up
+Dolphin and fish coloring book,FAMILY,3.9,2249,Varies with device,"500,000+",Free,0,Everyone,Art & Design;Creativity,"May 15, 2018",Varies with device,4.1 and up
+Carpooling FH Hagenberg,COMMUNICATION,NaN,0,Varies with device,100+,Free,0,Everyone,Communication,"May 18, 2017",Varies with device,Varies with device
+Forgotten Hill: Puppeteer,GAME,4.5,2917,22M,"100,000+",Free,0,Teen,Adventure,"October 30, 2017",2.6,2.3 and up
+Airplane Fly Hawaii,FAMILY,4.1,83427,16M,"1,000,000+",Free,0,Everyone,Simulation,"January 30, 2015",2.6,4.1 and up
+FiSwitch,TOOLS,4.8,615,2.0M,"10,000+",Paid,$1.99,Everyone,Tools,"July 24, 2018",5.2,5.0 and up
+Signal Info,TOOLS,4.6,424,3.5M,"10,000+",Free,0,Everyone,Tools,"December 19, 2017",0.11,6.0 and up
+Signal Spy - Monitor Signal Strength & Data Usage,TOOLS,4.4,875,8.5M,"100,000+",Free,0,Everyone,Tools,"December 31, 2017",1.9.9.5,5.1 and up
+Wi-Fi Auto-connect,COMMUNICATION,3.8,15036,253k,"1,000,000+",Free,0,Everyone,Communication,"August 1, 2015",1.2.0,1.6 and up
+Smart Wi-Fi Hotspot PRO,COMMUNICATION,3.7,197,957k,"10,000+",Paid,$2.99,Everyone,Communication,"February 10, 2016",1.0,2.2 and up
+"Talkie - Wi-Fi Calling, Chats, File Sharing",COMMUNICATION,4.2,4838,Varies with device,"500,000+",Free,0,Everyone,Communication,"January 6, 2018",Varies with device,Varies with device
+Portable Wi-Fi hotspot Premium,COMMUNICATION,3.7,481,420k,"10,000+",Paid,$0.99,Everyone,Communication,"December 16, 2015",1.4.0.2,2.3 and up
+Avast Wi-Fi Finder,PRODUCTIVITY,4.3,37277,13M,"1,000,000+",Free,0,Everyone,Productivity,"February 26, 2018",2.3.1,4.0.3 and up
+Police Field Interview FI Card,PRODUCTIVITY,4.5,112,2.4M,"1,000+",Paid,$7.99,Everyone,Productivity,"March 16, 2017",3.0,4.0.3 and up
+LG Hi-Fi Plus Manager,TOOLS,3.5,154,3.4M,"10,000+",Free,0,Everyone,Tools,"September 6, 2016",5.0.6,6.0 and up
+WeFi - Free Fast WiFi Connect & Find Wi-Fi Map,COMMUNICATION,4.0,13469,5.1M,"1,000,000+",Free,0,Everyone,Communication,"June 5, 2018",4.7.0.2200000,4.0 and up
+"Talkie Pro - Wi-Fi Calling, Chats, File Sharing",COMMUNICATION,4.5,201,Varies with device,"1,000+",Paid,$2.99,Everyone,Communication,"January 6, 2018",Varies with device,Varies with device
+Safe Wi-Fi,PRODUCTIVITY,2.9,32,9.7M,"1,000+",Free,0,Everyone,Productivity,"August 3, 2018",1.3.22,4.4 and up
+[root] Pry-Fi,TOOLS,3.9,6736,72k,"500,000+",Free,0,Everyone,Tools,"February 2, 2014",1.20,4.2 and up
+Sat-Fi,COMMUNICATION,3.6,97,Varies with device,"5,000+",Free,0,Everyone,Communication,"August 31, 2017",Varies with device,Varies with device
+WiFi Monitor Pro - analyzer of Wi-Fi networks,TOOLS,4.6,85,2.4M,"1,000+",Paid,$2.99,Everyone,Tools,"July 5, 2018",1.9,4.0 and up
+Candy simply-Fi,LIFESTYLE,2.1,2390,35M,"100,000+",Free,0,Everyone,Lifestyle,"July 17, 2018",1.8.4.7,4.4 and up
+SCI-FI UI,FAMILY,4.7,15,3.9M,100+,Paid,$1.99,Everyone,Entertainment,"April 16, 2018",0.0.53,1.6 and up
+Wi-Fi Rabbit Unlock Key,TOOLS,4.5,142,26k,"5,000+",Paid,$1.00,Everyone,Tools,"June 26, 2011",1.0.0,2.1 and up
+Wi-Fi settings shortcut,TOOLS,4.1,479,29k,"50,000+",Free,0,Everyone,Tools,"December 13, 2013",1.4,1.6 and up
+Wi-Fi Master,TOOLS,4.5,3673,5.8M,"500,000+",Free,0,Everyone,Tools,"July 24, 2018",1.2.1,4.1 and up
+Micro Fi,FAMILY,3.7,39,2.8M,"5,000+",Free,0,Everyone,Education,"February 12, 2014",2.4,2.3.3 and up
+fi,FAMILY,2.9,691,5.8M,"100,000+",Free,0,Everyone,Strategy,"June 8, 2016",1.0.3,4.0 and up
+Portable Wi-Fi hotspot Free,COMMUNICATION,4.0,1711,2.1M,"100,000+",Free,0,Everyone,Communication,"January 11, 2018",1.2.5.4-11,2.3 and up
+Wi-Fi Networks,PRODUCTIVITY,4.2,115,1.4M,"10,000+",Free,0,Everyone,Productivity,"October 5, 2015",1.4,4.1 and up
+FI CFL,FINANCE,3.7,112,3.9M,"10,000+",Free,0,Everyone,Finance,"July 5, 2018",1.1.1,5.0 and up
+Tassa.fi Finland,LIFESTYLE,3.6,346,7.5M,"50,000+",Free,0,Everyone,Lifestyle,"May 22, 2018",5.5,4.0 and up
+TownWiFi | Wi-Fi Everywhere,COMMUNICATION,3.9,2372,58M,"500,000+",Free,0,Everyone,Communication,"August 2, 2018",4.2.1,4.2 and up
+Jazz Wi-Fi,COMMUNICATION,3.4,49,4.0M,"10,000+",Free,0,Everyone,Communication,"February 10, 2017",0.1,2.3 and up
+Xposed Wi-Fi-Pwd,PERSONALIZATION,3.5,1042,404k,"100,000+",Free,0,Everyone,Personalization,"August 5, 2014",3.0.0,4.0.3 and up
+Life Made WI-Fi Touchscreen Photo Frame,1.9,19,3.0M,"1,000+",Free,0,Everyone,,"February 11, 2018",1.0.19,4.0 and up
+osmino Wi-Fi: free WiFi,TOOLS,4.2,134203,4.1M,"10,000,000+",Free,0,Everyone,Tools,"August 7, 2018",6.06.14,4.4 and up
+Sat-Fi Voice,COMMUNICATION,3.4,37,14M,"1,000+",Free,0,Everyone,Communication,"November 21, 2014",2.2.1.5,2.2 and up
+Wi-Fi Visualizer,TOOLS,3.9,132,2.6M,"50,000+",Free,0,Everyone,Tools,"May 17, 2017",0.0.9,2.3 and up
+Lennox iComfort Wi-Fi,LIFESTYLE,3.0,552,7.6M,"50,000+",Free,0,Everyone,Lifestyle,"March 22, 2017",2.0.15,2.3.3 and up
+Sci-Fi Sounds and Ringtones,PERSONALIZATION,3.6,128,11M,"10,000+",Free,0,Everyone,Personalization,"September 27, 2017",4.0,4.0 and up
+Sci Fi Sounds,FAMILY,3.2,4,8.0M,"1,000+",Free,0,Everyone,Entertainment,"November 2, 2017",1.0,4.0 and up
+Free Wi-fi HotspoT,COMMUNICATION,4.1,382,2.3M,"50,000+",Free,0,Everyone,Communication,"July 20, 2018",2.5,4.0 and up
+FJ 4x4 Cruiser Offroad Driving,FAMILY,4.1,3543,49M,"500,000+",Free,0,Everyone,Simulation,"January 4, 2017",1.1,2.3 and up
+FJ 4x4 Cruiser Snow Driving,FAMILY,4.2,1619,43M,"500,000+",Free,0,Everyone,Simulation,"June 4, 2018",1.3,4.0 and up
+Wallpapers Toyota FJ Cruiser,PERSONALIZATION,4.2,78,10M,"10,000+",Free,0,Everyone,Personalization,"June 20, 2016",1.0,2.3.3 and up
+New Wallpapers Toyota FJ Cruiser Theme,PERSONALIZATION,NaN,1,16M,100+,Free,0,Teen,Personalization,"February 23, 2018",1.0,4.1 and up
+"FJ Final Join , Circles Game",GAME,4.7,32,24M,"1,000+",Free,0,Teen,Arcade,"July 11, 2018",0.24,4.3 and up
+HD Wallpaper - Toyota FJ Cruiser,TOOLS,NaN,2,6.2M,100+,Free,0,Everyone,Tools,"November 10, 2017",1.0,4.0 and up
+FJ Drive: Mercedes-Benz Lease,AUTO_AND_VEHICLES,4.6,107,27M,"10,000+",Free,0,Everyone,Auto & Vehicles,"November 6, 2017",2.0.0,4.1 and up
+Driving n Parking School 2017,FAMILY,4.5,15,46M,"1,000+",Free,0,Everyone,Simulation,"May 31, 2017",1.0,2.3 and up
+FJ WiFi HDD,TOOLS,NaN,40,2.4M,"5,000+",Free,0,Everyone,Tools,"October 31, 2017",1.0.5,2.1 and up
+Offroad Cruiser,FAMILY,4.3,42432,36M,"1,000,000+",Free,0,Everyone,Simulation,"July 13, 2016",1.3,2.3.3 and up
+HD Themes Toyota Cruiser 70,PERSONALIZATION,4.5,86,17M,"10,000+",Free,0,Teen,Personalization,"October 2, 2016",1.0,2.3.3 and up
+Toyota Cruisers & Trucks Mag,TRAVEL_AND_LOCAL,4.5,10,8.0M,500+,Free,0,Everyone,Travel & Local,"March 14, 2018",3.0.0,4.4 and up
+4 x4 Offroad SUV 3D Truck Simulator Driving 2017,FAMILY,4.4,32,37M,"1,000+",Free,0,Everyone,Simulation,"December 6, 2017",1.0,2.3 and up
+Cake Shop - Kids Cooking,FAMILY,4.3,30668,33M,"5,000,000+",Free,0,Everyone,Casual;Pretend Play,"July 16, 2018",2.1.3181,4.0.3 and up
+HD Themes Toyota Cruiser 60,PERSONALIZATION,NaN,0,15M,100+,Free,0,Teen,Personalization,"October 2, 2016",1.0,2.3.3 and up
+HD Themes Toyota Cruiser70,PERSONALIZATION,NaN,0,15M,100+,Free,0,Teen,Personalization,"October 3, 2016",1.0,2.3.3 and up
+HD Themes Toyota Cruiser 80,PERSONALIZATION,NaN,2,13M,100+,Free,0,Teen,Personalization,"October 3, 2016",1.0,2.3.3 and up
+HD Themes Toyota Cruiser 50,PERSONALIZATION,NaN,1,11M,50+,Free,0,Teen,Personalization,"October 2, 2016",1.0,2.3.3 and up
+OFF-ROAD SIMULATOR 4x4 : REAL,FAMILY,4.2,109,25M,"10,000+",Free,0,Everyone,Simulation,"April 15, 2017",1.4,2.3 and up
+HD Themes Toyota Cruiser 100VX,PERSONALIZATION,NaN,2,16M,100+,Free,0,Teen,Personalization,"September 30, 2016",1.0,2.3.3 and up
+HD Themes Toyota Cruiser 200,PERSONALIZATION,3.7,3,15M,100+,Free,0,Teen,Personalization,"October 1, 2016",1.0,2.3.3 and up
+HD Themes Toyota Cruiser 40,PERSONALIZATION,NaN,2,15M,100+,Free,0,Teen,Personalization,"October 2, 2016",1.0,2.3.3 and up
+Fun Kid Racing - Motocross,FAMILY,4.1,59768,Varies with device,"10,000,000+",Free,0,Everyone,Racing;Action & Adventure,"August 7, 2018",3.53,4.2 and up
+Offroad 4x4 Car Driving,FAMILY,4.3,26224,43M,"1,000,000+",Free,0,Everyone,Simulation,"April 29, 2017",1.0.4,2.3 and up
+Motocross Beach Jumping 3D,FAMILY,4.0,105954,43M,"10,000,000+",Free,0,Teen,Simulation,"June 5, 2018",1.7.3,4.1 and up
+Offroad drive : 4x4 driving game,GAME,3.5,2071,36M,"100,000+",Free,0,Everyone,Racing,"June 29, 2018",1.0.3,4.1 and up
+Hair saloon - Spa salon,FAMILY,4.2,38473,23M,"10,000,000+",Free,0,Everyone,Casual;Pretend Play,"April 11, 2018",1.0.5,4.1 and up
+Rope Hero: Vice Town,GAME,4.4,452589,99M,"10,000,000+",Free,0,Mature 17+,Action,"July 1, 2018",2.2,4.0 and up
+Drive 4x4 Luxury SUV Jeep,GAME,4.2,2183,46M,"500,000+",Free,0,Everyone,Racing,"July 10, 2018",1.12,2.3 and up
+PIP Selfie Camera Photo Editor,PHOTOGRAPHY,4.4,156322,Varies with device,"10,000,000+",Free,0,Everyone,Photography,"February 1, 2018",Varies with device,Varies with device
+FJ-link,TOOLS,NaN,1,20M,10+,Free,0,Everyone,Tools,"January 3, 2018",1.1.2,4.1 and up
+Motocross Mayhem,GAME,3.8,35171,45M,"1,000,000+",Free,0,Everyone,Racing,"February 11, 2014",1.2,2.3 and up
+Funny Jokes,FAMILY,3.9,2505,2.9M,"100,000+",Free,0,Mature 17+,Entertainment,"June 18, 2018",1.2,4.1 and up
+Flight Simulator: Fly Plane 3D,FAMILY,4.0,660613,21M,"50,000,000+",Free,0,Everyone,Simulation,"March 1, 2017",1.32,2.3 and up
+Motocross Fun Simulator,FAMILY,3.8,22570,35M,"1,000,000+",Free,0,Everyone,Simulation,"January 9, 2017",1.2,2.3.3 and up
+Dino Defends king 3 – Dinosaur T rex Hunter Games,GAME,3.6,182,41M,"50,000+",Free,0,Teen,Adventure,"March 1, 2018",2.1,4.1 and up
+Fast Notes FJ,PRODUCTIVITY,4.2,12,2.2M,500+,Free,0,Everyone,Productivity,"August 12, 2014",8.0.0,2.2 and up
+FJ Toolkit,TOOLS,NaN,1,2.5M,100+,Paid,$1.49,Everyone,Tools,"December 21, 2015",14,4.0 and up
+Block Gun 3D: Haunted Hollow,GAME,3.8,16282,35M,"1,000,000+",Free,0,Teen,Action,"October 9, 2017",1.1.4,2.3 and up
+Art of F J Taylor,VIDEO_PLAYERS,NaN,2,1.5M,10+,Free,0,Everyone,Video Players & Editors,"June 23, 2015",1.0.2,4.3 and up
+Driving Suv Toyota Car Simulator,FAMILY,3.7,187,54M,"10,000+",Free,0,Everyone,Simulation,"November 12, 2017",1,4.0 and up
+Navy Gunner Shoot War 3D,GAME,4.0,103199,44M,"10,000,000+",Free,0,Teen,Action,"August 2, 2018",1.0.7.8,4.2 and up
+Drift Legends,GAME,4.2,33788,27M,"1,000,000+",Free,0,Everyone,Racing,"March 29, 2018",1.8.5,4.1 and up
+FK,MEDICAL,4.4,1517,8.5M,"100,000+",Free,0,Everyone,Medical,"July 13, 2018",2.5.9,2.3 and up
+FK (FlightKid),GAME,NaN,2,22M,10+,Free,0,Everyone,Action,"March 3, 2016",1.0,4.0 and up
+FK Sūduva Marijampolė,SPORTS,NaN,2,26M,10+,Free,0,Everyone,Sports,"February 21, 2018",1.0,4.1 and up
+Fairy Kingdom: World of Magic and Farming,FAMILY,4.4,129542,63M,"1,000,000+",Free,0,Everyone,Strategy;Creativity,"July 23, 2018",2.4.9,4.0.3 and up
+FK Željezničar,SPORTS,4.9,1420,20M,"10,000+",Free,0,Everyone,Sports,"July 12, 2018",2.5.0,4.2 and up
+FK Oleksandria,SPORTS,NaN,0,26M,10+,Free,0,Everyone,Sports,"February 14, 2018",1.0,4.1 and up
+FK CLASSIC FOR YOU,BUSINESS,5.0,1,3.5M,10+,Free,0,Everyone,Business,"February 20, 2018",1.1.0,4.0 and up
+FK Sileks,SPORTS,NaN,0,26M,1+,Free,0,Everyone,Sports,"March 18, 2018",1.0,4.1 and up
+Kernel Manager for Franco Kernel ✨,TOOLS,4.8,12700,10M,"100,000+",Paid,$3.49,Everyone,Tools,"August 3, 2018",3.2.5,5.0 and up
+Qarabağ FK,SPORTS,NaN,9,5.5M,100+,Free,0,Everyone,Sports,"August 1, 2018",1.14,4.2 and up
+FK Sloboda Tuzla,SPORTS,NaN,0,26M,10+,Free,0,Everyone,Sports,"February 20, 2018",1.0,4.1 and up
+FK Jelgava,SPORTS,NaN,0,26M,5+,Free,0,Everyone,Sports,"February 22, 2018",1.0,4.1 and up
+FK Vojvodina,SPORTS,NaN,5,26M,50+,Free,0,Everyone,Sports,"February 19, 2018",1.0,4.1 and up
+FK Liepaja,SPORTS,NaN,4,26M,100+,Free,0,Everyone,Sports,"March 17, 2018",1.0,4.1 and up
+FK Teplice,SPORTS,NaN,2,26M,50+,Free,0,Everyone,Sports,"March 1, 2018",1.0,4.1 and up
+FK Sarajevo,SPORTS,NaN,6,26M,100+,Free,0,Everyone,Sports,"March 2, 2018",1.0,4.1 and up
+FK Vardar,SPORTS,NaN,2,26M,10+,Free,0,Everyone,Sports,"February 20, 2018",1.0,4.1 and up
+Ray Financial Calculator Pro,FINANCE,4.0,67,2.4M,"10,000+",Paid,$2.99,Everyone,Finance,"July 3, 2017",4,3.2 and up
+FK Bregalnica Štip,SPORTS,NaN,0,26M,1+,Free,0,Everyone,Sports,"February 24, 2018",1.0,4.1 and up
+FK Mladost Lucani,SPORTS,NaN,0,26M,5+,Free,0,Everyone,Sports,"February 19, 2018",1.0,4.1 and up
+FK Radnicki Nis,SPORTS,NaN,1,26M,50+,Free,0,Everyone,Sports,"February 19, 2018",1.0,4.1 and up
+FK Dukla Prague,SPORTS,NaN,0,26M,10+,Free,0,Everyone,Sports,"February 28, 2018",1.0,4.1 and up
+FK Rad,SPORTS,NaN,1,26M,10+,Free,0,Everyone,Sports,"February 19, 2018",1.0,4.1 and up
+FK Jablonec,SPORTS,NaN,2,26M,50+,Free,0,Everyone,Sports,"February 27, 2018",1.0,4.1 and up
+FK Senica,SPORTS,NaN,0,13M,10+,Free,0,Everyone,Sports,"August 24, 2017",14,4.1 and up
+FK Vozdovac,SPORTS,NaN,1,26M,10+,Free,0,Everyone,Sports,"February 19, 2018",1.0,4.1 and up
+Toy Truck Rally 3D,GAME,4.0,301895,25M,"50,000,000+",Free,0,Everyone,Racing,"May 23, 2018",1.4.4,4.1 and up
+FK Mladá Boleslav,SPORTS,NaN,0,26M,10+,Free,0,Everyone,Sports,"March 18, 2018",2.0,4.1 and up
+FK Macva Sabac,SPORTS,NaN,3,26M,10+,Free,0,Everyone,Sports,"February 19, 2018",1.0,4.1 and up
+FK Crvena zvezda,SPORTS,4.9,1211,15M,"10,000+",Free,0,Everyone,Sports,"January 22, 2018",1.0.1,4.4 and up
+FK Events,PRODUCTIVITY,NaN,0,18M,5+,Free,0,Teen,Productivity,"June 27, 2018",7.17.2.1,5.0 and up
+PRO MX MOTOCROSS 2,GAME,3.8,25275,21M,"5,000,000+",Free,0,Everyone,Racing,"August 11, 2017",1.10,2.3 and up
+FK Jonava,SPORTS,NaN,1,26M,5+,Free,0,Everyone,Sports,"February 21, 2018",1.0,4.1 and up
+FK Željezničar Izzy,FAMILY,4.9,119,17M,"1,000+",Free,0,Everyone,Entertainment,"November 18, 2016",1.0,4.4 and up
+FK Čukarički,SPORTS,NaN,0,26M,10+,Free,0,Everyone,Sports,"February 19, 2018",1.0,4.1 and up
+Austria Wien FK - Fussball - Inoffizielle App,SPORTS,NaN,2,12M,100+,Free,0,Everyone,Sports,"July 27, 2018",1.0.4,4.1 and up
+FK Železiarne Podbrezová,SPORTS,NaN,0,26M,5+,Free,0,Everyone,Sports,"April 23, 2018",1.0,4.1 and up
+FK Viktoria Žižkov,SPORTS,NaN,0,26M,10+,Free,0,Everyone,Sports,"February 27, 2018",1.0,4.1 and up
+FK Zemun,SPORTS,NaN,3,26M,10+,Free,0,Everyone,Sports,"February 19, 2018",1.0,4.1 and up
+FK Atlantas,SPORTS,1.5,2,26M,5+,Free,0,Everyone,Sports,"February 21, 2018",1.0,4.1 and up
+FK Spartak Subotica,SPORTS,NaN,0,26M,10+,Free,0,Everyone,Sports,"February 19, 2018",1.0,4.1 and up
+FK Dedinje BGD,SPORTS,5.0,36,2.6M,100+,Free,0,Everyone,Sports,"February 11, 2017",1.1,4.0 and up
+FK Fotbal Třinec,SPORTS,NaN,0,27M,10+,Free,0,Everyone,Sports,"March 18, 2018",1.0,4.1 and up
+FK Crvena Zvezda Izzy,TOOLS,4.8,1456,15M,"50,000+",Free,0,Everyone,Tools,"November 14, 2016",1.2,4.4 and up
+FK Utenis Utena,SPORTS,NaN,0,26M,5+,Free,0,Everyone,Sports,"February 21, 2018",1.0,4.1 and up
+Crazy Freekick,SPORTS,3.9,47688,17M,"5,000,000+",Free,0,Everyone,Sports,"May 18, 2016",1.0.15,2.3 and up
+FL State Parks Guide,TRAVEL_AND_LOCAL,3.7,871,45M,"100,000+",Free,0,Everyone,Travel & Local,"October 27, 2017",5.29.23 Domain 253,4.4 and up
+FL SW Fishing Regulations,SPORTS,4.6,60,24M,"1,000+",Paid,$1.99,Everyone,Sports,"March 7, 2014",1.03,2.2 and up
+Permit Test FL Florida DHSMV,FAMILY,4.7,246,11M,"10,000+",Free,0,Everyone,Education,"October 12, 2017",2.9.0,4.1 and up
+FL Lottery Results,FAMILY,4.6,1481,3.1M,"50,000+",Free,0,Teen,Entertainment,"March 31, 2018",3.7,4.1 and up
+Florida DMV Permit Test -Fl,FAMILY,4.3,87,30M,"10,000+",Free,0,Everyone,Education,"February 15, 2018",6.0.3,4.4 and up
+Lottery Results: Florida,FAMILY,4.2,582,3.2M,"100,000+",Free,0,Teen,Entertainment,"January 22, 2018",4.0,4.0 and up
+Scratch-Off Guide for FL Lotto,FAMILY,4.6,25,5.6M,"5,000+",Free,0,Everyone,Entertainment,"July 4, 2018",1.11,4.0.3 and up
+"Charlotte County, FL",PRODUCTIVITY,4.7,10,7.1M,"1,000+",Free,0,Everyone,Productivity,"February 23, 2017",3.9.4,4.0.3 and up
+Results for FL Lottery,NEWS_AND_MAGAZINES,4.6,146,7.1M,"10,000+",Free,0,Everyone,News & Magazines,"February 28, 2017",3.0,4.1 and up
+Check Lottery Tickets - Florida,FAMILY,2.0,27,31M,"5,000+",Free,0,Teen,Entertainment,"October 17, 2017",2.1,4.0.3 and up
+Fish|Hunt FL,LIFESTYLE,3.6,853,34M,"100,000+",Free,0,Everyone,Lifestyle,"March 22, 2018",3.2.0,4.1 and up
+Florida 511,TOOLS,3.2,148,9.2M,"50,000+",Free,0,Everyone,Tools,"August 14, 2017",1.0.18,4.0.3 and up
+Florida Storms,WEATHER,3.8,116,36M,"10,000+",Free,0,Everyone,Weather,"December 26, 2017",2.0.11,4.4 and up
+FL Racing Manager 2018 Lite,SPORTS,4.0,1338,15M,"100,000+",Free,0,Everyone,Sports,"March 17, 2018",1.18,3.0 and up
+Florida Tides & Weather,WEATHER,3.8,30,2.0M,"1,000+",Paid,$6.99,Everyone,Weather,"May 6, 2015",2.0.0,2.3 and up
+FL Tax-Verify,BUSINESS,3.8,17,6.1M,"5,000+",Free,0,Everyone,Business,"November 9, 2016",1.1.3,4.0 and up
+FL House,PRODUCTIVITY,4.4,29,Varies with device,"1,000+",Free,0,Everyone,Productivity,"November 22, 2016",1.6.7,Varies with device
+FL Racing Manager 2015 Pro,SPORTS,4.4,656,22M,"5,000+",Paid,$0.99,Everyone,Sports,"March 12, 2016",0.858,3.0 and up
+Lottery Driver- Florida Result,FAMILY,4.4,70,4.4M,"5,000+",Free,0,Teen,Entertainment,"April 16, 2017",2.5,4.1 and up
+Florida Travel Guide,TRAVEL_AND_LOCAL,3.8,11,86M,"1,000+",Free,0,Everyone,Travel & Local,"July 11, 2018",6.8.2,4.1 and up
+The Florida Trail Guide,TRAVEL_AND_LOCAL,4.3,100,13M,"5,000+",Free,0,Everyone,Travel & Local,"April 1, 2017",6.0.18,4.1 and up
+Florida - Pocket Brainbook,BOOKS_AND_REFERENCE,4.6,7,12M,"1,000+",Free,0,Everyone,Books & Reference,"March 19, 2018",1.0.9,4.4 and up
+Lottery Ticket Checker - Florida Results & Lotto,TOOLS,1.0,3,41M,500+,Free,0,Everyone,Tools,"December 12, 2017",1.0,4.2 and up
+Florida Statutes (FL Code),BOOKS_AND_REFERENCE,3.2,5,8.2M,"1,000+",Free,0,Everyone,Books & Reference,"October 21, 2017",1.5,4.4 and up
+Discovery Church Florida,LIFESTYLE,4.7,40,8.0M,"1,000+",Free,0,Teen,Lifestyle,"June 25, 2018",3.8.0,4.1 and up
+FL Racing Manager 2018 Pro,SPORTS,4.3,340,15M,"5,000+",Paid,$1.99,Everyone,Sports,"March 17, 2018",1.18,3.0 and up
+Florida Driver License Test,FAMILY,4.5,65,470k,"5,000+",Free,0,Everyone,Education,"January 30, 2016",2.0,2.1 and up
+Free Florida DMV Test 2018,FAMILY,4.1,665,5.3M,"50,000+",Free,0,Everyone,Education,"May 24, 2018",8.1,4.0.3 and up
+Canvas FL,FAMILY,4.9,36,9.4M,"1,000+",Free,0,Teen,Education,"June 25, 2018",3.8.0,4.1 and up
+Florida Lottery Results,NEWS_AND_MAGAZINES,4.1,763,2.2M,"100,000+",Free,0,Everyone,News & Magazines,"December 18, 2015",2.0,2.3.3 and up
+Florida Cooling Supply HVAC,PRODUCTIVITY,4.2,6,43M,500+,Free,0,Everyone,Productivity,"July 27, 2018",8.1.10.41,4.4 and up
+Restaurant Inspections - FL,HEALTH_AND_FITNESS,3.5,143,226k,"10,000+",Free,0,Everyone,Health & Fitness,"June 12, 2013",1.1,2.2 and up
+Florida Keys,TRAVEL_AND_LOCAL,4.2,92,20M,"10,000+",Free,0,Everyone,Travel & Local,"April 6, 2017",4.1,4.0.3 and up
+South Florida AA Meetings,LIFESTYLE,5.0,10,21M,"1,000+",Free,0,Everyone,Lifestyle,"May 24, 2018",2.18,4.1 and up
+Florida Travel Guide - TOURIAS,TRAVEL_AND_LOCAL,3.8,80,37M,"10,000+",Free,0,Everyone,Travel & Local,"July 30, 2018",3.21,4.0 and up
+Florida State Gameday,SPORTS,4.7,1566,26M,"50,000+",Free,0,Everyone,Sports,"July 13, 2018",9.19.2,4.1 and up
+FL Bankers,EVENTS,NaN,0,3.4M,10+,Free,0,Everyone,Events,"June 5, 2018",1.0.1,4.2 and up
+Fort Myers FL,PRODUCTIVITY,NaN,0,22M,100+,Free,0,Everyone,Productivity,"September 17, 2015",2.4.0,4.1 and up
+"News-Journal-Daytona Beach, FL",NEWS_AND_MAGAZINES,4.5,76,7.8M,"5,000+",Free,0,Everyone,News & Magazines,"July 3, 2018",5.0,4.4 and up
+Florida map,TRAVEL_AND_LOCAL,NaN,11,3.4M,"5,000+",Free,0,Everyone,Travel & Local,"May 15, 2016",0.0.7,4.0 and up
+"Trinity Church Deltona, FL",LIFESTYLE,5.0,33,28M,500+,Free,0,Everyone,Lifestyle,"May 7, 2018",1.9.0.0,2.3.3 and up
+FL Drone 2,PHOTOGRAPHY,3.3,41,7.8M,"5,000+",Free,0,Everyone,Photography,"August 17, 2017",1.0.7,2.2 and up
+"Beacon Baptist Jupiter, FL",LIFESTYLE,5.0,14,2.6M,100+,Free,0,Everyone,Lifestyle,"October 13, 2017",2.4,4.0.3 and up
+"Clearwater, FL - weather and more",WEATHER,NaN,0,3.9M,10+,Free,0,Everyone,Weather,"April 12, 2018",1.0,5.0 and up
+University of Florida,FAMILY,4.0,168,7.6M,"10,000+",Free,0,Everyone,Education,"October 2, 2017",2.0,4.1 and up
+"Ocala Star Banner, FL",NEWS_AND_MAGAZINES,4.5,75,8.1M,"5,000+",Free,0,Everyone,News & Magazines,"July 25, 2018",5.1,4.4 and up
+Alachua County Sheriff FL,LIFESTYLE,3.2,5,9.5M,100+,Free,0,Everyone,Lifestyle,"May 13, 2015",1.0,4.0 and up
+Lotto Results - Mega Millions Powerball Lottery US,NEWS_AND_MAGAZINES,4.5,14221,1.8M,"1,000,000+",Free,0,Teen,News & Magazines,"December 11, 2015",2.0.3,2.3.3 and up
+Jax Sheriff (FL),LIFESTYLE,4.2,53,16M,"5,000+",Free,0,Everyone,Lifestyle,"June 25, 2018",2.0.1,4.1 and up
+Results for FL Lottery (Florida),FAMILY,NaN,1,3.2M,100+,Free,0,Mature 17+,Entertainment,"November 2, 2017",2.27,4.0.3 and up
+Hidden Object Florida Vacation Adventure Fun Game,FAMILY,3.7,126,45M,"10,000+",Free,0,Everyone,Casual,"June 18, 2018",1.4,4.0.3 and up
+WFLA News Channel 8 - Tampa FL,NEWS_AND_MAGAZINES,3.8,133,14M,"10,000+",Free,0,Everyone,News & Magazines,"July 18, 2018",v4.30.0.8,5.0 and up
+Florida Beach Wallpapers HD,TRAVEL_AND_LOCAL,5.0,3,12M,100+,Free,0,Everyone,Travel & Local,"December 30, 2015",1.8.1,4.1 and up
+MY GULFPORT FL,PRODUCTIVITY,NaN,0,49M,50+,Free,0,Everyone,Productivity,"May 18, 2018",17.4,4.1 and up
+My MLS App,LIFESTYLE,4.1,1213,13M,"100,000+",Free,0,Everyone,Lifestyle,"June 4, 2018",2.8.4,4.0.3 and up
+Employ Florida Mobile,BUSINESS,2.9,97,9.9M,"10,000+",Free,0,Everyone,Business,"June 13, 2018",4.5.9,4.0.3 and up
+"St. Petersburg, FL - weather and more",WEATHER,NaN,0,3.9M,10+,Free,0,Everyone,Weather,"April 13, 2018",1.0,5.0 and up
+LifePoint Church - FL,LIFESTYLE,NaN,1,7.6M,50+,Free,0,Everyone,Lifestyle,"December 9, 2015",1.1,4.0.3 and up
+WSVN • South Florida's Source for Weather,WEATHER,NaN,7,28M,"1,000+",Free,0,Everyone,Weather,"June 21, 2018",4.6.1404,4.4 and up
+PriorityONE Credit Union of Fl,FINANCE,4.7,178,12M,"1,000+",Free,0,Everyone,Finance,"June 12, 2018",5.9.1.0,5.0 and up
+Florida Wildflowers,FAMILY,5.0,5,69M,"1,000+",Free,0,Everyone,Education,"July 10, 2017",1.5,4.1 and up
+Florida Blue,HEALTH_AND_FITNESS,3.2,499,34M,"100,000+",Free,0,Everyone,Health & Fitness,"July 10, 2018",4.2.1,7.0 and up
+ORLANDO FLORIDA MAP,TRAVEL_AND_LOCAL,NaN,3,9.2M,"1,000+",Free,0,Everyone,Travel & Local,"January 24, 2017",1.3.0,4.0 and up
+Florida Tech Mobile,FAMILY,3.8,87,5.4M,"5,000+",Free,0,Everyone,Education,"September 13, 2016",5.2,4.1 and up
+Florida Offline Road Map,TRAVEL_AND_LOCAL,3.8,144,8.7M,"10,000+",Free,0,Everyone,Travel & Local,"October 2, 2014",5.0,2.3.3 and up
+Florida Map offline,TRAVEL_AND_LOCAL,4.6,8,18M,"1,000+",Free,0,Everyone,Travel & Local,"June 22, 2018",1.73,4.3 and up
+"The Ledger - Lakeland, Florida",NEWS_AND_MAGAZINES,4.6,89,5.7M,"5,000+",Free,0,Everyone,News & Magazines,"February 17, 2018",5.0,4.4 and up
+FRONTLINE COMMANDO,GAME,4.4,1351833,12M,"10,000,000+",Free,0,Teen,Action,"October 28, 2013",3.0.3,2.1 and up
+Gainesville Florida Police Department,LIFESTYLE,4.8,4,15M,500+,Free,0,Everyone,Lifestyle,"November 22, 2017",1.1,4.1 and up
+Gainesville Bus Tracker,MAPS_AND_NAVIGATION,4.2,63,1.6M,"10,000+",Free,0,Everyone,Maps & Navigation,"August 25, 2015",1.0.6,4.0 and up
+Florida Today,NEWS_AND_MAGAZINES,3.3,202,38M,"10,000+",Free,0,Everyone 10+,News & Magazines,"June 20, 2018",5.9.5,5.0 and up
+Florida HSMV Driver License,FAMILY,3.9,14,11M,"1,000+",Free,0,Everyone,Education,"January 13, 2015",1.3,4.0 and up
+WSVN - 7 News Miami,NEWS_AND_MAGAZINES,4.5,3320,14M,"100,000+",Free,0,Everyone,News & Magazines,"August 3, 2018",v4.30.0.9,5.0 and up
+WICShopper,SHOPPING,3.9,3023,Varies with device,"500,000+",Free,0,Everyone,Shopping,"July 26, 2018",Varies with device,Varies with device
+First Federal Bank of Florida,FINANCE,4.3,133,30M,"10,000+",Free,0,Everyone,Finance,"May 23, 2018",18.1.79,5.0 and up
+South Florida MLS,LIFESTYLE,4.4,133,13M,"10,000+",Free,0,Everyone,Lifestyle,"June 2, 2018",2.8.4,4.0.3 and up
+Football Manager Mobile 2018,SPORTS,3.9,11460,Varies with device,"100,000+",Paid,$8.99,Everyone,Sports,"June 27, 2018",Varies with device,4.1 and up
+Podcast App: Free & Offline Podcasts by Player FM,NEWS_AND_MAGAZINES,4.6,66407,19M,"1,000,000+",Free,0,Teen,News & Magazines,"July 25, 2018",4.1.0.72,4.0 and up
+Motorola FM Radio,VIDEO_PLAYERS,3.9,54815,Varies with device,"100,000,000+",Free,0,Everyone,Video Players & Editors,"May 2, 2018",Varies with device,Varies with device
+FN Cam,PHOTOGRAPHY,3.4,181,10M,"10,000+",Free,0,Everyone,Photography,"January 13, 2016",1.1.5,4.0.3 and up
+How it Works: FN SCAR assault rifle,FAMILY,4.6,44,45M,"10,000+",Free,0,Everyone,Casual,"January 9, 2018",2.1.9f7,4.0.3 and up
+FN pistol Model 1906 explained,BOOKS_AND_REFERENCE,NaN,1,5.3M,10+,Paid,$5.49,Everyone,Books & Reference,"March 9, 2017",Android 3.0 - 2017,1.6 and up
+FN pistol model 1903 explained,BOOKS_AND_REFERENCE,NaN,1,19M,10+,Paid,$6.49,Everyone,Books & Reference,"September 5, 2015",Android 3.0 - 2015,1.6 and up
+FutureNet your social app,SOCIAL,4.2,2093,7.0M,"100,000+",Free,0,Teen,Social,"March 8, 2018",3.36,4.2 and up
+Jigsaw Puzzles FN FAL Light Automatic Rifle,FAMILY,NaN,0,5.6M,50+,Free,0,Teen,Puzzle,"May 7, 2018",1.0,4.0.3 and up
+Wallpapers FN Herstal FNP 9,PERSONALIZATION,NaN,0,11M,1+,Free,0,Teen,Personalization,"April 12, 2018",1.0,4.1 and up
+Ninja FN Button,FAMILY,4.8,12,12M,"1,000+",Free,0,Teen,Entertainment,"July 4, 2018",1.1,4.0 and up
+Wallpapers FN SCAR H,PERSONALIZATION,5.0,4,9.2M,100+,Free,0,Teen,Personalization,"April 12, 2018",1.0,4.1 and up
+Wallpapers FN F2000,PERSONALIZATION,NaN,0,11M,5+,Free,0,Teen,Personalization,"April 16, 2018",1.0,4.1 and up
+Wallpapers FN Five seven,PERSONALIZATION,NaN,0,13M,10+,Free,0,Teen,Personalization,"April 18, 2018",1.0,4.1 and up
+FN,BUSINESS,5.0,14,3.3M,50+,Free,0,Everyone,Business,"February 1, 2018",1.0,4.0 and up
+Wallpapers FN FAL Light Automatic Rifle,PERSONALIZATION,NaN,0,14M,10+,Free,0,Teen,Personalization,"April 17, 2018",1.0,4.1 and up
+"The FN ""Baby"" pistol explained",BOOKS_AND_REFERENCE,NaN,1,8.8M,10+,Paid,$5.99,Everyone,Books & Reference,"September 6, 2015",Android 3.0 - 2015,1.6 and up
+FN FAL rifle explained,BOOKS_AND_REFERENCE,NaN,1,7.3M,10+,Paid,$6.49,Everyone,Books & Reference,"September 6, 2015",Android 3.0 - 2015,1.6 and up
+F N Bail Bonds,LIFESTYLE,3.8,4,14M,500+,Free,0,Everyone,Lifestyle,"January 6, 2017",1.4,4.0.3 and up
+The FN HP pistol explained,BOOKS_AND_REFERENCE,NaN,1,8.5M,10+,Paid,$6.49,Everyone,Books & Reference,"September 6, 2015",Android 3.0 - 2015,1.6 and up
+SB · FN 1870 Mobile Banking,FINANCE,2.9,139,3.3M,"10,000+",Free,0,Everyone,Finance,"June 19, 2017",3.0.5,4.0 and up
+PIP-Camera FN Photo Effect,PHOTOGRAPHY,4.6,8,9.0M,"1,000+",Free,0,Everyone,Photography,"December 4, 2016",1.0,2.3 and up
+Bullet - FN Theme,PERSONALIZATION,3.8,143,240k,"5,000+",Free,0,Everyone,Personalization,"July 31, 2013",1.0,2.2 and up
+FN model 1900 pistol explained,BOOKS_AND_REFERENCE,NaN,0,8.2M,10+,Paid,$6.49,Everyone,Books & Reference,"September 5, 2015",Android 3.0 - 2015,1.6 and up
+Pistolet FN GP35 expliqué,BOOKS_AND_REFERENCE,NaN,2,7.9M,5+,Paid,$5.99,Everyone,Books & Reference,"August 19, 2014",Android 2.0 - 2014,1.6 and up
+FN Web Radio,COMMUNICATION,NaN,0,1.6M,10+,Free,0,Everyone,Communication,"May 18, 2018",1.1,2.3 and up
+Gun Builder ELITE,GAME,4.1,88941,34M,"1,000,000+",Free,0,Teen,Action,"July 26, 2016",3.1.7,4.0 and up
+FNH Payment Info,COMMUNICATION,NaN,0,2.1M,10+,Free,0,Everyone,Communication,"March 17, 2018",1.3,4.0.3 and up
+Magnum 3.0 Gun Custom SImulator,GAME,4.5,16815,59M,"1,000,000+",Free,0,Teen,Action,"August 4, 2018",1.0404,4.0.3 and up
+Pistolet FN 1906 expliqué,BOOKS_AND_REFERENCE,NaN,0,5.2M,10+,Paid,$5.49,Everyone,Books & Reference,"August 17, 2014",Android 2.0 - 2014,1.6 and up
+Circle Colors Pack-FN Theme,PERSONALIZATION,4.2,6,89k,50+,Paid,$0.99,Everyone,Personalization,"August 9, 2013",1.0,2.2 and up
+Calculator Fn,TOOLS,NaN,9,3.6M,500+,Free,0,Everyone,Tools,"November 12, 2015",1.4,4.0 and up
+Pint - FN Theme,PERSONALIZATION,2.5,6,234k,100+,Free,0,Everyone,Personalization,"August 10, 2013",1.0,2.2 and up
+HAL-9000 - FN Theme,PERSONALIZATION,3.5,159,257k,"10,000+",Free,0,Everyone,Personalization,"August 16, 2013",1.0,2.2 and up
+Solitaire+,GAME,4.6,11235,Varies with device,"100,000+",Paid,$2.99,Everyone,Card,"July 30, 2018",Varies with device,Varies with device
+Fresh News,NEWS_AND_MAGAZINES,4.4,2207,9.8M,"100,000+",Free,0,Everyone,News & Magazines,"July 26, 2018",41.0,4.1 and up
+Future Cloud,PRODUCTIVITY,4.6,1075,Varies with device,"100,000+",Free,0,Everyone,Productivity,"January 22, 2018",Varies with device,4.4 and up
+Fruit Ninja Classic,GAME,4.3,85468,36M,"1,000,000+",Paid,$0.99,Everyone,Arcade,"June 8, 2018",2.4.1.485300,4.0.3 and up
+Hunting Safari 3D,SPORTS,4.2,36183,20M,"5,000,000+",Free,0,Teen,Sports,"January 20, 2018",1.4,2.1 and up
+Gun Club Armory,GAME,4.2,55014,28M,"1,000,000+",Free,0,Teen,Action,"December 4, 2017",1.2.6,4.1 and up
+Ethical Hacking,FAMILY,4.1,128,3.2M,"10,000+",Free,0,Everyone,Education,"July 9, 2018",1.3,4.0.3 and up
+Armed Cam Gun Pack,GAME,4.2,1012,50M,"10,000+",Free,0,Teen,Action,"January 18, 2015",1.0.2,3.0 and up
+Zombie Defense,FAMILY,4.3,275048,41M,"10,000,000+",Free,0,Teen,Strategy,"June 22, 2018",12.2,2.3 and up
+Fo File Manager,TOOLS,4.5,1916,364k,"100,000+",Free,0,Everyone,Tools,"December 31, 2015",1.8.8,2.1 and up
+Alarm.fo – choose your info,SOCIAL,4.4,19,3.1M,"1,000+",Free,0,Everyone,Social,"May 29, 2018",1.4.8,4.1 and up
+FO Bixby,PERSONALIZATION,5.0,5,861k,100+,Paid,$0.99,Everyone,Personalization,"April 25, 2018",0.2,7.0 and up
+Pin-fo,FAMILY,4.6,19,1.6M,500+,Free,0,Everyone,Entertainment,"August 15, 2016",3rd Release Aug 2016,2.2 and up
+MARKET FO,COMMUNICATION,NaN,0,15M,100+,Free,0,Everyone,Communication,"November 30, 2017",1.0,4.1 and up
+FO OP St-Nazaire,COMMUNICATION,NaN,1,17M,100+,Free,0,Everyone,Communication,"December 19, 2017",1.0,4.1 and up
+FO SODEXO,COMMUNICATION,NaN,0,16M,100+,Free,0,Everyone,Communication,"March 13, 2018",1.0,4.1 and up
+FO RCBT,COMMUNICATION,NaN,5,15M,100+,Free,0,Everyone,Communication,"November 15, 2017",1.0,4.1 and up
+FO Interim,COMMUNICATION,NaN,1,11M,100+,Free,0,Everyone,Communication,"March 14, 2017",1.0,4.1 and up
+Mu.F.O.,GAME,5.0,2,16M,1+,Paid,$0.99,Everyone,Arcade,"March 3, 2017",1.0,2.3 and up
+FO PSA Sept-Fons,COMMUNICATION,NaN,2,15M,100+,Free,0,Everyone,Communication,"March 22, 2018",1.0,4.1 and up
+FO BOULANGER,FINANCE,NaN,10,19M,50+,Free,0,Everyone,Finance,"May 15, 2018",1.0,4.4 and up
+FO AIRBUS TLSE,COMMUNICATION,NaN,4,16M,"1,000+",Free,0,Everyone,Communication,"January 25, 2018",1.1,4.1 and up
+F-O-Meter,FAMILY,NaN,0,2.8M,1+,Free,0,Mature 17+,Entertainment,"August 2, 2018",1.0.1,4.0 and up
+Theme fo Oppo A30 Wallpaper & Icon,BUSINESS,NaN,7,1.3M,500+,Free,0,Everyone,Business,"August 18, 2017",1.0.0,2.3.3 and up
+Fo Fo Fish,GAME,3.4,5,21M,50+,Free,0,Everyone,Arcade,"August 25, 2015",1.0,2.3 and up
+FO STELIA Méaulte,COMMUNICATION,NaN,2,18M,100+,Free,0,Everyone,Communication,"December 19, 2017",1.1,4.1 and up
+RRIMS FO,BUSINESS,NaN,2,5.2M,100+,Free,0,Everyone,Business,"July 27, 2018",4.2,5.0 and up
+Neon Blue Gaming Wallpaper&Theme fo Lenovo K8 Note,BUSINESS,4.6,7,2.0M,500+,Free,0,Everyone,Business,"August 24, 2017",1.0.0,2.3.3 and up
+Photo Editor Collage Maker Pro,PHOTOGRAPHY,4.5,1519671,Varies with device,"100,000,000+",Free,0,Everyone,Photography,"February 1, 2018",Varies with device,Varies with device
+Custos F.O.,BUSINESS,NaN,0,9.7M,1+,Free,0,Everyone,Business,"June 20, 2018",4.1.0,4.1 and up
+FO AIRBUS Nantes,COMMUNICATION,NaN,0,17M,100+,Free,0,Everyone,Communication,"December 14, 2017",1.0,4.1 and up
+Stylish Fonts,PERSONALIZATION,3.8,153176,4.3M,"10,000,000+",Free,0,Everyone,Personalization,"August 7, 2018",1.17,4.0.3 and up
+4x4 Jeep Racer,GAME,4.1,7279,54M,"1,000,000+",Free,0,Everyone,Racing,"March 9, 2018",1.5,4.0 and up
+Lalafo Pulsuz Elanlar,SHOPPING,4.4,61392,Varies with device,"1,000,000+",Free,0,Everyone,Shopping,"August 8, 2018",Varies with device,Varies with device
+My Earthquake Alerts - US & Worldwide Earthquakes,WEATHER,4.4,3471,Varies with device,"100,000+",Free,0,Everyone,Weather,"July 24, 2018",Varies with device,Varies with device
+FunForMobile Ringtones & Chat,SOCIAL,4.4,68358,7.2M,"5,000,000+",Free,0,Mature 17+,Social,"May 7, 2016",3.22,4.1 and up
+FarmersOnly Dating,DATING,3.0,1145,1.4M,"100,000+",Free,0,Mature 17+,Dating,"February 25, 2016",2.2,4.0 and up
+Free Slideshow Maker & Video Editor,PHOTOGRAPHY,4.2,162564,11M,"10,000,000+",Free,0,Everyone,Photography,"August 5, 2018",5.2,4.0 and up
+Frontline Terrorist Battle Shoot: Free FPS Shooter,GAME,4.2,9183,49M,"1,000,000+",Free,0,Mature 17+,Action,"June 22, 2018",1.1,4.4 and up
+BankNordik,FINANCE,3.9,28,15M,"5,000+",Free,0,Everyone,Finance,"August 8, 2018",7.3.2,5.0 and up
+Sona - Nær við allastaðni,LIFESTYLE,4.2,31,25M,"1,000+",Free,0,Everyone,Lifestyle,"August 2, 2018",1.6.3,4.4 and up
+Firefox Focus: The privacy browser,COMMUNICATION,4.4,36981,4.0M,"1,000,000+",Free,0,Everyone,Communication,"July 6, 2018",5.2,5.0 and up
+Mad Dash Fo' Cash,GAME,5.0,14,16M,100+,Free,0,Everyone,Arcade,"June 19, 2017",2.5a,4.1 and up
+Launcher Theme for LG K10 2018,PERSONALIZATION,4.0,649,11M,"100,000+",Free,0,Everyone,Personalization,"March 30, 2017",1.0,2.3.3 and up
+Mobile Kick,SPORTS,4.3,111809,40M,"10,000,000+",Free,0,Everyone,Sports,"February 7, 2018",1.0.21,4.1 and up
+English To Shona Dictionary,BOOKS_AND_REFERENCE,4.6,60,3.7M,"10,000+",Free,0,Everyone,Books & Reference,"July 10, 2016",1.4,3.0 and up
+Posta App,MAPS_AND_NAVIGATION,3.6,8,Varies with device,"1,000+",Free,0,Everyone,Maps & Navigation,"September 27, 2017",Varies with device,4.4 and up
+Thumbnail Maker,PHOTOGRAPHY,4.4,26252,24M,"1,000,000+",Free,0,Everyone,Photography,"May 26, 2018",1.7,4.2 and up
+Fon WiFi App – WiFi Connect,TOOLS,4.1,222,16M,"50,000+",Free,0,Everyone,Tools,"July 26, 2018",2.2.4,4.4 and up
+MOD-MASTER for Minecraft PE (Pocket Edition) Free,TOOLS,4.2,271908,8.1M,"10,000,000+",Free,0,Everyone,Tools,"August 2, 2018",3.3.0,4.0 and up
+MX Player Codec (ARMv7),LIBRARIES_AND_DEMO,4.3,332083,6.3M,"10,000,000+",Free,0,Everyone,Libraries & Demo,"April 23, 2018",1.9.19,4.0 and up
+FP Notebook,MEDICAL,4.5,410,60M,"50,000+",Free,0,Everyone,Medical,"March 24, 2018",2.1.0.372,4.4 and up
+FeaturePoints: Free Gift Cards,FAMILY,3.9,121321,46M,"5,000,000+",Free,0,Everyone,Entertainment,"October 22, 2016",8.7,4.0.3 and up
+Draw with FP sDraw,TOOLS,4.3,3268,467k,"100,000+",Free,0,Everyone,Tools,"December 16, 2017",6.6,2.0 and up
+FP Click sound changer,PERSONALIZATION,3.5,178,1.4M,"10,000+",Free,0,Everyone,Personalization,"December 26, 2015",1.0,1.6 and up
+FP Connect,COMMUNICATION,NaN,0,22M,100+,Free,0,Teen,Communication,"December 15, 2017",3.15.1,4.1 and up
+FP VoiceBot,FAMILY,NaN,17,157k,100+,Paid,$0.99,Mature 17+,Entertainment,"November 25, 2015",1.2,2.1 and up
+FP-safe,BUSINESS,NaN,0,2.6M,100+,Free,0,Everyone,Business,"May 8, 2018",1.0,4.0.3 and up
+FP Legacy,MAPS_AND_NAVIGATION,4.0,3,44M,"1,000+",Free,0,Everyone,Maps & Navigation,"July 2, 2018",3.4.0,4.0 and up
+Race Manager FP,GAME,3.8,196,11M,"5,000+",Free,0,Everyone,Racing,"November 3, 2014",2.1,2.2 and up
+FreedomPop Messaging Phone/SIM,COMMUNICATION,3.6,9894,39M,"500,000+",Free,0,Everyone,Communication,"July 26, 2018",23.01.1265.0712,4.1 and up
+PhotoFunia,PHOTOGRAPHY,4.3,316378,4.4M,"10,000,000+",Free,0,Everyone,Photography,"June 3, 2017",4.0.7.0,2.3 and up
+Fingerprint Quick Action,TOOLS,4.2,8484,1.7M,"1,000,000+",Free,0,Everyone,Tools,"July 22, 2018",0.15.2,6.0 and up
+GKPB FP Online Church,LIFESTYLE,5.0,32,7.9M,"1,000+",Free,0,Everyone,Lifestyle,"December 31, 2017",0.7.1,4.4 and up
+FP BW LCD View,FAMILY,3.4,16,1.2M,500+,Free,0,Everyone,Entertainment,"March 31, 2016",1.0,4.0.3 and up
+FP Markets,FINANCE,NaN,1,2.0M,100+,Free,0,Everyone,Finance,"January 30, 2018",1.0.0.0,4.3 and up
+FP Boss,FINANCE,NaN,1,5.8M,1+,Free,0,Everyone,Finance,"July 27, 2018",1.0.2,5.0 and up
+FP Opgaver,TOOLS,NaN,9,61M,"1,000+",Free,0,Everyone,Tools,"May 31, 2018",1.9,4.0.3 and up
+FP Charging Daydream,PERSONALIZATION,3.5,96,3.8M,"5,000+",Free,0,Everyone,Personalization,"November 23, 2015",2.0,4.2 and up
+FP Live,COMMUNICATION,NaN,0,3.3M,10+,Free,0,Teen,Communication,"November 3, 2017",1.2.4,4.2 and up
+FP Runner,GAME,3.7,38,29M,"1,000+",Free,0,Everyone,Arcade,"June 29, 2016",1.12,3.1 and up
+Finger Scanner Gestures,TOOLS,4.2,2531,3.3M,"100,000+",Free,0,Everyone,Tools,"July 30, 2017",1.2.4,6.0 and up
+FP Market,FAMILY,NaN,24,44k,"1,000+",Free,0,Everyone,Education,"June 17, 2012",1.0,1.6 and up
+FP FCU,FINANCE,3.6,48,26M,"5,000+",Free,0,Everyone,Finance,"April 5, 2018",4.6.71,4.0.3 and up
+Slickdeals: Coupons & Shopping,SHOPPING,4.5,33599,12M,"1,000,000+",Free,0,Everyone,Shopping,"July 30, 2018",3.9,4.4 and up
+SCM FPS Status,BUSINESS,4.2,123,3.3M,"10,000+",Free,0,Everyone,Business,"April 28, 2018",3.5,2.3 and up
+Hondata Mobile,MAPS_AND_NAVIGATION,4.3,334,676k,"10,000+",Free,0,Everyone,Maps & Navigation,"August 23, 2016",1.3,2.3.3 and up
+FreedomPop Friends for Free Data,TOOLS,4.4,58,2.5M,"5,000+",Free,0,Everyone,Tools,"July 24, 2018",2017.07.24,4.1 and up
+Fisher-Price® Smart Connect™,TOOLS,2.7,422,72M,"50,000+",Free,0,Everyone,Tools,"February 23, 2018",2.4.1,4.4 and up
+Fingerprint Lock Screen Prank,TOOLS,4.1,10786,4.3M,"1,000,000+",Free,0,Everyone,Tools,"December 9, 2017",5.0,4.0 and up
+FP NFC Rewrite,TOOLS,NaN,17,67k,"1,000+",Free,0,Everyone,Tools,"January 29, 2016",1.1,4.0 and up
+Fast Tract Diet,HEALTH_AND_FITNESS,4.4,35,2.4M,"1,000+",Paid,$7.99,Everyone,Health & Fitness,"August 8, 2018",1.9.3,4.2 and up
+Greek Bible FP (Audio),BOOKS_AND_REFERENCE,NaN,5,8.0M,"1,000+",Free,0,Everyone,Books & Reference,"August 29, 2016",1.0.0,4.0.3 and up
+The FP Shield,NEWS_AND_MAGAZINES,NaN,0,11M,10+,Free,0,Everyone,News & Magazines,"February 1, 2018",1.1.0,4.4 and up
+FP Разбитый дисплей,FAMILY,4.5,922,552k,"50,000+",Free,0,Everyone,Entertainment,"September 20, 2014",1.1,1.6 and up
+FP Transportation,AUTO_AND_VEHICLES,NaN,1,885k,1+,Free,0,Everyone,Auto & Vehicles,"March 9, 2018",10.0.0,4.0 and up
+Chat For Strangers - Video Chat,SOCIAL,3.4,622,Varies with device,"100,000+",Free,0,Mature 17+,Social,"May 23, 2018",Varies with device,Varies with device
+FreedomPop Diagnostics,TOOLS,2.9,452,7.0M,"100,000+",Free,0,Everyone,Tools,"July 17, 2017",1.03.123.0713,4.0.3 and up
+NFP 2018,EVENTS,4.8,8,16M,500+,Free,0,Everyone,Events,"January 9, 2018",1.0.3,4.2 and up
+AAFP,MEDICAL,3.8,63,24M,"10,000+",Free,0,Everyone,Medical,"June 22, 2018",2.3.1,5.0 and up
+FQ Magazine,LIFESTYLE,NaN,1,12M,100+,Free,0,Everyone,Lifestyle,"December 12, 2016",1.0,4.1 and up
+Modern Counter Terrorist FPS Shoot,GAME,4.0,795,41M,"100,000+",Free,0,Teen,Action,"August 29, 2017",1.2,2.3 and up
+FQ METER,PRODUCTIVITY,3.9,17,2.4M,"1,000+",Free,0,Everyone,Productivity,"April 23, 2017",1.1,4.0 and up
+FQ Load Board for Transporters,BUSINESS,NaN,0,3.9M,100+,Free,0,Everyone,Business,"February 16, 2018",1.1.3,5.0 and up
+FQ India,LIFESTYLE,NaN,0,8.9M,10+,Free,0,Everyone,Lifestyle,"July 31, 2018",7.2.2,4.1 and up
+Miss FQ,NEWS_AND_MAGAZINES,NaN,0,36M,10+,Free,0,Everyone,News & Magazines,"April 5, 2018",3.8,4.4 and up
+FQ - Football Quiz,SPORTS,NaN,1,9.0M,1+,Free,0,Everyone,Sports,"May 29, 2018",1.0,5.0 and up
+Monster Ride Pro,GAME,5.0,1,24M,10+,Free,0,Everyone,Racing,"March 5, 2018",2.0,2.3 and up
+BEBONCOOL GAMEPAD V1.0,GAME,3.9,404,2.2M,"100,000+",Free,0,Everyone,Arcade,"August 30, 2017",1.2,4.0 and up
+Union League,FAMILY,4.0,939,38M,"10,000+",Free,0,Everyone,Role Playing,"June 8, 2018",1.0.0.96,4.1 and up
+Fortune Quest: Savior,FAMILY,3.6,135,75M,"10,000+",Free,0,Everyone 10+,Role Playing,"June 1, 2018",1.022,4.4 and up
+Modern Counter 3: FPS Multiplayers battlegro 3,FAMILY,4.1,17,50M,"1,000+",Free,0,Everyone,Strategy,"March 16, 2018",15,4.1 and up
+Modern Strike Online,GAME,4.3,834117,44M,"10,000,000+",Free,0,Teen,Action,"July 30, 2018",1.25.4,4.1 and up
+Trine 2: Complete Story,GAME,3.8,252,11M,"10,000+",Paid,$16.99,Teen,Action,"February 27, 2015",2.22,5.0 and up
+Modern Counter Terror Attack – Shooting Game,GAME,4.2,340,72M,"50,000+",Free,0,Mature 17+,Action,"October 27, 2017",1.0,4.1 and up
+Big Hunter,GAME,4.3,245455,84M,"10,000,000+",Free,0,Everyone 10+,Action,"May 31, 2018",2.8.6,4.0 and up
+"sugar, sugar",FAMILY,4.2,1405,9.5M,"10,000+",Paid,$1.20,Everyone,Puzzle,"June 5, 2018",2.7,2.3 and up
+ChopAssistant,TOOLS,4.2,455,2.8M,"50,000+",Free,0,Everyone,Tools,"February 28, 2017",1.6,6.0 and up
+Modern Counter Global Strike 3D,GAME,4.1,297,48M,"50,000+",Free,0,Teen,Action,"March 28, 2018",1.2,4.1 and up
+Fountain Live Wallpaper HD – Dubai Wallpaper 3D,PERSONALIZATION,NaN,1,20M,500+,Free,0,Everyone,Personalization,"April 13, 2018",1.0,4.1 and up
+Modern Counter Global Strike 3D V2,GAME,4.0,368,48M,"50,000+",Free,0,Everyone 10+,Action,"March 28, 2018",1.7,4.1 and up
+HipChat - beta version,COMMUNICATION,4.1,1035,20M,"50,000+",Free,0,Everyone,Communication,"August 7, 2018",3.20.001,4.1 and up
+Winter Wonderland,GAME,4.0,1287,38M,"50,000+",Free,0,Everyone,Word,"December 18, 2013",1.0,2.2 and up
+Soccer Clubs Logo Quiz,GAME,4.2,21661,16M,"1,000,000+",Free,0,Everyone,Trivia,"May 24, 2018",1.3.81,4.0 and up
+Sid Story,GAME,4.4,28510,78M,"500,000+",Free,0,Teen,Card,"August 1, 2018",2.6.6,4.0.3 and up
+PopStar,FAMILY,NaN,13,5.7M,"1,000+",Free,0,Everyone,Casual,"January 3, 2018",1.6,4.3 and up
+Reindeer VPN - Proxy VPN,TOOLS,4.2,7339,4.0M,"100,000+",Free,0,Everyone,Tools,"May 10, 2018",1.74,4.1 and up
+Inf VPN - Global Proxy & Unlimited Free WIFI VPN,TOOLS,4.7,61445,7.8M,"1,000,000+",Free,0,Everyone,Tools,"July 26, 2018",1.9.734,4.1 and up
+Fuel Rewards® program,LIFESTYLE,4.6,32433,46M,"1,000,000+",Free,0,Everyone,Lifestyle,"June 26, 2018",2.9.1,5.0 and up
+Word Search Tab 1 FR,FAMILY,NaN,0,"1020k",50+,Paid,$1.04,Everyone,Puzzle,"February 6, 2012",1.1,3.0 and up
+Fr Daoud Lamei,SOCIAL,4.7,2036,6.8M,"100,000+",Free,0,Everyone,Social,"May 20, 2018",1.72,4.0.3 and up
+FR Roster,TOOLS,4.1,174,12M,"5,000+",Free,0,Everyone,Tools,"July 30, 2018",6.04,4.4 and up
+Fr Ignacio Outreach,FAMILY,4.9,52,19M,"1,000+",Free,0,Everyone,Education,"January 19, 2018",1.0,4.4 and up
+FR: My Famous Lover,FAMILY,4.0,185,28M,"10,000+",Free,0,Teen,Entertainment,"August 6, 2015",1.3.0,3.0 and up
+Fatal Raid - No.1 Mobile FPS,GAME,4.3,56496,81M,"1,000,000+",Free,0,Teen,Action,"August 7, 2018",1.5.447,4.0 and up
+Poker Pro.Fr,GAME,4.2,5442,17M,"100,000+",Free,0,Teen,Card,"May 22, 2018",4.1.3,2.3 and up
+Scoreboard FR,LIFESTYLE,4.3,3,15M,100+,Free,0,Everyone,Lifestyle,"August 7, 2018",2.1,4.2 and up
+SnakeBite911 FR,MEDICAL,NaN,1,42M,500+,Free,0,Everyone,Medical,"October 9, 2017",1.2,4.1 and up
+My FR App,TOOLS,NaN,2,4.2M,100+,Free,0,Everyone,Tools,"April 9, 2018",1.283.0037,2.3.3 and up
+lesparticuliers.fr,LIFESTYLE,NaN,96,1.0M,"50,000+",Free,0,Everyone,Lifestyle,"November 25, 2014",1.5,2.3 and up
+Castle Clash: RPG War and Strategy FR,FAMILY,4.7,376223,24M,"1,000,000+",Free,0,Everyone,Strategy,"July 18, 2018",1.4.2,4.1 and up
+Fr Lupupa Sermons,BUSINESS,4.8,19,21M,100+,Free,0,Everyone,Business,"June 12, 2018",1.0,4.4 and up
+FR Plus 1.6,AUTO_AND_VEHICLES,NaN,4,3.9M,100+,Free,0,Everyone,Auto & Vehicles,"July 24, 2018",1.3.6,4.4W and up
+Fr Agnel Pune,FAMILY,4.1,80,13M,"1,000+",Free,0,Everyone,Education,"June 13, 2018",2.0.20,4.0.3 and up
+DICT.fr Mobile,BUSINESS,NaN,20,2.7M,"10,000+",Free,0,Everyone,Business,"July 17, 2018",2.1.10,4.1 and up
+FR: My Secret Pets! ,FAMILY,4.0,785,31M,"50,000+",Free,0,Teen,Entertainment,"June 3, 2015",1.3.1,3.0 and up
+Golden Dictionary (FR-AR),BOOKS_AND_REFERENCE,4.2,5775,4.9M,"500,000+",Free,0,Everyone,Books & Reference,"July 19, 2018",7.0.4.6,4.2 and up
+FieldBi FR Offline,BUSINESS,NaN,2,6.8M,100+,Free,0,Everyone,Business,"August 6, 2018",2.1.8,4.1 and up
+HTC Sense Input - FR,TOOLS,4.0,885,8.0M,"100,000+",Free,0,Everyone,Tools,"October 30, 2015",1.0.612928,5.0 and up
+Gold Quote - Gold.fr,FINANCE,NaN,96,1.5M,"10,000+",Free,0,Everyone,Finance,"May 19, 2016",2.3,2.2 and up
+Fanfic-FR,BOOKS_AND_REFERENCE,3.3,52,3.6M,"5,000+",Free,0,Teen,Books & Reference,"August 5, 2017",0.3.4,4.1 and up
+Fr. Daoud Lamei,FAMILY,5.0,22,8.6M,"1,000+",Free,0,Teen,Education,"June 27, 2018",3.8.0,4.1 and up
+Poop FR,FAMILY,NaN,6,2.5M,50+,Free,0,Everyone,Entertainment,"May 29, 2018",1.0,4.0.3 and up
+PLMGSS FR,PRODUCTIVITY,NaN,0,3.1M,10+,Free,0,Everyone,Productivity,"December 1, 2017",1,4.4 and up
+List iptv FR,VIDEO_PLAYERS,NaN,1,2.9M,100+,Free,0,Everyone,Video Players & Editors,"April 22, 2018",1.0,4.0.3 and up
+Cardio-FR,MEDICAL,NaN,67,82M,"10,000+",Free,0,Everyone,Medical,"July 31, 2018",2.2.2,4.4 and up
+Naruto & Boruto FR,SOCIAL,NaN,7,7.7M,100+,Free,0,Teen,Social,"February 2, 2018",1.0,4.0 and up
+Frim: get new friends on local chat rooms,SOCIAL,4.0,88486,Varies with device,"5,000,000+",Free,0,Mature 17+,Social,"March 23, 2018",Varies with device,Varies with device
+Fr Agnel Ambarnath,FAMILY,4.2,117,13M,"5,000+",Free,0,Everyone,Education,"June 13, 2018",2.0.20,4.0.3 and up
+Manga-FR - Anime Vostfr,COMICS,3.4,291,13M,"10,000+",Free,0,Everyone,Comics,"May 15, 2017",2.0.1,4.0 and up
+Bulgarian French Dictionary Fr,BOOKS_AND_REFERENCE,4.6,603,7.4M,"10,000+",Free,0,Everyone,Books & Reference,"June 19, 2016",2.96,4.1 and up
+News Minecraft.fr,NEWS_AND_MAGAZINES,3.8,881,2.3M,"100,000+",Free,0,Everyone,News & Magazines,"January 20, 2014",1.5,1.6 and up
+payermonstationnement.fr,MAPS_AND_NAVIGATION,NaN,38,9.8M,"5,000+",Free,0,Everyone,Maps & Navigation,"June 13, 2018",2.0.148.0,4.0 and up
+FR Tides,WEATHER,3.8,1195,582k,"100,000+",Free,0,Everyone,Weather,"February 16, 2014",6.0,2.1 and up
+Chemin (fr),BOOKS_AND_REFERENCE,4.8,44,619k,"1,000+",Free,0,Everyone,Books & Reference,"March 23, 2014",0.8,2.2 and up
+FR Calculator,FAMILY,4.0,7,2.6M,500+,Free,0,Everyone,Education,"June 18, 2017",1.0.0,4.1 and up
+FR Forms,BUSINESS,NaN,0,9.6M,10+,Free,0,Everyone,Business,"September 29, 2016",1.1.5,4.0 and up
+Sya9a Maroc - FR,FAMILY,4.5,38,53M,"5,000+",Free,0,Everyone,Education,"July 25, 2017",1.48,4.1 and up
+Fr. Mike Schmitz Audio Teachings,FAMILY,5.0,4,3.6M,100+,Free,0,Everyone,Education,"July 6, 2018",1.0,4.1 and up
+Parkinson Exercices FR,MEDICAL,NaN,3,9.5M,"1,000+",Free,0,Everyone,Medical,"January 20, 2017",1.0,2.2 and up
+The SCP Foundation DB fr nn5n,BOOKS_AND_REFERENCE,4.5,114,Varies with device,"1,000+",Free,0,Mature 17+,Books & Reference,"January 19, 2015",Varies with device,Varies with device
+iHoroscope - 2018 Daily Horoscope & Astrology,LIFESTYLE,4.5,398307,19M,"10,000,000+",Free,0,Everyone,Lifestyle,"July 25, 2018",Varies with device,Varies with device
\ No newline at end of file
diff --git a/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/Datasets/user_reviews.csv b/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/Datasets/user_reviews.csv
new file mode 100644
index 00000000..51674627
--- /dev/null
+++ b/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/Datasets/user_reviews.csv	
@@ -0,0 +1,64296 @@
+App,Translated_Review,Sentiment,Sentiment_Polarity,Sentiment_Subjectivity
+10 Best Foods for You,"I like eat delicious food. That's I'm cooking food myself, case ""10 Best Foods"" helps lot, also ""Best Before (Shelf Life)""",Positive,1.0,0.5333333333333333
+10 Best Foods for You,This help eating healthy exercise regular basis,Positive,0.25,0.28846153846153844
+10 Best Foods for You,nan,nan,nan,nan
+10 Best Foods for You,Works great especially going grocery store,Positive,0.4,0.875
+10 Best Foods for You,Best idea us,Positive,1.0,0.3
+10 Best Foods for You,Best way,Positive,1.0,0.3
+10 Best Foods for You,Amazing,Positive,0.6000000000000001,0.9
+10 Best Foods for You,nan,nan,nan,nan
+10 Best Foods for You,"Looking forward app,",Neutral,0.0,0.0
+10 Best Foods for You,It helpful site ! It help foods get !,Neutral,0.0,0.0
+10 Best Foods for You,good you.,Positive,0.7,0.6000000000000001
+10 Best Foods for You,"Useful information The amount spelling errors questions validity information shared. Once fixed, 5 stars given.",Positive,0.2,0.1
+10 Best Foods for You,"Thank you! Great app!! Add arthritis, eyes, immunity, kidney/liver detox foods please. :)",Positive,0.75,0.875
+10 Best Foods for You,Greatest ever Completely awesome maintain health.... This must ppl there... Love it!!!,Positive,0.9921875,0.8666666666666667
+10 Best Foods for You,Good health...... Good health first priority.......,Positive,0.5499999999999999,0.5111111111111112
+10 Best Foods for You,nan,nan,nan,nan
+10 Best Foods for You,Health It's important world either life . think? :),Positive,0.45,1.0
+10 Best Foods for You,"Mrs sunita bhati I thankful developers,to make kind app, really good healthy food body",Positive,0.6,0.6666666666666666
+10 Best Foods for You,Very Useful in diabetes age 30. I need control sugar. thanks,Positive,0.29500000000000004,0.1
+10 Best Foods for You,One greatest apps.,Positive,1.0,1.0
+10 Best Foods for You,good nice,Positive,0.6499999999999999,0.8
+10 Best Foods for You,Healthy Really helped,Positive,0.35,0.35
+10 Best Foods for You,God health,Neutral,0.0,0.0
+10 Best Foods for You,HEALTH SHOULD ALWAYS BE TOP PRIORITY. !!. ON MYSG5.,Positive,0.78125,0.5
+10 Best Foods for You,An excellent A useful,Positive,0.65,0.5
+10 Best Foods for You,I found lot wealth form health...,Neutral,0.0,0.0
+10 Best Foods for You,Because I found important.,Positive,0.4,1.0
+10 Best Foods for You,Healthy Eating,Positive,0.5,0.5
+10 Best Foods for You,Very good Simply good,Positive,0.8049999999999999,0.6900000000000002
+10 Best Foods for You,On test....,Neutral,0.0,0.0
+10 Best Foods for You,Good.!!,Positive,1.0,0.6000000000000001
+10 Best Foods for You,Thanks advice. Downloaded Adobe reader still can't get recipe book?..,Positive,0.2,0.2
+10 Best Foods for You,No recipe book Unable recipe book.,Negative,-0.5,0.5
+10 Best Foods for You,Absolutely Fabulous Phenomenal,Positive,0.45,0.75
+10 Best Foods for You,Great Love food,Positive,0.65,0.675
+10 Best Foods for You,Excellent It really works,Positive,0.6,0.6
+10 Best Foods for You,Best,Positive,1.0,0.3
+10 Best Foods for You,"WEALTH OF INFORMATION Very informative ... easy understand. (The ads middle page interupted read). Update: My ""ad comment"" NOT objection ads, literally position ads. Smack dab MIDDLE. I new spartphones & apps. Didnt know NOT Click eveything I saw... But, ... Full Review",Positive,0.1866161616161616,0.3563131313131313
+10 Best Foods for You,Not description good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Great app. Love,Positive,0.65,0.675
+10 Best Foods for You,Good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Loved Very helpful,Positive,0.44999999999999996,0.55
+10 Best Foods for You,Good healthy foods.,Positive,0.6,0.55
+10 Best Foods for You,Waste time It needs internet time n ask calls information,Negative,-0.2,0.0
+10 Best Foods for You,Best thing I lost ten lbs. two months help tips,Positive,0.5,0.15
+10 Best Foods for You,Ten best food promote good health Good health essential long healthy lifestyle make habit eat foods promote good health. Eat fruits veggies every day.,Positive,0.44375,0.41250000000000003
+10 Best Foods for You,Healthy Food Really good information eat healthy,Positive,0.5666666666666667,0.5333333333333333
+10 Best Foods for You,My mom dad important thing This good share,Positive,0.55,0.8
+10 Best Foods for You,A big thanks ds I got bst gd health,Positive,0.1,0.15000000000000002
+10 Best Foods for You,Lovely Best everyone needs,Positive,0.75,0.525
+10 Best Foods for You,Love It I lost 6Pounds far 215 209,Positive,0.3,0.8
+10 Best Foods for You,I like,Neutral,0.0,0.0
+10 Best Foods for You,Thanks helpful app.,Positive,0.2,0.2
+10 Best Foods for You,good food really good eat,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Thanks Thank u much,Positive,0.2,0.2
+10 Best Foods for You,Love This really good,Positive,0.6,0.6000000000000001
+10 Best Foods for You,This helpful,Neutral,0.0,0.0
+10 Best Foods for You,I love,Positive,0.5,0.6
+10 Best Foods for You,Very useful,Positive,0.39,0.0
+10 Best Foods for You,Great Love,Positive,0.65,0.675
+10 Best Foods for You,Very informative,Positive,0.2,0.3
+10 Best Foods for You,Luv,Neutral,0.0,0.0
+10 Best Foods for You,great,Positive,0.8,0.75
+10 Best Foods for You,Wonderful,Positive,1.0,1.0
+10 Best Foods for You,Doesn't work... Zero,Neutral,0.0,0.0
+10 Best Foods for You,Weight loss Not bad,Positive,0.3499999999999999,0.6666666666666666
+10 Best Foods for You,10 best foods 4u Excellent chose foods,Positive,1.0,0.65
+10 Best Foods for You,This needed most.,Positive,0.5,0.5
+10 Best Foods for You,Faltu plz waste ur time,Negative,-0.2,0.0
+10 Best Foods for You,Best food Thank you recipe book,Positive,1.0,0.3
+10 Best Foods for You,I Love Good,Positive,0.6,0.6000000000000001
+10 Best Foods for You,I like Superb,Positive,1.0,1.0
+10 Best Foods for You,Good V good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Healthy,Positive,0.5,0.5
+10 Best Foods for You,Quick Read.,Positive,0.3333333333333333,0.5
+10 Best Foods for You,Great ideas,Positive,0.8,0.75
+10 Best Foods for You,Too good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Cool.,Positive,0.35,0.65
+10 Best Foods for You,Good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Best Best,Positive,1.0,0.3
+10 Best Foods for You,Great Great,Positive,0.8,0.75
+10 Best Foods for You,"Food list easy I predibetic, I scared. All Dr. said potatoes, rice, bread. He never told I could eat. I supplied paperwork stating things could happen me. This tells get works. Thank calming down.AWESOME APP. GET IT!!!!",Positive,1.0,0.8333333333333334
+10 Best Foods for You,Great wife. My wife enjoy much. She's kinda person like follow health diet... She's spending much time front PC find appropriate diet food her. Now found magnificent app! Thank you! Thumbs up.,Positive,0.5166666666666667,0.525
+10 Best Foods for You,Great! Very interesting useful application. I like it!,Positive,0.6749999999999999,0.4666666666666666
+10 Best Foods for You,Crap Doesn't work,Negative,-0.8,0.8
+10 Best Foods for You,This 5 starr Download,Neutral,0.0,0.0
+10 Best Foods for You,I like Was helpful,Neutral,0.0,0.0
+10 Best Foods for You,nice super get,Positive,0.4666666666666667,0.8333333333333333
+10 Best Foods for You,Nice Nice collection,Positive,0.6,1.0
+10 Best Foods for You,Wow,Positive,0.1,1.0
+10 Best Foods for You,"Interesting. It interesting info, I think worth storage space phone. I'd rather research computer print list. Neat idea, make life easier, provide entertainment, I expect app.",Positive,0.43333333333333335,0.3666666666666667
+10 Best Foods for You,"Luv it! Simple, easy understand, well thought I follow step step problems see results. I also luv apps, gives food choices. But looks like foundation. Keep good work!",Positive,0.4361111111111111,0.5968253968253968
+10 Best Foods for You,Not good Its good u net connection u can't play app.so much good.,Positive,0.26249999999999996,0.45000000000000007
+10 Best Foods for You,Awesome resources I begin new journey. I can't see great results!,Positive,0.712121212121212,0.7348484848484849
+10 Best Foods for You,Boring. I thought actually just texts that's it. Too poor old texts....,Negative,-0.32499999999999996,0.47500000000000003
+10 Best Foods for You,Love app. It gives way good idea I buying store eating daily basis,Positive,0.39999999999999997,0.4000000000000001
+10 Best Foods for You,Great Its really best unique provides detailed information food nutritious staying healthy hats developer giving free.,Positive,0.5791666666666666,0.6833333333333332
+10 Best Foods for You,Nothing special! Could find anything useful!,Positive,0.4107142857142857,0.2857142857142857
+10 Best Foods for You,Its ok I love ok.,Positive,0.5,0.5333333333333333
+10 Best Foods for You,"I like eat delicious food. That's I'm cooking food myself, case ""10 Best Foods"" helps lot, also ""Best Before (Shelf Life)""",Positive,1.0,0.5333333333333333
+10 Best Foods for You,This help eating healthy exercise regular basis,Positive,0.25,0.28846153846153844
+10 Best Foods for You,nan,nan,nan,nan
+10 Best Foods for You,Works great especially going grocery store,Positive,0.4,0.875
+10 Best Foods for You,Best idea us,Positive,1.0,0.3
+10 Best Foods for You,Best way,Positive,1.0,0.3
+10 Best Foods for You,Amazing,Positive,0.6000000000000001,0.9
+10 Best Foods for You,nan,nan,nan,nan
+10 Best Foods for You,"Looking forward app,",Neutral,0.0,0.0
+10 Best Foods for You,It helpful site ! It help foods get !,Neutral,0.0,0.0
+10 Best Foods for You,good you.,Positive,0.7,0.6000000000000001
+10 Best Foods for You,"Useful information The amount spelling errors questions validity information shared. Once fixed, 5 stars given.",Positive,0.2,0.1
+10 Best Foods for You,"Thank you! Great app!! Add arthritis, eyes, immunity, kidney/liver detox foods please. :)",Positive,0.75,0.875
+10 Best Foods for You,Greatest ever Completely awesome maintain health.... This must ppl there... Love it!!!,Positive,0.9921875,0.8666666666666667
+10 Best Foods for You,Good health...... Good health first priority.......,Positive,0.5499999999999999,0.5111111111111112
+10 Best Foods for You,nan,nan,nan,nan
+10 Best Foods for You,Health It's important world either life . think? :),Positive,0.45,1.0
+10 Best Foods for You,"Mrs sunita bhati I thankful developers,to make kind app, really good healthy food body",Positive,0.6,0.6666666666666666
+10 Best Foods for You,Very Useful in diabetes age 30. I need control sugar. thanks,Positive,0.29500000000000004,0.1
+10 Best Foods for You,One greatest apps.,Positive,1.0,1.0
+10 Best Foods for You,good nice,Positive,0.6499999999999999,0.8
+10 Best Foods for You,Healthy Really helped,Positive,0.35,0.35
+10 Best Foods for You,God health,Neutral,0.0,0.0
+10 Best Foods for You,HEALTH SHOULD ALWAYS BE TOP PRIORITY. !!. ON MYSG5.,Positive,0.78125,0.5
+10 Best Foods for You,An excellent A useful,Positive,0.65,0.5
+10 Best Foods for You,I found lot wealth form health...,Neutral,0.0,0.0
+10 Best Foods for You,Because I found important.,Positive,0.4,1.0
+10 Best Foods for You,Healthy Eating,Positive,0.5,0.5
+10 Best Foods for You,Very good Simply good,Positive,0.8049999999999999,0.6900000000000002
+10 Best Foods for You,On test....,Neutral,0.0,0.0
+10 Best Foods for You,Good.!!,Positive,1.0,0.6000000000000001
+10 Best Foods for You,Thanks advice. Downloaded Adobe reader still can't get recipe book?..,Positive,0.2,0.2
+10 Best Foods for You,No recipe book Unable recipe book.,Negative,-0.5,0.5
+10 Best Foods for You,Absolutely Fabulous Phenomenal,Positive,0.45,0.75
+10 Best Foods for You,Great Love food,Positive,0.65,0.675
+10 Best Foods for You,Excellent It really works,Positive,0.6,0.6
+10 Best Foods for You,Best,Positive,1.0,0.3
+10 Best Foods for You,"WEALTH OF INFORMATION Very informative ... easy understand. (The ads middle page interupted read). Update: My ""ad comment"" NOT objection ads, literally position ads. Smack dab MIDDLE. I new spartphones & apps. Didnt know NOT Click eveything I saw... But, ... Full Review",Positive,0.1866161616161616,0.3563131313131313
+10 Best Foods for You,Not description good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Great app. Love,Positive,0.65,0.675
+10 Best Foods for You,Good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Loved Very helpful,Positive,0.44999999999999996,0.55
+10 Best Foods for You,Good healthy foods.,Positive,0.6,0.55
+10 Best Foods for You,Waste time It needs internet time n ask calls information,Negative,-0.2,0.0
+10 Best Foods for You,Best thing I lost ten lbs. two months help tips,Positive,0.5,0.15
+10 Best Foods for You,Ten best food promote good health Good health essential long healthy lifestyle make habit eat foods promote good health. Eat fruits veggies every day.,Positive,0.44375,0.41250000000000003
+10 Best Foods for You,Healthy Food Really good information eat healthy,Positive,0.5666666666666667,0.5333333333333333
+10 Best Foods for You,My mom dad important thing This good share,Positive,0.55,0.8
+10 Best Foods for You,A big thanks ds I got bst gd health,Positive,0.1,0.15000000000000002
+10 Best Foods for You,Lovely Best everyone needs,Positive,0.75,0.525
+10 Best Foods for You,Love It I lost 6Pounds far 215 209,Positive,0.3,0.8
+10 Best Foods for You,I like,Neutral,0.0,0.0
+10 Best Foods for You,Thanks helpful app.,Positive,0.2,0.2
+10 Best Foods for You,good food really good eat,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Thanks Thank u much,Positive,0.2,0.2
+10 Best Foods for You,Love This really good,Positive,0.6,0.6000000000000001
+10 Best Foods for You,This helpful,Neutral,0.0,0.0
+10 Best Foods for You,I love,Positive,0.5,0.6
+10 Best Foods for You,Very useful,Positive,0.39,0.0
+10 Best Foods for You,Great Love,Positive,0.65,0.675
+10 Best Foods for You,Very informative,Positive,0.2,0.3
+10 Best Foods for You,Luv,Neutral,0.0,0.0
+10 Best Foods for You,great,Positive,0.8,0.75
+10 Best Foods for You,Wonderful,Positive,1.0,1.0
+10 Best Foods for You,Doesn't work... Zero,Neutral,0.0,0.0
+10 Best Foods for You,Weight loss Not bad,Positive,0.3499999999999999,0.6666666666666666
+10 Best Foods for You,10 best foods 4u Excellent chose foods,Positive,1.0,0.65
+10 Best Foods for You,This needed most.,Positive,0.5,0.5
+10 Best Foods for You,Faltu plz waste ur time,Negative,-0.2,0.0
+10 Best Foods for You,Best food Thank you recipe book,Positive,1.0,0.3
+10 Best Foods for You,I Love Good,Positive,0.6,0.6000000000000001
+10 Best Foods for You,I like Superb,Positive,1.0,1.0
+10 Best Foods for You,Good V good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Healthy,Positive,0.5,0.5
+10 Best Foods for You,Quick Read.,Positive,0.3333333333333333,0.5
+10 Best Foods for You,Great ideas,Positive,0.8,0.75
+10 Best Foods for You,Too good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Cool.,Positive,0.35,0.65
+10 Best Foods for You,Good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Good,Positive,0.7,0.6000000000000001
+10 Best Foods for You,Best Best,Positive,1.0,0.3
+10 Best Foods for You,Great Great,Positive,0.8,0.75
+10 Best Foods for You,"Food list easy I predibetic, I scared. All Dr. said potatoes, rice, bread. He never told I could eat. I supplied paperwork stating things could happen me. This tells get works. Thank calming down.AWESOME APP. GET IT!!!!",Positive,1.0,0.8333333333333334
+10 Best Foods for You,Great wife. My wife enjoy much. She's kinda person like follow health diet... She's spending much time front PC find appropriate diet food her. Now found magnificent app! Thank you! Thumbs up.,Positive,0.5166666666666667,0.525
+10 Best Foods for You,Great! Very interesting useful application. I like it!,Positive,0.6749999999999999,0.4666666666666666
+10 Best Foods for You,Crap Doesn't work,Negative,-0.8,0.8
+10 Best Foods for You,This 5 starr Download,Neutral,0.0,0.0
+10 Best Foods for You,I like Was helpful,Neutral,0.0,0.0
+10 Best Foods for You,nice super get,Positive,0.4666666666666667,0.8333333333333333
+10 Best Foods for You,Nice Nice collection,Positive,0.6,1.0
+10 Best Foods for You,Wow,Positive,0.1,1.0
+10 Best Foods for You,"Interesting. It interesting info, I think worth storage space phone. I'd rather research computer print list. Neat idea, make life easier, provide entertainment, I expect app.",Positive,0.43333333333333335,0.3666666666666667
+10 Best Foods for You,"Luv it! Simple, easy understand, well thought I follow step step problems see results. I also luv apps, gives food choices. But looks like foundation. Keep good work!",Positive,0.4361111111111111,0.5968253968253968
+10 Best Foods for You,Not good Its good u net connection u can't play app.so much good.,Positive,0.26249999999999996,0.45000000000000007
+10 Best Foods for You,Awesome resources I begin new journey. I can't see great results!,Positive,0.712121212121212,0.7348484848484849
+10 Best Foods for You,Boring. I thought actually just texts that's it. Too poor old texts....,Negative,-0.32499999999999996,0.47500000000000003
+10 Best Foods for You,Love app. It gives way good idea I buying store eating daily basis,Positive,0.39999999999999997,0.4000000000000001
+10 Best Foods for You,Great Its really best unique provides detailed information food nutritious staying healthy hats developer giving free.,Positive,0.5791666666666666,0.6833333333333332
+10 Best Foods for You,Nothing special! Could find anything useful!,Positive,0.4107142857142857,0.2857142857142857
+10 Best Foods for You,Its ok I love ok.,Positive,0.5,0.5333333333333333
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Great,Positive,0.8,0.75
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,nice,Positive,0.6,1.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Almost mobile phone,Neutral,0.0,0.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,"Very effective, efficient convenient find available jobs. Keep good work power 104 Job Search.",Positive,0.6266666666666667,0.6666666666666666
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Easy intuitive,Positive,0.43333333333333335,0.8333333333333334
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,good searching job internship,Positive,0.7,0.6000000000000001
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,"Not bad, price little bit expensive",Negative,-0.11250000000000003,0.6222222222222221
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,easy use!,Positive,0.5416666666666667,0.8333333333333334
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,job search results iOS e.g. security,Neutral,0.0,0.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,easy,Positive,0.43333333333333335,0.8333333333333334
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,"Well, it is also the largest human bank in Taiwan. Can you please app ui?",Neutral,0.0,0.1
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Great,Positive,0.8,0.75
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,So,Neutral,0.0,0.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Very useful,Positive,0.39,0.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Helpful,Neutral,0.0,0.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Very good job hunt,Positive,0.9099999999999999,0.7800000000000001
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Easy to use.,Positive,0.43333333333333335,0.8333333333333334
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,nice,Positive,0.6,1.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Good find job easily,Positive,0.5666666666666667,0.7166666666666668
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Good meet good,Positive,0.7,0.6000000000000001
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Awesomeee,Neutral,0.0,0.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Why English version???,Neutral,0.0,0.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,"The operation interface & information content is richer than 1111, and it is also better to use/utility without flashing back.",Positive,0.25,0.25
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Nice,Positive,0.6,1.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,"Is the development method completed in the early days, the computer web version and the mobile app, the function seems to be short or not the same in the same function page. For example, the similar work function of similar companies is not in the app version.",Positive,0.016666666666666666,0.27499999999999997
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,This better suited possibly somebody understands pitfalls modern technology,Positive,0.2333333333333333,0.6
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,"Useful handy terminal mobile devices, UI/UX improved :)",Positive,0.4666666666666666,0.6333333333333333
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,104 job hunt So amazing.. easy use.. thanx guys,Positive,0.5166666666666667,0.8666666666666667
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,"Convenient, easy using many large corporation it.",Positive,0.3825396825396825,0.5873015873015873
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Easy to use interface,Positive,0.43333333333333335,0.8333333333333334
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,easy simple easy use.,Positive,0.2888888888888889,0.6746031746031745
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,easy found job,Positive,0.43333333333333335,0.8333333333333334
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Great,Positive,0.8,0.75
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Useful This useful Chinese difficult people's read Chinese. If add English language useful.,Positive,0.05714285714285714,0.14285714285714285
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,"Selling a phone number? After completing the resume for 20 minutes, I was hit by my 4 mobile phones, including Nanshan Life Insurance.",Neutral,0.0,0.0
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Very helpful Very easy user-friendly. Brilliant app.,Positive,0.5544444444444445,0.7666666666666666
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Good Very helpful,Positive,0.44999999999999996,0.45000000000000007
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,"Very good, very convenient, easy to use, very beautiful, very good",Positive,0.6906666666666667,0.7386666666666668
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Ok,Positive,0.5,0.5
+104 找工作 - 找工作 找打工 找兼職 履歷健檢 履歷診療室,Nice,Positive,0.6,1.0
+11st,Horrible ID verification,Negative,-1.0,1.0
+11st,"Easy even basic Korean. Searching English usually bring results products shipped overseas, best search Korean.",Positive,0.23666666666666666,0.3016666666666667
+11st,Cool,Positive,0.35,0.65
+11st,"I do not collect it for a month, but I will not refund it. He said he would only call me all month.",Neutral,0.0,1.0
+11st,Top bar missing newest update. Hard shop can't search...,Positive,0.002777777777777768,0.36388888888888893
+11st,There is nothing missing ~ !!!,Negative,-0.390625,0.05
+11st,Refund takes long.. 3 days still received money.. crazy,Negative,-0.325,0.65
+11st,I enjoying online shopping via 11st app. Perfect!,Positive,0.75,0.8
+11st,good enough,Positive,0.35,0.55
+11st,I switching gMarket Twice 11st's new face!,Positive,0.17045454545454544,0.45454545454545453
+11st,forced full screen popups,Positive,0.024999999999999967,0.375
+11st,Is it sound like you want to clear Chrome and pay for it again because Android users can not pay for Chrome error? I have to fix the app. Is it really true? It's makgeolli.,Positive,0.2833333333333333,0.4777777777777778
+11st,Ok,Positive,0.5,0.5
+11st,"I am trying to update every time but I do not stall. It's still difficult to search, and I'm tired of seeing categories by category. The benefits are getting less and less.",Negative,-0.30833333333333335,0.4583333333333333
+11st,Just try.. So far good,Positive,0.39999999999999997,0.8
+11st,Icon name is strange after updating,Negative,-0.05,0.15
+11st,com.skplanet.syruppay.cardrecognizedlib,Neutral,0.0,0.0
+11st,Nice,Positive,0.6,1.0
+11st,best shop,Positive,1.0,0.3
+11st,I forgot password can't get new,Positive,0.13636363636363635,0.45454545454545453
+11st,best,Positive,1.0,0.3
+11st,I love,Positive,0.5,0.6
+11st,Force update,Neutral,0.0,0.0
+11st,She,Neutral,0.0,0.0
+11st,Love Nature,Positive,0.5,0.6
+11st,Language barrier. I understand Korea. I want English.,Neutral,0.0,0.0
+11st,Shipping View Flexible View Make it right? Why do not you come out ???,Positive,0.2857142857142857,0.5357142857142857
+11st,0 points I want to give No -10000000000000 points shortage I clicked on the Internet address I could not find the product I popped up and the 11th Avenue app was automatically turned on and it was automatically abducted so I can not use the internet app.,Neutral,0.0,0.0
+11st,,Neutral,0.0,0.0
+11st,Five star Its nice,Positive,0.6,1.0
+11st,"Forced termination is too severe. If you try to view detailed information, it will be forcibly terminated.",Positive,0.19999999999999998,0.65
+11st,"Open Market Revolution A section of the Helo-Ship open market mobile service. There are still many page areas that can not be served by mobile service, and the interface is also an urgent level for page loading. If you understand that there is a limit to the source control of the product information provided by the sellers, it is a chronic problem that problems arise in the loading of coupons or on the benefit management page.",Positive,0.16666666666666666,0.5
+11st,English version Hi possible English version. Thank you.,Neutral,0.0,0.3333333333333333
+11st,"If you have a phone that is authenticated by OTP and you call the agent, you will be able to find it .... There is a letter authentication and there is also an e-mail .. If you do not do such a thing and call a counselor,",Positive,0.25,0.5625
+11st,It has been slowed down since the last update. It's hard for me to pay for the product ... I'll give up when I'm alive.,Negative,-0.08680555555555558,0.3243055555555555
+11st,good good,Positive,0.7,0.6000000000000001
+11st,"If a network error occurs, the app should save the state and try again, or try to re-point the next time, but that's it and it's gone. It's totally tough.",Negative,-0.19444444444444445,0.4166666666666667
+11st,Problem language I dont understand language used app. I advise keep option user choose language may prefer,Neutral,0.0,0.0
+11st,Nice So nice Apps.,Positive,0.6,1.0
+11st,Don't English language like,Neutral,0.0,0.0
+1800 Contacts - Lens Store,Great hassle free way order contacts. Got call reminding prescription expires tomorrow.,Positive,0.6000000000000001,0.775
+1800 Contacts - Lens Store,"It's expensive I expected (I thought I'd saving money, cutting middle man), waaaaay convenient doctor's office.",Negative,-0.3,0.5
+1800 Contacts - Lens Store,Super fast navigation brand fast/easy checkout additional ads BS,Positive,0.26666666666666666,0.6333333333333333
+1800 Contacts - Lens Store,Easy step step process correct information took 5 minutes place order.,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,Placing order easy especially paper copy Rx. I'll update review I receive order rebate.,Positive,0.21666666666666667,0.9166666666666667
+1800 Contacts - Lens Store,Super fast ordering reordering easy interface. Love convenience app!,Positive,0.3979166666666667,0.675
+1800 Contacts - Lens Store,I love makes getting contacts easy!♥️,Positive,0.5,0.6
+1800 Contacts - Lens Store,Easy use. Will def recommend,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,Love app. Super easy use. Ordered contacts less minute.,Positive,0.27499999999999997,0.5416666666666667
+1800 Contacts - Lens Store,"This easy use, ordering process fast efficient.",Positive,0.31666666666666665,0.7166666666666667
+1800 Contacts - Lens Store,So simple cave man it!!,Neutral,0.0,0.35714285714285715
+1800 Contacts - Lens Store,"Simple, fast easy use. No eye appointments",Positive,0.2111111111111111,0.5968253968253968
+1800 Contacts - Lens Store,Very user friendly.,Positive,0.2875,0.4
+1800 Contacts - Lens Store,Very easy use. Love free shipping,Positive,0.4877777777777778,0.8000000000000002
+1800 Contacts - Lens Store,Very easy use.,Positive,0.5633333333333334,1.0
+1800 Contacts - Lens Store,Dope,Neutral,0.0,0.0
+1800 Contacts - Lens Store,Easy affordable.,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,Easy,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,great,Positive,0.8,0.75
+1800 Contacts - Lens Store,So easy app! Made ordering contacts breeze! Great prices too!,Positive,0.8385416666666667,0.7916666666666667
+1800 Contacts - Lens Store,Does need do. No sense giving anything less 5 stars.,Negative,-0.16666666666666666,0.06666666666666667
+1800 Contacts - Lens Store,Worked well glad I,Positive,0.5,1.0
+1800 Contacts - Lens Store,It's hell lot easier I thought it would be!,Neutral,0.0,0.0
+1800 Contacts - Lens Store,It made getting new contacts easy!,Positive,0.33901515151515155,0.6439393939393939
+1800 Contacts - Lens Store,I love app! SO easy super convenient!!,Positive,0.5263888888888889,0.7000000000000001
+1800 Contacts - Lens Store,Hopefully work well. First time user.,Positive,0.25,0.3333333333333333
+1800 Contacts - Lens Store,Contacts shipped time efficient.,Neutral,0.0,0.0
+1800 Contacts - Lens Store,Very easy,Positive,0.5633333333333334,1.0
+1800 Contacts - Lens Store,Easy access,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,"First time app, always used doctors office stand behind tore contacts. Hoping solve problem 1800contacts!",Negative,-0.125,0.5166666666666666
+1800 Contacts - Lens Store,"Months later, GS9+, still notify expired lenses. Useless. ---- Lens notifications work, successfully pushes alerts discounts. The fundamental reason keep running lens expiration notification, work. (My notification settings fine.)",Positive,0.16666666666666669,0.4125
+1800 Contacts - Lens Store,Good prices exceptional customer service. Order sent particular fault begin thoroughly checking information completing order. When I emailed I got response rather quickly (2 hours) correction made I receiving free overnight shipping ensure getting lenses promptly. Wonderful.,Positive,0.5444444444444444,0.7055555555555556
+1800 Contacts - Lens Store,"It's quick easy order contacts app, I love it! And really saves time money, makes extremely happy! Got love free market capitalism!",Positive,0.5130952380952382,0.6476190476190478
+1800 Contacts - Lens Store,Ordered Sunday. Got call verifying last name (recently married). Scheduled shipped Monday :) Happy customer,Positive,0.3875,0.5791666666666666
+1800 Contacts - Lens Store,"Took 5 seconds find rx get contacts ordered, convenient.",Neutral,0.0,0.0
+1800 Contacts - Lens Store,"Short, simple sweet. Super easy took less 5 mins order contacts. Plus savings!",Positive,0.1513888888888889,0.47896825396825404
+1800 Contacts - Lens Store,"Super easy. Not super cheap, cheaper actually going optometrist, good deals shipping.",Positive,0.2833333333333333,0.5944444444444444
+1800 Contacts - Lens Store,Very useful streamlines eye care needs. Recommend contact wearers. 5/5. Very reliable shipping. easy well.,Positive,0.34111111111111114,0.37777777777777777
+1800 Contacts - Lens Store,Very easy use. They remembered last order I figure out!,Positive,0.2816666666666667,0.5333333333333333
+1800 Contacts - Lens Store,"This well designed, easy & convenient!",Positive,0.5416666666666667,0.8333333333333334
+1800 Contacts - Lens Store,Great hassle free way order contacts. Got call reminding prescription expires tomorrow.,Positive,0.6000000000000001,0.775
+1800 Contacts - Lens Store,"It's expensive I expected (I thought I'd saving money, cutting middle man), waaaaay convenient doctor's office.",Negative,-0.3,0.5
+1800 Contacts - Lens Store,Super fast navigation brand fast/easy checkout additional ads BS,Positive,0.26666666666666666,0.6333333333333333
+1800 Contacts - Lens Store,Easy step step process correct information took 5 minutes place order.,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,Placing order easy especially paper copy Rx. I'll update review I receive order rebate.,Positive,0.21666666666666667,0.9166666666666667
+1800 Contacts - Lens Store,Super fast ordering reordering easy interface. Love convenience app!,Positive,0.3979166666666667,0.675
+1800 Contacts - Lens Store,I love makes getting contacts easy!♥️,Positive,0.5,0.6
+1800 Contacts - Lens Store,Easy use. Will def recommend,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,Love app. Super easy use. Ordered contacts less minute.,Positive,0.27499999999999997,0.5416666666666667
+1800 Contacts - Lens Store,"This easy use, ordering process fast efficient.",Positive,0.31666666666666665,0.7166666666666667
+1800 Contacts - Lens Store,So simple cave man it!!,Neutral,0.0,0.35714285714285715
+1800 Contacts - Lens Store,"Simple, fast easy use. No eye appointments",Positive,0.2111111111111111,0.5968253968253968
+1800 Contacts - Lens Store,Very user friendly.,Positive,0.2875,0.4
+1800 Contacts - Lens Store,Very easy use. Love free shipping,Positive,0.4877777777777778,0.8000000000000002
+1800 Contacts - Lens Store,Very easy use.,Positive,0.5633333333333334,1.0
+1800 Contacts - Lens Store,Dope,Neutral,0.0,0.0
+1800 Contacts - Lens Store,Easy affordable.,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,Easy,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,great,Positive,0.8,0.75
+1800 Contacts - Lens Store,So easy app! Made ordering contacts breeze! Great prices too!,Positive,0.8385416666666667,0.7916666666666667
+1800 Contacts - Lens Store,Does need do. No sense giving anything less 5 stars.,Negative,-0.16666666666666666,0.06666666666666667
+1800 Contacts - Lens Store,Worked well glad I,Positive,0.5,1.0
+1800 Contacts - Lens Store,It's hell lot easier I thought it would be!,Neutral,0.0,0.0
+1800 Contacts - Lens Store,It made getting new contacts easy!,Positive,0.33901515151515155,0.6439393939393939
+1800 Contacts - Lens Store,I love app! SO easy super convenient!!,Positive,0.5263888888888889,0.7000000000000001
+1800 Contacts - Lens Store,Hopefully work well. First time user.,Positive,0.25,0.3333333333333333
+1800 Contacts - Lens Store,Contacts shipped time efficient.,Neutral,0.0,0.0
+1800 Contacts - Lens Store,Very easy,Positive,0.5633333333333334,1.0
+1800 Contacts - Lens Store,Easy access,Positive,0.43333333333333335,0.8333333333333334
+1800 Contacts - Lens Store,"First time app, always used doctors office stand behind tore contacts. Hoping solve problem 1800contacts!",Negative,-0.125,0.5166666666666666
+1800 Contacts - Lens Store,"Months later, GS9+, still notify expired lenses. Useless. ---- Lens notifications work, successfully pushes alerts discounts. The fundamental reason keep running lens expiration notification, work. (My notification settings fine.)",Positive,0.16666666666666669,0.4125
+1800 Contacts - Lens Store,Good prices exceptional customer service. Order sent particular fault begin thoroughly checking information completing order. When I emailed I got response rather quickly (2 hours) correction made I receiving free overnight shipping ensure getting lenses promptly. Wonderful.,Positive,0.5444444444444444,0.7055555555555556
+1800 Contacts - Lens Store,"It's quick easy order contacts app, I love it! And really saves time money, makes extremely happy! Got love free market capitalism!",Positive,0.5130952380952382,0.6476190476190478
+1800 Contacts - Lens Store,Ordered Sunday. Got call verifying last name (recently married). Scheduled shipped Monday :) Happy customer,Positive,0.3875,0.5791666666666666
+1800 Contacts - Lens Store,"Took 5 seconds find rx get contacts ordered, convenient.",Neutral,0.0,0.0
+1800 Contacts - Lens Store,"Short, simple sweet. Super easy took less 5 mins order contacts. Plus savings!",Positive,0.1513888888888889,0.47896825396825404
+1800 Contacts - Lens Store,"Super easy. Not super cheap, cheaper actually going optometrist, good deals shipping.",Positive,0.2833333333333333,0.5944444444444444
+1800 Contacts - Lens Store,Very useful streamlines eye care needs. Recommend contact wearers. 5/5. Very reliable shipping. easy well.,Positive,0.34111111111111114,0.37777777777777777
+1800 Contacts - Lens Store,Very easy use. They remembered last order I figure out!,Positive,0.2816666666666667,0.5333333333333333
+1800 Contacts - Lens Store,"This well designed, easy & convenient!",Positive,0.5416666666666667,0.8333333333333334
+1LINE – One Line with One Touch,"gets 1* there's ad every single level restart, frustrating, potential",Negative,-0.15714285714285714,0.7047619047619048
+1LINE – One Line with One Touch,"The game interesting challenging. However, often buffers gets stuck.",Positive,0.19999999999999998,0.6333333333333333
+1LINE – One Line with One Touch,nan,nan,nan,nan
+1LINE – One Line with One Touch,"Wow ,i play 15 puzzle 1st round I remember puzzle solve childhood.. Lovely",Positive,0.13333333333333333,0.7166666666666667
+1LINE – One Line with One Touch,Love game deleting I've waiting 3 months levels play. I several updates none updates added new levels,Positive,0.05909090909090908,0.36363636363636365
+1LINE – One Line with One Touch,Way many aggressive ads,Positive,0.5,0.5
+1LINE – One Line with One Touch,amaze i'm addicted,Negative,-0.4,0.6
+1LINE – One Line with One Touch,I like game,Negative,-0.4,0.4
+1LINE – One Line with One Touch,nan,nan,nan,nan
+1LINE – One Line with One Touch,I play game,Negative,-0.4,0.4
+1LINE – One Line with One Touch,It's toooo gud game,Negative,-0.4,0.4
+1LINE – One Line with One Touch,"Too many unskippable ads. Other than, great game.",Positive,0.19375,0.50625
+1LINE – One Line with One Touch,Mind uses game,Negative,-0.4,0.4
+1LINE – One Line with One Touch,Too much ad,Positive,0.2,0.2
+1LINE – One Line with One Touch,It great experience knowledge help game,Positive,0.2,0.575
+1LINE – One Line with One Touch,Nice game,Positive,0.09999999999999998,0.7
+1LINE – One Line with One Touch,I really good game,Positive,0.14999999999999997,0.5
+1LINE – One Line with One Touch,I love game nice,Positive,0.2333333333333333,0.6666666666666666
+1LINE – One Line with One Touch,It granite,Neutral,0.0,0.0
+1LINE – One Line with One Touch,It confusing,Negative,-0.3,0.4
+1LINE – One Line with One Touch,Its really fun,Positive,0.3,0.2
+1LINE – One Line with One Touch,Is game beautiful,Positive,0.22499999999999998,0.7
+1LINE – One Line with One Touch,Guide,Neutral,0.0,0.0
+1LINE – One Line with One Touch,SUPER,Positive,0.3333333333333333,0.6666666666666666
+1LINE – One Line with One Touch,yoko,Neutral,0.0,0.0
+1LINE – One Line with One Touch,It's great,Positive,0.8,0.75
+1LINE – One Line with One Touch,Very nice,Positive,0.78,1.0
+1LINE – One Line with One Touch,Good,Positive,0.7,0.6000000000000001
+1LINE – One Line with One Touch,Its cool,Positive,0.35,0.65
+1LINE – One Line with One Touch,Cool,Positive,0.35,0.65
+1LINE – One Line with One Touch,Fantastic,Positive,0.4,0.9
+1LINE – One Line with One Touch,Superb,Positive,1.0,1.0
+1LINE – One Line with One Touch,Excellent,Positive,1.0,1.0
+1LINE – One Line with One Touch,Nice,Positive,0.6,1.0
+1LINE – One Line with One Touch,Love,Positive,0.5,0.6
+1LINE – One Line with One Touch,Fun,Positive,0.3,0.2
+1LINE – One Line with One Touch,Enjoy,Positive,0.4,0.5
+1LINE – One Line with One Touch,Love ❤❤❤❤❤❤❤❤❤❤❤❤,Positive,0.5,0.6
+1LINE – One Line with One Touch,"Good graphics ok ,WAY many ads ridiculous can't skip them. Tbh waste time,would NOT recommend.",Positive,0.23333333333333334,0.52
+1LINE – One Line with One Touch,Terrible amount ads covering content making unpleasant play. Avoid,Negative,-0.825,0.975
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Like The Old Version Better Where Backspace Is Beside P Letter And Emoji Is Below Capitalization.,Positive,0.3,0.35
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,I like far,Positive,0.1,1.0
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,It's really useful I really like,Positive,0.25,0.1
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,I can't send emojis without saying change input I know change input,Neutral,0.0,0.0
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,"BullSh*t.... When open apps, says sill never register personal data credit card number... Once go activate de setting, message pops say personal data credit data enregistrate... Hahha... Thats bullsh*t",Neutral,0.0,0.3666666666666667
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,nan,nan,nan,nan
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Good,Positive,0.7,0.6000000000000001
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,nan,nan,nan,nan
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,"Easy use, best keyboard useful..",Positive,0.5777777777777778,0.37777777777777777
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,nan,nan,nan,nan
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Fuzzy,Neutral,0.0,0.0
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,I love,Positive,0.5,0.6
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Perfect,Positive,1.0,1.0
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Awesome,Positive,1.0,1.0
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,nan,nan,nan,nan
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,"This good keyboard emoji users, sensitive, constant nags change themes (which can't disabled, block top screen) extremely irritating.",Positive,0.11666666666666664,0.5722222222222223
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,"last update bug...i can't open keyboard setting, always fc , i'm back old version",Positive,0.025,0.19166666666666665
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Works fine. No need update,Positive,0.4166666666666667,0.5
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,nan,nan,nan,nan
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,You are here:,Neutral,0.0,0.0
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,I hate,Negative,-0.8,0.9
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Meh yeah,Neutral,0.0,0.0
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Amazing!,Positive,0.7500000000000001,0.9
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Amazing app!,Positive,0.7500000000000001,0.9
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Good emoji keyboard,Positive,0.7,0.6000000000000001
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,It's lit,Neutral,0.0,0.0
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,nan,nan,nan,nan
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,nan,nan,nan,nan
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Its great,Positive,0.8,0.75
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Love it!!!!,Positive,1.0,0.6
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Good,Positive,0.7,0.6000000000000001
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Loved,Positive,0.7,0.8
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Good,Positive,0.7,0.6000000000000001
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,The best emoji keyboard ever in love,Positive,0.75,0.44999999999999996
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Good,Positive,0.7,0.6000000000000001
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,After update emoji can't used normally...,Positive,0.15,0.6499999999999999
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Great,Positive,0.8,0.75
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,Best keyboard & never freezes like keyboard Ive used. Ive never problems using think deserves 5 stars! ⭐⭐⭐⭐⭐,Positive,1.0,0.3
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,nan,nan,nan,nan
+2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif,This really good go get ehh,Positive,0.7,0.6000000000000001
+21-Day Meditation Experience,Terrible! Not user-friendly like original app. Please give customers option both. I look forward navigating cumbersome app. Namaste!,Negative,-0.265625,0.875
+21-Day Meditation Experience,Deeply disappointed. My free 21 days longer works. It asking high price meditations. I expect Oprah involved scam. I respect her.,Negative,-0.06333333333333332,0.6966666666666667
+21-Day Meditation Experience,Update 3.0 looks good. Would 5* without added pictures purchasing products taking space phone. All products already available making pictures redundant. Thanks experience.,Positive,0.275,0.35
+21-Day Meditation Experience,"I guess can't please everyone... I loved update. I'm sure idea ""streamlined"" is, can't even read full title meditation trying use, theres problem. I love meditations themselves, comparing update update. The quality functionality like comparing apples oranges opinion. I'm sure looking wanted changes... feels completely mark.",Positive,0.44166666666666665,0.687962962962963
+21-Day Meditation Experience,This good ever I get notification phone stops meditation playing annoying I press play disturbs meditation. I prefer ed upgrade,Negative,-0.050000000000000044,0.75
+21-Day Meditation Experience,I able listen 21 days past 2 frozen / crashed play. I liked upgrade point lot.,Positive,0.2833333333333333,0.5583333333333333
+21-Day Meditation Experience,"Love offers dislike intensely keeps playing episode episode hours end. Used stop selected finished, much better way.",Positive,0.325,0.525
+21-Day Meditation Experience,"Seems like update occurred, let access free meditation experience. Yesterday did, today matter try let me. Frustrating.",Neutral,0.0,0.8500000000000001
+21-Day Meditation Experience,I'm 21 days FREE meditation attraction. At first I could see program free. But update keeps showing order continue I pay.,Positive,0.35000000000000003,0.6444444444444445
+21-Day Meditation Experience,I Started Manifesting I want From 2nd Day My Meditation. I Wholeheartedly Thank Deepak ji Oprah Bringing This Excellent App. Highly Recommend it!!!,Positive,0.4375,0.5133333333333333
+21-Day Meditation Experience,Great experience. User friendly navigation.,Positive,0.5875,0.625
+21-Day Meditation Experience,Cool,Positive,0.35,0.65
+21-Day Meditation Experience,It would best crashing time. The new version keeps crashing every time I open app. I'm missing 21 day experiences ones I purchased I cannot access now. It's getting frustrating. Plus new version allow view daily meditation... Full Review,Positive,0.12784090909090906,0.4011363636363636
+21-Day Meditation Experience,"The 21-Day Meditations excellent addition daily meditation practice. Truly enjoy listening Oprah & Deepak. Short enough anytime, AM PM. It would merit 5-star ongoing glitch. I've uninstalled reinstalled fixed it. When... Full Review",Positive,0.2642857142857143,0.43571428571428567
+21-Day Meditation Experience,"This glitchy phone. More often not, it'll say ""mediation failed load"" available. I've deleted reinstalled several times nothing seemed work. Frustrating!",Negative,-0.019999999999999997,0.42000000000000004
+21-Day Meditation Experience,I love meditation sessions. Especially I love try meditation commit buying it! And great customer service. There couple reasons I give 4 stars: 1) They stopped supporting older OS smartphones lower end me... Full Review,Positive,0.5111111111111111,0.5805555555555556
+21-Day Meditation Experience,Frozen Day 3...Things w we're moving along great I hit day 3 stuck there.now everyday returns back day.what waste time. New Year Same problem freezes minutes playing. . Anything calming trans-formative experience,Positive,0.0893939393939394,0.3215909090909091
+21-Day Meditation Experience,Stressed I downloaded start time I got emails saying day expired within 5 days I already missed Day 1 I needed Day 2 day. Meditation individuals time frame... And I want pay deep thinker.... Full Review,Positive,0.175,0.47500000000000003
+21-Day Meditation Experience,"Update: Apr 21, 2018 - I love itl. Reliable consistent. Old review: 2015 Lately every night I shows ""unable library"" message I uninstal n 're-install nightly... Contacted support team told work. So... Bad ..",Negative,-0.1083333333333333,0.4694444444444444
+21-Day Meditation Experience,"Great meditations. Two things I wish would improve on. 1) allow daily reminders items purchased library set time daily reminder. 2) writing journal, blank space scrolls. It would nice instructions scroll well, bc much r... Full Review",Positive,0.2785714285714285,0.35714285714285715
+21-Day Meditation Experience,"This totally awesome.... little trouble times w wanted go back relisten ""rewind"" recording freaked & close & start",Positive,0.153125,0.425
+21-Day Meditation Experience,Day 1&2 fine. But day 3 froze quarter way thru meditation. That's disruptive. I'd rather online version. Uninstalling.,Positive,0.4166666666666667,0.5
+21-Day Meditation Experience,"Overall, easy use. Houses meditation programs I purchased place allows stream time. Makes participating 21-day programs breeze. Gave four stars hang becomes stuck sometimes.",Positive,0.21666666666666667,0.4166666666666667
+21-Day Meditation Experience,Regular free meditations.. what's love?? They like 1/2 spiritual teaching 1/2 meditation. I've even bought quite few. Great value!,Positive,0.2833333333333333,0.4100427350427351
+21-Day Meditation Experience,"I enjoy using complete meditations anywhere, however 21-day meditation series allow journaling way online via desktop. This huge faux pas, strongly important part experience.",Positive,0.32500000000000007,0.7
+21-Day Meditation Experience,I problems reviewers mentioned. This working great. I love hearing Oprah Deepak's voice...so calming. It's great addition regular practice.,Positive,0.525,0.5442307692307693
+21-Day Meditation Experience,Love music & voices. I like I access ALL meditations 21 days. I missed trip & I can't access them.,Positive,0.5,0.6
+21-Day Meditation Experience,Best App...hands down! I love variety sample meditations choose from. That mediation intro read prepare whats come. This duo dynamic (Oprah Deepak) force reckoned with...Thank helping become best sel... Full Review,Positive,0.4425925925925926,0.36759259259259264
+21-Day Meditation Experience,"The content great hard use, gives sense actions progressing seems outdated poorly made. The easier need updating. It's shame program good!",Positive,0.11666666666666665,0.625
+21-Day Meditation Experience,"It extremely calming excellent method center day. It brings anxiety stress levels leading progressive, peaceful, energetic positive mindset. I highy recommended hard time reaching true desired level ... Full Review",Positive,0.24006734006734007,0.5985690235690236
+21-Day Meditation Experience,Has paid library available plus lists free meditation offer. Easy keep track navigate. Does always allow listen downloaded meditations I internet. The free experience registers I get reminders I've missed experience. Thanks fix.,Positive,0.36666666666666664,0.6066666666666668
+21-Day Meditation Experience,"Love access meditations. After playing day, though, jumps back days starts replaying. Can fix glitch?",Positive,0.25,0.3
+21-Day Meditation Experience,I know begin I asked 'whatever want call life force' I received answers. I imagine incredible positive creative flow meditations generate join together July 23. The unified field within us ... Full Review,Positive,0.49431818181818177,0.7488636363636363
+21-Day Meditation Experience,"This good I updated it. Now I cannot access journal entries. It says ""Journal available meditation "" every day. Please fix",Positive,0.55,0.5
+21-Day Meditation Experience,"I love app, quick & easy use, right size read. I.m able meditate anywhere w/o laptop. I don.t access email meditation experience, I handy app. I love 21 Day experience I get time. Thanks much.",Positive,0.39470899470899473,0.55489417989418
+21-Day Meditation Experience,"I love and depend app. IN which journal would stay, 5 days access free meditations--still made significant positive impact life.",Positive,0.3755681818181818,0.7051136363636363
+21-Day Meditation Experience,Nice work consistently. Had frequent glitches barring access journal parts content,Positive,0.31666666666666665,0.5166666666666667
+21-Day Meditation Experience,Thank changing permissions access! When I done meditation I enjoy quiet...this auto plays another right away makes awful loud introduction next meditation. This happened night uses data I catch it. Please consider changing I rea... Full Review,Positive,0.02261904761904762,0.5642857142857142
+21-Day Meditation Experience,Amazing meditation sessions. Only wish option keep expired. Currently shredding weight Oprah absolutely helping stay track keep accountable.,Positive,0.2,0.7999999999999999
+21-Day Meditation Experience,"I've meditating Oprah Deepak using 21 day meditation experience several years now. Occasionally, topics practice resonated enough I've bought again. I look forward new 21 Day Experience enthusiasm excitement. They gui... Full Review",Positive,0.09727272727272726,0.3259090909090909
+21-Day Meditation Experience,Terrible! Not user-friendly like original app. Please give customers option both. I look forward navigating cumbersome app. Namaste!,Negative,-0.265625,0.875
+21-Day Meditation Experience,Deeply disappointed. My free 21 days longer works. It asking high price meditations. I expect Oprah involved scam. I respect her.,Negative,-0.06333333333333332,0.6966666666666667
+21-Day Meditation Experience,Update 3.0 looks good. Would 5* without added pictures purchasing products taking space phone. All products already available making pictures redundant. Thanks experience.,Positive,0.275,0.35
+21-Day Meditation Experience,"I guess can't please everyone... I loved update. I'm sure idea ""streamlined"" is, can't even read full title meditation trying use, theres problem. I love meditations themselves, comparing update update. The quality functionality like comparing apples oranges opinion. I'm sure looking wanted changes... feels completely mark.",Positive,0.44166666666666665,0.687962962962963
+21-Day Meditation Experience,This good ever I get notification phone stops meditation playing annoying I press play disturbs meditation. I prefer ed upgrade,Negative,-0.050000000000000044,0.75
+21-Day Meditation Experience,I able listen 21 days past 2 frozen / crashed play. I liked upgrade point lot.,Positive,0.2833333333333333,0.5583333333333333
+21-Day Meditation Experience,"Love offers dislike intensely keeps playing episode episode hours end. Used stop selected finished, much better way.",Positive,0.325,0.525
+21-Day Meditation Experience,"Seems like update occurred, let access free meditation experience. Yesterday did, today matter try let me. Frustrating.",Neutral,0.0,0.8500000000000001
+21-Day Meditation Experience,I'm 21 days FREE meditation attraction. At first I could see program free. But update keeps showing order continue I pay.,Positive,0.35000000000000003,0.6444444444444445
+21-Day Meditation Experience,I Started Manifesting I want From 2nd Day My Meditation. I Wholeheartedly Thank Deepak ji Oprah Bringing This Excellent App. Highly Recommend it!!!,Positive,0.4375,0.5133333333333333
+21-Day Meditation Experience,Great experience. User friendly navigation.,Positive,0.5875,0.625
+21-Day Meditation Experience,Cool,Positive,0.35,0.65
+21-Day Meditation Experience,It would best crashing time. The new version keeps crashing every time I open app. I'm missing 21 day experiences ones I purchased I cannot access now. It's getting frustrating. Plus new version allow view daily meditation... Full Review,Positive,0.12784090909090906,0.4011363636363636
+21-Day Meditation Experience,"The 21-Day Meditations excellent addition daily meditation practice. Truly enjoy listening Oprah & Deepak. Short enough anytime, AM PM. It would merit 5-star ongoing glitch. I've uninstalled reinstalled fixed it. When... Full Review",Positive,0.2642857142857143,0.43571428571428567
+21-Day Meditation Experience,"This glitchy phone. More often not, it'll say ""mediation failed load"" available. I've deleted reinstalled several times nothing seemed work. Frustrating!",Negative,-0.019999999999999997,0.42000000000000004
+21-Day Meditation Experience,I love meditation sessions. Especially I love try meditation commit buying it! And great customer service. There couple reasons I give 4 stars: 1) They stopped supporting older OS smartphones lower end me... Full Review,Positive,0.5111111111111111,0.5805555555555556
+21-Day Meditation Experience,Frozen Day 3...Things w we're moving along great I hit day 3 stuck there.now everyday returns back day.what waste time. New Year Same problem freezes minutes playing. . Anything calming trans-formative experience,Positive,0.0893939393939394,0.3215909090909091
+21-Day Meditation Experience,Stressed I downloaded start time I got emails saying day expired within 5 days I already missed Day 1 I needed Day 2 day. Meditation individuals time frame... And I want pay deep thinker.... Full Review,Positive,0.175,0.47500000000000003
+21-Day Meditation Experience,"Update: Apr 21, 2018 - I love itl. Reliable consistent. Old review: 2015 Lately every night I shows ""unable library"" message I uninstal n 're-install nightly... Contacted support team told work. So... Bad ..",Negative,-0.1083333333333333,0.4694444444444444
+21-Day Meditation Experience,"Great meditations. Two things I wish would improve on. 1) allow daily reminders items purchased library set time daily reminder. 2) writing journal, blank space scrolls. It would nice instructions scroll well, bc much r... Full Review",Positive,0.2785714285714285,0.35714285714285715
+21-Day Meditation Experience,"This totally awesome.... little trouble times w wanted go back relisten ""rewind"" recording freaked & close & start",Positive,0.153125,0.425
+21-Day Meditation Experience,Day 1&2 fine. But day 3 froze quarter way thru meditation. That's disruptive. I'd rather online version. Uninstalling.,Positive,0.4166666666666667,0.5
+21-Day Meditation Experience,"Overall, easy use. Houses meditation programs I purchased place allows stream time. Makes participating 21-day programs breeze. Gave four stars hang becomes stuck sometimes.",Positive,0.21666666666666667,0.4166666666666667
+21-Day Meditation Experience,Regular free meditations.. what's love?? They like 1/2 spiritual teaching 1/2 meditation. I've even bought quite few. Great value!,Positive,0.2833333333333333,0.4100427350427351
+21-Day Meditation Experience,"I enjoy using complete meditations anywhere, however 21-day meditation series allow journaling way online via desktop. This huge faux pas, strongly important part experience.",Positive,0.32500000000000007,0.7
+21-Day Meditation Experience,I problems reviewers mentioned. This working great. I love hearing Oprah Deepak's voice...so calming. It's great addition regular practice.,Positive,0.525,0.5442307692307693
+21-Day Meditation Experience,Love music & voices. I like I access ALL meditations 21 days. I missed trip & I can't access them.,Positive,0.5,0.6
+21-Day Meditation Experience,Best App...hands down! I love variety sample meditations choose from. That mediation intro read prepare whats come. This duo dynamic (Oprah Deepak) force reckoned with...Thank helping become best sel... Full Review,Positive,0.4425925925925926,0.36759259259259264
+21-Day Meditation Experience,"The content great hard use, gives sense actions progressing seems outdated poorly made. The easier need updating. It's shame program good!",Positive,0.11666666666666665,0.625
+21-Day Meditation Experience,"It extremely calming excellent method center day. It brings anxiety stress levels leading progressive, peaceful, energetic positive mindset. I highy recommended hard time reaching true desired level ... Full Review",Positive,0.24006734006734007,0.5985690235690236
+21-Day Meditation Experience,Has paid library available plus lists free meditation offer. Easy keep track navigate. Does always allow listen downloaded meditations I internet. The free experience registers I get reminders I've missed experience. Thanks fix.,Positive,0.36666666666666664,0.6066666666666668
+21-Day Meditation Experience,"Love access meditations. After playing day, though, jumps back days starts replaying. Can fix glitch?",Positive,0.25,0.3
+21-Day Meditation Experience,I know begin I asked 'whatever want call life force' I received answers. I imagine incredible positive creative flow meditations generate join together July 23. The unified field within us ... Full Review,Positive,0.49431818181818177,0.7488636363636363
+21-Day Meditation Experience,"This good I updated it. Now I cannot access journal entries. It says ""Journal available meditation "" every day. Please fix",Positive,0.55,0.5
+21-Day Meditation Experience,"Simple, easy use, unnecessarily wastes time... A good investment time, personal growth.",Positive,0.18666666666666668,0.41809523809523813
+21-Day Meditation Experience,"I love app, quick & easy use, right size read. I.m able meditate anywhere w/o laptop. I don.t access email meditation experience, I handy app. I love 21 Day experience I get time. Thanks much.",Positive,0.39470899470899473,0.55489417989418
+21-Day Meditation Experience,"I love and depend app. IN which journal would stay, 5 days access free meditations--still made significant positive impact life.",Positive,0.3755681818181818,0.7051136363636363
+21-Day Meditation Experience,Nice work consistently. Had frequent glitches barring access journal parts content,Positive,0.31666666666666665,0.5166666666666667
+21-Day Meditation Experience,Thank changing permissions access! When I done meditation I enjoy quiet...this auto plays another right away makes awful loud introduction next meditation. This happened night uses data I catch it. Please consider changing I rea... Full Review,Positive,0.02261904761904762,0.5642857142857142
+21-Day Meditation Experience,Amazing meditation sessions. Only wish option keep expired. Currently shredding weight Oprah absolutely helping stay track keep accountable.,Positive,0.2,0.7999999999999999
+"2Date Dating App, Love and matching","This good dating app, I love much. This lot Chinese English speaking members. Most active I chat requests soon registered. There advertising, I chat others members freely. I used different dating apps, functions simple direct one. Users exchanged contact easily. Those guys met nice, gentle serious. Feeling good it. Hopefully every enjoy using app.",Positive,0.2509803921568628,0.5327731092436975
+"2Date Dating App, Love and matching","Thank friend introduced dating me. This changed impression dating app. This first time real date real life dating app, I happy that! I'm satisfied quality app, especially excellent customer services functions user oriented, localized, users active, I wait long users' replies matching. Finally, I honestly give big like app. Hope enjoy app!",Positive,0.3696969696969697,0.5848484848484848
+"2Date Dating App, Love and matching","This seems nice, need VIP even send message another party.. This issue users wish pay membership time being... It's understandable can't send msg first, party msg you, able reply without problem..",Positive,0.45,0.6527777777777778
+"2Date Dating App, Love and matching",Dont waste money become VIP. Tons there. This scam rubbish.,Negative,-0.2,0.0
+"2Date Dating App, Love and matching",Fu....ng app. Just wasting time. You send receive heart signs. Can't send receive messages. Asking money messages. Better find another platform,Positive,0.5,0.5
+"2Date Dating App, Love and matching","I like dating much. Different dating apps, members truly want make friends. The personal information users good detail, helps easily understand members. Functions interfaces dating simple, user friendly advertisement. It easy get start find someone chat directly. Users active serious, I met member similar interests values. We dinning offline sometimes joined activities others. I hope everyone make friends I find half ^^",Positive,0.1173611111111111,0.5214285714285715
+"2Date Dating App, Love and matching",Am happy here. It's interesting. Hello friends I glad meet u all. Let's enjoy,Positive,0.55,0.75
+"2Date Dating App, Love and matching",Well actually good ..but thing allowed match 30 day ..and plus filters country u want socialize .it happen randomly chosen,Positive,0.09999999999999998,0.55
+"2Date Dating App, Love and matching","Nice~It many gals!! Users friendly, good dating app, much better others.",Positive,0.5890625,0.525
+"2Date Dating App, Love and matching",Nice!! It attractive function.. Members friendly... Best choice meet new friends,Positive,0.6497727272727272,0.6509090909090909
+"2Date Dating App, Love and matching","Nice! It attractive functions!! Users nice, feeling good it:)",Positive,0.71,0.9199999999999999
+"2Date Dating App, Love and matching","Nice,it many function!! The best meet friend!",Positive,0.890625,0.4
+"2Date Dating App, Love and matching",You can't chat girls without paying premium. Waste time,Negative,-0.2,0.0
+"2Date Dating App, Love and matching",Chatting behind paywall. You're unable initiate conversations anyone without paying subscription fee.,Negative,-0.45,0.6
+"2Date Dating App, Love and matching",Its hard send message likes me...its also worst site needs vip member send message...,Negative,-0.6458333333333334,0.7708333333333333
+"2Date Dating App, Love and matching",Nice!! It many gals~ Users friendly~ It's great easy use(^_^),Positive,0.6091666666666666,0.7166666666666667
+"2Date Dating App, Love and matching",Nice also users much friendly. Love,Positive,0.4916666666666667,0.7000000000000001
+"2Date Dating App, Love and matching","If dont want spend money dating dont it, need make payment become VIP chat others.",Neutral,0.0,0.0
+"2Date Dating App, Love and matching",Why cant reply message,Neutral,0.0,0.0
+"2Date Dating App, Love and matching",nan,nan,nan,nan
+"2Date Dating App, Love and matching",A good way start something different,Positive,0.35,0.6000000000000001
+"2Date Dating App, Love and matching",Just nice sote focus wanted!,Positive,0.75,1.0
+"2Date Dating App, Love and matching",Nice! It alot users,Positive,0.75,1.0
+"2Date Dating App, Love and matching",Nice many people inside,Positive,0.55,0.75
+"2Date Dating App, Love and matching",We can't even send messages anyone unless VIP Member.its purely business.,Positive,0.21428571428571427,0.5
+"2Date Dating App, Love and matching",Can't receive email. And can't reply message,Neutral,0.0,0.0
+"2Date Dating App, Love and matching","This app is worthy of praise, but still needs to work hard",Positive,0.020833333333333315,0.7708333333333333
+"2Date Dating App, Love and matching","It’s so cool, it’s hard to use it, it’s hard for you.",Negative,-0.07777777777777779,0.5777777777777778
+"2Date Dating App, Love and matching",Nice! many members! I like it=),Positive,0.625,0.8333333333333334
+"2Date Dating App, Love and matching","Not good, even simplest messages function needs VIP",Negative,-0.35,0.6000000000000001
+"2Date Dating App, Love and matching",Does necassary vip members sent message others?,Neutral,0.0,0.0
+"2Date Dating App, Love and matching",lots fake account....,Negative,-0.5,1.0
+"2Date Dating App, Love and matching",Really worth a try dating platform ~ good quality ~~,Positive,0.5,0.35000000000000003
+"2Date Dating App, Love and matching",Nice app... People friendly... Like it...,Positive,0.4875,0.75
+"2Date Dating App, Love and matching","Nice, many members!! Users active. It's great easy use.",Positive,0.49625,0.7366666666666667
+"2Date Dating App, Love and matching",It's OK easy access,Positive,0.4666666666666667,0.6666666666666667
+"2Date Dating App, Love and matching",Vosan wong,Neutral,0.0,0.0
+"2Date Dating App, Love and matching","Nice!! It many gals, users friendly! Well designed easy ^_^",Positive,0.5848958333333334,0.7083333333333334
+"2Date Dating App, Love and matching",nan,nan,nan,nan
+"2Date Dating App, Love and matching",This perfect,Positive,1.0,1.0
+2GIS: directory & navigator,"Thanks lot excellent map ""2gis"". I love it, like much...... It's working well, even without data connection; that's helpful people. Go ahead, keep us.",Positive,0.475,0.49999999999999994
+2GIS: directory & navigator,"The application very much helps out when there is no connection to Wi-Fi. In addition, the route is total. transport in the city is a huge plus.",Positive,0.22000000000000006,0.6366666666666667
+2GIS: directory & navigator,Very good app. You get lost anywhere.,Positive,0.9099999999999999,0.7800000000000001
+2GIS: directory & navigator,"Not showing easily fastest routes United Arab Emirates , taking longitudes, latitude's map coordination inputs every location UAE United Arab Emirates need update maps latest 3D UPDATED STREET NAME, AREA LOCATION, poi, restaurant, hotel's, Atm",Positive,0.4666666666666667,0.8666666666666667
+2GIS: directory & navigator,"It useful find offices places UAE, Love offline facility.",Positive,0.4,0.3
+2GIS: directory & navigator,Love cause always gives date information really useful,Positive,0.4,0.3
+2GIS: directory & navigator,"A lot of intrusive advertising and suggestions, invitations- become an agent or a photographer.",Neutral,0.0,0.0
+2GIS: directory & navigator,"I ask to add the opportunity to watch where some buses are currently online (that is, displayed as in Yandex transport)",Neutral,0.0,0.4
+2GIS: directory & navigator,Increase the launch speed on weak devices.,Negative,-0.375,0.625
+2GIS: directory & navigator,Need improve lot location search suggestions,Neutral,0.0,0.0
+2GIS: directory & navigator,I like map show abu dhabi I want add abu Dhabi also possible,Neutral,0.0,1.0
+2GIS: directory & navigator,"Previously, the application was eating less battery, now the consumption is estimated by the phone as high intensive",Negative,-0.05777777777777777,0.2577777777777777
+2GIS: directory & navigator,I moved to another city without knowing the areas. Everywhere this application helps out.,Neutral,0.0,0.0
+2GIS: directory & navigator,Making life easy thanks lot 2GIS!!!,Positive,0.4119791666666667,0.5166666666666667
+2GIS: directory & navigator,It's useful Its helping always find location,Positive,0.3,0.0
+2GIS: directory & navigator,Nothing,Neutral,0.0,0.0
+2GIS: directory & navigator,I wish maps countries around world.,Neutral,0.0,0.0
+2GIS: directory & navigator,Already a couple of weeks is very buggy! What happened then. Everything happens slowly with delay. Or even hang.,Negative,-0.025000000000000022,0.35
+2GIS: directory & navigator,"A good application, but you need to work with updates, for example an object is built, but you do not have it there",Positive,0.7,0.6000000000000001
+2GIS: directory & navigator,The really good offline navigation. Iam visit visa Dubai helped lot navigation searching jobs. As feedback would like developers knows developmental activities routes changed also stops changed please update it.,Positive,0.7,0.6000000000000001
+2GIS: directory & navigator,"I think it'd great u add notifications app. ex. there's one/two busstops till destination point. people could leave open, without checking watching way again. like I it, little paranoid scared miss stop",Positive,0.2041666666666667,0.5833333333333334
+2GIS: directory & navigator,"The application is very healthy, but I do not know how much the application has started to hang constantly and fly out. Very often a white screen just appears and the application hangs.",Positive,0.30833333333333335,0.3972222222222222
+2GIS: directory & navigator,"Everything was fine, then for some reason you stopped updating the maps. For example, at the Exhibition of Economic Achievements for a long time there is a repair and postponed the transfer, I was hoping that the July update will fix, but, no, nothing happened.",Positive,0.18888888888888888,0.3666666666666667
+2GIS: directory & navigator,Yesterday tooks wrong location going meeting. Meeting got canceled delay reach right place. In Al Quoz Dubai,Negative,-0.10714285714285715,0.7178571428571429
+2GIS: directory & navigator,"Thank app. I often different cities I go. Please, add Tashkent city. This capital Uzbakistant.",Neutral,0.0,0.6
+2GIS: directory & navigator,This good people send what's working plz check,Positive,0.7,0.6000000000000001
+2GIS: directory & navigator,Awesommmmmmmmmm app.. Jst dwnld nd njy.. We nt get trapped anywhr.. Pakka,Negative,-0.2,0.0
+2GIS: directory & navigator,"I always use the application, I think that the most convenient interface from all offline maps, but was very surprised that I did not find in the list of cities in Minsk. I had to download the competitor application.",Positive,0.315,0.75
+2GIS: directory & navigator,BEST I HAVE EVER USED IN OFFLINE MODE IT WORKS VERY WELL IN OFFLINE MODE IN UAE,Positive,0.6,0.3
+2GIS: directory & navigator,Constantly flies. It is impossible to use. Samsung galaxy note 4,Negative,-0.3333333333333333,0.6666666666666666
+2GIS: directory & navigator,Amazing.. please add multiple destinations.,Positive,0.30000000000000004,0.45
+2GIS: directory & navigator,"Cool prog, not just rescued",Positive,0.35,0.65
+2GIS: directory & navigator,"For pedestrians, especially in a foreign city, I do not know the application better. But when you sit behind the wheel - the impression spoils. It is still convenient to find places in it, but do not go to them. Repeatedly the navigator offered me to roll up or turn around so I would be on the roadway of oncoming traffic. Not to mention the fact that the navigator sometimes offers dirt roads instead of normal ones. I spent the whole night at the track this winter.",Positive,0.02857142857142857,0.3714285714285714
+2GIS: directory & navigator,"Disgusting. At first everything was fine, but then - I do not know what it is (the language does not turn to say ""applications"") pereklinilo, but I was offered twice the exact opposite route. Very much I do not advise IT to download, but if you dare - be ready instead of the right place to go to the ebony sure that you are going right.",Positive,0.1448095238095238,0.48036507936507933
+2GIS: directory & navigator,"Best map Dubai, Sharjah, Ajman, please add Abu Dhabi, Ras-Al-khaima, Fujairah, Umm Al Qwain",Positive,1.0,0.3
+2GIS: directory & navigator,It's useful without internet,Positive,0.3,0.0
+2GIS: directory & navigator,Number aps world,Neutral,0.0,0.0
+2GIS: directory & navigator,Always helps,Neutral,0.0,0.0
+2GIS: directory & navigator,Amazing But also need location abu dhabi plzzzzz,Positive,0.6000000000000001,0.9
+2GIS: directory & navigator,"For the icon, thank you!",Neutral,0.0,0.0
+2RedBeans,What waiting for. Join platform thank later.,Neutral,0.0,0.0
+2RedBeans,Great,Positive,0.8,0.75
+2RedBeans,nice,Positive,0.6,1.0
+2RedBeans,Kinda good know I find ms right,Positive,0.4928571428571428,0.5678571428571428
+2RedBeans,exciting experience meet someone dont idea of...,Positive,0.3,0.8
+2RedBeans,Best dating ever,Positive,1.0,0.3
+2RedBeans,Very good,Positive,0.9099999999999999,0.7800000000000001
+2RedBeans,Very nice,Positive,0.78,1.0
+2RedBeans,Nice,Positive,0.6,1.0
+2RedBeans,Good,Positive,0.7,0.6000000000000001
+2RedBeans,Cool,Positive,0.35,0.65
+2RedBeans,"Good app, could free features like translation search engine settings.",Positive,0.55,0.7000000000000001
+2RedBeans,Let try first.,Positive,0.25,0.3333333333333333
+2RedBeans,can't chat,Neutral,0.0,0.0
+2RedBeans,Excellent,Positive,1.0,1.0
+2RedBeans,Ok,Positive,0.5,0.5
+2RedBeans,Just new,Positive,0.13636363636363635,0.45454545454545453
+2RedBeans,Very good,Positive,0.9099999999999999,0.7800000000000001
+2RedBeans,I really like could help find future Chinese husband I really want name black woman really cool get find Chinese house I find Chinese guys attractive I need better looking Japanese guys cuz Japanese guys got flat faces,Positive,0.14294871794871794,0.24871794871794872
+2RedBeans,Great loving,Positive,0.7,0.85
+2RedBeans,Good fun!,Positive,0.5375,0.4
+2RedBeans,Simple,Neutral,0.0,0.35714285714285715
+2RedBeans,Awesome,Positive,1.0,1.0
+2RedBeans,Good,Positive,0.7,0.6000000000000001
+2RedBeans,"It's really great app! I found girlfriend using 2RedBeans! My life much better - pretty, cute fits requirements! Could imagine life us 2RedBeans! Highly recommended!!",Positive,0.55625,0.758
+2RedBeans,I hate takes requirements send message,Negative,-0.8,0.9
+2RedBeans,"This ladies find partner. When men try make friends ladies, 5% lady reply chat.",Neutral,0.0,0.0
+2RedBeans,"Amazing app, easy intuitive. found half 2RedBeans. highly recommend!",Positive,0.2666666666666667,0.61
+2RedBeans,nan,nan,nan,nan
+2RedBeans,It's good full real people,Positive,0.4166666666666666,0.4833333333333334
+2RedBeans,Is hard,Negative,-0.2916666666666667,0.5416666666666666
+2RedBeans,Nice g,Positive,0.6,1.0
+2RedBeans,Nice,Positive,0.6,1.0
+2RedBeans,Nice app. Definitely need pay benefit it. Is way filter cities see who's nearby like website?,Positive,0.3,0.75
+2RedBeans,"ad said free chat,",Positive,0.4,0.8
+2RedBeans,Hope wish come true,Positive,0.35,0.65
+2RedBeans,Sweet,Positive,0.35,0.65
+2RedBeans,Rubbish,Neutral,0.0,0.0
+2RedBeans,Thief,Neutral,0.0,0.0
+2RedBeans,"It good way know many new friends . I friend also this, pay explored new world .",Positive,0.36818181818181817,0.5022727272727273
+2ndLine - Second Phone Number,"It's really good, I problem. When make groupchats tells whole groupchat ((your email)) used second line create chat send messages groupchat, actul message says email. I would like fixed please. Other that, amazing",Positive,0.24583333333333335,0.41250000000000003
+2ndLine - Second Phone Number,"Everyday, someone keeps calling me.. kinda bugs me.. every night.. I've send guys email every detail freakin mysterious call, hope hear good news you..",Positive,0.16666666666666666,0.7333333333333334
+2ndLine - Second Phone Number,Thanks fixing notification problem new recent update I give 5 stars cause I miss calls texts anymore,Positive,0.11212121212121212,0.3015151515151515
+2ndLine - Second Phone Number,When get phone calls make makes person line,Neutral,0.0,0.0
+2ndLine - Second Phone Number,whenever number verification say cannot plzz tell,Neutral,0.0,0.0
+2ndLine - Second Phone Number,IT ring phone,Neutral,0.0,0.0
+2ndLine - Second Phone Number,This aap awesome,Positive,1.0,1.0
+2ndLine - Second Phone Number,Eight,Neutral,0.0,0.0
+2ndLine - Second Phone Number,"I really liked features. It really send receive SMS calls wifi 4G. However, I queries developer: 1) Why I'm able number whatsapp facebook registration? 2) Why I able call US based landline numbers? Rest good far. Thanks ton!",Positive,0.40714285714285714,0.5785714285714285
+2ndLine - Second Phone Number,I loved ads starting popping using it. Get rid ads dominating entire screen. I hate that. At least put ads corners make small really hinder well I app.,Negative,-0.06428571428571431,0.48928571428571427
+2ndLine - Second Phone Number,"I'm using Premium still poor quality calls. Voice breaks badly sometimes people can't even understand I tell them, 4G Wi-Fi, connection, poorly designed.",Negative,-0.5,0.6222222222222222
+2ndLine - Second Phone Number,"I can't even it, I deleted first I downloaded cos even letting register , I can't again!!! Please need work app!!!!",Positive,1.0,0.3333333333333333
+2ndLine - Second Phone Number,My calls keep dropping complete. This sucks trying take care important calls handle business may able reach person need talk to.,Positive,0.17500000000000002,0.58125
+2ndLine - Second Phone Number,"Can't create account. Keeps saying ""An error occurred"". Tried different emails, different passwords. Nothing.",Neutral,0.0,0.6
+2ndLine - Second Phone Number,Cant create account. Tried 4 different emails says 'an error occurred'. Wasted time. Uninstalling,Negative,-0.1,0.3
+2ndLine - Second Phone Number,This keep dropping I open n loses signal takes long load.. Friends receiving photos I'm sending them..,Negative,-0.11666666666666665,0.3333333333333333
+2ndLine - Second Phone Number,Keeps crashing. Keeps ending calls. Please fix! On note 8,Neutral,0.0,0.0
+2ndLine - Second Phone Number,"fix problem ""the error occurred"" i'm happy give five stars",Positive,0.8,1.0
+2ndLine - Second Phone Number,"I installed signed up..but I able make calls texting, receive send to.any numbers..I tried also canada numbers, response",Positive,0.5,0.625
+2ndLine - Second Phone Number,I really like app. But I want know available iPhone ??,Positive,0.30000000000000004,0.30000000000000004
+2ndLine - Second Phone Number,"I cannot create account always pop ""connect error occurred""",Neutral,0.0,0.0
+2ndLine - Second Phone Number,I pay 10$ credit make international calls ... never recieve it!!!!!,Neutral,0.0,0.0
+2ndLine - Second Phone Number,It acts weird sometimes frustrating I need good line connect people's with.,Negative,-0.0666666666666667,0.8333333333333334
+2ndLine - Second Phone Number,This showing error signup,Neutral,0.0,0.0
+2ndLine - Second Phone Number,allow sign up. Fix problem,Neutral,0.0,0.0
+2ndLine - Second Phone Number,Unable sing up!! Always show error,Negative,-0.78125,0.5
+2ndLine - Second Phone Number,As error occurred bata raha hai,Neutral,0.0,0.0
+2ndLine - Second Phone Number,I can't create account....it saying error occurred,Neutral,0.0,0.0
+2ndLine - Second Phone Number,Sweet I original number I call text friends family,Positive,0.3625,0.7
+2ndLine - Second Phone Number,When creating account always showing error occurred ..,Neutral,0.0,0.0
+2ndLine - Second Phone Number,Its good creating number It shows error occurred Plz fix,Positive,0.7,0.6000000000000001
+2ndLine - Second Phone Number,Error occurred sign,Neutral,0.0,0.0
+2ndLine - Second Phone Number,Remove add sign sure,Positive,0.5,0.8888888888888888
+2ndLine - Second Phone Number,Great app. You made great. I enjoying it. I love 2nd Line,Positive,0.52,0.54
+2ndLine - Second Phone Number,Error?what heck..,Neutral,0.0,0.0
+2ndLine - Second Phone Number,Unable create account,Negative,-0.5,0.5
+2ndLine - Second Phone Number,Always error,Neutral,0.0,0.0
+2ndLine - Second Phone Number,"It's great app, easy works well",Positive,0.6166666666666667,0.7916666666666667
+2ndLine - Second Phone Number,Very nice easy,Positive,0.6066666666666667,0.9166666666666667
+2ndLine - Second Phone Number,Good business line! Now make wifi compatible,Positive,0.875,0.6000000000000001
+30 Day Fitness Challenge - Workout at Home,"It'd great u added exercises. I mean chest, back, shoulders.",Positive,0.1625,0.4791666666666667
+30 Day Fitness Challenge - Workout at Home,Some times exercises match designated body parts aim work on. But still great all.,Positive,0.8,0.75
+30 Day Fitness Challenge - Workout at Home,Helped get ideal body I wanted,Positive,0.9,1.0
+30 Day Fitness Challenge - Workout at Home,"Always challenging definetly worth it. I feel energetic ""loose"" day. Made better power too. It puts little ease tells almost gives good advice.",Positive,0.3193681318681319,0.4956043956043956
+30 Day Fitness Challenge - Workout at Home,Very challenging. Best workout far. Love,Positive,0.5625,0.725
+30 Day Fitness Challenge - Workout at Home,"I'm disappointed confusing I'm able understanding level beginner intermediate & advance exercise, audio also working well workout, full body workout content available, 100% full body workout & accurate way, something satisfaction",Positive,0.1357142857142857,0.5583333333333333
+30 Day Fitness Challenge - Workout at Home,"Really good, shows workout moves!",Positive,0.875,0.6000000000000001
+30 Day Fitness Challenge - Workout at Home,Have fun ... Brother ... make a lot of fun ... Thanks,Positive,0.26666666666666666,0.20000000000000004
+30 Day Fitness Challenge - Workout at Home,Great personal training,Positive,0.4,0.525
+30 Day Fitness Challenge - Workout at Home,Very helpful!,Positive,0.25,0.3
+30 Day Fitness Challenge - Workout at Home,Love,Positive,0.5,0.6
+30 Day Fitness Challenge - Workout at Home,"I've tried multiple workout I seem always come back one. The workouts categorized gives much break need workouts, also rest day. I really liked starts easy progresses days go by. It also connects Google Fit !",Positive,0.2888888888888889,0.37222222222222223
+30 Day Fitness Challenge - Workout at Home,I started I find motivation go gym. I found 30 days good way keeping gave lot motivation. Something I usually struggle with. I calorie controlled diet (because I can't give chocolate) 2 months I lost stone! I started medium silver complete hard silver. I side plank 10 seconds started hold 60 seconds! Not sure I go I certainly improved thanks app!,Positive,0.04817176870748298,0.49314058956916096
+30 Day Fitness Challenge - Workout at Home,"I really enjoy app, I love workout options. The workouts get challenging progress, I feel getting stronger. I wanted pay app, I saw reviews year stating free version options. I would like buy, I'll wait ensure bugs fixed first.",Positive,0.35833333333333334,0.5722222222222223
+30 Day Fitness Challenge - Workout at Home,nan,nan,nan,nan
+30 Day Fitness Challenge - Workout at Home,"Can please tell me, I really confused ,how weight loss? Should follow easy ,medium hard levels daily complete monthly?",Negative,-0.03166666666666667,0.49499999999999994
+30 Day Fitness Challenge - Workout at Home,"This good gym instructor.it covers home exercises,very easily effectively.if left exercises days remind come back.It provide exercise may look effect 3 weeks.I love app.I thankful designer,thanks much.",Positive,0.36666666666666664,0.44666666666666677
+30 Day Fitness Challenge - Workout at Home,It's easy use! Perfect people looking workout home. You make easy hard want. Do category make longer workout like.,Positive,0.42083333333333334,0.8020833333333334
+30 Day Fitness Challenge - Workout at Home,Love this! It's simple effective. Week 2 easy program I've lost 1.5 inches waist. I've recommended friends family. I even got husband workouts.,Positive,0.41458333333333336,0.6476190476190476
+30 Day Fitness Challenge - Workout at Home,"I getting anywhere weight loss goal.....but husband introduced app, I achieved easily every amazed transformation.",Positive,0.43333333333333335,0.8333333333333334
+30 Day Fitness Challenge - Workout at Home,nan,nan,nan,nan
+30 Day Fitness Challenge - Workout at Home,"Great app, helps keep track workouts, gives tips exercises, workouts short get tired, lot ads",Positive,0.13333333333333333,0.5833333333333334
+30 Day Fitness Challenge - Workout at Home,nan,nan,nan,nan
+30 Day Fitness Challenge - Workout at Home,nan,nan,nan,nan
+30 Day Fitness Challenge - Workout at Home,nan,nan,nan,nan
+30 Day Fitness Challenge - Workout at Home,Just starting work slow I back injury great work pace,Positive,0.125,0.3125
+30 Day Fitness Challenge - Workout at Home,"Great app, keeps motivated. Love 30 day challenge end sight, even 30 days again!",Positive,0.7125,0.675
+30 Day Fitness Challenge - Workout at Home,Quick easy way work without go gym,Positive,0.3833333333333333,0.6666666666666667
+30 Day Fitness Challenge - Workout at Home,I hate forces exercise everyday.,Negative,-0.5,0.75
+30 Day Fitness Challenge - Workout at Home,help lot losing weight. i've using since early july currently losing 2 kg ++. hee pray keep losing weight!,Positive,0.05,0.35
+30 Day Fitness Challenge - Workout at Home,I really love I like actually shows it!,Positive,0.25,0.35
+30 Day Fitness Challenge - Workout at Home,nan,nan,nan,nan
+30 Day Fitness Challenge - Workout at Home,There many ads. Apart workouts really effective. By 15th day noticeable changes seen.,Positive,0.55,0.65
+30 Day Fitness Challenge - Workout at Home,nan,nan,nan,nan
+30 Day Fitness Challenge - Workout at Home,nan,nan,nan,nan
+30 Day Fitness Challenge - Workout at Home,This helped get back great shape! I often get complements toned I look.,Positive,0.5,0.375
+30 Day Fitness Challenge - Workout at Home,nan,nan,nan,nan
+30 Day Fitness Challenge - Workout at Home,Like workouts. Just wish variety workouts.,Neutral,0.0,0.0
+30 Day Fitness Challenge - Workout at Home,"Great app, easy great combination exercises keeps things interesting!",Positive,0.6645833333333333,0.7083333333333334
+30 Day Fitness Challenge - Workout at Home,It diet chart also. It helpful us. According everyone's need diet also necessary,Neutral,0.0,1.0
+365Scores - Live Scores,"The amazing , highlights within may post . I downloaded see highlights otherwise I like listen I hope guys would . I suggest idea may allow users post highlights match . Well , I hope would look . THANKS",Positive,0.4,0.55
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,Can log google+ many ads iritating please remove ads fix log problem,Positive,0.5,0.5
+365Scores - Live Scores,"Please, update player list liga 1 indonesia.",Neutral,0.0,0.0
+365Scores - Live Scores,Great issues sorted,Positive,0.8,0.75
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,It's amazing need new design,Positive,0.3681818181818182,0.6772727272727272
+365Scores - Live Scores,"Please add play-by-play scores, especially MLB",Neutral,0.0,1.0
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,Very wonderful application,Positive,1.0,1.0
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+365Scores - Live Scores,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Blue Glass Water Keyboard Theme,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Color Pixel by Number - Sandbox Art Coloring,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,It's best working I've used,Positive,1.0,0.3
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,I live Colorado Springs Colorado. Need I say,Positive,0.13636363636363635,0.5
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+3D Live Neon Weed Launcher,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Excellent,Positive,1.0,1.0
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,"Better brainless runners, actually makes think",Positive,0.25,0.3
+4 in a Row,nan,nan,nan,nan
+4 in a Row,It cool game I liked much helps developing concentration,Positive,0.1875,0.5125000000000001
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Excellent really tough higher CPU levels,Positive,0.28703703703703703,0.7777777777777778
+4 in a Row,nan,nan,nan,nan
+4 in a Row,It's great game keep u busy hours..... Obviously.. u know play...,Positive,0.125,0.4875
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Simple game pass time away. My grandson like it.,Negative,-0.2,0.37857142857142856
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Great way waist time.,Positive,0.8,0.75
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Great,Positive,0.8,0.75
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Connect four V good,Positive,0.7,0.6000000000000001
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Boring All put chip hole let's win,Negative,-0.09999999999999998,0.7
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Super fun game Really good brain game,Positive,0.10666666666666665,0.4533333333333333
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,It's boring This game sooooo boring.. -_-,Negative,-0.7999999999999999,0.7999999999999999
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Could made better improving manoeuvre,Positive,0.5,0.5
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Addictive! I've playing almost every day years. A GREAT version :),Positive,0.43333333333333335,0.8833333333333333
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,4 row Who knew 4 row could fun,Positive,0.3,0.2
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Keeps busy,Positive,0.1,0.3
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Love ♥this game rocks ♥,Positive,0.3666666666666667,0.6666666666666666
+4 in a Row,nan,nan,nan,nan
+4 in a Row,Nice simple game,Positive,0.06666666666666665,0.5857142857142857
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,nan,nan,nan,nan
+4 in a Row,love,Positive,0.5,0.6
+4 in a Row,Ive played level 10 three times them. Then I programmed AI C I let go second level 10 fifteen times all. I could make suggestion improving evaluation function like. It uses concept zugzwang accurate.,Positive,0.20000000000000004,0.3166666666666667
+4K Wallpapers and Ultra HD Backgrounds,"Nice wallpapers they're NOT 4k even 2k, they're presented. They're hardly fullHD that's perhaps scaled 4k, making look grainy blurry. Would recommend phone screen resolution higher full HD. Nice collection, great quality, unfortunately.",Positive,0.25833333333333336,0.7630952380952382
+4K Wallpapers and Ultra HD Backgrounds,The refresh function scrambles excisting wallpapers... Who fooling? Lot wallpapers bad quality. Don‘t waste time.,Negative,-0.44999999999999996,0.3333333333333333
+4K Wallpapers and Ultra HD Backgrounds,Awesome app. Wallpapers vibrant exclusive mostly. But excessive ads make miserable wallpapers. Please least reduce them.,Positive,0.01944444444444446,0.7055555555555556
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,"Would better add animated wallpapers. Overall, good daily updated wallpapers",Positive,0.3,0.275
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,"This true 4k wallpapers great variety, new wallpapers must added frequently!",Positive,0.35284090909090904,0.5386363636363636
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,It's good better 4k pictures,Positive,0.6,0.55
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,Superb love wallpapers give confidence whenever look,Positive,0.75,0.8
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,This really cool amazing graphics is really enjoyable scroll threw look,Positive,0.4833333333333334,0.7166666666666667
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,gd bad.,Negative,-0.6999999999999998,0.6666666666666666
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+4K Wallpapers and Ultra HD Backgrounds,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,This good searching house.,Positive,0.7,0.6000000000000001
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,"This app is basically a landlord/seller oriented, and the design is very user friendly. It is not easy for the tenant to search! It is filled with a bunch of advertisements for the fake landlord or agent!! 喔... For advertising, it may be the main source of income for 591, so it will be designed so that the tenant/buyer is not easy to search for a house, because this company does not care about the tenants’ lives, because they want advertising revenue!! So no Will consider the convenience of use and search!! So it is strongly not recommended to use this app to search for a house!!",Negative,-0.09361979166666667,0.6791666666666667
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,"I have given examples. What else is unclear? Are you not making money? What is the debug user's help? Would you like to send me a case? ——————————————————— Search and screening can be a little more rotten, to find the result of the team can be screened and not screened? For example: Searching Taichung City in a map mode, independent suites, screening can open fire, have a balcony, and find a bunch of non-conforming conditions?",Positive,0.078125,0.40625
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,"Map mode can see the number of objects and the approximate location, but you can't click to view the pages of each object. I will trouble you again, thank you. Moto Z play/ Android 6.0.1/ 3.5.4",Negative,-0.30000000000000004,0.4
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,"It is also the telephone information, but also to set up, how to become so troublesome, is it necessary for us not to download and use this app?",Neutral,0.0,1.0
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,Rotten.... Pushing the broadcast has been pushed. Rotten....,Neutral,0.0,0.0
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,Need phone permission? No way.,Neutral,0.0,0.0
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,No english Such shame,Neutral,0.0,0.25
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,"Personal collection can't synchronize with the web version. The same account is added to the collection on the computer. After the app is logged in, none of them are synchronized.",Neutral,0.0,0.2125
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,"Essential This essential foreigners living Taiwan, sure English Version created simple translate app. I speak mandarin would almost impossible read fine lines. Please get work",Positive,0.03571428571428572,0.47800453514739233
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,"APP can't post ""top let""!",Positive,0.625,0.5
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,"What guys Tencent? There's folder called /tencent/Tpush/ installed root directory internal storage updated latest version. The log directory show receiving pushed contents com.tencent.andriod.tpush.action.SDK. Your shows Taiwan company, guys Tencent? I trust Chinese company all. I choice uninstall app.",Positive,0.16666666666666666,0.3
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,Language Is English option?,Neutral,0.0,0.0
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,"Please fix the update, the house information can not be seen in the rental house.",Neutral,0.0,0.0
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,REQUEST!! English version please!,Neutral,0.0,0.0
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-租屋、中古屋、新建案、實價登錄、別墅透天、公寓套房、捷運、買房賣房行情、房價房貸查詢,nan,nan,nan,nan
+591房屋交易-香港,1. Look filtering criteria 2. Better store filtering criteria future,Positive,0.25,0.3125
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,Too many ads,Positive,0.5,0.5
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,"搵楼租楼 A lot of time, a lot of time management, easy to take care of",Positive,0.43333333333333335,0.8333333333333334
+591房屋交易-香港,Still rooms improve,Neutral,0.0,0.0
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,"I turned notification, still keeping post",Neutral,0.0,0.0
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,locations correct!,Neutral,0.0,0.0
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,good,Positive,0.7,0.6000000000000001
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,Not friendly English speaker Only English interface apply contents! Not suitable English speaker!,Negative,-0.07708333333333334,0.375
+591房屋交易-香港,Really helpful app.,Positive,0.2,0.2
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+591房屋交易-香港,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,"So far I like it. The options talk, get help connect great! However qite bugs glitches. I'm sure upgrade would offer wouldnt consider bugs worked out. This great idea could help many people, please fix bugs!",Positive,0.6050000000000001,0.7777777777777778
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,It's really awesome App! When I problems I always talk people make feel better. Thank you!,Positive,0.8125,0.75
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,"Yeah 7 cups fine, glitchy sometimes, less features available",Positive,0.21666666666666667,0.32222222222222224
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,Quick honest response,Positive,0.4666666666666667,0.7
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,Very helpful,Positive,0.2,0.3
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,"I huge issue called ""listener's"". These people idea going about, spread misinformation mental health, lack empathy never reply. When I politely told listener unhelpful told ""therapy useless"" joked blocked me. I seriously hope people never go advice support careless knowledge issues I discussed even though I found OCD category. Please train listeners properly.",Negative,-0.1722222222222222,0.49444444444444446
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,"Boy SUPER buggy. Slow, slow fact sure still running not. The listeners nice generally. That is, actually connect one. It shows many listeners available active. And VERY pushy constantly trying get pay therapist app.",Positive,0.15416666666666665,0.5074074074074074
+7 Cups: Anxiety & Stress Chat,This absolutely amazing! It heals helps anxiety depression. Its hard people say stop wimp theres people real problems thoose problems. It feels nice vent everything once.,Positive,0.3145833333333333,0.6854166666666667
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Cups: Anxiety & Stress Chat,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,"simple way view eating get better idea habits. For reason though crashes girlfriend I every single time open it. We open it, close error open again. Every time. It's infuriating. Hasn't updated year - I dont know still developed abandonware. They're still happy charge $4 month though.",Positive,0.08095238095238096,0.519047619047619
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,good app.when works. Often repeats error messages closes abruptly.,Positive,0.2875,0.8
+7 Day Food Journal Challenge,"Could open week. Constant crashes. No response developers fb page. However, works great",Positive,0.26666666666666666,0.5277777777777778
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,Was pointless downloading it. I installed find 7 day free trial start paying monthly,Positive,0.07500000000000001,0.65
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,"I enjoy app, wish crash every time I try go back it.",Positive,0.2,0.25
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,Havent able open ver week,Positive,0.25,0.5625
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,Not great business model It listed free really not. I've using since TwoGrand I've loved it. I'm disappointed fee mislabeled free. I'd rather free ads option pay ad free version.,Positive,0.13125,0.7124999999999999
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,This used free called Two Grand. You could see others meals. They changed many times sucks. :(,Positive,0.06999999999999998,0.72
+7 Day Food Journal Challenge,nan,nan,nan,nan
+7 Day Food Journal Challenge,"Says completely free, not. It's free 7 days, 2.99 per month. I get free 7 days completely implies without restriction. Works fine taking pictures food.",Positive,0.3433333333333334,0.66
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,"I like pace, variety I hear timer music playing (it mute music updates). Nice app!",Positive,0.75,1.0
+7 Minute Workout,superb app...office goin staff...businessman....we have less time...15 mints exercise keep body fit....this acts like instructor...u enjoy it...good,Positive,0.41111111111111115,0.5222222222222223
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,This great reminds workout. It tailored ability. I wish preview workouts video form starting workout.,Positive,0.4,0.425
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,"So far good. It got everything I need simple, well illustrated exercises, lite & voice timing. It stays I might tempted get ad free version soon.",Positive,0.3,0.6892857142857143
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,"I love app, really keeps motivated better physically super easy home.",Positive,0.3933333333333333,0.56
+7 Minute Workout,Should put timmings hard plan 2 fr completed within 7 minutes idea wen rest within exercise,Negative,-0.2916666666666667,0.5416666666666666
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,Few blips audio/images great quick way stay little active,Positive,0.12250000000000001,0.49000000000000005
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,I loved too much interesting easy without need go gym,Positive,0.5444444444444444,0.7111111111111111
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,Just first time I feel exhausted~ good job...,Positive,0.18333333333333332,0.5444444444444444
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,nan,nan,nan,nan
+7 Minute Workout,"Great app, 7 minutes definately makes sweat!",Positive,1.0,0.75
+7 Minute Workout,It's good want exercise,Positive,0.7,0.6000000000000001
+7 Minute Workout,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,"bland boring, even paid level. Not recommended till add features! Wish fields new habit section, add details, also ability colour code habits organize better perhaps category section sort habits. ie: habits improve school life, work life etc. Un-installing till things added.",Negative,-0.13257575757575757,0.696969696969697
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,Minimalistic Effecient The exactly advertises. The design sleek instructions clear. I switched another complicated objective tracker (such working times week date night week) optional skip days. That Rewire - tad better management. But tired while.,Negative,-0.007142857142857141,0.4904761904761905
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,Wonderful This done amazing things perfectionist attitude. I used make long impossible complete lists I finish. Everyday I felt like failure. Now I list couple things I finish days finally. From time time add couple new things I'm able finish lists too. I feel free failing everyday. Thank much creating app!,Positive,0.11946386946386946,0.6368881118881118
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,"This worked wonders me! The problem I find I think current day bit lagged behind sometimes I get early still highlights previous day. But big issue, aside perfect! Highly recommended anyone wants track habits",Positive,0.11166666666666666,0.4133333333333334
+7 Weeks - Habit & Goal Tracker,"Small bug I yet start really using concept seems good. I set habit start date week now, yet I'm getting daily notifications like ""you it!"". While I appreciate motivational spirit, save habit start date.",Positive,0.16249999999999998,0.30000000000000004
+7 Weeks - Habit & Goal Tracker,"Been using whole year almost everyday goddamn I can't without this. I write reviews often deserves praise given. Amazing app, intuitive easy use. 5/5",Positive,0.25833333333333336,0.6833333333333333
+7 Weeks - Habit & Goal Tracker,Great concept But I also think thing front everyday.. feel like it.. like look positive way (Doing pushups) best.. target smoking anything adviced.. Maybe developers take innovative way think solution? :),Positive,0.4712121212121212,0.6992424242424242
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,"I like it, tried Habit Bull, Fabulous Me, etc. The interface workflow much focused, overwhelm. But thing almost habit trackers missing complement. I hope 7 Weeks among first, since I've invested bought premium version.",Positive,0.16250000000000003,0.3958333333333333
+7 Weeks - Habit & Goal Tracker,I think great app. But... Much cheaper calendar phone notebook to. I think worth money. But great concept tho. Especially people really struggle bad certain addictions. Much love app. But I'm uninstalling. Thank tho :),Positive,0.2814285714285715,0.5838095238095238
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,"I bought plus version, I love it! Great alternative notecard, I actively widget . Suggestions: When reach end habit (the habit-breaking time set creation habit,) says ""You've completed habit!"" forces reset it. I wish could choose continue indefinitely that, without time goal set. Also, set habit-breaking time mark lot days incomplete, end time still see ""You've completed habit!"" really true. I wish punishment incomplete days severe, maybe time goal reset, maybe something less dramatic.",Positive,0.16111111111111112,0.5444444444444445
+7 Weeks - Habit & Goal Tracker,"Its habit tracker/habit motivation allows name make personal habit. Like I wanted upgrade clash clans buildings every morning, won't let name habit make own. So 5 stars.",Positive,0.3,0.65
+7 Weeks - Habit & Goal Tracker,nan,nan,nan,nan
+7 Weeks - Habit & Goal Tracker,"Completing goal gives red X, usually negative symbol. I feel good seeing all! There also seem way set goals specific days, every day. This means I'm forced break streak I take rest day, making feel bad.",Negative,-0.07083333333333332,0.33194444444444443
+7 Weeks - Habit & Goal Tracker,Noughts crosses When achieves task assigns 'X' day 'O' missing it. Can changed? Lots crosses look like lots 'wrongs' therefore lots misses. The circles end looking positive. Why can't I choose icon? Or green circle achieved red missed?,Negative,-0.04318181818181819,0.22386363636363638
+7 Weeks - Habit & Goal Tracker,"Its great app, simple clear. The reminders really helpful, really helping change habits. One thing I'd like would able alternate days... So yoga day, running next.",Positive,0.225,0.3144345238095238
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"The better pool game Google Play slightly buggy. When opponent's connection stable, suddenly says I run time even though I made shot. It also seem support push out. The timer needs b obvious runs out.",Negative,-0.013333333333333336,0.4133333333333333
+8 Ball Pool,"Hate get cue pieces maxed cue. Really wish guys would change that. Keep getting 8 n 12 hr boxes, Cairo Delhi, n end getting 2 3 pieces I use. Complete waste time. Change n review goes back 5 stars.",Negative,-0.14000000000000004,0.3
+8 Ball Pool,"Games alright, bit sketchy either opponent bad connection. The pool cue power bar needs look at. It's annoying I'm trying get right amount power, suddenly starts moving angle finger moved bar.",Negative,-0.3035714285714286,0.6505952380952381
+8 Ball Pool,Hi really like game. I tried ti purchase halloween pack twice amount got deducted bank account transaction pool showed declined.. Could u please let knw whether get pack money back?,Negative,-0.06666666666666667,0.20000000000000004
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Worst servers Iran... From first time I tried game I acoutered message connection slow ( I tried best networks Iran ) Recently even connect game time! Please consider better servers cause many Iranians love game.,Positive,0.01363636363636364,0.4621212121212121
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,I previous profile however updates I lost 1.5 million coins rank! How sad frustrating! I start again! If 8 ball fix I'll give five stars.,Negative,-0.5729166666666667,0.7416666666666666
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Love game I'm issues requesting gifts club advise I restarted phone closed opened even checked updates. Any help would great worked fine today,Positive,0.24333333333333335,0.47000000000000003
+8 Ball Pool,So wanted enjoy game hacked death many people become boring. You pot ball back u started turn. Super fast fiber bb connection.it's badly maintained app.,Negative,-0.08333333333333331,0.5416666666666666
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Really love I wish like real pool. If sink stripe break stripes. And sucks getting beat someone shooting random winning shoot full power hoping sink balls. Every pocket called. Other I love,Positive,0.140625,0.496875
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"Really! What I think game awesome, I play table pool time. This game real life pool. People complaining control, developers fault individual fault! If know manipulate, easy. 8 pool ✌✌peace men.",Positive,0.15476190476190474,0.5047619047619047
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"Sorry greedy! I love game since I started Now club created, go 1 1 different club? The game would outstanding happens I rated star get attention. Sorry",Negative,-0.13214285714285715,0.6964285714285714
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Really good addictive game. Me girlfriend constantly playing downfall sometimes watch videos free money dont emd getting it. Has happened numerous times great game,Positive,0.1375,0.5854166666666667
+8 Ball Pool,Game cuts sometimes u loose turn sometimes causes match loss also spend money recharge stick whats about? I play real bca pool. A effort. B- effect,Negative,-0.09230769230769231,0.3230769230769231
+8 Ball Pool,"I actually addicted game, seemed wierd critical times game I going win match game shuts time I get rebooted I've lost. Only time ever critical moments. I'll never play again. Promise that! The game totally rigged. Thats perfectly clear spin wheel always lands low #s. What's chances otherwise!. Rigged!",Negative,-0.09166666666666667,0.5527777777777778
+8 Ball Pool,"I HAVE USED THE DAILY SPIN 999999 times I never got 500 coins game tells buy better spin, Same BOX's. So shame !!!! Not Fair NOT FAIR Seriously? Out many spins get nothing good ? I unlucky.",Positive,0.029629629629629624,0.5101851851851852
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,I 700 hundred coins I new I 300 even I winning games player backing I played I waited player back I still getting extra 50 coins winning 100. So going able play day till I build coins,Positive,0.2727272727272727,0.4465909090909091
+8 Ball Pool,The Indian's cheat! You see. Can option choose opponents based I wish play 100 million cheating Indians permantly online.,Neutral,0.0,0.0
+8 Ball Pool,"I installed trip. I thought I would wifi, I didn't. So I decided practice offline mode. Sadly, in-game money play offline, I want waste it. When I got back, I tried actual game, working fine, middle game closed itself. Did I mention takes forever load? By time I got back I already lost. This happened I lost money, I really feel like playing anymore.",Negative,-0.08939393939393941,0.24545454545454548
+8 Ball Pool,"It made chickens eat mice. Too many convenient bugs big games. Free spins joke. Why I wait opponents response.. lots flaws. Not sure rigged, seems like",Positive,0.1625,0.5722222222222222
+8 Ball Pool,"I'd give 5 stars everytime I offer free cash, NEVER goes through. I get level requires. Still NO REWARD! I'm issue either. Several friends problem... quit offers.",Positive,0.19999999999999998,0.26666666666666666
+8 Ball Pool,I enjoyed game much last 4 games ive played either taken money automatically said opponent im game take shot says ran time automatically wins. Fix problem ill rate 5 star. There many lags game like monaco lag dozens like somehow manages buy cue twice ended barely money,Negative,-0.03888888888888889,0.4185185185185185
+8 Ball Pool,I used love gsme. Now much. I made purchase. And didnt receive purchase. Also coins csme gone without approval. This needs fixed. I spent lots money thru google play angry. If isnt fixed soon purchase coins replaced delete gsme take actions. Miniclip hsppy.,Positive,0.04999999999999999,0.38333333333333336
+8 Ball Pool,Really love I wish like real pool. If sink stripe break stripes. And sucks getting beat someone shooting random winning shoot full power hoping sink balls. Every pocket called. Other I love,Positive,0.140625,0.496875
+8 Ball Pool,"The spinning wheel rigged. Other dont get play people rank dont get rank up. Refund coins! They cant dissapear?? Very addictive game, entertaining. However coins finished request gifts people online appear. Do something hourly bonus something players keep playing without actually purchase coins play?",Negative,-0.26071428571428573,0.6249999999999999
+8 Ball Pool,"The Best game.... want say 2 points. 1. I want say creator game add voice conversation option game, make exciting.... 2. Add option watch others game tournament playing. Some time gets bore You win quaterfinal semifinal Final match opponents 1st match. So bored felling everyone.. So I suggest add feature see others game tournament matches",Negative,-0.04000000000000001,0.55
+8 Ball Pool,"love new clubs...be cool club's actually prizes like stickers, shirts,cues,hats,...honesty anything would cool advertisement spread word game. game prizes like cues,big coins,mini games,chats,custom tables u challenge someone would dope. diffently need new profile pics win purchase..keep seeing lame ones. anything make custom player anything players win would major upgrade. sure must game classic... mine years.",Positive,0.1401262626262626,0.4809764309764311
+8 Ball Pool,"Best pool game EVER, aware HACKERS. Get Credit card ready. And pay Money ,,its best money making machine creators/owners. They need Couple private Jets. Many times. You accidently push 5 million game more, Don`t want play high stakes. And I Think friends thats plan. BASTARDS",Positive,0.281,0.4065
+8 Ball Pool,"The better pool game Google Play slightly buggy. When opponent's connection stable, suddenly says I run time even though I made shot. It also seem support push out. The timer needs b obvious runs out.",Negative,-0.013333333333333336,0.4133333333333333
+8 Ball Pool,"Hate get cue pieces maxed cue. Really wish guys would change that. Keep getting 8 n 12 hr boxes, Cairo Delhi, n end getting 2 3 pieces I use. Complete waste time. Change n review goes back 5 stars.",Negative,-0.14000000000000004,0.3
+8 Ball Pool,"Games alright, bit sketchy either opponent bad connection. The pool cue power bar needs look at. It's annoying I'm trying get right amount power, suddenly starts moving angle finger moved bar.",Negative,-0.3035714285714286,0.6505952380952381
+8 Ball Pool,Hi really like game. I tried ti purchase halloween pack twice amount got deducted bank account transaction pool showed declined.. Could u please let knw whether get pack money back?,Negative,-0.06666666666666667,0.20000000000000004
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"Awesome, liked look seeing Nickatnyte playing Molt! Glad added clubs , game needed it! One thing though , players get hopes winning big daily spin ... It's rigged get low prizes",Positive,0.28125,0.54375
+8 Ball Pool,"I really enjoy playing. Great graphics. Never problem connection issues cheats. However spin wheel never lands anything 250. Wish lower levels option guidelines call pockets, hate losing Opponent slop shots",Positive,0.1333333333333334,0.7166666666666667
+8 Ball Pool,The free spins joke. There 4 slots 250 lower always lands 4 16. Odds say control u spend money. Seems like play tons bots. Wheres Americans?,Positive,0.4,0.8
+8 Ball Pool,"Really! What I think game awesome, I play table pool time. This game real life pool. People complaining control, developers fault individual fault! If know manipulate, easy. 8 pool ✌✌peace men.",Positive,0.15476190476190474,0.5047619047619047
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Worst servers Iran... From first time I tried game I acoutered message connection slow ( I tried best networks Iran ) Recently even connect game time! Please consider better servers cause many Iranians love game.,Positive,0.01363636363636364,0.4621212121212121
+8 Ball Pool,"Funny game never see cue battery inside. You earn upgrades pay coins, stupid. But recharge cue u using stupid thing.back star keep asking rate game stil nothing improved. call pocket game. pot ball wrong pocket ball hand opponent lose turn",Negative,-0.43571428571428567,0.7285714285714286
+8 Ball Pool,I previous profile however updates I lost 1.5 million coins rank! How sad frustrating! I start again! If 8 ball fix I'll give five stars.,Negative,-0.5729166666666667,0.7416666666666666
+8 Ball Pool,"I love game. Just thing want review, regarding account deactivation, reset delete. You made complicated. If available game setting b awesome last thing regarding name change. Eventhought change name facebook miniclip account still nothing change game us option that. If could fix rate 5 stars. I sure whether really look problem beginning itself. Anyway thankyou team.",Positive,0.09,0.5355555555555556
+8 Ball Pool,Takes money different rates 11700 coins. I went 2500 game lost round come moneys gone. Also offers get coins dont get them. Fix glitch idiots want coins back,Negative,-0.2166666666666667,0.3666666666666667
+8 Ball Pool,"Great game. Use play mini clip years ago. Took star I cant block people play poorly. Ie purposely scratching break, scratching cause dont shot. Dont play like bitch.",Neutral,0.0,0.5833333333333334
+8 Ball Pool,"I've played pool games can, stands alone. You buy anything, progress faster IF choose to. The ONLY thing I would improve game is, bigger, bonuses. You know time, get get it. The new CLUB addition work fine addition game. Definitely pool games get addicted to. I am!!!!!!",Negative,-0.15587121212121213,0.5443181818181818
+8 Ball Pool,"Sorry greedy! I love game since I started Now club created, go 1 1 different club? The game would outstanding happens I rated star get attention. Sorry",Negative,-0.13214285714285715,0.6964285714285714
+8 Ball Pool,"The game getting better, slowly. I still never got back 50 million coins lost due hacker affected everyone back. And designers still made option turn off/on daily deals, post fb, play someone new. Those popups seem keep happening frequently gets annoying. A lot people would agree on/off option those.",Negative,-0.08886363636363638,0.3329545454545454
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Love game I'm issues requesting gifts club advise I restarted phone closed opened even checked updates. Any help would great worked fine today,Positive,0.24333333333333335,0.47000000000000003
+8 Ball Pool,So wanted enjoy game hacked death many people become boring. You pot ball back u started turn. Super fast fiber bb connection.it's badly maintained app.,Negative,-0.08333333333333331,0.5416666666666666
+8 Ball Pool,Really good addictive game. Me girlfriend constantly playing downfall sometimes watch videos free money dont emd getting it. Has happened numerous times great game,Positive,0.1375,0.5854166666666667
+8 Ball Pool,"It's good game. The spin win wheel definitely rigged. The highest I ever gotten 500 coins. Also, I used wait 15 seconds open Pro box, I wait 3 hours. I'm disappointed situations.",Positive,0.05833333333333335,0.525
+8 Ball Pool,Game cuts sometimes u loose turn sometimes causes match loss also spend money recharge stick whats about? I play real bca pool. A effort. B- effect,Negative,-0.09230769230769231,0.3230769230769231
+8 Ball Pool,"I actually addicted game, seemed wierd critical times game I going win match game shuts time I get rebooted I've lost. Only time ever critical moments. I'll never play again. Promise that! The game totally rigged. Thats perfectly clear spin wheel always lands low #s. What's chances otherwise!. Rigged!",Negative,-0.09166666666666667,0.5527777777777778
+8 Ball Pool,"I HAVE USED THE DAILY SPIN 999999 times I never got 500 coins game tells buy better spin, Same BOX's. So shame !!!! Not Fair NOT FAIR Seriously? Out many spins get nothing good ? I unlucky.",Positive,0.029629629629629624,0.5101851851851852
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,I 700 hundred coins I new I 300 even I winning games player backing I played I waited player back I still getting extra 50 coins winning 100. So going able play day till I build coins,Positive,0.2727272727272727,0.4465909090909091
+8 Ball Pool,The Indian's cheat! You see. Can option choose opponents based I wish play 100 million cheating Indians permantly online.,Neutral,0.0,0.0
+8 Ball Pool,"I installed trip. I thought I would wifi, I didn't. So I decided practice offline mode. Sadly, in-game money play offline, I want waste it. When I got back, I tried actual game, working fine, middle game closed itself. Did I mention takes forever load? By time I got back I already lost. This happened I lost money, I really feel like playing anymore.",Negative,-0.08939393939393941,0.24545454545454548
+8 Ball Pool,"It made chickens eat mice. Too many convenient bugs big games. Free spins joke. Why I wait opponents response.. lots flaws. Not sure rigged, seems like",Positive,0.1625,0.5722222222222222
+8 Ball Pool,"I'd give 5 stars everytime I offer free cash, NEVER goes through. I get level requires. Still NO REWARD! I'm issue either. Several friends problem... quit offers.",Positive,0.19999999999999998,0.26666666666666666
+8 Ball Pool,I enjoyed game much last 4 games ive played either taken money automatically said opponent im game take shot says ran time automatically wins. Fix problem ill rate 5 star. There many lags game like monaco lag dozens like somehow manages buy cue twice ended barely money,Negative,-0.03888888888888889,0.4185185185185185
+8 Ball Pool,I used love gsme. Now much. I made purchase. And didnt receive purchase. Also coins csme gone without approval. This needs fixed. I spent lots money thru google play angry. If isnt fixed soon purchase coins replaced delete gsme take actions. Miniclip hsppy.,Positive,0.04999999999999999,0.38333333333333336
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"The spinning wheel rigged. Other dont get play people rank dont get rank up. Refund coins! They cant dissapear?? Very addictive game, entertaining. However coins finished request gifts people online appear. Do something hourly bonus something players keep playing without actually purchase coins play?",Negative,-0.26071428571428573,0.6249999999999999
+8 Ball Pool,"The Best game.... want say 2 points. 1. I want say creator game add voice conversation option game, make exciting.... 2. Add option watch others game tournament playing. Some time gets bore You win quaterfinal semifinal Final match opponents 1st match. So bored felling everyone.. So I suggest add feature see others game tournament matches",Negative,-0.04000000000000001,0.55
+8 Ball Pool,"love new clubs...be cool club's actually prizes like stickers, shirts,cues,hats,...honesty anything would cool advertisement spread word game. game prizes like cues,big coins,mini games,chats,custom tables u challenge someone would dope. diffently need new profile pics win purchase..keep seeing lame ones. anything make custom player anything players win would major upgrade. sure must game classic... mine years.",Positive,0.1401262626262626,0.4809764309764311
+8 Ball Pool,"Best pool game EVER, aware HACKERS. Get Credit card ready. And pay Money ,,its best money making machine creators/owners. They need Couple private Jets. Many times. You accidently push 5 million game more, Don`t want play high stakes. And I Think friends thats plan. BASTARDS",Positive,0.281,0.4065
+8 Ball Pool,"The better pool game Google Play slightly buggy. When opponent's connection stable, suddenly says I run time even though I made shot. It also seem support push out. The timer needs b obvious runs out.",Negative,-0.013333333333333336,0.4133333333333333
+8 Ball Pool,"Hate get cue pieces maxed cue. Really wish guys would change that. Keep getting 8 n 12 hr boxes, Cairo Delhi, n end getting 2 3 pieces I use. Complete waste time. Change n review goes back 5 stars.",Negative,-0.14000000000000004,0.3
+8 Ball Pool,"Games alright, bit sketchy either opponent bad connection. The pool cue power bar needs look at. It's annoying I'm trying get right amount power, suddenly starts moving angle finger moved bar.",Negative,-0.3035714285714286,0.6505952380952381
+8 Ball Pool,Hi really like game. I tried ti purchase halloween pack twice amount got deducted bank account transaction pool showed declined.. Could u please let knw whether get pack money back?,Negative,-0.06666666666666667,0.20000000000000004
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"Awesome, liked look seeing Nickatnyte playing Molt! Glad added clubs , game needed it! One thing though , players get hopes winning big daily spin ... It's rigged get low prizes",Positive,0.28125,0.54375
+8 Ball Pool,"I really enjoy playing. Great graphics. Never problem connection issues cheats. However spin wheel never lands anything 250. Wish lower levels option guidelines call pockets, hate losing Opponent slop shots",Positive,0.1333333333333334,0.7166666666666667
+8 Ball Pool,The free spins joke. There 4 slots 250 lower always lands 4 16. Odds say control u spend money. Seems like play tons bots. Wheres Americans?,Positive,0.4,0.8
+8 Ball Pool,"Really! What I think game awesome, I play table pool time. This game real life pool. People complaining control, developers fault individual fault! If know manipulate, easy. 8 pool ✌✌peace men.",Positive,0.15476190476190474,0.5047619047619047
+8 Ball Pool,"I actually addicted game, seemed wierd critical times game I going win match game shuts time I get rebooted I've lost. Only time ever critical moments. I'll never play again. Promise that! The game totally rigged. Thats perfectly clear spin wheel always lands low #s. What's chances otherwise!. Rigged!",Negative,-0.09166666666666667,0.5527777777777778
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Worst servers Iran... From first time I tried game I acoutered message connection slow ( I tried best networks Iran ) Recently even connect game time! Please consider better servers cause many Iranians love game.,Positive,0.01363636363636364,0.4621212121212121
+8 Ball Pool,"Funny game never see cue battery inside. You earn upgrades pay coins, stupid. But recharge cue u using stupid thing.back star keep asking rate game stil nothing improved. call pocket game. pot ball wrong pocket ball hand opponent lose turn",Negative,-0.43571428571428567,0.7285714285714286
+8 Ball Pool,I previous profile however updates I lost 1.5 million coins rank! How sad frustrating! I start again! If 8 ball fix I'll give five stars.,Negative,-0.5729166666666667,0.7416666666666666
+8 Ball Pool,"I love game. Just thing want review, regarding account deactivation, reset delete. You made complicated. If available game setting b awesome last thing regarding name change. Eventhought change name facebook miniclip account still nothing change game us option that. If could fix rate 5 stars. I sure whether really look problem beginning itself. Anyway thankyou team.",Positive,0.09,0.5355555555555556
+8 Ball Pool,Takes money different rates 11700 coins. I went 2500 game lost round come moneys gone. Also offers get coins dont get them. Fix glitch idiots want coins back,Negative,-0.2166666666666667,0.3666666666666667
+8 Ball Pool,"Great game. Use play mini clip years ago. Took star I cant block people play poorly. Ie purposely scratching break, scratching cause dont shot. Dont play like bitch.",Neutral,0.0,0.5833333333333334
+8 Ball Pool,"I've played pool games can, stands alone. You buy anything, progress faster IF choose to. The ONLY thing I would improve game is, bigger, bonuses. You know time, get get it. The new CLUB addition work fine addition game. Definitely pool games get addicted to. I am!!!!!!",Negative,-0.15587121212121213,0.5443181818181818
+8 Ball Pool,"Sorry greedy! I love game since I started Now club created, go 1 1 different club? The game would outstanding happens I rated star get attention. Sorry",Negative,-0.13214285714285715,0.6964285714285714
+8 Ball Pool,"The game getting better, slowly. I still never got back 50 million coins lost due hacker affected everyone back. And designers still made option turn off/on daily deals, post fb, play someone new. Those popups seem keep happening frequently gets annoying. A lot people would agree on/off option those.",Negative,-0.08886363636363638,0.3329545454545454
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Love game I'm issues requesting gifts club advise I restarted phone closed opened even checked updates. Any help would great worked fine today,Positive,0.24333333333333335,0.47000000000000003
+8 Ball Pool,So wanted enjoy game hacked death many people become boring. You pot ball back u started turn. Super fast fiber bb connection.it's badly maintained app.,Negative,-0.08333333333333331,0.5416666666666666
+8 Ball Pool,Really good addictive game. Me girlfriend constantly playing downfall sometimes watch videos free money dont emd getting it. Has happened numerous times great game,Positive,0.1375,0.5854166666666667
+8 Ball Pool,"It's good game. The spin win wheel definitely rigged. The highest I ever gotten 500 coins. Also, I used wait 15 seconds open Pro box, I wait 3 hours. I'm disappointed situations.",Positive,0.05833333333333335,0.525
+8 Ball Pool,Game cuts sometimes u loose turn sometimes causes match loss also spend money recharge stick whats about? I play real bca pool. A effort. B- effect,Negative,-0.09230769230769231,0.3230769230769231
+8 Ball Pool,"I HAVE USED THE DAILY SPIN 999999 times I never got 500 coins game tells buy better spin, Same BOX's. So shame !!!! Not Fair NOT FAIR Seriously? Out many spins get nothing good ? I unlucky.",Positive,0.029629629629629624,0.5101851851851852
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,I 700 hundred coins I new I 300 even I winning games player backing I played I waited player back I still getting extra 50 coins winning 100. So going able play day till I build coins,Positive,0.2727272727272727,0.4465909090909091
+8 Ball Pool,The Indian's cheat! You see. Can option choose opponents based I wish play 100 million cheating Indians permantly online.,Neutral,0.0,0.0
+8 Ball Pool,"I installed trip. I thought I would wifi, I didn't. So I decided practice offline mode. Sadly, in-game money play offline, I want waste it. When I got back, I tried actual game, working fine, middle game closed itself. Did I mention takes forever load? By time I got back I already lost. This happened I lost money, I really feel like playing anymore.",Negative,-0.08939393939393941,0.24545454545454548
+8 Ball Pool,"It made chickens eat mice. Too many convenient bugs big games. Free spins joke. Why I wait opponents response.. lots flaws. Not sure rigged, seems like",Positive,0.1625,0.5722222222222222
+8 Ball Pool,"I'd give 5 stars everytime I offer free cash, NEVER goes through. I get level requires. Still NO REWARD! I'm issue either. Several friends problem... quit offers.",Positive,0.19999999999999998,0.26666666666666666
+8 Ball Pool,I enjoyed game much last 4 games ive played either taken money automatically said opponent im game take shot says ran time automatically wins. Fix problem ill rate 5 star. There many lags game like monaco lag dozens like somehow manages buy cue twice ended barely money,Negative,-0.03888888888888889,0.4185185185185185
+8 Ball Pool,I know deal is. Phone shuts turns back I'm playing game. Keeps happening. While I'm playing big money games. Other I like game.,Negative,-0.185,0.255
+8 Ball Pool,I used love gsme. Now much. I made purchase. And didnt receive purchase. Also coins csme gone without approval. This needs fixed. I spent lots money thru google play angry. If isnt fixed soon purchase coins replaced delete gsme take actions. Miniclip hsppy.,Positive,0.04999999999999999,0.38333333333333336
+8 Ball Pool,"The spinning wheel rigged. Other dont get play people rank dont get rank up. Refund coins! They cant dissapear?? Very addictive game, entertaining. However coins finished request gifts people online appear. D... Full Review",Negative,-0.21071428571428572,0.6892857142857142
+8 Ball Pool,"The Best game.... want say 2 points. 1. I want say creator game add voice conversation option game, make exciting.... 2. Add option watch others game tournament playing. Some time gets bore You win quaterfinal semifinal Final match opponents 1st match. So bored felling everyone.. So I suggest add feature see others game tournament matches",Negative,-0.04000000000000001,0.55
+8 Ball Pool,"love new clubs...be cool club's actually prizes like stickers, shirts,cues,hats,...honesty anything would cool advertisement spread word game. game prizes like cues,big coins,mini games,chats,custom tables u challenge someone would dope. diffently need new profile pics win purchase..keep seeing lame ones. anything make custom player anything players win would major upgrade. sure must game classic... mine years.",Positive,0.1401262626262626,0.4809764309764311
+8 Ball Pool,"Best pool game EVER, aware HACKERS. Get Credit card ready. And pay Money ,,its best money making machine creators/owners. They need Couple private Jets. Many times. You accidently push 5 million game more, Don`t want play high stakes. And I Think friends thats plan. BASTARDS",Positive,0.281,0.4065
+8 Ball Pool,"The better pool game Google Play slightly buggy. When opponent's connection stable, suddenly says I run time even though I made shot. It also seem support push out. The timer needs b obvious runs out.",Negative,-0.013333333333333336,0.4133333333333333
+8 Ball Pool,"Hate get cue pieces maxed cue. Really wish guys would change that. Keep getting 8 n 12 hr boxes, Cairo Delhi, n end getting 2 3 pieces I use. Complete waste time. Change n review goes back 5 stars.",Negative,-0.14000000000000004,0.3
+8 Ball Pool,"Games alright, bit sketchy either opponent bad connection. The pool cue power bar needs look at. It's annoying I'm trying get right amount power, suddenly starts moving angle finger moved bar.",Negative,-0.3035714285714286,0.6505952380952381
+8 Ball Pool,Hi really like game. I tried ti purchase halloween pack twice amount got deducted bank account transaction pool showed declined.. Could u please let knw whether get pack money back?,Negative,-0.06666666666666667,0.20000000000000004
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"Awesome, liked look seeing Nickatnyte playing Molt! Glad added clubs , game needed it! One thing though , players get hopes winning big daily spin ... It's rigged get low prizes",Positive,0.28125,0.54375
+8 Ball Pool,"I really enjoy playing. Great graphics. Never problem connection issues cheats. However spin wheel never lands anything 250. Wish lower levels option guidelines call pockets, hate losing Opponent slop shots",Positive,0.1333333333333334,0.7166666666666667
+8 Ball Pool,The free spins joke. There 4 slots 250 lower always lands 4 16. Odds say control u spend money. Seems like play tons bots. Wheres Americans?,Positive,0.4,0.8
+8 Ball Pool,"Really! What I think game awesome, I play table pool time. This game real life pool. People complaining control, developers fault individual fault! If know manipulate, easy. 8 pool ✌✌peace men.",Positive,0.15476190476190474,0.5047619047619047
+8 Ball Pool,"I actually addicted game, seemed wierd critical times game I going win match game shuts time I get rebooted I've lost. Only time ever critical moments. I'll never play again. Promise that! The game totally rigged. Thats perfectly clear spin wheel always lands low #s. What's chances otherwise!. Rigged!",Negative,-0.09166666666666667,0.5527777777777778
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Worst servers Iran... From first time I tried game I acoutered message connection slow ( I tried best networks Iran ) Recently even connect game time! Please consider better servers cause many Iranians love game.,Positive,0.01363636363636364,0.4621212121212121
+8 Ball Pool,"Funny game never see cue battery inside. You earn upgrades pay coins, stupid. But recharge cue u using stupid thing.back star keep asking rate game stil nothing improved. call pocket game. pot ball wrong pocket ball hand opponent lose turn",Negative,-0.43571428571428567,0.7285714285714286
+8 Ball Pool,I previous profile however updates I lost 1.5 million coins rank! How sad frustrating! I start again! If 8 ball fix I'll give five stars.,Negative,-0.5729166666666667,0.7416666666666666
+8 Ball Pool,"I love game. Just thing want review, regarding account deactivation, reset delete. You made complicated. If available game setting b awesome last thing regarding name change. Eventhought change name facebook miniclip account still nothing change game us option that. If could fix rate 5 stars. I sure whether really look problem beginning itself. Anyway thankyou team.",Positive,0.09,0.5355555555555556
+8 Ball Pool,Takes money different rates 11700 coins. I went 2500 game lost round come moneys gone. Also offers get coins dont get them. Fix glitch idiots want coins back,Negative,-0.2166666666666667,0.3666666666666667
+8 Ball Pool,"Great game. Use play mini clip years ago. Took star I cant block people play poorly. Ie purposely scratching break, scratching cause dont shot. Dont play like bitch.",Neutral,0.0,0.5833333333333334
+8 Ball Pool,"I've played pool games can, stands alone. You buy anything, progress faster IF choose to. The ONLY thing I would improve game is, bigger, bonuses. You know time, get get it. The new CLUB addition work fine addition game. Definitely pool games get addicted to. I am!!!!!!",Negative,-0.15587121212121213,0.5443181818181818
+8 Ball Pool,"Sorry greedy! I love game since I started Now club created, go 1 1 different club? The game would outstanding happens I rated star get attention. Sorry",Negative,-0.13214285714285715,0.6964285714285714
+8 Ball Pool,"The game getting better, slowly. I still never got back 50 million coins lost due hacker affected everyone back. And designers still made option turn off/on daily deals, post fb, play someone new. Those popups seem keep happening frequently gets annoying. A lot people would agree on/off option those.",Negative,-0.08886363636363638,0.3329545454545454
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Love game I'm issues requesting gifts club advise I restarted phone closed opened even checked updates. Any help would great worked fine today,Positive,0.24333333333333335,0.47000000000000003
+8 Ball Pool,So wanted enjoy game hacked death many people become boring. You pot ball back u started turn. Super fast fiber bb connection.it's badly maintained app.,Negative,-0.08333333333333331,0.5416666666666666
+8 Ball Pool,Really good addictive game. Me girlfriend constantly playing downfall sometimes watch videos free money dont emd getting it. Has happened numerous times great game,Positive,0.1375,0.5854166666666667
+8 Ball Pool,"It's good game. The spin win wheel definitely rigged. The highest I ever gotten 500 coins. Also, I used wait 15 seconds open Pro box, I wait 3 hours. I'm disappointed situations.",Positive,0.05833333333333335,0.525
+8 Ball Pool,Game cuts sometimes u loose turn sometimes causes match loss also spend money recharge stick whats about? I play real bca pool. A effort. B- effect,Negative,-0.09230769230769231,0.3230769230769231
+8 Ball Pool,"I HAVE USED THE DAILY SPIN 999999 times I never got 500 coins game tells buy better spin, Same BOX's. So shame !!!! Not Fair NOT FAIR Seriously? Out many spins get nothing good ? I unlucky.",Positive,0.029629629629629624,0.5101851851851852
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,I 700 hundred coins I new I 300 even I winning games player backing I played I waited player back I still getting extra 50 coins winning 100. So going able play day till I build coins,Positive,0.2727272727272727,0.4465909090909091
+8 Ball Pool,The Indian's cheat! You see. Can option choose opponents based I wish play 100 million cheating Indians permantly online.,Neutral,0.0,0.0
+8 Ball Pool,"I installed trip. I thought I would wifi, I didn't. So I decided practice offline mode. Sadly, in-game money play offline, I want waste it. When I got back, I tried actual game, working fine, middle game closed itself. Did I mention takes forever load? By time I got back I already lost. This happened I lost money, I really feel like playing anymore.",Negative,-0.08939393939393941,0.24545454545454548
+8 Ball Pool,"It made chickens eat mice. Too many convenient bugs big games. Free spins joke. Why I wait opponents response.. lots flaws. Not sure rigged, seems like",Positive,0.1625,0.5722222222222222
+8 Ball Pool,"I'd give 5 stars everytime I offer free cash, NEVER goes through. I get level requires. Still NO REWARD! I'm issue either. Several friends problem... quit offers.",Positive,0.19999999999999998,0.26666666666666666
+8 Ball Pool,I enjoyed game much last 4 games ive played either taken money automatically said opponent im game take shot says ran time automatically wins. Fix problem ill rate 5 star. There many lags game like monaco lag dozens like somehow manages buy cue twice ended barely money,Negative,-0.03888888888888889,0.4185185185185185
+8 Ball Pool,I know deal is. Phone shuts turns back I'm playing game. Keeps happening. While I'm playing big money games. Other I like game.,Negative,-0.185,0.255
+8 Ball Pool,I used love gsme. Now much. I made purchase. And didnt receive purchase. Also coins csme gone without approval. This needs fixed. I spent lots money thru google play angry. If isnt fixed soon purchase coins replaced delete gsme take actions. Miniclip hsppy.,Positive,0.04999999999999999,0.38333333333333336
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Game SUCKS!!!!! Freezes. Can't play..... Too many problems mention. And ad's.....if like game. Don't plan playing. Delete asap.... Please want sain.,Negative,-0.30388183593749996,0.4
+8 Ball Pool,Really love I wish like real pool. If sink stripe break stripes. And sucks getting beat someone shooting random winning shoot full power hoping sink balls. Every pocket called. Other I love,Positive,0.140625,0.496875
+8 Ball Pool,Game awesome several bugs fixed. And annoying thing is... I might spinned wheel 1000 times prize I got 500 coins. Why prizes show? The minigame I love Hi-Li option change ball 1 cash (currently first ball). Hope see changes soon game.,Positive,0.031249999999999986,0.4791666666666667
+8 Ball Pool,"All types glitches, clock, aiming cues, stroking cues. Players hacked game. By putting update mode lose. Game allow collect winnings advance. You must wait hour. If choose leave update mode, lose winnings previously game. Even though screen locked. It's lame.",Negative,-0.42500000000000004,0.48750000000000004
+8 Ball Pool,"So far great game. I havent swarmed ads, usually every game so. I thoroughly enjoy gameplay, long time fan pool. Great play friends, good time killer!",Positive,0.20833333333333334,0.561111111111111
+8 Ball Pool,"The spin modelled correctly. Backspin nothing! And number times I watched balls potted slower balls hit opponent go in. On top white ball rolls way much even low power! On top I pretty sure rules game modelled incorrect, something tk watch for. Other major physics rule based issues actually fun game play.",Positive,0.11562499999999998,0.43865740740740744
+8 Ball Pool,Two screens show match frustrating unnecessary. Especially 5 sec delay right match 'X player wins' well understood coins get transferred.,Negative,-0.08285714285714287,0.7071428571428571
+8 Ball Pool,"Called 8 Ball Pool 75% rules makes 8 ball pool absent. For instance make 8 break pull put right back center table, scratch 8 lose game unless made 8 too, make ball break , table still open get choose want , make break follow make another ball still open game sucks dick going try compare 8 Ball Pool since premise game missing completely. 8 Ball Pool built fact make 8-ball break scratch win fun game 8 Ball Pool even allowed name",Negative,-0.051020408163265314,0.32755102040816325
+8 Ball Pool,I keep getting requests gifts even though person say sent never sent all. I know today I got request friend passed away couple months ago. Absolutely disgusting. 1 star,Negative,-1.0,1.0
+8 Ball Pool,"Very good game! I good! I wish aiming graphics longer aiming lines! It would nice tutorials making shots, hit cue, 'English' cue!",Positive,0.40199999999999997,0.556
+8 Ball Pool,"Love game I spend alot time playing I'm good,i understand trying make money I'm sure blunty coiners. But game pretty set wins id i0 90% win would think haveing smoke coiners would spend wise great game fond cheat prevent set wins",Positive,0.26818181818181813,0.5580808080808081
+8 Ball Pool,"I hate fact win get 8ball break!? That's real pool anywhere world?! I hate I play game I get stuck playing someone double level, matched level!! Other cool",Negative,-0.06562500000000002,0.490625
+8 Ball Pool,Nice game away time. I'm already addict times country Slow Network makes inevitable lose interesting games I'm already advantage. Great Game Fabulous Graphics.,Positive,0.15,0.68125
+8 Ball Pool,"Game bad company tries hardest get hard earned dollars return. Try this, create new account every day 10 days I guarantee every first wheel spin scratcher $250. I 40 times row, results. Crooked *ss company. I feel bad people give company money, mini games obviously rigged. They changed games, still rigged. They rot H***",Negative,-0.20058922558922557,0.4514309764309764
+8 Ball Pool,Why I wait opponent I'm ready shoot???????? Also nothing bunch amateurs slam balls around table get lucky block shot.,Positive,0.26666666666666666,0.6666666666666667
+8 Ball Pool,No matter much update still cant get physics real pool this.. Kings pool alot people anyone wants play real pool realistic switch gane POS like,Positive,0.19333333333333333,0.24666666666666667
+8 Ball Pool,"I think game would good choose country players! Also f#&$@%g cheaters like foreigners countries like India need banned! It makes game really unenjoyable play cheating a$#holes quit game get away give winnings. I think developer needs crack lousy tallent players. I would keep track report I'D numbers give developers I thought would help. The developers problem taking money care integrity game honest players. Believe better pool game eventually everyone go one, I know I Wii problem keeps up.",Negative,-0.020000000000000007,0.47000000000000003
+8 Ball Pool,The game rigged completely. Spin wheel never pays big. The extra guideline removed certain level. Shots defy basic law physics matter here.,Negative,-0.014285714285714296,0.28273809523809523
+8 Ball Pool,"A Classic. Cant beat good, quick game 8 ball. Even rookies noobies enjoy, isn't really learning curve. Only downside requires connection play.",Positive,0.19999999999999998,0.48095238095238096
+8 Ball Pool,"I really enjoy playing game, I sometimes feel like I'm addict it. The spin however kinda like prank me, pushes earn coins legitimately. Thanks developers. GREAT GAME INDEED!",Positive,0.1,0.45
+8 Ball Pool,When play game n suddenly hv rcv missed call game loss connection.. N kp connecting... That's main problem.. Otherwise game Good.. Thanks.,Negative,-0.019047619047619067,0.40476190476190477
+8 Ball Pool,Its good game.. But Cues really hard unlock. And Spin get coins less 500. I would rate higher changed,Positive,0.01833333333333332,0.4216666666666667
+8 Ball Pool,"Great game contains many bugs struck playing suggest many unnecessary displaying middle game ,today I played game even I game declared opponent winner . It eats ram internal memory cache makes smart phone lag.",Positive,0.0012987012987012816,0.4448051948051948
+8 Ball Pool,Fun game rigged. I dont mind spending money game constantly losing taking money rigged. I've spent money never received coins etc...on 2 occasions. No refund either.,Negative,-0.12,0.2866666666666667
+8 Ball Pool,Its awesome game. Very realistic addictive. Only thing sucks connection problems players name Mohammad Mohammad moham md rigged match. I think 80% matches rigged,Positive,0.0861111111111111,0.6722222222222222
+8 Ball Pool,The game became passion I want give five stars challenges keeps charming. The game I play ever far Candy Crush.,Negative,-2.0816681711721685e-17,0.7
+8 Ball Pool,"I started loving app. 1st I put cash into. It took week realize half games programming, real people. Fake players. This drive sales, swindle. ..too bad otherwise real great product. I put cash months now...first thing happened? Every bet I make 10K fixed loss. I lost million, unfair games AI people. I still play it, 4/5 games fixed. Thumbs down.",Negative,-0.0022222222222222144,0.5772222222222223
+8 Ball Pool,I would give 5 stars took away lag freezes every 5 seconds phone game brings reason give 5 Stars timed timed original pool timed fact freezes every 5 Seconds go well fact timed timer keeps going even though stopped. everything else pretty good,Positive,0.23124999999999998,0.6875
+8 Ball Pool,The game continuously taking coins reason. Most people mod pockets ball weight way messed up. Fix bug fixes remove modders game would fun.,Positive,0.039999999999999994,0.38
+8 Ball Pool,good game. clubs free spins stuff like that. however does not let log fb google. friends fb google. stubborn im going different pool game,Positive,0.059999999999999984,0.5599999999999999
+8 Ball Pool,Fun game. Only bad thing hard play games cost half million takes long get much coins,Negative,-0.13854166666666667,0.44687499999999997
+8 Ball Pool,First need work rotation screen. Your game cannot provide double side full screen support. Major drawback.,Positive,0.05249999999999999,0.3566666666666667
+8 Ball Pool,"Some pay win aspects, also work way buy good que game dollars (you earn 1 free day) I did, would like suprise boxes bit fairer order level pay win players, overall great addictive game.",Positive,0.3,0.5166666666666667
+8 Ball Pool,"Hardest infinity addictive game. Whenever I bored want spend time, I play game tension free. Once started I able leave game. Awesome game till I played.",Negative,-0.02222222222222223,0.6583333333333334
+8 Ball Pool,I simply idea opponent player picking logic. And many compulsion make purchase something.,Positive,0.25,0.4285714285714286
+8 Ball Pool,U must put Honduras cue seems like took time read review able challenge amount money coins u happened,Positive,0.5,0.625
+8 Ball Pool,The thing I would like see done. Is lower level player get stuck higher level. And game wheel hit big numbers small number ever time.,Negative,-0.1,0.35
+8 Ball Pool,"Great game, I dropped star new update clubs glitchy; club leaderboard constantly displays inaccurate amounts, example, said I 67mil Id 330mil, went 150 mil, dropped again, since ive 1.05bill, says Ive 450 something million, make sense thats near even half ive whilst club, profit margin ive either. Please fix",Positive,0.07828282828282829,0.4174242424242424
+8 Ball Pool,"After years, still needs work. Not best game ok I guess",Negative,-0.13333333333333333,0.39999999999999997
+8 Ball Pool,It good game 7 days I become addicted it. Only complain get 250 500 daily spin. Are rewards show daily spin,Negative,-0.01666666666666668,0.43333333333333335
+8 Ball Pool,If got call playing. It's automatically enter home... It's irritating... Solve issues,Negative,-0.4,0.8
+8 Ball Pool,I happy breaking ball. Many times I get break 4-5 games continuously.,Positive,0.65,0.75
+8 Ball Pool,Keeps de-syncing mid game player... constantly disconnects. (And connection..) Otherwise would given least 4 stars,Negative,-0.175,0.2833333333333333
+8 Ball Pool,Game play totally bogus!!! Just win game stalls says slow connection. When Wi-Fi says I excellent connection!! Total B.S!!,Positive,0.09999999999999999,0.5857142857142856
+8 Ball Pool,Would much better I could easily make pic facebook profile again. It's little things like bring,Positive,0.24861111111111112,0.6111111111111112
+8 Ball Pool,Every thing nice admin plzzz help upload facebook photo im maybe 6 year old player 8 ball what's wrong u help admin plzzz,Positive,0.06666666666666665,0.7000000000000001
+8 Ball Pool,Would better 8 ball break win rather spotted back table. A 9 break win eight?,Positive,0.525,0.325
+8 Ball Pool,It always makes winner opponent network issue. Doesn't matter network issue belongs opponent... Hate it..,Negative,-0.8,0.9
+8 Ball Pool,"Loved game UNTIL I update. Now open even allow practicing offline. Pretty disappointing spending much time building stats gaining levels, etc. I guess option uninstall. Not cool!",Negative,-0.009821428571428576,0.6071428571428573
+8 Ball Pool,It's pretty good game I noticed need pay way much attention power pool stick along shot timer much.,Positive,0.19,0.4800000000000001
+8 Ball Pool,Spins nd purchases r rigged developer. The scratch n win never give reward. And poor gameplay.. high level players keep getting benifits. nt gud,Positive,0.18666666666666668,0.5133333333333333
+8 Ball Pool,"Ever since I updated, I've losing games time runs much faster should. Half time, it'll show I still time clock, turn end abruptly saying I ran time. Or, I'm middle aiming, cue disappears time runs out. That's frustrating! *Edited: I played 5 games straight w/o breaking. This worst pool game!",Negative,-0.23645833333333333,0.5083333333333333
+8 Ball Pool,"Fun game cue upgrades little things take beyond pool game. Also, spammed ads like free games are.",Negative,-0.057499999999999996,0.45999999999999996
+8 Ball Pool,sir new update awesome u solve issues issue played well club last time kickout many members u plzz solve issue plzz sir,Positive,0.40909090909090906,0.5053030303030304
+8 Ball Pool,Great addictive game... One thing guys improve VIP thingy makes different i'm gold also spin thing always get 100 75,Positive,0.1,0.6625
+8 Ball Pool,Lovely game. With lovely graphics controls. If look past flashy sales pitches haunt free play games amazing. I wish paid version without push messages sales stuff..,Positive,0.12142857142857144,0.6214285714285716
+8 Ball Pool,I love game... gets trouble everyday... The thing wrong straight shots make pockets,Negative,-0.10000000000000002,0.5166666666666666
+8 Ball Pool,This fu*king stupidity... glitche much... advice install fuc*ing stupid game... waste time...,Negative,-0.36,0.52
+8 Ball Pool,"Not playing game anymore default lobby max chip (not mention there's even confirmation window). This makes three times I've accidentally selected game risks chips I absolutely want to. If someone selects lobby play within, default back highest every single time. Just another way potentially lose chips buy more, you'reinto that. Smh.",Negative,-0.024489795918367356,0.48775510204081635
+8 Ball Pool,"The spinning wheel rigged. Other dont get play people rank dont get rank up. Refund coins! They cant dissapear?? Very addictive game, entertaining. However coins finished request gifts people online appear. Do something hourly bonus something players keep playing without actually purchase coins play?",Negative,-0.26071428571428573,0.6249999999999999
+8 Ball Pool,"The Best game.... want say 2 points. 1. I want say creator game add voice conversation option game, make exciting.... 2. Add option watch others game tournament playing. Some time gets bore You win quaterfinal semifinal Final match opponents 1st match. So bored felling everyone.. So I suggest add feature see others game tournament matches",Negative,-0.04000000000000001,0.55
+8 Ball Pool,"love new clubs...be cool club's actually prizes like stickers, shirts,cues,hats,...honesty anything would cool advertisement spread word game. game prizes like cues,big coins,mini games,chats,custom tables u challenge someone would dope. diffently need new profile pics win purchase..keep seeing lame ones. anything make custom player anything players win would major upgrade. sure must game classic... mine years.",Positive,0.1401262626262626,0.4809764309764311
+8 Ball Pool,"Best pool game EVER, aware HACKERS. Get Credit card ready. And pay Money ,,its best money making machine creators/owners. They need Couple private Jets. Many times. You accidently push 5 million game more, Don`t want play high stakes. And I Think friends thats plan. BASTARDS",Positive,0.281,0.4065
+8 Ball Pool,"The better pool game Google Play slightly buggy. When opponent's connection stable, suddenly says I run time even though I made shot. It also seem support push out. The timer needs b obvious runs out.",Negative,-0.013333333333333336,0.4133333333333333
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"Games alright, bit sketchy either opponent bad connection. The pool cue power bar needs look at. It's annoying I'm trying get right amount power, suddenly starts moving angle finger moved bar.",Negative,-0.3035714285714286,0.6505952380952381
+8 Ball Pool,Hi really like game. I tried ti purchase halloween pack twice amount got deducted bank account transaction pool showed declined.. Could u please let knw whether get pack money back?,Negative,-0.06666666666666667,0.20000000000000004
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"Awesome, liked look seeing Nickatnyte playing Molt! Glad added clubs , game needed it! One thing though , players get hopes winning big daily spin ... It's rigged get low prizes",Positive,0.28125,0.54375
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,The free spins joke. There 4 slots 250 lower always lands 4 16. Odds say control u spend money. Seems like play tons bots. Wheres Americans?,Positive,0.4,0.8
+8 Ball Pool,"Really! What I think game awesome, I play table pool time. This game real life pool. People complaining control, developers fault individual fault! If know manipulate, easy. 8 pool ✌✌peace men.",Positive,0.15476190476190474,0.5047619047619047
+8 Ball Pool,"I actually addicted game, seemed wierd critical times game I going win match game shuts time I get rebooted I've lost. Only time ever critical moments. I'll never play again. Promise that! The game totally rigged. Thats perfectly clear spin wheel always lands low #s. What's chances otherwise!. Rigged!",Negative,-0.09166666666666667,0.5527777777777778
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Worst servers Iran... From first time I tried game I acoutered message connection slow ( I tried best networks Iran ) Recently even connect game time! Please consider better servers cause many Iranians love game.,Positive,0.01363636363636364,0.4621212121212121
+8 Ball Pool,"Funny game never see cue battery inside. You earn upgrades pay coins, stupid. But recharge cue u using stupid thing.back star keep asking rate game stil nothing improved. call pocket game. pot ball wrong pocket ball hand opponent lose turn",Negative,-0.43571428571428567,0.7285714285714286
+8 Ball Pool,I previous profile however updates I lost 1.5 million coins rank! How sad frustrating! I start again! If 8 ball fix I'll give five stars.,Negative,-0.5729166666666667,0.7416666666666666
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Takes money different rates 11700 coins. I went 2500 game lost round come moneys gone. Also offers get coins dont get them. Fix glitch idiots want coins back,Negative,-0.2166666666666667,0.3666666666666667
+8 Ball Pool,"Great game. Use play mini clip years ago. Took star I cant block people play poorly. Ie purposely scratching break, scratching cause dont shot. Dont play like bitch.",Neutral,0.0,0.5833333333333334
+8 Ball Pool,"I've played pool games can, stands alone. You buy anything, progress faster IF choose to. The ONLY thing I would improve game is, bigger, bonuses. You know time, get get it. The new CLUB addition work fine addition game. Definitely pool games get addicted to. I am!!!!!!",Negative,-0.15587121212121213,0.5443181818181818
+8 Ball Pool,"Sorry greedy! I love game since I started Now club created, go 1 1 different club? The game would outstanding happens I rated star get attention. Sorry",Negative,-0.13214285714285715,0.6964285714285714
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"The game getting better, slowly. I still never got back 50 million coins lost due hacker affected everyone back. And designers still made option turn off/on daily deals, post fb, play someone new. Those popups seem keep happening frequently gets annoying. A lot people would agree on/off option those.",Negative,-0.08886363636363638,0.3329545454545454
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,Love game I'm issues requesting gifts club advise I restarted phone closed opened even checked updates. Any help would great worked fine today,Positive,0.24333333333333335,0.47000000000000003
+8 Ball Pool,So wanted enjoy game hacked death many people become boring. You pot ball back u started turn. Super fast fiber bb connection.it's badly maintained app.,Negative,-0.08333333333333331,0.5416666666666666
+8 Ball Pool,Really good addictive game. Me girlfriend constantly playing downfall sometimes watch videos free money dont emd getting it. Has happened numerous times great game,Positive,0.1375,0.5854166666666667
+8 Ball Pool,"It's good game. The spin win wheel definitely rigged. The highest I ever gotten 500 coins. Also, I used wait 15 seconds open Pro box, I wait 3 hours. I'm disappointed situations.",Positive,0.05833333333333335,0.525
+8 Ball Pool,Game cuts sometimes u loose turn sometimes causes match loss also spend money recharge stick whats about? I play real bca pool. A effort. B- effect,Negative,-0.09230769230769231,0.3230769230769231
+8 Ball Pool,"I HAVE USED THE DAILY SPIN 999999 times I never got 500 coins game tells buy better spin, Same BOX's. So shame !!!! Not Fair NOT FAIR Seriously? Out many spins get nothing good ? I unlucky.",Positive,0.029629629629629624,0.5101851851851852
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,I 700 hundred coins I new I 300 even I winning games player backing I played I waited player back I still getting extra 50 coins winning 100. So going able play day till I build coins,Positive,0.2727272727272727,0.4465909090909091
+8 Ball Pool,The Indian's cheat! You see. Can option choose opponents based I wish play 100 million cheating Indians permantly online.,Neutral,0.0,0.0
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,nan,nan,nan,nan
+8 Ball Pool,"It made chickens eat mice. Too many convenient bugs big games. Free spins joke. Why I wait opponents response.. lots flaws. Not sure rigged, seems like",Positive,0.1625,0.5722222222222222
+8 Ball Pool,"I'd give 5 stars everytime I offer free cash, NEVER goes through. I get level requires. Still NO REWARD! I'm issue either. Several friends problem... quit offers.",Positive,0.19999999999999998,0.26666666666666666
+8 Ball Pool,I enjoyed game much last 4 games ive played either taken money automatically said opponent im game take shot says ran time automatically wins. Fix problem ill rate 5 star. There many lags game like monaco lag dozens like somehow manages buy cue twice ended barely money,Negative,-0.03888888888888889,0.4185185185185185
+850 Sports News Digest,Amazing!! Really love simplicity app. All favourite sports present I dont really anything much say really. Although inclusion full scale table leagues scoreboard cricket would great. But even without great. ☺,Positive,0.44305555555555554,0.46111111111111114
+850 Sports News Digest,"Very Good Concept Clean Design I love clean, minimalistic design application. It keeps focus reader. There hardly issues. The clean design shows important relevant information",Positive,0.3772916666666667,0.7402083333333334
+850 Sports News Digest,Tony moores Great,Positive,0.8,0.75
+850 Sports News Digest,Great The missing live scores feature,Positive,0.24545454545454548,0.43333333333333335
+850 Sports News Digest,Keeps sporting loop. I bit dubious I proved wrong. It keeps date sports news.,Negative,-0.5,0.9
+850 Sports News Digest,850 good coverage Still point.,Positive,0.7,0.6000000000000001
+850 Sports News Digest,Nice I noticed full scorecard,Positive,0.475,0.775
+850 Sports News Digest,Great I gave 4 stars limited number sports let follow. Throw couple sports 5er.,Positive,0.3642857142857143,0.4464285714285714
+850 Sports News Digest,Robert Lindsay Excellent news views,Positive,1.0,1.0
+850 Sports News Digest,Awesome,Positive,1.0,1.0
+850 Sports News Digest,"Great design, needs content Although sports covered probably excellent much world, sorely lacking news major American leagues, NFL, NHL, NASCAR. I expect eventually covered, much me.",Positive,0.3770833333333334,0.4416666666666667
+850 Sports News Digest,Great!!!!! Never stop regular updates Biggest problem sports news getting updated. If new content that's meaningful keep app. Hope happen here. Lovely undoubtedly everything great.,Positive,0.48939393939393944,0.546911421911422
+850 Sports News Digest,"True sports fans need Simple effective. This excellent sports fans wish keep date big stories sport. A bonus NBA section, pulse recent playoff matches. Great easy use.",Positive,0.3979166666666667,0.5925595238095238
+850 Sports News Digest,"Really love concept, would great get updates content that's small thing. Great way catch sport hurry!",Positive,0.5125,0.625
+850 Sports News Digest,loading Perfectly working now..am enjoying it. Had problem loading initially,Positive,0.5,0.5333333333333333
+850 Sports News Digest,"Amazing This great soon I get I check sports news, great. #buy",Positive,0.7333333333333334,0.7999999999999999
+850 Sports News Digest,"Good For 5 stars I missed 3 sports. Ice Hockey ,snooker American football. But Overall good app.",Positive,0.35,0.30000000000000004
+850 Sports News Digest,Awesome Love many sports covers.,Positive,0.6666666666666666,0.7000000000000001
+850 Sports News Digest,"Excellent Great snapshot latest sport news, runs smoothly.",Positive,0.6749999999999999,0.7875
+850 Sports News Digest,Nice Color variations good n news update,Positive,0.6499999999999999,0.8
+850 Sports News Digest,Amazing It's bloody brilliant,Positive,0.23333333333333336,0.9333333333333332
+850 Sports News Digest,Great! But . . . Indonesian language yet added. Please add :(,Positive,0.125,0.875
+850 Sports News Digest,Loved it!! Suggestion : Could add widget too?,Positive,1.0,0.8
+850 Sports News Digest,UI Appealing graphically clear succinct comments.,Positive,0.3,0.44166666666666665
+850 Sports News Digest,Needs content Great UI needs content.,Positive,0.8,0.75
+850 Sports News Digest,The greatest sport update,Positive,1.0,1.0
+850 Sports News Digest,Great design,Positive,0.8,0.75
+850 Sports News Digest,"The best looking I've seen. I install try lot apps. I've device 30 seconds, already felt compelled produce review... Stunning visuals! Best looks/design I've seen. Five stars.",Positive,0.875,0.5333333333333333
+850 Sports News Digest,Superb sports app. This must anyone loves sports keep date. Gives brief update what's happening world sport every day. Very easy user friendly. Brilliant!,Positive,0.5876666666666667,0.7666666666666666
+850 Sports News Digest,Comprehensive Sports one. Highly recommended 4 sports lovers.,Positive,0.16,0.5399999999999999
+850 Sports News Digest,Brilliant App! Excellent app! Would recommend anyone interested sport,Positive,0.75,0.8333333333333334
+850 Sports News Digest,The information good I enjoy reading stories,Positive,0.55,0.55
+850 Sports News Digest,Great Easy read navigate,Positive,0.6166666666666667,0.7916666666666667
+850 Sports News Digest,Love app!,Positive,0.625,0.6
+850 Sports News Digest,Incredible featured I huge fan sports..... hv install many diff. Sports . But resolved. 850 sports news it. It gives even minor information sport. Not 1 many. Its better reading newspaper. I vry happy install app.,Positive,0.39999999999999997,0.6428571428571429
+850 Sports News Digest,Lovely apps. It comprises every game. Not 5 stars deseve 100 stars. Very nice game. I loved playing it. There many levels it. I loved playing it. Really word say app. Only single word superbbbbbbb apps. Very best best. Heartly thankfull. Very best whole gaming session playstore.,Positive,0.4077551020408164,0.5388775510204081
+850 Sports News Digest,nan,nan,nan,nan
+850 Sports News Digest,Vry df. From This awesome bcoz see sports update cricket soccer badminton tennis chess etc love thanku playstore introduce,Positive,0.75,0.8
+850 Sports News Digest,Must sportiesss ;) A nice decent easier UI needy info it. I liked cricket column far better creepy cricbuzz. So get stay updated,Positive,0.24523809523809526,0.8523809523809524
+850 Sports News Digest,"No annoying Aids Simply awesome The Best thing got love news sport No Idiotic Aids disturb ..One word""Brilliant""",Positive,0.688888888888889,0.7722222222222221
+8fit Workouts & Meal Planner,"I love app. Has plenty completely doable recipes, like complicated wall recipes plan. A variation work routines, broken 8 20 minutes, minutes. I also started yoga sessions added. All plans beginner level, feel like behind even get started.",Negative,-0.14,0.6199999999999999
+8fit Workouts & Meal Planner,"I love 8fit! I 1 yr pro membership pretty cheap things considered. I lot allergies dont good guide time. Workouts great lots different choices including yoga specific body workouts. Short workouts true payoff, always amazing! Would definately recommend!",Positive,0.40625,0.6225
+8fit Workouts & Meal Planner,"Absolutely love it! I exercises baby he's clingy, he'll thinks I'm playing. The music selection great, recipes awesome I love cater vegan diet well. I fun workouts done I realize. I change suit injuries, articles informative. I could never stick workouts I would get bored overwhelmed quit, makes everything easy seamless!",Positive,0.41041666666666665,0.6354166666666666
+8fit Workouts & Meal Planner,I really like app. I train everyday lately everytime updates starts acting up. It takes forever load workout delay moving next exercise. I've completed workout today would let save progress. The option gave delete workout I did. I really hope fix problem soon.,Negative,-0.016666666666666663,0.26666666666666666
+8fit Workouts & Meal Planner,"I thought would great sand first day I liked it. Then updated completely lost meal plan. It even said July 25th: ""There meals planned day. Your meal plan starts July 23rd."" Huh?!? So I'm supposed stsrve today?",Positive,0.44375,0.5708333333333333
+8fit Workouts & Meal Planner,They best customer reps there. I issue Rep went beyond I wanted. I also perks Pro member I honestly say workouts eating meal plan best! My suggestion would option reset meal plan case miss whole day.,Positive,0.7000000000000001,0.475
+8fit Workouts & Meal Planner,"So far love app. It everything meal plans catered dietary restrictions, great workouts videos. And logging activity list amazing... From climbing dance tennis. So whatever sport log it!",Positive,0.5375,0.8125
+8fit Workouts & Meal Planner,So I downloaded 3 days without able sign in. I tried signing fb account take back what's goal/sign page. I've tried creating new account still able sign in. I've uninstalled installed nothing,Positive,0.28409090909090906,0.42613636363636365
+8fit Workouts & Meal Planner,"Great get quick workout anytime anywhere. Spent extra meal planning part wish I hadn't. Not user friendly matter setting I picked, trouble finding day worth food I would like eat.",Positive,0.21547619047619046,0.3214285714285715
+8fit Workouts & Meal Planner,"As mom 2, it's hard find time work out. I love workouts short based current fitness ability. And there's talking, nice kids running around screaming. I wish optional stretch session workout.",Positive,0.16166666666666668,0.5683333333333334
+8fit Workouts & Meal Planner,I upgraded free plan subscription plan however I can't access upgrade app. An error message appears saying I've already purchased subscription. How frustrating! I sent message support team via I'm still waiting response.,Negative,-0.04999999999999999,0.8500000000000001
+8fit Workouts & Meal Planner,"Charged 60$ year account disabled day later, reported edit: That lie I created ticket 6614 help desk refund posted yet. All ignore help desk message cancel subscription. Your messages section either, I'm sure expecting check messages ""in app"". edit 2: acknowledging I subscription now, still communications help desk ticket",Positive,0.09999999999999999,0.3962962962962963
+8fit Workouts & Meal Planner,"After two days using app, simply stopped working. Once opened, whatever I tap white blank, I wait nothing appears, there's way I continue work outs. I uninstalled installed I result :/",Negative,-0.0625,0.3392857142857143
+8fit Workouts & Meal Planner,Edit: I've contact help desk received refund. Thanks quick reply. I deleted account. The fine itself. Just me. Mostly unhappy charged straight away.,Positive,0.11000000000000001,0.5
+8fit Workouts & Meal Planner,nan,nan,nan,nan
+8fit Workouts & Meal Planner,I've using two weeks I love it. A couple times music stopped workout I deal that. Today music stopped workout crashed I trying save progress. After took two three tries load continues crash trying load music I finish. I hope it'll fixed soon I love working 8fit everyday. Thanks :),Positive,0.21428571428571427,0.5142857142857143
+8fit Workouts & Meal Planner,"Great mini workouts I'm absolutely soaked sweat one. However, I moderate severe osteoarthritis workouts almost impossible although I suck deal pain I know important get every pound I knees. I think three pounds pressure every pound weight.",Positive,0.14666666666666667,0.8699999999999999
+8fit Workouts & Meal Planner,"I love app, thing I would like changed better meal tracking. The meal planning great, can't add meals items track calories whatnot, enter breakfast healthy unhealthy.",Positive,0.38,0.61
+8fit Workouts & Meal Planner,"I really looking forward using sadly took ages load anything eventhough internet fine, work it. Deleted I even used it. Shame.",Positive,0.038888888888888896,0.5666666666666667
+8fit Workouts & Meal Planner,"As mom 3 small kids, writing workout schedule meal plan (not mention grocery lists, taking kids store cooking boring healthy food) much extra work. This first I've found takes work life me! They workout plans videos timer built in, art shows you. It records many exercises many calories burned self. But I love meal plans! You pick type diet want foods know like, set meals make grocery list you!! That amazing. I'm glad I found app!",Positive,0.27640625,0.5833333333333334
+8fit Workouts & Meal Planner,Amazing! Its free teaches us build muscle helps us weight loss. Someday going see soccer field playing Barcelona Argentina.,Positive,0.5750000000000001,0.8500000000000001
+8fit Workouts & Meal Planner,"So far days. I enjoyed much. A mother 4, little hard get away. The comfort bringing workout home awesome.",Positive,0.22013888888888888,0.6569444444444444
+8fit Workouts & Meal Planner,"I like app, would much better could record Body measurements (no good health - why??) And also able add fat muscle content weight. That calculate BMI too. One comment; I want leave press back button never let's leave app.. I stuck go task manager close down.",Positive,0.09888888888888889,0.4027777777777778
+8fit Workouts & Meal Planner,I love much. They offer guided workouts videos sound effects without paying kind monthly fee. The workouts usually like 12 minutes fit I'm throughout day.,Positive,0.30833333333333335,0.4583333333333333
+8fit Workouts & Meal Planner,"Love app! Disappointed morning load workout screen, let enter activities last update.",Negative,-0.041666666666666664,0.47222222222222227
+8fit Workouts & Meal Planner,Love app! It gave difficulty right sections change hard was. It also gets information needs envasive. Highly recommend it!,Positive,0.20476190476190476,0.5543452380952381
+8fit Workouts & Meal Planner,I diagnosed degenerative disc disease & exercise best thing help symptoms. I needed something simple start PERFECTLY SIMPLE!,Positive,0.3333333333333333,0.33809523809523806
+8fit Workouts & Meal Planner,Can u fix ? I accept new term hangs says network error tried mulpiple wi fi data think error pls,Positive,0.13636363636363635,0.45454545454545453
+8fit Workouts & Meal Planner,Have 4 hrs doesnt work. Meal plan set wont change start date. It spins spins. Tried cancel subscription wouldn't either. Had cancel Google Play still cost $30 for.....a buggy frustration helpful.,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,"I'm since 4 weeks today. So far I lost 5,9 kgs, waist 5cm smaller. I pro account, however I'm following nutrition plan, bit (~1400 kcal day, 30% protein, 30%carbs 40%fat). Workouts good. Gave 4 stars, log, I'm using MyFitnessPal paper notebook well. Shows progress nicely. You save fav meals (pro), unlock extra workouts (pro). So overall good, I'm really missing food/workout log (just like others).",Positive,0.21111111111111108,0.4388888888888889
+8fit Workouts & Meal Planner,"I days I still getting hang it, far I really like it! The workouts perfect me, time intensity!:) I say, I believe I burned many calories claims workouts that's okay I know I DID put work!",Positive,0.49583333333333335,0.7000000000000001
+8fit Workouts & Meal Planner,So far good.... I've using 1 week pretty cool. The workouts pretty tough (but super fun) I recommended several friends. I'm phase 2 we'll see goes. I wish meals included free app...,Positive,0.22944444444444442,0.675
+8fit Workouts & Meal Planner,Edit: Excellent for. Had unpleasant surprise regarding bank account charged team easy contact fix mistake.,Positive,0.2611111111111111,0.9277777777777777
+8fit Workouts & Meal Planner,"I love workouts app, calorie burn statistics way unrealistic. No burn 400+ calories 12 minute workout.",Neutral,0.0,0.8
+8fit Workouts & Meal Planner,"Overall good, tried free version. I like I need pause workout I can't actually leave unless I want start workout over. Also, I'm sure voice coaching...I like sounds let know next move coming would helpful voice said move switch too. I also wish gave previews meals like could get idea without try premium period",Positive,0.26666666666666666,0.3981481481481482
+8fit Workouts & Meal Planner,I've trying pass 4th workout section 3 times every time I want save workout make error something I can't save,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,Just starting & workouts great. No equipment needed. Not long I fit in. I used meal plan part.,Positive,0.30625,0.4125
+8fit Workouts & Meal Planner,"I've using week now, I already disciplined working out. The scheduling feature great, I love move shown short video clip. P.S, I robot ha.",Positive,0.43333333333333335,0.55
+8fit Workouts & Meal Planner,nan,nan,nan,nan
+8fit Workouts & Meal Planner,Update broke it. No email still broke.,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,"I love app. Has plenty completely doable recipes, like complicated wall recipes plan. A variation work routines, broken 8 20 minutes, minutes. I also started yoga sessions added. All plans beginner level, feel like behind even get started.",Negative,-0.14,0.6199999999999999
+8fit Workouts & Meal Planner,"I love 8fit! I 1 yr pro membership pretty cheap things considered. I lot allergies dont good guide time. Workouts great lots different choices including yoga specific body workouts. Short workouts true payoff, always amazing! Would definately recommend!",Positive,0.40625,0.6225
+8fit Workouts & Meal Planner,"Absolutely love it! I exercises baby he's clingy, he'll thinks I'm playing. The music selection great, recipes awesome I love cater vegan diet well. I fun workouts done I realize. I change suit injuries, articles informative. I could never stick workouts I would get bored overwhelmed quit, makes everything easy seamless!",Positive,0.41041666666666665,0.6354166666666666
+8fit Workouts & Meal Planner,I really like app. I train everyday lately everytime updates starts acting up. It takes forever load workout delay moving next exercise. I've completed workout today would let save progress. The option gave delete workout I did. I really hope fix problem soon.,Negative,-0.016666666666666663,0.26666666666666666
+8fit Workouts & Meal Planner,"I thought would great sand first day I liked it. Then updated completely lost meal plan. It even said July 25th: ""There meals planned day. Your meal plan starts July 23rd."" Huh?!? So I'm supposed stsrve today?",Positive,0.44375,0.5708333333333333
+8fit Workouts & Meal Planner,They best customer reps there. I issue Rep went beyond I wanted. I also perks Pro member I honestly say workouts eating meal plan best! My suggestion would option reset meal plan case miss whole day.,Positive,0.7000000000000001,0.475
+8fit Workouts & Meal Planner,"So far love app. It everything meal plans catered dietary restrictions, great workouts videos. And logging activity list amazing... From climbing dance tennis. So whatever sport log it!",Positive,0.5375,0.8125
+8fit Workouts & Meal Planner,So I downloaded 3 days without able sign in. I tried signing fb account take back what's goal/sign page. I've tried creating new account still able sign in. I've uninstalled installed nothing,Positive,0.28409090909090906,0.42613636363636365
+8fit Workouts & Meal Planner,"Great get quick workout anytime anywhere. Spent extra meal planning part wish I hadn't. Not user friendly matter setting I picked, trouble finding day worth food I would like eat.",Positive,0.21547619047619046,0.3214285714285715
+8fit Workouts & Meal Planner,"As mom 2, it's hard find time work out. I love workouts short based current fitness ability. And there's talking, nice kids running around screaming. I wish optional stretch session workout.",Positive,0.16166666666666668,0.5683333333333334
+8fit Workouts & Meal Planner,I upgraded free plan subscription plan however I can't access upgrade app. An error message appears saying I've already purchased subscription. How frustrating! I sent message support team via I'm still waiting response.,Negative,-0.04999999999999999,0.8500000000000001
+8fit Workouts & Meal Planner,"Charged 60$ year account disabled day later, reported edit: That lie I created ticket 6614 help desk refund posted yet. All ignore help desk message cancel subscription. Your messages section either, I'm sure expecting check messages ""in app"". edit 2: acknowledging I subscription now, still communications help desk ticket",Positive,0.09999999999999999,0.3962962962962963
+8fit Workouts & Meal Planner,"After two days using app, simply stopped working. Once opened, whatever I tap white blank, I wait nothing appears, there's way I continue work outs. I uninstalled installed I result :/",Negative,-0.0625,0.3392857142857143
+8fit Workouts & Meal Planner,Edit: I've contact help desk received refund. Thanks quick reply. I deleted account. The fine itself. Just me. Mostly unhappy charged straight away.,Positive,0.11000000000000001,0.5
+8fit Workouts & Meal Planner,nan,nan,nan,nan
+8fit Workouts & Meal Planner,I've using two weeks I love it. A couple times music stopped workout I deal that. Today music stopped workout crashed I trying save progress. After took two three tries load continues crash trying load music I finish. I hope it'll fixed soon I love working 8fit everyday. Thanks :),Positive,0.21428571428571427,0.5142857142857143
+8fit Workouts & Meal Planner,"Great mini workouts I'm absolutely soaked sweat one. However, I moderate severe osteoarthritis workouts almost impossible although I suck deal pain I know important get every pound I knees. I think three pounds pressure every pound weight.",Positive,0.14666666666666667,0.8699999999999999
+8fit Workouts & Meal Planner,"I love app, thing I would like changed better meal tracking. The meal planning great, can't add meals items track calories whatnot, enter breakfast healthy unhealthy.",Positive,0.38,0.61
+8fit Workouts & Meal Planner,"I really looking forward using sadly took ages load anything eventhough internet fine, work it. Deleted I even used it. Shame.",Positive,0.038888888888888896,0.5666666666666667
+8fit Workouts & Meal Planner,"As mom 3 small kids, writing workout schedule meal plan (not mention grocery lists, taking kids store cooking boring healthy food) much extra work. This first I've found takes work life me! They workout plans videos timer built in, art shows you. It records many exercises many calories burned self. But I love meal plans! You pick type diet want foods know like, set meals make grocery list you!! That amazing. I'm glad I found app!",Positive,0.27640625,0.5833333333333334
+8fit Workouts & Meal Planner,Amazing! Its free teaches us build muscle helps us weight loss. Someday going see soccer field playing Barcelona Argentina.,Positive,0.5750000000000001,0.8500000000000001
+8fit Workouts & Meal Planner,"So far days. I enjoyed much. A mother 4, little hard get away. The comfort bringing workout home awesome.",Positive,0.22013888888888888,0.6569444444444444
+8fit Workouts & Meal Planner,"I like app, would much better could record Body measurements (no good health - why??) And also able add fat muscle content weight. That calculate BMI too. One comment; I want leave press back button never let's leave app.. I stuck go task manager close down.",Positive,0.09888888888888889,0.4027777777777778
+8fit Workouts & Meal Planner,I love much. They offer guided workouts videos sound effects without paying kind monthly fee. The workouts usually like 12 minutes fit I'm throughout day.,Positive,0.30833333333333335,0.4583333333333333
+8fit Workouts & Meal Planner,"Love app! Disappointed morning load workout screen, let enter activities last update.",Negative,-0.041666666666666664,0.47222222222222227
+8fit Workouts & Meal Planner,Love app! It gave difficulty right sections change hard was. It also gets information needs envasive. Highly recommend it!,Positive,0.20476190476190476,0.5543452380952381
+8fit Workouts & Meal Planner,I diagnosed degenerative disc disease & exercise best thing help symptoms. I needed something simple start PERFECTLY SIMPLE!,Positive,0.3333333333333333,0.33809523809523806
+8fit Workouts & Meal Planner,Can u fix ? I accept new term hangs says network error tried mulpiple wi fi data think error pls,Positive,0.13636363636363635,0.45454545454545453
+8fit Workouts & Meal Planner,Have 4 hrs doesnt work. Meal plan set wont change start date. It spins spins. Tried cancel subscription wouldn't either. Had cancel Google Play still cost $30 for.....a buggy frustration helpful.,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,"I'm since 4 weeks today. So far I lost 5,9 kgs, waist 5cm smaller. I pro account, however I'm following nutrition plan, bit (~1400 kcal day, 30% protein, 30%carbs 40%fat). Workouts good. Gave 4 stars, log, I'm using MyFitnessPal paper notebook well. Shows progress nicely. You save fav meals (pro), unlock extra workouts (pro). So overall good, I'm really missing food/workout log (just like others).",Positive,0.21111111111111108,0.4388888888888889
+8fit Workouts & Meal Planner,"I days I still getting hang it, far I really like it! The workouts perfect me, time intensity!:) I say, I believe I burned many calories claims workouts that's okay I know I DID put work!",Positive,0.49583333333333335,0.7000000000000001
+8fit Workouts & Meal Planner,So far good.... I've using 1 week pretty cool. The workouts pretty tough (but super fun) I recommended several friends. I'm phase 2 we'll see goes. I wish meals included free app...,Positive,0.22944444444444442,0.675
+8fit Workouts & Meal Planner,Edit: Excellent for. Had unpleasant surprise regarding bank account charged team easy contact fix mistake.,Positive,0.2611111111111111,0.9277777777777777
+8fit Workouts & Meal Planner,"I love workouts app, calorie burn statistics way unrealistic. No burn 400+ calories 12 minute workout.",Neutral,0.0,0.8
+8fit Workouts & Meal Planner,"Overall good, tried free version. I like I need pause workout I can't actually leave unless I want start workout over. Also, I'm sure voice coaching...I like sounds let know next move coming would helpful voice said move switch too. I also wish gave previews meals like could get idea without try premium period",Positive,0.26666666666666666,0.3981481481481482
+8fit Workouts & Meal Planner,I've trying pass 4th workout section 3 times every time I want save workout make error something I can't save,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,Just starting & workouts great. No equipment needed. Not long I fit in. I used meal plan part.,Positive,0.30625,0.4125
+8fit Workouts & Meal Planner,"I've using week now, I already disciplined working out. The scheduling feature great, I love move shown short video clip. P.S, I robot ha.",Positive,0.43333333333333335,0.55
+8fit Workouts & Meal Planner,nan,nan,nan,nan
+8fit Workouts & Meal Planner,Update broke it. No email still broke.,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,"Absolutely love it! I exercises baby he's clingy, he'll thinks I'm playing. The music selection great, recipes awesome I love cater vegan diet well. I fun workouts done I realize. ... Full Review",Positive,0.5958333333333333,0.6166666666666667
+8fit Workouts & Meal Planner,"I love 8fit! I 1 yr pro membership pretty cheap things considered. I lot allergies dont good guide time. Workouts great lots different choices including yoga specific body workouts. Short workouts true payoff, always amazing! Would definately recommend!",Positive,0.40625,0.6225
+8fit Workouts & Meal Planner,I really like app. I train everyday lately everytime updates starts acting up. It takes forever load workout delay moving next exercise. I've completed workout today would let save progress. The option gave delete workout I did. I really hope fix problem soon.,Negative,-0.016666666666666663,0.26666666666666666
+8fit Workouts & Meal Planner,"I thought would great sand first day I liked it. Then updated completely lost meal plan. It even said July 25th: ""There meals planned day. Your meal plan starts July 23rd."" Huh?!? So I'm supposed stsrve today?",Positive,0.44375,0.5708333333333333
+8fit Workouts & Meal Planner,They best customer reps there. I issue Rep went beyond I wanted. I also perks Pro member I honestly say workouts eating meal plan best! My suggestion would option reset meal plan case miss whole day.,Positive,0.7000000000000001,0.475
+8fit Workouts & Meal Planner,"So far love app. It everything meal plans catered dietary restrictions, great workouts videos. And logging activity list amazing... From climbing dance tennis. So whatever sport log it!",Positive,0.5375,0.8125
+8fit Workouts & Meal Planner,So I downloaded 3 days without able sign in. I tried signing fb account take back what's goal/sign page. I've tried creating new account still able sign in. I've uninstalled installed nothing,Positive,0.28409090909090906,0.42613636363636365
+8fit Workouts & Meal Planner,"Great get quick workout anytime anywhere. Spent extra meal planning part wish I hadn't. Not user friendly matter setting I picked, trouble finding day worth food I would like eat.",Positive,0.21547619047619046,0.3214285714285715
+8fit Workouts & Meal Planner,"As mom 2, it's hard find time work out. I love workouts short based current fitness ability. And there's talking, nice kids running around screaming. I wish optional stretch session workout.",Positive,0.16166666666666668,0.5683333333333334
+8fit Workouts & Meal Planner,"Charged 60$ year account disabled day later, reported edit: That lie I created ticket 6614 help desk refund posted yet. All ignore help desk message cancel subscription. Your messages section either, I'm sure expecting check messages ""in app"". edit 2: acknowledging I subscription now, still communications help desk ticket",Positive,0.09999999999999999,0.3962962962962963
+8fit Workouts & Meal Planner,"After two days using app, simply stopped working. Once opened, whatever I tap white blank, I wait nothing appears, there's way I continue work outs. I uninstalled installed I result :/",Negative,-0.0625,0.3392857142857143
+8fit Workouts & Meal Planner,Edit: I've contact help desk received refund. Thanks quick reply. I deleted account. The fine itself. Just me. Mostly unhappy charged straight away.,Positive,0.11000000000000001,0.5
+8fit Workouts & Meal Planner,nan,nan,nan,nan
+8fit Workouts & Meal Planner,I've using two weeks I love it. A couple times music stopped workout I deal that. Today music stopped workout crashed I trying save progress. After took two three tries load continues crash trying load music I finish. I hope it'll fixed soon I love working 8fit everyday. Thanks :),Positive,0.21428571428571427,0.5142857142857143
+8fit Workouts & Meal Planner,"Great mini workouts I'm absolutely soaked sweat one. However, I moderate severe osteoarthritis workouts almost impossible although I suck deal pain I know important get every pound I knees. I think three pounds pressure every pound weight.",Positive,0.14666666666666667,0.8699999999999999
+8fit Workouts & Meal Planner,"I love app, thing I would like changed better meal tracking. The meal planning great, can't add meals items track calories whatnot, enter breakfast healthy unhealthy.",Positive,0.38,0.61
+8fit Workouts & Meal Planner,"I really looking forward using sadly took ages load anything eventhough internet fine, work it. Deleted I even used it. Shame.",Positive,0.038888888888888896,0.5666666666666667
+8fit Workouts & Meal Planner,"As mom 3 small kids, writing workout schedule meal plan (not mention grocery lists, taking kids store cooking boring healthy food) much extra work. This first I've found takes work life me! They workout plans videos timer built in, art shows you. It records many exercises many calories burned self. But I love meal plans! You pick type diet want foods know like, set meals make grocery list you!! That amazing. I'm glad I found app!",Positive,0.27640625,0.5833333333333334
+8fit Workouts & Meal Planner,Amazing! Its free teaches us build muscle helps us weight loss. Someday going see soccer field playing Barcelona Argentina.,Positive,0.5750000000000001,0.8500000000000001
+8fit Workouts & Meal Planner,"So far days. I enjoyed much. A mother 4, little hard get away. The comfort bringing workout home awesome.",Positive,0.22013888888888888,0.6569444444444444
+8fit Workouts & Meal Planner,I love much. They offer guided workouts videos sound effects without paying kind monthly fee. The workouts usually like 12 minutes fit I'm throughout day.,Positive,0.30833333333333335,0.4583333333333333
+8fit Workouts & Meal Planner,"Love app! Disappointed morning load workout screen, let enter activities last update.",Negative,-0.041666666666666664,0.47222222222222227
+8fit Workouts & Meal Planner,Love app! It gave difficulty right sections change hard was. It also gets information needs envasive. Highly recommend it!,Positive,0.20476190476190476,0.5543452380952381
+8fit Workouts & Meal Planner,I diagnosed degenerative disc disease & exercise best thing help symptoms. I needed something simple start PERFECTLY SIMPLE!,Positive,0.3333333333333333,0.33809523809523806
+8fit Workouts & Meal Planner,Can u fix ? I accept new term hangs says network error tried mulpiple wi fi data think error pls,Positive,0.13636363636363635,0.45454545454545453
+8fit Workouts & Meal Planner,Have 4 hrs doesnt work. Meal plan set wont change start date. It spins spins. Tried cancel subscription wouldn't either. Had cancel Google Play still cost $30 for.....a buggy frustration helpful.,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,"I'm since 4 weeks today. So far I lost 5,9 kgs, waist 5cm smaller. I pro account, however I'm following nutrition plan, bit (~1400 kcal day, 30% protein, 30%carbs 40%fat). Workouts good. Gave 4 stars, log, I'm using MyFitnessPal paper notebook well. Shows progress nicely. You save fav meals (pro), unlock extra workouts (pro). So overall good, I'm really missing food/workout log (just like others).",Positive,0.21111111111111108,0.4388888888888889
+8fit Workouts & Meal Planner,So far good.... I've using 1 week pretty cool. The workouts pretty tough (but super fun) I recommended several friends. I'm phase 2 we'll see goes. I wish meals included free app...,Positive,0.22944444444444442,0.675
+8fit Workouts & Meal Planner,Edit: Excellent for. Had unpleasant surprise regarding bank account charged team easy contact fix mistake.,Positive,0.2611111111111111,0.9277777777777777
+8fit Workouts & Meal Planner,"I love workouts app, calorie burn statistics way unrealistic. No burn 400+ calories 12 minute workout.",Neutral,0.0,0.8
+8fit Workouts & Meal Planner,"Overall good, tried free version. I like I need pause workout I can't actually leave unless I want start workout over. Also, I'm sure voice coaching...I like sounds let know next move coming would helpful voice said move switch too. I also wish gave previews meals like could get idea without try premium period",Positive,0.26666666666666666,0.3981481481481482
+8fit Workouts & Meal Planner,I've trying pass 4th workout section 3 times every time I want save workout make error something I can't save,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,Just starting & workouts great. No equipment needed. Not long I fit in. I used meal plan part.,Positive,0.30625,0.4125
+8fit Workouts & Meal Planner,"I've using week now, I already disciplined working out. The scheduling feature great, I love move shown short video clip. P.S, I robot ha.",Positive,0.43333333333333335,0.55
+8fit Workouts & Meal Planner,nan,nan,nan,nan
+8fit Workouts & Meal Planner,Update broke it. No email still broke.,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,"It's great way stay motivated. Short workouts long ones, either way, get fitness day.",Positive,0.25,0.4833333333333334
+8fit Workouts & Meal Planner,"open first - wanted try 30 days see I thought, I open cancel subscription (uninstalling cancel it) I charged using even work D:",Positive,0.08333333333333333,0.4444444444444444
+8fit Workouts & Meal Planner,"Love, love love everything this! The thing is, I wish way cast workouts smart tv order follow exercises ease.",Positive,0.45982142857142855,0.6107142857142857
+8fit Workouts & Meal Planner,Really great I would recommend it. Got sweating like heatwave. THANK YOU,Positive,0.8,0.75
+8fit Workouts & Meal Planner,"It work, I'm sure phone. I want try let continue first screen, I can't even create account, says ""network error"" I checked WiFi ok. Can help me?",Positive,0.4166666666666667,0.5740740740740741
+8fit Workouts & Meal Planner,Keeps freezing user agreement. I 4 bars wifi. Tried restarting phone 4 times every time still freezes user agreement,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,nan,nan,nan,nan
+8fit Workouts & Meal Planner,"The workouts right me, based parameters I put setting up. Love getting bored routine every day, decide exercises day, let vary me.",Positive,0.09523809523809523,0.7119047619047619
+8fit Workouts & Meal Planner,I signed free trials charged suddenly 1 year. What heck? I already stop using even get notified I'm going charged whole year 78$!!!!!!!!,Positive,0.4666666666666666,0.5666666666666668
+8fit Workouts & Meal Planner,Love app. Gets sweating gives workouts able easy. Definitely would recommend can't afford gym membership.,Positive,0.35833333333333334,0.6395833333333334
+8fit Workouts & Meal Planner,"Just beginning personalized workouts meals spot on, feels like It's personalized trainer nutritionist less cost...I rated four first week",Positive,0.04166666666666667,0.19999999999999998
+8fit Workouts & Meal Planner,"For now I am with the free plan it seems great exercise routine that needs to be done, I hope to maintain that pace to get the expected results",Positive,0.3666666666666667,0.65
+8fit Workouts & Meal Planner,It's great except often network problem often work.....very frustrating paying something gives trouble.,Positive,0.06666666666666667,0.6166666666666666
+8fit Workouts & Meal Planner,"I used I charged $60 annual fee consent. I requested assistance yet contacted. Please give refund. I charged I use, given consent charge account",Neutral,0.0,0.0
+8fit Workouts & Meal Planner,"Love app, I free version exercise routines, love quick easy fit day. Also like reminders. Just wish could play music accompany exercises.",Positive,0.42777777777777776,0.6222222222222222
+8fit Workouts & Meal Planner,"This useless, keeps saying network error I even begin definitely network connection",Negative,-0.25,0.35
+8fit Workouts & Meal Planner,"I love meal planning feature and, purchase membership, emails grocery list! The activities schedules intense effective. The meals tasty enjoyable.",Positive,0.48124999999999996,0.7500000000000001
+8fit Workouts & Meal Planner,"Amazing app, I needed help get motivated. The exercises really good food delicious. Great I customize everything personal day day life.",Positive,0.6199999999999999,0.71
+8fit Workouts & Meal Planner,"Its really good app, started works great, gonna observe days purchase premium. But although still free, kinda loving",Positive,0.625,0.7750000000000001
+8fit Workouts & Meal Planner,I LOVE can't I save workouts get blue sticker.. frustrating!!! please fix,Negative,-0.09375,0.5333333333333333
+8fit Workouts & Meal Planner,"These tabata workouts killer. Love person trainer vibe app. It's great workout start lift day with, gets core extremis good hot",Positive,0.5625,0.7000000000000001
+8fit Workouts & Meal Planner,Workout reminder helpful exercises hard someone kinda shape!,Negative,-0.36458333333333337,0.5416666666666666
+8fit Workouts & Meal Planner,I love app.It's useful.,Positive,0.4,0.3
+8fit Workouts & Meal Planner,I surprised much calories burn 9minutes.....i would recommend anyone everyone wants stay healthy fit.,Positive,0.27999999999999997,0.42000000000000004
+8fit Workouts & Meal Planner,I've never used this. I've tried cancel account I'm still charged.,Neutral,0.0,0.0
+8fit Workouts & Meal Planner,It great app. It keeps motivated nice say done submit. You really feel like accomplished something !,Positive,0.46249999999999997,0.6125
+8fit Workouts & Meal Planner,Too bad nutrition plan pay.i budget,Negative,-0.6999999999999998,0.6666666666666666
+8fit Workouts & Meal Planner,"love recipes preferences, exercise sessions pace pick music. making journey pleasant!",Positive,0.7083333333333333,0.7833333333333333
+8fit Workouts & Meal Planner,"I can't sign up!!! Keeps saying ""error connecting server.try again"" Yet connection fine, working well.",Positive,0.4166666666666667,0.5
+8fit Workouts & Meal Planner,Really handy workout app. Love different levels helps getting small rewards exercise say I'm making progress,Positive,0.21250000000000002,0.625
+8fit Workouts & Meal Planner,This fantastic provides many workout videos choose even specific ones target certain areas. Best NO ADS! Love it!!!,Positive,0.5151413690476191,0.4994047619047619
+8fit Workouts & Meal Planner,Honestly really great start someone overweight unfit looking change lifestyle.,Positive,0.8,0.75
+8fit Workouts & Meal Planner,"I recently started using app, I really enjoy it. It's suited personal goals needs perfect!",Positive,0.35,0.5125
+8fit Workouts & Meal Planner,I truly delighted! I needed able get back shape yoga lessons send incredibly free mind state! This amazing!,Positive,0.525,0.605
+8fit Workouts & Meal Planner,Wow second day I'm sweaty,Positive,0.05,0.5
+8fit Workouts & Meal Planner,"A fab way getting daily exercise in, (aside certain extras meal plan) completely free!",Positive,0.2380952380952381,0.45714285714285713
+8fit Workouts & Meal Planner,"Easy start, much start eventually ramp more. Meal planning super helpful. Love notifications keep accountable.",Positive,0.3933333333333333,0.56
+8fit Workouts & Meal Planner,"Short intense workouts, perfect someone who's ready spend hours gym lots cash fitness plan!",Positive,0.3625,0.7
+8fit Workouts & Meal Planner,I really enjoying keeping game requires lot less thinking I stay focused.,Negative,-0.022222222222222227,0.35555555555555557
+8fit Workouts & Meal Planner,I'm day 2. Very easy follow realistic goals suit needs. So far great!,Positive,0.4575,0.7708333333333333
+8fit Workouts & Meal Planner,"Great beginners workout wanting start gym. Do 30 days first, add gym next 30 days!!",Positive,0.35000000000000003,0.3611111111111111
+8fit Workouts & Meal Planner,Great daily workouts mom's much time workout. I mine I put little bed.,Positive,0.203125,0.3625
+8fit Workouts & Meal Planner,This good! I've finally found combines meal plan exercise plan. The meals delicious & workouts invigorating!,Positive,0.625,0.8666666666666667
+8fit Workouts & Meal Planner,Love shows exercises love usually less 10 minutes. Great busy person!,Positive,0.3516666666666667,0.46333333333333326
+8fit Workouts & Meal Planner,"Excellent, lots choices different exercises depending needs are, nice fresh easy meal ideas always fun motivating.",Positive,0.4388888888888889,0.688888888888889
+8fit Workouts & Meal Planner,Great app! I love guidance quick demos correct way exercise. The structure workout routine helps.,Positive,0.611111111111111,0.6166666666666667
+8fit Workouts & Meal Planner,Easy follow. You certainly feel burn. Great ready exercise need help so.,Positive,0.41190476190476194,0.6636904761904762
+8fit Workouts & Meal Planner,"Awesome App, easy follow. Creative fulfilling workouts... I'm really happy I chose 8 Fit!",Positive,0.6466666666666667,0.8466666666666667
+8fit Workouts & Meal Planner,"It's good app, need visit gym cos exercises something home.",Positive,0.7,0.6000000000000001
+8fit Workouts & Meal Planner,Great keep accountable give diet exercise perfectly match goals. I highly recommend it!,Positive,0.6666666666666666,0.7633333333333333
+8fit Workouts & Meal Planner,Loving app! The meal plans great. The recipes awesome. The exercises easy follow. I'm feeling better I'm already seeing results.,Positive,0.6966666666666667,0.8066666666666666
+8fit Workouts & Meal Planner,"Great app! Easy use, easy video instructions needed exercise! You set reminder next day!",Positive,0.49375,0.6041666666666667
+8fit Workouts & Meal Planner,Great fitness level. I like change routine every day get boring.,Negative,-0.09999999999999998,0.875
+8fit Workouts & Meal Planner,Love free version. Probably going pay pro version soon. Definitely great way work strength & cardio well,Positive,0.5666666666666668,0.7166666666666667
+8fit Workouts & Meal Planner,"It's perfect beginners, challenging gives results stay constant trust process.",Positive,0.5,0.7777777777777778
+8fit Workouts & Meal Planner,Makes fun easy work longest work I've 17 mins perfect working mom.,Positive,0.5777777777777778,0.6777777777777777
+8fit Workouts & Meal Planner,"Just started this. So far? Clean, simple, intuitive. Good meal plans workouts. Going stick while!",Positive,0.3354166666666667,0.6642857142857144
+8fit Workouts & Meal Planner,"love app! easy straight forward, tailor fit schedule! Meal plans amazing tasty!!",Positive,0.5391666666666667,0.6266666666666667
+8fit Workouts & Meal Planner,"I loving it! It really improved daily routine, helped keep ""daily"".",Positive,0.2375,0.2875
+8fit Workouts & Meal Planner,"Challenging. Pushing limits without overstepping. Enough make sweat, work it, push harder. Great app.",Positive,0.30000000000000004,0.5625
+8fit Workouts & Meal Planner,"Love reminds work out, tracks progress, gives exercises try choice own.",Positive,0.55,0.8
+8fit Workouts & Meal Planner,nan,nan,nan,nan
+8fit Workouts & Meal Planner,nan,nan,nan,nan
+8fit Workouts & Meal Planner,Amazing app! The workouts based skill level super helpful whatever personal goal is!,Positive,0.36111111111111116,0.6222222222222222
+95Live -SG#1 Live Streaming App,I know Chinese wish English version app. This best Google play store!,Positive,0.3333333333333333,0.09999999999999999
+95Live -SG#1 Live Streaming App,"Recharged but didn't make any money, but also deducted my money. What happened? Trouble, what is the problem?",Negative,-0.2,0.2
+95Live -SG#1 Live Streaming App,What I think I mite find beautiful lady every wear,Positive,0.85,1.0
+95Live -SG#1 Live Streaming App,"Gay app, using English translation.",Positive,0.20833333333333334,0.2916666666666667
+95Live -SG#1 Live Streaming App,It makes happy positive,Positive,0.5136363636363637,0.7727272727272727
+95Live -SG#1 Live Streaming App,SeeSex,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,"The card is terrible, complaining about the customer service, they have no way, bad!",Negative,-0.9374999999999999,0.8333333333333333
+95Live -SG#1 Live Streaming App,Is there dew point?,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,The picture is too small,Negative,-0.25,0.4
+95Live -SG#1 Live Streaming App,like,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Nice,Positive,0.6,1.0
+95Live -SG#1 Live Streaming App,"Creepy. If like watching people put makeup go ahead, weirdos. Also comment guarantee racist response developer, wait lol.",Positive,0.15000000000000002,0.85
+95Live -SG#1 Live Streaming App,I'm sorry I seen,Negative,-0.5,1.0
+95Live -SG#1 Live Streaming App,Stupid app..just chinese..actually bad,Negative,-0.7499999999999999,0.8333333333333333
+95Live -SG#1 Live Streaming App,Ling ling lang lee lim low lo li ho ching chong dumpling,Neutral,0.0,0.3
+95Live -SG#1 Live Streaming App,Always Stay Alive,Positive,0.1,0.4
+95Live -SG#1 Live Streaming App,I think Lovely xxx,Positive,0.5,0.75
+95Live -SG#1 Live Streaming App,"understand Chinese, you.",Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Nice n fun,Positive,0.44999999999999996,0.6
+95Live -SG#1 Live Streaming App,Not sexy enough can't see breast Portom,Negative,-0.125,0.75
+95Live -SG#1 Live Streaming App,"Please fix it, wait for 15 minutes, still buffering, still can't get into this app, it has been buffering in the interface.",Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Not English stop finding way around using pictures. It's Chinese cam model app.,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Waste people singing English,Negative,-0.1,0.0
+95Live -SG#1 Live Streaming App,Not sexy enough I wanted girl open bra panty looks sexy,Positive,0.0625,0.75
+95Live -SG#1 Live Streaming App,I wish change language,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,18sx+,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,nan,nan,nan,nan
+95Live -SG#1 Live Streaming App,ok,Positive,0.5,0.5
+95Live -SG#1 Live Streaming App,Awesome,Positive,1.0,1.0
+95Live -SG#1 Live Streaming App,I wanted write company say reading notes sound like bunch racists. Please Chinese. Damn racists,Positive,0.2,0.2
+95Live -SG#1 Live Streaming App,"Stupid chinese girls,so boring",Negative,-0.6,0.6666666666666666
+95Live -SG#1 Live Streaming App,"No need to see girls naked, bad live broadcast",Negative,-0.18787878787878784,0.5222222222222223
+95Live -SG#1 Live Streaming App,Why aren't women naked? . Give some IDs. . .,Neutral,0.0,0.4
+95Live -SG#1 Live Streaming App,Only written Chinese,Neutral,0.0,0.5
+95Live -SG#1 Live Streaming App,Nice,Positive,0.6,1.0
+95Live -SG#1 Live Streaming App,"I enjoyed days apps. But things happen today, I can't see comments send gift. Please fix",Positive,0.5,0.7
+95Live -SG#1 Live Streaming App,I love even speak Chinese u guys plz make English give u 5☆☆☆☆☆,Positive,0.16666666666666666,0.19999999999999998
+95Live -SG#1 Live Streaming App,Hi. I lost account. How I retrieve it? Is email write to?,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Very strange sure knew showing youtube English speaking tubers maybe that's confusion I'm sure nice,Positive,0.30700000000000005,0.5945555555555556
+95Live -SG#1 Live Streaming App,Bad,Negative,-0.6999999999999998,0.6666666666666666
+95Live -SG#1 Live Streaming App,I know Chinese wish English version app. This best Google play store!,Positive,0.3333333333333333,0.09999999999999999
+95Live -SG#1 Live Streaming App,"Recharged but didn't make any money, but also deducted my money. What happened? Trouble, what is the problem?",Negative,-0.2,0.2
+95Live -SG#1 Live Streaming App,What I think I mite find beautiful lady every wear,Positive,0.85,1.0
+95Live -SG#1 Live Streaming App,"Gay app, using English translation.",Positive,0.20833333333333334,0.2916666666666667
+95Live -SG#1 Live Streaming App,It makes happy positive,Positive,0.5136363636363637,0.7727272727272727
+95Live -SG#1 Live Streaming App,SeeSex,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,"The card is terrible, complaining about the customer service, they have no way, bad!",Negative,-0.9374999999999999,0.8333333333333333
+95Live -SG#1 Live Streaming App,Is there dew point?,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,The picture is too small,Negative,-0.25,0.4
+95Live -SG#1 Live Streaming App,like,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Nice,Positive,0.6,1.0
+95Live -SG#1 Live Streaming App,"Creepy. If like watching people put makeup go ahead, weirdos. Also comment guarantee racist response developer, wait lol.",Positive,0.15000000000000002,0.85
+95Live -SG#1 Live Streaming App,I'm sorry I seen,Negative,-0.5,1.0
+95Live -SG#1 Live Streaming App,Stupid app..just chinese..actually bad,Negative,-0.7499999999999999,0.8333333333333333
+95Live -SG#1 Live Streaming App,Ling ling lang lee lim low lo li ho ching chong dumpling,Neutral,0.0,0.3
+95Live -SG#1 Live Streaming App,Always Stay Alive,Positive,0.1,0.4
+95Live -SG#1 Live Streaming App,I think Lovely xxx,Positive,0.5,0.75
+95Live -SG#1 Live Streaming App,"understand Chinese, you.",Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Nice n fun,Positive,0.44999999999999996,0.6
+95Live -SG#1 Live Streaming App,Not sexy enough can't see breast Portom,Negative,-0.125,0.75
+95Live -SG#1 Live Streaming App,"Please fix it, wait for 15 minutes, still buffering, still can't get into this app, it has been buffering in the interface.",Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Not English stop finding way around using pictures. It's Chinese cam model app.,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Waste people singing English,Negative,-0.1,0.0
+95Live -SG#1 Live Streaming App,Not sexy enough I wanted girl open bra panty looks sexy,Positive,0.0625,0.75
+95Live -SG#1 Live Streaming App,I wish change language,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,18sx+,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,nan,nan,nan,nan
+95Live -SG#1 Live Streaming App,ok,Positive,0.5,0.5
+95Live -SG#1 Live Streaming App,Awesome,Positive,1.0,1.0
+95Live -SG#1 Live Streaming App,I wanted write company say reading notes sound like bunch racists. Please Chinese. Damn racists,Positive,0.2,0.2
+95Live -SG#1 Live Streaming App,"Stupid chinese girls,so boring",Negative,-0.6,0.6666666666666666
+95Live -SG#1 Live Streaming App,"No need to see girls naked, bad live broadcast",Negative,-0.18787878787878784,0.5222222222222223
+95Live -SG#1 Live Streaming App,Why aren't women naked? . Give some IDs. . .,Neutral,0.0,0.4
+95Live -SG#1 Live Streaming App,Only written Chinese,Neutral,0.0,0.5
+95Live -SG#1 Live Streaming App,Nice,Positive,0.6,1.0
+95Live -SG#1 Live Streaming App,"I enjoyed days apps. But things happen today, I can't see comments send gift. Please fix",Positive,0.5,0.7
+95Live -SG#1 Live Streaming App,I love even speak Chinese u guys plz make English give u 5☆☆☆☆☆,Positive,0.16666666666666666,0.19999999999999998
+95Live -SG#1 Live Streaming App,Hi. I lost account. How I retrieve it? Is email write to?,Neutral,0.0,0.0
+95Live -SG#1 Live Streaming App,Very strange sure knew showing youtube English speaking tubers maybe that's confusion I'm sure nice,Positive,0.30700000000000005,0.5945555555555556
+95Live -SG#1 Live Streaming App,Bad,Negative,-0.6999999999999998,0.6666666666666666
+A Call From Santa Claus!,"I like it, let register guest login. When I said naughty Santa shuldnt say I KNEW good something positive I'm good year. Now kids think abt Santa since call request. I many others feel same... Full Review",Positive,0.33246753246753247,0.5457792207792208
+A Call From Santa Claus!,Sorry I got 2 things I Review It let sign reason I put username said username found I tried message santa I tried many times put username I clicked guest I happy I started type I sent message santa I waiting hour still answer first time trying I demastated.,Positive,0.2625,0.7083333333333334
+A Call From Santa Claus!,"If two things I would love give five stars mostly fantastic. But I request call Santa way make naughty list call. It says ""oh I knew good year, makes happy"" great good, bad bad. And second thing real pause respond. Just long enough. It would nice could say name too. But I'm grateful part",Positive,0.2214285714285715,0.6345238095238095
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,This worst!!!!!! No answered! I'm disappointed answered text call back fake! DO NOT INSTALL THIS STUPID APP.,Negative,-0.635,0.75
+A Call From Santa Claus!,Not bad however trouble registering. Enter username password register. Looked like notification flashes screen once. Literally quick even see anything it. Looks like gray box flashes button login(if active account),Positive,0.08749999999999997,0.4916666666666667
+A Call From Santa Claus!,I thought wonderful santa actually answered loved got tell wanted christmas. The thing tried calling twice went voice mail. Thank you.,Positive,0.5666666666666667,0.6333333333333334
+A Call From Santa Claus!,Rubbish stupid spends minutes text allowances even though says free! Don't download!! And even real wants stupid!!,Negative,-0.17968749999999997,0.7375
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,"DISAPPOINTED!!!! We tried send message & kept saying ""no message entered."" No phone call ever happened either.",Negative,-1.0,0.75
+A Call From Santa Claus!,"It's ok, best, I think good little children feel involved Santa theme text Santa ring him. I think ring Santa, talks quick give ppl enough time give full answer. :)",Positive,0.3994791666666667,0.55625
+A Call From Santa Claus!,Really clever This really clever. The text good. How come I reply text Santa? (I tried minute ago),Positive,0.3444444444444444,0.7555555555555555
+A Call From Santa Claus!,Great! It exactly I needed do. It's got breaks long enough child actually answer.,Positive,0.24,0.4
+A Call From Santa Claus!,Id love wasn't ads. I mean allows adult ads on kids flip'n ridiculous.,Negative,-0.011458333333333334,0.6468750000000001
+A Call From Santa Claus!,Obviously Santa real sisters fooled. They loved it! They terrified naughty list.,Positive,0.23124999999999998,0.625
+A Call From Santa Claus!,I love guy's voice pause enough. My son tried tell Santa wanted Christmas 6 seconds say it.,Positive,0.25,0.55
+A Call From Santa Claus!,I think different accent current would better. Something santa Clausy rather middle American accent...to expand could make multi lingual expand languages next year. That make better. It's also great ensure kids... Full Review,Positive,0.23888888888888887,0.36666666666666664
+A Call From Santa Claus!,Oh goodness I think amazing little sister cute talking Santa!!!! I think works great I love message idea voice mail request call adorable reason 4 stars I wish santa could talk bit Lil' sis,Positive,0.5354166666666668,0.7916666666666666
+A Call From Santa Claus!,fake santa asking questions I even say anything still asking questions scam text ur personal information ask real santa Clause real santa Claus see u ur information,Negative,-0.024999999999999994,0.47500000000000003
+A Call From Santa Claus!,This pretty cool whenever friend Santa Claus real said yes also asked I've nice list versus nice list said yeah I knew good also good I wish little kids hit like par... Full Review,Positive,0.39583333333333337,0.6888888888888889
+A Call From Santa Claus!,I love Santa says he's happy nice child. But like fact daughter naughty...,Positive,0.4375,0.875
+A Call From Santa Claus!,I miss old Santa Claus north pole can't choose favorite foods sports input name age real feel,Positive,0.26666666666666666,0.5
+A Call From Santa Claus!,In opinion okay however I would enjoy I could've answered papa noël's questions pause long enough overall I much enjoyed,Positive,0.225,0.4333333333333333
+A Call From Santa Claus!,It's way boring press button wait till calls like 30 right 10 seconds,Negative,-0.35714285714285715,0.7678571428571428
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,Scar kids life putting naughty list getting call Santa. Worth every star reactions.,Positive,0.07499999999999998,0.5
+A Call From Santa Claus!,Will let set account. Not sure messages get response not. Trying kid it.,Negative,-0.25,0.8888888888888888
+A Call From Santa Claus!,0 stars get call santa recorded message I said nothing kept playing bad get waste time,Negative,-0.44999999999999996,0.3333333333333333
+A Call From Santa Claus!,My son figured fake. It give time kid answer. He keeps talking. My son figured recording stopped talking recording kept playing.,Negative,-0.5,1.0
+A Call From Santa Claus!,This No!!! Its pretty bad keeps saying I call ends call right disappointed:(,Negative,-0.33285714285714285,0.7904761904761904
+A Call From Santa Claus!,"I love I get call Santa I 2 problems, I can't talk goes voicemail I get making toys girls boys 2 Santa answer messages",Positive,0.5,0.6
+A Call From Santa Claus!,Saying bad things I got call Santa I'm 7 I give happened five stars Kentucky yeah,Negative,-0.6999999999999998,0.6666666666666666
+A Call From Santa Claus!,Awful Like I awful like right like annoying like listen anything saying,Negative,-0.6285714285714286,0.8589285714285714
+A Call From Santa Claus!,Dislike cant register help page ask questions ....would really good could .,Positive,0.7,0.6000000000000001
+A Call From Santa Claus!,I thought quite scary creators number weird said name I acc,Negative,-0.5,1.0
+A Call From Santa Claus!,Not great want know os say u call doesnt answer messages:(,Negative,-0.575,0.875
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,I put brother naughty list freaked I got trouble still good,Positive,0.11666666666666664,0.5666666666666668
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Call From Santa Claus!,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Manual of Acupuncture,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,Awordaday Only problem keep date.,Neutral,0.0,1.0
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,nan,nan,nan,nan
+A Word A Day,Great Would even better selection page displayed diacritics properly. Fix 5 stars :),Positive,0.45,0.5875
+A Word A Day,Nice I love it. It's handy I need new words college papers,Positive,0.4590909090909091,0.7386363636363636
+A Word A Day,nan,nan,nan,nan
+A Word A Day,Not really word day. More like couple words every week so.,Positive,0.2,0.35
+A&E - Watch Full Episodes of TV Shows,"It's actually really good app. I'm ddisappointed show I watch can't watched here. But, it. So I. Happy! Not ads. Just commercial based like t.v.. I understand complaints. I see bugs ads. Nothing u see cable. Its add phone. This surprisingly top notch",Positive,0.55,0.525
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,The commercial interrupt show sync shows watched tv. Even though log cable account,Neutral,0.0,0.0
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,More commercials watching live ones over. Then REPLAY sit them. shuts least 1x per day.,Positive,0.11212121212121212,0.4666666666666666
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,"I love app, though wish option episodes, way watch dont internet",Positive,0.5,0.6
+A&E - Watch Full Episodes of TV Shows,Was pleased easy great quality,Positive,0.5777777777777778,0.8611111111111112
+A&E - Watch Full Episodes of TV Shows,So So 2 Many Pop Up Ads,Positive,0.5,0.5
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,The content good - takes forever load - spend time waiting watching,Positive,0.7,0.6000000000000001
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,It's easy use.... quite ads I wish almost every video wasn'tLocked cool like,Positive,0.39166666666666666,0.7416666666666667
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Its great I wish unlocked shows.,Positive,0.8,0.75
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,I love life PD,Positive,0.5,0.6
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,I love dog family. I need please able unlock episodes. Help.,Positive,0.5,0.6125
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Too many advertisements,Positive,0.5,0.5
+A&E - Watch Full Episodes of TV Shows,"It's actually really good app. I'm ddisappointed show I watch can't watched here. But, it. So I. Happy! Not ads. Just commercial based like t.v.. I understand complaints. I see bugs ads. Nothing u see cable. Its add phone. This surprisingly top notch",Positive,0.55,0.525
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Can't watch anything. Keeps saying need re-authenticate. Then blank screen,Neutral,0.0,0.0
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Just tiny bit lag overall really great,Positive,0.26666666666666666,0.4166666666666667
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Its great I wish unlocked shows.,Positive,0.8,0.75
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,I love able watch favorite shows directly phone.,Positive,0.4,0.65625
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,I liked it. Was able watch Billy Exterminator full episodes seasons.,Positive,0.4833333333333334,0.6583333333333333
+A&E - Watch Full Episodes of TV Shows,It's I thought would,Neutral,0.0,0.0
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,I love dog family. I need please able unlock episodes. Help.,Positive,0.5,0.6125
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Too many advertisements,Positive,0.5,0.5
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,"This Great runs smooth Plenty Content! The reason gets 4 Stars because, sometimes probably 3-4 times week lock shows lock next them. So I enter username/password unlock them. This annoying drawback me. But trying drag mud, It Still great lot interesting Shows! Solid 4 Stars always room improvement..",Positive,0.22812500000000002,0.44635416666666666
+A&E - Watch Full Episodes of TV Shows,"MORE COMMERCIALS I've ever seen app! I even upgraded version unlock episodes. 1 episode 7 commercials breaks, 4 commercials time. Love A&E, way I watch hour episode hour half still want watch",Positive,0.3194444444444445,0.4222222222222223
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,"The commercials absolutely ridiculous. In 45 minute episode, 5 commercial breaks, 3-5 commercials piece.",Negative,-0.16666666666666666,0.5
+A&E - Watch Full Episodes of TV Shows,"The many ads, episodes free. I seriously disappointed app!",Negative,-0.012499999999999992,0.6833333333333332
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Its clear runs smooth...my issue u stop watching show come back later goes directly double long commercial break,Positive,0.008333333333333337,0.13055555555555556
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Ads way loud I deaf I tends bit clunky needs better programming,Positive,0.3,0.65
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Was pleased easy great quality,Positive,0.5777777777777778,0.8611111111111112
+A&E - Watch Full Episodes of TV Shows,So So 2 Many Pop Up Ads,Positive,0.5,0.5
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,The content good - takes forever load - spend time waiting watching,Positive,0.7,0.6000000000000001
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,"It take long submit night before's shows. If internet, POSSIBLY access previous show. If not, app....its literally toss up. Not exactly fair book whether I internet home cell!",Negative,-0.16354166666666667,0.6166666666666667
+A&E - Watch Full Episodes of TV Shows,Just tiny bit lag overall really great,Positive,0.26666666666666666,0.4166666666666667
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,I can't watch it.,Neutral,0.0,0.0
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Love app. First 48 life,Positive,0.375,0.4666666666666667
+A&E - Watch Full Episodes of TV Shows,I liked it. Was able watch Billy Exterminator full episodes seasons.,Positive,0.4833333333333334,0.6583333333333333
+A&E - Watch Full Episodes of TV Shows,It's I thought would,Neutral,0.0,0.0
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,nan,nan,nan,nan
+A&E - Watch Full Episodes of TV Shows,Enjoy watching shows I've missed tv,Positive,0.4,0.5
+A&E - Watch Full Episodes of TV Shows,Too many advertisements,Positive,0.5,0.5
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,I dropped rating! As last update I longer delete photos!! What happened?? I often take extra pics order choose right delete extra. Now I cannot delete memory filling unwanted unneeded pics!! Some I try delete multiplying!! PLEASE FIX back old version!! :(,Negative,-0.04400510204081633,0.2860544217687075
+A+ Gallery - Photos & Videos,"The good. But I 2 problems 1. I cannot remove album cover set. I change another picture. Please fix this. 2. When selecting pics right column, scroll bar gets activated tone. This irritating since scroll way back were.",Positive,0.1464285714285714,0.48392857142857143
+A+ Gallery - Photos & Videos,Installed x3. put shortcut home screen therefore unusable since I find launch it. Really stupid.,Negative,-0.7999999999999999,1.0
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,I love much better gallery apps..,Positive,0.5,0.55
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Entire album corrupted opening. I lost friends photos. I disappointed app.,Negative,-0.375,0.6875
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Apps good add. Very bad,Negative,-0.10499999999999993,0.7333333333333334
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,It got many features ph9to editing features good,Positive,0.6,0.55
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,"Not good, nothing good with nothing.",Positive,0.175,0.6000000000000001
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Alert July 28th contains contain virus gone missing devices might security virus program still remains Google Play store .,Negative,-0.2,0.05
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,"I try a lot before choosing this application, it is the best, even the photos are covered by GPS. Wawww",Positive,1.0,0.3
+A+ Gallery - Photos & Videos,"Need option group photos main page, easily searchable. If need description feature I explain you.",Positive,0.3,0.5833333333333334
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,"Ok, good job, catches areas images be, problem though certain used editing, that, love it!",Positive,0.5098214285714285,0.5678571428571428
+A+ Gallery - Photos & Videos,I cannot see photos videos,Neutral,0.0,0.0
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,"This would great gallery IF would let rename photos. But since won't, I uninstalled it.",Positive,0.8,0.75
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Back 4 stars...can't save Travel photo. Says 'Please Try Again Later' every time...not sure that's possible.,Positive,0.125,0.4722222222222222
+A+ Gallery - Photos & Videos,Organised scattered images & videos place .,Neutral,0.0,0.0
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,World's worst photo gallery.,Negative,-1.0,1.0
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,It was very good that it was better than simple,Positive,0.47,0.5457142857142858
+A+ Gallery - Photos & Videos,I like vault. I heard contests. That might fun. I photo restoration composite imagery illustration design.,Positive,0.3,0.2
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,"Alphabetical album sorting simple requirement missing pré installed gallery, A+",Negative,-0.1,0.20357142857142857
+A+ Gallery - Photos & Videos,"I WANT A REFUND, idea multiple select album menu exclude album?",Neutral,0.0,0.0
+A+ Gallery - Photos & Videos,Awesome features nice working I like much,Positive,0.6,0.7333333333333334
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Please dont give add,Neutral,0.0,0.0
+A+ Gallery - Photos & Videos,Sometimes hangs ads distracting,Neutral,0.0,0.0
+A+ Gallery - Photos & Videos,"I am very pleased with this, thanks to many thanks",Positive,0.3875,0.475
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,So many ads I can't actually anything.,Positive,0.25,0.3
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Good Nokia 5 thanks developers,Positive,0.44999999999999996,0.4
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Very nice,Positive,0.78,1.0
+A+ Gallery - Photos & Videos,God Tugel Bakhakh Gork Njordi,Neutral,0.0,0.0
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,I like every body like,Neutral,0.0,0.0
+A+ Gallery - Photos & Videos,Good app. I searching type app.,Positive,0.7,0.6000000000000001
+A+ Gallery - Photos & Videos,This Is nice I'm enjoy feel,Positive,0.5,0.75
+A+ Gallery - Photos & Videos,Nothing make slides video,Neutral,0.0,0.0
+A+ Gallery - Photos & Videos,It Worth pay,Positive,0.3,0.1
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,I like much.,Positive,0.2,0.2
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Open whatsapp messenger,Neutral,0.0,0.5
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Overall great app. Best gallery seen far,Positive,0.47500000000000003,0.5125
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,"Recommended, 100% love it, keep good work dev :) :*",Positive,0.5666666666666667,0.7333333333333334
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,nan,nan,nan,nan
+A+ Gallery - Photos & Videos,Too much ads,Positive,0.2,0.2
+A+ Gallery - Photos & Videos,Just allow time ...,Neutral,0.0,0.0
+A+ Gallery - Photos & Videos,It's good best gallery phone,Positive,0.85,0.45000000000000007
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,"I rated higher, lowering rating. It simply work times. Bill pay screen ask pay screen blank. Cant navigate main screen. Once goes south, navigation worthless. Log back in, repeats again. UI needs work!",Negative,-0.0638888888888889,0.34841269841269845
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,"It tells I need update option update. So I uninstall, try open it.....nothing! I can't open app. This day critical I able know what's accounts. Fix NOW APLUS!",Positive,0.15625,0.60625
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,issues remembering device. Fingerprint scan always work. Once get logged however fine.,Positive,0.4166666666666667,0.5
+A+ Mobile,The mobile check deposit ia add easy,Positive,0.43333333333333335,0.8333333333333334
+A+ Mobile,Being prompted rate time already rated annoying,Negative,-0.8,0.9
+A+ Mobile,longer opens Xperia xz1. It's broke.,Neutral,0.0,0.0
+A+ Mobile,"This really good way manage bank accounts pay bill plus bank account tech support awesome, I love A +",Positive,0.7333333333333334,0.7333333333333334
+A+ Mobile,This best bank ever. Don't take word stop A+ Federal Credit Union Bank ask...,Positive,1.0,0.3
+A+ Mobile,The needs. The look design bad.,Negative,-0.6999999999999998,0.6666666666666666
+A+ Mobile,Often site doesnt load initial login. I exit try later- much later...,Neutral,0.0,0.0
+A+ Mobile,"I love able check balance, transfer money, deposit checks account time day night!",Positive,0.5625,0.6125
+A+ Mobile,I love makes life lot easier every little buggy.,Positive,0.15625,0.55
+A+ Mobile,Extremely user-friendly I really appreciate able view history payments.,Positive,0.19166666666666665,0.6083333333333333
+A+ Mobile,It works well time. Sometimes open logging in.,Neutral,0.0,0.5
+A+ Mobile,"I absolutely love howsimple keep three accounts, transfer funds, etc.",Positive,0.5,0.6
+A+ Mobile,I love A+ Federal Credit Union. The everything I need do. Thank you.,Positive,0.5,0.6
+A+ Mobile,Can laggy times generally works good,Positive,0.375,0.55
+A+ Mobile,I love helps stay touch purchases account activity! Absolutely best,Positive,0.8125,0.44999999999999996
+A+ Mobile,This great I everything Palm hands! Thank whole branch!!,Positive,0.65625,0.575
+A+ Mobile,I like access accounts fingertips,Neutral,0.0,0.0
+A+ Mobile,I really like helps alot..,Positive,0.2,0.2
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,I private anywhere. No call automated system. Everything app.,Neutral,0.0,0.375
+A+ Mobile,I absolutely love it. The ease able transfer money member member outstanding.,Positive,0.5,0.7000000000000001
+A+ Mobile,Please fix font update ... letters HUGE!,Positive,0.5000000000000001,0.9
+A+ Mobile,"It's easy way check balances, pay Bills, transferring money.",Positive,0.43333333333333335,0.8333333333333334
+A+ Mobile,"The A Plus mobile great, easy navigate.",Positive,0.6166666666666667,0.7916666666666667
+A+ Mobile,Easy use. Deposit checks check balances quickly. Fingerprint id great,Positive,0.5222222222222223,0.6944444444444445
+A+ Mobile,I really enjoy keeping account info,Positive,0.4,0.5
+A+ Mobile,I take care banking,Neutral,0.0,0.0
+A+ Mobile,This user friendly ! I love it!,Positive,0.546875,0.55
+A+ Mobile,I Love A+FCU - Member 25+ years!!!,Positive,0.9765625,0.6
+A+ Mobile,"Simple, yet packed lot full functions.",Positive,0.175,0.4535714285714286
+A+ Mobile,Great check accounts go.,Positive,0.8,0.75
+A+ Mobile,Simple easy like desktop version.,Positive,0.21666666666666667,0.5952380952380952
+A+ Mobile,Nice convenient. Easy,Positive,0.5166666666666666,0.9166666666666667
+A+ Mobile,Good keep account,Positive,0.7,0.6000000000000001
+A+ Mobile,Needs serious update modern day efficiency,Negative,-0.06666666666666665,0.4833333333333333
+A+ Mobile,It's okay,Positive,0.5,0.5
+A+ Mobile,Awesome really easy use.,Positive,0.7166666666666667,0.9166666666666667
+A+ Mobile,I issues,Neutral,0.0,0.0
+A+ Mobile,Helpful check balance go,Neutral,0.0,0.0
+A+ Mobile,Make life easy,Positive,0.43333333333333335,0.8333333333333334
+A+ Mobile,Thank,Neutral,0.0,0.0
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,I love everything plus!!!,Positive,0.9765625,0.6
+A+ Mobile,Keeps improving. Yay!,Neutral,0.0,0.0
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,Its useful balance checks,Positive,0.3,0.0
+A+ Mobile,Love it. Fast easy-to-use,Positive,0.35,0.6
+A+ Mobile,I love bank,Positive,0.5,0.6
+A+ Mobile,Easy use!,Positive,0.5416666666666667,0.8333333333333334
+A+ Mobile,Is easy convenient,Positive,0.43333333333333335,0.8333333333333334
+A+ Mobile,I love A plus,Positive,0.5,0.6
+A+ Mobile,Great app. Simple point.,Positive,0.4,0.5535714285714286
+A+ Mobile,AWESOME!!! Thank You.,Positive,1.0,1.0
+A+ Mobile,"Great, convenient",Positive,0.8,0.75
+A+ Mobile,Makes life easier.,Neutral,0.0,0.0
+A+ Mobile,Nice easy!,Positive,0.5708333333333333,0.9166666666666667
+A+ Mobile,Its easy,Positive,0.43333333333333335,0.8333333333333334
+A+ Mobile,Legitimate,Neutral,0.0,0.0
+A+ Mobile,Very convenient.,Positive,0.2,0.3
+A+ Mobile,APFCU greatest !!!,Positive,1.0,1.0
+A+ Mobile,LOVE IT!!!!,Positive,1.0,0.6
+A+ Mobile,Great app.,Positive,0.8,0.75
+A+ Mobile,Good,Positive,0.7,0.6000000000000001
+A+ Mobile,I love,Positive,0.5,0.6
+A+ Mobile,Nice convenient,Positive,0.6,1.0
+A+ Mobile,Easy,Positive,0.43333333333333335,0.8333333333333334
+A+ Mobile,Great,Positive,0.8,0.75
+A+ Mobile,Simple,Neutral,0.0,0.35714285714285715
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,Time saver,Neutral,0.0,0.0
+A+ Mobile,No problems,Neutral,0.0,0.0
+A+ Mobile,Love it...,Positive,0.5,0.6
+A+ Mobile,Awesome,Positive,1.0,1.0
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,Love,Positive,0.5,0.6
+A+ Mobile,Not sure people complain app. This opened occasion. I believe I reset phone worked. Otherwise quite reliable simple use. Check deposit feature also pretty great. Highly recommend.,Positive,0.192,0.7072063492063492
+A+ Mobile,Bad tons problems never works even bank.,Negative,-0.6999999999999998,0.6666666666666666
+A+ Mobile,always messed,Neutral,0.0,0.0
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,nan,nan,nan,nan
+A+ Mobile,"Please fix camera coding, check photo feature useless frustratingly since normal camera sees check instantly never focused. Otherwise well made supposed to. Please fix soon! I've waiting almost year fix!!",Negative,-0.1875,0.6041666666666666
+A+ Mobile,I'm unable pay loan. The screen scroll I select account I trying pay on.,Negative,-0.5,0.5
+A+ Mobile,No check deposit option.,Neutral,0.0,0.0
+A+ Mobile,Great!,Positive,1.0,0.75
+A+ Mobile,The broken. When try log crashes. Even restart work. This problem recent. Don't even bank!,Negative,-0.2,0.325
+A+ Mobile,Crashes frequently first starting 4 stars fingerprint login,Positive,0.125,0.21666666666666667
+A+ Mobile,"I know update not, every time I try log correct Id Password tells wrong. I uninstall log scratch.",Negative,-0.5,0.9
+A+ Mobile,crashes mobile deposit work,Neutral,0.0,0.0
+ABC Kids - Tracing & Phonics,Please add sound setting children try play loud sound becomes irrigation parents time. If sound level added children learn parents also irritated. Because kids raise mobile volume automatically.,Positive,0.325,0.5
+ABC Kids - Tracing & Phonics,nan,nan,nan,nan
+ABC Kids - Tracing & Phonics,This seems like great tool help little guy learn faster effectively.,Positive,0.4041666666666666,0.6833333333333332
+ABC Kids - Tracing & Phonics,Lovely daughter enjoys encourages letter writing skill,Positive,0.5,0.75
+ABC Kids - Tracing & Phonics,My daughter loves it. She interested learning alphabet really pays attention,Positive,0.225,0.35
+ABC Kids - Tracing & Phonics,WONDERFUL My daughter loves this. And writes ABC paper writes neatly now.,Positive,1.0,1.0
+ABC Kids - Tracing & Phonics,"It fun,entertaining,and educational. Perfect 2 year old grandsons.",Positive,0.45,0.48333333333333334
+ABC Kids - Tracing & Phonics,nan,nan,nan,nan
+ABC Kids - Tracing & Phonics,Really ads helpful great job.,Positive,0.5,0.475
+ABC Kids - Tracing & Phonics,My daughter love singing dry song saying ABC 123,Positive,0.21666666666666667,0.6
+ABC Kids - Tracing & Phonics,Its really helpful kids,Positive,0.2,0.2
+ABC Kids - Tracing & Phonics,I thing best game,Positive,0.3,0.35
+ABC Kids - Tracing & Phonics,"Nice learning kids, kids get bored sometime.",Positive,0.04999999999999999,1.0
+ABC Kids - Tracing & Phonics,This useful app. It's easy song learn. My boy love play learn using app.,Positive,0.41111111111111115,0.4777777777777778
+ABC Kids - Tracing & Phonics,Good education,Positive,0.7,0.6000000000000001
+ABC Kids - Tracing & Phonics,Very educative My 2years old luv,Positive,0.15000000000000002,0.25
+ABC Kids - Tracing & Phonics,I game on. My grandma tablet,Negative,-0.4,0.4
+ABC Kids - Tracing & Phonics,I enjoyed game,Positive,0.04999999999999999,0.55
+ABC Kids - Tracing & Phonics,Good game,Positive,0.14999999999999997,0.5
+ABC Kids - Tracing & Phonics,Very nice,Positive,0.78,1.0
+ABC Kids - Tracing & Phonics,Good boy! He loves much.,Positive,0.5375,0.4
+ABC Kids - Tracing & Phonics,nan,nan,nan,nan
+ABC Kids - Tracing & Phonics,This nice learn kids,Positive,0.6,1.0
+ABC Kids - Tracing & Phonics,Fantastic alphabet learning game kids.,Neutral,0.0,0.65
+ABC Kids - Tracing & Phonics,Best son loves,Positive,1.0,0.3
+ABC Kids - Tracing & Phonics,It's great son,Positive,0.8,0.75
+ABC Kids - Tracing & Phonics,My two-year-old loves it.,Neutral,0.0,0.0
+ABC Kids - Tracing & Phonics,Fuzzy,Neutral,0.0,0.0
+ABC Kids - Tracing & Phonics,Ok,Positive,0.5,0.5
+ABC Kids - Tracing & Phonics,It's helpful,Neutral,0.0,0.0
+ABC Kids - Tracing & Phonics,Neat,Neutral,0.0,0.0
+ABC Kids - Tracing & Phonics,Nice,Positive,0.6,1.0
+ABC Kids - Tracing & Phonics,Good boys..,Positive,0.7,0.6000000000000001
+ABC Kids - Tracing & Phonics,Very good game,Positive,0.25499999999999995,0.5900000000000001
+ABC Kids - Tracing & Phonics,My kids delight,Neutral,0.0,0.0
+ABC Kids - Tracing & Phonics,Best,Positive,1.0,0.3
+ABC Kids - Tracing & Phonics,"Simply wonderful app!! My daughter's speech delayed I introduced 17months. By 20months, hearing sounding letters repeated learnt choose correct letter asked app. She get enough it! Now we've moved shapes colours working 22months. It's truly amazing. Thank u ads. Beautiful graphics. No issues touch connecting. Would love British English version tho 'Z' sounds 'Zed.'",Positive,0.42142857142857143,0.5714285714285714
+ABC Kids - Tracing & Phonics,"My daughter loves game. I believe good phonics tracing. She loves ""reward"". I like playing game her. We pretend know letters picking right one. I especially love pop ads accidentally on. I would love ""zed"" option I grew confusion fine I sure too. Thanks much.",Positive,0.30023809523809525,0.5324603174603174
+ABC Kids - Tracing & Phonics,"My 5yo instantly loved game! I helped twice, learning interface. After that, asked play alone easily completed herself. She's learning without knowing it, enjoying rewards getting refresher Pre-K kindergarten. Already said new favorite game!",Positive,0.18138528138528137,0.6411255411255412
+ABC Kids - Tracing & Phonics,"Great teaching toddler recognise letters brilliant ad free. Wish lower case option ""touch letter"" part though shame there's option regionalise 'Z' pronounced zed rather zee.",Positive,0.7000000000000001,0.85
+ABC News - US & World News,"I would like lot better, crashing restarting Every 60 90 seconds. It's annoying halfway article crash.",Negative,-0.15000000000000002,0.7
+ABC News - US & World News,What done notifications never work video crystal clear the. update day notifications all.,Positive,0.10000000000000002,0.3833333333333333
+ABC News - US & World News,Terrible. No recent replays Chromecast. Needs update NBC way better go.,Negative,-0.16666666666666666,0.5833333333333334
+ABC News - US & World News,"It alerts things newsworthy. It cries "" wolf"". I want alerted things actual importance.",Neutral,0.0,0.1
+ABC News - US & World News,"This great Roku since get control want watch, like free DVR. I test chromcast available there. I suggest getting Roku, physical remote zero buffing pretty amazing. I became cord cutter 2018 make wallet great again.",Positive,0.39375000000000004,0.6178571428571429
+ABC News - US & World News,"On S8, I try open notification takes forever open app. Ranges delay 5 secs literally 5 minutes. I even forget I tapped news notification open 5 minutes later ABC news suddenly opens I'm another",Neutral,0.0,0.4
+ABC News - US & World News,"There commercial playing everytime read article. Even articles without video!! Makes impossible listen music read news!!!! The interest section home page frozen old articles, every single Bill Cosby. I understand how, I interest him! In fact seeing face giving anxiety. Please clear",Negative,-0.17785714285714288,0.35952380952380947
+ABC News - US & World News,Horrible FAKE news.. Should change name CNN! Download FOX News want REAL news! ABC News absolute MESS!,Negative,-0.27875,0.6749999999999999
+ABC News - US & World News,The audio adds annoying. I can't read news without ads blaring . Scares beginners anyone sitting around me.,Negative,-0.8,0.9
+ABC News - US & World News,Keeps locking up. Have tried uninstalling reinstalling help. Done fix it.,Neutral,0.0,0.0
+ABC News - US & World News,Do people ever send notifications articles???I received yet!!!,Neutral,0.0,0.0
+ABC News - US & World News,This spent time rebooting telling movie,Negative,-0.1,0.1
+ABC News - US & World News,Cant vast t.v. Chromecast,Neutral,0.0,1.0
+ABC News - US & World News,Irritating constant auto refreshing aggravating!!!,Positive,0.19218749999999998,0.7111111111111111
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,ABC News like ABC 7 ABC Network,Neutral,0.0,0.0
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,"Although ABC News could thorough, really good",Positive,0.7,0.6000000000000001
+ABC News - US & World News,SUCKS!,Negative,-0.375,0.3
+ABC News - US & World News,Wish could write article propaganda.,Negative,-0.1,0.1
+ABC News - US & World News,Constant buffering.,Neutral,0.0,0.3333333333333333
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,It's pretty good.,Positive,0.475,0.8
+ABC News - US & World News,"Your continually crashes using back arrow. Mostly page refresh. Now still crashing selecting story main page still installing latest update , Android Samsung Tab E",Positive,0.29166666666666663,0.43333333333333335
+ABC News - US & World News,"Cannot watch live news. News clips show 24 hours ago. Videos buffer ages playing, I'm 100 Mb fiber connection. When open forces select current news stories want follow, tomorrow would date. Try disney",Positive,0.04545454545454545,0.4666666666666666
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,I'm tired getting notifications trump nothing else. We earthquake I got nothing except Trump says never knew girl paid off. Get better notifications!!!,Positive,0.28828125,0.6
+ABC News - US & World News,Fake new. Poor excuse noble profession. Pathetic,Negative,-0.2022727272727273,0.6674242424242424
+ABC News - US & World News,None videos load fast enough never come up. Oh forget sharing link work.,Positive,0.1,0.55
+ABC News - US & World News,"Tried ABC previously deleting typical slanted leftist reporting. But misreporting ""WHCD"" roast hateful, bully comedian. I lost respect ABC. So touch. Keep hate bias. Uninstalled.",Negative,-0.29583333333333334,0.5416666666666666
+ABC News - US & World News,"The let sign account I save interests; says, ""You eligible sign account page."" Please fix this!",Neutral,0.0,0.0
+ABC News - US & World News,"Every third article, crashes. Getting tired seeing ""the ABC news stopped dialog come up. Back BBC News, hate CBS NBC apps.",Negative,-0.30000000000000004,0.4
+ABC News - US & World News,"Why can't search interests actually interest you, instead given select might care them? Am I missing something?",Negative,-0.1,0.07500000000000001
+ABC News - US & World News,Darn thing starts every time I get car using Android Auto,Neutral,0.0,0.0
+ABC News - US & World News,Live stream pausing often. Full screen uncontrollable. Radio work all. Any tap suspends app. Awful.,Negative,-0.17121212121212123,0.6833333333333332
+ABC News - US & World News,Looking updated news. No new news two days. Very sad. Also site keeps crashing!,Negative,-0.44034090909090906,0.7272727272727273
+ABC News - US & World News,Your P.O.S. constantly crashes takes forever news.,Neutral,0.0,0.3333333333333333
+ABC News - US & World News,It saved life OF' William Saint present future,Neutral,0.0,0.0625
+ABC News - US & World News,Gigantic images useless interfere reading reviewing news.,Negative,-0.5,0.2
+ABC News - US & World News,"I would like lot better, crashing restarting Every 60 90 seconds. It's annoying halfway article crash.",Negative,-0.15000000000000002,0.7
+ABC News - US & World News,What done notifications never work video crystal clear the. update day notifications all.,Positive,0.10000000000000002,0.3833333333333333
+ABC News - US & World News,Terrible. No recent replays Chromecast. Needs update NBC way better go.,Negative,-0.16666666666666666,0.5833333333333334
+ABC News - US & World News,"It alerts things newsworthy. It cries "" wolf"". I want alerted things actual importance.",Neutral,0.0,0.1
+ABC News - US & World News,"This great Roku since get control want watch, like free DVR. I test chromcast available there. I suggest getting Roku, physical remote zero buffing pretty amazing. I became cord cutter 2018 make wallet great again.",Positive,0.39375000000000004,0.6178571428571429
+ABC News - US & World News,"On S8, I try open notification takes forever open app. Ranges delay 5 secs literally 5 minutes. I even forget I tapped news notification open 5 minutes later ABC news suddenly opens I'm another",Neutral,0.0,0.4
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,Horrible FAKE news.. Should change name CNN! Download FOX News want REAL news! ABC News absolute MESS!,Negative,-0.27875,0.6749999999999999
+ABC News - US & World News,The audio adds annoying. I can't read news without ads blaring . Scares beginners anyone sitting around me.,Negative,-0.8,0.9
+ABC News - US & World News,Keeps locking up. Have tried uninstalling reinstalling help. Done fix it.,Neutral,0.0,0.0
+ABC News - US & World News,Do people ever send notifications articles???I received yet!!!,Neutral,0.0,0.0
+ABC News - US & World News,This spent time rebooting telling movie,Negative,-0.1,0.1
+ABC News - US & World News,Cant vast t.v. Chromecast,Neutral,0.0,1.0
+ABC News - US & World News,Irritating constant auto refreshing aggravating!!!,Positive,0.19218749999999998,0.7111111111111111
+ABC News - US & World News,It crashes constantly.,Neutral,0.0,0.3333333333333333
+ABC News - US & World News,ABC News like ABC 7 ABC Network,Neutral,0.0,0.0
+ABC News - US & World News,I like abc news.,Neutral,0.0,0.0
+ABC News - US & World News,"Although ABC News could thorough, really good",Positive,0.7,0.6000000000000001
+ABC News - US & World News,SUCKS!,Negative,-0.375,0.3
+ABC News - US & World News,Wish could write article propaganda.,Negative,-0.1,0.1
+ABC News - US & World News,Constant buffering.,Neutral,0.0,0.3333333333333333
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,It's pretty good.,Positive,0.475,0.8
+ABC News - US & World News,"Your continually crashes using back arrow. Mostly page refresh. Now still crashing selecting story main page still installing latest update , Android Samsung Tab E",Positive,0.29166666666666663,0.43333333333333335
+ABC News - US & World News,"Cannot watch live news. News clips show 24 hours ago. Videos buffer ages playing, I'm 100 Mb fiber connection. When open forces select current news stories want follow, tomorrow would date. Try disney",Positive,0.04545454545454545,0.4666666666666666
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,I'm tired getting notifications trump nothing else. We earthquake I got nothing except Trump says never knew girl paid off. Get better notifications!!!,Positive,0.28828125,0.6
+ABC News - US & World News,Fake new. Poor excuse noble profession. Pathetic,Negative,-0.2022727272727273,0.6674242424242424
+ABC News - US & World News,None videos load fast enough never come up. Oh forget sharing link work.,Positive,0.1,0.55
+ABC News - US & World News,"Tried ABC previously deleting typical slanted leftist reporting. But misreporting ""WHCD"" roast hateful, bully comedian. I lost respect ABC. So touch. Keep hate bias. Uninstalled.",Negative,-0.29583333333333334,0.5416666666666666
+ABC News - US & World News,"The let sign account I save interests; says, ""You eligible sign account page."" Please fix this!",Neutral,0.0,0.0
+ABC News - US & World News,"Every third article, crashes. Getting tired seeing ""the ABC news stopped dialog come up. Back BBC News, hate CBS NBC apps.",Negative,-0.30000000000000004,0.4
+ABC News - US & World News,"Why can't search interests actually interest you, instead given select might care them? Am I missing something?",Negative,-0.1,0.07500000000000001
+ABC News - US & World News,nan,nan,nan,nan
+ABC News - US & World News,Live stream pausing often. Full screen uncontrollable. Radio work all. Any tap suspends app. Awful.,Negative,-0.17121212121212123,0.6833333333333332
+ABC News - US & World News,Looking updated news. No new news two days. Very sad. Also site keeps crashing!,Negative,-0.44034090909090906,0.7272727272727273
+ABC News - US & World News,Your P.O.S. constantly crashes takes forever news.,Neutral,0.0,0.3333333333333333
+ABC News - US & World News,It saved life OF' William Saint present future,Neutral,0.0,0.0625
+ABC News - US & World News,Gigantic images useless interfere reading reviewing news.,Negative,-0.5,0.2
+ABC Preschool Free,"Bug? The letters match lines notebook background anymore. It used to, update changed. Threw preschooler bit. If change, would 5 star game. Please fix! I would happily email screenshot!",Positive,0.25,0.7
+ABC Preschool Free,I guess known issue wont fix broken line paper. The letters appropriate size lined paper. Disappointed could great,Positive,0.037500000000000006,0.6
+ABC Preschool Free,This game help little brother Caleb littie sister Mika Mika 5 years old Caleb 3 years,Negative,-0.1625,0.3666666666666667
+ABC Preschool Free,Letters match lines The letters small lines. Please fix!,Negative,-0.3125,0.4
+ABC Preschool Free,Very bad game,Negative,-0.6549999999999999,0.6333333333333333
+ABC Preschool Free,Good kids learning brother love learn much,Positive,0.4666666666666666,0.46666666666666673
+ABC Preschool Free,I love this helps brother for. Homework,Positive,0.5,0.6
+ABC Preschool Free,think nine,Neutral,0.0,0.0
+ABC Preschool Free,Guy v Guy,Neutral,0.0,0.0
+ABC Preschool Free,Great let's actually trace letter self,Positive,0.4,0.425
+ABC Preschool Free,2 Year old Granddaughter loves match game,Negative,-0.15000000000000002,0.30000000000000004
+ABC Preschool Free,David. Figueroa,Neutral,0.0,0.0
+ABC Preschool Free,My 2 year old grandson love !!!,Positive,0.53828125,0.4
+ABC Preschool Free,nan,nan,nan,nan
+ABC Preschool Free,Love It helps brother allot,Positive,0.5,0.6
+ABC Preschool Free,Fun Learning together.,Positive,0.3,0.2
+ABC Preschool Free,My brother love ABC's,Positive,0.5,0.6
+ABC Preschool Free,Good Help grow easily,Positive,0.5666666666666667,0.7166666666666668
+ABC Preschool Free,nan,nan,nan,nan
+ABC Preschool Free,V useful So gud,Positive,0.3,0.0
+ABC Preschool Free,? ...... ummmmmmmmmmmmmmmmmmmm,Neutral,0.0,0.0
+ABC Preschool Free,BEAUTIFUL LOVE YOU,Positive,0.675,0.8
+ABC Preschool Free,Yess I love,Positive,0.5,0.6
+ABC Preschool Free,Sixth,Neutral,0.0,0.0
+ABC Preschool Free,Ff,Neutral,0.0,0.0
+ABC Preschool Free,tttii,Neutral,0.0,0.0
+ABC Preschool Free,And and,Neutral,0.0,0.0
+ABC Preschool Free,nan,nan,nan,nan
+ABC Preschool Free,Really awesome,Positive,1.0,1.0
+ABC Preschool Free,Very good,Positive,0.9099999999999999,0.7800000000000001
+ABC Preschool Free,This cool,Positive,0.35,0.65
+ABC Preschool Free,Nice,Positive,0.6,1.0
+ABC Preschool Free,Cool,Positive,0.35,0.65
+ABC Preschool Free,Excellent,Positive,1.0,1.0
+ABC Preschool Free,"Pop ads kids games ruin When ads toddler easily on, I can't allow play game, deleted. I know it, maybe ""accidentally"" purchase advertised get cut? I know, sucks.",Negative,-0.08888888888888889,0.5111111111111112
+ABC Preschool Free,Not good The letters lined properly kids learn incorrectly. You something several times & still open. Ads bottom mean I can't give toddler practice bc might ad. Uninstalling...,Negative,-0.1325,0.37750000000000006
+ABC Preschool Free,I helped children alot My children already know spell names christine gabby,Neutral,0.0,0.0
+ABC Preschool Free,Seems The parents posting reviews need study alongside kids. The grammar spelling responses laughable. Hope ones teaching kids English.,Negative,-0.25,0.5
+ABC Preschool Free,nan,nan,nan,nan
+ABC Preschool Free,My little 5 year old kindergarten already knows spell name do. A F,Negative,-0.04375,0.35
+ABCmouse.com,"My concern trading game working. We uninstalled reinstalled couple times luck, I can't find troubleshooting tab son happy able practice writing. Beside everything great. My son happy learning much, plus help school",Positive,0.45,0.6625
+ABCmouse.com,The great I know problem theater add books always working. My son loves watch music videos working. I know I'll paying continues. It's sad sad kid hopes watch videos books bedtime can't. He can't even pass current level videos playing. This 5 star issue not. It's big problem can't move forward.,Negative,-0.039999999999999994,0.65
+ABCmouse.com,This free soon open enter credit card info order activities. I uninstalled immediately. It deceptive. They put price people know pay BEFORE install it.,Positive,0.2,0.65
+ABCmouse.com,Will work. I uninstalled installed 6 times still cannot get work. Waste time money. I look something better cancel membership.,Positive,0.15,0.25
+ABCmouse.com,Not bad. Not super great. It loads super slow times. Would go back replay it! Can't even move forward. Even kid annoyed frustrated it.,Negative,-0.010416666666666671,0.5187499999999999
+ABCmouse.com,I highly recommend children still abc mouse go. I would give 5/5 sometimes graphics glitch I given 4/5.,Positive,0.16,0.5399999999999999
+ABCmouse.com,I dont understand wont load. I subscription everything im getting nothing son wont even work. I updated well working.,Neutral,0.0,0.0
+ABCmouse.com,Works ok time. Sometimes can't connect. Sometimes says I played video I didn't. Work ok phone touch screen. But issues box using mini wireless mouse,Positive,0.5,0.5
+ABCmouse.com,Have paid subscription work. My child even able it. HUGE waste money. No customer support either issue either. I renewing.,Positive,0.2333333333333334,0.5083333333333333
+ABCmouse.com,I can't find literacy section? My daughter 3 yr old really likes it. She already advanced past I know advance level.,Positive,0.11250000000000002,0.3125
+ABCmouse.com,"Some people say boring, truth involved much children. Kids turn feel enthusiastic open parent's sit share content with, rather left devices thing alone. Then I suppose depends child well. My Grand daughters loves it, always go father games he's enthused sit play... becomes game them.",Negative,-0.0142857142857143,0.5714285714285714
+ABCmouse.com,"I question, 15 month old start using this? I 4 year old starting reading writing day. I love ABC Mouse :)",Positive,0.24,0.42000000000000004
+ABCmouse.com,"The great, cancelling leaving country find upon return continued charge us months not!",Positive,1.0,0.75
+ABCmouse.com,"The NEVER fully loads chld I log on. No sound, half activities load. I paid yearly subscription. Horrible app.",Negative,-0.45555555555555555,0.5222222222222223
+ABCmouse.com,It takes long loading I end shutting can't it. Very frustrating. I've paid something I can't,Negative,-0.28500000000000003,0.7
+ABCmouse.com,abcmouse lot activities younger children. I wish would add content older children higher level! We love price good 3 kids family!!,Positive,0.3958333333333333,0.4066666666666666
+ABCmouse.com,I absolutely love best learning kids son loves using helped make learning fun keeps teaching things needs know get ready start school,Positive,0.5,0.39999999999999997
+ABCmouse.com,The needs built screen lock. So kid can't exit back anything right middle cause hit home back button. Our son handsy wants hold tablet. But keeps accidentally pressing back home button. Uninstalling canceling untill added.,Positive,0.08095238095238096,0.10595238095238095
+ABCmouse.com,This best children parents I ever entire 36 years ever seen thank abcmouse. Com,Positive,0.5,0.4625
+ABCmouse.com,My kids wake play hahaha. I mind much learning.,Positive,0.2,0.30000000000000004
+ABCmouse.com,I love interactive daughter takes initiative request get daily. She absolutely loves ABC mouse.,Positive,0.2333333333333333,0.5
+ABCmouse.com,Great learning app. 4 stars loads slow freezes time time.,Positive,0.25,0.575
+ABCmouse.com,It lags much device. Sometimes game work.,Negative,-0.1,0.30000000000000004
+ABCmouse.com,Love it! My daughter grown much really impressed learning ability curriculum.,Positive,0.8125,0.8
+ABCmouse.com,This son. He absolutely loves it. He learns much explores.,Positive,0.2,0.55
+ABCmouse.com,"Literally downloaded cancel subscription, especially I charged dollar free month. But parent controls work computer, phone web, app. DELETE MY ACCOUNT!!",Positive,0.3125,0.9
+ABCmouse.com,Phone horrible. Takes wayyyy long load lessons.,Negative,-0.525,0.7
+ABCmouse.com,I hate boring. We dislike. It much,Negative,-0.5333333333333333,0.7000000000000001
+ABCmouse.com,nan,nan,nan,nan
+ABCmouse.com,It's amazing app. My daughter first grade August reads every words without help.,Positive,0.42500000000000004,0.6166666666666667
+ABCmouse.com,force closing able LG g7,Positive,0.5,0.625
+ABCmouse.com,nan,nan,nan,nan
+ABCmouse.com,My son loved it. It's easy fun.,Positive,0.4777777777777778,0.611111111111111
+ABCmouse.com,Won't work fire 8 tablets,Neutral,0.0,0.0
+ABCmouse.com,nan,nan,nan,nan
+ABCmouse.com,So I buy every thing make free,Positive,0.4,0.8
+ABCmouse.com,nan,nan,nan,nan
+ABCmouse.com,Very glitchy I tapping link twice.,Positive,0.2,0.3
+ABCmouse.com,This great head start parents know start.,Positive,0.8,0.75
+ABCmouse.com,It keeps kicking hate,Negative,-0.8,0.9
+AC - Tips & News for Android™,"Absolutely horrible, able open months without crashing immediately. Have latest updates essential ph-1 phone. Your work. Wouldn't recommend anyone.",Neutral,0.0,0.6649999999999999
+AC - Tips & News for Android™,What world going app? It longer opens phones (except Note 8) Mobile Nations respond emails.,Positive,0.5,1.0
+AC - Tips & News for Android™,Can't open app. Crashes every single time I attempt open Galaxy S7 w/ 8.0 update.,Negative,-0.023809523809523808,0.4047619047619048
+AC - Tips & News for Android™,The worst! I can't even log in! It take username I tried!! And I tried create account using 2 diff emails!,Negative,-1.0,1.0
+AC - Tips & News for Android™,nan,nan,nan,nan
+AC - Tips & News for Android™,"Too many ads lot good write ups. Sometimes, even display incomplete article go another website.",Positive,0.6,0.55
+AC - Tips & News for Android™,"Ads everywhere, impossible scroll news ads popping everywhere!",Negative,-0.8333333333333333,1.0
+AC - Tips & News for Android™,Used love app. Now unreadable amount ads have. Good job ruining good thing.,Positive,0.6333333333333333,0.6000000000000001
+AC - Tips & News for Android™,crashes immediately. Hasn't fixed month.,Positive,0.1,0.2
+AC - Tips & News for Android™,The ads much flashing jumping around cannot even read articles. Deleted,Positive,0.2,0.2
+AC - Tips & News for Android™,nan,nan,nan,nan
+AC - Tips & News for Android™,Ads jump around making difficult read articles,Negative,-0.5,1.0
+AC - Tips & News for Android™,nan,nan,nan,nan
+AC - Tips & News for Android™,"Android Central awesome. Great source information device upcoming updates, & tech news. Continue update & improve..",Positive,0.6,0.6666666666666666
+AC - Tips & News for Android™,Will open. Has like bit.,Neutral,0.0,0.5
+AC - Tips & News for Android™,I like info Android topics,Neutral,0.0,0.0
+AC - Tips & News for Android™,Needs updated better sync news. The refresh takes forever load...,Positive,0.5,0.5
+AC - Tips & News for Android™,Is android phone,Neutral,0.0,0.0
+AC - Tips & News for Android™,One favorite news,Positive,0.5,1.0
+AC - Tips & News for Android™,Great news site mediocre app. Ads/Sponsors hard distinguish appear like normal articles. Search mostly useless can't sort results. At least default search results news recent please.,Negative,-0.09166666666666666,0.5416666666666666
+AC - Tips & News for Android™,I wanted find get floating initial phone comes I text person.,Neutral,0.0,0.0
+AC - Tips & News for Android™,Trouble setting FREE account! Stupid! Totally frustrated. Uninstalling now.,Negative,-0.35,0.55
+AC - Tips & News for Android™,Why can't I enter unanswered question app? Plus fix bug.,Negative,-0.1,0.2
+AC - Tips & News for Android™,"Asked question, answer yet.☹️",Neutral,0.0,0.0
+AC - Tips & News for Android™,I enjoy articles forums.... I PS4 VR!!! Can't beat :),Positive,0.640625,0.75
+AC - Tips & News for Android™,The refresh button work widget. Nothing happens I tap it. ZTE Blade Z Max. UPDATE: It started work I reported this. So apparently unresponsive while.,Positive,0.05,0.35
+AC - Tips & News for Android™,"Used hub good articles, full ads partner companies. Today mattress, note sponsored content either. Getting sick hearing deals x partner non stuff there.",Positive,0.11190476190476184,0.669047619047619
+AC - Tips & News for Android™,"A big THANK YOU devs making already great even better. Love night mode abundance font size options, makes reading text small screen much easier. This best find Play store. Well done! (Samsung Galaxy Reverb running 4.1.2)",Positive,0.39285714285714285,0.40714285714285714
+AC - Tips & News for Android™,"Previously used work better . But crashing , whenever I opening see news closing showing warning , unfortunately stopped working . Fix bug.",Negative,-0.055555555555555546,0.5555555555555555
+AC - Tips & News for Android™,Completely froze phone. No response screen buttons. Had force restart. Uninstalled.,Positive,0.1,0.4
+AC - Tips & News for Android™,Concise answers questions usual.,Negative,-0.075,0.425
+AC - Tips & News for Android™,New TOS data collection.. I'm out!!! (Uninstalled),Positive,0.26633522727272724,0.45454545454545453
+AC - Tips & News for Android™,Okay I'm gonna go see three times freezer,Positive,0.5,0.5
+AC - Tips & News for Android™,nan,nan,nan,nan
+AC - Tips & News for Android™,nan,nan,nan,nan
+AC - Tips & News for Android™,"Good good articles, UI friendly!...have navigate much simple things. When selecting article notifications shade, always opens saved articles, selected article. General UI navigation also unfriendly.",Positive,0.3625,0.5142857142857143
+AC - Tips & News for Android™,"This used good, garbage now. I paid ads yesterday (3 months worth, although I'm sure I paid year's worth less year ago) ads back today (one day later). Fix I want money back.",Positive,0.20416666666666666,0.21944444444444447
+AC - Tips & News for Android™,"Log process grueling... User name password work app, worked mobile site. Then, trying change password via app, process went literally 3 minutes image verifications I said screw it, uninstalled. I guess alright ever log account... That is, fact log",Neutral,0.0,0.0
+AC - Tips & News for Android™,"Full adds what's worst pay get ad free year yet starts showing ads year ended. Even paying still get tons ads disguised news articles really news, really shady practices like this, bait article titles, etc... Time move another Android news source...",Negative,-0.06,0.635
+AC - Tips & News for Android™,"This become Ad Central rather Android Central. I originally liked I could pay support site I love eliminate ads, started adding ads disguised articles (including lots non-tech stuff). This upset many long time readers fans. We want support site willing pay remove ads, detest paying support site still get ads pushed us guise ""articles"". Once subscription remove ads ended I renew (no point I get peppered ads anyways) deleted app. Looks like I Android news sites primary sources information first time since 2009.",Positive,0.27222222222222225,0.487037037037037
+ACE Elite,nan,nan,nan,nan
+ACE Elite,App. Does work cell works desktop! I can't receive texts.,Neutral,0.0,0.0
+ACE Elite,unable login. even pasted password. works cant login via app.,Negative,-0.5,0.5
+ACE Elite,"refuses sign in, works fine though",Positive,0.4166666666666667,0.5
+ACE Elite,This good,Positive,0.7,0.6000000000000001
+ACE Elite,Works wonderfully,Positive,1.0,1.0
+ACE Elite,Love,Positive,0.5,0.6
+ACE Elite,"needs (fingerprint authorization) I manually enter password every single time, I open annoying. Other PERFECT!!!",Positive,0.0007142857142857118,0.5978571428571429
+ACE Elite,This THE worst company. The card year work & spending hours phone customer & 2 supervisors l''m done. DON'T USE ACE ELITE.,Negative,-1.0,1.0
+ACE Elite,always gives errors check upload,Neutral,0.0,0.0
+ACE Elite,It install load phone factory change lost everything.,Neutral,0.0,0.0
+ACE Elite,I tried upload check I hard getting first part told write void check n take picture I kept saying detection error I can't cash check anywhere pissed like get y'all shot together Broe either way go im getting money gone mf problem plus I called costumer say can't nun give number tht says email get back within 24 hrs. This last time I ever,Negative,-0.010416666666666671,0.23541666666666666
+ACE Elite,This work people help net spend years pitiful,Neutral,0.0,0.0
+ACE Elite,All banks offering Fingerprint Login. This feature. Missing Basic feature user login without entering Password everytime.,Negative,-0.1,0.0875
+ACE Elite,Go load check never working...tried reloading nothing...called customer service...nothing...not happy,Positive,0.8,1.0
+ACE Elite,"I ACE since I moved Eastside Westside. Since I bank accounts, I went ACE & pleased them. Through I able get VISA CARD & many years, cause ACE, Daughter worry much cause I direct deposit & means I worry cash hand & taken chances getting mugged, money stolen, my, Bank keeps tracks account & I love fact I get informed every time I Card. So, Thank You ACE & NetSpend fantastic I able receive.",Positive,0.39999999999999997,0.6062500000000001
+ACE Elite,"I've bank 8 years now, I love . My son bank too. You get paid sooner ,you always know spend . And charge fortune like banks .",Positive,0.5,0.6
+ACE Elite,nan,nan,nan,nan
+ACE Elite,"It's ok besides making pay fees stuff direct deposit, calling balance etc...",Positive,0.3,0.45
+ACE Elite,nan,nan,nan,nan
+ACE Elite,"I joind AElite month ago social security number email,right everyone read . Who knows many people saw it.Be aware really dont care ive waiting week respones course u talk anyone real person,BEWARE .",Positive,0.23666666666666666,0.2633333333333333
+ACE Elite,nan,nan,nan,nan
+ACE Elite,Ok,Positive,0.5,0.5
+ACE Elite,nan,nan,nan,nan
+ACE Elite,"I love app! Very user friendly! Cheaper cashing check putting money prepaid card. Thank you!!!! P.S. Did video it, 'cause great.",Positive,0.65625,0.5375
+ACE Elite,I love I know longer pay extra fees send kids money money Gram..it's free transfer money card card convenient,Positive,0.3,0.5
+ACE Elite,A great I love early Veterans Disability Pension arrives.,Positive,0.46666666666666673,0.55
+ACE Elite,One best mobile banking there. Leading pack prepaid debit cards. Yaay constant customer since 2004,Positive,0.5,0.31666666666666665
+ACE Elite,"The ok. could modern features. There's transaction number listed. Which needed problem. I want forced call information every company bank shows transaction page. Also I care transfering money easily Ace members. Make proccess easier send money none members. The company hand sucks. I shop BJ's major bulk food merchant like Costco. I shop 2 3 times month Ace listed high risk merchant. So I card once, times month Ace suspends card ""risky"" transaction. Get clue I shop every month! Your risk analysis adaptive! I tried work risk managment support team every month year. Each time I told happen again. This flat lie. Eventualy employee told truth, said happen time allowed exempt BJ's transactions account. completely deffeats reason card. I taking business else ware!",Positive,0.10509259259259257,0.4109259259259259
+ACE Elite,This great need add fingerprint login. Pretty much every security.,Positive,0.4166666666666667,0.65
+ACE Elite,nan,nan,nan,nan
+ACE Elite,I like easy love I check balance without paying fee,Positive,0.4666666666666667,0.7166666666666667
+ACE Elite,Great great company ive card 5 years,Positive,0.8,0.75
+ACE Elite,Thanks NetSpend. You've made soooo easy me.,Positive,0.31666666666666665,0.5166666666666667
+ACE Elite,Love I get paid 2 days early,Positive,0.3,0.44999999999999996
+ACE Elite,I've account 6 years never issues. My checks account early that's HUGE help.,Positive,0.25000000000000006,0.6
+ACE Elite,So go bank,Neutral,0.0,0.0
+ACE Elite,nan,nan,nan,nan
+ACE Elite,It let login last month,Neutral,0.0,0.06666666666666667
+ACE Elite,Need add FINGERPRINT login!,Neutral,0.0,0.0
+"AD - Nieuws, Sport, Regio & Entertainment","Still nothing repaired to the new swipe of the app. Goes more than 20 times a day. Not well implemented, not intuitive.",Positive,0.3181818181818182,0.4772727272727273
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment","Was favorite news app, but after the update he crashed continuously. Have waited a few weeks to give company the chance to solve problems after such a big update, but the problems persist.",Positive,0.075,0.42500000000000004
+"AD - Nieuws, Sport, Regio & Entertainment","Sometimes renewal is good, but this case is not, it takes longer before the news is loaded, if it is loaded unberhaubt. It may look flashy, but it does not work. I hope the next update looks better.",Positive,0.175,0.4
+"AD - Nieuws, Sport, Regio & Entertainment","On the 'main page' the simple boxes think work where you can choose from the following topics; home, last update, sport and show. Click on menu you can choose from among other simple topics such as ad work, ad car (what?). I did not manage to remove the show from the frontpage. Tip, make sure that users can do it themselves a little, with what others also submit; eg abroad, politics, tech, games & whizkiss if need be nature. Ms respond to what is happening now; theme trump WK. I now have to search for news, find little to come in and I have nothing with show and football, but that is now my obligatory 2 of the 4 option of news theme on the frontpage. If you can handle this and my tip will let it come out more clearly. For now I am moving on to the nos",Positive,0.06388888888888888,0.4051256613756613
+"AD - Nieuws, Sport, Regio & Entertainment",Super slow! Really annoying to watch the news quickly.,Negative,-0.12708333333333338,0.6166666666666667
+"AD - Nieuws, Sport, Regio & Entertainment",Nice update .. Modern and sleek. But where did the search function go?,Positive,0.4,0.65
+"AD - Nieuws, Sport, Regio & Entertainment",Why such a confusing navigation with that cube? It is so clear and recognizable before the update.,Positive,0.012500000000000011,0.3833333333333333
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",Before,Neutral,0.0,0.0
+"AD - Nieuws, Sport, Regio & Entertainment","It has become very slow and more complex, no longer the possibility to search for something (with search terms). Starting videos does not always run smoothly ... Too bad",Negative,-0.08166666666666665,0.4477777777777778
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",Cookies are not optional. I do not want to be followed!,Neutral,0.0,0.0
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",Happy app.,Positive,0.8,1.0
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",Crashes 3 seconds since update,Neutral,0.0,0.0
+"AD - Nieuws, Sport, Regio & Entertainment",the looks will not look like after the new update: (,Negative,-0.3068181818181818,0.7272727272727273
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment","The design of the future! Many possibilities and news categories all accessible one app. It takes some getting used to, but the 'cubes' between different screens work very pleasantly and quickly. Definitely recommended",Positive,0.30472222222222217,0.5166666666666667
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment","Good source news, turn push notifications, expect get bunch news categories turned off. Most notably, I ""news"" turned (there also categories show, sports, location-specific news), I frequently get notifications F1-related news.",Positive,0.45,0.47500000000000003
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment","This is always a very nice application, but it does not work anymore. You are bombarded with advertising and are constantly reminded that you are not paid, by the presentation of Premium items.",Positive,0.39,0.6666666666666666
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment","Many items are suddenly premium. I get it on the one hand, but per subscription only 1 person can enjoy the Premium articles, not very smart. The paper newspaper can be read by the whole family, but online it is different",Positive,0.14536891679748823,0.5706436420722135
+"AD - Nieuws, Sport, Regio & Entertainment","More and more videos instead of articles. Everything on Premium, I do not ask for. Instead of improvements, only less quality. I'm looking for a better newspaper ... too bad",Positive,0.10555555555555561,0.5388888888888889
+"AD - Nieuws, Sport, Regio & Entertainment","Good news until suddenly a virus comes in. Premium. Persistent bypassing does not just go away, bye!",Positive,0.35,0.55
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+"AD - Nieuws, Sport, Regio & Entertainment",nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADP Mobile Solutions,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+ADW Launcher 2,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,Hey amc guys amazing annoying getting notifications sign A List I already did. Another thing y'all look making system better less laggy weird interface transitions isnt pleasing eye,Negative,-0.07333333333333332,0.6733333333333333
+AMC Theatres,"I love app! It allows individual see film three times week. Also, cancellations made immediately penalties.",Positive,0.3125,0.5
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,nan,nan,nan,nan
+AMC Theatres,"This go buy tickets, past week I able log hours trying. I purchase tickets family via another movie app, I promised kids would go movies day. AMC please fix bugs I needing phone.",Positive,0.125,0.4375
+AMC Theatres,"The fairly straight forward good buying tickets advance. It run little slow sometimes getting information, pretty far hurt all.",Positive,0.1270833333333333,0.65
+AMC Theatres,It seems like good 1st purchase signed & kept error response I tried . I Unable Show ticket purchases & almost miss Movie Start time due Error glitches repeatedly Smh!,Positive,0.014583333333333318,0.4916666666666667
+AMC Theatres,"This come long way. It started buggy annoying genuinely good nothing, I experienced bug couple months everything runs smooth buttah. I feel like proud father.",Positive,0.3083333333333333,0.7166666666666668
+ANA,nan,nan,nan,nan
+ANA,"This mobile app, desktop website. The experience viewing webpage that's optimized mobile devices. I expected experience like United's mobile - least shows every detail flight.",Negative,-0.2,0.4
+ANA,Had retype 6 digit codes relaunch app. Further confusion trips Ana united leg.,Neutral,0.0,0.5
+ANA,Practically useless. Couldn't store reservation I pull info everytime check flight status.,Negative,-0.5,0.2
+ANA,This garbage!,Neutral,0.0,0.0
+ANA,"It is a very bad application. It is difficult to use, it is incomprehensible. I reached Narita airport by using skyliner, but it is not written on the reservation of the first terminal, the second and third terminal or the application. Therefore I did not understand until just before I got off. Moreover, because there is no notation of the north wing and the south wing, I did not understand the platform. If you do not need to use it you want to stop using it. To be honest, the information received by email is enough.",Negative,-0.07999999999999996,0.5142857142857143
+ANA,Why can't get local currency?,Neutral,0.0,0.0
+ANA,nan,nan,nan,nan
+ANA,"Completely useless, find booking prior check in. Once check opened able find booking go way process end informed online check available, please check airport. In fairness full equally useless app, issues. This I rate 2 instead 1 stars, least ANA consistently useless...",Negative,-0.06875,0.321875
+ANA,Not able save Reservation without login. How add companion Reservation? And view offline.,Negative,-0.25,0.625
+ANA,Not user-friendly,Neutral,0.0,0.0
+ANA,nan,nan,nan,nan
+ANA,nan,nan,nan,nan
+ANA,How change currency app?,Neutral,0.0,0.0
+ANA,"must improved, keeps asking log details every time I try go back main page... Sooo annoying",Negative,-0.21111111111111114,0.41111111111111115
+ANA,Won't accept aeroplan number international flights,Neutral,0.0,0.0
+ANA,nan,nan,nan,nan
+ANA,nan,nan,nan,nan
+ANA,nan,nan,nan,nan
+ANA,This ok. Then update came. All reservations disappeared. Absolute crap.,Negative,-0.03333333333333336,0.7333333333333334
+ANA,nan,nan,nan,nan
+ANA,nan,nan,nan,nan
+ANA,nan,nan,nan,nan
+ANA,"Doesn't save booking details offline mode, I check next flight plane, needs line?",Neutral,0.0,0.0
+ANA,nan,nan,nan,nan
+ANA,nan,nan,nan,nan
+ANA,nan,nan,nan,nan
+ANA,Previous version much better. More fanctions.,Positive,0.2777777777777778,0.38888888888888884
+ANA,"It ""failed retrieve international reservations"". My phone language English I Japanese ANA mileage account.",Negative,-0.125,0.075
+ANA,It's ok.,Positive,0.5,0.5
+ANA,Stabilized still problems much improved comparing before. One request wanna strongly improve the mileage club integrated one.,Positive,0.31666666666666665,0.4666666666666667
+ANA,Only Japanese english,Neutral,0.0,0.3333333333333333
+ANA,Web View This much glorified webview/iFrame. Pretty buggy well.,Positive,0.225,0.6
+ANA,English version Many options available English Japanese version e.g. domestic flight Japan :-(,Positive,0.021428571428571432,0.2857142857142857
+ANA,Icons are not cool. There is no functional problem.,Negative,-0.175,0.65
+ANA,"? useless First hell ""for older version"" mean? that's helpful all. secondly, there's function book domestic flight",Negative,-0.06597222222222222,0.27569444444444446
+ANA,problem remember login ID password .,Neutral,0.0,0.0
+ANA,"Nice looking, major flaw Why can't see domestic Japan bookings, international ones?",Positive,0.165625,0.4
+ANA,Absolutely useless Won't remember member numbers stay logged in. Won't properly generate checkin status. Awful.,Negative,-0.5,0.43333333333333335
+ANA,Experia,Neutral,0.0,0.0
+"AOL - News, Mail & Video","Best way begin day. Please ever begin Trump bashing. I longer media hate speech President. He rough exterior. Still, he's remarkable job putting America first.",Positive,0.22000000000000003,0.5366666666666667
+"AOL - News, Mail & Video",nan,nan,nan,nan
+"AOL - News, Mail & Video",My son tells uses aol anymore. Aol first & never issue fix broken. Love aol,Positive,0.11666666666666665,0.4444444444444445
+"AOL - News, Mail & Video",nan,nan,nan,nan
+"AOL - News, Mail & Video","After complaining slow open mail older device, developer suggested I delete reinstall works fine now.",Positive,0.07083333333333333,0.4333333333333333
+"AOL - News, Mail & Video","For 2 days AOL version 5.6 updated 8/2 Android phone, email fine. Then new emails longer appeared inbox unless I swiped finger refresh screen I went 1 folder another. The notification new email, AOL letters upper left hand corner screen longer appeared even though notifications ON. I feedback tech said, I cleared cache, removed email account app, restarted phone uninstalled reinstalled app. That work. Member Nancy Hwa's review indicates issues I have. I like AOL member 20 years. AOL, please fix problem. Maybe another AOLapp update warranted? Thank you.",Positive,0.13787878787878788,0.28181818181818186
+"AOL - News, Mail & Video",Takes long load new mail. Have refresh several times and/or switch different folders new mail appear. often start correctly I first open it. Have close restart almost every time I open first time session.,Positive,0.08030303030303029,0.39730639730639733
+"AOL - News, Mail & Video",nan,nan,nan,nan
+"AOL - News, Mail & Video","Excellent app. I disappointed news slanted left, must take good bad. Still good app.",Positive,0.15833333333333335,0.6027777777777777
+"AOL - News, Mail & Video",Mail update fast enough. It's 4 hours behind.,Negative,-0.06666666666666667,0.6
+"AOL - News, Mail & Video",Slow load new messages. Showing messages 3 days ago new messages,Negative,-0.009090909090909113,0.43636363636363634
+"AOL - News, Mail & Video",After deleting downloading seems working fine now. Better past versions.,Positive,0.22222222222222224,0.4166666666666667
+"AOL - News, Mail & Video","Too many ads. I pay internet thru Verizon, converted full ads biased news ... away soon.",Positive,0.425,0.525
+"AOL - News, Mail & Video",Having used phone added new tablet unable add account. Thank God Outlook get e-mail!,Negative,-0.24431818181818182,0.4772727272727273
+"AOL - News, Mail & Video",Emails delayed several days. Very disturbing grow rely see become slow. Not competitive email service.,Negative,-0.3166666666666667,0.4666666666666666
+"AOL - News, Mail & Video",For part I like app. The drawback I find email sometimes technical problems everything else fine.,Positive,0.20833333333333334,0.3
+"AOL - News, Mail & Video",I've used America Online years. I Gmail account work emails. AOL go-to email.,Neutral,0.0,0.0
+"AOL - News, Mail & Video",nan,nan,nan,nan
+"AOL - News, Mail & Video",Use get emails formerly Verizon. Fails often update show new emails fails send. Ridiculous problems gave.,Negative,-0.2393939393939394,0.41090909090909095
+"AOL - News, Mail & Video","It's good actually read emails, I'm able open emails 90% time. It's white screen attempting load one. Very frustrating! And yes, I've uninstalled reinstalled several times already.",Positive,0.07857142857142856,0.4035714285714286
+"AOL - News, Mail & Video",It takes hours sometimes days emails show ...this sucks,Negative,-0.3,0.3
+"AOL - News, Mail & Video","Very informative app, I like lot",Positive,0.2,0.3
+"AOL - News, Mail & Video",I hate AOL 25 years,Negative,-0.8,0.9
+"AOL - News, Mail & Video",Does time...have wait awhile even manual loading work!,Neutral,0.0,0.0
+"AOL - News, Mail & Video",Love Aol simple effective ..earn 5 stars anyday,Positive,0.3666666666666667,0.5857142857142857
+"AOL - News, Mail & Video",Want choice read stories watch video.,Neutral,0.0,0.0
+"AOL - News, Mail & Video",Email load often enough,Neutral,0.0,0.5
+"AOL - News, Mail & Video",Email text content load. All blank.,Neutral,0.0,0.0
+"AOL - News, Mail & Video",I can't open mail!,Neutral,0.0,0.5
+"AOL - News, Mail & Video",nan,nan,nan,nan
+"AOL - News, Mail & Video",Works,Neutral,0.0,0.0
+"AOL - News, Mail & Video",Give give information world. Love,Positive,0.5,0.6
+"AOL - News, Mail & Video",Like far.,Positive,0.1,1.0
+"AOL - News, Mail & Video",used AOL years,Neutral,0.0,0.0
+"AOL - News, Mail & Video",nan,nan,nan,nan
+"AOL - News, Mail & Video",Like mixture videos news reading. Good job.,Positive,0.7,0.6000000000000001
+"AOL - News, Mail & Video",Meh. Bloatware.,Neutral,0.0,0.0
+"AOL - News, Mail & Video",nan,nan,nan,nan
+"AOL - News, Mail & Video","informative, date news, easy",Positive,0.43333333333333335,0.8333333333333334
+"AOL - News, Mail & Video",Best News,Positive,1.0,0.3
+AP Mobile - Breaking News,"Overall great behind scenes, last couple weeks, someone decided start sending push notifications every single story. Baseball, category 1 hurricanes, usually 10+ larger event. Probably reinstalling let leave phone alone fifteen minutes I get pinged again.",Positive,0.05476190476190477,0.37182539682539684
+AP Mobile - Breaking News,"I randomly get news alerts, great, I them, takes main app, story I clicked on. Sometimes, story even list stories available. The share function garbage. If I want share link, usable option copy clipboard paste I share it, requires delete title article links store Google play store copied URL I get article.",Positive,0.21666666666666667,0.49583333333333335
+AP Mobile - Breaking News,"Content loads much faster latest update! AP great reputation accuracy objectivity. I used read Yahoo News (most AP stories anyway), got fed mean/ignorant user comments. This wonderful app: quick access quality news stories photos intuitive categories, rapid updates, etc. Fast, clean navigation stories.",Positive,0.503125,0.64375
+AP Mobile - Breaking News,"Clicking ""open"" notification open story, homepage. Likewise stories ""More AP"" section bottom article pages regularly return ""Content can't loaded"" message. A 'just-the-facts, fast' news invaluable, there's point users can't access content.",Positive,0.13999999999999999,0.43538461538461537
+AP Mobile - Breaking News,"The good. But, I problem getting local news feed settings save app. Also, I like timeline gaps features pages. It seems feed refreshes often enough. I normally still receive week old news I read it. That purges recent stories.",Positive,0.15833333333333333,0.3666666666666667
+AP Mobile - Breaking News,"In world ""news"" means slanting facts support somebody's agenda, AP stands rest simply reporting news. Their also without flare, thus making easy get information. Love it! I hope change works.",Positive,0.3527777777777778,0.5968253968253968
+AP Mobile - Breaking News,"I like getting headlines short form, AP delivers option reading longer, detailed version, convenience. The downside notify breaking news show open app. You scroll find it. In fairness may ... Full Review",Positive,0.1875,0.525
+AP Mobile - Breaking News,I'm big fan updated interface app. The old interface easier navigate. Update...I like much better now. I hope move new platform available Google since notification right indicates Apple support.,Positive,0.23701298701298698,0.36504329004329006
+AP Mobile - Breaking News,"The news great, AP, that's surprise. The needs work, though. When get push notification tap it, asked want view article. You say yes taken article, taken main news feed article m... Full Review",Positive,0.4388888888888889,0.5444444444444444
+AP Mobile - Breaking News,I really like appreciate little story blurbs reason I give 5/5 stars I little story takes home page instead directly story I want read. I try find story may day old t... Full Review,Positive,0.0625,0.39166666666666666
+AP Mobile - Breaking News,"Excellent, esp way delivers news alerts, concise, unobtrusive, easy see decide want open not. Very quick loading, even old Note 3. The content good, varied. This far favorite news app. Others seem bloated compared this. ... Full Review",Positive,0.31551282051282054,0.6667948717948718
+AP Mobile - Breaking News,"2017 update: using variation years, consistent good source pure mess. Always reliable, useful. 2014 update: Been since I first used app, I've come back loss old news source. It's still good basic news,... Full Review",Positive,0.2444805194805195,0.3030303030303031
+AP Mobile - Breaking News,"get article warning, open opens habe idea article went. Top stories shift quickly. Local stories exist. And preferences like ignored suggestions. Still better info though.",Positive,0.25,0.375
+AP Mobile - Breaking News,This best news far opinion. I tried many get update tap read article cases go directly end search it. Not case here!,Positive,0.43125,0.55
+AP Mobile - Breaking News,"I get notifications, can't always immediately read story. I like try read later. I find notifications often bring specific article updated version article even related topics. The notifications often bring Top News page. I ... Full Review",Positive,0.16999999999999998,0.315
+AP Mobile - Breaking News,"My go quick look news morning. Excellent layout, good coverage, generally objective factual. Update 12/11/2017. Content still good noticed last couple months takes forever load 2 Samsung tablets. Scolling sluggish occasionally hang... Full Review",Positive,0.3854166666666667,0.44270833333333337
+AP Mobile - Breaking News,"So far I read recommended articles via notifications. Notifications however take article headline instead take top news feed. Other reviews show people issue, persisted across multiple updates. Like another... Full Review",Positive,0.16499999999999998,0.485
+AP Mobile - Breaking News,"Great news often first report certain events. My peeve I push notifications I want open, it'll bring smaller box asking I want open dismiss. When I open bring article, main page. Then I scour ot... Full Review",Positive,0.19788359788359788,0.5042328042328043
+AP Mobile - Breaking News,The AP works well. Stories current easily accessed. Notifications give option open good feature. Loads quickly issues app. Updates caused problems stability functionality. Now two years later still fav... Full Review,Positive,0.2595238095238095,0.4833333333333334
+AP Mobile - Breaking News,nan,nan,nan,nan
+AP Mobile - Breaking News,"This brightest news market. A number news allow adjust invert background ease night reading. Two years later, criticism still stands. This really needs give users ability get rid glaring white background",Positive,0.06666666666666667,0.06666666666666667
+AP Mobile - Breaking News,"Ok get breaking news notification phone normal, brief description. Then story learn takess general news page. Sometimes story even there. What's point?",Positive,0.17500000000000002,0.4958333333333333
+AP Mobile - Breaking News,"Great that's easy navigate, contains minute articles. However, issue numerous story links say, ""content unavailable"". These specific links always pages. For example, I may reading story, bottom, links ... Full Review",Positive,0.3166666666666667,0.5516666666666667
+AP Mobile - Breaking News,"I love fact I turn photos downloading automatically, saves data. But I hate, hate, hate fact I open notification certain news item, I say open, 99% time I longer find headlines. The notification take stor... Full Review",Negative,-0.16696428571428573,0.6776785714285714
+AP Mobile - Breaking News,"Current version allowing add local news (doesn't allow enter anything location screen), previous versions did. I liked better I could get headlines place.",Positive,0.18666666666666668,0.37333333333333335
+AP Mobile - Breaking News,I would give 5 stars opened story pop-up notification instead taking front page app. Many times I've searched find article quite cases gave I find it. It seems like obvious feature incl... Full Review,Positive,0.2833333333333333,0.5166666666666667
+AP Mobile - Breaking News,"If ""no content available"", post headline link? Totally irritating see headline interest, hit link, see blank page entitled ""Content available"". So fix it: ""Positive review available"". Also, proof reading content headlines?... Full Review",Positive,0.19675324675324676,0.4422077922077922
+AP Mobile - Breaking News,"Update: June 2017, latest update added many intrusive ads constantly pop & cover bottom half screen. If fixed within next couple weeks, I'll uninstalling & giving negative reviews social media. Please fix this, I want news, commercials.",Positive,0.08333333333333333,0.32083333333333336
+AP Mobile - Breaking News,"Better news apps. Not ton ads images load per story. As unbiased news? I say that. A lot liberal nonsense scroll past. I really need reporter's editor's opinions President, 2nd amendment, abortion, whatever else agend... Full Review",Positive,0.16,0.3
+AP Mobile - Breaking News,nan,nan,nan,nan
+AP Mobile - Breaking News,"The nice good news features. However, news notifications story pop read more, NOT take THAT need story. Just listing news articles. Surely make sense me. Make feature work please!",Positive,0.60625,0.7472222222222222
+AP Mobile - Breaking News,nan,nan,nan,nan
+AP Mobile - Breaking News,"UPDATE It good news (COMPARE others, try NPR-but neutral), articles removed quickly. It also always seems link removed articles reading current ones, annoyingly. While browsing articles removes things feed wi... Full Review",Positive,0.11666666666666663,0.5900000000000001
+AP Mobile - Breaking News,Would give 5 star review I could actually read articles breaks. Basically news breaks first AP I go NY Times WaPo NY Post actually read article details happened. Must fix that. I can't find breaking news ... Full Review,Positive,0.15,0.27083333333333337
+AP Mobile - Breaking News,nan,nan,nan,nan
+AP Mobile - Breaking News,"AP unparalleled coverage. But there's UX thing drives batty: tapping news notification take story. If there's story, ""open"" button. It's frustrating.",Negative,-0.2,0.7
+AP Mobile - Breaking News,"Stories well written bad. HOWEVER, really odd cannot access story receive notification unless search yourself. You able story instead option ""dismiss."" It makes experience frustr... Full Review",Negative,-0.004166666666666624,0.5229166666666667
+AP Mobile - Breaking News,"Whenever I follow push notification AP mobile take article. Instead, takes front page article I wanting read found. As result I find using Reuters more. Fix I gladly change rating 5 stars.",Positive,0.5,0.75
+AP Mobile - Breaking News,"I would really love ONE updates show article I clicked I receive notification. So frustrating something look thru list, disappointed article all.",Negative,-0.21666666666666667,0.75
+AP Mobile - Breaking News,On every day several times day. Don't miss anything app. Seems journalism biased. Until gets political. One see left leaning bias journalist. Not problem reports neutral. Way be.,Neutral,0.0,0.03333333333333333
+APE Weather ( Live Forecast),"No automatic weather update start up, UI intuitive, useless animations instead functional basic features - can't recommend it, sorry.",Negative,-0.3333333333333333,0.44166666666666665
+APE Weather ( Live Forecast),"Please add locations like location (Oghi, Pakistan) available. And also please add widget 4*2. Otherwise good",Positive,0.55,0.5
+APE Weather ( Live Forecast),nan,nan,nan,nan
+APE Weather ( Live Forecast),Work correctly nice awesome Install gyz,Positive,0.8,1.0
+APE Weather ( Live Forecast),nan,nan,nan,nan
+APE Weather ( Live Forecast),nan,nan,nan,nan
+APE Weather ( Live Forecast),It gives proper weather condition,Neutral,0.0,0.1
+APE Weather ( Live Forecast),Go back drawing board!,Neutral,0.0,0.0
+APE Weather ( Live Forecast),It's average,Negative,-0.15,0.39999999999999997
+APE Weather ( Live Forecast),Mind blowing awesome,Positive,1.0,1.0
+APE Weather ( Live Forecast),This good also nice interface,Positive,0.6499999999999999,0.8
+APE Weather ( Live Forecast),nan,nan,nan,nan
+APE Weather ( Live Forecast),nan,nan,nan,nan
+APE Weather ( Live Forecast),Its good time accurate,Positive,0.55,0.6166666666666667
+APE Weather ( Live Forecast),Really good,Positive,0.7,0.6000000000000001
+APE Weather ( Live Forecast),Love,Positive,0.5,0.6
+APE Weather ( Live Forecast),Ok,Positive,0.5,0.5
+APE Weather ( Live Forecast),nan,nan,nan,nan
+APE Weather ( Live Forecast),Well played...,Neutral,0.0,0.0
+APE Weather ( Live Forecast),Absolutely brilliant is... Accurate weather reliable.... Thanks ...,Positive,0.5,0.611111111111111
+APE Weather ( Live Forecast),Something good,Positive,0.7,0.6000000000000001
+APE Weather ( Live Forecast),nan,nan,nan,nan
+APE Weather ( Live Forecast),Good check forecast,Positive,0.7,0.6000000000000001
+APE Weather ( Live Forecast),good,Positive,0.7,0.6000000000000001
+APE Weather ( Live Forecast),Bangle,Neutral,0.0,0.0
+APE Weather ( Live Forecast),Good,Positive,0.7,0.6000000000000001
+APE Weather ( Live Forecast),"Great info,when needed",Positive,0.8,0.75
+APE Weather ( Live Forecast),Nice app. I like app...,Positive,0.6,1.0
+APE Weather ( Live Forecast),Excellent,Positive,1.0,1.0
+APE Weather ( Live Forecast),I love aps,Positive,0.5,0.6
+APE Weather ( Live Forecast),Its really helpful,Positive,0.2,0.2
+APE Weather ( Live Forecast),I love,Positive,0.5,0.6
+APE Weather ( Live Forecast),really helpful,Positive,0.2,0.2
+APE Weather ( Live Forecast),Its really helpful,Positive,0.2,0.2
+APE Weather ( Live Forecast),Nice weather,Positive,0.6,1.0
+APE Weather ( Live Forecast),nice,Positive,0.6,1.0
+APE Weather ( Live Forecast),yes,Neutral,0.0,0.0
+APE Weather ( Live Forecast),Nc,Neutral,0.0,0.0
+APE Weather ( Live Forecast),good,Positive,0.7,0.6000000000000001
+APE Weather ( Live Forecast),useful,Positive,0.3,0.0
+"APUS Launcher - Theme, Wallpaper, Hide Apps",World best launcher I ever seen,Positive,1.0,0.3
+"APUS Launcher - Theme, Wallpaper, Hide Apps",It's good,Positive,0.7,0.6000000000000001
+"APUS Launcher - Theme, Wallpaper, Hide Apps",nan,nan,nan,nan
+"APUS Launcher - Theme, Wallpaper, Hide Apps",It's awesome,Positive,1.0,1.0
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Useful app..,Positive,0.3,0.0
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Horrible,Negative,-1.0,1.0
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Good,Positive,0.7,0.6000000000000001
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Not liking reset wallpaper time.,Neutral,0.0,0.0
+"APUS Launcher - Theme, Wallpaper, Hide Apps",There ads even sections. It's much,Positive,0.2,0.2
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Good let earn rewards,Positive,0.7,0.6000000000000001
+"APUS Launcher - Theme, Wallpaper, Hide Apps",nan,nan,nan,nan
+"APUS Launcher - Theme, Wallpaper, Hide Apps","Very good, bro",Positive,0.9099999999999999,0.7800000000000001
+"APUS Launcher - Theme, Wallpaper, Hide Apps",It's OK,Positive,0.5,0.5
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Love ths,Positive,0.5,0.6
+"APUS Launcher - Theme, Wallpaper, Hide Apps",nan,nan,nan,nan
+"APUS Launcher - Theme, Wallpaper, Hide Apps",nan,nan,nan,nan
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Stupid,Negative,-0.7999999999999999,1.0
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Good luck,Positive,0.7,0.6000000000000001
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Good,Positive,0.7,0.6000000000000001
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Excessive updates without performance improvement,Negative,-0.25,1.0
+"APUS Launcher - Theme, Wallpaper, Hide Apps",I love love much cool!!!!!!!! OMG L.O.L,Positive,0.6666666666666666,0.6166666666666667
+"APUS Launcher - Theme, Wallpaper, Hide Apps",The best,Positive,1.0,0.3
+"APUS Launcher - Theme, Wallpaper, Hide Apps",I love,Positive,0.5,0.6
+"APUS Launcher - Theme, Wallpaper, Hide Apps",nan,nan,nan,nan
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Sucks! I picture close heart home screen changed it. I never get picture back. I see court ASUS group,Negative,-0.1875,0.15
+"APUS Launcher - Theme, Wallpaper, Hide Apps",nan,nan,nan,nan
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Hate it! Srry say many ads lag I first I thought I many lag delete (bout 9) still work I deleted stopped lagging...,Positive,0.0625,0.5583333333333333
+"APUS Launcher - Theme, Wallpaper, Hide Apps",nan,nan,nan,nan
+"APUS Launcher - Theme, Wallpaper, Hide Apps",This amazing love needs More five stars 1000 that would rate,Positive,0.5333333333333333,0.6666666666666666
+"APUS Launcher - Theme, Wallpaper, Hide Apps",To much add notification add take full screen playing free fire many times lose add take full screen,Positive,0.36000000000000004,0.5199999999999999
+"APUS Launcher - Theme, Wallpaper, Hide Apps",nan,nan,nan,nan
+"APUS Launcher - Theme, Wallpaper, Hide Apps",I honest I'm going good Thanks,Positive,0.49999999999999994,0.5666666666666667
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Love It! So Easy To Use Too!,Positive,0.5833333333333334,0.7166666666666667
+"APUS Launcher - Theme, Wallpaper, Hide Apps","Very nice, I love much",Positive,0.49333333333333335,0.6
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Its okay hanging like virus phone,Positive,0.5,0.5
+"APUS Launcher - Theme, Wallpaper, Hide Apps","Oh dear Lord, ads ads ads! If continues I'll looking elsewhere",Neutral,0.0,0.0
+"APUS Launcher - Theme, Wallpaper, Hide Apps",I think best I ever got,Positive,1.0,0.3
+"APUS Launcher - Theme, Wallpaper, Hide Apps",The best ever,Positive,1.0,0.3
+"APUS Launcher - Theme, Wallpaper, Hide Apps",nan,nan,nan,nan
+"APUS Launcher - Theme, Wallpaper, Hide Apps",Best lock launcher,Positive,1.0,0.3
+ARY NEWS,previous version functioning well. live news section working all. uninstall it.,Negative,-0.015151515151515152,0.3333333333333333
+ARY NEWS,nan,nan,nan,nan
+ARY NEWS,I imran Khan,Neutral,0.0,0.0
+ARY NEWS,Good news enjoyable time,Positive,0.6,0.6000000000000001
+ARY NEWS,nan,nan,nan,nan
+ARY NEWS,"Well, I've installed Imran Khan :) Normally I like news. No doubt working smooth.",Positive,0.35000000000000003,0.7166666666666667
+ARY NEWS,I like ary news good working please solve problem,Positive,0.7,0.6000000000000001
+ARY NEWS,This best news live.,Positive,0.5681818181818181,0.4
+ARY NEWS,The live channel working properly,Positive,0.06818181818181818,0.3
+ARY NEWS,Need little bit improvement,Negative,-0.1875,0.5
+ARY NEWS,Bakwas app... Hangs,Neutral,0.0,0.0
+ARY NEWS,Too many ads. Uninstalling.,Positive,0.5,0.5
+ARY NEWS,nan,nan,nan,nan
+ARY NEWS,V nice,Positive,0.6,1.0
+ARY NEWS,Not opening.,Neutral,0.0,0.0
+ARY NEWS,Very good,Positive,0.9099999999999999,0.7800000000000001
+ARY NEWS,Very fantastic & amazing,Positive,0.56,0.95
+ARY NEWS,My favorite channel ❤,Positive,0.5,1.0
+ARY NEWS,nan,nan,nan,nan
+ARY NEWS,Need improvements. Not professional app.bad ad placement need separated YouTube app.,Negative,-0.05,0.1
+ARY NEWS,Need improvements bad ads.,Negative,-0.6999999999999998,0.6666666666666666
+ARY NEWS,You manage permission ask nougat,Neutral,0.0,0.0
+ARY NEWS,Because due support PTI,Negative,-0.125,0.375
+ARY NEWS,nan,nan,nan,nan
+ARY NEWS,Viry Good love,Positive,0.6,0.6000000000000001
+ARY NEWS,Wonderful news channel,Positive,1.0,1.0
+ARY NEWS,Good aap,Positive,0.7,0.6000000000000001
+ARY NEWS,Buckas ha 2 mint gets bad quit,Negative,-0.6999999999999998,0.6666666666666666
+ARY NEWS,nan,nan,nan,nan
+ARY NEWS,Nonsense app,Neutral,0.0,0.0
+ARY NEWS,A1,Neutral,0.0,0.0
+ARY NEWS,Baqwass,Neutral,0.0,0.0
+ARY NEWS,nan,nan,nan,nan
+ARY NEWS,Improve 1st better new,Positive,0.3181818181818182,0.4772727272727273
+ARY NEWS,Too many ads unable watch news much wait,Positive,0.06666666666666667,0.39999999999999997
+ARY NEWS,Love u) lllllllllllllllllllllllll,Positive,0.5,0.6
+ARY NEWS,good,Positive,0.7,0.6000000000000001
+ARY NEWS,Are nonsense,Neutral,0.0,0.0
+ARY NEWS,I always update latest version. But remains crashing every time I open application.,Positive,0.25,0.7
+ARY NEWS,keeps crashing msg pops every mins saying stopped,Neutral,0.0,0.0
+ARY NEWS URDU,nan,nan,nan,nan
+ARY NEWS URDU,can't read different language come,Neutral,0.0,0.6
+ARY NEWS URDU,way truth,Neutral,0.0,0.0
+ARY NEWS URDU,It work north America,Neutral,0.0,0.0
+ARY NEWS URDU,Too much ads,Positive,0.2,0.2
+ARY NEWS URDU,nan,nan,nan,nan
+ARY NEWS URDU,nan,nan,nan,nan
+ARY NEWS URDU,Always busy.,Positive,0.1,0.3
+ARY NEWS URDU,I think they chenal good,Positive,0.7,0.6000000000000001
+ARY NEWS URDU,Nice,Positive,0.6,1.0
+ARY NEWS URDU,Very Good,Positive,0.9099999999999999,0.7800000000000001
+ARY NEWS URDU,Brilliant,Positive,0.9,1.0
+ARY NEWS URDU,full adverts pop every seconds,Positive,0.35,0.55
+ARY NEWS URDU,nan,nan,nan,nan
+ARY NEWS URDU,How long will I decide on my ARY's bucket?,Negative,-0.05,0.4
+ARY NEWS URDU,nan,nan,nan,nan
+ARY NEWS URDU,"As previous two reviews. Unwatchable , unusable",Negative,-0.16666666666666666,0.16666666666666666
+ARY NEWS URDU,Whats point putting live option u gonna cover screen ads mean u try cancel still stay though,Negative,-0.08806818181818182,0.59375
+ARY NEWS URDU,"Do not miss live updates, live streaming, or exit",Positive,0.13636363636363635,0.5
+ARY NEWS URDU,Nonsense abuser,Neutral,0.0,0.0
+ARY NEWS URDU,Unfortunately error facing,Negative,-0.5,1.0
+ARY NEWS URDU,Well good get live information country whenever want wherever,Positive,0.41818181818181815,0.55
+ARY NEWS URDU,Last update bakwaaassss...,Neutral,0.0,0.06666666666666667
+ARY NEWS URDU,Not clear,Negative,-0.05000000000000001,0.3833333333333333
+ARY NEWS URDU,My favorite channel,Positive,0.5,1.0
+ARY NEWS URDU,I installed working.,Neutral,0.0,0.0
+ARY NEWS URDU,Not working need improvement uninstall,Neutral,0.0,0.0
+ARY NEWS URDU,Great,Positive,0.8,0.75
+ARY NEWS URDU,Its good,Positive,0.7,0.6000000000000001
+ARY NEWS URDU,Check updates responding. Whats wrong. I think upload advertisements.,Negative,-0.5,0.9
+ARY NEWS URDU,Good,Positive,0.7,0.6000000000000001
+ARY NEWS URDU,Musharaf talk,Neutral,0.0,0.0
+ARY NEWS URDU,Awesome!,Positive,1.0,1.0
+ARY NEWS URDU,V nice,Positive,0.6,1.0
+ARY NEWS URDU,Excellent,Positive,1.0,1.0
+ARY NEWS URDU,Headlines videos available previous version,Positive,0.11666666666666668,0.2833333333333333
+ARY NEWS URDU,nan,nan,nan,nan
+ARY NEWS URDU,Worst,Negative,-1.0,1.0
+ARY NEWS URDU,Good works a3 2016,Positive,0.7,0.6000000000000001
+ARY NEWS URDU,Thanks,Positive,0.2,0.2
+ASOS,nan,nan,nan,nan
+ASOS,"Every day re-sign Google account. Please fix irritating keep signing in. Also, please add south African rand currency frustrating calculate items price. Other 5 stars.",Negative,-0.23125,0.51875
+ASOS,nan,nan,nan,nan
+ASOS,"You select different countries, different language settings. But I can't select English language location set Germany. So ridiculous! Means I able app.",Positive,0.016666666666666673,0.5650000000000001
+ASOS,"Super easy look stuff pay. One downside I noticed far: whenever I add items basket login, items disappear. Super annoying. Otherwise amazing service.",Positive,0.16666666666666666,0.8277777777777778
+ASOS,"Really great app, annoying rings sold items still displayed there's much choice hard actually pick thing!",Negative,-0.018333333333333333,0.49833333333333335
+ASOS,"Great App, easy buy banging clothes, sometimes bit pricey expected! There always sales go clothes store :)",Positive,0.40208333333333335,0.7458333333333333
+ASOS,friend told I liked fanny pack. I downloaded checked out. I love it! Very nice items reasonable prices.,Positive,0.55125,0.75
+ASOS,nan,nan,nan,nan
+ASOS,Took money put ordet missed make claim paypal wait paypal send money back ASOS stuffed up!,Neutral,0.0,0.0
+ASOS,"Great store! Great variety , great prices, love loyalty scheme, easy deliveries pay later klarna also helpful!! Defently recommended since I've shopping asos everything I get aha !",Positive,0.5888888888888889,0.6138888888888889
+ASOS,"ASOS cuties everything. I'm 58,but still dress style. Very cool clothes,shoes,household items. The prices great. I send friends & family plus size gals. ❣❤❣",Positive,0.6275,0.7975000000000001
+ASOS,Great user friendly I wish kept logged without log every day.,Positive,0.5875,0.625
+ASOS,nan,nan,nan,nan
+ASOS,I almost daily shopping needs! Really efficient easy process purchase.,Positive,0.2111111111111111,0.3444444444444445
+ASOS,"Absolutely love app, easy (unfortunately) easy make purchases. I love it, bank balance much ♥",Positive,0.5111111111111112,0.6777777777777777
+ASOS,Can't give five star ever since available English anymore customers Netherlands. Please provide double language choice.,Positive,0.13333333333333333,0.13333333333333333
+ASOS,It's fantastic shopping ASOS!! It's even easier convenient go... finding right clothing never easier!!,Positive,0.5357142857142857,0.7178571428571429
+ASOS,Easy watch videos clothes shoes get real unedited view items,Positive,0.31666666666666665,0.5666666666666667
+ASOS,The easy find nice things !,Positive,0.5916666666666667,0.9166666666666667
+ASOS,"I love easy browse, find purchase things. ASOS done great job I've issues far(few months).",Positive,0.5777777777777778,0.7277777777777779
+ASOS,Love app. Great range clothes prices. Also really fast free shipping!,Positive,0.5,0.6875
+ASOS,"I 16year old son never disappointed means neither I, brilliant round , well done ASOS x",Positive,0.29375,0.5875
+ASOS,nan,nan,nan,nan
+ASOS,Love it. Lovely clothes. Easy navigate. Fast free delivery great returns,Positive,0.47222222222222215,0.7222222222222223
+ASOS,"Love ASOS ans love app. Could map search delivery through, list potential collect locations 8snt much me. Otherwise, great!",Positive,0.44000000000000006,0.6300000000000001
+ASOS,"No nonsense clothes shopping great filters, fast responses, good delivery payment options (Google Pay!). I barely shop anywhere else!",Positive,0.484375,0.5125000000000001
+ASOS,My entire wardrobe ASOS boyfriend. 100% go everything,Neutral,0.0,0.625
+ASOS,"Best online shopping come across, really simple navigate, mention great deals!",Positive,0.6666666666666666,0.469047619047619
+ASOS,My partner got always quality products returns amazing easy handle especially 1 year Express free returns.,Positive,0.3583333333333334,0.8833333333333333
+ASOS,"Excellent 10/10 price.range,staff,quality. No drama worries, problem. I back. A+++",Positive,0.5,0.5
+ASOS,Freezes scrolling bit. Every damn time.,Neutral,0.0,0.0
+ASOS,"Used good, item I want size stock.",Positive,0.7,0.6000000000000001
+ASOS,"ASOS great quick search, always easy find looking for.",Positive,0.5222222222222223,0.6944444444444445
+ASOS,"easy to use, shipping fast enough, wide choice of clothing and more, for everyone",Positive,0.20666666666666664,0.5666666666666667
+ASOS,"I love app! Just wish I could leave read reviews! I trust sizing, sometimes I wish I read someone else's opinion",Positive,0.78125,0.6
+ASOS,"Convenient use, easy search, good promotion, exclusive items",Positive,0.5666666666666667,0.7166666666666668
+ASOS,Bad international shipping service.,Negative,-0.3499999999999999,0.3333333333333333
+ASOS,This useful sorts different things. It easy navigate full different styles clothes,Positive,0.2166666666666667,0.5166666666666667
+ASOS,Intuitive visual app. Everything could possibly need finger tips. Well done ASOS!,Neutral,0.0,0.5
+ASOS,nan,nan,nan,nan
+ASOS,"Every day re-sign Google account. Please fix irritating keep signing in. Also, please add south African rand currency frustrating calculate items price. Other 5 stars.",Negative,-0.23125,0.51875
+ASOS,nan,nan,nan,nan
+ASOS,"You select different countries, different language settings. But I can't select English language location set Germany. So ridiculous! Means I able app.",Positive,0.016666666666666673,0.5650000000000001
+ASOS,"Super easy look stuff pay. One downside I noticed far: whenever I add items basket login, items disappear. Super annoying. Otherwise amazing service.",Positive,0.16666666666666666,0.8277777777777778
+ASOS,"Really great app, annoying rings sold items still displayed there's much choice hard actually pick thing!",Negative,-0.018333333333333333,0.49833333333333335
+ASOS,"Great App, easy buy banging clothes, sometimes bit pricey expected! There always sales go clothes store :)",Positive,0.40208333333333335,0.7458333333333333
+ASOS,friend told I liked fanny pack. I downloaded checked out. I love it! Very nice items reasonable prices.,Positive,0.55125,0.75
+ASOS,nan,nan,nan,nan
+ASOS,Took money put ordet missed make claim paypal wait paypal send money back ASOS stuffed up!,Neutral,0.0,0.0
+ASOS,"Great store! Great variety , great prices, love loyalty scheme, easy deliveries pay later klarna also helpful!! Defently recommended since I've shopping asos everything I get aha !",Positive,0.5888888888888889,0.6138888888888889
+ASOS,"ASOS cuties everything. I'm 58,but still dress style. Very cool clothes,shoes,household items. The prices great. I send friends & family plus size gals. ❣❤❣",Positive,0.6275,0.7975000000000001
+ASOS,Great user friendly I wish kept logged without log every day.,Positive,0.5875,0.625
+ASOS,Awful customer automatic responses. The products ones see website. Terrible. Absolutely terrible.,Negative,-1.0,1.0
+ASOS,I almost daily shopping needs! Really efficient easy process purchase.,Positive,0.2111111111111111,0.3444444444444445
+ASOS,"Absolutely love app, easy (unfortunately) easy make purchases. I love it, bank balance much ♥",Positive,0.5111111111111112,0.6777777777777777
+ASOS,Can't give five star ever since available English anymore customers Netherlands. Please provide double language choice.,Positive,0.13333333333333333,0.13333333333333333
+ASOS,It's fantastic shopping ASOS!! It's even easier convenient go... finding right clothing never easier!!,Positive,0.5357142857142857,0.7178571428571429
+ASOS,Easy watch videos clothes shoes get real unedited view items,Positive,0.31666666666666665,0.5666666666666667
+ASOS,The easy find nice things !,Positive,0.5916666666666667,0.9166666666666667
+ASOS,"I love easy browse, find purchase things. ASOS done great job I've issues far(few months).",Positive,0.5777777777777778,0.7277777777777779
+ASOS,Love app. Great range clothes prices. Also really fast free shipping!,Positive,0.5,0.6875
+ASOS,"I 16year old son never disappointed means neither I, brilliant round , well done ASOS x",Positive,0.29375,0.5875
+ASOS,nan,nan,nan,nan
+ASOS,Love it. Lovely clothes. Easy navigate. Fast free delivery great returns,Positive,0.47222222222222215,0.7222222222222223
+ASOS,"Love ASOS ans love app. Could map search delivery through, list potential collect locations 8snt much me. Otherwise, great!",Positive,0.44000000000000006,0.6300000000000001
+ASOS,nan,nan,nan,nan
+ASOS,My entire wardrobe ASOS boyfriend. 100% go everything,Neutral,0.0,0.625
+ASOS,"Best online shopping come across, really simple navigate, mention great deals!",Positive,0.6666666666666666,0.469047619047619
+ASOS,My partner got always quality products returns amazing easy handle especially 1 year Express free returns.,Positive,0.3583333333333334,0.8833333333333333
+ASOS,nan,nan,nan,nan
+ASOS,Freezes scrolling bit. Every damn time.,Neutral,0.0,0.0
+ASOS,"Used good, item I want size stock.",Positive,0.7,0.6000000000000001
+ASOS,nan,nan,nan,nan
+ASOS,"easy to use, shipping fast enough, wide choice of clothing and more, for everyone",Positive,0.20666666666666664,0.5666666666666667
+ASOS,nan,nan,nan,nan
+ASOS,"Convenient use, easy search, good promotion, exclusive items",Positive,0.5666666666666667,0.7166666666666668
+ASOS,nan,nan,nan,nan
+ASOS,This useful sorts different things. It easy navigate full different styles clothes,Positive,0.2166666666666667,0.5166666666666667
+ASOS,Intuitive visual app. Everything could possibly need finger tips. Well done ASOS!,Neutral,0.0,0.5
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,"Asus helping all, missed lot calls bad apps, cant answer phone calls calling dialing sound all. I prefer brand even cheaper phone better Asus",Positive,0.06666666666666672,0.5222222222222223
+ASUS Calling Screen,"It recognize numbers long distance operator code Brazil contacts long distance code. Should fixed, I'll rate five stars. Also, give option add operator number",Neutral,0.0,0.3333333333333333
+ASUS Calling Screen,Best dialer I came across.. Inbulit call recording feature .. Rated 4 stars It Inbulit Video calling feature like Xiaomi Gionee phone dialers. please release update stock dialer video calling VoLTE available,Positive,0.7,0.35
+ASUS Calling Screen,Remains beneath home screen. Not possible take calls. Practically work. U able accept calls. What earth phone then?,Positive,0.25,0.8125
+ASUS Calling Screen,"It recognize numbers long distance operator code Brazil contacts long distance code. Should fixed, I'll rate five stars.",Neutral,0.0,0.3333333333333333
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,I want option removing ability call second SIM SIM call button. My second SIM data I want avoid chances call mistake.,Neutral,0.0,0.0
+ASUS Calling Screen,Overall ok. The option shows open app. Just like Simple Dialer,Positive,0.125,0.3392857142857143
+ASUS Calling Screen,Missed calls get disappeared minutes. I missed many important calls What Please help,Positive,0.45,0.75
+ASUS Calling Screen,The hangs remains frozen I try make phone calls. Have restart phone happens calls affected well. Only solution rollback updates.,Neutral,0.0,1.0
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,"When I make call, screen turns dark I cannot turn again, flickers goes dark again. I cannot anything, press buttons, hang up, mention complete lack screens. Yes, I turned phone tried multiple times different numbers even, date. Please release fix asap.",Negative,-0.039999999999999994,0.36000000000000004
+ASUS Calling Screen,Cant make calls contacts stuck synching contacts. Its new sim contacts entered yet. Ridiculous glitch renders asus useless.,Negative,-0.23232323232323235,0.5515151515151515
+ASUS Calling Screen,"It freezes often I call someone, I restart phone every time happens.",Neutral,0.0,0.0
+ASUS Calling Screen,"sir,please add call screen background feature.I hope solve problem possible.Thanks ASUS",Neutral,0.0,0.0
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,Please add video call button calling screen. pathetic third party video calling. :-(,Negative,-0.5833333333333334,0.6666666666666666
+ASUS Calling Screen,"dear sir, asus ZenFone 3 user.this ph awesome super current market.but plss added video call feature like samsung calling feature.i hope problem solve quickly. thanks",Positive,0.3833333333333333,0.5666666666666667
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,private contacts snoop messages like asus zenfone max zc550kl,Neutral,0.0,0.375
+ASUS Calling Screen,No sound keeps dialing. When hung It can't go back normal screen. Something wrong asus.,Negative,-0.1375,0.48749999999999993
+ASUS Calling Screen,"Lost option switch dark mode... Now I need new dialer. Latest update, still same.",Positive,0.12159090909090908,0.4698863636363636
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,Please make calling screen like Samsung. This good. Looks dumb.,Positive,0.16249999999999998,0.55
+ASUS Calling Screen,I problem mic update. It working.,Neutral,0.0,0.0
+ASUS Calling Screen,This version bug mutes calls installed..,Neutral,0.0,0.0
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,This running ZenFone 3 deluxe. Mic mutes call screen locks.,Positive,0.6,0.9
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,"If call receive dail, concect call can't save number call delete options... What do?",Neutral,0.0,0.0
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,Not good,Negative,-0.35,0.6000000000000001
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Calling Screen,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,"Can't view emails. , Need option customise appearance colour. , Need show what's pop Asus cover ..... Hope improve it. Thank you...",Neutral,0.0,0.0
+ASUS Cover for ZenFone 2,Useful responsive. A nice touch improve phone's usability. A limitations due security (lock screen),Positive,0.2583333333333333,0.4583333333333333
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,There glitch I closes phone flip cover. The screen moves randomly....,Negative,-0.5,0.5
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,Charging light disappeared update,Positive,0.4,0.7
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,I Dont like Asus,Neutral,0.0,0.0
+ASUS Cover for ZenFone 2,The application is activated by your own contact. Please correct it as soon as possible,Positive,0.3,1.0
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Cover for ZenFone 2,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Gallery,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,"To personally, making sense!",Neutral,0.0,0.3
+ASUS Quick Memo,"2 strings shows opened app? It's joke? Where ""pin main screen"" setting users asking long time?",Positive,0.05833333333333333,0.3666666666666667
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Quick Memo,nan,nan,nan,nan
+ASUS Sound Recorder,Add Dark Theme Please,Negative,-0.15,0.4
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,Like it.,Neutral,0.0,0.0
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,Very good,Positive,0.9099999999999999,0.7800000000000001
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,"I'm totally impressed many ASUS like ""Sound Recorder"" superior quality that's simple use.",Positive,0.5199999999999999,0.6314285714285715
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,Very useful easy,Positive,0.4116666666666667,0.4166666666666667
+ASUS Sound Recorder,Cool issues found past two years,Positive,0.04999999999999999,0.45
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,Missing changelog,Negative,-0.2,0.05
+ASUS Sound Recorder,Very good app's,Positive,0.9099999999999999,0.7800000000000001
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,Nice,Positive,0.6,1.0
+ASUS Sound Recorder,Good,Positive,0.7,0.6000000000000001
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,Good,Positive,0.7,0.6000000000000001
+ASUS Sound Recorder,Nice easy,Positive,0.5166666666666666,0.9166666666666667
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,Good quality,Positive,0.7,0.6000000000000001
+ASUS Sound Recorder,Best software,Positive,1.0,0.3
+ASUS Sound Recorder,Excellent,Positive,1.0,1.0
+ASUS Sound Recorder,nan,nan,nan,nan
+ASUS Sound Recorder,Nice,Positive,0.6,1.0
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,"Very useful. I'd like create new note template, image changed , template (Eiffel tower). Thanks",Positive,0.2421212121212121,0.21818181818181817
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,"All notes gone update, can't sign WebStorage account. While login menu show sign WebStorage account. Thank",Neutral,0.0,0.0
+ASUS SuperNote,The nice page limit satisfied.,Positive,0.55,1.0
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,Unless setup way wants work correctly.,Positive,0.2,0.1
+ASUS SuperNote,zf 3 max,Neutral,0.0,0.0
+ASUS SuperNote,Nice store copy save information.,Positive,0.6,1.0
+ASUS SuperNote,I love it!,Positive,0.625,0.6
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,Awesome!!!!,Positive,1.0,1.0
+ASUS SuperNote,Typing supported write notes handwriting swiping screen.. irritating... I'll give 5star supports normal typing system.thanks,Negative,-0.125,0.725
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,"I'm trying send feedback, texts appearing screen. Can u help retrieve notes? I opened day, notes gone! I made online backup yet.",Neutral,0.0,0.0
+ASUS SuperNote,"Very silly can't save notes that's page, save separate pages. Nor share note, separate emails. Glaring issue makes whole thing bit amateur..",Negative,-0.2333333333333333,0.5499999999999999
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,I three ASUS devices. This sync even single note share among them. Useless.,Negative,-0.2857142857142857,0.20714285714285713
+ASUS SuperNote,"I like flaw I like limited page size, I'd like option text page endless text. This makes easier copy paste large groups text.",Positive,0.0059523809523809494,0.44047619047619047
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,Pls update give ability save redo. Because keep accidentally erasing important notes im trying scroll page. Also update page enable easy scrolling put option smaller font size ttyping,Positive,0.2777777777777778,0.7777777777777778
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,How I unlock notes lockee I forgot password? I'm pretty sure password correct still unlock.,Positive,0.375,0.9444444444444444
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,My notes suddenly disappeared folders there. Can fix it? I really need notes. Asap.,Positive,0.1,0.35
+ASUS SuperNote,Omg I looking for! This best app. Better note better journey diaro. It notebooks add pages it. This simple best journal writing app. I really loved totally free. You sync data ASUS account. Best ASUS users.,Positive,0.6375000000000001,0.4821428571428571
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,"Still log in, would better syncs cloud based storages like onedrive Google Drive",Positive,0.5,0.5
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,nan,nan,nan,nan
+ASUS SuperNote,"I recently opened app, suddenly deleted notes . Please fix .",Neutral,0.0,0.375
+ASUS SuperNote,"Hard edit reach maximum text limit, we need copy paste first fill new words -__-",Positive,0.031565656565656554,0.4431818181818182
+ASUS SuperNote,The read mode worse. It makes notes splited. I cant read,Negative,-0.4,0.6
+ASUS SuperNote,I loss note remove automatic safe,Positive,0.5,0.5
+ASUS SuperNote,"Hello, I forgot supernote password. Can I restore hidden notes?",Negative,-0.16666666666666666,0.3333333333333333
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic","I've used years. It saved grave mistakes, and/or gotten questionable areas, quickly. This kept late appointment many times. It made independent, whether walking importantly, driving. A must have! People problems app, probably know correctly.",Positive,0.08888888888888889,0.6208333333333333
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic","HOW CAN WE UNINSTALL THIS APP? DO NOT WANT!!! No option uninstall. When trying disable, options install original factory version cancel. Selecting Force Stop, restarts updates automatically. This pain AT&T!!! Give customers option uninstall.",Positive,0.732421875,0.75
+"AT&T Navigator: Maps, Traffic",Have used att nav years bb got nw samsung. While searching fast food explore noticed listed mileage radically different plotted mileage sometimes double. Several little things tops list,Positive,0.0025000000000000022,0.33999999999999997
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic","It's ok could much better. I like almost time, routes gives inconvenient, even says fastest route. There's usually direct way get there. Google maps usually direct routes.",Positive,0.12,0.5599999999999999
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic",I love clear easy I problem; I search location give closest first. Perhaps cell settings. Lastly I yet well versed capabilities.,Positive,0.25666666666666665,0.44333333333333336
+"AT&T Navigator: Maps, Traffic","I years never issue upgraded phone galaxy S6 galaxy S8 plus. Since upgrading, favorites disappeared. Please help",Neutral,0.0,0.0
+"AT&T Navigator: Maps, Traffic","This broken. I 10 years, several phone upgrades. Now I factory reset nothing works. Tech support can't seem fix it. They told I changed service. Factory reset change service. This scsm. You get serviced Google maps free. Two years ago rewrote eliminating ability save addresses bother inform customers. I paid $260 last 2+ years nothing. Don't pay app. Use something else. Save money. Please warned. You would paying $10 month nothing. Don't it. If using app. Stop save money something else. For $10 month could go lunch breakfast. A much better bang buck.",Positive,0.1,0.3533333333333334
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic","I think clever means advertising beneficial consumer lucrative stock market..However,I also believe emphasis placed difference real world propaganda. That helps stock market thrive..Especiallly many individuals society little knowledge information highway.",Positive,0.11583333333333334,0.44666666666666666
+"AT&T Navigator: Maps, Traffic","It crashes much always lose signal. Has accurate couple weeks please fix ,then get better rating",Positive,0.3666666666666667,0.4444444444444445
+"AT&T Navigator: Maps, Traffic",Great GPS I often. The thing I problem marker. Its round I believe directional arrow would better.,Positive,0.3666666666666667,0.5499999999999999
+"AT&T Navigator: Maps, Traffic",Cabricogirl Clarity directions good. Sentences cut middle giving verbal directions Forcing watch screen driving.,Positive,0.35,0.30000000000000004
+"AT&T Navigator: Maps, Traffic",While google kept saying lost signal always worked. The easy fancy worked. Maps downloaded easily. I love app.,Positive,0.4666666666666667,0.7166666666666667
+"AT&T Navigator: Maps, Traffic",I travel across country work guiding now. I moved I several times week find way. I love it.,Positive,0.25,0.3
+"AT&T Navigator: Maps, Traffic",A pay $ navigator feature stuck phone I can't rid can't root access phone. Thanks nothing att! Allow us delete/uninstall useless bloatware,Negative,-0.125,0.2
+"AT&T Navigator: Maps, Traffic",The directions hard follow sometimes. It help find destination. The colors easy look.,Positive,0.07083333333333333,0.6875
+"AT&T Navigator: Maps, Traffic",This assisted travels several times. I never problems,Neutral,0.0,0.0
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic",I moved small town montana big city Alaska saved life I gotten lost. Wouldn't change app.,Negative,-0.125,0.25
+"AT&T Navigator: Maps, Traffic","This difficult use. Since came phone I thought I would try n it, wont hard I used I loaded much easier check lot things app, find taxi, closes airport, entertainment food etc, I'll keep I",Negative,-0.19722222222222227,0.5805555555555555
+"AT&T Navigator: Maps, Traffic",I find way wet paper bag I ! It seems easy clear Directions need re-route reason !,Positive,0.14444444444444446,0.5388888888888889
+"AT&T Navigator: Maps, Traffic",I travel far often I special event navigator gets little trouble. Which amazing. Every time.lol. I recently needed help all. I've downloaded COMPLETELY FREE app. You kiss it.,Positive,0.1528061224489796,0.6030612244897959
+"AT&T Navigator: Maps, Traffic",Ok DOES NOT WORK. A third addresses outdated another third wrong address. This seriously needs update content,Negative,-0.12222222222222223,0.44999999999999996
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic",Slow loses satellite consistently. Terrible,Negative,-0.5333333333333333,0.5
+"AT&T Navigator: Maps, Traffic",This charged son's account two months caught on. Very deceptive service. Disappointed art,Negative,-0.275,0.525
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic","My little cousin got phone subscribed want unsubscribe can't seem log at&t account want unsubscribe charge this, anyway unsubscribe this?",Negative,-0.1875,0.5
+"AT&T Navigator: Maps, Traffic","AT&T navigator Gets everywhere, sometimes signal, 95% time grest.",Neutral,0.0,0.0
+"AT&T Navigator: Maps, Traffic",It work. No gps several years. Other map work.,Negative,-0.0625,0.1875
+"AT&T Navigator: Maps, Traffic",outdated bloatware forced upon easy way uninstall,Negative,-0.08888888888888895,0.5555555555555557
+"AT&T Navigator: Maps, Traffic",It sends opposite direction u-tums lot. Eventually guide destination. Just hope hurry! I recommend service.,Neutral,0.0,0.0
+"AT&T Navigator: Maps, Traffic",nan,nan,nan,nan
+"AT&T Navigator: Maps, Traffic",Why pay $10 month essentially thing Google maps free?,Positive,0.2,0.55
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,"Wifi Galaxy Note 8 painfully slow. Web pages came 20 seconds home network. But phone, devices network, home network, wifi networks. Reset everything several times, got new uverse gateway, got new phone, luck. Stumbled across recommended uninstalling app. I did, wifi wonderful.",Positive,0.19454545454545452,0.4618181818181818
+AT&T Smart Wi-Fi,"Keeps disconnecting wifi. Tells i've used 75% data 2 weeks, yet I thought I unlimited plan. Never happen in 10 years till downloaded app.",Neutral,0.0,0.0
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,This fraud allows top access anything everything phone extent it'll delete modify photos stuff. Read up!,Positive,0.625,0.5
+AT&T Smart Wi-Fi,I pay company foandr wifi. This seems interfere I keep putting mine on..hotspot only? Uninstall? Feedback ? Plz?,Neutral,0.0,1.0
+AT&T Smart Wi-Fi,Never worked accurately interferes regular wifi connections certain areas. Does update automatically,Positive,0.20476190476190478,0.42722832722832726
+AT&T Smart Wi-Fi,Constantly trying open Wi-Fi I want 4G. It's real nuisance.,Positive,0.06666666666666667,0.37777777777777777
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,The entire Samsung galaxy phone sucks. Really sorry I purchased it.,Negative,-0.26666666666666666,0.6416666666666667
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,Get rid status bar notification way turn off.,Neutral,0.0,0.0
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,"We customers years AT&T, love services, love U-verse hope never goes away. Thank",Positive,0.5,0.6
+AT&T Smart Wi-Fi,Very helpful easy use.,Positive,0.31666666666666665,0.5666666666666667
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,A better understanding hot spots areas around me.,Positive,0.375,0.675
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,Not enough information pro pi erly.,Neutral,0.0,0.5
+AT&T Smart Wi-Fi,Not poor texting person like me.,Positive,0.2,0.6
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,Keeps wifi connections order,Neutral,0.0,0.0
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,It's helping wifi hot spot. By AT&T.,Positive,0.25,0.8500000000000001
+AT&T Smart Wi-Fi,Tell us think,Neutral,0.0,0.0
+AT&T Smart Wi-Fi,It helps keep wi-fi/hotspot life much simple,Neutral,0.0,0.35714285714285715
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Smart Wi-Fi,Shyann,Neutral,0.0,0.0
+AT&T Smart Wi-Fi,It help wifi perform better!,Positive,0.625,0.5
+AT&T Smart Wi-Fi,I hopefully good idea,Positive,0.7,0.6000000000000001
+AT&T Smart Wi-Fi,nan,nan,nan,nan
+AT&T Visual Voicemail,"Decent enough app. Visual voicemail prior phone must built-in I never used get voicemail, new phone I to. I can't tap msg begins playing like old phone, opens another screen I tap start playback. Not deal breaker , little slower. I like msg transcription, msgs appear get transcribed understand pattern yet. Overall I like far. Don't care ui fonts Color scheme though. Seems dated rough.",Positive,0.021553030303030293,0.37212121212121213
+AT&T Visual Voicemail,"The June 2018 update broke app. No longer connects voicemail. It previously tolerable poorly designed utterly useless. Really AT&T? How using new ""administrative"" fees collecting customers write decent voicemail app?",Negative,-0.09393939393939395,0.38131313131313127
+AT&T Visual Voicemail,It plays voicemails. Sometimes. I manually update get display new voicemails. It takes 15-20 seconds delete message. The transcripts hilariously inaccurate. But still better call voicemail go audio menu.,Positive,0.37878787878787873,0.6515151515151515
+AT&T Visual Voicemail,"stopped working since upgrade days ago. When upgraded, became AT&T visual voicemail. Does Not offer free transcription voicemails like providers",Positive,0.2,0.4
+AT&T Visual Voicemail,Convenient app. Latest revision started sending multiple alerts vm available instead 1. It also sends multiple alerts delete vm. Quite annoying. Voice 2 text wrong 50% time get meaning.,Negative,-0.06666666666666667,0.5166666666666667
+AT&T Visual Voicemail,"This want without added bloat. You listen, transcribe,save,download, share voicemails. A must AT&T Visual Voicemail.",Neutral,0.0,0.0
+AT&T Visual Voicemail,"Used work -- kind of. Previous version never automatically downloaded new messages. When I saw missed call I selected ""refresh"" load. Now new version nothing happens I get new call refresh. So mediocre worthless",Negative,-0.06536796536796538,0.6186147186147186
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,Galaxy Android- The Suddenly stopped working. Cant log in/cant sign in. Keeps sending coded texts saying cant find account...... Uninstalled.,Neutral,0.0,0.5
+AT&T Visual Voicemail,Last update broke it. Cannot get voicemail app. Have dial voicemail now. Massive corporation whose fees keep increasing keeps declining.,Neutral,0.0,0.5333333333333333
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,"It shows voicemails alright, transcriptions pretty bad... I've never anywhere near accurate, words frequently missing wildly wrong, I end listen message audio every time anyway.",Negative,-0.1083333333333333,0.6083333333333333
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,"Got new phone, downloaded app. Had old phone, worked perfectly. Now doesn't. Sometimes logs voicemail, time doesn't. It's 2 weeks since logged message. Also, I enabled transcription, time function, either.",Positive,0.4121212121212121,0.5515151515151515
+AT&T Visual Voicemail,"TURN ON ""Show Transcriptions"" (!) As best I'm aware defaulted OFF day 1, making visual voicemail non-visual (many months annoyed) I'm n00b, could error, so... merciful 4. (previous visual voice features...)",Positive,0.14791666666666667,0.37708333333333327
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,"Decent enough, like users observed, recent update broke app. Ended uninstall reinstall, set again. Even kept giving error, access voicemail ""traditional"" way, somehow magically connected setup I hung up.",Positive,0.13333333333333333,0.6333333333333333
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,I try erase voicemail it. Also save. :-/weird. Not recommended. Verizon's works much better!,Positive,0.625,0.5
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,The last update broke it. It longer pulls voicemail build system app. Refresh work anymore. Fix please!,Neutral,0.0,0.06666666666666667
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,Was working couple weeks ago. I'm getting notifications voicemails they're showing app.,Neutral,0.0,0.0
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,"Never works even though used old phone. Now rarely works, new update changed that. even connect ATT voicemail now. Completely useless. ATT PLEASE FIX THIS APP!",Negative,-0.022159090909090906,0.43863636363636366
+AT&T Visual Voicemail,"Does work latest ""update""... certainly improvement..",Positive,0.35714285714285715,0.7357142857142858
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,Well I complaint since I can't sign back everytime I try get operator says unavailable I can't listen voicemail since I can't remember password.,Negative,-0.15,0.1
+AT&T Visual Voicemail,Used work Samsung Galaxy Note 8. Does work now. Included plan joy.,Positive,0.8,0.2
+AT&T Visual Voicemail,Stop working reason. Very poor AT&T support,Negative,-0.52,0.78
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,"horrible, even work anymore, manually refresh get vm",Negative,-1.0,1.0
+AT&T Visual Voicemail,"Everytime I restart phone, I get welcome visual voicemail notification",Positive,0.4,0.45
+AT&T Visual Voicemail,nan,nan,nan,nan
+AT&T Visual Voicemail,ATT wants pay monthly now. No thanks.,Positive,0.05,0.15000000000000002
+AT&T Visual Voicemail,It worked month. Disappointed.,Negative,-0.75,0.75
+"AVG Cleaner – Speed, Battery & Memory Booster",I time keep track everything. This program many things. It even goes pictures shows ones might duplicates. It takes seconds review decide ones I going keep. Easy peasy.,Positive,0.4666666666666667,0.6666666666666667
+"AVG Cleaner – Speed, Battery & Memory Booster",nan,nan,nan,nan
+"AVG Cleaner – Speed, Battery & Memory Booster","It takes lock screen every time I swipe remove comes back! Sometimes 3 times I get lock screen, frustrating. Outside works fine. So concerned taking lock screen it.",Positive,0.004166666666666666,0.36250000000000004
+"AVG Cleaner – Speed, Battery & Memory Booster","I used years devices. It works better I tried. It good job. I highly recommend anyone wants reliable product, free. They offer paid version, need options, want adds. I used several AVG I highly recommend all. Thanks making much needed free. Updated 06/20/2018. Still love it, gets better better. Keep good work.",Positive,0.3657142857142857,0.4628571428571429
+"AVG Cleaner – Speed, Battery & Memory Booster","This works amazing! Before I got I literally 200 mb storage, 2 days later I 900! It really works safe helpful. I recommend app. Finally I storage! It takes 10 seconds clear plenty storage! GET THIS APP.",Positive,0.2625,0.49722222222222223
+"AVG Cleaner – Speed, Battery & Memory Booster",nan,nan,nan,nan
+"AVG Cleaner – Speed, Battery & Memory Booster","Keeps freezing/lagging/crashing right finishing ""deep"" cleanup. Everything else seems work fairly well. Honestly, I'm ready give piece junk app. =A=",Positive,0.29642857142857143,0.5839285714285715
+"AVG Cleaner – Speed, Battery & Memory Booster","Worked good months ago, can't even app. Every time tap clean, freezes finishes causes phone lag glitch restart phone. I uninstalled re-installed it, issues.",Positive,0.5333333333333333,0.6500000000000001
+"AVG Cleaner – Speed, Battery & Memory Booster","Great app, HAS A PAID VERSION WITH NO ADS! THAT IS VERY VERY IMPORTANT FOR A CLEANER DON'T YOU THINK? IF YOU DISAGREE LEAVE MY PLANET BEFORE YOU PROCREATE!",Positive,0.825,0.875
+"AVG Cleaner – Speed, Battery & Memory Booster","Used long time; locks up, causing phone overheat restart itself. Just good enough considering I clean phone settings; used quicker. Uninstalled...",Positive,0.25416666666666665,0.55
+"AVG Cleaner – Speed, Battery & Memory Booster",Easy use. Isn't forceful like installed phone I got it...I need something NOT get screen matter what. I uninstalled old still left something screen. I cannot get rid of. So thankful AVG,Positive,0.17777777777777778,0.3444444444444445
+"AVG Cleaner – Speed, Battery & Memory Booster","This ancient WAS SLOW, DATED, FUSSY LOCKED UP MY SCREEN! SO SLOW TO LOAD, IT DIDN'T EVEN WORK PROPERLY! KEPT STOPPING!?!! RUBBISH! DELETED! AVOID! UK REVIEW",Negative,-0.225,0.3
+"AVG Cleaner – Speed, Battery & Memory Booster","Simply The BEST! It's allways worked Fine,never problems.Very Easy use.I also recommend get AVG Antivirus. These guys know doing. Thank's AVG!",Positive,0.513888888888889,0.49682539682539684
+"AVG Cleaner – Speed, Battery & Memory Booster","Perfect... But annoying ads. Also, notice something strange.. This app. Avast Cleaner app. ls literally copy & paste .. UI actions !!",Positive,0.04062499999999999,0.6833333333333332
+"AVG Cleaner – Speed, Battery & Memory Booster","This helpful, classes phone's default smart manager. It allows free space RAM hibernate unused increases battery life ways really happen cleaner app. Love it.",Positive,0.32857142857142857,0.5607142857142857
+"AVG Cleaner – Speed, Battery & Memory Booster","I used years many different devices. And date I saved threats, spam etc. I plan keeping AVG long around!!",Positive,0.140625,0.5
+"AVG Cleaner – Speed, Battery & Memory Booster","AVG always says ,we're looking you, exactly I feel . When I'm online I'm things phone, I feel like directs away harmful material. I victim identity theft, makes feel lot comfortable things phone, like filing taxes. :-)",Positive,0.26875,0.525
+"AVG Cleaner – Speed, Battery & Memory Booster",I disappointed learn subscribing AVG Antivirus give access AVG Cleaner well. I read carefully. I think I'll cancelling finding another solution.,Negative,-0.425,0.875
+"AVG Cleaner – Speed, Battery & Memory Booster",supposed do. I issues crashing random errors. I also appreciate fact along AVG FREE WORK.,Negative,-0.04999999999999999,0.65
+"AVG Cleaner – Speed, Battery & Memory Booster","This says will. I free version mind ads free good app. My device Android tablet without 'clear memory' button; I restart that's slow, wonderful clears junk 60-90 seconds!",Positive,0.3833333333333333,0.6638888888888889
+"AVG Cleaner – Speed, Battery & Memory Booster","Even ads , I using 10 years. And I proud say I yet received bad , viruses, anything else like that. Thank much AVG great!!!! Just wish could go back simpler",Positive,0.26000000000000006,0.5233333333333332
+"AVG Cleaner – Speed, Battery & Memory Booster","AVG usually good product, unfortunately one. Besides freezing, apparently restarting freezing middle restarting, I pull battery, I know what, anything did. I'm really disappointed antivirus works well phone computer. I hoping would able get rid pre-installed I want, problematic deal with. Again, I'm really disappointed. LG Stylo 2",Negative,-0.10714285714285714,0.5821428571428572
+"AVG Cleaner – Speed, Battery & Memory Booster",nan,nan,nan,nan
+"AVG Cleaner – Speed, Battery & Memory Booster","Since last 2 updates, memory hibernates 2 3 time. I constantly go back again...sometimes 10x...(no exaggeration)",Neutral,0.0,0.03333333333333333
+"AVG Cleaner – Speed, Battery & Memory Booster",Good app. A lot ads way many reminders intended make purchase full version free far I tell works intended.,Positive,0.41,0.6900000000000001
+"AVG Cleaner – Speed, Battery & Memory Booster",It seems working far... My line started cutting reboot. Kept rebooting itself. So I master reset. It still would cut off. So hopefully keeps cutting detect problem.,Negative,-0.3666666666666667,0.9333333333333332
+"AVG Cleaner – Speed, Battery & Memory Booster","I free version, seems claims do. My complaint video ads. I know ads come territory free apps, I really *hate* auto-play video/sound ads. It matter phone settings on... Wi-Fi vs Wi-Fi, volume vs vibrate/silent.... ads play loud proud, take several tries shut off. I checked settings see way stop auto-play, luck. When I phone silent, reason (usually scare bejeesus people around me), video ads take data. I mind silent/still ads popping keep legitimate free, video ads ridiculous.",Positive,0.026388888888888892,0.5875
+"AVG Cleaner – Speed, Battery & Memory Booster","Please get AVG. It's best anti virus tool. I sell Norton, Webroot Kaspersky. They inferior compared AVG. Don't ever get McAfee. It's really bad. I love AVG!",Positive,0.3083333333333334,0.5222222222222221
+"AVG Cleaner – Speed, Battery & Memory Booster",nan,nan,nan,nan
+"AVG Cleaner – Speed, Battery & Memory Booster",Great general wish 'ignore' function rather things shown time. Otherwise good,Positive,0.5166666666666667,0.6166666666666667
+"AVG Cleaner – Speed, Battery & Memory Booster","I used AVG decade now, work's great, easy problems infections! Thank you.",Positive,0.6708333333333334,0.7916666666666667
+"AVG Cleaner – Speed, Battery & Memory Booster",It's brilliant! Makes tech work efficiently tidies everything up. Haven't problems using it.,Positive,1.0,1.0
+"AVG Cleaner – Speed, Battery & Memory Booster",This best I used clean protect phone. I tried several far best. Doesn't annoying pop-ups,Positive,0.2777777777777778,0.5333333333333333
+"AVG Cleaner – Speed, Battery & Memory Booster",Does says get avg pro ads worth money I think cheap I like it.,Positive,0.35,0.39999999999999997
+"AVG Cleaner – Speed, Battery & Memory Booster",Avg far best around anti virus pc/ tablet/ smart phone there. It's user friendly secure. Highly recommended!,Positive,0.3815476190476191,0.5971428571428572
+"AVG Cleaner – Speed, Battery & Memory Booster","Great miles. Does exactly what's tin! Saved loads time trying clean phone. Does everything seconds. Well done guys, keep up!",Positive,0.5236111111111111,0.5666666666666668
+"AVG Cleaner – Speed, Battery & Memory Booster",nan,nan,nan,nan
+"AVG Cleaner – Speed, Battery & Memory Booster","Have used Avg free antivirus years never problem. On laptop, tablet mobile phone, highly recommend aaa+ rating.",Positive,0.28,0.6699999999999999
+"AVG Cleaner – Speed, Battery & Memory Booster","Very good reduce clutter improve speed. Two issues, many adverts, almost everyday asking clean up, remove unused apps, upgrade offers",Positive,0.33533333333333337,0.5160000000000001
+"AVG Cleaner – Speed, Battery & Memory Booster","I paid PC, sale. So naturally put phone great without ads. If buy computer put anywhere!",Positive,0.55,0.575
+Abs Training-Burn belly fat,"So I tried day great, second day ( today ) literally ALLLLL planks. I understand point app, ladies ever c section... Those muscles longer used way slowly work way up! This WAY much looking elsewhere. Other seemed decent regular go getter.",Positive,0.09523809523809523,0.3526556776556777
+Abs Training-Burn belly fat,Pop-up Ads! Just installed app. Your thinking pop-up ads suck right? Well really suck get even app. I texting ad popped I close I could continue text. Don't unless enjoy ads phone time!,Positive,0.32857142857142857,0.41190476190476194
+Abs Training-Burn belly fat,"Do like full-screen ads hijacking device time? If so, you! Seriously though, devs pursue another line work embarrassingly pitiful.",Negative,-0.3333333333333333,0.6666666666666666
+Abs Training-Burn belly fat,"I loved first, now? For past three days, even opened, I getting ads. While watching YouTube, playing SBTS game, checking social media. It happens while, enough annoying. A closed interrupting give ads!!! Uninstalling~",Negative,-0.08274739583333335,0.41874999999999996
+Abs Training-Burn belly fat,Today day one!!! It seem pretty good! I'm beginner level get heart rate lil perspiration goin on! I'mma try week n see happens!! The thing pop ads!!,Positive,0.625,0.8
+Abs Training-Burn belly fat,"It's good working out, ads hijack phone. You get randomly. Even Instagram, YouTube, texting etc. That turning point uninstall.",Positive,0.09999999999999998,0.55
+Abs Training-Burn belly fat,"I liked , many ads! For instance, I could middle watching video ad pops up! It happens often popped middle writing this!!!",Positive,0.30625,0.325
+Abs Training-Burn belly fat,It really help lose weight may seem little hard beginning people get used daily.,Negative,-0.06979166666666667,0.3104166666666667
+Abs Training-Burn belly fat,A free effective like personal trainer. I trouble motivation knowing exercises exactly. This perfect I highly recommend,Positive,0.3157142857142857,0.5557142857142857
+Abs Training-Burn belly fat,This actually sucks constantly makes phone crash since I've downloaded everytime I try highlight take uninstall crashes phone says home screen Crossing must restart every single time I touch training disappointed took almost hour half figure get phone let delete normal way waste time waste time,Negative,-0.19226190476190477,0.3017857142857143
+Abs Training-Burn belly fat,I tried day painful trying get back groove...but good pain like I working body well... I'm hoping good things come,Positive,0.175,0.525
+Abs Training-Burn belly fat,I used stomach muscles killing me. I give five stars I happy it.,Positive,0.8,1.0
+Abs Training-Burn belly fat,"I dont know app, thing I don't like goes really fast doesnt give enough time rest little.",Positive,0.00416666666666667,0.5333333333333333
+Abs Training-Burn belly fat,"My first day, recovering back surgeries, I modify little, go slower pace I complete 30 day challenge.",Positive,0.040625,0.30833333333333335
+Abs Training-Burn belly fat,This great app. I've 11 days I feel much lighter. I recommend anyone wants lose weight without using equipment.,Positive,0.39999999999999997,0.35000000000000003
+Abs Training-Burn belly fat,"This great losing weight bc gives u along time u need break ur it, makes u feel good ur self bc u done good job ur weight lose like really makes u lose weight.",Positive,0.6000000000000001,0.5375000000000001
+Abs Training-Burn belly fat,My first day I like takes weight I feel burn notifications keep us trackers great far,Positive,0.38333333333333336,0.6944444444444443
+Abs Training-Burn belly fat,I would recommend anyone struggling exercise alone. Be encouraged & get help need.,Neutral,0.0,0.0
+Abs Training-Burn belly fat,"Full screen, loud, annoying ads literally pop randomly. This untrustworthy I've ever displeasure installing. Shame. Shame developers trash.",Negative,-0.21250000000000002,0.6875
+Abs Training-Burn belly fat,I'm sticking literally kicked booty pain gain,Neutral,0.0,0.0
+Abs Training-Burn belly fat,nan,nan,nan,nan
+Abs Training-Burn belly fat,At first hurts I know I feel much better based exercises. It also kind fun.,Positive,0.41250000000000003,0.48333333333333334
+Abs Training-Burn belly fat,nan,nan,nan,nan
+Abs Training-Burn belly fat,It's great really helpful. Thank youuuu much :),Positive,0.425,0.5375
+Abs Training-Burn belly fat,Needs work voice tells take break voice keeps going,Neutral,0.0,0.0
+Abs Training-Burn belly fat,"I'm first day, goes hardcore. It's I need stay fit live healthy lifestyle.",Positive,0.3215909090909091,0.43333333333333335
+Abs Training-Burn belly fat,I got good work first day,Positive,0.475,0.4666666666666667
+Abs Training-Burn belly fat,I love much I first started working I never felt motivated count show things amazing I'm sweating like crazy try everyone try,Positive,0.18750000000000003,0.6833333333333333
+Abs Training-Burn belly fat,complaining fat day found yayy hard cuz im lazy i'll get great 5 stars way,Positive,0.0861111111111111,0.7638888888888888
+Abs Training-Burn belly fat,nan,nan,nan,nan
+Abs Training-Burn belly fat,I started I really enjoy cause gives energy healthy,Positive,0.45,0.5
+Abs Training-Burn belly fat,"I love workouts would rated 5 stars pop ads, even completely closed, annoying asf",Negative,-0.13333333333333333,0.5333333333333333
+Abs Training-Burn belly fat,nan,nan,nan,nan
+Abs Training-Burn belly fat,Pop ads middle night!!! Taking phone? F*** app!,Neutral,0.0,0.0
+Abs Training-Burn belly fat,I see results burns good feeling knowing I'm losing weight,Positive,0.7,0.6000000000000001
+Abs Training-Burn belly fat,I day day I saw difference I went XL medium size,Neutral,0.0,0.0
+Abs Training-Burn belly fat,Just got today awesome everytime I squeeze belly I can't wait see results hope good,Positive,0.85,0.8
+Abs Training-Burn belly fat,That really fun hard work way worth it.,Positive,0.10277777777777776,0.28055555555555556
+Abs Training-Burn belly fat,"like first thought ""VERY FAT"" ok",Positive,0.31666666666666665,0.37777777777777777
+Abs Training-Burn belly fat,A good tool keep daily routine,Positive,0.35,0.30000000000000004
+Account Manager,"Before Sony Xperia M4 I Sony loyal ... No longer. Eats data plan constantly updating massive amount bloatware. And unstable, crashes every two months. I'm buying bloatware free phone ever consider another Sony. I dislike paying problem. Must month end Sony wants update F@#$ing phone again.",Positive,0.18666666666666668,0.6133333333333334
+Account Manager,"Poor Software update - issues fixes Since I got update phone freezes, run properly I can't even adjust volume anymore says internal error. This phone bloody expensive old. Except quality",Negative,-0.26666666666666666,0.4166666666666667
+Account Manager,Worst update ever sony... Hangs phone apps... Security Locks working.. Battery life reduced... I factory reset phone work again.,Negative,-1.0,1.0
+Account Manager,"I much disappointed sony xperia z plus dual phone bcz whenever tried update installed.... When capture pic, camera hanged & phn must restart otherwise work. When I using internet often hanged... Just wanna throw garbage.. Wasted money purchase it. I always loved picture quality & music system sony.. Bt I never recommend anyone sony.",Negative,-0.08333333333333333,0.5166666666666667
+Account Manager,"I never problem data I got phone. Constantly updating, adding games I'll never play like. Headphone socket failed cannot thing listening music. Just happy.",Positive,0.10000000000000002,0.5444444444444444
+Account Manager,nan,nan,nan,nan
+Account Manager,Fix bloody issues Sony Sony m4 models. They want u save crap online people hack u. U cannot move around like u want...to free space. U cannot play movies music micro usb go anymore. Because smarter load already cannot anything it. I cannot eve update new updates without deleting apps. Yet 15gig free space. Sony p 2/3 years ago way better today's phones. Wake Sony like iPhone,Negative,-0.02727272727272732,0.7090909090909091
+Account Manager,I disabling uninstalling app. I think easy hackers get details someone trying spy easily dun app.,Positive,0.43333333333333335,0.8333333333333334
+Account Manager,M4 aqua dual responding My phone precisely 16month old last three days stopped responding. Any open takes hell lot time gets hang. Today factory reset manually update marshmallow started behaving normally. But still responses r damn slow,Positive,0.05833333333333333,0.4361111111111111
+Account Manager,My camera stopped working update. Thanks lot,Positive,0.2,0.2
+Account Manager,"This lot potential could've major selling point Sony devices. But lack continuity, poor support native devices lack remembering user turned app.",Negative,-0.1125,0.7000000000000001
+Account Manager,Sort software sony. Its brutal phone useless cant take pics without freezing n shutting down. At times go camera n unresponsive. All Apps become unresponsive phone restarts shuts ill leaving sony behind sorted,Negative,-0.48611111111111116,0.6377777777777778
+Account Manager,"This last Sony phone .. Really trouble phone.. Update new cause phone lacking, latest anroid software available, bluetooth connecting alot issues-sometimes work only, sometimes incoming can't pick up, system really louisy. Really disappointed SONY",Positive,0.03579545454545455,0.49640151515151515
+Account Manager,nan,nan,nan,nan
+Account Manager,20MP camera? It's really bad camera. And smart enough detect auto-focus.,Negative,-0.16190476190476186,0.6031746031746031
+Account Manager,Phone keeps resetting Since new date phone keeps resetting several times day. Takes ages load back too. I can't YouTube phone anymore phone removes it. Fix please!,Positive,0.04545454545454545,0.15151515151515152
+Account Manager,nan,nan,nan,nan
+Account Manager,More crap can't unistall What mistake I made changing HTC. The amount crap phone eating storage battery crazy. 3 week old phone starts freezing I can't anything it. Awful!,Negative,-0.43333333333333335,0.7000000000000001
+Account Manager,Waste time. To take full advantage must retailer. That little tidbit description. Thanks Sony eating data package nothing. Not mention full bugs.,Positive,0.1025,0.36
+Account Manager,Limited option region/country I consider act racism hatred big brands like u dont give options worldwide. Want get stars add Pakistan country option :@,Negative,-0.03571428571428571,0.12142857142857143
+Account Manager,"I buy sony Xperia c4 dual Rupees 21200/- Nov 2015 getting problem it, like touchpad working (two time) , Battery problem also heating Problem future can't buy sony product.",Neutral,0.0,0.125
+Account Manager,Google user Updated LG 2 Sony Xperia M5 big mistake phones rubbish also many I can't get rid,Positive,0.25,0.3
+Account Manager,Nightmare Since the new update bloody auto WiFi bring adds time cannot control when. What noise off.,Negative,-0.33181818181818185,0.6772727272727272
+Account Manager,Region/Count/ Limitations Kenya Having sony phone even makes useless cause can't sony apps. Please add Kenya countries,Negative,-0.5,0.2
+Account Manager,I using sony c4 last 12 months only. But works properly touch working sometimes automatically restarted. I,Neutral,0.0,0.3888888888888889
+Account Manager,sony File Manager every Cell Own Basic Simple File Manager But sony why...??m getting Soo much Trouble Bcoz Others contains Ads.. hated it. plzz Fix,Negative,-0.1,0.4764285714285714
+Account Manager,"Like many others comments Aqua M4 got faults charging, got sent repair EE, replaced replaced device turns on/off overheats...and damn slow now. Sony attempt fix again!! No compensation! Will yet! I update later happened...",Negative,-0.07747395833333337,0.3
+Account Manager,"Give us choice delete crap Give us choice delete crap phone... I buy sony again,, prefer try iphone without craps",Negative,-0.8,0.8
+Account Manager,"Can't log I'm problem Xperia C4, I can't log Sony related app, time I'm trying I get blank wite screen, happened I updated Android 6.0 says supports",Neutral,0.0,0.2
+Account Manager,Hate So many useless I want uninstall eat internal storage.,Negative,-0.2,0.39999999999999997
+Account Manager,"What meaning additional piece software? I never it, I'm forced install using basic stuff phone I've paid for.",Negative,-0.15000000000000002,0.1625
+Account Manager,If I can't uninstall deserve less star. You force customers,Negative,-0.16666666666666666,0.06666666666666667
+Account Manager,nan,nan,nan,nan
+Account Manager,It shows phone compatible version . I'm using Xperia XA 7.0 . Please fix issue,Neutral,0.0,0.0
+Account Manager,Very good (Sony) Sony thought applications made (I think program high security calling),Positive,0.5349999999999999,0.66
+Account Manager,nan,nan,nan,nan
+Account Manager,nan,nan,nan,nan
+Account Manager,Useless app! The first experience I Xperia phone I know rubbish!,Negative,-0.15625,0.26666666666666666
+Account Manager,All Pakistian like it. Why could make mobile phone themselves. It funny.,Positive,0.25,1.0
+Account Manager,nan,nan,nan,nan
+Accounting App - Zoho Books,Need report views like web.,Neutral,0.0,0.0
+Accounting App - Zoho Books,Perfect intuitive small business - road saves time get home keeping wife kids happy!,Positive,0.5833333333333334,0.7999999999999999
+Accounting App - Zoho Books,Great App. Keep great work Zoho. Need theme colors (dark ones)!!,Positive,0.4552083333333334,0.6333333333333333
+Accounting App - Zoho Books,The best accounting ever,Positive,1.0,0.3
+Accounting App - Zoho Books,Got pay portal running time... Pretty impressive...,Positive,0.625,1.0
+Accounting App - Zoho Books,I Vadodara. We need training.could u arrangements.,Neutral,0.0,0.0
+Accounting App - Zoho Books,I beginner zoho books finding easy use. Cheers!,Positive,0.5416666666666667,0.8333333333333334
+Accounting App - Zoho Books,nan,nan,nan,nan
+Accounting App - Zoho Books,Good,Positive,0.7,0.6000000000000001
+Accounting App - Zoho Books,Good small business,Positive,0.22499999999999998,0.5
+Accounting App - Zoho Books,Great,Positive,0.8,0.75
+Accounting App - Zoho Books,I tired QuickBooks restrictions. ZOHO let's customize exactly way I want.,Negative,-0.07500000000000001,0.475
+Accounting App - Zoho Books,Good value similar advantages,Positive,0.35,0.5
+Accounting App - Zoho Books,Great,Positive,0.8,0.75
+Accounting App - Zoho Books,Best accounting invoice,Positive,1.0,0.3
+Accounting App - Zoho Books,Awesome,Positive,1.0,1.0
+Accounting App - Zoho Books,Great business..,Positive,0.8,0.75
+Accounting App - Zoho Books,nan,nan,nan,nan
+Accounting App - Zoho Books,"Great accounting freelancer like me. Great UI too. Well integrated desktop version Google contacts. Just I dislike limited account (up 50 contacts) basic subscription. Upgrading bit much me. Sorry, I try now.",Positive,0.20571428571428574,0.5535714285714286
+Accounting App - Zoho Books,Horrible incomplete product. Not useful travel industry. Lured buying promise frequent updates. Indefinite delay,Negative,-0.3499999999999999,0.43333333333333335
+Accounting App - Zoho Books,"It excellent tool reduce time generating estimates , sale orders , invoices , bills etc . I really enjoying using tool best part people available help knowledgeable !",Positive,0.75,0.5750000000000001
+Accounting App - Zoho Books,"Meets expectations. UI good, simple tool keep your accounts place lesser cross branding. Email body & templates could better",Positive,0.24,0.39142857142857146
+Accounting App - Zoho Books,The slow.,Negative,-0.30000000000000004,0.39999999999999997
+Accounting App - Zoho Books,Helped business next level Vinod VIJAYAN Vijayan Press Tvm,Neutral,0.0,0.0
+Accounting App - Zoho Books,Really appreciated account software,Positive,0.2,0.1
+Accounting App - Zoho Books,Much appreciated never,Positive,0.2,0.1
+Accounting App - Zoho Books,Please update sparepart code option,Neutral,0.0,0.0
+Accounting App - Zoho Books,Great app. Looking forward many years use.,Positive,0.65,0.625
+Accounting App - Zoho Books,It's good solution startup companies,Positive,0.7,0.6000000000000001
+Accounting App - Zoho Books,nan,nan,nan,nan
+Accounting App - Zoho Books,Good accounting software,Positive,0.7,0.6000000000000001
+Accounting App - Zoho Books,Easy,Positive,0.43333333333333335,0.8333333333333334
+Accounting App - Zoho Books,Very nice,Positive,0.78,1.0
+Accounting App - Zoho Books,Good,Positive,0.7,0.6000000000000001
+Accounting App - Zoho Books,Excellent,Positive,1.0,1.0
+Accounting App - Zoho Books,Good I'm middle business... And understand heading I start filling information... Which sequence would best...,Positive,0.5666666666666667,0.30000000000000004
+Accounting App - Zoho Books,It wonderful app...one thing missing customerwise profitability. Zoho team need work priority...itt basic feature accounting software...urge zoho team incorporate same.,Positive,0.2,0.325
+Accounting App - Zoho Books,"In transactions attachment facility, go may upload docs taking taking pic attach",Neutral,0.0,0.0
+Accounting App - Zoho Books,"Would rate better, PC version continually goes 2-step authentication despite set trusted device.",Positive,0.5,0.5
+Accounting App - Zoho Books,"After update, I can't able see fuel expenses",Positive,0.5,0.625
+Accounting App - Zoho Books,Need report views like web.,Neutral,0.0,0.0
+Accounting App - Zoho Books,Perfect intuitive small business - road saves time get home keeping wife kids happy!,Positive,0.5833333333333334,0.7999999999999999
+Accounting App - Zoho Books,Great App. Keep great work Zoho. Need theme colors (dark ones)!!,Positive,0.4552083333333334,0.6333333333333333
+Accounting App - Zoho Books,The best accounting ever,Positive,1.0,0.3
+Accounting App - Zoho Books,Got pay portal running time... Pretty impressive...,Positive,0.625,1.0
+Accounting App - Zoho Books,I Vadodara. We need training.could u arrangements.,Neutral,0.0,0.0
+Accounting App - Zoho Books,I beginner zoho books finding easy use. Cheers!,Positive,0.5416666666666667,0.8333333333333334
+Accounting App - Zoho Books,Classes better understanding needed. If training classes Chennai ?,Positive,0.5,0.5
+Accounting App - Zoho Books,Good,Positive,0.7,0.6000000000000001
+Accounting App - Zoho Books,Good small business,Positive,0.22499999999999998,0.5
+Accounting App - Zoho Books,Great,Positive,0.8,0.75
+Accounting App - Zoho Books,I tired QuickBooks restrictions. ZOHO let's customize exactly way I want.,Negative,-0.07500000000000001,0.475
+Accounting App - Zoho Books,Good value similar advantages,Positive,0.35,0.5
+Accounting App - Zoho Books,Great,Positive,0.8,0.75
+Accounting App - Zoho Books,Best accounting invoice,Positive,1.0,0.3
+Accounting App - Zoho Books,Awesome,Positive,1.0,1.0
+Accounting App - Zoho Books,Great business..,Positive,0.8,0.75
+Accounting App - Zoho Books,Nice work,Positive,0.6,1.0
+Accounting App - Zoho Books,"Great accounting freelancer like me. Great UI too. Well integrated desktop version Google contacts. Just I dislike limited account (up 50 contacts) basic subscription. Upgrading bit much me. Sorry, I try now.",Positive,0.20571428571428574,0.5535714285714286
+Accounting App - Zoho Books,Horrible incomplete product. Not useful travel industry. Lured buying promise frequent updates. Indefinite delay,Negative,-0.3499999999999999,0.43333333333333335
+Accounting App - Zoho Books,"It excellent tool reduce time generating estimates , sale orders , invoices , bills etc . I really enjoying using tool best part people available help knowledgeable !",Positive,0.75,0.5750000000000001
+Accounting App - Zoho Books,nan,nan,nan,nan
+Accounting App - Zoho Books,The slow.,Negative,-0.30000000000000004,0.39999999999999997
+Accounting App - Zoho Books,Helped business next level Vinod VIJAYAN Vijayan Press Tvm,Neutral,0.0,0.0
+Accounting App - Zoho Books,Really appreciated account software,Positive,0.2,0.1
+Accounting App - Zoho Books,Much appreciated never,Positive,0.2,0.1
+Accounting App - Zoho Books,Please update sparepart code option,Neutral,0.0,0.0
+Accounting App - Zoho Books,Great app. Looking forward many years use.,Positive,0.65,0.625
+Accounting App - Zoho Books,It's good solution startup companies,Positive,0.7,0.6000000000000001
+Accounting App - Zoho Books,Very helpful,Positive,0.2,0.3
+Accounting App - Zoho Books,nan,nan,nan,nan
+Accounting App - Zoho Books,Easy,Positive,0.43333333333333335,0.8333333333333334
+Accounting App - Zoho Books,Very nice,Positive,0.78,1.0
+Accounting App - Zoho Books,nan,nan,nan,nan
+Accounting App - Zoho Books,Excellent,Positive,1.0,1.0
+Accounting App - Zoho Books,nan,nan,nan,nan
+Accounting App - Zoho Books,nan,nan,nan,nan
+Accounting App - Zoho Books,nan,nan,nan,nan
+Accounting App - Zoho Books,"Would rate better, PC version continually goes 2-step authentication despite set trusted device.",Positive,0.5,0.5
+Accounting App - Zoho Books,"After update, I can't able see fuel expenses",Positive,0.5,0.625
+AccuWeather: Daily Forecast & Live Weather Reports,Everytime I try open crashes....I used love beyond broken now....guess I find another weather,Positive,0.033333333333333326,0.5
+AccuWeather: Daily Forecast & Live Weather Reports,It's Blessing Accuweather 24hr family friends.,Neutral,0.0,0.0
+AccuWeather: Daily Forecast & Live Weather Reports,"For part, good weather app. The biggest problem I radar map. For reason, I open radar tab zoomed greater part North America instead region local location. This forces whole 2 finger zoom every time. Fix I would go 4-5 stars instead 3.",Positive,0.27999999999999997,0.4
+AccuWeather: Daily Forecast & Live Weather Reports,"Generally good. Matches current observed weather. Hourly feature hit miss, though I live peculiar wx environment- coastal peninsula 3 mile bay 1 side GoMex other.",Positive,0.17784090909090908,0.46875
+AccuWeather: Daily Forecast & Live Weather Reports,I need visit mom sometime week it's hot outside. I thrilled find Tuesday 15 degrees cooler. The helps planning.,Positive,0.2833333333333333,0.5333333333333333
+AccuWeather: Daily Forecast & Live Weather Reports,"accurate others. notifies need rain jacket, umbrella based % chance precipitation. also good hourly exact location, city",Positive,0.45,0.49444444444444446
+AccuWeather: Daily Forecast & Live Weather Reports,nan,nan,nan,nan
+AccuWeather: Daily Forecast & Live Weather Reports,"Bought paid, ad free version, tells time I open update, none. Tried deleting starting over, nothing helps. Have live free paid machine well reason. Programming errors get resolved. Pitty.",Positive,0.18727272727272729,0.54
+AccuWeather: Daily Forecast & Live Weather Reports,I found extremely helpful especially vacation traveling states.,Negative,-0.0625,1.0
+AccuWeather: Daily Forecast & Live Weather Reports,nan,nan,nan,nan
+AccuWeather: Daily Forecast & Live Weather Reports,Can't find redeem anywhere. Really getting annoying.,Negative,-0.30000000000000004,0.55
+AccuWeather: Daily Forecast & Live Weather Reports,nan,nan,nan,nan
+AccuWeather: Daily Forecast & Live Weather Reports,Been using years. Love it. My fave.,Positive,0.5,0.6
+AccuWeather: Daily Forecast & Live Weather Reports,Great App!! Has great features...,Positive,0.9,0.75
+AccuWeather: Daily Forecast & Live Weather Reports,I love different features well laid are. I find user friendly.,Positive,0.2916666666666667,0.5666666666666667
+AccuWeather: Daily Forecast & Live Weather Reports,So good tha,Positive,0.7,0.6000000000000001
+AccuWeather: Daily Forecast & Live Weather Reports,nan,nan,nan,nan
+AccuWeather: Daily Forecast & Live Weather Reports,Thank you...,Neutral,0.0,0.0
+AccuWeather: Daily Forecast & Live Weather Reports,I love checking weather,Positive,0.5,0.6
+AccuWeather: Daily Forecast & Live Weather Reports,nan,nan,nan,nan
+AccuWeather: Daily Forecast & Live Weather Reports,"It worked yesterday's update. However, even worked, really. The two-week forecast actually pretty good, immediate forecast. The current, immediate future forecast, & radar rarely ever jive. One see radar show massive storms coming a... Full Review",Positive,0.22499999999999998,0.5968749999999999
+AccuWeather: Daily Forecast & Live Weather Reports,"This used go weather data point I paid advice free version, I forced uninstall it. It regularly crashes 10 times day even I using time caused phone laggy several occasions due th... Full Review",Positive,0.05416666666666666,0.33365384615384613
+AccuWeather: Daily Forecast & Live Weather Reports,Getting forced close since last update. Widget intermittent problems while; stops updating even triggered manually. AccuWeather really good service. Please correct widget equally good.,Positive,0.27499999999999997,0.3666666666666667
+AccuWeather: Daily Forecast & Live Weather Reports,"I'm going back previous 5 star rating, 7/31 update corrected numerous problems brought 7/27 update. I never sought another weather app, I feeling fix problems soon. Thanks getting done.",Positive,0.008333333333333338,0.21666666666666667
+AccuWeather: Daily Forecast & Live Weather Reports,The nothing close! I've tried numerous times open! So I suggest u fix,Neutral,0.0,0.5
+AccuWeather: Daily Forecast & Live Weather Reports,crashes startup latest update. To day AccuWeather never stable version type device time. That's happens novice developers.,Positive,0.5,0.9
+AccuWeather: Daily Forecast & Live Weather Reports,"great, I 5-star loved latest update 2 days ago. Now crashes, work. Every time I it, freezes closes.",Positive,0.6666666666666666,0.8166666666666668
+AccuWeather: Daily Forecast & Live Weather Reports,"Turn alerts repetetly, turns without permission. Complete failure part. A person problem fixed hammer. What I take fix app.",Negative,-0.038888888888888896,0.3
+AccuWeather: Daily Forecast & Live Weather Reports,nan,nan,nan,nan
+AccuWeather: Daily Forecast & Live Weather Reports,The widgets refresh automatically! (I donated app) The small widget crashes I restart phone internet I delete add again! Please fix widgets!!!,Negative,-0.6103515625,0.4
+AccuWeather: Daily Forecast & Live Weather Reports,Stopped working. Widget clicked get fresh data. Then stopped working completely. I reported problem found working well today. Hopefully problems. Fingers crossed.,Positive,0.2,0.45
+AccuWeather: Daily Forecast & Live Weather Reports,Just paid ads removed force closing ALL time. The widget invisible due error unusable. It's shame swore this...,Negative,-0.125,0.375
+AccuWeather: Daily Forecast & Live Weather Reports,"Really enjoy app. Really count short term forecast heading out. The latest version broken pixel, running Android P.",Positive,0.14,0.45999999999999996
+AccuWeather: Daily Forecast & Live Weather Reports,"This great last update open, force closes every time try open it. Deleting getting new weather app.",Positive,0.18727272727272729,0.4542424242424242
+AccuWeather: Daily Forecast & Live Weather Reports,nan,nan,nan,nan
+AccuWeather: Daily Forecast & Live Weather Reports,Crashes regularly. Locks showing daily forecasts. Great works.,Positive,0.26666666666666666,0.2756410256410256
+AccuWeather: Daily Forecast & Live Weather Reports,Nice easy accurate still learning take advantage settings I like I see far,Positive,0.38333333333333336,0.8666666666666667
+AccuWeather: Daily Forecast & Live Weather Reports,"This used really good, 7/31/18 update crashes constantly, open. Are going fix it?",Positive,0.35,0.55
+AccuWeather: Daily Forecast & Live Weather Reports,nan,nan,nan,nan
+AccuWeather: Daily Forecast & Live Weather Reports,After update 7/31 constantly stops. Crash report sent.,Neutral,0.0,0.3333333333333333
+Acorn TV: World-class TV from Britain and Beyond,"Obviously like content terrible. If acorntv must crappy app, give us option casting content phone browsers. Instead forces us sucks. There many things wrong I can't even begin start listing all.",Negative,-0.26,0.6399999999999999
+Acorn TV: World-class TV from Britain and Beyond,"This update terrible! Loss function Chromecast Android. Being able go back forward button drop menu phone great I leave email, game Twitter I watch. Watchlist show anything recent, CC reliable, And support helpful all. It's even read sent generic reply. Love prograps hate app,. Dissapointing.",Negative,-0.044444444444444446,0.5027777777777778
+Acorn TV: World-class TV from Britain and Beyond,"horrible update. I problems beginning. Especially captions. They cast TV Google Chromecast. The captions show phone disappear soon I cast TV. The drag bar moves forward video work all. Every time tap drag bar starts video never move forward get point video want be. Support helpful. I got generic suggestions rebooting phone, rebooting wi-fi system, deleting reinstalling app. Then told could duplicate problem. And basically I heard back since then. I everything suggested course solve problems problems new app. My problems started soon upgraded version 2. 0. Thankfully tablet still old I cast TV I continue enjoying shows captions able move back forth video drag bar.",Negative,-0.00530303030303033,0.34100378787878793
+Acorn TV: World-class TV from Britain and Beyond,Not full screen video Android phone. Virtual navigation buttons remain stay screen streaming video. Annoying. Britbox problem.,Negative,-0.48750000000000004,0.7250000000000001
+Acorn TV: World-class TV from Britain and Beyond,"LOVE Acorn! The best shows, best plots, greatest casts! So happy I took chance free trial! I especially love added resume feature latest update... unfortunately I HATE new format! I need episode take whole screen, I want see the... Full Review",Positive,0.5287878787878788,0.6837121212121212
+Acorn TV: World-class TV from Britain and Beyond,Horrible. I canceled I cant access shows. Was favorite channel.,Negative,-0.25,1.0
+Acorn TV: World-class TV from Britain and Beyond,"Acorn good content, MESS. Even since last big update! Casting casting controls worse barely functional, subtitles cast anymore, crashes (in background foreground) frequent, nonsense notifications saying... Full Review",Positive,0.07812499999999999,0.3114583333333334
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,horrible content great. I wish would pay attention people enjoy content.,Positive,0.0666666666666667,0.75
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,Entertainment,Neutral,0.0,0.0
+Acorn TV: World-class TV from Britain and Beyond,Sucks. Definitely Sucks,Negative,-0.3,0.3
+Acorn TV: World-class TV from Britain and Beyond,Great,Positive,0.8,0.75
+Acorn TV: World-class TV from Britain and Beyond,Love,Positive,0.5,0.6
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,"First problems pitcher, day watching next nothing. Then say I account next breath say already account name sure mine I paid little money problems contact see what's going on, hate I love movie... Full Review",Positive,0.07656249999999999,0.47152777777777777
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,Shows great. Connecting infuriating. You sit hours binging close come back hours later cannot get back in. Or says know you! Most frustrating.,Positive,0.042857142857142864,0.4214285714285714
+Acorn TV: World-class TV from Britain and Beyond,"Love content, glitchiest, unstable, unreliable I ever used. Too many problems list. Right now, shows I'm logged says I current subscription - kind thing happens time. I found accident that, using chromecast, I ha... Full Review",Positive,0.3726190476190476,0.580952380952381
+Acorn TV: World-class TV from Britain and Beyond,"Was really glad see Android user interface great all. For example I press pause somehow program fast forwards. My watched items list stopped working months ago. If I stop middle episode come back it, episode ALWAYS starts back beginni... Full Review",Positive,0.2642857142857143,0.4142857142857143
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,"crashes constantly trying cast tv. But experiencing problem I discovered stop casting, play show start casting begins play instead seem crash. I wish bug would fixed rather frustrati... Full Review",Positive,0.15,0.36111111111111116
+Acorn TV: World-class TV from Britain and Beyond,"Freezes stutters. Other video I doesn't. Will retain password. I resubmit password every video I watch. A month half later, worse ever I've reinstalled twice. Now tells sign password wrong. Even computer version b... Full Review",Negative,-0.14027777777777778,0.43194444444444446
+Acorn TV: World-class TV from Britain and Beyond,"The thing shows account 2 ""coming soon"" nothing else. What heck guys doing. Please fix this, totally unusable",Neutral,0.0,0.75
+Acorn TV: World-class TV from Britain and Beyond,"Can anyone tell get downloaded I installed Google Play even play?!! Screen frozen navigation available even start free trial view programs. The worked beautifully Roku; nothing. What I wrong? Thanks, frustrated",Positive,0.10833333333333332,0.5833333333333334
+Acorn TV: World-class TV from Britain and Beyond,"Paying it, tells I subscriber yet, wants credit card info, I can't find way unsubscribe. Nothing really worth watching anyway. Just want money back too.",Positive,0.16666666666666666,0.06666666666666667
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,nan,nan,nan,nan
+Acorn TV: World-class TV from Britain and Beyond,"Crashes constantly! Won't work Chromecast! I member Acorn TV several years. Since want cast using app, I happy all! Every single time I try cast video stops working! This ongoing problem! I can't believe want me... Full Review",Positive,0.24767857142857147,0.41952380952380947
+Acorn TV: World-class TV from Britain and Beyond,"I got exclusively Murdoch Mysteries, work all. Absolutely garbage app. Crashes every single time I try cast TV.",Positive,0.0642857142857143,0.5571428571428572
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,"I started using going well far, I hope long run worth investment bring $$$$$ lol. This update I stopped using awhile I wish I account would much money. I'm aback I love update I'm able multiply change building fast. That acorns helping save change.",Positive,0.2833333333333333,0.4694444444444445
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,You ended losing lot money. It took $100 account 1 week. I didn't know late went withdraw said could withdraw $88 would take several days return bank account. Irs scam helpful.,Negative,-0.15,0.3
+Acorns - Invest Spare Change,"There's way cancel account. When I contact support cancel, ignore me. They still charging fee every month I using. Edit: responded comment asking email support... I already week later responded.",Neutral,0.0,0.0
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,"I 1500 conservative whole time yet make profit, anyone actually make profit this?",Positive,0.1,0.25
+Acorns - Invest Spare Change,Don't know yet even get started,Neutral,0.0,0.0
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acorns - Invest Spare Change,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+Acupuncture Assistant,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,The much trash company. I got views Instagram paying $15 I Google AdWords Express using $150. I never AdWords I make sure friends business field either.,Positive,0.35,0.5444444444444444
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,You can't yahoo business email. It dismiss trademark infringement. No help support.,Neutral,0.0,0.0
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,opens 1st time reinstall again.,Neutral,0.0,0.0
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,work,Neutral,0.0,0.0
+AdWords Express,This working please look it.,Neutral,0.0,0.0
+AdWords Express,My continueing buffer,Neutral,0.0,0.0
+AdWords Express,Good even Basic knowledge people,Positive,0.35,0.36250000000000004
+AdWords Express,"Stuck , buffering",Neutral,0.0,0.0
+AdWords Express,nan,nan,nan,nan
+AdWords Express,"Was able log once, never again.",Positive,0.5,0.625
+AdWords Express,nan,nan,nan,nan
+AdWords Express,Easy kestn,Positive,0.43333333333333335,0.8333333333333334
+AdWords Express,Great business,Positive,0.8,0.75
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,Need time evaluate.,Neutral,0.0,0.0
+AdWords Express,Hi,Neutral,0.0,0.0
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,"Easy use, Great Services.Hoping For Great Success With Tri Cities Paint Pros Goggle Marketing Services. Thanks Goggle",Positive,0.5066666666666666,0.5066666666666667
+AdWords Express,nan,nan,nan,nan
+AdWords Express,You guys take time jobs.,Neutral,0.0,0.0
+AdWords Express,nan,nan,nan,nan
+AdWords Express,Still it.,Neutral,0.0,0.0
+AdWords Express,Good,Positive,0.7,0.6000000000000001
+AdWords Express,nan,nan,nan,nan
+AdWords Express,Terrible. Just gets stuck loading,Negative,-1.0,1.0
+AdWords Express,"""Coming soon"". You link new Google Ads app, instead.",Positive,0.13636363636363635,0.45454545454545453
+AdWords Express,nan,nan,nan,nan
+AdWords Express,"When you log in to your Google Account, you will not be able to add Google Adwords Express, but you will not be able to add it again. Same happened us, asked refund, Rs 42000 stuck last 6 months. The Useless customer support, which is the date and time of the day, is available in Google India. They tell us what to pay, but no details are available. 164 crore government has already done it Now filled case big name monsters public Do not ever get stucked paid Google services",Positive,0.17,0.35083333333333333
+AdWords Express,nan,nan,nan,nan
+AdWords Express,stopped working log in. Just keeps buffering. Worked correctly stopped,Neutral,0.0,0.0
+AdWords Express,The much trash company. I got views Instagram paying $15 I Google AdWords Express using $150. I never AdWords I make sure friends business field either.,Positive,0.35,0.5444444444444444
+AdWords Express,nan,nan,nan,nan
+AdWords Express,nan,nan,nan,nan
+AdWords Express,You can't yahoo business email. It dismiss trademark infringement. No help support.,Neutral,0.0,0.0
+AdWords Express,"Payment error, payment processing..",Neutral,0.0,0.0
+AdWords Express,Soper I like easy,Positive,0.43333333333333335,0.8333333333333334
+AdWords Express,"Not Working, reinstalled 10 times result , working",Neutral,0.0,0.0
+AdWords Express,opens 1st time reinstall again.,Neutral,0.0,0.0
+AdWords Express,To point Business Oriented,Neutral,0.0,0.0
+AdWords Express,Unusefull please repair.. working install,Neutral,0.0,0.0
+AdWords Express,work,Neutral,0.0,0.0
+AdWords Express,This working please look it.,Neutral,0.0,0.0
+AdWords Express,My continueing buffer,Neutral,0.0,0.0
+AdWords Express,nan,nan,nan,nan
+AdWords Express,"Stuck , buffering",Neutral,0.0,0.0
+AdWords Express,It's working,Neutral,0.0,0.0
+AdWords Express,"Was able log once, never again.",Positive,0.5,0.625
+AdWords Express,"Great , user friendly, keep",Positive,0.5875,0.625
+AdWords Express,nan,nan,nan,nan
+AdWords Express,Great business,Positive,0.8,0.75
+AdWords Express,Love it!,Positive,0.625,0.6
+AdWords Express,Not working,Neutral,0.0,0.0
+AdWords Express,Need time evaluate.,Neutral,0.0,0.0
+AdWords Express,Hi,Neutral,0.0,0.0
+AdWords Express,GREAT APPS...!!!!!!!!! HORE :),Positive,0.75,0.875
+AdWords Express,Very good,Positive,0.9099999999999999,0.7800000000000001
+AdWords Express,Work less 30 minutes stoped ad automatically...what hell,Negative,-0.16666666666666666,0.06666666666666667
+AdWords Express,"Easy use, Great Services.Hoping For Great Success With Tri Cities Paint Pros Goggle Marketing Services. Thanks Goggle",Positive,0.5066666666666666,0.5066666666666667
+AdWords Express,Signed account let back,Neutral,0.0,0.0
+AdWords Express,You guys take time jobs.,Neutral,0.0,0.0
+AdWords Express,Great,Positive,0.8,0.75
+AdWords Express,Still it.,Neutral,0.0,0.0
+AdWords Express,Good,Positive,0.7,0.6000000000000001
+Ada - Your Health Guide,This helpful me. I've using two years I think time finally rate it. This gives thorough assessment symptoms quite possibilities either reassure send see doctor. Which even better. Ada perfect feeling little paranoid health. Thank much developers amazing helpful app!,Positive,0.3770833333333334,0.6833333333333335
+Ada - Your Health Guide,"Very good informative app, could ""some times"" answer questions could worded better, all, works, smooth running informative. The ability track symptoms helpful long term illness sufferer, I like keeping check pain severity symptoms.",Positive,0.44,0.545
+Ada - Your Health Guide,"Brilliant app, much better Google search symptoms. In depth needed be, ability add wide range symptoms straightforward questions answer. But also simple feeling weather want find could something serious. Very helpful detailing possible treatments, whether see doctor.",Positive,0.19270833333333331,0.5748511904761904
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,Absolutely brilliant. This super fun helps research potential verdicts could certain symptoms. Oftener I get learn lot specific problems I would've otherwise figure googling symptoms usually leads sift large chunks data. Needs work bed side manners though results always seem bit drastic.,Positive,0.21398809523809523,0.5302083333333333
+Ada - Your Health Guide,"This built depth research great branching questions answer get possible answers. It asks symptoms gives possible diagnosis. Obviously go doctor confirm, helpful.",Positive,0.2,0.8125
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,"The app, seems bit buggy. It closes lot, I'm sure prepared auto-save feature, makes nicer. It gave medical diagnosis. I blown away.",Positive,0.25,0.4444444444444444
+Ada - Your Health Guide,"I think number #1 place, deserves. It helped alot defiantly help others too.",Neutral,0.0,0.0
+Ada - Your Health Guide,"Well, I prefer used physical illness. Its always better visit doc; awesome, easily solve lille problems submitting symptoms.. It worths 5 stars",Positive,0.48333333333333334,0.6190476190476191
+Ada - Your Health Guide,Awesome app! It helped several problems already. It diagnose gives possible diagnoses could problem!,Positive,0.3333333333333333,0.6666666666666666
+Ada - Your Health Guide,I downloaded it. I figured I would give test ask diagnose something I already knew I had. I already knew I carpal tunnel syndrome. So I proceeded answer questions ask. Sure enough able diagnose carpal tunnel syndrome. I'm looking forward able family,Positive,0.375,0.6597222222222222
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,"Ada helped put mind ease assisting clarify symptoms. After I read suggestions, made perfect sense I'll seeing doc soon figure what's going on. The good tool guide next step getting medical attention. The interface simple, easy choices select too. Thank FINALLY giving option better WebMd!!",Positive,0.36432291666666666,0.5363095238095239
+Ada - Your Health Guide,Its good uses AI health care. I sometimes get misguided results based questions asked (as said doctor),Positive,0.7,0.6000000000000001
+Ada - Your Health Guide,I love Ada. I've used quite times always ends accurate long I put symptoms correctly answer many questions I can. It gives good info. I love app.,Positive,0.425,0.5555555555555556
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,"It's helpful comes health problems. When start noticing body's feeling well, start assessment find yourself. This informative sensitivr user. I've using since, I love it.",Positive,0.5,0.6
+Ada - Your Health Guide,"I suffer Borderline personally disorder thought I'd test vague answers, within 1 minute asking right questions then: 2 minutes later... Boom! BPD listed No.1 probability. Brilliant BPD hardest disorders diagnose well done!",Positive,0.15714285714285714,0.4671428571428572
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,"Wow helpful. I think everyone it, cos helps u know wrong u say ur doctor u get hospital. Thanks Ada",Negative,-0.06666666666666667,0.7000000000000001
+Ada - Your Health Guide,"This easy use. It asks symptoms, questions asks, leading diagnosis could be, look one.",Positive,0.43333333333333335,0.8333333333333334
+Ada - Your Health Guide,Downloaded seemed cool. Entered symptoms last two major illness' I've diagnosed options suggested app.,Positive,0.13749999999999998,0.4055555555555556
+Ada - Your Health Guide,"Really neat, though licensed professional great! Useful determining flu cold also informative causes, treatment info possible afflictions.",Positive,0.16666666666666666,0.5083333333333333
+Ada - Your Health Guide,"I felt listened to, asked lot questions made feel like really cared. They super helpful. And put mind rest doctor. Super dooper 100% recommend it!",Positive,0.31666666666666665,0.5111111111111111
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,Did scenarios selecting symptoms illnesses I actually Ada produced correct report I without knowing prior. Very good even better that's free,Positive,0.362,0.43600000000000005
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,"Amazing. It even mental illnesses. Although, ask a lot questions pimples...",Positive,0.25000000000000006,0.55
+Ada - Your Health Guide,good helping much things. Before I go Doctar asking happened home I Can ask Ada I happy,Positive,0.5666666666666667,0.6
+Ada - Your Health Guide,Using Google pixel 2 I put email freezes. It let keyboard input password. I can't see asks password either.,Neutral,0.0,0.0
+Ada - Your Health Guide,THIS IS COOL IT GIVES YOU ACCESS TO WHAT MAY BE WRONG WITH YOUR HEALTH PRETTY COOL 10 OUT OF TEN,Positive,0.09,0.6399999999999999
+Ada - Your Health Guide,Absolutely fantastic I love doctor thinks fantastic help people know treat home need go doctors soon My doctor said would definitely say medical certified,Positive,0.26,0.58
+Ada - Your Health Guide,"Good app, shocked accurate was. The option show pain is, able choose area time though.",Positive,0.22500000000000003,0.6645833333333334
+Ada - Your Health Guide,Mind-blowing collaboration science technology. Hats developer. Keep adding detailed information disease try add Google location best hospital nearby location user betterment getting treatment.,Positive,0.7,0.525
+Ada - Your Health Guide,"Its great app. Even though I never something serious, Ada helps recognise wrong me.",Negative,-0.01111111111111109,0.7722222222222221
+Ada - Your Health Guide,"Very accurate diagnosing pain. Much better webMD Second review diagnosed cellulitis I suspecting DVT. Once again, visit ER proves ADA spot on!!!!",Positive,0.43810546875,0.33083333333333337
+Ada - Your Health Guide,This helpful me. I've using two years I think time finally rate it. This gives thorough assessment symptoms quite possibilities either reassure send see doctor. Which even better. Ada perfect feeling little paranoid health. Thank much developers amazing helpful app!,Positive,0.3770833333333334,0.6833333333333335
+Ada - Your Health Guide,"Very good informative app, could ""some times"" answer questions could worded better, all, works, smooth running informative. The ability track symptoms helpful long term illness sufferer, I like keeping check pain severity symptoms.",Positive,0.44,0.545
+Ada - Your Health Guide,"Brilliant app, much better Google search symptoms. In depth needed be, ability add wide range symptoms straightforward questions answer. But also simple feeling weather want find could something serious. Very helpful detailing possible treatments, whether see doctor.",Positive,0.19270833333333331,0.5748511904761904
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,Absolutely brilliant. This super fun helps research potential verdicts could certain symptoms. Oftener I get learn lot specific problems I would've otherwise figure googling symptoms usually leads sift large chunks data. Needs work bed side manners though results always seem bit drastic.,Positive,0.21398809523809523,0.5302083333333333
+Ada - Your Health Guide,"This built depth research great branching questions answer get possible answers. It asks symptoms gives possible diagnosis. Obviously go doctor confirm, helpful.",Positive,0.2,0.8125
+Ada - Your Health Guide,"Excellent, spot diagnosis. I put symptoms husband correctly diagnosed pancreatic cancer. His GP treating 6 months ibs yet diagnosed within minutes. I wish I 6 months ago.",Positive,1.0,1.0
+Ada - Your Health Guide,"The app, seems bit buggy. It closes lot, I'm sure prepared auto-save feature, makes nicer. It gave medical diagnosis. I blown away.",Positive,0.25,0.4444444444444444
+Ada - Your Health Guide,"I think number #1 place, deserves. It helped alot defiantly help others too.",Neutral,0.0,0.0
+Ada - Your Health Guide,"Well, I prefer used physical illness. Its always better visit doc; awesome, easily solve lille problems submitting symptoms.. It worths 5 stars",Positive,0.48333333333333334,0.6190476190476191
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,I downloaded it. I figured I would give test ask diagnose something I already knew I had. I already knew I carpal tunnel syndrome. So I proceeded answer questions ask. Sure enough able diagnose carpal tunnel syndrome. I'm looking forward able family,Positive,0.375,0.6597222222222222
+Ada - Your Health Guide,Very accurate! I got diagnosed migraines ago told I migraines based symptoms. Highly recommend often feeling uneasy feel good.,Positive,0.5033333333333334,0.6544444444444445
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,"Ada helped put mind ease assisting clarify symptoms. After I read suggestions, made perfect sense I'll seeing doc soon figure what's going on. The good tool guide next step getting medical attention. The interface simple, easy choices select too. Thank FINALLY giving option better WebMd!!",Positive,0.36432291666666666,0.5363095238095239
+Ada - Your Health Guide,Its good uses AI health care. I sometimes get misguided results based questions asked (as said doctor),Positive,0.7,0.6000000000000001
+Ada - Your Health Guide,I love Ada. I've used quite times always ends accurate long I put symptoms correctly answer many questions I can. It gives good info. I love app.,Positive,0.425,0.5555555555555556
+Ada - Your Health Guide,So great helps save gas going doctor. It also tells common symptoms \sickness help prevent treat it. Ilove well done.,Positive,0.25,0.625
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,"It's helpful comes health problems. When start noticing body's feeling well, start assessment find yourself. This informative sensitivr user. I've using since, I love it.",Positive,0.5,0.6
+Ada - Your Health Guide,"I suffer Borderline personally disorder thought I'd test vague answers, within 1 minute asking right questions then: 2 minutes later... Boom! BPD listed No.1 probability. Brilliant BPD hardest disorders diagnose well done!",Positive,0.15714285714285714,0.4671428571428572
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,"Wow helpful. I think everyone it, cos helps u know wrong u say ur doctor u get hospital. Thanks Ada",Negative,-0.06666666666666667,0.7000000000000001
+Ada - Your Health Guide,"This easy use. It asks symptoms, questions asks, leading diagnosis could be, look one.",Positive,0.43333333333333335,0.8333333333333334
+Ada - Your Health Guide,Downloaded seemed cool. Entered symptoms last two major illness' I've diagnosed options suggested app.,Positive,0.13749999999999998,0.4055555555555556
+Ada - Your Health Guide,"Really neat, though licensed professional great! Useful determining flu cold also informative causes, treatment info possible afflictions.",Positive,0.16666666666666666,0.5083333333333333
+Ada - Your Health Guide,"I felt listened to, asked lot questions made feel like really cared. They super helpful. And put mind rest doctor. Super dooper 100% recommend it!",Positive,0.31666666666666665,0.5111111111111111
+Ada - Your Health Guide,This really helpful think might sick. WebMD tells cancer get stomach ache ADA gives informed list possible diseases. ADA smart helpful.,Negative,-0.07499999999999998,0.6749999999999999
+Ada - Your Health Guide,Did scenarios selecting symptoms illnesses I actually Ada produced correct report I without knowing prior. Very good even better that's free,Positive,0.362,0.43600000000000005
+Ada - Your Health Guide,nan,nan,nan,nan
+Ada - Your Health Guide,"Amazing. It even mental illnesses. Although, ask a lot questions pimples...",Positive,0.25000000000000006,0.55
+Ada - Your Health Guide,good helping much things. Before I go Doctar asking happened home I Can ask Ada I happy,Positive,0.5666666666666667,0.6
+Ada - Your Health Guide,Using Google pixel 2 I put email freezes. It let keyboard input password. I can't see asks password either.,Neutral,0.0,0.0
+Ada - Your Health Guide,THIS IS COOL IT GIVES YOU ACCESS TO WHAT MAY BE WRONG WITH YOUR HEALTH PRETTY COOL 10 OUT OF TEN,Positive,0.09,0.6399999999999999
+Ada - Your Health Guide,Absolutely fantastic I love doctor thinks fantastic help people know treat home need go doctors soon My doctor said would definitely say medical certified,Positive,0.26,0.58
+Ada - Your Health Guide,"Good app, shocked accurate was. The option show pain is, able choose area time though.",Positive,0.22500000000000003,0.6645833333333334
+Ada - Your Health Guide,Mind-blowing collaboration science technology. Hats developer. Keep adding detailed information disease try add Google location best hospital nearby location user betterment getting treatment.,Positive,0.7,0.525
+Ada - Your Health Guide,"Its great app. Even though I never something serious, Ada helps recognise wrong me.",Negative,-0.01111111111111109,0.7722222222222221
+Ada - Your Health Guide,"Very accurate diagnosing pain. Much better webMD Second review diagnosed cellulitis I suspecting DVT. Once again, visit ER proves ADA spot on!!!!",Positive,0.43810546875,0.33083333333333337
+Add Text To Photo,nan,nan,nan,nan
+Add Text To Photo,"Bad Updates: Please fix save image error. . Want give 5 Stars But update Don't Save image properly. Saved images seems like Thumbnail image, blure, blonde pixle crashed. Before last two three updates It excelent Application write Pics. But now.",Negative,-0.17499999999999996,0.20833333333333331
+Add Text To Photo,"The says. The color choosing system perfect inclusive. I never uninstall app. Some minor problems- 1. The upper line text line text overlaps other. 2. When I return sharing photo app, editing disappears. 3. The text input area small hard edit text enter it. 4. Most fonts useless unreadable, add two three readable fonts please, thanks.",Positive,0.05370370370370369,0.37962962962962965
+Add Text To Photo,"Annoying arcade games sound effects taking pleaure struggling messy interface new heights, ads added incentive The fires sounds enabled, annoying enough, sounds seem straight poorly made puzzle game. Once get past that, find editing tools pretty rough need much patience smallest bit text want type. I could explored little longer hope discovering aspects makes Google bring top results text image, I settled wasting time writing review instead. I ads blocked rooted phone, I'm sure fantastic deal get 20meg , ads must adding fun experience using app.",Negative,-0.013952020202020216,0.5440796857463525
+Add Text To Photo,nan,nan,nan,nan
+Add Text To Photo,"Sure wish better selection type faces, kinda limited... real good purpose..",Positive,0.48214285714285715,0.607936507936508
+Add Text To Photo,"I like app. It's perfect professional looking photo editing, meme making, captioning. It even allows put contrasting colored border around picture make easier read multi-color backgrounds. 5 stars!",Positive,0.5625,0.55
+Add Text To Photo,"Cannot get buttons needed change fonts, font size, font color appear. Tried using Bluetooth keyboard screen keypad. Neither works.",Neutral,0.0,0.0
+Add Text To Photo,Perfect me. I need easy basic tool add names photo's without massive amount frills eat time. Easy navigate tool bar. Could text style options,Positive,0.37333333333333335,0.7583333333333334
+Add Text To Photo,"Using put texts/notes pictures, please add undo button, case make mistake wish take",Neutral,0.0,0.0
+Add Text To Photo,This worst typing text top bottom side shows text 1 text 2..after saving pic looks nasty,Negative,-0.5,0.8333333333333334
+Add Text To Photo,"Great ONEAD app, refer id 56 axt mobile se paise kamaye.",Positive,0.8,0.75
+Add Text To Photo,"Its easy, cool, nice, added. I love much. Until I used 100 times edits",Positive,0.4166666666666667,0.6566666666666667
+Add Text To Photo,"user friendly doubt needs many attractive FONTS AND SOME GOOD HD STICKERS TO MAKE THIS MOST LOVEABLE. Why reply many user's querries ,reviews???????? Any hope latest version.?",Positive,0.5535714285714286,0.6428571428571429
+Add Text To Photo,I like It's probably thing saves crippling depression,Neutral,0.0,0.0
+Add Text To Photo,Amazing I before. The reason I'm downloading iPhone restarted!,Positive,0.7500000000000001,0.9
+Add Text To Photo,"It system back undo, need improved.",Neutral,0.0,0.0
+Add Text To Photo,"Functionally, superior apps! It WORKS, ease! For I'm trying do, though, eleven available fonts choose enough.",Positive,0.4666666666666666,0.6
+Add Text To Photo,This something everybody desires for.. really great great app.. every feature.. Nd best! Has options.. n smooth functioning well.. loved it..! Thumbs up.. highly recommendable..,Positive,0.6725,0.6066666666666666
+Add Text To Photo,"I simple function I need for, delivers simply. No frills, I like. However I would LOVE way get rid ads. I would even pay version.",Positive,0.16666666666666666,0.4380952380952381
+Add Text To Photo,Very bad app. Not recommended,Negative,-0.9099999999999998,0.8666666666666667
+Add Text To Photo,199 % good get rid,Positive,0.7,0.6000000000000001
+Add Text To Photo,nan,nan,nan,nan
+Add Text To Photo,Awesome writing quotes pictures font colours. Download now.It much better others.,Positive,0.75,0.75
+Add Text To Photo,nan,nan,nan,nan
+Add Text To Photo,nan,nan,nan,nan
+Add Text To Photo,"Thanks best 1.5 mb thanks,",Positive,0.4666666666666666,0.2333333333333333
+Add Text To Photo,nan,nan,nan,nan
+Add Text To Photo,Awesome Easy To Use Good No Problems Not A 24/7 Ad Popper,Positive,0.7111111111111111,0.8111111111111112
+Add Text To Photo,"Small packet big bang, Thanks 2U",Negative,-0.016666666666666663,0.2333333333333333
+Add Text To Photo,It waste,Negative,-0.2,0.0
+Add Text To Photo,"Cant add text pic,it even allow u text.",Neutral,0.0,0.0
+Add Text To Photo,Good please update font....,Positive,0.7,0.6000000000000001
+Add Text To Photo,I using last year perfect really love,Positive,0.5,0.5555555555555555
+Add Text To Photo,Can't place text we're I want it.,Neutral,0.0,0.0
+Add Text To Photo,"can't paste text, uninstall",Neutral,0.0,0.0
+Add Text To Photo,Couldn't choose place text,Neutral,0.0,0.0
+Add Text To Photo,tried several text bubble easiest use.,Neutral,0.0,0.0
+Add Text To Photo,5 star u add Opacity filter text too...,Neutral,0.0,0.0
+Add Text To Photo,This ok,Positive,0.5,0.5
+Adobe Acrobat Reader,I really hate adobe reader fact I really like it. It's best available viewing pdf files. I gave single star recent update stopped scanning documents unless I separate adobe scanning documents. It big deal actually delivered new deliver feature small part another app! So unless adobe provide stable reliable scanner I going give adobe 1 star rating.,Positive,0.05524350649350649,0.33188311688311695
+Adobe Acrobat Reader,"As 6/10/18 I can't email attachments Samsung Galaxy Note 4 cell phone. It says downloading percentage stays 0% I see bar move. I cleared cache, force stopped uninstalled reinstalled cleared trouble. The worked perfectly works perfectly fine tablet opinion trouble isolated particular phone. Please help get fixed!",Positive,0.21805555555555559,0.4055555555555556
+Adobe Acrobat Reader,"It simply best kind. + scanning feature awesome. issue ""navigation"". I'm student writing final year project university, I make 30+ downloaded articles, I'd like better I set folder pdf documents show given point time ""Local"" tab app. I documents shared Bluetooth, xender, downloaded using Google Chrome browser, downloaded using Opera mini browser, scanned documents etc grouped folder sections app......... I'm saying is, give us capability choosing hide particular/multiple folders shows ""Local"" tab app, greatly reduce time used scrolling find particular document folder. good app, 4 star rating till notice",Positive,0.47666666666666674,0.5383333333333333
+Adobe Acrobat Reader,"Absolutely fantastic! The Adobe Scan automatically sent folder made Adobe Adobe Reader-same fill sign. I recommend getting three: Adobe Scan, Fill & Sign, Reader. I know I would school without them. Taking pictures notes/the black(white)board, upload right photos, Adobe look though scanned them! Perfect, color choice options.",Positive,0.6190476190476191,0.811904761904762
+Adobe Acrobat Reader,"Adobe ruined it. I highlight text fast anymore, sign pathetic. Glad someone recommended Xodo, I convenient features. Edit: I tried again, seemed fine, adobe requested log in... Gues stay 1 star.",Positive,0.02916666666666666,0.775
+Adobe Acrobat Reader,"Deceptive. Deleting re-ordering pages shown work without $31 per month subscription. Foxit Business costs $20 upfront. PDF Max, Xodo, PDF Viewer free charge. And like scan-to-PDF feature works much better Cam Scanner Office Lens.",Positive,0.45,0.65
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,Very smooth app. Only add feature open multiple PDFs separate tabs. edit : So I able scan before. But latest updates I able that. It's saying separate app. Why? I also right?,Positive,0.2882142857142857,0.6044642857142857
+Adobe Acrobat Reader,"Go get Xodo installing headache!! I lower rating seem save bookmarks, recall recent files. This makes headache compare two files. These people responsible PDF...?",Positive,0.1,0.4
+Adobe Acrobat Reader,"I sure bug what. But people wanted type foreign language text careful: share edited PDF foreign text (non-alphabet) it, somehow disappear. Yes, see block space foreign text alphabetical text.",Positive,0.0050000000000000044,0.4527777777777778
+Adobe Acrobat Reader,"Very useful app. Wish features part purchasable add-ons least pricey monthly. However, general allows add signatures comments PDFs share them. This definitely super reliable piece software phone.",Positive,0.11833333333333335,0.39166666666666666
+Adobe Acrobat Reader,I looking pdf reader would work digital music page turn pedal. Adobe Acrobat Reader pdf works pedal. I also love free adverts. I've uninstalled Apps constant intrusive barrage unwanted ads.,Positive,0.225,0.4333333333333333
+Adobe Acrobat Reader,"It common functions I acrobat PC. For joint users provides cloud distinct author services commenting. To avoid confusion, wish setting called ""Author"" renamed ""Commentator"". Needs sort commentor function clear function remove annotations bookmarks comments..",Positive,0.03333333333333334,0.39444444444444443
+Adobe Acrobat Reader,"Its star app, doubt! But I gave three stars catch programmers attention. The problem It can't copy whole paragraph together spread across two pages reason. Also copies page number",Positive,0.2,0.4
+Adobe Acrobat Reader,Not Another Damn Cloud Account! I want another blasted Cloud account merely open file held device. Nor I supply login credentials services like Facebook Google.,Negative,-0.3,0.7
+Adobe Acrobat Reader,"You make/log Adobe cloud account even open PDF's? Really dev? I know bosses Adobe pushing get people cloud services, forcing people sign even open document invention? That's wrong way going people download/use 1 billion play store open PDF. You guys gotta allow people least open PDF without need sign cloud services. What good cloud services people delete them? Uninstalled.",Positive,0.012499999999999997,0.5125
+Adobe Acrobat Reader,"I never recommend coze provide many tools work. Such comment, underline edit etc. Every time think saved edited pdf file not. This scrap. Don't waste time app. It harass mind, Rather find better alternative.",Positive,0.2,0.375
+Adobe Acrobat Reader,This hit miss I try open Galaxy S8+. I need busy work schedule times unable open it. It turns screen black times app. This would nice worked properly.,Positive,0.004761904761904761,0.4761904761904762
+Adobe Acrobat Reader,great except allow access documents via file manager. Documents opened acrobat accessible acrobat. They keep filling phone space difficult delete. It's deal breaker me!,Positive,0.18333333333333335,0.7083333333333334
+Adobe Acrobat Reader,Can't even see headers pdf file. I wanted know form searched lot find full screen mode. But efforts went vain!,Positive,0.4375,0.55
+Adobe Acrobat Reader,The basics editing PDFs there. Really liked keeping track gym routine. Very easy understand. Just like idea subscribing full version instead buying outright. Such money grab.,Positive,0.3783333333333333,0.7125
+Adobe Acrobat Reader,Adobe best PDF reader I even think about. It's easy features provide. I completely owe love books app. I would recommend every book lover!! ;-),Positive,0.5129166666666667,0.6266666666666667
+Adobe Acrobat Reader,The previous versions good enough.... This update poor... It allow highlighting underlining document create another document.... Such awful experience.,Negative,-0.14444444444444446,0.5611111111111111
+Adobe Acrobat Reader,Hey Pls update app.... I'm face issues... When I opened first time pdf open file missing folder shown empty.... And file also showed corrupted .... What I pls Tell Anybody....,Negative,-0.012500000000000004,0.3458333333333333
+Adobe Acrobat Reader,"Dislike I can't highlight microSD anymore. It forces create local file renders microSD useless. If fixed, l'll go back here, I look better app.",Positive,0.019999999999999997,0.18
+Adobe Acrobat Reader,"Worked well Android 7.0. But updating Android 8.0, can't modify documents sd card. The problem faced kitkat... Although problem time...",Neutral,0.0,0.0
+Adobe Acrobat Reader,I liked better pay full functionality business. Now can't even export without paying subscription. We'll used I think I ended paying close fifteen dollars.,Positive,0.4833333333333334,0.6166666666666667
+Adobe Acrobat Reader,I rating minimum star. Coz I cannot see Bengali (SutonmyMJ) font. Please something. Coz days enough time laptop. All users Bangladesh (More 14 Core) want font supported adobe. Please fix issue ASAP,Positive,0.25,0.5
+Adobe Acrobat Reader,"Very useful love it. I using samsung tabe E last 3 4 years worked well angles last months working like previous versions, especially working saving hilights . It save Hilighted sentences paragraphs. When reopens hilighted text,it hilighted. So requested kindly fix problem. Regards.",Positive,0.18904761904761905,0.39999999999999997
+Adobe Acrobat Reader,Not able print directly Adobe acrobat app.. Hv share hp smart first..initially used get printed directly. Now jst says printer located.it's frustrating. . Kindly fix this.. Can print jst can't print Adobe acrobat,Positive,0.0607142857142857,0.6446428571428571
+Adobe Acrobat Reader,"I thought I would able export image format this, apparently not. Very disappointed. I've even looked online I could find information it.",Positive,0.49375,0.8
+Adobe Acrobat Reader,"I using PDF viewer ages loved it. It best intil months ago new update became useless. I usually reading mode I change font able read. Now every time I try tap screen increase font, tells ""This page reflow"". And happens every single document I open. Please fix problem, otherwise I'll uninstall it.",Positive,0.18936688311688313,0.41797889610389616
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,"My Big Issue can't delete pdf, using mobile version, opened unlike desktop version. They shown saved locally without option deleting them. Document Cloud work advertised though.",Neutral,0.0,0.05
+Adobe Acrobat Reader,Basic things like save button exist. How stuff something basic? What going designed thing?,Neutral,0.0,0.125
+Adobe Acrobat Reader,This good pdf editing. But still misses features like erasing pre written text etc. So adobe team work out. 4 stars missing feature need. Otherwise 5 stars sure.,Positive,0.3333333333333333,0.512962962962963
+Adobe Acrobat Reader,"A good app. But major problem read PDF pages! It show blank pages. What hell! On PC, issue also same. Some errors 101 109 pop out. Please fix it. I begging you. Please. Make best PDF reader world.",Positive,0.35562499999999997,0.30500000000000005
+Adobe Acrobat Reader,"A good app. But several features need available yet. Not mark. Adobe needs learn something Xodo reader, also ezpdf reader. Very slow finding words inside pdf. Doesn't allow deleting pages...and on.",Positive,0.1775,0.38
+Adobe Acrobat Reader,"It used great app, could scan document save pdf. They've taken away, able scan install Adobe scan works online! I want share documents, I want save device! Completely useless now, sad",Positive,0.1453125,0.64375
+Adobe Acrobat Reader,"Forces account password means Google knowledge me. Never required before, screw it. Privacy Internet always bad, despite Facebook scandal, getting ridiculously worse! I need reader. There others I use. Everyone needs put far effort boycotting products get privacy rights back!",Negative,-0.2749999999999999,0.5666666666666667
+Adobe Acrobat Reader,I really hate adobe reader fact I really like it. It's best available viewing pdf files. I gave single star recent update stopped scanning documents unless I separate adobe scanning documents. It big deal actually delivered new deliver feature small part another app! So unless adobe provide stable reliable scanner I going give adobe 1 star rating.,Positive,0.05524350649350649,0.33188311688311695
+Adobe Acrobat Reader,"As 6/10/18 I can't email attachments Samsung Galaxy Note 4 cell phone. It says downloading percentage stays 0% I see bar move. I cleared cache, force stopped uninstalled reinstalled cleared trouble. The worked perfectly works perfectly fine tablet opinion trouble isolated particular phone. Please help get fixed!",Positive,0.21805555555555559,0.4055555555555556
+Adobe Acrobat Reader,"It simply best kind. + scanning feature awesome. issue ""navigation"". I'm student writing final year project university, I make 30+ downloaded articles, I'd like better I set folder pdf documents show given point time ""Local"" tab app. I documents shared Bluetooth, xender, downloaded using Google Chrome browser, downloaded using Opera mini browser, scanned documents etc grouped folder sections app......... I'm saying is, give us capability choosing hide particular/multiple folders shows ""Local"" tab app, greatly reduce time used scrolling find particular document folder. good app, 4 star rating till notice",Positive,0.47666666666666674,0.5383333333333333
+Adobe Acrobat Reader,"Absolutely fantastic! The Adobe Scan automatically sent folder made Adobe Adobe Reader-same fill sign. I recommend getting three: Adobe Scan, Fill & Sign, Reader. I know I would school without them. Taking pictures notes/the black(white)board, upload right photos, Adobe look though scanned them! Perfect, color choice options.",Positive,0.6190476190476191,0.811904761904762
+Adobe Acrobat Reader,"Adobe ruined it. I highlight text fast anymore, sign pathetic. Glad someone recommended Xodo, I convenient features. Edit: I tried again, seemed fine, adobe requested log in... Gues stay 1 star.",Positive,0.02916666666666666,0.775
+Adobe Acrobat Reader,"Deceptive. Deleting re-ordering pages shown work without $31 per month subscription. Foxit Business costs $20 upfront. PDF Max, Xodo, PDF Viewer free charge. And like scan-to-PDF feature works much better Cam Scanner Office Lens.",Positive,0.45,0.65
+Adobe Acrobat Reader,"And exactly wth I account / sign view print pdf?? You info mining bastards get ya. Zero, no.. negative 5 stars ya nosey data gathering agendas. Uninstalling... RIDICULOUS",Positive,0.022222222222222237,0.5499999999999999
+Adobe Acrobat Reader,Very smooth app. Only add feature open multiple PDFs separate tabs. edit : So I able scan before. But latest updates I able that. It's saying separate app. Why? I also right?,Positive,0.2882142857142857,0.6044642857142857
+Adobe Acrobat Reader,"Go get Xodo installing headache!! I lower rating seem save bookmarks, recall recent files. This makes headache compare two files. These people responsible PDF...?",Positive,0.1,0.4
+Adobe Acrobat Reader,"I sure bug what. But people wanted type foreign language text careful: share edited PDF foreign text (non-alphabet) it, somehow disappear. Yes, see block space foreign text alphabetical text.",Positive,0.0050000000000000044,0.4527777777777778
+Adobe Acrobat Reader,"Very useful app. Wish features part purchasable add-ons least pricey monthly. However, general allows add signatures comments PDFs share them. This definitely super reliable piece software phone.",Positive,0.11833333333333335,0.39166666666666666
+Adobe Acrobat Reader,I looking pdf reader would work digital music page turn pedal. Adobe Acrobat Reader pdf works pedal. I also love free adverts. I've uninstalled Apps constant intrusive barrage unwanted ads.,Positive,0.225,0.4333333333333333
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,"Its star app, doubt! But I gave three stars catch programmers attention. The problem It can't copy whole paragraph together spread across two pages reason. Also copies page number",Positive,0.2,0.4
+Adobe Acrobat Reader,Not Another Damn Cloud Account! I want another blasted Cloud account merely open file held device. Nor I supply login credentials services like Facebook Google.,Negative,-0.3,0.7
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,"I never recommend coze provide many tools work. Such comment, underline edit etc. Every time think saved edited pdf file not. This scrap. Don't waste time app. It harass mind, Rather find better alternative.",Positive,0.2,0.375
+Adobe Acrobat Reader,This hit miss I try open Galaxy S8+. I need busy work schedule times unable open it. It turns screen black times app. This would nice worked properly.,Positive,0.004761904761904761,0.4761904761904762
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,The basics editing PDFs there. Really liked keeping track gym routine. Very easy understand. Just like idea subscribing full version instead buying outright. Such money grab.,Positive,0.3783333333333333,0.7125
+Adobe Acrobat Reader,Adobe best PDF reader I even think about. It's easy features provide. I completely owe love books app. I would recommend every book lover!! ;-),Positive,0.5129166666666667,0.6266666666666667
+Adobe Acrobat Reader,The previous versions good enough.... This update poor... It allow highlighting underlining document create another document.... Such awful experience.,Negative,-0.14444444444444446,0.5611111111111111
+Adobe Acrobat Reader,Hey Pls update app.... I'm face issues... When I opened first time pdf open file missing folder shown empty.... And file also showed corrupted .... What I pls Tell Anybody....,Negative,-0.012500000000000004,0.3458333333333333
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,"Worked well Android 7.0. But updating Android 8.0, can't modify documents sd card. The problem faced kitkat... Although problem time...",Neutral,0.0,0.0
+Adobe Acrobat Reader,I liked better pay full functionality business. Now can't even export without paying subscription. We'll used I think I ended paying close fifteen dollars.,Positive,0.4833333333333334,0.6166666666666667
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,"Very useful love it. I using samsung tabe E last 3 4 years worked well angles last months working like previous versions, especially working saving hilights . It save Hilighted sentences paragraphs. When reopens hilighted text,it hilighted. So requested kindly fix problem. Regards.",Positive,0.18904761904761905,0.39999999999999997
+Adobe Acrobat Reader,Not able print directly Adobe acrobat app.. Hv share hp smart first..initially used get printed directly. Now jst says printer located.it's frustrating. . Kindly fix this.. Can print jst can't print Adobe acrobat,Positive,0.0607142857142857,0.6446428571428571
+Adobe Acrobat Reader,"I thought I would able export image format this, apparently not. Very disappointed. I've even looked online I could find information it.",Positive,0.49375,0.8
+Adobe Acrobat Reader,"I using PDF viewer ages loved it. It best intil months ago new update became useless. I usually reading mode I change font able read. Now every time I try tap screen increase font, tells ""This page reflow"". And happens every single document I open. Please fix problem, otherwise I'll uninstall it.",Positive,0.18936688311688313,0.41797889610389616
+Adobe Acrobat Reader,"Just really hope open multiple pdfs this. And also, One time, added many notes text pdf, option saving changes. I closed pdf said saved. When opened document, changes document gone. Bit upset caused said changed already.",Positive,0.12,0.26
+Adobe Acrobat Reader,"My Big Issue can't delete pdf, using mobile version, opened unlike desktop version. They shown saved locally without option deleting them. Document Cloud work advertised though.",Neutral,0.0,0.05
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,This good pdf editing. But still misses features like erasing pre written text etc. So adobe team work out. 4 stars missing feature need. Otherwise 5 stars sure.,Positive,0.3333333333333333,0.512962962962963
+Adobe Acrobat Reader,"A good app. But major problem read PDF pages! It show blank pages. What hell! On PC, issue also same. Some errors 101 109 pop out. Please fix it. I begging you. Please. Make best PDF reader world.",Positive,0.35562499999999997,0.30500000000000005
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,"It used great app, could scan document save pdf. They've taken away, able scan install Adobe scan works online! I want share documents, I want save device! Completely useless now, sad",Positive,0.1453125,0.64375
+Adobe Acrobat Reader,"Forces account password means Google knowledge me. Never required before, screw it. Privacy Internet always bad, despite Facebook scandal, getting ridiculously worse! I need reader. There others I use. Everyone needs put far effort boycotting products get privacy rights back!",Negative,-0.2749999999999999,0.5666666666666667
+Adobe Acrobat Reader,"Absolutely fantastic! The Adobe Scan automatically sent folder made Adobe Adobe Reader-same fill sign. I recommend getting three: Adobe Scan, Fill & Sign, Reader. I know I would school without them. Taking pictures notes/the black(wh... Full Review",Positive,0.425,0.7250000000000001
+Adobe Acrobat Reader,I really hate adobe reader fact I really like it. It's best available viewing pdf files. I gave single star recent update stopped scanning documents unless I separate adobe scanning documents. It big deal actually delivered new deliver feature small part another app! So unless adobe provide stable reliable scanner I going give adobe 1 star rating.,Positive,0.05524350649350649,0.33188311688311695
+Adobe Acrobat Reader,"As 6/10/18 I can't email attachments Samsung Galaxy Note 4 cell phone. It says downloading percentage stays 0% I see bar move. I cleared cache, force stopped uninstalled reinstalled cleared trouble. The worked perfectly works perfectly fine tablet opinion trouble isolated particular phone. Please help get fixed!",Positive,0.21805555555555559,0.4055555555555556
+Adobe Acrobat Reader,"It simply best kind. + scanning feature awesome. issue ""navigation"". I'm student writing final year project university, I make 30+ downloaded articles, I'd like better I set folder pdf documents show given point time ""Local"" tab app. I documents shared Bluetooth, xender, downloaded using Google Chrome browser, downloaded using Opera mini browser, scanned documents etc grouped folder sections app......... I'm saying is, give us capability choosing hide particular/multiple folders shows ""Local"" tab app, greatly reduce time used scrolling find particular document folder. good app, 4 star rating till notice",Positive,0.47666666666666674,0.5383333333333333
+Adobe Acrobat Reader,"Adobe ruined it. I highlight text fast anymore, sign pathetic. Glad someone recommended Xodo, I convenient features. Edit: I tried again, seemed fine, adobe requested log in... Gues stay 1 star.",Positive,0.02916666666666666,0.775
+Adobe Acrobat Reader,"Forces account password means Google knowledge me. Never required before, screw it. Privacy Internet always bad, despite Facebook scandal, getting ridiculously worse! I need reader. There others I use. Everyone needs put far effort boycotting products get privacy rights back!",Negative,-0.2749999999999999,0.5666666666666667
+Adobe Acrobat Reader,"Deceptive. Deleting re-ordering pages shown work without $31 per month subscription. Foxit Business costs $20 upfront. PDF Max, Xodo, PDF Viewer free charge. And like scan-to-PDF feature works much better Cam Scanner Office Lens.",Positive,0.45,0.65
+Adobe Acrobat Reader,Very smooth app. Only add feature open multiple PDFs separate tabs. edit : So I able scan before. But latest updates I able that. It's saying separate app. Why? I also right?,Positive,0.2882142857142857,0.6044642857142857
+Adobe Acrobat Reader,"Go get Xodo installing headache!! I lower rating seem save bookmarks, recall recent files. This makes headache compare two files. These people responsible PDF...?",Positive,0.1,0.4
+Adobe Acrobat Reader,"I sure bug what. But people wanted type foreign language text careful: share edited PDF foreign text (non-alphabet) it, somehow disappear. Yes, see block space foreign text alphabetical text.",Positive,0.0050000000000000044,0.4527777777777778
+Adobe Acrobat Reader,"Very useful app. Wish features part purchasable add-ons least pricey monthly. However, general allows add signatures comments PDFs share them. This definitely super reliable piece software phone.",Positive,0.11833333333333335,0.39166666666666666
+Adobe Acrobat Reader,I looking pdf reader would work digital music page turn pedal. Adobe Acrobat Reader pdf works pedal. I also love free adverts. I've uninstalled Apps constant intrusive barrage unwanted ads.,Positive,0.225,0.4333333333333333
+Adobe Acrobat Reader,"It common functions I acrobat PC. For joint users provides cloud distinct author services commenting. To avoid confusion, wish setting called ""Author"" renamed ""Commentator"". Needs sort commentor function clear function remove annotations bookmarks comments..",Positive,0.03333333333333334,0.39444444444444443
+Adobe Acrobat Reader,Not Another Damn Cloud Account! I want another blasted Cloud account merely open file held device. Nor I supply login credentials services like Facebook Google.,Negative,-0.3,0.7
+Adobe Acrobat Reader,"You make/log Adobe cloud account even open PDF's? Really dev? I know bosses Adobe pushing get people cloud services, forcing people sign even open document invention? That's wrong way going people download/use 1 billion play store open PDF. You guys gotta allow people least open PDF without need sign cloud services. What good cloud services people delete them? Uninstalled.",Positive,0.012499999999999997,0.5125
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,This hit miss I try open Galaxy S8+. I need busy work schedule times unable open it. It turns screen black times app. This would nice worked properly.,Positive,0.004761904761904761,0.4761904761904762
+Adobe Acrobat Reader,great except allow access documents via file manager. Documents opened acrobat accessible acrobat. They keep filling phone space difficult delete. It's deal breaker me!,Positive,0.18333333333333335,0.7083333333333334
+Adobe Acrobat Reader,Can't even see headers pdf file. I wanted know form searched lot find full screen mode. But efforts went vain!,Positive,0.4375,0.55
+Adobe Acrobat Reader,The basics editing PDFs there. Really liked keeping track gym routine. Very easy understand. Just like idea subscribing full version instead buying outright. Such money grab.,Positive,0.3783333333333333,0.7125
+Adobe Acrobat Reader,The previous versions good enough.... This update poor... It allow highlighting underlining document create another document.... Such awful experience.,Negative,-0.14444444444444446,0.5611111111111111
+Adobe Acrobat Reader,Hey Pls update app.... I'm face issues... When I opened first time pdf open file missing folder shown empty.... And file also showed corrupted .... What I pls Tell Anybody....,Negative,-0.012500000000000004,0.3458333333333333
+Adobe Acrobat Reader,"Dislike I can't highlight microSD anymore. It forces create local file renders microSD useless. If fixed, l'll go back here, I look better app.",Positive,0.019999999999999997,0.18
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,I liked better pay full functionality business. Now can't even export without paying subscription. We'll used I think I ended paying close fifteen dollars.,Positive,0.4833333333333334,0.6166666666666667
+Adobe Acrobat Reader,I rating minimum star. Coz I cannot see Bengali (SutonmyMJ) font. Please something. Coz days enough time laptop. All users Bangladesh (More 14 Core) want font supported adobe. Please fix issue ASAP,Positive,0.25,0.5
+Adobe Acrobat Reader,"Too boring. I'm trying scan document give option scan. In last two days work want to. If maintain it, delete completely Phone.",Negative,-0.3,0.48888888888888893
+Adobe Acrobat Reader,"Very useful love it. I using samsung tabe E last 3 4 years worked well angles last months working like previous versions, especially working saving hilights . It save Hilighted sentences paragraphs. When reopens hilighted text,it hilighted. So requested kindly fix problem. Regards.",Positive,0.18904761904761905,0.39999999999999997
+Adobe Acrobat Reader,Not able print directly Adobe acrobat app.. Hv share hp smart first..initially used get printed directly. Now jst says printer located.it's frustrating. . Kindly fix this.. Can print jst can't print Adobe acrobat,Positive,0.0607142857142857,0.6446428571428571
+Adobe Acrobat Reader,"I thought I would able export image format this, apparently not. Very disappointed. I've even looked online I could find information it.",Positive,0.49375,0.8
+Adobe Acrobat Reader,"I using PDF viewer ages loved it. It best intil months ago new update became useless. I usually reading mode I change font able read. Now every time I try tap screen increase font, tells ""This page reflow"". And happens every single document I open. Please fix problem, otherwise I'll uninstall it.",Positive,0.18936688311688313,0.41797889610389616
+Adobe Acrobat Reader,"Just really hope open multiple pdfs this. And also, One time, added many notes text pdf, option saving changes. I closed pdf said saved. When opened document, changes document gone. Bit upset caused said changed already.",Positive,0.12,0.26
+Adobe Acrobat Reader,"My Big Issue can't delete pdf, using mobile version, opened unlike desktop version. They shown saved locally without option deleting them. Document Cloud work advertised though.",Neutral,0.0,0.05
+Adobe Acrobat Reader,Basic things like save button exist. How stuff something basic? What going designed thing?,Neutral,0.0,0.125
+Adobe Acrobat Reader,This good pdf editing. But still misses features like erasing pre written text etc. So adobe team work out. 4 stars missing feature need. Otherwise 5 stars sure.,Positive,0.3333333333333333,0.512962962962963
+Adobe Acrobat Reader,"A good app. But major problem read PDF pages! It show blank pages. What hell! On PC, issue also same. Some errors 101 109 pop out. Please fix it. I begging you. Please. Make best PDF reader world.",Positive,0.35562499999999997,0.30500000000000005
+Adobe Acrobat Reader,"A good app. But several features need available yet. Not mark. Adobe needs learn something Xodo reader, also ezpdf reader. Very slow finding words inside pdf. Doesn't allow deleting pages...and on.",Positive,0.1775,0.38
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,I love app. It got many features problem sometimes shows single PDF two times I delete get deleted.,Positive,0.30952380952380953,0.4380952380952381
+Adobe Acrobat Reader,I trying accounts chromebook keep freezing 5-10 seconds sometimes bringing 'application responding' sign I working. Would give 5 stars problem.,Neutral,0.0,0.0
+Adobe Acrobat Reader,Files sd card opened read .. editing purpose create local copy edited copy cant saved sd card ...... big issue.. please shot out...,Neutral,0.0,0.05
+Adobe Acrobat Reader,This glitchy since I first installed it. It locks nearly every time I try add comments highlighting. It takes follow-through commit changes cloud version. I actively seeking better option.,Positive,0.17916666666666667,0.45833333333333337
+Adobe Acrobat Reader,"After using adobe iphone, version annoying. Doesnt allow simple option placing folders. Have go via cloud etc. With iphone, straight forward.",Negative,-0.20000000000000004,0.5523809523809523
+Adobe Acrobat Reader,"I want word wrap mobile view option software. When I zoom page many texts go sides, continuously drag read. If add word wrap option, awesome. Edit: Even years, add option.",Positive,0.4666666666666666,0.5236111111111111
+Adobe Acrobat Reader,Love app. Hate file manager. Open file saved downloads edits copy private system folder. No select file manager. No way select default save location. Hopefully fix soon I app.,Negative,-0.07500000000000001,0.59375
+Adobe Acrobat Reader,"Not great anymore. Used good recent update. Now keeps telling ""Out memory"" midway document. I'm using Samsung tablet enough spare memory.",Positive,0.07499999999999998,0.525
+Adobe Acrobat Reader,It's difficult select text stupid pg # function side screen touch screen functions serve bring totally different part book accidentally touch seems happen every minutes. Stupid design!,Negative,-0.575,0.9
+Adobe Acrobat Reader,"I received Email .pdf extension. When trying open I get following message: ""This form requires Adobe Acrobat Reader DC MAC Windows"". Do get many many PDF's. This happens I open document directly email save device open. Am utilising Samsung S7 latest software APPS date. What Now??? Please help advise I cannot single person Earth experienced this. Also I latest version Adobe. So looks like support ""forms"". Something Dev's think about, lot, lot.... address/fix. Wont dont know include images/screenshot error...in review here:(",Positive,0.17321428571428574,0.5761904761904763
+Adobe Acrobat Reader,It's actually terrible. The biggest flaw return automatically open file open Android closed activity.,Negative,-0.275,0.525
+Adobe Acrobat Reader,"Just hope saves jobs searches correctly income fired job I've worked walked two half years at, I fired cause need wanted broke I could everybody's laugh day. That really hurts heart cause 30 min walk work I never late I ever call out. Thanks listening even tho u might even care to.",Positive,0.13666666666666666,0.2533333333333333
+Adobe Acrobat Reader,"The document cloud complete failure plan multiple devices also highlight/underlining tools. Imagine spending hours highlighting placing important notes pdf saved cloud, losing work open device reason opens old cached file device instead checking cloud file changes made. It proceeds overwrite file cloud empty cached file without asking you.",Positive,0.026190476190476188,0.4142857142857143
+Adobe Acrobat Reader,"Apparently, cannot open PDF file Onan Android... Opened.ycloud account matter what... IgetneedsAdobeReaded dc Mac Windows.. What point global PDF viewer functional much touted ""all devices""... I used able open goddam file click.. Now, apparently, upgraded malfunction norm.",Positive,0.1142857142857143,0.3607142857142857
+Adobe Acrobat Reader,Could given 5 stars scanner doesnt work. It worked begining doesnt work more. Wish scanner works. Please update that. Otherwise dont option uninstall it. Thanks looking forward,Positive,0.35,0.35
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,Its like I using ghost...it keeps scrolling pages automatically...and even something funny controls. So annoying.,Negative,-0.275,0.95
+Adobe Acrobat Reader,"Adobe Acrobat reader good lets open , edit ( keeping mind Google PDF viewer let view file ) save PDF printing best part : create free Adobe account save Adobe cloud access device . I recommend ! There's play store !",Positive,0.58125,0.55
+Adobe Acrobat Reader,Really love I able work slightly large file size 200 mb. It take forever open large files. idea make faster,Positive,0.2857142857142857,0.5164285714285713
+Adobe Acrobat Reader,"The search feature fantastic - shows results in-context scrolling list surrounding graphics. This would better pinch-zoom mode go to/from outline mode aid ""flipping through"" book faster. If feature, like old Windows 8 Reader app, I'd give 5 stars.",Positive,0.3333333333333333,0.5333333333333333
+Adobe Acrobat Reader,"It's great school I write, highlight, underline, etc. e-textbook. The highlighter little sometimes highlight wrong words smooth line words. Also, text difficult resize properly. But otherwise, lifesaver I print assignments fill in. I also save notes highlights cloud. Great school, little glitchy times.",Positive,0.07812500000000001,0.625
+Adobe Acrobat Reader,I longer night mode program respond properly anymore. How I roll back version? Adobe crippleware.,Neutral,0.0,0.05
+Adobe Acrobat Reader,"It good I read Sherlock Holmes book using reading mode, mistakes like instead ""fingers"" would show ""ngers"" instead ""found"" would show ""nd"" many mistakes. But I check continuous mode, well good mistakes.",Positive,0.6333333333333333,0.5666666666666668
+Adobe Acrobat Reader,Have problems getting files. Updated see working. I like app.,Neutral,0.0,0.0
+Adobe Acrobat Reader,"Adobe removed option saving changes pdfs locally - save changes cloud work half time. This makes annotating pdf frustrating difficult, especially expect refer back comments. I upset actively seeking better option.",Negative,-0.0875,0.5208333333333333
+Adobe Acrobat Reader,"The best viewing PDFs - surprising since made company came format. Everything want - highlighting, drawing, commenting, ""go page""... There's even reading mode complete night mode. It even seems handle large well. Would definitely recommend.",Positive,0.40285714285714286,0.4257142857142858
+Adobe Acrobat Reader,"It's good app. Although documents I wish I could edit restricted. Is document, I may ask? And would nice could two documents open time, like different tabs open time. But meagre points great I would recommend anybody needs document opener.",Positive,0.3499999999999999,0.6583333333333333
+Adobe Acrobat Reader,"I love app, I daily basis. The suggestion I fill sign part. When using smart pen tablet program allow write converting text. This feature make perfect filling forms.",Positive,0.4285714285714286,0.5607142857142857
+Adobe Acrobat Reader,"If wish EXPORT, give birthdate!!!! What? A mobile never asks this. Not interested.",Negative,-0.125,0.5
+Adobe Acrobat Reader,Does exactly PC based version.Brilliant! At last Window based ruined run Awful Android.,Negative,-0.22916666666666666,0.4388888888888889
+Adobe Acrobat Reader,Adobe best PDF reader I even think about. It's easy features provide. I completely owe love books app. I would recommend every book lover!! ;-),Positive,0.5129166666666667,0.6266666666666667
+Adobe Acrobat Reader,It's always wanted pdf program. Adobe got right time.,Positive,0.2857142857142857,0.5357142857142857
+Adobe Acrobat Reader,I always Acrobat man. And that's teammates call PDF Pretty Damn Funny. I'm using reader review PDFs I created AcrobatCC PC. Keep great work Adobe!,Positive,0.5,0.9166666666666666
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,This sux saves cloud. Unless im missing something.,Negative,-0.2,0.05
+Adobe Acrobat Reader,Having pay file conversions discourage lot users convert free. Other user ability functions nice clean,Positive,0.3104166666666667,0.71875
+Adobe Acrobat Reader,Abode best worst want anything besides reading highlighting stuff. Its much hassle deal. You save everything edit highlight even save SD card would I want waste space. And highlighter work,Neutral,0.0,0.375
+Adobe Acrobat Reader,Stupid app. Whenever I open pdf file making copy file accessible only.,Negative,-0.10624999999999998,0.71875
+Adobe Acrobat Reader,"Doesn't support Acrobat PDFs I installed PDF said supports official Adobe Acrobat. When I opened PDF app, said supports Acrobat Windows Mac, solution I Windows Mac machines.",Neutral,0.0,0.0
+Adobe Acrobat Reader,"This almost everything I need pdfs unfortunately lack Chromebook intergration means I'll uninstall soon I alternative. In Chromebook refuses see Google drive folder access sd downloads folder. So everytime I want work file I move downloads folder I open app, similar I save I must first save downloads/ SD manually move file desired Drive location.",Negative,-0.0625,0.5583333333333333
+Adobe Acrobat Reader,It good app. But problem unable share photos images unable sending every time strucking says responding. Improve add features it.,Negative,-0.10000000000000002,0.5333333333333333
+Adobe Acrobat Reader,"Great App, anyone like it, must know properly app. It allows link dropbox, download, SDS app, Adobe Acrobat. Plus lot features helpful.",Positive,0.4,0.425
+Adobe Acrobat Reader,"Speechless, bcos lot talking... Bcos works marvellously WOW always... Bcos calibrated expectations... Keep up, Adobe Reader team, staff generals",Positive,0.1,1.0
+Adobe Acrobat Reader,So far best free pdf reader Android i've used. The others simply many ads gets way reading.,Positive,0.5,0.65
+Adobe Acrobat Reader,Why get stuck 100% opening PDFs? Please help since 160 million people country need fix soon.,Neutral,0.0,0.0
+Adobe Acrobat Reader,"It's I used since symbian days Nokia. Keep up. I hope add feature manage PDF things like deleting moving PDF device, becomes convenient searching many document types get needed PDF type.",Positive,0.5,0.5
+Adobe Acrobat Reader,Without Adobe reader daily life incomplete. Or complete daily work.,Positive,0.03333333333333333,0.13333333333333333
+Adobe Acrobat Reader,"When I wanted look downloaded file, clicked Adobe Acrobat icon, immediately asked sign either email account, Facebook, requested full date birth. Uh uh! This first time I used app, IS first time tried get date birth. Also, I tried exit without giving date birth, looped, let exit. If I could give zero stars, I would!",Positive,0.3333333333333333,0.4055555555555555
+Adobe Acrobat Reader,"Being student, really useful me. Tried multiple pdf reading coming across one, none could match one.",Positive,0.15,0.0
+Adobe Acrobat Reader,Apparently I log view pdf... Idiotic,Negative,-0.3083333333333333,0.5916666666666667
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,Love app. I studying. The thing I wish access dictionary. It would nice convenient touch word see definition.,Positive,0.55,0.8
+Adobe Acrobat Reader,"Super app. But underline pdf work. I put signature. No marking, underline,. Please help",Positive,0.3333333333333333,0.6666666666666666
+Adobe Acrobat Reader,Very little usefulness keep getting messages require DC Windows Mac anything I require! Totally useless!,Negative,-0.46484375,0.42500000000000004
+Adobe Acrobat Reader,I like I'm able easily store documents Dropbox cloud. I dislike Reading Mode work files.,Positive,0.4666666666666667,0.7291666666666667
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,I want pdf reader...no logon cloud! Bye bye Adobe many years...sad!,Positive,0.625,0.5
+Adobe Acrobat Reader,Need lock mode allows user read pdfs without accidentally touching something. Only scrolling achieved available lock mode.,Positive,0.3,0.6333333333333333
+Adobe Acrobat Reader,nan,nan,nan,nan
+Adobe Acrobat Reader,"Beautiful! It's like book Infront read. - take notes ovee section page read. - highlight, change colours, underline, strike word sentence. It's really made enjoy reading. It would nice organise books customised order opposed chronological order. Regardless, amazing app! I love it.",Positive,0.4928571428571429,0.6
+Adobe Acrobat Reader,Highlighted text PDF stored Adobe cloud highlighted I open devices shows opened device. Anyway make highlighted text appear across devices accessing PDF Adobe cloud?,Neutral,0.0,0.5
+Adobe Acrobat Reader,Can't rename documents latest update. Using Android 7. I've got downloads meaningless alpha-numeric names. This crazy! Please fix.,Negative,-0.25,0.9333333333333332
+Adobe Photoshop Express:Photo Editor Collage Maker,"If looking lot REALLY COOL FX, things like color, shade, contrast, well app. There lot things do, I know them. Also try photo editor. It's logo square picture field yellow flowers dotted line around edges. Pretty generic, also great.",Positive,0.27999999999999997,0.48
+Adobe Photoshop Express:Photo Editor Collage Maker,"Easier & better Lr mobile. I'm surprised Lr 6 user Ps Express easier Lr mobile whatever called month. Also surprised create memes, like Adobe Spark. Adobe seems blurring lines mobile apps. To end, remains seen...",Positive,0.2333333333333333,0.7666666666666666
+Adobe Photoshop Express:Photo Editor Collage Maker,"Really like app, resizing photos collages changing borders really confusing. Sometimes I want change border size instead makes picture zoomed & trying zoom rotates picture (sensitive touch probably). Any help would appreciated",Positive,0.05000000000000001,0.4
+Adobe Photoshop Express:Photo Editor Collage Maker,"Has basic editing tools plus couple interesting ones ""Dehazing"" ""Reduce colour noise"". The filters cringey though. An aspect improve sliders UI. It little sensitive. Also ""Reset"" button would helpful reset effects back ""zero"" without slide 0.",Positive,0.08249999999999999,0.40499999999999997
+Adobe Photoshop Express:Photo Editor Collage Maker,"Don't know Y'all did, program since update crashed day today. And ability easily place text color size really become nuisance. It great , Why alter Change Somethin great",Positive,0.5583333333333333,0.6333333333333333
+Adobe Photoshop Express:Photo Editor Collage Maker,"Immensely awesome! I literally turned photos trash cash... Awesome features photo editing great interface easy convenient control. Amazing job, guys Adobe!",Positive,0.7966666666666666,0.8966666666666667
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,Not I need something little more..... powerful I using Photoshop ever since I kid way back aunt gave old computer photoshop 7 installed I used program I started collage I provided new copy CS7. I hoping simple program I make quick images. I need less simple layers. I guess I'll computer.,Positive,0.10155303030303028,0.3935497835497836
+Adobe Photoshop Express:Photo Editor Collage Maker,"So many single adobe requiring sign time becoming useless me. I remember, never does.",Positive,0.09464285714285714,0.4410714285714286
+Adobe Photoshop Express:Photo Editor Collage Maker,It's amazing packed small mobile version PS! I almost daily editing... This along Lightroom makes really professional editing workplace!,Positive,0.10312500000000002,0.35000000000000003
+Adobe Photoshop Express:Photo Editor Collage Maker,"A great editing pictures, adjusting perfection. Has similar features like desktop version. Deserves 5 star rating. Only disadvantage image processing speed. Snapseed way faster that.",Positive,0.26666666666666666,0.7166666666666667
+Adobe Photoshop Express:Photo Editor Collage Maker,"I recently got astrophotography went many promising looking edit photos, every time disappointed I found app. 10/10, amazing",Positive,0.11000000000000001,0.58
+Adobe Photoshop Express:Photo Editor Collage Maker,"Image resize(changing pixels aaa×bbb xxx×yyy) working properly. Changing pixel density ie, 100dpi 80 dpi completely missing.",Negative,-0.1,0.07500000000000001
+Adobe Photoshop Express:Photo Editor Collage Maker,Adobe Photoshop limited need another make simple Cut Out. The watermark work all. I recommend app.,Negative,-0.03571428571428571,0.25
+Adobe Photoshop Express:Photo Editor Collage Maker,"Absolutely great anyone needs quick photoshop go, simple understand makes huge difference. People greatest camera world absolutely stunning.",Positive,0.5055555555555555,0.7511904761904762
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,This best hands annoying like create bountiful picture seconds due easy navagation. I highly suggest it.,Positive,0.13366666666666666,0.5896666666666667
+Adobe Photoshop Express:Photo Editor Collage Maker,"Very confusing. I could even things said I could. It great filters effects, hard control.",Positive,0.03944444444444445,0.6038888888888888
+Adobe Photoshop Express:Photo Editor Collage Maker,"First day using app, I like repairs camera's flaws. So far, good.",Positive,0.3499999999999999,0.6444444444444445
+Adobe Photoshop Express:Photo Editor Collage Maker,"Easy extremely limited. You cannot resize images resize collage frames. You're limited using pre-determined formats. Overall, fairly useless.",Negative,-0.04190476190476189,0.2638095238095238
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,"I often take many photos phone fully functional editing station produces fantastic results convenient, easy many editing options, recommend anyone photography",Positive,0.45833333333333337,0.6833333333333333
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,"Force closes time! Also, ""band aid"" tool SUCKS. This ""Photoshop"" app, would expect something much better! The watermark limited adding image watermark JOKE. It would nice could adjust size watermark falls short there, too. This basics that. The force closing happens often. The ""saving"" image ridiculously SLOW! 7 10 attempts save image, force close restart! THIS NEEDS SERIOUS IMPROVEMENT. THIS IT A DISGRACE TO PHOTOSHOP. As photographer, nice I'm able computer. However, I looking better edit images.",Positive,0.16514880952380953,0.5434523809523809
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,"I used couple years found reasonably useful intuitive, somewhat basic features. However, users forced register ""Adobe ID"" access app'. Since I interest submitting personal information Adobe insisting collecting, I choice delete application.",Negative,-1.3877787807814457e-17,0.15625
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,"Installed 3 times now, keeps crashing I try save and/or share images. Sent crash reports already, anything. Other I like features really need something like business, needs fixed. Please fix!",Positive,0.06666666666666667,0.2583333333333333
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,I enjoy using photography editing. But keeps crashing please fix it.,Positive,0.4,0.5
+Adobe Photoshop Express:Photo Editor Collage Maker,"Update 7/29...after weeks dealing adobe customer started working....today, reverted back crashing soon I choose share anything. For weeks crashing try share photo editing. Please fix, pointless crashes.",Negative,-0.125,0.25
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,Just started using week ago I love already though I harnessed full potentials it..hopefully need inapp purchases subsequent updates.,Positive,0.2833333333333333,0.39999999999999997
+Adobe Photoshop Express:Photo Editor Collage Maker,"I already get default device,Galaxy note 10.1,I feel disappointment, TEXT BOX support THAI LANGUAGE.",Negative,-0.6,0.4
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,"add option make text manageable minimize maximize, option straighten angle text, miror vertical horizontal.",Neutral,0.0,0.0
+Adobe Photoshop Express:Photo Editor Collage Maker,"If looking lot REALLY COOL FX, things like color, shade, contrast, well app. There lot things do, I know them. Also try photo editor. It's logo square picture field yellow flowers dotted line around edges. Pretty generic, also great.",Positive,0.27999999999999997,0.48
+Adobe Photoshop Express:Photo Editor Collage Maker,"Easier & better Lr mobile. I'm surprised Lr 6 user Ps Express easier Lr mobile whatever called month. Also surprised create memes, like Adobe Spark. Adobe seems blurring lines mobile apps. To end, remains seen...",Positive,0.2333333333333333,0.7666666666666666
+Adobe Photoshop Express:Photo Editor Collage Maker,"Really like app, resizing photos collages changing borders really confusing. Sometimes I want change border size instead makes picture zoomed & trying zoom rotates picture (sensitive touch probably). Any help would appreciated",Positive,0.05000000000000001,0.4
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,"Don't know Y'all did, program since update crashed day today. And ability easily place text color size really become nuisance. It great , Why alter Change Somethin great",Positive,0.5583333333333333,0.6333333333333333
+Adobe Photoshop Express:Photo Editor Collage Maker,"Immensely awesome! I literally turned photos trash cash... Awesome features photo editing great interface easy convenient control. Amazing job, guys Adobe!",Positive,0.7966666666666666,0.8966666666666667
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,It's amazing packed small mobile version PS! I almost daily editing... This along Lightroom makes really professional editing workplace!,Positive,0.10312500000000002,0.35000000000000003
+Adobe Photoshop Express:Photo Editor Collage Maker,"A great editing pictures, adjusting perfection. Has similar features like desktop version. Deserves 5 star rating. Only disadvantage image processing speed. Snapseed way faster that.",Positive,0.26666666666666666,0.7166666666666667
+Adobe Photoshop Express:Photo Editor Collage Maker,"I recently got astrophotography went many promising looking edit photos, every time disappointed I found app. 10/10, amazing",Positive,0.11000000000000001,0.58
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,Adobe Photoshop limited need another make simple Cut Out. The watermark work all. I recommend app.,Negative,-0.03571428571428571,0.25
+Adobe Photoshop Express:Photo Editor Collage Maker,"Absolutely great anyone needs quick photoshop go, simple understand makes huge difference. People greatest camera world absolutely stunning.",Positive,0.5055555555555555,0.7511904761904762
+Adobe Photoshop Express:Photo Editor Collage Maker,I think overall nice reliable quick picture edits user may need do. Over time I come appreciate convenience ability help photos look better.,Positive,0.35833333333333334,0.5
+Adobe Photoshop Express:Photo Editor Collage Maker,This best hands annoying like create bountiful picture seconds due easy navagation. I highly suggest it.,Positive,0.13366666666666666,0.5896666666666667
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,"This works well photo shop want work phone. I adding text review feature film poster, I like text options.",Neutral,0.0,0.0
+Adobe Photoshop Express:Photo Editor Collage Maker,"First day using app, I like repairs camera's flaws. So far, good.",Positive,0.3499999999999999,0.6444444444444445
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,"Photo Shop VERY BASIC photo adjustments, color effects, small collages & makes memes, BUT added text always blurred final edited photos. No fun extras add-ons.",Negative,-0.1,0.440625
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adobe Photoshop Express:Photo Editor Collage Maker,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Dating - AdultFinder,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Adult Glitter Color by Number Book - Sandbox Pages,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,"This BEST task killer UNTIL I updated phone. The update Android 7.0. The open, I hit KILL, I get error msg & shuts down. I icon stays notifications now. Now phone STAYS hot. This ridiculous. #NotHappy #FixItPlease",Positive,0.15222222222222226,0.5877777777777778
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,"This recommended try. It's okay, many I know SGS5 list even setting security lower. Going mess bit more. If still mediocre deleted.",Positive,0.16499999999999998,0.5349999999999999
+Advanced Task Killer,"This used help phone run way smoother, stopped working entirely I update phone. I hope able change 5 star review soon update comes out! As right now, can't anything.",Positive,0.30357142857142855,0.5952380952380952
+Advanced Task Killer,Downloaded soon I got Samsung Galaxy S8+ worked all. The widget kill tasks. Have always used previous Android devices; would love working version Galaxy S8+. Please fix asap.,Positive,0.16666666666666669,0.3833333333333333
+Advanced Task Killer,"Everything fine system update s7 last night. When I open now, show list running anymore. It available memory white bar top, boost/kill bar gray can't pressed nothing it. I've using phone I know things running.",Positive,0.21944444444444444,0.3277777777777778
+Advanced Task Killer,"The load since last updated. It show I try part it, either force claws message closes asks send feedback I never get response to. I used love recommend app.",Positive,0.25,0.3333333333333333
+Advanced Task Killer,"It used work great help battery. But since upgraded nuaget 7.0 software. I can,t get open shut apps. Everytime ooen freezes 5 secobds theb says task killer crashed. Everytime. Needs fixing otherwise im deleting",Positive,0.4,0.625
+Advanced Task Killer,"Does work Android 7.0 Recently updated Nougat G5 open I hit kill button gives error message crashes. I've since I got original Droid love it, please fix!!",Positive,0.2890625,0.525
+Advanced Task Killer,Broken? I uninstalled looking save space. The phone slowed halt. Didnt realize much helped. Wont making mistake again! Doesnt seem work Samsung S6.,Negative,-0.07500000000000001,0.30000000000000004
+Advanced Task Killer,"This used best I recommended many Android users. But, appear compatible newest version Android. When I open nothing ""kill"". Previously I used widget time. Now says ""0 killed"". Disappointed hoping update soon",Positive,0.06388888888888888,0.36944444444444446
+Advanced Task Killer,"Do developers really ignore customers here? Leave working official OS update MONTHS? The deserves 5 stars sure, that's way developers treat customers leave dark app's future. I even ghost taking space phone like this.",Positive,0.13749999999999998,0.40347222222222223
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,"Have update Nougat htc10 longer works. When update available fix this? Updated 13 April still working. Disappointed replies received issues despite sending log comments. Is still developed end life? June 2017 still working, still response updates. Is time find something else? Any suggestions??",Negative,-0.08333333333333333,0.48333333333333334
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,"5 stars, 50 stars, 500 stars!!! literally resurrected phone I trash due multiple restarts freezes daily sometimes hourly, runs smoothly occasional lag. Phone restarts since installing using auto kill screen off.",Negative,-0.03125,0.125
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,"I've using since android first came G1, recent update longer works. I hope update released make work",Positive,0.125,0.29166666666666663
+Advanced Task Killer,"I've used years EVO 4G, Galaxy S3, S5 used work S7, Sprint OTA update Nougat 7.0. Quit working 7.0 update. Won't show list open now, crashes ""kill jobs"". Sad. But Nougat better job detecting jobs eating battery power.",Neutral,0.0,0.6666666666666666
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Advanced Task Killer,nan,nan,nan,nan
+Agar.io,"All game great! I really enjoy years now. But thing keeping rating 5 stars. When ""create skin"" update hit, I excited create seeing friend make one. So I updated, I can't make skins Facebook ac... Full Review",Positive,0.34500000000000003,0.5900000000000001
+Agar.io,nan,nan,nan,nan
+Agar.io,The lag ridiculous. Even full bars internet horrible. Maybe fix people get turned playing. I also emailed company regarding rush working continuously get ignored. This disgusting behaviour people want keep going. Unless problems resolved game die fast,Negative,-0.3638888888888889,0.7583333333333333
+Agar.io,nan,nan,nan,nan
+Agar.io,This game sucks full bots! And I got proof 1 always target another person despite size. 2 gain mass reason. 3 glitch. 4 everyone teams. 5 dumb names,Negative,-0.159375,0.4375
+Agar.io,I bought potions add says 15 skins pieces I got 8 sling pieces useless pieces I got pieces I already has.. good buying options I get pieces worth it.. disappoint,Positive,0.16666666666666666,0.3
+Agar.io,If skin maxed potion still wasted them? Also I havent able play rush game 8 months waiting 2hrs,Negative,-0.03333333333333335,0.3416666666666666
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,"NOPE IM NEVER DOWNLOADING THIS EVER AGAIN. I broke phone this, I needed get stitches I got mad game. It makes mad",Negative,-0.5499999999999999,0.7999999999999999
+Agar.io,"Don't get app. It's waste time. It supposed game, fun, means game. Nothing fun people teaming, people splitting half kill whoever want. Also I would like mention I great internet I want full three minutes load app. Not worth time. Also, people like ""game"", come like ""this game great, noon"" shut up, anyone kills splitting noob, team. Add moderators ban people caught teaming, make can't kill people splitting, push back. Do maybe I tell 4chan this.",Positive,0.03333333333333332,0.33205128205128204
+Agar.io,If big 0% chance survival. I literally died instantly spawning. The controls ain't handy either.,Positive,0.19999999999999998,0.5555555555555555
+Agar.io,"Your connection VERY VERY VERY BAD. When I home, I full connectio yet tell connection connection slow. Plus, could start us place certainly going get 'eaten' immediately? What's more, make price skins cheaper?",Negative,-0.029142857142857116,0.5776190476190476
+Agar.io,"I personally think game really fun, times quite addictive. Not bad way, though. All all, I really enjoy playing good time filler. The problem I game annoying, also really laggy.",Positive,0.03499999999999998,0.5066666666666666
+Agar.io,"Another failed update ""fix"" since thats developers call it. good job fixing crash instead using many resources non stop ads 30mb cache data maybe fix controls since update nerfed now. greedy",Positive,0.2333333333333333,0.46666666666666673
+Agar.io,"This dumb game stupid! everybody team always eat even im super duper small, dumb",Negative,-0.3444444444444444,0.5777777777777777
+Agar.io,There words describe disappointment iteration agar.io. Don't waste time.,Negative,-0.4,0.2
+Agar.io,"Addictive fun game, controls phone difficult, rush mode work weeks time, tech support non existent, Also way many ad's relation game play time. 30 sec long advertisment every 2 3 sessions 5 15 second play time (I often get eaten quickly)",Negative,-0.03166666666666668,0.49000000000000005
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,fcuk dumb game . laggy u cant even play . always says connection slow downloads thousands ads . u want remove ads lucky patcher.,Negative,-0.18541666666666673,0.5333333333333333
+Agar.io,nan,nan,nan,nan
+Agar.io,Thanks fix lag. One thing could often let us win 3XMass potions Daily Quest.,Positive,0.3333333333333333,0.20000000000000004
+Agar.io,"Great game destroyed ads..........however, several available ad blockers youll never see again! Ive tried 3 different ones work game. And continue ask rate game. Sorry dbag devs, always get 1 star .",Negative,-0.05,0.49374999999999997
+Agar.io,"many teams, little space player control, many ads top that, know, cuse House cards seconds make good game.",Positive,0.26875000000000004,0.5
+Agar.io,That game easy control I recommend everyone likes .io games challenging. When r u guys goin add battle royale mode?? Plz Answer!!!,Positive,0.3366319444444444,0.7444444444444445
+Agar.io,nan,nan,nan,nan
+Agar.io,Such fun addicting game I get big glitches much plz fix also way laggy always crashes like every 2 turns,Positive,0.019999999999999997,0.28
+Agar.io,"Fun game. Crashes/pauses quite often though, experience anyway",Negative,-0.05000000000000002,0.30000000000000004
+Agar.io,It sucks! It lags get eaten every 2 seconds. Too much adds something like split screen/2p mode...,Negative,-0.0875,0.25
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,I kinda hate game cause every 5 minutes I crash I login back someone ate,Negative,-0.4000000000000001,0.43333333333333335
+Agar.io,It's hard control. It lags lot. Can't even move properly arena freezes insane. Hated game. Fix problems I'll rate 5 stars.,Negative,-0.5183333333333333,0.5483333333333333
+Agar.io,Web version best way go. The zoom controls give clear disadvantage starting game.,Positive,0.17500000000000002,0.29583333333333334
+Agar.io,nan,nan,nan,nan
+Agar.io,"I think game good. It lags sometimes little bit much adds, I like it.",Positive,0.07812499999999999,0.425
+Agar.io,nan,nan,nan,nan
+Agar.io,I keep freezing place logged game nowhere. Also I went hide green thing,Negative,-0.30000000000000004,0.35
+Agar.io,Nestle done better first person shooter. I love Fallout New Vegas DLC.,Positive,0.34659090909090906,0.47196969696969693
+Agar.io,nan,nan,nan,nan
+Agar.io,You guys need fix important:it wont let play used press play keeps saying connecting im lvl 60 dont want lose stuff please fix THANK YOU??,Neutral,0.0,0.0
+Agar.io,Band hackers people macro make rage bad I get grounded I can't make skin show please solve Miniclip contact soon possible #makeagariogreatagain,Negative,-0.3499999999999999,0.8333333333333333
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,In rush mode I 9th I got eaten placed second last remove game,Negative,-0.13333333333333333,0.15555555555555556
+Agar.io,This game sucks people split kill make single player mode ill rate five stars,Negative,-0.31785714285714284,0.47857142857142854
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,"Lags, alot.. love game. Challenging",Positive,0.19999999999999998,0.6666666666666666
+Agar.io,They mass boosters rush mode I buy biggest boost somebody splits eats soon game starts horrible classic game mode unplayable much lag,Negative,-0.3055555555555555,0.47777777777777786
+Agar.io,"Why gave 1 star 1.People teaming 2.People splitting fast eat 3.Stupid names 4.When big, lag came killed 5.Developer see reply situation 6.Ads wayyy long boring",Negative,-0.21000000000000002,0.42000000000000004
+Agar.io,Very best game soo lag? Please fix problem..,Positive,0.3,0.395
+Agar.io,"The updates even work Android phones . No matter what, still crashes lags",Neutral,0.0,0.0
+Agar.io,"Kinda fixed. Still glitches lagged, sometimes I'm not party glitches I sign back puts different party. So annoying.",Negative,-0.17500000000000002,0.42500000000000004
+Agar.io,The worst game I played I 7000 mass suddenly I game I angry I thought would router fault hated,Negative,-0.6399999999999999,0.7
+Agar.io,nan,nan,nan,nan
+Agar.io,Can u pls fix lag keeps glitching across map go black screen lag without actually getting kicked game,Negative,-0.18888888888888888,0.3111111111111111
+Agar.io,Your game becoming bad honest I play time I enjoyed lags alot I play usaul,Positive,0.09000000000000001,0.7033333333333334
+Agar.io,AWFUL 0 10 move fast spawn also lag bad waste space,Negative,-0.425,0.5666666666666667
+Agar.io,"I like agario I can't make skin I 90 DNA ""make skin option shop name agario Preston user id Preston_7103 Miniclip hope fix account I make skins soon.",Neutral,0.0,0.0
+Agar.io,nan,nan,nan,nan
+Agar.io,Its got better update. No lag big people start big start small. I dont get,Positive,0.0625,0.275
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,You little thing move around slow enven star moving something already east already start moving,Negative,-0.24375000000000002,0.44999999999999996
+Agar.io,bad first lag wow second controls I would like guys play Samsung,Negative,-0.08749999999999997,0.5
+Agar.io,This game pisses I still play time killer also great game,Neutral,0.0,0.5166666666666666
+Agar.io,"Agar.io needs fix crashing randomly servers, stop adding skins money, fix servers get people play moneyclip!!",Negative,-0.78125,0.5
+Agar.io,This worst game ever teamer don't take game im calling government,Negative,-0.6,0.6
+Agar.io,nan,nan,nan,nan
+Agar.io,"It really hard control u lag little bit u fast,almost fast,or medium speed wifi u lag medium speed wifi time like 4 5 times u get eaten I'm computer.",Negative,-0.23958333333333334,0.5208333333333333
+Agar.io,"Add ai mode play easier play bots easy challenge also I hate game size matter, unlike better game ai mode, slither.io agar.io good game add easier ai mode also I'm youtuber check channel called secretivecoolkid 811 NOT secretive coolkid 811 I play video games review toys also I'm family friendly forget like share subscribe comment nice things",Positive,0.06759259259259258,0.6148148148148148
+Agar.io,Every five times die plays pug ad annoying,Negative,-0.8,0.9
+Agar.io,It's rage u hate SOOOO laggy I personally can't stand lag annoying,Negative,-0.5333333333333333,0.7000000000000001
+Agar.io,This game good challenge stay alive ways I wish less teaming always kill time,Positive,0.05833333333333331,0.36666666666666664
+Agar.io,"With arabians turks hacking, slow connection even I strong connection...",Positive,0.06666666666666662,0.5666666666666667
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,Fix lag add private servers others players fun without interrupted,Positive,0.15,0.2875
+Agar.io,This terrible. So many ads cannot even control it!,Negative,-0.1875,0.75
+Agar.io,It's ok till I'm 1st splits reason I died silver,Positive,0.5,0.5
+Agar.io,PARTIES WITH YOUR FRIENDS WILL BE INVALID 80% OF THE TIME,Neutral,0.0,0.0
+Agar.io,Noice almost time playing filled lag raging.,Positive,0.4,0.9
+Agar.io,I hope arena freezing already fixed working let install,Positive,0.1,0.2
+Agar.io,nan,nan,nan,nan
+Agar.io,Not good agar and didn't update to phone,Negative,-0.35,0.6000000000000001
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,I LOVE THIS GAME SO MUCH IT IS REALLY ADDICTING AS WELL,Positive,0.09999999999999999,0.39999999999999997
+Agar.io,"When played seems fun severely crowded, keep getting spawn camped everybody.",Positive,0.3,0.2
+Agar.io,This game good compared Slither. io,Positive,0.14999999999999997,0.5
+Agar.io,It's laggy! I like game I can't even play! Like seriously.,Negative,-0.41666666666666663,0.5333333333333333
+Agar.io,"All game great! I really enjoy years now. But thing keeping rating 5 stars. When ""create skin"" update hit, I excited create seeing friend make one. So I updated, I can't make skins Facebook ac... Full Review",Positive,0.34500000000000003,0.5900000000000001
+Agar.io,This game sucks full bots! And I got proof 1 always target another person despite size. 2 gain mass reason. 3 glitch. 4 everyone teams. 5 dumb names,Negative,-0.159375,0.4375
+Agar.io,nan,nan,nan,nan
+Agar.io,Deleted it. This agar.io. controls slippery way eating works much different. On occasion I would stop die reason. Not even lag. If could make game like agar.io maybe I'll reconsider installing it.,Negative,-0.2,0.5
+Agar.io,I bought potions add says 15 skins pieces I got 8 sling pieces useless pieces I got pieces I already has.. good buying options I get pieces worth it.. disappoint,Positive,0.16666666666666666,0.3
+Agar.io,nan,nan,nan,nan
+Agar.io,Ok I love game but... Spent allot money they're game working right I looking move on. If I cannot enjoy investment time money game point promoting Twitter platform. Quality important spend money work hard for.,Positive,0.0494047619047619,0.4977380952380952
+Agar.io,"Great game destroyed ads..........however, several available ad blockers youll never see again! Ive tried 3 different ones work game. And continue ask rate game. Sorry dbag devs, always get 1 star .",Negative,-0.05,0.49374999999999997
+Agar.io,nan,nan,nan,nan
+Agar.io,"It's great game , I LOST LOTS OF COINS, MASS, & HAVE TO RESTART OVER BEING'S SMALL AGAIN????? PLEASE FIX LAGGING & FREEZING UP...THANKS YOU.",Positive,0.05000000000000001,0.5166666666666666
+Agar.io,nan,nan,nan,nan
+Agar.io,"Don't get app. It's waste time. It supposed game, fun, means game. Nothing fun people teaming, people splitting half kill whoever want. Also I would like mention I great internet I want full three minutes load app. Not worth time. Also, people like ""game"", come like ""this game great, noon"" shut up, anyone kills splitting noob, team. Add moderators ban people caught teaming, make can't kill people splitting, push back. Do maybe I tell 4chan this.",Positive,0.03333333333333332,0.33205128205128204
+Agar.io,nan,nan,nan,nan
+Agar.io,"I personally think game really fun, times quite addictive. Not bad way, though. All all, I really enjoy playing good time filler. The problem I game annoying, also really laggy.",Positive,0.03499999999999998,0.5066666666666666
+Agar.io,"Another failed update ""fix"" since thats developers call it. good job fixing crash instead using many resources non stop ads 30mb cache data maybe fix controls since update nerfed now. greedy",Positive,0.2333333333333333,0.46666666666666673
+Agar.io,"This dumb game stupid! everybody team always eat even im super duper small, dumb",Negative,-0.3444444444444444,0.5777777777777777
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,"Your connection VERY VERY VERY BAD. When I home, I full connectio yet tell connection connection slow. Plus, could start us place certainly going get 'eaten' immediately? What's more, make price skins cheaper?",Negative,-0.029142857142857116,0.5776190476190476
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,fcuk dumb game . laggy u cant even play . always says connection slow downloads thousands ads . u want remove ads lucky patcher.,Negative,-0.18541666666666673,0.5333333333333333
+Agar.io,The lag ridiculous. Even full bars internet horrible. Maybe fix people get turned playing,Negative,-0.3277777777777778,0.85
+Agar.io,That game easy control I recommend everyone likes .io games challenging. When r u guys goin add battle royale mode?? Plz Answer!!!,Positive,0.3366319444444444,0.7444444444444445
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,"Fun game. Crashes/pauses quite often though, experience anyway",Negative,-0.05000000000000002,0.30000000000000004
+Agar.io,"many teams, little space player control, many ads top that, know, cuse House cards seconds make good game.",Positive,0.26875000000000004,0.5
+Agar.io,It sucks! It lags get eaten every 2 seconds. Too much adds something like split screen/2p mode...,Negative,-0.0875,0.25
+Agar.io,Thanks fix lag. One thing could often let us win 3XMass potions Daily Quest.,Positive,0.3333333333333333,0.20000000000000004
+Agar.io,nan,nan,nan,nan
+Agar.io,I kinda hate game cause every 5 minutes I crash I login back someone ate,Negative,-0.4000000000000001,0.43333333333333335
+Agar.io,Played pc version non-stop I mobile version great game little laggy,Positive,0.07083333333333335,0.5499999999999999
+Agar.io,Web version best way go. The zoom controls give clear disadvantage starting game.,Positive,0.17500000000000002,0.29583333333333334
+Agar.io,"Its GREAT everything fine laggy and, please let phones able make skins, please!!",Positive,0.6659722222222223,0.625
+Agar.io,nan,nan,nan,nan
+Agar.io,This game great hard control think gamepad compatibility would help alot,Positive,0.036111111111111115,0.5638888888888888
+Agar.io,It used great game ... theres many ads freezes lot please fix,Positive,0.3,0.5499999999999999
+Agar.io,nan,nan,nan,nan
+Agar.io,It stupid game glitches a lot alot dumb things game,Negative,-0.49375,0.575
+Agar.io,nan,nan,nan,nan
+Agar.io,Band hackers people macro make rage bad I get grounded I can't make skin show please solve Miniclip contact soon possible #makeagariogreatagain,Negative,-0.3499999999999999,0.8333333333333333
+Agar.io,nan,nan,nan,nan
+Agar.io,It fun game. But I feel like give us DNA coins way gameplay lot fun.,Positive,0.06666666666666665,0.26666666666666666
+Agar.io,"I love game good graphics flaws every game least flaw, game could better playable without internet glitching would stop, overall fun easy game ages play.",Positive,0.04848484848484847,0.4303030303030303
+Agar.io,In rush mode I 9th I got eaten placed second last remove game,Negative,-0.13333333333333333,0.15555555555555556
+Agar.io,This game sucks people split kill make single player mode ill rate five stars,Negative,-0.31785714285714284,0.47857142857142854
+Agar.io,"Still seems freeze glitch every then, matter device I",Neutral,0.0,0.0
+Agar.io,"Horrible , many hackers , plus SERVERS parties keep saying arena full, fix issue",Negative,-0.05000000000000001,0.6833333333333332
+Agar.io,nan,nan,nan,nan
+Agar.io,"Why gave 1 star 1.People teaming 2.People splitting fast eat 3.Stupid names 4.When big, lag came killed 5.Developer see reply situation 6.Ads wayyy long boring",Negative,-0.21000000000000002,0.42000000000000004
+Agar.io,Very best game soo lag? Please fix problem..,Positive,0.3,0.395
+Agar.io,"The updates even work Android phones . No matter what, still crashes lags",Neutral,0.0,0.0
+Agar.io,"Kinda fixed. Still glitches lagged, sometimes I'm not party glitches I sign back puts different party. So annoying.",Negative,-0.17500000000000002,0.42500000000000004
+Agar.io,"Hello why the filter is connected to the filter breaker, please fix the problem",Neutral,0.0,0.0
+Agar.io,The worst game I played I 7000 mass suddenly I game I angry I thought would router fault hated,Negative,-0.6399999999999999,0.7
+Agar.io,I love game playing I hate controls always mess like put lots time I making mobile version agar.io,Negative,-0.21875,0.5187499999999999
+Agar.io,Your game becoming bad honest I play time I enjoyed lags alot I play usaul,Positive,0.09000000000000001,0.7033333333333334
+Agar.io,Unfiltered game only the server related to Iran has found a problem if it is logged due to the server,Negative,-0.13125,0.54375
+Agar.io,AWFUL 0 10 move fast spawn also lag bad waste space,Negative,-0.425,0.5666666666666667
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,bad first lag wow second controls I would like guys play Samsung,Negative,-0.08749999999999997,0.5
+Agar.io,This game pisses I still play time killer also great game,Neutral,0.0,0.5166666666666666
+Agar.io,"Agar.io needs fix crashing randomly servers, stop adding skins money, fix servers get people play moneyclip!!",Negative,-0.78125,0.5
+Agar.io,This worst game ever teamer don't take game im calling government,Negative,-0.6,0.6
+Agar.io,"The people way laggy first go despite big small honest opinion ""people"" bots",Positive,0.15,0.43333333333333335
+Agar.io,"It really hard control u lag little bit u fast,almost fast,or medium speed wifi u lag medium speed wifi time like 4 5 times u get eaten I'm computer.",Negative,-0.23958333333333334,0.5208333333333333
+Agar.io,"Add ai mode play easier play bots easy challenge also I hate game size matter, unlike better game ai mode, slither.io agar.io good game add easier ai mode also I'm youtuber check channel called secretivecoolkid 811 NOT secretive coolkid 811 I play video games review toys also I'm family friendly forget like share subscribe comment nice things",Positive,0.06759259259259258,0.6148148148148148
+Agar.io,Every five times die plays pug ad annoying,Negative,-0.8,0.9
+Agar.io,It's rage u hate SOOOO laggy I personally can't stand lag annoying,Negative,-0.5333333333333333,0.7000000000000001
+Agar.io,This game good challenge stay alive ways I wish less teaming always kill time,Positive,0.05833333333333331,0.36666666666666664
+Agar.io,This game soo trash. Its crashing much REALLY unfair. Pls dont play gay game.,Negative,-0.22083333333333333,0.5958333333333333
+Agar.io,keeps lagging I die controls sometimes stops contains whole bunch adds,Positive,0.2,0.4
+Agar.io,nan,nan,nan,nan
+Agar.io,This terrible. So many ads cannot even control it!,Negative,-0.1875,0.75
+Agar.io,It's ok till I'm 1st splits reason I died silver,Positive,0.5,0.5
+Agar.io,The #1 best game u ever played!!!,Positive,0.109375,0.35
+Agar.io,nan,nan,nan,nan
+Agar.io,I hope arena freezing already fixed working let install,Positive,0.1,0.2
+Agar.io,nan,nan,nan,nan
+Agar.io,It ok game every time I get big I die I took,Positive,0.033333333333333326,0.3333333333333333
+Agar.io,I LOVE THIS GAME SO MUCH IT IS REALLY ADDICTING AS WELL,Positive,0.09999999999999999,0.39999999999999997
+Agar.io,"When played seems fun severely crowded, keep getting spawn camped everybody.",Positive,0.3,0.2
+Agar.io,This game good compared Slither. io,Positive,0.14999999999999997,0.5
+Agar.io,nan,nan,nan,nan
+Agar.io,Because people keep hitting every time I get angrier,Neutral,0.0,0.0
+Agar.io,nan,nan,nan,nan
+Agar.io,Uninstall... Even can't start play game I killed every time I pushed start...,Negative,-0.30000000000000004,0.2
+Agar.io,nan,nan,nan,nan
+Agar.io,This stupidest game I've ever played,Negative,-0.4,0.4
+Agar.io,"The game entertaining lag, game shutting various bugs make quite frustrating play.",Negative,-0.14,0.58
+Agar.io,nan,nan,nan,nan
+Agar.io,nan,nan,nan,nan
+Agar.io,It's pretty fun started glitching phone,Positive,0.275,0.6
+Agar.io,nan,nan,nan,nan
+Agar.io,It lags much!,Positive,0.25,0.2
+Agar.io,So many lag there's bots every time play,Positive,0.5,0.5
+Age Calculator,It's awesome,Positive,1.0,1.0
+Age Calculator,Nice,Positive,0.6,1.0
+Age Calculator,Very good,Positive,0.9099999999999999,0.7800000000000001
+Age Calculator,Best age calculations,Positive,1.0,0.3
+Age Calculator,Good,Positive,0.7,0.6000000000000001
+Age Calculator,Good,Positive,0.7,0.6000000000000001
+Age Calculator,Not even accurate. Says son 4 months 29 days (21 weeks) old says he's 5 months old wen he's exactly 22 weeks old 2day,Positive,0.19,0.2966666666666667
+Age Calculator,Overall nice there's little fix. like negative date birth exception.. set future birthday calculate age..,Positive,0.0225,0.40499999999999997
+Age Calculator,"It need permissions.... Like contacts, pics, gallery, location etc... I know why.. ? Very bad app... Hate",Negative,-0.855,0.8833333333333333
+Age Calculator,nan,nan,nan,nan
+Age Calculator,"As know age calculator right, Why asking permission access media photos?? Why u need personal data?? Those serious privacy please it.",Negative,-0.015873015873015872,0.5007936507936508
+Age Calculator,Nice fast way calculate exact age anyone. The limit human life 50000 days. No human live beyond . My aim reach 50000. Now 8674 time writing review. ;),Positive,0.2051948051948052,0.5071428571428572
+Age Calculator,Why ur requires storage permission!? Remove need develop stupid requirement!,Negative,-0.9999999999999999,1.0
+Age Calculator,nan,nan,nan,nan
+Age Calculator,nan,nan,nan,nan
+Age Calculator,Sale u work except it..hey u baster u know public.. When u know u like again.....,Neutral,0.0,0.06666666666666667
+Age Calculator,"Beware!!! This developer stealing data. Why asking access media, contacts.... I think need simply calculating age.",Neutral,0.0,0.35714285714285715
+Age Calculator,nan,nan,nan,nan
+Age Calculator,nan,nan,nan,nan
+Age Calculator,nan,nan,nan,nan
+Age Calculator,Why would age calculator need permission manage view photos videos worst,Negative,-1.0,1.0
+Age Calculator,"Wow! Nice interface n looking good design. All well, But ads make bouring,remove n keep free ads.Love n recommend others it. Thanks",Positive,0.40499999999999997,0.7200000000000001
+Age Calculator,Great application is present with you from your date of evil to life so far in minutes for two months and years.,Negative,-0.024999999999999988,0.6875
+Age Calculator,Its simple & needful app. I suggest app. need find accurate age purpose. Thanks,Positive,0.20000000000000004,0.3968253968253968
+Age Calculator,"This nice Calculating Age Easily, Moreover shows Month, Hour, days, minutes second! I love it.",Positive,0.3833333333333333,0.6083333333333334
+Age Calculator,nan,nan,nan,nan
+Age Calculator,Very good app. You also khow next birthday date comeing 10 years birthdate.how many munites day week alive,Positive,0.3775,0.42000000000000004
+Age Calculator,Need pro app. Please dev pro sell. I hate adv,Negative,-0.8,0.9
+Age Calculator,This calculate remaining days sometime wrong possible calculate correctly,Negative,-0.25,0.95
+Age Calculator,"Super work , great bcoz family members argument bod problem solved...",Positive,0.5666666666666667,0.7083333333333333
+Age Calculator,Need new icon new look fix issue ad,Positive,0.13636363636363635,0.45454545454545453
+Age Calculator,I can't believe owsome im love,Positive,0.5,0.6
+Age Calculator,nan,nan,nan,nan
+Age Calculator,Hi guy's I'm sharing personal experience useful good working like friends enjoy #,Positive,0.35,0.35000000000000003
+Age Calculator,This even work,Neutral,0.0,0.0
+Age Calculator,It's better. While admitting children for a special teacher,Positive,0.4285714285714286,0.5357142857142857
+Age Calculator,"Dear developers, maybe there's buggs fix. Your age calc. give correct answer",Neutral,0.0,0.0
+Age Calculator,"Great I confused age . Then I saw app, I able say age perfect",Positive,0.475,0.76875
+Age Calculator,What'ill take permission device data.. It's age calculator.,Negative,-0.5,1.0
+Age Calculator,It wrong I put 08/02/2017 birthday 10/01 keeps saying birthday 5 months Aug birthday October..,Negative,-0.5,0.9
+Agoda – Hotel Booking Deals,"Scam alert. Since 2014, failed give rewards points. Customer scammer kept pushing blame user. Finally admitted bug persists Agoda continue scam. If read still get scam u deserves it. Notice wiki page got deleted cos employees wrote like adv. Karma!",Negative,-0.25,0.65
+Agoda – Hotel Booking Deals,"Told booking $87, booked, confirmation screen say $87 ($118aud) meaning paid $118 . Wouldve appreciated clear pricing australian hotels aud",Positive,0.10000000000000002,0.1611111111111111
+Agoda – Hotel Booking Deals,nan,nan,nan,nan
+Agoda – Hotel Booking Deals,"Verry bad A world of waiters booked on the site and on the same day the booking was canceled and I went to a date on the basis of the canceled booking. I took the money from my card and I did not feel the hotel and did not call the program. The hotel took the money and called the hotel. He set your eyes on you, and they returned to me with my floss",Negative,-0.3499999999999999,0.3958333333333333
+Agoda – Hotel Booking Deals,Excellent hotel booking. None matches price Agoda,Positive,1.0,1.0
+Agoda – Hotel Booking Deals,I used Alots booking far best even prices often lower,Positive,0.55,0.65
+Agoda – Hotel Booking Deals,"Excellent app. Easy use. Most time, deals lower booking sites.",Positive,0.6444444444444445,0.7777777777777778
+Agoda – Hotel Booking Deals,"This excellent, find cheapest price competitors I able purchase hotel right problem",Positive,0.5952380952380952,0.7202380952380952
+Agoda – Hotel Booking Deals,Easy get better discount,Positive,0.4666666666666667,0.6666666666666667
+Agoda – Hotel Booking Deals,Very good!,Positive,1.0,0.7800000000000001
+Agoda – Hotel Booking Deals,Get cheap rate,Positive,0.4,0.7
+Agoda – Hotel Booking Deals,Quick easy,Positive,0.3833333333333333,0.6666666666666667
+Agoda – Hotel Booking Deals,"Amazing app! Used book hotels, way price, Thailand, Australia Iceland.",Positive,0.7500000000000001,0.9
+Agoda – Hotel Booking Deals,Good deals.,Positive,0.7,0.6000000000000001
+Agoda – Hotel Booking Deals,nan,nan,nan,nan
+Agoda – Hotel Booking Deals,"Good app, easy use, much promotion lot choices according budget",Positive,0.4444444444444444,0.5444444444444445
+Agoda – Hotel Booking Deals,"Nice apps, sufficient information make hotel booking.",Positive,0.6,1.0
+Agoda – Hotel Booking Deals,Easy to book a hotel,Positive,0.43333333333333335,0.8333333333333334
+Agoda – Hotel Booking Deals,The prices listed never matches price get charged,Neutral,0.0,0.0
+Agoda – Hotel Booking Deals,Easy book. Will update review visit.,Positive,0.43333333333333335,0.8333333333333334
+Agoda – Hotel Booking Deals,Its easy even prices lower others.,Positive,0.43333333333333335,0.8333333333333334
+Agoda – Hotel Booking Deals,easy,Positive,0.43333333333333335,0.8333333333333334
+Agoda – Hotel Booking Deals,Great app. Easy filters. Nice discounts. More promos please.,Positive,0.5833333333333334,0.7708333333333334
+Agoda – Hotel Booking Deals,Very best appilication I'm Agoda fan Myanmar,Positive,1.0,0.39
+Agoda – Hotel Booking Deals,This Agoda easy friendly use.,Positive,0.4041666666666667,0.6666666666666667
+Agoda – Hotel Booking Deals,Excellent. The staff also friendly,Positive,0.6875,0.75
+Agoda – Hotel Booking Deals,If give reward much better,Positive,0.5,0.5
+Agoda – Hotel Booking Deals,Very good good deals..!!,Positive,0.955,0.6900000000000002
+Agoda – Hotel Booking Deals,thank fast booking,Positive,0.2,0.6
+Agoda – Hotel Booking Deals,Gives discounts,Neutral,0.0,0.0
+Agoda – Hotel Booking Deals,Nicr,Neutral,0.0,0.0
+Agoda – Hotel Booking Deals,"Splendid, simply marvellous, amazing",Positive,0.47777777777777786,0.7523809523809524
+Agoda – Hotel Booking Deals,Simple n easy,Positive,0.21666666666666667,0.5952380952380952
+Agoda – Hotel Booking Deals,nan,nan,nan,nan
+Agoda – Hotel Booking Deals,Best fr everything,Positive,1.0,0.3
+Agoda – Hotel Booking Deals,Best book hotel,Positive,1.0,0.3
+Agoda – Hotel Booking Deals,Great easy,Positive,0.6166666666666667,0.7916666666666667
+Agoda – Hotel Booking Deals,nan,nan,nan,nan
+Agoda – Hotel Booking Deals,User friendly app.,Positive,0.375,0.5
+Agoda – Hotel Booking Deals,nan,nan,nan,nan
+Air Traffic,I always thought aircraft flying house much I assumed lived flight path. But I know aircraft gone I look ? The accurate picks area I live every time.,Positive,0.24545454545454548,0.4444444444444445
+Air Traffic,waste time phone memory. map visible. air traffic showing ever.,Negative,-0.2,0.0
+Air Traffic,"Nice app, I play kids identify planes flying overhead confirm",Positive,0.6,1.0
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,Good easy follow,Positive,0.5666666666666667,0.7166666666666668
+Air Traffic,It's good,Positive,0.7,0.6000000000000001
+Air Traffic,Great little app!,Positive,0.2828125,0.625
+Air Traffic,nan,nan,nan,nan
+Air Traffic,Good!,Positive,0.875,0.6000000000000001
+Air Traffic,"Having clicked plane, altitude heading update real time plane's symbol moves across map. Sometimes toggling 3D mode forces one-off update altitude heading. Also, altitude grey characters everything else visible white?",Positive,0.05000000000000001,0.13333333333333333
+Air Traffic,"Very unstable app. Freezes time. Some planes zoom across screen 2000 MPH others dead stopped. 3D mode cool would stop freezing 10 15 seconds. I guess RAM hungry I'm using S9+ still messing up. A side note, I thought posting fake reviews Google Play policy? 90% A GOOGLE USER gave 5 stars. Seems odd. But that's observation.",Negative,-0.06333333333333332,0.52
+Air Traffic,Freezes lot even though I strong signal. Altitude needs visible colour. Some planes move whilst others move quick across screen..good bit fun though,Positive,0.35555555555555557,0.4777777777777778
+Air Traffic,Well OK... Would give flight number search working... Took little bit longer manually find flight,Positive,0.15625,0.5
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,"Love 3D function, using (presumably) Google maps show birds eye view plane air. Haven't seen kind app. Great fun.",Positive,0.55,0.6125
+Air Traffic,Why planes stop others still flying even though landed?,Neutral,0.0,0.0
+Air Traffic,Good better. Altitude difficult read colour blind people,Positive,0.04999999999999999,0.6916666666666667
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,"Like app, times seems little sluggish",Negative,-0.1875,0.5
+Air Traffic,"thing show u touching 1,000 feet. see descending right ground",Positive,0.39285714285714285,0.5178571428571428
+Air Traffic,Planes freeze thete.,Neutral,0.0,0.0
+Air Traffic,nan,nan,nan,nan
+Air Traffic,Cannot get flight information,Neutral,0.0,0.0
+Air Traffic,As commercial pilot fantastic. Being able track airlines aircraft anywhere sky great.,Positive,0.42500000000000004,0.56875
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,I like see many planes going. If friend flying I see flight. Great app.,Positive,0.65,0.625
+Air Traffic,nan,nan,nan,nan
+Air Traffic,nan,nan,nan,nan
+Air Traffic,"Love planes, seeing routes take get airport, fascinating.",Positive,0.6,0.7250000000000001
+Air Traffic,nan,nan,nan,nan
+Air Traffic,"Easy use, keeps informed aircraft departures arrivals.",Positive,0.43333333333333335,0.8333333333333334
+AirAsia,nan,nan,nan,nan
+AirAsia,"Poor app! Itinerary shown mobile (my booking) shown airasia account checked pc. Don't trust apps. Better pc. Cause book two tickets date. . Before made payment, advise check whether charged 2 times processing fee.",Neutral,0.0,0.55
+AirAsia,nan,nan,nan,nan
+AirAsia,nan,nan,nan,nan
+AirAsia,"The new need improvement fix bugs, getting worst worst every new version update. Still prefer older day features setup. Less problem.",Negative,-0.2878787878787879,0.5515151515151516
+AirAsia,"Before work fine.. unresponsive, already re-install 3 times.. show ""method allowed"" I'm trying book flight.. fix it.",Positive,0.4166666666666667,0.5
+AirAsia,nan,nan,nan,nan
+AirAsia,"After upgrade new version, im facing problem login Big Loyalty account. It said, username password doesnt match. However, im using Big Loyalty APPS, login using Id password. One thing is, point Airasia BIG LOYALTY doesnt tally",Positive,0.03409090909090909,0.18863636363636363
+AirAsia,Travel itinerary traveler's name....? Opted pay bigpoints paid balance later asked pay amount bigpoints. Had make payment finish booking. Money gone bigpoints also gone. And email phone number. Should given better options payments without charging processing fees include food options,Positive,0.25,0.25
+AirAsia,"The improved since running slow sometimes shows error unauthorized pop up. Overall, I enjoy buying tickets online hope mobile promotions flight.",Positive,0.033333333333333326,0.3
+AirAsia,"My first journey air asia, worst till date.... I going miss next train.... Flight No. I5 2383",Negative,-0.25,0.4444444444444444
+AirAsia,nan,nan,nan,nan
+AirAsia,Horrible interface. Seems like team even bother read user reviews.,Negative,-1.0,1.0
+AirAsia,"What happen app? Before I reinstalled, I can't even search flight! Showed msg : wrong method allowed. Now I cannot log account! Lousy",Negative,-0.5625,0.7
+AirAsia,nan,nan,nan,nan
+AirAsia,"So bad, airport can't forcing update. Terrible user experience :(",Negative,-0.8166666666666665,0.8888888888888888
+AirAsia,nan,nan,nan,nan
+AirAsia,bad. update can't login again. always come connection error.,Negative,-0.6999999999999998,0.6666666666666666
+AirAsia,nan,nan,nan,nan
+AirAsia,"The showing errors past months event updated. No point, app. Rather open main website.",Negative,-0.02777777777777778,0.3611111111111111
+AirAsia,"Cannot login account setting, keep shows failed password even put correctly. How supposed track refund status? Its month since last refund report.",Negative,-0.25,0.18333333333333332
+AirAsia,nan,nan,nan,nan
+AirAsia,Please make user friendly. ....I can't login app....that means use...also can't contact authority report issue. I hope resolve soon,Positive,0.375,0.5
+AirAsia,"Big point ID major disappointment! Error popped up!, kindly fix. Thanks",Negative,-0.015000000000000003,0.42000000000000004
+AirAsia,nan,nan,nan,nan
+AirAsia,"Unreliable became unresponsive frequently. Sometimes shows price date selection, time doesn't.",Positive,0.1,0.3
+AirAsia,Why cannot log apps?Everytime try login email password connection error.What problems?,Neutral,0.0,0.0
+AirAsia,nan,nan,nan,nan
+AirAsia,"Bit disappointed application..Everytime I family friends button other..it keeps ask log again, I put password,it always appears email password wrong..while I desktop version never happens. Pls fix it. Thanks",Negative,-0.275,0.475
+AirAsia,nan,nan,nan,nan
+AirAsia,nan,nan,nan,nan
+AirAsia,nan,nan,nan,nan
+AirAsia,"It always says connection error. I tried using login tried using itself, keeps saying connection error. Hope fixed",Positive,0.1,0.2
+AirAsia,nan,nan,nan,nan
+AirAsia,"In select pwd, appear sr citizen number app, doesnt show up, cant apply senior discount.",Neutral,0.0,0.0
+AirAsia,nan,nan,nan,nan
+AirAsia,nan,nan,nan,nan
+AirAsia,nan,nan,nan,nan
+AirAsia,nan,nan,nan,nan
+AirAsia,Always say connection wifi 101% working good. Cant anything apps. Need website.,Positive,0.7,0.6000000000000001
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,"I downloaded hoping could change color objects, sadly didnt filters job me! Great easy features, good editing selfies keep",Positive,0.32708333333333334,0.7958333333333334
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,"Great app...the thing want crop hit 'custom crop' first choice cursor always want move. I choose dimension first, go back custom. This happened multiple devices. Amazing otherwise !",Positive,0.34166666666666673,0.38611111111111107
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,This perfect allow get perfect head shot job many good features filters--all free!,Positive,0.74,0.78
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,first time using seriously amazing! I've used many facetune type real deal. So easy use. It make good quality picture look professional,Positive,0.419047619047619,0.5095238095238096
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,"I used touch magic function several older poor photos album impressed instant results, Also whitening function works beautifully eyes etc. I'm keeping app.",Positive,0.30238095238095236,0.6571428571428571
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,It's getting worse.....it stops working work goes waste...it's 7th time!!,Neutral,0.0,0.0
+AirBrush: Easy Photo Editor,Great awesome cool... I take time writing this...you deserve accolades...I uninstall photowonder. Keep good work guys,Positive,0.7124999999999999,0.75
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,definitely best easiest I've used retouching photos..,Positive,1.0,0.3
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,It makes look ugly anymore,Negative,-0.7,1.0
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,"I love edits cheap looking, super quick makes pictures look amazing",Positive,0.4333333333333334,0.6733333333333332
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,Can almost anything app! It's like mini version photoshop,Neutral,0.0,0.0
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,I like take pictures scenery.when add oil filter boom hahaha,Positive,0.2,0.4
+AirBrush: Easy Photo Editor,"It's seriously best I've ever used, I recommend everyone it, really helpful.",Positive,0.6,0.25
+AirBrush: Easy Photo Editor,Too much battery usage. I loved,Positive,0.44999999999999996,0.5
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,So easy great options. It even makeup FOR me!,Positive,0.7166666666666667,0.7916666666666667
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,This absolute best photo editor I've ever used must every woman,Positive,0.6,0.6
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,I perfectionist definitely allows perfect photos. Love it!,Positive,0.5416666666666666,0.7000000000000001
+AirBrush: Easy Photo Editor,working I want audio recording's,Neutral,0.0,0.0
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,The best editing I've ever seen... can't live without it.,Positive,0.5681818181818181,0.4
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+AirBrush: Easy Photo Editor,Very nice features detect face picture,Positive,0.78,1.0
+AirBrush: Easy Photo Editor,The bokeh feature needs improvement...✌,Neutral,0.0,0.0
+AirBrush: Easy Photo Editor,It's GO-TO photo editing app.,Neutral,0.0,0.0
+AirBrush: Easy Photo Editor,I like app. Super!,Positive,0.41666666666666663,0.6666666666666666
+AirBrush: Easy Photo Editor,Good...better,Neutral,0.0,0.0
+AirBrush: Easy Photo Editor,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,"This designed traveling, yet sometimes require 2 step verification. For travelers foreign country perticular, problem, many travelers phone number abroad. Get rid let us choose turn please!",Positive,0.25,0.3125
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,"BUGS-Used abnb multiple times, Europe good, Toronto too. But soon problem Montreal (cockroaches) refused refund us offer compensation hotels could get last minute (that get result shitty clients).",Positive,0.2333333333333333,0.22222222222222224
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,Very difficult longwinded use. Also expect wait 24 hours booking confirmed yet money taken.,Negative,-0.125,1.0
+Airbnb,"Love hosting airBnB. The overall good. However, would nice see breakdowns progress hosts. Would also like offer discount everyone sometimes days booked someone requests discount. Otberwise, great",Positive,0.5199999999999999,0.5900000000000001
+Airbnb,"We new Airbnb. Response support emails adequate, great. Feels like follow script. Quite frustrating customers trying schedule, Airbnb responding needed answers. Now finally Airbnb working devices, great.",Positive,0.2782828282828283,0.6979797979797979
+Airbnb,nan,nan,nan,nan
+Airbnb,"I love app. Last year I travelled across US, booking I went along brilliant finding last minute gems. I met many brilliant weird people! I can't thank Airbnb enough opening options traveling.",Positive,0.271875,0.5916666666666667
+Airbnb,nan,nan,nan,nan
+Airbnb,"Idk why, newer updates made SO difficult use. When I try tap listing view it, map shift somewhere else pull listings. So frustrating!!!!",Negative,-0.73828125,0.95
+Airbnb,"Mostly great app! My suggestions minor improvements: As host would helpful booking notifications messaging also include listing! It would cool I could pick particular date know I listings available. Guests ask time! And finally, would nice place specifically check OUT instructions.",Positive,0.36488095238095236,0.6190476190476192
+Airbnb,"The log enormously frustrating. As I gmail demands sorts syupid photo ""i'm robot"" verification, three tries I basically gave up. Largely useless. I browser.",Negative,-0.3333333333333333,0.5
+Airbnb,nan,nan,nan,nan
+Airbnb,"As host, valuable! ... I'm able manage bookings phone. I suggest, though, get SMS booking, tells unit for. As guest, I prefer using notebook really see lot things host wants see information want know, phone.",Positive,0.3,0.3083333333333333
+Airbnb,nan,nan,nan,nan
+Airbnb,"Trying log infuriating. It shows repeatedly google captcha cannot get many trials ""free work"" google. Really annoying!",Negative,-0.175,0.75
+Airbnb,nan,nan,nan,nan
+Airbnb,"I enjoyed using airbnb much, however particularly user friendly hosts especially co-hosts. Now payment methods mess I much miss used work.",Positive,0.18095238095238095,0.4440476190476191
+Airbnb,nan,nan,nan,nan
+Airbnb,"All pretty solid app. I would like see details though areas (such ratings), whereas see stuff website. And talking ratings, here's two cents subject: final rating guest median subratings instead lowest given (of subratings guest).",Positive,0.01666666666666667,0.5866666666666667
+Airbnb,Not even able login. Have selecting street signs cars past 30 mins prove I'm robot.,Positive,0.125,0.4375
+Airbnb,"They fixed incredibly basic items take care hosts settings screw via software issues updates. Update; 2018, still major issues App, basic functionality still rolled $40B company, helpful taking responsibility things go wrong.",Negative,-0.0675,0.37
+Airbnb,I would like actually able I recapture dozen times anything even remotely happen sucks tale beyond wildest cognation wording,Positive,0.03333333333333335,0.375
+Airbnb,nan,nan,nan,nan
+Airbnb,"I used Airbnb numerous times past always pleasant experience. However, last time, host double booked room left stranded. I told call Airbnb, verified I left without room offered refund plus 10%. The 10% $37. I told unacceptable. They offered 50% ($185) help find room. The room found going cost money, even $185 credit, ultimately even available late contact host. After stranded hours waiting Airbnb, I told nothing me. They offered $100 credit future trip. So I drove 4 hours ways, probably spending $100 gas, offered $100 Airbnb hosts left me, pregnant wife, & dog without place stay. Very disappointed. I looking different vendors VRBO future.",Negative,-0.003645833333333348,0.3817708333333333
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,I like easy host travel mode... Just wish could search properties based listed name.,Positive,0.43333333333333335,0.8333333333333334
+Airbnb,"Why offer rewards users, allow users post actual pics accomodation let owners charge ridiculous cleaning fees, getting stage hotels bargain",Negative,-0.16666666666666666,0.55
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,Can't log in. I tried using different emails. It keeps telling send message support. I even able it???,Positive,0.25,0.6125
+Airbnb,nan,nan,nan,nan
+Airbnb,"This kind terrible, got right now. Sometimes I'll block days find unblocked next day reservation pending. I've phone tech support times I count various annoying reasons. The much easier deal",Negative,-0.10204081632653063,0.576530612244898
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,It great secure reliable. I would say days ensure real price originally advertised rooms/flats change come payment (with hidden costs ) misleading,Positive,0.32166666666666666,0.5466666666666667
+Airbnb,"I sign app. I asked I robot taken verification questions, like choosing images street signs goes that. I told password wrong issue is. I tried days get work not. Incredibly frustrating.",Negative,-0.15,0.9
+Airbnb,nan,nan,nan,nan
+Airbnb,"When post house listing queen size beds selection, turn king size bed. We checked many times selection field correct, real listing reflect correctly. It lead dispute guest reliase king size bed check-in.",Positive,0.35,0.4
+Airbnb,nan,nan,nan,nan
+Airbnb,I made booking Paris accept payment booking denied receiving payment call this. If want deny booking process payment I waiting reply expert last 6 hrs money also. Just.be aware type business. If I receive full payment I Chang rating AIRBNB,Positive,0.19999999999999998,0.2888888888888889
+Airbnb,Very difficult longwinded use. Also expect wait 24 hours booking confirmed yet money taken.,Negative,-0.125,1.0
+Airbnb,"Love hosting airBnB. The overall good. However, would nice see breakdowns progress hosts. Would also like offer discount everyone sometimes days booked someone requests discount. Otberwise, great",Positive,0.5199999999999999,0.5900000000000001
+Airbnb,As guest kind annoying. I feel comfortable providing licence passport whatever I to. And going require forms ID I also need provide profile photo. This Facebook.,Positive,0.06666666666666665,0.8666666666666667
+Airbnb,"We new Airbnb. Response support emails adequate, great. Feels like follow script. Quite frustrating customers trying schedule, Airbnb responding needed answers. Now finally Airbnb working devices, great.",Positive,0.2782828282828283,0.6979797979797979
+Airbnb,nan,nan,nan,nan
+Airbnb,"I love app. Last year I travelled across US, booking I went along brilliant finding last minute gems. I met many brilliant weird people! I can't thank Airbnb enough opening options traveling.",Positive,0.271875,0.5916666666666667
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,"Mostly great app! My suggestions minor improvements: As host would helpful booking notifications messaging also include listing! It would cool I could pick particular date know I listings available. Guests ask time! And finally, would nice place specifically check OUT instructions.",Positive,0.36488095238095236,0.6190476190476192
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,"I enjoyed using airbnb much, however particularly user friendly hosts especially co-hosts. Now payment methods mess I much miss used work.",Positive,0.18095238095238095,0.4440476190476191
+Airbnb,nan,nan,nan,nan
+Airbnb,"All pretty solid app. I would like see details though areas (such ratings), whereas see stuff website. And talking ratings, here's two cents subject: final rating guest median subratings instead lowest given (of subratings guest).",Positive,0.01666666666666667,0.5866666666666667
+Airbnb,Not even able login. Have selecting street signs cars past 30 mins prove I'm robot.,Positive,0.125,0.4375
+Airbnb,"They fixed incredibly basic items take care hosts settings screw via software issues updates. Update; 2018, still major issues App, basic functionality still rolled $40B company, helpful taking responsibility things go wrong.",Negative,-0.0675,0.37
+Airbnb,Took 2 hours register take photo drivers licence. Never I frustrated angry I nearly smashed phone. Eventually got done palarva.,Negative,-0.016666666666666673,0.5333333333333333
+Airbnb,nan,nan,nan,nan
+Airbnb,I licensed renewed since birthday. It kept saying accept is. Really??,Positive,0.2,0.2
+Airbnb,"I used Airbnb numerous times past always pleasant experience. However, last time, host double booked room left stranded. I told call Airbnb, verified I left without room offered refund plus 10%. The 10% $37. I told unacceptable. They offered 50% ($185) help find room. The room found going cost money, even $185 credit, ultimately even available late contact host. After stranded hours waiting Airbnb, I told nothing me. They offered $100 credit future trip. So I drove 4 hours ways, probably spending $100 gas, offered $100 Airbnb hosts left me, pregnant wife, & dog without place stay. Very disappointed. I looking different vendors VRBO future.",Negative,-0.003645833333333348,0.3817708333333333
+Airbnb,It would cool another payment methods beside credit card paypal. And I know can't change Indonesia Rupiah.,Positive,0.35,0.65
+Airbnb,nan,nan,nan,nan
+Airbnb,I like easy host travel mode... Just wish could search properties based listed name.,Positive,0.43333333333333335,0.8333333333333334
+Airbnb,"Why offer rewards users, allow users post actual pics accomodation let owners charge ridiculous cleaning fees, getting stage hotels bargain",Negative,-0.16666666666666666,0.55
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,Very useful. Little frustrating price changes go book it.,Negative,-0.06583333333333334,0.4666666666666666
+Airbnb,Its concerned im robot let in. I verified 4 different times. sucks. Stick website.,Negative,-0.15,0.44999999999999996
+Airbnb,nan,nan,nan,nan
+Airbnb,I wasted 8 hours life trying navigate site multiple technical difficulties able upload ID tell megabytes much blurry account even log two separate accounts linked together somehow keep making bookings absolute nightmare I hope fix bugs system terrible navigate third party customer really know they're far technical support,Negative,-2.523234146875356e-18,0.375
+Airbnb,"Great accommodation selection real world verified reviews, establishing trust chain individual B&B stays. I got really good discounts booking advance referring acquaintances. I really recommend.",Positive,0.38,0.45000000000000007
+Airbnb,asked submit id though already completed long trip. That seems redundant.Also credit points referrals applicable trips India ia reasonable generally users India traveling mostly within India.,Positive,0.17500000000000002,0.5
+Airbnb,"Thank you providing us great ota, really helps us a lot renting property",Positive,0.5,0.475
+Airbnb,"Great app, please make picture Airbnb trip/flat go straight flat description page....most time I Airbnb check available amenities booked trips little difficult!",Positive,0.09375,0.5291666666666667
+Airbnb,nan,nan,nan,nan
+Airbnb,"I tried log via Facebook, create account. It stalled verification process time. Even I reopened said I already account, log in. Uninstalled.",Neutral,0.0,0.0
+Airbnb,"Used Airbnb first time, stay, room, host fantastic. Great price, fraction hotel would cost.",Positive,0.4833333333333334,0.6611111111111111
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,"Only downloaded way take picture id, required. It's f-ing dumb",Negative,-0.1875,0.75
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,"Very unfriendly interface, able fotos PC. Site insisted make new photo.",Positive,0.27878787878787875,0.4598484848484849
+Airbnb,nan,nan,nan,nan
+Airbnb,"Useless, allow login keeps asking send comment. Tried reinstalling twice.",Negative,-0.5,0.2
+Airbnb,Wasn't able pass photo confirmation even third attempt.,Positive,0.25,0.3125
+Airbnb,The security let open account every time I verify I'm robot work,Neutral,0.0,0.5
+Airbnb,nan,nan,nan,nan
+Airbnb,What happen map Search update? The map longer shows I search listing,Neutral,0.0,0.0
+Airbnb,Cannot pass second factor even though I tiles correctly.,Neutral,0.0,0.0
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,The always update properly.,Neutral,0.0,0.1
+Airbnb,I'm can't go site,Neutral,0.0,0.0
+Airbnb,"A great app! It is ideal for travel hosts, thanks Airbnb managed to travel unique sites earn extra money by renting my space. The staff at Airbnb is fantastic !!!",Positive,0.5427083333333333,0.6583333333333333
+Airbnb,So far good. Short enough?,Positive,0.19999999999999998,0.6000000000000001
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,nan,nan,nan,nan
+Airbnb,Can log in. Stuck I AM NOT ROBOT.,Neutral,0.0,0.0
+Airport + Flight Tracker Radar,"**WORKS GREAT Sitting airport waiting mother law, can't find her, look flight rubbing behind. Next thing I know calling landed. So yes works, type airline first :-)",Positive,0.22999999999999998,0.5566666666666666
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,"This good tracking flight. It's extremely slow annoying. Searching flights booking hassle; better going directly airline's website. If bloated unnecessary garbage it'd probably run whole lot smoother, making useful tool. I purchased premium version hoping would run better, no.. so, save money.",Positive,0.08888888888888886,0.5111111111111111
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,One functional helpful travel I used BUT seems way contacting developers. There several airline carriers included. How get added?,Neutral,0.0,0.0
+Airport + Flight Tracker Radar,"Crap Wants way much personal info. Endless ads. Never could get past trying figure I was. Needing ""pin"" protect ""account"" bad sign since I want yet another ""account"" somewhere.",Negative,-0.2791666666666666,0.4777777777777778
+Airport + Flight Tracker Radar,"Useful but... Built takes external sites maps unusable buggy. Give us option external browser, I rerate.",Positive,0.09999999999999999,0.06666666666666667
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,"Doesn't show actual position plane, expected position based schedule. My wife's flight landed 10 minutes ahead schedule, showed still 100 miles away. The map view also glitchy.",Negative,-0.05,0.25
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,I can't see early next day Here I Bangkok airport 23:00 flight 00.15 next day I can't see midnight. How useless that!!!!,Negative,-0.225,0.125
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,"Great You get flight status many airlines using single interface, also good information airports.",Positive,0.48214285714285715,0.5160714285714285
+Airport + Flight Tracker Radar,"Everything seems broken. I scroll past 5 pages function errors get arrival board. Why end user seeing function errors beyond comprehension. Even review link broken (sends phone's sharing menu). Sorry, broken.",Negative,-0.39,0.48999999999999994
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,"I every trip. Work personal It keeps track itinerary, I information I need traveling geat app.",Neutral,0.0,0.3
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,"To me, interface leaves little desired Just example, I select airlines list. Most filter desired airlines soon start typing name. Another example send I can't find status info without taking airlines website. It'd much convenient status right there... Full Review",Positive,0.22964285714285712,0.45714285714285713
+Airport + Flight Tracker Radar,"Highly useful, features work Great keeping flight info hand, airport maps, gate info, etc. I also like able load flights keep info readily available. I think features finished yet, work properly. The ticket photo feature load image, although ... Full Review",Positive,0.39166666666666666,0.4041666666666666
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,Good Not perfect yet works good find Virgin Australia flights save even I manually enter data,Positive,0.3,0.7333333333333334
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,"Good add search feature If I'm mistaking, search airline/airport/date.",Positive,0.7,0.6000000000000001
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,This sent wrong terminal. Cost parking money lot hassle. Uninstalled.,Negative,-0.5,0.9
+Airport + Flight Tracker Radar,"Well That's I'm done looking flight tracking . ! This intuitive , informative detailed . Don't waste time , Download , will overjoyed",Positive,0.1,0.375
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,Doesn't international airports. When searching region I find local airport instead smaller regional airports found. Can't really it.,Positive,0.05,0.175
+Airport + Flight Tracker Radar,Flight Tracker What waste time. This us worth downloading. Does nothing. Thinknit developers thst rated I fail see pointb is!,Negative,-0.17500000000000002,0.1333333333333333
+Airport + Flight Tracker Radar,I love good I hate mans dont like Because viruses,Positive,0.1333333333333333,0.7000000000000001
+Airport + Flight Tracker Radar,Very nice app. My goto flight info. Could simplified UI large app. Code needs simplified. Apart fine it.,Positive,0.4703174603174603,0.6428571428571429
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,Wow! Incredibly comprehensive app. Haven't even seen half do. Looking forward developments. Great idea!,Positive,0.46458333333333335,0.7041666666666666
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,nan,nan,nan,nan
+Airport + Flight Tracker Radar,"Inconsistent Missing info, language settings wrong (mixes French, Italian, Spanish English), poor compatibility Google 7 tablet.",Negative,-0.15714285714285717,0.22142857142857145
+Airway Ex - Intubate. Anesthetize. Train.,Great training tool learning airway anatomy procedure dealing recognizing difficult airways. Looking forward content.,Positive,0.15000000000000002,0.875
+Airway Ex - Intubate. Anesthetize. Train.,Great game people looking medical field professionals. But AR option rolled out?,Positive,0.13333333333333333,0.3833333333333333
+Airway Ex - Intubate. Anesthetize. Train.,Excellent practicing fibreoptic scope intubation.,Positive,1.0,1.0
+Airway Ex - Intubate. Anesthetize. Train.,Thanks..,Positive,0.2,0.2
+Airway Ex - Intubate. Anesthetize. Train.,thanks developer making wonderful app. It's must trainee live patient.i appreciate great team behind,Positive,0.34727272727272734,0.6300000000000001
+Airway Ex - Intubate. Anesthetize. Train.,The sensitivity way high even play,Positive,0.16,0.5399999999999999
+Airway Ex - Intubate. Anesthetize. Train.,When gastro version coming android?,Neutral,0.0,0.0
+Airway Ex - Intubate. Anesthetize. Train.,So I thought game I going change profile picture I seen said work zip code I like omgg,Negative,-0.4,0.4
+Airway Ex - Intubate. Anesthetize. Train.,In tutorial won't let move left I cant get past tutorial,Negative,-0.125,0.125
+Airway Ex - Intubate. Anesthetize. Train.,Great learn,Positive,0.8,0.75
+Airway Ex - Intubate. Anesthetize. Train.,"First modules free start enjoying it, charge advancement cases.",Positive,0.3833333333333333,0.5777777777777778
+Airway Ex - Intubate. Anesthetize. Train.,Better Carpentry! I'd like share options I children I want check out! As well Facebook friends.,Positive,0.78125,0.5
+Airway Ex - Intubate. Anesthetize. Train.,Too gud,Neutral,0.0,0.0
+Airway Ex - Intubate. Anesthetize. Train.,Controls need sensitivity setting,Neutral,0.0,0.0
+Airway Ex - Intubate. Anesthetize. Train.,Controls need sensitive...,Positive,0.1,0.9
+Airway Ex - Intubate. Anesthetize. Train.,Great,Positive,0.8,0.75
+Airway Ex - Intubate. Anesthetize. Train.,Fabulous,Positive,0.4,1.0
+Airway Ex - Intubate. Anesthetize. Train.,"WOW, incredibly realistic sim. I think I've ever seen anything like before. I look forward seeing new cases!",Positive,0.1457070707070707,0.5959595959595959
+Airway Ex - Intubate. Anesthetize. Train.,"THEY HAVE TO PAY RANDOM PEOPLE TO GIVE THEM ALL THESE 5 STAR REVIEWS. Don't buy high rating. It's excellent concept, horrible controls render game completely useless.",Negative,-0.20666666666666667,0.6066666666666667
+Airway Ex - Intubate. Anesthetize. Train.,Fricken SCREW DO NOT WASTE YOUR TIME IT SUCKS!!! I CAN'T GET PAST THE FRICKEN TUTORIAL!!!!!!! THE CONTROLS ARE TERRIBLE!!!!!!,Negative,-0.621484375,0.3875
+Airway Ex - Intubate. Anesthetize. Train.,Excellent app! Literally get realistic graphics are!,Positive,0.6041666666666666,0.6666666666666666
+Airway Ex - Intubate. Anesthetize. Train.,Great app. Its similarity real life procedures best software world.,Positive,0.6666666666666666,0.45
+Airway Ex - Intubate. Anesthetize. Train.,"Controls f****** bad, can't complete tutorial",Negative,-0.29999999999999993,0.5333333333333333
+Airway Ex - Intubate. Anesthetize. Train.,nan,nan,nan,nan
+Airway Ex - Intubate. Anesthetize. Train.,Nice,Positive,0.6,1.0
+Airway Ex - Intubate. Anesthetize. Train.,Great game! Can't believe detail. Controls learning curve... Soccer especially difficult me. Would like direct Laryngoscope / glidescope game too. Please :p,Negative,-0.041666666666666664,0.6583333333333333
+Airway Ex - Intubate. Anesthetize. Train.,Bad controls.They hard drive crazy.Can't even finish lvl bc it!!!,Negative,-0.6348307291666666,0.6041666666666666
+Airway Ex - Intubate. Anesthetize. Train.,I love realism game wait,Positive,0.04999999999999999,0.5
+Airway Ex - Intubate. Anesthetize. Train.,Hard control amazing! Add medical descriptions & keep up!!,Positive,0.15277777777777782,0.48055555555555557
+Airway Ex - Intubate. Anesthetize. Train.,Awesome... simply love,Positive,0.75,0.8
+Airway Ex - Intubate. Anesthetize. Train.,645 MB can't move SD card...delete,Neutral,0.0,0.0
+Airway Ex - Intubate. Anesthetize. Train.,Loving realistic looking airways!!,Positive,0.4302083333333333,0.6416666666666666
+Airway Ex - Intubate. Anesthetize. Train.,Can't wait cases published!,Neutral,0.0,0.0
+Airway Ex - Intubate. Anesthetize. Train.,Loved it!,Positive,0.875,0.8
+Airway Ex - Intubate. Anesthetize. Train.,I'M A DOCTOR NOW I medical background fun game stuff,Negative,-0.03333333333333335,0.20000000000000004
+Airway Ex - Intubate. Anesthetize. Train.,Really realistic simulations.,Positive,0.16666666666666666,0.3333333333333333
+Airway Ex - Intubate. Anesthetize. Train.,Changed life I want become doctor now.,Neutral,0.0,0.0
+Airway Ex - Intubate. Anesthetize. Train.,Is real life fantasy? 5/5,Positive,0.2,0.30000000000000004
+Airway Ex - Intubate. Anesthetize. Train.,"Great detail! Might I ask , user could connect joystick app? If yes, help simulate airway evaluation realistic",Positive,0.5833333333333334,0.5416666666666666
+Airway Ex - Intubate. Anesthetize. Train.,"ok ,but dont yall another called gastro ex..i like that better cant seem find it.",Positive,0.5,0.5
+Akinator,"This used really good years ago. I redownloaded recently, changed, really badly. It can't even figure simple people I think of. Change things back, please. This much frustrating. I also miss answered questions, would move down, depending getting closer thinking of.",Negative,-0.07936507936507935,0.4375283446712018
+Akinator,"This good game, sure, feature makes hate it. Not once, twice I PAY I got ""vip"" character. And let ad option either! All I wanted play game, every GOOD character I get vip. This feature SUCKS I stop playing mind changed feature still exists. Also I good internet lags. One last thing, dont pick hard characters. Akinator either vip get",Positive,0.020833333333333315,0.5297222222222222
+Akinator,"This game makes watch ad figure chosen half time gets wrong. It's fun can't get answer. way game works fully free, waste money game",Negative,-0.17083333333333334,0.4083333333333334
+Akinator,"It's kinda freaky hey, cool! And VIP thing. I'm wasting money it. It says watch video yeah yeah never works. Oh I also hate makes mistakes like I say blonde hair, says black hair. I understand that. Please fix it.",Negative,-0.13229166666666667,0.49583333333333335
+Akinator,This dumb. You're trying make Akinator think obscure characters obscure characters locked behind pay wall. What's point I pay money see answers? Also already littered ads large pay barrier? There way better free less ads.,Positive,0.028769841269841275,0.49920634920634926
+Akinator,This crazy first try bam it. I chose ones even people know knew! Crazy guy I'm bit freeked hey great game thank u creaters,Negative,-0.09749999999999999,0.6566666666666666
+Akinator,"This sucked. Doesn't guess anything says ""get vip character 1.99$"" Who would even waste money stupid app? I would rate 0.00000000000000000000000000000000000000000000000000000001 stars could. Thats I feel app. Also took almost storage phone. Plz get rid it.",Negative,-0.5,0.5
+Akinator,"Previous version much much better. This needs questions, makes lot mistakes full ads. I dont understand needs microphone front camera. But dont like all.",Positive,0.22777777777777777,0.4055555555555556
+Akinator,"It's alright, pretty fun. Sometimes, actually alot time I get Technical Issues. That gets annoying. If I hit continue game says message again. Please fix",Negative,-0.10833333333333334,0.45
+Akinator,"In short, game stupid. He asks questions multiple times, never gets moderately uncommon characters right first time (which annoying get award round), questions always place desultory. It fun play. Would recommend.",Negative,-0.056428571428571425,0.506904761904762
+Akinator,"I saw many people saying game way better really bad now. I installed game I know. To fun, honestly! He guessed every time, even little bit information character! And also I'm playing game I feeling like actually read mind, knows exactly questions ask! I love this! :))",Positive,0.10408653846153845,0.49358974358974356
+Akinator,"This used good app, game guess character first try win award. That would ok try guess handful questions. Horrible guessing anything anime characters video games.",Positive,0.1416666666666667,0.5388888888888889
+Akinator,"This amazing crash. When thought person I said pressed continue, progress bar stayed full time asked questions over. Then crashed. So sometimes I never able guess character I chose.",Positive,0.23333333333333336,0.6916666666666668
+Akinator,This good game I think different variations like catogory different levels things like I found lottle boring games also cool I tinking time I try guess 1st question genie! another thing I would like add I think things make interesting like things I wrote before.,Positive,0.03392857142857142,0.6214285714285713
+Akinator,"love game let guess baldi. So game cool, guess character youtubers like DanTDM, Jacksepticeye, Pewdiepie famous youtubers world. Ill try famous show game, well sometimes he's wrong means beat him.",Negative,-0.038888888888888896,0.7055555555555556
+Akinator,I love game I rate low bc working anymore.. says something technical problem... even start takes Tried multiple times.. Same problem. Plz fix!!!,Positive,0.016666666666666663,0.2541666666666667
+Akinator,"kept crashing wouldnt let anything. would start ""a problem occurred"" give option start new game continue playing turn clicking keep playing would make crash continuously saying message",Negative,-0.13181818181818183,0.42727272727272725
+Akinator,"I loved game, freaks right every time I guess Sometimes I even try favorite actors... he's right. Though odd click, lemme give example. When guy says ""Is charecter human"" I yes, says ""Is charecter dolphin"" Thats I found odd, besides I love game!",Positive,0.1038095238095238,0.4871428571428572
+Akinator,"Really good ask questions lead person character thinking of, fr example I thought aunt's dog guessed cousins fog aunt kids also friend picked guessed best friend cool real!!!!",Positive,0.6345703125,0.4625000000000001
+Akinator,Very fun 20 questions type app. I happy see GooglePlay. I great time asking Akinator questions. Sometimes I stump times gets right first guess,Positive,0.5051428571428571,0.5758095238095238
+Akinator,To many ads first Akinator geuss person VIP reasons see answer?!what! Well I'm paying even I got delete game stupid I mean alright except VIP thing I mean I can't believe akinator needs money bad keep business going saying VIP reasons know VIP reasons agree support comment put like comment. Thanks,Negative,-0.1890625,0.5593750000000001
+Akinator,Used love app! Now crashes every 15 questions never guess simple characters! Too many ads well. Disappointed.,Positive,0.09375,0.5517857142857143
+Akinator,"Almost every time find VIP character attempt watch video, video never works. This makes game really annoying play without buying potion. Other that, game fun kind addicting.",Negative,-0.1375,0.5291666666666667
+Akinator,"OK, pretty cool. BUT 1 ad, THE SCARIEST AD EVER. It gave NIGHTMARES. DON'T DOWNLOAD IF U DON'T WANNA BE SCARED. And, also, earlier version WAY BETTER This little kids, getting rewards, charging 1.99, JUST 4 A VIP CHARACTER??!?!?!??! NO JUST NO",Positive,0.1903727213541667,0.6083333333333333
+Akinator,nan,nan,nan,nan
+Akinator,So fun play top option record screen. So I always usually every single time says can't play video. That totally stupid,Negative,-0.06428571428571425,0.43285714285714283
+Akinator,This actually used good app. Now cannot even guess one. A bot discord works better. I tried twenty different characters... got 3 right. That's 15%. That F- I rate app. And seriously VIP characters stupidest thing I ever heard of. Zero ten again. And creepy anime adds Japanese.,Positive,0.0724867724867725,0.4447089947089947
+Akinator,nan,nan,nan,nan
+Akinator,"Cool concept. Fun game. When works. Game keeps crashing shows prompt says ""Experienced technical difficulties"". Please fix this. Paid get rid ads I think I already regret it. Description says fixed bug true.",Positive,0.13749999999999998,0.4375
+Akinator,"Every time I get question ""is character south amarican?"" It glitches game mater I choose",Negative,-0.4,0.4
+Akinator,"I played game couple years ago enjoyed it. Upon reinstall, I've found new version disappointing even guess Captain Kirk, Ozzy Osbourne, Thomas Edison! Fix it, please.",Negative,-0.12840909090909092,0.5636363636363637
+Akinator,"It good I play computer devices however whenever I try open says ""a technical problem occurred"" So I can't even play it! Please fix problem...",Positive,0.2333333333333333,0.4000000000000001
+Akinator,This amazing...it guessed every characters I thought...loved much... I defeated 2 times anyone else wants defeat ask questions book characters like novels...,Positive,0.2,0.15000000000000002
+Akinator,So I paid ago used while. Had go today suddenly ads? I thought point paying avoid ads. It really big database hard find character know ads paid game,Negative,-0.17291666666666666,0.38541666666666663
+Akinator,"It's pretty fun, thirst money real. ""VIP"" characters? Really? Couldn't come better excuse? There's ads literally every round, sorry excuse ""vip characters"" put another ad see akinator guessed? Please remove thing, annoying, already get enough ads, put ad see result?",Negative,-0.013636363636363648,0.4636363636363636
+Akinator,It alright I hate VIP characters thing. When I get VIP character adverts work.,Negative,-0.8,0.9
+Akinator,OMG I got it. 5 stars I specific said doctor squish Junie b Jones. Scared,Neutral,0.0,0.125
+Akinator,"This fun would crash I constantly restarted game! It many apps, wouldnt big deal crash much! I recommend!",Positive,0.10208333333333335,0.2888888888888889
+Akinator,"Used good back day, desire mighty dollar obvious ads running amuck, ads even covering answers end. Do recommend, EVER.",Positive,0.275,0.5
+Akinator,This akinator Weird. It stupid opinion. I recommend you. So Retarded.,Negative,-0.6999999999999998,0.9333333333333332
+AlReader -any text book reader,"This best ebook reading app. No ads, Gesture support, TTS, Bookmark. And many more. It may issues, like TTS split text incorrectly ( time, like '12:45 am' splitted '12:' '45 am', decimal number like '12.45 cm' splitted '12.' '45 cm') But overall I'm happy much.",Positive,0.5,0.4166666666666667
+AlReader -any text book reader,"Better, cool reader, moon+reader, kobo. Doesn't contain ads! Extremely configurable, yet easy use. In-text adjustment font size brightness. The complaint is, support google translate, though supports various dictionaries.",Positive,0.15763888888888888,0.6138888888888889
+AlReader -any text book reader,Library sorting stellar. Being able see books series numbered order rocks. The big name book readers fail miserably. It works great calibre library output handles preferred naming conventions like other. Highly configurable areas puts paid options shame.,Positive,0.010625000000000006,0.4925
+AlReader -any text book reader,"Best reader Android I found date. Have yet find epub can't handle, handle well. Liked much, I donated suggested $0.99 separate ""donation"" app.",Positive,0.6,0.43333333333333335
+AlReader -any text book reader,"I live illegally downloaded books, regardless file type (except PDFs chance add-on?) work library allows read books may difficulty finding otherwise quite vast collection",Negative,-0.12121212121212122,0.6666666666666666
+AlReader -any text book reader,"A simple, effective ready eReader customized user's whims many ways. Installed devices back original Droid 1 slider phone.",Positive,0.2791666666666667,0.4845238095238096
+AlReader -any text book reader,The best add free. You play color font controls make look way want. Easy eyes text speech option best. Just voice want start listening. I every day home car listen books. You can't... Full Review,Positive,0.6366666666666666,0.5566666666666666
+AlReader -any text book reader,Out three I've tried keep one. I simply want read books. I continue uninstall one. Not taste.,Neutral,0.0,0.35714285714285715
+AlReader -any text book reader,Fantastic! My favourite reader. Can't fault anything. I'm curious someone could explain random dot bottom progress bar. It often random places I can't figure means. Not chapter page progress I figured far. I already recommended ... Full Review,Negative,-0.025000000000000005,0.7416666666666667
+AlReader -any text book reader,"Poor vertical scrolling vertically, smooth all. Mechanism cancelling highlight extremely poor. Can't even add comment book.",Negative,-0.13333333333333333,0.5666666666666668
+AlReader -any text book reader,"Good ebook reader. Fonts Almost same, add fonts Cutive mono font glitches.",Positive,0.35,0.36250000000000004
+AlReader -any text book reader,Disappointing. Reopened text highlighted text lost marking.,Negative,-0.6,0.7
+AlReader -any text book reader,It render css properly. Italic fonts stroked fonts normal fonts ebook readers render properly.,Positive,0.049999999999999996,0.28333333333333327
+AlReader -any text book reader,Good App... even better able open PDF format add editor features,Positive,0.425,0.55625
+AlReader -any text book reader,"Would love know encrypted documents unheard 80% readers. Encrypted docx (the description says read docx files) go, PERSONAL documents, NOTHING convince compromise this.",Positive,0.25,0.44999999999999996
+AlReader -any text book reader,Wrong response code! Error occurs network library accessed. Need option background Wallpaper,Negative,-0.625,0.9
+AlReader -any text book reader,Fully customizable easy use. Fast adjustable brightness & font size simple gestures. On go text selection bookmarking. You turn page left-right also scroll & time! Best ebook reader currently available! Wonderful experience!,Positive,0.5222222222222223,0.5817460317460318
+AlReader -any text book reader,Not intuitive figure get read page,Neutral,0.0,0.0
+AlReader -any text book reader,Love 100%! Currently experiencing issue several times today text speech feature stopping 15 minutes.,Positive,0.20833333333333334,0.3333333333333333
+AlReader -any text book reader,"The best reader that can only exist. From all sorts of readers, which I just did not try, but none of them had such a clear and flexible version of the book's configuration for you. In general, I recommend to all.",Positive,0.23000000000000004,0.5366666666666667
+AlReader -any text book reader,I love realistic animation page turning. It recreates reading print book satisfies deeply. Thanks.,Positive,0.2888888888888889,0.37777777777777777
+AlReader -any text book reader,I give 5*if read pdf proper bookshelf. Thank you.,Neutral,0.0,0.1
+AlReader -any text book reader,Just really good ...just hiccup tho ...it went dark unreadable,Positive,0.27499999999999997,0.5
+AlReader -any text book reader,Have using years everything I want reader.,Neutral,0.0,0.0
+AlReader -any text book reader,"Excellent app, thank time effort. Please add PDF formats, I delete readers.",Positive,1.0,1.0
+AlReader -any text book reader,I would rate 5 stars could read pdf,Neutral,0.0,0.0
+AlReader -any text book reader,nan,nan,nan,nan
+AlReader -any text book reader,Great app.Works flawlessly. Very easy use.The TTS feature best I come across. Thanks developers!,Positive,0.6533333333333333,0.5625
+AlReader -any text book reader,"I like recommended it. One question, timer set limit reading time?",Neutral,0.0,0.0
+AlReader -any text book reader,Add support pdfs ability move back forward sentences using remote tts get 5 stars.,Negative,-0.05,0.1
+AlReader -any text book reader,Works great reading text docs created Windows.,Positive,0.8,0.75
+AlReader -any text book reader,Are plans implementing css internal styles support epub? Amazing reader!,Positive,0.37500000000000006,0.45
+AlReader -any text book reader,It's best reader,Positive,1.0,0.3
+AlReader -any text book reader,It would convenient library path could choose file explorer.,Neutral,0.0,0.0
+AlReader -any text book reader,"It simplest, amazing readers.",Positive,0.6000000000000001,0.9
+AlReader -any text book reader,Simply best. Love it!,Positive,0.8125,0.44999999999999996
+AlReader -any text book reader,No pdf format,Neutral,0.0,0.0
+AlReader -any text book reader,Its best ebook reading aap simplicity easy use.,Positive,0.7166666666666667,0.5666666666666667
+AlReader -any text book reader,Can't read websites.,Neutral,0.0,0.0
+AlReader -any text book reader,Very useful reading formats supported,Positive,0.39,0.0
+Alarm Clock,"Loved day lost alarms made late appointment. (May Android's fault, affected I can't afford risk!)",Positive,0.16249999999999998,0.7
+Alarm Clock,Had many years multiple phones NEVER problem. Bought new phone (Huawei/ Oreo) like another user alarm work unlock phone.,Positive,0.21212121212121213,0.3181818181818182
+Alarm Clock,It always good now. Suddenly alarm goes makes sound,Positive,0.3666666666666667,0.5
+Alarm Clock,"Great app, stopped working. I got new phone (Android Oreo - Marshmallow) seems developers provided support new OS - alarms sound pick unlock phone. In case 2hrs later late work.",Positive,0.19545454545454544,0.4431818181818182
+Alarm Clock,Sometimes reason alarm never goes off. This caused late work. I set repeat mon-fri time everyday. This morning never came on. Please fix issue,Negative,-0.25,0.6
+Alarm Clock,nan,nan,nan,nan
+Alarm Clock,Great app. Why put simple feature alarm specific date time well used reminders.,Positive,0.26666666666666666,0.41071428571428575
+Alarm Clock,Sir I missed train two times ringing working alarm event I fix per instructions,Neutral,0.0,0.0
+Alarm Clock,"The alarm never goes set sometimes 4 minutes later set for, sometimes all. Hadn't workef day now. Deleting inding another",Neutral,0.0,0.0
+Alarm Clock,I years. For reason alarm always ringing minutes later I've set it. But 5-10min later! What kind algorithm it???,Positive,0.19999999999999998,0.3
+Alarm Clock,This best alarm clock ever... I downloaded 2 different phones!,Positive,0.5,0.44999999999999996
+Alarm Clock,No calendar alarm. Lame,Negative,-0.5,0.75
+Alarm Clock,I love style. Simple useful.,Positive,0.26666666666666666,0.319047619047619
+Alarm Clock,I like cause capable wake shield tv. Thanks,Positive,0.2,0.30000000000000004
+Alarm Clock,Use amazing! Have 5 alarms go last month.,Positive,0.37500000000000006,0.48333333333333334
+Alarm Clock,I DON'T LIKE IT AT ALL,Neutral,0.0,0.0
+Alarm Clock,The simplest smallest best alarm clock widget turn off.,Positive,1.0,0.3
+Alarm Clock,second alarm work developer look,Neutral,0.0,0.0
+Alarm Clock,I can't even it.. Please fix app...,Neutral,0.0,0.0
+Alarm Clock,It everything I've ever wanted alarm ✋,Neutral,0.0,0.0
+Alarm Clock,It's working,Neutral,0.0,0.0
+Alarm Clock,It's good simple.... Download I suggest!,Positive,0.35,0.47857142857142865
+Alarm Clock,It's simple works well,Neutral,0.0,0.35714285714285715
+Alarm Clock,Supper alarama,Neutral,0.0,0.0
+Alarm Clock,Really like alarm.,Positive,0.2,0.2
+Alarm Clock,Really simple nice,Positive,0.3,0.6785714285714286
+Alarm Clock,evehock,Neutral,0.0,0.0
+Alarm Clock,Very nice,Positive,0.78,1.0
+Alarm Clock,Nice,Positive,0.6,1.0
+Alarm Clock,nan,nan,nan,nan
+Alarm Clock,"I've many months nowadays fails ring alarm least twice week. This I've set sound alarm every morning. Long ago happened while. It Has nice features, nice aesthetics, can't core function point.",Positive,0.17857142857142858,0.5714285714285714
+Alarm Clock,nan,nan,nan,nan
+Alarm Clock,"As massage therapist I looked simple display time phone without noise. This perfect. Easy read across room lighting. No carrying extra clock client's homes, trying place seen, trying remember pack I leave.",Positive,0.35833333333333334,0.5726190476190477
+Alarm Clock,Great but... This great importantly cured note 4 night clock issue night clock display alarm active. Only issue I small alarm widget toggle alarm edit time go app. Other great.,Positive,0.28645833333333337,0.703125
+Alarm Clock,"Always Delayed I really wanted like app, I'm tired always minutes behind. I alarms set throughout morning seem go 5-7 minutes late. Doesn't sound like much, really throw whole day off. I kept updating hopes would fixed, I can't keep fails sole purpose.",Negative,-0.05000000000000001,0.39499999999999996
+Alarm Clock,"Next alarm showing even though I shut I would probably give 4 5 stars I could figure shut next alarm showing. I moved slider settings, effect. The next alarm still shows. Otherwise, I like far.",Positive,0.025,0.25
+Alarm Clock,nan,nan,nan,nan
+Alarm Clock,"What happened? I successfully used several years, week. All sudden there's sound. An alarm pretty useless I can't hear it.",Positive,0.15,0.5083333333333334
+Alarm Clock,"Auto Snooze? I've checked phone's settings make sure phone, recently alarm go split second immediately snooze I I hear it. Sort sucks wake late shift cant get food day late.",Negative,-0.06666666666666667,0.4398148148148148
+Alarm Clock,Must update Always liked app. Must updated. Used tell long alarm would go off. As last weekend more. I need feature back! Makes feel secure knowing alarm WILL go specified time (i set various days times husband's shift work kids'school). Need feature back!!,Positive,0.18124999999999997,0.35833333333333334
+Alarm Clock Free,"I used many years. Almost always worked flawlessly. Sadly, past 2 weeks failed go multiple occasions. It simply work anymore. I late work two days result. Unfortunately I uninstalled moving on.",Negative,-0.15,0.42959183673469387
+Alarm Clock Free,An alarm clock NOT alarm. Alarm go THREE times. Almost late work time. Uninstalling 'alarm clock' good anymore.,Positive,0.19999999999999998,0.6000000000000001
+Alarm Clock Free,"Great, I wish option turn alarms day. If do, I cant find it. I set four alarms, I get first I dismiss three, I turn hand, I forget turn back next day, often sleep.",Positive,0.2625,0.2708333333333333
+Alarm Clock Free,makes third time failed go making late work. last time I'm uninstalling getting different,Negative,-0.16,0.3133333333333333
+Alarm Clock Free,Idk happened!? I used almost year recently alarms stopped going orneith go spardically.... I dont understand why...idk update need fix UNINSTALLED,Neutral,0.0,0.25
+Alarm Clock Free,It used sound I set alarm night order wake make sound all. Times passes never made anything alert.,Positive,0.4,0.4
+Alarm Clock Free,The alarms go phone goes lock screen . I alarm years new update ruined it. Late again. Thanks,Positive,0.012121212121212125,0.41818181818181815
+Alarm Clock Free,I've years great alarms failed go last several days. Will get new now.,Positive,0.08727272727272728,0.31424242424242427
+Alarm Clock Free,nan,nan,nan,nan
+Alarm Clock Free,This alarm alarm anymore - I tap screen come on...? 15mins own. What's point that?,Positive,0.6,1.0
+Alarm Clock Free,This alarm clock always worked perfect sudden within last month alarm fails go install unless u want b late,Positive,0.04,0.49333333333333335
+Alarm Clock Free,I used years recent months started bit random going off. Which means I trust wake morning set time.,Negative,-0.25,0.375
+Alarm Clock Free,As latest update rather going set time goes first time phone woke time alarm supposed go longer useful longer trustable,Positive,0.35000000000000003,0.41111111111111115
+Alarm Clock Free,"I installed I like ring tones, ease setting I wait first wake up!. Thanks",Positive,0.25625,0.26666666666666666
+Alarm Clock Free,Useless. If headphones plugged alarm sounds headphones.,Negative,-0.5,0.2
+Alarm Clock Free,"I like cause easy use, thing I like fact hit snooze 2 times alarm go",Positive,0.43333333333333335,0.8333333333333334
+Alarm Clock Free,Alarm work anymore. Had years stop functioning properly.,Neutral,0.0,0.1
+Alarm Clock Free,Alarm clock works well however screen set low light levels opening set alarm clock practically blind sudden full light phone can't figure change wish I could . . . .,Positive,0.10833333333333334,0.5694444444444445
+Alarm Clock Free,"Or the apple bone is of work, some people have to getout out of the room",Neutral,0.0,0.0
+Alarm Clock Free,Mo saddam. Shah Enterprises,Neutral,0.0,0.0
+Alarm Clock Free,Useful boring cause can't pick personal alarm,Negative,-0.2333333333333333,0.43333333333333335
+Alarm Clock Free,nan,nan,nan,nan
+Alarm Clock Free,Alarm worked 4 days uninstalled,Neutral,0.0,0.0
+Alarm Clock Free,Great way wake,Positive,0.8,0.75
+Alarm Clock Free,cannot specify date alarm.,Neutral,0.0,0.0
+Alarm Clock Free,The brightness consume battery power.,Neutral,0.0,0.0
+Alarm Clock Free,helps great backup too!,Positive,1.0,0.75
+Alarm Clock Free,nan,nan,nan,nan
+Alarm Clock Free,Not working anymore,Neutral,0.0,0.0
+Alarm Clock Free,Harishankar Home,Neutral,0.0,0.0
+Alarm Clock Free,Super,Positive,0.3333333333333333,0.6666666666666666
+Alarm Clock Free,Thank,Neutral,0.0,0.0
+Alarm Clock Free,nan,nan,nan,nan
+Alarm Clock Free,good,Positive,0.7,0.6000000000000001
+Alarm Clock Free,I love,Positive,0.5,0.6
+Alarm Clock Free,nan,nan,nan,nan
+Alarm Clock Free,I love alarm clock basically actually really cuz I love alarm loud that's way I like it. So I wish colors clock I mean there's green one. So go. Keep good work I hope guys put colors app. And besides green color I like colors anyway like blue red orange yellow white know I'm getting at. Thanks,Positive,0.11442307692307693,0.3375
+Alarm Clock Free,nan,nan,nan,nan
+Alarm Clock Free,"It used work wonders keeps crashing works feels like it. Doesn't go supposed to, good luck! I sent multiple reports every time crashes I keep getting crash report might time uninstall install different February 2018",Positive,0.2916666666666667,0.4000000000000001
+Alarm Clock Free,I really would like given stars but.. I used years sudden longer dependable sometimes It go get And times not. I uninstalled reinstalled still problem. I wish would fix it. This reliable I recommend it.,Positive,0.1,0.35
+Alfred Home Security Camera,"Does pretty much says tin. Turns ""spare"" seldom used phones portable cameras. I Alfred indoors supplement expensive weather-resistant outdoor cams already place. I opted pay turn ads satisfied level service. Edit: increased five stars. facebook devil.",Positive,0.1125,0.725
+Alfred Home Security Camera,I paid $28 go add free get charged $6.50 month I zoom camera? And zooms 2x? That's bollocks. Sorry P posting nearly $30 I think bit rich charge another $6.50 month zoom. It's going work cheaper buy actual webcam,Positive,0.075,0.6100000000000001
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,Using I would like upgrade getting error message I try.,Neutral,0.0,0.0
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,It work btinternet,Neutral,0.0,0.0
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,This line,Neutral,0.0,0.0
+Alfred Home Security Camera,Does always pick movements.,Neutral,0.0,0.0
+Alfred Home Security Camera,The motion detection working,Neutral,0.0,0.0
+Alfred Home Security Camera,It's free works.,Positive,0.4,0.8
+Alfred Home Security Camera,I love useful perfect,Positive,0.6,0.5333333333333333
+Alfred Home Security Camera,It ok,Positive,0.5,0.5
+Alfred Home Security Camera,Works great free!,Positive,0.65,0.775
+Alfred Home Security Camera,It great,Positive,0.8,0.75
+Alfred Home Security Camera,Not bad. Not bad all.,Positive,0.3499999999999999,0.6666666666666666
+Alfred Home Security Camera,Perfect,Positive,1.0,1.0
+Alfred Home Security Camera,Awesome,Positive,1.0,1.0
+Alfred Home Security Camera,"I tried couple easiest intuitive setup. I happy I purchased subscription 3 phone chargers I set few. Alas, joy last long. I unable log 2nd viewer anyone trusted circle (my wife) able view camera. I going extended vacation within day time make attempt troubleshoot. Very disappointed great start.",Positive,0.07045454545454545,0.5106060606060606
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,Motion detection fake. I turn light I get faulse alerts since nobody moved. HD captures free also.,Positive,0.10000000000000002,0.8333333333333334
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,I love old phones laying around used security cameras great. I love able see what's going house I'm,Positive,0.48,0.5549999999999999
+Alfred Home Security Camera,I paid premium I multiple viewers still allows 1 time. In fact benefit paying storage. This fixed.,Positive,0.05,0.1
+Alfred Home Security Camera,I 4 cameras setup. Use constantly away monitor 4 sides home. Ads bit nuisance livable. Will upgrade soon.,Neutral,0.0,0.3333333333333333
+Alfred Home Security Camera,"For free, great app! It enough without purchase new equipment wiring it. Highly recommend.",Positive,0.3392727272727272,0.6089090909090908
+Alfred Home Security Camera,nan,nan,nan,nan
+Alfred Home Security Camera,Your software trash. Don't pay it!,Neutral,0.0,0.0
+Alfred Home Security Camera,Uses login Google...google gets way much information anyways.,Positive,0.2,0.2
+Alfred Home Security Camera,"2 weeks vacation - cameras dead. Thanks Alfred, all.",Neutral,0.0,0.30000000000000004
+Alfred Home Security Camera,Worked great day. Now connect.,Positive,0.8,0.75
+Alfred Home Security Camera,It's great!,Positive,1.0,0.75
+Alfred Home Security Camera,The camera security system need.,Neutral,0.0,0.0
+Alfred Home Security Camera,Good trust issues kind relationship.,Positive,0.6499999999999999,0.75
+Alfred Home Security Camera,Great app. Apps camera resolution quality low. Pls upgrade,Positive,0.4,0.525
+Alfred Home Security Camera,"Understand ads there. Something good , free, compensated.Awesome app.",Positive,0.55,0.7000000000000001
+"AliExpress - Smarter Shopping, Better Living","Im try purchase item failed payment. I received bank statement acc deducted check order, shown waiting payment...so frusted. Never happen shoope app.",Negative,-0.5,0.3
+"AliExpress - Smarter Shopping, Better Living","Products great cheap problem get products, month products delivered yet. What's advantage cheap price product wont reach me. Amazon far better, super fast delivery.",Positive,0.39047619047619053,0.7023809523809523
+"AliExpress - Smarter Shopping, Better Living",first amazing things need . announced AliExpress Direct (SA & UAE) . want buy something 0.5$ pay 11.72$ shipping!! item's shipping direct cause 11.72$ Unless... total 90$+ bad buy cheap things like cables headphones accessories general. pay 12$ dollars ship . please return ability choose shipping company,Positive,0.10703125000000005,0.5812499999999999
+"AliExpress - Smarter Shopping, Better Living",Why hell account suspended .. I ordered many items.. If I recovering time I open dispute ... what's wrong ... abusing policy .. return money block id...I 'll give damn... worst experiencing app... return money ...100 items ordered .. received 1 100 ... non sense...,Negative,-0.25,0.725
+"AliExpress - Smarter Shopping, Better Living",I shopping Aliexpress nearly 1 year. I think products really great. Sometimes delivery slow. But times goods delivered period 45 days. If problem also provide prompt refund process. I really happy Aliexpress.,Positive,0.35,0.6375
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living","More payment methods implemented like net banking, wallet payment interface attract retain customers like India. Not able make purchase india currency via card.",Positive,0.08333333333333333,0.375
+"AliExpress - Smarter Shopping, Better Living","I give bad review, I can't zoom. On computer need zoom, smart phone important let people zoom,",Negative,-0.028571428571428508,0.7698412698412698
+"AliExpress - Smarter Shopping, Better Living",I put order day I received email aliexprss payment process due security reasons order cancelled please verification verification order realised surprisingly link working bank deduct amount account I already emailed aliexprss received respond almost 2 weeks gone still issue resolved...please resolved issue urgent basis,Positive,0.2875,0.4375
+"AliExpress - Smarter Shopping, Better Living","I've purchased adorable stickers things bujo app. Prices great totally worth long wait delivery. The also provides mobile discounts,",Positive,0.3875,0.5625
+"AliExpress - Smarter Shopping, Better Living",Really enjoy much better wish banggood everyway. Shipping costs reasonable usually find things cheaper ebay. I like abundance art supplies sellers ebay though.,Positive,0.21250000000000002,0.4625
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living","If want buy phone, buy somewhere else try nice guys customer tell whant hear(read).",Positive,0.6,1.0
+"AliExpress - Smarter Shopping, Better Living",Very poor customer support suggest cancel dispute wait item mail even received 2 months ago....,Negative,-0.52,0.78
+"AliExpress - Smarter Shopping, Better Living","Good good shopping . product price range I see low price product I choose become high price. I think seller show price buy. Then, function refund show complete refund Ali update/repair app.",Positive,0.33199999999999996,0.488
+"AliExpress - Smarter Shopping, Better Living","Bought times usual never improved, slow delivery frustrating track item Is location long period time never seemed move weeks.",Negative,-0.25,0.48749999999999993
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",I love app! It's easy navigate. All sellers easy contact! I would definitely recommend anyone wants good deal great customer service!,Positive,0.5,0.6023809523809524
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",There play store makes satisfied buying online that's Aliexpress.. Love products customer services well. Appreciate it.,Positive,0.5,0.8
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",I like app. Delivery fast times that's pretty nice. Nothing late. So far good. I really like app.,Positive,0.24999999999999997,0.7142857142857144
+"AliExpress - Smarter Shopping, Better Living",I love great prices availability. Can y'all make shipping ways? Like Express shipping! The waiting period long great app.,Positive,0.5625,0.625
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",Decent app. But could better introduce price update reminders items would like purchase price right.,Positive,0.31746031746031744,0.5674603174603173
+"AliExpress - Smarter Shopping, Better Living",Never delivered anything... Moreover confirms orders automatically... Hate,Negative,-0.8,0.9
+"AliExpress - Smarter Shopping, Better Living",I really dislike price shipping fee I wanna know expensive nowadays.,Negative,-0.15,0.44999999999999996
+"AliExpress - Smarter Shopping, Better Living",I can't make payment... Not working.. Very bad app..,Negative,-0.9099999999999998,0.8666666666666667
+"AliExpress - Smarter Shopping, Better Living","Great app. I love it. User friendly, really great. Developers dxcellent job designing app.",Positive,0.61875,0.65
+"AliExpress - Smarter Shopping, Better Living",Worst shopping experience didnt get order. Will recommend.,Negative,-1.0,1.0
+"AliExpress - Smarter Shopping, Better Living",Have done significant amount shopping app. Love it. Very satisfied customer. Definitely recommend,Positive,0.38125,0.74375
+"AliExpress - Smarter Shopping, Better Living","How come look Adult items even 21 years old? This seems irregular, tells ""local laws"" kids 16+ buy items. Please fix this.",Positive,0.06666666666666667,0.16666666666666666
+"AliExpress - Smarter Shopping, Better Living",You cant contact live chat.. even difficult chat,Negative,-0.18181818181818182,0.75
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",Well I buy order back sure happened I get merchandise. Hmm,Positive,0.25,0.4444444444444444
+"AliExpress - Smarter Shopping, Better Living","Horrible service, horrible quality products on...",Negative,-1.0,1.0
+"AliExpress - Smarter Shopping, Better Living","5 star back 3 stars.Why?Coz latest update,the lagging,and loading slowly.VERY SLOWLY!It much faster before!Fix it!THANK YOU.",Positive,0.2333333333333333,0.3666666666666667
+"AliExpress - Smarter Shopping, Better Living","Im try purchase item failed payment. I received bank statement acc deducted check order, shown waiting payment...so frusted. Never happen shoope app.",Negative,-0.5,0.3
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",first amazing things need . announced AliExpress Direct (SA & UAE) . want buy something 0.5$ pay 11.72$ shipping!! item's shipping direct cause 11.72$ Unless... total 90$+ bad buy cheap things like cables headphones accessories general. pay 12$ dollars ship . please return ability choose shipping company,Positive,0.10703125000000005,0.5812499999999999
+"AliExpress - Smarter Shopping, Better Living",Why hell account suspended .. I ordered many items.. If I recovering time I open dispute ... what's wrong ... abusing policy .. return money block id...I 'll give damn... worst experiencing app... return money ...100 items ordered .. received 1 100 ... non sense...,Negative,-0.25,0.725
+"AliExpress - Smarter Shopping, Better Living",I shopping Aliexpress nearly 1 year. I think products really great. Sometimes delivery slow. But times goods delivered period 45 days. If problem also provide prompt refund process. I really happy Aliexpress.,Positive,0.35,0.6375
+"AliExpress - Smarter Shopping, Better Living",Plz fix gateway...this fav running sooooooooooo slow. I can't open page 3 4 attempts. Mostly shows error opening pages. Plz improve speed loading pages.,Positive,0.06666666666666665,0.4666666666666666
+"AliExpress - Smarter Shopping, Better Living","More payment methods implemented like net banking, wallet payment interface attract retain customers like India. Not able make purchase india currency via card.",Positive,0.08333333333333333,0.375
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living","I've purchased adorable stickers things bujo app. Prices great totally worth long wait delivery. The also provides mobile discounts,",Positive,0.3875,0.5625
+"AliExpress - Smarter Shopping, Better Living",Really enjoy much better wish banggood everyway. Shipping costs reasonable usually find things cheaper ebay. I like abundance art supplies sellers ebay though.,Positive,0.21250000000000002,0.4625
+"AliExpress - Smarter Shopping, Better Living","This low rating catch developer attention. So, favourite order list lot products repeating. This annoying!",Negative,-0.5,0.6
+"AliExpress - Smarter Shopping, Better Living","If want buy phone, buy somewhere else try nice guys customer tell whant hear(read).",Positive,0.6,1.0
+"AliExpress - Smarter Shopping, Better Living",Very poor customer support suggest cancel dispute wait item mail even received 2 months ago....,Negative,-0.52,0.78
+"AliExpress - Smarter Shopping, Better Living","Good good shopping . product price range I see low price product I choose become high price. I think seller show price buy. Then, function refund show complete refund Ali update/repair app.",Positive,0.33199999999999996,0.488
+"AliExpress - Smarter Shopping, Better Living","Bought times usual never improved, slow delivery frustrating track item Is location long period time never seemed move weeks.",Negative,-0.25,0.48749999999999993
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",For I give 5 star coz payment issue hv reduce 2 star maybe AliExpress hv new payment method India otherwise gud n cheap,Positive,0.2681818181818182,0.5772727272727273
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",There play store makes satisfied buying online that's Aliexpress.. Love products customer services well. Appreciate it.,Positive,0.5,0.8
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+"AliExpress - Smarter Shopping, Better Living",nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,nan,nan,nan,nan
+All Email Providers,Its great,Positive,0.8,0.75
+All Email Providers,It's OK.....!,Positive,0.625,0.5
+All Email Providers,It never let open stupid ads kept popping up. Scammers,Negative,-0.39999999999999997,0.75
+All Email Providers,"Unstable, extremely slow unresponsive exits wants to! So Crap app!!!!",Negative,-0.35000000000000003,0.43333333333333335
+All Email Providers,I think nice idea. I like it. But ads much.,Positive,0.4,0.6
+All Events in City,"Very useful responsive developers. When serious attend events Facebook, helps find easily shares phone calendar want, anything interested littering schedule. Only point improve opinion event organisers show it. The developers keen help add organisers need it, still means can't stop managing events main fb viewer favourite organisers here.",Positive,0.1511111111111111,0.5555555555555556
+All Events in City,"This I searching long time. Tha shows events happening near me. Finding events easy peasy. Also, ticket buying process smooth secure app. Best Events till now.",Positive,0.38055555555555554,0.5055555555555555
+All Events in City,nan,nan,nan,nan
+All Events in City,nan,nan,nan,nan
+All Events in City,nan,nan,nan,nan
+All Events in City,nan,nan,nan,nan
+All Events in City,Excellent app. The event image saved calendar entry.,Positive,1.0,1.0
+All Events in City,Good know happenings around town.,Positive,0.7,0.6000000000000001
+All Events in City,Great app...90% accurate information,Positive,0.6000000000000001,0.6916666666666667
+All Events in City,Nice awareness local events.,Positive,0.3,0.5
+All Events in City,Best buying tickets,Positive,1.0,0.3
+All Events in City,nan,nan,nan,nan
+All Events in City,Happy!,Positive,1.0,1.0
+All Events in City,nan,nan,nan,nan
+All Events in City,nan,nan,nan,nan
+All Events in City,Best events information,Positive,1.0,0.3
+All Events in City,nan,nan,nan,nan
+All Events in City,nan,nan,nan,nan
+All Events in City,Ok,Positive,0.5,0.5
+All Events in City,Very nice,Positive,0.78,1.0
+All Events in City,nan,nan,nan,nan
+All Events in City,I moved new state & know anyone. This helped find going around state. Love it!,Positive,0.3806818181818182,0.5272727272727272
+All Events in City,nan,nan,nan,nan
+All Events in City,nan,nan,nan,nan
+All Events in City,I used much I like & exceeded expectations,Positive,0.2,0.2
+All Events in City,nan,nan,nan,nan
+All Events in City,Keeps crashing. It used much better!?,Positive,0.625,0.5
+All Events in City,When I booking ticket shows please wait screen multiple time.,Neutral,0.0,0.0
+All Events in City,It mention 1/2 events! Where food festivals? Live bands? Plays? Etc!,Positive,0.17045454545454544,0.5
+All Events in City,Thank free tickets events .,Positive,0.4,0.8
+All Events in City,nan,nan,nan,nan
+All Events in City,perfect,Positive,1.0,1.0
+All Events in City,Great,Positive,0.8,0.75
+All Events in City,Love,Positive,0.5,0.6
+All Events in City,nan,nan,nan,nan
+All Events in City,"Spam app, Fake created events, ask picture, email, contacts, everything. It's good privacy. Resolved (May,2018) Yes, helpful app. Go install use.",Positive,0.09999999999999998,0.8
+All Events in City,Very useful in my mobile culinary work (move2) from one place to another. For that I need event info in each nearby city,Positive,0.195,0.0
+All Events in City,Love one. .great way discover events wherever may be. ..five stars definitely worth checking,Positive,0.4,0.35
+All Events in City,Great app. Finding events near simple straightforward process. Also I book tickets right app! Good job team.,Positive,0.3886904761904762,0.5029761904761905
+All Events in City,Not able add interested events calendar. Please fix issue.,Neutral,0.0,0.5625
+All Football - Latest News & Videos,"I get Request Failed messages bottom almost everytime I new pages/tabs it. It mostly I attempt pull-down refresh. My net speed good, somehow feels like big. Correct please.",Positive,0.13939393939393938,0.32575757575757575
+All Football - Latest News & Videos,everything buggy now. articles load 504 gateway error. started slow loading comments 2 weeks ago gone poophole. sad. FIX PLEASE,Negative,-0.4,0.7
+All Football - Latest News & Videos,Execute!!! It's best every football fans myth search help football lot I want know easy accurate uses little bit increase videos I suggest abou.. thanks team I like part guys God Almighty blesses In Jesus Christ Almighty Name Amen..!!!,Positive,0.4072916666666667,0.49333333333333335
+All Football - Latest News & Videos,nan,nan,nan,nan
+All Football - Latest News & Videos,nan,nan,nan,nan
+All Football - Latest News & Videos,The slow. It lags alot. I've using while. Remove glitches soon please,Negative,-0.30000000000000004,0.39999999999999997
+All Football - Latest News & Videos,It best football news keeps always informed something new happened. You get soon.,Positive,0.5681818181818181,0.37727272727272726
+All Football - Latest News & Videos,2018 Russia world cup gud . GIF goals.Red cards yellow cards on..but leagues around world started expecting treatment world cup,Neutral,0.0,0.0
+All Football - Latest News & Videos,"I much love app.... I n phone got wiped, I replace I fixed phone cos I love",Positive,0.3666666666666667,0.4666666666666666
+All Football - Latest News & Videos,Awesome football app. You even participate game betting increasing AF points.great guys,Positive,0.3,0.7
+All Football - Latest News & Videos,Woow! This's best football i've ever seen.I recommend everyone,Positive,1.0,0.3
+All Football - Latest News & Videos,nan,nan,nan,nan
+All Football - Latest News & Videos,Some things loading properly saying request failed,Negative,-0.25,0.2
+All Football - Latest News & Videos,nan,nan,nan,nan
+All Football - Latest News & Videos,I think great check transfer match score,Positive,0.8,0.75
+All Football - Latest News & Videos,nan,nan,nan,nan
+All Football - Latest News & Videos,The best far I'm enjoying everything application. Thanks!,Positive,0.4625,0.525
+All Football - Latest News & Videos,Have given 4 stars Celtic seen understand.,Neutral,0.0,0.0
+All Football - Latest News & Videos,Update qualities video let clear attractive tanks much comprehension,Positive,0.3666666666666667,0.5277777777777778
+All Football - Latest News & Videos,"This best sport app, made buy sport paper",Positive,1.0,0.3
+All Football - Latest News & Videos,I love I'm intact teams scores,Positive,0.5,0.6
+All Football - Latest News & Videos,"Am loving app, everything need.",Positive,0.6,0.95
+All Football - Latest News & Videos,nan,nan,nan,nan
+All Football - Latest News & Videos,"This surely best football news,livescore,transfer news",Positive,1.0,0.3
+All Football - Latest News & Videos,Best sporting app. Shows live update matches,Positive,0.5681818181818181,0.4
+All Football - Latest News & Videos,I love authenticity football news,Positive,0.5,0.6
+All Football - Latest News & Videos,nan,nan,nan,nan
+All Football - Latest News & Videos,The best football far.,Positive,0.55,0.65
+All Football - Latest News & Videos,Great app.... I miss score,Positive,0.8,0.75
+All Football - Latest News & Videos,Interest app..... Very useful go.,Positive,0.39,0.0
+All Football - Latest News & Videos,I think best far,Positive,0.55,0.65
+All Football - Latest News & Videos,It's fantastic exciting view,Positive,0.35,0.8500000000000001
+All Football - Latest News & Videos,"Ho, lovely, smart dependable",Positive,0.35714285714285715,0.6964285714285714
+All Football - Latest News & Videos,Its lovely,Positive,0.5,0.75
+All Football - Latest News & Videos,A great Getting addicted,Positive,0.2,0.675
+All Football - Latest News & Videos,One favorite soccer,Positive,0.5,1.0
+All Football - Latest News & Videos,I much love,Positive,0.5,0.6
+All Football - Latest News & Videos,nan,nan,nan,nan
+All Football - Latest News & Videos,"It's okay now, let's hope continues way",Positive,0.5,0.5
+All Football - Latest News & Videos,This best football...,Positive,1.0,0.3
+"All Football GO- Live Score, Games","Good Sports app, interesting wonderful news transfer news.",Positive,0.7333333333333334,0.7000000000000001
+"All Football GO- Live Score, Games",Not bad easy use.,Positive,0.3916666666666666,0.75
+"All Football GO- Live Score, Games",nan,nan,nan,nan
+"All Football GO- Live Score, Games",Am yet experience,Neutral,0.0,0.0
+"All Football GO- Live Score, Games",nan,nan,nan,nan
+"All Football GO- Live Score, Games",Best football ever!,Positive,1.0,0.3
+"All Football GO- Live Score, Games",I love,Positive,0.5,0.6
+"All Football GO- Live Score, Games",nan,nan,nan,nan
+"All Football GO- Live Score, Games",It's awesome,Positive,1.0,1.0
+"All Football GO- Live Score, Games",Good apps,Positive,0.7,0.6000000000000001
+"All Football GO- Live Score, Games",good,Positive,0.7,0.6000000000000001
+"All Football GO- Live Score, Games",Good,Positive,0.7,0.6000000000000001
+"All Football GO- Live Score, Games",Awesome,Positive,1.0,1.0
+"All Football GO- Live Score, Games",I feel shd allow us set lineup teams submit directly without screenshooting first save submit comment...,Positive,0.175,0.3666666666666667
+"All Football GO- Live Score, Games","This good ,but watch live",Positive,0.41818181818181815,0.55
+"All Football GO- Live Score, Games",Good ever keeps people updated especially away tv's,Positive,0.35,0.8
+"All Football GO- Live Score, Games",Very useful.. I like,Positive,0.39,0.0
+"All Football GO- Live Score, Games",I love problem notification alert sounding,Positive,0.5,0.6
+"All Football GO- Live Score, Games",Missing matches last 5 games area,Negative,-0.1,0.058333333333333334
+"All Football GO- Live Score, Games","This good check live score complete commentary, watch live ball.",Positive,0.2681818181818182,0.5
+"All Football GO- Live Score, Games","Good app. But need improvement, like fav team features etc",Positive,0.7,0.6000000000000001
+"All Football GO- Live Score, Games","Fantastic app, I never seen good",Positive,0.55,0.75
+"All Football GO- Live Score, Games","Good app, sometimes show anything, requires subscription.",Positive,0.7,0.6000000000000001
+"All Football GO- Live Score, Games",The best thing EVER!,Positive,1.0,0.3
+"All Football GO- Live Score, Games","Well,just like",Neutral,0.0,0.0
+"All Football GO- Live Score, Games",Best ever,Positive,1.0,0.3
+"All Football GO- Live Score, Games",This soccer good,Positive,0.7,0.6000000000000001
+"All Football GO- Live Score, Games",We grateful,Neutral,0.0,0.0
+"All Football GO- Live Score, Games",I thing good,Positive,0.7,0.6000000000000001
+"All Football GO- Live Score, Games",nan,nan,nan,nan
+"All Football GO- Live Score, Games",It's amazing,Positive,0.6000000000000001,0.9
+"All Football GO- Live Score, Games",I like,Neutral,0.0,0.0
+"All Football GO- Live Score, Games",Ok,Positive,0.5,0.5
+"All Football GO- Live Score, Games","I like app,,,, wonderful,,, I miss sports even wen away,",Positive,1.0,1.0
+"All Football GO- Live Score, Games",Like,Neutral,0.0,0.0
+"All Football GO- Live Score, Games",Nice Thank ur good work,Positive,0.6499999999999999,0.8
+"All Football GO- Live Score, Games",All thanks,Positive,0.2,0.2
+"All Football GO- Live Score, Games",Very good.,Positive,0.9099999999999999,0.7800000000000001
+"All Football GO- Live Score, Games",Good live score,Positive,0.41818181818181815,0.55
+"All Football GO- Live Score, Games",Nice,Positive,0.6,1.0
+All Language Translator Free,"I like write translate word phrase language. But, need online... Also choose language country... You're actually free choose want font size, country, language more... This really great translations...",Positive,0.5666666666666668,0.6833333333333332
+All Language Translator Free,It's rubbish translate romanian English speaker ways says speak,Neutral,0.0,0.0
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,"To frank,it still new me.",Positive,0.13636363636363635,0.45454545454545453
+All Language Translator Free,Can't translate Assamese nicely,Positive,0.6,1.0
+All Language Translator Free,"I like translator much helps lot, thanks.",Positive,0.2,0.2
+All Language Translator Free,I downloaded app.. currently working good..,Positive,0.35,0.5
+All Language Translator Free,"I""m yet. But things look good",Positive,0.7,0.6000000000000001
+All Language Translator Free,I like much,Positive,0.2,0.2
+All Language Translator Free,It Works nicely. Is possible add camera input device addition keyboard ?,Neutral,0.0,1.0
+All Language Translator Free,ASSAMESE LANGUAGE WAS NOT TRANSLET WELL,Neutral,0.0,0.0
+All Language Translator Free,I like much,Positive,0.2,0.2
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,"It's helpful me, I love those",Positive,0.5,0.6
+All Language Translator Free,"A nice app, sometimes takes time translate",Positive,0.6,1.0
+All Language Translator Free,A great enabler master basics various languages,Positive,0.4,0.625
+All Language Translator Free,It helpful (thanks ),Positive,0.2,0.2
+All Language Translator Free,It makes learn language easier,Neutral,0.0,0.0
+All Language Translator Free,It helps learn different types language,Neutral,0.0,0.6
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,"You'r smart correctly ,,,I love ❤",Positive,0.35714285714285715,0.6214285714285714
+All Language Translator Free,good help twice,Positive,0.7,0.6000000000000001
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,Super,Positive,0.3333333333333333,0.6666666666666666
+All Language Translator Free,It's nice,Positive,0.6,1.0
+All Language Translator Free,It's awesome app...and cost much data♡♡♡☆☆☆☆,Positive,0.6,0.6
+All Language Translator Free,nice and helpful,Positive,0.6,1.0
+All Language Translator Free,Very nice useful,Positive,0.54,0.5
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,I loving,Positive,0.6,0.95
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,5 levels,Neutral,0.0,0.0
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,nan,nan,nan,nan
+All Language Translator Free,Great,Positive,0.8,0.75
+All Language Translator Free,Too good,Positive,0.7,0.6000000000000001
+All Language Translator Free,Good,Positive,0.7,0.6000000000000001
+All Language Translator Free,Amazing,Positive,0.6000000000000001,0.9
+All Maths Formulas,OMG THIS IS THE BEST EVER!!!!!! Cuz last time I performed poorly maths... I lost scholar badge math!!! BUT studying hard using math study books I got scholar badge!!!!!Thank much!!!,Positive,0.06354166666666666,0.3416666666666667
+All Maths Formulas,Hey hi cool r many inappropriate bad ads could divert us pls remove kind ads,Positive,0.18750000000000003,0.6791666666666666
+All Maths Formulas,nan,nan,nan,nan
+All Maths Formulas,Very important ssc student get know mathematics.,Positive,0.52,1.0
+All Maths Formulas,"Wow, best I've ever see, thank much wonderful app, Don't need hard bound book.............(Sorry ugly English)",Positive,0.18472222222222223,0.6402777777777777
+All Maths Formulas,I second math subject This nice,Positive,0.14444444444444446,0.4444444444444444
+All Maths Formulas,nan,nan,nan,nan
+All Maths Formulas,For super great I'm student I really like math help I learned math fun enjoyable,Positive,0.42666666666666664,0.4833333333333333
+All Maths Formulas,This freaking trashhh,Neutral,0.0,0.0
+All Maths Formulas,missed sin2A tanA form,Neutral,0.0,0.0
+All Maths Formulas,Yay thank much I math contest contestant studying hard thanks much,Positive,0.07708333333333334,0.28541666666666665
+All Maths Formulas,nan,nan,nan,nan
+All Maths Formulas,Very bad,Negative,-0.9099999999999998,0.8666666666666667
+All Maths Formulas,Disagreeable nsfw ads,Neutral,0.0,0.0
+All Maths Formulas,nan,nan,nan,nan
+All Maths Formulas,This maths formulas I want,Neutral,0.0,0.0
+All Maths Formulas,After osm students. I love,Positive,0.5,0.6
+All Maths Formulas,I love APK educational,Positive,0.375,0.425
+All Maths Formulas,nan,nan,nan,nan
+All Maths Formulas,This best regards interested mathematics,Positive,0.625,0.4
+All Maths Formulas,nan,nan,nan,nan
+All Maths Formulas,nan,nan,nan,nan
+All Maths Formulas,"Osom app,, I learned something app,,, thanks creating",Positive,0.2,0.2
+All Maths Formulas,Best hardworking chaps,Positive,1.0,0.3
+All Maths Formulas,Very useful,Positive,0.39,0.0
+All Maths Formulas,Helped studying many formulas,Positive,0.5,0.5
+All Maths Formulas,ok,Positive,0.5,0.5
+All Maths Formulas,I think good,Positive,0.7,0.6000000000000001
+All Maths Formulas,It's right.,Positive,0.2857142857142857,0.5357142857142857
+All Maths Formulas,Super,Positive,0.3333333333333333,0.6666666666666666
+All Maths Formulas,shoulders,Neutral,0.0,0.0
+All Maths Formulas,Wow,Positive,0.1,1.0
+All Maths Formulas,huh,Neutral,0.0,0.0
+All Maths Formulas,This best students,Positive,1.0,0.3
+All Maths Formulas,Best learning,Positive,1.0,0.3
+All Maths Formulas,I love,Positive,0.5,0.6
+All Maths Formulas,This great,Positive,0.8,0.75
+All Maths Formulas,Best maths,Positive,1.0,0.3
+All Maths Formulas,Excellent,Positive,1.0,1.0
+All Maths Formulas,Thanks,Positive,0.2,0.2
+All Mental disorders,"I absolutely recommend! I thought genius knew figuring undiagnosed disorder, wrong! You guys went lengths every little detail w/ disorders I even know exsisted! Thank you, Robert Erron!!!",Negative,-0.277587890625,0.7666666666666666
+All Mental disorders,"The much needed idea... However, missing vital information including many well known mental disorders. The makers basically summarizing DSM 5 running medical authorities indeneondant consulting neuropsychologist.",Positive,0.08333333333333333,0.22499999999999998
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,"I intellectual excuse unedited grammar The list diagnoses includes erectile dysfunction physical diagnoses . It fact mental health diagnoses schizophrenia, add bipolar often misdiagnosed ,requiring science technlogically develop future physical tests confirm often misdiagnosed diagnoses. For example, ADD misdiagnosed scientist discovered sleep studies disorders. I personally think bad may influence people act experts.",Negative,-0.06874999999999998,0.25342261904761904
+All Mental disorders,"Quickly: 1 At is/does is/does, nice indeed! 2. It Does seem Wikipedia sourced, I would caution lay person NOT put total stock unless cross document. For professional field wide experience enough education able pick weeds make handy compendium. So bloviateth He!",Positive,0.25925925925925924,0.5305555555555556
+All Mental disorders,Facts backed studies... Not bunch opinions. Yay,Neutral,0.0,0.0
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,"And moms like,so ""WE"" decided would ""YOUR"" best interest If put somewhere Where could get help need' And I go, 'Wait, talking about, ""WE"" decided? ""MY"" best interest? know what's ""MY"" best interest is'' How say ""MY"" best interest is' What trying say, I'm crazy' When I went schools, I went churches I went institutional learning facilities' So say I'M that's crazy'? I'm crazy...your that's crazy!.",Positive,0.2928571428571428,0.5571428571428572
+All Mental disorders,This Mental disorders best have..Reason insight need understand family also friends get help deserve live better life decision make..,Positive,0.3840909090909091,0.375
+All Mental disorders,"Very useful pinch. Not specifically DSM, includes DSM criteria presented descriptive applicable way.",Positive,0.39,0.0
+All Mental disorders,"I'm even kidding, informative I've found. Detailed factual words understand. I love !!!!",Positive,0.7,0.675
+All Mental disorders,Info clear favorites folder prognosis mentality OCD. I journal transcribe medical illnesses alphabetical order keeps secure high societies aristocracy kleptomania.,Positive,0.165,0.3808333333333333
+All Mental disorders,Extremely helpful... clearly defined girl friend's problem.... I something,Negative,-0.01249999999999999,0.6916666666666667
+All Mental disorders,"Oh hell yeah! This extremely useful read mental disorders! Why would Sophomore high school need something psychology, ask? Well, I dream, dream become psychiatrist! *fist pumps air*",Positive,0.125,0.24666666666666667
+All Mental disorders,I uninstall app. It's bad things,Negative,-0.6999999999999998,0.6666666666666666
+All Mental disorders,"The thing I suggest add bookmarking system, students like.",Neutral,0.0,0.0
+All Mental disorders,Love app. There lot useful information I looking for. Can make I highlight certain things.,Positive,0.33809523809523806,0.3904761904761904
+All Mental disorders,Long articles. Focus Essentials. An really help someone. Excellent! Thanks!,Positive,0.35,0.45
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,Why Trichotillomania disorders like mentioned App?,Neutral,0.0,0.0
+All Mental disorders,Tells every thing want know brilliant handy,Positive,0.75,0.95
+All Mental disorders,"Awful. Slanted information, jet lag thrown mental disorders.....awful.",Negative,-0.55,0.6
+All Mental disorders,This good reading! I'm interested fascinating functions normal human mind...enlightening educational! LOVE IT*,Positive,0.3982142857142857,0.5071428571428572
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,"Chunking info topic right average joe digest, basically clinically-simplifiied dictionary! Cheers!",Positive,0.02566964285714285,0.46785714285714286
+All Mental disorders,I multiple disorders .this grest,Neutral,0.0,0.0
+All Mental disorders,Did contain mental disorders looking wise fine guess,Positive,0.33888888888888885,0.5333333333333333
+All Mental disorders,"Great app, full useful information.",Positive,0.48333333333333334,0.43333333333333335
+All Mental disorders,I fit 60% definitions I love depth analysis disorders,Positive,0.45,0.5
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,It needs upgrading. The content shallow,Negative,-0.3333333333333333,0.5
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,Wow I wanted learn taught me!! So much info.. great,Positive,0.3854166666666667,0.65
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,I got there's comment,Neutral,0.0,0.0
+All Mental disorders,Good research spare time.,Positive,0.7,0.6000000000000001
+All Mental disorders,Very full .thanks,Positive,0.45499999999999996,0.7150000000000001
+All Mental disorders,Perfect app. Thanks.,Positive,0.6,0.6
+All Mental disorders,Very informative date.,Positive,0.2,0.3
+All Mental disorders,"I absolutely recommend! I thought genius knew figuring undiagnosed disorder, wrong! You guys went lengths every little detail w/ disorders I even know exsisted! Thank you, Robert Erron!!!",Negative,-0.277587890625,0.7666666666666666
+All Mental disorders,"The much needed idea... However, missing vital information including many well known mental disorders. The makers basically summarizing DSM 5 running medical authorities indeneondant consulting neuropsychologist.",Positive,0.08333333333333333,0.22499999999999998
+All Mental disorders,"Removed soon I saw source... Wikipedia! Not valid source! Anyone edit/change something Wikipedia. Also, ""mental disorders"" NOT mental disorders.",Negative,-0.025,0.2
+All Mental disorders,"I intellectual excuse unedited grammar The list diagnoses includes erectile dysfunction physical diagnoses . It fact mental health diagnoses schizophrenia, add bipolar often misdiagnosed ,requiring science technlogically develop future physical tests confirm often misdiagnosed diagnoses. For example, ADD misdiagnosed scientist discovered sleep studies disorders. I personally think bad may influence people act experts.",Negative,-0.06874999999999998,0.25342261904761904
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,Facts backed studies... Not bunch opinions. Yay,Neutral,0.0,0.0
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,"And moms like,so ""WE"" decided would ""YOUR"" best interest If put somewhere Where could get help need' And I go, 'Wait, talking about, ""WE"" decided? ""MY"" best interest? know what's ""MY"" best interest is'' How say ""MY"" best interest is' What trying say, I'm crazy' When I went schools, I went churches I went institutional learning facilities' So say I'M that's crazy'? I'm crazy...your that's crazy!.",Positive,0.2928571428571428,0.5571428571428572
+All Mental disorders,This Mental disorders best have..Reason insight need understand family also friends get help deserve live better life decision make..,Positive,0.3840909090909091,0.375
+All Mental disorders,"Very useful pinch. Not specifically DSM, includes DSM criteria presented descriptive applicable way.",Positive,0.39,0.0
+All Mental disorders,"I'm even kidding, informative I've found. Detailed factual words understand. I love !!!!",Positive,0.7,0.675
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,Extremely helpful... clearly defined girl friend's problem.... I something,Negative,-0.01249999999999999,0.6916666666666667
+All Mental disorders,"Oh hell yeah! This extremely useful read mental disorders! Why would Sophomore high school need something psychology, ask? Well, I dream, dream become psychiatrist! *fist pumps air*",Positive,0.125,0.24666666666666667
+All Mental disorders,I uninstall app. It's bad things,Negative,-0.6999999999999998,0.6666666666666666
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,Love app. There lot useful information I looking for. Can make I highlight certain things.,Positive,0.33809523809523806,0.3904761904761904
+All Mental disorders,Long articles. Focus Essentials. An really help someone. Excellent! Thanks!,Positive,0.35,0.45
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,Why Trichotillomania disorders like mentioned App?,Neutral,0.0,0.0
+All Mental disorders,Tells every thing want know brilliant handy,Positive,0.75,0.95
+All Mental disorders,"Awful. Slanted information, jet lag thrown mental disorders.....awful.",Negative,-0.55,0.6
+All Mental disorders,This good reading! I'm interested fascinating functions normal human mind...enlightening educational! LOVE IT*,Positive,0.3982142857142857,0.5071428571428572
+All Mental disorders,I didnt give 5 stars I think ad favorites mark important feature. Please consider putting it.,Positive,0.4,1.0
+All Mental disorders,"Chunking info topic right average joe digest, basically clinically-simplifiied dictionary! Cheers!",Positive,0.02566964285714285,0.46785714285714286
+All Mental disorders,I multiple disorders .this grest,Neutral,0.0,0.0
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,"Great app, full useful information.",Positive,0.48333333333333334,0.43333333333333335
+All Mental disorders,I fit 60% definitions I love depth analysis disorders,Positive,0.45,0.5
+All Mental disorders,Add illness...i need,Neutral,0.0,0.0
+All Mental disorders,Very informative. Intresting read,Positive,0.2,0.3
+All Mental disorders,nan,nan,nan,nan
+All Mental disorders,helps understand things really puzzling,Positive,0.2,0.2
+All Mental disorders,Wow I wanted learn taught me!! So much info.. great,Positive,0.3854166666666667,0.65
+All Mental disorders,"Really good app, I learned lot",Positive,0.7,0.6000000000000001
+All Mental disorders,I got there's comment,Neutral,0.0,0.0
+All Mental disorders,Good research spare time.,Positive,0.7,0.6000000000000001
+All Mental disorders,Very full .thanks,Positive,0.45499999999999996,0.7150000000000001
+All Mental disorders,Perfect app. Thanks.,Positive,0.6,0.6
+All Mental disorders,Very informative date.,Positive,0.2,0.3
+All Social Networks,"What TOTAL waste time. CONSTANTLY plugging apps... again. Admittedly I started once, IMMEDIATELY gave insecure feeling going data, secure would be. And ongoing flogging drove crazy. I immediately removed I feel safe comfortable using it.",Positive,1.3877787807814457e-17,0.5947916666666666
+All Social Networks,"This app,is really good People,even though simple thing do,Is basically store bookmarks social media website,but compress less storage People want heavier like fb ETC. basically love app,don't matter simple is,as long help People Support it. Good job!",Positive,0.23645833333333333,0.380952380952381
+All Social Networks,clickbait. phony. fake. person created made paid every install designed advertise third party sites apps. disgust me. hope enjoy money cause thatz ever getting dig? peace,Negative,-0.033333333333333326,0.5
+All Social Networks,"The impression I would Facebook & Messenger; although icon Messenger, take Play Store. There also seems setting open links default browser.",Neutral,0.0,0.5
+All Social Networks,It's horrible tap tells TO MANY ADS IN ads pop every 2 seconds awful DO NOT GET THE,Negative,-0.5,0.8333333333333334
+All Social Networks,nan,nan,nan,nan
+All Social Networks,"""I Hate's This Apps disgusting many Ads nonstop showing please remove Play store business I request",Negative,-0.43333333333333335,0.7999999999999999
+All Social Networks,Couldn't even check many ads popping every second Snapchat feature either work complicated figure,Neutral,0.0,0.5
+All Social Networks,You shameless stupid people create fkingapp always crash says page found. If can't fix better remove it. Go ahead.,Negative,-0.14999999999999997,0.75
+All Social Networks,This worst I seen social media nothing worked Facebook weeks behind see present post post messanger never worked!!!!,Negative,-0.3416666666666667,0.44166666666666665
+All Social Networks,nan,nan,nan,nan
+All Social Networks,All Pop ads flash every 2 minutes intrusive. It's impossible avoid clicking every one.,Negative,-0.6666666666666666,1.0
+All Social Networks,Its good app. Its harder like challenges get app.,Positive,0.3,0.30000000000000004
+All Social Networks,This work I recommend anyone using waist time space.,Neutral,0.0,0.0
+All Social Networks,nan,nan,nan,nan
+All Social Networks,This terrible I hate data time boring listen,Negative,-0.9333333333333332,0.9666666666666667
+All Social Networks,Having difficulty logging lots ads popped every second :(,Negative,-0.375,0.5
+All Social Networks,nan,nan,nan,nan
+All Social Networks,It good can't understand neither Samsung ZTE phone CANNOT UPLOAD PHOTOGRAPHS OF ANY KIND OR SHARE ANY PHOTOGRAPHS friends Facebook could please help fix thank,Positive,0.6499999999999999,0.75
+All Social Networks,nan,nan,nan,nan
+All Social Networks,nan,nan,nan,nan
+All Social Networks,"It really stupid , took hours load, ads would pop every second snapchat thing work",Negative,-0.39999999999999997,0.5
+All Social Networks,No I want unable upload shight,Negative,-0.5,0.5
+All Social Networks,"Too many ads!! I've main screen 4 times backing pop ads, ability sign anything yet due multitude them.",Positive,0.2743055555555555,0.40277777777777773
+All Social Networks,I'm. Trying c. Is. It. Better regular f.b cause. Someone has. Hacked. My. Page 2. I. Out. A. Pass. Code. And. They. Still get. I'm. My. Dam. Account,Positive,0.25,0.28846153846153844
+All Social Networks,Its good made pay 8$ get Snapchat I pay every time I get I tried get made pay get,Positive,0.7,0.6000000000000001
+All Social Networks,It even load ads would pop every second,Neutral,0.0,0.0
+All Social Networks,All show pop ads,Neutral,0.0,0.0
+All Social Networks,I really disappointed I like,Negative,-0.75,0.75
+All Social Networks,"I'm using l love ideas,very funny 1",Positive,0.375,0.8
+All Social Networks,The bad thing many ads .whose annoying I like .it's waste time data wasting data application.,Negative,-0.3,0.5166666666666666
+All Social Networks,Dumb fb,Negative,-0.375,0.5
+All Social Networks,Cant even open able,Positive,0.25,0.5625
+All Social Networks,"I love it...it's useful"".thank you!",Positive,0.4375,0.3
+All Social Networks,Waste guys loading long time wait time net pls don't install guys,Negative,-0.08333333333333333,0.13333333333333333
+All Social Networks,Annoying takes ages load adverts time start app...don't,Negative,-0.8,0.9
+All Social Networks,This fairly good app. I'm giving 4 stars I can't create home screen shortcuts. Let feature available next upgrade please,Positive,0.3666666666666667,0.3333333333333333
+All Social Networks,Very bad Aap every time u open Aap new advertisement showing,Negative,-0.2578787878787878,0.6070707070707071
+All Social Networks,It shows let make poor decision leaves disappointed,Negative,-0.575,0.675
+All Social Networks,The allow open social media outlets,Positive,0.016666666666666666,0.2833333333333333
+All Video Downloader 2018,I'm using Samsung grand neo plus. work me....is downloading like it.. grand users bothered please,Positive,0.5,1.0
+All Video Downloader 2018,nan,nan,nan,nan
+All Video Downloader 2018,nan,nan,nan,nan
+All Video Downloader 2018,nan,nan,nan,nan
+All Video Downloader 2018,nan,nan,nan,nan
+All Video Downloader 2018,It's kind... I reason search,Positive,0.6,0.9
+All Video Downloader 2018,IT IS GOOD FOR DOWNLOADING VIDEOS,Positive,0.7,0.6000000000000001
+All Video Downloader 2018,Best oll hd video,Positive,1.0,0.3
+All Video Downloader 2018,videos can't downloaded dissatisfied,Neutral,0.0,0.0
+All Video Downloader 2018,nan,nan,nan,nan
+All Video Downloader 2018,I love best,Positive,0.75,0.44999999999999996
+All Video Downloader 2018,Funny thing happened,Positive,0.25,1.0
+All Video Downloader 2018,Videos downloaded.. Very third class app..,Neutral,0.0,0.0
+All Video Downloader 2018,No pokies.. Recommended,Neutral,0.0,0.0
+All Video Downloader 2018,Mobile hang time,Neutral,0.0,0.0
+All Video Downloader 2018,Very bad,Negative,-0.9099999999999998,0.8666666666666667
+All Video Downloader 2018,Super cute sweet,Positive,0.3944444444444444,0.7722222222222221
+All Video Downloader 2018,Its best,Positive,1.0,0.3
+All Video Downloader 2018,I love,Positive,0.5,0.6
+All Video Downloader 2018,I love,Positive,0.5,0.6
+All Video Downloader 2018,This bad,Negative,-0.6999999999999998,0.6666666666666666
+All Video Downloader 2018,: I Failed,Negative,-0.5,0.3
+All Video Downloader 2018,Just I want,Neutral,0.0,0.0
+All Video Downloader 2018,Every Used,Neutral,0.0,0.0
+All Video Downloader 2018,It's nice,Positive,0.6,1.0
+All Video Downloader 2018,The good,Positive,0.7,0.6000000000000001
+All Video Downloader 2018,I'd give 5 stars I could YouTube.,Neutral,0.0,0.0
+All Video Downloader 2018,superb,Positive,1.0,1.0
+All Video Downloader 2018,Very good,Positive,0.9099999999999999,0.7800000000000001
+All Video Downloader 2018,Good vidmet,Positive,0.7,0.6000000000000001
+All Video Downloader 2018,Great,Positive,0.8,0.75
+All Video Downloader 2018,Nice,Positive,0.6,1.0
+All Video Downloader 2018,Very ok,Positive,0.65,0.65
+All Video Downloader 2018,nonsense,Neutral,0.0,0.0
+All Video Downloader 2018,Nice,Positive,0.6,1.0
+All Video Downloader 2018,Super,Positive,0.3333333333333333,0.6666666666666666
+All Video Downloader 2018,This great app! Thank,Positive,1.0,0.75
+All Video Downloader 2018,This good thanku,Positive,0.7,0.6000000000000001
+All Video Downloader 2018,Super,Positive,0.3333333333333333,0.6666666666666666
+All Video Downloader 2018,nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager","The pop-up ads reminders annoying distracting. If going ads, totally cover screen I trying othe apps.",Negative,-0.4,0.825
+"All-In-One Toolbox: Cleaner, Booster, App Manager","I wanted deny autostart several applications (eg. Skype lite). Simply, work, starts reboot. (Samsung Galaxy J016 Marsmallow, rooted)",Neutral,0.0,0.17857142857142858
+"All-In-One Toolbox: Cleaner, Booster, App Manager",The works well. Been using years. I bought pro version ads. I hate constantly nags review it.,Negative,-0.4,0.6166666666666667
+"All-In-One Toolbox: Cleaner, Booster, App Manager",I've using years love it. I'd recommend anyone wants speed phones!,Positive,0.375,0.35
+"All-In-One Toolbox: Cleaner, Booster, App Manager",One complaint I beta user get new phone. After new phone seem beta program.,Negative,-0.009090909090909094,0.3696969696969697
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",Nice kicks ass BIG time book hope others like much I do.,Positive,0.26666666666666666,0.43333333333333335
+"All-In-One Toolbox: Cleaner, Booster, App Manager",I hate add !,Negative,-1.0,0.9
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",Good app. Collaborative editing messaging would good inclusion.,Positive,0.7,0.6000000000000001
+"All-In-One Toolbox: Cleaner, Booster, App Manager",It works,Neutral,0.0,0.0
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",It works,Neutral,0.0,0.0
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",It's awesome!,Positive,1.0,1.0
+"All-In-One Toolbox: Cleaner, Booster, App Manager",Working great. Thanks.,Positive,0.5,0.475
+"All-In-One Toolbox: Cleaner, Booster, App Manager",Sweet,Positive,0.35,0.65
+"All-In-One Toolbox: Cleaner, Booster, App Manager","I originally gave 5 stars. It excellent job keeping phone clean, easy use. However, lately popping inopportune times, interfering operation phone. The last straw cache cleaner popped I received call. I answer call cleaner go away.",Positive,0.31249999999999994,0.6583333333333334
+"All-In-One Toolbox: Cleaner, Booster, App Manager","Love place clear junk device allows deselect want clear data for. It great features massive lifesaver. This shows junk places I expect clears touch button. If manually clear areas time I doubt would able without serious messing around anguish, brilliant app.",Positive,0.29629629629629634,0.6435185185185186
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager","I've recommending years I continue recommend until/unless I find something opinion top beneficial uses. I always looking better useful app. PLEASE, ANYONE; FEEL FREE TO INDULGE ME WITH YOUR BETTER IDEAS&INTELLECT... PLEASE...",Positive,0.44000000000000006,0.45999999999999996
+"All-In-One Toolbox: Cleaner, Booster, App Manager",Love says I've tried many far best! Free yes ads- bad like SOME trick confuse all-in-one works perfect me!,Positive,0.4,0.6952380952380953
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager","Don't trust guys purchased pro key every year change conditions purchase again. Just gold diggers.!!! There better speedup like BOOT BOOSTER, SPEED BOOSTER, TUNEUP MASTER PRO.",Positive,0.25,0.75
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",Awesome ! Now leave alone! Damn!,Positive,1.0,1.0
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",Well Done App. Appreciated USMC VETERAN RETIRED,Positive,0.1,0.05
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager","Its good online offline work situation, stability good",Positive,0.7,0.6000000000000001
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",nan,nan,nan,nan
+"All-In-One Toolbox: Cleaner, Booster, App Manager",Great app!,Positive,1.0,0.75
+All-in-One Mahjong 3 FREE,Love I let go lack room phone,Positive,0.5,0.6
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+All-in-One Mahjong 3 FREE,nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+"AllTrails: Hiking, Running & Mountain Bike Trails",nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,Made airline experience lot better.,Positive,0.5,0.5
+Allegiant,nan,nan,nan,nan
+Allegiant,Really like it.,Positive,0.2,0.2
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,nan,nan,nan,nan
+Allegiant,Data mining operation blackmail using.,Neutral,0.0,0.0
+Allegiant,nan,nan,nan,nan
+Allrecipes Dinner Spinner,"Loved awesomeness! I using Allrecipes past 8 years failed once, good thing recipes easy direct follow, also helpful thinking make dinner. My regret try save recipes Google home print I can't. For I give 4 stars. Kudos team members Allrecipes made cooking easy fun all.",Positive,0.26145833333333335,0.5270833333333333
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,"Outstanding recipe app, connected great multitude varied fantastic recipes. Daily e-mails new posted recipes. Some daily e-mails I like getting. After update opened emails instead browser, added categories folders organize recipes, ideal app! I'm editing rating 5 stars.",Positive,0.4051948051948052,0.5685064935064935
+Allrecipes Dinner Spinner,"Love recipes app, easy make lists/categories different food types. Many recipes reviews suggestions make things flavorful, healthy, less spicy, etc let tweak recipe without much trial error. My main complaint flaws viewing nutrition facts trying add recipe list things made. These features work maybe 10% time. If worked consistently rating would easy 5 stars huge variety recipes varying difficulties.",Positive,0.24305555555555555,0.4847222222222223
+Allrecipes Dinner Spinner,"I used love daily. However become glitchy lately others described. My main problem I try look favourites, hit miss whether they'll show up. It's extremely frustrating almost makes unusable.",Negative,-0.006666666666666665,0.48666666666666664
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,"Allrecipes great place find recipes. However, good. I used pay allrecipes pro version amazing. Now full ads start audio whenever feel like it. I can't listen music I cook music pause allow audio ads play.",Positive,0.6125,0.7
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,"I know need make money... I've speaking advertisment comes every minute. interrupts anything listening to. playing I type background!! thought good idea? there's already ad banner,why need sound continuous play??",Positive,0.55,0.5
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,"It loads pages recipes, time I load. Also I marked favorites, I go see favorites hit miss they'll show not. And connectivity problem load fine.",Positive,0.25833333333333336,0.55
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,"The ok searching saving recipes look interesting, every time I try save recipe ""I Made This"" tab, shuts save recipe tab. It's frustrating, deal breaker. It's supposed something, it!",Positive,0.16666666666666666,0.6333333333333333
+Allrecipes Dinner Spinner,"It's really ads. I'll cooking hands coated flour, ad comes shuts music speaker. It's pretty darned obnoxious.",Positive,0.225,0.6
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,works great large variety recepies save profile. Love app. Website crash pc unfortunately make sure phone access data. ☺,Positive,0.3028571428571428,0.7334920634920634
+Allrecipes Dinner Spinner,"I love app, many recipes disposal. Only problem I encounter still crashes tap made button try watch videos. Also, suggestion maybe add options share, sms, email facebook.",Positive,0.3333333333333333,0.7000000000000001
+Allrecipes Dinner Spinner,"Great recipes, keeps crashing. I restarted it, uninstalled reinstalled many times now, even let sign in. Please fix asap I give five stars.",Positive,0.65,0.625
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,"Great recipe organizer, add notes recipes. Negative ads sounds, using cook sudden hear e talking music cuts out. Not great.",Positive,0.024999999999999994,0.6
+Allrecipes Dinner Spinner,"This absolute favorite recipe years. Lately become least favorite continuous ""Dinner Spinner responding"" shuts I open repeat process. Sometimes I repeat process 6 7 times it'll stay open. It's frustrating lately I've started saving recipes Pinterest trouble free cooking.",Positive,0.009090909090909089,0.6727272727272727
+Allrecipes Dinner Spinner,"Gave hard time downloading (took forever) wont let sign google Facebook. I tried ""create account""....it gave ""problem creating account"" message. I'm uninstalling since doesnt work get blank white screen",Negative,-0.09722222222222222,0.18055555555555555
+Allrecipes Dinner Spinner,"After several years away things, I found Allrecipes again! I glad back! I love cookbooks, sometimes nice able see done someone to! Thank All Recipes!",Positive,0.39687500000000003,0.5375
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,Dinner Spinner everything I need recipe I want. I always turn I want make something new. I tried bad recipe ever.,Negative,-0.28181818181818175,0.5606060606060606
+Allrecipes Dinner Spinner,"This great shopping list and... That's it. It crashes I try load recipe. It crashes auto loading recipe mobile aite, way go directly recipes shopping list. You get pretty picture recipes list tho, there's that.",Positive,0.3833333333333333,0.7166666666666667
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Allrecipes Dinner Spinner,"I love variety recipes touch finger. I like spinner, everything else great! My go app!! Each time I need idea... here!",Positive,0.75,0.675
+Allrecipes Dinner Spinner,nan,nan,nan,nan
+Alto's Adventure,"So guys.. think game already playstore, im thinking make online, like characters keep game exciting, costume make every players fav. character unique.. I've playing game ever since release... Full Review",Negative,-0.029166666666666674,0.5916666666666667
+Alto's Adventure,"I absolutely love game, night cycle really takes away game. There times cycles around night game completely unplayed due fact I can't see anything. I like constantly go bump brightness exiting re-entering game reset day/night cycle. If could toggle day night cycle even set certain time day, I would rate five stars sure.",Negative,-0.01915584415584416,0.45169552669552665
+Alto's Adventure,"Great game! Keeps focussed, demand much attention. That way making mind relaxed. And gameplay always interesting, small details change level buy upgrades. As changes small really makes easy feel game. It's really balanced full harmony. It's long since I've enjoyed game much. From similar games I've played Temple run 2. Played lot! But game completely different league! Really big thanks developers app! I like much even ads really disturb me. And means lot.",Positive,0.08106060606060604,0.3924242424242424
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,Great game. I wish move name character lands small piece land two chasms. I mean think going arch using wingsuit would worthy move. The move I mentioned lot harder satisfying able it. Give justice. Haha. That all.,Positive,0.1412037037037037,0.5736111111111111
+Alto's Adventure,"The reason I give 5 stars I issues hover feather working. I'll turn blue hover. I find way contact bug, I guess I'll post hope best? Other game wonderful. Best game I've downloaded long time.",Positive,0.25312500000000004,0.40937499999999993
+Alto's Adventure,"I absolutely love game, incredible. The graphics amazing harldy ever write reviews to. Its frustratingly hard super easy, keeps attention. I love scarf changes color different power ups sceneries beutiful. Thank much putting zen mode, relaxing love pictures well. Great game☺",Positive,0.33958333333333335,0.6326388888888888
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"Interesting hard see obstacles, watching ad continue working me. often times game becomes unresponsive I try. So... I start every 25 seconds spend $5... Sorry spending bat game stable pure Android device that's date. Hope upcoming sequel better.",Negative,-0.05342261904761904,0.4802083333333333
+Alto's Adventure,"This hands best game I've phone date. From minimalist visuals music, fantastic game. Never I bought premium game amount time I've put Alto, least I could return. Keep mind absolutely put money game great time. The leveling system sometimes character specific challenges even buy characters premium, still cant progress without trying everyone least times! The quipp I I wish I could pick side wingsuit button could lot time I'm playing game handed difficult reach across. I play game daily, it, get it.",Negative,-0.07833333333333334,0.4783333333333334
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"I never write reviews first foremost. I absolutely love game, graphics beautiful really reflected soundtrack sends transient state play, subtle, simple stunning. While idle ""tap tap"" game, fully engrosses relaxes time. The game I device, Odyssey released course. Thanks hard work, keep up. Perfection.",Positive,0.05624999999999999,0.4943452380952382
+Alto's Adventure,"Love game. Fun, intuitive, progession system makes playing rewarding. Only complaint -- day/night cycle seems favour night. The game looks gorgeous day I spend time squinting screen trying make rocks dark.",Positive,0.08333333333333331,0.5666666666666668
+Alto's Adventure,"I would continue playing game fingers get tired, I'm absolutely fed watch 20 30 seconds clips every time I take tumble. Or, I start over. Surely guys offer paid version ads. Until then, I'm going pass. Please rethink ads.",Negative,-0.025000000000000022,0.7222222222222222
+Alto's Adventure,"I started game thinking fun, unlocking Maya character mobility, game became lot fun. Some goals progress levels frustrating randomly generated levels making seem impossible sometimes, still hooks enough keep playing. Being able play offline huge upside too. Thanks developer offering that.",Negative,-0.060606060606060594,0.5295454545454545
+Alto's Adventure,"In opinion, game perfect. No bugs crashes, yet. Art style simple, yet combined weather effects daylight changes, gorgeous sight. The best thing game watching sunrise, beautiful. And ads even problem, instantly, purchases affect gameplay. Controls simple mastered, really fun take risks.",Positive,0.305,0.5580952380952381
+Alto's Adventure,"I love game! The complaint I llamas make sheep noises, llama noises. As previous llama owner, bugs every time. I fun challenges fun zen mode. One favorite relaxation distraction games.",Positive,0.09047619047619047,0.3952380952380952
+Alto's Adventure,"Absolutely love game, simple yet hard time, graphics amazing. Only downfall single type jump. Only able junp high, spin bit shame, ive missed llamas coins wanting small hop, instead high jump.",Positive,0.07557539682539684,0.5931746031746031
+Alto's Adventure,"I'm problems game, recently reinstalled I get serious graphical errors whenever rains snows, discoloured shards shooting across screen. Other game fantastic :)))",Negative,-0.05119047619047618,0.5702380952380952
+Alto's Adventure,"After finishing task - make 13x combo land, allmost finishing - escape 5 elders , forth died wanted check video revive , pay 1500 coins. But crash I reopened already finished task save. This first time I wasted time task. I deleating game",Negative,-0.11666666666666668,0.24444444444444446
+Alto's Adventure,This game really beautiful art style. The game challenging I like save coins skip difficult objectives. Zen mode relaxing immersive experience. My issue game day night cycle annoying playing outdoors sunny day since screen get dark.,Negative,-0.1625,0.6875000000000001
+Alto's Adventure,"Crashing constantly, randomly. Sony Xperia Z 511 Tablet w/6.. Not playable anymore... Too bad I've purchased extras. I cannot recommend.",Negative,-0.5999999999999999,0.5833333333333333
+Alto's Adventure,"The game awesome, filled ""must have"" criterias make good game. Graphics simply breathtaking, background music makes better. Though game get boring , since basically thing",Positive,0.15555555555555556,0.6888888888888889
+Alto's Adventure,"Journey snowboard The inspiration PS3/PS4 ""Journey"" game clear diamond every shape game, despiste game gorgeous looking minimalist experience fair ads respectful approach players, example fallow. The game play simple side scroller Alpine thematic rescue lhamas, nothing imaginative here, arcade relaxing game genre need good time.",Positive,0.09999999999999999,0.5031135531135532
+Alto's Adventure,"I waited Obyssey months. And officially support device:(. I downloaded apk version Huawei mate 10 though works fine. Plz let us, Hongkonger, legal version:( I play alto adventure zen mode every night. I obsessed Obyssey.",Negative,-0.27666666666666667,0.74
+Alto's Adventure,"Very addictive, soothing relaxing. The scenery music osum . I playing game since last 2 years never get bored. But problem cost characters high .",Negative,-0.148,0.6013333333333334
+Alto's Adventure,"Yeah I love game, problem bug make hover power useless. When I went rock, suddenly tripped game instead hovered it. Pls fix I give five stars",Negative,-0.16,0.42000000000000004
+Alto's Adventure,"This game is... It's rough.. pretty. It's absolutely finished. There tons different obstacles impossible get over. You start run 10 seconds got speed check even though even gotten change flips build speed up. There times led believe double flip, game drops ground. Not that, times game decided done flip leaves flying air, upside down. It's pretty game, far finished.",Negative,-0.12658730158730158,0.5563492063492065
+Alto's Adventure,"I love game. I played years. I decided reinstall again. But crashes. Everytime I play game crashes middle run. I know happening, many updates come since last time I played I option uninstall stop crashing. I hope fix great game.",Positive,0.075,0.38958333333333334
+Alto's Adventure,"Lost progress uninstalling even though shows unlocked many characters game Google play, begijn scratch reinstalling. Really bad. It favorite game issue please resolve",Negative,-0.09999999999999998,0.5933333333333333
+Alto's Adventure,"Very fun game. But whenever I play outside, game night, I barely see always hit rock. Can add something makes always type day, like always morning, always night, etc, along normal cycle.",Negative,-0.03500000000000001,0.31
+Alto's Adventure,"If I known recent update going include adds, I would never updated. You absolutely ruined game. So sad!",Negative,-0.20625,0.6375
+Alto's Adventure,"It's great game, put uncountable amount hours transit old iPhone. The reason I giving 4 stars seems like there's bug missions. In level 5 missions pick hovering feather, register actually progress becomes impossible. Hopefully they'll fix next update.",Negative,-0.027777777777777773,0.4083333333333334
+Alto's Adventure,Fun game. But cant double coins end run? It option goes n doesnt let watch video double em. That's aggravating. Ive checked connection n end. Good game overall though. Thanks.,Positive,0.04999999999999998,0.225
+Alto's Adventure,"Dear noodlecake, game brilliant. There great discrepancy friendly atmosphere aggressiveness ad strategy. Just decent thing reposition 'start again' button make sound louder people uninstall disgust.",Positive,0.3736111111111111,0.6194444444444444
+Alto's Adventure,"Alto's Adventure mobile games I keep coming back to. Normally I play game week two, either complete get bored it. I've Alto's Adventure phone years, I still enjoy it. I think demonstrates quality game anything. I'm extremely excited Alto's Odyssey come Android I experience another game like this. edit: Having played recent update, I've removed star. One best things Alto's Adventure always free-to-play nature still ad-light gameplay. That seems changed, forced ads appearing crashes - extra in-app purchases also introduced simultaneously. This really fair long-time new players, I hope Alto's Odyssey follow model.",Positive,0.05742424242424241,0.44696969696969696
+Alto's Adventure,"It would nice right could add upgrades. Maybe like individual upgrades character. Every game, allow jump. This sadly means I'm unable play long amounts time, fixed I fully close app.",Negative,-0.0580357142857143,0.5544642857142857
+Alto's Adventure,"I would enjoy game lot option watch video keep playing actually worked. Instead either freezes screen gives black screen. Also would nice could actually get away elders, matter far ahead I get I try, always get me.",Positive,0.07619047619047618,0.5047619047619049
+Alto's Adventure,This definitely fun game. I enjoy playing free time. But face problems control. At times function. The character jump. No matter game closed entirely. Progress lost frustrating,Negative,-0.025000000000000012,0.49062500000000003
+Alto's Adventure,Really beautiful graphics soothing play. This go games. My complaint stuck objective months...wish way skip it.,Positive,0.18333333333333335,0.43333333333333335
+Alto's Adventure,I loved playing Alto completely stopped working device. I know changed would abruptly close. Please check Still work old fone but.,Positive,0.19374999999999998,0.6000000000000001
+Alto's Adventure,This game totally cute sweet play.. don't allow game low version mobile 4.1.2 hangs up.. The game 4.6 version nice low mobile cant take on.. don't allow .. bad them. ☆♡☆,Negative,-0.049999999999999996,0.5685185185185184
+Alto's Adventure,"Great game. Excited new coming out! Only thing I dislike feature regarding in-game camera. The photos take w/ cam used put main internal storage instead dedicated gallery photo folder screenshots folder. Now putting games file folder time consuming find move. Hope issue resolved see photos easily, otherwise great game!",Positive,0.18454545454545457,0.5671212121212121
+Alto's Adventure,"I escaped five elders, beat distance record, game suddenly closed. This happening repeatedly sometimes I die purpose fear I'll lose progress. This MUST fixed, truly beautiful, original fun game otherwise enjoyed fully.",Positive,0.153125,0.46875
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"I never reviewed game before, I think game ever deserved like does. The art style simplistic yet awe inspiringly beautiful. The music sounds add calming peaceful effect. This game absolutely beautiful.",Positive,0.0357142857142857,0.5999999999999999
+Alto's Adventure,"Honestly, good game except thing. I notice even much momentum speed I white scarf, backflip certain chasms low high chasm (short distance, long height), still can't pass it. Other that, great game.",Positive,0.09160714285714285,0.40303571428571433
+Alto's Adventure,"Every experience environment game mesmerizing,I rated 4 stars I bored stunts game play way missions special characters drive game. kudos team",Negative,-0.26857142857142857,0.5542857142857142
+Alto's Adventure,"Has glitches like hovering may may get rocks sometimes land edge weird kills you, besides occasional stuff nice chill challenges. Building combos feels satisfying too.",Positive,0.15,0.78125
+Alto's Adventure,"The controls frequently freeze become permanently unresponsive, fixable closing reopening game. Also, game constantly crashing, discernible cause. The game great otherwise bugs make near unplayable.",Negative,-0.07500000000000001,0.4604166666666667
+Alto's Adventure,"Guys, love game, graphics gameplay superb ads ridiculous. I accept fact gotta finish playing there's either lag exiting cannot exit all. It ruins game ridiculous amount.",Negative,-0.016666666666666646,0.6571428571428571
+Alto's Adventure,Would done 5 stars across board werent small thing. The pause button bottom screen. I bump time. If top screen would much less issue.,Positive,0.02777777777777778,0.32222222222222224
+Alto's Adventure,Oh gosh literally best games I've ever played. Install NOW. You regret it. My problem sometimes hard see Alto night part light reflects screen.,Positive,0.36944444444444446,0.5138888888888888
+Alto's Adventure,"Overall game fine, things NEED fixed. First. If I ever need pause game, whenever I resume game drop frame rate. It becomes unplayable. Second. The ads work. If I die game, I try press ""Watch video"", work. I keep pressing sometimes work.",Negative,-0.12333333333333334,0.33333333333333337
+Alto's Adventure,"This game pretty damn good. My problem menu animations slightly slow jittery, might me. Kudos!",Positive,0.04374999999999997,0.6
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"Great looking game, ad revive ad every couple run deters trying continue another run. Ads intrusive this.",Positive,0.2,0.575
+Alto's Adventure,"Two things, make provisions attack elder guy, sometimes player posture clear back flip trees stuff crossing. Add slow motion graphics pause music crossing cliffs. add front flip",Negative,-0.06666666666666667,0.26111111111111107
+Alto's Adventure,"Just beautiful game, fun gameplay, overall second favorite app. My problem, takes long time get new characters.",Positive,0.16704545454545455,0.43181818181818177
+Alto's Adventure,"This game meant relaxing game,isn't it?then sooo much frustrating? The rocks/fire dark I keep crashing em",Negative,-0.3166666666666667,0.5666666666666668
+Alto's Adventure,"Well, beautiful overall well made although another *stare screen... stare screen... PRESS!!.. stare screen*-game. It's bit relaxing gets boring quickly.",Positive,0.04583333333333332,0.625
+Alto's Adventure,Really fun little game. The graphics cute captivating. This great mobile game. Update : WAY many ads game locks going coming ads.,Positive,0.13472222222222222,0.5722222222222223
+Alto's Adventure,Dumbest game ever. Started fast reaction time goals stupid hard right away. It's TOTALLY NOT WORTH IT,Negative,-0.19265873015873014,0.5295634920634921
+Alto's Adventure,"This game great stress reliever. Go Zen mode relax, music, visuals, gameplay great. Simple controls tap jump that's it. You get game. Five Star",Positive,0.16000000000000003,0.5314285714285714
+Alto's Adventure,"Seriously great game, playing every day! And enjoy going sleep, honestly zen mode keeps going non-stop haha The problem (not game itself) switch ads game, screen turns black. To return game, need press back-button. Great game! :)",Positive,0.12777777777777777,0.5527777777777778
+Alto's Adventure,Great job artwork. It really adds lot game. overall I liked game. unfortunately bugs. Occasionally stops responding touching screen sometimes coins powerups get picked up. Can't wait sequel.,Positive,0.08888888888888888,0.46388888888888896
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"I never felt happy peaceful playing game . The game runs super smooth graphics soooo soothing change smoothly wonders really playing sport game. The concept game simple yet intriguing . And music background makes feel much peace . No doubt best game found play store . Finally, I think I thank enough making beautiful game .",Positive,0.12280701754385966,0.5012531328320802
+Alto's Adventure,"I love game, would play time, except randomly stops detecting touch. This occurred multiple devices, bad part otherwise amazing game.",Negative,-0.12857142857142853,0.4952380952380952
+Alto's Adventure,Pathetic game. If flips go flat perfect jumps landings touching thing screen !!! It finishes game self !!!,Negative,-0.03828124999999997,0.5708333333333333
+Alto's Adventure,"Game awesome, I'm quite disappointed Alto's Odyssey released iOS ago still platform yet. Thanks making us lower priority. How stop focusing updates game get cracking odyssey us huh?",Negative,-0.07,0.55
+Alto's Adventure,Very nice game...I liked game much problem except Alto characters locked give money account game awesome.,Positive,0.29666666666666663,0.6333333333333334
+Alto's Adventure,"Amazing game! Beautiful, fun relaxing even. Barely micro transactions, ""lives"" like games, keep playing much want. Challenging stressful, fun goals reach level add unlocking new characters. No complaints all, great game! If I maybe suggestion, would add different songs unlockables? Although music already quite gorgeous :)",Positive,0.2811688311688312,0.5788961038961039
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"It's quaint, cute. And progress, get discover mountain. It gets easier get hang mechanics, simplicity sit relax playing game. However, I'd say favourite thing game backdrops, art style adorable, lighting landscape change day patterns. Would definitely recommend friend.",Positive,0.039999999999999994,0.6599999999999999
+Alto's Adventure,"Remember I rated earlier, well I want change it. It really fun. I would maybe recommend u I'm warning much fun.",Positive,0.19999999999999998,0.3
+Alto's Adventure,Game awesomely chill keep engaged I try complete goals. Only issue Ads sometimes glitch crash game,Positive,0.059999999999999984,0.6399999999999999
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,Beautiful game. Just 1 thing. Why dark night? Are trying compete DC?,Positive,0.09999999999999998,0.6
+Alto's Adventure,"Great game, I've finished it. It loses charm nothing left do. Update new challenges please.",Positive,0.04727272727272728,0.34090909090909094
+Alto's Adventure,This game SO MUCH FUN spend money enjoy it. It's calming really enjoyable challenges change per run. Not run-of-the-mill run game.,Positive,0.08,0.42000000000000004
+Alto's Adventure,Incredible game. I recently problems respond touch. Otherwise I cannot find game better Alto,Positive,0.12,0.49000000000000005
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"Game stops responding controls using video paid revive. Game also stops responding controls pausing minimising locking screen. Come on, even happen?",Negative,-0.4,0.4
+Alto's Adventure,Great game calm with. The issue I paid ads I'm getting ads two months playing.,Positive,0.23333333333333336,0.6333333333333333
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"Simply brilliant, game pure simplicity relaxing presence game. Constantly trying achieve higher score climb though levels. The frills graphics pleasure work with, relaxing game still staying alert avoid rocks, canyons etc. Highly recommended",Positive,0.040535714285714286,0.5091666666666667
+Alto's Adventure,"The game great major drawback. Recently I changed phone reinstalled game. After logging in, I start beginning. I lost progress. Please add cloud save feature.",Positive,0.0125,0.45999999999999996
+Alto's Adventure,This beautiful game. It controls nicely (with exception occasional gritch) overall charming game. The problem pay win now. Rather play game.,Positive,0.1944444444444444,0.525
+Alto's Adventure,Love game. Don't know randomly shows advertisement ls sexual related content. Lame,Negative,-0.06666666666666667,0.5805555555555556
+Alto's Adventure,"This game free pushes greater tolerance shortcomings. But oh god, ad spamming ridiculous?! I'll start game: uses interesting approach allowing player run day night. But since game's main obstacles rocks jump avoid looking silhouette, gets annoying jump night time. At least give players option turn night time. And tutorial touches bare minimum makes hard advance past earlier runs. It's amusing people highly rate zen mode (because main mode). There point tap quickly longer jump game. Finally, mad deluge ads, run ends suddenly hit ad even ask (I'm fine watching ad I want freebies want chance continue run). I've even hit ads cannot closed never end. How serviceable game?? Also, Paz oaf.",Negative,-0.0616,0.49193333333333333
+Alto's Adventure,Good chill music effortless snowboarding time killer. Very polished game design well. Just desperately waiting odyssey. ??? Release date,Negative,-0.025000000000000022,0.5750000000000001
+Alto's Adventure,Great game fyi developers using izel I can't watch ads continue runs. If I press watch ad continue button anything.,Positive,0.2,0.575
+Alto's Adventure,"Amazing This game absolutely beautiful! It's good looking game! The creators great job, wonderful. It's simple game, never failed relax me! Awesome job guys! I hope make beautiful games future!",Positive,0.38173076923076926,0.6332417582417583
+Alto's Adventure,With doubt favorite gaming app. Just pick play. Long short. It's great,Positive,0.3125,0.6125
+Alto's Adventure,"Altos Adventure favourite game time, ever since I stumbled across years ago I found soothing way decrease stress levels. The graphics beautiful incredible game anyone play",Positive,0.23750000000000002,0.6749999999999999
+Alto's Adventure,"So guys.. think game already playstore, im thinking make online, like characters keep game exciting, costume make every players fav. character unique.. I've playing game ever since release... Full Review",Negative,-0.029166666666666674,0.5916666666666667
+Alto's Adventure,"Great game! Keeps focussed, demand much attention. That way making mind relaxed. And gameplay always interesting, small details change level buy upgrades. As changes small really makes easy feel game. It's really balanced full harmony. It's long since I've enjoyed game much. From similar games I've played Temple run 2. Played lot! But game completely different league! Really big thanks developers app! I like much even ads really disturb me. And means lot.",Positive,0.08106060606060604,0.3924242424242424
+Alto's Adventure,"I absolutely love game, night cycle really takes away game. There times cycles around night game completely unplayed due fact I can't see anything. I like constantly go bump brightness exiting re-entering game reset day/night cycle. If could toggle day night cycle even set certain time day, I would rate five stars sure.",Negative,-0.01915584415584416,0.45169552669552665
+Alto's Adventure,"I love game. I can't even describe it! I appreciate much included zen mode I get frustrated easily especially man starts chasing while. The graphics amazing! So simple beautiful! Same music! So relaxing. I love time climate change. You get see sunset night. And I love rain thunder night. I like made thunder realistic, 'cause made sure sound plays seconds see it. I love woods. And lastly I love point view ""turns"" sideways bit pass buildings look 3D! The alpacas cute nice included them! The thing I could possibly mind sound skiing rain setting really want hear rain I like skiing sound.",Positive,0.3041666666666667,0.5820165945165944
+Alto's Adventure,"Love game. Fun, intuitive, progession system makes playing rewarding. Only complaint -- day/night cycle seems favour night. The game looks gorgeous day I spend time squinting screen trying make rocks dark.",Positive,0.08333333333333331,0.5666666666666668
+Alto's Adventure,Great game. I wish move name character lands small piece land two chasms. I mean think going arch using wingsuit would worthy move. The move I mentioned lot harder satisfying able it. Give justice. Haha. That all.,Positive,0.1412037037037037,0.5736111111111111
+Alto's Adventure,"The reason I give 5 stars I issues hover feather working. I'll turn blue hover. I find way contact bug, I guess I'll post hope best? Other game wonderful. Best game I've downloaded long time.",Positive,0.25312500000000004,0.40937499999999993
+Alto's Adventure,"I absolutely love game, incredible. The graphics amazing harldy ever write reviews to. Its frustratingly hard super easy, keeps attention. I love scarf changes color different power ups sceneries beutiful. Thank much putting zen mode, relaxing love pictures well. Great game☺",Positive,0.33958333333333335,0.6326388888888888
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"This good game. However game mechanics fairly balanced, especially starting level 20. I describe 50% luck, 40% waiting, 10% skill. Some goals almost impossible achieve within reasonable time limits. It's possible spend hours day playing repeating failed levels. But want spare 5-15 day impossible.",Negative,-0.10333333333333335,0.6399999999999999
+Alto's Adventure,"Interesting hard see obstacles, watching ad continue working me. often times game becomes unresponsive I try. So... I start every 25 seconds spend $5... Sorry spending bat game stable pure Android device that's date. Hope upcoming sequel better.",Negative,-0.05342261904761904,0.4802083333333333
+Alto's Adventure,"This hands best game I've phone date. From minimalist visuals music, fantastic game. Never I bought premium game amount time I've put Alto, least I could return. Keep mind absolutely put money game great time. The leveling system sometimes character specific challenges even buy characters premium, still cant progress without trying everyone least times! The quipp I I wish I could pick side wingsuit button could lot time I'm playing game handed difficult reach across. I play game daily, it, get it.",Negative,-0.07833333333333334,0.4783333333333334
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,Give option turn night mode make aesthetic thing only. It's irritating sunny already hard see screen. You expect able see tiny little snowboarder he's 3 shades darker everything else screen? It's hard even right lighting infuriating enough make write review.,Negative,-0.09851190476190477,0.6344047619047619
+Alto's Adventure,"I never write reviews first foremost. I absolutely love game, graphics beautiful really reflected soundtrack sends transient state play, subtle, simple stunning. While idle ""tap tap"" game, fully engrosses relaxes time. The game I device, Odyssey released course. Thanks hard work, keep up. Perfection.",Positive,0.05624999999999999,0.4943452380952382
+Alto's Adventure,"I would continue playing game fingers get tired, I'm absolutely fed watch 20 30 seconds clips every time I take tumble. Or, I start over. Surely guys offer paid version ads. Until then, I'm going pass. Please rethink ads.",Negative,-0.025000000000000022,0.7222222222222222
+Alto's Adventure,"I started game thinking fun, unlocking Maya character mobility, game became lot fun. Some goals progress levels frustrating randomly generated levels making seem impossible sometimes, still hooks enough keep playing. Being able play offline huge upside too. Thanks developer offering that.",Negative,-0.060606060606060594,0.5295454545454545
+Alto's Adventure,"In opinion, game perfect. No bugs crashes, yet. Art style simple, yet combined weather effects daylight changes, gorgeous sight. The best thing game watching sunrise, beautiful. And ads even problem, instantly, purchases affect gameplay. Controls simple mastered, really fun take risks.",Positive,0.305,0.5580952380952381
+Alto's Adventure,"I love game! The complaint I llamas make sheep noises, llama noises. As previous llama owner, bugs every time. I fun challenges fun zen mode. One favorite relaxation distraction games.",Positive,0.09047619047619047,0.3952380952380952
+Alto's Adventure,"Absolutely love game, simple yet hard time, graphics amazing. Only downfall single type jump. Only able junp high, spin bit shame, ive missed llamas coins wanting small hop, instead high jump.",Positive,0.07557539682539684,0.5931746031746031
+Alto's Adventure,"I'm problems game, recently reinstalled I get serious graphical errors whenever rains snows, discoloured shards shooting across screen. Other game fantastic :)))",Negative,-0.05119047619047618,0.5702380952380952
+Alto's Adventure,"After finishing task - make 13x combo land, allmost finishing - escape 5 elders , forth died wanted check video revive , pay 1500 coins. But crash I reopened already finished task save. This first time I wasted time task. I deleating game",Negative,-0.11666666666666668,0.24444444444444446
+Alto's Adventure,This game really beautiful art style. The game challenging I like save coins skip difficult objectives. Zen mode relaxing immersive experience. My issue game day night cycle annoying playing outdoors sunny day since screen get dark.,Negative,-0.1625,0.6875000000000001
+Alto's Adventure,"Crashing constantly, randomly. Sony Xperia Z 511 Tablet w/6.. Not playable anymore... Too bad I've purchased extras. I cannot recommend.",Negative,-0.5999999999999999,0.5833333333333333
+Alto's Adventure,"The game awesome, filled ""must have"" criterias make good game. Graphics simply breathtaking, background music makes better. Though game get boring , since basically thing",Positive,0.15555555555555556,0.6888888888888889
+Alto's Adventure,"Journey snowboard The inspiration PS3/PS4 ""Journey"" game clear diamond every shape game, despiste game gorgeous looking minimalist experience fair ads respectful approach players, example fallow. The game play simple side scroller Alpine thematic rescue lhamas, nothing imaginative here, arcade relaxing game genre need good time.",Positive,0.09999999999999999,0.5031135531135532
+Alto's Adventure,I waited Obyssey months. And officially support device:(. I downloaded apk version Huawei mate 10 though works fine. Plz let us legal version:( I play alto adventure zen mode every night. I obsessed Obyssey.,Negative,-0.27666666666666667,0.74
+Alto's Adventure,"Very addictive, soothing relaxing. The scenery music osum . I playing game since last 2 years never get bored. But problem cost characters high .",Negative,-0.148,0.6013333333333334
+Alto's Adventure,"Yeah I love game, problem bug make hover power useless. When I went rock, suddenly tripped game instead hovered it. Pls fix I give five stars",Negative,-0.16,0.42000000000000004
+Alto's Adventure,"This game is... It's rough.. pretty. It's absolutely finished. There tons different obstacles impossible get over. You start run 10 seconds got speed check even though even gotten change flips build speed up. There times led believe double flip, game drops ground. Not that, times game decided done flip leaves flying air, upside down. It's pretty game, far finished.",Negative,-0.12658730158730158,0.5563492063492065
+Alto's Adventure,"I love game. I played years. I decided reinstall again. But crashes. Everytime I play game crashes middle run. I know happening, many updates come since last time I played I option uninstall stop crashing. I hope fix great game.",Positive,0.075,0.38958333333333334
+Alto's Adventure,"Lost progress uninstalling even though shows unlocked many characters game Google play, begijn scratch reinstalling. Really bad. It favorite game issue please resolve",Negative,-0.09999999999999998,0.5933333333333333
+Alto's Adventure,"Very fun game. But whenever I play outside, game night, I barely see always hit rock. Can add something makes always type day, like always morning, always night, etc, along normal cycle.",Negative,-0.03500000000000001,0.31
+Alto's Adventure,"If I known recent update going include adds, I would never updated. You absolutely ruined game. So sad!",Negative,-0.20625,0.6375
+Alto's Adventure,"It's great game, put uncountable amount hours transit old iPhone. The reason I giving 4 stars seems like there's bug missions. In level 5 missions pick hovering feather, register actually progress becomes impossible. Hopefully they'll fix next update.",Negative,-0.027777777777777773,0.4083333333333334
+Alto's Adventure,Fun game. But cant double coins end run? It option goes n doesnt let watch video double em. That's aggravating. Ive checked connection n end. Good game overall though. Thanks.,Positive,0.04999999999999998,0.225
+Alto's Adventure,"Alto's Adventure mobile games I keep coming back to. Normally I play game week two, either complete get bored it. I've Alto's Adventure phone years, I still enjoy it. I think demonstrates quality game anything. I'm extremely excited Alto's Odyssey come Android I experience another game like this. edit: Having played recent update, I've removed star. One best things Alto's Adventure always free-to-play nature still ad-light gameplay. That seems changed, forced ads appearing crashes - extra in-app purchases also introduced simultaneously. This really fair long-time new players, I hope Alto's Odyssey follow model.",Positive,0.05742424242424241,0.44696969696969696
+Alto's Adventure,"It would nice right could add upgrades. Maybe like individual upgrades character. Every game, allow jump. This sadly means I'm unable play long amounts time, fixed I fully close app.",Negative,-0.0580357142857143,0.5544642857142857
+Alto's Adventure,"I would enjoy game lot option watch video keep playing actually worked. Instead either freezes screen gives black screen. Also would nice could actually get away elders, matter far ahead I get I try, always get me.",Positive,0.07619047619047618,0.5047619047619049
+Alto's Adventure,This definitely fun game. I enjoy playing free time. But face problems control. At times function. The character jump. No matter game closed entirely. Progress lost frustrating,Negative,-0.025000000000000012,0.49062500000000003
+Alto's Adventure,Really beautiful graphics soothing play. This go games. My complaint stuck objective months...wish way skip it.,Positive,0.18333333333333335,0.43333333333333335
+Alto's Adventure,I loved playing Alto completely stopped working device. I know changed would abruptly close. Please check Still work old fone but.,Positive,0.19374999999999998,0.6000000000000001
+Alto's Adventure,This game totally cute sweet play.. don't allow game low version mobile 4.1.2 hangs up.. The game 4.6 version nice low mobile cant take on.. don't allow .. bad them. ☆♡☆,Negative,-0.049999999999999996,0.5685185185185184
+Alto's Adventure,"Great game. Excited new coming out! Only thing I dislike feature regarding in-game camera. The photos take w/ cam used put main internal storage instead dedicated gallery photo folder screenshots folder. Now putting games file folder time consuming find move. Hope issue resolved see photos easily, otherwise great game!",Positive,0.18454545454545457,0.5671212121212121
+Alto's Adventure,"I escaped five elders, beat distance record, game suddenly closed. This happening repeatedly sometimes I die purpose fear I'll lose progress. This MUST fixed, truly beautiful, original fun game otherwise enjoyed fully.",Positive,0.153125,0.46875
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"I never reviewed game before, I think game ever deserved like does. The art style simplistic yet awe inspiringly beautiful. The music sounds add calming peaceful effect. This game absolutely beautiful.",Positive,0.0357142857142857,0.5999999999999999
+Alto's Adventure,"Honestly, good game except thing. I notice even much momentum speed I white scarf, backflip certain chasms low high chasm (short distance, long height), still can't pass it. Other that, great game.",Positive,0.09160714285714285,0.40303571428571433
+Alto's Adventure,"The game great major drawback. Recently I changed phone reinstalled game. After logging in, I start beginning. I lost progress. Please add cloud save feature.",Positive,0.0125,0.45999999999999996
+Alto's Adventure,"Every experience environment game mesmerizing,I rated 4 stars I bored stunts game play way missions special characters drive game. kudos team",Negative,-0.26857142857142857,0.5542857142857142
+Alto's Adventure,"Has glitches like hovering may may get rocks sometimes land edge weird kills you, besides occasional stuff nice chill challenges. Building combos feels satisfying too.",Positive,0.15,0.78125
+Alto's Adventure,"The controls frequently freeze become permanently unresponsive, fixable closing reopening game. Also, game constantly crashing, discernible cause. The game great otherwise bugs make near unplayable.",Negative,-0.07500000000000001,0.4604166666666667
+Alto's Adventure,"Guys, love game, graphics gameplay superb ads ridiculous. I accept fact gotta finish playing there's either lag exiting cannot exit all. It ruins game ridiculous amount.",Negative,-0.016666666666666646,0.6571428571428571
+Alto's Adventure,Would done 5 stars across board werent small thing. The pause button bottom screen. I bump time. If top screen would much less issue.,Positive,0.02777777777777778,0.32222222222222224
+Alto's Adventure,Oh gosh literally best games I've ever played. Install NOW. You regret it. My problem sometimes hard see Alto night part light reflects screen.,Positive,0.36944444444444446,0.5138888888888888
+Alto's Adventure,"Overall game fine, things NEED fixed. First. If I ever need pause game, whenever I resume game drop frame rate. It becomes unplayable. Second. The ads work. If I die game, I try press ""Watch video"", work. I keep pressing sometimes work.",Negative,-0.12333333333333334,0.33333333333333337
+Alto's Adventure,"Simply brilliant, game pure simplicity relaxing presence game. Constantly trying achieve higher score climb though levels. The frills graphics pleasure work with, relaxing game still staying alert avoid rocks, canyons etc. Highly recommended",Positive,0.040535714285714286,0.5091666666666667
+Alto's Adventure,"This game pretty damn good. My problem menu animations slightly slow jittery, might me. Kudos!",Positive,0.04374999999999997,0.6
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"Great looking game, ad revive ad every couple run deters trying continue another run. Ads intrusive this.",Positive,0.2,0.575
+Alto's Adventure,"Two things, make provisions attack elder guy, sometimes player posture clear back flip trees stuff crossing. Add slow motion graphics pause music crossing cliffs. add front flip",Negative,-0.06666666666666667,0.26111111111111107
+Alto's Adventure,"Just beautiful game, fun gameplay, overall second favorite app. My problem, takes long time get new characters.",Positive,0.16704545454545455,0.43181818181818177
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"Well, beautiful overall well made although another *stare screen... stare screen... PRESS!!.. stare screen*-game. It's bit relaxing gets boring quickly.",Positive,0.04583333333333332,0.625
+Alto's Adventure,Really fun little game. The graphics cute captivating. This great mobile game. Update : WAY many ads game locks going coming ads.,Positive,0.13472222222222222,0.5722222222222223
+Alto's Adventure,Dumbest game ever. Started fast reaction time goals stupid hard right away. It's TOTALLY NOT WORTH IT,Negative,-0.19265873015873014,0.5295634920634921
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"Seriously great game, playing every day! And enjoy going sleep, honestly zen mode keeps going non-stop haha The problem (not game itself) switch ads game, screen turns black. To return game, need press back-button. Great game! :)",Positive,0.12777777777777777,0.5527777777777778
+Alto's Adventure,Great job artwork. It really adds lot game. overall I liked game. unfortunately bugs. Occasionally stops responding touching screen sometimes coins powerups get picked up. Can't wait sequel.,Positive,0.08888888888888888,0.46388888888888896
+Alto's Adventure,"I never felt happy peaceful playing game . The game runs super smooth graphics soooo soothing change smoothly wonders really playing sport game. The concept game simple yet intriguing . And music background makes feel much peace . No doubt best game found play store . Finally, I think I thank enough making beautiful game .",Positive,0.12280701754385966,0.5012531328320802
+Alto's Adventure,"I love game, would play time, except randomly stops detecting touch. This occurred multiple devices, bad part otherwise amazing game.",Negative,-0.12857142857142853,0.4952380952380952
+Alto's Adventure,"The game great. It amazing, soft relaxing music graphic design also good. I love enjoying much. Thanks developer thanks gave idea wonderful adventure game",Positive,0.3166666666666667,0.5333333333333333
+Alto's Adventure,Pathetic game. If flips go flat perfect jumps landings touching thing screen !!! It finishes game self !!!,Negative,-0.03828124999999997,0.5708333333333333
+Alto's Adventure,"Game awesome, I'm quite disappointed Alto's Odyssey released iOS ago still platform yet. Thanks making us lower priority. How stop focusing updates game get cracking odyssey us huh?",Negative,-0.07,0.55
+Alto's Adventure,Very nice game...I liked game much problem except Alto characters locked give money account game awesome.,Positive,0.29666666666666663,0.6333333333333334
+Alto's Adventure,"Amazing game! Beautiful, fun relaxing even. Barely micro transactions, ""lives"" like games, keep playing much want. Challenging stressful, fun goals reach level add unlocking new characters. No complaints all, great game! If I maybe suggestion, would add different songs unlockables? Although music already quite gorgeous :)",Positive,0.2811688311688312,0.5788961038961039
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,"It's quaint, cute. And progress, get discover mountain. It gets easier get hang mechanics, simplicity sit relax playing game. However, I'd say favourite thing game backdrops, art style adorable, lighting landscape change day patterns. Would definitely recommend friend.",Positive,0.039999999999999994,0.6599999999999999
+Alto's Adventure,"Remember I rated earlier, well I want change it. It really fun. I would maybe recommend u I'm warning much fun.",Positive,0.19999999999999998,0.3
+Alto's Adventure,Game awesomely chill keep engaged I try complete goals. Only issue Ads sometimes glitch crash game,Positive,0.059999999999999984,0.6399999999999999
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,Great game night time I barely see rocks I hate can't change time day. Insert game would great.,Positive,0.00833333333333334,0.5499999999999999
+Alto's Adventure,"Great game, I've finished it. It loses charm nothing left do. Update new challenges please.",Positive,0.04727272727272728,0.34090909090909094
+Alto's Adventure,This game SO MUCH FUN spend money enjoy it. It's calming really enjoyable challenges change per run. Not run-of-the-mill run game.,Positive,0.08,0.42000000000000004
+Alto's Adventure,Incredible game. I recently problems respond touch. Otherwise I cannot find game better Alto,Positive,0.12,0.49000000000000005
+Alto's Adventure,"Can fix bug.. getting worse, sometime went error can't touch jump .. also mostly game become lag",Negative,-0.4,0.5
+Alto's Adventure,"It's relaxing simple, easy play I love soundtrack intro. Also I like old man chases nice touch, lol",Positive,0.4055555555555556,0.6150793650793651
+Alto's Adventure,"Game stops responding controls using video paid revive. Game also stops responding controls pausing minimising locking screen. Come on, even happen?",Negative,-0.4,0.4
+Alto's Adventure,Great game calm with. The issue I paid ads I'm getting ads two months playing.,Positive,0.23333333333333336,0.6333333333333333
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,Love game. Don't know randomly shows advertisement ls sexual related content. Lame,Negative,-0.06666666666666667,0.5805555555555556
+Alto's Adventure,"This game free pushes greater tolerance shortcomings. But oh god, ad spamming ridiculous?! I'll start game: uses interesting approach allowing player run day night. But since game's main obstacles rocks jump avoid looking silhouette, gets annoying jump night time. At least give players option turn night time. And tutorial touches bare minimum makes hard advance past earlier runs. It's amusing people highly rate zen mode (because main mode). There point tap quickly longer jump game. Finally, mad deluge ads, run ends suddenly hit ad even ask (I'm fine watching ad I want freebies want chance continue run). I've even hit ads cannot closed never end. How serviceable game?? Also, Paz oaf.",Negative,-0.0616,0.49193333333333333
+Alto's Adventure,Good chill music effortless snowboarding time killer. Very polished game design well. Just desperately waiting odyssey. ??? Release date,Negative,-0.025000000000000022,0.5750000000000001
+Alto's Adventure,Great game fyi developers using izel I can't watch ads continue runs. If I press watch ad continue button anything.,Positive,0.2,0.575
+Alto's Adventure,nan,nan,nan,nan
+Alto's Adventure,With doubt favorite gaming app. Just pick play. Long short. It's great,Positive,0.3125,0.6125
+Alto's Adventure,"Altos Adventure favourite game time, ever since I stumbled across years ago I found soothing way decrease stress levels. The graphics beautiful incredible game anyone play",Positive,0.23750000000000002,0.6749999999999999
+Alto's Adventure,Don't ask made nice game. Absolutely marvelous!!!,Positive,0.39999999999999997,0.7999999999999999
+Alto's Adventure,"I've playing game since released never failed relax entertain me. One beautiful mobile games available, without doubt, smooth elegant gameplay match. Essential.",Positive,0.2857142857142857,0.5571428571428572
+Amazon Drive,"Useable annoying. I recommend Amazon Drive simply because, Android okay, PC sync broken mess, makes frustrating manage files. Google drive One Drive similarly priced better.",Negative,-0.09687499999999999,0.516517857142857
+Amazon Drive,"Up recently I loved app. Now longer backs photos like I idea why. I try uninstalling reinstalling see makes difference, blows chunks. :(",Negative,-0.025000000000000022,0.9
+Amazon Drive,"Disappointed !! It unlimited storage went back words, limited 1TB. I wouldnt recommend. I paid prime, unlimited music cloud drive looking similar provider.",Negative,-0.26785714285714285,0.3232142857142857
+Amazon Drive,"Pretty standard cloud storage major flaw. Once tell upload something, seems way cancel it. It also seems made local copy file waits upload using 4GB storage trying upload I want cancel. I contacted amazon support amazon drive team available chat support wait get back you. They said take 24 hours I've heard back.",Positive,0.10178571428571428,0.2714285714285714
+Amazon Drive,For reason constantly crashes Samsung tab s3. I removed month ago reloaded today. The drive via works fine. I like give good review I cant,Positive,0.37222222222222223,0.4777777777777778
+Amazon Drive,"The fine, I cannot good conscience rate Amazon's high bait switch pulled offering unlimited space removing expensive alternative. The great temporarily storing cloud, saving permanently local storage later on. It also good storing photos, get unlimited storage",Positive,0.2845833333333333,0.46125
+Amazon Drive,"Seems issues downloading image folders cloud, onto Android. Also, selecting Amazon Drive alternative uploading image normal gallery, work 75% time.",Positive,0.15,0.6499999999999999
+Amazon Drive,"I amazon amazon prime I buy a lot music. yet I try play later dates there, available, comes random number amazon customer help doesn't even understand. I hate get back system I'm paying alot money for.",Negative,-0.18,0.36
+Amazon Drive,"Amazon scammers. Twice, I cancelled services, Amazon continued bill hundreds dollars. They claim customer oriented firm lie. Use services great caution.",Positive,0.30000000000000004,0.575
+Amazon Drive,nan,nan,nan,nan
+Amazon Drive,Having 717GB data backed brings peace mind. It's super fast upload (where back services painstakingly slow) - I uploaded less 24 hours.,Positive,0.013333333333333326,0.3466666666666666
+Amazon Drive,nan,nan,nan,nan
+Amazon Drive,"I like Amazon Drive easy way move store temporary devices, especially running space. Good cloud anything free.",Positive,0.3833333333333333,0.8083333333333333
+Amazon Drive,"Overall job. One annoying thing browsing subdirectories, scrolling down, whenever I press back jumps back top directory list I scroll again. This fixed ☺",Negative,-0.0507936507936508,0.2698412698412698
+Amazon Drive,"This mess, can't seem even see what's currently cloud drive. Also pc sync terrible mess, keep track changed properly",Negative,-0.27,0.37
+Amazon Drive,"1) Absolutely No way select photos ones uploaded ( upload one! Are kidding ? ) , matter upload source phone choose . 2) No way copying within (only moving another place folder ) 3) No way manage Amazon Cloud major File Managing App! ""Samsung Files"" Asus' ""File Manager"" can't See Amazon Cloud drive see ""Google Drive"" Microsoft's ""One drive""! 4) Thumbnails images blurry! How multi billion company design poor cloud ? Hire design manager!",Negative,-0.125732421875,0.75
+Amazon Drive,Great stored many different devices. No ads even better save's PDF photos videos documents printable documents works great ads even better would recommend anyone likes online storage great love,Positive,0.55,0.6187499999999999
+Amazon Drive,Simple works well. Could better features like playing entire folder mp3 instead 1 time password protection access app.,Positive,0.16666666666666666,0.49404761904761907
+Amazon Drive,Great interface easy use. I wish storage free 5gb I can't really complain about. If I like I'll probably upgrade storage,Positive,0.4583333333333333,0.6458333333333335
+Amazon Drive,"It's lame, slow, useless. Good drive much better.",Negative,-0.020000000000000018,0.49000000000000005
+Amazon Drive,"Very good way clear recents file without deleting actual files. It cache only, actual file.",Positive,0.202,0.47266666666666673
+Amazon Drive,installed device default music player stopped working. uninstalling music player start working,Neutral,0.0,0.0
+Amazon Drive,nan,nan,nan,nan
+Amazon Drive,"Not good. No progress indicator uploads. Either 'uploading' 'waiting' . User control pause restart, idea what's going on. Very poor app.",Negative,-0.435,0.6900000000000001
+Amazon Drive,(1)The Trash folder whereas laptop view same.(2) The PC NOT work like windows folder messy whereas One Drive works beautifully (3) The syncing cell PC really cumbersome procedure.,Positive,0.28333333333333327,0.5333333333333333
+Amazon Drive,This ate data constantly updating background install peril slow cumbersome stick google,Negative,-0.15000000000000002,0.36666666666666664
+Amazon Drive,nan,nan,nan,nan
+Amazon Drive,What Rubbish amazon big company data uploading better UI nothing good except 1TB cloud storage attract plenty Developers If know meant google drive teach u plenty things want convey...First time disappointed amazon really bad....,Negative,-0.049999999999999975,0.5233333333333333
+Amazon Drive,Eh.. 5gb storage amazon prime customer? I expected atleast 15+ oh well.,Negative,-0.1,0.4
+Amazon Drive,Excellent cloud service. With Prime free unlimited photo storage 5GB free file storage. 100GB storage $12 per year 1TB storage $60 per year. Pretty good do!,Positive,0.585,0.8400000000000001
+Amazon Drive,It lot things improve compare google drive drive,Neutral,0.0,0.0
+Amazon Drive,"I installed couple weeks ago, upload anything even open initial setup. In couple weeks file size went 10mb 1.5gb. Going file manager see stored showed nothing.. Hmmm",Neutral,0.0,0.25
+Amazon Drive,Needs automatic camera upload cell phone.. that's added useless,Negative,-0.5,0.2
+Amazon Drive,"This best payment option Google play store, asking credit card number details subscription . Google please check it...",Positive,1.0,0.3
+Amazon Drive,Best Cloud Drive & Secured I think Two-Factor Authentication system make perfect.,Positive,1.0,0.65
+Amazon Drive,Simple effective work good storing pics,Positive,0.4333333333333333,0.5857142857142857
+Amazon Drive,Not good can't delete account,Negative,-0.35,0.6000000000000001
+Amazon Drive,This awesome app. Amazon's done great job providing online storage reasonable cost.,Positive,0.6666666666666666,0.7833333333333333
+Amazon Drive,Works I need like right now! Quickly efficiently,Positive,0.34523809523809523,0.5178571428571428
+Amazon Drive,Don't know yet.,Neutral,0.0,0.0
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",nan,nan,nan,nan
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",My kids love,Positive,0.5,0.6
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",It's best,Positive,1.0,0.3
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",My daughter kids Kindle fire using Amazon Freetime on. Because I returning tablet slow constant freezing I thought would good idea Freetime phone let time time. But nothing like program actual Kindle. It offer videos says I share things purchased Amazon. The actual Freetime Kindle countless kids shows books children 6. Not worth money Android phone/tablet.,Positive,0.035714285714285705,0.30476190476190484
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","It geared towards older children already read. It job lock device, better available task. The content section needs help. As others stated way search specific content, scrolling cover art books & videos. When set youngest setting (3-5 yrs old) book selection includes full juvenile chapter books like Harry Potter -- making setting useless. The video section also includes content age appropriate (3-5 yr old). While analytics offered child's activities great, would useful older children. I see child spent two seconds many books, chapter books, text well beyond abilities age setting selected. I likely keep subscription, access content, I read children. If looking set forget solution younger kids, it.",Positive,0.1784313725490196,0.3495098039215686
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","Used couple times, much 2 yr old. Then automatically charged without warning. Pretty dumb app.",Negative,-0.00833333333333334,0.5666666666666667
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",I hate let create new account,Negative,-0.33181818181818185,0.6772727272727272
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Love app! My kids never get bored educational entertaining apps!,Positive,0.25,0.6375
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","I think fun play,watch relax eat popcorn family sitting back couch",Positive,0.15,0.1
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","We 1, 2, 4 year old. I really like educational goals set child.",Positive,0.18333333333333335,0.21666666666666667
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",So far good.,Positive,0.39999999999999997,0.8
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",I ❤️it!,Neutral,0.0,0.0
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Blah blah,Neutral,0.0,0.0
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",It awesome,Positive,1.0,1.0
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Hi,Neutral,0.0,0.0
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Love,Positive,0.5,0.6
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Excellent,Positive,1.0,1.0
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","My daughters love - especially happy classics, learning stories, branded characters. A good mix! Unfortunately freezes time - approximately every ten minutes - requires force close restart. Not cool two year old actually calm paying attention stories! Fix crashing 5 stars family!",Positive,0.2076388888888889,0.6000000000000001
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",They tell WILL NOT able access APPS phone like Kindle. I thought I losing mind I could find APPS paying every month. I find google users manually APPS want child play with. What's point able features????,Positive,0.125,0.625
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Uninstalled first day. I wanted certain book Kindle said free app. I search certain titles. None recommended books description content. Books witchcraft? No thanks.,Positive,0.1957142857142857,0.49523809523809526
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","Daughter loves app. I problems app. First, able try make emergency phone calls. I understand may safety thing, 3 year old need this. Second, able hit home, button brings recently used things there. Third, crash many things open, I know that's problem could easy fix creating option clear immediately closed. This way 10 background open.",Positive,0.17564102564102563,0.37307692307692303
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","I understand included prime membership, already subscribed. Says $2.99/month free trial. I also see kids shows games; basically setting profile restrict your.child could access use. It's worth $2.99 description misleading.",Positive,0.35,0.45
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Everything great except get access like fire tablet. This Amazon dicks limiting buy hardware. Well loss lost family subscription.,Positive,0.8,0.75
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","This really great potential. I like idea able keep kids accessing play store, control content get access via sharing content main tablet interface choosing allow. I like I set age range Amazon content. That said issues: 1. No search feature within books. This ridiculous. Who wants scroll thousands books see book available? Search author, reading level (lexile, f&p, etc.) Would great. 2. I able control content within category. I want able hide content I want available within age range without cutting access content age range. And within controlling content. I love idea timer feature; however, many times I want able self timer I approve homeschooling access apps. Same goes content within categories. 3. Features available kindle available version. Why Audible comes option automatically kindle version freetime, I can't even share version? Like ability choose books kindle account share I able choose audible content I want available kid.",Positive,0.3266666666666667,0.5591666666666668
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","My 3yo son loves great I give ""present"" new book whenever. I love I add YouTube videos likes would great I could add entire channel rather enter video individually.",Positive,0.3194805194805195,0.5113636363636364
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","It used work fine. Now work stating I need internet connection. When I log app, internet connection works perfectly fine, include Wi-Fi 4G.",Positive,0.4166666666666667,0.5
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",nan,nan,nan,nan
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","Couldn't app. Wanted child's tablet, I already protected Amazon ""allow"" app. I guess great parents letting kids device, us.",Positive,0.8,0.75
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Very restrictive locks kids anything fun. Only control freak/helicopter parent.,Positive,0.16666666666666666,0.5
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","The content well curated, I give credit due. However, search feed frustratingly slow. So want find specific books, goooood luck scrolling thru dozens hundreds titles MAYBE finding want. Why search feature? Why titles load slowly?",Negative,-0.18125000000000002,0.32499999999999996
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","This far best safe kids. You get peace mind child going harmful content. You screen times, goals many educational content rest assure kid fun learning time!",Positive,0.45416666666666666,0.4583333333333333
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",nan,nan,nan,nan
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",MY SON LOVES IT! technical problems.,Neutral,0.0,0.1
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","It's good way child entertain free time, he's child",Positive,0.55,0.7000000000000001
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Love gkids ranging 2 16. Wish games could phone well kindle still excellent app.,Positive,0.75,0.8
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",nan,nan,nan,nan
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Thank much free gift. And I want say God Bless Jesus self Angels protect us always praying whole world thank keep pollinating world seeds life like bee beautiful children.Thank,Positive,0.4833333333333334,0.7333333333333334
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",Perfect letting kids play games able access be. Full control able do. I love 3 & 4 year old,Positive,0.4916666666666667,0.6
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows",nan,nan,nan,nan
+"Amazon FreeTime – Kids’ Videos, Books, & TV shows","I loved kiddo kindle. I installed tablet, allow add content. My son likes play games let add any.",Positive,0.7,0.8
+Amazon Kindle,"OK, despite experience could little intuitive, mention updates seem break many features fix. The 'Minutes remaining current chapter' algorithm seems wrecked latest update example. If possible Kindle Unlimited third party reader I'd switch shot functionality issues like this. Amazon good creating intuitive, consistent reliable user experiences.",Positive,0.2513888888888889,0.5166666666666667
+Amazon Kindle,"I like reading alternitive Galaxy Tab S2 basic kindle. I mainly read S2 two small things kept mobile version (which 2 FAVORITE parts S2) 1. Time page reading. Whenever I reading, current time displays page. 2. It contains Goodreads Want Read shelf. However, phone, include whether apart Kindle Unlimited, MAJOR downfall.",Positive,0.0798611111111111,0.4597222222222222
+Amazon Kindle,"I want option remove page flip. Im already irritated marked pages removed. I dont care much time I left, random number ""location"" is. Just give page number bottom page! Why convoluted?! I want read ebooks like books!",Negative,-0.169140625,0.325
+Amazon Kindle,"I used LOVE kindle app. Read s7 edge time. Now suddenly I want select kindle Unlimited book recommended list, takea kindle store. Where I still cant get book. And I 1 book unlimited. Its big loop customer atrocious. If get fixed I'll cancel",Negative,-0.01999999999999999,0.4800000000000001
+Amazon Kindle,"The functional ability Kindle library great me, but, Galaxy Note 8 dim, problem night makes books really difficult read daylight. brightness adjustment Kindle Galaxy Note 8 I would really appreciate would take time include operating system brightness change Kindle Reader brightness, dim",Positive,0.14,0.5900000000000001
+Amazon Kindle,Finally split screen!!!! Thank you!!!!Love love love new green back ground much easier read. I still really wish would let change text back ground colors choice. I trouble reading read better colors would get five stars changed!,Positive,0.16012396694214875,0.3685950413223141
+Amazon Kindle,10 20 times day freezes. Worst market. If ever opens commute I close I've already reached 18th stop station. All I want read Kindle book phone. That difficult request BUT IT IS. THE SUCKS!!!,Negative,-0.6953125,0.7666666666666666
+Amazon Kindle,"I Love App! The thing I'm still hoping allow us books sd card, still able access app. I able manually move downloaded books sd card I able access thru Kindle app.",Positive,0.53125,0.61875
+Amazon Kindle,"Why WHY keep screen alive? If volume buttons turn pages touch screen often enough keep screen alive, screen times ruins flow reading. Very annoying simple feature implement!",Negative,-0.15833333333333333,0.4761904761904762
+Amazon Kindle,"Great app. Almost perfect. Love it. But Why four stars?. I badly need option store books SD card default within like like Pocket. Until then, it'll remain star less. Sadly.",Positive,0.15555555555555556,0.6805555555555557
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,"available screen selected. I go install select enable, followed open access book I'm reading stay open I'm trying read. Very frustrating.",Negative,-0.03,0.6
+Amazon Kindle,"Kindle really good Audible book, using Whispersync. That advantage, ends. I 100 books Kindle, I it. Every version Kindle, whether PC Android, absolutely horrific navigation, almost choices make customize it; started, 10 years ago. Most Kindle books I I bought back started, & great. But now? Awful. Plus, can't read Kindle item reader. So stuck Kindle. If I ever find alternative, I'll take it. I rarely Buy Kindle books reason. Since Android covers characters I talk, I'm stopping review now. I can't see I'm doing.",Positive,0.04285714285714286,0.6785714285714286
+Amazon Kindle,Small problem trying repurchase book I load onto new phone. But tempt simply sends Google play. So maybe look that?,Negative,-0.03787878787878788,0.4038961038961039
+Amazon Kindle,"Update 28.07.18. Awfull variant kindle book store back. Why guys destroying experience perseverently? Moreover, lists amazone also broken (apparently considers cannot buy eversions books abroad). Well, takes lot try making completely unusable. Great kudos clever guys it! Update 28.02.18. One time return dec 17 version. The store became quite usable. Raised rating till 4 stars. Update 15.02.18. January version comeback. Store unusable. Update 10.02.18. Returned previous version market became usable. Raised rating till 4 stars. Please add ability dictionaries. Previous updates made accessible, considering access store. Recent update ruins experience. The store, accessed app, absolutely unfunctional. I can't even add book wishlist. Moreover, purchased status indicated. I access every individual book order see price. Please return previous version store accessed kindle + add, possible, ability visualise kindle wishlists directly app. Reading part 80% good, but, please add ability dictionaries besides provided amazon.",Positive,0.0712962962962963,0.4087962962962963
+Amazon Kindle,They recently kicked authors kindle unlimited can't find kindle anymore. All authors book become popular kindle unlimited Amazon evidently make much money KU offering.,Positive,0.2625,0.39999999999999997
+Amazon Kindle,"I Kindle years I absolutely hate new update. It horrible, I like new homepage I like fact black anymore. It lot easier eyes whenever would turn asleep. I'm really hard time syncing library back phone. I deregister device reregister taking long time sync. Also I cannot find settings change I need to, giving option without Wi-Fi anymore I'm downloading books phone. Quick update, I go individually book redownload, since I register. As I said I've kindle years, I 611 books I again!!!!!",Negative,-0.17022727272727273,0.5084090909090909
+Amazon Kindle,"Why dont put choice ""I like book"" I home app, I hate people kindle put recommendations nothing, nothing I read... really would know people read... I interested people read, I ...",Negative,-0.1166666666666667,0.5333333333333333
+Amazon Kindle,"Terrible customer service, I sent email enquiry 3 questions joining, said order answer questions I need account them! Where's logic that. I mean read quote- ""We provide information make changes request comes e-mail associated account."" So chance joining!!!",Negative,-0.80517578125,0.84375
+Amazon Kindle,"Absolutely worst user interface I've seen ever. Nothing intuitive, nothing functions expect to, certain elements even cover information need titles buy even order",Negative,-0.39285714285714285,0.7857142857142857
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,Well I used love it!!! But new update makes confusing new book!!! Seriously I need take class here. Oh let's go another page book let get new book,Positive,0.1470486111111111,0.5050505050505051
+Amazon Kindle,"After almost every update, crash; I find another read books. Why can't I remove last update go back previous version. Really frustrating.",Negative,-0.14166666666666666,0.2833333333333333
+Amazon Kindle,After latest update. The screen persistently irrevocably (as far I tell) DIMMED WITHIN PUBLISHED CONTENT - aka books. In words currently UNUSEABLE. Amazon please fix soon possible,Positive,0.15,0.825
+Amazon Kindle,"The book downloaded. And internet working properly even 12 hours downloading, 6-8% downloaded.",Neutral,0.0,0.1
+Amazon Kindle,"edited: I still think current interface sucks, I seriously miss old 3.* versions. However, improved mangling v4 usable even intuitive user friendly except actually reading.",Negative,-0.02638888888888889,0.3611111111111111
+Amazon Kindle,works fine. Amazon marketing needs mellow push notifications ads. I finally killed notifications started spamming every two hours.,Positive,0.10833333333333334,0.25
+Amazon Kindle,"Rendering text bit poor, put space paragraphs book I read awkward read. randomly opened updating message permissions—uninstalled. I want randomly opening I'm middle something else.",Negative,-0.4,0.52
+Amazon Kindle,I love reading kindle. It keeps library searchable automatically keeps bookmarks books I instantly return page I left!,Positive,0.16666666666666666,0.4222222222222222
+Amazon Kindle,I count freeze crash nearly every use. I probably delete trial period.,Positive,0.1,0.4
+Amazon Kindle,"Since yesterday's ""update"" longer works. UPDATE ***you quite clear company arrogant listen customers",Positive,0.10000000000000002,0.3833333333333333
+Amazon Kindle,"Stop forcing phone app. Keep uninstalling principle, let phone way I want to, I'll serve & right dont. I hope EU sues billion dollars.",Positive,0.2857142857142857,0.5357142857142857
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,"July - yet another update drives crazy. Again I go Amazon main kindle unlimited look books. The links show related books I might find interesting connect. I also To go main return books agrivating. I liked version new update. Also store shows current best sellers I intreset read. Very frustrating. Since last updates gone directly kindle store search new books, also allow read free kindle unlimited without going amazon app. I also go full return borrowed books. Its much hassle I deal sadly addicted reading. This makes much harder find books genre.",Positive,0.11867003367003368,0.4718013468013468
+Amazon Kindle,"I logged Amazon order app. I read books device I access internet, like plane.",Neutral,0.0,0.0
+Amazon Kindle,Amazing killer think book 13 reasons delete book book leads many people's DEAD I request manager kindel remove book,Positive,0.30000000000000004,0.6
+Amazon Kindle,Can't activate new verizon Galaxy J5 6.01. Tells I internet connection.,Positive,0.13636363636363635,0.45454545454545453
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,"Good, easy accidentally spend money. You cannot lose your page lots books.",Positive,0.5666666666666667,0.7166666666666668
+Amazon Kindle,Previous versions ads. I find ads appearing version highly irritating. Absolutely hate it!!!!,Negative,-0.5222222222222223,0.6222222222222222
+Amazon Kindle,"OK, despite experience could little intuitive, mention updates seem break many features fix. The 'Minutes remaining current chapter' algorithm seems wrecked latest update example. If possible Kindle Unlimited ... Full Review",Positive,0.23750000000000002,0.6214285714285713
+Amazon Kindle,"I like reading alternitive Galaxy Tab S2 basic kindle. I mainly read S2 two small things kept mobile version (which 2 FAVORITE parts S2) 1. Time page reading. Whenever I reading, current time displays page. 2. It contains Goodreads Want Read shelf. However, phone, include whether apart Kindle Unlimited, MAJOR downfall.",Positive,0.0798611111111111,0.4597222222222222
+Amazon Kindle,"I want option remove page flip. Im already irritated marked pages removed. I dont care much time I left, random number ""location"" is. Just give page number bottom page! Why convoluted?! I want read ebooks like books!",Negative,-0.169140625,0.325
+Amazon Kindle,10 20 times day freezes. Worst market. If ever opens commute I close I've already reached 18th stop station. All I want read Kindle book phone. That difficult request BUT IT IS. THE SUCKS!!!,Negative,-0.6953125,0.7666666666666666
+Amazon Kindle,"I used LOVE kindle app. Read s7 edge time. Now suddenly I want select kindle Unlimited book recommended list, takea kindle store. Where I still cant get book. And I 1 book unlimited. Its big loop customer atrocious. If get fixed I'll cancel",Negative,-0.01999999999999999,0.4800000000000001
+Amazon Kindle,Finally split screen!!!! Thank you!!!!Love love love new green back ground much easier read. I still really wish would let change text back ground colors choice. I trouble reading read better colors would get five stars changed!,Positive,0.16012396694214875,0.3685950413223141
+Amazon Kindle,"I Love App! The thing I'm still hoping allow us books sd card, still able access app. I able manually move downloaded books sd card I able access thru Kindle app.",Positive,0.53125,0.61875
+Amazon Kindle,"Why WHY keep screen alive? If volume buttons turn pages touch screen often enough keep screen alive, screen times ruins flow reading. Very annoying simple feature implement!",Negative,-0.15833333333333333,0.4761904761904762
+Amazon Kindle,"Great app. Almost perfect. Love it. But Why four stars?. I badly need option store books SD card default within like like Pocket. Until then, it'll remain star less. Sadly.",Positive,0.15555555555555556,0.6805555555555557
+Amazon Kindle,"I would love able see books I read I (the 'new' corner means jack all). Also books I delete, I want gone-gone, totally removed, I want see library anymore . I want log computer delete permanently.",Positive,0.28409090909090906,0.6073863636363637
+Amazon Kindle,"Terrible customer service, I sent email enquiry 3 questions joining, said order answer questions I need account them! Where's logic that. I mean read quote- ""We provide information make changes request comes e-mail associated account."" So chance joining!!!",Negative,-0.80517578125,0.84375
+Amazon Kindle,Small problem trying repurchase book I load onto new phone. But tempt simply sends Google play. So maybe look that?,Negative,-0.03787878787878788,0.4038961038961039
+Amazon Kindle,"Update 28.07.18. Awfull variant kindle book store back. Why guys destroying experience perseverently? Moreover, lists amazone also broken (apparently considers cannot buy eversions books abroad). Well, takes lot try making completely unusable. Great kudos clever guys it! Update 28.02.18. One time return dec 17 version. The store became quite usable. Raised rating till 4 stars. Update 15.02.18. January version comeback. Store unusable. Update 10.02.18. Returned previous version market became usable. Raised rating till 4 stars. Please add ability dictionaries. Previous updates made accessible, considering access store. Recent update ruins experience. The store, accessed app, absolutely unfunctional. I can't even add book wishlist. Moreover, purchased status indicated. I access every individual book order see price. Please return previous version store accessed kindle + add, possible, ability visualise kindle wishlists directly app. Reading part 80% good, but, please add ability dictionaries besides provided amazon.",Positive,0.0712962962962963,0.4087962962962963
+Amazon Kindle,They recently kicked authors kindle unlimited can't find kindle anymore. All authors book become popular kindle unlimited Amazon evidently make much money KU offering.,Positive,0.2625,0.39999999999999997
+Amazon Kindle,"Why dont put choice ""I like book"" I home app, I hate people kindle put recommendations nothing, nothing I read... really would know people read... I interested people read, I ...",Negative,-0.1166666666666667,0.5333333333333333
+Amazon Kindle,"edited: I still think current interface sucks, I seriously miss old 3.* versions. However, improved mangling v4 usable even intuitive user friendly except actually reading.",Negative,-0.02638888888888889,0.3611111111111111
+Amazon Kindle,"Absolutely worst user interface I've seen ever. Nothing intuitive, nothing functions expect to, certain elements even cover information need titles buy even order",Negative,-0.39285714285714285,0.7857142857142857
+Amazon Kindle,I enjoy using reading. The features make tablet like book. The issue I whisper sync Audible work. Not sure problem Kindle Audible.,Positive,0.07500000000000001,0.6944444444444444
+Amazon Kindle,Well I used love it!!! But new update makes confusing new book!!! Seriously I need take class here. Oh let's go another page book let get new book,Positive,0.1470486111111111,0.5050505050505051
+Amazon Kindle,"The functional ability Kindle library great me, but, Galaxy Note 8 dim, problem night makes books really difficult read daylight. brightness adjustment Kindle Galaxy Note 8 I would really appreciate would take time include operating system brightness change Kindle Reader brightness, dim",Positive,0.14,0.5900000000000001
+Amazon Kindle,"Kindle really good Audible book, using Whispersync. That advantage, ends. I 100 books Kindle, I it. Every version Kindle, whether PC Android, absolutely horrific navigation, almost choices make customize it; started, 10 years ago. Most Kindle books I I bought back started, & great. But now? Awful. Plus, can't read Kindle item reader. So stuck Kindle. If I ever find alternative, I'll take it. I rarely Buy Kindle books reason. Since Android covers characters I talk, I'm stopping review now. I can't see I'm doing.",Positive,0.04285714285714286,0.6785714285714286
+Amazon Kindle,works fine. Amazon marketing needs mellow push notifications ads. I finally killed notifications started spamming every two hours.,Positive,0.10833333333333334,0.25
+Amazon Kindle,"I Kindle years I absolutely hate new update. It horrible, I like new homepage I like fact black anymore. It lot easier eyes whenever would turn asleep. I'm really hard time syncing library back phone. I deregister device reregister taking long time sync. Also I cannot find settings change I need to, giving option without Wi-Fi anymore I'm downloading books phone. Quick update, I go individually book redownload, since I register. As I said I've kindle years, I 611 books I again!!!!!",Negative,-0.17022727272727273,0.5084090909090909
+Amazon Kindle,"Stop forcing phone app. Keep uninstalling principle, let phone way I want to, I'll serve & right dont. I hope EU sues billion dollars.",Positive,0.2857142857142857,0.5357142857142857
+Amazon Kindle,"Since yesterday's ""update"" longer works. UPDATE ***you quite clear company arrogant listen customers",Positive,0.10000000000000002,0.3833333333333333
+Amazon Kindle,"July - yet another update drives crazy. Again I go Amazon main kindle unlimited look books. The links show related books I might find interesting connect. I also To go main return books agrivating. I liked version new update. Also store shows current best sellers I intreset read. Very frustrating. Since last updates gone directly kindle store search new books, also allow read free kindle unlimited without going amazon app. I also go full return borrowed books. Its much hassle I deal sadly addicted reading. This makes much harder find books genre.",Positive,0.11867003367003368,0.4718013468013468
+Amazon Kindle,"I logged Amazon order app. I read books device I access internet, like plane.",Neutral,0.0,0.0
+Amazon Kindle,turns book sideways soon opens new update. Completely unusable. Garbage.,Positive,0.11818181818181818,0.42727272727272725
+Amazon Kindle,much excited read books fame day kindle give free trial least ...,Positive,0.15833333333333335,0.65
+Amazon Kindle,"Always internal error login, Google it, still can't log in Chinese Amazon account",Neutral,0.0,0.0
+Amazon Kindle,"Useless, constantly delete data start up.",Negative,-0.25,0.26666666666666666
+Amazon Kindle,Very Nice read books. Please make improvements like 1. Provide Text Speech support Google Voice ( India ). 2. Peovide Wordwise documents ( mean documents Kindle books also ).,Positive,0.23375,0.84375
+Amazon Kindle,I daily. It's first aps I put every device. Love hundreds books purse.,Positive,0.25,0.3111111111111111
+Amazon Kindle,That buy button... Accidentally bought book phone slipped hand. Great.,Positive,0.8,0.75
+Amazon Kindle,Would give 5 star rating back lighting adjustable. It much bright damaging eyes.,Positive,0.35000000000000003,0.39999999999999997
+Amazon Kindle,After latest update. The screen persistently irrevocably (as far I tell) DIMMED WITHIN PUBLISHED CONTENT - aka books. In words currently UNUSEABLE. Amazon please fix soon possible,Positive,0.15,0.825
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,A book I downloaded disappeared library. I get chance finish reading it. I remember name author I buy next book series.,Neutral,0.0,0.0
+Amazon Kindle,"The book downloaded. And internet working properly even 12 hours downloading, 6-8% downloaded.",Neutral,0.0,0.1
+Amazon Kindle,This great app. I wish would let buy books.,Positive,0.8,0.75
+Amazon Kindle,"Rendering text bit poor, put space paragraphs book I read awkward read. randomly opened updating message permissions—uninstalled. I want randomly opening I'm middle something else.",Negative,-0.4,0.52
+Amazon Kindle,Works great now. Kinda disappointed page turning feature listed none books it.,Positive,0.025000000000000022,0.75
+Amazon Kindle,"7/26: I realized phone allows choose SD storage & I phone. The Nook SD storage option settings & I've making Nook purchases. I also appreciate I easily see book allows SD storage looking store/shop Nook. Storage space issue & there's reason I'm putting money SD card large amount storage. After every Kindle update I check settings hoping they've finally added SD storage option app. As yet, no. Original review: I good I bought comics. Even though I sd card storage used according screen Android, downloaded internal storage filled phone (several Star Wars comics). It seems option longer there.? I uninstalled comics & figured I'd new tablet I got. ...yeah. In section I even option. My Nook gives option & I problem saving books B&N sd card (if book allows it). I tried uninstall & re-install Kindle, still save internal storage & give sd/external storage option. On top that, let ""rename device"" name I I 1st tablet. I get ""device taken"", wants rename device re-install (I uninstall 2nd time, & 3rd remain way stupid thing fixed). Maybe that's something I go Amazon fix (rename issue), so, that's SUPER annoying.",Positive,0.06832311207311209,0.46295093795093795
+Amazon Kindle,"Good, easy accidentally spend money. You cannot lose your page lots books.",Positive,0.5666666666666667,0.7166666666666668
+Amazon Kindle,Can't activate new verizon Galaxy J5 6.01. Tells I internet connection.,Positive,0.13636363636363635,0.45454545454545453
+Amazon Kindle,Amazing killer think book 13 reasons delete book book leads many people's DEAD I request manager kindel remove book,Positive,0.30000000000000004,0.6
+Amazon Kindle,This worthless There books competitive exams,Negative,-0.8,0.9
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,"Wow!what is,a great thanks amazon kindle books expansive buy read book app. Thanks lot u❤",Positive,0.39999999999999997,0.3833333333333333
+Amazon Kindle,Thanks providing split screen functionality!! The thing would make better would ability make shortcuts books homepage.,Positive,0.40625,0.35
+Amazon Kindle,It useful improves English vocabulary,Positive,0.15,0.0
+Amazon Kindle,I love reading kindle. It keeps library searchable automatically keeps bookmarks books I instantly return page I left!,Positive,0.16666666666666666,0.4222222222222222
+Amazon Kindle,The crashes every time I try make highlight,Neutral,0.0,0.0
+Amazon Kindle,Very slow scrolling Xperia z1,Negative,-0.39000000000000007,0.52
+Amazon Kindle,Apparently library empty. That's all.,Negative,-0.025,0.425
+Amazon Kindle,"Galaxy tab e 7 switches landscape, never switch back portrait uninstall reinstall...",Neutral,0.0,0.0
+Amazon Kindle,APp won't sync. Wont load support page. Won't open store. Nothing.,Neutral,0.0,0.5
+Amazon Kindle,IT WON'T WORK! It even let try nothing,Neutral,0.0,0.0
+Amazon Kindle,Needs put books SD card. Not getting split screen option tablet. Works one.,Neutral,0.0,0.0
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,Can't create highlights note even though tells to.,Neutral,0.0,0.0
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,After screwing around 20 minutes I deleted entirely NOWHERE sign account,Neutral,0.0,0.625
+Amazon Kindle,It's convenient access books anywhere I go. I pull phone begin read.,Neutral,0.0,0.0
+Amazon Kindle,I find useful need kill time waiting others.,Positive,0.3,0.0
+Amazon Kindle,I tried yet I'll sure let u know,Positive,0.5,0.8888888888888888
+Amazon Kindle,Why accept ethernet data connection amazon awkward ?,Negative,-0.6,1.0
+Amazon Kindle,It's OK read free ebooks tablet...,Positive,0.45,0.65
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,Forced keep Samsung forced 0/5,Negative,-0.30000000000000004,0.2
+Amazon Kindle,Nice free books,Positive,0.5,0.9
+Amazon Kindle,Can't install Huawei p20 pro keep getting errors Can't install check Error code,Neutral,0.0,0.0
+Amazon Kindle,This faulty,Neutral,0.0,0.0
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,This useful needs urgent information particular knowledge.,Positive,0.23333333333333334,0.16666666666666666
+Amazon Kindle,Why library emptied?,Neutral,0.0,0.0
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,Love able kindle phone access books anywhere.,Positive,0.5,0.6125
+Amazon Kindle,Have pay £.7.99 thereafter,Neutral,0.0,0.0
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,How I activate audible narration ???,Neutral,0.0,0.0
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,"Excellent app, really library pockets.. I loved it..",Positive,0.6333333333333333,0.6666666666666666
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,Good need free books,Positive,0.55,0.7000000000000001
+Amazon Kindle,Last 1week working bad,Negative,-0.3499999999999999,0.36666666666666664
+Amazon Kindle,Love Kindle awesome.,Positive,0.75,0.8
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,Are useless,Negative,-0.5,0.2
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,"Up whatsapp,nice nice",Positive,0.6,1.0
+Amazon Kindle,Great love read,Positive,0.65,0.675
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,WHERE DID DIRECT ACCESS TO ***MY*** UNLIMITED KINDLE LIBRARY IN STORE GO????????,Positive,0.1,0.4
+Amazon Kindle,nan,nan,nan,nan
+Amazon Kindle,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,The works amazingly. It reliable decides watch movie TV show. I problems ever since I started using it. Amazon great job developers. I would recommend anyone enjoy kinds movies TV.,Positive,0.6000000000000001,0.7166666666666667
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,"Great service, mainly browsing fire stick actual watching, never issue. When buying titles I prefer sometimes issues entering pin phone",Positive,0.32222222222222224,0.39444444444444443
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Prime Video,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,"Terrible change way switch wishlists. When scrolling list, delay link appears top screen change different list.",Negative,-0.16666666666666666,0.7000000000000001
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,"Completely useless. They changed triple price, today without I ordered anything, take money account. Every careful shop.",Negative,-0.3,0.6
+Amazon Shopping,"Hey, Jeff Bezos, employees living cars feeling suicidal poor work conditions written meet unrealistic productivity demands even much speak employees. All while, living mansion plan build rocketships billions make profits instead making sure employees well taken care of. How feel that? Do feel good yourself?",Positive,0.1,0.6577777777777778
+Amazon Shopping,"Good app, keeps supposed to. Error messages dog photos, even reinstalling rebooting phone. Fix Amazon, I'll order I'm computer keyboard. This probably save lot money!",Positive,0.875,0.6000000000000001
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,"This actually looking dogs error messages underneath them, that's I ever see matter I search I go. Download like looking dogs, shop Amazon, stick browser.",Neutral,0.0,0.1
+Amazon Shopping,Amazon stretched thin? The slow hell. Click item device takes sweet time load. Not internet (300mb/s),Negative,-0.1,0.475
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,"Once unnecessary permissions disabled, mostly good app, annoying. Often times I'm trying add something list, respond. I know phone I malfunctions way. ----Wondering work properly I disabled permissions Amazon requesting???",Negative,-0.18000000000000002,0.6
+Amazon Shopping,"Always slow painful use, I feel back days dial up! I never problem phone tablet app. The store great!",Neutral,0.0,0.5125
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,"Why Apple's supports long press shortcuts not? It always seems like Apple's always step ahead. You easily add long press common actions like today's deals, wish list, etc.",Positive,0.008333333333333345,0.5333333333333333
+Amazon Shopping,The home page sloppy otherwise connects many Amazon prime endless supply everything. Even movies. Amazon Video.,Negative,-0.013888888888888895,0.6666666666666666
+Amazon Shopping,Would 5 stars I restart phone occasion open app. It's I issues terms trying open.,Neutral,0.0,0.5
+Amazon Shopping,"Terrible change way switch wishlists. When scrolling list, delay link appears top screen change different list.",Negative,-0.16666666666666666,0.7000000000000001
+Amazon Shopping,The update awful!! Worked great update. Now even fit screen. It's big keeps freezing.,Positive,0.05000000000000002,0.5625
+Amazon Shopping,LOVE THE LOVE AMAZON DETAIL PRODUCT DESCRIPTION EXALENT YOU READ PRODUCT SUPPOSE TO BE ! .... A -Z REFUND BUYERS PROTECTION !.... I CAN ( GO .. ON & ON ABOUT GREAT THINGS ABOUT APP... FIVE STAR'S ******** APP... LOVE AMAZON ....kevin h,Positive,0.6453125,0.6375
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,"Please, stop full page ad Prime whenever I open app. It starting get annoying.",Negative,-0.11250000000000002,0.5125000000000001
+Amazon Shopping,"As recently, keeps crashing every while, disruptive shopping experience. Please fix asap.",Neutral,0.0,0.25
+Amazon Shopping,Doesn't option deactivate notifications. Do make mistake looking product Amazon--you continuously bombarded messages reminding buy.,Neutral,0.0,0.0
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,The provides comparisons top-rated best selling lowest price items looking for.,Positive,1.0,0.3
+Amazon Shopping,I know latest update did. Now I can't open all.,Positive,0.25,0.7
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,I used much. But thank service.,Positive,0.2,0.2
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,Crashes trying look today's deals.,Neutral,0.0,0.0
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,Always crashes trying checkout Useless,Negative,-0.5,0.2
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,"There literally way sign log another account. I uninstalling, I log way.",Neutral,0.0,0.0
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,It wonderful app. I love I say.,Positive,0.75,0.8
+Amazon Shopping,Glitchy slow. Clunky unoptimized... This ridiculous.,Negative,-0.31666666666666665,0.7
+Amazon Shopping,"It lags lot, slow loading",Negative,-0.30000000000000004,0.39999999999999997
+Amazon Shopping,LG V30 8.0.0 LOVE THIS,Positive,0.5,0.6
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,I think good,Positive,0.7,0.6000000000000001
+Amazon Shopping,Just like desktop site. Easy navigate quickly make purchases.,Positive,0.3833333333333333,0.6666666666666667
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,"It's worth wait get want. And lower price amazon ,than stores",Positive,0.3,0.1
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,Good good,Positive,0.7,0.6000000000000001
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,I try gets trouble,Negative,-0.2,0.2
+Amazon Shopping,Great place shop!,Positive,1.0,0.75
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,♡ Amazon,Neutral,0.0,0.0
+Amazon Shopping,Awesome,Positive,1.0,1.0
+Amazon Shopping,Cheap deals,Positive,0.4,0.7
+Amazon Shopping,Fortnight,Neutral,0.0,0.0
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,I love amazon!!,Positive,0.78125,0.6
+Amazon Shopping,love,Positive,0.5,0.6
+Amazon Shopping,Love,Positive,0.5,0.6
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,Yesaaaaaaas,Neutral,0.0,0.0
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,"-OH Something went wrong end"". Can buy anything anymore useless app, I going cancel Amazon PRIME Subscription. Not Amazon hire completely useless unknown Delivery companies hand packages complete strangers, never seen again, Amazon utterly USELESS. Not worth frustration",Negative,-0.3071428571428571,0.37142857142857144
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,Fix shopping list scroll- saved later items. Such easy fix guys rich af. It takes day half go saved items never works right. I end going online works much better,Positive,0.20391156462585033,0.4693877551020408
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,nan,nan,nan,nan
+Amazon Shopping,The last updates turned nightmare. It takes forever load especially images. I several different lists I always set particularly keeps changing different everytime I visit app. It's frustrating annoying. You think company makes billions dollars every year would know create better app.,Negative,-0.05925925925925927,0.5444444444444444
+Amazon Shopping,"I like I really yes cheaper stores expensive applications like wish eBay, geek another. Seems like products money Amazon. Which ashame I would love place (Amazon) place I go shopping..",Positive,0.06666666666666667,0.5
+Amazon Shopping,nan,nan,nan,nan
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,"Has great deals amazing deals items would normally spend lot money on. although, ordering items items might show promised.",Positive,0.5166666666666667,0.7666666666666666
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,"This product 100% Android compatible. Is compatible Chromecast. I guess done buy Amazon products like fire stick. Because incompatibility 20% rate hike, I plan get rid prime.",Neutral,0.0,0.0
+Amazon for Tablets,"What waste time. You update (at last) bother include Australian store. You've included Australia phone app, tablet? Update: Another update still Australian store. Update 2: Still Australian store! Update 3: Still Australian store. Update 4: Still Australian store. Update 5: Still Australian store. Update 6: Still Australian store. Update 7: Still Australian store! Update 8: Still Australian store! Update 9: Still Australian store. Update 10: Still Australian store. Update 11: Still Australian store. Pathetic!",Negative,-0.08,0.07111111111111111
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,Having trouble logging account. Says I prime member,Negative,-0.2,0.2
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,"When comes crossdressing clothing, Amazon sucks dept",Negative,-0.3,0.3
+Amazon for Tablets,Won't even open latest update.,Positive,0.25,0.7
+Amazon for Tablets,Another great decent company continue offer quality products.,Positive,0.48333333333333334,0.7083333333333333
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,All requirements met place,Neutral,0.0,0.0
+Amazon for Tablets,It way better wish eBay,Positive,0.5,0.5
+Amazon for Tablets,Not working,Neutral,0.0,0.0
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,"I'm disappointed. I AR View, even though I Amazon Prime Android app. How I supposed try (like ads/videos keep asking prime day) I it!? And I get favorites come back bottom me? It used I stored shopping lists scroll bar across bottom... I accidentally got rid it...thinking obviously way get back I wanted it. But, I checked nada...",Negative,-0.234375,0.3125
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,"I think amount personalized setting stick account. Either Amazon IT constantly changing policies privacy notification settings get changed settings travel devices. Something wrong Amazon IT. I always find new spam notification block. I'm going block entire app. Amazon political charged treats workers poorly anyways, sort BS adds need drop them.",Negative,-0.1272727272727273,0.5021464646464647
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,"Good app, tablet experience often lacking phone experience. My biggest issue currently I cannot add items registry tablet. The add registry option missing. Please correct this.",Positive,0.16666666666666666,0.35000000000000003
+Amazon for Tablets,"Although I like Amazon, I kind hate app. The interface slow, buttons dropdowns seem always require tap actually function. The image galleries products load slowly, sometimes top page load top navbar app, cutting content. What mess.",Negative,-0.06388888888888891,0.5305555555555556
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,"I've using Amazon 10 years, suddenly I'm allowed I live Australia. Ok, that's fine, I'll go somewhere else spend money company neglect customers.",Positive,0.26325757575757575,0.5
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,"This kept date functionality standard ""Amazon"" app, yet they've made Google Play settings non-""for tablets"" even available happen tablet, tablet gets stuck reduced-functionality app.",Positive,0.2,0.2
+Amazon for Tablets,sucks. Amazon says I MUST Amazon Australia nothing supported. So I keep using ebay. Bye,Negative,-0.3,0.3
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,great get awesome deals fishing supplies subscribe jiggin jordan insperation he's awesome subscribe youtube get 1 million subscribers please cool like fishing looking stuff underwater subscribe buddy caught 13 pound BASS cool.,Positive,0.5583333333333333,0.7583333333333333
+Amazon for Tablets,I love using find great deals buy things convenience. Drag drop simplicity saving items without forced place cart best.,Positive,0.38,0.38416666666666666
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,nan,nan,nan,nan
+Amazon for Tablets,"This way many quirky things make frustrating Google Pixel C tablet running Android 8.1 Oreo. When using search box, keyboard stays open pressing back try hide returns all's home screen. This makes searching requird. There horizontal scrolling product pages reason. Following related product links takes product, pressing back takes white screen I press back get there.",Positive,0.009999999999999998,0.33999999999999997
+American Airlines,nan,nan,nan,nan
+American Airlines,"Frustrating use. Needs home button get basic information. For example, talking flight check person asks AA #, cannot look reason lets see current ticket info. I even sure look up... silly",Negative,-0.08,0.6377777777777778
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,"**Update: It crashes opening. At least I get bogus info.** The first leg flight delayed due weather. While waiting deplane, said connecting flight departed. While I waiting rebook agent, came back said original flight delayed, would depart two minutes. Had falsely told already left, I would checked status would easily made it. Got destination hours late app.",Negative,-0.007407407407407412,0.43240740740740746
+American Airlines,"You unable sign AAvantage. regardless putting 10 digit phone number, give error...""a valid phone number 10 digits."" right wrong. I tried apple product samsung.",Negative,-0.2380952380952381,0.6452380952380952
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,"I like I actually open I'm experiencing lag. The really needs include option book flights miles, however, like able offer.",Positive,0.2333333333333333,0.44166666666666665
+American Airlines,nan,nan,nan,nan
+American Airlines,"This sorry! Why looking flight status, 99% time show aircraft type!? I go Flightstats gives much information! Come AA...step game! Go check Delta's United's apps! Far superior!!",Negative,-0.011249999999999982,0.7
+American Airlines,The connection terrible nothing worked. I would suggest plane,Negative,-1.0,1.0
+American Airlines,nan,nan,nan,nan
+American Airlines,"Crashes I try get boarding pass, entire reason I got first place. (Moto X4 Google fi)",Positive,0.125,0.47916666666666663
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,"I run another terminal almost missing flight reflect gate change home screen boarding pass screen. I know terminal enter assume correct gate boarding screen. Do app!!! False information!!! Also help support system, still call flight taking I I report issue. And staff way report issues I ask I needed report bug.",Negative,-0.5859375,0.325
+American Airlines,nan,nan,nan,nan
+American Airlines,Unreliable. Worked fine I boarded work free entertainment.,Positive,0.4083333333333333,0.65
+American Airlines,nan,nan,nan,nan
+American Airlines,"I cannot free entertainment feature. I posting review plane. Why keep telling connect wifi, I already connected?",Positive,0.4,0.8
+American Airlines,Crashing times. Hey American look united works,Neutral,0.0,0.0
+American Airlines,nan,nan,nan,nan
+American Airlines,The keeps crashing set selection part unable check in.,Negative,-0.5,0.5
+American Airlines,"Great happy path, check in, etc. Seat upgrade consistently fails. Credit card entry insists I love Alabama...I don't. Still buggy deeper features.",Positive,0.4,0.6625
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,"Don't bother. The ""free entertainment"" never works, big waste time.",Positive,0.06666666666666667,0.3
+American Airlines,Continues crash launch. Useless upcoming flight.,Negative,-0.5,0.2
+American Airlines,Keeps crashing me. Completely unusable.,Positive,0.1,0.4
+American Airlines,After update boarding pass update like gate terminal change.It confuse gate home screen another boarding pass,Neutral,0.0,0.0
+American Airlines,nan,nan,nan,nan
+American Airlines,I changed return flight still shows old reservation.,Positive,0.1,0.2
+American Airlines,"HORRIBLE!!! Even flight delayed, always say time.....",Negative,-1.0,1.0
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,"Note: anyone experiencing crash launch, uninstall reinstall see works. Woah, much welcome redesign! Looks slick intuitive playing minutes. Slightly delayed responsiveness querying. Will see stability time.",Positive,0.19444444444444445,0.48055555555555557
+American Airlines,"It working fine July 27 last flight. By today, July 29, I'm trying book new flight keeps telling update latest version although I already did. Does work!!!!",Positive,0.38825757575757575,0.48030303030303034
+American Airlines,Latest version let check in. Had check online show checked plus wants authenticate repeatedly. Poor quality control released public....,Positive,0.07499999999999998,0.4166666666666667
+American Airlines,"This used work, doesn't. I've called many times complain. They fix it. They say web-site instead. Delta's works quite well.",Positive,0.5,0.5
+American Airlines,nan,nan,nan,nan
+American Airlines,"You unable sign AAvantage. regardless putting 10 digit phone number, give error...""a valid phone number 10 digits."" right wrong. I tried apple product samsung.",Negative,-0.2380952380952381,0.6452380952380952
+American Airlines,The works warning. If AA delayed. I taken trip AA atleast 2 lengthy delays trip. They pretty terrible getting want go say will.,Negative,-0.375,1.0
+American Airlines,nan,nan,nan,nan
+American Airlines,"I like I actually open I'm experiencing lag. The really needs include option book flights miles, however, like able offer.",Positive,0.2333333333333333,0.44166666666666665
+American Airlines,The latest update rendered useless. open. Tried uninstalling clearing cache. Not user issue since update.,Neutral,0.0,0.5333333333333333
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,Useless info flight delays. It never updates late flights changes. Frequent crashes.,Negative,-0.23333333333333336,0.3666666666666667
+American Airlines,"Crashes I try get boarding pass, entire reason I got first place. (Moto X4 Google fi)",Positive,0.125,0.47916666666666663
+American Airlines,"crashing constantly, can't rely using needed e.g. checkin, show boarding pass gate. Just useless high rate crashes",Negative,-0.11333333333333333,0.35777777777777775
+American Airlines,Can't even used book award travel. Flight status really lousy ineffective. They long way go,Negative,-0.275,0.45
+American Airlines,"I run another terminal almost missing flight reflect gate change home screen boarding pass screen. I know terminal enter assume correct gate boarding screen. Do app!!! False information!!! Also help support system, still call flight taking I I report issue. And staff way report issues I ask I needed report bug.",Negative,-0.5859375,0.325
+American Airlines,nan,nan,nan,nan
+American Airlines,Unreliable. Worked fine I boarded work free entertainment.,Positive,0.4083333333333333,0.65
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,Updated latest version. It keeps crashing opening App. Easier mobile site vs. itself.,Positive,0.5,0.9
+American Airlines,The keeps crashing set selection part unable check in.,Negative,-0.5,0.5
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,nan,nan,nan,nan
+American Airlines,"When I needed most, kept closing reopen even restarting phone.",Positive,0.5,0.5
+American Airlines,The crashes every time I open it. No I would definitely give stars bug fixed,Positive,0.03333333333333333,0.39999999999999997
+American Airlines,nan,nan,nan,nan
+American Airlines,Continues crash launch. Useless upcoming flight.,Negative,-0.5,0.2
+American Airlines,Keeps crashing me. Completely unusable.,Positive,0.1,0.4
+American Airlines,After update boarding pass update like gate terminal change.It confuse gate home screen another boarding pass,Neutral,0.0,0.0
+American Airlines,"Useless lack information flights, seat maps, standby list, etc",Negative,-0.5,0.2
+American Airlines,I changed return flight still shows old reservation.,Positive,0.1,0.2
+American Airlines,"HORRIBLE!!! Even flight delayed, always say time.....",Negative,-1.0,1.0
+Amex Mobile,Great App! Only reason I gave 4/5 starts recent update broke chat option. I've trying days nothing... Hopefully get fixed soon,Positive,0.275,0.55
+Amex Mobile,"works great, fingerprint feature work. I Pixel XL, stock Android solid fingerprint sensor, yet work. Disappointing otherwise works expected.",Positive,0.025000000000000015,0.48749999999999993
+Amex Mobile,"Very nice app! Shows balance, recent transactions pay right app! Way go.",Positive,0.4440476190476191,0.5952380952380952
+Amex Mobile,"Won't let log in, keeps asking relevant location",Positive,0.4,0.9
+Amex Mobile,"Very poor app. Don't allow make payment, u can't type different amount minimum statement balance. Fix u want payment",Negative,-0.26,0.69
+Amex Mobile,nan,nan,nan,nan
+Amex Mobile,nan,nan,nan,nan
+Amex Mobile,nan,nan,nan,nan
+Amex Mobile,Beautifully designed easy use. A great interface tracking payments balance.,Positive,0.6944444444444443,0.8611111111111112
+Amex Mobile,This easy direct App..two thumbs,Positive,0.26666666666666666,0.6166666666666667
+Amex Mobile,. .,Neutral,0.0,0.0
+Amex Mobile,"This useless. It even allow log in. I usually go mobile order access account. I type username password million times, thinking I forgot it. Then I typed mobile site, able get through. So definitely giving login issues. Just American Express mobile site, useless",Negative,-0.125,0.29583333333333334
+Amex Mobile,nan,nan,nan,nan
+Amex Mobile,"It's terrible gives choice ""plan it"" every single larger purchase. This pushes people pay purchases time would cause people pay insanely high rates credit card companies charge. It's much better pay everything once.",Negative,-0.08228571428571427,0.5508571428571428
+Amex Mobile,"I cannot logon via app. Works phone using ID pw. I suspect processing special characters pw correctly. Update 1: I installed latest version still unable login. I expect better American Express. Update 2: another update remains unresolved. It simple, either fix code disallow offending characters. Update 3: still resolved! AMEX, listening?",Positive,0.14285714285714288,0.4714285714285715
+Amex Mobile,"Useless app. Won't allow log existing user information register existing account mobile app. If like staring log-on screen and/or getting ""invalid credintials"" messages, perfect you.",Positive,0.25,0.6
+Amex Mobile,"The works great managing Amex credit card, however I get message ""System responding"" quite often, mostly morning. If message offline maintenance, often. The high uptime; I trying manage credit card. I issue credit card apps.",Positive,0.48666666666666664,0.5966666666666667
+Amex Mobile,"I log ok, I turn notifications, work little stop completely, even though notification settings still set ON. Fix app!",Positive,0.14583333333333334,0.4666666666666666
+Amex Mobile,Fix app. The developers see negative reviews multiple complaints working yet,Negative,-0.15,0.2
+Amex Mobile,You must latest version work...,Positive,0.5,0.9
+Amex Mobile,"Once starts crashing, never fixed. Uninstall reinstall actions correct issue.",Negative,-0.05,0.2
+Amex Mobile,"Could really benefit allowing users enter PIN swipe fingerprint lieu re-enter password every time log in. It's hassle us long, randomly-generated passwords.",Positive,0.07500000000000001,0.30000000000000004
+Amex Mobile,"July 10, 2018 Downgraded 2 stars. No longer getting updates reminders. Missed payment this. Please fix. Reminders necessity! Oct 2015 New layout functional previous versions.",Negative,-0.015151515151515152,0.3106060606060606
+Amex Mobile,Much trouble logging compared card apps.,Negative,-0.2,0.2
+Amex Mobile,This new NOT better old one.,Negative,-0.004545454545454547,0.38484848484848483
+Amex Mobile,This figure print sign-in settings reset default every time I restart phone.,Neutral,0.0,0.0
+Amex Mobile,stopped working update.,Neutral,0.0,0.0
+Amex Mobile,Amex offers stopped working. hangs.,Positive,0.1,0.0
+Amex Mobile,Some items work never constantly hang forcing log relog in.,Neutral,0.0,0.3333333333333333
+Amex Mobile,Don't ask password system connection login!,Neutral,0.0,0.0
+Amex Mobile,They add option add remove bank account app.,Neutral,0.0,0.0
+Amex Mobile,"v6.7.0 - issues. Works great. Simple, clean interface.",Positive,0.3888888888888889,0.6023809523809525
+Amex Mobile,Will let add credit card,Neutral,0.0,0.0
+Amex Mobile,Easy reach secure l love app.,Positive,0.4444444444444445,0.6777777777777777
+Amex Mobile,Fix log bug please,Neutral,0.0,0.0
+Amex Mobile,Great Upgrade!!! Finally redeem Rewards see Credit Score straight app.,Positive,0.39999999999999997,0.7166666666666667
+Amex Mobile,Rate good keep account easy pay that's,Positive,0.5666666666666667,0.7166666666666668
+Amex Mobile,Great except fingerprint login longer available new version...,Positive,0.4454545454545455,0.5348484848484848
+Amex Mobile,Very good,Positive,0.9099999999999999,0.7800000000000001
+Amex Mobile,"The visually appealing I'm sure many wrappers it. For Fico score, inbuilt without wrappers. Also, please put dedicated logout button. Pressing back key intuitive may make us feel would lose session actually it.",Positive,0.25,0.4981481481481482
+Amino: Communities and Chats,This fun mess around explore! There many different communities make new friends enjoy playing favorite characters. Everyone ive met welcoming sweet ive even made couple friends around world here. I love new update helps get closer everyone texting. 10/10 amazing!,Positive,0.30490702479338844,0.5485537190082644
+Amino: Communities and Chats,"I think really good app. The layout nice, I talk new people fun. The problem I see Amino+. You pay bulk even want item. Another thing, complete tasks unlock usage emojis. When I months ago, need complete two items. Overall, I still like app. Just keep consideration everyone likes Amino+.",Positive,0.2766233766233766,0.4363636363636364
+Amino: Communities and Chats,"I've two acconts banned now. I follow rules, dont post anything inappropriate, reason clear I banned. My boyfriend I used discuss meet plans pm. I banned due Team Amino /reading/ pms, something breaches privacy, also something Team Amino states /do do/. If going install app, careful. They constantly watching insta-ban warning breach rule even slightly. Team Amino state go PM's terms conditions. It unnacceptable people. The fone that, bit buggy. Please careful using application, online strangers worry about.",Negative,-0.06527777777777777,0.5430555555555555
+Amino: Communities and Chats,"Amino amazing A LOT bugs. I'd rather fixed adding new things PLEASE ADD WHY YOU BAN THE MEMBERS, IT IS REALLY MAKING A LOT OF USERS MAD. Thank you~",Positive,0.08227272727272728,0.550909090909091
+Amino: Communities and Chats,nan,nan,nan,nan
+Amino: Communities and Chats,"This terrible full paedophiles, sex addicted creeps. I friend messaged member told knew threatened rape It reported amino/app team friend banned member continued terrorise community. My advice like talking social media try Facebook another better safety procedure.",Negative,-0.10333333333333332,0.5433333333333333
+Amino: Communities and Chats,"I love it! It helps find new friends like things I do! It's like Facebook, Instagram, Twitter. You connect people. Immuno see create communities join witch created different people. Creating popular aminos fun challenge time constantly.",Positive,0.2825757575757576,0.5146464646464647
+Amino: Communities and Chats,I really love app! You get find people share interests! The thing suggest make version available laptops artist would want post artwork draw digitally straight instead taking crappy photo using phone...,Positive,0.46041666666666664,0.4666666666666666
+Amino: Communities and Chats,"Edit: latest update Team Amino made slightly ugly importantly removed ""Home"" button. Which means go chat users profile longer easy way get back home page community content is. PLEASE PUT BACK THE HOME BUTTON And future refrain removing vital functions app. Edit2: Another update days later removed yet another function I really useful. This time right sidebar shewed communities. The right sidebar looked way better whatever left one. PLEASE STOP REMOVING USEFUL FEATURES! ~~~~~~~~~~~~~~~~~~~~~~~~ A lot interesting fun communities gathered place.",Positive,0.19292717086834732,0.38410364145658266
+Amino: Communities and Chats,"It's overall good app, I like good features removed. Like right sidebar changed, I knew so. E sort home button, sadly gone. Amino glitches quite bit, often anymore. My screen feels cramped many new things/features, little hard control. Please work this, amino.",Positive,0.14921236171236166,0.5257696007696009
+Amino: Communities and Chats,"I love amino much. I talk make lot new friends. I also talk IRL friends too. Although great always stops working acts like there's wifi connection. Even though wifi connected. I get there's lot people time every app, that's makes kinda confused amino's qualities. Besides amazing app.",Positive,0.3060606060606061,0.6007575757575758
+Amino: Communities and Chats,"Its nice way chat friends great way share interests others. The problem reason every time I try get there, let me. I know is, internet fine. I using LG Fiesta., worked past. I'll rate 4 stars gets fixed.",Positive,0.33333333333333337,0.54
+Amino: Communities and Chats,"I understand added amino+ feature, I suggestion. If member buys amino+, full package, usual, I think option buy things seperately. Such as, memeber wants specific chat bubble, able buy chat bubble instead purchase full package. Just idea!",Positive,0.1767857142857143,0.38571428571428573
+Amino: Communities and Chats,"Okay. If want message team amino. All bots, there's real person talk to. They repeat thing again. They watch pms, invade personal space even tho suppose that. They actually give strike ban reason.",Positive,0.175,0.30000000000000004
+Amino: Communities and Chats,"Bugs Terrible now, either exploring members tab exploring profiles, I recieve crashes again. Please fix, also become cluttered whole Amino Plus thing. I care fix streak, I care that, I miss simplistic design back 2016..",Negative,-0.325,0.475
+Amino: Communities and Chats,"I got banned Rick Morty amino reason, many cool friends things I never see again. I'm actually crying right now. Please amino, unban me. This used favorite app. That changed.",Positive,0.2871428571428571,0.6571428571428571
+Amino: Communities and Chats,"Team Amino going ham banning people, two account disabled nothing. Besides love app. Hate I lost main account multiple OC's made, many friends made, year certain communities thrown drain. Get hold team. People seriously getting annoyed.",Negative,-0.039153439153439155,0.5190476190476191
+Amino: Communities and Chats,"The new update comfortable use. The navigation bar Amino right side disappeared I feel like became disadvantage. I'd rate five star,but thus new update mess. Otherwise, cool pretty helpful. P.S. would great message history search messages keyword.",Positive,0.27293019480519476,0.6024756493506493
+Amino: Communities and Chats,nan,nan,nan,nan
+Amino: Communities and Chats,I changed star rating recent update. Since home button left navigator removed along right side pull screen go communities easily lot harder navigate Amino. I know I'm feels way.,Positive,0.12380952380952381,0.3238095238095238
+Amino: Communities and Chats,"I would've gotten 4 star problem us having. Sometimes friends friends talking, Amino would stop load straight 5 minutes. But makes 5 star Amino +. You either wait paitient get coins get credit card, Also banning people reason? You need fix yourself, Amino. I hope fix problems, soon. 3 stars",Positive,0.2,0.4
+Amino: Communities and Chats,"I really liked first. But minutes using it, person started chat me. This person, I swear borderline stalker. She got demanding desperate I answer calls. She even gave phone number. That's I logged out. In honesty person ruined experience me. Though I feel like deactivating account. That experience freaked out. But I really like app, easy use.",Positive,0.17666666666666667,0.6333333333333334
+Amino: Communities and Chats,"In recent update, become literally unuseble. No matter many times I app, keep kicking out. The way clicking notifications. I'm worried losing friends nobody ever messages future. It NEEDS fixed next patch.",Positive,0.12,0.215
+Amino: Communities and Chats,"As curator community,it let feature anything properly since update. It tells they're featured posts,but pushes bottom top featured page. The moderation menu update either let pin things feature feed. It tells they're pinned actually show up.",Positive,0.16666666666666666,0.2333333333333333
+Amino: Communities and Chats,nan,nan,nan,nan
+Amino: Communities and Chats,Like gives random lag attacks saying time out? I mean annoying I understand I My Internet fine. ( edit ) Okay stupid sometimes always gives time lags much fricken annoying I wanna talk friends fix please annoying making go nuts.,Negative,-0.32175925925925924,0.676388888888889
+Amino: Communities and Chats,"I love app, every update adds new features sometimes make frustrating. Why 3D avatars added? Why Amino+? Why change layout make annoying browse? A lot add ons questionable often annoying.",Negative,-0.3106060606060606,0.7924242424242425
+Amino: Communities and Chats,"I like lot, recently many bugs. Notifications broken, calls randomly lag out, whole slow, crashes nowhere. Would nice fixed it...",Positive,0.02857142857142857,0.4857142857142857
+Amino: Communities and Chats,They keep changing/adding features become really annoying. I wish every trying include things. It creates opportunities stuff break.,Negative,-0.8,0.9
+Amino: Communities and Chats,nan,nan,nan,nan
+Amino: Communities and Chats,This pretty stupid app. It banned reason whatsoever. Idk long im banned I hope im let back I good reputation progress gone.,Positive,0.019999999999999997,0.6
+Amino: Communities and Chats,"This great! It's really fun mess around talk fellow people like things u! The downside logs random times load even tho internet on. Please, fix this! It's really good apart that!",Positive,0.26625,0.445
+Amino: Communities and Chats,nan,nan,nan,nan
+Amino: Communities and Chats,"This awesome! I lot. So people upload videos without using link, idk I wondering could tell how. Also, I would suggest adding feature chat hide notifications still want chat phone blowing constantly I'm trying something else",Positive,0.5,0.6666666666666666
+Amino: Communities and Chats,"It seems like taking money anything. If chatting, need spending money. The reason pay stickers probably often. In general, I like concept, took annoying.",Negative,-0.375,0.7
+Amino: Communities and Chats,If parent allow children this. It full adults grooming children stuff I found daughter's account sickening. Adults asking nudes. Adults telling love her. Adults asking lives. My daughter taught things disgusting. Do allow children app.,Negative,-0.2625,0.7875
+Amino: Communities and Chats,"I've since 2016 think fun! I like changes though, like recently put adds app. It's annoying I'm typing I'll accidentally press add instead keyboard. Adds spread posts, places sometimes meses writing. I",Negative,-0.1416666666666667,0.45
+Amino: Communities and Chats,Its okay member thing stupid.... Some people can't afford it. ( get annoying pick random cards corn stickers...or something else. ),Negative,-0.4,0.725
+Amino: Communities and Chats,"I love amino. I hours every day, they've removing features recently right side bar easily let go recently opened Aminos home button awkward get main page amino. My rating stars fixed.",Positive,0.12653061224489798,0.5360544217687075
+Amino: Communities and Chats,"I love app! There roleplaying chatting. But thing hate sometimes go it, says problem takes like hour get fixed annoying timezones please try fix problems quicker.",Negative,-0.21875000000000003,0.65
+Amtrak,To look reservations know reservation number. In older logged could see trips without this. Then find res. Number I open pdf file email. Not handy.,Negative,-0.044444444444444446,0.5777777777777778
+Amtrak,"It finally getting better recent updates, I give credit. Still, I make purchase using app, reward points option easily accessible within app? Why leave app, go complete purchase, back show ticket? I thought Select member would make things easier.... This reflects sad state railway system comparison advanced countries..",Positive,0.109375,0.515625
+Amtrak,"Like reviews, worst thing know reservation number totally defeats purpose app. If gets fixed showed upcoming trips automatically logged would decent. You buy change tickets, see account info basic updates.",Negative,-0.14666666666666667,0.5483333333333333
+Amtrak,"NEVER shows current ride anymore... ever. It show past rides rides 2 weeks ahead, never day... I panic dig paper. A huge pain. I reported it... nothing",Positive,0.050000000000000024,0.5166666666666667
+Amtrak,"Ridiculously clumsy, clunky app. Like something developed back early 2000s. Newest version even let redeem points purchase tickets.",Negative,-0.024999999999999994,0.25
+Amtrak,"This got dumbest ill conceived I ever used. First login system gives indication logged in. Second reservations unless I key reso number email. Seriously? Third, hire someone edit text. Your grammar atrocious; e.g. ex. If know Latin insult dead language. Finally consult NIST modern password guidance. Your arcane password rules helping anyone feel secure.",Negative,-0.05499999999999999,0.5633333333333332
+Amtrak,"Too buggy. Won't remember single trip, I need memorize reservation #. Sometimes connect I strong internet, says data connection. Pretty clunky. If everything right shows QR code.",Positive,0.22440476190476188,0.6208333333333333
+Amtrak,nan,nan,nan,nan
+Amtrak,"I cant find list pending trips without reservation numbers even I'm logged in. So, looks need paper ticket get electronic ticket. Not helpful.",Neutral,0.0,0.0
+Amtrak,"I tried change ticket july 24th august 1st, least 10 times. It looked confirmed it, yet opened 25th july, still says ticket 24th july. So I guess I spent money nothing. Wont going amtrak anymore.",Positive,9.25185853854297e-18,0.5
+Amtrak,The broken. Every time I tried go another menu besides main menu froze I would unable anything else it. There way actually way is.,Negative,-0.18333333333333335,0.33333333333333337
+Amtrak,"Basic functionality still buggy. After around 9 PM, schedule disapperas says trains available, false.",Negative,-1.850371707708594e-17,0.375
+Amtrak,Even update I still problem others. I need re-enter reservation info everytime I app.,Neutral,0.0,0.0
+Amtrak,Doesn't give info status train crosses next day unless train number like everyone else said I guess care. And important Amtrak seeing trains many delays. So sit station wait certain cities pain. I waited long daughter last week coming florence sc Penn station following week I looking pay check. The train departed flo 20 minutes late supposed arrive 11:58 PM came station 3:49am came 4:26am criminal. Now daughter going train meet someone clock like next week NO CHECK. You think people r collecting would try fix that. But look reviews long delays. A working right giving real time updates times current status trains would make life much easier. Delays happen that's life can't helped. Keeping live updates hard. In world people stand street knows right uber lift r possible keep track Big Old train. I'm saying.,Positive,0.05859101216244073,0.4048185941043083
+Amtrak,Worked much better recent update. Not user friendly,Positive,0.2916666666666667,0.4166666666666667
+Amtrak,Not great. Difficult sort based ticket choice criteria,Negative,-0.45,0.875
+Amtrak,Too hard retrieve purchased ticket. I keep entering info everytime. Not fan !,Negative,-0.36458333333333337,0.5416666666666666
+Amtrak,Stuck summary page dead CTA button trying book train. Do guys even QA??,Negative,-0.2,0.4
+Amtrak,Horrible - button clicks even work,Negative,-1.0,1.0
+Amtrak,"Overall, quicker, easier smarter book trips, get train status scannable tickets right home screen. 10/10, highly recommend install app.",Positive,0.14857142857142858,0.35857142857142854
+Amtrak,I need know reservation number check train time look train station...what's point nothing personal help me?,Neutral,0.0,0.3
+Amtrak,Not able find trains Empire Builder route.,Negative,-0.25,0.625
+Amtrak,"I've trying buy ticket Jacksonville,Florida Greensboro,North Carolina I KNOW theres train station there. Can't get buy ticket",Neutral,0.0,0.0
+Amtrak,Tickets itineraries load logging in. What good it?,Positive,0.7,0.6000000000000001
+Amtrak,"It bug. You can't select date future next it, says today. So always thinks I'm selecting today.",Neutral,0.0,0.0625
+Amtrak,Show alternate dates sold out.,Neutral,0.0,0.0
+Amtrak,"Love taking train Oceanside LA often. Easy, relaxing",Positive,0.4666666666666667,0.7166666666666667
+Amtrak,This even launch! I uninstalled reinstalled nothing.,Neutral,0.0,0.0
+Amtrak,This missing ability put train number see stations stops,Negative,-0.2,0.05
+Amtrak,"Does function Galaxy S9, Error 108A",Neutral,0.0,0.0
+Amtrak,It frozen every attempt,Neutral,0.0,0.0
+Amtrak,"Unlike mobile website, completely useless, barely usable.",Negative,-0.225,0.15000000000000002
+Amtrak,"Terrible app, prior version much better.",Negative,-0.16666666666666666,0.5
+Amtrak,Cant book simple train,Neutral,0.0,0.35714285714285715
+Amtrak,"Getting better, give ya another star I see track train",Positive,0.5,0.5
+Amtrak,"For job I have, works well.",Neutral,0.0,0.0
+Amtrak,Don't get app... Unbelievable,Negative,-0.25,1.0
+Amtrak,I CAN'T BOOK A TRAIN.,Neutral,0.0,0.0
+Amtrak,Hard get prices,Negative,-0.2916666666666667,0.5416666666666666
+Amtrak,Much easier phone,Positive,0.2,0.2
+Anatomy Learning - 3D Atlas,"¡Me encanta! I love much. I forever grateful creators, put much thought effort amazing free app. This best investments space time life. As artist, definite MUST have. ¡Gracias por hacer este app! I question: way pose skeleton? I want see skull looks like mouth open.",Positive,0.3625,0.5
+Anatomy Learning - 3D Atlas,"Free, incredible information runs without much overhead. Amazing Chromebook notes running alongside. 1 month update: Absolutely essential learning anatomy kinesthetic/visual learners. Nothing, including textbooks, helped visualize body much has. I still can't believe free.",Positive,0.38571428571428573,0.5857142857142857
+Anatomy Learning - 3D Atlas,"As fresh newbie medical student, many anatomical terms went I produce image them. I'm lucky r upper limb thorax r available , precise thing needed create 3d image we're classes.thnx :)",Positive,0.30416666666666664,0.5041666666666667
+Anatomy Learning - 3D Atlas,nan,nan,nan,nan
+Anatomy Learning - 3D Atlas,"This great worthy 5 stars worked last year. Unfortunately, stated many people, opens black screen work all. I really hope developer sees reviews fixes it.",Positive,0.16666666666666669,0.5642857142857143
+Anatomy Learning - 3D Atlas,"This worked perfectly since yesterday i've unable open content. It's frustrating. I've tried everything, internet works great keeps telling there's internet connection. Also, keep seeing last structure studied last week screen every time log in. I idea what's going on, never problem would appreciate could fix whatever problem is.",Positive,0.1285714285714286,0.5404761904761906
+Anatomy Learning - 3D Atlas,"Greaat.. really hope i've downloaded available offline. Cause needs hole lot data charge even wifi. Thank you.. Ah, thing. I think general terminology also needed here. Maybe add anatomy dictionory inside app. Thank ;)",Positive,0.22500000000000003,0.525
+Anatomy Learning - 3D Atlas,Black screen thing I see opening app. I'd love give stars work Samsung Note S8,Positive,0.16666666666666669,0.5166666666666666
+Anatomy Learning - 3D Atlas,"I'm visual person helped lot. Bones flat, like screen hand outs, helped see bones dynamic way.",Negative,-0.008333333333333333,0.09722222222222221
+Anatomy Learning - 3D Atlas,"I thought amazing learning upper forearm. This great bones, muscles, nerves. It also shows 3d representation get idea travel, insertions, origins. A problem isnt enough information provided pelvis region right now, otherwise great app!",Positive,0.44761904761904764,0.5726190476190476
+Anatomy Learning - 3D Atlas,"Awesome anatomy kinesiology, even write notes side little quizzes. Very educational. There typo though also info o/Ian's action pulled figure muscle up, would much better I go back forth look i/o. If landmarks pulled looking muscle would great addition too. I wish found sooner. :) great hel visuals.",Positive,0.42638888888888893,0.5472222222222222
+Anatomy Learning - 3D Atlas,Just opens black screen. Can't all. Tried deleting reinstalling nothing I tried would get work.,Negative,-0.16666666666666666,0.43333333333333335
+Anatomy Learning - 3D Atlas,"(From artist perspective) This tank anatomy apps. It's huge kinda hard drive, fire power far. I depth studys, much quick refrence.",Positive,0.13541666666666669,0.7354166666666666
+Anatomy Learning - 3D Atlas,This able tell everything problem requires wifi everytime... But wait wait wait..if solution problem.. Then another prob. It sure definitely open whether net connection not... So liked content hates working..,Positive,0.32,0.5627777777777778
+Anatomy Learning - 3D Atlas,I installed thrice different points work. It hangs even starting. Probably support Oreo.,Neutral,0.0,0.35
+Anatomy Learning - 3D Atlas,"Review update: I'm going leave original review I love say new phone (Pixel 2 XL) I black screen! Please fix this, I still need app! Great highly recommended. Super ugly real attention paid presentation however info need 3D representations great. Go settings turn graphics up, default they're quite low looked sh#+ turning look great",Positive,0.2620233585858585,0.6078787878787879
+Anatomy Learning - 3D Atlas,"A little outdated terms technology views best free I've used anatomy. Very useful, quizzes section, plus 3D images really help! Great app!",Positive,0.3503571428571428,0.4547619047619048
+Anatomy Learning - 3D Atlas,"Not opening plus 6, screen goes blank completely. Uninstalled reinstalled many times, still problem continues..",Positive,0.19999999999999998,0.3
+Anatomy Learning - 3D Atlas,nan,nan,nan,nan
+Anatomy Learning - 3D Atlas,All I see blank screen. Seems like problem common pixel/galaxy users. I'd like know addressed.,Negative,-0.15,0.25
+Anatomy Learning - 3D Atlas,"Pixel XL - Forced phone landscape nothing solid black screen. Tried two separate installs, result time. Saw another Pixel XL reviewer similar complaint.",Negative,-0.15333333333333332,0.26666666666666666
+Anatomy Learning - 3D Atlas,This updated version easy rotate 3d parts direction want previous version....it make fabulous job learn anatomy easily...and thanks entair team make wonderfull ...i suggest med school students must app.,Positive,0.21666666666666667,0.55
+Anatomy Learning - 3D Atlas,An excellent tool help clients understand bodies better. My request improvement would allow layer removal 3D. (ie: layers insertions psoas/ql/erectors/thoroco apon plug traverse processes?) I since beginnings donated see grow. I hope continues. Would love see facial trains added too. Thank fantastic app. Keep coming!,Positive,0.5,0.6
+Anatomy Learning - 3D Atlas,Really appreciate work. This gonna great help students developing countries slow internet connection limited internet access make available line version. The small size seperately downloadable OBB file would really nice. Keep good work make world better place. Cheers!!!,Positive,0.3394593253968254,0.488095238095238
+Anatomy Learning - 3D Atlas,I really dig app. Not help learn cool go doctor show depth what's going on. Does work Pixel 2 Xl,Positive,0.275,0.42500000000000004
+Anatomy Learning - 3D Atlas,Very simple 3d models bones muscles. However access pay - makes great resource illustrate basics anatomical relations intricacies. I love it.,Positive,0.43333333333333335,0.6047619047619048
+Anatomy Learning - 3D Atlas,"Loved kept saying ""can't connect server"" WiFi cellular data. Please fix issue. I need studies.",Positive,0.7,0.8
+Anatomy Learning - 3D Atlas,"Absolutely BEST aspiring Medical students accurately proficiently learn, hone perfect medical knowledge I must admit.... 100% conducive literally anyone I interested anatomy! Or simply learning health care!!! Keep good work",Positive,0.42656250000000007,0.42380952380952386
+Anatomy Learning - 3D Atlas,"The way presents models helps lot learn understand muscle insertion. It would good developers could impletent paning scenes. Also, I'm missing content buttons previously offline viewing, maybe somewhere, ui help. Still favorite quickly referencing muscles",Positive,0.2333333333333333,0.4633333333333334
+Anatomy Learning - 3D Atlas,nan,nan,nan,nan
+Anatomy Learning - 3D Atlas,nan,nan,nan,nan
+Anatomy Learning - 3D Atlas,"As medical student I love app, really easy use, helpful informative. Its 3D models really accurate, properly signalized. The best part free, also best anatomy 3D I ever tried. Free best, else would I want choosing it?",Positive,0.5133333333333334,0.4666666666666666
+Anatomy Learning - 3D Atlas,It fully deserved 5 stars. The 1 star flag problem. It simply want open anymore. Basic software adjustments need made.,Neutral,0.0,0.3273809523809524
+Anatomy Learning - 3D Atlas,"I hate it, I can't either. Just black screen Galaxy S9+. Will keep phone hope update given fabulous reviews update soon I try out.",Negative,-0.18888888888888888,0.7777777777777778
+Anatomy Learning - 3D Atlas,"It great app, longer opens. I've installed uninstalled many times still I get black screen.",Positive,0.37777777777777777,0.5611111111111111
+Anatomy Learning - 3D Atlas,I LOVE THE DETAIL OF THE 3D ANIMATION AND HOW EVERYTHING IS LABELED.. I ALSO LIKE THAT THEY HAVEN'T GIVEN THE DESCRIPTION.. WHICH ALLOWS ME TO DO THE WORK TO LOOK UP THE DETAILS .MYSELF,Positive,0.5,0.6
+Anatomy Learning - 3D Atlas,"It takes little bit get used menus functions, best free I've found. Could feature enabling individual muscles hidden them.",Positive,0.20916666666666664,0.4666666666666667
+Anatomy Learning - 3D Atlas,Use nexus 6p. Worked charm.Then didnt work Pixel 2xl. Note others issue. What activate Storage permission settings. Then works.,Neutral,0.0,0.0
+Anatomy Learning - 3D Atlas,"It's brilliant. Absolutely love it, especially recent update. But german student, I would also like german language pack, learn terms English translate German one, learn them. If coul add German Language, I would also pay that)",Positive,0.175,0.2625
+Anatomy Learning - 3D Atlas,Man I wish I school! Too late now! Ill ride kids knowing wonderful options LEARN!!,Positive,0.041666666666666664,0.8666666666666667
+Ancestry,"Overall I like app, bugs, nothing major unbearable. An interesting thing, especially genetic genealogists, would Y and/or Mitochondrial haplogroup fact. I lot genetic genealogy FTDNA would nice able match haplogroups certain ancestors.",Positive,0.2681122448979592,0.5994897959183673
+Ancestry,"1. constantly acting I add potential parent, picture, etc. I've tried clearing cache, data, uninstalling/re-installing. Most times seem make difference. It makes process much longer be. 2. It seemed accidentally deleted potential parent, whole line gone. I wish un-do/Re-do actions options",Positive,0.15,0.5166666666666667
+Ancestry,"I little slow start glitches somewhat, gets job done. Also please descriptive update details.",Negative,-0.24375000000000002,0.44999999999999996
+Ancestry,Today started going black screen try open person tree. Updated oreo today dont know cause... good get black screens!!!,Positive,0.05195312500000002,0.4916666666666667
+Ancestry,"It's ok app, also kinda buggy. For example, always load family members save data I close restart several times.",Positive,0.25,0.25
+Ancestry,"The mobile (Apple well Android) really good & I move BUT, BIG but, serious ancestry research done desktop using Family Tree Maker syncs online trees provides much functionality terms data input presentatio... Full Review",Positive,0.18333333333333332,0.42333333333333334
+Ancestry,I absolutely love highly recommend anyone wanting find lineage family history... I created Family Tree partner fully went right back 5th 6th direct generation.... interesting love it... start free ... Full Review,Positive,0.31063492063492065,0.5028571428571429
+Ancestry,"This worked great, recent update glitches, jumps, freezes, etc. becomes junk app. Please fix can.",Positive,0.4,0.5
+Ancestry,"great app. few, bugs. helpful interested genealogy research NOT losing results. becoming tangled weeds research.",Positive,0.325,0.55
+Ancestry,"What's ALL ""HINTS NO LONGER AVAILABLE"" offerings? Any more, 60-70% hints posted show ""this hint nolonger available"". Why even list them? Why I paying THAT? Used favorite BUT starting lose addiction.",Positive,0.36,0.48
+Ancestry,It's nice. Kind expensive activate.,Positive,0.2333333333333333,0.8666666666666666
+Ancestry,Just get black screen when logging in. The last update horrible....,Negative,-0.3888888888888889,0.5
+Ancestry,This easy use. In last year I created account work hard make family tree login exist. Why?,Positive,0.04722222222222222,0.48055555555555557
+Ancestry,Samsung glitching. Gives black screen anything I click. Drives nuts,Negative,-0.16666666666666666,0.43333333333333335
+Ancestry,It's great way organize boxes passed photos history place share family around world.,Positive,0.8,0.75
+Ancestry,"Work fine Samsungs latest update, get black screen",Positive,0.25000000000000006,0.611111111111111
+Ancestry,My family tree 231 people!,Neutral,0.0,0.0
+Ancestry,I love family trees fingertips. The easy easy understand.,Positive,0.45555555555555555,0.7555555555555555
+Ancestry,nan,nan,nan,nan
+Ancestry,Just done update still can't leaves.,Neutral,0.0,0.0
+Ancestry,nan,nan,nan,nan
+Ancestry,"est genology progrm market, bar none",Neutral,0.0,0.0
+Ancestry,It's really help far,Positive,0.15000000000000002,0.6
+Ancestry,The discoveries endless!,Negative,-0.15625,0.75
+Ancestry,Freezes intermittently.,Neutral,0.0,0.0
+Ancestry,Making time,Neutral,0.0,0.0
+Ancestry,I think great resource find relatives..,Positive,0.8,0.75
+Ancestry,The free stuff great.,Positive,0.6000000000000001,0.775
+Ancestry,Fantastic opportunity find family!,Positive,0.5,0.9
+Ancestry,Great app. Super easy,Positive,0.5222222222222223,0.75
+Ancestry,nan,nan,nan,nan
+Ancestry,Totally worth service.,Positive,0.3,0.1
+Ancestry,Easy app.,Positive,0.43333333333333335,0.8333333333333334
+Ancestry,New features great,Positive,0.4681818181818182,0.6022727272727273
+Ancestry,Great,Positive,0.8,0.75
+Ancestry,Love it!!!!,Positive,1.0,0.6
+Ancestry,Amazing,Positive,0.6000000000000001,0.9
+Ancestry,Pretty easy use. The thing I like hard get back main ancestry page want look something that's part family tree. But making family tree lot fun pretty easy. There place enter marriage date probably ... Full Review,Positive,0.21018518518518517,0.587962962962963
+Ancestry,The used decent since last update full bugs. I try open profile I either get blank screen static/flashing load. It's also slower now. It's syncing latest version tree that's website. The useless.,Positive,0.0738095238095238,0.4119047619047619
+Ancestry,"I like able hand. I password problems I changed app, customer helped issues",Positive,0.5,0.625
+AndroZip™ FREE File Manager,"Unfortunately, I longer search SD card. I almost there, usefulness gone. I would given 4+ stars this. Some folks criticized color scheme, change Settings. More themes would nice, though.",Positive,0.19999999999999998,0.8333333333333334
+AndroZip™ FREE File Manager,Crashes every time Latest update rubbish. Just get blank screen folder / file list be. Worked great previously. How I go back previous version?,Positive,0.16111111111111112,0.33055555555555555
+AndroZip™ FREE File Manager,This blocking ability open PDFs phone. I view email weird opens list folders file I want see. That absurd!,Negative,-0.375,0.8333333333333334
+AndroZip™ FREE File Manager,"It used go-to unzipping,but androzip folder saved SD card containing unzipped got deleted own,I lost files,hence compelled uninstall it.I think due trash cleaner folders safe.It would better option(extract here) unzip filles folder containing zip file.",Positive,0.1875,0.4375
+AndroZip™ FREE File Manager,"Doesn't work Wasted entire day trying unzip every ""unzip"" attempt resulted failure message. Every single time. There still possibility operator error (although unlikely) anyone could help make work I would much appreciative.",Negative,-0.08134920634920638,0.4232142857142857
+AndroZip™ FREE File Manager,"How 'help' link? Couldn't even figure phone! Must d/l'd ago., got transferred new S8 come back even figure was. Absolutely 'help' information app. All I wanted compress/zip photos. I idea bunch stuff got app. Obviously I ""sleep-messing"" around old phone point. I subs many Avast products help services get worse month.",Positive,0.07662337662337662,0.4506493506493507
+AndroZip™ FREE File Manager,Does Not work update It best. But stupid useless zip app. Cant even update.,Negative,-0.09999999999999998,0.5
+AndroZip™ FREE File Manager,What rubbish update! Can't even backup APK like before!! How bit briefing explain now???m,Neutral,0.0,0.0
+AndroZip™ FREE File Manager,Really useful app. Will update review I face issues.. Here comes first review. Facing renaming issues. Getting rename error folders.,Positive,0.275,0.16666666666666666
+AndroZip™ FREE File Manager,Downloaded unzip file. Says successfully done it...no file. Try multiple times still file. It's worrying fails namesake.,Positive,0.08333333333333333,0.4166666666666667
+AndroZip™ FREE File Manager,"Starts running background randomly using battery. Even killed off, starts again. No need whatsoever, therefore useless.",Negative,-0.39999999999999997,0.2333333333333333
+AndroZip™ FREE File Manager,I since started.I always put every new phone.So far never trouble awesome app! Highly recommended,Positive,0.29927272727272725,0.6389090909090909
+AndroZip™ FREE File Manager,Bugs crated fixed Last update keeps crashing. Can't unzip anything. Used 4-5 stars fails purpose,Negative,-0.13333333333333333,0.18888888888888888
+AndroZip™ FREE File Manager,"This best sketchy-looking non-sketchy I've used, ever. What I would like see comprehensive decompression suite, .7z .bin among others. However, well made, unobtrusive downloaded.",Positive,1.0,0.3
+AndroZip™ FREE File Manager,Well appears unzip photos let put screen got 3mm pictures!,Neutral,0.0,0.0
+AndroZip™ FREE File Manager,Was working well can't even get coz keeps saying press continue agree termsvetc f......g place tap,Neutral,0.0,0.0
+AndroZip™ FREE File Manager,"Absolutely outSTANDING app! A big thankyou goes AVG Labs one. Works great All needs. Copy, Paste, Move, Create new folder, Multi-Select EVERYthing, 'Dark Mode' easy eyes, ability explore inserted SD card, also, ability move & copy things straight within app. Best file manager Google Play. Period. Even states much space total device/sd card, much remaining. Great job AVG Labs. As soon I get new Amdroid device, first & install. A must-have EVERY Android user! 5 stars.",Positive,0.33525432900432905,0.4857683982683983
+AndroZip™ FREE File Manager,"It's pretty good app, perfect concise. Doesn't occupy much space finishes zip/rar operations pretty fast :)",Positive,0.4,0.75
+AndroZip™ FREE File Manager,Year I've used like year never short fully functional. Thanks.,Positive,0.1,0.25
+AndroZip™ FREE File Manager,"At first, I like much. It's easy fast. But I try extract second, It change. It work anymore:(",Positive,0.02666666666666666,0.5533333333333333
+AndroZip™ FREE File Manager,"I've using Androzip awhile now, let thus far. Cool useful app.",Positive,0.25,0.5499999999999999
+AndroZip™ FREE File Manager,Doesn't work all. Does give access anything file system. Screen blank except buttons left right advert bottom. None buttons work. Complete waste time!!!,Negative,-0.0009821428571428648,0.18714285714285714
+AndroZip™ FREE File Manager,"iI honestly think UI terrible. im used files, could make UI option files, I might rate higher",Negative,-0.05000000000000001,0.7999999999999999
+AndroZip™ FREE File Manager,"While I'm nowhere near tech-savvy enough explore/evaluate fully/properly, proven indispensable basic needs.",Positive,0.125,0.48125
+AndroZip™ FREE File Manager,Useful hard eyes Pls need make next update screen black white easier eyes pls,Negative,-0.03166666666666667,0.195
+AndroZip™ FREE File Manager,Useless Maybe time uninstall find new one...this garbage usable.,Negative,-0.18181818181818182,0.32727272727272727
+AndroZip™ FREE File Manager,Ive using free years amazing can. Just purchased pro version. Thank perfect,Positive,0.6666666666666666,0.9
+AndroZip™ FREE File Manager,"fast, lightweight, unobtrusive ads, effective, allows root browsing, better browsers, really nothing bad",Positive,0.16000000000000003,0.5533333333333333
+AndroZip™ FREE File Manager,"I've using months. I love minimal, quick interface still great features. In particular, I like usually trouble renaming something symbols let put in, slashes colons.",Positive,0.25000000000000006,0.4972222222222223
+AndroZip™ FREE File Manager,"Needs updated asap. When I try upload image site Chrome, nothing happens. I Gallery instead. By default, extracted file overwrite another file name. Im prompted!",Neutral,0.0,0.0
+AndroZip™ FREE File Manager,Handy useful Should five additional features added. Good app. Install nothing regret,Positive,0.5333333333333333,0.5
+AndroZip™ FREE File Manager,I created zip file using app. But I cant extract anymore. Unzipping fails everytime. Never happened I updated last version I used 2013. Now unusable. I regret updating now.,Negative,-0.25,0.18333333333333332
+AndroZip™ FREE File Manager,"Operates described Works pretty well advertised. Nothing fancy,",Positive,0.25,1.0
+AndroZip™ FREE File Manager,Great Does everything spouse do. Never crashes heavy phone,Positive,0.30000000000000004,0.625
+AndroZip™ FREE File Manager,"Let unpacking archives,was reliable before..",Neutral,0.0,0.0
+AndroZip™ FREE File Manager,"Except able move copy ""system restrictions"", created do, manage files.",Positive,0.5,0.625
+AndroZip™ FREE File Manager,nan,nan,nan,nan
+AndroZip™ FREE File Manager,It pre installed tablet part operation system work I try it.,Neutral,0.0,0.0
+AndroZip™ FREE File Manager,Mine kinda stopped working halfway I can't even unzip anymore. What gives?,Neutral,0.0,0.0
+AndroZip™ FREE File Manager,"No longer works, show all. Shame considering used go",Neutral,0.0,0.0
+"Android Auto - Maps, Media, Messaging & Voice","I every drive. In car I secure phone dash run app. My wife's car better compatible head unit. Both provide handsfree experience blows native car options water. I wish paging phone contacts easier favorite contacts accessible. It would also nice auto launch little smarter could know I driving vs passenger. I imagine would done device state; charging, docked, etc..",Positive,0.3645833333333333,0.6625
+"Android Auto - Maps, Media, Messaging & Voice","My car Android Auto, works pretty well phone. I rental car Android Auto worked even better! Update: My car Android Auto, fantastic. I wish I could mute timer - getting neighborhood twisty turny, I need hear every turn along way. Once I'm highway, nice I forget turn. So even ""mute 5 minutes"" option would nice.",Positive,0.495,0.8800000000000001
+"Android Auto - Maps, Media, Messaging & Voice","I really enjoy using Android Auto. It's easier faster car's touch screen. I get navigation free via Google Maps music easily accessible. You make calls Google Assistant works okay. I wish messages little better read well. Additionally, I wish show recent calls every time I plugged car. Otherwise, great experience. Would recommend.",Positive,0.3484375,0.521875
+"Android Auto - Maps, Media, Messaging & Voice","Is always I driving Truck. Android Auto great app. Special features like Google Maps going trips drive seeing location. Your cellphone numbers stored easy access find someone call. Center Circle music playing listed shows city weather temperature. And called someone else lists you. It stores music like Google music, Amazon music, Pandora I heart radio app. All around first thing I connect driving truck. A great app.",Positive,0.4234126984126984,0.5563492063492064
+"Android Auto - Maps, Media, Messaging & Voice","Fantastic app. Don't Sync Ford? You now. Don't UVO KIA? You now. Makes answers calls, messages, controls media, runs alongside dash cam software even uses steering wheel controls via Bluetooth. Best all? It's free! It works phone like car's head unit/receiver I get experience matter family vehicle use. Great software, I would like would work it, though.",Positive,0.675,0.6875
+"Android Auto - Maps, Media, Messaging & Voice","Update log changed several versions. Has begun asking Play Store Reviews updates I drop one-star. You guys stop asking Ratings I pop back five stars. My previous rating positive followed negative, could fix it. They replied review asking could fix it. This proves actually read much negative reviews. X2",Negative,-0.029924242424242423,0.20151515151515154
+"Android Auto - Maps, Media, Messaging & Voice",nan,nan,nan,nan
+"Android Auto - Maps, Media, Messaging & Voice","Update: changed rating 2 4 stars. Works well, could work better, still great app. Definitly needs improvement. For example using waze navigation system, asking directions, google say handing waze, waze find directions etc wont start navigation. The info disappears nothing happens. Wish could customize settings. For example spotify buttons gigantic, able make smaller. Also google voice reflect google voice chosen phone.",Positive,0.45,0.59375
+"Android Auto - Maps, Media, Messaging & Voice","When launched, launch Android Auto User Interface. It brings ""About Android Auto"" page, all. I've used AA before, know good is, opens About Android Auto section option go actual Launcher/AA Home Screen. Is longer supported device, OnePlus 3T? Is available region right now, South Korea?",Positive,0.3464285714285714,0.4089285714285714
+"Android Auto - Maps, Media, Messaging & Voice","Pretty good. Nav poor job placing triangle making good screen real estate. It also loses ETA time destination zoomed out. Music poor job allowing search play want. Does allow triggering ntwk streaming apps, support youtube music! N8ce speak text message, found difficult find reply messages. Does support email far I tell.",Positive,0.02777777777777777,0.6444444444444445
+"Android Auto - Maps, Media, Messaging & Voice","All good except Location Sharing! This issue I'm already driving I navigating person's location. I can't Access location deck phone I close Android Auto. Causing pull lose valuable time. Please issue selective response assistant gives, like displaying results results appear! Other selecting Music quite smooth Spotify, Play Music, youTube youTube Music!! Allow Force option video light Casting, get 5star me.",Positive,0.475,0.54375
+"Android Auto - Maps, Media, Messaging & Voice","Don't navigation car? Couldn't afford outrageous price needed top trim? Well worries, neither could needs Android auto make car feel like top line? Navigation Waze Google maps, handles calls, texts done voice commands. Just perfect.",Positive,0.25,0.75
+"Android Auto - Maps, Media, Messaging & Voice","I like overall functionality app. Being able go hands free (for part least) driving safer times convenient. The two issues I somewhat minor. I wish I playing music Google play would list every song playlists. What would make something I would regularly would could run completely car's head unit solely Bluetooth, I plugging major hassle I like phone charge already 100% battery",Positive,0.0890625,0.37524038461538467
+"Android Auto - Maps, Media, Messaging & Voice","Very useful, practical safe nearly everything... However, using Google Assistant somewhat specific commands gets rather tricky. Spotify songs artwork may register (in-car) screen display. Also, Google Assistant always default app-launching commands directly Google's services. Messaging music services Samsung native recognized Google work hands-free cases. Nevertheless, makes overall intuitive interaction safe drive much like Apple CarPlay.",Positive,0.22375,0.265625
+"Android Auto - Maps, Media, Messaging & Voice","Great app. Brings navigation compatible car. It suffer occational crash dificulties rendering maps. All I like I hope improvements come near future. Youtube allowed. I understand using youtube driving no, car waiting someone would great get entretained car parked safe.",Positive,0.44000000000000006,0.505
+"Android Auto - Maps, Media, Messaging & Voice",The concept something simple easy use. I never felt like useful driving vehicle. Each time I plug phone I get 3 minutes disconnects becomes distraction endangered driving. I've gotten point I uninstalling system works terribly. I really wish could connectivity problems I believe would favorite vehicle.,Positive,0.2866666666666667,0.4780952380952381
+"Android Auto - Maps, Media, Messaging & Voice","Overall ok. Works better ford sync. But google keeps forgetting voice respond I take eyes road wake phone touch microphone button (I pull this). Also, play music device always goes internet streams play music chews data. Fix another star order.",Positive,0.3333333333333333,0.3333333333333333
+"Android Auto - Maps, Media, Messaging & Voice","Great app. Love gps car screen. Speaking car info, directions, speak texts replying voice great. Love my. Music car simplieat fashion. But lots bugs still. Sometimes shut randomly leaving lost route. Or music issues playing connecting. Or sometimes detect car. So wonderful still needs lots patches",Positive,0.5166666666666667,0.7000000000000001
+"Android Auto - Maps, Media, Messaging & Voice","No complaints, using AA music player. I select albums AA voice control works pretty well, EXCEPT even though I album tracks ordered actual track order recorded, AA refuses play correct order! Tracks 'randomised' regardless settings music player incredibly irritating. If I choose listen album, I expect listen recorded, I listening original CD. Can please correct this!",Positive,0.0796875,0.6625000000000001
+"Android Auto - Maps, Media, Messaging & Voice","When works right amazing I love wireless auto. However I need reboot phone every drive I want work properly next drive. I frequently need reboot least long drive well waze stop updating. If I reboot getting car, frequently remains partially open ending drive unclearable ""looking Android Auto wireless"" notification go away til force close even better aforementioned reboot. Head unit Kenwood DNX995s. Edit: RE: Dev response - I've already done that, along numerous people, nobody Google acknowledged thread.",Positive,0.14464285714285716,0.41130952380952374
+"Android Auto - Maps, Media, Messaging & Voice","I Android auto Volkswagen Audi. It provides better navigation experience applications built vehicles. I've used locally long cross-country drives. Route planning, traffic management, rerouting, there. I listen audio books. I listen music. I respond text messages. I find gas stations. I book hotel reservations. I find places stop eat. All without touching phone. I recently graduated pixel pixel 2 functionality seem change all.",Positive,0.2375,0.4125
+"Android Auto - Maps, Media, Messaging & Voice",nan,nan,nan,nan
+"Android Auto - Maps, Media, Messaging & Voice","So far, helpful driving. My complaint I can't emails read like SMS messages. The voice feature responds accurately me, overlay pretty convenient. I really enjoy 'open bluetooth connection' function, starts soon I turn car on. Very nice overall.",Positive,0.20375000000000001,0.6041666666666667
+"Android Auto - Maps, Media, Messaging & Voice",nan,nan,nan,nan
+"Android Auto - Maps, Media, Messaging & Voice",Works really well time. It become confused strong 4G cell signal (no internet/data). It also competes control native interface '17 F-150. Definitely improvement using Sync system Ford.,Positive,0.05833333333333332,0.5333333333333333
+"Android Auto - Maps, Media, Messaging & Voice",nan,nan,nan,nan
+"Android Auto - Maps, Media, Messaging & Voice",It's awesome vital tool help enhance experience knowing keeps safe free wrecks take eyes road. An around handy app. Everytime I hook truck I disconnect reconnect cable times 3 4 times order get connect. Not sure phone trucks radio sure nuisance. Other awesome app.,Positive,0.4138888888888889,0.7503086419753087
+"Android Auto - Maps, Media, Messaging & Voice","This useful working properly. It little picky appropriate connect car via cable. I find I need wait 30 seconds so, otherwise sequencing somehow thrown work way retry without turning car ensuring thatthe Bluetooth longer connected phone. It helpful app, I wish connecting car little simpler.",Positive,0.10625000000000001,0.375
+"Android Auto - Maps, Media, Messaging & Voice",nan,nan,nan,nan
+"Android Auto - Maps, Media, Messaging & Voice",nan,nan,nan,nan
+"Android Auto - Maps, Media, Messaging & Voice",A little buggy freezes occasionally. But getting better time. Get lot texts work comes handy able hear text driving touch anything Update. Been using 4 months loving it. As anything always room f improvement seem working improvements always showing up.,Positive,0.3354166666666667,0.6
+"Android Auto - Maps, Media, Messaging & Voice",nan,nan,nan,nan
+"Android Auto - Maps, Media, Messaging & Voice","I love Android auto, navigating using Google maps always overrides ""avoid toll roads"" setting. Every day I tell avoid toll roads. It play like audible podcasts, sometimes drop inexplicably. And times I'll say ""send whatsapp message so-and-so"" says ""I know help yet"" ... times perform request problem. I've also interpret clear ""yes"" ""no"" - frustrating!",Positive,0.06250000000000001,0.6958333333333333
+"Android Auto - Maps, Media, Messaging & Voice","Love ease app, using new Chrysler I voice command without using buttons. Only problem I Pandora always opened took radio even though feature shut off, finally deleted Pandora together.",Positive,0.1590909090909091,0.7636363636363637
+"Android Auto - Maps, Media, Messaging & Voice",nan,nan,nan,nan
+"Android Auto - Maps, Media, Messaging & Voice","I think great car vehicles Andriod Auto compatible. It also great popular like Pandora, Audible on. The thing, I get safety lack abiblity read text lack option immediately make phone calls private...sorry I can't see handset feature car, phone.",Positive,0.7333333333333334,0.7999999999999999
+"Android Auto - Maps, Media, Messaging & Voice","This good ease driving. It help keep distracted functions harder get to. Listening music podcasts, showing directions, making phone calls main functions. The issue comes setting auto start feature connect blue tooth. Sometimes I want delay start I get driving, pops right connects. Overall good.",Positive,0.25034013605442174,0.3098639455782313
+"Android Auto - Maps, Media, Messaging & Voice","Purchased 2018 Subaru Crosstrek march partially Infotainment system upgrade. Was excited navi system available Android Auto. Worked less 2 weeks randomly disconnecting phone. I tried purchasing new USB cables, adjusting phone car system settings avail. Android Auto connects 25-30 seconds kicking off. I currently Service Department second update hopes works. Great app.....if could stay on.",Positive,0.10496632996632999,0.40235690235690236
+"Android Auto - Maps, Media, Messaging & Voice",nan,nan,nan,nan
+"Android Auto - Maps, Media, Messaging & Voice","Great works well messages maps ect, thing I wish worked apple music app. I previously apple devices I iTunes library made sense keep using isnt supported ask car play uses music app. Otherwise would 5 stars.",Positive,0.3166666666666667,0.4583333333333333
+Android Messages,Crashes constantly! Typing text entry field always appear correctly. Words typed show I delete something still there. Message sent errors way common. Duplicate messages send. MMS group texts properly. crashes frequently. Pretty pathetic stock Android messaging app.,Negative,-0.21000000000000002,0.5866666666666667
+Android Messages,"Recent update utter garbage. I ""stickers"" I plus button, I want send damn picture! All unnecessary ""enhanced features"" bog already rather pathetic messaging app, good job. And, way, success rate messages getting sent received dropped thanks new changes. *slow clap* Thanks...",Negative,-0.016363636363636365,0.5004545454545455
+Android Messages,"Why ""fix"" something broken? Because accomplished actually breaking it. Recent updates TERRIBLE. slowed significantly, messages lag get sent, freezes constantly. Time delete look something else.",Negative,-0.11785714285714285,0.49404761904761907
+Android Messages,LAST UPDATE RUINED THIS APP. I can't text. I can't reply. I get error messages stopped working. Forget texting group chat. I thought Android IMPROVING messages app. Not making worse. I tried uninstall messages update restore factory settings still work.,Negative,-0.2,0.3333333333333333
+Android Messages,"Pictures seem take long time send. Update!!! No change since recent update July 2018, still can't send group picture. My LG works perfectly, Google bother work properly, maybe hire LG messaging developer. August 1, still change mentioned, another star down. Hey Google, stop worrying messages PC concentrate mobile messaging first.",Positive,0.16613136574074075,0.39537037037037037
+Android Messages,Love app. Much better messaging Samsung default. The webapp nice touch added integration Google pay really cool. One thing I feel missing scheduled texts. I often used notably absent app.,Positive,0.375,0.5499999999999999
+Android Messages,Worse messaging ever........ Its like baby messaging features..... What google people upgrade go downwards... Please look top messaging make developer useful.... Take quic action...... Thanks,Positive,0.13999999999999999,0.28
+Android Messages,It sends wrong photos I've selected ones I want. Have constantly clear cache work right. Tired messing moved another app.,Negative,-0.12857142857142856,0.6297619047619047
+Android Messages,I wanted like messenger always send messages cannot find exchanges old conversations. Core functionally Too unreliable.,Positive,0.1,0.2
+Android Messages,"Works well everything, however group texts mass texts irritating. Besides works great (at least I for.",Positive,0.03333333333333335,0.65
+Android Messages,"Used love app. But problem receiving SMS friend sent me. Just receiving time, rare time I received SMS",Positive,0.4,0.75
+Android Messages,nan,nan,nan,nan
+Android Messages,"working fine sudden crashes goes slow time. claims messages sent have. deleted every message phone, reinstalled, cleared caches still crashing time. annoying. please fix it. crashes every tenth message",Negative,-0.17083333333333334,0.575
+Android Messages,Why disable group texts?? The concerted every group text I individual messages. And I can't even start new group text. It auto convert single threads.,Positive,0.021645021645021644,0.35627705627705625
+Android Messages,"Ever since last update, keeps crashing sending messages. I Google Pixel. Anyone else issues?",Neutral,0.0,0.06666666666666667
+Android Messages,"crashes constantly many messages get sent. It's pathetic. This needs serious overhaul, perhaps killed entirely.",Negative,-0.20666666666666664,0.5583333333333333
+Android Messages,Improvement presentation animations required misbehaving messages taking normal time get deleted.,Positive,0.15,0.6499999999999999
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,"The new update turning group messages ""mass texts"" complete garbage. There's reason I group messages, please fix this!!!!",Positive,0.19025213068181818,0.42727272727272725
+Android Messages,The used great messed couple months gives nothing problems pixel I another friend issues. You tell literally care. Download another texting save headache. Or get half messages sent you. And good luck trying group chat lol. Hopefully finally fix knows point.,Positive,0.42666666666666675,0.6433333333333333
+Android Messages,Was working fine months ago. Now issues messages sent also crashing.,Positive,0.4166666666666667,0.5
+Android Messages,I love pretty darn awesome thing I would suggest turning Allo...,Positive,0.5833333333333334,0.8666666666666667
+Android Messages,nan,nan,nan,nan
+Android Messages,Chu bc.. able delete sms.. multiple selection possible single conversation,Positive,0.10714285714285715,0.45982142857142855
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,This update worst. It's frustrating do not delete messages hungon.,Negative,-0.7,0.95
+Android Messages,"I lv , I frustrated previous messaging app.. Tnk u much wonderful app. Simple useful..",Positive,0.08666666666666668,0.34476190476190477
+Android Messages,"New update even worse before. Keeps crashing, freezing. Don't get instant notifications incoming messages. Sometimes see new texts I open app. About go back Verizon messaging",Negative,-0.02121212121212122,0.44595959595959594
+Android Messages,"I problem , contact picture show I send text notification bar, contact picture. Please fix this. I'm running Android P last beta version",Neutral,0.0,0.06666666666666667
+Android Messages,nan,nan,nan,nan
+Android Messages,"After recent update, I delete multiple messages, messages deleted unless I switch another app, sometimes I delete messages one. Very poor performance update",Negative,-0.17333333333333334,0.3433333333333333
+Android Messages,"Latest version bugs. When I delete message thread, nothing deleted immediately deleted considerable delay. Fix ASAP!",Positive,0.3125,0.675
+Android Messages,nan,nan,nan,nan
+Android Messages,The best feature able see delivery report right message,Positive,0.5952380952380952,0.48690476190476195
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,Can make delete msg option pop menu instead archive.,Neutral,0.0,0.0
+Android Messages,Crashes constantly! Typing text entry field always appear correctly. Words typed show I delete something still there. Message sent errors way common. Duplicate messages send. MMS group texts properly. crashes frequently. Pretty pathetic stock Android messaging app.,Negative,-0.21000000000000002,0.5866666666666667
+Android Messages,"Recent update utter garbage. I ""stickers"" I plus button, I want send damn picture! All unnecessary ""enhanced features"" bog already rather pathetic messaging app, good job. And, way, success rate messages getting sent received dropped thanks new changes. *slow clap* Thanks...",Negative,-0.016363636363636365,0.5004545454545455
+Android Messages,nan,nan,nan,nan
+Android Messages,LAST UPDATE RUINED THIS APP. I can't text. I can't reply. I get error messages stopped working. Forget texting group chat. I thought Android IMPROVING messages app. Not making worse. I tried uninstall messages update restore factory settings still work.,Negative,-0.2,0.3333333333333333
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,"Works well everything, however group texts mass texts irritating. Besides works great (at least I for.",Positive,0.03333333333333335,0.65
+Android Messages,"Used love app. But problem receiving SMS friend sent me. Just receiving time, rare time I received SMS",Positive,0.4,0.75
+Android Messages,nan,nan,nan,nan
+Android Messages,"working fine sudden crashes goes slow time. claims messages sent have. deleted every message phone, reinstalled, cleared caches still crashing time. annoying. please fix it. crashes every tenth message",Negative,-0.17083333333333334,0.575
+Android Messages,nan,nan,nan,nan
+Android Messages,"Ever since last update, keeps crashing sending messages. I Google Pixel. Anyone else issues?",Neutral,0.0,0.06666666666666667
+Android Messages,"crashes constantly many messages get sent. It's pathetic. This needs serious overhaul, perhaps killed entirely.",Negative,-0.20666666666666664,0.5583333333333333
+Android Messages,nan,nan,nan,nan
+Android Messages,I would like cloud storage sync Google drive something sort I lose messages I format phone changing beta anything. I lost messages process switching beta. If synced automatically fantastic.,Positive,0.4,0.9
+Android Messages,"I often get notifications right I've replied notification bar, often say crashed right I receive notification",Positive,0.2857142857142857,0.5357142857142857
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,Was working fine months ago. Now issues messages sent also crashing.,Positive,0.4166666666666667,0.5
+Android Messages,I love pretty darn awesome thing I would suggest turning Allo...,Positive,0.5833333333333334,0.8666666666666667
+Android Messages,"Every time crash! Error message showing"" Android message unfortunately stopped"" Please fix this.",Negative,-0.5,1.0
+Android Messages,Chu bc.. able delete sms.. multiple selection possible single conversation,Positive,0.10714285714285715,0.45982142857142855
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Android Messages,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,Its really cool game keeps engaged,Negative,-0.025000000000000022,0.525
+Anger of stick 5 : zombie,Keep make game better.,Positive,0.04999999999999999,0.45
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,It much good fighting game good graphics,Positive,0.3333333333333333,0.5333333333333333
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Anger of stick 5 : zombie,nan,nan,nan,nan
+Angry Birds 2,"So much fun addictive, brain teaser sometimes quite challenging. Love grow game, love endless levels, love die different types games game, keeps busy hours. One favourite games. I still get hatching part I enjoy game much. Would nice get birds game. Sometimes apples hard get far good. Thanks great game. Love free videos watch get extra birds sometimes. It always helps. It's clever...:-)",Positive,0.16851851851851854,0.5805555555555555
+Angry Birds 2,I love game can't I play eagle game load. And also I playing elevator game sudden nothing happening let cash things I won. And I lost lot I minded I quite bit happy I lost all. Plz sort asap. Be nice angry birds could sort gems us possible. That would great,Positive,0.1,0.705
+Angry Birds 2,"Hi Team, I'm playing game last 6 month time I faced many issue. 1. On arena , I trying reach 1st place person name 'xxxx' I reach 1st place time I enter arena person name 'yyyy' 1st place. In today's arena reach 1st place stars 507 (played yesterday night) I enter arena morning I surprised person 'zzz' stars 517. Is tricks ? 2. When I bird normal game score 3+ time arena critical position situation scoring atleast 1+ 3.wheb open rare box mega price card open mega price ( always happens) 4. Timing common box fortune reduce. But game always entertaining.",Positive,0.003846153846153841,0.5551282051282052
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,The newest update fixed issues had.. totally love it!!!! I loved game I updated would let play I did... It load anything. Yellow load bar goes back nothing stays there. I'm currently trying uninstall reinstall... IDK...,Positive,0.19999999999999998,0.34285714285714286
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,"Overall great game, I think would cool cycle bird/spells levels. Sometime choices fit level. Still addicted af regardless anything xD",Positive,0.12499999999999999,0.4666666666666666
+Angry Birds 2,"Was loving game, latest update. Now keeps running slow, crashing. I've emailed them, tried fixes. Their solution delete it, again. But I Facebook account, I can't save hours progress. NOT HAPPY.",Negative,-2.2204460492503132e-17,0.73
+Angry Birds 2,Rovio managed remove everything made original game fun engaging. Angry birds 2 much everything fun. Its enjoyable long division. It's technical much emphasis strategy much going on. Did Michael Bay direct game?,Positive,0.08750000000000001,0.41071428571428575
+Angry Birds 2,"I like Angry Birds#1 all. In fact I hated it!!! But #2 awesome!!! I leary try it, but, I'm glad I did. There also games Angry Birds put I like well. I would recommend also good fun games. You ought try them. You might like them.",Positive,0.07142857142857142,0.7857142857142858
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,"What shame, great game spoilt fact ignores ""sound"" setting, spends time downloading ads microtransaction guff entertaining. I trust game need Internet connection exactly? GREED!",Positive,0.2020833333333333,0.48333333333333334
+Angry Birds 2,I enjoyed game Birthday Adventure came on. Won't let past second game due game hitch - play first round bird get birds next round fail level. Not happy,Negative,-0.16346153846153846,0.3814102564102564
+Angry Birds 2,Angry Birds 2 remove ads. It sucks playing. It's hard gain game progress Bird power rises till 200. Its good ads dame it. Why best game show ads.,Negative,-0.027380952380952395,0.5059523809523809
+Angry Birds 2,It keeps telling check internet. My internet working fine. Pls fix this... annoying know... thank.it's 3 days can't log account...,Negative,-0.19166666666666668,0.7
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,"I loving new improved Angry Birds 2. I mind paying money games gameplay fair challenging. Angry Birds 2, done great job improving game! Thanks!",Positive,0.16515151515151516,0.7393939393939395
+Angry Birds 2,"It's fun, get harder levels. Then wants spend ton money keep up. It glitches, take time collect daily challenges rewards, sometimes it'll grant rewards sometimes won't. Like I mentioned, fun makes angry bird!",Positive,0.012499999999999992,0.25
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,We able select wich birds instead 3 make choose from. Its unfair players weak birds,Negative,-0.125,0.75
+Angry Birds 2,good game playing arena 100 points ahead suddenly game chucks new player ahead you! what's point playing using spells taking time game trying get jems spend money! joke!,Negative,-0.11090909090909093,0.45090909090909087
+Angry Birds 2,"Everything ab2 fun minus arena I lost count many times I kept loosing players ranked lower me. I beat higher ranked players manage barely win. Every time I faced opponent lower I get blown times I win, I barely beat them. It's frustrating trying extend lead current league keeping first place position continuesly lose every match. It's like game want win. Arena skills it's, luck. One thing, stock tickets cause burning quick bs loses face.",Positive,0.20595238095238094,0.3738095238095238
+Angry Birds 2,Controls went downhill new S9 compared s6. Lots phantom screen touches control issues. Great game all.,Positive,0.1787878787878788,0.5348484848484848
+Angry Birds 2,I seem remember boomerang bird.... alot background noises make sound like accidentally called someone,Positive,0.4,0.4
+Angry Birds 2,"Good game never enough birds levels 100. Use almost first room. Also game stutters lot, runs slow audio stuttering quite bad. I Samsung S9+ 4xmsaa enabled. Crackling sound headphones. Headphones work fine gamea.",Negative,-0.003703703703703697,0.46666666666666656
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,I love game! Since first one. But... After last update ( 26/07/2018) everytime I get apple game blocks! Just like that! I always need shut freezes!,Negative,-0.10625,0.36
+Angry Birds 2,Liking game can't get anymore. Keeps saying check connection WiFi ph network. And stops. Can help? Cheers,Negative,-0.4,0.4
+Angry Birds 2,I uninstalled and reinstalled game several times and still working! Saying connection internet...which I know lie games play fine!,Positive,0.04027777777777778,0.3
+Angry Birds 2,"Its addicting great fun love tournament mode, life heart system ruins all. The game helpful birds popping telling u spells,say u lost, telling u bout upgrades showing awful puns .way many notifications sales pop Facebook gifts annoying must fix make great like number angry birds. Also bosses ugliest annoying things game. So fix it. Also game Robs game money simply trying last chance",Negative,-0.12187499999999998,0.5514880952380953
+Angry Birds 2,Has improved game play since last updated. Would give 5 stars tournament system improved. It bad feels rigged side computers advantage.,Negative,-0.36666666666666664,0.37777777777777777
+Angry Birds 2,"Ads make game unresponsive, Ads watch video reward. When pulled target finger get picture left top, suddenly released bird.",Positive,0.024999999999999994,0.35
+Angry Birds 2,"""ONLY A FOOL WOULD SPEND MONEY"" You control wins game. What's treasure chest whole game, would anyone spend money cheated.",Negative,-0.06000000000000001,0.48
+Angry Birds 2,nan,nan,nan,nan
+Angry Birds 2,"Made way level 258 game, request sent update game, stayed 2 nights beat birthday challenge, upset open I updated it.. Lost. My score, got 246 flock power.. Feathers double.. Just real corny guys messed work like dumb update.. Had stupid game 4 months.. Now I. Gotta start over, even want play stupid game anymore. Just sad, ain't broke need sending. Messages. For game updated y'all make game crash update.. Smh",Negative,-0.3596153846153846,0.5153846153846154
+Angry Birds 2,Loved game. gave 5 star review previously. Have issues updating becoming 'buggy' wiping progress. Now I'm back start again.,Positive,0.11666666666666665,0.44333333333333336
+Angry Birds Classic,"Way many ads. I remember Angry Birds first came fun. Now nothing constant ads forced videos timers proceed. Makes game virtually unplayable, I've uninstalled it. A shame, too. But I'm going held hostage ads videos. Bad enough YouTube it. And Rovio YouTube.",Negative,-0.125,0.4833333333333334
+Angry Birds Classic,"Angry Birds used game could tap play heart's content. Now gone fee-to-pay (sic) -- read reviews see well received. Not well understatement. I'd say more, gain 50 stars read new paragraph. Meanwhile, watch unskippable half-minute-long ads.",Negative,-0.06590909090909092,0.5886363636363636
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Good job Rovio, good job joining pay play band wagon.... I mind ads add cliche pay win features like coins gems? Why?.... Disappointing... But I doubt company would ever change game well, money pays bills right....i doubt company guys even look feedback reviews otherwise would never strayed darkside free play.",Positive,0.26666666666666666,0.5833333333333334
+Angry Birds Classic,"The ""Mighty League"" part unplayable. It constantly freezes. After close everything start freeze again. Rovio known years care less. Don't waste time",Negative,-0.07333333333333333,0.4
+Angry Birds Classic,"The Miller lite beer ads really need removed. There kids play this. No needs liquor ads/commercials, adults know what's choose that. Otherwise great game. Shut WiFi/data want ad free.",Positive,0.25,0.5375000000000001
+Angry Birds Classic,"What happened? This fun games I really enjoyed. Now different free says. Now adds. Way many adds, adds adds adds never ending adds whats point playing I'm reading adds??? I quit working sorry gotten us .",Positive,0.20000000000000004,0.6333333333333333
+Angry Birds Classic,I played angry birds since first started. I've loved since beginning. I loved idea tournament. However game freezes A LOT. I wrote tech support months months ago yet I told oh I'll deal it. I've lost lot powerups coins freezing. I'm frustrated point considering paying while. I've changed several phones freezes every them. I'm disappointed.,Negative,-0.08750000000000001,0.5354166666666667
+Angry Birds Classic,It crashes lot freezes every minute. Can't even finish game without restart app. So many wasted coins upgrades bought never used freezing. Kindly fix please.,Positive,0.12499999999999999,0.45
+Angry Birds Classic,"You know games worry life left, angry birds worry round forced see another terrible ad... Hate them! Love game tho.",Negative,-0.3625,0.5625
+Angry Birds Classic,"This would great freeze time. And conveniently coincidentally tends freeze right I've activated booster, i.e. shooting scope. Then comes back life 5 mins up. Makes waste time. There's update pending. I'm almost point I done",Positive,0.22142857142857147,0.3214285714285714
+Angry Birds Classic,"Buggy, league crashes lot. Tired game crash I'm win level I spent buffs on. A game I play sound turned suddenly blast unsolicited ad sound full volume. It's embarrassing annoying everyone else earshot. Great game terrible intrusive ads. Worst I hit level bird slingshot close top screen I intermittently get tip pinky pull bird rather scrolling play area. Tough win level I'm constantly dropping birds.",Negative,-0.04660493827160493,0.5537037037037038
+Angry Birds Classic,"Update June '18: I hate ads. I hate ads. I hate ads. The ads gotten worse. They're longer way puzzles. But, many video ads levels can't skipped seconds. INCREDIBLY annoying. I took another star them. Original review: Love game. Would 5 stars, ads get way puzzles.",Negative,-0.29166666666666674,0.7166666666666667
+Angry Birds Classic,"When I first downloaded worked great. Now ever since updates freezes play I get power game stops working I get start over. Since started I get demoted go group I was. I freezes starts scoring, I get power ups.",Positive,0.21666666666666667,0.49444444444444446
+Angry Birds Classic,I Love game BUT something wrong causes game lock repeatedly phone (Samsung S8+). I lost many purchased powerups due freezing. Very frustrating,Negative,-0.135,0.5964285714285714
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"I love game. The ads however, suck. Their placement horrible distracting causes obstuctions. Fix Update: I change rating. Anytime I make progress, game freezes. It's frustrating",Negative,-0.34,0.6599999999999999
+Angry Birds Classic,"Fun game but, OMG, ads. Takes lot practice but, dammit, stupid ads. Just think really getting hang it, ready stupid repetitive ads. When think may able stomach ads, get ready megaload. Oh, I mention game takes almost much time ads. If ain't broke, throw ads is. Get used hanging needing restarted, too. Rovio substituted game developers admongers. Greed!",Negative,-0.12916666666666668,0.4729166666666667
+Angry Birds Classic,Same stupid candy crush ads every time. Everyone knows game either like hate it. It's stupid fun. Were candy crush ads damn time I would play stupid game instead I deleting it. Get new sponsors retards.,Negative,-0.4463636363636364,0.6479545454545454
+Angry Birds Classic,"Latest version freezes earned power ups used, basically stealing valuable assets. Needs new update fix. UPDATE: After six months, battling freezeup problem, Rovio told essence ""TOUGH LUCK"", We going fix problem. In light this, I must change initially favorable review SAVE YOUR MONEY! Rovio customer title, real value customers. If Rovio contacts kind cure problem. I update review.",Positive,0.2067821067821068,0.5839826839826839
+Angry Birds Classic,"I've lost many power ups due freezing screens, they're innumerable. Love game seriously pisses off. Not phone, game happens on. Samsung galaxy edge 7. Shouldn't happen.",Negative,-0.04305555555555556,0.49027777777777776
+Angry Birds Classic,"heard Angry Birds starting 8 years ago so. never played before. week maybe. turns like !!! much so, also AB Pop, AB2 !!! thanks",Positive,0.022656250000000003,0.375
+Angry Birds Classic,This favorite games ever! But recently every single time I play FREEZES UP get fixed soon I unfortunately stop even trying play anymore going make extremely upset! The game updated today I thought going it...but nope sure didn't! I disappointed right now!,Negative,-0.017053571428571435,0.6238888888888888
+Angry Birds Classic,Love game every 1 min game play watch 2 min ads..This sucks game locks ads also. Most time I get upset stop ads #ucking game play,Negative,-0.1285714285714286,0.42857142857142855
+Angry Birds Classic,"I used love game changed it, I can't play original levels anymore. The Mighty League boring. Ever since angry birds sold games gone downhill fast.",Negative,-0.060714285714285714,0.75
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Love it! Difficulty variable. Sometimes hard figure times seems easy. Everyone approaches puzzles differently ,so I think wh appeals wide audience.",Positive,0.13333333333333333,0.595
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Lots fun! It's great able compete best players Earth! Well lots fun I got banned Mighty League. After 5 days I checked standing another device even though device I playing showed top 10 device showed anywhere all. It's like shadowbanned, think playing really not. I never complained ""freeze"" I finally figured part game learned play around it. Unfortunately little different. The main reason us play able compete best players world. When go work going minor leagues get play 5 days, takes lot fun it. I also noticed there's lot accounts months even years dozens dozens placings top hundred higher. Are accounts allowed stay they're buying power ups rather watching videos older updates? Sure would nice get answer...",Positive,0.3350378787878788,0.5025252525252526
+Angry Birds Classic,"It much addicted game me, I really enjoy playing graphics controling awesome. But since weeks I problems I entering league, I start playing, always get stopped suddenly work anymore, I need close game restart it. Kindly fix problem asap.",Positive,0.11428571428571428,0.6142857142857142
+Angry Birds Classic,"Used love game, never problem even started using ads it, recently, freezes every time I play it. Fed restart game start level. If sorted soon uninstalling it!!",Negative,-0.13125,0.4125
+Angry Birds Classic,"Well THAT mistake. On part, Rovio. Giving popup asking rate moments popped 30—second uncloseable ad MIDDLE OF MY GAME. Fun game, ads maddening ENORMOUSLY detract enjoyment game. It used significantly better. Make better again, Rovio.",Positive,0.012499999999999997,0.4125
+Angry Birds Classic,"Awful, game completely changed ruined game. Example, YOU CAN'T EVEN CLEAR ONE OF THE GOLDEN EGG LEVELS! Plus I BUY levels in-game currency, WHAT THE HECK! This amazing game ruined. Rovio needs let franchise die, install...",Negative,-0.11640624999999995,0.5479166666666666
+Angry Birds Classic,I game couple weeks. But scam. It freezes time conveniently almost every time I spend money buy something. I wanted love many bugs way many!,Positive,0.30625,0.5
+Angry Birds Classic,great fun. I love times loading I must reboot phone free apps. Also freezes frequently. Beautiful game otherwise still favorite mine. Hope fix glitches. Thank you!,Positive,0.43928571428571433,0.6785714285714286
+Angry Birds Classic,"This game freezes time league mode, I lost countless power ups cant even finish levels due freezing. It happens time. I huge fan game ruined.",Negative,-0.10499999999999998,0.5149999999999999
+Angry Birds Classic,"It video Ads every two levels. It distracting otherwise good game. I used play spend hours levels; however, Ads become prominent.",Positive,0.26666666666666666,0.6666666666666666
+Angry Birds Classic,"This first game I played I kid, changed it? Just keep like used be. I hate get stars go levels YOU HAVE TO GO IN ORDER! Fix classic one, I'll happy mighty eagle league? If put classic back childhood ruined.",Positive,0.04791666666666668,0.4833333333333333
+Angry Birds Classic,"This game cool, challenging challenging games make want throw phone window, birds Rovio gave sometimes really weak much damage fortresses pigs built. Rovio, want everybody say make aggervating raging games ever?",Positive,0.12916666666666665,0.6458333333333334
+Angry Birds Classic,Love game freezes. When running I love playing game however freeze mid shot frustrating especially used power ups. I debating I continue play half great half frustrating.,Negative,-0.012121212121212118,0.5348484848484849
+Angry Birds Classic,"Way many ads. I remember Angry Birds first came fun. Now nothing constant ads forced videos timers proceed. Makes game virtually unplayable, I've uninstalled it. A shame, too. But I'm going held hostage ads videos. Bad enough YouTube it. And Rovio YouTube.",Negative,-0.125,0.4833333333333334
+Angry Birds Classic,"Angry Birds used game could tap play heart's content. Now gone fee-to-pay (sic) -- read reviews see well received. Not well understatement. I'd say more, gain 50 stars read new paragraph. Meanwhile, watch unskippable half-minute-long ads.",Negative,-0.06590909090909092,0.5886363636363636
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Good job Rovio, good job joining pay play band wagon.... I mind ads add cliche pay win features like coins gems? Why?.... Disappointing... But I doubt company would ever change game well, money pays bills right....i doubt company guys even look feedback reviews otherwise would never strayed darkside free play.",Positive,0.26666666666666666,0.5833333333333334
+Angry Birds Classic,"The ""Mighty League"" part unplayable. It constantly freezes. After close everything start freeze again. Rovio known years care less. Don't waste time",Negative,-0.07333333333333333,0.4
+Angry Birds Classic,"The Miller lite beer ads really need removed. There kids play this. No needs liquor ads/commercials, adults know what's choose that. Otherwise great game. Shut WiFi/data want ad free.",Positive,0.25,0.5375000000000001
+Angry Birds Classic,"What happened? This fun games I really enjoyed. Now different free says. Now adds. Way many adds, adds adds adds never ending adds whats point playing I'm reading adds??? I quit working sorry gotten us .",Positive,0.20000000000000004,0.6333333333333333
+Angry Birds Classic,I played angry birds since first started. I've loved since beginning. I loved idea tournament. However game freezes A LOT. I wrote tech support months months ago yet I told oh I'll deal it. I've lost lot powerups coins freezing. I'm frustrated point considering paying while. I've changed several phones freezes every them. I'm disappointed.,Negative,-0.08750000000000001,0.5354166666666667
+Angry Birds Classic,It crashes lot freezes every minute. Can't even finish game without restart app. So many wasted coins upgrades bought never used freezing. Kindly fix please.,Positive,0.12499999999999999,0.45
+Angry Birds Classic,"You know games worry life left, angry birds worry round forced see another terrible ad... Hate them! Love game tho.",Negative,-0.3625,0.5625
+Angry Birds Classic,"This would great freeze time. And conveniently coincidentally tends freeze right I've activated booster, i.e. shooting scope. Then comes back life 5 mins up. Makes waste time. There's update pending. I'm almost point I done",Positive,0.22142857142857147,0.3214285714285714
+Angry Birds Classic,"Buggy, league crashes lot. Tired game crash I'm win level I spent buffs on. A game I play sound turned suddenly blast unsolicited ad sound full volume. It's embarrassing annoying everyone else earshot. Great game terrible intrusive ads. Worst I hit level bird slingshot close top screen I intermittently get tip pinky pull bird rather scrolling play area. Tough win level I'm constantly dropping birds.",Negative,-0.04660493827160493,0.5537037037037038
+Angry Birds Classic,"Update June '18: I hate ads. I hate ads. I hate ads. The ads gotten worse. They're longer way puzzles. But, many video ads levels can't skipped seconds. INCREDIBLY annoying. I took another star them. Original review: Love game. Would 5 stars, ads get way puzzles.",Negative,-0.29166666666666674,0.7166666666666667
+Angry Birds Classic,"When I first downloaded worked great. Now ever since updates freezes play I get power game stops working I get start over. Since started I get demoted go group I was. I freezes starts scoring, I get power ups.",Positive,0.21666666666666667,0.49444444444444446
+Angry Birds Classic,I Love game BUT something wrong causes game lock repeatedly phone (Samsung S8+). I lost many purchased powerups due freezing. Very frustrating,Negative,-0.135,0.5964285714285714
+Angry Birds Classic,"Why league games freezes using power birds. Also, I kick butt scoring, freezes give scoring. I really enjoying game, anymore.... It's frustrating now. The thing I like, I something I get it. Examples, days I receive extra coins round daily eggs",Negative,-0.08333333333333333,0.39999999999999997
+Angry Birds Classic,"I love game. The ads however, suck. Their placement horrible distracting causes obstuctions. Fix Update: I change rating. Anytime I make progress, game freezes. It's frustrating",Negative,-0.34,0.6599999999999999
+Angry Birds Classic,"Fun game but, OMG, ads. Takes lot practice but, dammit, stupid ads. Just think really getting hang it, ready stupid repetitive ads. When think may able stomach ads, get ready megaload. Oh, I mention game takes almost much time ads. If ain't broke, throw ads is. Get used hanging needing restarted, too. Rovio substituted game developers admongers. Greed!",Negative,-0.12916666666666668,0.4729166666666667
+Angry Birds Classic,Same stupid candy crush ads every time. Everyone knows game either like hate it. It's stupid fun. Were candy crush ads damn time I would play stupid game instead I deleting it. Get new sponsors retards.,Negative,-0.4463636363636364,0.6479545454545454
+Angry Birds Classic,"Latest version freezes earned power ups used, basically stealing valuable assets. Needs new update fix. UPDATE: After six months, battling freezeup problem, Rovio told essence ""TOUGH LUCK"", We going fix problem. In light this, I must change initially favorable review SAVE YOUR MONEY! Rovio customer title, real value customers. If Rovio contacts kind cure problem. I update review.",Positive,0.2067821067821068,0.5839826839826839
+Angry Birds Classic,"I've lost many power ups due freezing screens, they're innumerable. Love game seriously pisses off. Not phone, game happens on. Samsung galaxy edge 7. Shouldn't happen.",Negative,-0.04305555555555556,0.49027777777777776
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,This favorite games ever! But recently every single time I play FREEZES UP get fixed soon I unfortunately stop even trying play anymore going make extremely upset! The game updated today I thought going it...but nope sure didn't! I disappointed right now!,Negative,-0.017053571428571435,0.6238888888888888
+Angry Birds Classic,Love game every 1 min game play watch 2 min ads..This sucks game locks ads also. Most time I get upset stop ads #ucking game play,Negative,-0.1285714285714286,0.42857142857142855
+Angry Birds Classic,"I used love game changed it, I can't play original levels anymore. The Mighty League boring. Ever since angry birds sold games gone downhill fast.",Negative,-0.060714285714285714,0.75
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Lots fun! It's great able compete best players Earth! Well lots fun I got banned Mighty League. After 5 days I checked standing another device even though device I playing showed top 10 device showed anywhere all. It's like shadowbanned, think playing really not. I never complained ""freeze"" I finally figured part game learned play around it. Unfortunately little different. The main reason us play able compete best players world. When go work going minor leagues get play 5 days, takes lot fun it. I also noticed there's lot accounts months even years dozens dozens placings top hundred higher. Are accounts allowed stay they're buying power ups rather watching videos older updates? Sure would nice get answer...",Positive,0.3350378787878788,0.5025252525252526
+Angry Birds Classic,"It much addicted game me, I really enjoy playing graphics controling awesome. But since weeks I problems I entering league, I start playing, always get stopped suddenly work anymore, I need close game restart it. Kindly fix problem asap.",Positive,0.11428571428571428,0.6142857142857142
+Angry Birds Classic,"Used love game, never problem even started using ads it, recently, freezes every time I play it. Fed restart game start level. If sorted soon uninstalling it!!",Negative,-0.13125,0.4125
+Angry Birds Classic,"Well THAT mistake. On part, Rovio. Giving popup asking rate moments popped 30—second uncloseable ad MIDDLE OF MY GAME. Fun game, ads maddening ENORMOUSLY detract enjoyment game. It used significantly better. Make better again, Rovio.",Positive,0.012499999999999997,0.4125
+Angry Birds Classic,"Awful, game completely changed ruined game. Example, YOU CAN'T EVEN CLEAR ONE OF THE GOLDEN EGG LEVELS! Plus I BUY levels in-game currency, WHAT THE HECK! This amazing game ruined. Rovio needs let franchise die, install...",Negative,-0.11640624999999995,0.5479166666666666
+Angry Birds Classic,I game couple weeks. But scam. It freezes time conveniently almost every time I spend money buy something. I wanted love many bugs way many!,Positive,0.30625,0.5
+Angry Birds Classic,great fun. I love times loading I must reboot phone free apps. Also freezes frequently. Beautiful game otherwise still favorite mine. Hope fix glitches. Thank you!,Positive,0.43928571428571433,0.6785714285714286
+Angry Birds Classic,"This game freezes time league mode, I lost countless power ups cant even finish levels due freezing. It happens time. I huge fan game ruined.",Negative,-0.10499999999999998,0.5149999999999999
+Angry Birds Classic,"It video Ads every two levels. It distracting otherwise good game. I used play spend hours levels; however, Ads become prominent.",Positive,0.26666666666666666,0.6666666666666666
+Angry Birds Classic,"This first game I played I kid, changed it? Just keep like used be. I hate get stars go levels YOU HAVE TO GO IN ORDER! Fix classic one, I'll happy mighty eagle league? If put classic back childhood ruined.",Positive,0.04791666666666668,0.4833333333333333
+Angry Birds Classic,"This game cool, challenging challenging games make want throw phone window, birds Rovio gave sometimes really weak much damage fortresses pigs built. Rovio, want everybody say make aggervating raging games ever?",Positive,0.12916666666666665,0.6458333333333334
+Angry Birds Classic,Love game freezes. When running I love playing game however freeze mid shot frustrating especially used power ups. I debating I continue play half great half frustrating.,Negative,-0.012121212121212118,0.5348484848484849
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Angry Birds used game could tap play heart's content. Now gone fee-to-pay (sic) -- read reviews see well received. Not well understatement. I'd say more, gain 50 stars read new paragraph. Meanwhile, watch unskippable half-minute-long ads.",Negative,-0.06590909090909092,0.5886363636363636
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Good job Rovio, good job joining pay play band wagon.... I mind ads add cliche pay win features like coins gems? Why?.... Disappointing... But I doubt company would ever change game well, money pays bills right....i doubt company guys even look feedback reviews otherwise would never strayed darkside free play.",Positive,0.26666666666666666,0.5833333333333334
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"The Miller lite beer ads really need removed. There kids play this. No needs liquor ads/commercials, adults know what's choose that. Otherwise great game. Shut WiFi/data want ad free.",Positive,0.25,0.5375000000000001
+Angry Birds Classic,"What happened? This fun games I really enjoyed. Now different free says. Now adds. Way many adds, adds adds adds never ending adds whats point playing I'm reading adds??? I quit working sorry gotten us .",Positive,0.20000000000000004,0.6333333333333333
+Angry Birds Classic,I played angry birds since first started. I've loved since beginning. I loved idea tournament. However game freezes A LOT. I wrote tech support months months ago yet I told oh I'll deal it. I've lost lot powerups coins freezing. I'm frustrated point considering paying while. I've changed several phones freezes every them. I'm disappointed.,Negative,-0.08750000000000001,0.5354166666666667
+Angry Birds Classic,It crashes lot freezes every minute. Can't even finish game without restart app. So many wasted coins upgrades bought never used freezing. Kindly fix please.,Positive,0.12499999999999999,0.45
+Angry Birds Classic,"You know games worry life left, angry birds worry round forced see another terrible ad... Hate them! Love game tho.",Negative,-0.3625,0.5625
+Angry Birds Classic,"This would great freeze time. And conveniently coincidentally tends freeze right I've activated booster, i.e. shooting scope. Then comes back life 5 mins up. Makes waste time. There's update pending. I'm almost point I done",Positive,0.22142857142857147,0.3214285714285714
+Angry Birds Classic,"Buggy, league crashes lot. Tired game crash I'm win level I spent buffs on. A game I play sound turned suddenly blast unsolicited ad sound full volume. It's embarrassing annoying everyone else earshot. Great game terrible intrusive ads. Worst I hit level bird slingshot close top screen I intermittently get tip pinky pull bird rather scrolling play area. Tough win level I'm constantly dropping birds.",Negative,-0.04660493827160493,0.5537037037037038
+Angry Birds Classic,"Update June '18: I hate ads. I hate ads. I hate ads. The ads gotten worse. They're longer way puzzles. But, many video ads levels can't skipped seconds. INCREDIBLY annoying. I took another star them. Original review: Love game. Would 5 stars, ads get way puzzles.",Negative,-0.29166666666666674,0.7166666666666667
+Angry Birds Classic,"When I first downloaded worked great. Now ever since updates freezes play I get power game stops working I get start over. Since started I get demoted go group I was. I freezes starts scoring, I get power ups.",Positive,0.21666666666666667,0.49444444444444446
+Angry Birds Classic,I Love game BUT something wrong causes game lock repeatedly phone (Samsung S8+). I lost many purchased powerups due freezing. Very frustrating,Negative,-0.135,0.5964285714285714
+Angry Birds Classic,"Why league games freezes using power birds. Also, I kick butt scoring, freezes give scoring. I really enjoying game, anymore.... It's frustrating now. The thing I like, I something I get it. Examples, days I receive extra coins round daily eggs",Negative,-0.08333333333333333,0.39999999999999997
+Angry Birds Classic,"I love game. The ads however, suck. Their placement horrible distracting causes obstuctions. Fix Update: I change rating. Anytime I make progress, game freezes. It's frustrating",Negative,-0.34,0.6599999999999999
+Angry Birds Classic,"Fun game but, OMG, ads. Takes lot practice but, dammit, stupid ads. Just think really getting hang it, ready stupid repetitive ads. When think may able stomach ads, get ready megaload. Oh, I mention game takes almost much time ads. If ain't broke, throw ads is. Get used hanging needing restarted, too. Rovio substituted game developers admongers. Greed!",Negative,-0.12916666666666668,0.4729166666666667
+Angry Birds Classic,Same stupid candy crush ads every time. Everyone knows game either like hate it. It's stupid fun. Were candy crush ads damn time I would play stupid game instead I deleting it. Get new sponsors retards.,Negative,-0.4463636363636364,0.6479545454545454
+Angry Birds Classic,"Latest version freezes earned power ups used, basically stealing valuable assets. Needs new update fix. UPDATE: After six months, battling freezeup problem, Rovio told essence ""TOUGH LUCK"", We going fix problem. In light this, I must change initially favorable review SAVE YOUR MONEY! Rovio customer title, real value customers. If Rovio contacts kind cure problem. I update review.",Positive,0.2067821067821068,0.5839826839826839
+Angry Birds Classic,"I've lost many power ups due freezing screens, they're innumerable. Love game seriously pisses off. Not phone, game happens on. Samsung galaxy edge 7. Shouldn't happen.",Negative,-0.04305555555555556,0.49027777777777776
+Angry Birds Classic,"heard Angry Birds starting 8 years ago so. never played before. week maybe. turns like !!! much so, also AB Pop, AB2 !!! thanks",Positive,0.022656250000000003,0.375
+Angry Birds Classic,This favorite games ever! But recently every single time I play FREEZES UP get fixed soon I unfortunately stop even trying play anymore going make extremely upset! The game updated today I thought going it...but nope sure didn't! I disappointed right now!,Negative,-0.017053571428571435,0.6238888888888888
+Angry Birds Classic,Love game every 1 min game play watch 2 min ads..This sucks game locks ads also. Most time I get upset stop ads #ucking game play,Negative,-0.1285714285714286,0.42857142857142855
+Angry Birds Classic,"I used love game changed it, I can't play original levels anymore. The Mighty League boring. Ever since angry birds sold games gone downhill fast.",Negative,-0.060714285714285714,0.75
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Love it! Difficulty variable. Sometimes hard figure times seems easy. Everyone approaches puzzles differently ,so I think wh appeals wide audience.",Positive,0.13333333333333333,0.595
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Lots fun! It's great able compete best players Earth! Well lots fun I got banned Mighty League. After 5 days I checked standing another device even though device I playing showed top 10 device showed anywhere all. It's like shadowbanned, think playing really not. I never complained ""freeze"" I finally figured part game learned play around it. Unfortunately little different. The main reason us play able compete best players world. When go work going minor leagues get play 5 days, takes lot fun it. I also noticed there's lot accounts months even years dozens dozens placings top hundred higher. Are accounts allowed stay they're buying power ups rather watching videos older updates? Sure would nice get answer...",Positive,0.3350378787878788,0.5025252525252526
+Angry Birds Classic,"It much addicted game me, I really enjoy playing graphics controling awesome. But since weeks I problems I entering league, I start playing, always get stopped suddenly work anymore, I need close game restart it. Kindly fix problem asap.",Positive,0.11428571428571428,0.6142857142857142
+Angry Birds Classic,"Used love game, never problem even started using ads it, recently, freezes every time I play it. Fed restart game start level. If sorted soon uninstalling it!!",Negative,-0.13125,0.4125
+Angry Birds Classic,"Well THAT mistake. On part, Rovio. Giving popup asking rate moments popped 30—second uncloseable ad MIDDLE OF MY GAME. Fun game, ads maddening ENORMOUSLY detract enjoyment game. It used significantly better. Make better again, Rovio.",Positive,0.012499999999999997,0.4125
+Angry Birds Classic,"Awful, game completely changed ruined game. Example, YOU CAN'T EVEN CLEAR ONE OF THE GOLDEN EGG LEVELS! Plus I BUY levels in-game currency, WHAT THE HECK! This amazing game ruined. Rovio needs let franchise die, install...",Negative,-0.11640624999999995,0.5479166666666666
+Angry Birds Classic,I game couple weeks. But scam. It freezes time conveniently almost every time I spend money buy something. I wanted love many bugs way many!,Positive,0.30625,0.5
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"It video Ads every two levels. It distracting otherwise good game. I used play spend hours levels; however, Ads become prominent.",Positive,0.26666666666666666,0.6666666666666666
+Angry Birds Classic,"This first game I played I kid, changed it? Just keep like used be. I hate get stars go levels YOU HAVE TO GO IN ORDER! Fix classic one, I'll happy mighty eagle league? If put classic back childhood ruined.",Positive,0.04791666666666668,0.4833333333333333
+Angry Birds Classic,"This game cool, challenging challenging games make want throw phone window, birds Rovio gave sometimes really weak much damage fortresses pigs built. Rovio, want everybody say make aggervating raging games ever?",Positive,0.12916666666666665,0.6458333333333334
+Angry Birds Classic,Love game freezes. When running I love playing game however freeze mid shot frustrating especially used power ups. I debating I continue play half great half frustrating.,Negative,-0.012121212121212118,0.5348484848484849
+Angry Birds Classic,"Just lost powerups, stars, gems coins, everything went zero. Don't bother many damn bugs",Positive,0.5,0.5
+Angry Birds Classic,"It's fun game, would much fun would quit freezing wasting special items. It also deleted background colors things I unlocked game.",Positive,0.03142857142857143,0.35428571428571426
+Angry Birds Classic,"While fun play, I dont appreciate stars unlock every level, complete worlds order AND stars again. This game expects much grinding casual players myself. Otherwise, gameplay quite unique graphics well done.",Positive,0.012499999999999983,0.5111111111111111
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,I rating negative 1. I FED UP freezing issues!! Come on! This would 5 plus freezing constantly!,Negative,-0.29296875,0.3666666666666667
+Angry Birds Classic,"The shameless marketing game stupid. I loved game, can't even unlock new levels without getting stars, may end pay for. It's sad much money trying mooch people",Negative,-0.15194805194805197,0.6077922077922079
+Angry Birds Classic,What done it? Can't play episodes unlocked first! What's about? I used able play several. Too many adverts & I paid removed. Not good,Positive,0.1925,0.41166666666666674
+Angry Birds Classic,Uninstalling! LITERALLY WAAAAYYYYY TOO MANY ADS. DO YOU ALL THINK THIS FUN FOR PEOPLE? IT'S LITERALLY SOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO ANNOYING. BESIDES WHO TOLD Y'ALL I GOT MB TO WASTE WATCHING ADS?,Negative,-0.05,0.4
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,I've always loved angry birds. But last update broke game. Freezes ALL time. Reinstalling fix problem.,Negative,-0.05000000000000002,0.5666666666666667
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,Installed updates seem tested enough. Freezes least every time I log on. FREEZES MULTIPLE TIMES. WASTES REWARDS. DECIDED TO STOP PLAYING. Shut 5 times row. Hoped problems fixed BUT,Negative,-0.08,0.22000000000000003
+Angry Birds Classic,Please make ad free version. I pay ads. There many drive crazy. But start showing I well game. They're bad enough make stop playing though.,Negative,-0.1333333333333333,0.6277777777777778
+Angry Birds Classic,This game many ads option turn almost unplayable keeps stopping every level play 30 second video add extremely frustrating.,Negative,-0.14,0.5
+Angry Birds Classic,"I'm absolutely APPALLED family type game would advertisements like ""Kick Buddy""!!! I'm truly disgusted. Such shame family enjoy game can't.",Negative,-0.4302083333333333,0.6333333333333333
+Angry Birds Classic,I tried tried get help Rovio mighty league game freezes mid play responds. Cute game ruined glitches constant commercials games. Shame great fun game ruined company.,Positive,0.08888888888888888,0.4870370370370371
+Angry Birds Classic,"So many ads!!! It's great play bit eventually watching 30 second ad every two three attempts. It's frustrating, I stopped playing altogether.",Positive,0.344140625,0.5375
+Angry Birds Classic,"Way many videos , many ads . I hate try force players watch video listen ads , soon pops I make disappear I continue playing game , also times game freezes sooo annoying soon I delete , second time playing game last.",Negative,-0.20000000000000004,0.45185185185185184
+Angry Birds Classic,The gameplay really good game keeps hanging every time powers wasted every time hangs.. It's really irritating times.,Negative,-0.07500000000000002,0.45
+Angry Birds Classic,I hate This Game used Fun well I hate LIKE SPENDING STARS TO PLAY happened please remove having get stars play levels get stars unlock episodes miss old days,Negative,-0.32,0.52
+Angry Birds Classic,"Remember game came out, paid 99 cents addicted. Got mom addicted too. Going fun. Hope still good!",Negative,-0.005000000000000027,0.4800000000000001
+Angry Birds Classic,"I like finish whole Section Of Angry Birds Before Doing A Different . I Liked How They Used To Let You Do Differents Levels At Once, Please Change It Back.",Positive,0.06,0.5599999999999999
+Angry Birds Classic,Love game! So addictive! One thing I Don't like keeps freezing mighty league I lose points boosters I used. Please fix I delete!,Positive,0.125,0.7
+Angry Birds Classic,"There's ads game time. Some ads meant 6yr olds eyes anyways. It's game I understand, I downloaded Angry Birds Angry Ads. Adding BEER ads?? Seriously supposed kids???",Negative,-0.42666666666666664,0.6933333333333332
+Angry Birds Classic,"Great game useless. Freezes constantly. Takes long time get back were, freezes again. Ridiculous try play it. Uninstall try day maybe",Negative,-0.06904761904761904,0.4404761904761904
+Angry Birds Classic,Another game pop ups. Give break. Fun many ads way exit them. Done games like this.,Positive,0.13333333333333333,0.3666666666666667
+Angry Birds Classic,I hate boring ads. If I wanted games I would've played them... ..and finally uninstall.,Negative,-0.6,0.9666666666666667
+Angry Birds Classic,Ruined ads. Used fun ads expected degree. Offer paid version let us ad free game improve rate ads displayed please. Uninstalling.,Positive,0.04999999999999999,0.45000000000000007
+Angry Birds Classic,"Not classic. If like watching ads playing, game you. Ridiculous amount ads. Uninstalling today.",Negative,-0.2722222222222222,0.5222222222222223
+Angry Birds Classic,Is really good game wasting time. I like able buy using real money aspect games using. Too easy people get trouble.,Positive,0.20555555555555557,0.4930555555555556
+Angry Birds Classic,I love Angry Birds. But stupid u stars unlock next challenge. Uninstalling never playing again.,Negative,-0.19999999999999998,0.65
+Angry Birds Classic,Awesome.... I love fact birds powers. All unique features kind. If birds would game would boring.,Positive,0.1791666666666667,0.8166666666666668
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,Great game. But I would like buy get ads-free. The ads low quality frequent.,Positive,0.125,0.4375
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"This ad circus, obnoxious. Also ad free version, really tacky trashy experience.",Positive,0.30000000000000004,0.5
+Angry Birds Classic,Disappointing I first played best games I ever played everything add pop up...please take ads make awesome game again.,Positive,0.25,0.5466666666666666
+Angry Birds Classic,Nothing ad riddled garbage. Used fun pay-to-play waste time obscene number ads. No thanks!,Negative,-0.00833333333333334,0.13333333333333333
+Angry Birds Classic,Used love paid version avoid ads. Now I No option buy get rid ads. Shame,Positive,0.5,0.6
+Angry Birds Classic,"Please improve game. 1. LESS damage angry birds 2. 2. Cannot Red's ability. 3. Takes roughly 2 minutes load. 4. This game boring, It 15 levels each. But I uninstall game.",Negative,-0.37083333333333335,0.4583333333333333
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,I love game points pay ability aim?? Such shame. It's quickly becoming annoying.,Negative,-0.05,0.65
+Angry Birds Classic,Too many adverts mighty league keeps crashing freezing impressed I got sick freezing uninstalled,Positive,0.2964285714285714,0.8142857142857143
+Angry Birds Classic,"This probably last time I uninstall. The game become unplayable freezes every time I open it. A casual internet search pulls literally hundreds perhaps thousands similar complaints formerly devoted users stating game often crashes like mine-just ad beginning. This get advertiser's attention directly translates tangible percentage ad buys tossed black hole Rovio repeatedly demonstrated unable unwilling adequately address. Glance Rovio's stock history seems bankruptcy may well near horizon. Hopefully new owner emerge ready provide quality everyone involved. Finally, fairness I add I harbor ill towards developers. Clearly, exceptionally skilled craft. Unfortunately, skill set always include business matters.",Negative,-0.10510366826156299,0.5186602870813397
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,I'm really sick games have/show exit without rebooting phone. YOU SUCK!,Negative,-0.8928571428571429,0.8571428571428571
+Angry Birds Classic,"The ads ruin gameplay. A couple years ago I played lot Angry Birds. I stopped it, month ago, installed again. It shocking see amount ads. One level, advert. This consumed 6 GB internet plan half month. In way fun, annoying. I thinking uninstall.",Negative,-0.4333333333333334,0.6533333333333333
+Angry Birds Classic,I used enjoy angry birds seems put back seat promote newer versions. There adds I remember new get stars unlock new levels system really sucks. Now I get least two stars level avoid lose. The reason I rating star levels still quite enjoyable however I often find struggling enjoy fact desperation get stars. In conclusion I recommend game I stand things improved.,Positive,0.007272727272727275,0.46090909090909093
+Angry Birds Classic,Used love old version. One adventure another without 30 second commercial breaks... plain fun. Now pain Play... unfortunately.,Positive,0.02653061224489796,0.336734693877551
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,The game freezing levels makes restart device every time. Still fun!,Negative,-0.012500000000000011,0.30000000000000004
+Angry Birds Classic,"stars finished, I CAN'T play further, mighty eagle costly safe way purchase mighty eagle get stars play... I want play unconditionally. game gross.",Positive,0.15,0.5333333333333333
+Angry Birds Classic,I like game OK however manipulative tactics controls gitch me.. guide toward self maker rewards many times small overlooked given.,Positive,0.0875,0.44999999999999996
+Angry Birds Classic,The game gets stuck sometimes I hate ads. Apart good game,Negative,-0.22500000000000006,0.5750000000000001
+Angry Birds Classic,"What wonderful, classic game. Unfortunately, today's Rovio crams ads clickables game actual game. In opinion, Rovio ruined fantastic game corporate greed.",Negative,-0.05333333333333333,0.47666666666666674
+Angry Birds Classic,Often times bonus scope aimer get viewing short video work tap view video. Same goes several helpers.,Neutral,0.0,0.14166666666666666
+Angry Birds Classic,"Way many ads. I remember Angry Birds first came fun. Now nothing constant ads forced videos timers proceed. Makes game virtually unplayable, I've uninstalled it. A shame, too. But I'm going held hostage ads videos. Bad enough YouTube it. And Rovio YouTube.",Negative,-0.125,0.4833333333333334
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Good job Rovio, good job joining pay play band wagon.... I mind ads add cliche pay win features like coins gems? Why?.... Disappointing... But I doubt company would ever change game well, money pays bills right....i doubt company guys even look feedback reviews otherwise would never strayed darkside free play.",Positive,0.26666666666666666,0.5833333333333334
+Angry Birds Classic,"The ""Mighty League"" part unplayable. It constantly freezes. After close everything start freeze again. Rovio known years care less. Don't waste time",Negative,-0.07333333333333333,0.4
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"What happened? This fun games I really enjoyed. Now different free says. Now adds. Way many adds, adds adds adds never ending adds whats point playing I'm reading adds??? I quit working sorry gotten us .",Positive,0.20000000000000004,0.6333333333333333
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,It crashes lot freezes every minute. Can't even finish game without restart app. So many wasted coins upgrades bought never used freezing. Kindly fix please.,Positive,0.12499999999999999,0.45
+Angry Birds Classic,"You know games worry life left, angry birds worry round forced see another terrible ad... Hate them! Love game tho.",Negative,-0.3625,0.5625
+Angry Birds Classic,"This would great freeze time. And conveniently coincidentally tends freeze right I've activated booster, i.e. shooting scope. Then comes back life 5 mins up. Makes waste time. There's update pending. I'm almost point I done",Positive,0.22142857142857147,0.3214285714285714
+Angry Birds Classic,"Buggy, league crashes lot. Tired game crash I'm win level I spent buffs on. A game I play sound turned suddenly blast unsolicited ad sound full volume. It's embarrassing annoying everyone else earshot. Great game terrible intrusive ads. Worst I hit level bird slingshot close top screen I intermittently get tip pinky pull bird rather scrolling play area. Tough win level I'm constantly dropping birds.",Negative,-0.04660493827160493,0.5537037037037038
+Angry Birds Classic,"Update June '18: I hate ads. I hate ads. I hate ads. The ads gotten worse. They're longer way puzzles. But, many video ads levels can't skipped seconds. INCREDIBLY annoying. I took another star them. Original review: Love game. Would 5 stars, ads get way puzzles.",Negative,-0.29166666666666674,0.7166666666666667
+Angry Birds Classic,"When I first downloaded worked great. Now ever since updates freezes play I get power game stops working I get start over. Since started I get demoted go group I was. I freezes starts scoring, I get power ups.",Positive,0.21666666666666667,0.49444444444444446
+Angry Birds Classic,I Love game BUT something wrong causes game lock repeatedly phone (Samsung S8+). I lost many purchased powerups due freezing. Very frustrating,Negative,-0.135,0.5964285714285714
+Angry Birds Classic,"Why league games freezes using power birds. Also, I kick butt scoring, freezes give scoring. I really enjoying game, anymore.... It's frustrating now. The thing I like, I something I get it. Examples, days I receive extra coins round daily eggs",Negative,-0.08333333333333333,0.39999999999999997
+Angry Birds Classic,"I love game. The ads however, suck. Their placement horrible distracting causes obstuctions. Fix Update: I change rating. Anytime I make progress, game freezes. It's frustrating",Negative,-0.34,0.6599999999999999
+Angry Birds Classic,"Fun game but, OMG, ads. Takes lot practice but, dammit, stupid ads. Just think really getting hang it, ready stupid repetitive ads. When think may able stomach ads, get ready megaload. Oh, I mention game takes almost much time ads. If ain't broke, throw ads is. Get used hanging needing restarted, too. Rovio substituted game developers admongers. Greed!",Negative,-0.12916666666666668,0.4729166666666667
+Angry Birds Classic,Same stupid candy crush ads every time. Everyone knows game either like hate it. It's stupid fun. Were candy crush ads damn time I would play stupid game instead I deleting it. Get new sponsors retards.,Negative,-0.4463636363636364,0.6479545454545454
+Angry Birds Classic,"Latest version freezes earned power ups used, basically stealing valuable assets. Needs new update fix. UPDATE: After six months, battling freezeup problem, Rovio told essence ""TOUGH LUCK"", We going fix problem. In light this, I must change initially favorable review SAVE YOUR MONEY! Rovio customer title, real value customers. If Rovio contacts kind cure problem. I update review.",Positive,0.2067821067821068,0.5839826839826839
+Angry Birds Classic,"I've lost many power ups due freezing screens, they're innumerable. Love game seriously pisses off. Not phone, game happens on. Samsung galaxy edge 7. Shouldn't happen.",Negative,-0.04305555555555556,0.49027777777777776
+Angry Birds Classic,"heard Angry Birds starting 8 years ago so. never played before. week maybe. turns like !!! much so, also AB Pop, AB2 !!! thanks",Positive,0.022656250000000003,0.375
+Angry Birds Classic,This favorite games ever! But recently every single time I play FREEZES UP get fixed soon I unfortunately stop even trying play anymore going make extremely upset! The game updated today I thought going it...but nope sure didn't! I disappointed right now!,Negative,-0.017053571428571435,0.6238888888888888
+Angry Birds Classic,Love game every 1 min game play watch 2 min ads..This sucks game locks ads also. Most time I get upset stop ads #ucking game play,Negative,-0.1285714285714286,0.42857142857142855
+Angry Birds Classic,"I used love game changed it, I can't play original levels anymore. The Mighty League boring. Ever since angry birds sold games gone downhill fast.",Negative,-0.060714285714285714,0.75
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Love it! Difficulty variable. Sometimes hard figure times seems easy. Everyone approaches puzzles differently ,so I think wh appeals wide audience.",Positive,0.13333333333333333,0.595
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Lots fun! It's great able compete best players Earth! Well lots fun I got banned Mighty League. After 5 days I checked standing another device even though device I playing showed top 10 device showed anywhere all. It's like shadowbanned, think playing really not. I never complained ""freeze"" I finally figured part game learned play around it. Unfortunately little different. The main reason us play able compete best players world. When go work going minor leagues get play 5 days, takes lot fun it. I also noticed there's lot accounts months even years dozens dozens placings top hundred higher. Are accounts allowed stay they're buying power ups rather watching videos older updates? Sure would nice get answer...",Positive,0.3350378787878788,0.5025252525252526
+Angry Birds Classic,"It much addicted game me, I really enjoy playing graphics controling awesome. But since weeks I problems I entering league, I start playing, always get stopped suddenly work anymore, I need close game restart it. Kindly fix problem asap.",Positive,0.11428571428571428,0.6142857142857142
+Angry Birds Classic,"Used love game, never problem even started using ads it, recently, freezes every time I play it. Fed restart game start level. If sorted soon uninstalling it!!",Negative,-0.13125,0.4125
+Angry Birds Classic,"Well THAT mistake. On part, Rovio. Giving popup asking rate moments popped 30—second uncloseable ad MIDDLE OF MY GAME. Fun game, ads maddening ENORMOUSLY detract enjoyment game. It used significantly better. Make better again, Rovio.",Positive,0.012499999999999997,0.4125
+Angry Birds Classic,"Awful, game completely changed ruined game. Example, YOU CAN'T EVEN CLEAR ONE OF THE GOLDEN EGG LEVELS! Plus I BUY levels in-game currency, WHAT THE HECK! This amazing game ruined. Rovio needs let franchise die, install...",Negative,-0.11640624999999995,0.5479166666666666
+Angry Birds Classic,I game couple weeks. But scam. It freezes time conveniently almost every time I spend money buy something. I wanted love many bugs way many!,Positive,0.30625,0.5
+Angry Birds Classic,great fun. I love times loading I must reboot phone free apps. Also freezes frequently. Beautiful game otherwise still favorite mine. Hope fix glitches. Thank you!,Positive,0.43928571428571433,0.6785714285714286
+Angry Birds Classic,"This game freezes time league mode, I lost countless power ups cant even finish levels due freezing. It happens time. I huge fan game ruined.",Negative,-0.10499999999999998,0.5149999999999999
+Angry Birds Classic,"It video Ads every two levels. It distracting otherwise good game. I used play spend hours levels; however, Ads become prominent.",Positive,0.26666666666666666,0.6666666666666666
+Angry Birds Classic,"This first game I played I kid, changed it? Just keep like used be. I hate get stars go levels YOU HAVE TO GO IN ORDER! Fix classic one, I'll happy mighty eagle league? If put classic back childhood ruined.",Positive,0.04791666666666668,0.4833333333333333
+Angry Birds Classic,"This game cool, challenging challenging games make want throw phone window, birds Rovio gave sometimes really weak much damage fortresses pigs built. Rovio, want everybody say make aggervating raging games ever?",Positive,0.12916666666666665,0.6458333333333334
+Angry Birds Classic,Love game freezes. When running I love playing game however freeze mid shot frustrating especially used power ups. I debating I continue play half great half frustrating.,Negative,-0.012121212121212118,0.5348484848484849
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Way many ads. I remember Angry Birds first came fun. Now nothing constant ads forced videos timers proceed. Makes game virtually unplayable, I've uninstalled it. A shame, too. But I'm going held hostage ads videos. Bad enough YouTube it. And Rovio YouTube.",Negative,-0.125,0.4833333333333334
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Update June '18: I hate ads. I hate ads. I hate ads. The ads gotten worse. They're longer way puzzles. But, many video ads levels can't skipped seconds. INCREDIBLY annoying. I took another star them. Original review: Love game. Would 5 stars, ads get way puzzles.",Negative,-0.29166666666666674,0.7166666666666667
+Angry Birds Classic,"Why league games freezes using power birds. Also, I kick butt scoring, freezes give scoring. I really enjoying game, anymore.... It's frustrating now. The thing I like, I something I get it. Examples, days I receive extra coins round daily eggs",Negative,-0.08333333333333333,0.39999999999999997
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"What happened? This fun games I really enjoyed. Now different free says. Now adds. Way many adds, adds adds adds never ending adds whats point playing I'm reading adds??? I quit working sorry gotten us .",Positive,0.20000000000000004,0.6333333333333333
+Angry Birds Classic,"Wow! So much hate towards casual game! I see bad I've led believe. So far, I experienced issues turned off. Crossing fingers hoping next update put bugs back.",Negative,-0.16388888888888886,0.6370370370370371
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,It crashes lot freezes every minute. Can't even finish game without restart app. So many wasted coins upgrades bought never used freezing. Kindly fix please.,Positive,0.12499999999999999,0.45
+Angry Birds Classic,"You know games worry life left, angry birds worry round forced see another terrible ad... Hate them! Love game tho.",Negative,-0.3625,0.5625
+Angry Birds Classic,"This would great freeze time. And conveniently coincidentally tends freeze right I've activated booster, i.e. shooting scope. Then comes back life 5 mins up. Makes waste time. There's update pending. I'm almost point I done",Positive,0.22142857142857147,0.3214285714285714
+Angry Birds Classic,"When I first downloaded worked great. Now ever since updates freezes play I get power game stops working I get start over. Since started I get demoted go group I was. I freezes starts scoring, I get power ups.",Positive,0.21666666666666667,0.49444444444444446
+Angry Birds Classic,"I love game. The ads however, suck. Their placement horrible distracting causes obstuctions. Fix Update: I change rating. Anytime I make progress, game freezes. It's frustrating",Negative,-0.34,0.6599999999999999
+Angry Birds Classic,"Fun game but, OMG, ads. Takes lot practice but, dammit, stupid ads. Just think really getting hang it, ready stupid repetitive ads. When think may able stomach ads, get ready megaload. Oh, I mention game takes almost much time ads. If ain't broke, throw ads is. Get used hanging needing restarted, too. Rovio substituted game developers admongers. Greed!",Negative,-0.12916666666666668,0.4729166666666667
+Angry Birds Classic,"I've lost many power ups due freezing screens, they're innumerable. Love game seriously pisses off. Not phone, game happens on. Samsung galaxy edge 7. Shouldn't happen.",Negative,-0.04305555555555556,0.49027777777777776
+Angry Birds Classic,"The ""Mighty League"" part unplayable. It constantly freezes. After close everything start freeze again. Rovio known years care less. Don't waste time",Negative,-0.07333333333333333,0.4
+Angry Birds Classic,"This first game I played I kid, changed it? Just keep like used be. I hate get stars go levels YOU HAVE TO GO IN ORDER! Fix classic one, I'll happy mighty eagle league? If put classic back childhood ruined.",Positive,0.04791666666666668,0.4833333333333333
+Angry Birds Classic,"heard Angry Birds starting 8 years ago so. never played before. week maybe. turns like !!! much so, also AB Pop, AB2 !!! thanks",Positive,0.022656250000000003,0.375
+Angry Birds Classic,"While fun play, I dont appreciate stars unlock every level, complete worlds order AND stars again. This game expects much grinding casual players myself. Otherwise, gameplay quite unique graphics well done.",Positive,0.012499999999999983,0.5111111111111111
+Angry Birds Classic,"I used love game changed it, I can't play original levels anymore. The Mighty League boring. Ever since angry birds sold games gone downhill fast.",Negative,-0.060714285714285714,0.75
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Well THAT mistake. On part, Rovio. Giving popup asking rate moments popped 30—second uncloseable ad MIDDLE OF MY GAME. Fun game, ads maddening ENORMOUSLY detract enjoyment game. It used significantly better. Make better again, Rovio.",Positive,0.012499999999999997,0.4125
+Angry Birds Classic,I game couple weeks. But scam. It freezes time conveniently almost every time I spend money buy something. I wanted love many bugs way many!,Positive,0.30625,0.5
+Angry Birds Classic,great fun. I love times loading I must reboot phone free apps. Also freezes frequently. Beautiful game otherwise still favorite mine. Hope fix glitches. Thank you!,Positive,0.43928571428571433,0.6785714285714286
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Angry Birds used game could tap play heart's content. Now gone fee-to-pay (sic) -- read reviews see well received. Not well understatement. I'd say more, gain 50 stars read new paragraph. Meanwhile, watch unskippable half-minute-long ads.",Negative,-0.06590909090909092,0.5886363636363636
+Angry Birds Classic,"Just lost powerups, stars, gems coins, everything went zero. Don't bother many damn bugs",Positive,0.5,0.5
+Angry Birds Classic,"This joke, right? Where angry birds I used play years ago? I need get old APK... This nothing like ""classic"" angry birds, call like that.",Negative,-0.08952380952380953,0.5804761904761905
+Angry Birds Classic,"Way many videos , many ads . I hate try force players watch video listen ads , soon pops I make disappear I continue playing game , also times game freezes sooo annoying soon I delete , second time playing game last.",Negative,-0.20000000000000004,0.45185185185185184
+Angry Birds Classic,"MAN, THEY RUINED THE ORIGINAL WITH ALL THESE STUPID UPDATES 1.YOU CANT JUST SKIP TO A RANDOM EPISODE YOU HAVE TO DO IT IN ORDER 2.THE KING PIG TOY DOESN'T WORK ANYMORE 3.YOU NEED STARD TO GO TO THE NEXT LEVEL!",Negative,-0.23124999999999998,0.5625
+Angry Birds Classic,"The ads ruin gameplay. A couple years ago I played lot Angry Birds. I stopped it, month ago, installed again. It shocking see amount ads. One level, advert. This consumed 6 GB internet plan half month. In way fun, annoying. I thinking uninstall.",Negative,-0.4333333333333334,0.6533333333333333
+Angry Birds Classic,I rating negative 1. I FED UP freezing issues!! Come on! This would 5 plus freezing constantly!,Negative,-0.29296875,0.3666666666666667
+Angry Birds Classic,"It video Ads every two levels. It distracting otherwise good game. I used play spend hours levels; however, Ads become prominent.",Positive,0.26666666666666666,0.6666666666666666
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,I Love game BUT something wrong causes game lock repeatedly phone (Samsung S8+). I lost many purchased powerups due freezing. Very frustrating,Negative,-0.135,0.5964285714285714
+Angry Birds Classic,Uninstalling! LITERALLY WAAAAYYYYY TOO MANY ADS. DO YOU ALL THINK THIS FUN FOR PEOPLE? IT'S LITERALLY SOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO ANNOYING. BESIDES WHO TOLD Y'ALL I GOT MB TO WASTE WATCHING ADS?,Negative,-0.05,0.4
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,"Great game useless. Freezes constantly. Takes long time get back were, freezes again. Ridiculous try play it. Uninstall try day maybe",Negative,-0.06904761904761904,0.4404761904761904
+Angry Birds Classic,"It much addicted game me, I really enjoy playing graphics controling awesome. But since weeks I problems I entering league, I start playing, always get stopped suddenly work anymore, I need close game restart it. Kindly fix problem asap.",Positive,0.11428571428571428,0.6142857142857142
+Angry Birds Classic,"Lots fun! It's great able compete best players Earth! Well lots fun I got banned Mighty League. After 5 days I checked standing another device even though device I playing showed top 10 device showed anywhere all. It's like shadowbanned, think playing really not. I never complained ""freeze"" I finally figured part game learned play around it. Unfortunately little different. The main reason us play able compete best players world. When go work going minor leagues get play 5 days, takes lot fun it. I also noticed there's lot accounts months even years dozens dozens placings top hundred higher. Are accounts allowed stay they're buying power ups rather watching videos older updates? Sure would nice get answer...",Positive,0.3350378787878788,0.5025252525252526
+Angry Birds Classic,"It went downhill. Ads pop-up frequently, making unenjoyable. Instead winning items, everything buy. Pop-ups tell unlock things, plays advertisements they're never unlocked.",Positive,0.3,0.525
+Angry Birds Classic,My regret perfectionist I keep trying perfect level moving onto next. It's meant I'm still working first set levels.,Positive,0.4166666666666667,0.4444444444444444
+Angry Birds Classic,"Latest version freezes earned power ups used, basically stealing valuable assets. Needs new update fix. UPDATE: After six months, battling freezeup problem, Rovio told essence ""TOUGH LUCK"", We going fix problem. In light this, I must change initially favorable review SAVE YOUR MONEY! Rovio customer title, real value customers. If Rovio contacts kind cure problem. I update review.",Positive,0.2067821067821068,0.5839826839826839
+Angry Birds Classic,Every time I power game freezes! Its damn conspiracy! I blown much money wasted here! So disappointing,Negative,-0.31875,0.325
+Angry Birds Classic,Love game! So addictive! One thing I Don't like keeps freezing mighty league I lose points boosters I used. Please fix I delete!,Positive,0.125,0.7
+Angry Birds Classic,I like game OK however manipulative tactics controls gitch me.. guide toward self maker rewards many times small overlooked given.,Positive,0.0875,0.44999999999999996
+Angry Birds Classic,"So many ads!!! It's great play bit eventually watching 30 second ad every two three attempts. It's frustrating, I stopped playing altogether.",Positive,0.344140625,0.5375
+Angry Birds Classic,Same stupid candy crush ads every time. Everyone knows game either like hate it. It's stupid fun. Were candy crush ads damn time I would play stupid game instead I deleting it. Get new sponsors retards.,Negative,-0.4463636363636364,0.6479545454545454
+Angry Birds Classic,I've always loved angry birds. But last update broke game. Freezes ALL time. Reinstalling fix problem.,Negative,-0.05000000000000002,0.5666666666666667
+Angry Birds Classic,"Used love game, never problem even started using ads it, recently, freezes every time I play it. Fed restart game start level. If sorted soon uninstalling it!!",Negative,-0.13125,0.4125
+Angry Birds Classic,Disappointing I first played best games I ever played everything add pop up...please take ads make awesome game again.,Positive,0.25,0.5466666666666666
+Angry Birds Classic,Love game every 1 min game play watch 2 min ads..This sucks game locks ads also. Most time I get upset stop ads #ucking game play,Negative,-0.1285714285714286,0.42857142857142855
+Angry Birds Classic,"Updated ""fix"" bugs. Actually causes bugs. Cannot play game without constantly locking up. Total waste now. Won't play fixed. No excuse this. Four months later still fix. I'm installing.",Negative,-0.05937500000000001,0.22916666666666666
+Angry Birds Classic,The gameplay really good game keeps hanging every time powers wasted every time hangs.. It's really irritating times.,Negative,-0.07500000000000002,0.45
+Angry Birds Classic,"Remember game came out, paid 99 cents addicted. Got mom addicted too. Going fun. Hope still good!",Negative,-0.005000000000000027,0.4800000000000001
+Angry Birds Classic,Love game freezes. When running I love playing game however freeze mid shot frustrating especially used power ups. I debating I continue play half great half frustrating.,Negative,-0.012121212121212118,0.5348484848484849
+Angry Birds Classic,Freezes now. New update nothing! Was love horrible play. Just plan waste space.,Negative,-0.13238636363636364,0.5136363636363637
+Angry Birds Classic,"It would lot fun freeze much.I've lost many coins power-ups freeze up. I come terms freezing up. I realize part game part learned play around it. What hard come terms fact I stay big league week I become shadow player. I show device I'm using top hundred I check another device I'm there. I get rewards sticker end game I place top 100 top 10 higher. The 40 player heat seem affected still win 600 coins place first reason play able compete best world. I would like think deliberately give everybody chance get top, I'm afraid maybe people buy power ups instead watch videos them. The reason I wonder I see accounts got many many placements long time. Others like mine seem disappear week. It would sure nice get answer this. Not able compete best world takes fun it...",Positive,0.29201388888888885,0.48391203703703706
+Angry Birds Classic,This game bit nice games u good children's adults cause u bored play game even aged also sit,Negative,-0.016666666666666687,0.6333333333333333
+Angry Birds Classic,THIS I HAVE FINISHED PLAYING AND I WOULD LIKE IT TO HAVE MORE GAMES ON IT SOMETIMES IT STALLS COULD DO WITH MORE POWER UPS AND MORE ANGRY BIRDS TO GET RID OF BAD PIGGIES,Positive,0.06000000000000003,0.6333333333333333
+Angry Birds Classic,I hate boring ads. If I wanted games I would've played them... ..and finally uninstall.,Negative,-0.6,0.9666666666666667
+Angry Birds Classic,"Angry birds freezes constantly! Like game, hate freezes everytime I play it! It cost lot points makes lose birds freezes! Fix I'll rate 5!",Negative,-0.475,0.6583333333333333
+Angry Birds Classic,Ruined ads. Used fun ads expected degree. Offer paid version let us ad free game improve rate ads displayed please. Uninstalling.,Positive,0.04999999999999999,0.45000000000000007
+Angry Birds Classic,"Not classic. If like watching ads playing, game you. Ridiculous amount ads. Uninstalling today.",Negative,-0.2722222222222222,0.5222222222222223
+Angry Birds Classic,Is really good game wasting time. I like able buy using real money aspect games using. Too easy people get trouble.,Positive,0.20555555555555557,0.4930555555555556
+Angry Birds Classic,HATE HATE HATE THE NEW UPDATE IT WAS BETTER BEFORE STUPID UPDATE CAME IT WAS PERFECT GIVE US THE OLD ONE BACK PLEASE BECAUSE I WOULD INSTALL THIS GAME AGAIN AND SAY YAY THE STUPID UPDATE IS GONE!,Negative,-0.2603305785123967,0.659504132231405
+Angry Birds Classic,"This game freezes time league mode, I lost countless power ups cant even finish levels due freezing. It happens time. I huge fan game ruined.",Negative,-0.10499999999999998,0.5149999999999999
+Angry Birds Classic,I absolutely love game keeps freezing especially I went level please fix I want uninstall I really enjoy game could fit please fix bugs would great,Positive,0.18571428571428572,0.5785714285714285
+Angry Birds Classic,Awesome.... I love fact birds powers. All unique features kind. If birds would game would boring.,Positive,0.1791666666666667,0.8166666666666668
+Angry Birds Classic,"This game cool, challenging challenging games make want throw phone window, birds Rovio gave sometimes really weak much damage fortresses pigs built. Rovio, want everybody say make aggervating raging games ever?",Positive,0.12916666666666665,0.6458333333333334
+Angry Birds Classic,"stars finished, I CAN'T play further, mighty eagle costly safe way purchase mighty eagle get stars play... I want play unconditionally. game gross.",Positive,0.15,0.5333333333333333
+Angry Birds Classic,Great game. But I would like buy get ads-free. The ads low quality frequent.,Positive,0.125,0.4375
+Angry Birds Classic,"Downloaded thinking good old classic, basic version Angry Birds without ridiculous gimmicks money grabs. It's course got greedy. Deleted it.",Positive,0.02222222222222221,0.5152777777777778
+Angry Birds Classic,This game TRASH . everything SUCKS . throw away ATP . I killed fat green pig still get enough points go next level .,Negative,-0.18333333333333332,0.25
+Angry Birds Classic,Often times bonus scope aimer get viewing short video work tap view video. Same goes several helpers.,Neutral,0.0,0.14166666666666666
+Angry Birds Classic,Nothing ad riddled garbage. Used fun pay-to-play waste time obscene number ads. No thanks!,Negative,-0.00833333333333334,0.13333333333333333
+Angry Birds Classic,Used love paid version avoid ads. Now I No option buy get rid ads. Shame,Positive,0.5,0.6
+Angry Birds Classic,"I'm absolutely APPALLED family type game would advertisements like ""Kick Buddy""!!! I'm truly disgusted. Such shame family enjoy game can't.",Negative,-0.4302083333333333,0.6333333333333333
+Angry Birds Classic,Ridiculous amount ads. Won't stop asking rate games. I remember actually fun. Sellouts.,Negative,-0.016666666666666663,0.6
+Angry Birds Classic,Good game let get past Might League warm Feather League. Does anyone know advance?,Positive,0.16249999999999998,0.4625
+Angry Birds Classic,Another game pop ups. Give break. Fun many ads way exit them. Done games like this.,Positive,0.13333333333333333,0.3666666666666667
+Angry Birds Classic,"Buggy, league crashes lot. Tired game crash I'm win level I spent buffs on. A game I play sound turned suddenly blast unsolicited ad sound full volume. It's embarrassing annoying everyone else earshot. Great game terrible intrusive ads. Worst I hit level bird slingshot close top screen I intermittently get tip pinky pull bird rather scrolling play area. Tough win level I'm constantly dropping birds.",Negative,-0.04660493827160493,0.5537037037037038
+Angry Birds Classic,Why can't I go section want more?? I uninstalling right now...,Positive,0.39285714285714285,0.5178571428571428
+Angry Birds Classic,"Awful, game completely changed ruined game. Example, YOU CAN'T EVEN CLEAR ONE OF THE GOLDEN EGG LEVELS! Plus I BUY levels in-game currency, WHAT THE HECK! This amazing game ruined. Rovio needs let franchise die, install...",Negative,-0.11640624999999995,0.5479166666666666
+Angry Birds Classic,I love game points pay ability aim?? Such shame. It's quickly becoming annoying.,Negative,-0.05,0.65
+Angry Birds Classic,Too many adverts mighty league keeps crashing freezing impressed I got sick freezing uninstalled,Positive,0.2964285714285714,0.8142857142857143
+Angry Birds Classic,Used awesome every play interrupted video ad ask another game. Even tried trick tapping ad. WTH????? Uninstalling looking alternatives. Bye.,Positive,0.3,0.7
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Classic,Devs still can't bothered fix freezing issue. I understand must concentrating underpar sequel (2) disgusting.,Negative,-1.0,1.0
+Angry Birds Classic,"It's fun game, would much fun would quit freezing wasting special items. It also deleted background colors things I unlocked game.",Positive,0.03142857142857143,0.35428571428571426
+Angry Birds Classic,I'm really sick games have/show exit without rebooting phone. YOU SUCK!,Negative,-0.8928571428571429,0.8571428571428571
+Angry Birds Classic,Used love old version. One adventure another without 30 second commercial breaks... plain fun. Now pain Play... unfortunately.,Positive,0.02653061224489796,0.336734693877551
+Angry Birds Classic,The game freezing levels makes restart device every time. Still fun!,Negative,-0.012500000000000011,0.30000000000000004
+Angry Birds Classic,"I like play Angry Birds, constantly freezing exit wait unfreezes.",Negative,-0.25,0.6666666666666666
+Angry Birds Classic,I love Angry Birds. But stupid u stars unlock next challenge. Uninstalling never playing again.,Negative,-0.19999999999999998,0.65
+Angry Birds Classic,nan,nan,nan,nan
+Angry Birds Rio,"This game ads every level. The pop ups get power ups extremely annoying. And ads play volunteer automatically, sucks someplace quiet. The ads make lot less fun actually almost unplayable... There games far fewer ads.",Negative,-0.18518518518518523,0.4444444444444444
+Angry Birds Rio,The makers game ruined RIO advertising I put moving around different levels. I also put watching advertisement every 3 minutes get telescope. I also paid extra ad free game.,Negative,-0.08,0.4600000000000001
+Angry Birds Rio,"Used favourite game. Now infected angry birds classic virus. Hangs every step. 5 minutes sling shot, else need hate. 21-7-18",Negative,-0.38333333333333336,0.6166666666666667
+Angry Birds Rio,Adverts spoil game keep watching get guide line really annoying... always loved game can't play theses issues,Negative,-0.22500000000000006,0.625
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,After years still favorite game. Please hold back ads though. It's making play games.,Positive,0.033333333333333326,0.4666666666666666
+Angry Birds Rio,The ads... I know free game really annoys dont even option remove ads like games. This needs adding quickly. otherwise gonna lose downloaders including me! However thank sorting ads covering scores powerups got star back. It also sometimes crashes ace 2 rare...,Positive,0.1527777777777778,0.46666666666666673
+Angry Birds Rio,I edited game rating again. I gave 5 stars week ago since I've experiencing freesing multiple times per game.. super sad.,Negative,-0.19333333333333336,0.49333333333333335
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Now play add claim daily reward. Don't turd. Just uninstalled. Lousy update.,Negative,-0.25,0.25
+Angry Birds Rio,"Fling birds structures- classic idea!!! Still best angry bird games left. With collectable items extra features whilst following rio films story line. This currently 3rd time round andunfortunately minor adjustments made better. The treasure hunt originally novel idea need find secret levels first limited couple levels per day. But biggest issue increase videos length, roving seems forgotten eats ones data knock effect asto often play online.",Positive,0.08779230442176869,0.3352040816326531
+Angry Birds Rio,I think game nice graphics game superb . I downloaded game I continuously playing game . This version better space version,Positive,0.07142857142857141,0.5857142857142856
+Angry Birds Rio,TOO MANY ADS NOW NO FUN JUST TOO MANY ADS DONT BOTHER INSTALLING,Positive,0.2833333333333333,0.39999999999999997
+Angry Birds Rio,Another game ruined greedy pigs rovio. Add add add add add add add add after... You get picture. Its even short adds exit. The game polluted full 30 second adds cannot exit untill completed. Please say vulgar display advertising greed.,Negative,-0.19166666666666665,0.4083333333333334
+Angry Birds Rio,Angry Birds Rio anything new long time removing star. It's grand game needs new levels,Negative,-0.029545454545454552,0.6181818181818182
+Angry Birds Rio,like game I issue I can't claim daily gifts I shoot bird shoot shoot google play fix problem get stars,Negative,-0.2,0.2
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Sorta wish new Rio movie comes get NEW levels hopefully. Same AB games.,Positive,0.0909090909090909,0.3446969696969697
+Angry Birds Rio,Ads ads non stop ads. Nice like ads. Bad want play game.,Negative,-0.16666666666666663,0.6888888888888888
+Angry Birds Rio,I luv game many ads.I spent time watching ads playing game,Negative,-0.1,0.35
+Angry Birds Rio,Ads deal breaker. The games ruined Ads. I rated game 5 2012. I changed 3. Where old ad-free version??,Negative,-0.15000000000000002,0.30000000000000004
+Angry Birds Rio,Angry birds believe funny game,Negative,-0.21666666666666667,0.7999999999999999
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Love I like I pay open another stage game,Positive,0.033333333333333326,0.5
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Too bad great game cloud sync option Facebook Rovio account. All progress lost buy new phone tablett...,Negative,-0.04090909090909087,0.5678030303030303
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Love game. Angry Birds designed best games ever.,Positive,0.15,0.575
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,It's cool fun play thank cold game.,Negative,-0.08750000000000002,0.5625
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,I love game I also my. P C,Positive,0.04999999999999999,0.5
+Angry Birds Rio,"The adds waste time, I've never downloaded adds I never will.",Negative,-0.2,0.0
+Angry Birds Rio,Best game enjoy without cheating played u play,Positive,0.3333333333333333,0.39999999999999997
+Angry Birds Rio,Would better could select birds,Positive,0.5,0.5
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Glitchy 2 keep reopening,Neutral,0.0,0.0
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Adverts spoil game keep watching get guide line really annoying... always loved game can't play theses issues,Negative,-0.22500000000000006,0.625
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,I edited game rating again. I gave 5 stars week ago since I've experiencing freesing multiple times per game.. super sad.,Negative,-0.19333333333333336,0.49333333333333335
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Now play add claim daily reward. Don't turd. Just uninstalled. Lousy update.,Negative,-0.25,0.25
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,I think game nice graphics game superb . I downloaded game I continuously playing game . This version better space version,Positive,0.07142857142857141,0.5857142857142856
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Another game ruined greedy pigs rovio. Add add add add add add add add after... You get picture. Its even short adds exit. The game polluted full 30 second adds cannot exit untill completed. Please say vulgar display advertising greed.,Negative,-0.19166666666666665,0.4083333333333334
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,Ads deal breaker. The games ruined Ads. I rated game 5 2012. I changed 3. Where old ad-free version??,Negative,-0.15000000000000002,0.30000000000000004
+Angry Birds Rio,Angry birds believe funny game,Negative,-0.21666666666666667,0.7999999999999999
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,I played bunch different angry bird games favorite far.,Positive,0.025,0.9
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,friends plz download the best game loved,Positive,0.4333333333333333,0.5
+Angry Birds Rio,Too bad great game cloud sync option Facebook Rovio account. All progress lost buy new phone tablett...,Negative,-0.04090909090909087,0.5678030303030303
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,The latest update pain ass . What made game fun simplicity.,Positive,0.13333333333333333,0.5
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Angry Birds Rio,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Jam - Play Wild!,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,I love Animal planet. But I can't watch favorite shows younger siblings running around mother's sensitive stomach vet programs. So allows watch programs peace quiet.,Positive,0.22000000000000003,0.5666666666666667
+Animal Planet GO,I downloaded I longer cable I wanted keep shows. Even I watch say last week's episode week later. Unfortunately want us go cable provider.,Negative,-0.16666666666666666,0.35555555555555557
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,I love able see animals they're taken care send natural habitat I love,Positive,0.4,0.55625
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,Thanks,Positive,0.2,0.2
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,I love,Positive,0.5,0.6
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,The okay let sign provider shows glitchy screen (flashing screen),Positive,0.5,0.5
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,Same issue flashing screen trying sign provider...please fix!,Neutral,0.0,0.125
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,This tells sign TV provider unlock ALL SHOWS LIE.,Neutral,0.0,0.0
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,nan,nan,nan,nan
+Animal Planet GO,"If love four legged companions,,, You love Americas Cutest....Thank You Animal Planet... E.",Positive,0.5,0.6
+Animal Planet GO,I learn alot animal plant pass family friends,Neutral,0.0,0.0
+Animal Planet GO,Adds kinda long,Negative,-0.05,0.4
+Animal Planet GO,It work,Neutral,0.0,0.0
+Animal Planet GO,Great make ads less time,Positive,0.3166666666666667,0.4083333333333333
+Animal Planet GO,Doesn't work Chromecast working fine 2 days ago.,Positive,0.4166666666666667,0.5
+Animal Planet GO,Hard navigate episodes,Negative,-0.2916666666666667,0.5416666666666666
+Animal Planet GO,Love great!,Positive,0.75,0.675
+Animal Planet GO,Great shows covered demand,Positive,0.8,0.75
+Animal Planet GO,Great complete coverage.,Positive,0.45,0.575
+Animal Planet GO,So far I love,Positive,0.3,0.8
+Animal Planet GO,Great straight forward,Positive,0.5,0.575
+Animal Planet GO,Need free shows,Positive,0.4,0.8
+Animated Photo Editor,This awesome app. Love it. Wish stickers though. But still great.,Positive,0.7666666666666666,0.7833333333333333
+Animated Photo Editor,Awesome absolutely love,Positive,0.75,0.8
+Animated Photo Editor,Very good work nicely,Positive,0.7549999999999999,0.8900000000000001
+Animated Photo Editor,So nice,Positive,0.6,1.0
+Animated Photo Editor,nan,nan,nan,nan
+Animated Photo Editor,This amazing making funny images...,Positive,0.42500000000000004,0.95
+Animated Photo Editor,I love,Positive,0.5,0.6
+Animated Photo Editor,Good,Positive,0.7,0.6000000000000001
+Animated Photo Editor,I hate,Negative,-0.8,0.9
+Animated Photo Editor,nan,nan,nan,nan
+Animated Photo Editor,bad,Negative,-0.6999999999999998,0.6666666666666666
+Animated Photo Editor,eeee,Neutral,0.0,0.0
+Animated Photo Editor,Good morning,Positive,0.7,0.6000000000000001
+Animated Photo Editor,Good,Positive,0.7,0.6000000000000001
+Animated Photo Editor,Such outstanding aap cause pic come outstanding,Positive,0.3333333333333333,0.75
+Animated Photo Editor,It's great,Positive,0.8,0.75
+Animated Photo Editor,Bad bad horrible,Negative,-0.7999999999999998,0.7777777777777777
+Animated Photo Editor,Jitendra Kumar Kori,Neutral,0.0,0.0
+Animated Photo Editor,It's lovely,Positive,0.5,0.75
+Animated Photo Editor,Its gd,Neutral,0.0,0.0
+Animated Photo Editor,nan,nan,nan,nan
+Animated Photo Editor,nan,nan,nan,nan
+Animated Photo Editor,Super,Positive,0.3333333333333333,0.6666666666666666
+Animated Photo Editor,Download late,Negative,-0.3,0.6
+Animated Photo Editor,This incredibly,Positive,0.9,0.9
+Animated Photo Editor,Holy Juer,Neutral,0.0,0.0
+Animated Photo Editor,It's nice pranking friends,Positive,0.6,1.0
+Animated Photo Editor,Very good,Positive,0.9099999999999999,0.7800000000000001
+Animated Photo Editor,It's super cool,Positive,0.3416666666666667,0.6583333333333333
+Animated Photo Editor,I share,Neutral,0.0,0.0
+Animated Photo Editor,Saif,Neutral,0.0,0.0
+Animated Photo Editor,Thu,Neutral,0.0,0.0
+Animated Photo Editor,mst,Neutral,0.0,0.0
+Animated Photo Editor,Ok,Positive,0.5,0.5
+Animated Photo Editor,cheat,Neutral,0.0,0.0
+Animated Photo Editor,Gd...,Neutral,0.0,0.0
+Animated Photo Editor,nan,nan,nan,nan
+Animated Photo Editor,Love,Positive,0.5,0.6
+Animated Photo Editor,Nice,Positive,0.6,1.0
+Animated Photo Editor,Nice,Positive,0.6,1.0
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,"Doesn't run well tablet ads. That hairstyles outfits selection pretty limited. I wish way ads randomly pop up, there's option watch ads unlock certain things something similar crash trying play ad every two seconds. It's really bad... It looks really pretty.",Negative,-0.07959183673469385,0.6115646258503401
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,I think make two people together like call it?? That thing two peeps it. Because I hoping that... hope I make sense...,Neutral,0.0,0.0
+Anime Avatar Creator: Make Your Own Avatar,"This aight, I mean I like aint got BLACK hair, I'd give 5 stars update grants hair type. (Afro, dreads, cornrows, flat-top, short afro.)",Negative,-0.1597222222222222,0.47361111111111115
+Anime Avatar Creator: Make Your Own Avatar,Amazing beautiful clothing choices!! Just maybe option name character?! Its amazing game. And dont like dont u go make game. bet ur rating 1.2,Positive,0.2800000000000001,0.72
+Anime Avatar Creator: Make Your Own Avatar,It awesome. I suggest adding eyes work boys. The eyes could work boys pupils. The rest look good boy characters,Positive,0.85,0.8
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,"Nice !! Helpful wallpapers, get drawing ideas :D I recommend Anime-loving artists !!! BUT, reason 4 stars cuz want put 2 people canvas. please, please, PLEASE make happen !! ❤❤",Positive,0.96875,1.0
+Anime Avatar Creator: Make Your Own Avatar,This enough customization options. It's really boring. Try Live Portrait Maker want good avatar-making app.,Negative,-0.04090909090909092,0.65
+Anime Avatar Creator: Make Your Own Avatar,"This pretty disappointing, pretty low quality compared avatar makers.. Its limited outfits etc... Use Gen8's avatar maker somehow liked LOVE Gen8's avatar maker",Positive,0.1326530612244898,0.6489795918367347
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,Not enough choices. I wanted make simple character loads indecent clothes nothing like I wanted. I find lot worst. Could lot improvement.,Negative,-0.3333333333333333,0.6190476190476191
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,I like I create self. But thing I wish clothing options. But great app.,Positive,0.8,0.75
+Anime Avatar Creator: Make Your Own Avatar,"This game, all, pretty good. Things I think great wide variety skin, eye, hair, color options accessories. Things I think could improve many, many clothing options, accessory options well. Overall, cute fun!!",Positive,0.321875,0.535
+Anime Avatar Creator: Make Your Own Avatar,"It's easy fun use, although I hate ads. It's really much! Please make make pose differently eg. put hands cheeks surprise. And thing I want most: addig 2/more characters page, like logo. Otherwise, okay.",Positive,0.16904761904761906,0.5333333333333334
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,It's great! I saw friend I tried epic! I wish could make bottom half well,Positive,0.3194444444444445,0.4388888888888889
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,I've seen similar sort thing best free I've used recently There LOT ads though This great I feel There could large selection hair costumes .I also think les difference male female costumes clothing,Positive,0.3017857142857143,0.3994047619047619
+Anime Avatar Creator: Make Your Own Avatar,Sende I actually played game I feel like needs work like better clothes choices maybe makeup,Positive,0.033333333333333326,0.3333333333333333
+Anime Avatar Creator: Make Your Own Avatar,"AMAZING!!!! Some people say many ads, skip they're problem!but would recommend adding clothing cause dont like using clothing every boy girl, also make pick size, head shape, shoes, see whole body. Other that, AMAZING WORK",Positive,0.43499999999999994,0.615
+Anime Avatar Creator: Make Your Own Avatar,"It's best, But worst either, ads common distributive. I expect much anyways ... But opinion, I'm complaining could improvements.",Negative,-0.024999999999999994,0.5
+Anime Avatar Creator: Make Your Own Avatar,SO MUCH FREAKING ADS I CAN'T STAND THE FRICKEN AD MADNESS FIX IT I HATE THIS!!! also hate clothes A LOT THE ADS R TOO MUCH,Negative,-0.35000000000000003,0.55
+Anime Avatar Creator: Make Your Own Avatar,"It's wonderful! You get make avatar, I wish much ads, otherwise, I love it!",Positive,0.6083333333333333,0.6
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Avatar Creator: Make Your Own Avatar,I love app. Although please get rid ads. Maybe give short tutorial to. I also know make two people images. Please update this.,Positive,0.25,0.44999999999999996
+Anime Avatar Creator: Make Your Own Avatar,It way make person own.,Positive,0.6,1.0
+Anime Avatar Creator: Make Your Own Avatar,Lots improvement needed. There many ads. I can't change face shape avatar. There's clothes available. I want tomboy style clothings too.,Positive,0.45,0.45
+Anime Avatar Creator: Make Your Own Avatar,"There many ads pretty annoying, interesting suggestions dressing either. In way kinda boring.",Negative,-0.11000000000000001,0.78
+Anime Avatar Creator: Make Your Own Avatar,It ok. My complaint adds,Positive,0.1,0.35
+Anime Avatar Creator: Make Your Own Avatar,"LOVE IT!! however cons...1-wish could change dress color. 2- many ads, maybe little bit less. But also pros. Easy make avatars.",Positive,0.27208333333333334,0.5
+Anime Avatar Creator: Make Your Own Avatar,I love game But I wish could make story's like game episode customize people make story I wish could that. Anyways I'm hater really wish could add different positions I want game that's I say thank,Negative,-0.08333333333333333,0.4333333333333333
+Anime Avatar Creator: Make Your Own Avatar,I HATE IT ITS SO BORING HATE HATE HATE IT'S TERRIBLE THE FACE IS WEIRD AND CREEPY ITS NOT LETTING DO ANYTHING T E R R I B L E TERRIBLE,Negative,-0.8,0.9555555555555555
+Anime Avatar Creator: Make Your Own Avatar,Amazing! So cute I created version myself. And I used character I created home page! So SO cute! Also great time killer! BTW what's ur music called plays background?,Positive,0.75,0.9125
+Anime Avatar Creator: Make Your Own Avatar,nan,nan,nan,nan
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,"Don't like really small space toy try get it, goes way back, colors need improved, pics without girls uniforms, pretty cool.",Positive,0.0875,0.5125
+Anime Manga Coloring Book,"It's alright thing eyes become skin color instead white.Good game creator fixed that,I'd recommend maybe redownload it.As now,I think could improve.",Negative,-0.15000000000000002,0.30000000000000004
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,I think good experience sometimes try color thing hole thing goes color though fun,Positive,0.5,0.4
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,There soooooo many colorings (aka) drawings choose good time killer,Positive,0.6,0.55
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,Its ok small places cant color!!,Positive,0.0546875,0.45
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,I loved it! It fun I put random characters I make drawings,Positive,0.225,0.5
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,I like 3 minutes I love,Positive,0.5,0.6
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,It hard control.,Negative,-0.2916666666666667,0.5416666666666666
+Anime Manga Coloring Book,It gooapp get Its good I Love,Positive,0.6,0.6000000000000001
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,I 10 years old I love game,Positive,0.06666666666666665,0.4000000000000001
+Anime Manga Coloring Book,It's lovely beautiful,Positive,0.675,0.875
+Anime Manga Coloring Book,I think could better,Positive,0.5,0.5
+Anime Manga Coloring Book,I love anime,Positive,0.5,0.6
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,Good,Positive,0.7,0.6000000000000001
+Anime Manga Coloring Book,Love it!!!!,Positive,1.0,0.6
+Anime Manga Coloring Book,"I love ,I hate stops working restart picture",Negative,-0.15000000000000002,0.75
+Anime Manga Coloring Book,I like IT keeps zooming many ads. And u unlock pages DON'T CLOSE THE APP!!!! make u watch another ad. And I want ad show one!!! PLEASE FIX!!!!!!!!,Positive,1.0,0.5
+Anime Manga Coloring Book,I Liked people type kind anime Like people color favorite anime character,Positive,0.5666666666666667,0.9
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,I love sometimes colar white spots left,Positive,0.16666666666666666,0.19999999999999998
+Anime Manga Coloring Book,I liked cause first I live anime manga second color without paying,Positive,0.24659090909090908,0.4083333333333333
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,I like I wish coloring pages,Neutral,0.0,0.0
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,nan,nan,nan,nan
+Anime Manga Coloring Book,This good I love I wish add pictures,Positive,0.6,0.6000000000000001
+Anime Manga Coloring Book,It's super amazing. I would recommend everyone likes coloring anime !!!!,Positive,0.6666666666666666,0.7833333333333333
+Anime Manga Coloring Book,Make coloring pages,Neutral,0.0,0.0
+Anthem Anywhere,"Logs use, slow, constant forced update. Why complicated, I want view insurance card...",Negative,-0.275,0.48333333333333334
+Anthem Anywhere,Has claims area review recent claims zero claims. Called tech support. Was put hold music 35 minutes disconnected. Rep taken telephone number beginning call. Did get return call. From ratings looks like like experience typical.,Negative,-0.08333333333333333,0.375
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,The home screen totally different description. I get choice: find doctor.,Neutral,0.0,0.6
+Anthem Anywhere,Can longer login let login using either. Says phone jailbroken definitely not. On tries login eventually sends right back login screen. Not reliable I need check claims.,Positive,0.1119047619047619,0.3119047619047619
+Anthem Anywhere,"broken recent update, let login anymore gives error. Running galaxy s7.",Negative,-0.2,0.325
+Anthem Anywhere,Idiotic thinks phone jailbroken run.,Negative,-0.6666666666666666,0.8333333333333334
+Anthem Anywhere,Doesn't provide HSA balance. You log desktop site actual computer access information.,Neutral,0.0,0.1
+Anthem Anywhere,I can't access info I'm interested prescriptions medical records.,Positive,0.125,0.25
+Anthem Anywhere,The feature find doctor used easy unhelpful mess.,Positive,0.12916666666666668,0.5041666666666667
+Anthem Anywhere,The easy navigate research Information available I love app! It's excellent!,Positive,0.6145833333333334,0.7083333333333334
+Anthem Anywhere,"I longer log Athem, using APP. Call help desk month ago, still waiting answer..... today July, 17 2018",Neutral,0.0,0.0
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,Helpful many ways easy.,Positive,0.4666666666666667,0.6666666666666667
+Anthem Anywhere,I like automatically enrolled paperless billing email file. I check email regularly therefore I might remember pay bill. I guess I find new insurance company I trust. Besides doctors horrible.,Negative,-0.2878787878787879,0.5104895104895105
+Anthem Anywhere,complicated finding local doctors always give error message. I able get daughter's shots things already. I able set appointment.,Positive,0.125,0.5625
+Anthem Anywhere,"Can't een log always ""technical issues"". When try go full sjte phone, log in, automatically redirects mobile still experiencing technical issues.",Positive,0.11666666666666665,0.25
+Anthem Anywhere,Not sure optimized iPhones home screen unresponsive touch S8 rendering useless.,Negative,-0.375,0.5444444444444444
+Anthem Anywhere,Used work started saying can't installed rooted phone without change.,Neutral,0.0,0.0
+Anthem Anywhere,"My phone neither rooted jailbroken. Yet, I can't even log I get message saying is...",Neutral,0.0,0.0
+Anthem Anywhere,Won't log in. Just spins minute stops.,Neutral,0.0,0.0
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,Would even let sign up.,Neutral,0.0,0.0
+Anthem Anywhere,"Can't anything app. The login screen completely unresponsive touch. Not really surprising, ABC tries make things secure users can't log accounts, even web.",Positive,0.012500000000000011,0.475
+Anthem Anywhere,"Gives little information. Seems focused claims rather actual useful insurance information. Has info dependents 17, know children!! Clunky. The idea nice execution terrible.",Negative,-0.023750000000000004,0.52
+Anthem Anywhere,This complete waste time. I usually leave reviews worthless waste valuable space phone!!,Negative,-0.2925,0.31
+Anthem Anywhere,The completely unresponsive. I tried uninstalling reinstalling nothing. Not sure happened used work. Appalled state gone unchanged others reporting unresponsive well.,Negative,-0.3166666666666667,0.762962962962963
+Anthem Anywhere,"Awful UI, barely functional search. I cannot find cost care information app. It's horrible.",Negative,-0.65,0.7000000000000001
+Anthem Anywhere,Very limited info beyond ID card. Every bit slow Anthem's full site.,Negative,-0.01428571428571431,0.37857142857142856
+Anthem Anywhere,Completely unusable galaxy S8. Can't change location. Can't search dental,Positive,0.1,0.4
+Anthem Anywhere,What's point insurance can't even submit claim?,Neutral,0.0,0.0
+Anthem Anywhere,Would love see actual eob option open claims..,Positive,0.16666666666666666,0.39999999999999997
+Anthem Anywhere,Login page became unresponsive,Neutral,0.0,0.0
+Anthem Anywhere,Won't even look cost & care sucks!!!,Negative,-0.5859375,0.3
+Anthem Anywhere,Didn't work,Neutral,0.0,0.0
+Anthem Anywhere,Worst ever,Negative,-1.0,1.0
+Anthem Anywhere,Informative,Neutral,0.0,0.0
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,This doesnt givr useful information. Summary gives plan details deductible. It show information family spouse child information. Also certain data incorrect spending amount. Please provide correct information.,Positive,0.2571428571428571,0.2857142857142857
+Anthem Anywhere,The seems always logging problem reset password even I fingerprint log in. If ever get trying find coverage estimate cost joke. Wouldnt recommend garbage hot line tells 10 minutes phone tree..,Positive,0.25,0.8500000000000001
+Anthem Anywhere,"Logs use, slow, constant forced update. Why complicated, I want view insurance card...",Negative,-0.275,0.48333333333333334
+Anthem Anywhere,Has claims area review recent claims zero claims. Called tech support. Was put hold music 35 minutes disconnected. Rep taken telephone number beginning call. Did get return call. From ratings looks like like experience typical.,Negative,-0.08333333333333333,0.375
+Anthem Anywhere,Can't access id card basic info edit profile thats never hads sucks much ever !,Negative,-0.016666666666666663,0.20833333333333334
+Anthem Anywhere,The home screen totally different description. I get choice: find doctor.,Neutral,0.0,0.6
+Anthem Anywhere,Can longer login let login using either. Says phone jailbroken definitely not. On tries login eventually sends right back login screen. Not reliable I need check claims.,Positive,0.1119047619047619,0.3119047619047619
+Anthem Anywhere,"broken recent update, let login anymore gives error. Running galaxy s7.",Negative,-0.2,0.325
+Anthem Anywhere,Idiotic thinks phone jailbroken run.,Negative,-0.6666666666666666,0.8333333333333334
+Anthem Anywhere,Doesn't provide HSA balance. You log desktop site actual computer access information.,Neutral,0.0,0.1
+Anthem Anywhere,I can't access info I'm interested prescriptions medical records.,Positive,0.125,0.25
+Anthem Anywhere,The feature find doctor used easy unhelpful mess.,Positive,0.12916666666666668,0.5041666666666667
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,Helpful many ways easy.,Positive,0.4666666666666667,0.6666666666666667
+Anthem Anywhere,I like automatically enrolled paperless billing email file. I check email regularly therefore I might remember pay bill. I guess I find new insurance company I trust. Besides doctors horrible.,Negative,-0.2878787878787879,0.5104895104895105
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,Not sure optimized iPhones home screen unresponsive touch S8 rendering useless.,Negative,-0.375,0.5444444444444444
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,"My phone neither rooted jailbroken. Yet, I can't even log I get message saying is...",Neutral,0.0,0.0
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,Would even let sign up.,Neutral,0.0,0.0
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,"Gives little information. Seems focused claims rather actual useful insurance information. Has info dependents 17, know children!! Clunky. The idea nice execution terrible.",Negative,-0.023750000000000004,0.52
+Anthem Anywhere,This complete waste time. I usually leave reviews worthless waste valuable space phone!!,Negative,-0.2925,0.31
+Anthem Anywhere,The completely unresponsive. I tried uninstalling reinstalling nothing. Not sure happened used work. Appalled state gone unchanged others reporting unresponsive well.,Negative,-0.3166666666666667,0.762962962962963
+Anthem Anywhere,"Awful UI, barely functional search. I cannot find cost care information app. It's horrible.",Negative,-0.65,0.7000000000000001
+Anthem Anywhere,Very limited info beyond ID card. Every bit slow Anthem's full site.,Negative,-0.01428571428571431,0.37857142857142856
+Anthem Anywhere,Completely unusable galaxy S8. Can't change location. Can't search dental,Positive,0.1,0.4
+Anthem Anywhere,What's point insurance can't even submit claim?,Neutral,0.0,0.0
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,Login page became unresponsive,Neutral,0.0,0.0
+Anthem Anywhere,Won't even look cost & care sucks!!!,Negative,-0.5859375,0.3
+Anthem Anywhere,nan,nan,nan,nan
+Anthem Anywhere,Worst ever,Negative,-1.0,1.0
+Anthem Anywhere,Informative,Neutral,0.0,0.0
+Anthem Anywhere,This waste time often stupid updates make cannot log middle day.... way ruin could good idea guys,Negative,-0.07500000000000001,0.4
+Anthem Anywhere,This doesnt givr useful information. Summary gives plan details deductible. It show information family spouse child information. Also certain data incorrect spending amount. Please provide correct information.,Positive,0.2571428571428571,0.2857142857142857
+Anthem Anywhere,The seems always logging problem reset password even I fingerprint log in. If ever get trying find coverage estimate cost joke. Wouldnt recommend garbage hot line tells 10 minutes phone tree..,Positive,0.25,0.8500000000000001
+Anthem BC Anywhere,"A glitchy piece so-and-so. This provides four functions: list claims, ability view one's ID card, provider lookup, messages center. Navigating often causes time out; sometimes, opening produces error message currently functioning call toll-free number. What good work? Additionally, many require login time opened offer login fingerprints. This doesn't, hassle enter credentials time. Please join customers 21st century, Anthem Blue Cross! 3 stars works, decent usefulness.",Positive,0.15833333333333335,0.29583333333333334
+Anthem BC Anywhere,"Does work all. Only shows login screen, tapping buttons nothing. I can't even enter username.",Neutral,0.0,1.0
+Anthem BC Anywhere,It sucks,Negative,-0.3,0.3
+Anthem BC Anywhere,Unfortunately broken I usually review type however bad I to. Please aware company makes also charge also issues.,Negative,-0.27499999999999997,0.39166666666666666
+Anthem BC Anywhere,"The links find care/providers work. The help line available work shift east coast time. The comments mine generic responses say call help line. What get services calling help line? This good start, aesthetically pleasing, seems like published none funtional kinks ironed out.",Positive,0.3666666666666667,0.3333333333333333
+Anthem BC Anywhere,Worst ever. Must designed challenged monkey. SLOW works work 3/4 time.,Negative,-0.45,0.4666666666666666
+Anthem BC Anywhere,Can't get past sign screen. Completely useless App.,Negative,-0.375,0.225
+Anthem BC Anywhere,Can't pass first page,Positive,0.25,0.3333333333333333
+Anthem BC Anywhere,Totally unresponsive.,Neutral,0.0,0.75
+Anthem BC Anywhere,"The BS. Says get sorts information. You can't, search doctor update email settings that's it! I can't even view id card.",Neutral,0.0,0.0
+Anthem BC Anywhere,A lot technical difficulties.,Neutral,0.0,0.1
+Anthem BC Anywhere,"I receive email see claims. Log in, option view claims! Why misdirect me? Why waste time? Your right hand know left doing. Completely worthless app.",Negative,-0.1785714285714286,0.35892857142857143
+Anthem BC Anywhere,nan,nan,nan,nan
+Anthem BC Anywhere,This stupid even work! Why can't make working rather bunch NOT WORKING ?,Negative,-0.9999999999999999,1.0
+Anthem BC Anywhere,much anything.,Positive,0.2,0.2
+Anthem BC Anywhere,nan,nan,nan,nan
+Anthem BC Anywhere,nan,nan,nan,nan
+Anthem BC Anywhere,nan,nan,nan,nan
+Anthem BC Anywhere,Does work. Castlight bug...,Neutral,0.0,0.0
+Anthem BC Anywhere,nan,nan,nan,nan
+Anthem BC Anywhere,nan,nan,nan,nan
+Anthem BC Anywhere,nan,nan,nan,nan
+Anthem BC Anywhere,"Still fixed, can't access ID card.",Positive,0.1,0.2
+Anthem BC Anywhere,Boo,Neutral,0.0,0.0
+Anthem BC Anywhere,nan,nan,nan,nan
+Anthem BC Anywhere,"This horrible. Every time I try access ID card, ALWAYS tells something went wrong. Can't fax it, email show it...",Negative,-0.75,0.95
+Anthem BC Anywhere,Did work. Could get passed login screen.,Neutral,0.0,0.0
+Anthem BC Anywhere,This even open,Neutral,0.0,0.5
+Anthem BC Anywhere,I can't access id card. The whole point...,Positive,0.2,0.4
+Anthem BC Anywhere,"Never opens. It shows spinning dots never anything else. If call BCBS say look info app. The work, customer go get information?????",Neutral,0.0,0.0
+Anthem BC Anywhere,Will load up... Swirly white bubbles floating clock wise direction.. round round.. please need app.. cheers,Positive,0.07499999999999998,0.42500000000000004
+Anthem BC Anywhere,Does start useless avoid.,Negative,-0.5,0.2
+Anthem BC Anywhere,"Won't load all, even load log screen. What kind developers there?",Positive,0.6,0.9
+Anthem BC Anywhere,"It's slow, load",Negative,-0.30000000000000004,0.39999999999999997
+Anthem BC Anywhere,unable get past terms agreement,Negative,-0.375,0.375
+Anthem BC Anywhere,Doesn't let log finish registration,Neutral,0.0,0.0
+Anthem BC Anywhere,Awful non functional,Negative,-1.0,1.0
+Anthem BC Anywhere,nan,nan,nan,nan
+Anthem BC Anywhere,Add 2FA support mobile app. PS. Your technical support people RETARDED can't speak English!,Negative,-0.26666666666666666,0.3
+Anthem BC Anywhere,Apps update can't it. When update days compatible device. I samsung s8.,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner","Jayden - press & hold re-order! Is working well far tho hard oldster figure make save edits etc. LATER: Love new circles mark ""done."" Great. I see ""move"" ""copy."" If copy's paid version, I'll never see it, 'way $$$.",Positive,0.20744949494949494,0.5577020202020202
+"Any.do: To-do list, Calendar, Reminders & Planner",This go getting things done. It allows never something fall radar since I set reminders. The ability strike thru finished task reinforcing One daily life improvement applications,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner",Been using years loved it. With update get less less free. It auto updated I can't reoccurring reminders without paying. Unless count defaulting every Monday. It even allow update long time weekly reminder,Positive,0.14333333333333334,0.42666666666666664
+"Any.do: To-do list, Calendar, Reminders & Planner","Most recent update really screwed interface. Makes difficult get actual lists, wants add them. All support links broken.",Negative,-7.93016446160826e-18,0.36428571428571427
+"Any.do: To-do list, Calendar, Reminders & Planner","The running todo list game changer. And any.do moment feature great organizing day. You add toy want need lists, next time run any.do moment, decide now, tomorrow, next week, someday. You worry losing track tasks WISH could lost tasks NEED do. To top off, widgets amazing AND based experience too.",Positive,0.25,0.425
+"Any.do: To-do list, Calendar, Reminders & Planner","I'm really annoyed last update took away option change notification sounds. I really like features, I NOT want reminders notification sounds I texts. It's enough problem I looking another reminders. *Update: They update sounds , nice. However, took away recurring tasks free version. I really like app, I found replace sounds also still free recurring events. So, unfortunately, I still must another app. If bring back recurring events, I'll satisfied.",Positive,0.12727272727272726,0.5787878787878787
+"Any.do: To-do list, Calendar, Reminders & Planner","This excellent want something pure easy work with. But word warning people, get tag happy create overabundance tags. You cannot organize tags simply editing name tag goofy process. You can't edit name main tag list! And I'm running weird error creating new tag plus button unresponsive. Put main focus two lists tags minor secondary organization, like duration, priority even extra layer tasks due.",Positive,0.17742733457019175,0.5561920222634508
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","Why remove option call, email etc... From tasks add new one. E.g. call auto comets contact task itself. I gave permissions still working update.",Positive,0.13636363636363635,0.45454545454545453
+"Any.do: To-do list, Calendar, Reminders & Planner","This excellent app, especially Reminders - lately I've experienced following problem, that's I took fifth star away. Every time I open upon calendar, bring calendar timetable current month date, I get instead month last Event kept memory. This serious problem fixed today's update either. I tap little rectangular bottom showing number (date) order get timetable current month. Please, fix this.",Positive,0.1253787878787879,0.5212121212121213
+"Any.do: To-do list, Calendar, Reminders & Planner","Love today, tomorrow later events daily any.do moment set dates items yet done. Recent updates mobile greatly improved usability allowing adding completing tasks super smooth!",Positive,0.30476190476190473,0.3952380952380952
+"Any.do: To-do list, Calendar, Reminders & Planner","Updated version turn things mess, I trying add tasks future date, saving back present date! It's possible save future date task.",Negative,-0.029166666666666664,0.23750000000000002
+"Any.do: To-do list, Calendar, Reminders & Planner",I Hv purchased year device plan Rs. 909 2/7/18 validity till 2/7/2019. But showing free acounte basic features said purchase premium user. Why... I Hv already purchased it. Help.... Plz...,Positive,0.2,0.4625
+"Any.do: To-do list, Calendar, Reminders & Planner",This best . I ever seen like . They give great feathers zero adds . I would like recommend teanegers . So make they're life productive.. Thank any.do ...,Positive,0.9,0.525
+"Any.do: To-do list, Calendar, Reminders & Planner",The new update HORRIBLE make circles next tasks optional bring back font type blue again!!!!!!,Negative,-0.17272727272727273,0.3109090909090909
+"Any.do: To-do list, Calendar, Reminders & Planner",On Redmi Note5 gets stuck login screen even let sign in.,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner",Unhappy latest update quick edit gone cross complete gone,Positive,0.06666666666666668,0.5399999999999999
+"Any.do: To-do list, Calendar, Reminders & Planner","Really helpful remembering things I need do, also notifies forget unfinished tasks",Positive,0.2,0.2
+"Any.do: To-do list, Calendar, Reminders & Planner","Very useful record daily to-do list quickly. Clean interface, overall cool.",Positive,0.22133333333333333,0.27
+"Any.do: To-do list, Calendar, Reminders & Planner",Recent update sucks....,Negative,-0.15,0.275
+"Any.do: To-do list, Calendar, Reminders & Planner",I like time parallel task,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner",It helps achieve goals day!,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner",Quick easy way organize activities.,Positive,0.3833333333333333,0.6666666666666667
+"Any.do: To-do list, Calendar, Reminders & Planner",Just downloaded far I love it.,Positive,0.3,0.8
+"Any.do: To-do list, Calendar, Reminders & Planner","Been using couple weeks, love it!",Positive,0.625,0.6
+"Any.do: To-do list, Calendar, Reminders & Planner",Very good organizer. I love it.,Positive,0.705,0.6900000000000001
+"Any.do: To-do list, Calendar, Reminders & Planner",One best apps. ❤️,Positive,1.0,0.3
+"Any.do: To-do list, Calendar, Reminders & Planner",Good daily basis,Positive,0.35,0.30000000000000004
+"Any.do: To-do list, Calendar, Reminders & Planner",Thank,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner","Love it,",Positive,0.5,0.6
+"Any.do: To-do list, Calendar, Reminders & Planner",Helpful,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner","Current version good, hanging lot",Positive,0.35,0.5
+"Any.do: To-do list, Calendar, Reminders & Planner",This extremely useful great remind things done.,Positive,0.55,0.375
+"Any.do: To-do list, Calendar, Reminders & Planner","It's amazing app, easy helped keep responsibilities. There's detail bothers me, glitch. When I expand event see full details, appears information entered (No title, location, alarms) even though submitted reminders probably still work, however sometimes I need check important information like location notes I can't view really annoying. Please fix this, best ever.",Positive,0.33055555555555555,0.7472222222222222
+"Any.do: To-do list, Calendar, Reminders & Planner","I've using years, I feel tremendous improvements made adding features notepad user take notes only. Further, could added priorities feature within notepad. I think Any.do integrate calendar feature Any.do itself, instead two separate apps. If changes made would hard beat. Moreover, I notice I try edit tasks subtasks phone line make edits glitches. Other excellent!",Positive,0.15277777777777776,0.736111111111111
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","This THE BEST market. I manage monthly appointments helps keep focused daily to-do list. Another awesome feature helps manage phone calls prioritize callback importance. This helps take back control time find balance again. I love struggle managing time easily forget appointments, love it, too!",Positive,0.5083333333333334,0.4761904761904762
+"Any.do: To-do list, Calendar, Reminders & Planner",I told I free 7 days. My subscription due expire tomorrow deducted entire year fees 1-day I could cancel. That's cheat. I planning go consumer court.,Positive,0.09166666666666667,0.6
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","Jayden - press & hold re-order! Is working well far tho hard oldster figure make save edits etc. LATER: Love new circles mark ""done."" Great. I see ""move"" ""copy."" If copy's paid version, I'll never see it, 'way $$$.",Positive,0.20744949494949494,0.5577020202020202
+"Any.do: To-do list, Calendar, Reminders & Planner",This go getting things done. It allows never something fall radar since I set reminders. The ability strike thru finished task reinforcing One daily life improvement applications,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner",Been using years loved it. With update get less less free. It auto updated I can't reoccurring reminders without paying. Unless count defaulting every Monday. It even allow update long time weekly reminder,Positive,0.14333333333333334,0.42666666666666664
+"Any.do: To-do list, Calendar, Reminders & Planner","Most recent update really screwed interface. Makes difficult get actual lists, wants add them. All support links broken.",Negative,-7.93016446160826e-18,0.36428571428571427
+"Any.do: To-do list, Calendar, Reminders & Planner","The running todo list game changer. And any.do moment feature great organizing day. You add toy want need lists, next time run any.do moment, decide now, tomorrow, next week, someday. You worry losing track tasks WISH could lost tasks NEED do. To top off, widgets amazing AND based experience too.",Positive,0.25,0.425
+"Any.do: To-do list, Calendar, Reminders & Planner","I'm really annoyed last update took away option change notification sounds. I really like features, I NOT want reminders notification sounds I texts. It's enough problem I looking another reminders. *Update: They update sounds , nice. However, took away recurring tasks free version. I really like app, I found replace sounds also still free recurring events. So, unfortunately, I still must another app. If bring back recurring events, I'll satisfied.",Positive,0.12727272727272726,0.5787878787878787
+"Any.do: To-do list, Calendar, Reminders & Planner","This excellent want something pure easy work with. But word warning people, get tag happy create overabundance tags. You cannot organize tags simply editing name tag goofy process. You can't edit name main tag list! And I'm running weird error creating new tag plus button unresponsive. Put main focus two lists tags minor secondary organization, like duration, priority even extra layer tasks due.",Positive,0.17742733457019175,0.5561920222634508
+"Any.do: To-do list, Calendar, Reminders & Planner","All great BUT I can't change reminder time!!! It shows 23:11, I change minutes hours reminder next day today I can't set event past!",Positive,0.22916666666666666,0.3333333333333333
+"Any.do: To-do list, Calendar, Reminders & Planner","I've using checklist years solid yet. Despite far better apps, features relatively simple highly up-voted suggestion board still fail implemented. Lacking features: -you can't order subtasks way -task tags mobile show desktop -there option make newly added tasks go bottom list, top -it would great succession tracking. This would help monitor maintain habits/patterns",Positive,0.18848484848484848,0.5001875901875903
+"Any.do: To-do list, Calendar, Reminders & Planner","Why remove option call, email etc... From tasks add new one. E.g. call auto comets contact task itself. I gave permissions still working update.",Positive,0.13636363636363635,0.45454545454545453
+"Any.do: To-do list, Calendar, Reminders & Planner","This excellent app, especially Reminders - lately I've experienced following problem, that's I took fifth star away. Every time I open upon calendar, bring calendar timetable current month date, I get instead month last Event kept memory. This serious problem fixed today's update either. I tap little rectangular bottom showing number (date) order get timetable current month. Please, fix this.",Positive,0.1253787878787879,0.5212121212121213
+"Any.do: To-do list, Calendar, Reminders & Planner","Love today, tomorrow later events daily any.do moment set dates items yet done. Recent updates mobile greatly improved usability allowing adding completing tasks super smooth!",Positive,0.30476190476190473,0.3952380952380952
+"Any.do: To-do list, Calendar, Reminders & Planner","Updated version turn things mess, I trying add tasks future date, saving back present date! It's possible save future date task.",Negative,-0.029166666666666664,0.23750000000000002
+"Any.do: To-do list, Calendar, Reminders & Planner",I Hv purchased year device plan Rs. 909 2/7/18 validity till 2/7/2019. But showing free acounte basic features said purchase premium user. Why... I Hv already purchased it. Help.... Plz...,Positive,0.2,0.4625
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",The new update HORRIBLE make circles next tasks optional bring back font type blue again!!!!!!,Negative,-0.17272727272727273,0.3109090909090909
+"Any.do: To-do list, Calendar, Reminders & Planner",On Redmi Note5 gets stuck login screen even let sign in.,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner",Unhappy latest update quick edit gone cross complete gone,Positive,0.06666666666666668,0.5399999999999999
+"Any.do: To-do list, Calendar, Reminders & Planner","Really helpful remembering things I need do, also notifies forget unfinished tasks",Positive,0.2,0.2
+"Any.do: To-do list, Calendar, Reminders & Planner","Very useful record daily to-do list quickly. Clean interface, overall cool.",Positive,0.22133333333333333,0.27
+"Any.do: To-do list, Calendar, Reminders & Planner",Recent update sucks....,Negative,-0.15,0.275
+"Any.do: To-do list, Calendar, Reminders & Planner",I like time parallel task,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner",It helps achieve goals day!,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner",Quick easy way organize activities.,Positive,0.3833333333333333,0.6666666666666667
+"Any.do: To-do list, Calendar, Reminders & Planner",Just downloaded far I love it.,Positive,0.3,0.8
+"Any.do: To-do list, Calendar, Reminders & Planner","Been using couple weeks, love it!",Positive,0.625,0.6
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",Good daily basis,Positive,0.35,0.30000000000000004
+"Any.do: To-do list, Calendar, Reminders & Planner",Thank,Neutral,0.0,0.0
+"Any.do: To-do list, Calendar, Reminders & Planner","Love it,",Positive,0.5,0.6
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","Current version good, hanging lot",Positive,0.35,0.5
+"Any.do: To-do list, Calendar, Reminders & Planner",This extremely useful great remind things done.,Positive,0.55,0.375
+"Any.do: To-do list, Calendar, Reminders & Planner","It's amazing app, easy helped keep responsibilities. There's detail bothers me, glitch. When I expand event see full details, appears information entered (No title, location, alarms) even though submitted reminders probably still work, however sometimes I need check important information like location notes I can't view really annoying. Please fix this, best ever.",Positive,0.33055555555555555,0.7472222222222222
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","Why holy hell I need login? I want log in. reason know email Facebook account. I want app. 0 Stars. EDIT>>> replied syncing. I want sync.I want device. Make registration syncing option. I can't even try see I like requires register first. 2nd EDIT>>> Don't worry, I (or I'll stick old fashioned pen paper). Forcing someone log basically spyware. Take care. ....EDIT 3... point.. I want PERSONAL information YOUR server. And server fail like anything. else. All important backups exist multiple places I'm far confident online storage. Offer simple backup SD card. The cloud abortion connected world.",Positive,0.08499999999999999,0.43238095238095237
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",I told I free 7 days. My subscription due expire tomorrow deducted entire year fees 1-day I could cancel. That's cheat. I planning go consumer court.,Positive,0.09166666666666667,0.6
+"Any.do: To-do list, Calendar, Reminders & Planner","Quite possibly least intuitive I ever used. I watch video learn 'complete' task. If user watch tutorial video, even tutorial video first place, something fundamentally wrong design.",Negative,-0.11249999999999999,0.5083333333333333
+"Any.do: To-do list, Calendar, Reminders & Planner","It's amazing app, easy helped keep responsibilities. There's detail bothers me, glitch. When I expand event see full details, appears information entered (No title, location, alarms) even though submitted a... Full Review",Positive,0.43333333333333335,0.7083333333333333
+"Any.do: To-do list, Calendar, Reminders & Planner","I've using years, I feel tremendous improvements made adding features notepad user take notes only. Further, could added priorities feature within notepad. I think Any.do integrate calendar feature Any.do itself, instead two separate apps. If changes made would hard beat. Moreover, I notice I try edit tasks subtasks phone line make edits glitches. Other excellent!",Positive,0.15277777777777776,0.736111111111111
+"Any.do: To-do list, Calendar, Reminders & Planner","Why holy hell I need login? I want log in. reason know email Facebook account. I want app. 0 Stars. EDIT>>> replied syncing. I want sync.I want device. Make registration syncing option. I can't even try see I like requires register first. 2nd EDIT>>> Don't worry, I (or I'll stick old fashioned pen paper). Forcing someone log basically spyware. Take care. ....EDIT 3... point.. I want PERSONAL information YOUR server. And server fail like anything. else. All important backups exist multiple places I'm far confident online storage. Offer simple backup SD card. The cloud abortion connected world.",Positive,0.08499999999999999,0.43238095238095237
+"Any.do: To-do list, Calendar, Reminders & Planner","This THE BEST market. I manage monthly appointments helps keep focused daily to-do list. Another awesome feature helps manage phone calls prioritize callback importance. This helps take back control time find balance again. I love struggle managing time easily forget appointments, love it, too!",Positive,0.5083333333333334,0.4761904761904762
+"Any.do: To-do list, Calendar, Reminders & Planner",I told I free 7 days. My subscription due expire tomorrow deducted entire year fees 1-day I could cancel. That's cheat. I planning go consumer court.,Positive,0.09166666666666667,0.6
+"Any.do: To-do list, Calendar, Reminders & Planner","Quite possibly least intuitive I ever used. I watch video learn 'complete' task. If user watch tutorial video, even tutorial video first place, something fundamentally wrong design.",Negative,-0.11249999999999999,0.5083333333333333
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","Extremely well made. Very easy eyes, yet still everything need stay organise. I tried pro bit hesitation, I regret now. The features way beyond helpful.",Positive,0.21916666666666668,1.0
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",Not intuitive. Not even little bit. Share collaborate broken/badly bugged. Very easy make big mess task lists. A big mess means things forgotten overlooked; odds entire purpose app. Please try entire UI,Positive,0.003229166666666672,0.41250000000000003
+"Any.do: To-do list, Calendar, Reminders & Planner",Great app! The thing bothers crossing done task often mistakes underneath it.,Positive,1.0,0.75
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","I liked using constant push premium VERY ANNOYING. I interested, yet I receive notifications everyday it. Every time open app, notification bottom screen promotion... Spamming people good business practice. Deleted app.",Positive,0.04999999999999999,0.6190476190476192
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","Years years searching.. finally over. I actually one. Clean simple UI, great integration calendar. Highly recommended trouble normal lists reminder apps.",Positive,0.15958333333333333,0.5371428571428571
+"Any.do: To-do list, Calendar, Reminders & Planner",It work perfectly. The interface simple point. The integration calendar big plus point reminds daily tasks. I tried many tasks 2 yrs best one!,Positive,0.4166666666666667,0.3761904761904762
+"Any.do: To-do list, Calendar, Reminders & Planner","Amazing plan manage tasks, events reminders. Must people lots serious structuring lives.",Positive,0.1333333333333334,0.7833333333333333
+"Any.do: To-do list, Calendar, Reminders & Planner",I apple. The layout better apple seems slightly gimmicky android. My main concern however premium Android version double (356 php) price stated (2.99 USD 160 php) apple (145php). Is way rectify this?,Positive,0.11666666666666667,0.3333333333333333
+"Any.do: To-do list, Calendar, Reminders & Planner",Well seems amazing would like able buy software save it. If al software would subscription fees would millionair it. Cannot afford monthly bills even pay annually. Uninstalling.,Positive,0.55,0.7625
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",I used deleted I ironically busy mess I like new update lot become staple organizing life again.,Positive,0.020454545454545458,0.3098484848484848
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",Wish still rewards completing tasks. I used reccomend increase productivity giving charities. Still good important aspect me.,Positive,0.55,0.8
+"Any.do: To-do list, Calendar, Reminders & Planner",It's Confusing I can't Remove One list I made,Negative,-0.3,0.4
+"Any.do: To-do list, Calendar, Reminders & Planner","So far, extremely useful especially someone forgetful me!",Positive,0.06875,0.6
+"Any.do: To-do list, Calendar, Reminders & Planner","Great best pricey-way expensive Kshs.3,100/= billed yearly? Nope!",Positive,0.39166666666666666,0.5833333333333334
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",The Best available daily check list!! I really like reminder postpone options❤,Positive,0.39999999999999997,0.22499999999999998
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",Frustrating app... Nothing simple... Where deleting option task...,Negative,-0.2,0.6285714285714286
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","Seriously love app. Helps keeping ""blank"" together... Thanks!",Positive,0.25,0.26666666666666666
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",Can add feature keeping count many task I completed analyse productivity,Positive,0.5,0.5
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",Really poor design.,Negative,-0.4,0.6
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",An excellent tool.. improvement could providing attachment event... feature I Google Calendar..,Positive,1.0,1.0
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",It far useful I ever used manage schedule,Positive,0.2,0.5
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner","Does great job, experience Android even better iOS",Positive,0.65,0.625
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+"Any.do: To-do list, Calendar, Reminders & Planner",nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,Very useful This practical young owner like me.,Positive,0.245,0.2
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+Apartment Decorating Ideas,nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",This made apartment hunting much easier. I moving across country able keep track apartment availability pricing distance. Very happy app.,Positive,0.5666666666666667,0.6083333333333333
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Tight concept well implemented!!,Negative,-0.27901785714285715,0.2857142857142857
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Much respek,Positive,0.2,0.2
+"Apartment List: Housing, Apt, and Property Rentals",Very helpful easy navigate,Positive,0.31666666666666665,0.5666666666666667
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals","This shows relevant helpful options house shopping! It shows perfect matches choose location, pricing, accommodations. Up date homes / apartments shown appropriate listings contact information always provided!",Positive,0.7083333333333334,0.7999999999999999
+"Apartment List: Housing, Apt, and Property Rentals","I like informative easy use. I can't believe fast I got listings apartments, since I'll moving soon I'm glad I downloaded app.",Positive,0.37777777777777777,0.8111111111111112
+"Apartment List: Housing, Apt, and Property Rentals","Super excited I downloaded I probably would missed opening 3 bedroom I really needed wanted get fall, I pleased say WE GOT IT..",Positive,0.3520833333333333,0.6541666666666666
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals","Excellent app, useful!",Positive,0.6875,0.5
+"Apartment List: Housing, Apt, and Property Rentals",Great trying narrow apartments. I wish could multiple searches profile.,Positive,0.20000000000000004,0.3833333333333333
+"Apartment List: Housing, Apt, and Property Rentals",I like notifies us open spaces apartment(s) choices.,Neutral,0.0,0.5
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",The ever need first time homebuyers,Positive,0.25,0.3333333333333333
+"Apartment List: Housing, Apt, and Property Rentals",sucks compared apt finder,Positive,0.15,0.65
+"Apartment List: Housing, Apt, and Property Rentals",Looking boat house rental,Neutral,0.0,0.0
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Gives great info prices availability!!,Positive,1.0,0.75
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Great app. Short sweet point,Positive,0.3833333333333333,0.5666666666666668
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",It's great way shop,Positive,0.8,0.75
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Great help finding apartment,Positive,0.8,0.75
+"Apartment List: Housing, Apt, and Property Rentals",It's great,Positive,0.8,0.75
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Good apt,Positive,0.6499999999999999,0.8
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",It's great,Positive,0.8,0.75
+"Apartment List: Housing, Apt, and Property Rentals",Great,Positive,0.8,0.75
+"Apartment List: Housing, Apt, and Property Rentals",I want prices. Nothing price. Waste time!,Negative,-0.25,0.0
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals","I like it, I moved yet I several apartments rental homes calling I appointments go see many different places I love view house apartment available information nice I'm sure find something cool except pop up' ad's alright bad",Positive,0.23888888888888893,0.5895061728395062
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",This awesome impose lots apartments choices need apartment really search give apartments need looking apartments houses would way go,Positive,0.6,0.6
+"Apartment List: Housing, Apt, and Property Rentals",This made apartment hunting much easier. I moving across country able keep track apartment availability pricing distance. Very happy app.,Positive,0.5666666666666667,0.6083333333333333
+"Apartment List: Housing, Apt, and Property Rentals",I need life right now..great app!,Positive,0.3571428571428571,0.5357142857142857
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Gives exactly I'm looking for.,Positive,0.25,0.25
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Very helpful easy navigate,Positive,0.31666666666666665,0.5666666666666667
+"Apartment List: Housing, Apt, and Property Rentals",Cool,Positive,0.35,0.65
+"Apartment List: Housing, Apt, and Property Rentals",Cool,Positive,0.35,0.65
+"Apartment List: Housing, Apt, and Property Rentals","This shows relevant helpful options house shopping! It shows perfect matches choose location, pricing, accommodations. Up date homes / apartments shown appropriate listings contact information always provided!",Positive,0.7083333333333334,0.7999999999999999
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals","Super excited I downloaded I probably would missed opening 3 bedroom I really needed wanted get fall, I pleased say WE GOT IT..",Positive,0.3520833333333333,0.6541666666666666
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals","From personal experience, best I've used find housing!",Positive,0.5,0.3
+"Apartment List: Housing, Apt, and Property Rentals","Excellent app, useful!",Positive,0.6875,0.5
+"Apartment List: Housing, Apt, and Property Rentals",Great trying narrow apartments. I wish could multiple searches profile.,Positive,0.20000000000000004,0.3833333333333333
+"Apartment List: Housing, Apt, and Property Rentals",I like notifies us open spaces apartment(s) choices.,Neutral,0.0,0.5
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",The ever need first time homebuyers,Positive,0.25,0.3333333333333333
+"Apartment List: Housing, Apt, and Property Rentals",sucks compared apt finder,Positive,0.15,0.65
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Gives great info prices availability!!,Positive,1.0,0.75
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Great Apt,Positive,0.7,0.875
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",Great help finding apartment,Positive,0.8,0.75
+"Apartment List: Housing, Apt, and Property Rentals",It's great,Positive,0.8,0.75
+"Apartment List: Housing, Apt, and Property Rentals",Awesome app!,Positive,1.0,1.0
+"Apartment List: Housing, Apt, and Property Rentals",Good apt,Positive,0.6499999999999999,0.8
+"Apartment List: Housing, Apt, and Property Rentals",Very helpful.,Positive,0.2,0.3
+"Apartment List: Housing, Apt, and Property Rentals",It's great,Positive,0.8,0.75
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment List: Housing, Apt, and Property Rentals",I love app! Beatiful apartments find & within price range!,Positive,0.78125,0.6
+"Apartment List: Housing, Apt, and Property Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",We cant find mumbai showing African country only... One Idiot,Negative,-0.26666666666666666,0.6
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",If features would receive better ratings.,Positive,0.5,0.5
+"Apartment, Home Rental Search: Realtor.com Rentals",You find reasonable places,Positive,0.2,0.6
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",Can't even open everytime I try open crashes burns shuts I've trying open 2 days Trulia much better amazing gives list things,Positive,0.22000000000000003,0.58
+"Apartment, Home Rental Search: Realtor.com Rentals",There Zero rating option available else I would give 0. Waste time..,Positive,0.1,0.2
+"Apartment, Home Rental Search: Realtor.com Rentals",bad always showing report error msg suck,Negative,-0.6999999999999998,0.6666666666666666
+"Apartment, Home Rental Search: Realtor.com Rentals","The fails, show photos",Negative,-0.5,0.3
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals","Hate new ""please call"" instead price. Deleting",Negative,-0.33181818181818185,0.6772727272727272
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",Love it! As College Grad informative.,Positive,0.625,0.6
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",worst,Negative,-1.0,1.0
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals","You never asked many bedrooms, bathrooms many going live I'm senior looking small place Orange",Positive,0.22159090909090906,0.475
+"Apartment, Home Rental Search: Realtor.com Rentals","Pathetic app, locations available country. *Uninstalled*",Negative,-0.3,0.7
+"Apartment, Home Rental Search: Realtor.com Rentals",Really look addresses. I looking certain area blue I get something different state.,Positive,0.10357142857142856,0.3678571428571428
+"Apartment, Home Rental Search: Realtor.com Rentals",I thought Reece Nichols bad I found one.,Negative,-0.6999999999999998,0.6666666666666666
+"Apartment, Home Rental Search: Realtor.com Rentals","There like 4 rentals area I looking, whereas least 100. I guess enough apartment managers app. Uninstalling.",Negative,-0.15,0.45
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals","Efficient,",Neutral,0.0,0.0
+"Apartment, Home Rental Search: Realtor.com Rentals",that's easy fined,Positive,0.43333333333333335,0.8333333333333334
+"Apartment, Home Rental Search: Realtor.com Rentals",Great App.,Positive,0.8,0.75
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",Cool,Positive,0.35,0.65
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",I love app. It helps find great prices homes. One thing I like sellers add enough info places. Please change that. Other good!,Positive,0.41,0.5650000000000001
+"Apartment, Home Rental Search: Realtor.com Rentals",Not user friendly. Always trying send different state want look in. Helpful give Where wants look at.,Positive,0.19166666666666665,0.4000000000000001
+"Apartment, Home Rental Search: Realtor.com Rentals",Not helpful jumps around save search features I want ..I keep entering,Neutral,0.0,0.0
+"Apartment, Home Rental Search: Realtor.com Rentals",nan,nan,nan,nan
+"Apartment, Home Rental Search: Realtor.com Rentals",Not Canada. Maybe u guys state front waste time garbage.,Negative,-0.2,0.0
+"Apartment, Home Rental Search: Realtor.com Rentals",The contacts listings never return call email back regarding properties,Neutral,0.0,0.0
+"Apartment, Home Rental Search: Realtor.com Rentals",Only say pass word incorrect waste time,Negative,-0.1,0.5
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,"Not date. Website faster current. There homes displayed within app. Don't bother downloading, waste time",Negative,-0.1,0.2
+Apartments & Rentals - Zillow,"I wish homes high rent & homes 5 bedrooms ,also private owners app.",Positive,0.08,0.45749999999999996
+Apartments & Rentals - Zillow,currently ... 2 issues 1. many entries NOT 2. many entries NOT photos,Positive,0.08333333333333333,0.4666666666666666
+Apartments & Rentals - Zillow,This great!!! I listed house less 2 weeks I got several offers potential tenant,Positive,0.18666666666666668,0.36333333333333334
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,I love need separate rent that's sale that's issue I I'll call couple rental places saying house sale,Positive,0.5,0.6
+Apartments & Rentals - Zillow,Would better combined zillow super easy quick find listings contact managers,Positive,0.39999999999999997,0.625
+Apartments & Rentals - Zillow,Not sure 4/5 stars,Negative,-0.25,0.8888888888888888
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,I love zillow really need place apartment gives unlimited results.,Positive,0.35,0.4
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,Awesome app. It everything need find place live,Positive,0.5681818181818181,0.75
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,I wish I could draw area map search within.,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,Great finding right place.,Positive,0.5428571428571429,0.6428571428571428
+Apartments & Rentals - Zillow,If I could rate 0 stars I would!!!,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,The efficient renting I enter used!!!!,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,So far I daily. Designed perfect needs.,Positive,0.3666666666666667,0.6666666666666666
+Apartments & Rentals - Zillow,I would love easier way put filters search otherwise great.,Positive,0.65,0.675
+Apartments & Rentals - Zillow,Love app! It helped much finding new home!,Positive,0.3318181818181818,0.4181818181818182
+Apartments & Rentals - Zillow,They houses sale rent,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,"This good, looking right place wait you!!",Positive,0.5732142857142857,0.5678571428571428
+Apartments & Rentals - Zillow,Great safe locations reasonable prices,Positive,0.5,0.6166666666666667
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,It's Gucci,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,I trying find place rent I happy service.,Positive,0.8,1.0
+Apartments & Rentals - Zillow,I love gives information I need area..,Positive,0.5,0.6
+Apartments & Rentals - Zillow,Definitely Recommend Everyone Who's Looking For Apts.,Neutral,0.0,0.5
+Apartments & Rentals - Zillow,I almost always find something I afford.. easy work..,Positive,0.43333333333333335,0.8333333333333334
+Apartments & Rentals - Zillow,"Easy use, updated promptly! Highly recommended",Positive,0.3508333333333334,0.6866666666666666
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,best finding rental. I love it.,Positive,0.75,0.44999999999999996
+Apartments & Rentals - Zillow,More help I expected,Positive,0.2,0.45
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,currently ... 2 issues 1. many entries NOT 2. many entries NOT photos,Positive,0.08333333333333333,0.4666666666666666
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,Pretty helpful I wish could make two changes I wish could thumbs property cause properties interested quit appearing difficult navigate ones want keep shifting ones want would make easier could could hide properties want see,Neutral,0.0,0.8333333333333334
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,Not date app. Also show property results,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,I love zillow really need place apartment gives unlimited results.,Positive,0.35,0.4
+Apartments & Rentals - Zillow,I put pets allowed key words kept showing apartments pets. Please fix,Neutral,0.0,1.0
+Apartments & Rentals - Zillow,Awesome app. It everything need find place live,Positive,0.5681818181818181,0.75
+Apartments & Rentals - Zillow,Great UI. Great filters. Just needs poeple post ads there.,Positive,0.8,0.75
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,If I could rate 0 stars I would!!!,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,Zillow always helps find home,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,I would love easier way put filters search otherwise great.,Positive,0.65,0.675
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,They houses sale rent,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,"This good, looking right place wait you!!",Positive,0.5732142857142857,0.5678571428571428
+Apartments & Rentals - Zillow,Great safe locations reasonable prices,Positive,0.5,0.6166666666666667
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,It's Gucci,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,I trying find place rent I happy service.,Positive,0.8,1.0
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,It needs results lower rent choice,Neutral,0.0,0.0
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,best finding rental. I love it.,Positive,0.75,0.44999999999999996
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments & Rentals - Zillow,nan,nan,nan,nan
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,"The rent prices completely inaccurate. The average place I contacted said rent $100 price app. The fine, without accurate information, still useless.",Positive,0.053333333333333365,0.42666666666666675
+Apartments.com Rental Search,"This HORIBBLE finding apartments Los Angeles. The listings seldom actually true, incredibly frustrating contact people though overall disappointment. I tried find apartment FOR A YEAR. I kept thinking I missing every apartment I called hair never anything available I called even listing day. WRONG. false info horrible app. IF LIVING ON THE WEST SIDE OF L.A JUST DON'T WITH THIS",Negative,-0.2611111111111111,0.5444444444444445
+Apartments.com Rental Search,I constantly finding inaccurate prices well availability app! I cannot continue given inaccurate is!,Neutral,0.0,0.3333333333333333
+Apartments.com Rental Search,One thing I wish apartments hunting would commute option cause really sucks I can't narrow choices commute.,Negative,-0.25,0.35
+Apartments.com Rental Search,"This sucks; much better using instead. Additionally, can't trust reviews delete lot negative reviews apartment buildings. I've found honest reviews websites.",Positive,0.125,0.525
+Apartments.com Rental Search,Information often outdated. You'll wind calling places sold unit week ago says posted yesterday.,Negative,-0.4000000000000001,0.6333333333333334
+Apartments.com Rental Search,Throws Java exception trying search. Cannot search anything view apartments. Useless.,Negative,-0.5,0.2
+Apartments.com Rental Search,"Keeps crashing, response customer service.",Neutral,0.0,0.0
+Apartments.com Rental Search,I searched North East Tucson said No matches found,Neutral,0.0,0.0
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,The last update made font white black backdrop within apartment information page. Please fix this!!!,Negative,-0.10850694444444442,0.16666666666666666
+Apartments.com Rental Search,It helped desperate situation,Negative,-0.6,1.0
+Apartments.com Rental Search,"Only listed apartments, we're looking house",Neutral,0.0,1.0
+Apartments.com Rental Search,The okay. The landlords update availability pricing losers.,Positive,0.15,0.35
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,there's pictures properties different completely different house,Neutral,0.0,0.6
+Apartments.com Rental Search,Very helpful finding new apart.,Positive,0.16818181818181818,0.37727272727272726
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,Meh,Neutral,0.0,0.0
+Apartments.com Rental Search,Very useful.,Positive,0.39,0.0
+Apartments.com Rental Search,"I absolutely love app! It super easy use. The issue I it, contacting rentals, can't see anything. The screen text ar white. I've tried deleting downloading help. Maybe phone. But besides incredibly useful easy navigate.",Positive,0.3541666666666667,0.48888888888888893
+Apartments.com Rental Search,"No way hide listings, way filter shared apartments. If want look rentals without share, ready spend hours searching 40 listings without basic functions like ""I want rent room 4 room share.""",Positive,0.1,0.3125
+Apartments.com Rental Search,Many fake listings way many ads relevant search. Don't bother NYC.,Positive,0.225,0.725
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,"Garbage app, super glitchy better mobile site that's saying something",Positive,0.41666666666666663,0.5833333333333333
+Apartments.com Rental Search,It tons property's fit search extremely easy easy get ahold seller's,Positive,0.4222222222222222,0.688888888888889
+Apartments.com Rental Search,Every time I put location NO RESULTS FOUND ANYWHERE NEAR ME. What hell?,Positive,0.1,0.4
+Apartments.com Rental Search,Would load results map would show,Neutral,0.0,0.0
+Apartments.com Rental Search,I downloaded I know good.,Positive,0.7,0.6000000000000001
+Apartments.com Rental Search,It's good people busy later evening look apartments,Positive,0.26666666666666666,0.30000000000000004
+Apartments.com Rental Search,Best apartment hunting,Positive,1.0,0.3
+Apartments.com Rental Search,I Like,Neutral,0.0,0.0
+Apartments.com Rental Search,Posting false listings,Negative,-0.4000000000000001,0.6
+Apartments.com Rental Search,Crashes constantly,Neutral,0.0,0.3333333333333333
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,"This potential great app, supposed to. I'm always getting error messages I hit back button I've tried numerous times save different searches & never allows to. Fix bugs & rating change 5 stars!",Positive,0.16,0.5700000000000001
+Apartments.com Rental Search,"Terrible app. They obviously getting kickback rental companies. I found appartment rated 4 stars 13 reviews. Looks good see reviews find 9 star rating, two star, three star, four star, five star. That equals 1.76... far cry 4 star rating.",Negative,-0.05000000000000001,0.775
+Apartments.com Rental Search,2016-Nothing date. Every place call dont available apartments says do!!! No help ever!!! Update 2018- still inaccurate. Prices-availability- fluff.,Positive,0.45,0.35
+Apartments.com Rental Search,"This would great month I still first notification call back apartments I interested in. After waiting long, I finally got realtor. Very disappointing",Positive,0.06714285714285714,0.5561904761904762
+Apartments.com Rental Search,Won't load past splash screen. Just shows splash screen crashes. Has two months.,Negative,-0.25,0.25
+Apartments.com Rental Search,"The rent prices completely inaccurate. The average place I contacted said rent $100 price app. The fine, without accurate information, still useless.",Positive,0.053333333333333365,0.42666666666666675
+Apartments.com Rental Search,"This HORIBBLE finding apartments Los Angeles. The listings seldom actually true, incredibly frustrating contact people though overall disappointment. I tried find apartment FOR A YEAR. I kept thinking I missing every apartment I called hair never anything available I called even listing day. WRONG. false info horrible app. IF LIVING ON THE WEST SIDE OF L.A JUST DON'T WITH THIS",Negative,-0.2611111111111111,0.5444444444444445
+Apartments.com Rental Search,I constantly finding inaccurate prices well availability app! I cannot continue given inaccurate is!,Neutral,0.0,0.3333333333333333
+Apartments.com Rental Search,One thing I wish apartments hunting would commute option cause really sucks I can't narrow choices commute.,Negative,-0.25,0.35
+Apartments.com Rental Search,"This sucks; much better using instead. Additionally, can't trust reviews delete lot negative reviews apartment buildings. I've found honest reviews websites.",Positive,0.125,0.525
+Apartments.com Rental Search,Information often outdated. You'll wind calling places sold unit week ago says posted yesterday.,Negative,-0.4000000000000001,0.6333333333333334
+Apartments.com Rental Search,Throws Java exception trying search. Cannot search anything view apartments. Useless.,Negative,-0.5,0.2
+Apartments.com Rental Search,"Keeps crashing, response customer service.",Neutral,0.0,0.0
+Apartments.com Rental Search,I searched North East Tucson said No matches found,Neutral,0.0,0.0
+Apartments.com Rental Search,"None worked. It searches, look locations, show apartments all. It sucks.",Negative,-0.3,0.3
+Apartments.com Rental Search,The last update made font white black backdrop within apartment information page. Please fix this!!!,Negative,-0.10850694444444442,0.16666666666666666
+Apartments.com Rental Search,It helped desperate situation,Negative,-0.6,1.0
+Apartments.com Rental Search,"Only listed apartments, we're looking house",Neutral,0.0,1.0
+Apartments.com Rental Search,The okay. The landlords update availability pricing losers.,Positive,0.15,0.35
+Apartments.com Rental Search,Great stumped apartments,Positive,0.8,0.75
+Apartments.com Rental Search,there's pictures properties different completely different house,Neutral,0.0,0.6
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,The mobile site better,Positive,0.5,0.5
+Apartments.com Rental Search,Meh,Neutral,0.0,0.0
+Apartments.com Rental Search,Very useful.,Positive,0.39,0.0
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,"No way hide listings, way filter shared apartments. If want look rentals without share, ready spend hours searching 40 listings without basic functions like ""I want rent room 4 room share.""",Positive,0.1,0.3125
+Apartments.com Rental Search,Many fake listings way many ads relevant search. Don't bother NYC.,Positive,0.225,0.725
+Apartments.com Rental Search,"Some text fields white white, making impossible read. Login, rent interval etc.",Negative,-0.2222222222222222,0.3333333333333333
+Apartments.com Rental Search,"Garbage app, super glitchy better mobile site that's saying something",Positive,0.41666666666666663,0.5833333333333333
+Apartments.com Rental Search,It tons property's fit search extremely easy easy get ahold seller's,Positive,0.4222222222222222,0.688888888888889
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,Would load results map would show,Neutral,0.0,0.0
+Apartments.com Rental Search,I downloaded I know good.,Positive,0.7,0.6000000000000001
+Apartments.com Rental Search,It's good people busy later evening look apartments,Positive,0.26666666666666666,0.30000000000000004
+Apartments.com Rental Search,Best apartment hunting,Positive,1.0,0.3
+Apartments.com Rental Search,I Like,Neutral,0.0,0.0
+Apartments.com Rental Search,Posting false listings,Negative,-0.4000000000000001,0.6
+Apartments.com Rental Search,Crashes constantly,Neutral,0.0,0.3333333333333333
+Apartments.com Rental Search,nan,nan,nan,nan
+Apartments.com Rental Search,"This potential great app, supposed to. I'm always getting error messages I hit back button I've tried numerous times save different searches & never allows to. Fix bugs & rating change 5 stars!",Positive,0.16,0.5700000000000001
+Apartments.com Rental Search,"Terrible app. They obviously getting kickback rental companies. I found appartment rated 4 stars 13 reviews. Looks good see reviews find 9 star rating, two star, three star, four star, five star. That equals 1.76... far cry 4 star rating.",Negative,-0.05000000000000001,0.775
+Apartments.com Rental Search,2016-Nothing date. Every place call dont available apartments says do!!! No help ever!!! Update 2018- still inaccurate. Prices-availability- fluff.,Positive,0.45,0.35
+Apex Launcher,"Perhaps helpful data developer: I opened new update icons normal, looked good, UNTIL I tried set home screen setting, drawer icons became tiny again. UPDATE: I tried clearing settings Android options--to start clean slate. I set desired settings again, Apex working fine. So problem seems old config read incorrectly update. All icons, drawer home screen settings good now.",Positive,0.3212121212121212,0.5255681818181819
+Apex Launcher,"I've using since I Android device supported it, I love able customize experience clean possible. Part work now: I ""Swipe Up"" gesture set hide dock bottom screen. The home screen used automatically scale space available, big update space dock always reserved dock hidden big empty space. Is bug I look different launcher I want keep using feature like that? Edit: Thanks response, I looking forward updated version Edit 2: Update fix problems. Still able I described",Positive,0.18333333333333332,0.4819444444444445
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,"I still think ""long awaited update"" complete failure, even ""fix"". I can't get drawer losing functionality. I DO NOT like scrolling drawer. I paid pro unlock long ago longer needing it. Goodby Apex, I prefer launcher remove functionality call update. Was good lasted...",Positive,0.07666666666666665,0.42000000000000004
+Apex Launcher,"After disastrous version 4.0.0 , developer responded quickly rolled new update seemed fixed pretty much major problems. There still minor issues like home page indicator dots stuck transition phase, I'm sure developer fix time.",Positive,0.07902462121212121,0.567929292929293
+Apex Launcher,I received update bugs still there... The recent update allow change number rows homescreen... stuck 4 rows. Also keeps crashing battery saver I try open drawer.,Neutral,0.0,0.375
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,"*latest update* - even simple task setting default Home screen still work latest update. Devs, absolutely destroyed stellar product years I'm going hunt alternative, despite paying premium. Shocking release. Perhaps rounds UAT would've advisable? - I've using Apex years. This update ruined experience. Settings gone along backup config. I can't even set default Home screen more. Shocking.",Negative,-0.0062500000000000056,0.7258928571428571
+Apex Launcher,"The post 4.0 update solves issues, still odd icon size limitations home page, I can't reorder change default screen. There's still work done get back were...",Negative,-0.08333333333333333,0.125
+Apex Launcher,"The greatest screw time. V4 made worst launcher there! Going settings forces portrait mode I tablet, LANDSCAPE mode settings? Still liking Nova better.",Positive,0.16666666666666666,0.8333333333333334
+Apex Launcher,"long awaited ? joke awaited? hell last update totally wrong omg why? small icon, laggy, slowly nooo. back version many years uninstall",Negative,-0.08571428571428573,0.38095238095238093
+Apex Launcher,"Ok, good new update, Apex team finally managed adjust icon size. Finally. Thx next time making major update, please automatically delete backups. Thanks advance.",Positive,0.19985795454545455,0.5318181818181819
+Apex Launcher,Version 4.0.1 (the updated update) big improvement. Apex back way I like it. The customer support first-rate. They responded quickly problems last version,Positive,0.08333333333333333,0.16666666666666666
+Apex Launcher,"Why update take many options away? I can't even add pages drawer anymore. Plus, I restart Apex several times day widgets dissapear. I really hoping improvements update...",Positive,0.2333333333333333,0.2333333333333333
+Apex Launcher,Even latest update clearing data Android settings I get 4x4 grid home screen pages. I used several years developer broken now.,Positive,0.033333333333333326,0.43333333333333335
+Apex Launcher,"I absolutely HATE old drawer gone. I revert back previous version. I regret paying back 2012, I used recommended. Bring back option customize look drawer watch everyone loyal fans turn elsewhere.",Negative,-0.07619047619047621,0.3
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,As new update old sizing seems back order. Now give option lose vertical drawer we're back good again.,Positive,0.18727272727272726,0.2509090909090909
+Apex Launcher,"Been using paid version years now. Originally brilliant, update seems introduced bugs, without tangible improvements. I'm point default icons displaying monochrome, folder blank page, I change system launcher access home page. On top this, badge notifications work years ago, they're still iffy now. Really depressing used brilliant launcher.",Positive,0.33999999999999997,0.6799999999999999
+Apex Launcher,Still absolutely terrible. Newest update fix issues messed settings AGAIN. Looking new launcher.,Negative,-0.4318181818181818,0.7272727272727273
+Apex Launcher,My favorite launcher. The major update broke dome things last update seems right again.,Positive,0.21205357142857142,0.5255952380952381
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,"Peculiarly unresponsive settings. No matter many rows columns set home screen layout, remains 4 columns X 4 rows.",Positive,0.5,0.5
+Apex Launcher,"I using years, newest update unusable me, especially inability increase icon sizes.",Neutral,0.0,1.0
+Apex Launcher,The highly customizable launcher I've able find. I especially love ability go details right desktop. Developers responsive.,Positive,0.48642857142857143,0.6751785714285714
+Apex Launcher,Thank much phukking exemplary launcher. You killed brilliant launcher I hope go business,Positive,0.3,0.39999999999999997
+Apex Launcher,"Had hiccup previous version crashing, good now. Apex default launcher devices.",Positive,0.26666666666666666,0.38333333333333336
+Apex Launcher,"Update removed several nice features damaged others. Hopefully, fix soon. For example, The Pinch gesture longer works me.",Positive,0.3,0.5
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,"I've using Apex 4 years across phones tablets. This latest update really messed removing bunch features before. Can't recolor folder previews, can't change number screens, can't set default screen, reason icons home screens way high dock setting pull down, pressing home button delay tap action, added steps getting widgets screen. Truly terrible update experience. I'll looking new launcher.",Negative,-0.008455988455988463,0.49763347763347765
+Apex Launcher,"Apex Launcher repeatedly crashes! Once phone hits battery saver mode 15%, crash endlessly. My Phone Google Pixel 2XL running Android Oreo July security Patch.",Negative,-0.125,0.75
+Apex Launcher,"I downloaded Apex awhile ago.. I've using ever since. I bought Pro version I gotta tell you, customizing phone well get it. It's smooth everything works well. I love Apex!",Positive,0.5125,0.55
+Apex Launcher,"Latest update buggy, crashes Pixel 2, can't even open settings menu. ☹️ Buggy Tab S2 too, can't even set wallpapers. Still buggy update.",Positive,0.25,0.7
+Apex Launcher,"Update joke, there's fewer options",Neutral,0.0,0.0
+Apex Launcher,"They've fixed issues stopped working, drawer shows recently used",Positive,0.05,0.225
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,"Upgd fm v3 - v4 cost 'em 2 *'s -missing features, buggy, like beta release, u/g 'til fixed",Negative,-0.05,0.125
+Apex Launcher,Looks like fixed it. I guess fine now.,Positive,0.25833333333333336,0.35
+Apex Launcher,"Perhaps helpful data developer: I opened new update icons normal, looked good, UNTIL I tried set home screen setting, drawer icons became tiny again. UPDATE: I tried clearing settings Android options--to start clean slate. I set desired settings again, Apex working fine. So problem seems old config read incorrectly update. All icons, drawer home screen settings good now.",Positive,0.3212121212121212,0.5255681818181819
+Apex Launcher,"I've using since I Android device supported it, I love able customize experience clean possible. Part work now: I ""Swipe Up"" gesture set hide dock bottom screen. The home screen used automatically scale space available, big update space dock always reserved dock hidden big empty space. Is bug I look different launcher I want keep using feature like that? Edit: Thanks response, I looking forward updated version Edit 2: Update fix problems. Still able I described",Positive,0.18333333333333332,0.4819444444444445
+Apex Launcher,"go-to launcher years. today woke drawer tabs gone update, dock look same. edit review fixed, not, it. edit 1: tabs originally paid pro; downvote 1* edit 2: make folders drawer. BUT ONLY search bar enabled. EVEN BETTER: keeps removing shortcuts folders! f* over? edit 3: widgets broken edit 4: get 3.3.3 apk",Positive,0.11666666666666668,0.49583333333333335
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,"After disastrous version 4.0.0 , developer responded quickly rolled new update seemed fixed pretty much major problems. There still minor issues like home page indicator dots stuck transition phase, I'm sure developer fix time.",Positive,0.07902462121212121,0.567929292929293
+Apex Launcher,I using apex last 4 years bt new update bad.. The list view drawer good.. important thing tht can't gestures.. like Pinch in.. disgusting.. disappointed.,Negative,-0.17337662337662335,0.6482683982683983
+Apex Launcher,I received update bugs still there... The recent update allow change number rows homescreen... stuck 4 rows. Also keeps crashing battery saver I try open drawer.,Neutral,0.0,0.375
+Apex Launcher,The major upgrade disruptive folks I living it. The update days ago made everything bit smoother. Hoping frequent updates developer refinement features. Continuing Apex now.,Positive,0.08125,0.4
+Apex Launcher,"*latest update* - even simple task setting default Home screen still work latest update. Devs, absolutely destroyed stellar product years I'm going hunt alternative, despite paying premium. Shocking release. Perhaps rounds UAT would've advisable? - I've using Apex years. This update ruined experience. Settings gone along backup config. I can't even set default Home screen more. Shocking.",Negative,-0.0062500000000000056,0.7258928571428571
+Apex Launcher,"The post 4.0 update solves issues, still odd icon size limitations home page, I can't reorder change default screen. There's still work done get back were...",Negative,-0.08333333333333333,0.125
+Apex Launcher,"The greatest screw time. V4 made worst launcher there! Going settings forces portrait mode I tablet, LANDSCAPE mode settings? Still liking Nova better.",Positive,0.16666666666666666,0.8333333333333334
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,Version 4.0.1 (the updated update) big improvement. Apex back way I like it. The customer support first-rate. They responded quickly problems last version,Positive,0.08333333333333333,0.16666666666666666
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,Even latest update clearing data Android settings I get 4x4 grid home screen pages. I used several years developer broken now.,Positive,0.033333333333333326,0.43333333333333335
+Apex Launcher,"I absolutely HATE old drawer gone. I revert back previous version. I regret paying back 2012, I used recommended. Bring back option customize look drawer watch everyone loyal fans turn elsewhere.",Negative,-0.07619047619047621,0.3
+Apex Launcher,"Hi dev, Again see option (horizontal vertical) drawer, And flicks icon millisecond. And setting option getting confusing. ☹☹ My setting can't restore. I can't upload setting's file.",Negative,-0.3,0.4
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,"Been using paid version years now. Originally brilliant, update seems introduced bugs, without tangible improvements. I'm point default icons displaying monochrome, folder blank page, I change system launcher access home page. On top this, badge notifications work years ago, they're still iffy now. Really depressing used brilliant launcher.",Positive,0.33999999999999997,0.6799999999999999
+Apex Launcher,Still absolutely terrible. Newest update fix issues messed settings AGAIN. Looking new launcher.,Negative,-0.4318181818181818,0.7272727272727273
+Apex Launcher,My favorite launcher. The major update broke dome things last update seems right again.,Positive,0.21205357142857142,0.5255952380952381
+Apex Launcher,"Recent update fix issues. 1. Everytime change settings drawer, takes time drawer load back, would show blank drawer. 2. Icons dock resize every time there's update, example message comes in, message icon gets bigger rest. PLEASE FIX!",Neutral,0.0,0.1875
+Apex Launcher,"Peculiarly unresponsive settings. No matter many rows columns set home screen layout, remains 4 columns X 4 rows.",Positive,0.5,0.5
+Apex Launcher,"I using years, newest update unusable me, especially inability increase icon sizes.",Neutral,0.0,1.0
+Apex Launcher,The highly customizable launcher I've able find. I especially love ability go details right desktop. Developers responsive.,Positive,0.48642857142857143,0.6751785714285714
+Apex Launcher,Thank much phukking exemplary launcher. You killed brilliant launcher I hope go business,Positive,0.3,0.39999999999999997
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,"The major update broken launcher. well done give us back old version, least worked. I rolled back old version.",Negative,-0.0625,0.24285714285714285
+Apex Launcher,"Update removed several nice features damaged others. Hopefully, fix soon. For example, The Pinch gesture longer works me.",Positive,0.3,0.5
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,If thing I liked late Moto e4+ (which I sold sucks) launcher; launcher really similar that. I love simple launcher.,Positive,0.08333333333333333,0.5095238095238096
+Apex Launcher,"I've using Apex 4 years across phones tablets. This latest update really messed removing bunch features before. Can't recolor folder previews, can't change number screens, can't set default screen, reason icons home screens way high dock setting pull down, pressing home button delay tap action, added steps getting widgets screen. Truly terrible update experience. I'll looking new launcher.",Negative,-0.008455988455988463,0.49763347763347765
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,nan,nan,nan,nan
+Apex Launcher,"They've fixed issues stopped working, drawer shows recently used",Positive,0.05,0.225
+Apex Launcher,I doubt launcher screen shot gesture tell please,Neutral,0.0,0.0
+Apex Launcher,nan,nan,nan,nan
+Apk Installer,"This great! Don't listen comments people saying need pointless, yes. Apks install part core system files. But install alot of. Apks 3rd party stores ad find sometimes work. This solves problem. So enjoy",Positive,0.2875,0.4375
+Apk Installer,"Super unuseful. Oh, god. It makes sense! It exactly simple Android system .Apk installer. Thought would allow install .apks but, dissapointed... Sry",Positive,0.20833333333333331,0.5119047619047619
+Apk Installer,"A joke I installed write review, need instal .apk default extension android... You need run apk file it'll get installed own, that's simple needs another so...",Positive,0.3,0.6785714285714286
+Apk Installer,Um To saying need it.. us nexus 7 users going find apk without installer root explorer? This works awesome. Greatful.,Positive,1.0,1.0
+Apk Installer,"Simple efficient! This bones, straight forward app. If need simple apk installer simply job, it. It's prettiest, stable reliable!",Positive,0.05,0.3678571428571429
+Apk Installer,"Amazing effect A21 Before installed app, Subway surfer lagging running smoothly. But installing seemed problem. I suggest Karbonn users must install app, even apk installer recommended karbonn booklet came box.",Positive,0.5,0.7
+Apk Installer,nan,nan,nan,nan
+Apk Installer,Great My sucking sony tablet need restored every time. It malfunctions turning blue tooth restoring file manager. So helps install apks.,Positive,0.4,0.425
+Apk Installer,nan,nan,nan,nan
+Apk Installer,Broke Install button work. Please fix/advise,Neutral,0.0,0.0
+Apk Installer,Confused If I piratebay I find apk?? Please help... I feel slow lol,Positive,0.033333333333333326,0.6
+Apk Installer,Good But can't install without unknown source. Actually I getting unknown sources problem that's I downloaded Google Play Store helpful,Positive,0.125,0.4750000000000001
+Apk Installer,"Not fault The layout superb! Very easy see also new downloaded, better.",Positive,0.5499242424242424,0.7386363636363636
+Apk Installer,Nice Simple use... Doesn't occupy much space... I loving app.. Have changed 3 phones I keep installing every phone...,Positive,0.35,0.6267857142857143
+Apk Installer,nan,nan,nan,nan
+Apk Installer,"Bet ive ever Because usually 4shared internet 4shared pro,so really need cuz would appear notification box.:-)",Positive,0.15,0.48333333333333334
+Apk Installer,"Great Can't give 5, overall look bad. But, works great",Positive,0.22500000000000006,0.5416666666666666
+Apk Installer,"Blocked Installation When I tried install apk notification popped saying,""Your NOOK blocks installations NOOK storee protect device."" How avoid that?",Neutral,0.0,0.0
+Apk Installer,nan,nan,nan,nan
+Apk Installer,"Simple, gets job done I like folder select apk install. This job nicely. Samsung Galaxy Note 3.",Positive,0.3,0.6785714285714286
+Apk Installer,nan,nan,nan,nan
+Apk Installer,Good I trying minecraft 12.0 worked every time said parsing error,Positive,0.7,0.6000000000000001
+Apk Installer,nan,nan,nan,nan
+Apk Installer,nan,nan,nan,nan
+Apk Installer,nan,nan,nan,nan
+Apk Installer,"Makes sense It ain't helpful. Couldn't show folders root folder ""due permission"" Tss. Quite hassle. Don't download.",Negative,-0.125,0.375
+Apk Installer,Best I always used ALOT!! NEVER A PROBLEM s3 s4 htc phone..a must installing apk,Positive,1.0,0.3
+Apk Installer,nan,nan,nan,nan
+Apk Installer,nan,nan,nan,nan
+Apk Installer,Worked Fine Samsung Galaxy S3 Thank You app. My counter 2 0. Very easy use.,Positive,0.49,0.75
+Apk Installer,"Doesn't work. Won't actually install apk, I can't change phone settings allow to.",Neutral,0.0,0.1
+Apk Installer,Unimpressed Can't parse. This weak sauce.,Negative,-0.375,0.625
+Apk Installer,Useless It useful qualities hence waste time,Negative,-0.13333333333333333,0.06666666666666667
+Apk Installer,nan,nan,nan,nan
+Apk Installer,nan,nan,nan,nan
+Apk Installer,nan,nan,nan,nan
+Apk Installer,Useless final step installation working. Install button working.,Negative,-0.25,0.6
+Apk Installer,If uninstall game zipped never work forever. .,Negative,-0.4,0.4
+Apk Installer,Crap APK installer install APK files. Completely useless.,Negative,-0.65,0.5
+Apk Installer,I love The reason I minecraft,Positive,0.5,0.6
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,"Please Xiaomi red reviews uservoice. Nobody wants way: persistant even I want (violates EU GDPR) want get data app. Improvment required, make possible uninstall.",Positive,0.06666666666666667,0.3666666666666667
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,"I'm using Mi 5S I found useful me, want turn off, always go ""setting > home screen & recents"" , turn Vault off.",Positive,0.3,0.0
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,Update update add ads home screen? No thanks. Disabled immediately. At least provide useful cards.,Negative,-0.07500000000000002,0.225
+App vault,I hate app. Because love infinite scrolling system launcher. I using Redmi note 5 pro,Negative,-0.15000000000000002,0.75
+App vault,nan,nan,nan,nan
+App vault,"More useless, annoying often bit negative impact performance. Can't remove.",Negative,-0.275,0.5
+App vault,Advertisement OEM provided app? Very bad,Negative,-0.9099999999999998,0.8666666666666667
+App vault,"Although thought convenient bringing shortcuts, general annoying cant disabled. Please put option disable future update.",Negative,-0.2375,0.45625
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,Useless! It would great there's option uninstall instead,Positive,0.08750000000000002,0.475
+App vault,What I understand adding ads everything. Are giving feature rich OS ads!?,Positive,0.46875,0.75
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,Total waste.. No sense all.. Nor going attractive new MIUI,Positive,0.1840909090909091,0.5511363636363636
+App vault,nan,nan,nan,nan
+App vault,Ever since latest update I'm able Google launcher?!!!!!! FIX IT ASAP,Positive,0.75,0.7625
+App vault,Please remove this... unnecessary function I know listen user request please delete option please Xiaomi.,Negative,-0.4,0.9
+App vault,nan,nan,nan,nan
+App vault,"Unable disable app, totally useless, unnecessary ads.",Negative,-0.4666666666666666,0.5333333333333333
+App vault,nan,nan,nan,nan
+App vault,This stuff totally unusable unuseful global version MIUI,Neutral,0.0,0.375
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,Zero star. Don't force useless us. Please provide us way disable vault.,Negative,-0.5,0.2
+App vault,nan,nan,nan,nan
+App vault,Those trending :( ads :( please make Miui better without ads,Negative,-0.3333333333333333,0.8333333333333334
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,Guys removed preesing free space screen choose settings turn vault off.,Positive,0.4,0.8
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,Ads ads ads. Money minded people,Neutral,0.0,0.0
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,Not much amount usefulness.,Negative,-0.1,0.2
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,New update brought new ads!! Oh hell no!!!,Positive,0.27625621448863635,0.45454545454545453
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+App vault,It red mi phones,Neutral,0.0,0.0
+App vault,nan,nan,nan,nan
+App vault,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,"I locked pictures videos. I delete them. Today I open pictures showing first folder name ""image "" I opened bt pictures I thought might take time opn time I unlock phn nd opn pictures nd vdo deletes. I need pictures videos . They really important me. Pls something.",Positive,0.21666666666666667,0.611111111111111
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,"When I enabled FC cover supposed give fake crash notification AppLock, every started crashing. I restarted phone several times, problem persisted. In end, I total factory reset I ended losing data. I really looking forward using app.",Negative,-0.075,0.4875
+AppLock,"Excellent, job. Just optimize latency locked opened & encrypt contents root gets confused deleting it. For self moderators would perfect anti-tamper system. Or encryption render locked useless deleted bypass it.",Positive,0.275,0.7250000000000001
+AppLock,"As Varsha pointed below, access locked double taping recent button. With fix it'd 4.5/5. Im running OnePlus 5. Other great. It could benefit per passcodes bike lock option ie lock option unlocking timer location condition met. Also complex conditions could allowed providing Tasker/Automate extension.",Positive,0.07500000000000001,0.355
+AppLock,nan,nan,nan,nan
+AppLock,I installed today I successfully hid home screen. It said dial '#1234' call button access app. Earlier I successful I cannot open way neither icon home screen. Plz help data it. How access conditions?,Positive,0.375,0.725
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,This frist choice lock all. But hated it. It work properly. Tried way fix nothing happened. It atoumaticaly work time open lock selected thing already locked work sometimes reopen lock activate it. Sometimes fingerprints also work. Please solve,Negative,-0.3,0.4333333333333333
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,"It's good, using long time even changing new phone, Im still using app, years there's thing keep bugging me, lock sometimes appeared randomly even Im opening locked using apps... Soo kind bug make hold 2 star, hopefully fix. P.S. sorry bad english.",Negative,-0.03920454545454545,0.5651515151515152
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,"When I open whatsapp, whatsapp chat shown half second lock screen shows up. When press recent button, shows chat list. This bad design(architecture). Should improved lot.",Negative,-0.17333333333333328,0.31666666666666665
+AppLock,"There seems HUGE flaw app. Whenever I press square button switch apps, temporarily gets unlocked I start something asks tbe passcode BUT I'm slowly able navigate menus supposedly ""locked"" app. So example, wanted install facebook play store locked, would simply launch store, press square, go back search facebook, press square back store select facebook etc.",Positive,0.18000000000000002,0.37642857142857145
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,nan,nan,nan,nan
+AppLock,Very frustrating last updates. Every time I phn notification appears screen give permission access. I want uninstall app. Pls suggest lock misa use.,Negative,-0.26,0.5333333333333333
+AppLock,"Can someone help please? There option hiding applock, soon applied option, applock closed cannot find phone. It even recents. Even playstore showing option uninstalling option opening it. Someone please help :/",Negative,-0.175,0.55
+AppLock,nan,nan,nan,nan
+AppLock,There delay lock screen secure app... The screen opens first like 2 3 secs lock screen appears... Would better fixed next updates,Positive,0.25,0.32666666666666666
+AppLock,This missing basic security. One easily see content recent panel. What meaning securing see content? Another thing AppLock icon permanent notification panel irritating. If every knows I something secret need making secret?,Negative,-0.1380952380952381,0.4940476190476191
+AppLock - Fingerprint,"lock delay + working OK unlocks password using multiple passwords. Profiles work well using multiple passwords, inherits profile lock modes (pw) create complete index independent set. Needs URGENT correct multitasking LOCK convenience uses main pw. allow different password function order reveal applock main password. Anyway, You trust app, never fails protect apps.",Positive,0.13148148148148145,0.2879629629629629
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,"Update: Great through. Best lock Playstore. Couldn't love more. One last thing make perfect, could find way hide locked recent tab/scroll. Cos still see contents there. It needs smooth animations too. The appearance lockscreen abrupt.",Positive,0.4527777777777778,0.5518518518518518
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,Good tool. Well thought. More settings options could added however personally impressed. Only problem I couple times playing phone pop ruined PUBG killing streag. That hsppen. Still great,Positive,0.6,0.77
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,"Works advertised. No ads, fast fluid material UI. It feels native part OS add-on. 16MB RAM good too. No shady permissions request running services background processes. Works flawlessly built-in fingerprint sensor setup required. Thank you.",Positive,0.40499999999999997,0.585
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,"I using since Android 4.4, 5.1 6.0 successfully. Recently stopped locking launched. When launching smart lock asks pin launching added launch list. If I disable enable smart lock settings starts working. Unfortunately time stops working. Please fix.",Negative,-0.017857142857142863,0.6339285714285714
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,"It okay, minus adds control issues. However try remove lock app, can't. Then try clean cache data menu, LOCKS THE AND YOU CAN NOT GET IN TO YOUR OWN PHONE WITH YOUR OWN PASSWORD. It locks phone can't get anything even uninstall it. You literally go playstore first, clean it, go playstore recent uninstall it. Not everyone phone illiterate!! RIDICULOUS!!!!!!!",Positive,0.17592592592592593,0.6203703703703703
+AppLock - Fingerprint,"I've using 2 years now. No complaints ar all! Just want know 'app hiding' feature? If not, would great addition.",Positive,0.8,0.75
+AppLock - Fingerprint,"An awesome app!! But sometimes (very rarely) force stops open close again, thing I find negative abt app. Else EVRYTHING cool!",Positive,0.3055,0.71
+AppLock - Fingerprint,Not reliable! When I reboot phone stops working. I start work making ur protected vulnerable. Pls something this. Apart I think nice app.,Positive,0.04999999999999999,0.75
+AppLock - Fingerprint,"I used long time since bought MI phone working good this.. working(now working update came) force close lock password screen pressing back button, mean lock time, allows open without passwrod. A comes accessibility permission.",Positive,0.06749999999999998,0.4375
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,Overall good. I Moto E4. Was unable fingerprint sensor. Not sure lacunae issue specific handset,Negative,-0.010000000000000009,0.4227777777777778
+AppLock - Fingerprint,Your recovery bad. Please hurry & Please help recover password. My important applications locked I unable mobile & many apps. Please Help Hurry!!!!!,Positive,0.050000000000000044,0.6666666666666666
+AppLock - Fingerprint,I love app. It helps unwelcome intruders. Only thing missing way block recent open screenshots showing content apps. Besides perfect!,Positive,0.21666666666666667,0.5666666666666668
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,"Hey guys ,after updation able get fingerprint scanner option , directly asking 8 digit Password mistakenly forgot also get locked this, please help getting soloution ....please help",Positive,0.3,0.5125
+AppLock - Fingerprint,"Haven't touched year! Just opened, realise I've missing long! And many new useful things I seeing",Positive,0.13477272727272727,0.2809090909090909
+AppLock - Fingerprint,"It's nice help protect useful things. But phone starts lagging I app. Pls fix it, otherwise I problem all.",Positive,0.44999999999999996,0.5
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,Okay ..i installed everything fine..i mean wanted.. guess ..what..lets say locked whatsapp ..when try access whatsapp asks finger print ..so everything going fine accidentally press recents button toolbar ..and guess what..there lies f! whatsapp open..like havent provided fingerprint yet..i tried gallery thing... yes people dont see details enough..so either glitch area totally missed creating app... ohh way phone samsung s8+,Positive,0.17708333333333334,0.609375
+AppLock - Fingerprint,Just want know someone uninstalls lock would happen. I started working normal therefore kinda actually help. Someone uninstall phone normally...,Positive,0.09999999999999999,0.4666666666666666
+AppLock - Fingerprint,nan,nan,nan,nan
+AppLock - Fingerprint,"Installed Helper; I always exclude I clean-up; I've even given permissions, yet still shuts ever often... leads false sense security/privacy...",Negative,-0.4000000000000001,0.6
+Apple Daily 蘋果動新聞,nan,nan,nan,nan
+Apple Daily 蘋果動新聞,"Advertising washes and washes L, the stock price falls to the top, I understand, but have to take into account the feelings of the user",Positive,0.5,0.5
+Apple Daily 蘋果動新聞,nan,nan,nan,nan
+Apple Daily 蘋果動新聞,"Data consumption huge, plz improve asap!!!!!",Positive,1.0,0.9
+Apple Daily 蘋果動新聞,Come on Real Madrid!,Positive,0.25,0.30000000000000004
+Apple Daily 蘋果動新聞,nan,nan,nan,nan
+Apple Daily 蘋果動新聞,"Ads pop-up times sensitive u accidentally easily. Even worse clicking ads, restore ro news reading previously",Negative,-0.008333333333333338,0.625
+Apple Daily 蘋果動新聞,black screen still 1026 hrs 18 May 2018,Negative,-0.16666666666666666,0.43333333333333335
+Apple Daily 蘋果動新聞,Everything alright used period of time. But data consumption becomes huge recent update.,Positive,0.20000000000000004,0.575
+Apple Daily 蘋果動新聞,chromecast / google cast function please!,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,The ads annoying.,Negative,-0.8,0.9
+Apple Daily 蘋果動新聞,"More and more people are irritating, and the more they consume power. If you go on, it will be abandoned.",Positive,0.275,0.575
+Apple Daily 蘋果動新聞,Not working. Show blank screen.,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,Can there be a setting to make it not display images?,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,Continuous improvement and perfection. it is good! Please improve to support Chrome OS. Thank you!,Positive,1.0,0.6000000000000001
+Apple Daily 蘋果動新聞,Not working.... juz black screen,Negative,-0.16666666666666666,0.43333333333333335
+Apple Daily 蘋果動新聞,nan,nan,nan,nan
+Apple Daily 蘋果動新聞,Completely solve the problem of bombing app. Do you want me to report to you?,Positive,0.1,0.4
+Apple Daily 蘋果動新聞,Anti-support must support!,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,4☆,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,The crashes constantly upgrading latest version. Very buggy overloaded ads affect viewing experience. A big thumbs down!,Positive,0.10111111111111111,0.3844444444444445
+Apple Daily 蘋果動新聞,"Keep crashing, forced close, can't read news all. Older version much better",Positive,0.12222222222222219,0.3444444444444444
+Apple Daily 蘋果動新聞,New version shut suddenly,Positive,0.06818181818181818,0.4772727272727273
+Apple Daily 蘋果動新聞,"Keep receiving Apple news notification, good nuisance",Positive,0.7,0.6000000000000001
+Apple Daily 蘋果動新聞,"forced update, crashes constantly, absolutely usable",Negative,-0.05000000000000002,0.55
+Apple Daily 蘋果動新聞,"Since the update is finished, it has been used as a Japanese app. I have never tried it before!!",Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,I used the old machine update to app. Update is open to open. ((无言)),Positive,0.03333333333333333,0.39999999999999997
+Apple Daily 蘋果動新聞,The work.,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,Suddenly close update.,Neutral,0.0,0.5
+Apple Daily 蘋果動新聞,Force stop often.,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,Always forced,Negative,-0.30000000000000004,0.2
+Apple Daily 蘋果動新聞,Keep playing app and messing up.,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,Crush &bug,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,"So annoying! Every time go back is the first news back to the previous board. If you want to drop the dd news, you have to roll down several times each time. Can I go back to the last news unit?",Negative,-0.1191358024691358,0.19506172839506175
+Apple Daily 蘋果動新聞,nan,nan,nan,nan
+Apple Daily 蘋果動新聞,"For many years, I looking notifications category. So I get notified news I'm interested instead celebrity's gossip...",Positive,0.375,0.5
+Apple Daily 蘋果動新聞,"No news pop long time, notifications",Negative,-0.05,0.4
+Apple Daily 蘋果動新聞,nan,nan,nan,nan
+Apple Daily 蘋果動新聞,Hangs every time update,Neutral,0.0,0.0
+Apple Daily 蘋果動新聞,"After the recent revision, it will be worse, wait for a star!",Negative,-0.25,0.425
+Aprender inglés con Wlingua,"A very good application, that's just the words to teach as easily, te need to be harder, and then they do not learn, but simply get out",Positive,0.3108333333333333,0.4926190476190477
+Aprender inglés con Wlingua,Good app!,Positive,0.875,0.6000000000000001
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"I love it, I give 3 stars, I Portuguese I would love study Portuguese Portugal Portuguese Brazil. It's sad honestly, root Portuguese Portugal Brazil.",Positive,0.275,0.775
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"I really like simple and built smart way, congratulations. However, it would not be a bad idea to upgrade to Premium with slightly lower annual prices :-)",Positive,0.007936507936507964,0.5055555555555555
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"It is an excellent application, but it would be nice to be able to report wrong answers. I wrote ""are"" and he considered it as ""arr"". I saved a print to send to the developers. But I recommend app.",Positive,0.4,0.88125
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,Help much! Easy use. There incorrect words portuguese.,Positive,0.43333333333333335,0.8333333333333334
+Aprender inglés con Wlingua,"Very good application, you really learn the full version is much better, has more exercises.",Positive,0.492,0.506
+Aprender inglés con Wlingua,"That's brilliant, I speak english well, I still want get better. This great tho :)",Positive,0.54,0.65
+Aprender inglés con Wlingua,"That useful, complete funny. It's good learn practice everyday!!",Positive,0.20750000000000002,0.52
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,Probably the best one used to learn English. Very expensive so you are likely to pay Premium.,Positive,0.0875,0.5525
+Aprender inglés con Wlingua,It is a very good option to learn another language. VERY GOOD,Positive,0.9099999999999999,0.7800000000000001
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,The application is good it teaches well there are important subjects for the good study of the language would like that each day they will improve the application with more interesting subjects,Positive,0.5599999999999999,0.64
+Aprender inglés con Wlingua,"I like it, good .... trainers apk says qui and shoe that does not have many apk errors more generally and good",Positive,0.49000000000000005,0.54
+Aprender inglés con Wlingua,"It's great app, practice English according level, good exercises refresh it, pity ain't premium user",Positive,0.35,0.3875
+Aprender inglés con Wlingua,It's good but it only exists for two languages ​​so if they could have more language would be awesome,Positive,0.55,0.775
+Aprender inglés con Wlingua,For me best application to learn English. So it would be better if it were free but.,Positive,0.475,0.4
+Aprender inglés con Wlingua,"I'm Really enjoying easy practice fast learn English,and study anytime want wherever are, review lesson order, thank Wlingua",Positive,0.37777777777777777,0.6777777777777777
+Aprender inglés con Wlingua,"Best app to learn English that I downloaded, works on all platforms and even after free month for testing, can choose if plan but accessible vice and is very much in mind, even buying being in dollars, stayed 290 there yearly if you get this package, or can installment per month of less than 18 reais",Positive,0.3113888888888889,0.3002777777777778
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,I like gives different kinds activities help improvement lot,Neutral,0.0,0.6
+Aprender inglés con Wlingua,It works as if it were a game ... Very easy to use ... And brings good results.,Positive,0.28777777777777774,0.6666666666666666
+Aprender inglés con Wlingua,"I really love app. He perfect I using days. But, I really like fact pay premium.",Positive,0.5666666666666667,0.6
+Aprender inglés con Wlingua,"That's awesome, good learn speak English. I Brazilian, good app.",Positive,0.6,0.55
+Aprender inglés con Wlingua,So far the best application to learn English that you have tried. It has all kinds of exercise,Positive,0.3666666666666667,0.43333333333333335
+Aprender inglés con Wlingua,Very good ... A great option for those who do not like Duolingo or want something more complete.,Positive,0.5775,0.6075
+Aprender inglés con Wlingua,"It is a good application is highly recommended, I feel there are many things that could be improved but it is great, download it",Positive,0.54,0.5975
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"This really good. teach good english. This verbs Pronoun, verb be, ects...so good",Positive,0.5249999999999999,0.45000000000000007
+Aprender inglés con Wlingua,Hmmm I feel that some things are confused I confuse please give a view,Negative,-0.4,0.7
+Aprender inglés con Wlingua,"I love application, really well done made better English, thank much.",Positive,0.27999999999999997,0.3
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"A very good application, that's just the words to teach as easily, te need to be harder, and then they do not learn, but simply get out",Positive,0.3108333333333333,0.4926190476190477
+Aprender inglés con Wlingua,Good app!,Positive,0.875,0.6000000000000001
+Aprender inglés con Wlingua,Fine,Positive,0.4166666666666667,0.5
+Aprender inglés con Wlingua,"I love it, I give 3 stars, I Portuguese I would love study Portuguese Portugal Portuguese Brazil. It's sad honestly, root Portuguese Portugal Brazil.",Positive,0.275,0.775
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"It is an excellent application, but it would be nice to be able to report wrong answers. I wrote ""are"" and he considered it as ""arr"". I saved a print to send to the developers. But I recommend app.",Positive,0.4,0.88125
+Aprender inglés con Wlingua,"It good opportunity study different topics constantly review vocabulary, bad thing pay continue studying.",Positive,2.7755575615628914e-17,0.55
+Aprender inglés con Wlingua,"It is a very good application with clear examples, perfect pronunciation as you move forward in the course onwards it reminds you of what you have learned to forget. Thanks Wilingua",Positive,0.5525,0.5908333333333334
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"Very good application, you really learn the full version is much better, has more exercises.",Positive,0.492,0.506
+Aprender inglés con Wlingua,"That's brilliant, I speak english well, I still want get better. This great tho :)",Positive,0.54,0.65
+Aprender inglés con Wlingua,"That useful, complete funny. It's good learn practice everyday!!",Positive,0.20750000000000002,0.52
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,Probably the best one used to learn English. Very expensive so you are likely to pay Premium.,Positive,0.0875,0.5525
+Aprender inglés con Wlingua,It is a very good option to learn another language. VERY GOOD,Positive,0.9099999999999999,0.7800000000000001
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"I like it, good .... trainers apk says qui and shoe that does not have many apk errors more generally and good",Positive,0.49000000000000005,0.54
+Aprender inglés con Wlingua,"It's great app, practice English according level, good exercises refresh it, pity ain't premium user",Positive,0.35,0.3875
+Aprender inglés con Wlingua,It's good but it only exists for two languages ​​so if they could have more language would be awesome,Positive,0.55,0.775
+Aprender inglés con Wlingua,For me best application to learn English. So it would be better if it were free but.,Positive,0.475,0.4
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"Best app to learn English that I downloaded, works on all platforms and even after free month for testing, can choose if plan but accessible vice and is very much in mind, even buying being in dollars, stayed 290 there yearly if you get this package, or can installment per month of less than 18 reais",Positive,0.3113888888888889,0.3002777777777778
+Aprender inglés con Wlingua,"It complete grammar tool, learn speak English foreign language also good English teacher...",Positive,0.13499999999999998,0.225
+Aprender inglés con Wlingua,I like gives different kinds activities help improvement lot,Neutral,0.0,0.6
+Aprender inglés con Wlingua,It works as if it were a game ... Very easy to use ... And brings good results.,Positive,0.28777777777777774,0.6666666666666666
+Aprender inglés con Wlingua,"I really love app. He perfect I using days. But, I really like fact pay premium.",Positive,0.5666666666666667,0.6
+Aprender inglés con Wlingua,"That's awesome, good learn speak English. I Brazilian, good app.",Positive,0.6,0.55
+Aprender inglés con Wlingua,So far the best application to learn English that you have tried. It has all kinds of exercise,Positive,0.3666666666666667,0.43333333333333335
+Aprender inglés con Wlingua,Very good ... A great option for those who do not like Duolingo or want something more complete.,Positive,0.5775,0.6075
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"Good application, it would be great to do a live test, get a diploma that shows that you actually learned.",Positive,0.40909090909090906,0.48750000000000004
+Aprender inglés con Wlingua,"This really good. teach good english. This verbs Pronoun, verb be, ects...so good",Positive,0.5249999999999999,0.45000000000000007
+Aprender inglés con Wlingua,nan,nan,nan,nan
+Aprender inglés con Wlingua,"I love application, really well done made better English, thank much.",Positive,0.27999999999999997,0.3
+Aprender inglés con Wlingua,"The best English course application I've seen, very complete easy.",Positive,0.3908333333333333,0.41333333333333333
+Archos File Manager,"Don't install update!!!!. Its totally screwed phone. The camera work. The torch icon appears disappears. The torch turns off. When try reset phone, settings stop working I hard reset start menu.( power key volume) however cured problems. Camera still work properly. Black lines across screen purple large patches flash over.",Negative,-0.048809523809523817,0.6307142857142856
+Archos File Manager,nan,nan,nan,nan
+Archos File Manager,nan,nan,nan,nan
+Archos File Manager,"To much explain properly here, basically clunky/ there's much guess work involved/doesn't image file preview make things frustrating downloaded images often title like ""mountain scene"" instance.",Neutral,0.0,0.35
+Archos File Manager,nan,nan,nan,nan
+Archos File Manager,"A Conner work., Only collecting Megabytes people. Don't waste time money. He deserves Minus Ten Star rating there.",Negative,-0.07500000000000001,0.275
+Archos File Manager,Archos Why downloaded bush smartphone says archos devices only. Is anyone going answer question? Now I appear another archos phone I put archos system update. I'm positive phone I first got it. No way deleting either. Why?,Positive,0.1590909090909091,0.6262626262626262
+Archos File Manager,"For confused, alba bush phones say archos, true. Go may see phone, logo archos. I alba.",Negative,-0.025000000000000022,0.675
+Archos File Manager,Why bush phone pain ass least let uninstall,Negative,-0.3,0.4
+Archos File Manager,When want open sd card storage take 30 second open That bad,Negative,-0.17499999999999996,0.41666666666666663
+Archos File Manager,"Very good times camera bt need corrections area storage device weather go SD cards phone device, loses pix",Positive,0.30499999999999994,0.44000000000000006
+Archos File Manager,nan,nan,nan,nan
+Archos File Manager,It warn us gonna delete important stuff Caz sometimes idk I end deleting,Positive,0.4,1.0
+Archos File Manager,nan,nan,nan,nan
+Archos File Manager,"Archos Manager Files manager, ok, job style choise... hate need it... something like vegetables orange light ;(",Positive,0.033333333333333326,0.6999999999999998
+Archos File Manager,Fantastic but...... Needs things like search folders add ability change color,Positive,0.4,0.9
+Archos File Manager,How I uninstall this? I'm sure appeared mobile also everything full advice,Positive,0.425,0.7194444444444444
+Archos File Manager,nan,nan,nan,nan
+Archos File Manager,Very good It job. It would nice capable detect root access.,Positive,0.57,0.7266666666666667
+Archos File Manager,nan,nan,nan,nan
+Archos File Manager,Easy This simple way move internal external storage,Positive,0.10833333333333334,0.32261904761904764
+Archos File Manager,nan,nan,nan,nan
+Archos File Manager,ss!T,Neutral,0.0,0.0
+Archos File Manager,Add delete confirmation,Neutral,0.0,0.0
+Archos File Manager,This ace,Neutral,0.0,0.0
+Archos File Manager,Free coil,Positive,0.4,0.8
+Archos File Manager,Ww Ow,Neutral,0.0,0.0
+Archos File Manager,Mr.Bhangu Mr.Bhangu.,Neutral,0.0,0.0
+Archos File Manager,PENIS,Neutral,0.0,0.0
+Archos File Manager,Bro,Neutral,0.0,0.0
+Archos File Manager,nan,nan,nan,nan
+Archos File Manager,Almost good,Positive,0.7,0.6000000000000001
+Archos File Manager,Hate,Negative,-0.8,0.9
+Archos File Manager,Loved,Positive,0.7,0.8
+Archos File Manager,Good,Positive,0.7,0.6000000000000001
+Archos File Manager,Amazing,Positive,0.6000000000000001,0.9
+Archos File Manager,Its boring I cant,Negative,-1.0,1.0
+Archos File Manager,Can't delete I can't delete files.,Neutral,0.0,0.0
+Archos File Manager,Nice guys,Positive,0.6,1.0
+Archos File Manager,Useless Useless. Not hugely ugly can't find internal storage tablet keeps saying network can't access. The previous version really well designed.,Negative,-0.10277777777777779,0.29444444444444445
+Arrow.io,Umm played arrow.io samsung duos controls bit lower attack pls fix addmore newstuffs great game hope updated game,Neutral,0.0,0.5166666666666666
+Arrow.io,Game crashes far often enjoyable. I Galaxy S9+,Positive,0.06666666666666665,0.6666666666666666
+Arrow.io,This game great I know ways improve it. arenas needed easy way get gems. also way switch planet normal aiming.,Positive,0.24583333333333335,0.6583333333333333
+Arrow.io,Awesome game duds,Positive,0.3,0.7
+Arrow.io,S hit,Neutral,0.0,0.0
+Arrow.io,So addicinnnnnnnnnnnng,Neutral,0.0,0.0
+Arrow.io,"always disconnected,",Neutral,0.0,0.0
+Arrow.io,It's good fun I love game fun love u guys,Positive,0.3166666666666667,0.4333333333333333
+Arrow.io,This favourite game ever,Negative,-0.4,0.4
+Arrow.io,Awesome,Positive,1.0,1.0
+Arrow.io,"This second time I've DL I still issues. Horrible latency, WiFi mobile data. Game FC random times. After FC, able start game. What, when, I play I like.",Negative,-0.3,0.4875
+Arrow.io,"Great game, problem keeps closing im match without even reason. Hope u fix soon I really appreciate your work game",Positive,0.05000000000000002,0.4375
+Arrow.io,The game self AWESOME! But lose chest appears get nothing! And try try exit guy jump roping appears can't play again! Please I might give five.,Positive,0.3,0.7
+Arrow.io,"Well think cool game cross throwing weapon powered spikes weapon needs buff. Also, character slow everytime get upgrade range decrease along it?",Negative,-0.08750000000000002,0.3625
+Arrow.io,This game unplayable. It let play online shuts minutes gameplay,Negative,-0.4,0.55
+Arrow.io,"Stop ads WiFi works well, game keeps kicking I want play online. And suddenly game quits",Negative,-0.4,0.4
+Arrow.io,Enjoyable game everytime I'm first leader board I'm playing really well closes I even get gold match literally waste time.,Positive,0.07,0.30666666666666664
+Arrow.io,Really game really good except I lag die straight away online makes rage. might internet please try fix connection problems.,Positive,0.16666666666666666,0.4666666666666666
+Arrow.io,Look. Its good game. But every time I try play kicks out. I get solid couple minutes arena suddenly I'm sent home screen.,Positive,0.07499999999999998,0.4
+Arrow.io,Boom pak pow shot enemy. Thanks io. Game great time killer know. '__',Positive,0.20000000000000004,0.45
+Arrow.io,Don Worry James I We'll Remove Ads In Lucky pather This All Tips 1.Click The Menu Patheres 2.Click The Remove Ads 3.Just Wait 4Click The uninstall And Install That It Right James,Positive,0.30952380952380953,0.6845238095238095
+Arrow.io,Nice game good gameplay mediocre graphics I really enjoy game offline features would nice,Positive,0.14285714285714285,0.7000000000000001
+Arrow.io,"I like game bugs drive nuts. The game loads games making wait 10 minutes quit game. It stopped using ""resurrect me"" videos ad afterwards. It randomly kicks online offline games frustrating caus... Full Review",Negative,-0.2916666666666667,0.525
+Arrow.io,"Why need permission phone book calls? You guys disappointment!! The game run properly I want play offline.. ""EDITOR'S CHOICE"" DONT YOU CHECK THIS?",Negative,-0.4458333333333333,0.3
+Arrow.io,The dying offline mode message popped screen killed game quite bugs still I've played better io games,Negative,-0.03333333333333336,0.3
+Arrow.io,GREAT GAME HIGHLY RECOMMENDED FOR ACTION pls fix lags.and pls fix glitches freezes screen many annoying bugs anf glitches,Positive,0.06000000000000002,0.5316666666666666
+Arrow.io,This game awesome creative love play forever,Positive,0.4,0.75
+Arrow.io,Can't play long game without getting kicked,Negative,-0.225,0.4
+Arrow.io,"This game buggy, frustrating. Constantly crashing, kicks multiplayer. And developers even reply. Disappointing really.",Negative,-0.24,0.5066666666666666
+Arrow.io,Your game trash fix servers every minutes cuts restart whole character possibly lobby people already leveled ton fix game good servers fixed absolute trash,Positive,0.05714285714285713,0.5571428571428572
+Arrow.io,HELLO THERE IS THERE ANY DEVELOPER GONNA FIX THE FRICKING ONLINE GAME KEEPS GLITCHING OUT,Negative,-0.4,0.4
+Arrow.io,This game perfect really cool nice u add skin game types u give us at least 30 gems webcam 40 gems watch adds,Positive,0.14166666666666664,0.6416666666666666
+Arrow.io,Nice game cheetah games u plz fix bug play offline without internet I die character lay ground instead respawn main menu thing pls fix I would appreciate :),Positive,0.21666666666666665,0.6833333333333333
+Arrow.io,It good game thing I got 100 diamonds daily prize I spent 5 respawn match offline gone fix update please,Positive,0.04999999999999998,0.275
+Arrow.io,The controls sucks. Specially shooting enemy.,Positive,0.02857142857142858,0.4357142857142857
+Arrow.io,Had 250000 score kicked twice,Neutral,0.0,0.0
+Arrow.io,I hate I get kill qualification match lose pls fix,Negative,-0.8,0.9
+Arrow.io,Very fun game best time pass game,Positive,0.1475,0.33999999999999997
+Arrow.io,"THIS GAME IS SO TERRIBLE MY DOGS EVEN BARK WHEN THEY SEE ME PLAY IT, IM GOING TO PLAY ROBLOX NOW, SUCH A BETTER GAME.",Negative,-0.25999999999999995,0.5599999999999999
+Arrow.io,It's good game. But closes random times.,Negative,-0.0666666666666667,0.5
+Arrow.io,Make game better I keep trying bad point I keep dying nothing make game easier,Negative,-0.24999999999999997,0.4916666666666667
+Arrow.io,They give rewards qualifying,Neutral,0.0,0.0
+Arrow.io,"You lie awesome super fun extremely addicting, invited friends can't wait play them.",Positive,0.3770833333333333,0.7166666666666666
+Arrow.io,crashes often .. poor update,Negative,-0.4,0.6
+Arrow.io,More stuff please wanna waste money upgrades,Positive,0.15,0.25
+Arrow.io,Can please help want play keeps closeing random times please help.,Negative,-0.5,0.5
+Arrow.io,"I uninstalled game month, I installed back old account gone...help fix. TQ",Negative,-0.10000000000000002,0.20000000000000004
+Arrow.io,Pretty good game wish could add people friends get into server together,Positive,0.18333333333333332,0.6666666666666666
+Arrow.io,This game clearly unfinished decent,Negative,-0.044444444444444446,0.48333333333333334
+Arrow.io,The best multiplayer game played,Positive,0.3,0.35
+Arrow.io,"Can please add weapon store Add enchanted bow, gun, please characters holding bow straight horizontal",Positive,0.2,0.4
+Arrow.io,I love game I delete brother.,Positive,0.04999999999999999,0.5
+Arrow.io,"BUG, AFTER I DEAD ONCE, I CAN'T PLAY AGAIN, try play dead automatically 1sec spawn!",Negative,-0.225,0.4
+Arrow.io,I like game much I play almost 2 hours,Negative,-0.1,0.30000000000000004
+Arrow.io,HELP!!! I CAN'T STOP PLAYING THIS!!!,Neutral,0.0,0.0
+Arrow.io,It lage good game,Positive,0.14999999999999997,0.5
+Arrow.io,It's fun game,Negative,-0.05000000000000002,0.30000000000000004
+Arrow.io,When die dont spawn anywhere even main menu,Positive,0.16666666666666666,0.3333333333333333
+Arrow.io,It's good problems internet connections,Positive,0.7,0.6000000000000001
+Arrow.io,Pls add Bluetooth pvp hotspots pvp play friends without wifi plz,Neutral,0.0,0.0
+Arrow.io,If start game is so Hard bat played this game now,Negative,-0.36388888888888893,0.44722222222222224
+Arrow.io,It's cool problem bugy I I hope fix,Positive,0.35,0.65
+Arrow.io,I've like 3 different phones I love,Positive,0.25,0.6
+Arrow.io,Re fix bug go wall goes hangggggg,Neutral,0.0,0.0
+Arrow.io,First person better,Positive,0.375,0.41666666666666663
+Arrow.io,Very good boxy,Positive,0.9099999999999999,0.7800000000000001
+Arrow.io,It alright much challenge NERF CHAINED HAMMER!!!! And lightsaber,Positive,0.48828125,0.2
+Arrow.io,It's best arrow game,Positive,0.3,0.35
+Arrow.io,There many hacker saw health hacker,Positive,0.5,0.5
+Arrow.io,always lose connection,Neutral,0.0,0.0
+Arrow.io,Its godd game,Negative,-0.4,0.4
+Arrow.io,nan,nan,nan,nan
+Arrow.io,nan,nan,nan,nan
+Arrow.io,Absolute ly spectacular,Positive,0.4,0.9
+Arrow.io,nan,nan,nan,nan
+Arrow.io,If would quit closing mid game would perfect game,Positive,0.04999999999999999,0.44999999999999996
+Arrow.io,Good excellent game,Positive,0.4333333333333333,0.6666666666666666
+Arrow.io,nan,nan,nan,nan
+Arrow.io,Amazing fun game,Positive,0.1666666666666667,0.5
+Arrow.io,It ok fun,Positive,0.4,0.35
+Arrow.io,It amazing game,Positive,0.10000000000000003,0.65
+Arrow.io,I love,Positive,0.5,0.6
+Arrow.io,nice play,Positive,0.6,1.0
+Arrow.io,Its OK,Positive,0.5,0.5
+Arrow.io,Really good game love it!,Positive,0.3083333333333333,0.5333333333333333
+Arrow.io,Goooooooooooooooood stupid,Negative,-0.7999999999999999,1.0
+Arrow.io,Minus mb,Negative,-0.1,0.1
+Arrow.io,It's awesome,Positive,1.0,1.0
+Arrow.io,bad,Negative,-0.6999999999999998,0.6666666666666666
+Arrow.io,I strong,Positive,0.4333333333333333,0.7333333333333333
+Arrow.io,nan,nan,nan,nan
+Arrow.io,amazing game,Positive,0.10000000000000003,0.65
+Arrow.io,Coll,Neutral,0.0,0.0
+Arrow.io,Yes,Neutral,0.0,0.0
+Arrow.io,Killer,Neutral,0.0,0.0
+Arrow.io,Read,Neutral,0.0,0.0
+Arrow.io,It work fast,Positive,0.2,0.6
+Arrow.io,Simple fun game,Negative,-0.03333333333333335,0.3190476190476191
+Arrow.io,It best,Positive,1.0,0.3
+Arrow.io,Wow Wow,Positive,0.1,1.0
+Asana: organize team projects,"It would 5 stars feature parity mobile. For example format text (bold, italic, bulleted/numbered lists). Not format text mobile almost next impossible edit text task rich text formatting without creating huge mess. Asana resolve immediately paying customers get back business.",Positive,0.03809523809523811,0.49880952380952376
+Asana: organize team projects,"Eh, okay. Not user-friendly though; need run UX team. Don't know delete projects mobile, know see tasks mobile, know get settings... The program Asana great, get wrong; need reworking.",Positive,0.26666666666666666,0.7166666666666667
+Asana: organize team projects,"Set four boards task list app. Cannot find app. I found workspace, there's board even giving hour sync up.",Neutral,0.0,0.0
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,I love lot problem showing notifications,Positive,0.5,0.6
+Asana: organize team projects,"work phone, even sign login. Don't even know good tool. Uninstalled reinstalled, lost time. Very unfortunate, seems great.",Positive,0.2833333333333333,0.7833333333333333
+Asana: organize team projects,"Completed items Boards layout still get hidden. This makes nearly impossible phone, especially lots active users.",Negative,-0.24166666666666664,0.7333333333333333
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,"The consistent normal Asana structure, makes kind annoying use. The worst bug / missing feature can't create tags app. The thing want phone probably add tags respond comments. The first work. Other thar supposed do.",Negative,-0.109375,0.5572916666666666
+Asana: organize team projects,"Asana great can't offline! That's inconceivable Asana. What's purpose app? If bad connection, takes minutes update something never does, annoying. You can't even add sub task without data... The purpose I travel (metro, train, planes) allow to. I love Asana me.",Positive,2.7755575615628914e-17,0.7291666666666666
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,It's mess.,Negative,-0.175,0.175
+Asana: organize team projects,Gets better better!,Positive,0.5625,0.5
+Asana: organize team projects,Nice tasker small team,Positive,0.175,0.7
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,If u people add notes section mobile version Asana... That helpful us keep important notes within Asana. As currently need Google Keep...!!!,Positive,0.2,0.7
+Asana: organize team projects,"Great application, indeed!",Positive,1.0,0.75
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,Asana Android give option hide completed tasks. We many tasks everyday becomes mess while. Why Asana PC / Mac Asana iOS allows functionality Android ? This biggest concern. When going add functionality ? I happy revise feedback that.,Positive,0.23125,0.5687500000000001
+Asana: organize team projects,"Definitely best task manager there. Have used bunch works best makes sense. One big thing missing ability see tasks organisations/workspaces, screen.",Positive,0.45,0.1875
+Asana: organize team projects,"They erased data error. No way contact support reasonable time frame. Can email support, tell everytime email ticket gets moved bottom queue...so, virtually reason trust company. Edit: customer fixed issue two weeks fact. Love Asana otherwise, support poor.",Positive,0.1,0.5
+Asana: organize team projects,The amazing user friendly. My concers receiving notifications gmail inbox becomes like mess. I would like receive notifications Asana. Please advise,Positive,0.26666666666666666,0.525
+Asana: organize team projects,"I freaking love app...creating, adding, sharing, commenting, completing lists tasks, items, ideas, etc. Useful individual team keeping track groceries, chores, ideas, anything involving work personal projects hobbies.",Positive,0.2,0.325
+Asana: organize team projects,"Love app! Team collaboration simple, frictionless. Good reports tasks deadlines make possible stay ahead work.",Positive,0.33125,0.6392857142857142
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,Could great user experience frustrating. Needs focus user.,Positive,0.2,0.825
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,No multiple account support.,Neutral,0.0,0.0
+Asana: organize team projects,Very Good App. GTD,Positive,0.9099999999999999,0.7800000000000001
+Asana: organize team projects,Takes bit get used used something like get organized simplifies everything. Aspirin team bit headache make sure buy team leaders. We Love Asana,Positive,0.5,0.7444444444444445
+Asana: organize team projects,"I LOVE LOVE LOVE ASANA. My life mess help asana I've seriously reducing stress simply everything live central place, mind. Knowing I areas life, project rest provides immeasurable clarity. Thank do. So often I look think two things. A, man great I wish xyz. Or B, ton amazing features user experience inefficient & ugly. ASANA highly functional, easy gorgeous!! I highly recommend everyone ASANA. Put entire life hard it. Once get point, ask ever lived without it.",Positive,0.19351158645276298,0.6105182072829131
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,"Best I've tried far personal project management. I add way assign easier task (not enter task), labels. Labels option name least tooltip.",Positive,0.2,0.5
+Asana: organize team projects,"I manage projects across team, also ongoing to-do list. The features allow organised, ensure ideas forgotten.",Neutral,0.0,0.0
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,"work phone, even sign login. Don't even know good tool. Uninstalled reinstalled, lost time. Very unfortunate, seems great.",Positive,0.2833333333333333,0.7833333333333333
+Asana: organize team projects,"Completed items Boards layout still get hidden. This makes nearly impossible phone, especially lots active users.",Negative,-0.24166666666666664,0.7333333333333333
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,"Asana great can't offline! That's inconceivable Asana. What's purpose app? If bad connection, takes minutes update something never does, annoying. You can't even add sub task without data... The purpose I travel (metro, train, planes) allow to. I love Asana me.",Positive,2.7755575615628914e-17,0.7291666666666666
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,It's mess.,Negative,-0.175,0.175
+Asana: organize team projects,Gets better better!,Positive,0.5625,0.5
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,If u people add notes section mobile version Asana... That helpful us keep important notes within Asana. As currently need Google Keep...!!!,Positive,0.2,0.7
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,Asana Android give option hide completed tasks. We many tasks everyday becomes mess while. Why Asana PC / Mac Asana iOS allows functionality Android ? This biggest concern. When going add functionality ? I happy revise feedback that.,Positive,0.23125,0.5687500000000001
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,"They erased data error. No way contact support reasonable time frame. Can email support, tell everytime email ticket gets moved bottom queue...so, virtually reason trust company. Edit: customer fixed issue two weeks fact. Love Asana otherwise, support poor.",Positive,0.1,0.5
+Asana: organize team projects,The amazing user friendly. My concers receiving notifications gmail inbox becomes like mess. I would like receive notifications Asana. Please advise,Positive,0.26666666666666666,0.525
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,Everything excellent option select am/pm due time also auto selection mostly goes wrong,Positive,0.21875,0.69375
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,To many clicks create new task compared version,Positive,0.3181818181818182,0.4772727272727273
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,Very Good App. GTD,Positive,0.9099999999999999,0.7800000000000001
+Asana: organize team projects,Takes bit get used used something like get organized simplifies everything. Aspirin team bit headache make sure buy team leaders. We Love Asana,Positive,0.5,0.7444444444444445
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,"5 stars easy - fix board view filter completed tasks. view button top right boards? view button exists views..?? secondly, trying edit task.. save button appear top left? sometimes rotating phone view (portrait vs landscape) makes save button appear always...",Positive,0.28650793650793654,0.3948412698412698
+Asana: organize team projects,nan,nan,nan,nan
+Asana: organize team projects,"I manage projects across team, also ongoing to-do list. The features allow organised, ensure ideas forgotten.",Neutral,0.0,0.0
+Asana: organize team projects,"I Asana manage multiple teams work across range functions, well personal tasks dos well. I've tried many project management tools, best I've found!",Positive,0.375,0.275
+Asana: organize team projects,"I Asana keep progress sole proprietor. Appreciate simplicity hood task list features like recurring tasks, calendar view ability collaborate.",Neutral,0.0,0.25
+Ascape VR: 360° Virtual Travel,"Overall impressive start. Love map view pick experiences. On constructive feedback - Some videos well stitched good sharpness clarity, I mind downloading 100mb higher res videos. Also paid content seem worthy. Finally I lost purchases I reinstall app, need solution I buy more.",Positive,0.4104166666666667,0.65
+Ascape VR: 360° Virtual Travel,"Slows phone. Never even started up, (waiting goggles arrive,) yet using memory constantly, already used 64 Meg's data plan. What doing, devs? Keeps phone awake, eats data, uses memory background. Fishy. Cannot recommend this.",Neutral,0.0,0.3333333333333333
+Ascape VR: 360° Virtual Travel,"This looks amazing I see double vr headset, I can't really it. So sad. Is compatible S8+ yet?",Positive,0.03333333333333336,0.6333333333333333
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,I downloaded 7 things ....after watching two things maps wiped automatically,Neutral,0.0,0.0
+Ascape VR: 360° Virtual Travel,I able tour Location I tried many times Download stated,Positive,0.5,0.5625
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,It's ok every time try choose something says stopped.,Positive,0.5,0.5
+Ascape VR: 360° Virtual Travel,Its good ive read I tried liked I problem first developers fixed,Positive,0.4125,0.48333333333333334
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,"Gimmick. The free tours nothing adverts thomas cook etc. The paid tours are, well, adverts thomas cook etc. Besides buggy downloaded tours disappear.",Positive,0.4,0.8
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,I love idea every time I different landscape screen turns black. Please fix,Positive,0.11111111111111112,0.5444444444444444
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,Very great app. But I like lenghty video.,Positive,1.0,0.9750000000000001
+Ascape VR: 360° Virtual Travel,"Great firstly, lag really cool. Although, location, close finishes, never load clear data reload it.",Positive,0.375,0.5291666666666667
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,"Great alternative people like want tour world money. You helping , touring world virtually at least. Heartfelt thanks.",Positive,0.175,0.5875
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,Cant trips. The button nothing,Neutral,0.0,0.0
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,Dude I even anyone I HAD WIFI!!! IT SUCKS,Negative,-0.3,0.3
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,Not sure none links work..i even paid anything I download.,Negative,-0.25,0.8888888888888888
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,Not able nothing works,Negative,-0.25,0.625
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,I wish didnt cost money,Neutral,0.0,0.0
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Ascape VR: 360° Virtual Travel,Download buttons work properly Poor,Negative,-0.4,0.6
+Ascape VR: 360° Virtual Travel,nan,nan,nan,nan
+Asphalt 8: Airborne,"The graphics good gameplay also good matter stupid game lags much. It's slow. Why smooth, like requirements?. You stated requirements info card herebin playstore. Also phone 4GB ram. What ... Full Review",Positive,0.09285714285714285,0.5785714285714285
+Asphalt 8: Airborne,"As used games, easy learn, fun perfect hard master. Hours gameplay plenty challenges daily events add variety basic gameplay. Game progression slow sometimes grinding credits, race enjoyable none less. The game masterpiece I highly recommend anyone likes racing games even don't.",Positive,0.06958333333333332,0.4255555555555555
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"This game speechless many reasons say that. First, graphics, graphics breathtakingly beautiful isnt game better graphics. Second, performance, sure, lag thats normal! Other that, performance legendary, least me. Third, challenge. Hey, tough game, like it. Sure, game incredibly pay-to-win, dont really care! Overall, bit flaws best games ever played! Thank Gameloft, outstanding work!",Positive,0.21130050505050504,0.5111111111111112
+Asphalt 8: Airborne,"Great game buggy hell. Latest bugs involve server access issues major components game randomly function, sometimes days time. They issue patches, wait weeks next major update hope fixes bugs. It usually does, get new bugs. Very frustrating.",Negative,-0.046239669421487606,0.5140495867768594
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"I like it, thing bothers me, lied! If dont know look screenshots game, said 350+ million downloads, look many people actually it, 100 million, bad thing I like lied.",Negative,-0.14999999999999997,0.41666666666666663
+Asphalt 8: Airborne,"This game best games ever played times ive played sometimes forget it... problem, whenever get close crash orange box road pass thingy dunno called would prboly helped knew whenever crash it, crashes game.... sometimes hit ramp normal happens fast vehicls ramp decides make barral roll slow wich makes crash im also happens pretty commonly.",Positive,0.025,0.53125
+Asphalt 8: Airborne,Hi Gameloft Asphalt 8 Nice game But I've got suggestion you. Please add extra button asphalt 8 tap steer controls first uses nitro brake.. That make hard sharp turns much possible without losing much speed... Or may add buttons customization lap buttons selves...,Positive,0.02916666666666666,0.540625
+Asphalt 8: Airborne,"This game much addictive there's issue area 51 track. Whenever trying clear stage, freeze midway gets forced close. Not sure whats issue much annoying. Giving 1 star coz last 1 week I facing issue.",Negative,-0.23571428571428574,0.5341269841269841
+Asphalt 8: Airborne,"The game well designed graphics high speed game play control. It runs smoothly, high Configuration mobile device. One disgusting thing game can't play multiplayer mode mobile data connection. It needs Wi-Fi connection connect game server. Developers fix problem make better.",Negative,-0.22249999999999998,0.5225
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,Expensive. Expensive. Expensive. The prices credits change tuning?? The cars always underpowered. You never enough cash. Youre always playing game never get anything great. The credits get peanuts. daily events rigged extent control super car. Ive game since came out. Thought great.....I un install it.,Negative,-0.12962962962962962,0.5351851851851852
+Asphalt 8: Airborne,I played game back 2013 first came out. It good simple boring. It got deleted I phone I played dad's phone. So I redownloaded month ago I hate gameloft. Tokens? Blueprints? Some cars multiplying prices? I hope guy think asphalt 9.,Negative,-0.17857142857142858,0.5129251700680272
+Asphalt 8: Airborne,What happened game? Why I need keep game always open resource files? minimized downloads? frustrations. find progress linked Google account. shame Gameloft. terrible.,Negative,-0.45,0.575
+Asphalt 8: Airborne,Blueprint collection removed. It's annoying can't get blueprint car bike without spending coins win difficult events. I would suggest keep buying vehicles coins tokens.,Negative,-0.16666666666666666,0.7666666666666666
+Asphalt 8: Airborne,"Used good, still like it. But cars' prices gone makes hard play. You earn small amount game money race cars lot expensive. The balance gone. This ridiculous",Negative,-0.17916666666666667,0.6069444444444444
+Asphalt 8: Airborne,I loved game since New Heavy Update. The game lots lags & stops main menu. I think developers add lots elements game Xperia XZ Premium can't handle heavy elements game. Plz fix soon.,Negative,-0.1107744107744108,0.46531986531986536
+Asphalt 8: Airborne,"I happy this. You guys updated often I longer new update, play longer. I gonna uninstall I loved playing. I Sony Xperia Z2 plus 32gig memory card still game gone literally 3GB far big developers. Not happy",Positive,0.13376623376623378,0.6792207792207793
+Asphalt 8: Airborne,"!!!Dont waste time! Failed Samsung flagship phone galaxy s8, Installed ,shows rotating circle internet download, keeps rotates forever proper progress indication; finally shows failed download. Stupid game developers. Go NFS working good.",Negative,-0.21874999999999997,0.4625
+Asphalt 8: Airborne,"I started playing game since 2016. Very addictive. 3 days now, problem I encountered playing multiplayer race requires 8 players. And would start unless 8 players complete. Players lose patience waiting 8 join. Can fix problem? Eversince problem I've encountered, would take 5mins play game. Only claiming daily rewards.",Negative,-0.11666666666666668,0.5333333333333333
+Asphalt 8: Airborne,"After latest upgrade, shows black screen game runs. Even tracks visible. I using Samsung Note 2, crappy mobile. Please get game fixed ASAP.",Negative,-0.07333333333333333,0.4666666666666667
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"I 5 cards Ktm I got another one, I still five cards?? This game lot bugs. I hope guys rectify problems.",Negative,-0.4,0.4
+Asphalt 8: Airborne,"Amazing graphics, easy control, I play game everyday. Very addictive. The part I like fact credit cars token cars, that, game best. Easy 5 stars!",Positive,0.19687500000000002,0.6583333333333333
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"The game event allow sign up, I enter age gener stuck. Waste time trying start since support found",Negative,-0.30000000000000004,0.2
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,I started play game since 2013 iPad 3 back I amazed improvement Asphalt 7 Asphalt 8 huge since then. I continue play game almost every aspect great aside game got P2W overtime. It's great play singleplayer amount ads annoying...,Neutral,0.0,0.5625
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"Very disappointed. I loving play game, couple days ago, I uninstalled reason upon reinstalling I get account back progress, progress excluding tokens lost. I highly disappointed shocked. Any help highly appreciated",Negative,-0.28928571428571426,0.5678571428571428
+Asphalt 8: Airborne,"It's great game. It really is. However, bunch problems still there, issue I found claims I redeemed prize, I got nothing it. It screwed time, effort, lot in-game resources.",Positive,0.20000000000000004,0.44999999999999996
+Asphalt 8: Airborne,Servers nearly always renders game pretty useless. Definitely WiFi I've got good fibre. Seems like nudging people purpose asphalt 9. Shameful.,Positive,0.024999999999999984,0.5166666666666667
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"The overall gameplay good every race I back scary smoking commercial. I even smoke! Go back way before, ads. Speaking things I liked better older, annoying I stage separately rest game. Why can't I play offline later?",Positive,0.02222222222222221,0.3777777777777778
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"Now days, see new game asphalt 9. Actually need new game. If want new graphic keep player inside game, need upgrade everything asphalt 8. But I see want reset player account want player spent time new game want earn much money.",Negative,-0.07954545454545457,0.35151515151515156
+Asphalt 8: Airborne,"I've played game good game overall. But I can't play it, expecting basically delete everything phone play it. And I deleted stuff, number megabytes I delete literally increased! Besides, could game need THAT much room play it? There way I'm gonna delete pictures stuff phone this. Your game takes 3 GB, storage taken phone 1.2 GB. So even I delete everything phone, I still enough space. Pathetic.",Negative,-0.1888888888888889,0.43333333333333335
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"With bit patience comes saving credits, best racing game around store. Great soundtrack, too. Minus star many advertisements glitchy multiplayer mode recent updates.",Positive,0.3,0.3833333333333333
+Asphalt 8: Airborne,Good basic game stunningly bad interface. The UI seems designed make accidentally buy things. Some races take 25 button presses start. Race info displayed bold text blocking view track racing. It's like dev team never played game,Negative,-0.07777777777777777,0.4763888888888888
+Asphalt 8: Airborne,"Super boring game. The game play super fun, farm races unlock anything, s*cks. The graphics good, game runs bad. A Snapdragon 835 lags even low settings. My phone run almost everything 60fps locked. Except game.",Negative,-0.14848484848484847,0.5181818181818182
+Asphalt 8: Airborne,No good recently. We used able free slot selling cards force us fuse cannot free slot. Cannot give 5 star unless problem solved,Positive,0.19,0.615
+Asphalt 8: Airborne,An absolutely stunning game every sense. Cant put down. Only criticism fto pay lot money progress well....otherwise building credit takes long!,Negative,-0.02361111111111112,0.6177777777777778
+Asphalt 8: Airborne,The BEST DRIVING GAME YOU CAN GET ON YOUR PHONE!! Absolutely love It. And can't connect multilayer DNS Changer run that.,Positive,0.2916666666666667,0.4333333333333333
+Asphalt 8: Airborne,"Fake , cheaters... You show exact size game... When it, shows 1.5 gb data game..... Please show te exact size game play store",Negative,-0.20000000000000004,0.44999999999999996
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,The game gone good worst. I sure Gameloft updates. The multiplier game room initiating all. People waiting many 5-10 mins leaving room frustration. Gameloft ! Do something it.,Positive,0.004166666666666652,0.6314814814814814
+Asphalt 8: Airborne,"Brilliant. I need NFS more. This racing gamer's heaven. Ads working properly though... I wanted say 2 days back I suddenly got banned NO REASON whatoever. I even spent bucks this. If reversed real fast, I'd switch back NFS all.",Positive,0.19999999999999998,0.3875
+Asphalt 8: Airborne,"Nice game...was nice.You play suddenly lost points, every f... week. Cheating. Multiplayer- race car class B versus class A? Technical support never, never help you.",Positive,0.19999999999999998,0.5333333333333333
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"This could 5 star app. It's got totally awesome graphics, plenty cool tracks, cars & sport bikes. The problems VERY lagy & slow. This freezes often. Running updates takes forever. The controls need better. Controlling vehicles pain time. This game frustrating. I'm hoping improvements...",Positive,0.13571428571428573,0.5928571428571429
+Asphalt 8: Airborne,"This game awesome, challenging, fun, addictive. I keep coming back more. However, please reduce amount space takes up, since I much space phone get this, game I installed. Otherwise good game.",Positive,0.18181818181818185,0.5090909090909093
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"What happened games games? This POS plays ads like every 30s, catered letting advance spending actual money feel everywhere game want spend absurd amount money. What happened good old age gaming, paid received full product forced funnel whole salary? Mobile games games! They're big cash grab greedy companies! Get PC stay away mobile games especially",Positive,0.019999999999999987,0.45500000000000007
+Asphalt 8: Airborne,"Like everything game!... costumer care helpful all!..... I played McLaren x2 event finished 8 finals races reason showing 7/8 races instead 8/8 I decided take screenshots 8 races sure enough, end event I get car couple emails costumer care said according database I finished 6 races even though I sent 8 screenshots McLaren x2 races showing I finish races!....... really great racing game like I said, I really problem!.....costumer care helpful!.... I've playing game three years without problem now!",Positive,0.003571428571428575,0.5055555555555555
+Asphalt 8: Airborne,"The game keep loading loading, happen age verification screen I already waited almost 2 hour, I tried everything (find good connection, try re-download game, etc) still happening, please something",Negative,-0.03333333333333336,0.4666666666666666
+Asphalt 8: Airborne,Dropped rating 5 star 3. The last update destroyed game. Multiplayer races starting 5 20 secs late. Rose desert track lags way much. Fix soon.,Positive,0.016666666666666673,0.38611111111111107
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"Dear Gameloft, worrying introduce serious bug(multiplayer delay) day can't even fix 4 months. I spent lot money support game, bought good cars play multiplayer. But wasted now. I missed many token cars I could win multiplayer champion league. You disappointing. I regret spent much time, money efforts game. I quit game get life. Lesson learnt though, future, I careful game developer I pick games from. It certainly you.",Negative,-0.0386904761904762,0.4101934523809524
+Asphalt 8: Airborne,This gotten boring.You spend much money credit card coins purchase nothing good. Time add spice.No money. Fifa 2018 gave sweet incentives. Time airborne same. Money power,Positive,0.3125,0.39375000000000004
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"Worst game ever multi-player connecting called server, cannot apply pro kit upgrades due synchronization error, cannot play daily challenges cannot get server, cannot claim prizes races won. Totally useless game.",Negative,-0.4041666666666666,0.3958333333333333
+Asphalt 8: Airborne,"Uhhhh... I like game graphics... But still thing I like.. It's nitro duration.. I think game play would interesting nitro duration half current duration, cuz, y'know, WHOLE races activated nitro isb't cool (as me) ... But consequence time time-attack races events..",Positive,0.011904761904761902,0.41666666666666663
+Asphalt 8: Airborne,"ADS, ADS, ADS.. Since previous update full constant video ads. This massively drains battery. Also designed make spend tokens, especially within R&D series run tires, 150 token refill button right size continue normally would be. I lost 300 already mistake way. This makes long wait get decent token car. Unless purchase tokens real money.",Positive,0.09357142857142857,0.5602380952380953
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,The game superb I know cheat what. Other player's car multiplayer gets teleported front you. I also gone past number 1 player short see player multiplayer teleported well front you.,Positive,0.045,0.46499999999999997
+Asphalt 8: Airborne,I want give kick gameloft. Players hacking speed MP nothing. I hate game.,Negative,-0.6000000000000001,0.65
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"Great controls, graphics, customization. The ads kinda stink surprising free game.",Positive,0.375,0.6124999999999999
+Asphalt 8: Airborne,"Everything's great get racing part, fix drift handling. It gets glitchy sometimes can't drift and/or keep turning evem though nothing pressed.",Positive,0.8,0.75
+Asphalt 8: Airborne,"Wastage time , takes many hours download. The worst game ever played also boring.",Negative,-0.475,0.725
+Asphalt 8: Airborne,"So I really love playing chromebook. It works arrow keys spacebar actually fun. However, I can't figure controls motorcycles I think I'm missing controls cars I've played without. So it'd super cool tutorial controls available launching game. OR least quick screen shows are.",Positive,0.14629629629629626,0.4296296296296296
+Asphalt 8: Airborne,Having issues . Always updating I can't even open it. Tells I need latest update I brings back,Positive,0.16666666666666666,0.4666666666666666
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"I good reason hate game. Everytime I tried play multiplayer race, shows cannot connect server. Got angry upon this. Garena free fire never shown word. But proper multiplayer servers. Gameloft I thought king Android. But worst Android",Negative,-0.2285714285714286,0.6857142857142858
+Asphalt 8: Airborne,I love game I HATE constant HEAVY updates. I data update ONE app. 1.2gb update people's data budget month.,Negative,-0.18000000000000002,0.5466666666666666
+Asphalt 8: Airborne,"This high quality ,fun, addiction app! I mean graphic unbelievable honestly I can't believe actually free! And little adds, mention fact spend dime still enjoyable gaming experience! I never review I one.",Positive,0.16777777777777778,0.6252777777777777
+Asphalt 8: Airborne,"Requires downloading data every update.... Leaving everything awesome, recently unable start multiplayer games... Don't know what's wrong.. . It join room showing different reasons time.",Neutral,0.0,0.75
+Asphalt 8: Airborne,"Iam found problem multiplayer mode joining room players vote player still receiving data .i waited hour response The players names abhay.k,djmin.., victor.A,so many",Positive,0.5,0.5
+Asphalt 8: Airborne,"If I can't able install installation update.. play it.. pathetic 1.5gb data.. Last 10 mbs can't b downloaded..and hate annoying update video.. b simple file, stupid video update fail, video pathetic problem.. uninstalling",Negative,-0.48888888888888893,0.6832010582010581
+Asphalt 8: Airborne,"Dear sir, I made purchase ignition car pack rupees 159 I able see cars cars list. Please help out. Or please make refund.",Positive,0.5,0.625
+Asphalt 8: Airborne,Game size 2 GB more.. Unexpected control . Everything wrong game.. I play gear club 2: It's better asphalt,Negative,-0.03333333333333335,0.6166666666666666
+Asphalt 8: Airborne,"Simply superb game must qualities asphalt 8 airborne . It surely updateble version like 7 so, satisfied events nd entertainment inbuilt game asphalt game lovers definitely nd surely satisfied asphalt games best games",Positive,0.28750000000000003,0.673611111111111
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,"Good game. Good visuals. Can't progress game without actually putting money it. Simple straight. Free play, pay progress. Pay buy good cars. And difficult contact support team.",Positive,0.13999999999999996,0.5257142857142858
+Asphalt 8: Airborne,"Great game usually, multiplayer start games Bloom season currently 10th July 2018 Good gameplay, good multiplayer... A many AP's easy enough resist them.",Positive,0.2759259259259259,0.537037037037037
+Asphalt 8: Airborne,"This game best car racing game, This game requires olny car purchase, u win game low run collected, achieve best power car & u power car, u can't win race",Positive,0.2222222222222222,0.3666666666666666
+Asphalt 8: Airborne,"I installed Asphalt 8 phone Gameloft aborted career laptop I sign year (that's ridiculous said detected suspicious activity account! I make effort recover either). Naturally, buttoned controls laptop far easier operate, I think 'smart-phone users' easily adapt touch controls. And far gameplay concerned, I compromise. It's equally immersive laptops phones. I complains except fact needs content every time I game mode downloading first time. Each time equally huge. But overall, game full options, cool cars stunning locations, I promise let anyone he/she downloads jumbo 1.6 - 2.0 gigabytes even go. [I would recommend fast device game known eating considerable amount RAM].",Positive,0.07450980392156863,0.5980392156862746
+Asphalt 8: Airborne,"Great game, until randomly locked left turn middle race. Then crashed. Great game, please fix bug, happened windows version.",Positive,0.042857142857142864,0.39999999999999997
+Asphalt 8: Airborne,I can't seem continue progress new phone.I old samsung I bought another phone different brand tried continue said similar phones continue I bought new Samsung restore purchases button work come on!,Positive,0.08136363636363636,0.42181818181818176
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,nan,nan,nan,nan
+Asphalt 8: Airborne,I cannot play...... I know why.... I downloaded asking age gander I fill I press accept button working,Neutral,0.0,0.0
+Associated Credit Union Mobile,"Overall bad. Main downfall bill pay. Not pending balance, randomly clears several days later - must rely memory much when/if cleared vs removing overall balance submitted. We rely ""quick check apps"". This that.",Negative,-0.05555555555555555,0.24444444444444446
+Associated Credit Union Mobile,"The Mobile Check Deposit feature habit changing captured image transmission. Multiple times pictures I've captured sent perfect, I've looked History section check picture, I've discovered part check cut off. Frustrating!!!",Positive,0.07291666666666667,0.6333333333333333
+Associated Credit Union Mobile,"I thing thing only, manage money. Haven't explored options I really need money management. Works exceptionally well extremely easy use. GREAT APP!!!",Positive,0.45999999999999996,0.7566666666666667
+Associated Credit Union Mobile,"The issue I've credit card balance update several days I make transaction. Personally I would like able pay quickly possible even little day later. Apart that, I've real issues exactly I need.",Positive,0.0953125,0.37187499999999996
+Associated Credit Union Mobile,"This bank charging bogus nsf fees, I going leave pay back",Neutral,0.0,0.0
+Associated Credit Union Mobile,It would great able look accounts. Even loans pin instead type whole password down.,Positive,0.3361111111111111,0.5159722222222222
+Associated Credit Union Mobile,Great app. Very easy use.,Positive,0.6816666666666666,0.875
+Associated Credit Union Mobile,Great app! So easy keep account.,Positive,0.7166666666666667,0.7916666666666667
+Associated Credit Union Mobile,"Very efficient, players bills timely manner. Have issues it.",Positive,0.2,0.3
+Associated Credit Union Mobile,Love I mobile deposits especially since branches close me.,Positive,0.25,0.8
+Associated Credit Union Mobile,Does everything I need well.,Neutral,0.0,0.0
+Associated Credit Union Mobile,All I say 70 year old lady...easy peasy. Love it.,Positive,0.3,0.4
+Associated Credit Union Mobile,It's good app.,Positive,0.7,0.6000000000000001
+Associated Credit Union Mobile,Very convenient. Never issues logging in.,Positive,0.2,0.3
+Associated Credit Union Mobile,Works well.,Neutral,0.0,0.0
+Associated Credit Union Mobile,I like it.,Neutral,0.0,0.0
+Associated Credit Union Mobile,ez problems far,Positive,0.1,1.0
+Associated Credit Union Mobile,Easy use. Quick access info,Positive,0.3833333333333333,0.6666666666666667
+Associated Credit Union Mobile,nan,nan,nan,nan
+Associated Credit Union Mobile,Convenient fast easy love !,Positive,0.41944444444444445,0.6777777777777777
+Associated Credit Union Mobile,Love check deposit feature!,Positive,0.625,0.6
+Associated Credit Union Mobile,nan,nan,nan,nan
+Associated Credit Union Mobile,Love convenience mobile app.,Positive,0.5,0.6
+Associated Credit Union Mobile,"Great App, easy",Positive,0.6166666666666667,0.7916666666666667
+Associated Credit Union Mobile,Love convenience,Positive,0.5,0.6
+Associated Credit Union Mobile,Awesome easy,Positive,0.7166666666666667,0.9166666666666667
+Associated Credit Union Mobile,Great app!,Positive,1.0,0.75
+Associated Credit Union Mobile,nan,nan,nan,nan
+Associated Credit Union Mobile,nan,nan,nan,nan
+Associated Credit Union Mobile,Very convenient,Positive,0.2,0.3
+Associated Credit Union Mobile,"The good. It would better joint account holders able see manage joint account, instead primary. Additionally, would extremely convenient got notifications large transactions immediately (or least reasonable amount time) instead ... Full Review",Positive,0.27103174603174607,0.5781746031746031
+Associated Credit Union Mobile,"This great app, thing I wish make payment I would love go straight thru day, instead waiting week, awesome.",Positive,0.625,0.6875
+Associated Credit Union Mobile,It's great majority time. Often makes enter password vs. finger scan. I login + reset finger scan least month .like alerts + ease use.,Positive,0.25,0.575
+Associated Credit Union Mobile,Easy navigate!! The bill pay feature needs updated. It update balance immediately payment submitted.,Positive,0.6770833333333335,0.8333333333333334
+Associated Credit Union Mobile,"I like it. Organized, efficient part. If possible, notified earlier large transactions/ withdrawals would great.",Positive,0.25357142857142856,0.6696428571428572
+Associated Credit Union Mobile,"While needs functionality bill pay screen, still good banking accounts.",Positive,0.7,0.6000000000000001
+Associated Credit Union Mobile,nan,nan,nan,nan
+Associated Credit Union Mobile,I love fact I make car payment hand. What great bank.,Positive,0.65,0.675
+Associated Credit Union Mobile,Very good dependable works mostly time I always check balances.,Positive,0.705,0.6400000000000001
+Associated Credit Union Mobile,Easy everything I need to. No trips bank deposit check.,Positive,0.43333333333333335,0.8333333333333334
+Asteroids 3D live wallpaper,Like ti,Neutral,0.0,0.0
+Asteroids 3D live wallpaper,"This brilliant. I've using several years always green nebula wallpaper. Not sure new I've missed today I saw blue nebula live wallpaper really nice I've switched now. All free, else could ask for. Doesn't drain battery much either. Worth guys.",Positive,0.20206611570247934,0.4857667584940312
+Asteroids 3D live wallpaper,It's totally cool. I like 3D effects. The gyroscope adds fun like really person.,Positive,0.28333333333333327,0.35000000000000003
+Asteroids 3D live wallpaper,Fantastic!,Positive,0.5,0.9
+Asteroids 3D live wallpaper,nan,nan,nan,nan
+Asteroids 3D live wallpaper,It perfect live wallpaper think drain battery drains like 3% every hour much confused viruses I got single virus I even scanned buyers check give phone virus,Positive,0.1662337662337662,0.6035714285714286
+Asteroids 3D live wallpaper,nan,nan,nan,nan
+Asteroids 3D live wallpaper,Bull. It closes soon get gallery. There's nothing nice,Positive,0.6,1.0
+Asteroids 3D live wallpaper,nan,nan,nan,nan
+Asteroids 3D live wallpaper,"Cool realistic looking moving space scenes. With planets asteroids, stars. Different scenes chooses from. Interesting factoids info cosmological bodies. Customizable.",Positive,0.25416666666666665,0.5208333333333334
+Asteroids 3D live wallpaper,This useless.. launched loads forever...when done loading tells stopped,Negative,-0.5,0.2
+Asteroids 3D live wallpaper,"Great app! Although, asteroids still really slow max.",Positive,0.35,0.575
+Asteroids 3D live wallpaper,nan,nan,nan,nan
+Asteroids 3D live wallpaper,Just crashes I try go settings...,Neutral,0.0,0.0
+Asteroids 3D live wallpaper,The best I got far...,Positive,0.55,0.65
+Asteroids 3D live wallpaper,well see showed friend was.........bad nope JK IT WAS AMAZING HE THOUGHT IT WAS REAL!!!,Positive,0.49531250000000004,0.6000000000000001
+Asteroids 3D live wallpaper,Beautiful all-around eye popping live wallpaper,Positive,0.3954545454545455,0.6333333333333333
+Asteroids 3D live wallpaper,I love actually works! It everything wanted live wallpaper app! 5 stars!,Positive,0.23768939393939392,0.39999999999999997
+Asteroids 3D live wallpaper,Plz add pics,Neutral,0.0,0.0
+Asteroids 3D live wallpaper,nan,nan,nan,nan
+Asteroids 3D live wallpaper,Beautiful animated wallpapers.,Positive,0.85,1.0
+Asteroids 3D live wallpaper,nan,nan,nan,nan
+Asteroids 3D live wallpaper,Really fab,Positive,0.2,0.2
+Asteroids 3D live wallpaper,They charge like 2 bucks it.its really cool,Positive,0.35,0.65
+Asteroids 3D live wallpaper,Lovin different backgrounds. Bad ass wallpaper!,Negative,-0.4374999999999999,0.6333333333333333
+Asteroids 3D live wallpaper,nan,nan,nan,nan
+Asteroids 3D live wallpaper,nan,nan,nan,nan
+Asteroids 3D live wallpaper,It sucks,Negative,-0.3,0.3
+Asteroids 3D live wallpaper,OK,Positive,0.5,0.5
+Asteroids 3D live wallpaper,Not good,Negative,-0.35,0.6000000000000001
+Asteroids 3D live wallpaper,So cool Thanks,Positive,0.275,0.42500000000000004
+Asteroids 3D live wallpaper,V.Bad Graphics,Neutral,0.0,0.0
+Asteroids 3D live wallpaper,Love layout look.,Positive,0.5,0.6
+Asteroids 3D live wallpaper,Excellent excellent awesome gooood like,Positive,1.0,1.0
+Asteroids 3D live wallpaper,It's cool!,Positive,0.4375,0.65
+Asteroids 3D live wallpaper,Automatically inactive,Neutral,0.0,0.0
+Asteroids 3D live wallpaper,nan,nan,nan,nan
+Asteroids 3D live wallpaper,Itsgood,Neutral,0.0,0.0
+Asteroids 3D live wallpaper,Really beautiful wallpapers.......... Lovely,Positive,0.675,0.875
+Asteroids 3D live wallpaper,Love it!,Positive,0.625,0.6
+Atlan3D Navigation: Korea navigator,Works well,Neutral,0.0,0.0
+Atlan3D Navigation: Korea navigator,I do not have a waypoint.,Neutral,0.0,0.0
+Atlan3D Navigation: Korea navigator,"Seemed like good worked day. The next day, navigation longer working. It always shows ""Routing limit exceeded."".",Positive,0.35,0.30000000000000004
+Atlan3D Navigation: Korea navigator,Please get rid of it in English and let me choose Korean. It has not been written since the update. It is a mess. Thank you very much for your hard work.,Negative,-0.051666666666666666,0.24416666666666664
+Atlan3D Navigation: Korea navigator,"I'm using an English phone, and I am using Hangul, and everything is changed to English while I am updating it. I also mixed before, but I hope I can change the language in the app .. I can not use it now ... Thank you",Neutral,0.0,0.08333333333333333
+Atlan3D Navigation: Korea navigator,"I have used it many times now because it is excellent in Xian. The first time I used it, the arrival time was one hour, and I was pissed off ... It is the way from Yongin to Yeouido ...",Positive,0.5833333333333334,0.611111111111111
+Atlan3D Navigation: Korea navigator,"I was worried about opening windows because of fine dust during driving, but it is too easy to display on the navigation screen. 3D maps are much more intuitive than 2D. But in the background, when you touch the mini guide, you should not go directly to the app and you have to hold it.",Positive,0.36250000000000004,0.5583333333333333
+Atlan3D Navigation: Korea navigator,"Map download function that worked normally until last time (3.4.032) It does not work after this update It does not work,",Positive,0.075,0.3583333333333333
+Atlan3D Navigation: Korea navigator,It is good to be able to choose the voice guidance by the street.,Positive,0.6,0.6125
+Atlan3D Navigation: Korea navigator,good driving korea thanks,Positive,0.44999999999999996,0.4
+Atlan3D Navigation: Korea navigator,Good quality,Positive,0.7,0.6000000000000001
+Atlan3D Navigation: Korea navigator,nan,nan,nan,nan
+Atlan3D Navigation: Korea navigator,Perfect navigation,Positive,1.0,1.0
+Atlan3D Navigation: Korea navigator,Best,Positive,1.0,0.3
+Atlan3D Navigation: Korea navigator,nan,nan,nan,nan
+Atlan3D Navigation: Korea navigator,"Suddenly, I can not get GPS. I am writing because it is the strongest of the real-time fast road. After the update, the GPS is fixed near the active station. However, the current location is good for other map applications. How can it not be solved? The model I'm wearing is Lenovo Vibe Shot.",Positive,0.10520833333333333,0.45937500000000003
+Atlan3D Navigation: Korea navigator,I received a familiar Atlnap app because of the sudden breakdown of Find Live Navi.,Positive,0.17045454545454544,0.5
+Atlan3D Navigation: Korea navigator,nan,nan,nan,nan
+Atlan3D Navigation: Korea navigator,nan,nan,nan,nan
+Atlan3D Navigation: Korea navigator,Hi Best,Positive,1.0,0.3
+Atlan3D Navigation: Korea navigator,"Fixed to Atlanta 1 year oleenbi & gt; Naver Navigation & gt; I moved to Atlantic Navigator. The advantage of the old Ole Nevi is that it has the best gas station in the route and it was good but it disappeared and Naver was still uneasy about visibility and guidance except the web link function. At this time, the Atlantean UI has been changed, so it is more visibility and I do not regret using it fixedly. NAVIGATION GUIDE NAVIGATION FOR VEHICLE NAVIGATION is satisfactory. Thank you for a more stable update.",Positive,0.42857142857142855,0.35714285714285715
+Atlan3D Navigation: Korea navigator,"Easy and practical navigation! The interface is neat, so it is easy and easy to use the navigation for people who use the sound insulation ~ And downloading the map in advance to reduce the data is also very attractive! But sometimes I do not know if it's only on my cell that the GPS is getting late or the route modification is late. It was near Namyangju, Toegyewon, and there was a slight buzz. The model is Galaxy Alpha. I do not know if it is a problem with my phone. Thank you ~",Positive,0.21416666666666676,0.6666666666666667
+Atlan3D Navigation: Korea navigator,Recommandable navigation Recommended navigation,Neutral,0.0,0.0
+Atlan3D Navigation: Korea navigator,It's all broken up ...,Negative,-0.4,0.4
+Atlan3D Navigation: Korea navigator,I like the gel navi ~ ♥,Positive,1.0,1.0
+Atlan3D Navigation: Korea navigator,"It's nice because I do not have any ads. If possible, if you have received the map in advance, you should be able to use it even if there is no network connection.",Positive,0.3666666666666667,0.875
+Atlan3D Navigation: Korea navigator,"It is very good. I wonder why you distribute such a good program free of charge ... !!! Where does the revenue come from? I feel free to write a free program that I will use for a fee, and I have a curious question about it!",Positive,0.43803571428571425,0.7542857142857143
+Atlan3D Navigation: Korea navigator,It turns off immediately when it is opened very suddenly. Please correct me.,Neutral,0.0,0.65
+Atlan3D Navigation: Korea navigator,Status bar Hide function ??? I would like to use the status bar hidden in full screen.,Positive,0.09166666666666666,0.44166666666666665
+Atlan3D Navigation: Korea navigator,Improvements Overall good. Current speed information far small. And needs larger visual sign approaching speed camera.,Positive,0.06874999999999999,0.3625
+Atlan3D Navigation: Korea navigator,Name can not be displayed The name of the building can not be displayed. I can not see the range. g4,Neutral,0.0,0.0
+Atlan3D Navigation: Korea navigator,Uses alot Data,Neutral,0.0,0.0
+Atlan3D Navigation: Korea navigator,How change English?,Neutral,0.0,0.0
+Atlan3D Navigation: Korea navigator,Socks.,Neutral,0.0,0.0
+Atlan3D Navigation: Korea navigator,You ....,Neutral,0.0,0.0
+Atlan3D Navigation: Korea navigator,love,Positive,0.5,0.6
+Atlan3D Navigation: Korea navigator,"Good !! The design is also nice and clean. Sometimes I do not catch my position very well ... but there are no ads, it's free, convenient and good.",Positive,0.5444444444444444,0.6666666666666666
+Atlan3D Navigation: Korea navigator,"Thank you. I am writing very well, but I am very sorry for the start screen. I would like a nice title screen suitable for the device. And if full-screen mode for tablet models is also supported, there's nothing to worry about",Positive,0.175,0.7625
+Atlan3D Navigation: Korea navigator,Zoshi Singing Vixen,Neutral,0.0,0.0
+Atlan3D Navigation: Korea navigator,ui is better than other Nevi apps. It is very familiar with the sound of a long time using the navigation system dedicated to navigation.,Positive,0.24250000000000002,0.46499999999999997
+AutoCAD - DWG Viewer & Editor,Im trying design electrical schematics purpose I would require customs models I could create import. I would purchase subscription ability create import custom sub-models we're added. I sincerely begging feature added program currently robust capability design.,Positive,0.25,0.45
+AutoCAD - DWG Viewer & Editor,I expected much stronger good editing creating new documents mostly ok viewing cad phone marking. Honesty I dont find proper premium subscription. The crushes multiple time mostly close document suddenly saving marks left buy. Although I know cooperating CAD like software phone difficult still expected stronger pay for. Might heavier size stronger may using miti gesture inputs creating circle editing angles somthing like that. I surely subscribe atleast stop crushing.,Positive,0.15974025974025974,0.4602453102453103
+AutoCAD - DWG Viewer & Editor,This open dwg file mobile. Waste time,Negative,-0.1,0.25
+AutoCAD - DWG Viewer & Editor,"Sir , please update open file correctly, drawings data missing open AutoCAD mobile",Negative,-0.06666666666666667,0.35000000000000003
+AutoCAD - DWG Viewer & Editor,"Disappointing, I thought might level computer . But go far reach . Nothing think drawing draw precision . The original purpose designing software like autocad runs 64 bit machine help Engineering drawing . I want tell install planning mobile .",Negative,-0.041666666666666664,0.8166666666666668
+AutoCAD - DWG Viewer & Editor,"CAD SUCKS, MR REILLY FROM THE BOTTOM OF MY HEART, EAT MY ENTIRE A**!",Negative,-0.15,0.4625
+AutoCAD - DWG Viewer & Editor,Its need improvements,Neutral,0.0,0.0
+AutoCAD - DWG Viewer & Editor,It's totally b******!,Neutral,0.0,0.75
+AutoCAD - DWG Viewer & Editor,Goog,Neutral,0.0,0.0
+AutoCAD - DWG Viewer & Editor,Thanks,Positive,0.2,0.2
+AutoCAD - DWG Viewer & Editor,"How I create array? I trying draw star shape. It tedious copy, rotate move.",Negative,-0.5,1.0
+AutoCAD - DWG Viewer & Editor,"Long time receive OTP. It sucks, unable open due dis issue",Negative,-0.195,0.41500000000000004
+AutoCAD - DWG Viewer & Editor,This work high end phones. Simple phones like MI Redmi Note 4 can't run this. Simply crashes.,Positive,0.05333333333333334,0.4180952380952381
+AutoCAD - DWG Viewer & Editor,Sir Ye kB tk free trial hai ??,Positive,0.4,0.8
+AutoCAD - DWG Viewer & Editor,I paid monthly subscription unfortunately features allowed,Negative,-0.5,1.0
+AutoCAD - DWG Viewer & Editor,Can't create login account. Only waiting！,Neutral,0.0,1.0
+AutoCAD - DWG Viewer & Editor,nan,nan,nan,nan
+AutoCAD - DWG Viewer & Editor,Why excel sheet appear??,Neutral,0.0,0.0
+AutoCAD - DWG Viewer & Editor,Very useful,Positive,0.39,0.0
+AutoCAD - DWG Viewer & Editor,It sucks,Negative,-0.3,0.3
+AutoCAD - DWG Viewer & Editor,nan,nan,nan,nan
+AutoCAD - DWG Viewer & Editor,When free ?,Positive,0.4,0.8
+AutoCAD - DWG Viewer & Editor,This best,Positive,1.0,0.3
+AutoCAD - DWG Viewer & Editor,100%good,Neutral,0.0,0.0
+AutoCAD - DWG Viewer & Editor,Better learning,Positive,0.5,0.5
+AutoCAD - DWG Viewer & Editor,Good,Positive,0.7,0.6000000000000001
+AutoCAD - DWG Viewer & Editor,Excellent,Positive,1.0,1.0
+AutoCAD - DWG Viewer & Editor,"notification renewal - also cannot cancel ""inside app"". followed instruction cancel option tablet... day response time emailed them. seems questionable, easy :(",Negative,-0.2722222222222222,0.9444444444444445
+AutoCAD - DWG Viewer & Editor,"Not free all. 7 day trial pay, even want viewer.",Negative,-0.2,0.8
+AutoCAD - DWG Viewer & Editor,"Editing available subscription. I want basic create & edit simple 3D models using primitives. Google SketchUp great, available now, & seem work mobile. I thought AutoCAD might offer something comparable apparently not; It's go Pro go home. No free options 3D editing. :(",Positive,0.07812500000000003,0.5227678571428571
+AutoCAD - DWG Viewer & Editor,"This product falsely advertised free app, instead 7 day trial.",Negative,-2.7755575615628914e-17,0.7
+AutoCAD - DWG Viewer & Editor,Why complete editing tools like PC version? We need complete toolbars.,Positive,0.1,0.4
+AutoCAD - DWG Viewer & Editor,nan,nan,nan,nan
+AutoCAD - DWG Viewer & Editor,A nice app..... It many features.... Many commands... Etc.... Really best AutoCAD,Positive,0.65,0.575
+AutoCAD - DWG Viewer & Editor,"Hi, seems like export dwg file PDF. What I ?",Neutral,0.0,0.0
+AutoCAD - DWG Viewer & Editor,This AutoCAD good . But options missing measurement also working 0.00 working mm.,Positive,0.24999999999999997,0.32500000000000007
+AutoCAD - DWG Viewer & Editor,Not free. Just want viewer,Negative,-0.2,0.8
+AutoCAD - DWG Viewer & Editor,Does 3D one?,Neutral,0.0,0.0
+AutoCAD - DWG Viewer & Editor,nan,nan,nan,nan
+AutoCAD - DWG Viewer & Editor,Good.,Positive,0.7,0.6000000000000001
+AutoScout24 Switzerland – Find your new car,It suddenly started closing self! Autoscout24 keep stopping! Whats wrong app?! Im disappointed!,Negative,-0.5208333333333334,0.7166666666666667
+AutoScout24 Switzerland – Find your new car,Thank you good,Positive,0.7,0.6000000000000001
+AutoScout24 Switzerland – Find your new car,Excellent work guys,Positive,1.0,1.0
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Perfect,Positive,1.0,1.0
+AutoScout24 Switzerland – Find your new car,Great,Positive,0.8,0.75
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,"Is possible know whether advertised vehicle adjustable pneumatic suspension, like Audi A6 quattro?",Neutral,0.0,1.0
+AutoScout24 Switzerland – Find your new car,Card great!,Positive,1.0,0.75
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,"User friendly, bugs !",Positive,0.46875,0.5
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Okay,Positive,0.5,0.5
+AutoScout24 Switzerland – Find your new car,Very useful,Positive,0.39,0.0
+AutoScout24 Switzerland – Find your new car,Best,Positive,1.0,0.3
+AutoScout24 Switzerland – Find your new car,Good,Positive,0.7,0.6000000000000001
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,So fan,Neutral,0.0,0.0
+AutoScout24 Switzerland – Find your new car,I love,Positive,0.5,0.6
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,It's great find sports cars,Positive,0.8,0.75
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Thanks great app.,Positive,0.5,0.475
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Very stable,Positive,0.2,0.3
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Many vehicles in the catalog. Intuitive app,Positive,0.5,0.5
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Fast simply,Positive,0.1,0.47857142857142854
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Work expected,Negative,-0.1,0.4
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,"This informative professional site buying selling auto. I highly recommend site,it's best compared rest.",Positive,0.42,0.3133333333333333
+AutoScout24 Switzerland – Find your new car,"Why working? Im trying search car day back ,but keeps saying server connected???",Neutral,0.0,0.0
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,"has a very wide range of all brands, really great!",Positive,0.435,0.635
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Very but!,Positive,0.25,0.3
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Super looking,Positive,0.3333333333333333,0.6666666666666666
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Super,Positive,0.3333333333333333,0.6666666666666666
+AutoScout24 Switzerland – Find your new car,Good,Positive,0.7,0.6000000000000001
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,I like much. Easy lot filtering options get right results.,Positive,0.3595238095238095,0.6845238095238095
+AutoScout24 Switzerland – Find your new car,We need English Support :(,Negative,-0.375,0.5
+AutoScout24 Switzerland – Find your new car,"Very good app, easy filter right vehicle.",Positive,0.543015873015873,0.7163492063492064
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Super,Positive,0.3333333333333333,0.6666666666666666
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Super,Positive,0.3333333333333333,0.6666666666666666
+AutoScout24 Switzerland – Find your new car,"Great app, clear and easy to use. 3 star deduction, as the registration data are lost again and again (up to 2x per day) and must be entered again!",Positive,0.4805555555555556,0.6555555555555556
+AutoScout24 Switzerland – Find your new car,Filtering right practical v. Nice.,Positive,0.44285714285714284,0.7678571428571428
+AutoScout24 Switzerland – Find your new car,Mising english language,Neutral,0.0,0.0
+AutoScout24 Switzerland – Find your new car,"Performs well, nice filtering updates results found",Positive,0.6,1.0
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,nan,nan,nan,nan
+AutoScout24 Switzerland – Find your new car,Good Swiss,Positive,0.7,0.6000000000000001
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,Hi gandorters playing game within hour player asked old And kept insisting tell him. This game suitable 17 aged person! So get child game make shore watching play times tell personal info! And cloths inapropeit Other wise game good. Tank reading,Positive,0.018181818181818167,0.4659090909090909
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,Its good game would better could pet room could play eachother better clothes (including jackets could wear top tops.) Also general clothes arent good bit annoying says house fully customizable walls cant wallpaper on. One thing whats point kitchen appliances house already kitchen u cant edit all.,Positive,0.21874999999999997,0.5625
+Avakin Life - 3D virtual world,Awesome game realy love it. I would like u guys mayby added families kids. Also player editing like height. Last thing maybe add work. Maybe make prizess lower put daily coins. But overall love game. I way suggestions u guys want send email. Thx reading,Positive,0.15000000000000002,0.38333333333333336
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"I like added Fashion contests, they're always rigged! The ""Winners"" hardly ever actually dress fit theme. All throw fancy dress/suit costs 1999+ avacoins, wings, crown win. And happens every single contests, there's way get first unless go lower ranked contest.",Positive,0.18115079365079367,0.331547619047619
+Avakin Life - 3D virtual world,"You're given decent amount game money begin set apartment. After go work earn money buy like. The amount get paid amount everything costs ridiculous. They want way want pay real money purchase fake game money. I downloaded game enjoy designing houses spend time work, ""working"" try finally get enough buy item. This game sucks! The good thing I see program graphics/animations.",Negative,-0.1032051282051282,0.5743589743589743
+Avakin Life - 3D virtual world,"This good game. Love dress buuuut I little complaint. I like fact enter fashion contest however, every time I look results, someone almost nothing related theme always win. I think defeats purpose specific genres",Positive,0.1390625,0.403125
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"Loooooove game! I play time met many nice peoole (and weirros)The dances really nice everything mad expensive. Tapjoy little hoe bc doesnt work sometimes, fr. The game awesome. I love talking new ppl posing pictures. Plus, added music new social spots, love game even moreeee!",Positive,0.08623737373737375,0.605050505050505
+Avakin Life - 3D virtual world,"This much, game makes much cache end I get glitches friend list showing everyone offline I start I know friends still show lag lag lag. Fix it. Older version best.",Positive,0.24166666666666667,0.30833333333333335
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,It's really good ppl block u reason u gift account got suspended I make another one. I mean really good take much load hey I like new update cool u make jobs better bc I 1406 game 300 something Avacoins put butter animation like hugging kissing let put emojis that's cool otherwise I give 4 stars THANKS FOR THE GAME,Positive,0.18398760330578517,0.48564049586776875
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"Great game! It's awesome time killer talk people, I LOVE! My problem cooler, better content game SO EXPENSIVE. Other that, I would definitely recommend downloading Avakin Life!",Positive,0.15555555555555556,0.5805555555555555
+Avakin Life - 3D virtual world,"Great game. But I would like made easier us users get coins. Maybe im level 3, coins hard get without spending real world money.",Positive,0.07708333333333334,0.4979166666666666
+Avakin Life - 3D virtual world,Great game however I wish pets are not needy. I don't time come back every 3 hours. I feel day would better. Also wish easier way make coins. Maybe make fashion reward higher add unique jobs.,Positive,0.25416666666666665,0.525
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,Why Tapjoy work severs ? Everyone deserves Enjoy Tapjoy Same Way....Right? I want Have Fun Tapjoy feel depress avacoins dont show account! Please Fix Issue,Positive,0.15416666666666665,0.21458333333333332
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"Lockwood: please get update ASAP. Messages, invites, gifts friend requests broken AF. It takes minute people show online first launch, messages work. Invites send received along gifts friend requests. Thanks :)",Positive,0.1375,0.48333333333333334
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,This super fun! I like lot I suggest get it... boy worry boy avatars too. The thing I like ( ) hard get money.,Positive,0.13888888888888887,0.4694444444444444
+Avakin Life - 3D virtual world,"Can't open anything Egypt user. So get less half game nothing reasonable pay ripped watch adds ie pay crappy time ,and lots low LVL annoying peeps wanting buy things them. Don't fool play get rewards think it.",Negative,-0.1904761904761905,0.419047619047619
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"fun game play, try open it, doesnt load fully. goes 80% stops, time wasting, annoying. would appreciate would fixed.",Negative,-0.16000000000000003,0.44000000000000006
+Avakin Life - 3D virtual world,"The game super fun, able move wich made clear can't wich dumb. I would played game much could that.",Positive,0.032291666666666656,0.421875
+Avakin Life - 3D virtual world,I love fun get play friends make new friends. One thing dont like fake sites claiming give free accounts could please take,Positive,0.1672727272727273,0.610909090909091
+Avakin Life - 3D virtual world,"This gamd much fun Why hacked? Ive hacked like3, times pls set good secure avakin life. When enter game says connection avakin unavailable nd says check avakin life official leveled hardly would give up??i need acc back",Positive,0.11805555555555554,0.3902777777777777
+Avakin Life - 3D virtual world,"It's good game, loads do! Read review sayin someone asked someone's age, well tbh that's inappropriate ask someone's age I'm 16 13 y/o come me, no! I think game suitable age, 16 up! The controls bit difficult, I'm sure adapt :)",Positive,0.1232142857142857,0.7198412698412698
+Avakin Life - 3D virtual world,I loved it! But problems 1: Starters need least 2000 1900 money start get 1250 2: u need level 6 gift people. Why level 3 4? 3: starters rock roll twist ur face Which means shaking butt OVERALL game addicting cant stop playing it! Keep good work!,Positive,0.19,0.44000000000000006
+Avakin Life - 3D virtual world,"This best virtual life simulator ever suggestions also problems..my first suggestions 1. make workable places 2. adjust social spots little bit bigger problems 1. cant join friends,when try join them, ""The space trying join part limited experiment,it isnt currently available device/version"" phrase appear,can please explain happen? 2. cant sign google play account,when try connect say ""cant connect google play,please try later"" , another hours try still cant connect 3. linked facebook account dont anymore,now play new account.How unlink facebook old,unused account?",Positive,0.17341871091871092,0.2997113997113997
+Avakin Life - 3D virtual world,You're game worked great! For two hours! Now I can't even enter it! The loading screen loads way 80% stays please fix?,Positive,0.3,0.575
+Avakin Life - 3D virtual world,I love game... But many hackers lvl 17 account got hacked I even give stuff!!!!! Now I new main account backup account tho... So I good ☹,Positive,0.3505050505050505,0.48131313131313136
+Avakin Life - 3D virtual world,"The game concept good many interesting things inside limitations way many. 1.Visitor home few, 2. Notifications bug time. 3. No interactions simulation game?!. There leats basic like hugs holding hands things already exist many games.",Positive,0.17777777777777776,0.4027777777777778
+Avakin Life - 3D virtual world,I love game playing 9 months... problem I find really bothers game keeps crashing due network issues... also XL Bar allow enter. It says version device yet I fairly good device... updated newest version... please fix,Positive,0.07916666666666665,0.4291666666666667
+Avakin Life - 3D virtual world,"It's great game. I love clothes expensive. Look, would hoodie 399 avacoins? I know buildmachine items dont understand things expensive are. Other great game.",Positive,0.021875000000000006,0.5843750000000001
+Avakin Life - 3D virtual world,"love game recently tried tapjoy offers 48,000 coins. played game didnt get coins bit disappointing help? anways recomend game 5 stars",Negative,-0.17142857142857146,0.3928571428571428
+Avakin Life - 3D virtual world,"Nice graphics/animation purpose game sell virtual items players get much info friends possible. You walk/stand/sit around lot, nothing really except looking player's avatars apartments etc. Just like Second Life.",Positive,0.09999999999999999,0.4666666666666666
+Avakin Life - 3D virtual world,Its awesome I get much money offer wall I I never received money even gift sent says gif. I'm confused please help,Positive,0.26666666666666666,0.6333333333333333
+Avakin Life - 3D virtual world,"Really good, many nice people. Problem useres get arguments users. There also another problem: lots innapropriate contents users really bugs me. Over nice game, relaxing, good roleplaying making memes. Edit: Add daily rewards I dont coins xD Ty Lockwood",Positive,0.36249999999999993,0.5375000000000001
+Avakin Life - 3D virtual world,Like ur update job mini games inside helpful... But feeding pets gives xp need improvement that... And ihv 275 rs google reward always show wrong amount avakin payment. Doesn't allow yo make payment,Negative,-0.5,0.9
+Avakin Life - 3D virtual world,It's fun I think u guys something relationship like kissing hugging I would love also like roomate ur bf gf move please make this. Changes thanks everything ..,Positive,0.3333333333333333,0.3333333333333333
+Avakin Life - 3D virtual world,"overall good fun game play I like it. great time killer, kills batteries fast stupid iphone owners go XL places fair non iphone owners like opinion think every able to.",Positive,0.2222222222222222,0.5638888888888889
+Avakin Life - 3D virtual world,"Honestly, love game. So many people meet things get added daily. The clothes gorgeous, public places perfect hang take pictures in, apartments stunning. I recommend. Really worth try.",Positive,0.3444444444444444,0.5074074074074074
+Avakin Life - 3D virtual world,"The game pretty good. But lags lil bit. It great potential. Overall 3.5 /5 stars. The message loading slow, get messages restart.",Positive,0.15,0.5928571428571429
+Avakin Life - 3D virtual world,I really love avakin life theres bug thats really annoying. I dont get daily reward anymore. I give 5 starts gets fixed☺,Negative,-0.10000000000000002,0.5
+Avakin Life - 3D virtual world,I really like app. But there's thing I'm concerned with. There lots perverts app. Gross,Positive,0.1,0.1
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"Great graphics, Addictive,Maybe add moving pad can't press want go time cause people gets tired bored DAT plz add moving pad",Negative,-0.033333333333333326,0.8166666666666668
+Avakin Life - 3D virtual world,"I love game , really fun I love style character. The bad thing I'm used controls change joystick.",Positive,0.040000000000000015,0.4933333333333333
+Avakin Life - 3D virtual world,I loved game fun always surprise every time come game. Edit: I've read comments fix glitch u enter stops turn ur phone (not way off) 4 minutes loaded tapjoy glitch idk never happened report I've playing 10 months u need help game username MZ THANG131 msg,Negative,-0.040000000000000036,0.44000000000000006
+Avakin Life - 3D virtual world,It's really awesome jobs implemented money u get jobs increased. And items u get. Should also increased. Otherwise great game relaxing play friends.,Positive,0.4666666666666666,0.7166666666666667
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"It's really good problem lot children young people appropriate age game. By way, cool game",Positive,0.14166666666666664,0.49166666666666664
+Avakin Life - 3D virtual world,It's awesome game. The problem provide less money starters. Atleast give 1500 give 500 per day opening. Thank you!,Positive,0.13055555555555556,0.4888888888888889
+Avakin Life - 3D virtual world,"Every time I ""travel"" opens places choose stops work.. I close open let work sometimes work .. please fix",Neutral,0.0,0.5
+Avakin Life - 3D virtual world,Your game glitching alot lately. The friends online notification keeps popping non stop gets annoying. Invites scuffed. The mail scuffed. Fix issue. And also tapjoy scam get wanted. I payed real money get extra money game guess get all.,Negative,-0.2833333333333334,0.45
+Avakin Life - 3D virtual world,It's great game I problem It never loads anymore stays 10 80 I perfect WiFi plz fix bug !oh plz add cosmos zombie eyes back plz I camping well shop pizzazz add plz! And u make easy get avacoins cause happy work .,Positive,0.4388888888888889,0.6638888888888889
+Avakin Life - 3D virtual world,I love game. I play friend time. I get meet new Youtubers. But I cannot record anymore. And new recording thing work. But overall awesome!!!,Positive,0.22878787878787876,0.48484848484848486
+Avakin Life - 3D virtual world,"Great game. Absolutely love I'm addicted. Just gets boring ... I know social game ... Buy maybe interactions would suffice, like interactions Sims are.",Negative,-0.12380952380952381,0.5452380952380953
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,Ok people need know truth game. It kid friendly. My daughter playing kept get sexual role-play request people asking sc number. Both men women. All older her. Yes ik free game everyone.,Positive,0.1630952380952381,0.5380952380952382
+Avakin Life - 3D virtual world,I wish way yall control gets better. I didnt know son playing game hid phone waa sexual talk people domt approve son since 13 took phone grounded deleted want say people need watch talking talking wrong,Positive,0.024999999999999994,0.6583333333333333
+Avakin Life - 3D virtual world,language filter kiss ***. UI little frustrating deal with. wish furniture could bit interactive. pretty much makes game great community.,Positive,0.04374999999999999,0.625
+Avakin Life - 3D virtual world,"It's addicting, could user's 18, less annoying teenagers. Outfits cute, get mix match, several ways level up, earn avacoins, wish would let design clothing, I first build machine, I hoping I could decorate items, I built.",Negative,-0.043333333333333335,0.4600000000000001
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,I love game way many glitches. I decorated whole apartment deleted every single thing apartment I hit save,Positive,0.14571428571428574,0.4228571428571429
+Avakin Life - 3D virtual world,On game move around lots stuff sure might boring others lots think fun hope people enjoy,Negative,-0.040000000000000015,0.5977777777777777
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"I 1,020 coins I playing Egypt Adventure asked I wanted hit yes buy keys cause I 0 I hit CANCEL soon I hit CANCEL took money I worked I 520! That's I never play it. I hate game!!",Negative,-0.7125,0.65
+Avakin Life - 3D virtual world,"- really love , u also make a lot new friends got a lot people game love but. sudden stops 80% dont let get game",Positive,0.056060606060606054,0.49242424242424243
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"Good game, takes SO LONG get money first week joining. And everything super expensive I like 4 outfits (one season).",Positive,0.055555555555555546,0.5166666666666666
+Avakin Life - 3D virtual world,"great there's problem, IOS device Sunshine club XL Android device XL version. Does XL version available IOS device Android plz help I want XL version. Plus increase capacity social spots, always users.",Positive,0.4111111111111112,0.4055555555555555
+Avakin Life - 3D virtual world,"I'm really tired little punks that's teen age. I also think 13,14 15 year old playing this. The bullying really awful here. The reports go unnoticed. So many creepers disgusting.",Negative,-0.2734375,0.5625
+Avakin Life - 3D virtual world,Fun easy use. Lots friends. But avakin need money animation set I trouble tapjoy . guys lower price animation set?,Positive,0.1777777777777778,0.41111111111111115
+Avakin Life - 3D virtual world,"The game awesome. But day so, I decided play game. But surprise loaded till 80 stopped. Later I start I lost progress.",Positive,0.04999999999999999,0.44999999999999996
+Avakin Life - 3D virtual world,nan,nan,nan,nan
+Avakin Life - 3D virtual world,"This game addicting! It's fun! Some things little priced, worth it! I would totally recommend getting game. So awesome!",Positive,0.09464285714285714,0.4785714285714286
+Avakin Life - 3D virtual world,"This turned better I expected tbh I'm glad. I'm hooked I think I problem, though I'm sure I'm willing fix problem",Positive,0.32999999999999996,0.7077777777777777
+Avakin Life - 3D virtual world,I like apartments n stuffs minus players Many new players rude days Dev monitor new players please! Im starting hate game bcz im sick bullies mean people,Negative,-0.18199675324675324,0.5053733766233766
+Avakin Life - 3D virtual world,"Hey I've playing year half last year I took 2 months off. I missed sick spooky places wondering guys bring back Darkheart Castle Bundle, Ghost Ship more. By way I know devs LKWD used work PlayStation Home PS3 great game.",Positive,0.002721088435374156,0.39149659863945574
+Avakin Life - 3D virtual world,"Annoying loading. It stopped 80 percent, data high speed, somebody fix this!!",Negative,-0.275,0.72
+Avakin Life - 3D virtual world,Boring graphics great. Although I praise somewhat. It's like 2nd version IMVU except tiny bit better.,Positive,0.06000000000000001,0.55
+Aviary Effects: Classic,Wondering can't Classic filter... I received new phone restored Aviary filters noticed Classic filter installed would restore. I contacted told Classic filter discontinued. How disappointing. This favorite filter hands down. Shame Aviary,Positive,0.05440115440115439,0.4204906204906204
+Aviary Effects: Classic,"It's add people, full app! You people know saying. Because add Aviary photo editing app. It works Aviary. And Aviary brilliant. Sure, stickers frames add effects stupid, ROCKS! Go it, come get add effects...",Positive,0.209375,0.8597222222222223
+Aviary Effects: Classic,nan,nan,nan,nan
+Aviary Effects: Classic,Easy preview Easy preview without applying hit alot buttons get back were. If subjects faces dark effect packages make picture worse.... brightness contrast etc first.,Positive,0.09444444444444444,0.5000000000000001
+Aviary Effects: Classic,Best use. Wouldn't waste time others. I Photo Editor also. You disappointed. I knew nothing Aviary I'm learning time. Has everything place. You change whim. I'd lost without it. This needs rated 110%.,Positive,0.01666666666666668,0.35000000000000003
+Aviary Effects: Classic,"I updated Aviary, I lost effects. So I updated Aviary, I went see effects, originals available. I downloaded free Aviary Classics effects previously, nowhere found. I tried uninstalling classics app, reinstalling it, luck. Please help me, I love really loved classic effects, I want back!",Positive,0.2857142857142857,0.419047619047619
+Aviary Effects: Classic,"Awesome, but... All effect plugins paid. I really like them, I'm willing spend money them. Could make two plugins free? Until then, I'll stick free plugin.",Positive,0.45,0.71
+Aviary Effects: Classic,"Nice Cool lots editing option ,but problem .. Very less plugins free others plugins pay .. Aviary give choices free.. For example:- Picsay pro plugins free payvis app... You give plugins free ... Other wise things good app...",Positive,0.36083333333333334,0.6811666666666667
+Aviary Effects: Classic,"It's Like Ordering Cheeseburger that's missing meat-n-cheese, disappointed! Nothing infuriates purchasing items getting part order. Like many others, I purchased SEVERAL paid filters stickers ad-ons found. This unacceptable! It really sucks too, I thought Aviary THE TOP photo editing! SMH!! Aviary, fix this, add items discontinued back menu update including EVERY SINGLE item discontinued 100% FREE update. Thx.",Positive,0.04084821428571429,0.3460317460317461
+Aviary Effects: Classic,"Used many free effects. Suddenly disappeared phone. Alas, indiglow. . Was best. Seems best package effects longer available even buy. Now packages minimal amount effects ask similar. No variety within packages sale. Shame changed",Positive,0.3111111111111111,0.5333333333333333
+Aviary Effects: Classic,"Didn't work Aviray successfully installed cant open it. Can't find it? I go market n there's option only, uninstall I did. Poor quality",Positive,0.0875,0.7625000000000001
+Aviary Effects: Classic,Optimistic guy.... Nice....I like it....hope aviary group improved lot. Resolution increased.... obviously pics quality good. You increase effects.. If I say good photo editor instagram I'll say Aviary..,Positive,0.4666666666666666,0.5666666666666668
+Aviary Effects: Classic,"What hell dude?!?! This good app, 5 stars I give one. It forces back google play store satisfied uninstalled star review.",Positive,0.39999999999999997,0.5333333333333333
+Aviary Effects: Classic,"Effects? Dear Aviary, Where filters effects gone I already paid for? This horrible people spend hard earned money deliver! I reinstalled lost stuff! You need personally handle everyone's claims individually right fair. If paid something least filters reinstated refund given. Simple that.",Negative,-0.11000212585034015,0.576360544217687
+Aviary Effects: Classic,nan,nan,nan,nan
+Aviary Effects: Classic,"Doesn't work update Don't bother downloading recently updated Aviary app, work. Uninstall Aviary Photo Editor Pro instead. The plugins actually work app.",Neutral,0.0,0.175
+Aviary Effects: Classic,"Holds interest.. I enjoy many options availed @ aviary. Updating sticker pkg. wee concerned, I'll figure out.thank PEACHES.",Positive,0.45,0.5
+Aviary Effects: Classic,Waste downloading First version awsme... n giv 5 stars thousand times.... der nothing ... downloadin' classic effects ... luv classic effects... gives diffrnt luk picx...plz something... den giv yu 5 stars sure...plz something....,Positive,0.09583333333333333,0.16666666666666666
+Aviary Effects: Classic,nan,nan,nan,nan
+Aviary Effects: Classic,Good but.... Good editor..... But please try introduce effects..... Paid effects can't purchased all..... So introduce much effects... Hoping see next update definitely ull get 5 stars,Positive,0.31999999999999995,0.38
+Aviary Effects: Classic,"SOS I want give a,bad review looks really great. I pretty post I can't open effects I can't find photo editor gose It ,,PS please fix it.",Positive,0.35000000000000003,0.75
+Aviary Effects: Classic,"Perfect!!! I absolutely love add-on! It best range filter effects, free! Don't give guys bad reviews you, quote, ""can't find app"", ""can't open it"". These (and others Aviary) simply add-ons photo editor app, can't physically ""open it"". It's effects list effects section editor app! I give 5 stars effects. And please, tell Aviary users I told you.",Positive,0.30312500000000003,0.5904761904761905
+Aviary Effects: Classic,"Frames! Love these, except frames. It's funny remove these, optional new filters. Dumb!",Positive,0.10440340909090909,0.6386363636363637
+Aviary Effects: Classic,Gtfo Sucks!!! My phone wont let open due 'error' thats says. I even uninstalled reinstalled. Maybe phone?,Negative,-0.23697916666666666,0.39166666666666666
+Aviary Effects: Classic,Cant find Its good cant find stickers effects download aviary... Its weird cuz i've downloaded stickers could normally,Positive,0.11666666666666665,0.75
+Aviary Effects: Classic,"Where Aviary I paid used? Classic, Shadow Pro, Wanderlust & Woodland effects I purchased used gone choices. Completely unacceptable! SUCKS",Negative,-0.0027777777777777866,0.2888888888888889
+Aviary Effects: Classic,Y work effects loved wont work!!! :( I want photo edites back please fix uninstalled reinstalled still wont work please love older version effects fix it!!! Please tried reloading wont work!!,Positive,0.25172526041666665,0.5466666666666666
+Aviary Effects: Classic,Amazing! I love Aviary effects pack makes photo editing even better. I effects regularly. Bonus points free! Keep great work.,Positive,0.5083333333333333,0.6044871794871796
+Aviary Effects: Classic,I installed effects bt r nt appearing .. n thats really bad . I hate . P. S - plz fix problem soon!!!,Negative,-0.8499999999999999,0.7833333333333333
+Aviary Effects: Classic,Good Please make ol paid effects free asap.. It wld b great dis happens.. Or else keep adding new effects..,Positive,0.5090909090909091,0.6511363636363637
+Aviary Effects: Classic,I cant find effects Its stupid,Negative,-0.7999999999999999,1.0
+Aviary Effects: Classic,"It open When I installed app, There open button store. UNINSTALL button appears!!",Neutral,0.0,0.5
+Aviary Effects: Classic,Awesome! Easy effects! Makes simple snapshots look like taken pro! Deserves perfect 5! I highly recommend app. *thumbs,Positive,0.5403333333333334,0.7460952380952381
+Aviary Effects: Classic,Question Why showing effects Aviary still I installed Classic! Work I update rating!,Positive,0.26041666666666663,0.16666666666666666
+Aviary Effects: Classic,Wow best ever .its going straight Aviary app. Nobody understands need get program first thanks .,Positive,0.35,0.44666666666666677
+Aviary Effects: Classic,Lame Each effect many names. Little real choices. Many better.,Positive,0.16874999999999998,0.5083333333333333
+Aviary Effects: Classic,Can't apply I previously dowloaded deleted tries reapply Scary Classics effects I apply photos.,Negative,-0.25555555555555554,0.5222222222222223
+Aviary Effects: Classic,Since can't get classic effects aviary I hate it. Every time I effects install please fix !!!!,Negative,-0.4166666666666667,0.5333333333333333
+Aviary Effects: Classic,Download showing aviary shows earlier. Even unable also. The blemish effect fully disgusting.,Negative,-0.5,0.6666666666666666
+Aviary Effects: Classic,"Can't filters I've already paid for. I'm coming back Aviary used awhile, I disappointed find none filter packs I previously purchased seem available (yes, I reinstalled via Play Store.) Nothing seems available within Aviary store either. What gives Aviary?! Hoping fix soon seems I'm problem.",Negative,-0.0033333333333333214,0.3433333333333334
+Aviary Stickers: Free Pack,"Very good freeware editing, aware limited # stickers available free. Use sparingly!!! Great picture editing software, using adobe years & product comparable. Enjoy type software used expensive. Like things free market price based item commodity. Still great program free! :-) Enjoy using it, get excellent results! :-)",Positive,0.47132142857142856,0.6781904761904762
+Aviary Stickers: Free Pack,nan,nan,nan,nan
+Aviary Stickers: Free Pack,"Doesn't show plug-ins I photo editor Aviary installed also installed photo package immediately after, however add showing up? Does take becomes available app? I keep clicking stickers new package showing up. Where I find newly downloaded stickers Aviary app?",Positive,0.22424242424242424,0.43636363636363634
+Aviary Stickers: Free Pack,"To thinks crap This app, package functions Aviary. It automatically added see downloads.",Negative,-0.8,0.8
+Aviary Stickers: Free Pack,nan,nan,nan,nan
+Aviary Stickers: Free Pack,:( It favorite I updated app. Now blemish remover work... BIG BUMMER,Negative,-0.08333333333333333,0.7000000000000001
+Aviary Stickers: Free Pack,"Great add ""The Photo Editor Aviary"" This whole package Aviary great! All able find it. First must Photo Editor Aviary... add ons go App...",Positive,0.55,0.5716666666666667
+Aviary Stickers: Free Pack,Saved image compressed The original compression ratio preserved save. A 2 MBytes photo 1 MB save.Useless serious photo editing.,Positive,0.020833333333333343,0.7083333333333333
+Aviary Stickers: Free Pack,Why I bunch different edit picture. Pretty dumb.,Negative,-0.041666666666666664,0.7000000000000001
+Aviary Stickers: Free Pack,Shame I loved much I was telling friends try original free stickers borders gone installing work. Sad I find another,Positive,0.23499999999999996,0.71
+Aviary Stickers: Free Pack,Heyah This good people stupid enough follow simple instructions... say plug find u sheet photos..there plug sign aviary. Two thumps way better instagram...,Positive,0.08,0.5914285714285714
+Aviary Stickers: Free Pack,"We things I cannot experience colour whatever could say nobody family members hate things people china,U.S,asia , choose soo sad toodles",Negative,-0.65,0.95
+Aviary Stickers: Free Pack,"""Fabulously Fabuloso"" I wanted 2 improve quality pics & drawing,but NOW I've tried (for me),new app; I get renewed focus ""photo shop"", TO EDIT make lots MUCH BETTER QUALITY PICTURES THAN I EVER EXPECTED EVER;) ... So, l thank ALL OF YOU GOOGLE FRIENDS 4 IMPORTANCE OF THIS APPLICATION. Sincerely: Soto Sanchez. Paramount CA.90723.",Positive,0.31,0.6799999999999999
+Aviary Stickers: Free Pack,Hate bad Its crap boring sticker u pay good stickers,Negative,-0.5199999999999999,0.7933333333333333
+Aviary Stickers: Free Pack,Awesome It best thing world. All friends love pics always crack funny watch them. So get or awsome,Positive,0.6875,0.725
+Aviary Stickers: Free Pack,Not good bad I dont want much stuff frames stickers etc rest okay much ing,Negative,-0.02999999999999997,0.4333333333333333
+Aviary Stickers: Free Pack,The best The man woman posted u spelled phone wrong lol p-h-o-n-e,Positive,0.43333333333333335,0.6333333333333333
+Aviary Stickers: Free Pack,Found bad. Works great. Be sure install main editor first,Positive,0.20333333333333337,0.5944444444444444
+Aviary Stickers: Free Pack,Good I like would free options choices colors frames enhancements. Bright cam much better that. I need colors editing grandchildren photos. Still good cropping basics finished product come bright cam.,Positive,0.6166666666666667,0.6833333333333335
+Aviary Stickers: Free Pack,Nice ! This good everything already inside app. You everything play store . I want suggest u plzz... waste ur time u really want enjoy photo editing cymera-camera . This cymera-camera good 100 100,Positive,0.425,0.48333333333333334
+Aviary Stickers: Free Pack,Not many options Unless willing pay variety. But get usual General effects.,Negative,-0.049999999999999996,0.5
+Aviary Stickers: Free Pack,Pretty gash app. Good u like crud Difficult articulate without language likely blocked out. Download & see yourself.,Positive,0.11249999999999999,0.9
+Aviary Stickers: Free Pack,"I used love aviary I downloaded stickers & nothing works,no original, space stickers. No frames overlays either. Used great absolute crap.",Positive,0.215,0.76
+Aviary Stickers: Free Pack,"Omg I like try give points problem dam downloading, download stickers or the fame stored the wow",Positive,0.1,1.0
+Aviary Stickers: Free Pack,Hated it. Others much better.,Negative,-0.2,0.6
+Aviary Stickers: Free Pack,"Instantly loved You it, packs needed free bam! You make beautiful photos! :) cheap easy photoshop unfortunately works presets. Good non- professional photographers",Positive,0.42592592592592593,0.7592592592592591
+Aviary Stickers: Free Pack,It sux Doesn't even show anywhere phone I've tried downloading billion times still show. Whats point u can't even it??......,Neutral,0.0,0.0
+Aviary Stickers: Free Pack,great I love need WiFi? I love troll friends spooky. It funny . I wonder message these?,Positive,0.5125,0.7375
+Aviary Stickers: Free Pack,Bad After uploading show could tell fix I think rating,Negative,-0.6999999999999998,0.6666666666666666
+Aviary Stickers: Free Pack,Like But separate effect. Try out effect make easy need effect.,Positive,0.43333333333333335,0.8333333333333334
+Aviary Stickers: Free Pack,"Meh Not good, can't find it, open aviary go shop find packs ""free"" button next it,",Positive,0.012500000000000011,0.47500000000000003
+Aviary Stickers: Free Pack,Add Hi please add stickers like also frames collage looking 4ward 3 stars contented please free.,Positive,0.4,0.8
+Aviary Stickers: Free Pack,Aviary free sticker pack Can't even open stickers. Just able stll image pic. On screen. Uninstall now.,Positive,0.3,0.6416666666666667
+Aviary Stickers: Free Pack,"aweshum XD I used yet bet gonna great app, could tell da reviews",Positive,0.8,0.75
+Aviary Stickers: Free Pack,Peace I hate,Negative,-0.8,0.9
+Aviary Stickers: Free Pack,Can't find it... I installed onto My Motorola Moto G 1st Gen impossible find phone!!,Negative,-1.0,1.0
+Aviary Stickers: Free Pack,This work No sign phone I got it. May work me. Uninstalling!!!!!!!!!,Neutral,0.0,0.0
+Aviary Stickers: Free Pack,Great quite stands out: They dont many various types brushes logo bit boring,Positive,0.07500000000000001,0.6875
+Aviary Stickers: Free Pack,Hey! people ridiculous. It's plugin plugin. Read description rate app. And plugin job well.,Negative,-0.3333333333333333,1.0
+Aviary Stickers: Free Pack,nan,nan,nan,nan
+Azar,One worst every single thing paid. If pay convenience something force pay something else otherwise won't open section paid earlier. As far concern please avoid looting app.,Negative,-0.19428571428571428,0.6428571428571429
+Azar,This horrible I feel like scam Google take actions get rid these. The VIP misleading really get benefits. Even choosing region pointless end somewhere else. For example I want talk people Brazil I get bunch arabs. ... Full Review,Negative,-0.17500000000000002,0.5625
+Azar,"A great idea destroyed need paid bonuses, can't really anything unless pay. But worries, someone going free",Positive,0.4666666666666666,0.5833333333333334
+Azar,"This rip off. First buy gems lose remaining gems before. 2nd lost 300 gems lot, friend request never intended send. They wont last long way. Very bad. نصابين ياجماعه انتبهو سرقه عيني عينك",Negative,-0.14199999999999996,0.33333333333333337
+Azar,This total waste time go ask buy gems guys girls bunch gays asking private pics,Negative,-0.06666666666666667,0.375
+Azar,nan,nan,nan,nan
+Azar,"The worst ever. Nearly features need payment, including choosing gender, location even setting nickname..",Negative,-0.45,0.7
+Azar,nan,nan,nan,nan
+Azar,"I nothing,I good person gentle, play report u bad of me, hope u help restart account , thank YOU careful next time",Positive,0.02000000000000001,0.6133333333333334
+Azar,They made pay to.use gender search rude dude.,Negative,-0.3,0.6
+Azar,Not good messanger free want pay.,Positive,0.025000000000000022,0.7000000000000001
+Azar,This good making fun comunicate kinds people world Thank,Positive,0.5,0.4
+Azar,It always connects gender annoying bogus app.,Negative,-0.8,0.9
+Azar,Bahi is a great appp just for the instant vedio callling liye i prefer,Positive,0.4,0.7083333333333333
+Azar,There lot ads people go,Neutral,0.0,0.0
+Azar,nan,nan,nan,nan
+Azar,Worst connecting facebook I suggest anyone,Negative,-1.0,1.0
+Azar,I have a problem in Azar I have been banned for no reason please solve the problem ASAP,Neutral,0.0,0.0
+Azar,worst seen ever. charging money even filtering gender. guys even ads asking money everything. word. Wahiyaaaat!!!!,Negative,-1.0,1.0
+Azar,It's good free country Was free choice girl boy . Thanks this❤,Positive,0.425,0.6000000000000001
+Azar,It true saying time installing,Positive,0.35,0.65
+Azar,Very nice find new friends indeed video chat appreciate,Positive,0.4581818181818182,0.7272727272727273
+Azar,This v.bad peoples fake v.bad peoples I accepted azar disappointed,Negative,-0.625,0.875
+Azar,I bay VIP package. After report I blocked . Thats frist VIP package,Neutral,0.0,0.0
+Azar,Very bad instld yr,Negative,-0.9099999999999998,0.8666666666666667
+Azar,hate worst ever every naked shoe penis eww,Negative,-0.6,0.7666666666666666
+Azar,Good send message allowed world bad,Positive,5.551115123125783e-17,0.6333333333333333
+Azar,Fake ratings. doesnt work,Negative,-0.5,1.0
+Azar,It better swipe left hard act,Positive,0.06944444444444443,0.34722222222222215
+Azar,Over heating battery issue app.,Neutral,0.0,0.0
+Azar,It's waste ....third grade,Negative,-0.2,0.0
+Azar,Good users work hard earn gems,Positive,0.20416666666666664,0.5708333333333333
+Azar,Most low type actually thief,Positive,0.16666666666666666,0.3
+Azar,Hey good nice,Positive,0.6499999999999999,0.8
+Azar,I want talk foreigner come always men,Neutral,0.0,0.0
+Azar,Worst app....frood app...,Negative,-1.0,1.0
+Azar,mobile getting hot using azar app.and drains battery fast,Positive,0.225,0.7250000000000001
+Azar,Waste fully filled boys.,Positive,0.1,0.45
+Azar,Worst application... Every time pay money money Bakwas hai,Negative,-1.0,1.0
+Azar,nan,nan,nan,nan
+Azar,There are many extravagant people,Positive,0.5,0.5
+Azar,Complete waste time.,Negative,-0.05,0.2
+Azar,Worst female user,Negative,-0.5,0.5833333333333334
+Azar,March,Neutral,0.0,0.0
+Azar,100% fake,Negative,-0.5,1.0
+Azar,Waste time......paid girls,Negative,-0.2,0.0
+Azar,Do not you lose the lorba,Neutral,0.0,0.0
+Azar,This is an Amazingly Traffic App,Positive,0.6000000000000001,0.9
+Azar,Lol can't even log,Positive,0.8,0.7
+Azar,Nonsense,Neutral,0.0,0.0
+Azar,You get guys,Neutral,0.0,0.0
+Azar,It money earning aap,Neutral,0.0,0.0
+Azar,Only indian people. Dont install,Neutral,0.0,1.0
+Azar,nan,nan,nan,nan
+Azar,Only West time,Neutral,0.0,1.0
+Azar,Wonderful experience....,Positive,1.0,1.0
+Azar,cant purchase gems,Neutral,0.0,0.0
+Azar,nan,nan,nan,nan
+Azar,Hello alikum,Neutral,0.0,0.0
+Azar,This is nonsense .....,Neutral,0.0,0.0
+Azar,Very poor,Negative,-0.52,0.78
+Azar,waste time.,Negative,-0.2,0.0
+Azar,Nice n work,Positive,0.6,1.0
+Azar,"I give 4 star, nice",Positive,0.6,1.0
+Azar,No gems,Neutral,0.0,0.0
+Azar,nan,nan,nan,nan
+Azar,It's nice,Positive,0.6,1.0
+Azar,Amazing you,Positive,0.6000000000000001,0.9
+Azar,For older version,Positive,0.16666666666666666,0.3333333333333333
+Azar,Mast ha,Neutral,0.0,0.0
+Azar,Why guys,Neutral,0.0,0.0
+Azar,Great,Positive,0.8,0.75
+Azar,super,Positive,0.3333333333333333,0.6666666666666666
+Azar,Poor,Negative,-0.4,0.6
+Azar,It worth apps.. Sometimes work itself...,Positive,0.3,0.1
+Azar,Thnks azar,Neutral,0.0,0.0
+Azar,nonsense,Neutral,0.0,0.0
+Azar,Improve,Neutral,0.0,0.0
+Azar,Bc,Neutral,0.0,0.0
+Azar,I like,Neutral,0.0,0.0
+Azar,superb,Positive,1.0,1.0
+Azar,Nailed it.,Neutral,0.0,0.0
+Azar,Purpose,Neutral,0.0,0.0
+Azar,Abdullah,Neutral,0.0,0.0
+Azar,"even bother complaining guys ,go HOLLA store, people change thing around years give S complaints, man hundred match maybe get girl , keep connecting countries match randomly countries genders lie say , connect servers choose 5 6 countries , according gender , say 30 million matches waiting 200 countries , heck match country 3 times row even choose global, come get match person twice 3 times less hour ? !!! pay gems choose gender call cut automatically less minute get pay , using year , know well know reply lies again, even read azar people reply delete others store let AZAR understand people fools , like HOLLA give free gems match genders equally globe real never happen app, give nothing fooling everything , really 50 million people using doubt give rating delete .",Negative,-0.02402343749999998,0.2729166666666667
+Azar,very nice .. thanks team ♡♡♡,Positive,0.49,0.6
+Azar,V nice,Positive,0.6,1.0
+Azar,Beggar,Neutral,0.0,0.0
+Azar,Sucks,Negative,-0.3,0.3
+Azar,Nickel,Neutral,0.0,0.0
+Azar,GOOD,Positive,0.7,0.6000000000000001
+Azar,nan,nan,nan,nan
+Azar,Nice you,Positive,0.6,1.0
+Azar,Nice,Positive,0.6,1.0
+Azar,good,Positive,0.7,0.6000000000000001
+Azar,T..,Neutral,0.0,0.0
+Azar,Top,Positive,0.5,0.5
+Azar,nice,Positive,0.6,1.0
+Azar,Nice,Positive,0.6,1.0
+Azar,Nice,Positive,0.6,1.0
+Azpen eReader,Enjoyed books couple years.,Positive,0.5,0.7
+Azpen eReader,Love,Positive,0.5,0.6
+Azpen eReader,Almost Five Stars''' +++Twitter+++ Countfd Moving Up Forward!!!! ☆☆☆☆☆,Neutral,0.0,0.0
+Azpen eReader,I dont know it....but im trying understand app.thanks app.to fast s7560 samsunggalaxy....,Positive,0.2,0.6
+Azpen eReader,Absolutely horrible Thus required read sad Diego library books. Cuts half text times repeats randomly page. Total garbage,Negative,-0.4333333333333334,0.6833333333333333
+Azpen eReader,I love Not sure get voice work I Get app's phone work installation,Positive,0.125,0.7444444444444445
+Azpen eReader,"Bloat-ware This, several crappy bloatware, malware, viruses come pre installed Azpen A729-BT.. Azpen refuses customer support, well refuses return customer calls,emails. Worst Chinese fly night business ever!!! Avoid cost!",Neutral,0.0,0.475
+Azpen eReader,Nice interface can't send SD card Will rate higher pushed SD card. Very large indeterminate value.,Positive,0.3761904761904762,0.6857142857142856
+Azpen eReader,Perfect management Great reading managing two thumbs up!,Positive,1.0,0.875
+Azpen eReader,Best ebooks I azpen tablet good books read irecommand anyone,Positive,0.85,0.45000000000000007
+Azpen eReader,Sucked It connect,Neutral,0.0,0.0
+Azpen eReader,Why register everywhere?,Neutral,0.0,0.0
+Azpen eReader,LEH Its OK,Positive,0.5,0.5
+Azpen eReader,Great It't hepls lot get free,Positive,0.6000000000000001,0.775
+Azpen eReader,Awesome! Amazeballs covered awesome sauce Love it! :),Positive,0.78125,0.9
+Azpen eReader,Good summer school Good,Positive,0.7,0.6000000000000001
+Azpen eReader,Nice Should try it.,Positive,0.6,1.0
+Azpen eReader,Horrible,Negative,-1.0,1.0
+Azpen eReader,Superb,Positive,1.0,1.0
+Azpen eReader,nan,nan,nan,nan
+Azpen eReader,nan,nan,nan,nan
+Azpen eReader,nan,nan,nan,nan
+Azpen eReader,nan,nan,nan,nan
+Azpen eReader,Unable connect online store buy books :-(,Negative,-0.625,0.75
+Azpen eReader,nan,nan,nan,nan
+Azpen eReader,nan,nan,nan,nan
+Azpen eReader,nan,nan,nan,nan
+Azpen eReader,Fantastic,Positive,0.4,0.9
+Azpen eReader,A little bit It would much appreciated could access sd card could try read fave books,Positive,0.0062500000000000056,0.3
+Azpen eReader,nan,nan,nan,nan
+Azpen eReader,nan,nan,nan,nan
+Azpen eReader,My attempt uninstall useless.,Negative,-0.5,0.2
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,"It's like musically like it, supposed editing/making photos nice changed lot.... And Hate it!!!!! It make storage full!!!",Positive,0.0708984375,0.6125
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,"nice.....and using since 3 yrs better bring suji filter like suji filter present retrica app....then complete,nice n wonderful ...plz take review consideration.. .",Positive,0.5,0.5
+B612 - Beauty & Filter Camera,"The quality picture really bad, contains lots noise blur, made high quality still pictures HD, phone xiaomi redmi s2 front cam decent, please fix",Negative,-0.1244444444444444,0.6244444444444444
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,I using year last update support mobile.... I want back kindly something help get back. It always show internet connection... And start,Positive,0.15,0.24166666666666667
+B612 - Beauty & Filter Camera,"Lovely....... Keep improving....please work lips... They cover completely... So, please try solve issue.. Other wise issues........ Love U",Positive,0.33499999999999996,0.605
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,"It's like musically like it, supposed editing/making photos nice changed lot.... And Hate it!!!!! It make storage full!!!",Positive,0.0708984375,0.6125
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,god please give update unlimited video recording please plz plz good noise please reduce exposure high solve problem good,Positive,0.52,0.5800000000000001
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,This fav last 2 yrs ...bt last update bad ..not working ..want previous version,Negative,-0.21666666666666662,0.24166666666666664
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,Love music songs month ago. We need new songs! Please add new songs add feature could add music phone,Positive,0.2689393939393939,0.503030303030303
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,This awesome camera also bright good I loved .it many features filter. Just try also like,Positive,0.7200000000000001,0.74
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,TThiz iz install cell kindly give solution give response...plxxxxxxxxxxxxx,Positive,0.6,0.9
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,I solved problem know login app. I know hard impossible. Really good camera,Negative,-0.0861111111111111,0.7138888888888889
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,"I want report work I hate it,please fix",Negative,-0.8,0.9
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,hi b612. want indian flag colours face effect independence day.,Neutral,0.0,0.0
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+B612 - Beauty & Filter Camera,It's opening... I know .... Please fix problem please god sake,Neutral,0.0,0.0
+B612 - Beauty & Filter Camera,I can't sent videos anything. Bad app. Improve .,Negative,-0.6999999999999998,0.6666666666666666
+B612 - Beauty & Filter Camera,nan,nan,nan,nan
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,"As reviewers said, works half time. No excuse companion BBC work conjunction BBC vote BBC content! Reliable access video pretty basic expectation days, even need separate media quite bizarre!",Positive,0.12291666666666667,0.38833333333333336
+BBC Media Player,"BBC, rating 3.4. I'll say again: 3.4. There designed teenagers spare time higher rating. It simply work platforms. We pay via tv licence right see digital content give us rated, guessed it: 3.4. You make big fuss us paying tv licence watch stuff register give us rated - yes comes - 3.4. Three point four. Plainly looks cares. You may care consult licence find little support customers can't services drift away. 3.4. About hour's worth condensed spectacular Blue Planet footage year make rest rubbish.",Positive,0.10339285714285713,0.34500000000000003
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,"Simply doesnt work half time. Tried listening world cup thing either buffered every 5 mins restarted. Why required. The iPhone need this? It's bad enough register BBC, including stupid irrelevant questions like gender.",Negative,-0.3611111111111111,0.6150793650793651
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,The media player always showed blank screen. Once I totally Uninstalled BBC media player reinstalled videos show. Why update normal Android updates I idea.,Positive,0.049999999999999996,0.4666666666666666
+BBC Media Player,"Videos hardly ever work it, video playback built BBC news app, there's excuses really. Avoid unless like annoyed wasting time.",Negative,-0.1638888888888889,0.513888888888889
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,Problems getting video work several frustrating occasions (but time). The video starts I see black screen. Iplayer date videos I can't get work matter many times I try.,Negative,-0.016666666666666663,0.45833333333333337
+BBC Media Player,I dont really understand need app... surely BBC license fee money able embed videos webpage??? And want watch iplayer iplayer app? Whyyyy? What waste...,Positive,0.25,0.4284722222222222
+BBC Media Player,"It two years, still shows black screen I try play videos BBC app. Sure, ads play fine, actual BBC videos. Garbage.",Positive,0.1875,0.48055555555555557
+BBC Media Player,Sometimes video plays BBC News fine. Sometimes directs video links pointless extra never works. How former every time? #nobrainer,Positive,0.04166666666666667,0.275
+BBC Media Player,"Pissed. Downloaded watch clip cause forced even work. Won't buffer, kee0s saying try later never loads. Please fix.",Negative,-0.15000000000000002,0.1
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,"This joke! Read comments. If still install app, like I did, find funny first video say ""I'm sorry video appears working."" For everything video! I like BBC would think could get better programmers ... Full Review",Positive,0.145,0.6766666666666665
+BBC Media Player,Raise game Doesn't work. Gets stuck landscape mode. Content want play. And need separate video playback?,Negative,-0.4,0.4
+BBC Media Player,"Have greeted ""This content seem working. Please try later."" long time, can't even remember last time worked. Is point app?",Negative,-0.016666666666666666,0.15555555555555556
+BBC Media Player,Bad UI; till date never worked bbc news app; can't even play single video ment played via bbc news app. Why cant play videos news itself. Only playable news app.,Negative,-0.25714285714285706,0.626984126984127
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,Wow! I left first 1 star review 4 years ago u installed it. I still BBC main source news never watched videos. I thought must improved 4 years. It really hasn't. Nothing works. BBC serious short sightedness ignore thi... Full Review,Positive,0.09479166666666666,0.4229166666666666
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,It's awful. I want listen football phone. Instead keeps going Google play store. Well done BBC waste people's money,Negative,-0.6,0.5
+BBC Media Player,"Did know watch live broadcast television watch Iplayer, cancel license fee, bbc legal leg stand on? They demonstrate proof carrying acts send court non payment? How capita going obt... Full Review",Positive,0.22878787878787876,0.4166666666666667
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,"Don't know stopped working months ago matter I uninstall reinstall it, sound plays black screen death prevails. Love BBC every account except media player simply work.",Positive,0.18333333333333335,0.44761904761904764
+BBC Media Player,It simply work often not. Reinstalling makes difference. How could BBC godawful player!?,Neutral,0.0,0.35714285714285715
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,"Sorry, content seem working. I see often funny more. A year still bad.",Negative,-0.11249999999999996,0.7916666666666666
+BBC Media Player,Worked stopped working. Reinstall fix. Plays ads videos sound black screen. Waste time.,Positive,0.011111111111111118,0.2777777777777778
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,"Good works however time I get ""The content seem working, please try later"" error message. Very annoying.",Negative,-0.10000000000000002,0.5333333333333333
+BBC Media Player,"Black screen, work. Expected BBC, html 5 like everyone else gok.",Negative,-0.13333333333333333,0.4166666666666667
+BBC Media Player,nan,nan,nan,nan
+BBC Media Player,"Very dissapointed BBC's lately. They've always #1 choice news, videos working maybe 50% time now. As others mentioned, I keep ""videos"" come blank visual content audio playing. Meanwhile video ads work perfectly... BBC... Full Review",Positive,0.20833333333333334,0.4083333333333334
+BBC Media Player,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,Just Jorge said last month broken literally years. Text fine God forbid I want watch video landscape. Press play trun phone everything goes hell. Press play I turn phone landscape mode press full screen button (obviously) everything goes crapper. This assuming throwing hissy fit playing videos all. . . Fix nonsense.,Positive,0.12777777777777777,0.40277777777777773
+BBC News,quite good I really like get breaking news notifications. But lagy glichy. Once turn minute news try exit need press back 10 times get back. It returns page was. Also times starts lag rarely even crashes. I sure problem phone works perfectly,Positive,0.38571428571428573,0.5126984126984128
+BBC News,The widget Android constantly giving problems news feed refresh several days images feed show. I always update work problem persists another day.,Neutral,0.0,0.16666666666666666
+BBC News,nan,nan,nan,nan
+BBC News,BBC go check what's going ?!! Nothing seems working anymore. Stop updating worse. Once upon time great way keep informed become useless piece junk !!,Negative,-0.12708333333333333,0.5166666666666667
+BBC News,nan,nan,nan,nan
+BBC News,"WHEN ARE YOU GOING TO FIX? Videos play, adds play well, actual videos. Long time error With Android. Baffled get fixed long. Another year passed, errors, either video play, plays sound, stops go back ads, ads cut middle well, bad, crude app...",Negative,-0.11111111111111109,0.35185185185185186
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,"Used great. But new editions disasters! For long time, I could open read articles properly. Couldn't solve problem?",Positive,0.18409090909090908,0.4409090909090909
+BBC News,nan,nan,nan,nan
+BBC News,"Very mainstream. Anti-American almost CNN level. The well designed fluid. Content gets far left score, top notch.",Positive,0.16,0.38
+BBC News,Love fact report globally often ahead american counterparts without asking money! Although I understand good decent journalism stake days old retired absolutely w pay good reliable news! Thank youBBC NEWS!,Positive,0.33333333333333337,0.44583333333333336
+BBC News,nan,nan,nan,nan
+BBC News,"Too much news video format, without transcripts. But biggest reason gets bad review many articles come 'There problem loading content. Please try later.' But trying later never works.",Positive,3.3306690738754695e-17,0.2733333333333333
+BBC News,nan,nan,nan,nan
+BBC News,"Maybe stop trying add videos altogether, since seem idea it. Amateurs.",Neutral,0.0,0.0
+BBC News,nan,nan,nan,nan
+BBC News,The news absolutely superb. But updating news extremely slow lags far behind almost quality news outlets.,Positive,0.09999999999999998,0.7749999999999999
+BBC News,This used favorite news become glitchy lately. I've reinstalled several time seem help,Positive,0.06666666666666667,0.5333333333333333
+BBC News,nan,nan,nan,nan
+BBC News,"The BBC time outside anti-gun nonsense report news factual, fair unbiased.",Positive,0.35,0.47500000000000003
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,I England grew States. I get news bipartisan view. Entertaining easy use.,Positive,0.4666666666666667,0.7666666666666666
+BBC News,long time news centered cell phone half paragraph end paragraph effectively missing please fix order give five-star I S8 Plus centered I'm missing letters,Negative,-0.15416666666666667,0.16666666666666669
+BBC News,"This nice works, often times load widget Android terrible, almost never updates comes blank. I enjoy using working though, I wish reliable.",Neutral,0.0,0.625
+BBC News,We can't see. Live news audio listen,Positive,0.13636363636363635,0.5
+BBC News,I appreciate lack commercials. It remembers I really well I article go back.,Positive,0.1,0.1
+BBC News,One best news have. Good also allow article,Positive,0.85,0.45000000000000007
+BBC News,"How old now? How many years take finally fix frequent persistent ""There problem loading content. Please try later"" errors?",Positive,0.13999999999999999,0.4
+BBC News,"I using since 2011 recent updates poor, responds 15% time now. Please fix problem.",Negative,-0.2,0.425
+BBC News,Keeps closing updating. Fed app.,Neutral,0.0,0.0
+BBC News,nan,nan,nan,nan
+BBC News,I'm always date world wide news ! Thank !,Negative,-0.15625,0.4
+BBC News,"Easy reliable. Limiting data usage important concise articles stills preferable video - although video invaluable certain coverage. Compared news I've used, BBC offers pertinent stories appear intrusive. I miss BBC 3 television - unlimited broadband. Just thought I'd mention it! I pay license fee however.",Positive,0.2545238095238095,0.6009523809523809
+BBC News,Just Jorge said last month broken literally years. Text fine God forbid I want watch video landscape. Press play trun phone everything goes hell. Press play I turn phone landscape mode press full screen button (obviously) everything goes crapper. This assuming throwing hissy fit playing videos all. . . Fix nonsense.,Positive,0.12777777777777777,0.40277777777777773
+BBC News,nan,nan,nan,nan
+BBC News,The widget Android constantly giving problems news feed refresh several days images feed show. I always update work problem persists another day.,Neutral,0.0,0.16666666666666666
+BBC News,Everytime want watch video get 30 second ad accidentally turn the video something watch another ad. The video like 15 second ad longer it. Other love ads make hate it.,Negative,-0.085,0.375
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,"WHEN ARE YOU GOING TO FIX? Videos play, adds play well, actual videos. Long time error With Android. Baffled get fixed long. Another year passed, errors, either video play, plays sound, stops go back ads, ads cut middle well, bad, crude app...",Negative,-0.11111111111111109,0.35185185185185186
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,"BBC thing reliable text. Your broken years. The original early Android versions amazing. Go back it, sack developers fubar'ed everything.",Positive,0.135,0.47000000000000003
+BBC News,"Almost ever time I video I'm forced watch 30 second advertisement (which plays problems) follow endless spinning wait circle, often video never plays. Please fix issue I reassess review.",Negative,-0.1416666666666667,0.31666666666666665
+BBC News,As best news I ever used. As news showing real picture... Well... No. All news serve leftist agenda. You find actual picture hear,Positive,0.2875,0.32500000000000007
+BBC News,"Used great. But new editions disasters! For long time, I could open read articles properly. Couldn't solve problem?",Positive,0.18409090909090908,0.4409090909090909
+BBC News,nan,nan,nan,nan
+BBC News,"Very mainstream. Anti-American almost CNN level. The well designed fluid. Content gets far left score, top notch.",Positive,0.16,0.38
+BBC News,Love fact report globally often ahead american counterparts without asking money! Although I understand good decent journalism stake days old retired absolutely w pay good reliable news! Thank youBBC NEWS!,Positive,0.33333333333333337,0.44583333333333336
+BBC News,nan,nan,nan,nan
+BBC News,"Too much news video format, without transcripts. But biggest reason gets bad review many articles come 'There problem loading content. Please try later.' But trying later never works.",Positive,3.3306690738754695e-17,0.2733333333333333
+BBC News,"Deinstalled app. Don't get wrong. I'm big fan comes BBC. Their site programmes still go-to quality journalism political analysis. But order get app, I sift frustrating amount mind numbing human interest - dare I say - clickbait headlines. Even specifying 'World News' only, almost third I see quirky/funny/shocking pieces lacking depth, let alone wider relevance. I really dont need go BBC that. Needless say, moment I get option filter sort stuff feed, I'll back! ====== Just illustrate, four headlines current top 15 'World News': -Zoo accused passing donkey zebra - Cardi B pulls Bruno Mars tour - Women held dead newborn plane India - Australian guilty headless torso murder - Columbian sniffer dog price head See point?",Negative,-0.09333333333333332,0.4400000000000001
+BBC News,nan,nan,nan,nan
+BBC News,"Half stories load & developers seem give damn. If want news BBC, go website, waste time.",Negative,-0.18333333333333335,0.08333333333333333
+BBC News,The news absolutely superb. But updating news extremely slow lags far behind almost quality news outlets.,Positive,0.09999999999999998,0.7749999999999999
+BBC News,This used favorite news become glitchy lately. I've reinstalled several time seem help,Positive,0.06666666666666667,0.5333333333333333
+BBC News,"If looking informed world around you, may it. I write reviews, felt compelled write one, I feel personal scope global issues broadened since downloading app. Good job!",Positive,0.2916666666666667,0.30000000000000004
+BBC News,"The BBC time outside anti-gun nonsense report news factual, fair unbiased.",Positive,0.35,0.47500000000000003
+BBC News,Every thing good sometimes worked properly ..but always liked see new headlines ..bbc provide first ..,Positive,0.3372727272727272,0.45757575757575764
+BBC News,nan,nan,nan,nan
+BBC News,The reporting still BBC trustworthy main stream US news sources sometimes reporter lean side another.,Positive,0.16666666666666666,0.3333333333333333
+BBC News,I England grew States. I get news bipartisan view. Entertaining easy use.,Positive,0.4666666666666667,0.7666666666666666
+BBC News,long time news centered cell phone half paragraph end paragraph effectively missing please fix order give five-star I S8 Plus centered I'm missing letters,Negative,-0.15416666666666667,0.16666666666666669
+BBC News,nan,nan,nan,nan
+BBC News,We can't see. Live news audio listen,Positive,0.13636363636363635,0.5
+BBC News,nan,nan,nan,nan
+BBC News,One best news have. Good also allow article,Positive,0.85,0.45000000000000007
+BBC News,"How old now? How many years take finally fix frequent persistent ""There problem loading content. Please try later"" errors?",Positive,0.13999999999999999,0.4
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,Is good I can't open half articles load need go read makes pointless app. Fix it.,Positive,0.07083333333333333,0.4416666666666667
+BBC News,I'm always date world wide news ! Thank !,Negative,-0.15625,0.4
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,quite good I really like get breaking news notifications. But lagy glichy. Once turn minute news try exit need press back 10 times get back. It returns page was. Also times starts lag rarely even crashes. I sure problem phone works perfectly,Positive,0.38571428571428573,0.5126984126984128
+BBC News,The widget Android constantly giving problems news feed refresh several days images feed show. I always update work problem persists another day.,Neutral,0.0,0.16666666666666666
+BBC News,Everytime want watch video get 30 second ad accidentally turn the video something watch another ad. The video like 15 second ad longer it. Other love ads make hate it.,Negative,-0.085,0.375
+BBC News,nan,nan,nan,nan
+BBC News,The last couple versions bug. It impossible highlight copy text passages articles. But I really like content. So I restore previous version...,Negative,-0.15833333333333333,0.35833333333333334
+BBC News,nan,nan,nan,nan
+BBC News,"Better CNN long shot, part keeps things factual. Uninstalling though bias gets really bad times. It'll get half reports ""top stories"" opinion based psuedo-science pieces written ""open-minded"" individuals.",Positive,0.08055555555555559,0.48888888888888893
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,"Almost ever time I video I'm forced watch 30 second advertisement (which plays problems) follow endless spinning wait circle, often video never plays. Please fix issue I reassess review.",Negative,-0.1416666666666667,0.31666666666666665
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,God awful...from video feeds play widget refresh freezes. To open ads loop replay. Looks like Russians BBC purpose!,Neutral,0.0,0.5
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,"Too much news video format, without transcripts. But biggest reason gets bad review many articles come 'There problem loading content. Please try later.' But trying later never works.",Positive,3.3306690738754695e-17,0.2733333333333333
+BBC News,"Deinstalled app. Don't get wrong. I'm big fan comes BBC. Their site programmes still go-to quality journalism political analysis. But order get app, I sift frustrating amount mind numbing human interest - dare I say - clickbait headlines. Even specifying 'World News' only, almost third I see quirky/funny/shocking pieces lacking depth, let alone wider relevance. I really dont need go BBC that. Needless say, moment I get option filter sort stuff feed, I'll back! ====== Just illustrate, four headlines current top 15 'World News': -Zoo accused passing donkey zebra - Cardi B pulls Bruno Mars tour - Women held dead newborn plane India - Australian guilty headless torso murder - Columbian sniffer dog price head See point?",Negative,-0.09333333333333332,0.4400000000000001
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,"If looking informed world around you, may it. I write reviews, felt compelled write one, I feel personal scope global issues broadened since downloading app. Good job!",Positive,0.2916666666666667,0.30000000000000004
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,"Horrid what's happened friends Britain, liberal rats charge all! Including news!",Neutral,0.0,0.0
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,long time news centered cell phone half paragraph end paragraph effectively missing please fix order give five-star I S8 Plus centered I'm missing letters,Negative,-0.15416666666666667,0.16666666666666669
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,"I using since 2011 recent updates poor, responds 15% time now. Please fix problem.",Negative,-0.2,0.425
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC News,nan,nan,nan,nan
+BBC Sport,There point. You never see clips videos outside UK. Cannot really reach audience. Other sports news better used,Positive,0.14375,0.28125
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,"I like app. I live Cape Town. This way getting sport news UK. Why videos available device? Still restriction, videos always available",Positive,0.31212121212121213,0.43333333333333335
+BBC Sport,"The pulls HTML pages real time implement script using java css reduce time lag navigation. Also, conent display best (or much info)?",Positive,0.4666666666666666,0.26666666666666666
+BBC Sport,nan,nan,nan,nan
+BBC Sport,I unable watch video cos keep saying available area l live New York,Positive,0.04318181818181818,0.4636363636363636
+BBC Sport,"Great international sports results. Menus easy find navigate search. Have informed mates App, too. However, outside UK, cannot access video content.",Positive,0.30833333333333335,0.4083333333333334
+BBC Sport,"Best world sports, I specially follow live football formula 1. Thanks lot designer team, best.",Positive,0.5387012987012987,0.3742857142857143
+BBC Sport,"Even set open last page visited, returns home page way often. Frustrating.",Negative,-0.13333333333333333,0.48888888888888893
+BBC Sport,"It's great app. The downside videos available people living outside UK, like me.",Positive,0.4000000000000001,0.39999999999999997
+BBC Sport,Does supposed - keeps informed. Pity able see videos outside uk,Positive,0.13333333333333333,0.2916666666666667
+BBC Sport,Why can't go game turn notifications.? It's needs easier way get scores WC. I want get notifications teams WC go back uncheck all. Some games show much time left/gone.,Negative,-0.06666666666666667,0.20000000000000004
+BBC Sport,I liked old I need login follow sports team. Why everyone need detailed profile???!!,Positive,0.44166666666666665,0.5833333333333334
+BBC Sport,nan,nan,nan,nan
+BBC Sport,Is bad working well.. time ii shows network,Negative,-0.6999999999999998,0.6666666666666666
+BBC Sport,"Doesn't focus much particular sport.,thou articles well written. Excellent journalism.",Positive,0.5833333333333334,0.6666666666666666
+BBC Sport,I live United States getting live Cricket non-existent. Now I listen favorite team.,Positive,0.25757575757575757,0.6666666666666666
+BBC Sport,Yes sometimes usable way watch football countries.,Neutral,0.0,0.0
+BBC Sport,"Will open general sport page . To get open sport want, football, signing account necessary.",Positive,0.012500000000000004,0.625
+BBC Sport,"The gives good general overview happening world sport moment good pieces analysis. Videos always work, apart that, decent addition collection apps.",Positive,0.4041666666666667,0.5916666666666667
+BBC Sport,Breaking major news stories well allowing users choose coverage major sports well major events like Euro's Olympic Games!,Positive,0.06770833333333333,0.5
+BBC Sport,nan,nan,nan,nan
+BBC Sport,Should give TMS cricket coverage cricket lovers & BBC lovers like us free.,Positive,0.4,0.8
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,%let show world cup matches%,Neutral,0.0,0.0
+BBC Sport,The notifications appear work. I keep resetting still seems work.,Neutral,0.0,0.0
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,"Needs work better abroad, quite slow load. However, layout good notification options excellent",Positive,0.475,0.625
+BBC Sport,nan,nan,nan,nan
+BBC Sport,It gives up-to-date information round sports.,Negative,-0.2,0.4
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,"Widget stopped reloading , anyone please help problem ????",Neutral,0.0,0.0
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,"The widget always show ""unable load stories, please check network connection"" connection fine. I face issue Android well. Please fix it. Thanks",Positive,0.038888888888888896,0.39999999999999997
+BBC Sport,Widgets stop updating displayed could load stories mobile network disconnected sometime. Refresh could help. Creating new widget way round...,Negative,-0.03181818181818183,0.42727272727272725
+BBC Sport,"I like app. I live Cape Town. This way getting sport news UK. Why videos available device? Still restriction, videos always available",Positive,0.31212121212121213,0.43333333333333335
+BBC Sport,"The pulls HTML pages real time implement script using java css reduce time lag navigation. Also, conent display best (or much info)?",Positive,0.4666666666666666,0.26666666666666666
+BBC Sport,"Comprehensive coverage sports heavy resources, making slow load. This frustrating.",Negative,-0.3,0.6
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,"Best world sports, I specially follow live football formula 1. Thanks lot designer team, best.",Positive,0.5387012987012987,0.3742857142857143
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,Does supposed - keeps informed. Pity able see videos outside uk,Positive,0.13333333333333333,0.2916666666666667
+BBC Sport,nan,nan,nan,nan
+BBC Sport,I liked old I need login follow sports team. Why everyone need detailed profile???!!,Positive,0.44166666666666665,0.5833333333333334
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,nan,nan,nan,nan
+BBC Sport,I live United States getting live Cricket non-existent. Now I listen favorite team.,Positive,0.25757575757575757,0.6666666666666666
+BBC Sport,Yes sometimes usable way watch football countries.,Neutral,0.0,0.0
+BBC Sport,"Will open general sport page . To get open sport want, football, signing account necessary.",Positive,0.012500000000000004,0.625
+BBC Sport,"The gives good general overview happening world sport moment good pieces analysis. Videos always work, apart that, decent addition collection apps.",Positive,0.4041666666666667,0.5916666666666667
+BBC Sport,Breaking major news stories well allowing users choose coverage major sports well major events like Euro's Olympic Games!,Positive,0.06770833333333333,0.5
+BBC Sport,Love articles sometimes takes long time load comparison BBC news. Sometimes can't get,Positive,0.225,0.5
+BBC Sport,nan,nan,nan,nan
+BBC Sport,Fantastic keeps touch British sports news scores world sport massive thumbs,Positive,0.13333333333333333,0.6333333333333333
+BBC Sport,"slow, poor performance.",Negative,-0.35000000000000003,0.5
+BBC Sport,nan,nan,nan,nan
+BBC Sport,The notifications appear work. I keep resetting still seems work.,Neutral,0.0,0.0
+BBC Sport,Quite engaging interactive. I love matured captivating colors depth analysis live events.,Positive,0.38409090909090904,0.7
+BBC Sport,Great. Just wish would load bit faster,Positive,0.8,0.75
+BBC Sport,nan,nan,nan,nan
+BBC Sport,unstable freezes often,Neutral,0.0,0.0
+BBC Sport,nan,nan,nan,nan
+BBC Sport,"Generally good..But many reviews, fact cant access videos outside UK issue needs fixed.",Positive,0.1625,0.3125
+BBC Sport,Good I cannot get videos play,Positive,0.7,0.6000000000000001
+BBC Sport,takes long work appalling.,Negative,-0.19999999999999998,0.65
+BBC Sport,"Easy fast. All I need here; like game schedules, news all.",Positive,0.07777777777777777,0.6111111111111112
+BBC Sport,"Widget stopped reloading , anyone please help problem ????",Neutral,0.0,0.0
+BBC Sport,nan,nan,nan,nan
+BBM - Free Calls & Messages,"I love app. Never time unlik messaging apps. Useful features secure. More features too. Great call quality. There's much it. Ads - I often see ads, least face like apps, maybe I Blackberry device. Only downfall I see people using give fair chance, keep bleating ads- well ads aplenty messaging recommended.",Positive,0.3444444444444445,0.5500000000000002
+BBM - Free Calls & Messages,My favourite messaging app. Annoyed 22MB updates almost weekly. Lately getting slow send friends messages. Not sure issue is. Still solid 4 stars long advertisements get intrusive.,Negative,-0.21666666666666667,0.5314814814814814
+BBM - Free Calls & Messages,Bbm used king !!! Now platform force ads throat ... imagine owning blackberry uninstalling bbm... sad day what's better chat platform,Neutral,0.0,0.75
+BBM - Free Calls & Messages,"The promo coupon fake always deny actual BBM ID get coupon promo, MISSING CHATS HISTORY AS NONE BACKUP FEATURES AVAILABLE IF UPGRADE HARDWARE/SOFTWARE, NOT POSSIBLE RE-LOGIN USING VERIFIED EMAIL & CUSTOM BBID PIN, available rows typing BBM chat short/few difficult typed-review, & still slow+often hang updating feeds well user's profile picture/status, & can't select delete/retrieve selected individual chat history (yet delete once) ; really user's friendly support app-software better chats recovery historical retreive features old earlier BB platform handset",Positive,0.05535714285714286,0.4464285714285715
+BBM - Free Calls & Messages,"Need LITE variant. Please learn FB, Line, Twitter, IG even Google row, lighter version already.",Neutral,0.0,0.0
+BBM - Free Calls & Messages,Great app. So far problems version. Plus share contacts Facebook,Positive,0.45,0.875
+BBM - Free Calls & Messages,"BBM always great, complaints low quality sound voice notes fact really bug ""bulletins"". I want read I certainly want get notifications them.",Positive,0.32285714285714284,0.4442857142857143
+BBM - Free Calls & Messages,nan,nan,nan,nan
+BBM - Free Calls & Messages,Always fail to sign email ... trash apps ...,Negative,-0.5,0.29999999999999993
+BBM - Free Calls & Messages,Its like bbm10 version improvements . get alot security features even aesthetics completely different messengers,Neutral,0.0,0.6
+BBM - Free Calls & Messages,Ads + keep invite bbm group Everytime leave,Neutral,0.0,0.0
+BBM - Free Calls & Messages,"My funds are still in balance, I can't open them, pahahhhh, I regret using fuel again",Neutral,0.0,0.5
+BBM - Free Calls & Messages,Can't register my account now using an email address?,Neutral,0.0,0.0
+BBM - Free Calls & Messages,"I need create new account, can't find form registration.",Positive,0.13636363636363635,0.45454545454545453
+BBM - Free Calls & Messages,nan,nan,nan,nan
+BBM - Free Calls & Messages,"Send multimedia receipt, please increase again",Neutral,0.0,0.0
+BBM - Free Calls & Messages,nan,nan,nan,nan
+BBM - Free Calls & Messages,Wonderful messaging comparison similar available market..,Positive,0.4666666666666666,0.6
+BBM - Free Calls & Messages,It's ok,Positive,0.5,0.5
+BBM - Free Calls & Messages,Its trust worthy messenger!!,Positive,0.5208333333333333,1.0
+BBM - Free Calls & Messages,Best messaging available.,Positive,0.7,0.35
+BBM - Free Calls & Messages,Love blackberry BBM,Positive,0.5,0.6
+BBM - Free Calls & Messages,You better,Positive,0.5,0.5
+BBM - Free Calls & Messages,Good,Positive,0.7,0.6000000000000001
+BBM - Free Calls & Messages,Best best,Positive,1.0,0.3
+BBM - Free Calls & Messages,Good,Positive,0.7,0.6000000000000001
+BBM - Free Calls & Messages,nan,nan,nan,nan
+BBM - Free Calls & Messages,Automatically opens links BBM spammed adverts.,Neutral,0.0,0.0
+BBM - Free Calls & Messages,I work company develop app.,Neutral,0.0,0.0
+BBM - Free Calls & Messages,"I appreciate I can: receive, save, send photos videos seamlessly. The quality said media good. Of course, camera right site pleases me. The News feed varied: I appreciate limited feed, I *get it*. Overseas calling, texting almost dichotomous. The texting again, seamless, excellent: calling...not. Overall though; I *live well* without it!!!!",Positive,0.30590059354707794,0.3723214285714286
+BBM - Free Calls & Messages,"I like BBM android. However, need better job sticker store. It obvious slanted toward Indonesian market. I understand Indonesia BBM biggest market. However, people using areas world. Their needs sort region separation I see North American content especially sticker store.",Positive,0.125,0.5
+BBM - Free Calls & Messages,I downloaded make family group chat since mother uses ancient BlackBerry. The moment I downloaded I getting spam invites. I auto added groups I interest bombarded ads. I would never I options. Terrible job.,Negative,-1.0,1.0
+BBM - Free Calls & Messages,nan,nan,nan,nan
+BBM - Free Calls & Messages,Fails send half time. Support useless. Going give days buhbye. There shortcuts insane. Every messaging shortcuts specific contact. Desktop nice shortcut make easier. If still BB's development little things missed.,Negative,-0.25059523809523804,0.4702380952380953
+BBM - Free Calls & Messages,"BBM same. Been using since beginning handled less like trash messaging apps. Too much clutter, much useless nonsense. I prefer simple clever features smooth functionality. BBM Consumer mess",Negative,-0.009375000000000001,0.3071428571428571
+BBM - Free Calls & Messages,"Started 5 stars, 2. Even paid subscription, continually spammed annoying messages BBM. Would delete used important contacts.",Negative,-0.2,0.95
+BBM - Free Calls & Messages,To unbelievable considering rich notifications environment BB10 Android version let customize notification sound! And BBM icon always notification bar extremely annoying misleading. The spammy advertising something I need either.,Negative,-0.04375000000000001,0.7625
+BBM - Free Calls & Messages,Love used BBM many years. Best messenger far. I know people received read message. Wish would quit asking rate every stinking time I open it.,Positive,0.42000000000000004,0.5800000000000001
+BBM - Free Calls & Messages,Lots adds junk invitations. Spend time declining invitations adds I app. Going uninstall something else. Junk keeps getting worse.,Negative,-0.4,0.6
+BBM - Free Calls & Messages,"Best messaging App, esp. For security. But, less desirable since BlackBerry turned management second party.",Positive,0.2777777777777778,0.12222222222222222
+BBVA Compass Banking,Best banking ever!,Positive,1.0,0.3
+BBVA Compass Banking,.Please learn dumb mistake(s) $528.00+ NSF penalties 1-2 weeks. I screwed PayPal automatically trying debit multiple charges 0.50¢ $5 BBVA account balance. I known I thought I overdraft turned would declined I stupidly wrong. This huge amount money even 1 $38 fine tough right now. Why can't charge declined that's it? Almost $40 charged people obviously money spare plain evil.,Negative,-0.13757936507936508,0.6026190476190476
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,"It's ok. Nothing spectacular, check balances pay bills, works every time. The cannot said banking IMO.",Positive,0.55,0.7
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,It stops working I want quick view I always sign view account,Positive,0.3333333333333333,0.5
+BBVA Compass Banking,I love dis see transaction much pay,Positive,0.35,0.4
+BBVA Compass Banking,You everything app. It's convenient!!,Neutral,0.0,0.0
+BBVA Compass Banking,I like,Neutral,0.0,0.0
+BBVA Compass Banking,Very convenient easy use. Highly recommend,Positive,0.2644444444444444,0.5577777777777778
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,Not date charges give correct balance cause overdraft fees.,Neutral,0.0,0.0
+BBVA Compass Banking,Does suppose,Neutral,0.0,0.0
+BBVA Compass Banking,Love it!!!,Positive,0.9765625,0.6
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,Great,Positive,0.8,0.75
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,This NOT user friendly time. For 2 weeks I tried & add fingers print. .u leave current page get access code u resign n start over. Then account locked. Fixed last wk. Today Thinking well n good I tried today deposit check n dam thing. I snap pic front check n I sign again. The kicker .. I've work check what??,Positive,0.23499999999999996,0.3533333333333334
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,"With latest update, can't get past terms page. Just sits loading. Samsung s7 edge latest updates.",Positive,0.25,0.6833333333333332
+BBVA Compass Banking,"You scroll back month month, year year order enter birthday sign up....feeling old reset twice. No reason can't enter it.",Positive,0.05,0.1
+BBVA Compass Banking,Serious problems new site & app.,Negative,-0.09848484848484848,0.5606060606060606
+BBVA Compass Banking,Mobile deposit feature working. When try snap picture automatically signs out.,Neutral,0.0,0.0
+BBVA Compass Banking,I like able see control account great,Positive,0.65,0.6875
+BBVA Compass Banking,Customer HORRIBLE,Negative,-1.0,1.0
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,Great news,Positive,0.8,0.75
+BBVA Compass Banking,"I used think convenient deposits, however recently BBVA holding checks 5 days. This upsetting I many auto payments set & although shows I deposited check days ago, funds cleared. Now 6 different auto payments went & shows I'm overdrafted 6x! This insane & ridiculous! I called customer & say can't anything time, I go bank & maybe clear me. This defeats purpose using avoid long waits bank lunch hour time available. They also told even person choice hold check they'd like. This wrong & bad customer service. I'm disappointed.",Negative,-0.2196969696969697,0.6227272727272729
+BBVA Compass Banking,"I like easy use. I deposit checks wherever I am. I pay bills, alerts sent bank card used. I many issues clear quickly. Though I first got I grade phone would work.",Positive,0.32333333333333336,0.51
+BBVA Compass Banking,I get messages I charge right there!! The bank great everybody nice pleasure baking problem personal accounts business accounts looking forward business future!! Thanks great !!,Positive,0.4352040816326531,0.5229591836734694
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,I idea letting login account keeps saying password wrong password,Negative,-0.5,0.9
+BBVA Compass Banking,Love I everything without go bank save lot time.,Positive,0.5,0.6
+BBVA Compass Banking,Very difficult set online banking.Unfriendly,Negative,-0.65,1.0
+BBVA Compass Banking,Very good very useful application I recommend it.,Positive,0.6499999999999999,0.39000000000000007
+BBVA Compass Banking,nan,nan,nan,nan
+BBVA Compass Banking,It's good,Positive,0.7,0.6000000000000001
+BBVA Compass Banking,SUCKS,Negative,-0.3,0.3
+BBVA Spain,nan,nan,nan,nan
+BBVA Spain,Excellent application It just failed to maximize the performance on all devices for greater fluidity,Positive,0.3333333333333333,0.6
+BBVA Spain,"From the new update you can operate with the cards, they give solution I sent them an email they answer called but they say that they will call ... It is a disorder more being abroad",Positive,0.3181818181818182,0.4772727272727273
+BBVA Spain,It's best ever. I think I'll never tomvisit bank ever,Positive,1.0,0.3
+BBVA Spain,"They improved it a lot, it's very good",Positive,0.9099999999999999,0.7800000000000001
+BBVA Spain,nan,nan,nan,nan
+BBVA Spain,Excellent neat app.,Positive,1.0,1.0
+BBVA Spain,A phenomenal I love.,Positive,0.5,0.55
+BBVA Spain,Brilliant. No unnecessary steps. E Banking be.,Positive,0.55,0.95
+BBVA Spain,"Easy, quick effective!!!",Positive,0.5888888888888889,0.7111111111111112
+BBVA Spain,A+++,Neutral,0.0,0.0
+BBVA Spain,Great,Positive,0.8,0.75
+BBVA Spain,Bbva good,Positive,0.7,0.6000000000000001
+BBVA Spain,Great,Positive,0.8,0.75
+BBVA Spain,Nice,Positive,0.6,1.0
+BBVA Spain,Excellent,Positive,1.0,1.0
+BBVA Spain,"Amazing app, intuitive! I everything need go branch. Congratulations! The best Spain.",Positive,0.96875,0.6
+BBVA Spain,Very useful to manage the savings contracted products,Positive,0.39,0.0
+BBVA Spain,nan,nan,nan,nan
+BBVA Spain,"So far, bad. Before, I locked old system access account. Now nearly hour downloading new rebooting, I still access account. Until now, very badly. Before, I had blocked the previous system had access to my account. Now, almost an hour after downloading the new application restart, I still have access to my account.",Negative,-0.1504924242424242,0.5261363636363636
+BBVA Spain,"It is very good, but since the last update it shows the msj every time an expense is made with the debit card. They should solve that.",Positive,0.45499999999999996,0.4233333333333334
+BBVA Spain,nan,nan,nan,nan
+BBVA Spain,Thank you very much BBVA for the Mobile Application. It's One Of The Best Applications I've Seen Yet.,Positive,0.63,0.28
+BBVA Spain,"The old application worked well, it was fried every 3 seconds, leaving direct payments. Here only leaves you defined stations allows you to put the numbers. A farce of application that forces you to go to the bank, you are abroad you only have to cry.",Negative,-0.04,0.62
+BBVA Spain,Notifications do not arrive although I have them all activated,Neutral,0.0,0.0
+BBVA Spain,nan,nan,nan,nan
+BBVA Spain,Good,Positive,0.7,0.6000000000000001
+BBVA Spain,Wonderful,Positive,1.0,1.0
+BBVA Spain,Well can't chat customer services days . I overseas call cost lot money. Very disappointed contact customer services online. Your solution working trap 15000 km spain I can't cancel pension plan least pay visa get help. Well contact email I give verification documents I emergency situation,Negative,-0.6375000000000001,0.6875
+BBVA Spain,"Very complete, any transaction works instantly. Easy to use to reach the menus of any option",Positive,0.2816666666666667,0.6766666666666667
+BBVA Spain,"Easy manage. I simple operations fast manageable! Great got extensive menu operations activities, fingertips!",Positive,0.2966666666666667,0.5747619047619048
+BBVA Spain,In Huawei Mate 10 Huawei P10 you can use the fingerprint recognition because if you use it you can unlock it. Since these terminals to go back to the Android home you must press the fingerprint sensor to make it come back in. It can be fixed simply by making it come out of first reading footprint. With a simple button to activate the recognition is solved.,Positive,0.05833333333333333,0.20793650793650795
+BBVA Spain,"The best banking I ever seen entire life, like magic, tanks lot team BBVA Bank build best whole world, I want say I love it, proud client BBA Thanks BBVA BANK",Positive,0.525,0.553125
+BBVA Spain,I like bank well withdrawal notice phone.,Neutral,0.0,0.0
+BBVA Spain,Very smooth works perfectly love options,Positive,0.51,0.625
+BBVA Spain,Version 2018 works perfect. Zero problems.,Positive,1.0,1.0
+BBVA Spain,One greatest app!,Positive,1.0,1.0
+BBVA Spain,nan,nan,nan,nan
+BBVA Spain,Very Good,Positive,0.9099999999999999,0.7800000000000001
+BBVA Spain,nan,nan,nan,nan
+BBW Dating & Curvy Singles Chat- LargeFriends,OK far,Positive,0.3,0.75
+BBW Dating & Curvy Singles Chat- LargeFriends,Luv,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,nan,nan,nan,nan
+BBW Dating & Curvy Singles Chat- LargeFriends,It's expensive join able chat anyone. Plus according shows province many people here.,Positive,0.16666666666666666,0.6083333333333333
+BBW Dating & Curvy Singles Chat- LargeFriends,"Downloaded everything caused error upload photos, answers questions. Just uninstalled",Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,Sucks can't limit local area only.,Negative,-0.09999999999999999,0.43333333333333335
+BBW Dating & Curvy Singles Chat- LargeFriends,Love,Positive,0.5,0.6
+BBW Dating & Curvy Singles Chat- LargeFriends,"I 33 years old big guy Jacksonville. It little difficult find girlfriend I found app. I downloaded read reviews users carefully. It gives big surprise I joined it. The design simple useful, features simple easy use.",Positive,0.004583333333333333,0.4447619047619048
+BBW Dating & Curvy Singles Chat- LargeFriends,nan,nan,nan,nan
+BBW Dating & Curvy Singles Chat- LargeFriends,nan,nan,nan,nan
+BBW Dating & Curvy Singles Chat- LargeFriends,nan,nan,nan,nan
+BBW Dating & Curvy Singles Chat- LargeFriends,nan,nan,nan,nan
+BBW Dating & Curvy Singles Chat- LargeFriends,"Great app! already met someone it, also love design, slick intuitive use, sick tinder swipe every profile, go dozen time, saves much time, highly recommend it!",Positive,0.15595238095238095,0.5536904761904763
+BBW Dating & Curvy Singles Chat- LargeFriends,Half people fetishes beware unless that. Overall great easy simple interface.,Positive,0.21333333333333337,0.42142857142857143
+BBW Dating & Curvy Singles Chat- LargeFriends,"Great app, works great.",Positive,0.8,0.75
+BBW Dating & Curvy Singles Chat- LargeFriends,good bbw dating,Positive,0.7,0.6000000000000001
+BBW Dating & Curvy Singles Chat- LargeFriends,The best place find BBW. Great job!,Positive,1.0,0.525
+BBW Dating & Curvy Singles Chat- LargeFriends,THANK YOU,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,Needs rewards,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,Very good,Positive,0.9099999999999999,0.7800000000000001
+BBW Dating & Curvy Singles Chat- LargeFriends,There men near me. The rest state I find pointless. I'm also tight budget I'm limited free stuff right now. Can't much really pretty pointless.,Positive,0.03571428571428571,0.5205357142857143
+BBW Dating & Curvy Singles Chat- LargeFriends,"It's bad app. Have yet see capabilities are, far I'm cool it.",Negative,-0.0833333333333333,0.7722222222222221
+BBW Dating & Curvy Singles Chat- LargeFriends,Seems con can't make contact people like without paying hefty subscription fee. What point can't contact anyone. If useless without paying make pay upfront hide behind partly free reality pay redundant,Negative,-0.175,0.475
+BBW Dating & Curvy Singles Chat- LargeFriends,Awesome,Positive,1.0,1.0
+BBW Dating & Curvy Singles Chat- LargeFriends,I like,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,"There literally point free account. You can't message anyone gold member, message first. I put email bio keep stealth removing it. Put ads let us message people.",Positive,0.325,0.5666666666666667
+BBW Dating & Curvy Singles Chat- LargeFriends,I let know,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,"You can't even send messages view without paying first,this bulshit",Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,Just another site wants money! You pay send messages! Complete rip off!,Positive,0.21875,0.25
+BBW Dating & Curvy Singles Chat- LargeFriends,Terrible even go past choosing location. Wasted data crap,Negative,-0.5625,0.5125
+BBW Dating & Curvy Singles Chat- LargeFriends,"Sucks, keeps crashing open all!!!",Negative,-0.15,0.4
+BBW Dating & Curvy Singles Chat- LargeFriends,It says 10 characters changes mind let move past page 2000 characters,Negative,-0.25,0.25
+BBW Dating & Curvy Singles Chat- LargeFriends,"I 33 years old big guy Jacksonville. It little difficult find girlfriend I found app. I downloaded read reviews users carefully. It gives big surprise I joined it. The design simple useful, features simple easy use.",Positive,0.004583333333333333,0.4447619047619048
+BBW Dating & Curvy Singles Chat- LargeFriends,This like BBW dating meet attached people crazy blunt strangers. This take away value overall experience. You meet great curvy people amazing time anonymously.,Positive,0.20000000000000004,0.6375
+BBW Dating & Curvy Singles Chat- LargeFriends,I＊ve tried lot dating favorite. I hate always match random guys share similar interests. But unlike show matches really lot common. I love would highly recommend you.,Negative,-0.030000000000000016,0.58
+BBW Dating & Curvy Singles Chat- LargeFriends,"LargeFriends several different methods pick users protect privacy keep us away scams. Which impressed (and time) I encountered dating scam, I reported team, kicked within several minutes! I mean I＊m really amazed handled issue short time. And that, I believed really someone working behind screen protect us improve community.",Positive,0.07638888888888888,0.4097222222222222
+BBW Dating & Curvy Singles Chat- LargeFriends,"I like meeting new people time. Not dating, making friends. Sometimes works, sometimes - least great place try.",Positive,0.21212121212121215,0.5348484848484848
+BBW Dating & Curvy Singles Chat- LargeFriends,So far experience using viewing positive one. The easy understand find exactly you＊re looking for. A buddy recommended cycled comes top!,Positive,0.32712121212121215,0.6257575757575757
+BBW Dating & Curvy Singles Chat- LargeFriends,Great plus size dating app. You meet many new people. It's easy use. I problems it.,Positive,0.46742424242424246,0.634469696969697
+BBW Dating & Curvy Singles Chat- LargeFriends,After unhappy marriage I downloaded best time meeting interesting new people. It＊s date date. And marriage improved well. Recommended!,Positive,0.2676136363636364,0.5386363636363636
+BBW Dating & Curvy Singles Chat- LargeFriends,OK far,Positive,0.3,0.75
+BBW Dating & Curvy Singles Chat- LargeFriends,Luv,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,I verified photo I able get account. Obviously I prove I'm using pictures. So verify going treated like dishonest!,Positive,0.041666666666666664,0.5416666666666666
+BBW Dating & Curvy Singles Chat- LargeFriends,It's expensive join able chat anyone. Plus according shows province many people here.,Positive,0.16666666666666666,0.6083333333333333
+BBW Dating & Curvy Singles Chat- LargeFriends,"Downloaded everything caused error upload photos, answers questions. Just uninstalled",Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,Sucks can't limit local area only.,Negative,-0.09999999999999999,0.43333333333333335
+BBW Dating & Curvy Singles Chat- LargeFriends,Love,Positive,0.5,0.6
+BBW Dating & Curvy Singles Chat- LargeFriends,"I 33 years old big guy Jacksonville. It little difficult find girlfriend I found app. I downloaded read reviews users carefully. It gives big surprise I joined it. The design simple useful, features simple easy use.",Positive,0.004583333333333333,0.4447619047619048
+BBW Dating & Curvy Singles Chat- LargeFriends,"Moneybait. Cant message without paying. Even like/fave/gift eachother. Most women us range/location filters horrible. Also report someone ""this male filled female profile"" get message customer service, asking info. Great frustration simulator though.",Positive,0.11666666666666668,0.5694444444444444
+BBW Dating & Curvy Singles Chat- LargeFriends,I＊ve tried lot dating favorite. I hate always match random guys share similar interests. But unlike show matches really lot common. I love would highly recommend you.,Negative,-0.030000000000000016,0.58
+BBW Dating & Curvy Singles Chat- LargeFriends,Good really say 2000 dollar 6 month? Or seeing wrong would insane . Rather ads money instead maby small fee like 5 dollar month plus ads think would earn alot then. I like theres also dutch girls country,Negative,-0.17,0.62
+BBW Dating & Curvy Singles Chat- LargeFriends,This great. I think best BBW dating. Because lots amazing features impressed much. Easily find perfect match using app. Easily meet new curvy people know want. So enjoy perfect time.,Positive,0.6803030303030304,0.7571212121212121
+BBW Dating & Curvy Singles Chat- LargeFriends,"Great app! already met someone it, also love design, slick intuitive use, sick tinder swipe every profile, go dozen time, saves much time, highly recommend it!",Positive,0.15595238095238095,0.5536904761904763
+BBW Dating & Curvy Singles Chat- LargeFriends,Half people fetishes beware unless that. Overall great easy simple interface.,Positive,0.21333333333333337,0.42142857142857143
+BBW Dating & Curvy Singles Chat- LargeFriends,"Great app, works great.",Positive,0.8,0.75
+BBW Dating & Curvy Singles Chat- LargeFriends,good bbw dating,Positive,0.7,0.6000000000000001
+BBW Dating & Curvy Singles Chat- LargeFriends,The best place find BBW. Great job!,Positive,1.0,0.525
+BBW Dating & Curvy Singles Chat- LargeFriends,THANK YOU,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,Needs rewards,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,Very good,Positive,0.9099999999999999,0.7800000000000001
+BBW Dating & Curvy Singles Chat- LargeFriends,There men near me. The rest state I find pointless. I'm also tight budget I'm limited free stuff right now. Can't much really pretty pointless.,Positive,0.03571428571428571,0.5205357142857143
+BBW Dating & Curvy Singles Chat- LargeFriends,"It's bad app. Have yet see capabilities are, far I'm cool it.",Negative,-0.0833333333333333,0.7722222222222221
+BBW Dating & Curvy Singles Chat- LargeFriends,Seems con can't make contact people like without paying hefty subscription fee. What point can't contact anyone. If useless without paying make pay upfront hide behind partly free reality pay redundant,Negative,-0.175,0.475
+BBW Dating & Curvy Singles Chat- LargeFriends,Awesome,Positive,1.0,1.0
+BBW Dating & Curvy Singles Chat- LargeFriends,I like,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,"There literally point free account. You can't message anyone gold member, message first. I put email bio keep stealth removing it. Put ads let us message people.",Positive,0.325,0.5666666666666667
+BBW Dating & Curvy Singles Chat- LargeFriends,I let know,Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,"You can't even send messages view without paying first,this bulshit",Neutral,0.0,0.0
+BBW Dating & Curvy Singles Chat- LargeFriends,Just another site wants money! You pay send messages! Complete rip off!,Positive,0.21875,0.25
+BBW Dating & Curvy Singles Chat- LargeFriends,Terrible even go past choosing location. Wasted data crap,Negative,-0.5625,0.5125
+BBW Dating & Curvy Singles Chat- LargeFriends,"Sucks, keeps crashing open all!!!",Negative,-0.15,0.4
+BBW Dating & Curvy Singles Chat- LargeFriends,It says 10 characters changes mind let move past page 2000 characters,Negative,-0.25,0.25
+BBW Dating & Curvy Singles Chat- LargeFriends,"I 33 years old big guy Jacksonville. It little difficult find girlfriend I found app. I downloaded read reviews users carefully. It gives big surprise I joined it. The design simple useful, features simple easy use.",Positive,0.004583333333333333,0.4447619047619048
+BBW Dating & Curvy Singles Chat- LargeFriends,This like BBW dating meet attached people crazy blunt strangers. This take away value overall experience. You meet great curvy people amazing time anonymously.,Positive,0.20000000000000004,0.6375
+BBW Dating & Curvy Singles Chat- LargeFriends,I＊ve tried lot dating favorite. I hate always match random guys share similar interests. But unlike show matches really lot common. I love would highly recommend you.,Negative,-0.030000000000000016,0.58
+BBW Dating & Curvy Singles Chat- LargeFriends,"LargeFriends several different methods pick users protect privacy keep us away scams. Which impressed (and time) I encountered dating scam, I reported team, kicked within several minutes! I mean I＊m really amazed handled issue short time. And that, I believed really someone working behind screen protect us improve community.",Positive,0.07638888888888888,0.4097222222222222
+BBW Dating & Curvy Singles Chat- LargeFriends,"I like meeting new people time. Not dating, making friends. Sometimes works, sometimes - least great place try.",Positive,0.21212121212121215,0.5348484848484848
+BBW Dating & Curvy Singles Chat- LargeFriends,So far experience using viewing positive one. The easy understand find exactly you＊re looking for. A buddy recommended cycled comes top!,Positive,0.32712121212121215,0.6257575757575757
+BBW Dating & Curvy Singles Chat- LargeFriends,Great plus size dating app. You meet many new people. It's easy use. I problems it.,Positive,0.46742424242424246,0.634469696969697
+BBW Dating & Curvy Singles Chat- LargeFriends,After unhappy marriage I downloaded best time meeting interesting new people. It＊s date date. And marriage improved well. Recommended!,Positive,0.2676136363636364,0.5386363636363636
+BBW Dating & Plus Size Chat,DO NOT USE THIS It's trash. I cancelled told I go Google get money back. Now Google going back them. They sent broken link I'm paying trash I use. Don't let get you. I'm getting lawyer.,Negative,-0.13333333333333333,0.13333333333333333
+BBW Dating & Plus Size Chat,"You can't message anyone hit like picture u like back. So saying hi anyone. In place u post picture anyone see. They'll see comment neither u send message u randomly put other's ""match"" list. So u even get opportunity ""like"" able private message. It's really stupid app. There's ton fake profiles. More fake ones real ones even. Money scams.",Negative,-0.12249999999999998,0.5675
+BBW Dating & Plus Size Chat,Was quite enjoying app. Had met couple nice chaps suddenly stopped letting me.send messages. So I re-installed undone last 10 actions (blocking bloke sending messages others). WHY?!!,Positive,0.275,0.5416666666666667
+BBW Dating & Plus Size Chat,Total garbage. Gives suggestions close far away wants money every possible action think of. Total garbage... oh update location WAS whole time total waste time,Positive,0.04444444444444445,0.538888888888889
+BBW Dating & Plus Size Chat,Deleted within 10 minutes. Imagine member accurate location. I'm London I'm getting suggestions places like Stoke Manchester. Totally defeats point dating app.,Positive,0.20000000000000004,0.6916666666666667
+BBW Dating & Plus Size Chat,Just downloaded app. In free member understand im going see members located near would nice saw members at least country. All profiles seen canada. I dont live,Positive,0.18727272727272729,0.62
+BBW Dating & Plus Size Chat,It useless single message I'm getting crazy amount messages nothing something wrong,Negative,-0.4178571428571428,0.5535714285714286
+BBW Dating & Plus Size Chat,nan,nan,nan,nan
+BBW Dating & Plus Size Chat,"Despite location Wi-Fi on, keeps showing matches 1200kms+ away. Notifications arent showing despite allowing them.",Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,"mostly guys looking hookups. terrible deleted account, charged another month. screen shot email sent canceling 7/23. horrible customer",Negative,-0.5,0.8333333333333334
+BBW Dating & Plus Size Chat,The selection men average...half married...just disappointing. ☹️☹️,Negative,-0.6,0.7
+BBW Dating & Plus Size Chat,The updated now I cant even log find account. I paid Vip cant even it!!! RIP OFF! No option actual help,Neutral,0.0,0.1
+BBW Dating & Plus Size Chat,Just trolling Has fake reply For real real people .,Negative,-0.09999999999999998,0.7250000000000001
+BBW Dating & Plus Size Chat,This good place find peeps friends peeps love. Lots love. It's totally weird fetish site.,Positive,0.3,0.7000000000000001
+BBW Dating & Plus Size Chat,"For now, proving great app, weeks I'd know I'll let stars remain five less.",Positive,0.3166666666666667,0.4083333333333333
+BBW Dating & Plus Size Chat,I think get likes able talk,Positive,0.5,0.625
+BBW Dating & Plus Size Chat,Well first time ask later,Positive,0.125,0.16666666666666666
+BBW Dating & Plus Size Chat,It's good,Positive,0.7,0.6000000000000001
+BBW Dating & Plus Size Chat,nan,nan,nan,nan
+BBW Dating & Plus Size Chat,It wants money messages,Positive,0.2,0.1
+BBW Dating & Plus Size Chat,"Terrible, scammy, waste time",Negative,-0.6,0.5
+BBW Dating & Plus Size Chat,Too much messing get,Positive,0.2,0.2
+BBW Dating & Plus Size Chat,It's fun,Positive,0.3,0.2
+BBW Dating & Plus Size Chat,It really nice,Positive,0.6,1.0
+BBW Dating & Plus Size Chat,It's cool,Positive,0.35,0.65
+BBW Dating & Plus Size Chat,Not paying message someone see liked me.,Positive,0.6,0.8
+BBW Dating & Plus Size Chat,Nice,Positive,0.6,1.0
+BBW Dating & Plus Size Chat,New easy,Positive,0.28484848484848485,0.6439393939393939
+BBW Dating & Plus Size Chat,On point,Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,Ok,Positive,0.5,0.5
+BBW Dating & Plus Size Chat,nan,nan,nan,nan
+BBW Dating & Plus Size Chat,So far good,Positive,0.39999999999999997,0.8
+BBW Dating & Plus Size Chat,Nice big girls,Positive,0.3,0.55
+BBW Dating & Plus Size Chat,Wonderful loves thick women ❤❤❤❤❤❤,Positive,0.35,0.7375
+BBW Dating & Plus Size Chat,"So ok app, Pretty limited tho. First search tab, yea brought people near disorganized. Their didnt seem real pattern people shown filter options. The meet tab start open also lacked filter options. Plus showed maybe 3 4 people actually near first installed (3 days ago) since ive seen people less 60 miles away. And lastly moments tab. Closed thing got right id say. Even though still dont see anyone actually near shows variety people pretty much 30-40 miles however still real filter options either see gender wise. It alot potential far go.",Positive,0.15738095238095243,0.4739285714285715
+BBW Dating & Plus Size Chat,"So, I used Feedback function point I'm getting suggestions way far away. Their response matches based age gender, location. Well, GUESS WHAT? The says looking people. nearby loads selection matches. If false, day ""looking females within age range anywhere"" accurate. That's pretty useless, especially considering age preference can't brought 5 year range, rather 10 years. I need see profiles belonging people already school I even born. Lastly, filters? I want able avoid smokers even appearing.",Positive,0.043750000000000004,0.640625
+BBW Dating & Plus Size Chat,This keeps server issues. You wait hours again. No chatting existing matches even. Rubbish,Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,Big con put earn lots money sends people like pay see . Then find robots fake people people keep changing live time bull sht,Negative,-0.12121212121212122,0.5333333333333333
+BBW Dating & Plus Size Chat,"Back 1star. back showing area/state matches! Unbelievable. No Android newbie yes wooplus, damn location on, others problem.",Negative,-0.08333333333333333,0.3333333333333333
+BBW Dating & Plus Size Chat,"Beside creating profile, without paying $10? I pay see pokes, pay view profiles, pay match",Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,DO NOT USE THIS It's trash. I cancelled told I go Google get money back. Now Google going back them. They sent broken link I'm paying trash I use. Don't let get you. I'm getting lawyer.,Negative,-0.13333333333333333,0.13333333333333333
+BBW Dating & Plus Size Chat,"You can't message anyone hit like picture u like back. So saying hi anyone. In place u post picture anyone see. They'll see comment neither u send message u randomly put other's ""match"" list. So u even get opportunity ""like"" able private message. It's really stupid app. There's ton fake profiles. More fake ones real ones even. Money scams.",Negative,-0.12249999999999998,0.5675
+BBW Dating & Plus Size Chat,Was quite enjoying app. Had met couple nice chaps suddenly stopped letting me.send messages. So I re-installed undone last 10 actions (blocking bloke sending messages others). WHY?!!,Positive,0.275,0.5416666666666667
+BBW Dating & Plus Size Chat,Total garbage. Gives suggestions close far away wants money every possible action think of. Total garbage... oh update location WAS whole time total waste time,Positive,0.04444444444444445,0.538888888888889
+BBW Dating & Plus Size Chat,Deleted within 10 minutes. Imagine member accurate location. I'm London I'm getting suggestions places like Stoke Manchester. Totally defeats point dating app.,Positive,0.20000000000000004,0.6916666666666667
+BBW Dating & Plus Size Chat,Just downloaded app. In free member understand im going see members located near would nice saw members at least country. All profiles seen canada. I dont live,Positive,0.18727272727272729,0.62
+BBW Dating & Plus Size Chat,It useless single message I'm getting crazy amount messages nothing something wrong,Negative,-0.4178571428571428,0.5535714285714286
+BBW Dating & Plus Size Chat,nan,nan,nan,nan
+BBW Dating & Plus Size Chat,"Despite location Wi-Fi on, keeps showing matches 1200kms+ away. Notifications arent showing despite allowing them.",Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,"mostly guys looking hookups. terrible deleted account, charged another month. screen shot email sent canceling 7/23. horrible customer",Negative,-0.5,0.8333333333333334
+BBW Dating & Plus Size Chat,The selection men average...half married...just disappointing. ☹️☹️,Negative,-0.6,0.7
+BBW Dating & Plus Size Chat,The updated now I cant even log find account. I paid Vip cant even it!!! RIP OFF! No option actual help,Neutral,0.0,0.1
+BBW Dating & Plus Size Chat,Just trolling Has fake reply For real real people .,Negative,-0.09999999999999998,0.7250000000000001
+BBW Dating & Plus Size Chat,This good place find peeps friends peeps love. Lots love. It's totally weird fetish site.,Positive,0.3,0.7000000000000001
+BBW Dating & Plus Size Chat,"For now, proving great app, weeks I'd know I'll let stars remain five less.",Positive,0.3166666666666667,0.4083333333333333
+BBW Dating & Plus Size Chat,I think get likes able talk,Positive,0.5,0.625
+BBW Dating & Plus Size Chat,Well first time ask later,Positive,0.125,0.16666666666666666
+BBW Dating & Plus Size Chat,It's good,Positive,0.7,0.6000000000000001
+BBW Dating & Plus Size Chat,nan,nan,nan,nan
+BBW Dating & Plus Size Chat,It wants money messages,Positive,0.2,0.1
+BBW Dating & Plus Size Chat,"Terrible, scammy, waste time",Negative,-0.6,0.5
+BBW Dating & Plus Size Chat,Too much messing get,Positive,0.2,0.2
+BBW Dating & Plus Size Chat,It's fun,Positive,0.3,0.2
+BBW Dating & Plus Size Chat,It really nice,Positive,0.6,1.0
+BBW Dating & Plus Size Chat,It's cool,Positive,0.35,0.65
+BBW Dating & Plus Size Chat,Not paying message someone see liked me.,Positive,0.6,0.8
+BBW Dating & Plus Size Chat,Nice,Positive,0.6,1.0
+BBW Dating & Plus Size Chat,New easy,Positive,0.28484848484848485,0.6439393939393939
+BBW Dating & Plus Size Chat,On point,Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,Ok,Positive,0.5,0.5
+BBW Dating & Plus Size Chat,nan,nan,nan,nan
+BBW Dating & Plus Size Chat,So far good,Positive,0.39999999999999997,0.8
+BBW Dating & Plus Size Chat,Nice big girls,Positive,0.3,0.55
+BBW Dating & Plus Size Chat,Wonderful loves thick women ❤❤❤❤❤❤,Positive,0.35,0.7375
+BBW Dating & Plus Size Chat,"So ok app, Pretty limited tho. First search tab, yea brought people near disorganized. Their didnt seem real pattern people shown filter options. The meet tab start open also lacked filter options. Plus showed maybe 3 4 people actually near first installed (3 days ago) since ive seen people less 60 miles away. And lastly moments tab. Closed thing got right id say. Even though still dont see anyone actually near shows variety people pretty much 30-40 miles however still real filter options either see gender wise. It alot potential far go.",Positive,0.15738095238095243,0.4739285714285715
+BBW Dating & Plus Size Chat,"So, I used Feedback function point I'm getting suggestions way far away. Their response matches based age gender, location. Well, GUESS WHAT? The says looking people. nearby loads selection matches. If false, day ""looking females within age range anywhere"" accurate. That's pretty useless, especially considering age preference can't brought 5 year range, rather 10 years. I need see profiles belonging people already school I even born. Lastly, filters? I want able avoid smokers even appearing.",Positive,0.043750000000000004,0.640625
+BBW Dating & Plus Size Chat,This keeps server issues. You wait hours again. No chatting existing matches even. Rubbish,Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,Big con put earn lots money sends people like pay see . Then find robots fake people people keep changing live time bull sht,Negative,-0.12121212121212122,0.5333333333333333
+BBW Dating & Plus Size Chat,"Back 1star. back showing area/state matches! Unbelievable. No Android newbie yes wooplus, damn location on, others problem.",Negative,-0.08333333333333333,0.3333333333333333
+BBW Dating & Plus Size Chat,"Beside creating profile, without paying $10? I pay see pokes, pay view profiles, pay match",Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,DO NOT USE THIS It's trash. I cancelled told I go Google get money back. Now Google going back them. They sent broken link I'm paying trash I use. Don't let get you. I'm getting lawyer.,Negative,-0.13333333333333333,0.13333333333333333
+BBW Dating & Plus Size Chat,"You can't message anyone hit like picture u like back. So saying hi anyone. In place u post picture anyone see. They'll see comment neither u send message u randomly put other's ""match"" list. So u even get opportunity ""like"" able private message. It's really stupid app. There's ton fake profiles. More fake ones real ones even. Money scams.",Negative,-0.12249999999999998,0.5675
+BBW Dating & Plus Size Chat,Was quite enjoying app. Had met couple nice chaps suddenly stopped letting me.send messages. So I re-installed undone last 10 actions (blocking bloke sending messages others). WHY?!!,Positive,0.275,0.5416666666666667
+BBW Dating & Plus Size Chat,Total garbage. Gives suggestions close far away wants money every possible action think of. Total garbage... oh update location WAS whole time total waste time,Positive,0.04444444444444445,0.538888888888889
+BBW Dating & Plus Size Chat,Deleted within 10 minutes. Imagine member accurate location. I'm London I'm getting suggestions places like Stoke Manchester. Totally defeats point dating app.,Positive,0.20000000000000004,0.6916666666666667
+BBW Dating & Plus Size Chat,Just downloaded app. In free member understand im going see members located near would nice saw members at least country. All profiles seen canada. I dont live,Positive,0.18727272727272729,0.62
+BBW Dating & Plus Size Chat,It useless single message I'm getting crazy amount messages nothing something wrong,Negative,-0.4178571428571428,0.5535714285714286
+BBW Dating & Plus Size Chat,nan,nan,nan,nan
+BBW Dating & Plus Size Chat,"Despite location Wi-Fi on, keeps showing matches 1200kms+ away. Notifications arent showing despite allowing them.",Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,"mostly guys looking hookups. terrible deleted account, charged another month. screen shot email sent canceling 7/23. horrible customer",Negative,-0.5,0.8333333333333334
+BBW Dating & Plus Size Chat,The selection men average...half married...just disappointing. ☹️☹️,Negative,-0.6,0.7
+BBW Dating & Plus Size Chat,The updated now I cant even log find account. I paid Vip cant even it!!! RIP OFF! No option actual help,Neutral,0.0,0.1
+BBW Dating & Plus Size Chat,Just trolling Has fake reply For real real people .,Negative,-0.09999999999999998,0.7250000000000001
+BBW Dating & Plus Size Chat,This good place find peeps friends peeps love. Lots love. It's totally weird fetish site.,Positive,0.3,0.7000000000000001
+BBW Dating & Plus Size Chat,"For now, proving great app, weeks I'd know I'll let stars remain five less.",Positive,0.3166666666666667,0.4083333333333333
+BBW Dating & Plus Size Chat,I think get likes able talk,Positive,0.5,0.625
+BBW Dating & Plus Size Chat,Well first time ask later,Positive,0.125,0.16666666666666666
+BBW Dating & Plus Size Chat,It's good,Positive,0.7,0.6000000000000001
+BBW Dating & Plus Size Chat,nan,nan,nan,nan
+BBW Dating & Plus Size Chat,It wants money messages,Positive,0.2,0.1
+BBW Dating & Plus Size Chat,"Terrible, scammy, waste time",Negative,-0.6,0.5
+BBW Dating & Plus Size Chat,Too much messing get,Positive,0.2,0.2
+BBW Dating & Plus Size Chat,It's fun,Positive,0.3,0.2
+BBW Dating & Plus Size Chat,It really nice,Positive,0.6,1.0
+BBW Dating & Plus Size Chat,It's cool,Positive,0.35,0.65
+BBW Dating & Plus Size Chat,Not paying message someone see liked me.,Positive,0.6,0.8
+BBW Dating & Plus Size Chat,Nice,Positive,0.6,1.0
+BBW Dating & Plus Size Chat,New easy,Positive,0.28484848484848485,0.6439393939393939
+BBW Dating & Plus Size Chat,On point,Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,Ok,Positive,0.5,0.5
+BBW Dating & Plus Size Chat,nan,nan,nan,nan
+BBW Dating & Plus Size Chat,So far good,Positive,0.39999999999999997,0.8
+BBW Dating & Plus Size Chat,Nice big girls,Positive,0.3,0.55
+BBW Dating & Plus Size Chat,Wonderful loves thick women ❤❤❤❤❤❤,Positive,0.35,0.7375
+BBW Dating & Plus Size Chat,"So ok app, Pretty limited tho. First search tab, yea brought people near disorganized. Their didnt seem real pattern people shown filter options. The meet tab start open also lacked filter options. Plus showed maybe 3 4 people actually near first installed (3 days ago) since ive seen people less 60 miles away. And lastly moments tab. Closed thing got right id say. Even though still dont see anyone actually near shows variety people pretty much 30-40 miles however still real filter options either see gender wise. It alot potential far go.",Positive,0.15738095238095243,0.4739285714285715
+BBW Dating & Plus Size Chat,"So, I used Feedback function point I'm getting suggestions way far away. Their response matches based age gender, location. Well, GUESS WHAT? The says looking people. nearby loads selection matches. If false, day ""looking females within age range anywhere"" accurate. That's pretty useless, especially considering age preference can't brought 5 year range, rather 10 years. I need see profiles belonging people already school I even born. Lastly, filters? I want able avoid smokers even appearing.",Positive,0.043750000000000004,0.640625
+BBW Dating & Plus Size Chat,This keeps server issues. You wait hours again. No chatting existing matches even. Rubbish,Neutral,0.0,0.0
+BBW Dating & Plus Size Chat,Big con put earn lots money sends people like pay see . Then find robots fake people people keep changing live time bull sht,Negative,-0.12121212121212122,0.5333333333333333
+BBW Dating & Plus Size Chat,"Back 1star. back showing area/state matches! Unbelievable. No Android newbie yes wooplus, damn location on, others problem.",Negative,-0.08333333333333333,0.3333333333333333
+BBW Dating & Plus Size Chat,"Beside creating profile, without paying $10? I pay see pokes, pay view profiles, pay match",Neutral,0.0,0.0
+BBWCupid - BBW Dating App,"Terrible dating app! Unless pay, can't even communicate anyone. Can read message. It's waste. Deleting app.",Negative,-0.6,0.5
+BBWCupid - BBW Dating App,"No incentive keep free members, much less bring paying one. No basic communication, making pay read message. Just shenanigans had.",Positive,0.07777777777777779,0.33055555555555555
+BBWCupid - BBW Dating App,It even allow upload photo. And tells I messages let see unless I'm paid member. Nothing site free.,Positive,0.4,0.8
+BBWCupid - BBW Dating App,Well I like free. But upgrade membership interact anyone Bogus APP. Deleted app.,Positive,0.4,0.8
+BBWCupid - BBW Dating App,This full foreign scammers,Positive,0.11249999999999999,0.3375
+BBWCupid - BBW Dating App,It keeps matching people different countries.,Neutral,0.0,0.6
+BBWCupid - BBW Dating App,Fun,Positive,0.3,0.2
+BBWCupid - BBW Dating App,It never works! Ever! Ugh!,Neutral,0.0,0.0
+BBWCupid - BBW Dating App,"This like ghost town, there's nobody it! Avoid especially looking someone 30, also never let put birthday age, says I born May 1997 December 1996! No way change it!! And everyone else said pay send messages read messages. You like people's profiles virtually nothing. Don't waste time.",Negative,-0.1,0.5
+BBWCupid - BBW Dating App,"You can't read majority messages unless paid member, person paid member, plus EXPENSIVE so.",Negative,-0.5,0.7
+BBWCupid - BBW Dating App,"If want able read messages paid member sender paid member, expensive glitchy mobile desktop. Definitely recommend also suspend account put contact info profile.",Neutral,0.0,0.6083333333333333
+BBWCupid - BBW Dating App,Bbwcupid experience... Has nicest girls long term dating... But could definitely sophisticated basically page optimized. But rest curvy friendly communities gives girls nice. But really intended short term dating use. But could used bit people using though.,Positive,0.2708333333333333,0.5666666666666667
+BBWCupid - BBW Dating App,"Can't understand anyone would pay membership.. pof chat free, search list order distance.. you... charge read messages, search mixed distance order, oh want pay! And distance km. Sorry UK miles km. Let guess.. paid member change That? You never going win race run like this. P.O.F though lot fake profiles genuine people need free charge everything. I messages I refuse pay delete charge something easily available free. You nothing really You?",Positive,0.19999999999999998,0.615
+BBWCupid - BBW Dating App,absolute garbage guys ashamed option gay bi people anything yeah forcing heterosexuality everybody that's like kind I know hard program cell phone heads ass,Positive,0.23125,0.73125
+BBWCupid - BBW Dating App,Keep getting countrys contacting annoying iv miles places men USA round world sending messages.,Negative,-0.5,0.65
+BBWCupid - BBW Dating App,Demanding money unless people pay. This NOT FREE. Avoid costs.,Negative,-0.2,0.8
+BBWCupid - BBW Dating App,It took money IMMEDIATELY SUSPENDED MY ACCOUNT,Neutral,0.0,0.0
+BBWCupid - BBW Dating App,Worked well come update and I can't get app....and let via email either!,Neutral,0.0,0.0
+BBWCupid - BBW Dating App,It's great view I hope y'all keep good work keep beautiful coming,Positive,0.7833333333333333,0.7833333333333333
+BBWCupid - BBW Dating App,Cant message without paying.,Neutral,0.0,0.0
+BBWCupid - BBW Dating App,Its place,Neutral,0.0,0.0
+BBWCupid - BBW Dating App,nan,nan,nan,nan
+BBWCupid - BBW Dating App,I think wonderful I think wonderful,Positive,1.0,1.0
+BBWCupid - BBW Dating App,"First lies free communication plain simple. 2nd, theres point asks distance willing travel. It doesnt help you. 3rd. Only major cities states. So live small town. Well luck.",Positive,0.05768890200708383,0.4543290043290044
+BBWCupid - BBW Dating App,This allow users add means communication automatically suspend accounts! No user want spend money read messages! This free chat room. No wonder low reviews!,Positive,0.2,0.55
+BBWCupid - BBW Dating App,New far seem fake profiles sites. I paid month see goes. But easy navigate.,Positive,0.04242424242424242,0.821969696969697
+BBWCupid - BBW Dating App,"Argh! Most complaints reviews valid-full experience free local access local outside larger populated areas still like enough pay upgrade. Low rating charged shut account recommendation ""support"" create another account...",Positive,0.1125,0.33125
+BBWCupid - BBW Dating App,"Just suspended due putting kik there, u can't chat, msgs u get sent bbwcupid,not person, fake, I've deleted it, get Feabie instead, least chat free :)",Negative,-0.0050000000000000044,0.7150000000000001
+BBWCupid - BBW Dating App,"I wanted say I think absolutely incredible I usually write reviews I take time this. I looking like long time fact I message free communicate Simply Amazing. I absolutely love I seriously considering becoming member. I want deeply thank BBW Cupid team delivering product caters exact need desires. To date I yet find another BBW like this. Incredible work far guys, keep great service. I happy customer I love thanks.",Positive,0.36041666666666666,0.6541666666666667
+BBWCupid - BBW Dating App,Please like every site. No wants mert chat collect pictures. Might well us Craigslist,Negative,-0.1,0.1
+BBWCupid - BBW Dating App,"Not user friendly, swiping, many state matches I chose within 50 miles",Positive,0.4375,0.5
+BBWCupid - BBW Dating App,Would allow sign using Facebook. Just kept giving blank screen. Not good experience all. Uninstalled.,Negative,-0.175,0.30000000000000004
+BBWCupid - BBW Dating App,It's scam. Don't download. It tries force upgrade. Messaging bots send random text. Stay away.,Negative,-0.3,0.45
+BBWCupid - BBW Dating App,"Not enough local members, matching abilities, cannot communicate free. Do recommend.",Positive,0.13333333333333333,0.43333333333333335
+BBWCupid - BBW Dating App,"would great say free trial expired, even hr downloading it, make completely free,to chat I'd give 5 star's",Positive,0.4333333333333334,0.65
+BBWCupid - BBW Dating App,"I understand like I made account I can't message anyone I'm ""standard free member"" I downloaded said provided free communication",Positive,0.26666666666666666,0.5333333333333333
+BBWCupid - BBW Dating App,Doesn't work Nexus 5x,Neutral,0.0,0.0
+BBWCupid - BBW Dating App,opens denied access page,Neutral,0.0,0.0
+BBWCupid - BBW Dating App,Very good,Positive,0.9099999999999999,0.7800000000000001
+BBWCupid - BBW Dating App,good,Positive,0.7,0.6000000000000001
+BELONG Beating Cancer Together,Great App!!!!,Positive,1.0,0.75
+BELONG Beating Cancer Together,I found helpful life diagnosed breast cancer reading uplifting stories keeping things perspective life going forward,Neutral,0.0,0.0
+BELONG Beating Cancer Together,I downloaded days receiving good suggestions.,Positive,0.7,0.6000000000000001
+BELONG Beating Cancer Together,Love it!,Positive,0.625,0.6
+BELONG Beating Cancer Together,It brings hope colon cancer yes I beat GODS help everyone story here. Thank you.,Neutral,0.0,0.0
+BELONG Beating Cancer Together,Best site I found cancer... wish members would active getting back me.,Positive,0.2888888888888889,0.3
+BELONG Beating Cancer Together,Does work tablet u cell phone,Neutral,0.0,0.0
+BELONG Beating Cancer Together,Learned much app. Has useful,Positive,0.25,0.1
+BELONG Beating Cancer Together,Great information interaction,Positive,0.8,0.75
+BELONG Beating Cancer Together,nan,nan,nan,nan
+BELONG Beating Cancer Together,Helpful,Neutral,0.0,0.0
+BELONG Beating Cancer Together,Very informative questions may whether family member...,Positive,0.2,0.3
+BELONG Beating Cancer Together,Good,Positive,0.7,0.6000000000000001
+BELONG Beating Cancer Together,So sad big Pharmacy allopathic doctors resorted trapping patients time stress. There Design Within anything Western zap radiation chemotherapy... becomes another infomercials next drug treatment Western doctors kill patients hopes securing patent big money patient dies name science.. positive aspect patient able reach two patients suffering form disease,Positive,0.02840909090909091,0.2963068181818182
+BELONG Beating Cancer Together,It useful,Positive,0.3,0.0
+BELONG Beating Cancer Together,plz create indian people,Neutral,0.0,0.0
+BELONG Beating Cancer Together,Great resource,Positive,0.8,0.75
+BELONG Beating Cancer Together,This given much peace mind know I'm going certain things. You really feel people's hearts here.,Positive,0.20476190476190478,0.32380952380952377
+BELONG Beating Cancer Together,It's nice talk others MBC. I live small town south. The closest support group least hour away.,Positive,0.046590909090909086,0.575
+BELONG Beating Cancer Together,"Great, I really keen read stuff know real people face challenges, thank",Positive,0.39999999999999997,0.4166666666666667
+BELONG Beating Cancer Together,Hello team using call option verification worked.,Neutral,0.0,0.0
+BELONG Beating Cancer Together,Nice app. Very helpful us,Positive,0.4,0.65
+BELONG Beating Cancer Together,Some questions unanswered,Negative,-0.1,0.2
+BELONG Beating Cancer Together,GREAT DOING,Positive,0.8,0.75
+BELONG Beating Cancer Together,Good,Positive,0.7,0.6000000000000001
+BELONG Beating Cancer Together,If I was here in Hindi then the Indian people got very good information.,Positive,0.9099999999999999,0.7800000000000001
+BELONG Beating Cancer Together,give opinion later,Neutral,0.0,0.0
+BELONG Beating Cancer Together,"I love feeds information hope, I battle kidney lymph node cancer. God bless everyone keep communication line alive full positive feedback..",Positive,0.2943181818181818,0.5238636363636364
+BELONG Beating Cancer Together,"Good source direct, reliable helpful info",Positive,0.39999999999999997,0.5
+BELONG Beating Cancer Together,Can't get past I patient screen startup.,Negative,-0.25,0.25
+BELONG Beating Cancer Together,Great know alone,Positive,0.8,0.75
+BELONG Beating Cancer Together,Informative helpful,Neutral,0.0,0.0
+BELONG Beating Cancer Together,A good source information,Positive,0.7,0.6000000000000001
+BELONG Beating Cancer Together,"I'm going rough time Throat cancer.not able Speak.or answer phone, Texting give chance communicate.hopefully condition short term. thanks Texting I able communicate. My thanks worked So hard give people chance get chance speak.not verbally, But heart.jerome Whitfield",Positive,0.14404761904761904,0.41309523809523807
+BELONG Beating Cancer Together,This gave community people going thru thing. It's kind support I wanted needed.,Positive,0.6,0.9
+BELONG Beating Cancer Together,"I'm new cancer[2mos],& group-stage4 pancreatic.I love open forum concept w.other fighters & Dr.s!-Stay true cause!",Positive,0.26846590909090906,0.5511363636363636
+BELONG Beating Cancer Together,Very useful tool app. great source help stay organized chaotic time. Would recommend all.,Positive,0.595,0.375
+BELONG Beating Cancer Together,nan,nan,nan,nan
+BELONG Beating Cancer Together,Pretty good resource. I like groups medical professionals answering questions.,Positive,0.31666666666666665,0.5333333333333333
+BELONG Beating Cancer Together,I happy finally involved people going think myself.,Positive,0.4,1.0
+BEST CAR SOUNDS,Love,Positive,0.5,0.6
+BEST CAR SOUNDS,Wow nice real I need reply plz I love cars u plz send reply I see add sounds I see tnx,Positive,0.35,0.725
+BEST CAR SOUNDS,The acceleration revving,Neutral,0.0,0.0
+BEST CAR SOUNDS,nan,nan,nan,nan
+BEST CAR SOUNDS,nan,nan,nan,nan
+BEST CAR SOUNDS,Chant put ringtone,Neutral,0.0,0.0
+BEST CAR SOUNDS,Best ever,Positive,1.0,0.3
+BEST CAR SOUNDS,It's terrible,Negative,-1.0,1.0
+BEST CAR SOUNDS,Place man bro,Neutral,0.0,0.0
+BEST CAR SOUNDS,Super voice,Positive,0.3333333333333333,0.6666666666666666
+BEST CAR SOUNDS,Nice,Positive,0.6,1.0
+BEST CAR SOUNDS,nan,nan,nan,nan
+BEST CAR SOUNDS,They great problem I would like sounds notification ringtone overall bad,Positive,0.0333333333333334,0.47222222222222215
+BEST CAR SOUNDS,The acceleration sounds just like start sound....terrible,Neutral,0.0,0.0
+BEST CAR SOUNDS,I'm going to give Ronnie a hp,Neutral,0.0,0.0
+BEST CAR SOUNDS,nan,nan,nan,nan
+BEST CAR SOUNDS,Wnloads goes back zero wont,Neutral,0.0,0.0
+BEST CAR SOUNDS,Please put car sounds last I want say awesome keep great gob dude,Positive,0.6,0.6055555555555555
+BEST CAR SOUNDS,Thx preciate even phone almost full☺☺☺,Neutral,0.0,0.0
+BEST CAR SOUNDS,It takes much space,Positive,0.2,0.2
+BEST CAR SOUNDS,Not nice,Negative,-0.3,1.0
+BEST CAR SOUNDS,I love much that's I'm downloading,Positive,0.35,0.4
+BEST CAR SOUNDS,good variety sounds needs,Positive,0.7,0.6000000000000001
+BEST CAR SOUNDS,nan,nan,nan,nan
+BEST CAR SOUNDS,Good give new sounds,Positive,0.41818181818181815,0.5272727272727273
+BEST CAR SOUNDS,I best game ever,Positive,0.3,0.35
+BEST CAR SOUNDS,Dam AWESOME DUDES,Positive,1.0,1.0
+BEST CAR SOUNDS,I think cool,Positive,0.35,0.65
+BEST CAR SOUNDS,I love cars,Positive,0.5,0.6
+BEST CAR SOUNDS,Nothing say impossible,Negative,-0.6666666666666666,1.0
+BEST CAR SOUNDS,I think nice,Positive,0.6,1.0
+BEST CAR SOUNDS,Ok,Positive,0.5,0.5
+BEST CAR SOUNDS,Aarav,Neutral,0.0,0.0
+BEST CAR SOUNDS,Noice,Neutral,0.0,0.0
+BEST CAR SOUNDS,nan,nan,nan,nan
+BEST CAR SOUNDS,Its nice,Positive,0.6,1.0
+BEST CAR SOUNDS,Amazing game,Positive,0.10000000000000003,0.65
+BEST CAR SOUNDS,Fine,Positive,0.4166666666666667,0.5
+BEST CAR SOUNDS,Nice,Positive,0.6,1.0
+BEST CAR SOUNDS,Good,Positive,0.7,0.6000000000000001
+BEST CAR SOUNDS,Good,Positive,0.7,0.6000000000000001
+BEST CAR SOUNDS,Brilliant,Positive,0.9,1.0
+BEST CAR SOUNDS,Awesome,Positive,1.0,1.0
+BET NOW - Watch Shows,I mad I really wanted I installed said available country I live Canada.,Positive,0.027840909090909097,0.525
+BET NOW - Watch Shows,"Worst ever, none episodes play order.",Negative,-1.0,1.0
+BET NOW - Watch Shows,Keep wonderful. My cable August.,Positive,1.0,1.0
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,worst ever.,Negative,-1.0,1.0
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,Deborah's Device,Neutral,0.0,0.0
+BET NOW - Watch Shows,This best thing ever,Positive,1.0,0.3
+BET NOW - Watch Shows,Hate,Negative,-0.8,0.9
+BET NOW - Watch Shows,Love much,Positive,0.35,0.4
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,Love guys All,Positive,0.5,0.6
+BET NOW - Watch Shows,Where's 2018 bet awards???,Neutral,0.0,0.0
+BET NOW - Watch Shows,I still watch shows I love..I❤️it,Neutral,0.0,0.0
+BET NOW - Watch Shows,I love,Positive,0.5,0.6
+BET NOW - Watch Shows,Bet,Neutral,0.0,0.0
+BET NOW - Watch Shows,"I'm pleased upgrade. It's blurry, buffers constantly cutting error message. Before upgrade I none issues, complaint long pause pink screen. I'll wait month try again. Hopefully better.",Negative,-0.008333333333333323,0.5499999999999999
+BET NOW - Watch Shows,"I cable provider useless me! I Hulu live tv offer hulu provider.Cable tv expensive I'm going pay cable WiFi both. Wi-Fi necessity day age, cable isn't. You make available everyone, cable tv watchers! Cable obsolete soon anyway, do!!",Negative,-0.05184659090909091,0.44999999999999996
+BET NOW - Watch Shows,"Horrible....I tried 3 different services wifi signals. It horrible. It constantly buffers, cuts middle show, continues say bet stopped working. You better this.",Negative,-0.1,0.4866666666666667
+BET NOW - Watch Shows,"This lame TV provider even want u TV provider wanted would watch TV, hulo better lame junk",Negative,-0.16666666666666666,0.6666666666666666
+BET NOW - Watch Shows,The new look pretty bad user interface never loads go show episodes search home screen makes hard navigate.,Negative,-0.15132575757575756,0.6657196969696969
+BET NOW - Watch Shows,This Xfinity TV providers.......It saying hang tight....they put new ones,Positive,0.13636363636363635,0.45454545454545453
+BET NOW - Watch Shows,I want watch show show easy fast access wifi passwords getting way would like watch live want watch show whereever I'm anytime show airs time even better,Positive,0.3174242424242424,0.6083333333333334
+BET NOW - Watch Shows,This really good. I keep signing episodes skipped ahead went backwards happened.,Positive,0.7,0.6000000000000001
+BET NOW - Watch Shows,I can't I right cable provider updated I using time catch shows,Positive,0.2857142857142857,0.5357142857142857
+BET NOW - Watch Shows,"It says ""chromecast ready"". Where cast button. I seen since update.",Positive,0.2,0.5
+BET NOW - Watch Shows,Stopped Working During A Show And Cuts The Program Short,Neutral,0.0,0.3
+BET NOW - Watch Shows,It kept saying oops bet stopped working please try,Neutral,0.0,0.0
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,My tv provider Xfinity need y'all fix,Neutral,0.0,0.0
+BET NOW - Watch Shows,It compete episodes. To mucheck buffering,Neutral,0.0,0.0
+BET NOW - Watch Shows,My cable provider even there....SUCKS,Neutral,0.0,0.0
+BET NOW - Watch Shows,Great tv experience phone.,Positive,0.8,0.75
+BET NOW - Watch Shows,I movie,Neutral,0.0,0.0
+BET NOW - Watch Shows,Doesn't tv provider,Neutral,0.0,0.0
+BET NOW - Watch Shows,You need add martin,Neutral,0.0,0.0
+BET NOW - Watch Shows,Good! WOW!,Positive,0.5,0.8
+BET NOW - Watch Shows,Sucks donkey balls,Negative,-0.3,0.3
+BET NOW - Watch Shows,Where search button,Neutral,0.0,0.0
+BET NOW - Watch Shows,HATED IT,Negative,-0.9,0.7
+BET NOW - Watch Shows,I mad I really wanted I installed said available country I live Canada.,Positive,0.027840909090909097,0.525
+BET NOW - Watch Shows,"Worst ever, none episodes play order.",Negative,-1.0,1.0
+BET NOW - Watch Shows,Keep wonderful. My cable August.,Positive,1.0,1.0
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,worst ever.,Negative,-1.0,1.0
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,Deborah's Device,Neutral,0.0,0.0
+BET NOW - Watch Shows,This best thing ever,Positive,1.0,0.3
+BET NOW - Watch Shows,Hate,Negative,-0.8,0.9
+BET NOW - Watch Shows,Love much,Positive,0.35,0.4
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,Love guys All,Positive,0.5,0.6
+BET NOW - Watch Shows,Where's 2018 bet awards???,Neutral,0.0,0.0
+BET NOW - Watch Shows,I still watch shows I love..I❤️it,Neutral,0.0,0.0
+BET NOW - Watch Shows,I love,Positive,0.5,0.6
+BET NOW - Watch Shows,Bet,Neutral,0.0,0.0
+BET NOW - Watch Shows,"I'm pleased upgrade. It's blurry, buffers constantly cutting error message. Before upgrade I none issues, complaint long pause pink screen. I'll wait month try again. Hopefully better.",Negative,-0.008333333333333323,0.5499999999999999
+BET NOW - Watch Shows,"I cable provider useless me! I Hulu live tv offer hulu provider.Cable tv expensive I'm going pay cable WiFi both. Wi-Fi necessity day age, cable isn't. You make available everyone, cable tv watchers! Cable obsolete soon anyway, do!!",Negative,-0.05184659090909091,0.44999999999999996
+BET NOW - Watch Shows,"Horrible....I tried 3 different services wifi signals. It horrible. It constantly buffers, cuts middle show, continues say bet stopped working. You better this.",Negative,-0.1,0.4866666666666667
+BET NOW - Watch Shows,"This lame TV provider even want u TV provider wanted would watch TV, hulo better lame junk",Negative,-0.16666666666666666,0.6666666666666666
+BET NOW - Watch Shows,The new look pretty bad user interface never loads go show episodes search home screen makes hard navigate.,Negative,-0.15132575757575756,0.6657196969696969
+BET NOW - Watch Shows,This Xfinity TV providers.......It saying hang tight....they put new ones,Positive,0.13636363636363635,0.45454545454545453
+BET NOW - Watch Shows,I want watch show show easy fast access wifi passwords getting way would like watch live want watch show whereever I'm anytime show airs time even better,Positive,0.3174242424242424,0.6083333333333334
+BET NOW - Watch Shows,This really good. I keep signing episodes skipped ahead went backwards happened.,Positive,0.7,0.6000000000000001
+BET NOW - Watch Shows,I can't I right cable provider updated I using time catch shows,Positive,0.2857142857142857,0.5357142857142857
+BET NOW - Watch Shows,"It says ""chromecast ready"". Where cast button. I seen since update.",Positive,0.2,0.5
+BET NOW - Watch Shows,Stopped Working During A Show And Cuts The Program Short,Neutral,0.0,0.3
+BET NOW - Watch Shows,It kept saying oops bet stopped working please try,Neutral,0.0,0.0
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,My tv provider Xfinity need y'all fix,Neutral,0.0,0.0
+BET NOW - Watch Shows,It compete episodes. To mucheck buffering,Neutral,0.0,0.0
+BET NOW - Watch Shows,My cable provider even there....SUCKS,Neutral,0.0,0.0
+BET NOW - Watch Shows,Great tv experience phone.,Positive,0.8,0.75
+BET NOW - Watch Shows,I movie,Neutral,0.0,0.0
+BET NOW - Watch Shows,Doesn't tv provider,Neutral,0.0,0.0
+BET NOW - Watch Shows,You need add martin,Neutral,0.0,0.0
+BET NOW - Watch Shows,Good! WOW!,Positive,0.5,0.8
+BET NOW - Watch Shows,Sucks donkey balls,Negative,-0.3,0.3
+BET NOW - Watch Shows,Where search button,Neutral,0.0,0.0
+BET NOW - Watch Shows,HATED IT,Negative,-0.9,0.7
+BET NOW - Watch Shows,I mad I really wanted I installed said available country I live Canada.,Positive,0.027840909090909097,0.525
+BET NOW - Watch Shows,"Worst ever, none episodes play order.",Negative,-1.0,1.0
+BET NOW - Watch Shows,Keep wonderful. My cable August.,Positive,1.0,1.0
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,worst ever.,Negative,-1.0,1.0
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,Deborah's Device,Neutral,0.0,0.0
+BET NOW - Watch Shows,This best thing ever,Positive,1.0,0.3
+BET NOW - Watch Shows,Hate,Negative,-0.8,0.9
+BET NOW - Watch Shows,Love much,Positive,0.35,0.4
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,Love guys All,Positive,0.5,0.6
+BET NOW - Watch Shows,Where's 2018 bet awards???,Neutral,0.0,0.0
+BET NOW - Watch Shows,I still watch shows I love..I❤️it,Neutral,0.0,0.0
+BET NOW - Watch Shows,I love,Positive,0.5,0.6
+BET NOW - Watch Shows,Bet,Neutral,0.0,0.0
+BET NOW - Watch Shows,"I'm pleased upgrade. It's blurry, buffers constantly cutting error message. Before upgrade I none issues, complaint long pause pink screen. I'll wait month try again. Hopefully better.",Negative,-0.008333333333333323,0.5499999999999999
+BET NOW - Watch Shows,"I cable provider useless me! I Hulu live tv offer hulu provider.Cable tv expensive I'm going pay cable WiFi both. Wi-Fi necessity day age, cable isn't. You make available everyone, cable tv watchers! Cable obsolete soon anyway, do!!",Negative,-0.05184659090909091,0.44999999999999996
+BET NOW - Watch Shows,"Horrible....I tried 3 different services wifi signals. It horrible. It constantly buffers, cuts middle show, continues say bet stopped working. You better this.",Negative,-0.1,0.4866666666666667
+BET NOW - Watch Shows,"This lame TV provider even want u TV provider wanted would watch TV, hulo better lame junk",Negative,-0.16666666666666666,0.6666666666666666
+BET NOW - Watch Shows,The new look pretty bad user interface never loads go show episodes search home screen makes hard navigate.,Negative,-0.15132575757575756,0.6657196969696969
+BET NOW - Watch Shows,This Xfinity TV providers.......It saying hang tight....they put new ones,Positive,0.13636363636363635,0.45454545454545453
+BET NOW - Watch Shows,I want watch show show easy fast access wifi passwords getting way would like watch live want watch show whereever I'm anytime show airs time even better,Positive,0.3174242424242424,0.6083333333333334
+BET NOW - Watch Shows,This really good. I keep signing episodes skipped ahead went backwards happened.,Positive,0.7,0.6000000000000001
+BET NOW - Watch Shows,I can't I right cable provider updated I using time catch shows,Positive,0.2857142857142857,0.5357142857142857
+BET NOW - Watch Shows,"It says ""chromecast ready"". Where cast button. I seen since update.",Positive,0.2,0.5
+BET NOW - Watch Shows,Stopped Working During A Show And Cuts The Program Short,Neutral,0.0,0.3
+BET NOW - Watch Shows,It kept saying oops bet stopped working please try,Neutral,0.0,0.0
+BET NOW - Watch Shows,nan,nan,nan,nan
+BET NOW - Watch Shows,My tv provider Xfinity need y'all fix,Neutral,0.0,0.0
+BET NOW - Watch Shows,It compete episodes. To mucheck buffering,Neutral,0.0,0.0
+BET NOW - Watch Shows,My cable provider even there....SUCKS,Neutral,0.0,0.0
+BET NOW - Watch Shows,Great tv experience phone.,Positive,0.8,0.75
+BET NOW - Watch Shows,I movie,Neutral,0.0,0.0
+BET NOW - Watch Shows,Doesn't tv provider,Neutral,0.0,0.0
+BET NOW - Watch Shows,You need add martin,Neutral,0.0,0.0
+BET NOW - Watch Shows,Good! WOW!,Positive,0.5,0.8
+BET NOW - Watch Shows,Sucks donkey balls,Negative,-0.3,0.3
+BET NOW - Watch Shows,Where search button,Neutral,0.0,0.0
+BET NOW - Watch Shows,HATED IT,Negative,-0.9,0.7
+BEYBLADE BURST app,"Awesome game great idea.... would terrific u could make realistic... defense types go center... attack types circle around... stamina types dodge spin opponents... need get five stars, make realistic. Do I'll give 10 stars",Positive,0.23333333333333334,0.5595238095238095
+BEYBLADE BURST app,Love game. Need make characters easier obtain anything scan. Also please sort play someone 1 vs 1 every time leave crashes phone get experience coins like least get sign back reward disconnected matches. (Y),Negative,-0.05,0.35
+BEYBLADE BURST app,This game great works properly. After tournament match freezes I close open again. When I open game takes battle I last process starts freezes. This happens 3 devices I game on. Please fix love game,Negative,-0.030000000000000006,0.41166666666666674
+BEYBLADE BURST app,nan,nan,nan,nan
+BEYBLADE BURST app,"I issue, every time I win tournament I never get prize. Other that, amazing game still worth 5 stars. If way fix let know.",Positive,0.23500000000000001,0.43500000000000005
+BEYBLADE BURST app,nan,nan,nan,nan
+BEYBLADE BURST app,I would give higher I'm completing tournament's I've come first twice received prizes rewards competing let alone winning. If could fixed I would agree game better,Positive,0.20000000000000004,0.4472222222222222
+BEYBLADE BURST app,"This game amazing!!! But I bugs report 1. Drain fafnier spinning right supposed spin left? 2. The elemental cognite using recolor skin. 3. Berserk roktavor glitches almost completely inside forge disk except stamina wings. 4. Nightmare lüinor switch empire tips black regular tips gains boost risk cant remove it, thing happens custom opponent menu changes next disk go rip fire tips again. 5. For spryzen requium left right spinning modes swapped like choose right spinning spins left vice versa.",Positive,0.11587301587301586,0.31811660561660565
+BEYBLADE BURST app,"Its nice u make realistic like movie make free launch training lastly could add launches example rush launch,wing launch,hyper shield crash etc",Positive,0.29166666666666663,0.55
+BEYBLADE BURST app,I love scan qr code change special attack valtryek change roktavor v3 glitch I cant see top part fix great love,Positive,0.5314285714285715,0.6042857142857143
+BEYBLADE BURST app,nan,nan,nan,nan
+BEYBLADE BURST app,It amazing game I loved I updated stared telling I internet connection I made I actually play game.,Positive,0.1,0.52
+BEYBLADE BURST app,You able control beyblades movement like joystick needs stop crashing tournament battle still get rewards someone leaves match shop refresh faster penalty someone leaves game people keep losing,Positive,0.04999999999999999,0.5125
+BEYBLADE BURST app,I love game problem. With recent update Roctavor r3 looks horrible. Please fix that.,Negative,-0.225,0.5625
+BEYBLADE BURST app,"It's really good game hard level opponents leave beat 2 - nil. There penalty leave, like loose substantial amount xp.",Negative,-0.01714743589743592,0.4527243589743589
+BEYBLADE BURST app,It bug I think phone I complete first round horsoud stamina throwdown screen goes black,Negative,-0.004166666666666673,0.39166666666666666
+BEYBLADE BURST app,"Cool game dont like fact cant control bey... blows whole thing strategy... otherwise good game,keep up!;)",Positive,0.255,0.6100000000000001
+BEYBLADE BURST app,Keeps freezing open happy uploaded kids bey got tantrums,Positive,0.4,0.75
+BEYBLADE BURST app,I Hate This Game. Playing toys fun nearly broke phone couldn't scan,Negative,-0.20000000000000004,0.475
+BEYBLADE BURST app,nan,nan,nan,nan
+BEYBLADE BURST app,Not bad I go tourney dumb game closes costs coins,Negative,-0.1416666666666667,0.5222222222222221
+BEYBLADE BURST app,I loved fun question Hasbro come make takara tomy beys,Positive,0.5,0.5
+BEYBLADE BURST app,4 stars cause lag I launch bey launcher still lags like hell u battling Valkyrie V1 Guradoa I trying attack damage burst finish .....,Neutral,0.0,0.0
+BEYBLADE BURST app,Every time I try play I see white screen,Neutral,0.0,0.0
+BEYBLADE BURST app,Of I could've given 0 stars I would've worst games I've ever played. Do waist time download!!!!!!!,Negative,-1.0,1.0
+BEYBLADE BURST app,"Honestly 4 5 game. The dislike I game spryzen requiem attack type balance type, also part tip bey attack bottom, defense bottom, stamina bottom stay attack mode matter tip choose.",Negative,-0.4,0.4
+BEYBLADE BURST app,I'm tournament I finish first battle screen goes black,Positive,0.04166666666666667,0.3833333333333333
+BEYBLADE BURST app,Fun kids however wont load world tournament challenges. The installed multiple times customer support contact reply.,Positive,0.15,0.1
+BEYBLADE BURST app,"The game isa good game, I encountered small bug opponent attacking screen stays on, Is A good game.",Negative,-0.00833333333333336,0.4666666666666666
+BEYBLADE BURST app,"I still problem update, I cannot WBBA world tournaments. I cannot log server game keeps telling",Negative,-0.4,0.4
+BEYBLADE BURST app,The letting login I delete reinstall put restore code every time I open,Neutral,0.0,0.5
+BEYBLADE BURST app,Love game seems bug tournaments game blacks stays forcing repeat match,Negative,-0.10000000000000002,0.4666666666666666
+BEYBLADE BURST app,The controls bad way play,Negative,-0.6999999999999998,0.6666666666666666
+BEYBLADE BURST app,The new bug fix worse. My roktavor bey wis layer floating wing,Negative,-0.13181818181818183,0.5272727272727272
+BEYBLADE BURST app,Heavily Pay-To-Win. Don't bother contending unless buy Beyblade tops scan game opponent's wipe floor,Negative,-0.30000000000000004,0.45
+BEYBLADE BURST app,game awesome u cant control bey fafnir doesn't spin left like luinor,Positive,0.19999999999999998,0.4666666666666666
+BEYBLADE BURST app,Great game great community. lots match ditching AND THATS JUST POOR,Positive,0.20000000000000004,0.625
+BEYBLADE BURST app,This game easy love cause im level 3 bey level18,Positive,0.17777777777777778,0.6111111111111112
+BEYBLADE BURST app,The game needs updated. Like increasing beyblade level organising online match ups,Negative,-0.4,0.4
+BEYBLADE BURST app,Amazing Game tell Creators spent HARD!!!!<- WORK game,Negative,-0.07499999999999998,0.45000000000000007
+BIG Launcher,"Great simple 83 year old like use. A bugs 1) On task-bar trying edit home screen clicked comes ""Can't run application"" go Big Launcher Preferences edit home screen 2) Have Whatsapp installed contact also whatsapp number displayed twice",Positive,0.225,0.3517857142857143
+BIG Launcher,"Like app, altjough bit awkward set up. One thing would like see option speakerphone incoming calls well outgoing, able answer phone easier, dad's phone seems go back normal answering mode finds difficult fiddly, I wanted first place! If add function I would grateful.",Negative,-0.022916666666666658,0.6013888888888889
+BIG Launcher,Crashes trying access messages,Neutral,0.0,0.0
+BIG Launcher,It's great sight impaired people,Positive,0.8,0.75
+BIG Launcher,"Have using Nova Launcher, wanted something simpler. I really like launcher, needs couple things make perfect me. - A notification dot icons, action items like unread messages. - A way set specific open long press home button. Those two things would make daily driver, get fifth star.",Positive,0.16875,0.340625
+BIG Launcher,"Okay, I'm trying get sister, ill hospital, set allows phone despite it. I bought I familiarize it. The first thing I notice ought able drag drop buttons added screens. If I delete half buttons, want reorder them, I want able easily without delete, reenter buttons. This glaring flaw. Please fix ASAP.",Positive,0.17708333333333334,0.5192708333333332
+BIG Launcher,Good idea - needs improvement. Paid 10 dollars worked great short spell. Now icons missing show pages adding them. Not really worth 10 dollars.,Positive,0.23000000000000004,0.36000000000000004
+BIG Launcher,"@@_$_Highly Recommend, BIG Launcher, Default Android Mobile Phones, Please keep Updates Up Date, Download Now On everyone's Phones.",Positive,0.08,0.31999999999999995
+BIG Launcher,Excellent. My mom easily able this.,Positive,0.75,0.8125
+BIG Launcher,"It's ok many flaws. You still swipe accidentally turn aeroplane mode, turn volume bring multitask menu. All things confuse elderly person. You need full control phone effective",Positive,0.48750000000000004,0.5875
+BIG Launcher,"Same free version I understand themes packs. Downloaded make difference. Also freezes checking messages home screen I switch another sms freeze lag. Using Blackberry Priv. Overall, good app.",Positive,0.275,0.38125000000000003
+BIG Launcher,"Great Launcher bugs This wonderful exactly meant do, bugs. When rotate screen 3x4 mode, reordered everything different place screen. This confusing senior. Swiping screens often stops working entirely, skips screens loop mode. I three screens, swiping either direction second screen goes back first. Finally, change icons, sometimes revert back default.",Positive,0.1818181818181818,0.4507575757575758
+BIG Launcher,I recently bought ever since Android Oreo hardly works all. Can't add buttons useless. I wish I could get refund. Hopefully review prevents anyone else wasting time money.,Negative,-0.2638888888888889,0.33055555555555555
+BIG Launcher,Perfect simplified interface. Worth every cent! So flexible many options. Everyone I show impressed wants themselves. Only drawback able send texts photos.,Positive,0.5107142857142858,0.6178571428571429
+BIG Launcher,Great! quibble Big Dialer's font SOOO big cannot see complete 10 11 digit number top box dialing. Giving us way adjust would helpful.,Positive,0.32,0.37
+BIG Launcher,"I think helpful phone restarts, I relaunch again. That difficult me. Is way make default even I restart ?",Negative,-0.5,1.0
+BIG Launcher,Update Again: Good see I wrong still updated. About 4 years ago I switch old flip phone newer model I picked Android phone specify friend mine showed this. I'm legally blind launcher perfect me.,Positive,0.15999999999999998,0.6733333333333333
+BIG Launcher,Configures nicely But cannot find setting clear missed calls wake screen.,Positive,0.35,0.6916666666666667
+BIG Launcher,Not elderly I suffer autism I find launcher appealing easy use. From colour themes size icons (I'm currently using 2x3) way separate screens folders. I see permanent launcher.,Positive,0.3111111111111111,0.5777777777777778
+BIG Launcher,"Very disappointed discover purchase serious flaw renders useless. If bump volume rocker ring incoming call, ring volume muted answer options popup disappears immediately. You answer call! Select dialer appears call disconnected, callers end, phone appears keep ringing. It routine bump phones volume buttons extracting pocket purse, consistently hanging incoming calls. The idiot OS program managers Google see useful allow users deselect volume quick-mute option root cause problem, drops answer popup soon volume bumped, loose chance answer call.",Negative,-0.32289377289377297,0.45155677655677656
+BIG Launcher,It's ok Launch first time purchasing froze reboot froze rebooted finally working charge themes ready charging $10 ridiculous,Positive,0.12333333333333334,0.6666666666666666
+BIG Launcher,"I bought Big Launcher July 19, 2017, Its useful I encountered problem I can't find contacts Big Launcher Contact search sometime, I check default contacts sometimes sometimes though sometime contact comes back, launcher messing contacts I need solution. Please Help",Positive,0.075,0.05
+BIG Launcher,"It's OK For 10.00 option add contact name button picture them, hope next update, also delete text button phone button,",Positive,0.25,0.25
+BIG Launcher,"I forgot preferences password I retrieve it, please help",Neutral,0.0,0.0
+BIG Launcher,"Apps adding feature working I using lg max, I can't change home screen, even can't add additional screen. I tried set buttons menu changing all. Please find solution this.",Neutral,0.0,0.0
+BIG Launcher,"Big Launcher I love app, easy use. I'm legally blind easy eyes.",Positive,0.17333333333333334,0.6066666666666667
+BIG Launcher,Call duration text(gray color) call time made(white color). Add cloud backup Nova Launcher please.,Neutral,0.0,0.0
+BIG Launcher,Incoming SMS work Launcher,Neutral,0.0,0.0
+BIG Launcher,Works well Nougat Oreo applications show list. Using Google Pixel.,Neutral,0.0,0.0
+BIG Launcher,Needs add simple answer screen. It's glaring omission,Neutral,0.0,0.35714285714285715
+BIG Launcher,Still weather app. No reason not. It's limited functional otherwise.,Negative,-0.07142857142857142,0.14285714285714285
+BIG Launcher,This updated since 2015!,Neutral,0.0,0.0
+BIG Launcher,Wear reading glasses? Download app. Size icons mostly without glasses.,Positive,0.5,0.5
+BIG Launcher,Great Great I cannot delete recent calls even paid version.,Positive,0.5333333333333333,0.5833333333333334
+BIG Launcher,What default password?,Neutral,0.0,0.0
+BIG Launcher,Amazing app. Thanks developers wonderful app.,Positive,0.6,0.7000000000000001
+BIG Launcher,Superb Awesome app.very easy use.,Positive,0.8111111111111112,0.9444444444444445
+BIG Launcher,Love simple easy-to-use,Positive,0.25,0.47857142857142854
+BIG Launcher,Black Friday Deal Sonny Been waiting deal mother thanks.,Positive,0.016666666666666677,0.31666666666666665
+BIG Launcher,"Not cheap app, extremely well done. The free Kennedy theme gives polished look. It took *long* time get menu structure way I wanted it, able move ""buttons"" around instead redefine them, I can't think way could've easier. Anyhow, set up, joy use.",Positive,0.22083333333333335,0.6208333333333333
+BLK - Swipe. Match. Chat.,trash. Had luck POF aint even good. Maybe stop connecting us women million miles away alow us talk speak women without swipe right. Get rid fake accounts maybe? This shame black dating site directed towards black people horrible real options security. anyways goodluck everyone using site. expect nothing advise.,Negative,-0.09251700680272108,0.6146258503401361
+BLK - Swipe. Match. Chat.,"Even latest update, still showing women 80 miles away. Sometimes shows women 200 miles away.",Positive,0.5,0.9
+BLK - Swipe. Match. Chat.,Need members need let see full profile .some cut,Positive,0.35,0.55
+BLK - Swipe. Match. Chat.,No location. Keep getting women 300+ miles away. Need fixed would awesome,Positive,0.55,0.6
+BLK - Swipe. Match. Chat.,much personal info given,Neutral,0.0,0.3
+BLK - Swipe. Match. Chat.,Thank u dis,Neutral,0.0,0.0
+BLK - Swipe. Match. Chat.,I think far awesome,Positive,0.55,1.0
+BLK - Swipe. Match. Chat.,Just got,Neutral,0.0,0.0
+BLK - Swipe. Match. Chat.,So far good!,Positive,0.4875,0.8
+BLK - Swipe. Match. Chat.,It's great,Positive,0.8,0.75
+BLK - Swipe. Match. Chat.,This cool,Positive,0.35,0.65
+BLK - Swipe. Match. Chat.,Thanks,Positive,0.2,0.2
+BLK - Swipe. Match. Chat.,Very nice,Positive,0.78,1.0
+BLK - Swipe. Match. Chat.,Great,Positive,0.8,0.75
+BLK - Swipe. Match. Chat.,Pretty cool,Positive,0.3,0.825
+BLK - Swipe. Match. Chat.,Keep simple,Neutral,0.0,0.35714285714285715
+BLK - Swipe. Match. Chat.,Nice,Positive,0.6,1.0
+BLK - Swipe. Match. Chat.,Good,Positive,0.7,0.6000000000000001
+BLK - Swipe. Match. Chat.,Cool,Positive,0.35,0.65
+BLK - Swipe. Match. Chat.,Love,Positive,0.5,0.6
+BLK - Swipe. Match. Chat.,You guys make VERY HARD BLACK MEN seriously looking long term partner. Just swiping L R help women judge mostly looks even read profile keeps swiping Left without giving chance. That's I think messaging would better regardless swipe right. Because sometimes words get someone's attention better rather looks. I seen really nice women I could message we'd probably relationship now. Even pay money let people communicate person really want get know based looks.,Positive,0.1505952380952381,0.49453463203463205
+BLK - Swipe. Match. Chat.,No uses app. I've gotten matches all. It's days still nothing. Either way good idea could work. It's rigid stiff images cut profiles hidden. Not many black people dating sites I expected people live far. There many people nearby.,Positive,0.059860509860509864,0.5296296296296297
+BLK - Swipe. Match. Chat.,ok... downgraded version tinder. Best feature profiles 95% black people(occasional snowflake). partially cuts profile pictures frequently stops working viewing profile.. annoying. feels cheap. would MUCH better premium feel it. Also like black orange color scheme - dark Halloween vibe it. Don't like,Positive,0.11166666666666665,0.47666666666666674
+BLK - Swipe. Match. Chat.,Would nice I first get feel asks rating swipes viewing member profiles...other seems like cool app.,Positive,0.39999999999999997,0.6611111111111111
+BLK - Swipe. Match. Chat.,"I open up, I even uploaded photograph yet want rate ! geees talk desperate",Negative,-0.3,0.75
+BLK - Swipe. Match. Chat.,You asked rating even start.,Neutral,0.0,0.0
+BLK - Swipe. Match. Chat.,"It's cool, would better You could text you want directly through",Positive,0.31666666666666665,0.5166666666666666
+BLK - Swipe. Match. Chat.,I want send messages. Maybe swipe message.,Neutral,0.0,0.0
+BLK - Swipe. Match. Chat.,I'm rooting everybody black.,Negative,-0.16666666666666666,0.43333333333333335
+BLK - Swipe. Match. Chat.,A piece shyt!,Neutral,0.0,0.0
+BLK - Swipe. Match. Chat.,Still looking fa date,Neutral,0.0,0.0
+BLK - Swipe. Match. Chat.,Just started okay,Positive,0.5,0.5
+BLK - Swipe. Match. Chat.,Looking great friend,Positive,0.8,0.75
+BLK - Swipe. Match. Chat.,So far like,Positive,0.1,1.0
+BLK - Swipe. Match. Chat.,Not sure,Negative,-0.25,0.8888888888888888
+BLK - Swipe. Match. Chat.,Like it.,Neutral,0.0,0.0
+BLK - Swipe. Match. Chat.,Very good,Positive,0.9099999999999999,0.7800000000000001
+BLK - Swipe. Match. Chat.,Cool app.,Positive,0.35,0.65
+BLK - Swipe. Match. Chat.,Its great,Positive,0.8,0.75
+BLK - Swipe. Match. Chat.,Great experience,Positive,0.8,0.75
+BZWBK24 mobile,"The application is correct, but the design leaves a lot of wishes, cooperation with the fingerprint reader is limited only to log only one case. The application is quite slow poorly optimized. Some elements of the app are almost archaic. Problem with saving confirmations in PDF. When I save the confirmation, I save it as a 0 Kb non-open file, then I save it using an external file manager, in my case Solid Explorer, it works fine.",Negative,-0.0443452380952381,0.48035714285714287
+BZWBK24 mobile,"Well, here's a lot to say. It works fine without being able to view your account status without logging in. The functionality is the same as on the website.",Positive,0.3055555555555556,0.4166666666666667
+BZWBK24 mobile,"What a parody if you do not remember NIK, no one will give it to you, not a bell because it is a waste of frustration. The old Polish time lost has not been settled. I live in the west no ników only #karty I pass tel 800 will solve your problem. Not like Poland paranoia .. Hehehe Russian goes ... Hehehe credit card will run through but you will not run without NIK .. Hehehe simple you do not have an account handle ..",Positive,0.006060606060606058,0.3428571428571428
+BZWBK24 mobile,I would introduce a change of language in the application and design. Everything else is fine.,Positive,0.4166666666666667,0.5
+BZWBK24 mobile,WBK fantastic features,Positive,0.4,0.9
+BZWBK24 mobile,Good Job Zbyniu,Positive,0.7,0.6000000000000001
+BZWBK24 mobile,It's great user friendly interface,Positive,0.5875,0.625
+BZWBK24 mobile,Nice still issue.,Positive,0.6,1.0
+BZWBK24 mobile,Good,Positive,0.7,0.6000000000000001
+BZWBK24 mobile,The work connect Internet using Bluetooth tethering.,Neutral,0.0,0.0
+BZWBK24 mobile,You can not change the language. It does not work with English.,Neutral,0.0,0.0
+BZWBK24 mobile,It's super good,Positive,0.5166666666666666,0.6333333333333333
+BZWBK24 mobile,Its good,Positive,0.7,0.6000000000000001
+BZWBK24 mobile,Nice,Positive,0.6,1.0
+BZWBK24 mobile,"how can the helpline help in choosing the language in the application on my phone? You can assume that the language in the application CAN adjust the language settings of the phone system, but DO NOT MUST",Neutral,0.0,0.0
+BZWBK24 mobile,"Cool things will end after logging in. The start screen at the level of the application written by a junior high school student, clumsy, few options, looks ugly. Horror. Nowhere you can not see the funds blocked on the card.",Negative,-0.13799999999999998,0.538
+BZWBK24 mobile,A silly app makes me change my password when I'm on the go. DO NOT SKIP! A day without account access. Thanks. You need notifications to change your account balance. The application should send push notifications for each change or only for larger amounts.,Negative,-0.10625,0.64375
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,It works like it's perfect for me,Positive,1.0,1.0
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,"Very useful, never problem it. Love BLIK quick view option.",Positive,0.4077777777777778,0.3666666666666667
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,I think works perfect,Positive,1.0,1.0
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,Your site is the only banking site (I use 5) which especially makes the lastpass managers not work. Bravo.,Neutral,0.0,1.0
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,nan,nan,nan,nan
+BZWBK24 mobile,"really helpful app, total mess UX & UI. hard find what's need. Some functions hide. unnecessary elements home screen.",Negative,-0.13333333333333336,0.5133333333333333
+BZWBK24 mobile,"Did not work. At the start-up attempt, it tells me that using requires setting date according to local time, after which edit closes, because I do not know how to give a reply. Restart of the phone helped.",Neutral,0.0,0.0
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,"The news content is a lot inconsequential, loading videos doesn't open ... The portal isn't clear, baby",Positive,0.05000000000000001,0.44166666666666665
+BaBe - Baca Berita,"For local news features, please be added to other regional news, so that it is complete. Hello to the developer, move quickly to overcome bugs.",Positive,0.07708333333333334,0.31875
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,Cannot be deleted from hp vivo,Neutral,0.0,0.0
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,more selective again make the news,Positive,0.5,0.5
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,Bloatware,Neutral,0.0,0.0
+BaBe - Baca Berita,Latest news,Positive,0.5,0.9
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,S A M P A H,Neutral,0.0,0.0
+BaBe - Baca Berita,Nice,Positive,0.6,1.0
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,Goof,Neutral,0.0,0.0
+BaBe - Baca Berita,Cool,Positive,0.35,0.65
+BaBe - Baca Berita,How delete app? I hate level I want throw away cellphone.,Negative,-0.8,0.9
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,"Useful, news recommendation repetitive news. Need improved.",Positive,0.024999999999999994,0.125
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,Good applications,Positive,0.7,0.6000000000000001
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,Fun,Positive,0.3,0.2
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe - Baca Berita,Mostly hoax,Positive,0.5,0.5
+BaBe - Baca Berita,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,Great information,Positive,0.8,0.75
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,"I used to read babe, and I saw a lot of news, exciting articles, and unique facts, but after I went to the Tongfang clinic, I saw all the mobile legend ... thank you Tongfang Clinic.",Positive,0.3375,0.9
+BaBe Lite - Baca Berita Hemat Kuota,The news is really good,Positive,0.7,0.6000000000000001
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,Informative,Neutral,0.0,0.0
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,Good stories many newspapers local,Positive,0.39999999999999997,0.3666666666666667
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,Good,Positive,0.7,0.6000000000000001
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,Not bad compared to the non-lite version,Positive,0.3499999999999999,0.6666666666666666
+BaBe Lite - Baca Berita Hemat Kuota,Jossssss,Neutral,0.0,0.0
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,Light and attractive,Positive,0.6000000000000001,0.85
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,Goodjob,Neutral,0.0,0.0
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,Bolelahhh,Neutral,0.0,0.0
+BaBe Lite - Baca Berita Hemat Kuota,OK,Positive,0.5,0.5
+BaBe Lite - Baca Berita Hemat Kuota,Loading time slow,Negative,-0.30000000000000004,0.39999999999999997
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe Lite - Baca Berita Hemat Kuota,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,Slick,Negative,-0.25,0.375
+BaBe+ - Berita Indonesia,Okay,Positive,0.5,0.5
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,Goood,Neutral,0.0,0.0
+BaBe+ - Berita Indonesia,Well,Neutral,0.0,0.0
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,"Complete, just clickbait gossip please remove it",Positive,0.1,0.4
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nice .......,Positive,0.6,1.0
+BaBe+ - Berita Indonesia,Cool,Positive,0.35,0.65
+BaBe+ - Berita Indonesia,Great,Positive,0.8,0.75
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,It's rooms improvements...,Neutral,0.0,0.0
+BaBe+ - Berita Indonesia,Sometimes it's not clear the news ...,Negative,-0.05000000000000001,0.3833333333333333
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,Huiyytt,Neutral,0.0,0.0
+BaBe+ - Berita Indonesia,Very attractive!,Positive,1.0,1.0
+BaBe+ - Berita Indonesia,Good application,Positive,0.7,0.6000000000000001
+BaBe+ - Berita Indonesia,good news,Positive,0.7,0.6000000000000001
+BaBe+ - Berita Indonesia,Good,Positive,0.7,0.6000000000000001
+BaBe+ - Berita Indonesia,"Often hangs, can't move",Neutral,0.0,0.0
+BaBe+ - Berita Indonesia,Too much content that does not contain any news. More containing contrnents that smelled of religion or not neutral. Maybe I'll just uninstall it if it's still like this,Positive,0.35,0.35
+BaBe+ - Berita Indonesia,Various categories of interesting info!,Positive,0.3125,0.5
+BaBe+ - Berita Indonesia,Many junk articles ....,Positive,0.5,0.5
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+BaBe+ - Berita Indonesia,Great spend time..!,Positive,1.0,0.75
+BaBe+ - Berita Indonesia,nan,nan,nan,nan
+Babbel – Learn Languages,I love September learning French German secondary school I'm eleven I can't pay anything apart good wish pay please reply Monday I uninstalling thank you.,Positive,0.18,0.3
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,Its good help. I hate pay.,Negative,-0.050000000000000044,0.75
+Babbel – Learn Languages,"I like teaching method, fact gives English equivalent learn. Helps concepts sync in.",Neutral,0.0,0.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,"It seems like perfect app, problem language I'm looking for; Korean. If maybe add Korean, I'd it! Thank you, I'll waiting.",Positive,1.0,1.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,This great lesson got 20 20 think hate pay can't buy lessons because i'm 11 years old,Positive,0.03333333333333333,0.6166666666666666
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,"I love able school pain buttox pay,I money pay second part french learning.",Positive,0.25,0.30625
+Babbel – Learn Languages,The read pronunciation correctly.,Neutral,0.0,0.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,I absolutely love it. It simple yet feel already learning within first minutes instillation,Positive,0.25,0.43015873015873013
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,It's simple straight forward. I like ability correct errors second chance.,Positive,0.06666666666666667,0.2523809523809524
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,Perfect could repeat button listen again.,Positive,1.0,1.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,Didn't language wish learn,Neutral,0.0,0.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,It's easy to use helped a lot with my vocabulary!,Positive,0.5416666666666667,0.8333333333333334
+Babbel – Learn Languages,Great way learn another language pace! Merci!,Positive,1.0,0.75
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,"I love it!! If I could little disciplined often I it, I would speaking another language time. Perhaps optional feature encourage regular usage (for people like me) would good.... Points leader boards little trophy awards etc?",Positive,0.22125,0.4553846153846154
+Babbel – Learn Languages,"Very well-constructed course excellent balance four skills. As retired teacher languages, I loved it. Unfortunately, busy life longer time accommodate it, I return!",Positive,0.50625,0.6
+Babbel – Learn Languages,"Honestly, awesome. Easy useful! I recommend it. There adds got talk back functions improve grammer pronunciation. Overall I really liking Babbel",Positive,0.3347222222222222,0.33888888888888896
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,"Excellent learning tool. Really takes hand explains everything. A bit repetitive, that's way learn language.",Positive,0.31666666666666665,0.48333333333333334
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,Its good help. I hate pay.,Negative,-0.050000000000000044,0.75
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,Wish could continue netflix would kill ended description,Neutral,0.0,0.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,I love wish though could go part 2 course pay it. Anyways awesome theres adds already remember words,Positive,0.75,0.8
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,I using practice French. The keyboard apostrophe needed lot French. Therefore impossible get many answers correct.,Negative,-0.04166666666666666,0.375
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,I like teaches speak language want speak.But pay others lessons first I like it. But I like fact speak language want speak pay downside it.,Positive,0.25,0.3333333333333333
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,"I enjoy using app. Not learning write translate, listen practice.",Positive,0.4,0.5
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,Did give enough time get hooked fork money,Neutral,0.0,0.5
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,Perfect could repeat button listen again.,Positive,1.0,1.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,So far good.,Positive,0.39999999999999997,0.8
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,I tried language work best,Positive,1.0,0.3
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,Great way learn another language pace! Merci!,Positive,1.0,0.75
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,"Honestly, awesome. Easy useful! I recommend it. There adds got talk back functions improve grammer pronunciation. Overall I really liking Babbel",Positive,0.3347222222222222,0.33888888888888896
+Babbel – Learn Languages,I thinking would like like ones ones sucked fun im actually learning I would give rating 5 Stars good job whoever made,Positive,0.3333333333333333,0.30000000000000004
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,I think great anyone starting learn new language. Even someone minor speech language difficulties like me.,Positive,0.2215909090909091,0.3761363636363636
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,"Well, I start off. I filled information needed boxes. And I waited thing load, never did. I Samsung phone device, I know bug glitch. Please reply I uninstall app.",Positive,0.4,0.9
+Babbel – Learn Languages,Wish could continue netflix would kill ended description,Neutral,0.0,0.0
+Babbel – Learn Languages,"It seems like perfect app, problem language I'm looking for; Korean. If maybe add Korean, I'd it! Thank you, I'll waiting.",Positive,1.0,1.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,"hi, I subscription let access courses",Neutral,0.0,0.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,The read pronunciation correctly.,Neutral,0.0,0.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,It easy well done!,Positive,0.5416666666666667,0.8333333333333334
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,"Good, easy way learn. Could conversation test topic, way put practice learnt.",Positive,0.5666666666666667,0.7166666666666668
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,This helps speak Polish friends,Neutral,0.0,0.0
+Babbel – Learn Languages,Perfect could repeat button listen again.,Positive,1.0,1.0
+Babbel – Learn Languages,nan,nan,nan,nan
+Babbel – Learn Languages,Didn't language wish learn,Neutral,0.0,0.0
+Babbel – Learn Languages,So far good.,Positive,0.39999999999999997,0.8
+Babbel – Learn Languages,great. I however great.,Positive,0.8,0.75
+Babbel – Learn Languages,I tried language work best,Positive,1.0,0.3
+Babbel – Learn Languages,Now get French girls,Neutral,0.0,0.0
+Babbel – Learn Languages,I love far I'll hit I see anything I like,Positive,0.3,0.8
+Babbel – Learn Languages,It's easy to use helped a lot with my vocabulary!,Positive,0.5416666666666667,0.8333333333333334
+Babbel – Learn Languages,Great way learn another language pace! Merci!,Positive,1.0,0.75
+Babbel – Learn Spanish,"Pretty good. However, contains annoying little bug also user app: The native update progress complete lesson online. In order force update, need log log back again. Doesn't destroy user experience, definitely pain",Negative,-0.017187500000000012,0.4875
+Babbel – Learn Spanish,I got learn spanish ny holiday next month. Its really useful loads vocab. Just flaw: check mistakes conversation exercises take back mistake 6 times. Like ill correct go next take back first one. I guess helps remember kinda annoying sometimes. Is way get round this? Thx,Negative,-0.095,0.2633333333333333
+Babbel – Learn Spanish,"The software occasionally recognize ( either text speech ) correct answer. Which frustrating, truly believe done something wrong. Because learning process. If correct. We need software causing us interpret otherwise.",Negative,-0.3,0.6416666666666666
+Babbel – Learn Spanish,I love I wish I pay almost $100 bucks would full access Spanish. Some people still wouldn't get around really motivated chance learn much year possi still make money,Positive,0.25,0.30999999999999994
+Babbel – Learn Spanish,"Terrible, get free lesson, pay rest. I able learn phrases completely cut learning German. Please allow way get lessons without payment.",Positive,5.551115123125783e-18,0.565
+Babbel – Learn Spanish,"Short, simple, clear. precise language. I like repetitive short sentences let language sink in. Gracias!",Positive,0.041666666666666664,0.39841269841269833
+Babbel – Learn Spanish,Should done long time ago.,Negative,-0.05,0.4
+Babbel – Learn Spanish,"It would nice ""full access"" would mean languages offered price, individual language",Positive,0.159375,0.6593749999999999
+Babbel – Learn Spanish,In 10 minutes I've learned Spanish I've known entire life. I think that's pretty cool.,Positive,0.15,0.56875
+Babbel – Learn Spanish,Babbels reinforces conversational way speaking brain helps new language elsewhere.,Positive,0.13636363636363635,0.45454545454545453
+Babbel – Learn Spanish,It's good I continue go able remember words.,Positive,0.6,0.6125
+Babbel – Learn Spanish,"Just started using ,but far I looking for.",Positive,0.1,1.0
+Babbel – Learn Spanish,"I will be speaking Spanish very little time, lol",Positive,0.18541666666666667,0.45
+Babbel – Learn Spanish,It's easy time tell I actually learn Spanish,Positive,0.14444444444444446,0.3111111111111111
+Babbel – Learn Spanish,Its awesome learn from. I highly recommend anyone wants learn new language.,Positive,0.37409090909090903,0.5236363636363637
+Babbel – Learn Spanish,Not useful way learn language,Negative,-0.15,0.0
+Babbel – Learn Spanish,I started I enjoying far. Easy,Positive,0.3444444444444444,0.8111111111111112
+Babbel – Learn Spanish,Says free,Positive,0.4,0.8
+Babbel – Learn Spanish,It's brilliant helps talk fluent Spanish!,Positive,0.45,0.5
+Babbel – Learn Spanish,I began learning start. It's actually fun!,Positive,0.375,0.2
+Babbel – Learn Spanish,I learning Spanish ease fun.,Positive,0.15,0.1
+Babbel – Learn Spanish,This helpful! I love,Positive,0.5,0.6
+Babbel – Learn Spanish,Easy learn new language using app.,Positive,0.28484848484848485,0.6439393939393939
+Babbel – Learn Spanish,It's gross,Neutral,0.0,0.0
+Babbel – Learn Spanish,"Works great me, definitely recommend!",Positive,0.4,0.625
+Babbel – Learn Spanish,It makes learning Spanish fun!,Positive,0.1875,0.1
+Babbel – Learn Spanish,Very good strong reinforcement.,Positive,0.6716666666666666,0.7566666666666667
+Babbel – Learn Spanish,Great way learn Spanish!,Positive,0.4,0.375
+Babbel – Learn Spanish,So far fun easy,Positive,0.2777777777777778,0.6777777777777777
+Babbel – Learn Spanish,So far good,Positive,0.39999999999999997,0.8
+Babbel – Learn Spanish,Really interesting!! Loved it!,Positive,0.828125,0.65
+Babbel – Learn Spanish,nan,nan,nan,nan
+Babbel – Learn Spanish,Great far,Positive,0.45,0.875
+Babbel – Learn Spanish,Awesome app!!!,Positive,1.0,1.0
+Babbel – Learn Spanish,Great trips.,Positive,0.8,0.75
+Babbel – Learn Spanish,Easy learn.,Positive,0.43333333333333335,0.8333333333333334
+Babbel – Learn Spanish,Great!,Positive,1.0,0.75
+Babbel – Learn Spanish,Learn quickly,Positive,0.3333333333333333,0.5
+Babbel – Learn Spanish,Love,Positive,0.5,0.6
+Babbel – Learn Spanish,cool,Positive,0.35,0.65
+Baby ABC in box! Kids alphabet games for toddlers!,These developer way expensive easy self promoting ads. This child game.,Negative,-0.15555555555555556,0.6444444444444444
+Baby ABC in box! Kids alphabet games for toddlers!,Very good 3 year old's,Positive,0.505,0.4900000000000001
+Baby ABC in box! Kids alphabet games for toddlers!,nice 2 year old little boy loves always play. good control..,Positive,0.303125,0.575
+Baby ABC in box! Kids alphabet games for toddlers!,Good,Positive,0.7,0.6000000000000001
+Baby ABC in box! Kids alphabet games for toddlers!,It's great,Positive,0.8,0.75
+Baby ABC in box! Kids alphabet games for toddlers!,Liked lot,Positive,0.6,0.8
+Baby ABC in box! Kids alphabet games for toddlers!,Kids love,Positive,0.5,0.6
+Baby ABC in box! Kids alphabet games for toddlers!,GOOD,Positive,0.7,0.6000000000000001
+Baby ABC in box! Kids alphabet games for toddlers!,Why many different versions app. Its shady. I uninstalling since I confident business ethics many ways purchase letters game.,Positive,0.14166666666666666,0.576388888888889
+Baby ABC in box! Kids alphabet games for toddlers!,My 6 year old son likes helps spell words,Positive,0.1,0.2
+Baby ABC in box! Kids alphabet games for toddlers!,Its amazing sometimes freeze stop working till I restart,Positive,0.6000000000000001,0.9
+Baby ABC in box! Kids alphabet games for toddlers!,Keep good work y'all,Positive,0.7,0.6000000000000001
+Baby ABC in box! Kids alphabet games for toddlers!,It's really fun entertaining makes kids laugh learn helps kids struggle reading & learn sound words properly great job creators & developers app!,Positive,0.5,0.43
+Baby ABC in box! Kids alphabet games for toddlers!,Whenever He 1 loved he's 2,Positive,0.7,0.8
+Baby ABC in box! Kids alphabet games for toddlers!,Good,Positive,0.7,0.6000000000000001
+Baby ABC in box! Kids alphabet games for toddlers!,daughter loves,Neutral,0.0,0.0
+Baby ABC in box! Kids alphabet games for toddlers!,Awesome,Positive,1.0,1.0
+Baby ABC in box! Kids alphabet games for toddlers!,Love,Positive,0.5,0.6
+Baby ABC in box! Kids alphabet games for toddlers!,I purchased game two-year-old daughter English version game. When I want Russian letters words gives partial alphabet daughter cannot play words. I think game really rip every language pay separately.,Negative,-0.15714285714285717,0.24285714285714285
+Baby ABC in box! Kids alphabet games for toddlers!,The game pieces fast & difficult move touched. Wish way slow down. My 3 year old grandchild became frustrated issue.,Negative,-0.2507936507936508,0.4412698412698413
+Baby ABC in box! Kids alphabet games for toddlers!,My granddaughter fighting learning alphabet. This first kept attention.,Positive,0.25,0.3333333333333333
+Baby ABC in box! Kids alphabet games for toddlers!,"My son loves kept engaged first. Now got play letters over, give much focus. So I'll buy rest.",Positive,0.225,0.26666666666666666
+Baby ABC in box! Kids alphabet games for toddlers!,"Paid remove ads. Child keeps pulling ad trying play learn. Makes constant supervision must woth app.(correction, ""ad"". In choosing letters line up, constantly box says ""get new ap"" flashing playing figures. Child drawn almost always choosing letter. Causes Google play store open. Wish option turn paying game child could self explore safely.",Positive,0.03939393939393939,0.4202020202020202
+Baby ABC in box! Kids alphabet games for toddlers!,It w wants buy level time gets aggravating,Positive,0.2,0.1
+Baby ABC in box! Kids alphabet games for toddlers!,Game good .starting game bit hectic coz in-game alot. I downloaded different game in-game I playing.,Negative,-0.10000000000000002,0.48
+Baby ABC in box! Kids alphabet games for toddlers!,Amazing. Excellent way educate toddlers. Kids enjoy lot learning instead getting bored.,Positive,0.375,0.85
+Baby ABC in box! Kids alphabet games for toddlers!,nan,nan,nan,nan
+Baby ABC in box! Kids alphabet games for toddlers!,This great game hidden get familiarize alphabet sounds letter within words. My daughter loves it.,Positive,0.07777777777777779,0.4944444444444444
+Baby ABC in box! Kids alphabet games for toddlers!,My 3 year old son loves it! would recommend parent child. Great way learn letters numbers fun mind.,Positive,0.4083333333333334,0.3833333333333333
+Baby ABC in box! Kids alphabet games for toddlers!,Is parents child play together child get hang,Neutral,0.0,0.0
+Baby ABC in box! Kids alphabet games for toddlers!,nan,nan,nan,nan
+Baby ABC in box! Kids alphabet games for toddlers!,The letters move little fast disappear quick younger kids,Positive,0.08645833333333333,0.4
+Baby ABC in box! Kids alphabet games for toddlers!,"To many ads even purchased game, keeps interpreting toddler trying play.",Positive,0.04999999999999999,0.45
+Baby ABC in box! Kids alphabet games for toddlers!,So fun! Doesn't seem like learning!,Positive,0.46875,0.2
+Baby ABC in box! Kids alphabet games for toddlers!,nan,nan,nan,nan
+Baby ABC in box! Kids alphabet games for toddlers!,My little boy loves game,Negative,-0.29375,0.45
+Baby ABC in box! Kids alphabet games for toddlers!,Great game toddlers interactive.,Positive,0.2,0.575
+Baby ABC in box! Kids alphabet games for toddlers!,"My three years old love it, thanks good job. She likes alphabet thanks again.",Positive,0.33999999999999997,0.36
+Baby ABC in box! Kids alphabet games for toddlers!,A little bit fast 3 year old Grandson great game little bit practice.,Positive,0.054166666666666675,0.49166666666666664
+Baby ABC in box! Kids alphabet games for toddlers!,A little confused,Negative,-0.29375,0.6
+Baby Monitor,"My old phone sim card inside. How I phone app? Please try provide alert options like Skype, notification etc based wifi/mobile data cell connectivity",Positive,0.1,0.2
+Baby Monitor,nan,nan,nan,nan
+Baby Monitor,I absolutely DO NOT like baby's photo uploaded noise triggered monitor. Deleted right away! Creepy!,Negative,-0.12261904761904763,0.811904761904762
+Baby Monitor,"Very useful, easy setup",Positive,0.4116666666666667,0.4166666666666667
+Baby Monitor,It's the biggest bunch of k ** that one can not do too much k **,Positive,0.2,0.2
+Baby Monitor,Must parents,Neutral,0.0,0.0
+Baby Monitor,"The great! We using still, even kids 4 years old. And I recommending everyone else. My question - older version, option auto-activate speaker phone, call triggered baby. Then, baby hear voice. I find option last version. It disappear it? Thanks, Jan",Positive,0.29333333333333333,0.30999999999999994
+Baby Monitor,"2 things: 1) Samsung Galaxy S8 - triggering actually reset. Shows reset listening, trigger anymore. The sound meter stays 0. 2) would good able set longer initialization period 5 seconds.",Positive,0.4,0.43125
+Baby Monitor,"I tested real. Works good. You need set microfone sensibilty (for example Samsung mic sensitve Lg case). After this, need set emergency number. The initiate call baby cry loud enough trigger sound barier.",Positive,0.27999999999999997,0.52
+Baby Monitor,"Great app, needed! No streaming, call needed. Just wish would pro (add free) version. I would gladly buy it. It really bothersome get add sounds turting monitoring... ( room sleeping baby)... normally would 5 star rating, adds sound terrible case.",Positive,0.2357142857142857,0.6857142857142857
+Baby Monitor,Fantastic app. Saved lots trouble money. Very helpful indeed. Would better add streaming option. Any way check parents end. There way currently. The thing os takes much delay person busy call. Add option select delay. God bless developer.,Positive,0.17142857142857146,0.4
+Baby Monitor,"Extremely simple yet useful. One remark: could add function call received voice directed speaker, child home hear parents directly. This available previous version. It called External speaker option.",Positive,0.10555555555555557,0.23730158730158732
+Baby Monitor,Perfect occasional use. We we're Christmas party needed baby somewhere quiet nap. This allowed us enjoy party baby slept called another phone soon made sound. The sensitivity adjustment great feature!,Positive,0.4666666666666666,0.5180555555555556
+Baby Monitor,Used work fine. But screen goes stops monitoring :(,Negative,-0.16666666666666666,0.75
+Baby Monitor,Didn't work Galaxy S8. Said running background notification set number 100% sensitivity,Neutral,0.0,0.0
+Baby Monitor,"Used free, work payment",Positive,0.4,0.8
+Baby Monitor,Simple and brilliant,Positive,0.45,0.6785714285714286
+Baby Monitor,Great,Positive,0.8,0.75
+Baby Monitor,Nices,Neutral,0.0,0.0
+Baby Monitor,Loved,Positive,0.7,0.8
+Baby Monitor,nan,nan,nan,nan
+Baby Monitor,"Awesome app. Works excellent. 6/5 stars. I can't hear little dude crying pc sounds like 747 taking off. I work home sometimes, want buy baby monitor. Well guess what, needs anyway app. I let call landline, I hear cough he's really awake. When I hang continues listening. Perfect.",Positive,0.46875,0.7166666666666668
+Baby Monitor,"Excellent. Works well wide range noise environments. As long phones signal fairly faultless. Very useful better hardware monitor I've tried yet. Doesn't seem tax battery unduly, let know getting low. Keep good work!",Positive,0.451875,0.5249999999999999
+Baby Monitor,Amazing Amazing Amazing This worked seamlessly. Tried last night hotel. When little boy cried triggered noise called wifes phone allowing us monitor going on. Perfect. I used phone 90 sensitivity turned call volume (baby hear ringing otherwise),Positive,0.38750000000000007,0.6238095238095239
+Baby Monitor,Works like charm So far never let us down.. We situations baby deep asleso need get things done.. No perfect please stop checking kids every 10 20 minutes.. Awesome app!,Positive,0.08888888888888888,0.7377777777777779
+Baby Monitor,An end parent's concern!! Its amazing works flawlessly.. Just v need keep sensitivity lil high activate sounds.. M happy it.. But since I twins I hope u guys come something let know baby up.. Lol... Thank wonderful guys.. Keep up.. !!,Positive,0.7266666666666667,0.8566666666666666
+Baby Monitor,"Fantastic! This fantastic app. My son tends wake nightmare, I usually hears cries top lungs. This perfect I need know awake crying gets bad. I get call mobile phone I'm downstairs.",Positive,0.17857142857142858,0.6880952380952381
+Baby Monitor,"Best baby monitor So easy use, takes picture baby activated noise. You set sensitivity adjust surrounding noise. I recommend anyone needs instead carying monitor around traveling. Also let's track baby's sleep pattern log. One best I ever got. Best Price too. ...free!",Positive,0.8583333333333334,0.43333333333333335
+Baby Monitor,"Great monitor Vacation Worked great, glitch could get audio TEXT alert work Husband's Samsung Galaxy S5. It would vibrate. We switched alerted call. Make sure adjust sound sensitivity LO's room.",Positive,0.625,0.6972222222222222
+Baby Monitor,"Alarm This baby alarm only, full blown monitoring app. It listens sound, calls texts phone number sound goes threshold. It text photo, way monitor sound video actively another device.",Positive,0.23611111111111108,0.5583333333333333
+Baby Monitor,"Works! This exactly supposed to. You put phone number, noise level goes set to, calls texts number depending specified. We've used several times traveling. One suggestion I would make update whatsapp type wifi supported program contact phone countries phone may work in.",Positive,0.125,0.125
+Baby Monitor,"Gr8 - uses visiting friends! Sometimes baby cries min 2 slept 40-45 min; falls back asleep see you. Thus, snooze home monitor 3 min still cries go her. Usually falls asleep another hour. Thanks app!",Neutral,0.0,0.15
+Baby Monitor,"Impressed At first I skeptical app, imagine could work properly, however, reading reviews I decided it. Tested wife neither us could believe great worked. Will wait till daughter born get true experience, sold app.",Positive,0.31666666666666665,0.5555555555555556
+Baby Monitor,"This ""No Brainer"". It works. About 5 minutes I running, I'm GEEK. I using keep touch sick relative another part house, especially I back yard. They anything get attention call out. This activates app, next thing I getting ring phone. Absolutely luv it.",Negative,-0.10285714285714284,0.3514285714285714
+Baby Monitor,"Disappointing I wanted would track baby's sleep. The sleep diary allow editing, frustrating. It also adds comments entrys leave blank. I uninstalling tracking baby's sleep hand. Very disappointing.",Negative,-0.445,0.6275
+Baby Monitor,Works great! Does I need free! Easy use. Tested called husband's phone whoever's phone set. Very good sensitivity. 80 rec level works great without picking busy street noise.,Positive,0.6238888888888889,0.7022222222222223
+Baby Monitor,nan,nan,nan,nan
+Baby Monitor,nan,nan,nan,nan
+Baby Monitor,nan,nan,nan,nan
+Baby Monitor,"It works great, technical bug When phone detects sound, calls phone, I hang call destination/contact phone, gets back monitoring mode shows 20dB first couple seconds, 0dB,and detect anything (until I start monitoring again(without restarting app)). To avoid problem, I enabled external speaker option, plugged headphones. It works fine montioring works always, even called number times. great",Positive,0.33333333333333337,0.3666666666666667
+Baby Name Together,"Lovely app, lots ideas easy use!",Positive,0.5208333333333334,0.7916666666666667
+Baby Name Together,Really good app.,Positive,0.7,0.6000000000000001
+Baby Name Together,Fun!,Positive,0.375,0.2
+Baby Name Together,Perfect is!,Positive,1.0,1.0
+Baby Name Together,Good,Positive,0.7,0.6000000000000001
+Baby Name Together,Love app. Just shame isnt available Apple Play Store can't share partner.,Positive,0.45,0.5
+Baby Name Together,"Easy use, huge variety names.",Positive,0.41666666666666674,0.8666666666666667
+Baby Name Together,Have select baby gender... Couldn't get past without option selecting gender.,Negative,-0.25,0.25
+Baby Name Together,Compare names. It says,Neutral,0.0,0.0
+Baby Name Together,Love wished ads,Positive,0.5,0.6
+Baby Name Together,Very useful,Positive,0.39,0.0
+Baby Name Together,"It bad app, husband says he's gone like 3000 names, I've gone 200ish already super tired swiping stuff... I'd like able select names already list, I can't either... I tried edit review save, short, water time...",Negative,-0.05333333333333332,0.5916666666666666
+Baby Name Together,"So I originally liked app, upgraded pro buffers open. Cool.",Positive,0.31666666666666665,0.65
+Baby Name Together,Too many interruptions,Positive,0.5,0.5
+Baby Name Together,Good,Positive,0.7,0.6000000000000001
+Baby Name Together,"I like overall. Some suggestions: ability add names favorites top names lists able search specific name easier. Right search John, example, needs begins J ends n contains oh. I would like type John. Previous resolved: The must server issues. It tell connect internet, none problems connecting. This happened several times different devices. If problem gets fixed, happy increase rating.",Positive,0.2019047619047619,0.37523809523809526
+Baby Name Together,"I love, love, love, love it! The names great taste great able share names hubby!",Positive,0.6214285714285713,0.6464285714285715
+Baby Name Together,Can't figure get refresh shared names husband changes made.,Neutral,0.0,0.0
+Baby Name Together,Have gd options,Neutral,0.0,0.0
+Baby Name Together,Great app! Had many names,Positive,0.75,0.625
+Baby Name Together,nan,nan,nan,nan
+Baby Name Together,Great variety cute names. Even variety select cute I conceive!,Positive,0.6416666666666667,0.9166666666666666
+Baby Name Together,Simple nice variety names,Positive,0.3,0.6785714285714286
+Baby Name Together,"My device freezes app, finally stops freezing skips bunch names. Will rate 5 stars bug fixed.",Positive,0.05,0.6
+Baby Name Together,"Awesome App, like tinder baby names. I able compare quickly favorites baby names husband. Highly recommended !",Positive,0.5083333333333333,0.66625
+Baby Name Together,"Missing names like; Chase, Kylie, Mckenzie, Kinley, Skyler, Isabella, Sierra, etc...",Negative,-0.2,0.05
+Baby Name Together,What country majority names from?!?!?!,Neutral,0.0,0.0
+Baby Name Together,Really Worthless,Negative,-0.8,0.9
+Baby Name Together,Keeps crashing!,Neutral,0.0,0.0
+Baby Name Together,Does Not open. The whole page turns purple,Positive,0.1,0.45
+Baby Name Together,Love it! Awesome ! Works great offers large variety names. It helped choose name baby girl.,Positive,0.5478571428571428,0.5557142857142857
+Baby Name Together,S Lucky Nice good work,Positive,0.5444444444444444,0.8111111111111112
+Baby Name Together,Nice I loved,Positive,0.6499999999999999,0.9
+Baby Name Together,nan,nan,nan,nan
+Baby Name Together,Good parents U try parents,Positive,0.7,0.6000000000000001
+Baby Name Together,Fake,Negative,-0.5,1.0
+Baby Name Together,A. 99,Neutral,0.0,0.0
+Baby Name Together,Useless,Negative,-0.5,0.2
+Baby Name Together,nan,nan,nan,nan
+Baby Name Together,Good,Positive,0.7,0.6000000000000001
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,A google user said ''I Hate make new games'' I like 10000000 Panda,Negative,-0.33181818181818185,0.6772727272727272
+Baby Panda Care,I think ok 5 options playing,Positive,0.5,0.5
+Baby Panda Care,I hate worst game ever make good ones!!!,Negative,-0.30000000000000004,0.725
+Baby Panda Care,100 inches tall color side bottom edge way get shape fit pattern hair,Positive,0.4,0.4
+Baby Panda Care,So best ☺#ILOVEIT,Positive,1.0,0.3
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,And hand need,Neutral,0.0,0.0
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,Dewey taking Me holp,Neutral,0.0,0.0
+Baby Panda Care,The best game EVER!!! For daughter. ^^ And really enjoyed it. Thank so much.,Positive,0.2296875,0.39999999999999997
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,To baby kind like,Positive,0.6,0.9
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,It's nice game,Positive,0.09999999999999998,0.7
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,sooo cute make games like please,Positive,0.5,1.0
+Baby Panda Care,It's cute awesome I love game,Positive,0.4,0.75
+Baby Panda Care,love game cant play non stop,Positive,0.04999999999999999,0.5
+Baby Panda Care,I love game cute panda da,Positive,0.19999999999999998,0.6666666666666666
+Baby Panda Care,This game much fun,Negative,-0.05000000000000002,0.30000000000000004
+Baby Panda Care,I hate,Negative,-0.8,0.9
+Baby Panda Care,I hate,Negative,-0.8,0.9
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,The panda cute,Positive,0.5,1.0
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,Best game babybus,Positive,0.3,0.35
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,Mmm nose,Neutral,0.0,0.0
+Baby Panda Care,"This game cute , good game kids",Positive,0.09999999999999998,0.6
+Baby Panda Care,Thanks,Positive,0.2,0.2
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,I love game.,Positive,0.04999999999999999,0.5
+Baby Panda Care,It's good,Positive,0.7,0.6000000000000001
+Baby Panda Care,AWESOME,Positive,1.0,1.0
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,"I like it! Its cute adorable, play 8 before! Sadly theres 4 5 things thats okay! It designed kids like kindergarteners preschoolers kids! IN 10 years old I satisfied it!",Positive,0.35520833333333335,0.7833333333333333
+Baby Panda Care,A google user said ''I Hate make new games'' I like 10000000 Panda,Negative,-0.33181818181818185,0.6772727272727272
+Baby Panda Care,I think ok 5 options playing,Positive,0.5,0.5
+Baby Panda Care,I hate worst game ever make good ones!!!,Negative,-0.30000000000000004,0.725
+Baby Panda Care,100 inches tall color side bottom edge way get shape fit pattern hair,Positive,0.4,0.4
+Baby Panda Care,So best ☺#ILOVEIT,Positive,1.0,0.3
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,And hand need,Neutral,0.0,0.0
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,Dewey taking Me holp,Neutral,0.0,0.0
+Baby Panda Care,The best game EVER!!! For daughter. ^^ And really enjoyed it. Thank so much.,Positive,0.2296875,0.39999999999999997
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,To baby kind like,Positive,0.6,0.9
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,It's nice game,Positive,0.09999999999999998,0.7
+Baby Panda Care,This game horrible,Negative,-0.7,0.7
+Baby Panda Care,My name is igor.,Neutral,0.0,0.0
+Baby Panda Care,sooo cute make games like please,Positive,0.5,1.0
+Baby Panda Care,It's cute awesome I love game,Positive,0.4,0.75
+Baby Panda Care,love game cant play non stop,Positive,0.04999999999999999,0.5
+Baby Panda Care,I love game cute panda da,Positive,0.19999999999999998,0.6666666666666666
+Baby Panda Care,This game much fun,Negative,-0.05000000000000002,0.30000000000000004
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,I hate,Negative,-0.8,0.9
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,The panda cute,Positive,0.5,1.0
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,YOLO,Neutral,0.0,0.0
+Baby Panda Care,Best game babybus,Positive,0.3,0.35
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,Mmm nose,Neutral,0.0,0.0
+Baby Panda Care,"This game cute , good game kids",Positive,0.09999999999999998,0.6
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,nan,nan,nan,nan
+Baby Panda Care,AWESOME,Positive,1.0,1.0
+Baby Panda Learns Shapes,nan,nan,nan,nan
+Baby Panda Learns Shapes,My baby always says babysit whenever sees company's logo,Neutral,0.0,0.0
+Baby Panda Learns Shapes,great way learn shapes,Positive,0.8,0.75
+Baby Panda Learns Shapes,Very educational fun well baby likes much,Positive,0.27499999999999997,0.2416666666666667
+Baby Panda Learns Shapes,I love game good game @&gt;¢√$^&lt;,Positive,0.09999999999999998,0.5
+Baby Panda Learns Shapes,"Seriously!? Ok, I downloaded game, think much it, BUT every day I delete pictures gallery. It's slow, repetitive, AND buy extra levels. Just download.",Negative,-0.04166666666666668,0.30833333333333335
+Baby Panda Learns Shapes,Baby bus Like,Neutral,0.0,0.0
+Baby Panda Learns Shapes,Gr8 way make baby learn shapes,Neutral,0.0,0.0
+Baby Panda Learns Shapes,good little sia,Positive,0.25625,0.55
+Baby Panda Learns Shapes,Good baby,Positive,0.7,0.6000000000000001
+Baby Panda Learns Shapes,"Ttn and they fall 4 & $ 4 '$ ^ & / / 78 $ * 598', / # 55 & 480000 393)",Neutral,0.0,0.0
+Baby Panda Learns Shapes,Well l always ♥baby bus games.,Neutral,0.0,0.0
+Baby Panda Learns Shapes,"Automatically downloads images This seemingly Babybus automatically graphics, photos gifs phone. At first graphics big deal recently completely inappropriate photos I absolutely would want 3 year old seeing. The well made enjoyable toddlers I'll deleting I'm constantly worrying what's going show phone.",Positive,0.16428571428571428,0.4095238095238095
+Baby Panda Learns Shapes,Won't Open. It Keeps Saying It Stopped And It Will Close.,Neutral,0.0,0.5
+Baby Panda Learns Shapes,Won't open. Keep saying stopped horrible,Negative,-0.5,0.75
+Baby Panda Learns Shapes,Thank guys son love episode nice toddlers keep good job:-),Positive,0.575,0.8
+Baby Panda Learns Shapes,nan,nan,nan,nan
+Baby Panda Learns Shapes,help pls.. opening...,Neutral,0.0,0.0
+Baby Panda Learns Shapes,Excellent My small sister love learns shapes thanks babybus,Positive,0.3625,0.55
+Baby Panda Learns Shapes,Installation Can't installed,Neutral,0.0,0.0
+Baby Panda Learns Shapes,Jb. N,Neutral,0.0,0.0
+Baby Panda Learns Shapes,"Photo gallery overload My son loves game! And great learning, day I delete 41 pictures babybus gallery.... thats rediculous!",Positive,0.25,0.575
+Baby Panda Learns Shapes,"Adorable It's cute awesome concept. My son still learning shapes go together. But little help gets it. He loves interactive bear is, sometimes forgets shapes :-)",Positive,0.4625,0.9
+Baby Panda Learns Shapes,educational 5 month old son seems enjoy baby bus,Positive,0.25,0.31666666666666665
+Baby Panda Learns Shapes,Very good My son love app..,Positive,0.705,0.6900000000000001
+Baby Panda Learns Shapes,Hhhhhhhhj Poop,Neutral,0.0,0.0
+Baby Panda Learns Shapes,ANITA CHAMOUN,Neutral,0.0,0.0
+Baby Panda Learns Shapes,Tt Nice.my daughter like,Neutral,0.0,0.0
+Baby Panda Learns Shapes,"OK, good",Positive,0.6,0.55
+Baby Panda Learns Shapes,nan,nan,nan,nan
+Baby Panda Learns Shapes,Huda,Neutral,0.0,0.0
+Baby Panda Learns Shapes,nxc,Neutral,0.0,0.0
+Baby Panda Learns Shapes,good,Positive,0.7,0.6000000000000001
+Baby Panda Learns Shapes,Helpful but.. There's square basic shapes.,Neutral,0.0,0.125
+Baby Panda Learns Shapes,Veronica rojas We love newborn baby girl,Positive,0.5,0.6
+Baby Panda Learns Shapes,It good Like,Positive,0.7,0.6000000000000001
+Baby Panda Learns Shapes,you,Neutral,0.0,0.0
+Baby Panda Learns Shapes,game superb,Positive,0.3,0.7
+Baby Panda Learns Shapes,Good!! Helpful!!,Positive,1.0,0.6000000000000001
+Baby Panda Learns Shapes,Awesome Awesome,Positive,1.0,1.0
+Baby Panda Musical Genius,Waaaaay many ads baby app. My toddler clicks every freaking inappropriate ad puts covers buttons touching. Uninstalling. So annoying!!!,Neutral,0.0,0.6333333333333333
+Baby Panda Musical Genius,KO opens Qing,Neutral,0.0,0.0
+Baby Panda Musical Genius,I need save favorite song I love,Positive,0.5,0.8
+Baby Panda Musical Genius,This nice ☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺☺,Positive,0.6,1.0
+Baby Panda Musical Genius,Good ButThis game four level,Positive,0.14999999999999997,0.5
+Baby Panda Musical Genius,funny,Positive,0.25,1.0
+Baby Panda Musical Genius,nan,nan,nan,nan
+Baby Panda Musical Genius,Alma reyes Justin bieber l poor l'ha sister,Negative,-0.4,0.6
+Baby Panda Musical Genius,Love,Positive,0.5,0.6
+Baby Panda Musical Genius,Christy prejido Music genios good;),Positive,0.475,0.8
+Baby Panda Musical Genius,Get it,Neutral,0.0,0.0
+Baby Panda Musical Genius,I love,Positive,0.5,0.6
+Baby Panda Musical Genius,It's prtiy,Neutral,0.0,0.0
+Baby Panda Musical Genius,Ddd,Neutral,0.0,0.0
+Baby Panda Musical Genius,Anna Good thanks,Positive,0.44999999999999996,0.4
+Baby Panda Musical Genius,nan,nan,nan,nan
+Baby Panda Musical Genius,rocker rock roll,Neutral,0.0,0.0
+Baby Panda Musical Genius,It's good It's cool music,Positive,0.5249999999999999,0.625
+Baby Panda Musical Genius,"Nexus 7 I can't even start Nexus 7. I'm uninstalling right now, bad. Maybe install got fixed.",Negative,-0.10476190476190472,0.4674603174603174
+Baby Panda Musical Genius,"Daddy AGM Sahalauddin abd aziz Thaiking5'21'Zain googleong chee vpng abd mahamizan & kak datin jelita serupa zeti n pretty mum's hillary clinton , Michelle¥ Obamannwi world predator speed banking joints many country worlds....428.... AGDHLN♡Hamama♡ncl♥H'M'I'B'M'DCS.... (razakjoefaimonksiliconniesonypeggykiwwi)yat ₩ yee who's champions terms landbuilding",Positive,0.375,0.75
+Baby Panda Musical Genius,Crap crap crap nobody babybus cares nexus dudes can't open games major glitch!,Negative,-0.4643750000000001,0.68
+Baby Panda Musical Genius,"Good apps, running background services reason Hi, kid enjoy apps, individual background services, sometimes makes tablets unresponsive...",Positive,0.3666666666666667,0.5
+Baby Panda Musical Genius,Stops working Doesn't get past first screen,Neutral,0.0,0.29166666666666663
+Baby Panda Musical Genius,"You are angry, guys, if I'm crazy, you are stupid, you are angry",Negative,-0.6,0.975
+Baby Panda Musical Genius,nan,nan,nan,nan
+Baby Panda Musical Genius,Coll This really good.,Positive,0.7,0.6000000000000001
+Baby Panda Musical Genius,Yte $$ I,Neutral,0.0,0.0
+Baby Panda Musical Genius,Like it! It's cute!,Positive,0.625,1.0
+Baby Panda Musical Genius,Baby loves salsa,Neutral,0.0,0.0
+Baby Panda Musical Genius,KISHAN,Neutral,0.0,0.0
+Baby Panda Musical Genius,:-),Positive,0.5,1.0
+Baby Panda Musical Genius,Good kids great great major major.,Positive,0.485,0.62
+Baby Panda Musical Genius,Musical genius I love it!,Positive,0.3125,0.3
+Baby Panda Musical Genius,Aana,Neutral,0.0,0.0
+Baby Panda Musical Genius,LOVE ALL THE BABY BUS GAMES GET THEM ALL I JUST HAVE 2 SAY THIS IS A GREAT WAY 2 TEACH UR LIL KIDS WIN UR N THE CAR OR WAITING 4 SOMETHIN OR SOME1! U 2 get ALL games BABY BUS greatest 4 ur lil kids like ages 2- 4 mayb 5-6 mite b pushing ur kid n school! Just trust I lil girl 3 n keep hands it! It keeps beezy 4 hours I would let her! ~ =} ~,Positive,0.825,0.6875
+Baby Panda Musical Genius,Love big Im sure baby love new app.. She loves ur baby musician shell definitely enjoy this! Wish though dont consume much space,Positive,0.33376623376623377,0.47763347763347763
+Baby Panda Musical Genius,"My 2yr old LOVES app. He interact w whats screen plus visuals nice, fun bright. Works great galaxy s.",Positive,0.5,0.59
+Baby Panda Musical Genius,"Too big... Plz, make smaller... So, it'll suitable Galaxy Y...",Positive,0.18333333333333335,0.45
+Baby Panda Musical Genius,I'm a good fool,Positive,0.7,0.6000000000000001
+Baby Panda Musical Genius,Great game My son loves game. Very age appropriate toddlers.,Positive,0.13999999999999999,0.4699999999999999
+Baby Panda’s Juice Shop,"Its interesting game I like it, need add characters stuff.",Positive,0.04999999999999999,0.45
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,Very interesting game,Positive,0.125,0.525
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,Good game,Positive,0.14999999999999997,0.5
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Panda’s Juice Shop,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Sleep: White noise lullabies for newborns,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,like thhhiiss game lot :D,Positive,0.3,0.7
+Baby Tiger Care - My Cute Virtual Pet Friend,Shh Ss,Neutral,0.0,0.0
+Baby Tiger Care - My Cute Virtual Pet Friend,Let us,Neutral,0.0,0.0
+Baby Tiger Care - My Cute Virtual Pet Friend,It good,Positive,0.7,0.6000000000000001
+Baby Tiger Care - My Cute Virtual Pet Friend,music,Neutral,0.0,0.0
+Baby Tiger Care - My Cute Virtual Pet Friend,Nice game,Positive,0.09999999999999998,0.7
+Baby Tiger Care - My Cute Virtual Pet Friend,I'm happy game best,Positive,0.4666666666666666,0.5666666666666667
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,Nises,Neutral,0.0,0.0
+Baby Tiger Care - My Cute Virtual Pet Friend,nan,nan,nan,nan
+Baby Tiger Care - My Cute Virtual Pet Friend,Very nice game,Positive,0.19,0.7
+Baby puzzles,2 1/2 year old loves it. Worth paying remove ads. Difficult child accidentally exit app. I let play tablet crib bedtime I sneak crying. Only wish letter number puzzles would say name clicks piece.,Negative,-0.06,0.58
+Baby puzzles,nan,nan,nan,nan
+Baby puzzles,"Update: changed rating 2 stars even though I purchased game remove ads months ago, ads back, frequent. Will change back 5 stars changes. Previous review: Such good game! My 1.5 year old loves amazing watching learn put shapes correct places. There's 9 categories I think ever get boring- choose many different shapes. The complaint ads getting worse - used bottom son could accidently press it, actually appear overriding game watch 30 sec can't exit... Hard child understand wait get back game. If gets worse rating go down.",Negative,-0.10929951690821256,0.4042270531400966
+Baby puzzles,Terrible experience ads!!! Very invasive advertising suited baby audience game supposed addressed to.,Negative,-0.4000000000000001,0.5666666666666668
+Baby puzzles,nan,nan,nan,nan
+Baby puzzles,Has removed! It is impossible to play because of advertising.,Negative,-0.6666666666666666,1.0
+Baby puzzles,This game sanity two year old lol,Positive,0.16666666666666666,0.43333333333333335
+Baby puzzles,Ads kids games ok,Positive,0.5,0.5
+Baby puzzles,nan,nan,nan,nan
+Baby puzzles,Horrendous amount intrusive complicated advertising. Not bad game though.,Negative,-0.18333333333333335,0.6888888888888888
+Baby puzzles,nan,nan,nan,nan
+Baby puzzles,nan,nan,nan,nan
+Baby puzzles,Way many ads blindly clicked,Neutral,0.0,0.5833333333333333
+Baby puzzles,Way many ads.,Positive,0.5,0.5
+Baby puzzles,Could close app. No exit button,Neutral,0.0,0.0
+Baby puzzles,nice game,Positive,0.09999999999999998,0.7
+Baby puzzles,Good aap children.,Positive,0.7,0.6000000000000001
+Baby puzzles,My daughter love,Positive,0.5,0.6
+Baby puzzles,Interesting baby,Positive,0.5,0.5
+Baby puzzles,Love game would love sound effects saying number alphabet sound animals touched kids learn puzzles skills,Positive,0.27999999999999997,0.48
+Baby puzzles,game good 2 year baby boy like game,Negative,-0.03333333333333336,0.4666666666666666
+Baby puzzles,We hack lucky patcher remove ads,Positive,0.3333333333333333,0.8333333333333334
+Baby puzzles,The ads game obnoxious unskippable. Unusable children.,Negative,-0.4,0.4
+Baby puzzles,So Make The Puzzles For Baby And Me,Neutral,0.0,0.0
+Baby puzzles,Too many ads,Positive,0.5,0.5
+Baby puzzles,Extremely good app. Has lots puzzles.,Positive,0.7,0.6000000000000001
+Baby puzzles,Lot advertising,Neutral,0.0,0.0
+Baby puzzles,My Daughter love,Positive,0.5,0.6
+Baby puzzles,"Will start that, game great little kids. But full ads, know developers need it, think also kids. 1-2 years kids understand get ads, popping every 1min!.About pay version (Ads free). We pay it, I would like see random popping stuff. For example category animal like 8 12 animal total. The category numbers also around 8. After suggestions, bad meaning. But parent I would like see game even creative helping kids think also creativity. Good game kids!",Positive,0.005208333333333343,0.6097222222222224
+Baby puzzles,"Ads everywhere game. For 2 year old understand exit ad frustrating. Ya, ad free option $2.99 I searched ""free 2 year olds"" come search. Apps toddlers never ads them.",Positive,0.019999999999999997,0.6199999999999999
+Baby puzzles,"I absolutely livid!! It's thing ads, hey free needs financed somehow...what's unacceptable age inappropriate ads. This pulled. The first ad match game matching deal people. My son 18months old. Thanks rated 5 under. My 5 year old see deal people course play. Pull now!!",Positive,0.1455357142857143,0.43333333333333346
+Baby puzzles,My son likes learning puzzle game I credibly frustrating ever single puzzle Ad pops playing video new app. I constantly take away exit back game.,Negative,-0.16215213358070502,0.3860235003092146
+Baby puzzles,nan,nan,nan,nan
+Baby puzzles,"This almost hits mark, could tweaks make better toddlers. My not-quite-2yo goddaughter gets concept likes idea matching shapes, gets frustrated drags shape match, unless situated *exactly* it, drop place. It requires level precision dexterity I think little beyond 2yo. She loses interest backs app. Would possible increase boundaries drop area?",Negative,-0.07291666666666666,0.425
+Baby puzzles,"Was least 4 star,ruined ads everywhere. I understand there's way remove ads paying,but they're frequent obtrusive basically unplayable now:&lt;",Negative,-0.19999999999999998,0.4666666666666666
+Baby puzzles,"Loved it, overpopulated screen, ability remove ads, completion gives seconds bubble balloon bursting. It take long load either Cons: I feel like could read shape slot in, also honour phones back button (good bad depending want child able move themselves)",Positive,0.19166666666666665,0.5152777777777778
+Baby puzzles,Too many ads I understand adds every level making impossible 2 year old play.,Negative,-0.02222222222222221,0.5666666666666667
+Baby puzzles,The game great game kids learn!! Why little x adverts work takes play store!! So deleted,Negative,-0.1294921875,0.5125
+Baby puzzles,Is way lower sensitivity placement piece exactly empty shape?,Negative,-0.1,0.5
+Baby puzzles,Ads killing game possible close finished watch them. Wanted buy game annoying ads changed mind.,Negative,-0.4,0.6749999999999999
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",nan,nan,nan,nan
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",I like,Neutral,0.0,0.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Full clickbait,Positive,0.35,0.55
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",nan,nan,nan,nan
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Cannot be deleted from hp vivo,Neutral,0.0,0.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Good application easy read news,Positive,0.5666666666666667,0.7166666666666668
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",The first thing I read is ADS,Positive,0.25,0.3333333333333333
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",It enough,Neutral,0.0,0.5
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Informative,Neutral,0.0,0.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Thx,Neutral,0.0,0.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Baguuuus uuus,Neutral,0.0,0.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",affair,Neutral,0.0,0.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Nice..,Positive,0.6,1.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Nice,Positive,0.6,1.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",So good,Positive,0.7,0.6000000000000001
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik","It's daily Newspaper,and quite date....",Neutral,0.0,0.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik","The best news application at the moment, but there is a minus in the night / dark mode menu, inadequate navigation.",Positive,0.25,0.26666666666666666
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik","Dev, just a suggestion, if you can [X] please enlarge the button. The problem is when you want to press the button, the news even opens. Thanks...",Positive,0.2,0.2
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Good,Positive,0.7,0.6000000000000001
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Please perfectly,Positive,1.0,1.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik","If possible ... post the fact 95%, and the rest is up ... Because the news must be proven true ... please keep the quality of the article ... don't post it ...",Positive,0.175,0.825
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Not Bad,Positive,0.3499999999999999,0.6666666666666666
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Enjoy,Positive,0.4,0.5
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Very Useful,Positive,0.39,0.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik","The news is rubbish. 18+ really. Where appears in the notification. I am a VIVO user who was interrupted by this, which I can't uninstall. Next time, if you make a little news, please. Everyone is happy with the news 18+. Disturb my cellphone notification.",Positive,0.203125,0.425
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik","The good news, comment the comment, bro. Always the same comment comment appears in all news. So it really feels like this application. Proof of it. All articles are cut off. The headline news is what the comment is. Don't connect blassss. The admin got drunk of glue and was dying again. Aamiin. If you want to change, start now. Remove all fake alias fake comments.",Negative,-0.10000000000000002,0.6541666666666667
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik","Simple, soft UI, Filter module",Positive,0.05,0.35357142857142854
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",nan,nan,nan,nan
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",nan,nan,nan,nan
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Simple and simple news,Neutral,0.0,0.35714285714285715
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",nan,nan,nan,nan
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",nan,nan,nan,nan
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Good,Positive,0.7,0.6000000000000001
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Awesome,Positive,1.0,1.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",I dont like annoying app. Please tell uninstall Vivo?,Negative,-0.8,0.9
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Why put stupid I can't delete phone.,Negative,-0.7999999999999999,1.0
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",It's easy to keep on reporting the balance and not reporting anything on orders from irresponsible individuals.,Positive,0.43333333333333335,0.8333333333333334
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",nan,nan,nan,nan
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Read the news has begun to be good and weighty and reality,Positive,0.7,0.6000000000000001
+"Baca- Berita Terbaru, Informasi, Gosip dan Politik",Delete every new phone,Positive,0.13636363636363635,0.45454545454545453
+Backgrounds (HD Wallpapers),"Keep scrolling couple times think hit end pics sometimes takes second two pics load. It's big deal know miss many pics. There lot many beautiful, creative, & unique. If sure pics like look ones & find lots. You select ""favorite"" I save wallpaper changer & enjoy them.",Positive,0.4125,0.6488888888888888
+Backgrounds (HD Wallpapers),"It would useful search tags function. The category list exhaustive. There many wallpapers I liked, I dig quite bit find them. Now I set wallpapers favourites search tags.Great collection, huge variety, wallpapers quickly accessible.",Positive,0.43499999999999994,0.515
+Backgrounds (HD Wallpapers),"A bit sexist! There's whole section entitled 'girls' (not 'women') there's gallery 'boys' (men). Handsome men attractive too... There also seriously creepy photos women taken behind stalked. That said, beautiful photos nature. Don't like unrequested notification ads new wallpapers. Uninstalling.",Positive,0.22662337662337664,0.7935064935064934
+Backgrounds (HD Wallpapers),I dislike cause pictures ain't good also u keep downloading that's thing I like I like it. Who ever made change cause slot people would like slot waste space phone tablet whatever. So thats choice.,Positive,0.24999999999999997,0.30000000000000004
+Backgrounds (HD Wallpapers),"Gives ""failure load"" error try reloading. That also work. After week stopped working I received wthe error message. Too bad. The wallpapers beautiful.",Negative,-0.055555555555555546,0.6555555555555556
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),It'd 5 stars search option. I really wanna sit search categories. They definitely huge selection quality amazing. Too bad can't access quick search,Positive,0.16666666666666674,0.6333333333333333
+Backgrounds (HD Wallpapers),"The wallpapers pretty cool. A thing I like themes. You themes itself, make confusing use. Other that, wallpapers pretty cool. HD, too. So clear. Using pretty simple.",Positive,0.125,0.6461640211640212
+Backgrounds (HD Wallpapers),"Hey guys , hope find help .. So how/Where I see photos I uploaded ? cuz says appear news feed I know mean news feed .. thanks advance",Negative,-0.056249999999999994,0.44375
+Backgrounds (HD Wallpapers),This good app. There option search kind wallpaper HD? It gives nice wallpaper full HD. So opinion wast time.,Positive,0.5625,0.7625
+Backgrounds (HD Wallpapers),bodybuilding motivation pictures?! silly pictures kids,Negative,-0.5,0.875
+Backgrounds (HD Wallpapers),"Some awesome images,very little Stock Photos. But, images great small,but open it,they go really bad! Can't figure out!Also,No Search!",Positive,0.12250000000000001,0.6833333333333333
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),"fairly nice wallpapers, however, seems limited number them. Disappointed, uninstalling!",Negative,-0.1363095238095238,0.6309523809523809
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),"best “REAL HD WALLPAPERS"" always loved phone always images coming needs updated new images n wallpapers long time since tgere new stuff seen... also need change aspect ratio thats “18:9"" coz 2018 18:9 aspect ratio 16:9 change rating see update... #ilovedisapp",Positive,0.35378787878787876,0.4515151515151516
+Backgrounds (HD Wallpapers),The wallpapers awesome. There ads like user friendly,Positive,0.6875,0.75
+Backgrounds (HD Wallpapers),"Best HD wallpapers ever seen!!!! Easy use, fast loading, good thing 2MB",Positive,0.5833333333333333,0.5833333333333334
+Backgrounds (HD Wallpapers),I think could best interface low MB...Awesome one.,Positive,0.5,0.3
+Backgrounds (HD Wallpapers),Missing Key feature: search button/box. I needed specific picture featured category List. No way I would waste time scrolling thousands background pictures. A search button would filter narrow nicely...,Negative,-1.850371707708594e-17,0.4291666666666667
+Backgrounds (HD Wallpapers),"I've lost ability usual widget;e.g., direct dial I call voicemail frequent contacts. I'd fix workaround please let know amazing wallpapers",Positive,0.1375,0.4625
+Backgrounds (HD Wallpapers),Daily Auto Change does not happen ... wallpaper can be done .. Well there are many wallpapers..It's good,Positive,0.39999999999999997,0.3666666666666667
+Backgrounds (HD Wallpapers),"Well great app, Bing beat comes finding City Landmarks, Landscapes ,skyline",Positive,0.8,0.75
+Backgrounds (HD Wallpapers),Pretty cool pics especially even season plus live wallpaper bonus I recommend kills battery quicker people already know five stars creativity.,Positive,0.18409090909090908,0.7875
+Backgrounds (HD Wallpapers),Impressed... Great selections. Categories combine tags make easy find mind.,Positive,0.7444444444444445,0.8611111111111112
+Backgrounds (HD Wallpapers),Riot stuff used route used GUI Hyde belies Sufi I he's riots thing setup trio grew SFIO thing revolt TV fitted bilg,Neutral,0.0,0.0
+Backgrounds (HD Wallpapers),A bad can't get using,Negative,-0.6999999999999998,0.6666666666666666
+Backgrounds (HD Wallpapers),The best wallpaper I ever seen. I using several years. This best app. Thank creating beautiful app. If add superhero collections search option search according oir category wilo awesome. Thank,Positive,0.77,0.52
+Backgrounds (HD Wallpapers),This absolutely best wallpaper I've ever used seen. The pictures gorgeous. I give props artist. I'm happy,Positive,0.8333333333333334,0.7333333333333334
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),Great app! Really high quality wall papers. I definitely recommend it...,Positive,0.38666666666666666,0.5966666666666667
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),Not many new wallpaper... updates rare.,Positive,0.06212121212121211,0.6181818181818182
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),nan,nan,nan,nan
+Backgrounds (HD Wallpapers),"This amazing quality wallpapers, I would highly recommend!!!",Positive,0.45625000000000004,0.72
+Backgrounds (HD Wallpapers),"Beautiful pictures search bar, fall hole clicking things similar want clicking key words. It's endless",Positive,0.18125,0.7875
+Backgrounds HD (Wallpapers),"I do not have any motions of changing the situation, you are my zingadgi, just do not change you",Neutral,0.0,0.0
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),It's problem notifications.,Neutral,0.0,0.0
+Backgrounds HD (Wallpapers),Loved I turn super annoying vibration off...,Positive,0.07777777777777772,0.7888888888888889
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),One best amazing wallpapers. Deserves thumbs up.,Positive,0.8,0.6
+Backgrounds HD (Wallpapers),Good contains ads,Positive,0.7,0.6000000000000001
+Backgrounds HD (Wallpapers),nice,Positive,0.6,1.0
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),This single best (optional) I've ever used. The wallpapers beautiful! And numerous. It's incredible. And get connect people bit. Its nice. Really really nice. I've never single issue either. That alone puts category own. But deserves quality content. :),Positive,0.5164285714285713,0.7128571428571429
+Backgrounds HD (Wallpapers),"I used Zedge high quality Uhd, Fhd wallpaper app. So collection great although older others",Positive,0.3755555555555556,0.5411111111111111
+Backgrounds HD (Wallpapers),"Still love since update, I can't see option choose home screen lock screen...it changes once. Which I dislike.",Positive,0.5,0.6
+Backgrounds HD (Wallpapers),Apps Very Good.But Wallpaper Uploads Not Good Sometimes Wallpaper Not Upload I'm Very Angry So please Help Me .,Negative,-0.26666666666666666,0.6333333333333334
+Backgrounds HD (Wallpapers),Too much slow upload new wallpaper,Negative,-0.08181818181818185,0.42727272727272725
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),Very bad working good,Negative,-0.10499999999999993,0.7333333333333334
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),I love it. I wonder absolutely Free,Positive,0.45,0.7
+Backgrounds HD (Wallpapers),There bugs app.,Neutral,0.0,0.0
+Backgrounds HD (Wallpapers),Nice collection .wonderful selection ....amazing,Positive,0.6,1.0
+Backgrounds HD (Wallpapers),What I says,Neutral,0.0,0.0
+Backgrounds HD (Wallpapers),Do hell,Neutral,0.0,0.0
+Backgrounds HD (Wallpapers),It good use. Has HD wallpapers,Positive,0.7,0.6000000000000001
+Backgrounds HD (Wallpapers),Arvind Singh,Neutral,0.0,0.0
+Backgrounds HD (Wallpapers),I think great I love it.,Positive,0.65,0.675
+Backgrounds HD (Wallpapers),Baker too,Neutral,0.0,0.0
+Backgrounds HD (Wallpapers),awesome must try quality total HD :-),Positive,0.5,0.9166666666666666
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),No,Neutral,0.0,0.0
+Backgrounds HD (Wallpapers),Simply nice,Positive,0.6,1.0
+Backgrounds HD (Wallpapers),Awesome,Positive,1.0,1.0
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),Rubbish,Neutral,0.0,0.0
+Backgrounds HD (Wallpapers),nan,nan,nan,nan
+Backgrounds HD (Wallpapers),Amazing,Positive,0.6000000000000001,0.9
+Backgrounds HD (Wallpapers),Superb,Positive,1.0,1.0
+Backgrounds HD (Wallpapers),Good,Positive,0.7,0.6000000000000001
+Backgrounds HD (Wallpapers),Good,Positive,0.7,0.6000000000000001
+BaconReader for Reddit,This used great developers seem incapable unwilling fix long term issues. For example Reddit videos volume timeline capabilities. Reported 8 months ago. This works BaconReader issues.,Positive,0.375,0.575
+BaconReader for Reddit,"Sometimes thread load without comments. Also I press home (minify app) app's player loading gif, resume, shows error, reached. I loading screen able load gif hence can't anything else. Please fix this.",Positive,0.5,0.625
+BaconReader for Reddit,"Why sound play v Reddit posts Edit:. Still Reddit fun v.reddit sound issue fixed. Please fix. I hate format, hate open unmute every time",Negative,-0.05714285714285713,0.5
+BaconReader for Reddit,"By far best reddit I've used, way better even official app. Only problem I ever hit viewing v.reddit videos I think that's problem reddits side app.",Positive,0.4,0.7
+BaconReader for Reddit,"I love app. It nice easy design, playing loud ads I'm even using (when running background). I understand ads fine, I like ads playing phone nowhere even use.",Positive,0.41000000000000003,0.7466666666666667
+BaconReader for Reddit,Since last update I get 401 unauthorised. Can't all. Previously personal favourite. It's shame really :(,Negative,-0.1375,0.39166666666666666
+BaconReader for Reddit,So tired getting oom message 15 minutes scrolling I giving many years hope get fixed point,Positive,0.06666666666666667,0.4666666666666666
+BaconReader for Reddit,Latest update UI issues -- back button always available threads load without displaying comments section. Good stable.,Positive,0.4,0.47500000000000003
+BaconReader for Reddit,nan,nan,nan,nan
+BaconReader for Reddit,"Super easy slightly customizable personal preferences, definitely favourite reddit I give 4 stars due occasionally uninstall reinstall due 401 unauthorized error.",Positive,0.04375,0.41770833333333335
+BaconReader for Reddit,"Update: Is anyone else getting 401 errors? Despite deal replied me, cannot collapse/hide original comments individually users asking least 6-years. Customer support lacking. Also, overall fairly clunky single swipe features make voting easier looking multi reddits they'll buried list. So long list, good luck. What I like swipe story story. Overall, without able collapse original comments - really really lot choices platform I'm sticking it.",Positive,0.2023809523809524,0.4366071428571429
+BaconReader for Reddit,"I know happened, since last update I unable read comments posts, stops loading bottom post. Not okay honestly",Negative,-0.037500000000000006,0.4916666666666667
+BaconReader for Reddit,"The best Reddit reader I found. Been using 3 years. Lets see 'rising' posts subs, see upvotes 'profile' without 'context' 'view comments.' Only small downside is, editing post 2 3 times, successive edits start original post save previous edits. But figure ninja edit best 'em. Very well done, boys! I may kick bucks (if able?) 3 years long time! P.S. never single ad, 'full page' otherwise appear 3 years use. Not sure review talking about. Also, visit T_D help save Western civilization criminal commie Anitfa/ Pedowood/ neo-lib & neo-con globalist scum! ;-p That all. Summary: best Reddit reader. Far better Reddit app. Highly recommended.",Positive,0.19823934837092735,0.4834126984126983
+BaconReader for Reddit,"Reddit video links load excruciatingly slowly, half time load all, there's way hear audio videos.",Negative,-0.16666666666666666,0.16666666666666666
+BaconReader for Reddit,Hands best Reddit experience mobile. NEVER Reddit mobile app. Thing trash.,Positive,1.0,0.3
+BaconReader for Reddit,Half links take ages load never actually load all. So frustrating. This issue ages ages never fixed.,Negative,-0.15416666666666667,0.3416666666666667
+BaconReader for Reddit,nan,nan,nan,nan
+BaconReader for Reddit,"Best Reddit I've tried far. Streamlined sleek, flashy others reliably works well makes sense use.",Positive,0.20000000000000004,0.6
+BaconReader for Reddit,"Still good app, however, support audio v.redd.it links links now.",Positive,0.7,0.6000000000000001
+BaconReader for Reddit,nan,nan,nan,nan
+BaconReader for Reddit,nan,nan,nan,nan
+BaconReader for Reddit,Tried bunch different ended one. Mostly provides cleanest interface.,Positive,0.25,0.55
+BaconReader for Reddit,Still can't play reddit videos. Its months. Im getting new round reddit app. Thanks,Positive,0.04545454545454545,0.3515151515151515
+BaconReader for Reddit,Despite official reddit out. I stick one. It's tried true despite flaws great app.,Positive,0.575,0.7
+BaconReader for Reddit,"*Updated 5.4.2* The gifs finally work, thanks!",Positive,0.125,0.6
+BaconReader for Reddit,Out memory error -1 star :(,Negative,-0.75,1.0
+BaconReader for Reddit,It's Reddit stop shop. The widgets become part daily. Thanks Bacon reader!,Positive,0.125,0.1
+BaconReader for Reddit,nan,nan,nan,nan
+BaconReader for Reddit,Team developers work quickly resolved issue gifs images loading less week.,Positive,0.08333333333333333,0.2833333333333333
+BaconReader for Reddit,"While better Reddit app, still needs work interface controls.",Positive,0.5,0.5
+BaconReader for Reddit,Really? Audible ads automatically play? Fah-q,Positive,0.2,0.2
+BaconReader for Reddit,Cool app. Unfortunately allow zooming far enough long photos.,Negative,-0.020000000000000004,0.71
+BaconReader for Reddit,"Paid app, still get ads.",Neutral,0.0,0.0
+BaconReader for Reddit,LOWERED FROM 5 TO 3 STAR. SOUND IN VIDEOS PLEASE!,Positive,0.5,0.4
+BaconReader for Reddit,v.redd.it videos take long load,Negative,-0.05,0.4
+BaconReader for Reddit,nan,nan,nan,nan
+BaconReader for Reddit,Love reddit versatile topics.,Positive,0.5,0.6
+BaconReader for Reddit,nan,nan,nan,nan
+BaconReader for Reddit,Way better either mobile site official Reddit app.,Positive,0.5,0.5
+BaconReader for Reddit,"Best reddit app, prefer using desktop even",Positive,1.0,0.3
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"This game amazing shot! But bug it. Bug report: In 'The Road El Porkado' level 13 levels lvl. 13, switches stick together perfectly. And I going skip bug level 18. In level 18, I stuck level. I hope worked nicely neatly. (Is Samsung Tablet)",Positive,0.48750000000000004,0.825
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,Amazing game I love it! But there's thing that's ticking plunger cannon ever is. When I field dreams plunger cannon working would randomly make everything disappear working I relog u fix it?,Positive,0.08125000000000002,0.6
+Bad Piggies,"I would give higher rating, levels like 6-18. The button activated doors platforms work right glitch out. I've able get levels without doors 6-18 can't complete level without door working. Please get fixed",Positive,0.24714285714285716,0.4521428571428571
+Bad Piggies,"Very disappointed I've response email sign fix bug El Porkado, rendering levels uncompletable. Wouldn't bad actual money!",Negative,-0.5583333333333332,0.5805555555555556
+Bad Piggies,Well start great game but...... The wood prices unrelistic WOOD DOES NOT BREAK THAT EASILY PEOPLE FIX THIS. ALSO U GUYS ARE GREEDY FOR MONNEY. ALSO HAVE U EVER SEEN A REAL PICE OF WOOD BREAK IT TAKES MORE THAN A GENTLE TAP TO BREAK. THIS MAKES MANNY OF YOUR LEVLES MUTCH HARDER THAN NORMAL FIX THIS AND ILL BE HAPPY. nice day.,Positive,0.24393939393939393,0.6575757575757575
+Bad Piggies,"The game really good bridge bug annoying. I got stuck level tried reinstall work. It annoying really good game like bug prevents finishing game. Oh also, different HD version? It seems exacted same.",Negative,-0.15555555555555559,0.5472222222222222
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"This game still favourite, since I first played it. BTW fix glitches The Road To El Porkado grey moving panels position",Negative,-0.06666666666666667,0.2777777777777778
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,Sadly breaking bug el porkado levels moving metal bars seem movement center rotation messed meaning impossible complete levels. Would 5 stars fixed,Negative,-0.2133333333333333,0.54
+Bad Piggies,An update broke Road Porkado actually cannot complete game more. Shame.... Great implementation style gameplay. My criticism... I stop playing it. Rovio another winner right here.,Positive,0.21428571428571427,0.4476190476190476
+Bad Piggies,"There's something wrote g button platforms. The road el porkador messed up. The platforms NOT right possisions, making level 18 impossible, would like fixed. I've issue 5 months.",Negative,-0.23650793650793653,0.5785714285714285
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"I understand people complain ads call Rovio money hungry. If may ""free"" game really nothing completely free. Developers deserve get paid. It costs game. Free games ads like TV. And make in-app purchase. GO buy game.",Positive,0.02857142857142858,0.5428571428571429
+Bad Piggies,"FIX THE ROAD TO EL PORKADO I swear frustrating point unplayable. No, levels ARE unplayable. They cannot done platform glitch all. Also, sometimes sandbox mode I tick disappears hits ground. Occasional game breaking frustrating moving platforms working still",Negative,-0.3333333333333333,0.6208333333333332
+Bad Piggies,"Rovio, far long, many levels 'road el porkado' broken, level 18 particular unbeatable it. Also, past days, matter time day is, I'm always matched level 106 ""Mote Pramote"" guy cake race. It's impossible win now, even alien parts. Not sure guy plays 24/7, bot designed make quit.",Negative,-0.029999999999999992,0.5922222222222222
+Bad Piggies,"The game level desgins promote foster great degree creastive thinking. With unique mechanics obstacles actually require thought consideration building. It great art, along many bonus levels content. Fun game overall level experiences wildly vary sometimes. From simple extremely difficult, sometimes win mer luck strategy. Along I know anyone else experienced levers lvl6 buggy never worked. All good game play.",Positive,0.20147058823529412,0.4798319327731093
+Bad Piggies,"Rovio, listening customers? In addition bugs mentioned, sync also broken, I'm angry. Only synced properly, many custom parts I got lost. The sandbox section also buggy. Each time I launch game goto section, sandboxes get ""unlocked"" again.",Negative,-0.16,0.6599999999999999
+Bad Piggies,Error 505. That's appearing I've tried 6 trouble shooting errors provided Google play store. Yet nothing worked I'm still getting error.,Negative,-0.2,0.2
+Bad Piggies,A really good game. However rode el porkado broken moving platforms work should. They break let pass level. But great game.,Positive,0.059999999999999984,0.51
+Bad Piggies,I'd give 5 stars button system road El porkado work makes bridges actual job. So pleas fix,Neutral,0.0,0.1
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"I played game years I love field dreams. So getting new phone I redownload it. Except I cannot find button restore purchases. Then I see huge update I'm like oh, finally updated maybe glitchy I rebuy field dreams. It wont let open even paying emailed thr receipt?!?!",Positive,0.10606060606060608,0.6424242424242425
+Bad Piggies,"Fun game. Especially bored. But way many ads ""road el porkado"" level pack working properly comes switches",Negative,-0.12000000000000002,0.44000000000000006
+Bad Piggies,"Since crazy contraptions update, El porkado levels sandbox stages unplayable. The flip switchs El porkado broken. And spring coils tend stretch far break easily. glue power-up glue perfectly anymore. Can please fix",Positive,0.022222222222222254,0.8055555555555557
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"Great game el porkado broken I barley ever get crates, levels literally impossible complete, fix also king pig system garbage. I accidentally piled 100 cake spent hour dragging finger hundreds times. Power ups rare. There feed button something, I please improve king pig system",Negative,-0.052380952380952375,0.5642857142857143
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,I built weirdest best plane choper. 2018 I've noticed large glitch bug buttons ramps road El porko levels buttons pushed ramps glitch make imposible fix now.,Positive,0.6071428571428571,0.36428571428571427
+Bad Piggies,"Bad piggies best games there. Tho I've heard road elporcador broken game slightly glitchy I care. Also I wish level creator/maker, sand box mode parts infinit amount them. And maybe levels pig instead sometimes king pig, would nice.",Negative,-0.01111111111111109,0.48888888888888893
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"Crashes reason frequently. Please add setting tone animations phone explode every two seconds I play game, thanks. Was fun little time I played game.",Negative,-0.06458333333333334,0.3333333333333333
+Bad Piggies,I want able sandbox mode paid ago old phone cant get says error try purchase please fix ... great game fun creative,Positive,0.3,0.5291666666666667
+Bad Piggies,great game. I completed ground hog day rise swine.brought little pig adventure found fifteen skulls.then I lost Progress's.hours work gone. THANKS A LOT ROVIO!,Positive,0.115625,0.46249999999999997
+Bad Piggies,I like game many bugs (switches work way supposed to) make impossible complete several levels. If fixed I would rating four better.,Positive,0.019047619047619042,0.42857142857142855
+Bad Piggies,"This game I miss. It's impressive. I like graphics ,easy control offline. I HD style bad piggies I want original. I share family friends.all around people world I message 1 2 3 please this!!! I'm exiting much people game. I miss game. Thank rovio!!!!!:-) :-) :-) :-) :-) :-) :-) I movie angry birds. I watch whole time.",Positive,0.18033854166666669,0.7676470588235295
+Bad Piggies,I tablet loved although phone press play button nothing happens rovio u pls fix oh ive heard people thing happening el pokardo impossible!,Negative,-0.06666666666666665,0.9
+Bad Piggies,This really great game. Low stars broken levels road el porkado messed FOREVER,Neutral,0.0,0.4625
+Bad Piggies,"level 18 road El porkado (sorry I spelled wrong) impossible grey platforms place, even I engineer pig I still can't get past it. also I level bar goes back tiny bit I get exp. rest game works fine please fix bugs. anyway even listening people, I saw lot complaining bugs. get 3 stars",Negative,-0.21666666666666667,0.5166666666666667
+Bad Piggies,"Every time I make something big field dreams, I glitches vehicle disappears. I hope u fix immediately.",Neutral,0.0,0.1
+Bad Piggies,"One problem. The game great world called ""road alporkado"" doors work, making level impossible pass. Fix please I'll give 5 stars.",Negative,-0.08888888888888886,0.7166666666666667
+Bad Piggies,"I hate cake races, whenever press find new opponent, get opponent last time better me. Facing beats fun. When want new opponent, get new opponent, matches skill speed. Like fail someone powerful, next opponent weaker previous speed. Plus, level 18 trip el porkado impossible pass. The levers dont work.",Negative,-0.05202020202020202,0.4580808080808081
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"I loved game since I started playing. I love new levels. But I can't get past level 18 The Road Porkado bridges malfunction. And couple levels I 3 starring them, due program error recognizes cart crashing first even though crashes crosses finish line. Please fix bugs.",Positive,0.11590909090909089,0.45898268398268405
+Bad Piggies,"It glitched saved progress cloud, clearing cake race history making open menu machine like beginner(i lvl19 parts tier 1 unlocked).then button activated metal bars went earth . Reinstalling right plz fix",Positive,0.14285714285714285,0.5178571428571428
+Bad Piggies,"I loved game fix thing me,The cake race. The thing I always lose I'm angry please fix score also kings favourite thing I -19% score ok I love rovio. :)",Positive,0.21666666666666665,0.7166666666666668
+Bad Piggies,"Most unfortunate great concept ruined bad programming. This games creator's seem think BS entertainment thing. BS DOES NOT EQUAL ENTERTAINMENT. ENTERTAINMENT DOES NOT EQUAL BS. How many chances get right? Why someone beaten creators physics litiature yet!?!? If game good creators, game say creator's 5th sixth game they've released? Please, flipping pride work!!",Positive,0.02678571428571429,0.5210317460317461
+Bad Piggies,Well wrote like 11 games still great minus insane advertising bc rovios money. Really fun. I like game. Put lonely pig wooden box. Homeless piggy.,Negative,-0.07142857142857142,0.45000000000000007
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,The levels great. And physics way south. Try something different.,Positive,0.4,0.675
+Bad Piggies,Great game glitches make completing levels impossible. Until get fixed worth getting,Positive,0.02666666666666668,0.49000000000000005
+Bad Piggies,This worst frickin game ever exist world! GOD! IT MUST BE REMOVED! Oh wait. It's opposite day anymore. Ohhhwup,Negative,-0.59375,0.4666666666666666
+Bad Piggies,"Please add items, space build item (like hacks), MAYBE able edit terrain/ground ceiling. Also there's problem skins items, I ""have internet"" I can't them, I can't scroll work unless I internet. Maybe need internet I know, fix thx would make game fun With additions/fixes. EDIT: plz also add accounts progress make things unlock automatically goes devices works tablet (says can't download) I play there. Double edit: skins work without internet first time game already synchronizing/cloud feature EDIT: Gimme sci-fi/ alien motor back (super fast one)",Positive,0.05333333333333332,0.39749999999999996
+Bad Piggies,"Some minor glitches example eggs flying walls blasted it, double weight bag turning triple weight playing level",Negative,-0.21666666666666667,0.3666666666666667
+Bad Piggies,"I love game would rate 5 stars, really bad glitch happens every day far game resets level progress textures costume things get machine, crates, level wheel. It bad except I PAID MONEY ON THEM!!!! I bought smallest amount coins WHICH IS STILL LIKE $3!!!! And I used open crates get new thing Machine, AND THE NEXT DAY IT WAS ALL GONE!!!!!!! This okay whatsoever I want kind reimbursement this. I also bought field dreams I still have, needs fixed something.",Negative,-0.046969696969696974,0.5239898989898989
+Bad Piggies,"This came second best game. My cousin could stop playing it, I would say needs levels",Positive,0.19999999999999998,0.2333333333333333
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"It would nice add gadgets things accelerate. My thought would add propane tanks fire extinguishers. To boost ground like punching boxes, add inflatable life raft.",Positive,0.6,1.0
+Bad Piggies,"Used love game, completed old phone. However there's many adverts, ruined it. I uninstalling it...",Positive,0.175,0.425
+Bad Piggies,Amazing idea. At first angry birds boring came shocked nation.,Negative,-0.26999999999999996,0.8066666666666666
+Bad Piggies,"All road el porko levels bugged, levels impossible complete I can't get crates! Please fix this, ruining game experience everybody!",Negative,-0.34722222222222215,0.6
+Bad Piggies,"That best brainy game! Grab it! After playing couple weeks , think angry birds bad,pigs good! Name tha game- ""Good Piggies"" !",Positive,0.2041666666666667,0.5499999999999999
+Bad Piggies,"I really love game come on... Road el Porkado STILL BROKEN!!! Please fix it, I'll give game 5 stars.",Negative,-0.2703125,0.44999999999999996
+Bad Piggies,This game rip Angry Bird's powerful important game I've ever played thanks whoever made game. 5 stars,Negative,-0.1142857142857143,0.6285714285714287
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,The game's good road el porkador switches glitch. I can't even get past level 18. I spent coins power-ups still can't get past level.,Negative,-0.06000000000000001,0.32
+Bad Piggies,"I love game alot reason dosnt get 4-5 rating due ads. I find BS give us OPTION watch ADS still give us ads every times replay,choose,or leave level. I bet saying *but player,just turn damn wifi dum dum* well players keep loot chest right plain stupid. Plz stop sending ad's giving choices watch stuff stupid. If stoo ad's I erase give 5 star commentary. Thank reading I hope delightful day.",Negative,-0.06919642857142855,0.6584821428571428
+Bad Piggies,"This game fun I played since I 8 there's problem modes called road el porkado. The problem conveyor belt call level 18, press button 2 lower bridge gates work keeps flying around screen. This happens levels phone iPad.",Negative,-0.05000000000000002,0.30000000000000004
+Bad Piggies,"The reason I gave 2-star 18th stage el porkado impossible complete. Even super builder, turbo glue sorta thing impossible. Rovio Entertainment please fix thing.",Negative,-0.22499999999999998,0.7666666666666666
+Bad Piggies,"There major bugs game! The Facebook cloud work, old device, I unlocked beat every level reset self completely. And gates Road El Porkrado levels broken! They supposed attached, making levels impossible! And today, every thing turned unplayable pink rectangle, making fully impossible play all! Rovio, I beg fix this! I love game, severly bugged! LEVEL 18 OF ROAD TO EL PORKRADO IS IMPOSSIBLE TO COMPLETE. ROVIO, FIX IT, PLEASE. . NOW IT HAS RESET IT SELF COMPLETELY. ALL MY PROGRESS IS GONE, AND IT REFUSES TO LOG ME INTO FACE BOOK. FIX IT, ROVIO. FIX IT IMMEDIATELY.",Negative,-0.2526785714285714,0.55
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,Very bad game... Not interesting ...and huge spaced game.... Plz dont it..... Because game good,Negative,-0.17999999999999994,0.5809523809523809
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"It's much fun, lot amazing levels allow think! It's also really addictive, makes want keep playing.",Positive,0.35000000000000003,0.6666666666666666
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,On El porkado lvl 18 bridge glitches I've even done correct build yet I failed. Can fix problem future?,Negative,-0.25,0.2125
+Bad Piggies,"So many ads. Pay-to-win. It used good game utterly ruined Rovio's greed. Unless got money brains, this.",Positive,0.19999999999999998,0.625
+Bad Piggies,Time Consuming I can't stop playing great challenge! Hour excitement makes brain work different maths,Positive,0.5,0.675
+Bad Piggies,"I love game, I go ROAD TO ELPORCO level, levers never correct place, crashes game I try flip levers. Please fix game bug. Also, I got FEILD OF DREAMS ""new parts"" came out, I even get golden box!!!!!! Please fix!!!!!!",Positive,0.07272727272727271,0.45909090909090905
+Bad Piggies,The game hard!!!I'm really high level can't get stupid cake tunnel I'm getting angry part I've tried already 17 times,Negative,-0.385,0.735
+Bad Piggies,Its fun see little pigs go boom fly love game add wheels things would make game interesting,Positive,0.15892857142857147,0.5
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"Everyone talking lv 18 road el porkado impossible, I got past actual impossible level level 23 road el porkado. The platform blocks button yellow platforms, there's enough momentum giant pig thing move along,their possible way beat lv 23 platform glitch",Negative,-0.19791666666666666,0.60625
+Bad Piggies,I bought stupid field dreams add crashed I wasted $2 something I even get,Negative,-0.5,0.5
+Bad Piggies,"Great game! The immortal parts great! But, platforms broken. You mind fixing them? Thanks.",Positive,0.22000000000000003,0.5
+Bad Piggies,Way many ads vary addicting play time mean time hole family plays gr8 game love,Positive,0.071875,0.546875
+Bad Piggies,I loved it. I also idea update: make possible buy (or whatever called allow vehicles sandbox without grid) snout coins,Positive,0.35,0.9
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,"This interesting creative game, I love ability create anything I want. fun keep playing while.",Positive,0.28,0.54
+Bad Piggies,Level 6-18 broken miracle really got happy im stuck level 6-22 metal flap dont work good please fix,Positive,0.325,0.55
+Bad Piggies,This game vary challenging vary fun. I stuck level right I think I pass it. :),Positive,0.23714285714285716,0.6271428571428571
+Bad Piggies,I love normal standard game competing levels gets upgrade types level difficult complete boring compare earlier levels.,Negative,-0.14375,0.56875
+Bad Piggies,nan,nan,nan,nan
+Bad Piggies,Worst game. No suggestions play it. Who makes game like this. Time mb wastage. Don't know got many downloads. People stop commenting wrong reviews.,Negative,-0.36,0.6399999999999999
+Badoo - Free Chat & Dating App,"The biggest BS dating there. Fake profiles, swipe right till finger goes numb, respond till buying credits! Wanna talk fake girls Ghana, trying scam you? How girls wanna give sex show? Don't waste time money. There real women site.",Negative,-0.24404761904761907,0.6392857142857142
+Badoo - Free Chat & Dating App,I'm sure great people honestly seems like bit sausage fest. Also there's way set distance preferences (that I know of) pain connect someone 200 miles away. Most troublesome full ACTUAL CHILDREN. Not baby faced adults actual 12 year olds.,Positive,0.39285714285714285,0.5412698412698412
+Badoo - Free Chat & Dating App,"Apparently noone see profile I upload photo, yet I 2 people ""viewed me"" area initiating chat already? Typical scumbag scam bombards fake notifications. Avoid. Update : tried new account nearly year later. photo, nothing filled profile. Yet funnily enough, also 2 people viewed nonexistant profile started chat. Outright scam.",Positive,0.002462121212121207,0.5130681818181818
+Badoo - Free Chat & Dating App,Total BS. Can't msg anyone unless match (or pay)....can swipe hours never match anyone vaguely local. Always getting sent quick flirts never reply I msg them! Let's face it... site want actually find anyone...it wants swipe hours seeing ads every 5 swipes!,Positive,0.13333333333333333,0.29000000000000004
+Badoo - Free Chat & Dating App,"The self works fine, intended purpose works. There real people. HOWEVER scam feeling still strong app. As another member stated, profiles view profile made. There random chat initiations etc. - Not worth premium, works fine without.",Positive,0.1361111111111111,0.4388888888888889
+Badoo - Free Chat & Dating App,"I logged I went log back in, I forgot password. I clicked forgot password button followed instructions multiple times I yet receive email change password log back in. Anyone tips help lady out?",Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,"Legend slow loading, I installed morning afternoon opened completely.everytime I open receive call keeping load I know really",Negative,-0.03333333333333335,0.36666666666666664
+Badoo - Free Chat & Dating App,Every time appear next upload last version ..yuor connection lost. ..and work ... I account browser. Sorry English.,Negative,-0.125,0.26666666666666666
+Badoo - Free Chat & Dating App,"Since update, constantly shows offline mode, I delete reinstall get around it. Worked fine update, I've deleted good",Positive,0.37222222222222223,0.4777777777777778
+Badoo - Free Chat & Dating App,Well work WiFi mobile data fix I would give 5*,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,It work phone ... I Samsung S9+,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,It freezes way much live stream kicks u POS,Positive,0.13636363636363635,0.5
+Badoo - Free Chat & Dating App,"Useless app, I recommend , waste time .",Negative,-0.35,0.1
+Badoo - Free Chat & Dating App,Not opening..just loading continuously verifying number call again..just piece ****...,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,"Not even a week, how come it has been renewed, all of it is only a minute and I don't want ads",Neutral,0.0,1.0
+Badoo - Free Chat & Dating App,"When selecting 'Show Online' profiles idication status I.e Green marker ONLINE, Orange RECENTLY ONLINE etc. Had years never problem before.",Negative,-0.1,0.275
+Badoo - Free Chat & Dating App,This time waster starts charging 4 even first attempts establish contact.This Ll trash.period,Positive,0.25,0.3333333333333333
+Badoo - Free Chat & Dating App,Horrible sign process.,Negative,-1.0,1.0
+Badoo - Free Chat & Dating App,It bad update. It bore,Negative,-0.6999999999999998,0.6666666666666666
+Badoo - Free Chat & Dating App,Great site to. Meet new people,Positive,0.4681818181818182,0.6022727272727273
+Badoo - Free Chat & Dating App,Lots spam emails notifications,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Nice social site,Positive,0.31666666666666665,0.5333333333333333
+Badoo - Free Chat & Dating App,Nice attempt keep up. Bodoo self good buddi keep enjoy Loving friend,Positive,0.575,0.7625
+Badoo - Free Chat & Dating App,Rubbish app.,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,But they should charge up to the sighs,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Very poor,Negative,-0.52,0.78
+Badoo - Free Chat & Dating App,Overall good dating local ladies friendly attitude.,Positive,0.26875,0.275
+Badoo - Free Chat & Dating App,Popular great lot beautiful girls,Positive,0.75,0.8833333333333333
+Badoo - Free Chat & Dating App,Great meet lots people,Positive,0.8,0.75
+Badoo - Free Chat & Dating App,It's better others,Positive,0.5,0.5
+Badoo - Free Chat & Dating App,Incredibly useful tool,Positive,0.3,0.0
+Badoo - Free Chat & Dating App,Like,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Huh,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Ads...,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Very good,Positive,0.9099999999999999,0.7800000000000001
+Badoo - Free Chat & Dating App,Simply best,Positive,1.0,0.3
+Badoo - Free Chat & Dating App,Worthless,Negative,-0.8,0.9
+Badoo - Free Chat & Dating App,Great,Positive,0.8,0.75
+Badoo - Free Chat & Dating App,good,Positive,0.7,0.6000000000000001
+Badoo - Free Chat & Dating App,Nice,Positive,0.6,1.0
+Badoo - Free Chat & Dating App,"The biggest BS dating there. Fake profiles, swipe right till finger goes numb, respond till buying credits! Wanna talk fake girls Ghana, trying scam you? How girls wanna give sex show? Don't waste time money. There real women site.",Negative,-0.24404761904761907,0.6392857142857142
+Badoo - Free Chat & Dating App,I'm sure great people honestly seems like bit sausage fest. Also there's way set distance preferences (that I know of) pain connect someone 200 miles away. Most troublesome full ACTUAL CHILDREN. Not baby faced adults actual 12 year olds.,Positive,0.39285714285714285,0.5412698412698412
+Badoo - Free Chat & Dating App,"Apparently noone see profile I upload photo, yet I 2 people ""viewed me"" area initiating chat already? Typical scumbag scam bombards fake notifications. Avoid. Update : tried new account nearly year later. photo, nothing filled profile. Yet funnily enough, also 2 people viewed nonexistant profile started chat. Outright scam.",Positive,0.002462121212121207,0.5130681818181818
+Badoo - Free Chat & Dating App,Total BS. Can't msg anyone unless match (or pay)....can swipe hours never match anyone vaguely local. Always getting sent quick flirts never reply I msg them! Let's face it... site want actually find anyone...it wants swipe hours seeing ads every 5 swipes!,Positive,0.13333333333333333,0.29000000000000004
+Badoo - Free Chat & Dating App,"The self works fine, intended purpose works. There real people. HOWEVER scam feeling still strong app. As another member stated, profiles view profile made. There random chat initiations etc. - Not worth premium, works fine without.",Positive,0.1361111111111111,0.4388888888888889
+Badoo - Free Chat & Dating App,"I logged I went log back in, I forgot password. I clicked forgot password button followed instructions multiple times I yet receive email change password log back in. Anyone tips help lady out?",Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,"So many fake profiles. I starting suspect Badoo adding fake profiles self pop top, look stunning type profile. Am I getting refunded messages sent Fake accounts?",Neutral,0.0,0.7285714285714285
+Badoo - Free Chat & Dating App,"Legend slow loading, I installed morning afternoon opened completely.everytime I open receive call keeping load I know really",Negative,-0.03333333333333335,0.36666666666666664
+Badoo - Free Chat & Dating App,Every time appear next upload last version ..yuor connection lost. ..and work ... I account browser. Sorry English.,Negative,-0.125,0.26666666666666666
+Badoo - Free Chat & Dating App,"Since update, constantly shows offline mode, I delete reinstall get around it. Worked fine update, I've deleted good",Positive,0.37222222222222223,0.4777777777777778
+Badoo - Free Chat & Dating App,Well work WiFi mobile data fix I would give 5*,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,This time waster starts charging 4 even first attempts establish contact.This Ll trash.period,Positive,0.25,0.3333333333333333
+Badoo - Free Chat & Dating App,It work phone ... I Samsung S9+,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,It freezes way much live stream kicks u POS,Positive,0.13636363636363635,0.5
+Badoo - Free Chat & Dating App,"Useless app, I recommend , waste time .",Negative,-0.35,0.1
+Badoo - Free Chat & Dating App,Not opening..just loading continuously verifying number call again..just piece ****...,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,"Not even a week, how come it has been renewed, all of it is only a minute and I don't want ads",Neutral,0.0,1.0
+Badoo - Free Chat & Dating App,"When selecting 'Show Online' profiles idication status I.e Green marker ONLINE, Orange RECENTLY ONLINE etc. Had years never problem before.",Negative,-0.1,0.275
+Badoo - Free Chat & Dating App,Horrible sign process.,Negative,-1.0,1.0
+Badoo - Free Chat & Dating App,It bad update. It bore,Negative,-0.6999999999999998,0.6666666666666666
+Badoo - Free Chat & Dating App,Great site to. Meet new people,Positive,0.4681818181818182,0.6022727272727273
+Badoo - Free Chat & Dating App,Rubbish app.,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Lots spam emails notifications,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Nice social site,Positive,0.31666666666666665,0.5333333333333333
+Badoo - Free Chat & Dating App,Nice attempt keep up. Bodoo self good buddi keep enjoy Loving friend,Positive,0.575,0.7625
+Badoo - Free Chat & Dating App,But they should charge up to the sighs,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Very poor,Negative,-0.52,0.78
+Badoo - Free Chat & Dating App,Overall good dating local ladies friendly attitude.,Positive,0.26875,0.275
+Badoo - Free Chat & Dating App,Popular great lot beautiful girls,Positive,0.75,0.8833333333333333
+Badoo - Free Chat & Dating App,Great meet lots people,Positive,0.8,0.75
+Badoo - Free Chat & Dating App,It's better others,Positive,0.5,0.5
+Badoo - Free Chat & Dating App,Good,Positive,0.7,0.6000000000000001
+Badoo - Free Chat & Dating App,Incredibly useful tool,Positive,0.3,0.0
+Badoo - Free Chat & Dating App,Like,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Huh,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Ads...,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Very good,Positive,0.9099999999999999,0.7800000000000001
+Badoo - Free Chat & Dating App,Simply best,Positive,1.0,0.3
+Badoo - Free Chat & Dating App,Worthless,Negative,-0.8,0.9
+Badoo - Free Chat & Dating App,Great,Positive,0.8,0.75
+Badoo - Free Chat & Dating App,"The biggest BS dating there. Fake profiles, swipe right till finger goes numb, respond till buying credits! Wanna talk fake girls Ghana, trying scam you? How girls wanna give sex show? Don't waste time money. There real women site.",Negative,-0.24404761904761907,0.6392857142857142
+Badoo - Free Chat & Dating App,I'm sure great people honestly seems like bit sausage fest. Also there's way set distance preferences (that I know of) pain connect someone 200 miles away. Most troublesome full ACTUAL CHILDREN. Not baby faced adults actual 12 year olds.,Positive,0.39285714285714285,0.5412698412698412
+Badoo - Free Chat & Dating App,"Apparently noone see profile I upload photo, yet I 2 people ""viewed me"" area initiating chat already? Typical scumbag scam bombards fake notifications. Avoid. Update : tried new account nearly year later. photo, nothing filled profile. Yet funnily enough, also 2 people viewed nonexistant profile started chat. Outright scam.",Positive,0.002462121212121207,0.5130681818181818
+Badoo - Free Chat & Dating App,Total BS. Can't msg anyone unless match (or pay)....can swipe hours never match anyone vaguely local. Always getting sent quick flirts never reply I msg them! Let's face it... site want actually find anyone...it wants swipe hours seeing ads every 5 swipes!,Positive,0.13333333333333333,0.29000000000000004
+Badoo - Free Chat & Dating App,"The self works fine, intended purpose works. There real people. HOWEVER scam feeling still strong app. As another member stated, profiles view profile made. There random chat initiations etc. - Not worth premium, works fine without.",Positive,0.1361111111111111,0.4388888888888889
+Badoo - Free Chat & Dating App,"I logged I went log back in, I forgot password. I clicked forgot password button followed instructions multiple times I yet receive email change password log back in. Anyone tips help lady out?",Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,"So many fake profiles. I starting suspect Badoo adding fake profiles self pop top, look stunning type profile. Am I getting refunded messages sent Fake accounts?",Neutral,0.0,0.7285714285714285
+Badoo - Free Chat & Dating App,"Legend slow loading, I installed morning afternoon opened completely.everytime I open receive call keeping load I know really",Negative,-0.03333333333333335,0.36666666666666664
+Badoo - Free Chat & Dating App,Every time appear next upload last version ..yuor connection lost. ..and work ... I account browser. Sorry English.,Negative,-0.125,0.26666666666666666
+Badoo - Free Chat & Dating App,"Since update, constantly shows offline mode, I delete reinstall get around it. Worked fine update, I've deleted good",Positive,0.37222222222222223,0.4777777777777778
+Badoo - Free Chat & Dating App,Well work WiFi mobile data fix I would give 5*,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,This time waster starts charging 4 even first attempts establish contact.This Ll trash.period,Positive,0.25,0.3333333333333333
+Badoo - Free Chat & Dating App,It work phone ... I Samsung S9+,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,It freezes way much live stream kicks u POS,Positive,0.13636363636363635,0.5
+Badoo - Free Chat & Dating App,"Useless app, I recommend , waste time .",Negative,-0.35,0.1
+Badoo - Free Chat & Dating App,Not opening..just loading continuously verifying number call again..just piece ****...,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,"Not even a week, how come it has been renewed, all of it is only a minute and I don't want ads",Neutral,0.0,1.0
+Badoo - Free Chat & Dating App,"When selecting 'Show Online' profiles idication status I.e Green marker ONLINE, Orange RECENTLY ONLINE etc. Had years never problem before.",Negative,-0.1,0.275
+Badoo - Free Chat & Dating App,Horrible sign process.,Negative,-1.0,1.0
+Badoo - Free Chat & Dating App,It bad update. It bore,Negative,-0.6999999999999998,0.6666666666666666
+Badoo - Free Chat & Dating App,Great site to. Meet new people,Positive,0.4681818181818182,0.6022727272727273
+Badoo - Free Chat & Dating App,Rubbish app.,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Lots spam emails notifications,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Nice social site,Positive,0.31666666666666665,0.5333333333333333
+Badoo - Free Chat & Dating App,Nice attempt keep up. Bodoo self good buddi keep enjoy Loving friend,Positive,0.575,0.7625
+Badoo - Free Chat & Dating App,But they should charge up to the sighs,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Very poor,Negative,-0.52,0.78
+Badoo - Free Chat & Dating App,Overall good dating local ladies friendly attitude.,Positive,0.26875,0.275
+Badoo - Free Chat & Dating App,Popular great lot beautiful girls,Positive,0.75,0.8833333333333333
+Badoo - Free Chat & Dating App,Great meet lots people,Positive,0.8,0.75
+Badoo - Free Chat & Dating App,It's better others,Positive,0.5,0.5
+Badoo - Free Chat & Dating App,Good,Positive,0.7,0.6000000000000001
+Badoo - Free Chat & Dating App,Incredibly useful tool,Positive,0.3,0.0
+Badoo - Free Chat & Dating App,Like,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Huh,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Ads...,Neutral,0.0,0.0
+Badoo - Free Chat & Dating App,Very good,Positive,0.9099999999999999,0.7800000000000001
+Badoo - Free Chat & Dating App,Simply best,Positive,1.0,0.3
+Badoo - Free Chat & Dating App,Worthless,Negative,-0.8,0.9
+Badoo - Free Chat & Dating App,Great,Positive,0.8,0.75
+Bagan - Myanmar Keyboard,"Then updated hands-room, though, it hit the keyboard problem is to track back how",Neutral,0.0,0.0
+Bagan - Myanmar Keyboard,"The keyboard lags sometimes. Now turn suggestions, lags occur much before. Fix bug",Positive,0.2,0.2
+Bagan - Myanmar Keyboard,"❤❤ sometimes hands typing is not convenient to use, except this update on a version 10.19 a nice keyboard hands-on",Positive,0.6,1.0
+Bagan - Myanmar Keyboard,"Well-adapted to Unicode pls some words do not. zawgyi. Kill, kill.",Neutral,0.0,0.0
+Bagan - Myanmar Keyboard,nan,nan,nan,nan
+Bagan - Myanmar Keyboard,Running targeted use Emoji I'd feel emoji Correct အဉ်,Neutral,0.0,0.0
+Bagan - Myanmar Keyboard,Phone version used with older low Sticker error,Positive,0.08333333333333333,0.31666666666666665
+Bagan - Myanmar Keyboard,This nice myanmar hyping English. Easy work fast. I like it.,Positive,0.3083333333333333,0.6083333333333334
+Bagan - Myanmar Keyboard,(A) did not resolve the problems of peace work ...,Neutral,0.0,0.0
+Bagan - Myanmar Keyboard,nan,nan,nan,nan
+Bagan - Myanmar Keyboard,nan,nan,nan,nan
+Bagan - Myanmar Keyboard,Show Theme are not perfect,Negative,-0.5,1.0
+Bagan - Myanmar Keyboard,Very convenient to use while typing sometimes distinctly've ပေးစေလိုပါတယ် sir ...,Positive,0.25,0.3
+Bagan - Myanmar Keyboard,Three of a kind and the mouse did not automatically change that has been completely brother သိက္ piano only if ...,Positive,0.2333333333333333,0.7666666666666666
+Bagan - Myanmar Keyboard,Theme options do not how you,Neutral,0.0,0.0
+Bagan - Myanmar Keyboard,Very heavy use.,Negative,-0.26,0.65
+Bagan - Myanmar Keyboard,S Try,Neutral,0.0,0.0
+Bagan - Myanmar Keyboard,nan,nan,nan,nan
+Bagan - Myanmar Keyboard,What has changed in the new'd better describe what a new plain.,Positive,0.1396103896103896,0.4415584415584416
+Bagan - Myanmar Keyboard,Best keyboard Myanmar,Positive,1.0,0.3
+Bagan - Myanmar Keyboard,nan,nan,nan,nan
+Bagan - Myanmar Keyboard,Very useful,Positive,0.39,0.0
+Bagan - Myanmar Keyboard,Nice,Positive,0.6,1.0
+Bagan - Myanmar Keyboard,good,Positive,0.7,0.6000000000000001
+Bagan - Myanmar Keyboard,The best,Positive,1.0,0.3
+Bagan - Myanmar Keyboard,thank,Neutral,0.0,0.0
+Bagan - Myanmar Keyboard,nan,nan,nan,nan
+Bagan - Myanmar Keyboard,nan,nan,nan,nan
+Bagan - Myanmar Keyboard,Good,Positive,0.7,0.6000000000000001
+Bagan - Myanmar Keyboard,"I can't even open now. And make annoy showing damn message ""opps, see coming"". Don't test release it? I paid guys among several free keyboard choose. Fix ASAP. Be responsive Bagan team! HTC M9 Update 7.2 ok 7.3 dead again!!!!!",Positive,0.0779296875,0.44000000000000006
+Bagan - Myanmar Keyboard,"Sonetumes,It's does'nt work done well , kind error happens.",Positive,0.6,0.9
+Bagan - Myanmar Keyboard,I was OK to use. Among the fast keyboard keyboard preferences,Positive,0.35,0.55
+Bagan - Myanmar Keyboard,"Use the software keyboard is really nice, very OK",Positive,0.625,0.825
+Bagan - Myanmar Keyboard,Quick bug fix! Everything fine developer! I love it!,Positive,0.5208333333333334,0.5333333333333333
+Bagan - Myanmar Keyboard,Among the fast keyboard preferences,Positive,0.2,0.6
+Bagan - Myanmar Keyboard,That would be convenient to use more than 3GB of background data .....,Positive,0.5,0.5
+Bagan - Myanmar Keyboard,very happy,Positive,1.0,1.0
+Bagan - Myanmar Keyboard,Change Emj,Neutral,0.0,0.0
+Bagan - Myanmar Keyboard,nan,nan,nan,nan
+Bagan - Myanmar Keyboard,Not applied Android p,Neutral,0.0,0.0
+Banco Itaú,"The new Itaú has gotten better on the one hand, but there are some things that can still get better. - Allow exporting vouchers to go instead of sending emails linking to another site",Positive,0.37878787878787873,0.48484848484848486
+Banco Itaú,"SPAMMER! is sending notification requesting to open app, does not make any sense this. Also asks if I want to receive notification EVERY TIME I open app, I have to deny EVERY TIME.",Neutral,0.0,0.5
+Banco Itaú,"Every time I log into the account I ask about notifications. Even denying it, it appears again. This is very annoying ... Text error: ""Unfortunately, it was not possible to identify your device and notifications will be unavailable""",Negative,-0.5,1.0
+Banco Itaú,"Fingerprint works half the time only. In the dashboard there is always a message about receiving phone contacts EVERY TIME YOU ACCESS. Pay with camera does not work anymore. Reads bar code, redirects to dashboard and stays on loading forever.",Negative,-0.08333333333333333,0.5833333333333334
+Banco Itaú,"If bank is ""30 hours"", why is it impossible to use to schedule payments and other things between 00:00 and 01:00 in the morning?",Negative,-0.3958333333333333,0.6875
+Banco Itaú,Barcode scanning is not working. When I type a ticket number to pay back to the home page.,Neutral,0.0,0.0
+Banco Itaú,This does not work well Android and already iPhone is a marvel !!!,Neutral,0.0,0.0
+Banco Itaú,top easy and practical to use! Made for us !!!!,Positive,0.75,0.6666666666666667
+Banco Itaú,Very good.,Positive,0.9099999999999999,0.7800000000000001
+Banco Itaú,Unreliable. Acknowledged bar code fills all information and does not perform payment and does not provide problem feedback. I had to go to an electronic cx to make payment.,Neutral,0.0,0.0
+Banco Itaú,"No more allow to see open credit card bill. All the time asking for Review, so here's a review. I hope they get better",Positive,0.08333333333333333,0.5
+Banco Itaú,"Every time I soon he insists on wanting access to the phone call notifications. Even though I clicking on NAO, message will appear next login. Otherwise, it is necessary.",Neutral,0.0,0.5
+Banco Itaú,"In the middle of 2018 and Itaú still does not offer access option via biometrics. Simply embarrassing. And then it looks like a propaganda stick saying it's a modern, digital bank.",Positive,0.02,0.1514285714285714
+Banco Itaú,"The big problem is Itoken. I often travel to England and are afraid of losing my cell phone. Why have an Itoken cell phone that can break and get lost? Totally absurd. Nationwide has a Card Reader where you insert your card for Internet access. Why Itau does not have it? I already spoke with two representatives of Itaú and they wake up. The cellular is worse place to have an Itoken. The is good actually, it usually works well, problem is Itoken. And also, I can not unlock international travel by the app, says I have to call SOS Internet.",Negative,-0.15,0.4928571428571429
+Banco Itaú,No more to see the credit card launches ... make sure to make it worse than okay ...,Positive,0.0875,0.6222222222222222
+Banco Itaú,"Again with error in the barcode reads, recognizes and does nothing.",Neutral,0.0,0.0
+Banco Itaú,I use it quite application and it heed my needs a single point that leaves you want is barcode reader. It takes time to read and sometimes it can not.,Negative,-0.07142857142857142,0.21428571428571427
+Banco Itaú,"It does everything that is expected of a bank, has simple and intuitive interface. It could improve on the help side by offering more links to information, but overall pretty good!",Positive,0.25416666666666665,0.4761904761904762
+Banco Itaú,"Live asking to evaluate, I always come and update evaluation with 1 star. How much longer are they going to pack up? Bank waste",Positive,0.04545454545454545,0.2333333333333333
+Banco Itaú,"There are more options missing, importing pdfs and information as extracts to email ... I always need to use PC, this only serves to pay quick accounts and monitor balance.",Positive,0.15833333333333333,0.5125
+Banco Itaú,"It's generally good, but frequent bugs give work at inopportune times. It usually crashes whenever I need more and I can not use to pay bills, even taking the ticket data you are required to type everything.",Positive,0.26249999999999996,0.41250000000000003
+Banco Itaú,"I use for mobile transfers, payments and charges. In these matters I do not have to complain. I used 2 years ago, I noticed instability only 2 times. The updates made were great. The barcode reading and copy / paste clipboard are very useful.",Positive,0.39666666666666667,0.5833333333333334
+Banco Itaú,"Quick, handy is Copy / Paste's function of lines of code for easy payment.",Positive,0.45555555555555555,0.7444444444444445
+Banco Itaú,"It does not have the same Itaucard functions, making me need to install the two apps. A trash!",Neutral,0.0,0.125
+Banco Itaú,Bloody not detailing more invoice card app! And they still want people to go digital ... unfortunate.,Negative,-0.16875,0.6
+Banco Itaú,Frequent unavailability and undocumented errors in transactions as well as lack of feedback on errors in the application section.,Positive,0.1,0.3
+Banco Itaú,"It works very well, but sometimes it gives a few problems when it comes to logging in. No more, all right.",Positive,0.008928571428571425,0.35892857142857143
+Banco Itaú,"I live outside Brazil and every time Bank changes security system application becomes useless because I need to authorize it in an ATM, which they do not have in China. I also do not use more previous phone number and I have no way to change it outside. In other words, without access to my account.",Negative,-0.022186147186147188,0.2630952380952381
+Banco Itaú,It does not allow payments of Inter bank tickets. I had to use desktop version.,Neutral,0.0,0.0
+Banco Itaú,No longer shows values ​​on invoice card,Neutral,0.0,0.0
+Banco Itaú,"Improvement of this version 6.5.7: You evaluate and when closing the lock app, parabens continue so testing very well app !!! Browser in app ... ""Sorry we're in maintenance we're back soon""",Negative,-0.036458333333333336,0.43333333333333335
+Banco Itaú,icone itoken payment asked did not think. Tbem not le bar payment,Neutral,0.0,0.0
+Banco Itaú,Lack of option to pay DARF income tax,Neutral,0.0,0.0
+Banco Itaú,Why can not Hipercard pay?,Neutral,0.0,0.0
+Banco Itaú,Send me to electronic box.,Neutral,0.0,0.0
+Banco Itaú,Very practical and reliable!,Positive,0.25,0.3
+Banco Itaú,It makes life so much easier.,Positive,0.2,0.2
+Banco Itaú,"Features are awesome! Especially for who's kind of virtual account. The iToken via app / SMS, is very practical! I can do almost anything by cell phone. Now with Fingerprint access has become much faster and safer! Command vouchers directly by whatsapp / email with just one button (share) app. Tip: Let tags be placed on your postings (debits, docs / TEDs or recipes) so we would filter through those tags when searching. This will greatly improve control, search and preview extract.",Positive,0.42857142857142855,0.65
+Banco Itaú,It's difficult to defend,Negative,-0.5,1.0
+Banco Itaú,Help me too much,Positive,0.2,0.2
+Banco do Brasil,"Lol, from Brazil bank are a joke. To what application should everything need to go agency or ATM? Otherwise, everything is wrong. All. Bb code, biometrics. Bb and Itaú are competing to see which world's worst banking service.",Negative,-0.2333333333333333,0.8666666666666667
+Banco do Brasil,Banco Brasil has implemented international transfer module and now I give 5 stars. Congratulations! You just need to enable Google Pay and Samsung Pay without needing another application.,Neutral,0.0,0.0
+Banco do Brasil,"Very good app. I solve almost everything I need for him. There's only one problem: after a certain time, I can not pay bills! And that causes problems ...",Positive,0.3926190476190476,0.7838095238095238
+Banco do Brasil,"It would be great if you did not shut yourself up all the time, even on a good quality device with updated software. Notifications are bugged and old messages can not always be reached. Need to improve on bugs. The ux has a good proposal, but it does not work well in practice.",Positive,0.575,0.5375000000000001
+Banco do Brasil,"It has been 2 months since it stopped working. It opens, but with the menus, offering no option to use.",Neutral,0.0,0.0
+Banco do Brasil,"Again giving error, I can not enter the account. I called for help, asked to send email and nothing so far",Positive,0.1,1.0
+Banco do Brasil,"You are giving QR CODE error. The image is distorted, and only in that app, it can not read QR CODE, so I can not confirm any operation.",Neutral,0.0,1.0
+Banco do Brasil,"The BB application is consuming a lot of battery power. There's a looping process or something. On Android it is always first in the list of power consumption, even when not in use.",Positive,0.25,0.3333333333333333
+Banco do Brasil,"Pretty bad. It does not allow use if cellular is not registered, and it does not accept registration of external tel. TED and DOC do not work. It would be smarter to use a password counter system, like other banks.",Negative,-0.14374999999999996,0.5354166666666667
+Banco do Brasil,"It's still a better market, but a lot of bugs have appeared and it's taking time to solve ...",Positive,0.5,0.5
+Banco do Brasil,In the tablet home page is bugada .. bb code button is hidden and I can not access,Negative,-0.16666666666666666,0.3333333333333333
+Banco do Brasil,"The application works, but layout is very outdated and bad. You need to upgrade your app and make it more instinctive.",Negative,-0.24,0.6633333333333334
+Banco do Brasil,Should be able to change payment limit via without going to the bank.,Positive,0.5,0.625
+Banco do Brasil,"BB code does not work. Unable to enable, always returns error.",Negative,-0.5,0.5
+Banco do Brasil,"The application is very fast, beautiful and efficient.",Positive,0.5549999999999999,0.89
+Banco do Brasil,"Sometimes it gets slow, but overall it's very good.",Positive,0.20333333333333328,0.39333333333333337
+Banco do Brasil,For any application I need to go to the Garbage Agency,Neutral,0.0,0.0
+Banco do Brasil,"Great app, easy to understand layout and well laid out.",Positive,0.6166666666666667,0.7916666666666667
+Banco do Brasil,Best bank ever!,Positive,1.0,0.3
+Banco do Brasil,Almost I go agency I done,Neutral,0.0,0.0
+Banco do Brasil,"When I try to edit custom menu, it locks",Neutral,0.0,0.0
+Banco do Brasil,Problems with locking have been resolved. Great performance.,Positive,0.8,0.75
+Banco do Brasil,Needs to join Android biometrics system,Neutral,0.0,0.0
+Banco do Brasil,I can not find any more BB code,Positive,0.5,0.5
+Banco do Brasil,"I liked, I found export data",Positive,0.6,0.8
+Banco do Brasil,very good. Highly recommended,Positive,0.5349999999999999,0.66
+Banco do Brasil,"Very good app, I everything I need Bank account.",Positive,0.9099999999999999,0.7800000000000001
+Banco do Brasil,"Great app, keep your promise.",Positive,0.8,0.75
+Banco do Brasil,Adaptive icon missing,Negative,-0.2,0.05
+Banco do Brasil,There is no Arabic language :(,Negative,-0.75,1.0
+Banco do Brasil,Show show show pera.... Show,Neutral,0.0,0.0
+Banco do Brasil,so-so,Neutral,0.0,0.0
+Banco do Brasil,Very good,Positive,0.9099999999999999,0.7800000000000001
+Banco do Brasil,Simple practical,Neutral,0.0,0.35714285714285715
+Banco do Brasil,Very useful,Positive,0.39,0.0
+Banco do Brasil,Expensive service from a plastered bench .. but excellent,Positive,0.25,0.85
+Banco do Brasil,Excellent deal banking chores. I can't see standing line ever again! I year update credit data. A dream come true! I've hated go bank pay simple bill. Keep improving I'll love even more!,Positive,0.27708333333333335,0.6345238095238095
+Banco do Brasil,Both Banco Brasil and Ourocard do not allow biometrics access to my Samsung Tab S 8.4 tablet. (UPDATE: THE FORCE use the screen of my Samsung TAB S 8.4 tablet horizontally and the screen design itself is vertical.) The biometrics still do not work. working on this Wifi + 4G tablet).,Neutral,0.0,0.0
+Banco do Brasil,"It is a good application, quite affordable and a great time and queue saver, since you can perform transfers, payments and etc. However, it could be a little more functional, allowing more authority to the client without going to the bank or service desk.",Positive,0.4625,0.5700000000000001
+Banco do Brasil,"Countless crashes. It only shows new messages after exiting app, when then I need to enter again to check messages.",Positive,0.04545454545454545,0.6515151515151515
+Bancomer móvil,"I thought it was a mistake, but it turns out that if I accept the facial recognition the application closes, but if I say that I agree or stay locked. Facial recognition should be mandatory. Refuse update, hopefully solve it soon.",Neutral,0.0,0.0
+Bancomer móvil,"the user who wants to use the facial fingerprint has the option to use it ... they talk about it being optional, however, when they want to enter, entering a password asks to enter your facial fingerprint without leaving ... regrettable that they oblige me to compromise my information in this way, even though the bank I consider it more secure, I have the right to decide ...",Positive,0.23095238095238094,0.2892857142857143
+Bancomer móvil,"Horrible I can use it without activating the facial recognition, but when trying to register the service, it simply arrives with an error, impossible to connect with the remote server. Basuraaaa",Negative,-0.35333333333333333,0.5114285714285715
+Bancomer móvil,"Facial recognition is more a user's visual record than a security measure. It is unacceptable that this is mandatory, apart from the fact that its recognition system is a simple photo that any person could make fun of. They were very good but this kind of thing makes the users of their service doubt. A decision that implements is well thought out or executed.",Positive,0.33,0.3910204081632653
+Bancomer móvil,"I could not use the application since the facial fingerprint is mandatory. The mark error when taking the facial trace, tried in multiple ways. Revert the mandatory facial fingerprint until the problem is resolved",Neutral,0.0,0.0
+Bancomer móvil,"Terrible that facial recognition is now mandatory. More than one hour trying to enter ... Keep saying: ""Internal error during the process"" ... Please: can you support me to enter my account? Thank you.",Negative,-0.125,0.375
+Bancomer móvil,"Facial recognition is the worst, in my cell phone I do not even open the camera, I try another brand error contact with the server. Remove this update to manage the account you hire.",Negative,-0.3333333333333333,0.5
+Bancomer móvil,"The latest updated version 10.78 asks to forcefully enter the facial print the application always shows an ""error during the process"" takes several days so please update it",Positive,0.16666666666666666,0.3
+Bancomer móvil,"The person who accepted the release of facial recognition should already be working at Bancomer, is a serious unsustainable error. Then that's why you change Santander.",Negative,-0.16666666666666666,0.3333333333333333
+Bancomer móvil,"Error with the server to register facial fingerprint, now it lets you do nothing because it is mandatory to close the session.",Neutral,0.0,0.0
+Bancomer móvil,"Facial recognition is now mandatory when trying to activate it shows ""Internal error during the process"" without this requirement the already allows you to enter, today July 30 can be used for that reason, all for a function implemented mediocre. Bancomer line did nothing but raise a report gave no answer solution.",Negative,-0.16666666666666666,0.3333333333333333
+Bancomer móvil,"Weigh the idea of ​​implementing mandatory facial recognition. Above all, your registration process works. Today Jul 30 it is impossible to enter the application",Negative,-0.2222222222222222,0.3666666666666667
+Bancomer móvil,"I already gave him the worst rating for his chingadera facial recognition, pure mistake, I can use my digital account, gg.",Negative,-0.19642857142857142,0.375
+Bancomer móvil,"Mandatory facial recognition weighs on the experience of the application. Before it was useful simple to use now even if you take the photo, always says there was an error.",Positive,0.09999999999999999,0.11904761904761905
+Bancomer móvil,"Facial recognition works is an attack on privacy. The is 100% unusable, impossible to log in",Negative,-0.3333333333333333,0.5
+Bancomer móvil,"Since the facial registration became mandatory, I can enter my account, and I try to register, I always get an error, I can not access it, I will have to change the bank.",Neutral,0.0,0.0
+Bancomer móvil,"It does not please that facial recognition is mandatory; In addition, the server has an error, it is impossible to use the application.",Negative,-0.3333333333333333,0.5
+Bancomer móvil,It was very. Well before the last update. Please reverse the change of the facial imprint. I always get the server error now I can access my bank.,Positive,0.06666666666666667,0.12222222222222222
+Bancomer móvil,"The previous version worked well, in this when trying to enter any credit card comes the following error. Java.lang.IndexOutOfBoundsException (Index: 1, Size: 1)",Negative,-0.08333333333333333,0.13333333333333333
+Bancomer móvil,"ERASE THE APP. UPDATE THE ANDROID VERSION AND INSTALL IT AGAIN AND THE PROBLEM FOLLOWS. THE PHOTOS THAT I HAVE TAKEN COMPLY WITH THE REQUIREMENTS THAT REQUEST (PROBE WITH EXCELLENT LIGHT, OUTSIDE CO. DAY LIKE 25 PHOTOS AND FOLLOWING THE FAILING PORQUERIA .... The new requirement of biometrics with photography is a true disgust. enter the application because it sends an error when you want to register the application crashea.The photograph meets all the requirements.Help support yesterday passed the 5th other telephone number where they did not even answer.",Positive,0.2516233766233766,0.47564935064935066
+Bancomer móvil,"I have been unable to register my facial print for 5 days, INTERNAL ERROR DURING THE PROCESS, what do I do? I uninstall it?",Negative,-0.16666666666666666,0.16666666666666666
+Bancomer móvil,He asks me to register my facial still having an error let open the application,Neutral,0.0,0.25
+Bancomer móvil,"After I accepted the facial recognition he has let use the app, sorry. But because I must use it at work, it does not work for that, I can not even use online banking because it asks for the token every time I want to open the token in the application, it closes",Negative,-0.16666666666666666,0.5
+Bancomer móvil,"Facial recognition was one of the reasons why I stopped using the Inbursa application therefore I stopped being a bad client Idea, I need to make an urgent transaction I can do it because I necessarily need to use the Facial Recognition",Negative,-0.17499999999999996,0.41666666666666663
+Bancomer móvil,Mandatory use of facial recognition when trying to register says an error can be passed now.,Neutral,0.0,0.0
+Bancomer móvil,For more than believe that they do a favor for users with the facial fingerprint the only thing they do is annoy customers especially when they do not even let me register my photo after trying it more than 10 times,Positive,0.2,0.6
+Bancomer móvil,No bank has the right to decline the service of its clients if they refuse to give their biometric data. It should not be something forced conditional. The director of Bancomer Mexico should present his resignation. I cancel my account I uninstall the app.,Negative,-0.004761904761904782,0.24523809523809526
+Bancomer móvil,"I absolutely refuse to use facial recognition. I prefer to cancel my service before I give them that information. With the information they already have, it should be enough to give me protection, there is a need to be so intrusive. This is for me benefit, but for the BBVA. I think of a bank.",Positive,0.06666666666666667,0.4666666666666666
+Bancomer móvil,"Now to enter strengths you must enter your face accept that they use them as they want? And if you accept that they use your data / facial prints, can you use the app? I prefer to use it then. It is the worst.",Negative,-0.5,0.5
+Bancomer móvil,"Now with the facial print is a disaster, let use the app. I already have too much security on my phone to come with their inefficient methods badly echos.",Negative,-0.1666666666666666,0.2888888888888889
+Bancomer móvil,"This was good a couple of years ago my cell phone is old I want to use a digital fingerprint, it is of little concern for security nobody is going to steal my brokeass.",Positive,0.15312499999999998,0.325
+Bancomer móvil,"Regrettable that oblige the user to add the facial fingerprint, even if one agrees to register the facial fingerprint the application fails at the time of finalizing the registration.",Negative,-0.16666666666666666,0.09999999999999999
+Bancomer móvil,"They did not understand the complaints regarding facial recognition. Now they make it mandatory to use the app. What are you going to do with all my information, now including my photo? The was the only BIG difference with respect to the other banks. Now I prefer to use it better to change banks. Uninstalled application.",Positive,0.075,0.395
+Bancomer móvil,"5 stars until the last update where the facial recognition was forced, now it is forced apart or serves to try to activate it, the worst now.",Negative,-0.32,0.29333333333333333
+Bancomer móvil,"Total crap, they force to register your face to be able to enter error mark, geniuses of developers!",Negative,-0.05833333333333335,0.725
+Bancomer móvil,"It's good for nothing, they want to force you to give biometric personal data that I'll give you in no way, I'll have to change banks if they change this soon.",Positive,0.35,0.45000000000000007
+Bancomer móvil,"The application is disgusting now that they got facial recognition. It forces you to give him permission to share your information, register your face, let you use the application if you do it after an hour trying to register my facial fingerprint says he manages to communicate with the servers, what stupidity!",Negative,-0.4375,0.5
+Bancomer móvil,I can already use my electronic banking unless I send a photo of my face accept terms conditions that have to do with my privacy. YOUR COMPULSORY FACIAL RECORD IS AN AFFECTION AGAINST PRIVACY.,Neutral,0.0,0.0
+Bancomer móvil,Facial recognition is now mandatory (why? !!) every time I try to activate it gets stuck. I can not see any data from my account !!,Neutral,0.0,0.0
+Bancomer móvil,"Impossible to enter, and take the photo n number of times continues to fail internal error. Pesima idea.",Negative,-0.38888888888888884,0.4333333333333333
+Banfield Pet Health Tracker,"I really like allows keep important info pet handy phone. However, could improvements. My biggest complaint typically loads slowly mine SO's phones, sometimes I force close open work. I'll continue convenience I hope see improvements!",Positive,0.06190476190476192,0.5285714285714286
+Banfield Pet Health Tracker,"Great shot general wellness records fingertips appointment scheduling stinks. Though close 7p, I schedule appointments 7 11 am. Useless me! I go work 5a (can't drop 4:30a) get home 1 2p. From business standpoint I see much easier drop offs need flexibility too.",Negative,-0.034999999999999976,0.43
+Banfield Pet Health Tracker,"Love Everything easily accessible, vaccines I got due dates are, notification appts. See weights previous visits, notes remind ask vets office, wellness plan actions, location Banfield is. I 3 puppies helps whole lot. I even upload pictures them, I know microchips numbers rabies number",Positive,0.15666666666666668,0.3833333333333334
+Banfield Pet Health Tracker,Was Great - Now Battery Killer From Hell So today end day battery LG G5 15% unusual. The Banfield highest usage 35% without even open.. At all. You major issue needs finding immediately!,Positive,0.26953125,0.6875
+Banfield Pet Health Tracker,"Well done! A + development This useful, keep track past appointments! Current vaccines due vaccines. They also tell uou pets wieght new details incase loose paper work.",Negative,-0.013009906759906764,0.29146270396270396
+Banfield Pet Health Tracker,Used year tried log make unknown error. Instead resetting password locks clue did. You'd think involved private information cuz even bank allows password reset.,Negative,-0.05,0.4875
+Banfield Pet Health Tracker,"Appointments Made Are Not Honored I requested appointment never called confirmation. About two weeks later, I tried request another appointment. Again, I called confirm appointment. So I called Banfield Animal Hospital I trying get appointment. The time I requested even open. The vet surgery time every week! I able choose time. I know blame particular location blame. The result same.",Positive,0.13333333333333333,0.31666666666666665
+Banfield Pet Health Tracker,"basic. Can't much besides see pets, last appointment & she/where last visited. Load crap I deleting. You're much better using website.",Negative,-0.01666666666666668,0.29305555555555557
+Banfield Pet Health Tracker,"I really like app! Overall, useful. Any information updated hospital updated app, I keep track old baby's needs, weight, vaccines/medications given, etc. It's also handy keeping tabs things discuss vet. It could improvements, adding option cancel change appointments instead 'requesting appointment' access know dates times actually available. I time though, I highly recommend anyone Banfield family.",Positive,0.25857142857142856,0.32
+Banfield Pet Health Tracker,"I made account get let log in. I know I getting password login wrong. But since cant recognize login I JUST made. It kicked says I call customer support. No email respond help. Plus, I called closed weekends. So I wait two days get help dumb app. This dumb.",Negative,-0.3375,0.5
+Banfield Pet Health Tracker,"It never let's schedule appointment. It always HAS comprehensive exam. It gives options, let them, even website. This highly annoying I'm thinking discontinuing services you.",Negative,-0.8,0.9
+Banfield Pet Health Tracker,"It painfully slow load, fix medical records! Now I can't get widget load anything... Would nice vaccine history showed vaccines GIVEN well due dates.. ER asks date vaccines, due date!",Positive,0.003749999999999987,0.43
+Banfield Pet Health Tracker,"Love app. The issue speed portal slow load information. If increase response times both, would make much better tool quickly gather information two dogs.",Positive,0.2583333333333333,0.5
+Banfield Pet Health Tracker,"Muppet I love Banfield Vets user friendly unless office hours. I finally determined needed tentative appointment. Thank Goodness office call us tomorrow, I hope.",Positive,0.2916666666666667,0.7000000000000001
+Banfield Pet Health Tracker,"No backup All notes I first got pup 9 months gone. I thought since I log in, notes backed up. Sadly disappeared I changed phones. Update: 11/3/16, pictures showing journal",Negative,-0.125,0.6666666666666666
+Banfield Pet Health Tracker,"I love keeps date individual vaccine history due dates, also test result history space take notes pet record questions ask vet later. Definitely reccomend. Super user friendly well",Positive,0.15476190476190474,0.4345238095238095
+Banfield Pet Health Tracker,"Over good, flaws. getting kinda difficult forget password. get info needed",Positive,0.09999999999999998,0.8
+Banfield Pet Health Tracker,Irritating I logged update card info. I tried access account tells user exist. I've requested user matches. I even copied pasted it. I can't request password change I supposedly exist I can't set account client id already use....I magically cannot access account site anymore...this removed.,Positive,0.04999999999999999,0.9
+Banfield Pet Health Tracker,"""View Medical History"" Status Center work. I uninstalled installed. I force closed app. I restarted phone. Please fix bug I give 5 stars!",Negative,-0.075,0.06666666666666667
+Banfield Pet Health Tracker,It great app. I love information I need. The thing I dislike appointment part. You can't schedule appointment.,Positive,0.65,0.675
+Banfield Pet Health Tracker,"The takes forever load appears unable load medical records pets. Each time I try, I get error message closes. This nearly bad terms poor functionality constant error.",Negative,-0.31999999999999995,0.42000000000000004
+Banfield Pet Health Tracker,Keeps track! Never thought could keep date pets needs. Love it! And updates automatically!,Positive,0.78125,0.6
+Banfield Pet Health Tracker,This allow opportunity disconnect Facebook even though longer Facebook account. I fear I need cancel account dog reapply using regular email account.,Neutral,0.0,0.07692307692307693
+Banfield Pet Health Tracker,"Couldn't even create account! I tried using Facebook log errored out. Now sending sign-up loop passwords work I try reset says ""the account already exists."" Really need someone fix stupid app! Uninstalling!",Negative,-0.4,0.6
+Banfield Pet Health Tracker,It would nice access payments information via app. The thing seems useful appointment reminders (and calendar that). There's much do..,Positive,0.36666666666666664,0.39999999999999997
+Banfield Pet Health Tracker,Should allow us change My Hospital within app. Main number says site location change site people know to.,Positive,0.16666666666666666,0.3333333333333333
+Banfield Pet Health Tracker,I'd give 5 stars could schedule appointment app. I requested appointment weeks ago never received call confirm. Otherwise great app.,Positive,0.8,0.75
+Banfield Pet Health Tracker,"Every time try log I reset password. I put one, log problem I come back.",Neutral,0.0,0.0
+Banfield Pet Health Tracker,It's great easy reference tool proof shots can't request finalize appointment it. Plus I've trying schedule appointment couple months keep getting told can't schedule finalized. If date open appointments I make request jyst phone call later possible? Block calendar save us time.,Positive,0.24666666666666667,0.6166666666666667
+Banfield Pet Health Tracker,Very convenient. I like I every thing finger tips. If I need make appt I can. I pull lots information pets.,Positive,0.2,0.3
+Banfield Pet Health Tracker,Love it! All pets information onr place easy access. I even receive alerts remind time exam I need refills meds.,Positive,0.5291666666666667,0.7166666666666667
+Banfield Pet Health Tracker,"I wanted send email head office. Because Lakewood clinic said ""my dog need seen time see dog, untill March 20 2018. "" Today date March 11, 2018. If need seen right way. WHY CAN THEY SEE HER TODAY!!!",Positive,0.5580357142857142,0.5357142857142857
+Banfield Pet Health Tracker,On place want schedule appt. Your pet could sick I Have To wait till confirm appt. Unacceptable going give clients choice stick appointment choose,Negative,-0.7142857142857143,0.8571428571428571
+Banfield Pet Health Tracker,Not bad Can handy organized person... One flaws thay notes easily lost,Positive,0.4611111111111111,0.7999999999999999
+Banfield Pet Health Tracker,"Could much more. I wish widget showed upcoming appt, last had. I also wish could schedule appt inside app. I also keep trying remove pet listing always says cannot due error.",Positive,0.125,0.3138888888888889
+Banfield Pet Health Tracker,"Works perfect, usually updates within hour visit I keep track work pets. I love wellness plans!",Positive,0.4583333333333333,0.6166666666666667
+Banfield Pet Health Tracker,The biggest waste time many things wrong I even time start list every time I disappears. This third time I started writing review. The uninstalled phone!,Negative,-0.05,0.35
+Banfield Pet Health Tracker,The thing works notifications appointments. I using Firefox manage anything. This nothing trimmed well.,Neutral,0.0,0.0
+Banfield Pet Health Tracker,"Awful app! Twice I've call Banfield automatically deduct payment credit card. Then I would get letters emails saying account past due. After contract up, I'm canceling plan.",Negative,-0.4583333333333333,0.5416666666666666
+Banfield Pet Health Tracker,I accidentally put wrong date pets dental cleaning heartworm shot way edit information. Very disappointing needs fixed!,Negative,-0.385,0.67
+Banfield Pet Health Tracker,"I really like allows keep important info pet handy phone. However, could improvements. My biggest complaint typically loads slowly mine SO's phones, sometimes I force close open work. I'll continue convenience I hope see improvements!",Positive,0.06190476190476192,0.5285714285714286
+Banfield Pet Health Tracker,"Great shot general wellness records fingertips appointment scheduling stinks. Though close 7p, I schedule appointments 7 11 am. Useless me! I go work 5a (can't drop 4:30a) get home 1 2p. From business standpoint I see much easier drop offs need flexibility too.",Negative,-0.034999999999999976,0.43
+Banfield Pet Health Tracker,"Love Everything easily accessible, vaccines I got due dates are, notification appts. See weights previous visits, notes remind ask vets office, wellness plan actions, location Banfield is. I 3 puppies helps whole lot. I even upload pictures them, I know microchips numbers rabies number",Positive,0.15666666666666668,0.3833333333333334
+Banfield Pet Health Tracker,Was Great - Now Battery Killer From Hell So today end day battery LG G5 15% unusual. The Banfield highest usage 35% without even open.. At all. You major issue needs finding immediately!,Positive,0.26953125,0.6875
+Banfield Pet Health Tracker,"Well done! A + development This useful, keep track past appointments! Current vaccines due vaccines. They also tell uou pets wieght new details incase loose paper work.",Negative,-0.013009906759906764,0.29146270396270396
+Banfield Pet Health Tracker,Used year tried log make unknown error. Instead resetting password locks clue did. You'd think involved private information cuz even bank allows password reset.,Negative,-0.05,0.4875
+Banfield Pet Health Tracker,"Appointments Made Are Not Honored I requested appointment never called confirmation. About two weeks later, I tried request another appointment. Again, I called confirm appointment. So I called Banfield Animal Hospital I trying get appointment. The time I requested even open. The vet surgery time every week! I able choose time. I know blame particular location blame. The result same.",Positive,0.13333333333333333,0.31666666666666665
+Banfield Pet Health Tracker,"basic. Can't much besides see pets, last appointment & she/where last visited. Load crap I deleting. You're much better using website.",Negative,-0.01666666666666668,0.29305555555555557
+Banfield Pet Health Tracker,"I really like app! Overall, useful. Any information updated hospital updated app, I keep track old baby's needs, weight, vaccines/medications given, etc. It's also handy keeping tabs things discuss vet. It could improvements, adding option cancel change appointments instead 'requesting appointment' access know dates times actually available. I time though, I highly recommend anyone Banfield family.",Positive,0.25857142857142856,0.32
+Banfield Pet Health Tracker,"I made account get let log in. I know I getting password login wrong. But since cant recognize login I JUST made. It kicked says I call customer support. No email respond help. Plus, I called closed weekends. So I wait two days get help dumb app. This dumb.",Negative,-0.3375,0.5
+Banfield Pet Health Tracker,"It never let's schedule appointment. It always HAS comprehensive exam. It gives options, let them, even website. This highly annoying I'm thinking discontinuing services you.",Negative,-0.8,0.9
+Banfield Pet Health Tracker,"It painfully slow load, fix medical records! Now I can't get widget load anything... Would nice vaccine history showed vaccines GIVEN well due dates.. ER asks date vaccines, due date!",Positive,0.003749999999999987,0.43
+Banfield Pet Health Tracker,"Love app. The issue speed portal slow load information. If increase response times both, would make much better tool quickly gather information two dogs.",Positive,0.2583333333333333,0.5
+Banfield Pet Health Tracker,"Muppet I love Banfield Vets user friendly unless office hours. I finally determined needed tentative appointment. Thank Goodness office call us tomorrow, I hope.",Positive,0.2916666666666667,0.7000000000000001
+Banfield Pet Health Tracker,"No backup All notes I first got pup 9 months gone. I thought since I log in, notes backed up. Sadly disappeared I changed phones. Update: 11/3/16, pictures showing journal",Negative,-0.125,0.6666666666666666
+Banfield Pet Health Tracker,"I love keeps date individual vaccine history due dates, also test result history space take notes pet record questions ask vet later. Definitely reccomend. Super user friendly well",Positive,0.15476190476190474,0.4345238095238095
+Banfield Pet Health Tracker,"Over good, flaws. getting kinda difficult forget password. get info needed",Positive,0.09999999999999998,0.8
+Banfield Pet Health Tracker,Irritating I logged update card info. I tried access account tells user exist. I've requested user matches. I even copied pasted it. I can't request password change I supposedly exist I can't set account client id already use....I magically cannot access account site anymore...this removed.,Positive,0.04999999999999999,0.9
+Banfield Pet Health Tracker,"""View Medical History"" Status Center work. I uninstalled installed. I force closed app. I restarted phone. Please fix bug I give 5 stars!",Negative,-0.075,0.06666666666666667
+Banfield Pet Health Tracker,It great app. I love information I need. The thing I dislike appointment part. You can't schedule appointment.,Positive,0.65,0.675
+Banfield Pet Health Tracker,"The takes forever load appears unable load medical records pets. Each time I try, I get error message closes. This nearly bad terms poor functionality constant error.",Negative,-0.31999999999999995,0.42000000000000004
+Banfield Pet Health Tracker,Keeps track! Never thought could keep date pets needs. Love it! And updates automatically!,Positive,0.78125,0.6
+Banfield Pet Health Tracker,This allow opportunity disconnect Facebook even though longer Facebook account. I fear I need cancel account dog reapply using regular email account.,Neutral,0.0,0.07692307692307693
+Banfield Pet Health Tracker,"Couldn't even create account! I tried using Facebook log errored out. Now sending sign-up loop passwords work I try reset says ""the account already exists."" Really need someone fix stupid app! Uninstalling!",Negative,-0.4,0.6
+Banfield Pet Health Tracker,It would nice access payments information via app. The thing seems useful appointment reminders (and calendar that). There's much do..,Positive,0.36666666666666664,0.39999999999999997
+Banfield Pet Health Tracker,Should allow us change My Hospital within app. Main number says site location change site people know to.,Positive,0.16666666666666666,0.3333333333333333
+Banfield Pet Health Tracker,I'd give 5 stars could schedule appointment app. I requested appointment weeks ago never received call confirm. Otherwise great app.,Positive,0.8,0.75
+Banfield Pet Health Tracker,"Every time try log I reset password. I put one, log problem I come back.",Neutral,0.0,0.0
+Banfield Pet Health Tracker,It's great easy reference tool proof shots can't request finalize appointment it. Plus I've trying schedule appointment couple months keep getting told can't schedule finalized. If date open appointments I make request jyst phone call later possible? Block calendar save us time.,Positive,0.24666666666666667,0.6166666666666667
+Banfield Pet Health Tracker,Very convenient. I like I every thing finger tips. If I need make appt I can. I pull lots information pets.,Positive,0.2,0.3
+Banfield Pet Health Tracker,Love it! All pets information onr place easy access. I even receive alerts remind time exam I need refills meds.,Positive,0.5291666666666667,0.7166666666666667
+Banfield Pet Health Tracker,"I wanted send email head office. Because Lakewood clinic said ""my dog need seen time see dog, untill March 20 2018. "" Today date March 11, 2018. If need seen right way. WHY CAN THEY SEE HER TODAY!!!",Positive,0.5580357142857142,0.5357142857142857
+Banfield Pet Health Tracker,On place want schedule appt. Your pet could sick I Have To wait till confirm appt. Unacceptable going give clients choice stick appointment choose,Negative,-0.7142857142857143,0.8571428571428571
+Banfield Pet Health Tracker,Not bad Can handy organized person... One flaws thay notes easily lost,Positive,0.4611111111111111,0.7999999999999999
+Banfield Pet Health Tracker,"Could much more. I wish widget showed upcoming appt, last had. I also wish could schedule appt inside app. I also keep trying remove pet listing always says cannot due error.",Positive,0.125,0.3138888888888889
+Banfield Pet Health Tracker,"Works perfect, usually updates within hour visit I keep track work pets. I love wellness plans!",Positive,0.4583333333333333,0.6166666666666667
+Banfield Pet Health Tracker,The biggest waste time many things wrong I even time start list every time I disappears. This third time I started writing review. The uninstalled phone!,Negative,-0.05,0.35
+Banfield Pet Health Tracker,The thing works notifications appointments. I using Firefox manage anything. This nothing trimmed well.,Neutral,0.0,0.0
+Banfield Pet Health Tracker,"Awful app! Twice I've call Banfield automatically deduct payment credit card. Then I would get letters emails saying account past due. After contract up, I'm canceling plan.",Negative,-0.4583333333333333,0.5416666666666666
+Banfield Pet Health Tracker,I accidentally put wrong date pets dental cleaning heartworm shot way edit information. Very disappointing needs fixed!,Negative,-0.385,0.67
+Bangla Newspaper – Prothom Alo,Develop app. It's slow. It takes much time view news details. feel annoying. And also shows many ads.,Negative,-0.10000000000000003,0.5
+Bangla Newspaper – Prothom Alo,"Thank you, Prothom Alo. Log problem solved now. So, I'm giving five star rating!",Neutral,0.0,0.0
+Bangla Newspaper – Prothom Alo,When I going login shows verification email sent Google account I get email. I tried many times I unable login,Neutral,0.0,0.5
+Bangla Newspaper – Prothom Alo,Very bad app. Need much time start.,Negative,-0.35499999999999987,0.5333333333333333
+Bangla Newspaper – Prothom Alo,sometimes acts like crazy person. takes lot time open,Negative,-0.3,0.7
+Bangla Newspaper – Prothom Alo,Example yellow journalism & log option work,Neutral,0.0,0.0
+Bangla Newspaper – Prothom Alo,Solve comment section log issue pleas,Neutral,0.0,0.0
+Bangla Newspaper – Prothom Alo,nan,nan,nan,nan
+Bangla Newspaper – Prothom Alo,"Thank you very much for the first light, so to create a beautiful one.",Positive,0.44,0.5733333333333333
+Bangla Newspaper – Prothom Alo,"Thanks, the Prothom-alo, the fearless to express the truth.",Positive,0.2,0.2
+Bangla Newspaper – Prothom Alo,I can't access account.,Neutral,0.0,0.0
+Bangla Newspaper – Prothom Alo,This terminated cz showing notification notification bar I try open nothing comes up...,Neutral,0.0,0.5
+Bangla Newspaper – Prothom Alo,"Thank you, Prothom Alo. Go beyond.♥️",Neutral,0.0,0.0
+Bangla Newspaper – Prothom Alo,Too much ads . Too much ads.,Positive,0.2,0.2
+Bangla Newspaper – Prothom Alo,Beautiful and accurate information,Positive,0.625,0.8166666666666667
+Bangla Newspaper – Prothom Alo,The leg came first,Positive,0.25,0.3333333333333333
+Bangla Newspaper – Prothom Alo,The leg came first,Positive,0.25,0.3333333333333333
+Bangla Newspaper – Prothom Alo,Too many Ads!!,Positive,0.78125,0.5
+Bangla Newspaper – Prothom Alo,It useful me...... So I give u 5*,Positive,0.3,0.0
+Bangla Newspaper – Prothom Alo,Nice news,Positive,0.6,1.0
+Bangla Newspaper – Prothom Alo,See first,Positive,0.25,0.3333333333333333
+Bangla Newspaper – Prothom Alo,Its okk,Neutral,0.0,0.0
+Bangla Newspaper – Prothom Alo,good free news,Positive,0.55,0.7000000000000001
+Bangla Newspaper – Prothom Alo,job,Neutral,0.0,0.0
+Bangla Newspaper – Prothom Alo,Its good.,Positive,0.7,0.6000000000000001
+Bangla Newspaper – Prothom Alo,great,Positive,0.8,0.75
+Bangla Newspaper – Prothom Alo,Nice,Positive,0.6,1.0
+Bangla Newspaper – Prothom Alo,Awesome,Positive,1.0,1.0
+Bangla Newspaper – Prothom Alo,Good,Positive,0.7,0.6000000000000001
+Bangla Newspaper – Prothom Alo,"let log in. every time I try, shows ""redirect soon"" nothing happened. please dix problem.",Neutral,0.0,0.0
+Bangla Newspaper – Prothom Alo,It takes long time open Does work perfectly We expect useful you How long will it take to update this app?,Positive,0.24,0.45999999999999996
+Bangla Newspaper – Prothom Alo,nan,nan,nan,nan
+Bangla Newspaper – Prothom Alo,"Worst app. Very much annoying. As best newspaper country, must improved.",Negative,-0.26666666666666666,0.7333333333333333
+Bangla Newspaper – Prothom Alo,The major problem I can't log It shows redirected shortly.But never happens.... Just shameful type important app.Hope problem solved soon possible.,Positive,0.15416666666666667,0.8333333333333334
+Bangla Newspaper – Prothom Alo,It was just installing the comment option. But not being logged. redirecting soon writing. Disgusting Uninstalled.,Negative,-1.0,1.0
+Bangla Newspaper – Prothom Alo,It takes time start. Sometimes crashes. Fix early possible.,Positive,0.05,0.65
+Bangla Newspaper – Prothom Alo,"Most inconsistent ever terms development. Sometimes goes forward update, sometimes goes backwards. After last update, I can't log comments. After putting credentials starts redirecting continues infinity. It's shame representing No. 1 daily country.",Positive,0.16666666666666666,0.18888888888888888
+Bangla Newspaper – Prothom Alo,"Email has received spam removal after a lot of trouble. I have done the confirmation .. I can not log in. I can not login .. I have tried Trivedi ... only ""You redirected""",Negative,-0.1,0.6
+Bangla Newspaper – Prothom Alo,It shows several problems time logging in. And can't write comment app. This shame no. 1 newspaper country.,Neutral,0.0,0.0
+Bangla Newspaper – Prothom Alo,faltu news app... slow loading.. uninstalled it.... please never,Negative,-0.30000000000000004,0.39999999999999997
+Banjo,"Excellent location based data mining Based location (or areas I interest) I see real time events tailored I am... Everything traffic, events, emergencies social posts. The mines social media, always getting thorough easily accessible. It also follows topics I want. Really good app... Does phone dry either. Yay",Positive,0.32500000000000007,0.42976190476190473
+Banjo,Awesome Great incident hear yet. Live social media feeds people scene almost major incidents. It helps scanner news page. It help fill gaps details.,Positive,0.40643939393939393,0.5633333333333334
+Banjo,"Mixed feelings I mixed feelings app. On hand well laid out, fast modern. On hand I sure trying achieve. There seem anything displayed relevant me.",Positive,0.21666666666666667,0.5314814814814814
+Banjo,Failing. Abandonware. I see last update year ago. Maybe cessation development explains often failing load pics vids now. Uninstalling given becoming iffy frequently useless.,Negative,-0.016666666666666663,0.37222222222222223
+Banjo,"The SUPER info Gone days troll multiple Twitter, FB, etc, feeds get latest news. This aggregates info awesome interface.",Positive,0.4583333333333333,0.6416666666666666
+Banjo,Create account? I'm creating account app. I enjoyed old app. These appholes need us connected every social media platform. RIDICULOUS.,Positive,0.075,0.49166666666666664
+Banjo,"Boring Way Get News At first I liked it. But see stuff...fires, rallies, accidents, floods. All explanation caused them.",Negative,-0.05000000000000001,0.7111111111111111
+Banjo,"Informative helpful I really appreciate purpose serves. Because app, I almost always know breaking news friends even hear it.",Positive,0.2,0.2
+Banjo,"Best App. Breaking news, around globe news Best app. Glad I downloaded. Give breaking news updates regular News even send updates",Positive,0.625,0.41923076923076924
+Banjo,"Last update ruin UI Banjo great tool trip planning UI quit Favorites, Places Filters per Photo. So bad move oriented events",Positive,0.0333333333333334,0.49444444444444446
+Banjo,Couldn't Even Sign Up I personal Instagram account that's way offering sign in. Complete waste time downloading it.,Negative,-0.03333333333333333,0.2333333333333333
+Banjo,View world Very nice way overview things happening around place. Can also nice get pictures events.,Positive,0.69,1.0
+Banjo,"I used love used quite years. In fact I previously given five star rating. I Now can't even log-in without intragram account (no option log-in). I instragram, seems I longer using Banjo.",Positive,0.16666666666666669,0.3833333333333333
+Banjo,"They're onto something If renamed ""Guess Where There Was Shooting Today"" they'd way downloads. Also pressing play video brings new window play video in, good look. Lots bugs too.",Positive,0.41818181818181815,0.5272727272727273
+Banjo,"This new welcomed spin social media Very cool idea. I skeptical I first downloaded app, top class. Very informative intuitive. User friendly well. Hopefully, developers stay true themselves, good.",Positive,0.249969696969697,0.4749545454545455
+Banjo,Can't log Can longer sign in. It recognise Instagram account. Used get broken.,Negative,-0.4,0.4
+Banjo,"Not working It let disassociate old account I log Twitter Facebook, really work me.",Positive,0.15000000000000002,0.2
+Banjo,"Easy 5 stars No frills, non-biased information whenever willing peek world.",Positive,0.3416666666666667,0.7916666666666667
+Banjo,I years. I got new phone I need Instagram account it. What waste.,Negative,-0.03181818181818183,0.22727272727272727
+Banjo,Uninstalling I tried uninstall app. It still appears Samsung Galaxy Gear. Even I deleted app. I reset watch deleted icon,Neutral,0.0,0.0
+Banjo,"Doesn't work anymore Installed, says I need login social Network. The listed Instagram, I account.",Positive,0.03333333333333333,0.06666666666666667
+Banjo,Great world news Have found good rapid world news updates. It's easy find want region upload news events. No problems running updating program. Thanks,Positive,0.5333333333333333,0.5958333333333334
+Banjo,It work anymore I rate 1 instead 5,Neutral,0.0,0.0
+Banjo,"Error Message Can't seem add FB network. I add other's, please fix.",Negative,-0.125,0.375
+Banjo,"awesome idea looking around world Twitter, Instagram, Picasa! Map great I float thru right place! sure great creepers also great exploring world!",Positive,0.7428571428571429,0.779100529100529
+Banjo,Not country I'm sure works well live America Asia. If UK based go looking hard anything relevant.,Positive,0.1861742424242424,0.7076388888888888
+Banjo,nan,nan,nan,nan
+Banjo,"Very Useful I've started using, think thats great !!!",Positive,0.6950000000000001,0.375
+Banjo,Not I hoped for. I hoping updated news blog. If anyone knows reliable current (real time) please let know. Ty.,Positive,0.1,0.35000000000000003
+Banjo,Great News This much better news apps.,Positive,0.65,0.625
+Banjo,It's pretty cool. User friendly. You've got get hang it.,Positive,0.325,0.7166666666666667
+Banjo,"$crilla lifestyle Awesome I see what's going event n I mean ""any""even could air t.v.!",Positive,0.3046875,0.84375
+Banjo,Can't sign using Google account Only instagram account visible want sign using instagram account....,Neutral,0.0,1.0
+Banjo,Does work unless keep open,Neutral,0.0,0.5
+Banjo,If I get sign suck can't get sign,Neutral,0.0,0.0
+Banjo,Great concept potential. Dont really need US info though. How youlet us customise main page local content?,Positive,0.23333333333333334,0.45666666666666667
+Banjo,Good Had clear data work again.,Positive,0.39999999999999997,0.4916666666666667
+Banjo,cannot get Instagram account,Neutral,0.0,0.0
+Banjo,"Up date . This good way keep every thing , breaking news , music etc etc.",Positive,0.7,0.6000000000000001
+Banjo,"Great idea, falls short If could like, comment, follow app, would home run",Positive,0.4,0.525
+Bank of America Mobile Banking,"Can't sign days upgrading new version. It said unable complete request asked try again. I tried signing several times still falled. It worked previous version. After testing, works set English language environment phone. Some users mentioned .",Negative,-0.07171717171717172,0.25353535353535356
+Bank of America Mobile Banking,"I loved app, I've switched new phone work properly. I try log in, asks type account number change password. After I asks log again. Then asks type account number change password again. It's endless loop. As August 2018, I'm still issue. It wants sign over, letting access account.",Positive,0.18227272727272728,0.4409090909090909
+Bank of America Mobile Banking,This really wonderful. I wait statement see balance I question there's number I call they're friendly people answer. thing I wish I could available tablets maybe work on.,Positive,0.5916666666666667,0.6333333333333333
+Bank of America Mobile Banking,I hate tried many times send code personal phone text recieve unless sent personal email account. I even tried calling also call directs personal phone. I say usable except good looking expendiatures payments.,Positive,0.06666666666666665,0.48333333333333334
+Bank of America Mobile Banking,"I love time, lately view balance part signing stopped working. It favorite part app. The fact didnt go hassle signing out, view balance. Wish fixed...other great app!",Positive,0.425,0.7375
+Bank of America Mobile Banking,Recently feature I really loved thos working new update. The part I likes really well daily balance reminders I would get morning. I LG6 phone done update even stopped working. Please fix it.,Positive,0.20727272727272728,0.34090909090909094
+Bank of America Mobile Banking,"Edit: Customer able get back app, log name auto filled containing error reset fixing telling about. I loved locked out. Now I endless cycle trying log back in, sent ""reset password"" screen, resetting password, sent back log log send back reset password. I've 6 times I've called fixed, nothing.",Positive,0.17500000000000002,0.36388888888888893
+Bank of America Mobile Banking,This account always gives great deal trouble logging period sometimes recognize bio metrics. And I start again. Other banking account I say.,Positive,0.15833333333333335,0.44166666666666665
+Bank of America Mobile Banking,My favorite part budget wheel shows right spot spending is. This helps avoid lots unnecessary purchases. The easy offers many uses,Positive,0.23650793650793647,0.6281746031746032
+Bank of America Mobile Banking,"Only short time far I like it, especially goal(s) option save money. I'm able transfer easily to/from accounts.",Positive,0.1722222222222222,0.7930555555555555
+Bank of America Mobile Banking,"The work perfectly fine can't get in. I upgrade phone set again. When I got BOFA put user password ever reason, ask card/account number SSN/TTN I put in. Then wanted verify text email. (I tried both) enter verification code, start back begining. I must tried 20 times. I updated uninstalled/reinstalled results. FRUSTRATED!",Negative,-0.15277777777777776,0.2333333333333333
+Bank of America Mobile Banking,"Very happy app, personal bank palm hand. Easy navigate keep track funds. Love option lock card event lost stolen.",Positive,0.48333333333333334,0.6833333333333333
+Bank of America Mobile Banking,"Fingerprint login nice. After troubleshooting, I got past login issue. So I updated negative review. Haven't used much yet though.",Positive,0.0625,0.46249999999999997
+Bank of America Mobile Banking,"Yea, 5 star. Perfect online check deposit, saves trips bank. Instant checks withdrawals balances. Always opens, responsive, hang unlike Web apps.",Positive,0.5,0.8333333333333333
+Bank of America Mobile Banking,I alot online shopping nice see take there's problem u dispute faster waiting bank statement. It's easy well.,Positive,0.5166666666666666,0.9166666666666667
+Bank of America Mobile Banking,Used receive notifications phone stopped. I see alerts I log app. What happened??,Neutral,0.0,0.0
+Bank of America Mobile Banking,I used BofA forever business easy. They take care issues,Positive,0.43333333333333335,0.8333333333333334
+Bank of America Mobile Banking,"The New update classy got awesome UI feel. Alerts work anymore, huge hindrance.",Positive,0.4090909090909091,0.8136363636363636
+Bank of America Mobile Banking,BOA bank almost 20 years. I never problems complaints.,Neutral,0.0,0.0
+Bank of America Mobile Banking,"I love bank app!! I pay bills bill pay section even ""erica. "" help anything. IE: pay bills, pull particular transaction etc. Love it!",Positive,0.5243055555555555,0.5111111111111111
+Bank of America Mobile Banking,The customer absolutely horrendous. 1) took 2 hours get contact actual human talk 2) I tried make balance transfer messed account information time twice!,Positive,0.06666666666666667,0.3666666666666667
+Bank of America Mobile Banking,"If want ripped malicious system even workers understand, bank America save money, pay goods manage cash. I affected badly system works, I debit card, I pay something card, process transaction right away process days after, causing double charge thing plus overdraft fees low balance, happening several times every month maybe week, I car frequently pay bills goods, I try keep track transactions, there's always surprise answer figure out. Was told there's nothing branch, thing phone, waiting hour half phone waiting assisted. (Just hear: That's system works)...",Negative,-0.06870748299319726,0.28129251700680274
+Bank of America Mobile Banking,Would love helped monthly budget calculation though. It would also nice stock market options app.,Positive,0.55,0.8
+Bank of America Mobile Banking,"I love secured security I get BOA app, also easy checking bank account information, easy app.",Positive,0.45555555555555555,0.7555555555555555
+Bank of America Mobile Banking,"My notification alerts longer work,and I checked anything 100 dollars receive notification,it worked since last 2 updates,been like couple months please fix problem",Neutral,0.0,0.06666666666666667
+Bank of America Mobile Banking,I used since began. My personal banker showed worked I thank occasionally day. Bravo!,Neutral,0.0,0.2125
+Bank of America Mobile Banking,"Since last update, I can't receive notifications/alerts phone. About recent transactions balance. That best feature without sign in. Hope gets fix soon something I need change settings.",Positive,0.3333333333333333,0.20555555555555557
+Bank of America Mobile Banking,"This bad makes want move another bank. Annoying dialods exit, zero material UI, inconsistent UX. Don't event get started ""Erica"".",Negative,-0.75,0.7833333333333333
+Bank of America Mobile Banking,nan,nan,nan,nan
+Bank of America Mobile Banking,nan,nan,nan,nan
+Bank of America Mobile Banking,It's good pinch I know much I trust security wifi,Positive,0.44999999999999996,0.4
+Bank of America Mobile Banking,nan,nan,nan,nan
+Bank of America Mobile Banking,Unable go past screen says enter card number ssn/tin. Won't let press continue,Negative,-0.375,0.375
+Bank of America Mobile Banking,Very easy use. Many useful features like setting goals helping allocate funds towards goals. Periodic notifications balance good want know exactly what's going there.,Positive,0.46266666666666667,0.47000000000000003
+Bank of America Mobile Banking,nan,nan,nan,nan
+Bank of America Mobile Banking,nan,nan,nan,nan
+Bank of America Mobile Banking,nan,nan,nan,nan
+Bank of America Mobile Banking,nan,nan,nan,nan
+Bank of America Mobile Banking,nan,nan,nan,nan
+Bank of America Mobile Banking,Not reliable charges post late takes extremely long time processing status matter day week make purchase completely useless weekend,Negative,-0.2833333333333333,0.39999999999999997
+BankMobile Vibe App,"I like features, super helpful! Only issue new easydeposit feature. If anyone help small issue get work absolutely get 5 stare rating. Thank advanve!",Positive,0.1106060606060606,0.6842424242424242
+BankMobile Vibe App,I account 6 years every year gets better. There time charged fee everytime used pin#. Thank goodness went away! I've never issue card. The makes easy transfer money accounts simple navigate.,Positive,0.3527777777777778,0.5634920634920636
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,I wanted see deposits statements. I able see bank statement.,Positive,0.5,0.625
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,"Vibe banking easy use.And many useful features , bill pay transferring money.Direct deposit best way application.",Positive,0.5583333333333333,0.4083333333333334
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,Your missing using app.,Negative,-0.2,0.05
+BankMobile Vibe App,I think amazing especially teams college get funds directly fast easy,Positive,0.30833333333333335,0.8333333333333334
+BankMobile Vibe App,So far amazing alerts every time transaction made. Alerts deposits easy access.,Positive,0.37777777777777777,0.9111111111111111
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,"This provides easy banking access deposits, transfers, Bill pay right mobile phone. Great app!",Positive,0.5730158730158731,0.7063492063492064
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,It let even sign,Neutral,0.0,0.0
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,Worst bank ever!,Negative,-1.0,1.0
+BankMobile Vibe App,This great app...very helpful making quick deposits. Great job developers!,Positive,0.7111111111111111,0.6666666666666666
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,I love app. I using years gets better!,Positive,0.5625,0.55
+BankMobile Vibe App,Love passport rewards keep motivated well school.,Positive,0.5,0.6
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,Tell us strategically allocated independence performs written tenders also!,Neutral,0.0,0.0
+BankMobile Vibe App,I love works better I need work,Positive,0.5,0.55
+BankMobile Vibe App,Great terms storing funds future.,Positive,0.4,0.4375
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,"Love application, job well.",Positive,0.5,0.6
+BankMobile Vibe App,company overall great. I love it!,Positive,0.47500000000000003,0.45
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,Makes banking easy convenient. I love it.,Positive,0.4666666666666667,0.7166666666666667
+BankMobile Vibe App,This great! Well organized.,Positive,1.0,0.75
+BankMobile Vibe App,Easy access convenient use.,Positive,0.43333333333333335,0.8333333333333334
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,nan,nan,nan,nan
+BankMobile Vibe App,Very please,Positive,0.2,0.3
+BankMobile Vibe App,It's great great bank.,Positive,0.8,0.75
+BankMobile Vibe App,nan,nan,nan,nan
+Banorte Movil,"This excellent Digital Card, ideal for online payments. The payment with a single card should last longer since 3 times are enough to enter the data. It would be great if you add features like HSBC Total Control.",Positive,0.32857142857142857,0.5351190476190477
+Banorte Movil,"Horrible app. Notifications work 10 days a month, then ask for an update. For two months I can make bank transfers it takes a long time to start validating the user password.",Negative,-0.525,0.7
+Banorte Movil,"It works very well with the exception of anything that has to do with the camera. It always comes out blurred, you can zoom in, read the barcodes, take the picture when you tap the screen (as it says in the instructions).",Positive,0.2,0.3
+Banorte Movil,"To review the charges generated with the credit card is excellent, however if you want to review your movements with the debit card all movements made appear.",Positive,1.0,1.0
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,"With its last update of the red icon it scans the qr codes for Transfer, the section of my qr code does not appear either. I hope it works again since it is very useful",Positive,0.13,0.022222222222222223
+Banorte Movil,You need features save cards which you do transfer frequently to avoid putting data every time,Positive,0.1,0.3
+Banorte Movil,"I think good enough I Bancomer also way easier spei efficient one, take lot it'll help tu improve thank it, good I said",Positive,0.4666666666666666,0.5666666666666668
+Banorte Movil,It has a horrible bug that lets you write when entering the initial data. Repeat the syllables after it closes. Fix it please!,Negative,-0.5,0.5
+Banorte Movil,"It is the best bank, I have other banks are compared, you have all the hand, from token to fast transfers without registering the account previously",Positive,0.22708333333333333,0.36041666666666666
+Banorte Movil,"Update 2018: have improved considerably, although their mysterious parameter updates are still somewhat latose.",Positive,0.05,0.725
+Banorte Movil,"Yooo! This sucks, 2 weeks requires update, gets frozen let u log in. U end deleting reinstalling every couple weeks. It really sucks",Negative,-0.3,0.3
+Banorte Movil,"When you are in the middle of a transaction, a window appears asking you to rate it then you can finish the transaction, it is a very annoying usability error.",Negative,-0.5,0.5
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,"One of the best bank applications. Well organized, simple, it has all the common operations. The notifications are very detailed instantaneous, it is possible to withdraw from an account without a card.",Positive,0.244,0.6264285714285714
+Banorte Movil,"It is good compared to other banks. However, there is a lack of work in fluency.",Positive,0.2875,0.48750000000000004
+Banorte Movil,"The ask much rated, annoying. Also annoying many updates data base.",Negative,-0.34,0.7
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,"The most important thing is that it has excellent facial recognition but I hate having to put the account data every time I want to transfer, in addition to the 1000 transfer limit I think.",Positive,0.21999999999999997,0.6799999999999999
+Banorte Movil,"The is excellent, but, I lost my plastic leaves without card because the plastic is discharged, then what is the point of removing without a card if you must have the plastic available?",Positive,0.7,0.7
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,Improve facial recognition A825 - Allow frequent reliable operations; Periodic operations and income every time the same data; Separate by type of operation. Greetings P. Colonel,Positive,0.03333333333333333,0.14166666666666666
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,"You need to be sensitive, you put a transfer option in each account, but when you select it, always put the first account you think you will put the account from where you launch the transfer",Positive,0.175,0.6166666666666667
+Banorte Movil,"It was very good, but they have already totally disappointed, slow everything, transfers take sometimes until noon, fix this, just because it is my bank where they deposit from work I want to make portability of payroll if it takes a day more, very bad ...",Negative,-0.10999999999999999,0.6593333333333333
+Banorte Movil,"It is a bank application that we say meets its objective. It is possible to make transfers, pay cards but it ends up convincing. It is very difficult to register a new account from the application. Notifications take years to open. It seems to me that they can improve the performance of the application.",Negative,-0.0022727272727272783,0.6757575757575758
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,"Excellent for me ... You only need to limit access to messages (notifications). ANY, without the need to enter a password, you can know subscription charges.",Positive,0.5,1.0
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,Easy to use very complete ... Although you can register for frequent transfers from here. That would be an excellent upgrade.,Positive,0.41583333333333333,0.6633333333333333
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,Very good! Since it allows to do many operations without having to cash my card the hand.,Positive,0.75,0.6400000000000001
+Banorte Movil,nan,nan,nan,nan
+Banorte Movil,Already let in. According to this the user is wrong but it is the case. On the page entered without problem.,Negative,-0.5,0.9
+Banorte Movil,"He did not like it at all. You have to type the password too many times. The transfer limit is very little can be increased. I did not find the option to save accounts for frequent transfer, I can copy the card number. Is slow. You have the minimum you expected: check balances, make transfers",Negative,-0.008750000000000018,0.45
+Banque Populaire,For a while now I just can not access my account. It blocks during loading and nothing happens. I can not check my money in and out which really starts to exasperate me! Do something !!!,Positive,0.48828125,0.2
+Banque Populaire,Great app!,Positive,1.0,0.75
+Banque Populaire,A historical section of the samples received is missing,Negative,-0.1,0.025
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,"It is unacceptable to push notifications to advertise to win vouchers or whatever (world cup where not), I point this out because it uses the notifications to advertise and it does not it is not possible to disable it.",Positive,0.4,0.7
+Banque Populaire,"Constantly work. After I enter password fingerprint keeps loading never opens account. I restart app, clear cache, restart phone, reinstall still keeps happening. I manage sign 1 10 attempts. Very poor!",Negative,-0.18333333333333335,0.4988888888888889
+Banque Populaire,Practical and intuitive,Neutral,0.0,0.0
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,"Since the last update, nothing works! All config been reset, fast account consultation is disabled at each connection, validation fingerprint no longer works ... It's a shame!",Negative,-0.016666666666666663,0.3222222222222222
+Banque Populaire,It work Moto z Android 7.1,Neutral,0.0,0.0
+Banque Populaire,Application too heavy and outdated.,Negative,-0.30000000000000004,0.5666666666666667
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,"Track your accounts and make immediate transfers. But impossible to make deferred transfers, to delete transfers, to extract his writings in csv etc. In short, the minimum.",Negative,-0.3333333333333333,0.65
+Banque Populaire,"New version much less intuitive, no colors, really a bad update",Negative,-0.24343434343434336,0.395959595959596
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,The application does not stop to stop since the last,Neutral,0.0,0.06666666666666667
+Banque Populaire,Very useful I can not live without,Positive,0.16090909090909092,0.25
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,Worse bank.,Negative,-0.4,0.6
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,"Do not work I get very well connected to a web browser, but not at all on the application",Positive,0.2,0.3
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,I can not connect to the app since the last update. Problem with username and password The combination of the 2 works well on the website.,Neutral,0.0,0.06666666666666667
+Banque Populaire,nan,nan,nan,nan
+Banque Populaire,Non-functional Not functional,Neutral,0.0,0.0
+Banque Populaire,"Bug and synchronization ?? 3 to 4 days for this update, while on other bank 1o min ready is updated, for example a purchase. Bug at the first connection that crash! Disappointed ....",Negative,-0.090625,0.4895833333333333
+Barbie Life™,For haters know realeased 2014 2018 early days yeesh people,Positive,0.1,0.3
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,I love game l cannot waste WiFi already episode Barbie live dream house,Positive,0.00909090909090908,0.375
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,A great,Positive,0.8,0.75
+Barbie Life™,It good game,Positive,0.14999999999999997,0.5
+Barbie Life™,Like,Neutral,0.0,0.0
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,Hunting games friend contacts everything go watch given also play play games also play lots games puzzle drama fun really good game movie thing watch 5 weeks sell cool say stink say boo game I really like game super fun Xbox games guys say feel game I'm super fun like CookieSwirlC awesome videos say Bill said Bill stink say anything yes I can't I noon I noon I know I like I'm fan super cool stuff I really like videos also game super super super super fun really give 5 stars say awesome stuff,Positive,0.2305555555555556,0.49861111111111106
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,This game fun please make barbie games.,Negative,-0.05000000000000002,0.30000000000000004
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,It wont work internet always said internet connection reopen open wont work,Neutral,0.0,0.5
+Barbie Life™,I really liked rock royal game much fun make barbie games problem went black,Positive,0.08333333333333331,0.45833333333333337
+Barbie Life™,I love barbie since childhood I installed says Internet connection needed even I 4G Internet connection please try fix happily play,Positive,0.65,0.8
+Barbie Life™,I Wi-Fi able please,Positive,0.5,0.625
+Barbie Life™,nan,nan,nan,nan
+Barbie Life™,I love game cause funnest game ever,Negative,-0.10000000000000002,0.4666666666666666
+Barbie Life™,Why Barbie life stop soon tried save picture????,Neutral,0.0,0.0
+Barbie Life™,It takes lot time open . problem,Neutral,0.0,0.5
+Barbie Life™,I love loading slow,Positive,0.09999999999999998,0.5
+Barbie Life™,It wont let intranet,Neutral,0.0,0.0
+Barbie Life™,Do another gooooood,Neutral,0.0,0.0
+Barbie Life™,I love much cakes,Positive,0.35,0.4
+Barbie Life™,It interesting good game.,Positive,0.26666666666666666,0.5
+Barbie Life™,nan,nan,nan,nan
+Barbie Magical Fashion,"Heads up: If purchased extras, MUST turn device completely back on...them MUST go settings select RESTORE PURCHASES. Once this, purchases show available us. So much fun grand-daughters love it!!! I think fun too. You artistic like, mixing patterns colors hair make anything really.",Positive,0.35855654761904765,0.3714285714285715
+Barbie Magical Fashion,"Really good game daughter loves. BUT - bizarre glitch game means unicorn option load properly, try put colour hair, hair pixelates end bald unicorn! I can't see reason want uninstall reinstall case I lose purchases I've made. Would good Budge could fix this!",Positive,0.1958333333333333,0.45
+Barbie Magical Fashion,"It awesome. I love I feel like princess. And voice instructions, instead annoying tutorials. But would great I cou, go back change I previously, I mean, I pick yhe dress able go back tiaras modify",Positive,0.2109375,0.5703125
+Barbie Magical Fashion,It amazing. The worst thing game pay get best things. But I suppose still pretty good. Oh also I meant say good stuff locked pay sorry people reading yeah sorry. PS great game.,Positive,0.11363636363636363,0.7227272727272727
+Barbie Magical Fashion,When little play game found happy find it. I like game u unlock new characters new thing well. Thank person made game. And keep good work . Thank kind regards,Positive,0.10946969696969695,0.5676767676767677
+Barbie Magical Fashion,Best Girls... All r saying boring really mad.. first thing give Ur daughters play Barbie Fashion love it... Nd born girls love kind barbie Fashionable things play with...,Positive,0.17500000000000002,0.6761904761904762
+Barbie Magical Fashion,nan,nan,nan,nan
+Barbie Magical Fashion,Pls waste ur time work home pls play game ur feeling bored.... This easy simple. My time pass...,Negative,-0.13333333333333336,0.5180952380952382
+Barbie Magical Fashion,U unlock atleast horse fairy mermaid designing patterns design boring.....i really hate like it...try something interesting,Negative,-0.15000000000000002,0.7
+Barbie Magical Fashion,First shows take dress I downloaded saying buy them. Bad game even please.,Negative,-0.28333333333333327,0.4666666666666666
+Barbie Magical Fashion,OK game good I wish I could put 5 stars I ones good pay maybe could make sure pay extra ones,Positive,0.3333333333333333,0.5148148148148148
+Barbie Magical Fashion,Good beautiful game gifts gift boxes levels opened I giving 4 stars.im age 12.good game,Positive,0.18749999999999997,0.6
+Barbie Magical Fashion,This nice children loved problem give money install locked things.....overall good,Positive,0.6666666666666666,0.8000000000000002
+Barbie Magical Fashion,And there's unicorn get buy lot stupid can't get even let,Negative,-0.7999999999999999,1.0
+Barbie Magical Fashion,I hate game boring give characters free waste data,Negative,-0.4000000000000001,0.6199999999999999
+Barbie Magical Fashion,nan,nan,nan,nan
+Barbie Magical Fashion,I like graphics there's logic. Why would barbie dolls boxes pack can't even unlock without paying money. Then theres characters expensed games unicorn pay for. Seriously???????????,Negative,-0.3333333333333333,0.6666666666666666
+Barbie Magical Fashion,"I think beautiful gamer, maybe update, could make change hair colours, noy streaks?",Positive,0.85,1.0
+Barbie Magical Fashion,This game much fun. It never crashes. And decorate four awesome things including unicorn!,Positive,0.3,0.5333333333333333
+Barbie Magical Fashion,The game exciting controls good enough I little sister really likes play game I also interested game keep game like keep releasing features,Negative,-0.03375000000000002,0.4700000000000001
+Barbie Magical Fashion,You buy basicly everything asked mom buy said want live piece trash,Positive,0.06818181818181818,0.3125
+Barbie Magical Fashion,nan,nan,nan,nan
+Barbie Magical Fashion,"Best Barbie app! I'm 16 & I love game! I lot dress games still favorite! I adore every feature! If like dress & Barbie, get today!",Positive,0.494140625,0.575
+Barbie Magical Fashion,I like game bit pearches never know mum might buy stay thing.,Negative,-0.4,0.4
+Barbie Magical Fashion,nan,nan,nan,nan
+Barbie Magical Fashion,"Such nice , great, awesome, amazing, wonderful, interesting, beautiful game I like,love,it much Barbies beautiful makeup set cool choice select things",Positive,0.5291666666666666,0.7416666666666667
+Barbie Magical Fashion,I think game awesome I create things like mako mermaids fairies princesses make games please,Positive,0.3,0.7
+Barbie Magical Fashion,This worst game I ever played. It fun want get fun pay things buy also get much fun want get totally stupid game number ads disturb us decorating Barbie beautiful ornaments. Thus request install game. If waste time. And I also request developer updated solve problem,Negative,-0.14499999999999996,0.4800000000000001
+Barbie Magical Fashion,nan,nan,nan,nan
+Barbie Magical Fashion,"Good girls people liked much know much good I say please , I loved",Positive,0.5799999999999998,0.6
+Barbie Magical Fashion,nan,nan,nan,nan
+Barbie Magical Fashion,"It boring game ,it takes much time install please game",Negative,-0.4,0.5
+Barbie Magical Fashion,Well I simply like I wanna pay special packages I barbies full? please make game better,Positive,0.16142857142857142,0.4757142857142857
+Barbie Magical Fashion,Fun game lots options I would like could put contact lenses Barbie.,Negative,-0.05000000000000002,0.30000000000000004
+Barbie Magical Fashion,nan,nan,nan,nan
+Barbie Magical Fashion,1 STAR HATE IT!!! TOOOOO MANY ADS AND IT ALWAYS CRASHES WHEN I TRY TO TO DO THE MAKE UP!!!,Negative,-0.01171875,0.7
+Barbie Magical Fashion,"I think everything OK..OK so,but still I like takes long time loading.",Negative,-0.05,0.4
+Barbie Magical Fashion,It fashionable This game nice fashionable great game really make make necklace fun.,Positive,0.18333333333333335,0.4916666666666667
+Barbie Magical Fashion,nan,nan,nan,nan
+Barbie Magical Fashion,nan,nan,nan,nan
+Barbie™ Fashion Closet,"I love game, I got yesterday tablet crazy designs. XD problem want get anything new, pay. even worse, pay everything separately. want us pay, least something let's unlock everything game, would least little bit easier.",Negative,-0.21679292929292932,0.5171717171717172
+Barbie™ Fashion Closet,nan,nan,nan,nan
+Barbie™ Fashion Closet,Thanks I look cute life great time family I look forward emails texts get ring family I look forward emails texts I emails family heart us go emails,Positive,0.5,0.65
+Barbie™ Fashion Closet,I hate froze tablet 2 3 times I even play game restart tablet,Negative,-0.6000000000000001,0.65
+Barbie™ Fashion Closet,I think game amazing thing mayed Device glitch bit I love game love barbies,Positive,0.16,0.58
+Barbie™ Fashion Closet,I like Its put clothing Shoes cause us cant unlock objects cost money,Neutral,0.0,0.0
+Barbie™ Fashion Closet,WORST GAME IN A MILLION YEARS I ain't joking bor-ingggggHGGGGGG,Negative,-0.7,0.7
+Barbie™ Fashion Closet,The game fun. If I money pay stuff I would even fun.,Positive,0.06666666666666665,0.26666666666666666
+Barbie™ Fashion Closet,So much fun play different dress also shirts better games much fun play. By destiny contreras,Positive,0.275,0.375
+Barbie™ Fashion Closet,It's good game I would play good features it.,Positive,0.3333333333333333,0.5333333333333333
+Barbie™ Fashion Closet,Its favorite game kinda little bit funny coz make funny dresses,Positive,0.08249999999999999,0.78
+Barbie™ Fashion Closet,I love game much I get dress Barbie many styles,Positive,0.2,0.425
+Barbie™ Fashion Closet,I hate game unfair.,Negative,-0.5666666666666668,0.7666666666666666
+Barbie™ Fashion Closet,Love game suitable girls 4-7 yrs old,Positive,0.1875,0.4875
+Barbie™ Fashion Closet,"Cool game I like every character game fun ,",Negative,-0.03750000000000002,0.41250000000000003
+Barbie™ Fashion Closet,It much fun I like like well get,Positive,0.3,0.2
+Barbie™ Fashion Closet,It's good I'm happy,Positive,0.75,0.8
+Barbie™ Fashion Closet,thats bad sooo long load maui,Negative,-0.37499999999999994,0.5333333333333333
+Barbie™ Fashion Closet,The game work,Negative,-0.4,0.4
+Barbie™ Fashion Closet,Love cousin plays 247,Positive,0.5,0.6
+Barbie™ Fashion Closet,It's really fun play thing hole lot adds,Positive,0.3,0.2
+Barbie™ Fashion Closet,I HATE THIS GAME IT DOESN'T WORK ON MY OHINE!!!!!!,Negative,-0.9,0.65
+Barbie™ Fashion Closet,nan,nan,nan,nan
+Barbie™ Fashion Closet,This game better anger stick J5,Negative,-0.19999999999999998,0.3666666666666667
+Barbie™ Fashion Closet,I love game much. This best game ever,Positive,0.18,0.38
+Barbie™ Fashion Closet,Is good I play every day,Positive,0.7,0.6000000000000001
+Barbie™ Fashion Closet,It worst game,Negative,-0.7,0.7
+Barbie™ Fashion Closet,I think best Mattel game I've ever played. It's fantastic. I LOVE graphics. The perfect game kids,Positive,0.35000000000000003,0.6
+Barbie™ Fashion Closet,Hello name Bhavya,Neutral,0.0,0.0
+Barbie™ Fashion Closet,Butt e think all the Barbie should have been unlocked in it,Neutral,0.0,0.0
+Barbie™ Fashion Closet,Catch open hopon new,Positive,0.06818181818181818,0.4772727272727273
+Barbie™ Fashion Closet,I loved it,Positive,0.7,0.8
+Barbie™ Fashion Closet,Makes buy I want,Neutral,0.0,0.0
+Barbie™ Fashion Closet,This game terrible,Negative,-0.7,0.7
+Barbie™ Fashion Closet,Awesome age appropriate,Positive,0.75,0.75
+Barbie™ Fashion Closet,I love fun,Positive,0.4,0.4
+Barbie™ Fashion Closet,Maybe ok,Positive,0.5,0.5
+Barbie™ Fashion Closet,Wish stuff unlocked,Neutral,0.0,0.0
+Barbie™ Fashion Closet,It many ads,Positive,0.5,0.5
+Barbie™ Fashion Closet,I can't even get game,Negative,-0.4,0.4
+Barbie™ Fashion Closet,"I love game, I got yesterday tablet crazy designs. XD problem want get anything new, pay. even worse, pay everything separately. want us pay, least something let's unlock everything game, would least little bit easier.",Negative,-0.21679292929292932,0.5171717171717172
+Barbie™ Fashion Closet,nan,nan,nan,nan
+Barbie™ Fashion Closet,Thanks I look cute life great time family I look forward emails texts get ring family I look forward emails texts I emails family heart us go emails,Positive,0.5,0.65
+Barbie™ Fashion Closet,I hate froze tablet 2 3 times I even play game restart tablet,Negative,-0.6000000000000001,0.65
+Barbie™ Fashion Closet,I think game amazing thing mayed Device glitch bit I love game love barbies,Positive,0.16,0.58
+Barbie™ Fashion Closet,I like Its put clothing Shoes cause us cant unlock objects cost money,Neutral,0.0,0.0
+Barbie™ Fashion Closet,WORST GAME IN A MILLION YEARS I ain't joking bor-ingggggHGGGGGG,Negative,-0.7,0.7
+Barbie™ Fashion Closet,The game fun. If I money pay stuff I would even fun.,Positive,0.06666666666666665,0.26666666666666666
+Barbie™ Fashion Closet,So much fun play different dress also shirts better games much fun play. By destiny contreras,Positive,0.275,0.375
+Barbie™ Fashion Closet,It easy game kids play because buying anything photos good game free characters 3 characters clothes close abad game,Positive,0.055555555555555546,0.5722222222222222
+Barbie™ Fashion Closet,It's ok I like try colour takes forever hard thing colour hair hard,Negative,-0.02777777777777779,0.5277777777777777
+Barbie™ Fashion Closet,I hate game pay good things bad things free worst ever,Negative,-0.30000000000000004,0.7277777777777779
+Barbie™ Fashion Closet,It's good game I would play good features it.,Positive,0.3333333333333333,0.5333333333333333
+Barbie™ Fashion Closet,Its favorite game kinda little bit funny coz make funny dresses,Positive,0.08249999999999999,0.78
+Barbie™ Fashion Closet,I love game much I get dress Barbie many styles,Positive,0.2,0.425
+Barbie™ Fashion Closet,I hate game unfair.,Negative,-0.5666666666666668,0.7666666666666666
+Barbie™ Fashion Closet,Love game suitable girls 4-7 yrs old,Positive,0.1875,0.4875
+Barbie™ Fashion Closet,"Cool game I like every character game fun ,",Negative,-0.03750000000000002,0.41250000000000003
+Barbie™ Fashion Closet,It much fun I like like well get,Positive,0.3,0.2
+Barbie™ Fashion Closet,It's good I'm happy,Positive,0.75,0.8
+Barbie™ Fashion Closet,thats bad sooo long load maui,Negative,-0.37499999999999994,0.5333333333333333
+Barbie™ Fashion Closet,The game work,Negative,-0.4,0.4
+Barbie™ Fashion Closet,Love cousin plays 247,Positive,0.5,0.6
+Barbie™ Fashion Closet,It's really fun play thing hole lot adds,Positive,0.3,0.2
+Barbie™ Fashion Closet,I HATE THIS GAME IT DOESN'T WORK ON MY OHINE!!!!!!,Negative,-0.9,0.65
+Barbie™ Fashion Closet,This really really fun game brings imagination This really really fun game brings good imagination,Positive,0.09999999999999998,0.36000000000000004
+Barbie™ Fashion Closet,This game better anger stick J5,Negative,-0.19999999999999998,0.3666666666666667
+Barbie™ Fashion Closet,I love game much. This best game ever,Positive,0.18,0.38
+Barbie™ Fashion Closet,Is good I play every day,Positive,0.7,0.6000000000000001
+Barbie™ Fashion Closet,It worst game,Negative,-0.7,0.7
+Barbie™ Fashion Closet,I think best Mattel game I've ever played. It's fantastic. I LOVE graphics. The perfect game kids,Positive,0.35000000000000003,0.6
+Barbie™ Fashion Closet,Hello name Bhavya,Neutral,0.0,0.0
+Barbie™ Fashion Closet,Butt e think all the Barbie should have been unlocked in it,Neutral,0.0,0.0
+Barbie™ Fashion Closet,Catch open hopon new,Positive,0.06818181818181818,0.4772727272727273
+Barbie™ Fashion Closet,I loved it,Positive,0.7,0.8
+Barbie™ Fashion Closet,Makes buy I want,Neutral,0.0,0.0
+Barbie™ Fashion Closet,This game terrible,Negative,-0.7,0.7
+Barbie™ Fashion Closet,Awesome age appropriate,Positive,0.75,0.75
+Barbie™ Fashion Closet,I love fun,Positive,0.4,0.4
+Barbie™ Fashion Closet,Maybe ok,Positive,0.5,0.5
+Barclays US for Android,"It nothing, keeps loading never loads. It working good last update. Please FIX IT ASAP",Positive,0.35,0.33333333333333337
+Barclays US for Android,"Fingerprint sensor login work second time I set up, render useless.",Negative,-0.25,0.1
+Barclays US for Android,"let's utilize fingerprint scanner, also makes enter password? Called cards customer gave international phone number fix app. Stupid!",Negative,-0.49999999999999994,0.5
+Barclays US for Android,"The fingerprint login broken since I first downloaded app. It's really quite ridiculous, completely ruins user experience outset",Negative,-0.08666666666666667,0.42666666666666664
+Barclays US for Android,Fingerprint sign work! This worst banking ever! I wish JetBlue picks another bank!,Negative,-1.0,1.0
+Barclays US for Android,Fingerprint option keeps turning off. Even logging username password multiple times fingerprint option keeps turning requires login username password again. It even remember username I set option login.,Neutral,0.0,0.0
+Barclays US for Android,3 stars . Will give 5 stars fingerprint mode works. keeps giving fingerprint error.,Neutral,0.0,0.0
+Barclays US for Android,"Fingerprint authentication broken, makes re-enter credentials every time spite setting fingerprint saving username. No notifications. Rest okay.",Positive,0.04999999999999999,0.45
+Barclays US for Android,"Fingerprint reader broken, push notifications, emails charges sent days later ... I already regret gotten card.",Negative,-0.2,0.2
+Barclays US for Android,This totally user friendly. Not like others seemingly crack codes manipulate it. Thanks.,Positive,0.19166666666666665,0.48333333333333334
+Barclays US for Android,The fingerprint scanner work. Hurry fix it.,Neutral,0.0,0.0
+Barclays US for Android,I can't login I've updated phone,Neutral,0.0,0.0
+Barclays US for Android,Mediocre compared bank.,Negative,-0.5,1.0
+Barclays US for Android,The works well good layout. I never problems using app.,Positive,0.7,0.6000000000000001
+Barclays US for Android,3 stars push notification. Also email notification spending comes days late.,Negative,-0.3,0.6
+Barclays US for Android,Fingerprint doesnt work,Neutral,0.0,0.0
+Barclays US for Android,Can't edit automatic payments app.,Neutral,0.0,0.0
+Barclays US for Android,Easy navigate. everything needs manage account,Positive,0.43333333333333335,0.8333333333333334
+Barclays US for Android,What security question?,Neutral,0.0,0.0
+Barclays US for Android,Provides convenience I need manage finances,Neutral,0.0,0.0
+Barclays US for Android,"Very useful, secure.",Positive,0.395,0.3
+Barclays US for Android,Great,Positive,0.8,0.75
+Barclays US for Android,Credentials saving causing fingerprint login fail (Android P Beta3),Negative,-0.5,0.29999999999999993
+Barclays US for Android,"Very behind times updated it. You can't get notifications transaction, option fingerprint instead password work. You can't search transactions. My little old credit union much more.",Negative,-0.02687500000000001,0.5275
+Barclays US for Android,"Notifications terrible, cards show instant notifications, within seconds use. With app, NO notifications, emails days later. Very dissatisfied. Instant notifications main reason I credit cards (prevent fraud). Two stars basic aspects good, expected.",Negative,-0.003703703703703718,0.45462962962962966
+Barclays US for Android,"Fingerprint access broken. I'll set fingerprint authentication, says everything set correctly I print login. But next time I app, I'll scan fingerprint, say successfully authenticated, dump login screen make enter username password. I log manually every time. The also refuses save username, matter many times I toggle ""save username""",Positive,0.2125,0.4625
+Barclays US for Android,"Why I confirm account number, ssn, dob everytime I log app? This makes worthless; I might well log I'm directed anyway order confirm information listed above.",Negative,-0.4,0.5
+Barclays US for Android,"Apps still broken many months!! I dont get this, largest banks world mobile tech could bothered serve basic function lol",Positive,0.2953125,0.43124999999999997
+Barclays US for Android,"Lack push notifications transactions really appalling. Main reason I want like this, prevent fraud. Only receive email days later regarding transactions. All credit card give instant push notifications.",Negative,-0.03666666666666667,0.58
+Barclays US for Android,"If I could give less 1 star...... This worst I EVER seen. I uninstalled installed till I'm dizzy. The open, believe not, night weekends. When I attempt check balance pay bill I call. Customer quick fix uninstall install problems gone NO. It still continues spin awaiting connection. The old worked fine change it. I'm point I want close account. The whole process USELESS",Negative,-0.07708333333333335,0.42083333333333334
+Barclays US for Android,"This bank ready internet age. They still using antiquated authentication schemes. Their half step toward two-factor authentication based email SMS, easily compromised. In new card enrollment state cards activated app. This case. New/replacement cards activated telephone. Telephone support requests password account, I intention providing teleservices representative. The online password remain secret. There different password online telephone support. The log screen allow screen switching password safe without resetting fields screen. This prohibits cut-and-paste password safe. The unceremoniously drops user inactivity, forcing top, interrupting current activity.",Positive,0.17030303030303032,0.5154545454545454
+Barclays US for Android,"Should option replace damage card cancel card lost. Also, able get text messages every transaction.",Positive,0.5,0.625
+Barclays US for Android,So I forgot password tried reset it. When sends main site page crashes. I got home found password tried uninstalling reinstalling app. Still locked out. Gonna try pc. All wanna pay bill...,Positive,0.16666666666666666,0.3333333333333333
+Barclays US for Android,I need pop foreground inform I've automatically logged out. Who comes ideas?,Neutral,0.0,0.0
+Barclays US for Android,Keeps popping foreground login times out. Very annoying,Negative,-1.0,1.0
+Barclays US for Android,"Apparently credit card users only, banking? Misleading title.",Positive,0.025,0.675
+Barclays US for Android,Finger print login work. It prompts enter password even enabling finger print login,Neutral,0.0,0.0
+Barclays US for Android,"I can't move forward mailing preference popup screen I log first time, rendering useless.",Negative,-0.125,0.26666666666666666
+Barclays US for Android,Excellent job,Positive,1.0,1.0
+Barclays US for Android,Easy navigate,Positive,0.43333333333333335,0.8333333333333334
+Barcode Scanner,Nothing else comes close except different phone. This handles even really tough ones. Great tool. The Cognex version power old Manatee had. Great scanner still everyone trying (and failing) beat.,Positive,0.26222222222222225,0.6266666666666667
+Barcode Scanner,"Newest 4.2.2 version seems working reliably again. I'll keep using confident I old Manatee branded version, looks like devs take issues seriously, nice.",Positive,0.39999999999999997,0.6777777777777777
+Barcode Scanner,"After misunderstanding exports reads, I need do. I need read lot barcoded MAC uploaded another system. Simple & effective",Positive,0.3,0.5785714285714286
+Barcode Scanner,"Very good App, well respected industrial vision company. As someone else said adjust 'beep' volume start scanning!",Positive,1.0,0.7800000000000001
+Barcode Scanner,"Maybe I missing something data matrix returns * strange places string. When read another app, works fine reads I expecting.",Positive,0.05555555555555556,0.2333333333333333
+Barcode Scanner,"One best barcode scanners I've used. Been working new incorporating different scanners invaluable. Quick, accurate intrusive ads!",Positive,0.3939393939393939,0.49757575757575756
+Barcode Scanner,"This helpful ,not also contain type ads.You scan types qr codes medicenes,books,etc.I liked",Positive,0.6,0.8
+Barcode Scanner,"No Ads, taking personal data. Nice. Before scan adjust beep-volume, else hear anything anymore half hour ^^ could improved",Positive,0.14444444444444446,0.48888888888888893
+Barcode Scanner,Great app. Only issue outline scanned code centered code rotate-with-device enabled. Same scanning resolutions.,Positive,0.26666666666666666,0.625
+Barcode Scanner,It works great! I even scan 2d barcode computer monitor!,Positive,1.0,0.75
+Barcode Scanner,Not sure works familiar,Positive,0.0625,0.6944444444444444
+Barcode Scanner,"This barcode scanner app, works considerably better I using, larger range codes",Positive,0.25,0.5
+Barcode Scanner,The best barcode scanner market...variety options reading different type barcodes excelent reading speed... developer deserves 5 stars!,Positive,0.5,0.44999999999999996
+Barcode Scanner,The BEST professional barcode scanner. And I tried all. Perfect software engineering. Well done. Full Stop.,Positive,0.6125,0.4875
+Barcode Scanner,The I find scans msi plessey barcodes,Neutral,0.0,0.0
+Barcode Scanner,I help ensure vendor compliance Global Supply Chain. It works perfectly.,Positive,0.5,0.5
+Barcode Scanner,"I work warehouse, take me, best using smartphone decode barcodes.",Positive,1.0,0.3
+Barcode Scanner,Why can't I set default scanner samsung S8+.I want default help!!!!,Neutral,0.0,0.0
+Barcode Scanner,Incredibly fast. Incredibly accurate. I'm pleasantly surprised.,Positive,0.23333333333333336,0.7111111111111111
+Barcode Scanner,Thanks SELECT ALL option.,Positive,0.2,0.2
+Barcode Scanner,nan,nan,nan,nan
+Barcode Scanner,It works barcodes,Neutral,0.0,0.0
+Barcode Scanner,Thanks select feature..App awesome read almost barcodes!!cheers!,Positive,0.6,0.6
+Barcode Scanner,Very Light complete app!,Positive,0.3225,0.655
+Barcode Scanner,"Perfect app, Only support Arabic language barcode reading !",Positive,0.5,1.0
+Barcode Scanner,nan,nan,nan,nan
+Barcode Scanner,Only scanner actually works.,Neutral,0.0,0.55
+Barcode Scanner,It's much useful I expected . Thanks good performance.,Positive,0.275,0.30000000000000004
+Barcode Scanner,Great I would get 100000000 times,Positive,0.8,0.75
+Barcode Scanner,By far best QR Code reader available!,Positive,0.5333333333333333,0.5666666666666668
+Barcode Scanner,Knows lot codes,Neutral,0.0,0.0
+Barcode Scanner,It's good,Positive,0.7,0.6000000000000001
+Barcode Scanner,The superior barcode scanner high speed.,Positive,0.43,0.72
+Barcode Scanner,Thanks alot good,Positive,0.44999999999999996,0.4
+Barcode Scanner,Thanks app.,Positive,0.2,0.2
+Barcode Scanner,It good pharmacode read,Positive,0.7,0.6000000000000001
+Barcode Scanner,Works great. What say?,Positive,0.8,0.75
+Barcode Scanner,Very functional.,Positive,0.2,0.3
+Barcode Scanner,Works well.,Neutral,0.0,0.0
+Barcode Scanner,nan,nan,nan,nan
+Baritastic - Bariatric Tracker,Great app! I don't features I've tracking 14 months. My favorite weight loss far!,Positive,0.5416666666666666,0.9166666666666666
+Baritastic - Bariatric Tracker,The helpful logging keeping track food liquid intake. I wish separate category log protein shakes specifically. Other I love it.,Positive,0.1875,0.4875
+Baritastic - Bariatric Tracker,"Once find way around good. I would like see walking devices able pair app. I now,but order Trac I need buy new",Positive,0.4454545454545455,0.5598484848484849
+Baritastic - Bariatric Tracker,It's easy simple use. I love always input information... Just scan bar code you. The receipts delicious easy make (customizable individual needs).I've using 4 months absolutely love it.,Positive,0.4095238095238095,0.6605442176870747
+Baritastic - Bariatric Tracker,"I like however, food eat Australia lists file. Makes hard true representation amount used daily.",Positive,0.01944444444444443,0.3972222222222222
+Baritastic - Bariatric Tracker,Baritastic fantastic! I log food exercise even reminders take medications vitamins. Very easy I love it.,Positive,0.5211111111111112,0.8333333333333334
+Baritastic - Bariatric Tracker,Pleasantly surprised functionality app. It helped track consumption also progress thoughts throughout journey.,Positive,0.1,0.9
+Baritastic - Bariatric Tracker,I love it. It heaping keep track food intake .. Thanks,Positive,0.35,0.4
+Baritastic - Bariatric Tracker,I absolutely love app. I can't wait October 10th I show I've accomplished diabetic doctor thank,Positive,0.35,0.55
+Baritastic - Bariatric Tracker,This great. Very handy new bariatric patient needs keep track everything,Positive,0.5721212121212121,0.7348484848484849
+Baritastic - Bariatric Tracker,More helpful anything I used yet journey!,Positive,0.625,0.5
+Baritastic - Bariatric Tracker,Fast easy clean interface. Let's go log need without bunch needless clicks.,Positive,0.125,0.7833333333333333
+Baritastic - Bariatric Tracker,perfect bariatric patients like everything need user friendly,Positive,0.6875,0.75
+Baritastic - Bariatric Tracker,If WLS get!,Neutral,0.0,0.0
+Baritastic - Bariatric Tracker,VERY helpful keeping weight loss track,Positive,0.2,0.3
+Baritastic - Bariatric Tracker,The helping stay consistent taking medicine drinking water,Positive,0.25,0.25
+Baritastic - Bariatric Tracker,Easy much easier write everything down!,Positive,0.14629629629629629,0.4407407407407408
+Baritastic - Bariatric Tracker,Very helpful emails well helps alot,Positive,0.2,0.3
+Baritastic - Bariatric Tracker,Mostly easy sometimes calories list package.,Positive,0.43333333333333335,0.8333333333333334
+Baritastic - Bariatric Tracker,"This easy step step, helps much reminders diet control",Positive,0.31666666666666665,0.5166666666666667
+Baritastic - Bariatric Tracker,Get way stay track,Neutral,0.0,0.0
+Baritastic - Bariatric Tracker,This extremely helpful keeping goals line.,Negative,-0.125,1.0
+Baritastic - Bariatric Tracker,Very helpful full useful information sleeve patients.,Positive,0.2833333333333334,0.2833333333333334
+Baritastic - Bariatric Tracker,Like reminders!!,Neutral,0.0,0.0
+Baritastic - Bariatric Tracker,Love app. Makes tracking everything easy!,Positive,0.5208333333333334,0.7166666666666667
+Baritastic - Bariatric Tracker,Such great app! The best I found!,Positive,0.6666666666666666,0.5166666666666667
+Baritastic - Bariatric Tracker,It helps keep accountable journey!,Neutral,0.0,0.0
+Baritastic - Bariatric Tracker,Easy navigate easy use. Absolutely love,Positive,0.45555555555555555,0.7555555555555555
+Baritastic - Bariatric Tracker,This excellent VSG tracking,Positive,1.0,1.0
+Baritastic - Bariatric Tracker,Very good tracking protein,Positive,0.9099999999999999,0.7800000000000001
+Baritastic - Bariatric Tracker,So far easy,Positive,0.26666666666666666,0.9166666666666667
+Baritastic - Bariatric Tracker,Best ever!!!,Positive,1.0,0.3
+Baritastic - Bariatric Tracker,Amazing app!,Positive,0.7500000000000001,0.9
+Baritastic - Bariatric Tracker,Great! Easy!,Positive,0.7708333333333334,0.7916666666666667
+Baritastic - Bariatric Tracker,Great bariatric patients,Positive,0.8,0.75
+Baritastic - Bariatric Tracker,Love it!!!,Positive,0.9765625,0.6
+Baritastic - Bariatric Tracker,Great benefits,Positive,0.8,0.75
+Baritastic - Bariatric Tracker,"I wonderful tool. For weight-loss surgery. It keeps weight log, daily food log label scanner (very convenient), photo time-line, so. Much more...",Positive,0.425,0.45
+Baritastic - Bariatric Tracker,"I like app. The issue access cannot phone. Today, I issues app. It keeps crashing me. If I online access. I could secondary place input data. Otherwise great app, today useless.",Neutral,0.0,0.4166666666666667
+Baritastic - Bariatric Tracker,"A wonderful tool utilized Bariatric surgery team aide weight loss journey. I love syncs fitbit helps track calorie intake breaks carbs, fats proteins found whatever I'm eating.",Positive,0.75,0.8
+Baseball Boy!,Too many ads. lucky hit ball twice ad plays may get x get sometimes watching it. And ad bar right next main UI element aka hit button. Much better better looking playing games little ads unless choose watch benefits.,Positive,0.2622767857142857,0.46279761904761907
+Baseball Boy!,Good game good time killer..WAY TOO MANY ADS... Are serious? Remove 90% ads would bareable. I understand ads pays free us he'll let breathe. I'm closing ads I'm playing game. I seen developer respond yet. Wonder why? Developer please make update less ads.,Positive,0.12500000000000003,0.5041666666666667
+Baseball Boy!,It would fun could actually find free game waste battery ads. You get hit 30 second ad. Pretty sad I sit phone go get drink still wait ads stop.,Negative,-0.01875000000000001,0.4375
+Baseball Boy!,Guys yes may ads play line get ANY ads all. Any way I like game lot. Kills time literally FISH bat. XD I think try game see yourself. Don't forget line thing.,Negative,-0.4,0.4
+Baseball Boy!,I support adds 90% time spent adds. This given hit back button 7 times every hit. 30 hits 30 min 700 back buttons. Bad marketing. Hope got million quit creative,Negative,-0.05999999999999996,0.35333333333333333
+Baseball Boy!,"The game simple satisfying, incremental game enjoy. But theres many ads. One permanently bottom screen AND forced complete shot. Recommended turn internet connection whilst playing, nuisance.",Positive,0.04999999999999999,0.46964285714285714
+Baseball Boy!,"Love concept, ad every hit. Once hit, get option double money watching ad. I decline still gets watch f'ing ad. Controls hit ball jittery best. Once get around level 30, basically hitting ball, watching city disappear eliminating chance skill used. On second thought, I really like game all. Do favor waste time it.",Positive,0.1571428571428571,0.21428571428571427
+Baseball Boy!,"BS game ads. No matter many times try shut still come back. Even using airplane mode. You never get perfect shot bc every time get dead center target, put ad. The time dont get ads try watch ad free game items. Deleting review.",Positive,0.10000000000000002,0.45
+Baseball Boy!,Its actually embarrassing hard game shoves ads throat. It's even good game throwing ads left right center. It asks want watch video double money still get video ad soon get ready next turn. The developer shame.,Negative,-0.0005411255411255468,0.28885281385281386
+Baseball Boy!,"Love game need different scenery. As progress level ball goes high even regular scenery disappears. Way many ads yes I could pay 2.99 get rid I'm stingy like that, continue complaining. Far many ads!!",Positive,0.20515624999999998,0.5271153846153847
+Baseball Boy!,"If like ads game you! Ads every hit! Not simple ads either, I talking 2-3 minute ads let of. Its almost like watching 10 hour YouTube video ads.",Negative,-0.3125,0.37857142857142856
+Baseball Boy!,"I started liking game lot! But, man alive. You play game 10 seconds, 30 second ad comes up. Too many ads. I'm deleting this. It's waste time anyway",Negative,-0.08333333333333333,0.2833333333333334
+Baseball Boy!,"Ad...ad...ad, killed game adverts, great concept. No need many adverts they've got permanent ad screen times well video every turn. Money grabbing ruined game",Positive,0.059999999999999984,0.41
+Baseball Boy!,"TURN OFF YOUR WIFI AND DATA . 0 ADS WHILE PLAYING STRAIGHT TO NEXT SHOT. I'm okay ads, lets free maybe could reduce like every 3-5 shots? Also asks, watch ad double coins? If say shows ad anyway. Also aim game stop pointer middle maximum power distance. However ALL towns middle. So 'good' shot hit middle hit building actually take less distance low power side free run buildings. You need move towns dead centre allow us aim left rightthat way makes bit interesting straight constantly",Positive,0.11228070175438597,0.2947368421052632
+Baseball Boy!,"There far many ads, every 2 hits. It also keeps crashing I hit 5 6 times. It runs badly lags much. If fix I install give higher rating 1 star uninstalling",Positive,0.07000000000000003,0.5733333333333334
+Baseball Boy!,This terrible. There way many ads. I understand ads free game. But 90 percent using cancelling add. DO NOT DOWNLOAD THIS!!,Negative,-0.18125,0.6749999999999999
+Baseball Boy!,If like watching 26 second commercials every time hit ball game you. At first I don't mind watching I know pays developers. But request private data email access. The commercials get worse.,Negative,-0.11000000000000001,0.3416666666666667
+Baseball Boy!,"Lame. The game fun day two. After upgrading easily achieving bats 2 days, game extremely redundant boring. The scenery change, super bounce near impossible first attempt ball going insanely fast. If get 'perfect' hit (which goal playing game while) ball stay middle. Probability crushing cars impossible gets point.",Negative,-0.0715686274509804,0.5931372549019608
+Baseball Boy!,"Fun game constant ads make game real challenge enjoy long term. 1 shot last 20 seconds, wait 30 seconds ad finish ridiculous. Also, level 12 skills went back zero, making next level absolutely impossible.",Negative,-0.07916666666666666,0.38333333333333336
+Baseball Boy!,Horrible since update. Game sped work properly. Trying tap bounce almost impossible. Please fix enjoyable. Also amount ads ad increased every swing good,Negative,-0.1444444444444444,0.6166666666666667
+Baseball Boy!,"Fun play, gets competitive BUT ENTIRELY WAY TO MANY ADDS! I mean ad every single pitch? Yeah that's bit much! Come know better that! Unless want people coming back play game. People get sick ads delete game.",Negative,-0.008928571428571418,0.41672077922077927
+Baseball Boy!,"TOO MANY ADS!!! Lovely little game, advert every shot gets old fast. You get option doubling earnings shot, watching ad. But decline HAVE TO WATCH AN AD ANYWAY. I understand need earn revenue. But instead earning revenue actually playing game, going earn nothing, I'm uninstalling. Greedy devs",Positive,0.09863281249999999,0.43125
+Baseball Boy!,"This advert delivery system game attached, pleasing graphics simple gameplay. You get bored, always look advert bottom screen, breaks 30 seconds different adverts shown swings. Two thumbs adverts.",Negative,-0.225,0.5892857142857143
+Baseball Boy!,"Wondered got 3.4 rating cause looked fun. After playing little bit I realized why. Haven't looked reviews yet I already know everyone complaining there's ""too many ads."" How hard fix game much enjoyable..?",Positive,0.07013888888888889,0.45694444444444443
+Baseball Boy!,Easy fun. Has ad keeps popping says select stop seeing add selecting brings sales site ad. I think misleading,Positive,0.3666666666666667,0.5166666666666667
+Baseball Boy!,Way way way many ads...takes away game play. When actually play game pretty fun. But ads almost every turn kills,Positive,0.04166666666666666,0.43333333333333335
+Baseball Boy!,I paid get ad version. Took 1 star since perfect fire ball blow cars buildings trees. Let's make happen development team.,Positive,1.0,1.0
+Baseball Boy!,"Too many ads. And I went play today, said videos available, I get double offline points, videos working fine I actually started playing game. Kinda sketchy...",Positive,0.15277777777777776,0.31666666666666665
+Baseball Boy!,"I know I'm still playing game. I passed level 70... getting little old. But satisfying still. Is probably best offline coins earn small amount. Otherwise, I'd probably play less. Dunno. Update refine please!",Positive,0.07916666666666668,0.4095238095238095
+Baseball Boy!,It would better would less ads. Literally every 2 hits there's ad freaking annoying,Negative,-0.15555555555555556,0.48888888888888893
+Baseball Boy!,"Been playing 5-10 minutes comments speaking truth. Way many ads, seriously annoying. They selfish earn money put ad everywhere, say collect double u got still plays video cNt exit lets you. If many ads it'd better I hate this, dislike, hate. I wonder workers even read these? Pathetic",Negative,-0.2666666666666667,0.6888888888888889
+Baseball Boy!,It's shame I liked game. To start many adds game progresses glitches get worse point skill timing longer factor. becomes increasingly impossible stop arrow red power arrow delayed press stop it.,Negative,-0.10952380952380954,0.5285714285714286
+Baseball Boy!,Want constant ads make money frustration game. Otherwise dont even bother.,Negative,-0.2,0.3666666666666667
+Baseball Boy!,"Shady shady, weird EULAs popping game play, allowed x2 videos, mention WORST thing make perfect shot. Make perfect shot, ball cross requirement boinch bake 4000m",Negative,-0.04999999999999999,0.70625
+Baseball Boy!,You get ad every 20 seconds. Beyond annoying. Gameplay would ok advertisements glitch game out.,Negative,-0.23333333333333336,0.6
+Baseball Boy!,"Aside loads ads, hitting perfects actually useless. Which kind frustrating seems like goal. Yet end hitting building post losing distance. It's weirdly better aim diagonally.. Still play though, still fun.",Positive,0.09999999999999999,0.54
+Baseball Boy!,It crushed 4 days I start square one. Everything 20 strength speed bounce nice game keep busy although still little freezes starts,Positive,0.0024999999999999966,0.45999999999999996
+Baseball Boy!,"Ads time waste memory phone, beware every bat ad, unless course pay. No thank that's games like clash clans popular maybe company get lessons",Positive,0.19999999999999998,0.45
+Baseball Boy!,"Turn mobile data. Then play uninterrupted. If leave mobile data on, gets really annoying watching ads time. You watch ads play game. It's fun game requires skill. Good time passing game.",Negative,-0.14285714285714293,0.41428571428571426
+Baseball Boy!,"Latest updates poo.. a, sound automatically reagrdless turned off. As soon open app, sound.. kinda annoying b, next upgrade 52390500(struggle make 1.2 million) c, ball drops bounces spot pointless..d, bats yet get new ball need unlock bats. need fix lose lot players",Positive,0.09090909090909091,0.5077922077922078
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,"This game fun, game either really lag ball missing commercial, latest update still fix it, please help",Neutral,0.0,0.3071428571428571
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,nan,nan,nan,nan
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,No ads version working,Neutral,0.0,0.0
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Fun play kill time break fun.. enjoyable addicting. Would recommend highly,Positive,0.315,0.385
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Fun finger game..,Negative,-0.05000000000000002,0.30000000000000004
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Lovely game thanks,Positive,0.09999999999999999,0.44999999999999996
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,"I rated 5 stars I enjoy super amazing game. It's simple Fun passes time. I've tried many many games Store, I've kept.",Positive,0.2791666666666667,0.5029761904761905
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,nan,nan,nan,nan
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,"A well deserving time killer game I say, makes feel happy sometimes..!! Xx",Positive,0.39999999999999997,0.7333333333333334
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Remind loads I've played hoops,Neutral,0.0,0.0
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,I love relaxing game! But I get excited I'm roll. Lol,Positive,0.29375,0.6125
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,open,Neutral,0.0,0.5
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,It awesome fun play,Positive,0.65,0.6
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,It calms And excites time,Neutral,0.0,0.0
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Game? What game...,Negative,-0.4,0.4
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,It's hard,Negative,-0.2916666666666667,0.5416666666666666
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Awesome,Positive,1.0,1.0
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,K HND q sya gusto kc q open. Download q sya done nman open game,Negative,-0.13333333333333333,0.4666666666666666
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Nice game I like game much game I first play messenger,Negative,-0.07000000000000002,0.5066666666666666
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,*geat time killer* This game best free works really well. You also play friends,Positive,0.3,0.425
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,nan,nan,nan,nan
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,I like want learn shooting.,Neutral,0.0,0.0
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Good game short period time,Positive,0.09999999999999998,0.43333333333333335
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Very nice game,Positive,0.19,0.7
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,nan,nan,nan,nan
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Awesome,Positive,1.0,1.0
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Good,Positive,0.7,0.6000000000000001
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Your game I can't even play,Negative,-0.4,0.4
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Very good game learn basketball,Positive,0.25499999999999995,0.5900000000000001
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Game Quesa,Negative,-0.4,0.4
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,It's challenging game,Positive,0.04999999999999999,0.7
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,This game really sky fighting,Negative,-0.1,0.30000000000000004
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Very good game,Positive,0.25499999999999995,0.5900000000000001
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Love game,Positive,0.04999999999999999,0.5
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Why game play store. This game work mlb even facebook. And black screen. Hire good developer,Negative,-0.06666666666666668,0.45833333333333337
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Nice game problem game I start game start play I feel glitches sometime sometime works smoothly.,Negative,-0.040000000000000015,0.5399999999999999
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Why I can't see,Neutral,0.0,0.0
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,nan,nan,nan,nan
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,I think I really enjoy game I've seen . I believe number 1!,Negative,-0.04999999999999999,0.45
+Basketball FRVR - Shoot the Hoop and Slam Dunk!,Total bad.,Negative,-0.3499999999999999,0.7083333333333333
+Basketball Stars,"Awesome game problem ads constantly stop working. Wait 24 hours watch adds collect money,a bag brick gold ads stop working says collected already. Other awesome game love it. Plenty options real fun play frien... Full Review",Positive,0.26388888888888895,0.5509259259259259
+Basketball Stars,"It's good game. HOWEVER, connection inconsistent. Even I'm next router best connection ever, still messes makes loading next shot take ages. I get 3 6 points every time lag next shot messes whole game. It may impatient, time still taken away I wait opponent comes back 15 point deficit 5 seconds.",Positive,0.08999999999999997,0.3
+Basketball Stars,"Every single time shootout games let's oponent Challenger shoot Bell stops so. The oponent last chance score ahead close game usually do. Also match unevenly. If leval 10 may put leval 21 26 even higher. How even remotely fair. This huge cheating scam get spend real money thier ""free"" game. This company sucks big one.",Positive,0.025274725274725265,0.41007326007326006
+Basketball Stars,I like game alot fair. If certain level able compete someone levels high alot advantages. It would better fair,Positive,0.3391836734693877,0.6337755102040816
+Basketball Stars,I love hate it..... need time less time finish game see person skills really sucks man way timing shot shot awkward's back board keeps moving,Negative,-0.2523809523809524,0.4666666666666667
+Basketball Stars,"Solid game aware going run tough competition, ""pay win"" part. I'd give solid 5 stars except aspect. With said, I completely addicted I'm enjoying game.",Negative,-0.004320987654320997,0.40925925925925927
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,"Blocked opponents shot clutch game. The game gave 3 points I lost game. 5/5 game design. Work servers, servers incredibly glitchy unpredictable. One moment beat guy blocking shot.",Negative,-0.14444444444444446,0.5833333333333334
+Basketball Stars,"I downloaded game I love basketball. I played basketball (Highschool), I still play basketball. My son 15 I taught play 2 1/2 yrs old. He'd play shoulders. I created basketball addict. I've Celtics fan whole life son carries love. We games matter simple always teach lesson. This game teaches patience timing everything. I think game could something. For example It ask favorite team beginning drafted team, (while getting pointers fave teams star(s), In case, Celtics pissibly Kyrie Irving) however would need get ?? level 25?? access buying official (NBA gear name voice number jersey, Celtics case). Then would need complete many missions order get annual salary, sign longer contracts, choose traded, etc...Just thought (feel free idea(s) copyrighted registered). However game still addictive, fun, passes time quickly. Great Job.",Positive,0.14375000000000002,0.5191964285714287
+Basketball Stars,Waiting 3 hours bag open.. Or 7 hours better killing game. Run energy fast career mode also sucks takes way long recharge. I really like game though really great.,Positive,0.061111111111111116,0.44999999999999996
+Basketball Stars,I rage sometimes. Why? Because always get played person thats like 9 levels can't even win. Its fair fun:(,Positive,0.2625,0.625
+Basketball Stars,"The Game excellent. Except errors game. But Annoying thing videos, open 3 videos within time, 2 days 'No videos avable'.",Negative,-0.12000000000000002,0.6399999999999999
+Basketball Stars,TOTAL RIPOFF... SHOTS AFTER THE BUZZER... YOU LOSE... SHOTS BLOCKED JUST BEFORE THEY GO IN THE BASKET... YOU WILL NOT WIN MONEY OR NOT... LIKE THE DUNKS AND THE SHOOTING RACE... BUT COME ON MAN@ LEAST MAKE THE GAME FUN..,Negative,-0.16,0.43
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,Stupid game every time keeps saying connecting facebook. Lost 3 matches row due it. Had solid internet connection. Uninstalling right away.,Negative,-0.20785714285714282,0.4821428571428571
+Basketball Stars,"Too many bots, lag. Also hoop broken. I shoot really low power (a lot lower perfect) still get perfect, I shoot perfect, sometimes goes out. Also, whenever I shoot straight hoop, goes well away hoop. Please fix this. P.S. Right I think game quite broken.",Positive,0.2785714285714286,0.5935714285714286
+Basketball Stars,The game choppy smooth play. I cant imagine enough server space run simple process sure seem like it. Use play every day time killer.,Positive,0.04999999999999999,0.47433862433862434
+Basketball Stars,"I absolutely love game hate well. Good side easy use. Bad side I middle $100,000 dollar match reconnected I lost money plus amount lag. All together ok",Positive,0.029166666666666674,0.5625
+Basketball Stars,"It good game good graphics. However I noticed made game, I saw falls right inline games.. Like 8 ball pool. You spend money want to.. never able really get ahead. My level 17 face level 42 took forever advance third stage. lol .... Just like pool game .. I matched level 42 shot shot.. lost 35 points... See, do. They want spend money hopes think chance.. 8 ball pool well. All mini clip cares getting money. .... that's sad game well pool game much potential .... Buyer beware",Negative,-0.004591836734693877,0.518622448979592
+Basketball Stars,No opponent available attacker defender mode career stages also summer cup. This ridiculous. Fix it.,Positive,0.033333333333333354,0.7
+Basketball Stars,Its shame opponent leaves match it ends. It happened quiet times I beat record got interrupted that. How let us keep playing til times up?,Neutral,0.0,0.3333333333333333
+Basketball Stars,"The lucky balls make shooting race annoying, especially decided 1 point. In addition, shooting game's pointing system might bugged.",Negative,-0.21666666666666667,0.7833333333333333
+Basketball Stars,"Big time Connection issues , whenever playing big games. Kept saying connecting end loosing game. I 4g connection mobile wifi also 4g playing different games well never faced kind issue. Disappointing.",Negative,-0.06666666666666667,0.4666666666666666
+Basketball Stars,Would addictive poor unstable connection. 2games 5 I get disconnected lost match.,Negative,-0.2,0.75
+Basketball Stars,It's good game keep videos ads keep popping trying play soon get done game it'll pop videos start getting levels around 12:30 start putting people like level 30 40 special balls give opponent extra points there's way even keep,Positive,0.051428571428571414,0.41428571428571426
+Basketball Stars,What _____ attacker defender I always lose stupid glitch ever I'm annoyed I'm even going tell Bad coders friend made better game ON SCRATCH,Negative,-0.36,0.6733333333333333
+Basketball Stars,The game good whenever I wanted play friend always shows friend continent I'm unable play game... Please fix problem,Negative,-0.15000000000000002,0.475
+Basketball Stars,Connection issues still occur. Otherwise superb gameplay. Hope guys shorten waiting time minigames .it's long N hope unlimited gameplay minigames,Positive,0.475,0.7
+Basketball Stars,Keep connecting make lose money.. ppl play really patience large Russia,Positive,0.20714285714285713,0.3142857142857143
+Basketball Stars,It crashes I'm winning makes lose game. Also win I'm trying block steal giving opponent advantage score. When I buy something allows win.,Positive,0.42500000000000004,0.48749999999999993
+Basketball Stars,Just need chat box interact players more. Let's try make happen. This could #1 game,Positive,0.04999999999999999,0.45
+Basketball Stars,I hate matching level 14 level 15 I level 7 every time made cry I like game,Negative,-0.6000000000000001,0.65
+Basketball Stars,The game good. thing change playing best friend win get bag winning play computer win give prize,Positive,0.5666666666666665,0.47500000000000003
+Basketball Stars,Very addictive great time killer graphics thing I would change big deal able dunk,Positive,0.325,0.61875
+Basketball Stars,Games trash way many glitches u shoot ball go sudden u get blocked terrible game,Negative,-0.225,0.6
+Basketball Stars,"Controls inconsistent, regardless connection, there's lag, exploits easy exploited gameplay making games mainly quick exploit glitches.",Positive,0.3833333333333333,0.6666666666666667
+Basketball Stars,I F***ING HATE ALL OF U. THIS GAME IS HORSE DUNG. comes willing spend money good are. It seems people computer ruins ppl phone GAME players cant compete quicker controls. It Ruins game. I never game again.,Negative,-0.12777777777777782,0.4722222222222222
+Basketball Stars,It great game. But tutorial. So remember move player. As forgot steal ball.,Positive,0.2,0.575
+Basketball Stars,It cheats alot unfair match ups impossible miss shots ball line straight perfect power still hitting ring roll instead net shots.. buzzer stops u shooting allows opponent last shot,Positive,0.005555555555555573,0.5777777777777778
+Basketball Stars,"It's best basketball game I've ever played, like little fun basketball 1 1's arcade basketball. You loooove",Positive,0.17812499999999998,0.35
+Basketball Stars,Cool game lagging shots also players I play getting points lags. I love game,Positive,0.012499999999999983,0.5125
+Basketball Stars,The glitches ruin game. Complete trash due players always getting lucky balls.,Negative,-0.022916666666666682,0.5020833333333333
+Basketball Stars,It's good game hold cheaper get easier unlock buy basketballs treat like basketball version fortonite,Positive,0.14999999999999997,0.5
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,glitch.. much literally lost like 50000 coins kicks even perfect internet,Positive,0.6,0.6
+Basketball Stars,I dont like time stops winning still give extra shot lose,Positive,0.25,0.425
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,My player 29 daughter's 8 player better w less skill n equip made little less fun u get u play 4 pay 4!!! Won't play ?much feel cheated!!!!!!$$$!!,Positive,0.2608506944444445,0.25555555555555554
+Basketball Stars,Stupid dumb ugly wasteyour time cause lose game made lose,Negative,-0.56875,0.725
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,This best basketball game ever except nba live mobile really fun great graphics,Positive,0.3672727272727273,0.43
+Basketball Stars,"Great game...can u add ear rings finger rings items u wear..like gold,silver diamond studs/rings...also black short ankle socks,I like long ones...oh also add goatee beard,the chin hair..not lip down. Just little chin",Positive,0.0400462962962963,0.44537037037037036
+Basketball Stars,I like ads freeze game give free video watch stay black screen come back I'll missing free videos give us game I think need fixed game,Negative,-0.07407407407407408,0.38703703703703707
+Basketball Stars,I think shoot go block players I think jump 10 feet especially looks like 5 foot 5 game like make sense like I shoot head boom block reason I know,Negative,-0.2,0.7
+Basketball Stars,"All of this: It's a great game. Sometimes it's just a little bit. When it comes to Facebook, Wesley does not let you go. My nerves are getting worse. You do not want to do this at least from the play menu I play. My sister said: Between you and you, all in all",Negative,-0.0975,0.53
+Basketball Stars,Every time I play match cash wasted I playing match comes notice Internet moment I return back match opponent even I started playing match . Sometimes opponent trying basket I block game's controls get blocked opponent wins match,Negative,-0.07500000000000002,0.15000000000000002
+Basketball Stars,Pretty cool game basketball lovers.. Good way kill time fun smoking friends lol,Positive,0.3333333333333333,0.5916666666666667
+Basketball Stars,It always freeze every time needs fixing pls . (I really wanted play game I've downloaded multiple times still freezes.),Negative,-0.06666666666666667,0.20000000000000004
+Basketball Stars,"Simple addicting. Almost simple, yet makes comprehensive competition.. Worth try matter age, gender, athletic ability competence",Positive,0.09999999999999999,0.2714285714285714
+Basketball Stars,"Game ok days ago. It started crashing stealing money, controls lag collect cash says video unavailable can't play mini games anymore without shilling extra (real) cash",Positive,0.075,0.325
+Basketball Stars,Great game update terrible ball hardly going net clearly,Negative,-0.13194444444444445,0.5125
+Basketball Stars,"I paid 5 gold (hard enough come by) enter tournament, second attempt pitted player 124 ranking, I'm 26..ludicrous I think game impossible even waste time building player up, best lower ranked player pitted much higher one. Terrible, whoever made one..you sir, suck.Thats sIm going say b.s.",Negative,-0.14537037037037037,0.47129629629629627
+Basketball Stars,"I like new style play. I know changed it. When player makes basket keep ball. Now, switch player makes basket player gets ball. It really annoying.",Negative,-0.33181818181818185,0.6772727272727272
+Basketball Stars,reach line counted three point costing games,Neutral,0.0,0.0
+Basketball Stars,"The game abysmal, huge lags throughout online matches, ball almost net, suddenly blocked.Many advertisements also annoyong.I dont recommend game anyone.",Negative,-0.07999999999999999,0.44000000000000006
+Basketball Stars,A great game basketball lovers add I used play basketball school times reminds childhood,Positive,0.2,0.575
+Basketball Stars,It's trash every time I get lot money always want make somebody win take God dang money,Positive,0.8,0.4
+Basketball Stars,Its lot glitch like every second. The ball scores says blocked py player,Neutral,0.0,0.0
+Basketball Stars,This game broke I shoot damn ball half way says blocked guys need fix problem,Negative,-0.2833333333333333,0.2833333333333333
+Basketball Stars,Wish could add Multiplayer mode could play friends facebook people facebook bluetooth.,Neutral,0.0,0.0
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,To game cheat mfs cheat magic balls u pay play game weather defender shoot,Negative,-0.10000000000000002,0.6
+Basketball Stars,Your game keeps crashing takes cash! Even I'm winning game crashes says I've lost taken cash! Not cool!,Negative,-0.1796875,0.5499999999999999
+Basketball Stars,People bad phones match you. You shoot would count block. This game bad,Negative,-0.6,0.5777777777777778
+Basketball Stars,The game cheats. I've lost multiple games opponent blocks shots long I've already shot ball.,Negative,-0.15,0.26666666666666666
+Basketball Stars,"Its alright, story repetitive. Gets boring fast.",Negative,-0.35000000000000003,0.6166666666666667
+Basketball Stars,A new version bad awful I delete account,Negative,-0.5212121212121211,0.7070707070707071
+Basketball Stars,The game glitches let's person get 1 2 balls time called.,Negative,-0.4,0.4
+Basketball Stars,The game play run money quit rejoin keep playing,Negative,-0.4,0.4
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,Good game I think fair sometimes opponent higher level plz try match opponents level playing,Positive,0.3125,0.6
+Basketball Stars,DIS GAME IS TRASH O LOST ONE GAME AND IT TOOK TWO LOSES AWAY FIX DIS STUPID GAME,Negative,-0.45999999999999996,0.45999999999999996
+Basketball Stars,Game getting crashing take money vein...,Negative,-0.4,0.4
+Basketball Stars,This best game ever I love much time killer fun play,Positive,0.32,0.33999999999999997
+Basketball Stars,This game really unfair time time end opponent shoots extra shot cant shoot,Negative,-0.3,0.5
+Basketball Stars,The laggyness effects game aspect makes unenjoyable moments. And moments arnt rare either..,Negative,-0.05000000000000002,0.65
+Basketball Stars,This basketball game easy play enjoyable. I like win beat players.,Positive,0.33333333333333337,0.5583333333333333
+Basketball Stars,This game good challenging game u play friend family,Positive,0.09999999999999998,0.6
+Basketball Stars,Game getting worse allowing play bet match 6k.,Negative,-0.4,0.5
+Basketball Stars,"Absolutely love game, keeps entertained,I playing 4 2yrs",Positive,0.04999999999999999,0.5
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,"This game best cartoony basketball game ever created mobile devices, got hand.",Positive,0.06666666666666665,0.3666666666666667
+Basketball Stars,I Vs match I lose big matches time slow motion,Negative,-0.15000000000000002,0.25
+Basketball Stars,It's best good people always say real life suck game really good. This best game I've ever played,Positive,0.4,0.41428571428571426
+Basketball Stars,Its great! But theres alot areas improve gameplay! Looking forward future updates,Positive,0.5,0.4375
+Basketball Stars,"It lodes skills, lodes kits ball free cash give free spins awesome prizes",Positive,0.6,0.8666666666666667
+Basketball Stars,nan,nan,nan,nan
+Basketball Stars,No words say awesome game sometimes struck using online,Positive,0.3,0.7
+Bathroom Decorating Ideas,Useless Application Too much boring decorating ideas. Never install application.,Negative,-0.75,0.6
+Bathroom Decorating Ideas,Don't know I try open candy game comes .....uninstalled,Negative,-0.2,0.45
+Bathroom Decorating Ideas,MySpace Awesome thanks sharing.,Positive,0.6,0.6
+Bathroom Decorating Ideas,Junk Not useful,Negative,-0.15,0.0
+Bathroom Decorating Ideas,Darker taste,Neutral,0.0,0.0
+Bathroom Decorating Ideas,Decorating Ideas Useful affordable ideas.,Positive,0.3,0.0
+Bathroom Decorating Ideas,Decoration Seating room decoration,Neutral,0.0,0.0
+Bathroom Decorating Ideas,Bedroom decoration Lovely,Positive,0.5,0.75
+Bathroom Decorating Ideas,"New App!!! Specializing remodel bathrooms,old style,new ultra modern.",Positive,0.23316761363636362,0.37727272727272726
+Bathroom Decorating Ideas,"Ceo afs Floor care""",Neutral,0.0,0.0
+Bathroom Decorating Ideas,Great Beautiful ideas bathroom design decoration.Thanks developer.,Positive,0.825,0.875
+Bathroom Decorating Ideas,Very cool awesome idea done upgrade renovation,Positive,0.7275,0.9225000000000001
+Bathroom Decorating Ideas,Home & Property Staging,Neutral,0.0,0.0
+Bathroom Decorating Ideas,Amazing I looking this.,Positive,0.6000000000000001,0.9
+Bathroom Decorating Ideas,I like,Neutral,0.0,0.0
+Bathroom Decorating Ideas,Specialising bathroom decorations renovations. Excellent,Positive,1.0,1.0
+Bathroom Decorating Ideas,Bathroom Exquisite,Positive,1.0,1.0
+Bathroom Decorating Ideas,Bathrooms Dona,Neutral,0.0,0.0
+Bathroom Decorating Ideas,Waste time,Negative,-0.2,0.0
+Bathroom Decorating Ideas,Magic So easy,Positive,0.4666666666666667,0.9166666666666667
+Bathroom Decorating Ideas,great awesome loved,Positive,0.8333333333333334,0.85
+Bathroom Decorating Ideas,Ok,Positive,0.5,0.5
+Bathroom Decorating Ideas,Average,Negative,-0.15,0.39999999999999997
+Bathroom Decorating Ideas,Is beautiful Classic,Positive,0.5083333333333333,0.5833333333333334
+Bathroom Decorating Ideas,I’m impressed,Positive,1.0,1.0
+Bathroom Decorating Ideas,Beautiful,Positive,0.85,1.0
+Bathroom Decorating Ideas,Delightful,Positive,1.0,1.0
+Bathroom Decorating Ideas,Beautiful,Positive,0.85,1.0
+Bathroom Decorating Ideas,Awesome,Positive,1.0,1.0
+Bathroom Decorating Ideas,"great really loved "" thanks sharing this:)",Positive,0.55,0.6875
+Bathroom Decorating Ideas,Just pics Just pictures bathrooms. Toggle buttons close ads accidentally,Neutral,0.0,0.0
+Bathroom Decorating Ideas,"Bed room setting ideas Very nice ideas, I want change bed setup.",Positive,0.78,1.0
+Bathroom Decorating Ideas,"No No program, shows bathroom pictures",Neutral,0.0,0.0
+Bathroom Decorating Ideas,THE LOOK Trendy different...love these.,Positive,0.6,0.9
+Bathroom Decorating Ideas,Old It's copied Google,Positive,0.1,0.2
+Bathroom Decorating Ideas,My style I would choose myself.,Neutral,0.0,0.0
+Bathroom Decorating Ideas,Love This helpful),Positive,0.5,0.6
+Bathroom Decorating Ideas,Bathroom 2nd best relaxing place house. The best ever!,Positive,0.6666666666666666,0.19999999999999998
+Bathroom Decorating Ideas,Ok.. Very modern & cold looking pics. Not style. Uninstalled.,Negative,-0.16999999999999998,0.6950000000000001
+Bathroom Decorating Ideas,New era Cooper city,Positive,0.13636363636363635,0.45454545454545453
+Battlelands Royale,"I make 5 star review fix exp system add add buddies game. For reason exp system award kills? It changes place... I 7 killa got 10 place got 12 exp??? Not worth it, skins way expensiv... Full Review",Negative,-0.0666666666666667,0.35000000000000003
+Battlelands Royale,"Very addicting, fun. problem though, I'm tight space, like zone small duos, I can't shoot opponent instead bullets go teammate fly I end losing that. If could fix greatly appreciated I rate 5 stars fix",Positive,0.17857142857142858,0.3642857142857143
+Battlelands Royale,"It's clear majority game composed various aspects ripped directly Fortnite Pubg (I mean look friggin' logo Christ's sakes). It's shame chose route could throw something together quickly possible using popular battle royale games essentially copy from, instead kind originality. That aside, entertaining decent time killer, nonetheless.",Positive,0.12310606060606061,0.6215909090909091
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,"This great game... good graphics, control. This game fun... But Playing without getting kind reward give us feel accomplishment... In game fill experience bar level get rewards... It's give reward kills... also level based reward system give us reward without us Battle Pass... So I'd like company seriously consider problem... Otherwise good game potential...",Positive,0.10606060606060609,0.5742424242424242
+Battlelands Royale,This game honestly awesome! I play gf time sister bf play together well! I Would definitely recommend anyone looking fun game! The thing would like say really hope developers keep updating game! There's many games update make better! 4 stars,Positive,0.1361111111111111,0.4555555555555555
+Battlelands Royale,"An amazing game nice cartoon graphics. However, copy battle royale game fortnite noticable, however makes difference game play all! This best Battle royale app, we're around 30 plays going head head solo, buddy duo (where add friend) random duo.",Positive,0.05714285714285715,0.557142857142857
+Battlelands Royale,"This exactly I looking for. Something fun. Not challenging fair. Only thing I would like see teammate id add friends. that, I enjoying game matter like pubg fortnite, fun either way, skills everyone level.",Positive,0.17500000000000002,0.5687500000000001
+Battlelands Royale,"Great game, addicting! Nice touch battle royal mobile! Only thing I think needs added ability gun automatically equip it. When heavy battle waiting equip work. It still equip option standing confirm want gun really need gun equip. Keeping health shield wait maybe lower wait time bit?",Positive,0.17500000000000002,0.6416666666666667
+Battlelands Royale,I love game! It's fast paced zone moves quickly really fun! Only problem can't get battle pass free pas tout pay even level 100 explosion bazooka/RPG op,Positive,0.1625,0.6
+Battlelands Royale,"The idea good. The theam looks like fortnight. Cute battle royal game small (under 200mb) packge. But game devolopers make hard level earn gold buy stuff.forceing us buy things real money microtransaction. .game devolopers. If read plz make reasonable. Plz make rewarding little bit more.lower cost gold coins shop. And add MORE WEPONS, BOMBS,TRAPS, HOLOGRAME DECOY DEVISES, TELEPORTATION DEVISES. importantly "" diveroll"" make option jump away incoming attakes.like type games. And pleeeez ask give us gold coin match.i waiting update. Thank",Positive,0.12256944444444444,0.6034722222222222
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,"The game lot potential mobile game developers created money grabber/cash cow attempting utilize success fortnite advantage. Fortnite listens players, game even make possible obtain battle pass grinding/free players.",Negative,-0.1476190476190476,0.48095238095238096
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,"LOTS OF ROOM TO IMPROVE! First off, beautiful game. Simple concept, great product concurrent social demand battle royale themed games! However, balance weapons bit off. Shotguns bit strong regards power range. If I'm getting 6 9 damage rifle max range, shotgun popping back 25 30 damage. All all, game pretty great. I love pace play. I see guns eventually come, I see opportunity fix balancing issues. Thanks taking time create product, I hope see game grow soon!",Positive,0.2017857142857143,0.49931972789115653
+Battlelands Royale,"Instantly addictive. Unlike others mobile battle royals, game try first person shooter limited mobile controls. The top view perfect. Anyone play enjoy game. This game deserves several million downloads million downloads barely wait trying get match. This perfect mobile battle royal.",Positive,0.1607142857142857,0.47301587301587306
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,"I like it, good alternative Fortnite users. But, can't tell difference small med kits big ones (same shields) unless side side. Battle Pass costs much. Lower price.",Positive,0.12999999999999998,0.28500000000000003
+Battlelands Royale,Great game overall prizes get leveling great unless pay battle pass. Difficult earn money difficult add people unless know ID (which show). It's good fun great way pass time. Fornite PUBG way better though.,Positive,0.25,0.595
+Battlelands Royale,"I know I gave 3 stars, I still would recommend it. Good mobile game. A bite size battle royale. The 2 main issues I playing friends balancing issues. I tried playing friend always said offline, even playing room. Also, lot game comes hp. And fact stand health packs battle gain hp help win fight. But runs seamlessly fun game play waiting appointment little bit free time. Reminder:JUST BECAUSE I GAVE IT 3 STARS THAT DOES NOT MEAN I WOULD NOT RECOMMEND. BECAUSE I DO.",Positive,0.11354166666666665,0.4720833333333333
+Battlelands Royale,The game awesome problem 1.the map small 2. It good weapon inventory 3. It nice voice chat 4. much weapons game 5.its hard get money gold game hope guys something game good really good,Positive,0.14652777777777773,0.545138888888889
+Battlelands Royale,"Best battle royal game play store moment. clean crisp game cost money free. havnt encountered add either. subtracted star isnt perfect game. gotta say, almoat there. lacking something cant put finger it. good game valued 4 stars moment. Pros *Clean Crisp *Simple *Challenging *Competetive *doesn't lag *real players Cons *Small Game *Lacking Maps *Only Couple Game Modes *No Communication players",Positive,0.1254385964912281,0.5468671679197996
+Battlelands Royale,"This far favourite games android! It close 5* game couple flaws! Improve buddy system, add new maps, reward system feels extremely weak, I played free felt little reward time put in. I bought battle pass feel either case much return playing game. It also feels like going get really expensive time, I buying does! The gameplay, graphics enjoyment reward players better!",Negative,-0.060113636363636355,0.5579545454545455
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,"The game fun, improvements. I like I dont get experience Kills. I get 7 8 kills match lose someone camping. Also, leaderboards. Leaderboards That viewed categories using stats. Keepimg working game. I play everyday.",Negative,-0.175,0.4
+Battlelands Royale,"This game rip Fortnite PUBG EXP system rigged, I 3 kills get 5 EXP get rewards level instead every battle. That aside I would love thank creators game fix last touchscreen PLS, really great game.",Positive,0.016666666666666663,0.4361111111111111
+Battlelands Royale,Such amazing game! The graphics gameplay great! I love different types guns unique way! I tried buy coins battle pass error. It ok I got refund. Overall great game I absolutely recommend it!,Positive,0.2682291666666667,0.6083333333333334
+Battlelands Royale,I really enjoy game!!! It's lots fun graphics fun!!! Saying things changed...first add guns!!!!! There's lot guns would fun more!!!! This game also easier leveling system!!!! I many games killed many opponents I'm still level 15!!!! One important add free customizations!!!!!!! PLEASE!!!!! I DONT NEED TO EXPLAIN THIS ONE!!!! Optional things would definitely make game better!!! When hide behind trees buildings show shadow make hiding place like bushes. Make places go inside would also cool!!! Also!!!!! Please add map!!! The map small!!! This big deal make control parachute!!! Other things game great!!!,Positive,0.23206676136363633,0.453409090909091
+Battlelands Royale,"Add guns, please put effort securing servers. A lot times lag unbearable. Stop trying money grab though. Because people like game spend money it. So dedicate time listening fanbase perfecting game alright. Dont copy unique.",Negative,-0.1416666666666667,0.6
+Battlelands Royale,I feel like damage consistency little off. Also would like sensitivity option. That would help alot people shake bit playing. Overall go mobile BR small adjustments I'm sure everyone play this. Small tweaks combat stuff.,Negative,-0.0375,0.4377777777777777
+Battlelands Royale,"Can add easier way unlock Battle Pass like coin rewards Free Pass daily rewards tab. The Daily rewards go Day 7 login every day Day 7 unlock coins new skin. Just add new way achieve coins. Otherwise, game amazing.",Positive,0.12467532467532469,0.4298701298701299
+Battlelands Royale,This game poorly balanced. You hold 1 gun. Shotgun weapon really matters. On duos land teamate function. Too little guns. No vehicle speed boost. Cant medkit u decent inventory. No way escape battle. Unless ypu fix problems immediately thus game near unplayable.,Negative,-0.1651041666666667,0.4833333333333333
+Battlelands Royale,"The games actually really fun art style adorable! However, O think wider variety guns game. I another thing I wanted say I remember. Oh well.. game overall addictive I really like it.",Positive,0.04642857142857143,0.4428571428571429
+Battlelands Royale,"Despite fact game direct RIP fortnite, works well mobile substitute. The thing I problem power weapons. The shotgun ridiculously broken ar sniper insanely weak comparison. I know I something wrong, I hit 35 damage shotgun shot somebody, ar I 7 damage per shot much range fire rate shotgun. Now, I want guns overpowered come on, ridiculous.",Negative,-0.24404761904761907,0.5607142857142857
+Battlelands Royale,"This amazing game requests. You add guns. Such mp5, ak 47, double barren shot gun. Also, pistol kind would nice. You add mire ammo bazooka damage ar 10. This game would amazing added. Thank you.",Positive,0.2,0.6250000000000001
+Battlelands Royale,There convenient way add friends makes community building aspect difficult takes away enjoyment game. Also clear rather paying players vs. Nonpayment almost gear free players kinda sad. I love graphics overall fun game adjustments needed perhaps content differing battle modes....food thought.,Negative,-0.05555555555555555,0.5314814814814814
+Battlelands Royale,This game pretty good I 3 friends play game I want play once. I able allowed duos. Also money much £12 1500 battle bucks. That quite ridiculous. Please lower price help lot people.,Positive,0.0738095238095238,0.6035714285714285
+Battlelands Royale,Can even get battle pass used real money gold. Why fist must better shotgun? You need skill win need auto gun full hp shild all.,Positive,0.4625,0.43750000000000006
+Battlelands Royale,Not bad game. But 1 star battle pass totally jacked. Free play players get almost nothing. Battle pass purchasers get something every level. Ridiculous. I'm spending 14 dollars shallow game. Y'all damn minds.,Negative,-0.10238095238095239,0.6452380952380954
+Battlelands Royale,The touch screen joystick worst idea...sometimes lag. Why launch pc version atleast? You made love game made get sucking experience able control character gameplay properly. :( Please launch pc version,Negative,-0.19166666666666665,0.6208333333333333
+Battlelands Royale,"I think game amazing addictive. My complaint weapon obtaining system, stand still couple seconds. It's big deal, I hope changed future.",Negative,-0.016666666666666653,0.43750000000000006
+Battlelands Royale,This game getting boring minute. I mean play like without getting reward. There rewards every kill. But hea matter haw many kill get nothing.,Negative,-0.303125,0.646875
+Battlelands Royale,"This game addictive things changed made better, as: More Weapons Rarities guns make Battle pass days longer And also Make map bigger lots different biomes I absolutely love game like fortnite really cool cartoon version. Oh yeah thing improve Rarities skins add skins onto battle pass put things onto item shop. Thank You making game I hope come really successful game☺☺☺",Positive,0.12727272727272726,0.5818181818181819
+Battlelands Royale,"I like game. It's exactly like Fortnite (which games try be) addictive. My two complaints 1. The controls need less sensitivity 2. I hate item shop battle pass items. The battle pass says items ""exclusive"" true.",Negative,-0.1277777777777778,0.5277777777777778
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,"Great game; fast paced, fun, easy learn! My problem game mentioned could hold gun time. Took games realise it. Other wise amazing game guys!",Positive,0.1716666666666667,0.5758333333333334
+Battlelands Royale,"Easy game. The experience earned match pathetic though. I like system leveling up. Don't care earning items considering free version I play xp earned isnt even effected damage kills, placement. This game well making worth free version.",Negative,-0.038095238095238106,0.619047619047619
+Battlelands Royale,"Cheating problem seems fixed.... experiance system... top 3 ever get 20, 30, 50 exp. If first die, get 5exp reguardless... match take 10 mins fully complete. If bad player litterally jump match, die first, load another repeat 10 mins. Its possible net 25 30 exp way every 10 mins guaranteed. The reason ypu ive spent almost 8 mins match killed 5 ppl died pnly get 12exp I could gotten 15 20....",Positive,0.02000000000000001,0.35333333333333333
+Battlelands Royale,"1. You get 5 10 ammo added additional gun pick gun equipped with. 2. Hand hand combat WEAKEST attack, strongest.",Neutral,0.0,0.0
+Battlelands Royale,"Honestly, people criticise game enough weapons copy pubg fortnite. This game perfect way is. The problem I would game battle pass costs much I would definitely recommend game.",Positive,0.022222222222222206,0.5222222222222224
+Battlelands Royale,"This game perfect small, fun battleroyale game play store. However though game amazing definitely lacks key features. Some key features I'm talking balance weapon damage. The damage overall good lacks balancement. Another key feature I found report button. This I'm seeing key players end game kills. Other 2 things I mentioned, I'm sold game. There pretty expensive purchases get coin able spend battlepass necessary part game. Hope devs see helps persuade users play",Positive,0.003409090909090902,0.6227272727272727
+Battlelands Royale,"This really cool game kinda like fortnite/Pub I think everyone chance level get money time I started I realised can't get battle pass I want wait long, others hand really cool game! Keep",Negative,-0.05000000000000001,0.5
+Battlelands Royale,"The explosion radius missile launcher needs reduced, since literally shots. People without battle passes need rewards, like dances emotes. Longer game mode would fun too.",Negative,-0.05000000000000002,0.30000000000000004
+Battlelands Royale,"This game could alot better. The damage guns atrocious, basically impossible kill someone. Please buff guns, ill give game 5 star rating.",Negative,-0.3611111111111111,0.7166666666666667
+Battlelands Royale,"I LOVE app, change I think need make xp, I 17 kill game got 8th place received 12 xp, I got 0 kills 8th place. It place based, kills give bonus xp. Which reason I probably going buy battle pass",Positive,0.04999999999999999,0.5
+Battlelands Royale,3 things need change. 1. Remove bush things make invisible. 2. If object character enemy able see them. And 3. Take trees replace crates cover. Cool concept tho,Positive,0.425,0.6375
+Battlelands Royale,"Costs 6$ want ever unlock cosmetics, I hate. On flip side, pay win. Simple, solid game. Only map. Map always shrinks roughly spot. Doesn't much data lag.",Negative,-0.0375,0.4696428571428572
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,"It's fun but.. Is even inventory system? Also, I really like top-down view, I honestly thought gameplay would similar Call Mini series, mostly perspective.",Positive,0.32,0.44000000000000006
+Battlelands Royale,Awesome game. One button shooting. As option. Instead direction shooting. One button would good alternative. You already move direction. After getting level 6 see earning pass would take days upon days without paying. The ones gullable. I delete.,Positive,0.4333333333333333,0.6666666666666666
+Battlelands Royale,"Uhh..The game great ate shooting gun weird. Also free pass awful. 50 coins , 1 parachute, useless emote two skins simple. But anyways gameplay awesome.",Negative,-0.024999999999999994,0.6883928571428571
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,"This game best battle royale games market. It simple controls,great graphics, gameplay fun engaging. The third person perspective is, opinion, better phones first. Great job!",Positive,0.33888888888888885,0.3933862433862434
+Battlelands Royale,I'm giving 3 stars 1. When u shoot sometimes kills u ur target time I hate 2. Can u add power ups? And 3. STOP COPYING FORTNITE,Negative,-0.8,0.9
+Battlelands Royale,Do touch game especially kid phone - drain bank account. They know exactly targeting strategy beneath contempt.,Negative,-0.05000000000000001,0.5499999999999999
+Battlelands Royale,"Great game. But needs lot improvements. First all, sniper rifle needs deal WAY damage. And bring prices otherwise free players (like me) cant get battle pass.",Positive,0.2625,0.5708333333333333
+Battlelands Royale,The major issue much lag comes play. I've enemy die continue shoot killed went screen. They also need fix solo teaming. Almost every 3rd game I play I see players teaming.,Negative,-0.0675,0.22000000000000003
+Battlelands Royale,I love game. The thing spend money gane impossible battle pass. And reward bad. I love game. But need make free play,Negative,-0.1095238095238095,0.6380952380952382
+Battlelands Royale,"This game sucks. When fight gun near by, pick worse gun end dying. Super frustrating. Also hand stronger gun game",Negative,-0.20952380952380953,0.5238095238095238
+Battlelands Royale,The game f-ing suck... It stupid. Even full health 1 shut sniper dead,Negative,-0.2625,0.5875
+Battlelands Royale,It's good quick battle royale game live duo play available battle pass available paying players. It costs 560 total rewards free players add 200. TLDR: Free players never get battle pass rewards.,Positive,0.26329966329966326,0.5722222222222222
+Battlelands Royale,OMG I LOVE THIS GAME! It fun addicting graphics good game play. Needs guns tho thing needs. WOW best games played awhile,Positive,0.24285714285714285,0.5
+Battlelands Royale,"I loved app, copy real fortnite. If could make update squad someday I would really appreciate it. Also could try add building breaking trees, rocks would really helpful",Positive,0.32499999999999996,0.375
+Battlelands Royale,It shows friend active is...it makes sense. And plus shields either need increased number per round. Or needs give shield,Negative,-0.16666666666666669,0.5
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,This game opinion bad. battle pass expensive. u dont even get enough get close. 6 guns....6. view choice 3rd person birds eye view.,Negative,-0.31999999999999995,0.4533333333333333
+Battlelands Royale,nan,nan,nan,nan
+Battlelands Royale,It's good game. But I 2 problems it. 1. The storm comes 5 seconds. And 2. The ak47 literally 6 damage fire rate low. Plz make better increase time run storm,Positive,0.19999999999999998,0.45
+Battlelands Royale,"Overall, fun wee game play. Only thing miss graphics options. I older phone struggles sometimes. Being able manually drop settings might help",Positive,0.09444444444444444,0.42638888888888893
+Battlelands Royale,Great gameplay smooth controls great graphics. I hate I suck much can't get past two kills I top 30. I'll keep though. Just something I rage quit every then.,Positive,0.2357142857142857,0.55
+Battlelands Royale,Great game especially fortnite. PLS add squads. It would much better game squads. Another thing pls either make easier get battle pass easier get Battle bus. I'm sort person would spend money games know people feel same.,Positive,0.08333333333333333,0.5291666666666667
+Battlelands Royale,Only map large enough variety would nice. Going levels incredibly unrewarding unless pay season pass. This feels like beta version due lack content.,Positive,0.2648809523809524,0.7005952380952382
+Battlelands Royale,Really amazing game couple things still missing. Adding squad mode would awesome! Also make get kills get game rank come. Leveling playing games difficult tedious task.,Negative,-0.15000000000000002,0.70625
+Battlelands Royale,Best mobile game I ever played life I'm addicted I can't stop playing. It's fun I hope day maybe devs hook maybe couple battle bucks.,Positive,0.12499999999999999,0.37499999999999994
+Battlelands Royale,"Too laggy. Especially combat really dont need laggy. Also able switch guns would nice. Could fun game, fix lag",Positive,0.19999999999999996,0.5708333333333334
+Battlelands Royale,I downloaded game really fun game. But I problem. I trying play friend I sent friend request. He accepted always showing offline even though sitting beside game open. I cannot play him. Please fix ASAP!!!!,Negative,-0.18,0.38
+Battlelands Royale,"Great game actually, thing missing, MOTIVATION. Cmon devs. Give us items free acc. Sooner later people get bored limited gifts give. Hehe. That's",Positive,0.003571428571428583,0.40535714285714286
+Battlelands Royale,First thing I trying send request sister I never received tried never worked. Second I wish thier squad 50v50 please fix add I would give five stars thank,Positive,0.125,0.16666666666666666
+Battlelands Royale,"Great game, real problem hacks. In solo, often winner 6 games played 4 wins. We remember kid used circle, circle, circle, square, triangle, circle first go game? Well kids playing Unfortunately.",Positive,0.03571428571428573,0.48333333333333334
+Battlelands Royale,It fun fortnite copy version Android. I personally think sad I can't get buddies says request sent I'll never received one. Pls fix,Negative,-0.06666666666666667,0.5
+Battlelands Royale,Levelling takes soo long.. bought pass.. But guys like fortnite? No need challenges give people bought pass xp boost.. I know something like 20 xp every match played.. kills too.. every kill 5-10 xp.. every match 7-8 kills die final fight dont close range weapons ammo.. please 2 weapons difderent category... So skill based lucky..,Positive,0.09444444444444444,0.7444444444444445
+Battlelands Royale,playing phone cause game keep saying connection error tablet. even full bars still love game though,Positive,0.012499999999999983,0.48750000000000004
+Battlelands Royale,"A blatent cash grab popular BR style game mode featured Fortnite Player Unknowns Battlegrounds. While top-down design ads twist something fresh scene. It's clear art design taking existing styles, outfits gamble deceive uneducated users games made genre explode. The font ripped Epic Games Fortnite, casual attire male model taken Player Unknowns Battlegrounds. The efforts make something unique ruined tarnished cheap tricks offers interesting story outside gameplay. Overall, worth time.",Positive,0.13392857142857142,0.42142857142857143
+Battlelands Royale,Can't get Battle Pass without spending real world money. This makes game annoying. There ways earning coins getting Battle Pass free.,Negative,-0.15,0.6000000000000001
+Battlelands Royale,"This game excellent mechanics, little bugs, nice graphics, outstanding battle pass! My problem price battle pass. It seems bit over-priced .moment",Positive,0.3275,0.755
+Battlelands Royale,"BATTLELANDS ROYALE- Cashing Fortnite PUBG franchises great effect. This addictive game hook keeps wanting more. Good social media influences amazing UI. Graphics PRO quality game environment drags another world. Plenty unlockables good currency (IAC). Ad content forced, yet seek it. Beware- game keep night. Check full review YT channel.",Positive,0.18194444444444446,0.5222222222222223
+Battlelands Royale,"Need Improvement:- 1- Need skills like double kill, double run, invisible, EMP, Auto Target etc. 2- Need Leaderboard 3- Need clan & war 4- Need weapon update. 5- Need different areas",Neutral,0.0,0.19999999999999998
+Battlelands Royale,Improve weapon damage range. Atleast sniper much range sight. The assault rifle retarded af.,Negative,-0.30000000000000004,0.5
+Battlelands Royale,Great little game. Only criticism would difficult earn fun custom stuff without paying lot money buy battle pass. And £6 lot type game (fortnite cheaper). Personally I think bit free stuff customise slightly cheaper battle passes would guve mich bugger user base add lot value.,Negative,-0.08674242424242425,0.5924242424242424
+Be A Legend: Soccer,"Please fix mother ****** This game best games PS year u fix loading problem. This game take long time load info, walk 5km, go work 9am till 6pm,take shower n sleep night 8pm 6am game still keep loading untill phone died 3 min... Full Review",Positive,0.016666666666666653,0.4083333333333334
+Be A Legend: Soccer,Keep getting lost connection even buy coins Waste money. Better buck up. Also buy upgrade improve players.. league teams also improve amount.. doesnt make sense. Uninstall it..dont download!,Positive,0.2125,0.25
+Be A Legend: Soccer,"Good game issue It`s well-designed game sure. But time u try watch video get coins, black screen appears locks game. After time gets annoying. If fix game deserves 5 stars.",Negative,-0.17083333333333334,0.5527777777777778
+Be A Legend: Soccer,"Take ages load game,problem connection. Great game took forever load, specially upgrading player starting game. The dev never fix issues please something report game removed play store",Negative,-0.007142857142857155,0.4369047619047619
+Be A Legend: Soccer,This game really worth 5 stars bugs fixed. The games stuck everytime golden circle appears screen. Very bad bugs. I quite disappointed video ads. But Im done golden circle problem appears. Thank you.,Negative,-0.1514285714285714,0.4738095238095238
+Be A Legend: Soccer,"Connection issues First off, game huge. So, prepared longest load life. When finally get play, last long. You constantly get disconnected connection issues even fully connected internet. Don't bother.",Positive,0.02857142857142858,0.4904761904761905
+Be A Legend: Soccer,"Good game. Bad server Interesting concept gameplay. Can types mini games. Constant long load times, dropping connection losing game progress match makes frustrating.",Negative,-0.09375,0.525
+Be A Legend: Soccer,"Awful. Just awful. I've played many bad game day, especially mobile devices takes cake. The gameplay poor makes cringe, repeating animation again. Don't even get started greed all, wanting money every corner. Do play game.",Negative,-0.42499999999999993,0.6958333333333333
+Be A Legend: Soccer,"Connection issues (5* fixed) First I say game actually loads, get game, fun game smart different mechanics. Although every decision pretty much goal needs lot work make game enjoyable. The issue I got menu I wanted 3 10 attempts 1 let come save change. The connection drops almost constantly make game unplayable. With fixed easily 5*",Negative,-0.0029100529100529182,0.4412698412698413
+Be A Legend: Soccer,I hated terriblest game I never thought would bad I know I still know get transfers market. And saying get better goalkeeper I know get transfers market. And I'm getting lots messages thing ill rate 5 stars fix please I tell everyone I know never get it. So far everyone never get terrible game please listen formed Carwyn Williams.,Negative,-0.4125,0.7083333333333334
+Be A Legend: Soccer,"This game quite boring short while. After winning losing I could already predict match results be. By way, could PLEASE improve matches e.g Knowing people's levels first instead saying match going b difficult ez anything. If lose, I rly idea buying kits would help me. Even I buy 1 wouldnt help AT ALL. Please improve im hating prove it. If ur spanish anything plz translate words. Thaank u.",Negative,-0.16428571428571428,0.5404761904761906
+Be A Legend: Soccer,"Doesn't Work. The first time I opened never even loaded. The screen frozen. Then, second time I went play it, froze closed. Please fix looks like good game.",Positive,0.09,0.28666666666666674
+Be A Legend: Soccer,"Money money Unless want throw money it, play. I'm stuck forever without able upgrade skills",Positive,0.5,0.625
+Be A Legend: Soccer,Keeps freezing It started good every time I try anything takes ever load tell I need check connection... I full bars!!,Positive,0.6234375,0.5750000000000001
+Be A Legend: Soccer,"Orange Circle Bug Problem OK game beginning looks well! I think game deserve 5 stars fix loading orange circle bug... Every time I buy item, I need stop game process restart continue... I sure care... Thank :)",Positive,0.033333333333333326,0.5981481481481482
+Be A Legend: Soccer,"Loses connection time Can't even play fist game, drops connection. Crappy game. Don't waste time. Super long load",Negative,-0.16944444444444448,0.3277777777777778
+Be A Legend: Soccer,"Connection issues Uninstalled, looked promising even start up, would rate stars I could!!",Positive,0.3125,0.5
+Be A Legend: Soccer,Won't work Keeps saying connection lost even takes forever loading. Please fix I looking forward playing,Neutral,0.0,0.0
+Be A Legend: Soccer,"Quick-Time Event Disguise Though concept fantastic, execution quite simply terrible. A reaction based button masher little time actual thought. Stay away.",Negative,-0.196875,0.625
+Be A Legend: Soccer,"Okay game Loading isnt super slow fast, overtime gets annoying wait alot screen screen load. Game mechanics look good, energy based type game wait regain energy unless watch video game currency.",Negative,-0.09666666666666669,0.5266666666666667
+Be A Legend: Soccer,"I came back game surprise, old game data exist anymore. Probably I'm problem. Please fix it. Thanks good day",Positive,0.033333333333333326,0.3
+Be A Legend: Soccer,Bad game No matter still ball fun losing time,Negative,-0.2666666666666666,0.4222222222222222
+Be A Legend: Soccer,Stupid game Server connected still game run. Try way many times I wasted time,Negative,-0.26,0.45999999999999996
+Be A Legend: Soccer,Great game but... I believe game great potential every 5-10 minutes says lost connection (even though I haven't) I load game takes ages. If fix problem connection lost I definitely rate 5 stars!,Positive,0.05714285714285715,0.5999999999999999
+Be A Legend: Soccer,"It's good I problem everytime go locker room, everytime tap 'clothes/packs' neve respond fast need tap continously fast.and every time want buy clothes, always said connection failed. I hating much can't encrease mu player poin. And connection always fine. Plz fix that!",Positive,0.22416666666666663,0.44000000000000006
+Be A Legend: Soccer,"Don't waste money IAP This really annoying. I purchased many coins upgrade player defeat opponents, whenever I upgrade player, opponents immediately get harder can't defeated. I find upgrading player wasting money....really waste money time. It truly scam.",Negative,-0.16,0.27999999999999997
+Be A Legend: Soccer,Started crash I loved game updated I can't get onto account I try log Facebook account says loss signal I b deleting game,Negative,-0.03333333333333336,0.5333333333333333
+Be A Legend: Soccer,Can't stay connected Games ok with playing game can't stay connected minute,Positive,0.04999999999999999,0.45
+Be A Legend: Soccer,Amazing! This game superb. Just nailed it. I playing game HP tab. It running smoothly WiFi taking 2-3 seconds load game complaints game. This game deserves editors choice. This game teaches us become football legend. The gameplay really good. Whenever I play game I feel I real footballer. :-) B-),Positive,0.057692307692307696,0.5461538461538462
+Be A Legend: Soccer,"Shame...Was enjoying game, even open. I bought coins time I open I get screen saying ""*aviso_nueva_vesion_titulo*""...Unplayable",Positive,0.024999999999999994,0.5
+Be A Legend: Soccer,This game rocks But seriously really hard earn cash u least make easy earn money game awesome,Positive,0.006944444444444438,0.5958333333333333
+Be A Legend: Soccer,"Good game, horrible program The idea game nice crashed frequently point playing anymore... Crap...",Negative,-0.17142857142857146,0.6428571428571429
+Be A Legend: Soccer,"No matter much increase stats, league opponents still much better you, meaningless. Nice concept bad gameplay",Positive,0.020000000000000018,0.6733333333333333
+Be A Legend: Soccer,It used fun Until kept getting connection lost. Now cant even play game would 5 stars fixed,Negative,-9.25185853854297e-18,0.26666666666666666
+Be A Legend: Soccer,"Truth It bad game lose ball score, rely stats, season take forever crushes I wish made another company",Negative,-0.5499999999999999,0.5333333333333333
+Be A Legend: Soccer,cant rate cause even played game dont know what looks like cause loading like sitting watch 3 hours indian movie,Negative,-0.4,0.4
+Be A Legend: Soccer,Looks nice But load start keeps saying something spanish taking back store idk I'll keep case guys fix I wanna try,Positive,0.19999999999999998,0.3333333333333333
+Be A Legend: Soccer,Be legend It takes much time load. Very slow game. If take much time load deserves 5 stars.,Negative,-0.09750000000000002,0.33
+Be A Legend: Soccer,Wouldn't even start properly The crashed constantly... Really disappointed :(,Negative,-0.375,0.5458333333333334
+Be A Legend: Soccer,nan,nan,nan,nan
+Be A Legend: Soccer,"This game makes sense, happens completely random whatever I do, fail, like pass ball space? Graphics good gameplay alright controls problem.",Negative,-0.175,0.45
+Be A Legend: Soccer,"Supreme disappointment Downloaded kicked twice ""server maintenance"" last 2 hours... idea good game.",Negative,-0.07500000000000001,0.3666666666666667
+Be A Legend: Soccer,"The stupid foolish world I know took time game, week I can't play connect either. Very bad",Negative,-0.7033333333333333,0.7555555555555555
+Be A Legend: Soccer,"cant log facebook every time try log facebook,it always hang pls fix rate 5 stars",Neutral,0.0,0.0
+Be A Legend: Soccer,Waste time Set game let people play? Awesome!!,Positive,0.1333333333333333,0.4666666666666666
+Be A Legend: Soccer,"First time I make character I fun Then I choose leugue indonesian leugue. I cannot choose club offer. BECAUSE, The club offer seeing !!!.. I choose another leugue like !!",Positive,0.582763671875,0.26666666666666666
+Be A Legend: Soccer,"You could start putting difficult teams least lvl 10, game instead choose 2 buttons, challenge complete chances scoring rises, last least, DO NOT MAKE ME WATCH AN ADVERTISING AND DONT SCORE ANYWAY",Negative,-0.23333333333333336,0.4444444444444444
+Be A Legend: Soccer,"Can't acces old account When installed game first time logged facebook , made amazing progress formatex mopile downloaded game cant join facebook every time try says connection lost made new account tried sync data facebook says facebook already sync woth another account , rate 5 please tell continue playing old account sync facebook",Positive,0.05519480519480519,0.4125541125541126
+Be A Legend: Soccer,You think funny?.... internet still on... lost connection..... right im gonna report games,Positive,0.26785714285714285,0.7678571428571428
+Be A Legend: Soccer,Will start No idea game like hangs first loading screen :-\,Negative,-0.07500000000000001,0.3666666666666667
+Be A Legend: Soccer,Good game This really good doesn't make sense 2 options last ditch challenge head meat last ditch challenge instead head,Positive,0.19999999999999998,0.3466666666666667
+Be A Legend: Soccer,"The tutorial/beginning funnest part game, there's thing close match, I either beat opponents easily, I get owned, fun I tell first seconds match whether I'm going win lose, difficulty needs balancing sure. Also awhile game stops letting watch ads stuff free, sad game potential good, pay2win.",Positive,0.14027777777777775,0.6046296296296297
+Be A Legend: Soccer,Not good It work I try play even connection great wo work,Positive,0.22500000000000003,0.675
+Be A Legend: Soccer,Horrible Takes forever load loads play two minutes freezes,Negative,-1.0,1.0
+Be A Legend: Soccer,CONNECTION EVERYTIME I PLAY THIS GAME I GO INTO A GAME AND I WIN AT THE END IT ALWAYS SAYS CONNECTION LOST!!! ITS FOR SURE NOT ME MY INTERNET IS REALLY GOOD SO IM HATING THIS GAME RIGHT NOW,Positive,0.18367346938775508,0.5178004535147392
+Be A Legend: Soccer,Always get Connection lost problem Get rid connection problem get money. Similarly phrase? How I play even purchasing I get connecting lost every 2 mins restart game? It take long time every loading screen. Think it.,Negative,-0.15,0.4000000000000001
+Be A Legend: Soccer,TERRIBLE The time takes load something unbeliveable.you cant anything make sure dont shoot score(you 1 chance cannot move goalie players).you cant score whislt running(you score free kick),Negative,-0.033333333333333326,0.8962962962962964
+Be A Legend: Soccer,Meh Loading game takes much time. Plus game crashes much I always get connection lost error even though I'm close WiFi. I'M VERY CLOSE INDEED,Negative,-0.040000000000000015,0.3
+Be A Legend: Soccer,"Froze I brand new tablet, game froze multiple times. It would freeze trying load screen, never give purchase. Worst game I played",Negative,-0.3327272727272727,0.45090909090909087
+Be A Legend: Soccer,"I'll Change rating fix glitch Everytime I go career mode, finish training, goes back home page.. resets, says didnt",Neutral,0.0,0.0
+Be A Legend: Soccer,Great game Please improve...server look always lose connection..,Positive,0.2,0.575
+Be A Legend: Soccer,It load So I went game first time let play I needed pick opponent game froze I went home screen went back game kept saying retry even though I WiFi load plz fix bug I rate 5 I plz fix bug I'm samsung galaxy tab 4,Negative,-0.19,0.30666666666666664
+Be A Legend: Soccer,Server Downloaded yesterday still able get past first loading screen cuz says server maintenance. I'm giving 1 day I delete,Positive,0.16666666666666666,0.40277777777777773
+Be A Legend: Soccer,Horrible Every time I try open career says game can't load I sign Download,Negative,-0.4666666666666666,0.6333333333333333
+Be A Legend: Soccer,Stupid Stupid game I hated play oloshi game I advice u,Negative,-0.6599999999999999,0.7
+Be A Legend: Soccer,Buffer... Why I wain 10 minutes go another screen? There's point playing keeps happening. Just waste time.,Negative,-0.2,0.0
+Be A Legend: Soccer,Rubbish always says internet connection can't even play game. I would rate five fixed problem,Negative,-0.15000000000000002,0.30000000000000004
+Be A Legend: Soccer,To much loading screen The gameplay OK... But much long time loading screen very-very disturbing... There game like one.. But take little loading ang need little time... And connection server bad.. I disconected everytime see comercial video... Please fix bug,Negative,-0.165625,0.49583333333333335
+Be A Legend: Soccer,Good idea horrible program The game takes long load always crashes plz fix 5 star,Negative,-0.18750000000000003,0.6
+Be A Legend: Soccer,Update Problem Every time I go play game says new update keep playing even though I already update,Negative,-0.13181818181818183,0.42727272727272725
+Be A Legend: Soccer,Sick This game makes sick work everything account create account browser good bla,Negative,-0.2821428571428572,0.6785714285714286
+Be A Legend: Soccer,Really really horible. Loading long. Connection lost even wi fi. Get work done damn it!!,Positive,0.060937500000000006,0.30000000000000004
+Be A Legend: Soccer,nan,nan,nan,nan
+Be A Legend: Soccer,This rubbish Once buy item shop game crashes delete game get back stop crash happens buy something,Negative,-0.26666666666666666,0.26666666666666666
+Be A Legend: Soccer,Why?? Why talking much time load .....I downloaded 2 days I gona open opening loading. .......Plz plz reply much time approx take.,Positive,0.13333333333333333,0.3
+Be A Legend: Soccer,Doesn't let log This game doesn't let log in. I tried three process. Worst app. I even created From Bench account. Still dosnt let play.,Negative,-0.7,0.7
+Be A Legend: Soccer,Doesn't work Game keeps saying lost connection,Negative,-0.4,0.4
+Be A Legend: Soccer,"No NEVER connection, chance Bolivia winning world cup. Takes ages load, really laggy glitchy. DO NOT DOWNLOAD!!!",Positive,0.4453125,0.475
+Be A Legend: Soccer,"Horrible The concept game great ur enemy even 1higher point, win ball score...not mention u can't even see opposing players skills...u also run energy 5mins...u tell spent lot time money developing game clearly rushed release",Negative,-0.028571428571428543,0.49047619047619045
+Be A Legend: Soccer,"Takes forever open It takes long halfway past loading screen, already lose interest playing game..",Negative,-0.175,0.38749999999999996
+Be A Legend: Soccer,The shittiest game ever made. It takes much time open it... Do favour downloading,Negative,-0.06666666666666667,0.3666666666666667
+Be A Legend: Soccer,Bugs? So see reference number working :( loading time low :( lot advertising ( get rid spending 0.75£ ) :( happens game? Fb page updatet last may 25 2015? :(,Negative,-0.4857142857142857,0.680952380952381
+Be A Legend: Soccer,Disappointed Can't watch 'free' videos progress faster instead using coins?!? Constant delay logging changing career game? Please fix ...,Negative,-0.1625,0.5708333333333333
+Be A Legend: Soccer,Game doesn't work! Game longer works!! Terrible as well getting,Negative,-0.7083333333333334,0.6
+Be A Legend: Soccer,Connection issue I would like give 5 star guys fix connection issue...thanks,Neutral,0.0,0.0
+Be A Legend: Soccer,Good game but... All time says lost connection annoying,Negative,-0.1666666666666667,0.6333333333333333
+Be A Legend: Soccer,"Maintenance Only I've installed last night show ""Try later , maintenance"" . Just I played",Neutral,0.0,0.35555555555555557
+Be A Legend: Soccer,You people wrong On tablet takes 5 secs load I know talking,Negative,-0.5,0.9
+Be A Legend: Soccer,It's working Keep saying connection lost I delatw fixed gonna play,Positive,0.1,0.2
+Be A Legend: Soccer,Keeps pulling something about spanish load brings back play store please fix!!,Neutral,0.0,0.0
+Be A Legend: Soccer,Stupid Dont work all. Disappointing graphics still prefer fifa pes,Negative,-0.7,0.85
+Be A Legend: Soccer,Bad! Constant waiting around game load . Even worse game play . With major lagging slow performance. Major fix need .,Negative,-0.28125,0.475
+Be A Legend: Soccer,Can Make It A Offline Game My home wifi..so need play using data..so problem,Negative,-0.4,0.4
+Be A Legend: Soccer,I used love game stupid play purchase item takes long time get get back home screen.As jcemurphe said score free kicks.Annnnnnnnnnnnnnnnnnnnnnnnoooooooooooooooooooooooooooooooyyyyyyyyyyyyyyyyyyyyyyyyyyyyiiiiiiiiiiiiiiiiiiiiiiiiiiiiiinnnnnnnnnnnnnnnnnnnnnnnnnnnnngggggggggggggggggggggggggggggggg,Negative,-0.05833333333333333,0.5333333333333333
+Be A Legend: Soccer,Sucks Dang. I wish I could gave game 0 star. It keeps freezing wanting money,Negative,-0.35,0.35
+Be A Legend: Soccer,Every match go always buying difficult player keeps happening please fix,Negative,-0.5,1.0
+Be A Legend: Soccer,Hate Connection doesn't work I keep trying work I'm sure want play game.,Negative,-0.23333333333333336,0.7296296296296295
+Be A Legend: Soccer,"Wont work It says connection lost, full bars? I dont understand happening",Positive,0.35,0.55
+Be A Legend: Soccer,Can't get It keeps saying can't connect even though I full bars connection?,Positive,0.35,0.55
+Be A Legend: Soccer,Slow loading For first part I playing loading quikly really slow plz fix!!,Negative,-0.1729166666666667,0.37777777777777777
+BeSoccer - Soccer Live Score,Unrealistic player ratings values How messi's highest rating ever 97 (2013) salah got 96 rating decent season also eriksen expensive player world? Don't get wrong really like expensive best,Negative,-0.0904761904761905,0.6380952380952379
+BeSoccer - Soccer Live Score,The Best Football app.,Positive,1.0,0.3
+BeSoccer - Soccer Live Score,Is way see match live,Positive,0.13636363636363635,0.5
+BeSoccer - Soccer Live Score,Besoccer useless,Negative,-0.5,0.2
+BeSoccer - Soccer Live Score,Very Useful Easy,Positive,0.4116666666666667,0.4166666666666667
+BeSoccer - Soccer Live Score,Keep improving,Neutral,0.0,0.0
+BeSoccer - Soccer Live Score,Good,Positive,0.7,0.6000000000000001
+BeSoccer - Soccer Live Score,good,Positive,0.7,0.6000000000000001
+BeSoccer - Soccer Live Score,Good,Positive,0.7,0.6000000000000001
+BeSoccer - Soccer Live Score,nan,nan,nan,nan
+BeSoccer - Soccer Live Score,design functionality good. I okay ads cannot accept full screen ads.,Positive,0.5166666666666666,0.55
+BeSoccer - Soccer Live Score,"The complete football app. See channel see team easily, fast, reliable. The most common of all, to see in which channel your team plays easily, is fast, easy reliable",Positive,0.18888888888888888,0.5722222222222223
+BeSoccer - Soccer Live Score,"This everything can't even imagine built it.. uptime alert notification, gallery... sometimes think fifa owner",Neutral,0.0,0.0
+BeSoccer - Soccer Live Score,Add rate lineup players!! Also really formation team!,Positive,0.25,0.2
+BeSoccer - Soccer Live Score,nan,nan,nan,nan
+BeSoccer - Soccer Live Score,The best ever.. luv,Positive,1.0,0.3
+BeSoccer - Soccer Live Score,Design Good ... Design can be good and well.,Positive,0.7,0.6000000000000001
+BeSoccer - Soccer Live Score,OFFICIAL NEWS WOW!,Positive,0.125,1.0
+BeSoccer - Soccer Live Score,Thanks information,Positive,0.2,0.2
+BeSoccer - Soccer Live Score,Very good love much,Positive,0.5366666666666666,0.5266666666666667
+BeSoccer - Soccer Live Score,I b b,Neutral,0.0,0.0
+BeSoccer - Soccer Live Score,It's useful,Positive,0.3,0.0
+BeSoccer - Soccer Live Score,It good,Positive,0.7,0.6000000000000001
+BeSoccer - Soccer Live Score,Good,Positive,0.7,0.6000000000000001
+BeSoccer - Soccer Live Score,"Can please fix account bugged,for reason says stuff Italian,fix get 5 stars please",Neutral,0.0,0.0
+BeSoccer - Soccer Live Score,The decent way many ads compared competitors. Also navigation could better,Positive,0.38888888888888884,0.5555555555555555
+BeSoccer - Soccer Live Score,The really helpful. The section analysis removed. I wish returned especially expected goals part.,Neutral,0.0,0.5
+BeSoccer - Soccer Live Score,Since 2 days opening well nd superb,Positive,1.0,1.0
+BeSoccer - Soccer Live Score,This superb go ahead download.,Positive,1.0,1.0
+BeSoccer - Soccer Live Score,How change language? I give 5 star change language.,Neutral,0.0,0.0
+BeSoccer - Soccer Live Score,Please Return analysis. You completely removed analysis. I World Cup,Positive,0.1,0.4
+BeSoccer - Soccer Live Score,nan,nan,nan,nan
+BeSoccer - Soccer Live Score,Add odds fixtures,Neutral,0.0,0.0
+BeSoccer - Soccer Live Score,Rr,Neutral,0.0,0.0
+BeSoccer - Soccer Live Score,Great unfortunately I issues national flag nation teams instead logo. And language section .it's kind need bilingual app. Fix I give 5 stars.,Positive,0.3,0.8833333333333333
+BeSoccer - Soccer Live Score,I able follow games latest updates. Good useful contains info needed persons enjoy football,Positive,0.48,0.525
+BeSoccer - Soccer Live Score,Just need,Neutral,0.0,0.0
+BeSoccer - Soccer Live Score,nan,nan,nan,nan
+BeSoccer - Soccer Live Score,Best app. Value money,Positive,1.0,0.3
+BeSoccer - Soccer Live Score,"It's pity. run good. It's imposible put teams competitions favorites group. Can fix it? I've Android 8,please",Positive,0.3,0.4
+BeWild Free Dating & Chat App,Wow amazing dating app. The registration process easy setting profile breeze. I think dating around long time maybe get huge status tinder pof plenty fish now. The concept brilliant far I love datehookup fling feature. Out dating I've used think favorite even happn okcupid. Thanks everyone making fun hook dating experience,Positive,0.3621212121212121,0.7303030303030303
+BeWild Free Dating & Chat App,nan,nan,nan,nan
+BeWild Free Dating & Chat App,"The way go single guy looking drama free hookup dating. I think since always I attracted older women. It could single milf married cougar looking affair dating app. This turns I think wild solid amount milf singles good time. The runs really smoothly snappy. When I get match fling I able initiate chaturbate video chat boss af. Plenty reasons I using okcupid datehookup, works wonders me!",Positive,0.24988095238095237,0.40369047619047616
+BeWild Free Dating & Chat App,"Definitely good dating looking hot single women. I'm sure easy hookup find booty call using app. Simple sign-up process, need setup profile choose type single women (athletic, curvy, milf etc) powerful singles search accurately finds best dating match. I gave luck taking matches dates getting date hookup. I impressed dating",Positive,0.40367965367965364,0.6264790764790765
+BeWild Free Dating & Chat App,I think wild dating got favorite hook dating I've used. I've many dating Android ios. I sure I failing large dating like tinder pof badoo. I beginning think I cursed meant whole hook dating scene. Then I downloaded wild dating instantly I liked unlike tinder I register without Facebook. From think layout local singles search much better pof. Anyway I've six matches past 48 hours I going first date fine milf tomorrow thanks wild dating,Positive,0.26206349206349205,0.4667195767195767
+BeWild Free Dating & Chat App,One best dating I currently using especially I milf hard find hot guy sea perfect girls. I looking sugar daddy option I love using adult chat video chaturbate. Being milf like express sexually dating I able get free sex threesome recently thanks app. If see afraid mingle2 setup datehookup,Positive,0.2737179487179487,0.6423076923076922
+BeWild Free Dating & Chat App,"Love app! I pushy kinky girl, someone gets way I ever needed win. This applies bedroom I love dominate men kinky sex. I looking free sex dating milf like multiple sexual partners judged. I love wild dating discreet also options like Ashley Madison affair dating. The chaturbate video chat rooms super fun weekends that's I get really xrated",Positive,0.38712121212121214,0.481818181818182
+BeWild Free Dating & Chat App,I told I look young cougar milf still I issues finding dates dating like bumble skout fact I milf. I appreciate wild match dating built feature much easier finding respectful guy go good time with. I even found date hookup first date hot guy caring smart. I may market mean I can't still fun video chat adult chat.,Positive,0.21834415584415587,0.4830627705627706
+BeWild Free Dating & Chat App,Being older guy casual dating like tinder tagged almost impossible I well... Look really old. I also older women think benaughty great option called milf cougar search. It worked numerous occasions I much eharmony okcupid now. Very great new features like video chat sexting also speed dating option,Positive,0.1403030303030303,0.5612878787878788
+BeWild Free Dating & Chat App,Online speed dating I like classify wild dating. A super charged way finding hookup bootycall. I older women love I able find milf cougar dating. The things wild dating dating like meetme skout can't pretty staggering. I totally happy decision I told Bros good.,Positive,0.38333333333333336,0.625
+BeWild Free Dating & Chat App,Honestly looking good dating give try. Not I found chaturbate adult video chat amazing thing since tinder. I also found single milf women open meeting hooking up. Also good amount curvy bbw single women meetme good time,Positive,0.3619047619047619,0.5365079365079366
+BeWild Free Dating & Chat App,Be wild dating less superficial dating tinder benaughty I think that's biggest selling point dating app. I havent ignored ghosted single women like I okcupid. The singles generally open nicer makes huge difference me. I also dating milf cougar dating given opportunity awesome,Positive,0.21031746031746032,0.5134920634920636
+BeWild Free Dating & Chat App,nan,nan,nan,nan
+BeWild Free Dating & Chat App,Be wild free dating everything I wanted dating app. I can't even count long I single many dating sites I've used years. I also sometimes using dating like tinder question I hot beautiful women I competing with. I bbw milf love dating allow personality shine through. I like wild option affair dating like Ashley Madison also place milf bbw single look men enjoy company bbw cougar. Thanks this!,Positive,0.2630952380952381,0.5065476190476191
+BeWild Free Dating & Chat App,Be wild dating probably funnest interesting dating I've used long time. As older single guy I think hard actually find women want date like pof tinder. Using able find fun exciting single women date,Positive,0.12564935064935065,0.3935064935064936
+BeWild Free Dating & Chat App,In world perfect girls sexting hard compete dating like tinder milf. I cannot compete beautiful single women swipe dating apps. I like wild dating superficial dating app. It actually matches men I looking free sex. I love chaturbate video chat find great innovation dating space. Thank everything guys,Positive,0.36521164021164026,0.6006613756613757
+BeWild Free Dating & Chat App,best dating I currently using especially I milf hard find hot guy say perfect girls girls. I looking sugar daddy option I loving using adult chat video claturbate.,Positive,0.33229166666666665,0.6677083333333333
+BeWild Free Dating & Chat App,"wild free dating chat brought younger wild side again. Gone days crazy college parties threesome every weekend. I really slowed things romantically really couldnt find footing mingle2 waplog reason. It could well I milf I undesirable younger crowd dating apps. I think wild dating given chance benaughty live life fullest. The instabang match really fun overall I pleased way dating worked. cheers everyone, come meetme ;) :)",Positive,0.14575757575757578,0.4666666666666667
+BeWild Free Dating & Chat App,"It's trap. It tells completely free, yet last step creating account includes put credit card number. I hate scams like this. I DO NOT recommend comfortable paying ""free"" services",Positive,0.08,0.6733333333333332
+BeWild Free Dating & Chat App,"Had even 5 hours bank send messages account temporally suspended unusual activity. This first takes $49.99 tried take another dollar change, bank cancelled charge. Have wait new card mail now. Also, talking bot first sign up, talk nobody. Waste time potentially money (even though says free membership)",Positive,0.14805194805194807,0.5601731601731601
+BeWild Free Dating & Chat App,Garbage. S#!try even let register. Kept telling enter 5 digit zip code... I know damn zip code. Don't waste time believe anything star.,Negative,-0.2,0.0
+BeWild Free Dating & Chat App,"Why free need credit card info? Scam app. Before I even finish setting profile I 3 messages insanely hot women...lol ok sure, seems legit. Don't waste time, AND DON'T GIVE YOUR CC INFO!!",Positive,0.26749999999999996,0.6077777777777779
+BeWild Free Dating & Chat App,"Immediately Uninstalled!! Looks shady.. immediately want u 2 enter CC info 4 ""Free Lifetime Access"" & girls ""in area 100% Fake Profiles.. got spooked I'm calling CC 2 make sure robbed",Positive,0.037500000000000006,0.8284722222222222
+BeWild Free Dating & Chat App,"Locations wrong, send message pay. Profiles faked. Not worth trouble downloading. I went comments tried it, dont bother wasting time.",Negative,-0.2833333333333334,0.39999999999999997
+BeWild Free Dating & Chat App,"Couldn't even register, said email fake. Well guess not! Just cause name like mean fake! I email SPECIFICALLY JUNK like this. Fix I might fix review.",Negative,-0.5208333333333334,0.8958333333333334
+BeWild Free Dating & Chat App,As milf I think hard find decent man landscape superficial swipe dating like tinder zoosk. Be wild bit different takes social network aspect dating like pof okcupid combine better swipe dating style. Overall I happy I downloaded snapsext mingle2 feature promising. If good guys perfect girls want meetme send datehookup request,Positive,0.29166666666666663,0.5340909090909091
+BeWild Free Dating & Chat App,"Finally dating milf actually good time without judged. I found many dating like badoo zoosk, I judged milf wants casual relationship drama free sex. It hard swipe dating like tinder based mainly looks I compete 20 something perfect girls. Using wild dating I able feel comfortable skin blast meeting amazing men. The runs smooth even crappy phone I love video chat adult dating feature",Positive,0.29843749999999997,0.6166666666666667
+BeWild Free Dating & Chat App,I cant even get past setup. Its asking put valid email i've done multiple times still repeats screen try submit. It keeps repeating put valid email over. Please help,Negative,-0.125,0.125
+BeWild Free Dating & Chat App,"Scam scam scam, 5 minutes logging I 4 ""girls"" (spam bots) messaging meet saying city. You can't reply sign $49.95 monthly membership. The girls bots act like want hangout looking hookup. This legit I honestly can't believe kind garbage allowed Android store really makes second guess quality store now. Every time I push button feels like I goiing get virus it. Even 5 star reviews fake read carefully catch on. BE CAREFUL!",Positive,0.09642857142857142,0.7142857142857143
+BeWild Free Dating & Chat App,"It's scam. The last step signup putting card information ""free membership"" read fine print 2 day free trial there's box automatically checked says ""check box automatically sign full premium membership end 2 day trial. Uncheck continue free membership without signing premium blah blah blah"" I made sure box checked. Today I checked account see standing $49.95 charge last night THE MINUTE I signed up. HAD TO CALL customer care membership canceled. NOW I'm gonna cancel card order new one. SCAM SCAM SCAM!",Positive,0.293013468013468,0.547418630751964
+BeWild Free Dating & Chat App,After using whole time I wanted tell everyone amazing is! Head Be Wild Dating check easy make account there! It's really safe three months I ran guy I call boyfriend! Be Wild Dating works great really fun. Be Wild Dating uses system find people interested things whole experience really good! It's really great finding partners! There also constantly huge amount people find never worry sort thing!,Positive,0.4529761904761905,0.5666666666666668
+BeWild Free Dating & Chat App,"Has help section log problems. I 2 email addresses, make 2 accounts, still go past ""take shot"" page, work Waist time",Negative,-0.25,0.25
+BeWild Free Dating & Chat App,"It's scam. Opening causes glitches, directs different talking nudity credit card. I believe good reviews come company pays",Positive,0.35,0.6000000000000001
+BeWild Free Dating & Chat App,"Cool I've downloaded lot dating/hook far best! Real people close me, looking thing I am. It's great!",Positive,0.53,0.6
+BeWild Free Dating & Chat App,Plan dates chat date maybe wild dating best dating right swipe dating app. I'm still looking guys girls around local women men,Positive,0.3464285714285714,0.30892857142857144
+BeWild Free Dating & Chat App,Lost dating Play store fake & time wester. Be wild free dating free chat & dating possible real persons.,Positive,0.10000000000000002,0.7166666666666667
+BeWild Free Dating & Chat App,Credit card require it. Its relentless. Can't log back logged out. No site access can't delete account. Full robots also stop coming you.,Positive,0.175,0.275
+BeWild Free Dating & Chat App,"Not promised, I got messaged bots start. Can send message per chat, get blocked anymore ""verify"". Tried says card info invalid. Moments later card gets locked bank, nothing changed. Still asked card info, reset night get massaged bots. Don't risk minute time app, hopefully I get charged anything rediclus get new card.",Positive,0.06818181818181818,0.22727272727272727
+BeWild Free Dating & Chat App,I hate needs credit card! I think bull. Please get rid I'll gladly get back,Negative,-0.16666666666666666,0.6333333333333333
+BeWild Free Dating & Chat App,THIS US A CREDIT CARD SCAM! Signed took next page asking card info name changed Megahookup completly different app. DO NOT USE,Neutral,0.0,0.3
+Beautiful Design Birthday Cake,If want beautiful Design cake You must,Positive,0.85,1.0
+Beautiful Design Birthday Cake,Its ideas cakes could,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,I liked it... interesting game I loved,Positive,0.35,0.625
+Beautiful Design Birthday Cake,I think fantastic,Positive,0.4,0.9
+Beautiful Design Birthday Cake,nan,nan,nan,nan
+Beautiful Design Birthday Cake,It lovely game,Positive,0.04999999999999999,0.575
+Beautiful Design Birthday Cake,Its really good,Positive,0.7,0.6000000000000001
+Beautiful Design Birthday Cake,Good Game,Positive,0.14999999999999997,0.5
+Beautiful Design Birthday Cake,Good birthday,Positive,0.7,0.6000000000000001
+Beautiful Design Birthday Cake,Rubbish,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,Beautiful,Positive,0.85,1.0
+Beautiful Design Birthday Cake,I hate,Negative,-0.8,0.9
+Beautiful Design Birthday Cake,I Think good,Positive,0.7,0.6000000000000001
+Beautiful Design Birthday Cake,Faaaaaaaaaaltu,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,Single,Negative,-0.07142857142857142,0.21428571428571427
+Beautiful Design Birthday Cake,nan,nan,nan,nan
+Beautiful Design Birthday Cake,Good Cake Decoration.,Positive,0.7,0.6000000000000001
+Beautiful Design Birthday Cake,Please install showing pic save pics,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,nan,nan,nan,nan
+Beautiful Design Birthday Cake,I loveeeeeeeeeeeee game verrrrrrrrrrrry muchhh,Negative,-0.4,0.4
+Beautiful Design Birthday Cake,This nice,Positive,0.6,1.0
+Beautiful Design Birthday Cake,I WHAT TO DOWNLOAD THIS,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,nan,nan,nan,nan
+Beautiful Design Birthday Cake,Happy birthday RubiYa,Positive,0.8,1.0
+Beautiful Design Birthday Cake,I like cakes,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,Very nice,Positive,0.78,1.0
+Beautiful Design Birthday Cake,The UK j j ljjukn,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,The okay,Positive,0.5,0.5
+Beautiful Design Birthday Cake,Fight Tutu,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,Its k,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,Not worth to..,Negative,-0.15,0.1
+Beautiful Design Birthday Cake,Think fore,Neutral,0.0,0.0
+Beautiful Design Birthday Cake,good interest,Positive,0.7,0.6000000000000001
+Beautiful Design Birthday Cake,I hate,Negative,-0.8,0.9
+Beautiful Design Birthday Cake,I love,Positive,0.5,0.6
+Beautiful Design Birthday Cake,Very sweet,Positive,0.45499999999999996,0.8450000000000001
+Beautiful Design Birthday Cake,Very nice cake,Positive,0.78,1.0
+Beautiful Design Birthday Cake,This nice,Positive,0.6,1.0
+Beautiful Design Birthday Cake,Wow! So nice I Like it!,Positive,0.4375,1.0
+Beautiful Design Birthday Cake,So sweet,Positive,0.35,0.65
+Beautiful Widgets Free,"Weather Won't Update Worked fine multiple phones years. Got Galaxy S7, weather update. Also, clock stuck wrong time zone. Tried everything I could think get working. Very disappointed.",Negative,-0.26458333333333334,0.59375
+Beautiful Widgets Free,Upgraded paid version 24 hours ago yet recd update. Money deducted google account yet I getting nothing! Hope scam. Hopefully developer read post (if ) contact rectify problems me.,Neutral,0.0,0.0
+Beautiful Widgets Free,Somehow I accidently removed clock homescreen.. Which big deal easy fix. When I went put back homescreen longer fit way I tried kinds different options. Going find another app.,Positive,0.16666666666666669,0.3866666666666667
+Beautiful Widgets Free,Too many permissions needed. Really poor privacy. I fail see need clock widget access call WiFi info. Wouldn't access photo gallery sufficient? The device maintains connectivity need know I active call whom? There less intrusive provide clock widget features.,Negative,-0.13999999999999999,0.4133333333333334
+Beautiful Widgets Free,Lost locations again! I used last 4 phones. The ways wants upgrade order get weather work. I already upgraded pro? Disappointed sure changing,Negative,-0.012500000000000011,0.4513888888888889
+Beautiful Widgets Free,"I told another would make weather display work Trek Lcars display It apply widget. It keeps saying apply widget first, even though I am.",Positive,0.25,0.3333333333333333
+Beautiful Widgets Free,I bought The pro version wants BW+! THATS NOT RIGHT AND THEY STILL HAVEN'T FIXED THE BUG OF PRE-ANIMATION ON HOME SCREEN IT ACTIVATES EVERY TIME I TURN ON PHONE GO BACK TO HOME SCREEN. THIS BUG HAS BEEN THERE FOR OVER 2 years matter phone I use. Poor poor maitainance.,Negative,-0.0988095238095238,0.33928571428571425
+Beautiful Widgets Free,Widgets stop updating It would great except widgets freeze stop updating nexus 6. I task managers battery saver installed like developer cautions able fix it. Stops working randomly several times day reboot seems fix it...at least little while.,Positive,0.1625,0.45499999999999996
+Beautiful Widgets Free,Bad publicity This freemium app. To add locations/cities pay. However listed free. Anyway developer getting enough bad reviews behavior. It pity since used good app.,Negative,-0.06666666666666661,0.5722222222222223
+Beautiful Widgets Free,"It let add widgets without enabling access device location. And cannot enter location manually without paying. So completely useless, unless let spy you.",Negative,-0.5,0.2
+Beautiful Widgets Free,"Don't waste time...uninstalling today....Horrible UI widgets terrible. I'm leave bad reviews.... require someone upgrade order simply change background widget that, mind you, already looks designed design beginners training class kindergarten kids, beyond ludicrous.",Negative,-0.475,0.5059523809523809
+Beautiful Widgets Free,Not sure happened All sudden clock stopped working completely...went get new widget comes invisible ghost. Now I can't get crappy huge white ones customs even work. Might uninstall,Positive,0.05727272727272729,0.5486868686868687
+Beautiful Widgets Free,Worst No auto update Weather Location ? No always Battery status Widget ? Feeling fool buying app... Sent number mails developers use. Those thinks purchase app...think thousand time. Best part clock Angry Bird Theme. Woke developer fix bugs quickly. Thanks,Negative,-0.075,0.625
+Beautiful Widgets Free,Rubbish The clock widget hour behind. Also pay want customization.,Negative,-0.4,0.7
+Beautiful Widgets Free,"Doesn't update location I moved state. When got alert weather old home town, I went update location. It says current geolocation old home let update without paying. Uninstalling now. I would probably pay updates multiple locations, I'm paying simply work I live.",Positive,0.05606060606060606,0.2761904761904762
+Beautiful Widgets Free,Horrible The developers abandoned app. Hasn't updated since April 2015 work anymore 6.0.1,Negative,-1.0,1.0
+Beautiful Widgets Free,"Just pay $2.49 full The free version impossible use. Can't widget weather without location set. care location settings on, refuses let manually pick location without buying full version.",Positive,0.10833333333333334,0.7250000000000001
+Beautiful Widgets Free,Stopped working Was really happy months. It great customizations detailed weather... recently useless update weather date off.,Positive,0.375,0.675
+Beautiful Widgets Free,"Still nice working. worked 1 day, weather animation stopped working. Please fix. Upgraded marshmallow weather update, stuck Thursday since upgrading. Fix please.",Positive,0.6,1.0
+Beautiful Widgets Free,"My All-time favorite weather/clock app! The. Live HD weather icons frosted glass / semi transparent panels creates Kool & Clean rich looking weather clock, try neon green blue L E D number style. It hard resist staring",Positive,0.14448051948051946,0.555952380952381
+Beautiful Widgets Free,"cannot tell time correctly I like depth able customize widgets cannot seem tell time, consistently claims hour later actually is. I uninstalled reinstalled hopes would fix problem didn't. The setting manually set time. I recommend based hokey performance. Official uninstall stupid bug fixed. This used work properly. Idk changed did. 0★'S.",Positive,0.007142857142857153,0.32500000000000007
+Beautiful Widgets Free,"Typical Its typical day time companies get used something suddenly make pay years (alternate location feature). Youre making money ads, facebook fine way. I put ads free version. Dont greedy make view ads pay. Switching weather channel.",Positive,0.08055555555555556,0.4666666666666666
+Beautiful Widgets Free,"pulls money account give product!!! I paid $1.79 able additional features, pulled bank account says error!!! either give money back give I paid for!!!",Positive,0.48828125,0.3125
+Beautiful Widgets Free,Paid upgrade full version. But absolutely nothing changes. Took money account to. Scam,Positive,0.275,0.7250000000000001
+Beautiful Widgets Free,Total crap Live NYC. Widget never able find location (let run 2 hours). Clock never reset time zone constantly 4 hours. So glad I tried buying it.,Negative,-0.06893939393939395,0.6680555555555555
+Beautiful Widgets Free,"Lame Only allows widget displayed screen, options available....duh",Negative,-0.25,0.875
+Beautiful Widgets Free,Got able view time weather better phone. Still trying g figure change date thing wrong.,Positive,0.16666666666666666,0.6749999999999999
+Beautiful Widgets Free,"Unusable Due I assume bug, can't find location using gps. It renders pretty much useless",Negative,-0.125,0.525
+Beautiful Widgets Free,"I loved installed phones; however, suddenly went ""ghost"" G5 I've able bring back. So disappointed.",Positive,0.09,0.5349999999999999
+Beautiful Widgets Free,Continually Updating Never finds local. Such shame. I really like many themes available would happy pay full version.,Positive,0.32142857142857145,0.45000000000000007
+Beautiful Widgets Free,"Love app! User time, several times day. Travel lot easy able check weather forecast multiple locations couple clicks. Easily customize appearance locations.",Positive,0.33194444444444443,0.4819444444444445
+Beautiful Widgets Free,"Battery drain s6 Have noticing S6 seems drain battery quicker, seem abnormal battery 20% past 12 hours snyc set 1 hour",Negative,-0.25,0.25
+Beautiful Widgets Free,Weather stopped updating My weather updated last 51 hours. I even manually clicked refresh button still update. Help?,Neutral,0.0,0.06666666666666667
+Beautiful Widgets Free,"Awesome Utility I currently freeware version, bute I able generate wonderful Steampunk clock weather 4x2 module main page lots functionality Samsung's base widgets did. Totally paying upgrade money hits PayPal!",Positive,0.26666666666666666,0.7297619047619047
+Beautiful Widgets Free,This GARBAGE!!! I paid upgrade NONE upgrades work! After resetting reinstalling STILL No premium features.. Like another reviewer said ..its true... I emailed developer got NO RESPONSE!! Do waste time think enough client's get back something I sure simple fix end! Unacceptable!,Positive,0.14114583333333333,0.3993386243386243
+Beautiful Widgets Free,"Not impressed Does says widgets beautiful. Also I felt bit resource hungry. All widgets need geo location, tedious. Not satisfied, uninstalling.",Negative,-0.1,1.0
+Beautiful Widgets Free,Not free.not possible add manually location without paying. Aug2016...stillwaiting ANY reactionfrom people. Do NOT buy anything! No support Jan2016 Misleading title. I could 'free' widget could enter location manually without paying!!!!,Positive,0.48828125,0.9
+Beautiful Widgets Free,"Garbage Time wastage! It wouldn't let add widget! Each time says city added location turned off, I kicking self downloading non since!",Neutral,0.0,0.0
+Beautiful Widgets Free,Full advertising Pop advertisements keep coming annoying let choose layouts press back button get rid advertisement. Not recommended.,Negative,-0.15000000000000002,0.4833333333333334
+Beautiful Widgets Free,"Little problem The weather widget sync weather therefore always showing wrong temperature...Anyway, love app.",Negative,-0.0625,0.6666666666666666
+Beautiful Widgets Pro,"It's lovely widget app. But I'm gonna hold 2 stars developer corrects issue:- It's always synced actual time. The mobiles time shows time notification bar stuck minutes hours behind it. And happened Redmi 4, MiA1 hTC U11 well. Kindly help make best time widget ever...",Positive,0.33999999999999997,0.5499999999999999
+Beautiful Widgets Pro,"This first I used OD (original droid)! And using ever since! Now mind weather apps, weather way does! This often duplicated could never replaced! Still rocking day! Could get update soon?",Positive,0.625,0.5416666666666666
+Beautiful Widgets Pro,Ghost adventure I like it.. If widget could stay locked screen.. 5 stars... The widgets top shelf.. good selection.. fully loaded features.. overall great app. Please add feature Lock home screen.. easily removed .. sometimes even call.. phone goes home screen call.. constantly restore widgets... I faith dev team.. please fix .. best market... If guys get Lock home screen... Thank you.. advance,Positive,0.4904761904761905,0.47380952380952385
+Beautiful Widgets Pro,"Ghost widget issue? My widget continues ""ghost"" disappear, even making new one, work. The clock alone fine, anything related weather function. Galaxy s7. Please fix, I've phone 3 months still issue!",Positive,0.18434343434343434,0.4515151515151515
+Beautiful Widgets Pro,"Used love This used great. Since last update update weather unless I actually go Accuweather site, refuses play animations, stopped updating time. Just looked 11:15 local time & still said 7:10. Please fix!",Positive,0.26,0.30333333333333334
+Beautiful Widgets Pro,I since original Droid phone many years ago always great. However I seeing problem screensaver mode new Pixel phone. I prefer desk landscape mode. Screensaver starts landscape without problem seconds goes back portrait change. A fix would appreciated.,Positive,0.33522727272727276,0.4257575757575758
+Beautiful Widgets Pro,"Well, beautiful widgets, but... First I love app. It awesome icons layouts. However reason gets 3 stars major issue time. No matter I do, widgets show right time. It's anywhere 1-7 minutes slow. Is way fix that?",Positive,0.3783163265306122,0.6241496598639455
+Beautiful Widgets Pro,nan,nan,nan,nan
+Beautiful Widgets Pro,"It shows weather location, I weather icon wants select providers GPS. I remove re-add it. Then problem eventually comes back I again. It's happened multiple phones. Wish I bought different app. Don't waste money.",Neutral,0.0,0.13999999999999999
+Beautiful Widgets Pro,"Using clock widget together apex launcher time updating rather inconsistent. It used working fine (not 100%), ever since I've changed phones update time. Anything I make work?",Positive,0.4166666666666667,0.5
+Beautiful Widgets Pro,I uninstalled reinstalled still nothing. Sucks pretty bad clock weather homework screen. Need fix guys with doing? Had YEARS sudden random ghost town past couple months.!?!?!?,Negative,-0.28971354166666663,0.5361111111111111
+Beautiful Widgets Pro,"I've used BW several years always enjoyed it. However recently changed something prevents loading previously saved themes needed [new phone, phone reset]. I've tried get support extended period time stopped responding altogether. Their Customer sucks I've uninstalled result.",Positive,0.028282828282828288,0.3118686868686869
+Beautiful Widgets Pro,"I love app, I still understand years using it, buying pro version, time update upon wake unless screen rotated either portrait landscape vice versa. Please fix guys, far long problem. You embarrassed now.",Positive,0.18333333333333332,0.6666666666666666
+Beautiful Widgets Pro,"Great App. I thought changed weather providers, upset. Then I looked settings could choose 2 weather providers. This made happy thought first I in-accuweather I used weather past found slow (inaccurate) updating weather. (it took 2 hours update raining here. I glad I looked L really like much.",Positive,0.275,0.5166666666666667
+Beautiful Widgets Pro,"Lives name I bought several years ago sale. I used time point, I let go wayside. Last week I put back phone I'm simply amazed far come. Very well done guys. I immediately tablet well.",Positive,0.05000000000000001,0.28730158730158734
+Beautiful Widgets Pro,"S7 I love bw used years. SUDDENLY keeps ghosting families devices. 2 LG phones, Galaxy 4 nook, A Galaxy A Tab, S7 phone. Please fix. Getting tired deleting reinstall reload themes.",Positive,0.033333333333333326,0.6
+Beautiful Widgets Pro,nan,nan,nan,nan
+Beautiful Widgets Pro,"Great widget except thing I never load saved widget configuration. As widget seems ghost disappear often, frustrating.The widgets saved, never used I always rebuild scratch - happens often. Otherwise, I would rate much higher.",Positive,0.525,0.625
+Beautiful Widgets Pro,The clock widget disappears I go retrieve show display window make appearance changes. At first I thought might S7 I Pixel 2 problem. I'm running kind task killers side.,Positive,0.425,0.6166666666666667
+Beautiful Widgets Pro,"I've used years. The past week continually breaks. Widgets go ghost mode never make compete uninstall reinstall. There way directing contact dev support either. When works, wonderful; current state purchase",Positive,0.25,0.5499999999999999
+Beautiful Widgets Pro,Love customization! I love making clock/weather etc almost clear.. This great that. And animations wonderful. The problem I've recently clock stops keeping time (freezes random time),Positive,0.36071428571428577,0.5833333333333333
+Beautiful Widgets Pro,"Still work Not sure main features work? It update mine stuck 16.42 4 days. Date too, weather update either. So annoying sorted soon I going uninstall. Disappointed.",Negative,-0.4083333333333333,0.7180555555555556
+Beautiful Widgets Pro,Weather Widget broken. No longer updates 30 minute intervals automatically. Developers say issue new version Android 7 power consumption there's nothing do. Hopefully Nougat fixes issue.,Negative,-0.13181818181818183,0.42727272727272725
+Beautiful Widgets Pro,"After nearly 3 years nearly unusable, I decided put tablet go theme I have. It seems great. And options themes huge bonus.",Positive,0.35000000000000003,0.6125
+Beautiful Widgets Pro,Installed followed directions. Downloaded widget could never find widget drawer install? Holding BW widget simply asks want remove move widget. It's user friendly,Positive,0.1875,0.4285714285714286
+Beautiful Widgets Pro,Giving star till fix geolocation issues. Constantly gets stuck old time zones. Trying refresh location locks up. As main screen clock become useless travel hours hours clock wrong. Tried reinstall still spinning hopelessly. Everything else like google maps works fine location seconds. I refresh location app. Endless spinning screen.,Negative,-0.06309523809523811,0.45952380952380956
+Beautiful Widgets Pro,"Looks great I love wallpaper, however I live near timezone change. When I get near border, time widget hour however notification area's time correct. The get time Android always matches. This long time serious issue.",Positive,0.17900432900432905,0.530952380952381
+Beautiful Widgets Pro,"Levelup team, weather current location refreshing recent update. It goes loop. Please fix this. I using last 5 years without problem. I using S7 edge phone.",Positive,0.125,0.42916666666666664
+Beautiful Widgets Pro,"Not recommended want broad selection typefaces, files, layouts, animations etc. I purchased long ago (years back), I really requested way themes got genuine animation features well. Nothing happened far, I see - completely stale selections I initially purchased app. Not even old HTC style animated clock, I initially requested, added yet. Apparently development creative ideas thrown anymore. Sadly utter waste money. Had much potential initially released. Thumps down, way down...",Positive,0.01952160493827161,0.39112654320987655
+Beautiful Widgets Pro,(GS-7) Please tell changed. stopped working recently. Screen portion update anymore. When switched weather OK. Nothing changed end I using years. Needs fixed now.,Positive,0.19999999999999998,0.31666666666666665
+Beautiful Widgets Pro,"Phone S7, upgraded Android 8. Program stopped working. Time 4 hours off. It's 1130AM shows 330PM. Local weather show indo press weather, says weather updating. It's updating 3 hours.",Neutral,0.0,0.0
+Beautiful Widgets Pro,"Weird behavior Noon midnight displaying 0:00 instead 12:00. Tried clearing data reinstall problem still persists. Also still wear support, falling behind.",Negative,-0.45,0.85
+Beautiful Widgets Pro,Works decently. I never give glowing reviews apps. I always feels room improvement. This different. For well. The themes pretty low quality IMO. I seen come close shining never quite hitting mark.,Positive,0.04166666666666667,0.6416666666666666
+Beautiful Widgets Pro,nan,nan,nan,nan
+Beautiful Widgets Pro,UNLOCK WEATHER ANIMATIONS LAG This still great #1 weather app. But weather unlock animations take quite bit time run every phone I put months? I'm using LG V10 powerful phone like others.,Positive,0.55,0.875
+Beautiful Widgets Pro,"Fallen behind BW best back day many widget surpassed functionality appearance. Really, Material Design? Do favor go HD Widgets.",Positive,0.26,0.33999999999999997
+Beautiful Widgets Pro,"Two stars only. This it. It wonderful themes but... I bought two years still problem. The time update open something it. I really know works big clock home screen useless, unfortunately. Don't it.",Positive,0.028571428571428564,0.5714285714285714
+Beautiful Widgets Pro,"Used good since several weeks I problems updating weather. The update icon spins endlessly update demand. Sometimes update randomly, I need current data... My Internet works fine course, I power user I would notice problem.",Positive,0.08194444444444444,0.4583333333333333
+Beautiful Widgets Pro,"I've using years never looked others. I saw recommendation I bought it. But automatically refresh anymore. I set refresh every time I wake phone, I still need manually refresh widget I want know current weather. I see I'm person experiencing problem, I understand issue addressed yet. For first time ever, I'm beginning think I need new weather app.",Positive,0.12878787878787878,0.395959595959596
+Beautiful Widgets Pro,"Update broke great The latest update seems removed 4x1 clock weather ""legacy"" format I used ages. An update removing widget good! Please restore, I pleased I years this.",Positive,0.66875,0.8125
+Beauty Camera - Selfie Camera,"I loved beginning now. Idk bug, I can't anymore soon I open photo gallery, ad pops top white screen give option X I can't go back photo. It go away. I've even tried uninstalling reinstalling. Same issue. Please fix I'll give 5 star. Thank you.",Positive,0.19999999999999998,0.32083333333333336
+Beauty Camera - Selfie Camera,My blanking every time I pull pic gallery. I even got upgraded phone better carrier still it. I pull pic blanks gray screen. From ad something. It freezes I go app. I've reinstalled several times over. This fav camera app. Pls fix it. I luv using wit photos. I taken thru past 4 5 phones. Pls fix fast. I've went thru ur upgrades started almost past 6 mths more. I'd give 5 u fix pls,Positive,0.11666666666666665,0.35000000000000003
+Beauty Camera - Selfie Camera,This used favorite photo I ever take picture go blank page small across top can't get lose picture. Please fix issue I favorite back!,Positive,0.20833333333333334,0.48333333333333334
+Beauty Camera - Selfie Camera,best selfie ever. reason wouldn't give 5 star crashes lately. take photo tries open AD everything goes blank. disable access internet works fine. please update it!,Positive,0.18680555555555556,0.3833333333333333
+Beauty Camera - Selfie Camera,"I like except ads make impossible get much accomplished. I uninstall twice 'wish shopping app' ad freezes photo I took. That wish ad always causing problems, I swear.",Negative,-0.2333333333333333,0.75
+Beauty Camera - Selfie Camera,This best I've tried far. Only thing take big sized pictures I'm giving four star rating. Please fix. HTC EVO 4G LTE. Thanks. Absolutely awesome! So much better before. Thanks great improvements developers!,Positive,0.4444444444444444,0.5611111111111111
+Beauty Camera - Selfie Camera,"I used love app. But immediately opens add I close. So I able actual app. I've forever, uninstalling. Bummed!",Positive,0.3333333333333333,0.4416666666666667
+Beauty Camera - Selfie Camera,nan,nan,nan,nan
+Beauty Camera - Selfie Camera,"This used go app. Now add pop up, ""white screen death"" ruins experience. Please fix beloved app!!! I lost without it.",Positive,0.2833333333333333,0.39999999999999997
+Beauty Camera - Selfie Camera,"The filters lovable, thing I like name. Can please come cool name app? And oh yea!! A ""auto save"" option",Positive,0.5234375,0.575
+Beauty Camera - Selfie Camera,I love hasnt worked months. A blank page appears every time I open I can't x it. Such bummer.,Positive,0.125,0.4
+Beauty Camera - Selfie Camera,"I used love sadly can't anymore coz picture always disappear add blank. It disappointed,Please fix",Neutral,0.0,0.5333333333333333
+Beauty Camera - Selfie Camera,"I wish I knew. Unfortunately Walmart ad popped up, full page, option x off. I tried several times.",Negative,-0.05000000000000001,0.5166666666666667
+Beauty Camera - Selfie Camera,This sucks I can't even get past camera add blocks anything else,Negative,-0.275,0.275
+Beauty Camera - Selfie Camera,I used love app. Now goes ad I can't close. Deleting. Very disappointed.,Negative,-0.23750000000000004,0.7875000000000001
+Beauty Camera - Selfie Camera,goes ads cannot stop them. used love it. uninstalling it.,Positive,0.5,0.6
+Beauty Camera - Selfie Camera,"I've noticed many us 'blank screen, small add top' problem. Its upsetting favorite mine too. Please fix it!",Positive,0.275,0.48
+Beauty Camera - Selfie Camera,"Before I even finish picture app, advertisement jumps whole phone screen disabled! I back way restart again.... This constant, ongoing issue... I'm deleting right now.....",Positive,0.04714285714285714,0.31380952380952376
+Beauty Camera - Selfie Camera,Love stupid ads keep popping allow save pic,Negative,-0.14999999999999997,0.8
+Beauty Camera - Selfie Camera,"Those ads annoying can't find another used do. It needs fixed asap, I miss fav app.",Negative,-0.35000000000000003,0.55
+Beauty Camera - Selfie Camera,Pick picture goes blank screen adds top. Won't work.,Positive,0.25,0.25
+Beauty Camera - Selfie Camera,What happened ap? It crashes photo saved? Why developers allowed glitch continue long?!,Negative,-0.0625,0.4
+Beauty Camera - Selfie Camera,The advertisements would open allow save anything. Like hated things advertisements.,Negative,-0.45,0.6
+Beauty Camera - Selfie Camera,Loved beginning. Now there's bug won't allow save. Please fix ASAP,Positive,0.7,0.8
+Beauty Camera - Selfie Camera,"I can't access ANY pictures! The screen goes blank & ad, ad, ad pops up! I'm furious!",Neutral,0.0,0.0
+Beauty Camera - Selfie Camera,Cannot save photo taking it. It ad screen rest blank,Neutral,0.0,0.0
+Beauty Camera - Selfie Camera,Its great app. Im ashamed upload photo social media using app. I like ☺☺,Positive,0.4166666666666667,0.4083333333333333
+Beauty Camera - Selfie Camera,Sooo easy really cute! A little limited effects eh I still made birthday invites,Positive,0.1998511904761905,0.6190476190476191
+Beauty Camera - Selfie Camera,isnt working phone.. I choose image edit going next step image appear diting. Screen white..,Neutral,0.0,0.0
+Beauty Camera - Selfie Camera,I installed able all!! All l get ads. I'm uninstalling recommend 'airbrush' ..not ad ever!,Positive,0.9765625,0.625
+Beauty Camera - Selfie Camera,Used like app. Now I load photo goes blank ad page I can't exit of. Uninstalling finding better app.,Positive,0.25,0.25
+Beauty Camera - Selfie Camera,Makes skin look super smooth. Love it!!,Positive,0.5048611111111111,0.5888888888888889
+Beauty Camera - Selfie Camera,good Google apps keep blocking pictures screen time's please help situation,Positive,0.7,0.6000000000000001
+Beauty Camera - Selfie Camera,nan,nan,nan,nan
+Beauty Camera - Selfie Camera,Its doesnt let finish editing,Neutral,0.0,0.0
+Beauty Camera - Selfie Camera,nan,nan,nan,nan
+Beauty Camera - Selfie Camera,nan,nan,nan,nan
+Beauty Camera - Selfie Camera,Love way brings beauty,Positive,0.5,0.6
+Beauty Camera - Selfie Camera,How dump is..... Its good.,Positive,0.7,0.6000000000000001
+Beauty Camera - Selfie Camera,Well best I ever phone I time I love much I recommend everybody thank xoxo,Positive,0.5666666666666667,0.36666666666666664
+Beauty Makeup Snappy Collage Photo Editor - Lidow,Very good especially landscapes images sometimes respond properly.,Positive,0.3033333333333333,0.6266666666666668
+Beauty Makeup Snappy Collage Photo Editor - Lidow,"Cannot launch now. The free version limited functions, makes virtually useless unless I purchase premium. I giving up.",Negative,-0.05714285714285713,0.38095238095238093
+Beauty Makeup Snappy Collage Photo Editor - Lidow,"Can help me, work device months..i can't open",Neutral,0.0,0.5
+Beauty Makeup Snappy Collage Photo Editor - Lidow,really nice useful thanks...,Positive,0.36666666666666664,0.39999999999999997
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup Snappy Collage Photo Editor - Lidow,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Makeup – Photo Makeover,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+Beauty Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,I love ❤️,Positive,0.5,0.6
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,iiiirf,Neutral,0.0,0.0
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,Its good like,Positive,0.7,0.6000000000000001
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,lick,Neutral,0.0,0.0
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+BeautyPlus - Easy Photo Editor & Selfie Camera,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,"If app, I'd lug fan everywhere, love it!!",Positive,0.78125,0.6
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bed Time Fan - White Noise Sleep Sounds,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Bedroom Decorating Ideas,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Been Together (Ad) - D-day,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Buy,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,Bad Bad,Negative,-0.6999999999999998,0.6666666666666666
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,There exciting cars like Mustang Lamborghini And dodge,Positive,0.3,0.8
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,Chip to be,Neutral,0.0,0.0
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Car Wallpapers,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,"Everyone Best Fiends. It's relaxing, fun, entertaining addictive game love colorful characters get kick slugs butts totally free",Positive,0.32499999999999996,0.5375
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best Fiends - Free Puzzle Game,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best New Ringtones 2018 Free 🔥 For Android™,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,Seemed great first used came calendar period ovulation thing shows calender periods I've put nothing else! If still started would 5 stars!,Positive,0.5953125,0.5416666666666666
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+Best Ovulation Tracker Fertility Calendar App Glow,nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",Great wallpapers could add new ones though,Positive,0.4681818181818182,0.6022727272727273
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",So far super cool wallpapers HD,Positive,0.2611111111111111,0.7722222222222221
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",It's alright,Neutral,0.0,0.0
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",Love fits phone. Really cool,Positive,0.425,0.625
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",nan,nan,nan,nan
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",rate five-star vip，you know,Neutral,0.0,0.0
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",Hitting 5 stars unlock wallpapers,Neutral,0.0,0.0
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",I love proud,Positive,0.65,0.8
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",Let us know,Neutral,0.0,0.0
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",In wallpapers good,Positive,0.7,0.6000000000000001
+"Best Wallpapers Backgrounds(100,000+ 4K HD)",It's ok,Positive,0.5,0.5
+Best Wallpapers QHD,nan,nan,nan,nan
+Best Wallpapers QHD,LOVE IT!! Download right away u know missing,Positive,0.2889880952380952,0.3952380952380952
+Best Wallpapers QHD,nan,nan,nan,nan
+Best Wallpapers QHD,This sucks qhd wallpapers peace garbage waste time,Negative,-0.25,0.15
+Best Wallpapers QHD,This amazing. But wallpapers. And many pop ads I like,Positive,0.55,0.7
+Best Wallpapers QHD,Nice realistic pictures look like animated one.,Positive,0.3833333333333333,0.6666666666666666
+Best Wallpapers QHD,Very nice equipments wallpapers required phone look great....,Positive,0.79,0.875
+Best Wallpapers QHD,"This amazing graphics wallpapers. Whoever created it, WELL DONE!",Positive,0.7500000000000001,0.9
+Best Wallpapers QHD,Really ncy wallpapers useful awesome ....,Positive,0.5,0.39999999999999997
+Best Wallpapers QHD,Many choices quality backgrounds. I look further.,Positive,0.25,0.5
+Best Wallpapers QHD,The most beautifully appealing program is it the same at the time of the performances? The god of his inner being is very good like his appearance ...,Positive,0.382,0.41433333333333333
+Best Wallpapers QHD,So many wonderful outstanding colorful pictures set. I love it!,Positive,0.585,0.675
+Best Wallpapers QHD,nan,nan,nan,nan
+Best Wallpapers QHD,One best wallpaper I've ever came across. Loved it. Very unique wallpapers,Positive,0.7291666666666666,0.7000000000000001
+Best Wallpapers QHD,Love time,Positive,0.5,0.6
+Best Wallpapers QHD,good wallpaper pictures quality good.that's great want enjoy phone.,Positive,0.6333333333333333,0.6166666666666667
+Best Wallpapers QHD,Nothing better app...awesome!!,Positive,0.78125,0.5
+Best Wallpapers QHD,It's amazing! Easy & categories.. undoubtedly besf wallpaper could find play store.,Positive,0.5916666666666668,0.8666666666666667
+Best Wallpapers QHD,"Super, fine fantastic ... Loved it! !",Positive,0.5375,0.7166666666666666
+Best Wallpapers QHD,nan,nan,nan,nan
+Best Wallpapers QHD,Amazing!!!!!! I HAVE NO WORDS!!!!!yaaaaa... I'm able control feelings.. haha,Positive,0.5666666666666667,0.6083333333333333
+Best Wallpapers QHD,Just lovely wallpaper ever..just close eyes go it..very easy use..and amazing wallpapers..i love app.,Positive,0.5083333333333333,0.7708333333333334
+Best Wallpapers QHD,I've using past 2 years I l0ve !,Negative,-0.3125,0.25
+Best Wallpapers QHD,Very good and excellent quality ...,Positive,0.955,0.8900000000000001
+Best Wallpapers QHD,"Very attractive wall paper collection Trouble choosing, since choice plenty.",Positive,0.4,0.6
+Best Wallpapers QHD,Oh best bat internet I feel bad wow wow wow,Positive,0.12000000000000002,0.7933333333333333
+Best Wallpapers QHD,Hmm quality photo bad.. 50 50..,Negative,-0.6999999999999998,0.6666666666666666
+Best Wallpapers QHD,Love bunch get wall papers like pics beautiful,Positive,0.675,0.8
+Best Wallpapers QHD,This best aap I ever found .........everyone must install,Positive,1.0,0.3
+Best Wallpapers QHD,"Awesome app, best wallpapers, using since last two years love it!!",Positive,0.6953125,0.4916666666666667
+Best Wallpapers QHD,shows us beautiful wallpapers I love I love wallpapers perfect wallpaper major high quality,Positive,0.5120833333333333,0.7066666666666667
+Best Wallpapers QHD,It's awesome add sports pictures like basketball,Positive,1.0,1.0
+Best Wallpapers QHD,Very nice images. And easy set.,Positive,0.6066666666666667,0.9166666666666667
+Best Wallpapers QHD,Wallpaper average.,Negative,-0.15,0.39999999999999997
+Best Wallpapers QHD,good pictures,Positive,0.7,0.6000000000000001
+Best Wallpapers QHD,"Well, but it might be better",Positive,0.5,0.5
+Best Wallpapers QHD,It's Cool lots beautiful backgrounds.I like change backgrounds like I change clothes.,Positive,0.6,0.825
+Best Wallpapers QHD,nan,nan,nan,nan
+Best Wallpapers QHD,Best For 4k HD Wallpaper I just Loved It,Positive,0.85,0.55
+Best Wallpapers QHD,Bunch low res images,Neutral,0.0,0.3
+"BestCam Selfie-selfie, beauty camera, photo editor",This a̸p̸p̸ Na Kare please Mere Bhai A L please fake fake fake fake fake please install fake fake fake fake,Negative,-0.5,0.95
+"BestCam Selfie-selfie, beauty camera, photo editor",Worst lot add; time west,Negative,-1.0,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",bed bakvas time west stupid,Negative,-0.7999999999999999,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",It bad dont install worst,Negative,-0.8499999999999999,0.8333333333333333
+"BestCam Selfie-selfie, beauty camera, photo editor",Fake install best sweet selfie,Positive,0.2833333333333333,0.65
+"BestCam Selfie-selfie, beauty camera, photo editor",Good appp I love,Positive,0.6,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",It's good,Positive,0.7,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Very bad world,Negative,-0.9099999999999998,0.8666666666666667
+"BestCam Selfie-selfie, beauty camera, photo editor",Doughty makes you dog upset,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",bad game,Negative,-0.5499999999999999,0.5333333333333333
+"BestCam Selfie-selfie, beauty camera, photo editor",Just yes,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Very bad joke,Negative,-0.9099999999999998,0.8666666666666667
+"BestCam Selfie-selfie, beauty camera, photo editor",I didnt like features,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Very bad app..,Negative,-0.9099999999999998,0.8666666666666667
+"BestCam Selfie-selfie, beauty camera, photo editor",Very bad,Negative,-0.9099999999999998,0.8666666666666667
+"BestCam Selfie-selfie, beauty camera, photo editor",Fake two,Negative,-0.5,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",So bed app,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Wrap up,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",RohiT kumar,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Nonsense,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Bad camera,Negative,-0.6999999999999998,0.6666666666666666
+"BestCam Selfie-selfie, beauty camera, photo editor",Ad ch feklyf,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Rafiqul last,Neutral,0.0,0.06666666666666667
+"BestCam Selfie-selfie, beauty camera, photo editor",I like,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Video bansode,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",SUPER TEACHER,Positive,0.3333333333333333,0.6666666666666666
+"BestCam Selfie-selfie, beauty camera, photo editor","Sweet, you have",Positive,0.35,0.65
+"BestCam Selfie-selfie, beauty camera, photo editor",Fad,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",rubbish,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Very poor,Negative,-0.52,0.78
+"BestCam Selfie-selfie, beauty camera, photo editor",Fodoo,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Sun Khan,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Time wasted,Negative,-0.2,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Rubbish,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",pilgrimage,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Very camera,Positive,0.2,0.3
+"BestCam Selfie-selfie, beauty camera, photo editor",Lots ads,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Lots add,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",This,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Not like,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",single,Negative,-0.07142857142857142,0.21428571428571427
+"BestCam Selfie-selfie, beauty camera, photo editor",Bkvas,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Okk,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Worst,Negative,-1.0,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Not good,Negative,-0.35,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Worst,Negative,-1.0,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Bad bad bad bad bad bad bad bad,Negative,-0.7,0.6666666666666666
+"BestCam Selfie-selfie, beauty camera, photo editor",Coat,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Hi,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Eight,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Nice cool,Positive,0.475,0.825
+"BestCam Selfie-selfie, beauty camera, photo editor",Nice,Positive,0.6,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Supper,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Wast,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Nice,Positive,0.6,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Waste,Negative,-0.2,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Good,Positive,0.7,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Cool apps...!,Positive,0.4375,0.65
+"BestCam Selfie-selfie, beauty camera, photo editor",Good,Positive,0.7,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Good,Positive,0.7,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Love,Positive,0.5,0.6
+"BestCam Selfie-selfie, beauty camera, photo editor",Good,Positive,0.7,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Superb,Positive,1.0,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Lovely,Positive,0.5,0.75
+"BestCam Selfie-selfie, beauty camera, photo editor",Good,Positive,0.7,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Very bad showings adds Only camera,Negative,-0.4549999999999999,0.9333333333333333
+"BestCam Selfie-selfie, beauty camera, photo editor",Worst app. It working. It stopped working every time I open,Negative,-0.5,0.75
+"BestCam Selfie-selfie, beauty camera, photo editor",Bad bad bad bad showing add I using disturbing,Negative,-0.6599999999999999,0.6933333333333334
+"BestCam Selfie-selfie, beauty camera, photo editor",This aaps good,Positive,0.7,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Not good,Negative,-0.35,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Waste is too addicted to mobile hangs,Negative,-0.30000000000000004,0.3
+"BestCam Selfie-selfie, beauty camera, photo editor",I think bad,Negative,-0.6999999999999998,0.6666666666666666
+"BestCam Selfie-selfie, beauty camera, photo editor",Weaset 24 hours advertisement install,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor","Whether it is baker or not, it is not boring",Positive,0.5,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Bad total bad,Negative,-0.46666666666666656,0.6944444444444443
+"BestCam Selfie-selfie, beauty camera, photo editor",Kaif qureshi smarter boy,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Are you toppers,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Worst,Negative,-1.0,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Is frivolous,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Bakwas virus,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",No subject,Positive,0.08333333333333333,0.3333333333333333
+"BestCam Selfie-selfie, beauty camera, photo editor",Bad,Negative,-0.6999999999999998,0.6666666666666666
+"BestCam Selfie-selfie, beauty camera, photo editor",No west MB wrong,Negative,-0.5,0.9
+"BestCam Selfie-selfie, beauty camera, photo editor",Is frivolous,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Rubbish,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Very bad,Negative,-0.9099999999999998,0.8666666666666667
+"BestCam Selfie-selfie, beauty camera, photo editor",Rubbish,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",The best selfie camera,Positive,1.0,0.3
+"BestCam Selfie-selfie, beauty camera, photo editor",nyc,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Bad,Negative,-0.6999999999999998,0.6666666666666666
+"BestCam Selfie-selfie, beauty camera, photo editor",Kokak,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Rubbish,Neutral,0.0,0.0
+"BestCam Selfie-selfie, beauty camera, photo editor",It's nice,Positive,0.6,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",nan,nan,nan,nan
+"BestCam Selfie-selfie, beauty camera, photo editor",Nice cam,Positive,0.6,1.0
+"BestCam Selfie-selfie, beauty camera, photo editor",Best camera,Positive,1.0,0.3
+"BestCam Selfie-selfie, beauty camera, photo editor",useless,Negative,-0.5,0.2
+"BestCam Selfie-selfie, beauty camera, photo editor",Good,Positive,0.7,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Good,Positive,0.7,0.6000000000000001
+"BestCam Selfie-selfie, beauty camera, photo editor",Nice,Positive,0.6,1.0
+BetterMe: Weight Loss Workouts,"Wanted refund first month, work me. Received email charged account Aug.1st around 10:30 night. I immediately started searching request refund 3rd party Google course impossible find!!! Don't ever subscribe 30 day trial EVER!!!",Negative,-0.25,0.4444444444444444
+BetterMe: Weight Loss Workouts,There 7 days free trial promised immediately charged amount 6 months credit card! It's weird! I 10 minutes only! I want money back!!!! Return asap!,Negative,-0.03125,0.7
+BetterMe: Weight Loss Workouts,Don't bother downloading unless wanna pay ur straight away add credit card info. You can't even open without HAVING give credit card information pay it. There also option gluten dairy allergies combined,Positive,0.1,0.45
+BetterMe: Weight Loss Workouts,"Updated deleted half progress. Needs improvement: able rate individual exercises rather full sets, able replace exercises like. It always remind scheduled workouts.",Positive,0.23666666666666666,0.47333333333333333
+BetterMe: Weight Loss Workouts,It great wanna loose weight set goals. You home helping guide won't feel lonely,Positive,0.20769230769230773,0.573076923076923
+BetterMe: Weight Loss Workouts,No options food. Just list. I can't stand fish offer alternative meal. I paid sucks I'm going it.,Negative,-0.3,0.3
+BetterMe: Weight Loss Workouts,I been charged twice something used log stop payments.. waste money long process support help out!,Negative,-0.13125,0.2
+BetterMe: Weight Loss Workouts,"Downloaded app, entered info, told rest must paid for. Even the""free trial"" cant explored without credit card info!",Positive,0.5,0.8
+BetterMe: Weight Loss Workouts,"After unsubscribing app, I still charged free trial ended sent email company went way let know I would receiving refund I want with. No impressed all.",Negative,-0.04999999999999999,0.9
+BetterMe: Weight Loss Workouts,"I love it, helps much shows exactly I'm supposed motivates much!!!! Thank much amazing help me.",Positive,0.40765624999999994,0.43
+BetterMe: Weight Loss Workouts,"I like options choose areas work on. Although, I would like suggest add exercises ""love handles"" I understand there's option slim legs, butt, thighs, however, I would enjoy exercises muscles area rather reducing fat.",Positive,0.45,0.55
+BetterMe: Weight Loss Workouts,Love. I wish ask time wanted reminded work out. Maybe day would fine.,Positive,0.45833333333333337,0.55
+BetterMe: Weight Loss Workouts,"This really great. It's thorough, sometimes even personal Trainer!",Positive,0.4,0.525
+BetterMe: Weight Loss Workouts,I really like app. I fun can't go gym home,Positive,0.25,0.2
+BetterMe: Weight Loss Workouts,Really love charge. ...U give free trial otherwise good I really need longtime guide slimer thank better,Positive,0.45999999999999996,0.54
+BetterMe: Weight Loss Workouts,I loved working I purchased I think 45$ plan problem I dropped old phone toilet get new I tried signing I really remember email I used I tried emails I could way I sign I really miss !,Positive,0.2255050505050505,0.3090909090909091
+BetterMe: Weight Loss Workouts,"really love app..specially mom two like me! time gym, exercise home..thanks lot, power",Positive,0.625,0.6
+BetterMe: Weight Loss Workouts,"Amazing app! It's showing exactly exercises. It even ads. Nothing complain about, I recommend it!",Positive,0.53125,0.575
+BetterMe: Weight Loss Workouts,"I luv , I work morning when I was going work n bed.",Neutral,0.0,0.0
+BetterMe: Weight Loss Workouts,As beginner looking gradually increase exercises tone amazing!! Really great gradual increase shows exercises.,Positive,0.8687500000000001,0.825
+BetterMe: Weight Loss Workouts,nan,nan,nan,nan
+BetterMe: Weight Loss Workouts,nan,nan,nan,nan
+BetterMe: Weight Loss Workouts,It really wo4k keeps busy,Positive,0.15000000000000002,0.25
+BetterMe: Weight Loss Workouts,Great app. Would better program height increasing since asks height first it.,Positive,0.5166666666666667,0.5277777777777778
+BetterMe: Weight Loss Workouts,"Good App, finding really get workout reminders",Positive,0.44999999999999996,0.4
+BetterMe: Weight Loss Workouts,It's great helps goals weight loss,Positive,0.8,0.75
+BetterMe: Weight Loss Workouts,nan,nan,nan,nan
+BetterMe: Weight Loss Workouts,It's pretty hard,Negative,-0.020833333333333343,0.7708333333333333
+BetterMe: Weight Loss Workouts,This helped much I happy body,Positive,0.8,1.0
+BetterMe: Weight Loss Workouts,"Love it, least starting work again. Short, terribly easy.",Positive,0.12666666666666665,0.44666666666666666
+BetterMe: Weight Loss Workouts,It's My training plan,Neutral,0.0,0.0
+BetterMe: Weight Loss Workouts,Its great love it. Thank fixing,Positive,0.65,0.675
+BetterMe: Weight Loss Workouts,It's amazing I lost least 10 pounds already,Positive,0.15000000000000005,0.65
+BetterMe: Weight Loss Workouts,I love works get explain step.,Positive,0.5,0.6
+BetterMe: Weight Loss Workouts,Short exercises make convenient work daily,Neutral,0.0,0.15
+BetterMe: Weight Loss Workouts,"easy workouts simple follow, work",Positive,0.21666666666666667,0.5952380952380952
+BetterMe: Weight Loss Workouts,I really really love helpful,Positive,0.5,0.6
+BetterMe: Weight Loss Workouts,Great good sweating...,Positive,0.75,0.675
+BetterMe: Weight Loss Workouts,Very helpful helps lose weight quickly,Positive,0.26666666666666666,0.4
+BetterMe: Weight Loss Workouts,Make a spirit,Neutral,0.0,0.0
+Betterment,WRITE REAL CHANGELOGS!,Positive,0.25,0.30000000000000004
+Betterment,I'm sure im making money. I see lots vanguard shares portfolio using betterment almost 8 months. totall earning(lost) -6 dollars. While 401k account +10% earning. While getting ETF shares.,Positive,0.5,0.8888888888888888
+Betterment,"ABSOLUTELY HORRIBLE. DO NOT USE. After signing account, I tried login first time. That's message popped saying account suspended. FOR THE VERY FIRST TIME. Even though I've properly sent required information. Good thing I put money app. Unbelievable.",Positive,0.004166666666666661,0.5777777777777778
+Betterment,Really update removes percentage earned? All see balance. The whole point investing. If can't actually generate money investments fix that. Don't hide loosing everyone's money,Positive,0.13333333333333333,0.23333333333333336
+Betterment,I like recent update makes I cannot view percentage growth individual accounts. I would like see please.,Neutral,0.0,0.325
+Betterment,Liked point. Just recently I cannot update single reoccurring deposit. Switching wealthfront.,Positive,0.1761904761904762,0.42142857142857143
+Betterment,Doesn't work anymore update!,Neutral,0.0,0.0
+Betterment,Awesome!,Positive,1.0,1.0
+Betterment,"Update 7/5/18: Still NO DARK MODE!!!!!! Please add dark mode soon...... Please add ""Dark Mode"" app. All white space hard eyes. Dark mode much needed! Enjoying performance far.",Positive,0.04382618091724536,0.437962962962963
+Betterment,Horribly put together. To much lack control good investing all.,Negative,-0.03333333333333336,0.6
+Betterment,I like used years now. But recent weeks I able change automatic investment date amount properly. It allows set amount auto deposit Betterment account allow pick date.,Positive,0.16666666666666666,0.325
+Betterment,Q integrity Carlos Santa Monica Anna rocks,Neutral,0.0,0.0
+Betterment,Liked,Positive,0.6,0.8
+Betterment,"The makes really difficult navigate. There's term option investments. It automatically 30 year, I can't even change. I see option stop auto deposits, withdraw. Lol Now telling achieve 150k 10 years goal I need invest time 86k 242 Every Friday. Some good maths there.",Positive,0.3333333333333333,0.7666666666666666
+Betterment,This sucks see balance. This must developed really old people. They definitely needs update really bad show information whatsoever! This needs better charts.,Negative,-0.07916666666666662,0.41111111111111115
+Betterment,"Not great app, haiku recent change creative",Positive,0.033333333333333326,0.6666666666666666
+Betterment,"Nice idea, poor outcome. The robot done much year.",Positive,0.13333333333333333,0.6
+Betterment,FAIL 0 STAR. This NO features. Hey choose aggressive? NO hey get get stocks? NO hey improve performance? Nothing! Hey features add make great like deposit makeing changes new fund go towards new goal without disrupting old funds? NO fees BS open vanguard account u dont need guys.,Positive,0.09128787878787879,0.4431818181818182
+Betterment,I like betterment easy interface ran bug unable deposit funds phone made unusable unless went website. The support horrible unresponsive resolve issue even sending emails.,Negative,-0.35555555555555557,0.7777777777777778
+Betterment,I expected open new bank account order withdraw money I put app. They refused accept current account unwilling work me.,Positive,0.009090909090909087,0.4386363636363636
+Betterment,"Update : I see much difference latest update- Feb 2018. It would great graph could show even shorter time periods, month, even two week account changes. Update: April 2018 Latest update still much different. Please consider enabling graph show changes shorter times. Also, would great Activity button opening page, instead go Menu find it. Update: May 2018 Still noticeable improvements. Lowered rating significant changes implemented...Activity button Summary page, shorter time increments (1 month less) graph.",Positive,0.37604166666666666,0.6302083333333333
+Betterment,"Will update solved. Signed account Thursday morning, typed information correctly, still waiting deposit betterment verify bank account. I ready deposit decent amount money Thursday, Sunday still patiently waiting response happening quickly. This automated process done immediately customer gives information.",Positive,0.2333333333333333,0.5555555555555555
+Betterment,"Couldn't even link bank account. Kept getting ""Unknown error"". Messaged support issue, never received reply.",Negative,-0.1,0.6
+Betterment,I would like would stop crashing. Resetting uninstalling dont help either,Neutral,0.0,0.0
+Betterment,"I downloaded made account, wont let connect bank account gotten back this. Obviously I cant platform I cant connect money.",Neutral,0.0,0.25
+Betterment,work. Keep getting unknown error,Negative,-0.1,0.6
+Betterment,"Good, show market changes Activity. I 2 accounts I select individual see one. Very inconvenient.",Negative,-0.02666666666666669,0.6666666666666666
+Betterment,When works. Works really well. Better tab acorns. Had temporary error update. That end.,Positive,0.35,0.35
+Betterment,It informative enjoy,Positive,0.4,0.5
+Betterment,Bad,Negative,-0.6999999999999998,0.6666666666666666
+Betterment,"Very error prone. Slow poor customer support. I difficulty creating account, finally created it.. I try link bank account, consistently erroring msg unknown error. Not sure either betterment ready prime time. If system cannot handle simple linking bank account, becomes hard trust robotic investment algorithm application.. Betterment takes 3 4 days answer questions within app.. unacceptable. Developers trivial responsive much faster financial system/application.. wow, I say..",Negative,-0.03511904761904761,0.48840702947845804
+Betterment,"Very different investing apps, good way. For real investing, trading/speculating.",Positive,0.3,0.56
+Betterment,So far good,Positive,0.39999999999999997,0.8
+Betterment,"Best way invest period. Excellent app, intuitive controls, easy way create multiple investing goals, low fees, easy contact.",Positive,0.47777777777777786,0.5444444444444444
+Betterment,"Would like see cost basis ETF vs total $ amount # shares. Current info allows find current etf price ($/shares). With cost basis, I would able see multiple etf's performing vs other. Ex: abc +3.4%, xyz +4.65%, dxz -(1.43%).",Positive,0.0625,0.425
+Betterment,"Simple interface. Does well build portfolio time, based appropriations (%stock vs %bonds) determine.",Neutral,0.0,0.35714285714285715
+Betterment,Never received withdrawal +$5000 yet shows withdrawal. Will steal money!!!!,Neutral,0.0,0.0
+Betterment,Fantastic,Positive,0.4,0.9
+Betterment,"Love Betterment. And app. I like Smart Deposit feature, wish also allowed us set Smart transfers *between* Betterment accounts amount accrues certain threshold.",Positive,0.2857142857142857,0.6142857142857143
+Betterment,"The stopped working, freezes login. As Betterment, fantastic. I'm earning 20% + money, can't beat",Positive,0.4,0.9
+BeyondMenu Food Delivery,"I've used issues order coupons restaurant honor glitch I removed app. Six months later I figured give another try damn thing happens order. No word yet restaurant honor coupon time. Removing again! Tip, call order less confusion.",Negative,-0.08333333333333333,0.03333333333333333
+BeyondMenu Food Delivery,"I completed order, got email confirming 9:20 pickup, delivery available, friend went pick 9:45 restaurant unaware order. Very disappointed!",Negative,-0.19999999999999998,0.625
+BeyondMenu Food Delivery,"REQUIRED pre--payment that's restaurant set up!!! Needed call 3 times cancel order I pay AT PICKUP option last time. WILL NOT BE USING IF PREPAY IS REQUIRED!! Wow, 5 minute trip turned 45 minutes really fast.",Positive,0.10000000000000002,0.5555555555555555
+BeyondMenu Food Delivery,Easy navigate. The descriptions restaurant puts seems. But I like much quite often.,Positive,0.31666666666666665,0.5166666666666667
+BeyondMenu Food Delivery,I love app. You realize hungry order food within minute. I wish restaurants used it!,Positive,0.625,0.6
+BeyondMenu Food Delivery,nan,nan,nan,nan
+BeyondMenu Food Delivery,"I used order food pick-up different locations, works wonderfully; I highly recommend it.",Positive,0.08,0.57
+BeyondMenu Food Delivery,Love make much easier order I like guys stop sending f.cookies,Positive,0.35,0.4
+BeyondMenu Food Delivery,"I using grubhub FOREVER killer Asian food. Sushi, chinese, etc... cheaper better. Go",Positive,0.16666666666666666,0.16666666666666666
+BeyondMenu Food Delivery,They good Will call cant fine u willing wait see love help,Positive,0.4666666666666667,0.6125
+BeyondMenu Food Delivery,quick easy use. nice scan feature cards even putting information breeze!,Positive,0.5055555555555555,0.7777777777777778
+BeyondMenu Food Delivery,To awesome app. You able see ratings restaurants suggest foods menu.,Positive,0.75,0.8125
+BeyondMenu Food Delivery,Next big thing sure,Positive,0.16666666666666666,0.3296296296296296
+BeyondMenu Food Delivery,"Smooth, easy, Has prominent back arrow allows changes order event payment processing",Positive,0.33333333333333337,0.5833333333333334
+BeyondMenu Food Delivery,"It works, I get food. All I ask for.",Neutral,0.0,0.0
+BeyondMenu Food Delivery,"Easy, great",Positive,0.6166666666666667,0.7916666666666667
+BeyondMenu Food Delivery,I really like app. It's easy use.,Positive,0.31666666666666665,0.5166666666666667
+BeyondMenu Food Delivery,amazing reaction time! awesome delivery service!,Positive,0.875,0.95
+BeyondMenu Food Delivery,Super easy order always correct,Positive,0.3833333333333333,0.75
+BeyondMenu Food Delivery,"Very easy use, convenient !",Positive,0.7041666666666667,1.0
+BeyondMenu Food Delivery,Quick easy way get takeout!,Positive,0.4375,0.6666666666666667
+BeyondMenu Food Delivery,"Very user friendly, would recommend.",Positive,0.2875,0.4
+BeyondMenu Food Delivery,Works great. Like Google Pay integration.,Positive,0.8,0.75
+BeyondMenu Food Delivery,"great app, menu easy read",Positive,0.6166666666666667,0.7916666666666667
+BeyondMenu Food Delivery,nan,nan,nan,nan
+BeyondMenu Food Delivery,Easy convenient.,Positive,0.43333333333333335,0.8333333333333334
+BeyondMenu Food Delivery,"Easy use, quick easy",Positive,0.39999999999999997,0.7222222222222223
+BeyondMenu Food Delivery,I really like app.,Positive,0.2,0.2
+BeyondMenu Food Delivery,"Good job, convenient!!!",Positive,1.0,0.6000000000000001
+BeyondMenu Food Delivery,Love ease simplicity!,Positive,0.625,0.6
+BeyondMenu Food Delivery,Its con-con good,Positive,0.7,0.6000000000000001
+BeyondMenu Food Delivery,Quick easy!,Positive,0.4375,0.6666666666666667
+BeyondMenu Food Delivery,Easy efficient!,Positive,0.5416666666666667,0.8333333333333334
+BeyondMenu Food Delivery,Very easy,Positive,0.5633333333333334,1.0
+BeyondMenu Food Delivery,Fast way order,Positive,0.2,0.6
+BeyondMenu Food Delivery,Easy reliable,Positive,0.43333333333333335,0.8333333333333334
+BeyondMenu Food Delivery,Easy,Positive,0.43333333333333335,0.8333333333333334
+BeyondMenu Food Delivery,Easy use.,Positive,0.43333333333333335,0.8333333333333334
+BeyondMenu Food Delivery,Fast easy,Positive,0.31666666666666665,0.7166666666666667
+BeyondMenu Food Delivery,Straight forward,Positive,0.2,0.4
+BeyondPod Podcast Manager,Used paid version years satisfied except search function stopped searching metadata individual episodes. But I've trouble couple months. Currently asking allow access 2 storage Startup I allow kicks out. Rinse repeat. I've emailed support answer.,Positive,0.075,0.5
+BeyondPod Podcast Manager,Restore function doesnt work.,Neutral,0.0,0.0
+BeyondPod Podcast Manager,"I used podcast four years still easiest use. However, recently ran issue old Galaxy S 3. Tony Hornheiser show rss feed download. The seen fails. Same devices works fine podcast - strange. It started happening 6/7/2018 fine two years.",Positive,0.05476190476190477,0.28928571428571426
+BeyondPod Podcast Manager,"Loved app, using years, bit recent version removed always-visible Add Playlist button?? Why?? The context menu individual episodes already nearly impossible tap without hitting scrollbar instead. Also, couple updates ago, Wear OS version lost half controls reason - I longer skip forward 20 seconds watch, pretty annoying commuting. Will looking replacement.",Negative,-0.09761904761904762,0.6452380952380953
+BeyondPod Podcast Manager,"This gets worse every update. I years fast, features work better. It allow podcast stream time. This good feature particularly long podcast would take completely could listen downloading maybe halfway podcast completely downloaded worry losing Wi-Fi connection podcast cut you. It also used allow listen podcast without downloading could save storage space device. Both features gone. I'm stuck software I paid years ago podcast go it, beyondpod.",Positive,0.1642857142857143,0.49999999999999994
+BeyondPod Podcast Manager,"Latest update seems created issue option always keep phone unlocked playback longer works. Makes using driving difficult. Checked settings phone make sure nothing else causing it, nothing changed before. A... Full Review",Positive,0.2125,0.8347222222222221
+BeyondPod Podcast Manager,"This nearly flawless podcatcher. The ability curate smart playlists enables ensure important podcasts always listened first, I love ability set virtual feeds phone's memory. One feature I would like see, would push back 5 star r... Full Review",Positive,0.38775510204081637,0.5894557823129253
+BeyondPod Podcast Manager,"Been using beyondpod years, always great reliable app. Latest update though seems broken many things. My Playlist update unless I restart phone, graphics randomly lost, episodes skipped downloaded, sometimes stops w... Full Review",Positive,0.20833333333333334,0.6
+BeyondPod Podcast Manager,"I using many years today I looking new app. For past weeks, podcasts longer updating. Looking reviews, seems recent update causing lot problems. I understand happens fix yet? It time to... Full Review",Positive,0.14727272727272728,0.400909090909091
+BeyondPod Podcast Manager,Generally like although navigation nonstandard awkward respects. The latest version seems 'greedy' Android Auto mode preventing switching audio app. I like variable playback speed feature.,Negative,-0.016666666666666646,0.7999999999999999
+BeyondPod Podcast Manager,I love much I payed unlock key glaring issue I run into. Downloading large podcasts (over 100mb) bogs phone point I cannot open trying multiple large podcasts usually crash phone. I dont issues d... Full Review,Positive,0.13650793650793652,0.4396825396825397
+BeyondPod Podcast Manager,"No longer working Android Auto! Loved full tons customizable features, longer shows audio list Android Auto. Sadly, I guess I switch another podcast app. I even tried updating latest version BeyondPod wo... Full Review",Positive,0.27999999999999997,0.76
+BeyondPod Podcast Manager,This ok while. But latest update seems broken it. The sluggish appears stuck syncing notification bar times possibly draining battery data. I password protected feeds I pocketcasts time.,Positive,0.15,0.7
+BeyondPod Podcast Manager,I disappointed I paid typical podcast manager costs getting updates. Then updated broke important functionality podcast without adding useful features. Updating feeds completely broken now. It gets stuck download... Full Review,Negative,-0.04444444444444445,0.5333333333333333
+BeyondPod Podcast Manager,"The latest update made laggy constantly crash Pixel. My phone otherwise snappy, program crashes whenever updates I try play something, never plays right track first time I it. It's super weird. I hope fix it.",Positive,0.1448412698412698,0.6281746031746032
+BeyondPod Podcast Manager,"I've loved using years, recent update messed everything up. I keep getting notification can't read SD card, there's nothing wrong SD card. I've changed storage location, restarted multiple times deleted reinstalled n... Full Review",Positive,0.10999999999999999,0.5
+BeyondPod Podcast Manager,"I've used years loved it. However, last update, new episodes routinely skipped added list new episodes. I manually checking episode lists shows suspiciously late updating finding new episodes marked played/... Full Review",Positive,0.1573863636363636,0.4975378787878788
+BeyondPod Podcast Manager,"I used love app.. simple easy use, always I wanted. The last weeks I get access error start-up. With choice bod moving something manually OS uninstalling. Hint.. uninstalling help",Positive,0.23333333333333334,0.46428571428571425
+BeyondPod Podcast Manager,"Regrettably, I paid user 4 years . The last 3 months I able consistently app. I longer . It load podcasts. I granted access SD card. This access SD card. All access SD card withou... Full Review",Positive,0.275,0.3729166666666667
+BeyondPod Podcast Manager,"Well, $7, I expected better. And way better support. Or least timely communication. I reported 2 bugs. No response. Fairly new user. Other comments lead believe they've made money. So, group, we'll probably moving podcast apps. It's shame",Positive,0.10189393939393941,0.43825757575757573
+BeyondPod Podcast Manager,"Seems development stopped. To honest smart playlists feature reason I stay it, I find else I'll switching apps. I problems everyone else seems newest version, fixed errors I had. However suppor... Full Review",Positive,0.31607142857142856,0.5732142857142857
+BeyondPod Podcast Manager,"Update: dropping another star, since month appears going fix disaster came last update. This go-to podcast years. However, super laggy latest update (4/6/18).",Positive,0.27777777777777773,0.5444444444444444
+BeyondPod Podcast Manager,"The latest update broke many things, downloading working, player skips beginning try fast forward Playlist buggy. Why companies send untested updates years working? It fine before, need messed with. The product I ... Full Review",Positive,0.39333333333333337,0.61
+BeyondPod Podcast Manager,Can't see amount time podcast buttons save settings. What happened thing since upgrade today? It used work pretty well before. Please roll upgrade back previous version fix.,Positive,0.02777777777777778,0.3888888888888889
+BeyondPod Podcast Manager,"I remember getting latest update part beta program broke ton functionality. It reason quit beta me. I hoping final release would fixed this. Smart play broken, constantly freezes Wear OS killed. It's massive step backw... Full Review",Positive,0.0626984126984127,0.5584656084656084
+BeyondPod Podcast Manager,"What happened? Was favorite, even paid unlock it, sudden read SD card podcasts it. It's corrupt. I tried older versions said corrupt. Please fix get four stars back!!!",Negative,-0.05555555555555556,0.638888888888889
+BeyondPod Podcast Manager,"This functional more. Uninstalled. It nice years, hard freezes device 10-15 minutes time. I reboot now. This functionality work smoothly pi 0w, let alone nexus 6. Sad.",Positive,0.1416666666666667,0.7083333333333333
+BeyondPod Podcast Manager,"I've used years, even paid unlock, I loved recent update. I always listened 2.0x speed update caused audio get crackly faster speeds. Sorry, beyondpod, I'm going somewhere else unless fix audio issue.",Positive,0.06666666666666665,0.6833333333333332
+BeyondPod Podcast Manager,"Latest update destroyed functionality. worked well years. My time podcasts limited, I listen 2x speed. Newest update brought errors cause disgusting audio errors. Do purchase product.",Negative,-0.19047619047619047,0.6809523809523809
+BeyondPod Podcast Manager,"Original version good, bit new features poorly thought-out. Auto-playlist function makes listed episodes clearly interested in; difficult make playlists across feeds, feed errors. Not worth money.",Positive,0.058766233766233786,0.5720779220779221
+BeyondPod Podcast Manager,"This powerful imo best podcast manager. Last update introduced many problems & bugs still fixed, sadly, I think might time move :'(",Positive,0.05714285714285716,0.5809523809523809
+BeyondPod Podcast Manager,"I'm fairly certain Beyond pod inserts ads start pods random. I listen small US based pod got UK ad. Thought odd, checked pod catchers ad. I've paid that's cool",Negative,-0.07047619047619047,0.4742857142857143
+BeyondPod Podcast Manager,"A good app. I appreciate addition feed sync feature, though help much trying migrate feeds history new device. Disappointed dropped WearOS support. It supposedly removed lack use, I found extremely useful.",Positive,0.11727272727272724,0.400909090909091
+BeyondPod Podcast Manager,"Tried move downloaded postcasts funtion settings. After forced redownload stored episodrs. Thought I could work around re-installing, deleted saved episodes!!! Sucks start again... Otherwise great app,... Full Review",Positive,0.066015625,0.45
+BeyondPod Podcast Manager,"Another ""me too"" latest update. (Though I seen mention problem yet.) Getting podcasts give ""can't play remotely"" trying cast Chromecast Google Home device.",Positive,0.2,0.55
+BeyondPod Podcast Manager,"After latest update streaming broken. One stream point stream stop. Pressing Play wont resume stream. Beyond Pod stand idle. Closing, restarting wont fix issue. The way play another pod episode & press play ep ... Full Review",Positive,0.15,0.6166666666666667
+BeyondPod Podcast Manager,This used best podcast ruined since new company took couple years ago. The first update forever broke updates. Sad joke.,Positive,0.22159090909090906,0.521969696969697
+BeyondPod Podcast Manager,"The update scheduling user friendly all. I need schedule updates day week, simple think. They day week selector. Instead, I select time,then enable day start schedule. Really lame!",Negative,-0.08333333333333333,0.5357142857142857
+BeyondPod Podcast Manager,Been using years. Seems quality reliability degrading. Crackling audio headphone remote control functions respond correctly. Removal Android Wear OS function annoying. Was nice select podcasts watch. Now default Wear OS media player ... Full Review,Positive,0.012499999999999983,0.6625000000000001
+BeyondPod Podcast Manager,"I've loved years, recent major update made clunky slow. A lot times I something thinks I something else I would scroll even see. Sometimes accidentally downloaded deleted podcast. Very frustrating to... Full Review",Positive,0.04874999999999998,0.5833333333333334
+Bible,"I used love I past month keeps.crashing, verse images disappear. As recent today.my frustration crashed middle reading plan. The help/tech support helpful all. They keep repeating steps uninstall install, clear cache. None t... Full Review",Positive,0.11666666666666665,0.33888888888888885
+Bible,"I'm happy leaving less stellar review app, warranted. I Audio version bible seem server issues, leads audio playing consistently. It many great features, verse day favorite, unfortunately audio option full glitches.",Positive,0.3166666666666667,0.6395833333333333
+Bible,"2018-08-02 - we're couple releases ""in"" Chromecast icon, casting work; TV Chromecast built in, Chromecast Audio, Chromecast Audio Group. The says casting, devices ""bling"" confirm connection, sound still comes phone's speaker.... Disappointing",Negative,-0.09999999999999998,0.55
+Bible,"Great suggestion developers... Every time start plan 2 screens start, frustrating, whether want others level privacy. Would much better could choose options first time change need",Positive,0.2875,0.6208333333333333
+Bible,"Quit great book! Some days I much time great read meditate right bed. Also great plans help figure ""situation"".",Positive,0.6171428571428571,0.5971428571428572
+Bible,"I love spoken Word. I 40 min commute way work blasting Bible, getting great overview God's story His people. I also trouble reading times learn best hearing spoken word. The voice narrator deep, rich comforting. I ... Full Review",Positive,0.4035714285714286,0.5071428571428571
+Bible,This really great makes easy bible hand 24/7,Positive,0.6166666666666667,0.7916666666666667
+Bible,I wish could read internet Wi-Fi... I work offshore data connection,Neutral,0.0,0.0
+Bible,"The lets highlight complete verse. A lot times want part it, want specific word stand rest different color. All possibilities would achievable added feature highlight word word user wants!",Positive,0.0875,0.30625
+Bible,It's encouraging uplifting Bible everyday!,Negative,-0.25,0.6
+Bible,"Poor character development beginning, atleast somewhat character development Jesus character near end tried fix mistakes father ends disappearing world, story okay I guess I'm eyes could ... Full Review",Positive,0.13749999999999998,0.5125
+Bible,I love many versions provided Bible App. This go-to bible study every day. I never issues accessing it.,Positive,0.5,0.55
+Bible,Need able share Facebook friends!,Positive,0.625,0.625
+Bible,"The Best One study biblical truth every day encouragement . Spiritual Refreshment all. Read Bible Wise , Believe Safe , Practice Holy .",Positive,0.55,0.45833333333333337
+Bible,nan,nan,nan,nan
+Bible,Simply amazing tool spread God's message love everyone around you....and even ways adapt modern culture technology,Positive,0.43333333333333335,0.6
+Bible,Love ! easy study word God. I also love compare different versions bible.,Positive,0.38958333333333334,0.6583333333333333
+Bible,It would be better if there were also the Nuova Diodati over the many versions,Positive,0.5,0.5
+Bible,"""Dust bible leads dirt life"" helps stay focused",Neutral,0.0,0.0
+Bible,Love especially The Passion Translation. Please also consider Kenneth Wuest New Testament translation.,Positive,0.21212121212121213,0.6848484848484849
+Bible,Can View daily verses update,Neutral,0.0,0.0
+Bible,nan,nan,nan,nan
+Bible,I'm closer dear lord,Neutral,0.0,0.0
+Bible,Such amazing job guys ....I seen like this.,Positive,0.30000000000000004,0.7
+Bible,It really helpful I'm scared,Positive,0.2,0.2
+Bible,Bad ugly,Negative,-0.7,0.8333333333333333
+Bible,This useful clean layout. I love it!,Positive,0.4305555555555556,0.43333333333333335
+Bible,It's like praying everyday,Negative,-0.2,0.6
+Bible,A great would like audio version Bible!,Positive,1.0,0.75
+Bible,Read daily. Best Bible I've used. Thank,Positive,0.5,0.15
+Bible,JESUS!!! LORD & GOD!!!!!!! ALMIGHTY!!!!!!!,Neutral,0.0,0.0
+Bible,Thank God this!,Neutral,0.0,0.0
+Bible,I love Bible yeah,Positive,0.5,0.6
+Bible,This best Bible I ever used,Positive,1.0,0.3
+Bible,Great app. I like it. Looking newer functions future,Positive,0.4,0.4375
+Bible,"become ""go-to"" every morning...",Neutral,0.0,0.0
+Bible,nan,nan,nan,nan
+Bible,A Good .I love .,Positive,0.6,0.6000000000000001
+Bible,Teaches god,Neutral,0.0,0.0
+Bible,Great,Positive,0.8,0.75
+Bible,Excellent!,Positive,1.0,1.0
+Bible,Very good,Positive,0.9099999999999999,0.7800000000000001
+Bible,Very helpful,Positive,0.2,0.3
+Bible,Great bible,Positive,0.8,0.75
+Bible,User friendly,Positive,0.375,0.5
+Bible,Love god,Positive,0.5,0.6
+Bible,Love,Positive,0.5,0.6
+Bible,Nice,Positive,0.6,1.0
+Bible,LOVE,Positive,0.5,0.6
+Bible,Love,Positive,0.5,0.6
+Bible,"Like Bible concordance one. Download multiple versions cross reference translations, easily share notes, highlights comments verse chapter friend group! Set reminder daily reading plan pick MANY plans already availabl... Full Review",Positive,0.23194444444444443,0.31388888888888894
+Bible,Runs really well LG V30. The problem I getting widget constantly work. It freezes blanks out. The fix developers delete data wipes achievements app. plus reading plans currently saved... Full Review,Positive,0.1375,0.37083333333333335
+Bible,I updated phone. I cannot see letters low light theme. And I can't see verses I cost highlighting. Please fix. Thank you.,Positive,0.2,0.5
+Bible,"I glad see supports specific greek translation. It's nice reading plans greek, thank you.",Positive,0.22000000000000003,0.425
+Bible,Truly I love bible fav book made well :),Positive,0.5,0.8
+Bible,It's amazing wanna learn word God story's. I'm impressed inspired listen 2 hours day.,Positive,0.8,0.95
+Bible,This I constantly every device I have. Truly remarkable.,Positive,0.375,0.5416666666666666
+Bible,Love fact I easily switch translation another.The best I ever seen.Am loving every day.Thank God this.,Positive,0.6333333333333333,0.6708333333333334
+Bible,"Good tool, would even better two languages could aligned parallel bible reading.",Positive,0.39999999999999997,0.3666666666666667
+Bible,Namibian Awesome! Everyone download.,Positive,1.0,1.0
+Bible,great,Positive,0.8,0.75
+Bible,Great bible devotions,Positive,0.8,0.75
+Bible,Good bible,Positive,0.7,0.6000000000000001
+Bible,Its good . The problem cant connect people says .-have tried fb though.,Positive,0.7,0.6000000000000001
+Bible,Amazing Bible app!! It organised easy use! I love find verses specific word highlighting note taking made easy :),Positive,0.4854166666666668,0.7152777777777778
+Bible,"The audio Bible stopped working several times unless I leave open. I would also like able highlight specific parts verses rather always highlight whole verse. Lastly, would nice able swipe next chapter well arrows... Full Review",Positive,0.215,0.38916666666666666
+Bible,"I LOVE app. I ONE request. PLEASE, PLEASE, PLEASE offer fonts verse images. I another create verse image, lot extra work. If would provide fun brush-like fonts, I would happy camper! All fonts either thin ... Full Review",Positive,0.2916666666666667,0.5499999999999999
+Bible,"Dude. I know Bible Holy Scripture... But honest annoyingly sensitive, ""bookmark"" feature. even need make full-screen for??? Phones now-a-days large enough fit satisfying amount words. But You make special make... Full Review",Positive,0.3151785714285714,0.6562499999999999
+Bible,"It probably best audible bible I find, terms simplicity, actually containing chapters, correctly labeled, voice annoying listen to. However, offline mode work. What's point downloading offline version book doesn... Full Review",Positive,0.13749999999999998,0.4625
+Bible,"I love Bible app! The bible plans awesome fact plans relate going time life. The verse day amazing God really uses speak you. I woke yesterday song mind lyrics ""cast ... Full Review",Positive,0.555,0.65
+Bible,I've using read translation also read favorite version (TLV). I would love version original language paired parallel English text I study words thoroughly. Even better throw cultural context events ... Full Review,Positive,0.290625,0.4375
+Bible,I'm 13 years age remember much Jesus. Because I moved I really open New churches. I hope Bible get back track Jesus fix life.,Positive,0.08409090909090909,0.28863636363636364
+Bible,"ok. update yesterday streak perfect weeks gone! starting again. also crashing crashing device. please fix! Help, help, help!",Positive,0.5,0.5333333333333333
+Bible,"I would give 5 stars, I looked privacy settings finally using 7-9 years realized weird. Nothing clear terms public not. More importantly, unable make things private really change change anything. H... Full Review",Negative,-0.06666666666666667,0.5083333333333333
+Bible,"Love it! Listen every night! However, recently reader option keeps stopping every 10 minutes so. Still love app, studies, highlighter...all helpful. Plz check reader function stoppage errors. Thx!!!",Positive,0.5859375,0.48333333333333334
+Bible,"YouVersion great Bible tool. I think usefulness ways encourages daily devoution time Word, earns 5 stars. It would great explained site choose devotionals available via app. i.e.-- What criteria used de... Full Review",Positive,0.47000000000000003,0.49000000000000005
+Bible,"Thank So Much!!! I love 2 things me? 1.) Can add (NIV) Version 2.) Can add option listen Bible offline Thank listening, If can't I understand. Thanks listening",Positive,0.35,0.4
+Bible,Great app! But I gripe it...I verse day widget I'm online I says something along lines reduced functionality nothing displayed,Positive,1.0,0.75
+Bible,This got need know God promise us. Is must every christian. I Love much. I never stop loving app. It keeps getting better.,Positive,0.36,0.45
+Bible,The always timing listening audio. Meaning listening Bible leave time make go back turn back on. If I'm listening Bible likely I driving please fix bug.,Neutral,0.0,0.3333333333333333
+Bible,"Thanks app.. translations thought would difficult read, not.. God bless us..",Negative,-0.15,0.6
+Bible,I able weeks now. It crashes immediately everytime I open it. I've seen several reports avail help.,Positive,0.16666666666666666,0.375
+Bible,I loving streak system..it really helped reconnect God daily I struggling. GOD BLESS app! Edit: PLEASE font selections?,Positive,0.26666666666666666,0.3833333333333333
+Bible,I like could better...e.g. way remove landing page suggestions add friend people's activities plus highlighted readings really annoying distracting.Thanks,Negative,-0.8,0.9
+Bible,"After attending church (Grace Administries Internation Church) Orange County, God forgave sins made realize loving us. This truly amazing keeps going everyday challenges. There reminders keep Bible...Amen!",Positive,0.3166666666666667,0.8166666666666668
+Bible,"The BEST Bible there! I love reads read. It offers movies help understand (visual) Bible. offers daily devotions. It offers different versions. Online great. Daily Bible verse, highly. 5 stars+ LOVE IT!!!",Positive,0.3113802083333334,0.28250000000000003
+Bible,This wonderful! The communication developers excellent. I issue reached make sure got taken care of.,Positive,0.8333333333333334,0.9629629629629629
+Bible,Love audio like GNTD includind extended version extra stories great wisdom quips. I listen daily along sleep. I totally sleep better mind traffic anymore. Thanks much guys.,Positive,0.275,0.38750000000000007
+Bible,1. Make option choose edition read time. I would like see time screen like two translations compare easy... 2. Make possible easy log facebook. 3. When Afr83 translation av... Full Review,Positive,0.3041666666666667,0.8041666666666667
+Bible,"I like access many different versions easily compared. KJV, NLT, MSG, METRICAL PSALTER, NIV OJB often. Reading plans helpful broad variety publishers like RZIM India, Ligonier, Truth Life, Skip Heitzig, & many others...",Positive,0.2991666666666667,0.5491666666666667
+Bible,"Great study God's Word, devotions, plans. I tool everyday get closest remain close Him.",Positive,0.30000000000000004,0.675
+Bible,I love app. I thinking maybe verse could hit audio button verse only. It would helpful times know pronounce word.,Positive,0.25,0.8
+Bible,The audio bible stops reading minimise start using app. This happens platforms perfect Iphone.,Positive,1.0,1.0
+Bible,I really love app. I enjoying reading Bible I app. I understand msg. version I reading Bible I ever did. Thank great tool.,Positive,0.6,0.65
+Bible,"This absolutely perfect!! I love much! I wish option share copy Bible someone, could share highlights notes, etc.",Positive,0.5833333333333334,0.6
+Bible,Very useful gives ways stay track everyday example streaks rated e everyone cause everyone give plans lessons help learn get closer him. Have fun,Positive,0.16333333333333333,0.26666666666666666
+Bible,"Why guys feel need ruin plan management recent updates? Trying shift plan forward line today's date, I accidentally marked THREE days future complete, despite read them. The update looks nice honestly non-intuitive certain ... Full Review",Positive,0.24553571428571425,0.5495535714285714
+Bible,"Great app! Update: ESV translation several words together. Please fix this. UPDATE: This since fixed; therefore I critique. Only critique: immersive mode, screen timeout get disabled, screen go black I'm trying read. This happen st... Full Review",Positive,0.1547619047619048,0.46190476190476193
+Bible,"Scriptural inspiring. There many reading plans choose from, wonderful! This easiest bible I've used.",Positive,0.6666666666666666,0.8333333333333334
+Bible,"First I LOVE App. Okay, ammendments. I wish I could merge old account new one. I write recieve clear response. So I've lost notes, highlights etc. Finally, timer switches screen turns android, maybe something could d... Full Review",Positive,0.24204545454545456,0.5026515151515152
+Big Days - Events Countdown,It great useful but... IT DOESN'T HAVE ANY INSTRUCTIONS! This real downer I ended deleting information I know save it.,Positive,0.4583333333333333,0.35000000000000003
+Big Days - Events Countdown,nan,nan,nan,nan
+Big Days - Events Countdown,Can't get keypad stay open long enough type event it! Pointless...deleted,Negative,-0.016666666666666666,0.4666666666666666
+Big Days - Events Countdown,Doesn't allow type event name. Bug makes keyboard phone error,Neutral,0.0,0.0
+Big Days - Events Countdown,Pointless keyboard stay open can't even add event,Negative,-0.125,0.5
+Big Days - Events Countdown,Cant even write title add event. Just downloaded glitching already,Neutral,0.0,0.0
+Big Days - Events Countdown,"I love it, I always see many days left big events come makes happy see they're getting really close",Positive,0.3333333333333333,0.4000000000000001
+Big Days - Events Countdown,This amazing useful. It tell want.It easy gives different years case birthday already passed.,Positive,0.33333333333333337,0.5833333333333334
+Big Days - Events Countdown,I voted 5 start get extra slots going lie,Neutral,0.0,0.1
+Big Days - Events Countdown,Keyboard stay open long enough let add description,Negative,-0.016666666666666666,0.4666666666666666
+Big Days - Events Countdown,It great I would loved edit view photo well text colours. But great.,Positive,0.7666666666666666,0.7666666666666666
+Big Days - Events Countdown,nan,nan,nan,nan
+Big Days - Events Countdown,"Can't fault tbh, easy great reminder upcoming events!",Positive,0.7166666666666667,0.7916666666666667
+Big Days - Events Countdown,Good organising upcoming events knowing what's going - helps build excitement. Love customisable wallpapers,Positive,0.6,0.6000000000000001
+Big Days - Events Countdown,"well.... can't even type keyboard disappears. issue using apps, this.",Neutral,0.0,0.0
+Big Days - Events Countdown,Great app. Just I looking counts days down. Others that. Highly recommended,Positive,0.2681481481481482,0.5262962962962963
+Big Days - Events Countdown,It amazing able know things happening without count wastes time .,Positive,0.30000000000000004,0.5083333333333333
+Big Days - Events Countdown,nan,nan,nan,nan
+Big Days - Events Countdown,nan,nan,nan,nan
+Big Days - Events Countdown,They bribed 5 star review I'm sucker...,Negative,-0.3,0.8
+Big Days - Events Countdown,allow enter title event,Neutral,0.0,0.0
+Big Days - Events Countdown,I only want 5 more free events bye,Positive,0.3,0.7666666666666666
+Big Days - Events Countdown,Its great quick easy store precious moments reminders events upcoming,Positive,0.5166666666666666,0.7708333333333334
+Big Days - Events Countdown,"Simple and useful, limited number of events",Positive,0.07619047619047618,0.16666666666666666
+Big Days - Events Countdown,This great way keep track important events life!,Positive,0.65,0.875
+Big Days - Events Countdown,It's really good. And u personalized background well making better.,Positive,0.6,0.55
+Big Days - Events Countdown,It go keeps date everything I truly love,Positive,0.5,0.6
+Big Days - Events Countdown,It's good keep track lot things..I recommend,Positive,0.7,0.6000000000000001
+Big Days - Events Countdown,Love app! I put events easily keep track! Great app!,Positive,0.7222222222222223,0.7277777777777779
+Big Days - Events Countdown,Love app. Just I need remind upcoming events,Positive,0.5,0.6
+Big Days - Events Countdown,Countdown fav days,Neutral,0.0,0.0
+Big Days - Events Countdown,Unable add titles,Negative,-0.5,0.5
+Big Days - Events Countdown,"So far good. It's easy, clean accurate. I like it.",Positive,0.4,0.7533333333333334
+Big Days - Events Countdown,I love everyone I open It I get even excited,Positive,0.2916666666666667,0.6166666666666667
+Big Days - Events Countdown,Nice wish could include 5 events,Positive,0.6,1.0
+Big Days - Events Countdown,Wish allowed events favorite countdown,Positive,0.5,1.0
+Big Days - Events Countdown,I love keep track Events,Positive,0.5,0.6
+Big Days - Events Countdown,Nothing worked!!,Neutral,0.0,0.0
+Big Days - Events Countdown,It's young sbsbs,Positive,0.1,0.4
+Big Days - Events Countdown,I love,Positive,0.5,0.6
+"BigOven Recipes, Meal Planner, Grocery List & More","I multiple times per week. I like able search new recipes, grocery list included great. I wish grocery list combined like items (For example, recipe called 2 eggs another 3 eggs, I wish list would recognize I need 5 eggs, instead creating two separate line items). The meal planning work well phone desktop version, I'm sure could fixed easily. Overall, favorite/most used apps.",Positive,0.29090909090909095,0.41691919191919197
+"BigOven Recipes, Meal Planner, Grocery List & More",Cannot recommend anyone seriously interested cooking. Not possible edit imported recipes. Web clipped recipes still advertisements them. Measurements sometimes wrong. Cannot import one's scanned handwritten recipes unless pay extra it. Extremely limited menu editing possibilities. All even WITH PRO version!,Negative,-0.06785714285714287,0.5285714285714286
+"BigOven Recipes, Meal Planner, Grocery List & More","I would love except meal planner bug makes unusable. It missing 6 months history November-March calendar sometimes meal plans get marked different day I set to. I also wish I could set broad ""healthy"" preference even though I'm restrictive diet like Paleo vegan. Love ability search recipes clean fridge.",Positive,0.22864583333333333,0.49531250000000004
+"BigOven Recipes, Meal Planner, Grocery List & More","Is useful. The fact US orientated irritating, eg matching food ingredients recipes recognises US names foods. Many recipes US 'style'. Would good able filter recipes eg calorie content, although limited often nutritional info wrong ingredients linked correctly. Useful planning.",Positive,0.16607142857142856,0.4459821428571429
+"BigOven Recipes, Meal Planner, Grocery List & More","Like ability import recipes Web suggested recipes, convenient go original instructions. Coming pepperplate, I would really like see improvement grocery list, like able organize aisles store able easily add categories...you type custom categories every time instead able select list.",Positive,0.41805555555555557,0.6097222222222223
+"BigOven Recipes, Meal Planner, Grocery List & More","Unable household share option. Please fix 8-2-18 Update: In order add and/or except ppl household, need accept invitations via desktop laptop computer. The works WONDERS now... I'm satisfied.",Neutral,0.0,0.75
+"BigOven Recipes, Meal Planner, Grocery List & More",Paid money Pro able share grocery list meal planning family WILL NOT WORK. Even update. Waste money unless ACTUALLY fix it.,Positive,0.09999999999999999,0.24166666666666667
+"BigOven Recipes, Meal Planner, Grocery List & More","Trying sync wife's account work. Try sign using email password and work. Try reset password guess what, work. Phenomenal product, would waste hour accomplishing nothing again.",Positive,0.15,0.25
+"BigOven Recipes, Meal Planner, Grocery List & More","I enjoy immensely, however home screen updated 30 weeks? I'm interested discovering new recipes, I find things I already know names",Positive,0.1965909090909091,0.6136363636363636
+"BigOven Recipes, Meal Planner, Grocery List & More","I've using bid oven couple years. I store recipes, keep notes recipes I've made, plan meals, create grocery lists. I really like all. I went pro version I usually modify recipes fit within diet guidelines pro version saves edits.",Positive,0.11666666666666668,0.2833333333333334
+"BigOven Recipes, Meal Planner, Grocery List & More","Refuses retain recipes I save bookmark instead resorts back ""Sticky Chinese Pork Belly"". Not helpful.",Neutral,0.0,0.0
+"BigOven Recipes, Meal Planner, Grocery List & More",My previous issues fixed! Great app! I really like get ideas section thumbs preventing phone turning using app!!,Positive,0.31770833333333337,0.32916666666666666
+"BigOven Recipes, Meal Planner, Grocery List & More","I love ease using app. I get I need I search things. I finally upgraded pro, best things I've done while!!! I've using years. Thank much!",Positive,0.4375,0.525
+"BigOven Recipes, Meal Planner, Grocery List & More","This recipe go cooking needs. Many great recipes choose user friendly! Lots good features, I like grocery list option! I problems app!",Positive,0.6921875,0.5875
+"BigOven Recipes, Meal Planner, Grocery List & More",Love app! The downside sometimes hard get full recipe short time due someone trying sell cookbook sign email listing! Not always case recently been.,Positive,0.08784722222222223,0.4361111111111111
+"BigOven Recipes, Meal Planner, Grocery List & More","I liking I realized updated, deleted favorites I spent hours adding app. {EDIT} Thanks answer, however untrue was. My favorites never appeared nearly four years since writing review. I installed decided try feature send photo recipe converted digital humans using OCR software. I paid credit uploaded highly-detailed photo book, like 4k resolution received recipe ONLY similarity I uploaded title. I cannot believe human part conversion. If so, stupidest humans planet. A chili recipe I uploaded changed 12 items added recipe 95% ones present. The instructions totally another recipe relation I uploaded, therefore, I reducing rating another star. How offer service? I'm appalled. (EDIT) Thanks reply. I gone back edited entire recipe saved it, change recipe. I'll check again.",Negative,-0.03333333333333334,0.3645833333333333
+"BigOven Recipes, Meal Planner, Grocery List & More",I tone books find coming back more.,Positive,0.25,0.25
+"BigOven Recipes, Meal Planner, Grocery List & More","I love ability search recipes using ingredients I hand. I also enjoy keeping I've made them. Some recipes formatted well, that's fault creator Big Oven.",Positive,0.3,0.4000000000000001
+"BigOven Recipes, Meal Planner, Grocery List & More","I loved update I constantly prompted log in. I re-login years this. Please fix. In meantime, I'll looking elsewhere.",Positive,0.35,0.5666666666666667
+"BigOven Recipes, Meal Planner, Grocery List & More","Everything thing I needed meal planning app. Grocery lists, calendar planner recipes. Perfecto!",Neutral,0.0,0.0
+"BigOven Recipes, Meal Planner, Grocery List & More","I app/website find recipes, redirected everyone's blog, read life stories I see recipe. It's okay app, many redirects.",Positive,0.5,0.5
+"BigOven Recipes, Meal Planner, Grocery List & More","This great, replaced several cookbooks already. Search function works well, suggestions big help too.",Positive,0.26666666666666666,0.2833333333333333
+"BigOven Recipes, Meal Planner, Grocery List & More","Been using love it, especially recipe scan. Just wish Kindle version date.",Positive,0.25,0.8
+"BigOven Recipes, Meal Planner, Grocery List & More",I love using big oven! I always look forward trying new food here. Definitely recommend download!!!(:,Positive,0.1590909090909091,0.41363636363636364
+"BigOven Recipes, Meal Planner, Grocery List & More",I love ability collect recipes coordinate meal plans groceries rest house.,Positive,0.5,0.6
+"BigOven Recipes, Meal Planner, Grocery List & More","User interface leaves lot desired loading slow, suits purposes decent cloud-based recipe keeper.",Negative,-0.0666666666666667,0.5333333333333333
+"BigOven Recipes, Meal Planner, Grocery List & More","It's comprehensive love cooking. Recipe vaults, meal planners, grocery lists, folders store sort recipes like...i love it.",Positive,0.5,0.6
+"BigOven Recipes, Meal Planner, Grocery List & More","Best type. Would improved integration Google Home. It would great could add grocery list using ""Hey Google"".",Positive,0.9,0.525
+"BigOven Recipes, Meal Planner, Grocery List & More",Perfect every meal. Love list ingredients find recipes them.,Positive,0.75,0.8
+"BigOven Recipes, Meal Planner, Grocery List & More",Great pictures fresh ideas! Easy follow read sort recipies. Love love love app!,Positive,0.5388888888888889,0.6472222222222223
+"BigOven Recipes, Meal Planner, Grocery List & More","The amount recipes really good. Unfortunately, can't save bookmark recipe unless pay pro website.",Positive,0.09999999999999998,0.8
+"BigOven Recipes, Meal Planner, Grocery List & More","I love I look many recipes I like one, add favorites meal planner & shopping list time.",Positive,0.5,0.55
+"BigOven Recipes, Meal Planner, Grocery List & More","I love app. We time! The grocery list, meal planner, wealth recipes fit well!",Positive,0.5625,0.5
+"BigOven Recipes, Meal Planner, Grocery List & More","This easy follow. Using BigOven allows cook creative, new dishes. It makes feel like Professional Chef.",Positive,0.2924242424242425,0.596969696969697
+"BigOven Recipes, Meal Planner, Grocery List & More",I really enjoyed book recipes simple easy follow. Love app.,Positive,0.35833333333333334,0.6226190476190476
+"BigOven Recipes, Meal Planner, Grocery List & More",I would lost without it. Especially grocery list feature. I've paying user long time best!,Positive,0.31666666666666665,0.5666666666666667
+"BigOven Recipes, Meal Planner, Grocery List & More",One better recipe apps. I like ability scan submit recipe. I'm really cheap comes paying well worth it.,Positive,0.39999999999999997,0.43333333333333335
+"BigOven Recipes, Meal Planner, Grocery List & More","Helps organize cook great stuff, abs even plan shopping trips aisle based recipes.",Positive,0.8,0.75
+"BigOven Recipes, Meal Planner, Grocery List & More","Great app! Would like see option get suggestions based favorites, way specify food preferences.",Positive,1.0,0.75
+"BigOven Recipes, Meal Planner, Grocery List & More",I appreciate able sort according dietary issues.,Positive,0.5,0.625
+"BiggerCity: Chat for gay bears, chubs & chasers","Overall, I've positive experience gentleman complaining community stuck up, considered maybe cup tea? I get ignored, I take is. Just geared towards heavier men, mean everyone attracted you. I'm heavier dude I'm attracted heavy dudes. I know you, I think based comment, attitude what's getting connections want. My opinion, course.",Negative,-0.0713068181818182,0.43323863636363635
+"BiggerCity: Chat for gay bears, chubs & chasers","I'm really quite disappointed. For geared towards bigger guys, people stuck Grindr. Nobody wants give time day. The reason I'm giving high score developer's fault. It's online community's fault.",Negative,-0.038000000000000006,0.418
+"BiggerCity: Chat for gay bears, chubs & chasers",Great mostly friendly ppl. Best bears n chubs,Positive,0.725,0.5166666666666667
+"BiggerCity: Chat for gay bears, chubs & chasers","Devs,where I cancle auto renewel? Can't find option subscription manager. Overall good helps make dating/hook circle easier chubs,bears chasers. Has good amount users,but course usual really good ones live far away. Good selection free options subscription cheap useful. Just wary automatic renewal part subscription paid. It's easy disable automatic renewal function either. It's plain easy description suggests. Help questions devoid mentioning disable. Went google play page clearly outlined disable either(can't even find time). Easy forget disable get charged,which happened me. So that,a good app.",Positive,0.2722146274777854,0.5468671679197994
+"BiggerCity: Chat for gay bears, chubs & chasers",I tried many time install know installing complete? Please help administration please,Positive,0.3,0.45
+"BiggerCity: Chat for gay bears, chubs & chasers",I believe guys fake.,Negative,-0.5,1.0
+"BiggerCity: Chat for gay bears, chubs & chasers",It gets boring sometimes,Negative,-1.0,1.0
+"BiggerCity: Chat for gay bears, chubs & chasers","always enjoy looking, especially finding gorgeous men. Bigger City all!",Positive,0.275,0.725
+"BiggerCity: Chat for gay bears, chubs & chasers",Great app! Met many friends app.,Positive,0.75,0.625
+"BiggerCity: Chat for gay bears, chubs & chasers",I love group men love,Positive,0.5,0.6
+"BiggerCity: Chat for gay bears, chubs & chasers",I'm sick freezing saying responding work slow,Negative,-0.5071428571428571,0.6285714285714286
+"BiggerCity: Chat for gay bears, chubs & chasers","I've met alot great men here, thanks Bigger City",Positive,0.3333333333333333,0.48333333333333334
+"BiggerCity: Chat for gay bears, chubs & chasers",Doesnt even open anymore,Neutral,0.0,0.5
+"BiggerCity: Chat for gay bears, chubs & chasers",Outstanding great way meet man older young sizes friendship fun,Positive,0.3733333333333334,0.5116666666666667
+"BiggerCity: Chat for gay bears, chubs & chasers",Great app. I've met nice guys here. And odd ducks. But quirks!,Positive,0.3972222222222222,0.6666666666666666
+"BiggerCity: Chat for gay bears, chubs & chasers","I like app. But, reason new Oreo update notifications showing BC icon.",Positive,0.13636363636363635,0.45454545454545453
+"BiggerCity: Chat for gay bears, chubs & chasers",It's good I like I allows people show like armpit something instead face,Positive,0.7,0.6000000000000001
+"BiggerCity: Chat for gay bears, chubs & chasers","Thought I would try engage community again, keeps crashing phone I'm going uninstall now. Samsung Galaxy S8.",Neutral,0.0,0.0
+"BiggerCity: Chat for gay bears, chubs & chasers","Delete - ready released Canada. Let clarify review - I *was* subscriber program settings, listings & searches could exempt *my* profile person's chub4chub searches. I displeased incredible lack professionalism & gall company attempt sidetrack issue here. Your program massive community *CHUBS* Canada - however community chasers laughably small comparison. My comment much correct & point - I CHUB looking CHUB - I CHUB looking CHASER. This implies & means settings & filters regarding CHUBS looking CHUBS properly programmed - I *NOT SEEKING A CHUB.* This means program working correctly, searches CHUBS made people whose profile identifies CHUBS automatically ignore profile algorithim search. I subscribe program massive bug fixed.",Positive,0.14375000000000002,0.5375
+"BiggerCity: Chat for gay bears, chubs & chasers",It's safer always assume risk free,Positive,0.4,0.8
+"BiggerCity: Chat for gay bears, chubs & chasers",Nobody ever reply messages..this seems like dead zone me..total wasting time install .,Negative,-0.2,0.4
+"BiggerCity: Chat for gay bears, chubs & chasers",It's sexy,Positive,0.5,1.0
+"BiggerCity: Chat for gay bears, chubs & chasers","I premium subscriber. I like flirts profile options. Compared seems allot fewer romance scammers. The folks I spoken nice polite still horndogs. Compared folks willing meet close enough actually sexy time fun . If distant cyber often offered allot fun. Compared like Grindr hornet find accepting positive outgoing crowd. So far I abusive viscous discussions folks weight appearance fend offers chem sex underage folks either. All I like app, folks, remain subscriber.",Positive,0.22772727272727272,0.5545454545454545
+"BiggerCity: Chat for gay bears, chubs & chasers","profile description options way bellow average, find guy I like want ask usual questions, I'd like read profile, case basic.",Negative,-0.13333333333333333,0.2583333333333333
+"BiggerCity: Chat for gay bears, chubs & chasers",runs well hardly glitches,Negative,-0.2916666666666667,0.5416666666666666
+"BiggerCity: Chat for gay bears, chubs & chasers",Latest update good.,Positive,0.6,0.75
+"BiggerCity: Chat for gay bears, chubs & chasers",Great site certain tastes. Been member since nearly beginning.,Positive,0.37142857142857144,0.5738095238095239
+"BiggerCity: Chat for gay bears, chubs & chasers","Awesome app, great members",Positive,0.9,0.875
+"BiggerCity: Chat for gay bears, chubs & chasers",Small friendly community. Big fan flirt system,Positive,0.041666666666666664,0.3333333333333333
+"BiggerCity: Chat for gay bears, chubs & chasers",Great meet friends,Positive,0.8,0.75
+"BiggerCity: Chat for gay bears, chubs & chasers",I problem fixed I contect ..definitely earned five stars,Positive,0.1,0.2
+"BiggerCity: Chat for gay bears, chubs & chasers",amazing wonderful guys love I much,Positive,0.5750000000000001,0.675
+"BiggerCity: Chat for gay bears, chubs & chasers",The ok ive bc since 18 lot friends part dont lock pics version people ask unlock cant unlocked friends. In order unlock people pay lock profile existing friends theres given number limit unlocks clue many people lock honestly id rather lock profile them. Make unlocks unlimited ive supported site ten years,Positive,0.4,0.475
+"BiggerCity: Chat for gay bears, chubs & chasers",This outstanding. It brought numerous people together. It easy intuitive. I've never issues. I encourage men community maybe meet guy you. Keep good work.,Positive,0.4083333333333333,0.7020833333333334
+"BiggerCity: Chat for gay bears, chubs & chasers","Always loved Biggercity, great go computer around. Good work yall!",Positive,0.7916666666666666,0.7166666666666668
+"BiggerCity: Chat for gay bears, chubs & chasers",GREAT LOOKING sometimes extra slow time great,Positive,0.325,0.5
+"BiggerCity: Chat for gay bears, chubs & chasers",It keeps closing I try open installing it.,Neutral,0.0,0.5
+"BiggerCity: Chat for gay bears, chubs & chasers","This great. I met lot great guys area out. Easy problems, like apps. Overall well constructed pretty look at. It dating suppose to.",Positive,0.45666666666666667,0.6666666666666667
+"BiggerCity: Chat for gay bears, chubs & chasers",Tried sign up. Sent notification code failed lete finish process. Uninstalled. Nonsense,Negative,-0.5,0.3
+"BiggerCity: Chat for gay bears, chubs & chasers",I I finally decided upgrade I read charges I authorized it. I thought I going paying 3 months month charged 3 months I requested refund refused said I agreed I authorized charge. Even though pay still limit certain features. Needless say I renew subscription.,Negative,-0.09523809523809523,0.8571428571428571
+Bike Computer - GPS Cycling Tracker,I old phone perfect. Yesterday's update caused errors. It pick GPS. Thinks location off. I discover pause restart 20-30 secs find GPS location. 5/12 hrs ride record nothing screen appears ok. Google maps forward step. Make another maps leave alone!,Positive,0.5750000000000001,0.5666666666666667
+Bike Computer - GPS Cycling Tracker,"I loaded went first bike ride, I love it.",Positive,0.375,0.4666666666666667
+Bike Computer - GPS Cycling Tracker,Love it. Tks,Positive,0.5,0.6
+Bike Computer - GPS Cycling Tracker,"Does want bike autopause good feature, well normal info (may) need - miles completed, average speed, also split see going max min mph certain points along route. The can't route info, (onto media streams) may functionality issue.",Positive,0.22857142857142856,0.5553571428571429
+Bike Computer - GPS Cycling Tracker,"Estimated calories burned way low. At weight height, I burning 40 calories per mile. The shows 15 calories per mile. Also delay displaying current speed. It's like tells fast going 10 seconds ago. Also sometimes displays 0 MPH even though moving.",Positive,0.06666666666666667,0.4333333333333333
+Bike Computer - GPS Cycling Tracker,"OK everything fine, morning 26/7/18. While I asleep tracker went bike ride. It clocked 8klm 5hrs. No I sleep riding. I info saved. It even travelled people's homes.",Positive,0.45833333333333337,0.5
+Bike Computer - GPS Cycling Tracker,Easy tracks everything I want bit more. Display perfect easy see cycling. Highly recommend it. Update: would good could leave paused phone reasons go back continue journey. At m... Full Review,Positive,0.44708333333333333,0.6070833333333333
+Bike Computer - GPS Cycling Tracker,"**DEVELOPER** YOU LEFT OUT MAJOR KEY ELEMENTS. ADD OVERALL AVERAGE SPEED, AS WELL AS OVERALL AVERAGE DISTANCE/RIDE UNDER STATISTICS FOR 5 STARS AND SOLID REVIEW.",Negative,-0.0296875,0.3
+Bike Computer - GPS Cycling Tracker,"Works well phone. Battery usage acceptable & phone (in pocket backpack) get hot. Not sure accuracy calories burned, altitude info worth looking at, neither features important me. Distance covered, duration ride, speed... Full Review",Positive,0.20999999999999996,0.6777777777777778
+Bike Computer - GPS Cycling Tracker,"Used love last update garbage. Had -6 kmh average speed ride 36,000 kmh another, seriously 36 THOUSAND, I trusting track milestones lousy job . Don't recommend.",Negative,-0.09666666666666666,0.44666666666666666
+Bike Computer - GPS Cycling Tracker,I like app. makes battery run quickly makes worse makes smartphone hot. please make improvements hardware battery run quickly smartphone hot? thank,Positive,0.15333333333333332,0.66
+Bike Computer - GPS Cycling Tracker,"Love damn, kills battery. After 2 hour ride, battery lost 50% even screen off. Need better energy usage efficiency.",Positive,0.5,0.55
+Bike Computer - GPS Cycling Tracker,"Please option reduce scale speedo graph, 60mph bit ambitious please make display rotate usable landscape mode. Otherwise brilliant",Positive,0.575,0.875
+Bike Computer - GPS Cycling Tracker,This sucks. Auto pause turn off. Even turn off. Can't phone back pocket without stopping. Was trying track ride log right. Uninstalling.,Negative,-0.004761904761904763,0.2785714285714285
+Bike Computer - GPS Cycling Tracker,"Does says uses Google maps offline bonus. Update: lost another star, 1 hour use, used 20% phones battery!!",Neutral,0.0,0.0
+Bike Computer - GPS Cycling Tracker,Overall good. Speed erratic first time (3915 kph) good rest trails. I've done update I'll leave 4☆rating moment.,Positive,0.4125,0.38333333333333336
+Bike Computer - GPS Cycling Tracker,Like pedometers...why automatically track...I DISPISE always turn start....4 words designers. AUTOMATIC start UP TRACKER,Neutral,0.0,0.0
+Bike Computer - GPS Cycling Tracker,Does simple things I need do. Five starrinis!,Neutral,0.0,0.35714285714285715
+Bike Computer - GPS Cycling Tracker,Ads minimal non-invasive appear ride. Seems accurate. Maps google. No sign login. Free. Metric imperial good customization. Saves stats.,Positive,0.35,0.6583333333333333
+Bike Computer - GPS Cycling Tracker,For accurate results include weight weight bike! How including feature 5 star rating ?,Positive,0.5000000000000001,0.6333333333333334
+Bike Computer - GPS Cycling Tracker,I'm sure gives accurate stats,Positive,0.45000000000000007,0.7611111111111111
+Bike Computer - GPS Cycling Tracker,"Few times , show top speed accurately, mixes average speed , ride time shows pause time vice versa ,",Positive,0.1375,0.4083333333333333
+Bike Computer - GPS Cycling Tracker,Simple enough use. May sophisticated want get bike ride trick.,Positive,0.16666666666666666,0.6190476190476191
+Bike Computer - GPS Cycling Tracker,It simple I need do. It tracks rides.,Neutral,0.0,0.35714285714285715
+Bike Computer - GPS Cycling Tracker,Continuously stops recording mid ride.,Neutral,0.0,0.0
+Bike Computer - GPS Cycling Tracker,nan,nan,nan,nan
+Bike Computer - GPS Cycling Tracker,"Seems work perfectly far. Limited Australia's GPS system, hopefully improve soon.",Positive,0.01428571428571429,0.5714285714285714
+Bike Computer - GPS Cycling Tracker,stopped able get location GPs,Positive,0.5,0.625
+Bike Computer - GPS Cycling Tracker,Good enough me. No need buy separate GPS tracking system,Positive,0.35,0.55
+Bike Computer - GPS Cycling Tracker,I want recalculate route mobile phone !,Neutral,0.0,0.0
+Bike Computer - GPS Cycling Tracker,It stop recording middle riding,Neutral,0.0,0.0
+Bike Computer - GPS Cycling Tracker,"Does everything I need, love it.",Positive,0.5,0.6
+Bike Computer - GPS Cycling Tracker,"Best kind , good stats nice retain riding history.",Positive,0.725,0.7
+Bike Computer - GPS Cycling Tracker,Tired few..this great,Positive,0.2,0.725
+Bike Computer - GPS Cycling Tracker,Works well riding program. I like tracking summaries,Neutral,0.0,0.0
+Bike Computer - GPS Cycling Tracker,Great seems cut around 50min mark?,Positive,0.8,0.75
+Bike Computer - GPS Cycling Tracker,SHERIDAN ALLEN PHILLIPS,Neutral,0.0,0.0
+Bike Computer - GPS Cycling Tracker,I loved lot info tracking.,Positive,0.7,0.8
+Bike Computer - GPS Cycling Tracker,Easy install. Has I need,Positive,0.43333333333333335,0.8333333333333334
+Bike Computer - GPS Cycling Tracker,Great would recommend bike riders,Positive,0.8,0.75
+Binaural Beats Meditation,The could prettier interface definitely needs explanation purpose ranges.,Neutral,0.0,0.5
+Binaural Beats Meditation,Excellent! The interface fine is! Thank powerful multi-purpose app. People know Hz Yoga - otherwise look up.,Positive,0.6069444444444445,0.8333333333333334
+Binaural Beats Meditation,Very much good health,Positive,0.7,0.6000000000000001
+Binaural Beats Meditation,"This sample, easy.",Positive,0.43333333333333335,0.8333333333333334
+Binaural Beats Meditation,Good helpful good health,Positive,0.7,0.6000000000000001
+Binaural Beats Meditation,Just learning experience,Neutral,0.0,0.0
+Binaural Beats Meditation,Good health,Positive,0.7,0.6000000000000001
+Binaural Beats Meditation,I 30 minute gentle workout drifted creative restful state. I managed work solution something bothering me. Just wonderful. I promoting app.,Positive,0.5666666666666667,0.9333333333333332
+Binaural Beats Meditation,"Awesome idea execution! Needs 'polish' though (some settings cancel others; silence repeating sounds, etc) Nice 3 volume controls wave, sleep/on, effects. Nice play multiples: sleep+om; rain+forest",Positive,0.7333333333333334,1.0
+Binaural Beats Meditation,"Delightful app. Not able replace old light sound machine, far simpler bring along quite good enough things. Well done.",Positive,0.30625,0.628125
+Binaural Beats Meditation,I LOVE app! It really soothing listen night & I really notice difference anxiety levels..it's pretty amazing.,Positive,0.375,0.58
+Binaural Beats Meditation,Hell No Full screen ADS & LOUD! NOT RELAXING OR HELPING WITH PURPOSE OF APP!,Negative,-0.009374999999999994,0.675
+Binaural Beats Meditation,The sound quality Good information waves what. No details anything options waves u open app.,Positive,0.3666666666666667,0.5
+Binaural Beats Meditation,"This great app. I wish I could hit ""back"" return first screen would allow change frequency.",Positive,0.35000000000000003,0.3611111111111111
+Binaural Beats Meditation,It's really good stop u open another lock screen.,Positive,0.35,0.55
+Binaural Beats Meditation,Nice one. Please tell frequency open third eye...?,Positive,0.19999999999999998,0.5
+Binaural Beats Meditation,"Love app, every night I more restful sleep.",Positive,0.5,0.55
+Binaural Beats Meditation,FINALLY SOME HAS GOT IT RIGHT!,Positive,0.17857142857142855,0.7678571428571428
+Binaural Beats Meditation,Pls get rid annoying system beep,Negative,-0.8,0.9
+Binaural Beats Meditation,Great app. Very relaxing,Positive,0.5,0.525
+Binaural Beats Meditation,Can't figure works,Neutral,0.0,0.0
+Binaural Beats Meditation,Very gd,Positive,0.2,0.3
+Binaural Beats Meditation,Fantastic..I play mixed meditation music well..Thanks,Neutral,0.0,0.25
+Binaural Beats Meditation,The best meditation,Positive,1.0,0.3
+Binaural Beats Meditation,Awesome!,Positive,1.0,1.0
+Binaural Beats Meditation,Great app!,Positive,1.0,0.75
+Binaural Beats Meditation,Intriguing say least,Positive,2.7755575615628914e-17,0.4
+Binaural Beats Meditation,To to,Neutral,0.0,0.0
+Binaural Beats Meditation,Cool,Positive,0.35,0.65
+Binaural Beats Meditation,Perfect,Positive,1.0,1.0
+Binaural Beats Meditation,Helpful,Neutral,0.0,0.0
+Binaural Beats Meditation,Love,Positive,0.5,0.6
+Binaural Beats Meditation,Nice,Positive,0.6,1.0
+Binaural Beats Meditation,Enjoyable,Positive,0.5,0.6
+Binaural Beats Meditation,Nice one. I question. Does anyone experience spirit/ghost? Does body experience happens? I experienced till meditation,Positive,0.7,0.95
+Binaural Beats Meditation,Does says also scares ghosts,Neutral,0.0,0.0
+Binaural Beats Meditation,Simple effective! Good job.,Positive,0.48333333333333334,0.5857142857142857
+Binaural Beats Meditation,"Disappointing When select different wave types play minute maybe 2. There's option set timer shut off, however needed updated play continously. Uninstalling.",Negative,-0.3,0.6499999999999999
+Binaural Beats Meditation,"No descriptions This opens list waves doesn’t give description wave does. You wave, starts automatically, find wave does. There also description many minutes needed waves work correctly. It disappointing.",Negative,-0.04999999999999999,0.6
+Binaural Beats Meditation,Liked Really like,Positive,0.4,0.5
+Binaural Beats Therapy,"Hi, i've using quite long time now. I updated 5 months so, background always. The thing is, used study learning put background using whatsapp group study. The sound stopped every 5 minutes so. Which supposed end 2 hours. It's fine dont put background. Any solution? Thanks keep good work.",Positive,0.33333333333333337,0.42000000000000004
+Binaural Beats Therapy,"I wanted improve sleep quality, I also phone alarm morning, binaural prevented alarm going now. Also wish would allow customize length session could run night instead 1-2 hours. Otherwise, nice interface descriptions helpful.",Positive,0.6,1.0
+Binaural Beats Therapy,"RELIEF!! multiple ways!! From calming ADHD child sleep (trying concentration set soon study time) easing almost impossible control migraines, TRULY helped family meaningful, possibly life-changing ways. Thank U w heart & cash I shall donating. ‼️‼️‼️‼️",Negative,-0.04166666666666666,0.625
+Binaural Beats Therapy,"This requesting donate share facebook. I share facebook screen change request popping up. Quite annoying. If think free tolerate nuisance, make paid. At least justice doing.",Negative,-0.2333333333333333,0.7000000000000001
+Binaural Beats Therapy,Changed rating 3 star. The UI scrolling lags reason inspite short list. Even earlier UI lagged. Update: Fixed,Positive,0.03333333333333333,0.3333333333333333
+Binaural Beats Therapy,"Overall, good. I keep issues it. After playing track, I can't listen till end. It stops playing abruptly reason all. So, although awesome, me.",Positive,0.39375,0.65
+Binaural Beats Therapy,nan,nan,nan,nan
+Binaural Beats Therapy,I thank binaural beats bottom heart. This actually solved problems,Neutral,0.0,0.1
+Binaural Beats Therapy,"Ok let's give fair review. Like others said;there several problems notes wish could consider,1-battery drain extreme like chill.2-the lag UI sometimes even though good decent devices,3-the lag glitter sound wether surfing (sometimes totally stops),4-if could add stop timer would epic. Thank read this.",Positive,0.2712962962962963,0.5796296296296296
+Binaural Beats Therapy,"The sounds of. The happiness pretty sick, laid smiling reason. Problem lags sounds like broken record it. I s7 edge happens both wifi 4g mobile internett. Would rated 5",Negative,-0.04107142857142859,0.6142857142857142
+Binaural Beats Therapy,Still wonders migraines! I love Morphine Pain Killer bcuz actually works getting rid migraines! I can't live without app! Still true!,Positive,0.27698863636363635,0.4625
+Binaural Beats Therapy,"Get ready massive battery drain. While I like concept, battery drain, lack auto shutoff inability properly close app, big negatives. Please fix. I'm S7 Nougat.",Positive,0.05,0.42500000000000004
+Binaural Beats Therapy,"Would better close option,app seems stay open even closing apps,so uninstalling I'm sure affect battery plus 3t",Positive,0.3333333333333333,0.6296296296296297
+Binaural Beats Therapy,"This favorite app. It helped studies, concentration, insomnia, anxiety memory much better. I everyday. 100% recommend it.",Positive,0.26666666666666666,0.7000000000000001
+Binaural Beats Therapy,"I like sound playing, 15-20 minutes, sounds completely shut off. This happens even longer tracks like studying learning, sleep induction. Please fix helpful sounds play!",Positive,0.2625,0.4
+Binaural Beats Therapy,Please include option full screen visuals playing. The info bottom top unnecessary distracting I trying concentrate visuals.,Positive,0.15,0.65
+Binaural Beats Therapy,"Okay so... I suffer bpd well low sugar diabetic. Its contradicting like I E except C. My name Jancie.. The I E even C. Anyways... Biologically... I can't stop manic stages BPD. Also body make enough glucose I get low carbs sugar. It causes constant problem solving obsessions mind training. Being Manager Food & Beverage brand 8+ years get much sleep. Days those? At point I working 70hr weeks without even noticing. Doctors got real worried. Even make lose beat. This last strand sanity Even gov testing nothing helped like books certain psychological courses spiritual journeys bring together. This honestly consistent help I needed. You adjust background voices help hypnosis. It annoying. I'm around learner. All sensory. This visuals... You adjust well. It work firat, second, third.. Who knows you. It depends nature, nurture fight mind. This help... Just.. Commit. Your obviously searching it.. Here is.",Positive,0.03526785714285713,0.3096726190476191
+Binaural Beats Therapy,Started listening binaural beats while. Improves focus(this I using moment),Neutral,0.0,0.0
+Binaural Beats Therapy,Has helpful dealing chronic pain inability to sleep.,Neutral,0.0,0.0
+Binaural Beats Therapy,"Love app, I wish could set timer... To go power nap proper 60 min siesta. Thanks great free app.",Positive,0.38,0.49000000000000005
+Binaural Beats Therapy,Good user friendly app. But would better range voice volume eas more. Plz increase range volume control.,Positive,0.51875,0.525
+Binaural Beats Therapy,Just got tonight need learn first. Like I see far.,Positive,0.175,0.6666666666666666
+Binaural Beats Therapy,"Can play presets, manual tuning frequencies schedule",Neutral,0.0,0.0
+Binaural Beats Therapy,Application crashes time!,Neutral,0.0,0.0
+Binaural Beats Therapy,Awesome app..keep researching Also Id like make donations paypal accepted u.,Positive,1.0,1.0
+Binaural Beats Therapy,The ADHD actually works.,Neutral,0.0,0.1
+Binaural Beats Therapy,"Using I've three good night's sleep row, first time 30yrs,love it.",Positive,0.475,0.4666666666666667
+Binaural Beats Therapy,Immensely useful. Quite comparable best paid stuff available online.,Positive,0.5666666666666668,0.2333333333333333
+Binaural Beats Therapy,This first time I actually Binaural Beats WORK me. Well done!,Positive,0.125,0.21666666666666667
+Binaural Beats Therapy,The volume control sound background noise great,Positive,0.6000000000000001,0.575
+Binaural Beats Therapy,It helps clear head.,Positive,0.10000000000000002,0.3833333333333333
+Binaural Beats Therapy,"I'm sure waves i.e., sounds safe body",Positive,0.5,0.6944444444444444
+Binaural Beats Therapy,I every night helps rest really good best binaural beats app!!!,Positive,0.85,0.45000000000000007
+Binaural Beats Therapy,"Binaural Beats for Awesome!r meditation, soothe nerves. Great!",Positive,1.0,0.75
+Binaural Beats Therapy,"It works needs upgraded efficient. Otherwise, good work!",Positive,0.875,0.6000000000000001
+Binaural Beats Therapy,Brilliant deep.concentration working noisy open plan office environment.,Positive,0.45,0.75
+Binaural Beats Therapy,It's point easy modulate adjust. No ads! Trying effectiveness.,Positive,0.5416666666666667,0.8333333333333334
+Binaural Beats Therapy,It keeps closing I put background,Neutral,0.0,0.0
+Binaural Beats Therapy,Simple feature packed works well adds. Thank You! 10/10,Neutral,0.0,0.35714285714285715
+Binaural Beats Therapy,Please add Solfeggio 6 healing tones frequency really work wonders,Positive,0.2,0.2
+BioLife Plasma Services,"Great works. Frequent issues trying schedule appointments, adding promo code never works, I always center add says ""promo found"" every time (dozens tries). So annoying!",Negative,-0.059999999999999984,0.49000000000000005
+BioLife Plasma Services,"Won't let log in. Try reset password, says account associated email address. Lets log issues.",Neutral,0.0,0.0
+BioLife Plasma Services,All sudden tells I exist. I account 5 years. Can't log in. And new debit card company issued constantly.,Positive,0.04545454545454545,0.4292929292929293
+BioLife Plasma Services,"This supposed easy right?? In land ""smart"" technology, bipolar best. It forgets are, even logged in...if forgot password (but auto saved within 24 hours recently updated), hit ""forgot password?"" Link...you exist! Using same...yes same, login information before. Nothing changed. Again see previous sentences. This super frustrating especially significant advances technology. Get act together",Positive,0.24500000000000002,0.5420238095238095
+BioLife Plasma Services,"works great actually logs in, there's issues connection says email exist. Promotions dont work properly also. Instead directly interfacing promotions available send email promotion make type code even work.",Positive,0.26,0.35
+BioLife Plasma Services,"This quite disappointing. The scheduling work lot times, cannot enter promo codes in, can't see health history, blood pressure, temperature, protein, etc. Biolife would smart change developers best current get business.",Positive,0.15357142857142858,0.5107142857142858
+BioLife Plasma Services,I would rate higher 3 star reschedule part worked. 9 ot 10 times pull spins. So call reschedule. Please fix,Positive,0.25,0.5
+BioLife Plasma Services,Good app. Lame company. Can't even donate even slight allergy issue day of. STUPID,Negative,-0.19166666666666665,0.6291666666666667
+BioLife Plasma Services,The never works. Can't even get load time. When open useful rare even opens.,Positive,0.19999999999999998,0.4666666666666666
+BioLife Plasma Services,My account exist? What happened? Ive donated almost 2 years sudden account doesnt exist? I can't login even message anyone check card.,Neutral,0.0,0.5
+BioLife Plasma Services,Half time never works. Scheduling appointment takes ever even works all. Tells password wrong time. Kind pain that's fairly simple,Negative,-0.016666666666666663,0.580952380952381
+BioLife Plasma Services,Like ease scheduling appointment uptodate card all. It keeps telling negative amount even though call get balance positive amount. Please fix,Negative,-0.03636363636363636,0.4727272727272727
+BioLife Plasma Services,Been using now. All sudden I exist? Please fix.,Neutral,0.0,0.5
+BioLife Plasma Services,"When login issues go webpage change password, work fine. Your login email address.",Positive,0.4166666666666667,0.5
+BioLife Plasma Services,"This used work great! Now, I can't reschedule appointments.",Positive,1.0,0.75
+BioLife Plasma Services,Very minor issues. Definitely helps save lives.,Negative,-0.0325,0.38
+BioLife Plasma Services,"Ive donating time now, I cant log saying I dont exist... please fix",Neutral,0.0,0.0
+BioLife Plasma Services,"Love I schedule apt via app. So nice, I need reschedule apt, I hit ""reschedule"" actually let reschedule. I cancel apt make new one. This I want reschedule day.",Positive,0.4337662337662338,0.7363636363636363
+BioLife Plasma Services,It never works right! If let log usually locks me! Frustrating sure.,Positive,0.03616071428571427,0.6436507936507936
+BioLife Plasma Services,"I never able reschedule appointment app, I instead. Please fix.",Negative,-0.25,0.625
+BioLife Plasma Services,Good bugs. When I reschedule appointment let little circle keeps spinning.. Get fixed it'll great.,Positive,0.353125,0.5125
+BioLife Plasma Services,"I installed, uninstalled, installed, uninstalled installed many times still work.",Positive,0.5,0.5
+BioLife Plasma Services,"No problems I first started using app, promotion screen load. Any advice?",Positive,0.25,0.3333333333333333
+BioLife Plasma Services,This sucks! Constant problems ... fix it!!,Negative,-0.1875,0.31666666666666665
+BioLife Plasma Services,It works wants to. Sucks,Negative,-0.04999999999999999,0.2
+BioLife Plasma Services,"Will let log-in original account, I guess I wont",Positive,0.375,0.75
+BioLife Plasma Services,Not letting log,Neutral,0.0,0.0
+BioLife Plasma Services,Great app. So useful everyday life,Positive,0.30000000000000004,0.45
+BioLife Plasma Services,I like it. It works great I able keep track appointments better.,Positive,0.6,0.625
+BioLife Plasma Services,It open,Neutral,0.0,0.5
+BioLife Plasma Services,nan,nan,nan,nan
+BioLife Plasma Services,"I love features except whenever I try add promotion code, keeps telling 'Promotion found.' This slightly frustrating current valid promotion codes I received via email 06/26/18 & 07/01/18. This feature used work fine, I'... Full Review",Positive,0.1733333333333333,0.5900000000000001
+BioLife Plasma Services,"Nice see finally released. Two things: 1) require physical resume donating overdue, i'm allowed schedule donation physical. 2) please make easier get contact info center donate. Seems could easily main ... Full Review",Positive,0.14523809523809522,0.4670068027210884
+BioLife Plasma Services,"I really like BioLife Center, people there, I go twice week. When I saw I thought great, make things easier, I read permissions.. Really? If read highlights. Calendar • read calendar events [??plus confidential information??] • ... Full Review",Positive,0.29000000000000004,0.36
+BioLife Plasma Services,"Got app. Cannot ever add coupon codes emails. Always returns coupon found, even though easily done center. Constantly freezes Loading screen. Debit card balance rarely correct. Constantly call make sure balance correct. And wrong ... Full Review",Positive,0.12291666666666666,0.6048611111111111
+BioLife Plasma Services,"It much faster go companies type this. Takes forever load, never reschedule appointments here, everytime lets tells everything every day unavailable.",Positive,0.2,0.2
+BioLife Plasma Services,This garbage really need work it. The balance never right. And I never make appointments it. Just fix it.,Positive,0.02857142857142858,0.3678571428571429
+BioLife Plasma Services,"After I exit calendar page, ""loading..."" pop-up stays screen indefinitely. I always re-boot app. Its honestly easier website.",Positive,0.6,0.9
+BioLife Plasma Services,"The glitching,it keeps telling different amounts money card. And transaction history changes well. There bugs needing fixed.",Positive,0.05,0.4
+BioLife Plasma Services,Half time doesnt show appointments (i see login computer site). Also coupon code field doesnt work. Tried twice now. Galaxy s8,Negative,-0.16666666666666666,0.16666666666666666
+Birdays – Birthday reminder,"So entered self... I liked old days, Facebook birthdays could magically enter contacts' birthdays notify me. The way me... pretty useless. Haven't received notification months, shows 5-6 birthdays total. Ugh.",Positive,0.15833333333333333,0.6583333333333333
+Birdays – Birthday reminder,As Google calendar still lacks birthday notifications unknown reasons finally saved forgetting friends birthdays. Thanks made difference life :),Positive,0.15,0.7
+Birdays – Birthday reminder,Can add sync option? I birthday reminders saved last phone got stolen... Now installed another phone details birthdays filled gone... Its cool ask birth dates hope remember it. I give u 5 stars u succeed.,Positive,0.25,0.5388888888888889
+Birdays – Birthday reminder,Great app! I usually write reviews really useful keeping track birthdays actually gives notifications (and info disable battery saving mode.) Kept ads you. Keep good work.,Positive,0.35,0.34
+Birdays – Birthday reminder,"Hi, This actually good. But facing problem. I unable recover events saved xml file took backup changing phone. If help change 5 star.",Positive,0.09999999999999998,0.55
+Birdays – Birthday reminder,"I looking contacts address, phone numbers, e-mails etc well birthdays remind those. So far I still put information two different manually. And I want notification certain I may may see it. I want banner shown day I look phone I reminded.",Positive,0.10476190476190476,0.7238095238095239
+Birdays – Birthday reminder,"Not bad I add contact phone bday info, I cannot sync app. If I choose option add contacts find person, import bday. I still manually type in. Update: So exchange activesync contacts may date format issue. However, add new birthday already originally synced (even google), must wipe cache/data reopen grant permissions new birthday appears. Minor inconvenience, I've changed rating 5 stars even so, looks nice, reminders actually work AND developer extremely responsive helpful.",Positive,0.17784090909090908,0.578219696969697
+Birdays – Birthday reminder,"Not bad would better I could link facebook birthdays save adding individually occur!. The alarm good idea, bit annoying keeps noising I respond lol",Positive,0.2583333333333333,0.6277777777777778
+Birdays – Birthday reminder,Awesome . No doubt . But small update want suggest . While adding birthday To add phone number respected person better giv option add contact phone book . It would easy add . Or else hav note separately nd shld write phone number .,Positive,0.42083333333333334,0.6833333333333333
+Birdays – Birthday reminder,"It would even better would synch contacts, I remember maintain apps. But I prefer others I permanently ""disable"" specific birthdays, deleting entry app, without deleting dates contacts.",Positive,0.25,0.3125
+Birdays – Birthday reminder,"I lowered my score because today I did not receive an alert. And I thought the application fire :( --------- I liked that the program was just doing what I was looking for - it just reminds me of everything.) But I did not like that there are not enough settings about the reminders themselves, for example, for ""starred"" contacts make an extra reminder. Remove celebrities why they are needed :)",Positive,0.06999999999999999,0.6799999999999999
+Birdays – Birthday reminder,I loved it. I usually write reviews remember anyone's birthday helped alot. Now I always wish close ones surprise em ^^,Positive,0.22499999999999998,0.525
+Birdays – Birthday reminder,nan,nan,nan,nan
+Birdays – Birthday reminder,nan,nan,nan,nan
+Birdays – Birthday reminder,"I love I think would even better option multiple ""additional reminders"" - example could reminded upcoming birthday, say, 1 week AND day before. But apart that- loved it!",Positive,0.46875,0.47500000000000003
+Birdays – Birthday reminder,"First 5-stars, 3-stars rating. After switching times zones, EVERY date +1. Forced close, cleared cache, imported contacts second time. Nothing helps. Reinstallation helped. Hope fix soon, 'cause VERY useful!",Positive,0.109375,0.13333333333333333
+Birdays – Birthday reminder,"Looks good. But texting via WhatsApp, Facebook, twitter option must added. Without options incomplete Edit: chat icon, WhatsApp facebook icon",Positive,0.7,0.6000000000000001
+Birdays – Birthday reminder,"A useful app. It would nice personalize notes per entry, able remove star sign info wanted. Would also nice able select ""birthday"", ""anniversary"" ""appointment"" seperately set reminder times per individual choice :)",Positive,0.42857142857142855,0.6642857142857144
+Birdays – Birthday reminder,"I can't set custom notification advance, I want tell month someone's birthday, I get present",Neutral,0.0,0.0
+Birdays – Birthday reminder,"Great app! I can't figure shows contacts twice, biggie.",Positive,1.0,0.75
+Birdays – Birthday reminder,"When the smartphone is overloaded, the application in an arbitrary mode starts to give reminders about birthdays that have already passed. Please correct it.",Negative,-0.1,0.6
+Birdays – Birthday reminder,"It doesnt accept record next year's birthdays , need remember !!",Neutral,0.0,0.0
+Birdays – Birthday reminder,"For long while, I've looking give absolute control want reminded birthday, app. It's simply best all.",Positive,0.3833333333333333,0.5333333333333333
+Birdays – Birthday reminder,"best available add feature automatically post schedule msg WhatsApp FB depending profile relationship, best app.",Positive,0.7999999999999999,0.3333333333333333
+Birdays – Birthday reminder,It give reminders .i missed many people's birthdays it.,Positive,0.5,0.5
+Birdays – Birthday reminder,nan,nan,nan,nan
+Birdays – Birthday reminder,Good come email folder notify server miss notifications sometimes. Handy though,Positive,0.6499999999999999,0.75
+Birdays – Birthday reminder,The thing I would like able sync birthdays Google calendar... Is option? Thank,Positive,0.5,0.625
+Birdays – Birthday reminder,"Great app! On phone banner ad bottom screen covers last contact, would nice gets fixed.",Positive,0.42500000000000004,0.5041666666666667
+Birdays – Birthday reminder,Its good useful app..... little suggestion u add feature adding pic discription section. Other great app....,Positive,0.2975,0.445
+Birdays – Birthday reminder,"Excellent application, its functions. Not the most convenient widget with a scroll inside, but it's a problem with all such interfaces",Positive,0.5,0.6666666666666666
+Birdays – Birthday reminder,I looooove swear easy could even see zodiac signs everything,Positive,0.43333333333333335,0.8333333333333334
+Birdays – Birthday reminder,Thank kind reply...I make XML backup... really good app..and widget also really awesome... friends liked it... great work Evgeny...,Positive,0.74,0.8099999999999999
+Birdays – Birthday reminder,"Love app... small suggestion... would better could categorise birthday contacts family, friends, colleagues, relatives etc...",Positive,0.25,0.5
+Birdays – Birthday reminder,U can't take birthday facebook,Neutral,0.0,0.0
+Birdays – Birthday reminder,great birthdays sync re-downloaded new device. I hundreds birthdays enter now.,Positive,0.4681818181818182,0.6022727272727273
+Birdays – Birthday reminder,"I love ... Just hope would able send automatic ""Happy birthday"" message person WhatsApp",Positive,0.6,0.7416666666666667
+Birdays – Birthday reminder,Very friendly interface. Good job :). Question: I import csv way it?,Positive,0.5625,0.75
+Birdays – Birthday reminder,"This really amazing :) I rarely write review app, made write one.. thanks creators :)",Positive,0.42000000000000004,0.8
+Birdays – Birthday reminder,Backup option Google drive make earn 2 Stars :),Positive,0.5,1.0
+Birds Sounds Ringtones & Wallpapers,How get wallpaper ringtones please blow love birds help,Positive,0.5,0.6
+Birds Sounds Ringtones & Wallpapers,Some birds sound familiar lot background hiss.,Positive,0.3875,0.45
+Birds Sounds Ringtones & Wallpapers,Find relaxing pleasant stressing sounds ringing tones,Positive,0.7333333333333333,0.9666666666666667
+Birds Sounds Ringtones & Wallpapers,Took back childhood days.,Neutral,0.0,0.0
+Birds Sounds Ringtones & Wallpapers,"Good, altogether accurate, many tones long notifications.",Positive,0.3875,0.5333333333333333
+Birds Sounds Ringtones & Wallpapers,STOP sending ads games PLEASE !! I play games! Thx E.B.,Neutral,0.0,0.0
+Birds Sounds Ringtones & Wallpapers,I think I going enjoy different sounds birds .,Positive,0.2,0.55
+Birds Sounds Ringtones & Wallpapers,I like much. Excellent,Positive,1.0,1.0
+Birds Sounds Ringtones & Wallpapers,About 5 sounds correct ok.,Positive,0.5,0.5
+Birds Sounds Ringtones & Wallpapers,"It,s good much good sound like accurate",Positive,0.5499999999999999,0.5583333333333333
+Birds Sounds Ringtones & Wallpapers,I love birds songs,Positive,0.5,0.6
+Birds Sounds Ringtones & Wallpapers,So interesting also wallpaper excited.,Positive,0.4375,0.625
+Birds Sounds Ringtones & Wallpapers,My cat loves it!,Neutral,0.0,0.0
+Birds Sounds Ringtones & Wallpapers,Mind Relaxing sound birds... party lovers,Positive,0.4,0.4
+Birds Sounds Ringtones & Wallpapers,The tones ok louder.,Positive,0.5,0.5
+Birds Sounds Ringtones & Wallpapers,Very relaxing...pity background noises though,Positive,0.2,0.3
+Birds Sounds Ringtones & Wallpapers,Third class,Neutral,0.0,0.0
+Birds Sounds Ringtones & Wallpapers,Very close really birds,Positive,0.2,0.25
+Birds Sounds Ringtones & Wallpapers,Good enough enjoyed,Positive,0.39999999999999997,0.6
+Birds Sounds Ringtones & Wallpapers,Please add lovebirds voice.... Thanks...,Positive,0.2,0.2
+Birds Sounds Ringtones & Wallpapers,I like sound,Positive,0.4,0.4
+Birds Sounds Ringtones & Wallpapers,,Neutral,0.0,0.0
+Birds Sounds Ringtones & Wallpapers,Wrong sounds..,Negative,-0.5,0.9
+Birds Sounds Ringtones & Wallpapers,nan,nan,nan,nan
+Birds Sounds Ringtones & Wallpapers,I like much,Positive,0.2,0.2
+Birds Sounds Ringtones & Wallpapers,Very Nice Super Ringtones,Positive,0.5566666666666666,0.8333333333333333
+Birds Sounds Ringtones & Wallpapers,I like,Neutral,0.0,0.0
+Birds Sounds Ringtones & Wallpapers,Super Awesome,Positive,0.6666666666666666,0.8333333333333333
+Birds Sounds Ringtones & Wallpapers,I think I'm country side I hear birds singing,Neutral,0.0,0.0
+Birds Sounds Ringtones & Wallpapers,I believe best yet. thanks.,Positive,0.6,0.25
+Birds Sounds Ringtones & Wallpapers,I really like sound birds singing,Positive,0.30000000000000004,0.30000000000000004
+Birds Sounds Ringtones & Wallpapers,loves nature given god,Neutral,0.0,0.0
+Birds Sounds Ringtones & Wallpapers,It's wagon ... !!!,Neutral,0.0,0.0
+Birds Sounds Ringtones & Wallpapers,'ve sounds nature. Very good!!,Positive,1.0,0.7800000000000001
+Birds Sounds Ringtones & Wallpapers,It's ok,Positive,0.5,0.5
+Birds Sounds Ringtones & Wallpapers,nan,nan,nan,nan
+Birds Sounds Ringtones & Wallpapers,Good And useful,Positive,0.5,0.30000000000000004
+Birds Sounds Ringtones & Wallpapers,Very good,Positive,0.9099999999999999,0.7800000000000001
+Birds Sounds Ringtones & Wallpapers,"Sounds great, good",Positive,0.75,0.675
+Birds Sounds Ringtones & Wallpapers,I luv difference birds song,Neutral,0.0,0.0
+Black People Meet Singles Date,"I gave BPM another chance prove wrong, I paid 2 months subscription I ended nothing. BPM rogue, BPM fake, BPM scam. The moment subscription ends I know start bombarding email fake messages, fake likes, fake views, lure back pay. Shame BPM.",Negative,-0.4166666666666667,0.8166666666666668
+Black People Meet Singles Date,This trash app. Could get registration doesnt give parameters valid password. None normal passwords worked I time experiment till I figure parameters.,Positive,0.15,0.6499999999999999
+Black People Meet Singles Date,"This need major update. It's lags send message. How message sent pop-up go away message? The search permissions need fixed work right. It's screwed place. It really said get photo likes can't see unless paid membership. And combining inbox making seem like message fu×××× up. I paid month that's getting me. Some profiles probably logged weeks, months, years.",Positive,0.1620535714285714,0.35892857142857143
+Black People Meet Singles Date,This super fast phone! Love that! It works faster phone desktop. Big improvement,Positive,0.3020833333333333,0.4916666666666667
+Black People Meet Singles Date,"So, charge people chat too..",Neutral,0.0,0.0
+Black People Meet Singles Date,It's free,Positive,0.4,0.8
+Black People Meet Singles Date,Love it!,Positive,0.625,0.6
+Black People Meet Singles Date,Good ppl,Positive,0.7,0.6000000000000001
+Black People Meet Singles Date,Trashy,Neutral,0.0,0.0
+Black People Meet Singles Date,awesome,Positive,1.0,1.0
+Black People Meet Singles Date,"So many issues: PLEASE READ!! 1. BPM DECEPTIVE... flood inbox make THINK important entice become member. Only find majority messages photo LIKES!! 2. BPM continously delete profile information save it. 3. BPM tends lock profile charge $200 'make safe' online bank login. Don't buy it, create new profile. 4. Too many pop-ups services included membership, charge course! 5. Fake profiles. 6. user friendly AT ALL! It crashes turtle slow! 7. Do NOT accept longer membership option, waste money. 8. There need class action lawsuits company!!",Positive,0.18114669421487603,0.5413223140495869
+Black People Meet Singles Date,"Can someone update we'll know profiles respond messages ?????? You're people pay profile even know person sending message can't even respond back (if want to)... fair???? Black love a##.... Waste time effort....... So, able create profile, look people profiles that's it. You can't look messages anything else pay up. The best part is, pay become ""actual member"", sitting there, smiling trying figure send...., even know person ""actual member "" receive message. As I stated beginning.... waste time effort :/",Positive,0.17121212121212118,0.36893939393939396
+Black People Meet Singles Date,"When I set age preferences, STOP PLEASE STOP placing women older age range match list, interested list, connect list, search list. Everything else good except keep putting cougars front me. I think look coding synchronizing matches accurate",Positive,0.3791666666666667,0.5166666666666667
+Black People Meet Singles Date,This sucks. They 30 people app. The features dont work cant choose age range range mile radius. Don't waste time money.,Negative,-0.25,0.15
+Black People Meet Singles Date,would even let create account. Every password I created invalid. No parameters expressed.,Neutral,0.0,0.0
+Black People Meet Singles Date,It would nice free I almost 200 messages I can't even read reply back like everything cost wish I could give negative star,Positive,0.175,0.55
+Black People Meet Singles Date,I love app. It easy navigate fun meet locals area mature.,Positive,0.33333333333333337,0.43333333333333335
+Black People Meet Singles Date,I enjoy love Blackpeoplemeet. Awesome amazing. The Best dating site.,Positive,0.7,0.6599999999999999
+Black People Meet Singles Date,Its ok... Could better.,Positive,0.5,0.5
+Black People Meet Singles Date,Nice,Positive,0.6,1.0
+Black People Meet Singles Date,Beautiful,Positive,0.85,1.0
+Black People Meet Singles Date,"Black People Meet.... fighting equality GENERATIONS. Way keep racial division alive well. This sets civil rights equality back 100 years. But hey, least cashing in, right?",Negative,-0.01619047619047619,0.3538095238095238
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,Rip off!,Neutral,0.0,0.0
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,Basurde,Neutral,0.0,0.0
+Black People Meet Singles Date,"I gave BPM another chance prove wrong, I paid 2 months subscription I ended nothing. BPM rogue, BPM fake, BPM scam. The moment subscription ends I know start bombarding email fake messages, fake likes, fake views, lure back pay. Shame BPM.",Negative,-0.4166666666666667,0.8166666666666668
+Black People Meet Singles Date,This trash app. Could get registration doesnt give parameters valid password. None normal passwords worked I time experiment till I figure parameters.,Positive,0.15,0.6499999999999999
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,This super fast phone! Love that! It works faster phone desktop. Big improvement,Positive,0.3020833333333333,0.4916666666666667
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,It's free,Positive,0.4,0.8
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+Black People Meet Singles Date,nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+"Black Wallpaper, AMOLED, Dark Background: Darkify",nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Black White Interracial Dating - Interracial Match,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+Blackpink as if it's your last,nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Bleacher Report: sports news, scores, & highlights",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+"Blendr - Chat, Flirt & Meet",nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blibli.com Belanja Online,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blidz - Hunt Free Deals On Trending Items!,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blinkist - Nonfiction Books,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Blitzer.de,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Craft 3D: Building Simulator Games For Free,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,"I really like game many ads. The game, so annoying , watch ads",Negative,-0.18000000000000002,0.48
+Block Puzzle,"Block Puzzle best game ever made. It challenging, anyone play it; I 61; I keep finding back one, always! THANK YOU SO MUCH!",Positive,0.27,0.38
+Block Puzzle,"""Classic"" allows untimed play; game holds position interrupted put awhile. ""Survival"" speeds requires quick decision making.",Positive,0.03333333333333332,0.35555555555555557
+Block Puzzle,I reviewing game hopes stop prompting give 5 star review every single round. That's annoying heck. Other actually pretty fun game.,Negative,-0.18080357142857145,0.4861607142857143
+Block Puzzle,I downloaded puzzle thinking like tetris adjust orientation falling blocks. It quite different aspect. Hence disappointing,Negative,-0.3,0.6499999999999999
+Block Puzzle,Love game. It annoys little sometimes even I turn wifi popups keeps showing,Negative,-0.029166666666666674,0.5
+Block Puzzle,"Updating review - downgrading 4 stars... finally deleted frustrations indicated below. Over 200k points accidentally hit restart upper right. Maddening. SImple fix could correct. Design flaw. The replay button upper right ""Are sure want restart?"" confirmation box way easy accidentally hit button lose progress. Accidentally hitting ad box bottom also clear game. Love game, though!",Positive,0.10039682539682541,0.49451058201058196
+Block Puzzle,Give rating right away hound do. Which thing I like game,Negative,-0.05714285714285716,0.46785714285714286
+Block Puzzle,"Was really fun figured strategies started overriding them. Made 143,000 games, can't get past 20,000. Boring! Time uninstall.",Negative,-0.31666666666666665,0.48333333333333334
+Block Puzzle,"Love colors, bright, kind muted. Scoring moves along quickly. I surprised I lost track time playing this, many games me!",Positive,0.5050000000000001,0.74
+Block Puzzle,"I usually play 1010. This version Tetris, although relaxing teatters sedative numbing. I'm 50s try keep mind active still playing game distract me. If prefer meditate challenging yourself, game's you.",Negative,-0.13666666666666666,0.53
+Block Puzzle,"Just love ""computer"" thinks time lose, keeps handong purple blocks 9. Another joke... can't computer. No way, how. ;)",Positive,0.375,0.8
+Block Puzzle,"Sometimes touch screen interface register locating blocks, relatively rare occurrence. It's great strategy/pattern game!",Positive,0.20000000000000004,0.6833333333333332
+Block Puzzle,"This game addicting. I started it, got huaband special needs son it. Then 2 boys fell love it. Its fun",Positive,0.18928571428571428,0.44285714285714284
+Block Puzzle,"Very colorful simple, like traditional tetris game unique spin. I love game!! Can play hours. Relaxing fun. Also soothes OCD I make patterns fit together.",Positive,0.10444444444444445,0.5141269841269842
+Block Puzzle,Very simple addictive. Beating last score need think realise first! Especially difficult place pieces appear proceed.,Negative,-0.1375,0.5528571428571428
+Block Puzzle,"At first, I thought Tetris. I disappointed I rotate pieces. But times, I realized fun. I've really enjoying it. Ads well- spaced, annoying.",Negative,-0.1,0.5566666666666666
+Block Puzzle,"My criticism much variety shapes. That said, great game loads colour, fun time killer addictive.",Positive,0.18,0.49000000000000005
+Block Puzzle,Overall nice game pass time. Would better refresh button confirmation pop refreshing. Sometimes accidental I know board cleared.,Positive,0.24,0.58
+Block Puzzle,"Addictive, time absorbing distraction reality without persistent, annoying face adverts. I love thank creators. P. S. Better logistics similar games",Positive,0.06666666666666665,0.7083333333333334
+Block Puzzle,"Game ok, get reasonably high score game game takes age get feeling big role luck plays speed means take risks. Certainly worth play though",Negative,-0.034285714285714294,0.3485714285714286
+Block Puzzle,The ads bad I think dumb display ads interrupt game play already ad banner running game does. Games ok though I got bored quickly.,Negative,-0.22023809523809518,0.5666666666666667
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,Ads popped LOCKED UP MY BRAND NEW S8+. PLEASE FIX. NO ADS BE GREAT GAME!! LOVE CLICKING SOUNDS & I'M HARD OF HEARING SINCE BIRTH!! SO SOUNDS MUST BE OUTRAGEOUS!!!,Negative,-0.10739425505050505,0.6243686868686869
+Block Puzzle,"This game addictive! It's simple, yet rewarding, keeping trying beat highest score take many lines possible move. On hand, easy go forever. I reserve playing kids husband need attention.",Positive,0.1476190476190476,0.7129251700680272
+Block Puzzle,"Cool game! The complaint survival round(s) instructions. I sure I figure ""help"" option. Other tgat, pretty entertaining. Maybe could also switch layout....have different colors/designs ""level""...Mayne ... Full Review",Positive,0.11388888888888887,0.5959876543209875
+Block Puzzle,"It's ok, better lot block games. My problems times blocks move I place them, times place all. 95% time I lose, bc I get 3 big purple blocks. The chance appearing really needs turned little. It's frustrating getting nearly 100k game bc nothing purple blocks.",Positive,0.039062499999999986,0.4375
+Block Puzzle,It's fun relaxing game. It's like original Tetris spin piece fit spot drops down. This game piece build freely drag drop. It really odd shapes make think outside box.,Negative,-0.01635802469135802,0.31219135802469133
+Block Puzzle,"I like game. It's awesome. But CONSTANTLY asks rate. I went ahead rated get pop stop, I got new phone constant pop ups came back. So I'm giving three stars that's obnoxious.",Positive,0.12272727272727273,0.4202020202020202
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,1st Dont think asking 5 stars 1st game almost begging.. 2nd .. game ok many pieces enough variety.. get far enough two T pieces show up.. 5 stars.. try bit longer stays way.. fair going elsewhere.. give update day two...,Positive,0.1111111111111111,0.5222222222222223
+Block Puzzle,"The game could ok random blocks provided throughout game. The problem get board pretty full, blocks get 3x3 boxes. The end becomes rather predictable. Not fun.",Negative,-0.06875,0.50625
+Block Puzzle,I've played lot Tetris block games favorite one. I dont remember even ads . Easy engaging game. The hardest thing game putting down!!,Positive,0.04837962962962964,0.6037037037037036
+Block Puzzle,It's nice relaxing game quite addictive. The thing i'm keen bars music played loop back ground turn sound off.,Positive,0.12,0.5399999999999999
+Block Puzzle,"Love game. Hate refresh button easily accessed. Takes long get passed high score I accidently touch button. Really frustrating. I would suggest maybe needs ""are sure"" screen less easily hit playing. Thanks!",Positive,0.04181818181818182,0.5965656565656565
+Block Puzzle,"This game addicting, quite challenging times also extremely worried. There's move limits, timer, way make hard yourself. I plan playing game long time.",Negative,-0.1277777777777778,0.623611111111111
+Block Puzzle,"This game addicting, quite challenging times also extremely worried. There's move limits, timer, way make hard yourself. I plan playing game long time.",Negative,-0.1277777777777778,0.623611111111111
+Block Puzzle,"When I first started playing game lot easier, like purposely gets harder I almost never make past 30 thousand. Frustrating. Make want play anymore",Negative,-0.18,0.37666666666666665
+Block Puzzle,"Overall I quite like game 2 factors annoy & could fixed (which makes annoying). 1. Being asked repeatedly rate 5 stars. Leaving rating hoping stop pop up!? 2. Given 3 9 square shapes, quite early game, making impossible progress becomes boring. The level adds irritating I understand part free gaming.",Negative,-0.32666666666666666,0.58
+Block Puzzle,It's okay kill time. Not exactly like Tetris I hoping. Pieces fit together well evenly spaced,Positive,0.25833333333333336,0.3833333333333333
+Block Puzzle,"I really like game many ads. The game, so annoying , watch ads",Negative,-0.18000000000000002,0.48
+Block Puzzle,"Block Puzzle best game ever made. It challenging, anyone play it; I 61; I keep finding back one, always! THANK YOU SO MUCH!",Positive,0.27,0.38
+Block Puzzle,"""Classic"" allows untimed play; game holds position interrupted put awhile. ""Survival"" speeds requires quick decision making.",Positive,0.03333333333333332,0.35555555555555557
+Block Puzzle,I reviewing game hopes stop prompting give 5 star review every single round. That's annoying heck. Other actually pretty fun game.,Negative,-0.18080357142857145,0.4861607142857143
+Block Puzzle,I downloaded puzzle thinking like tetris adjust orientation falling blocks. It quite different aspect. Hence disappointing,Negative,-0.3,0.6499999999999999
+Block Puzzle,Love game. It annoys little sometimes even I turn wifi popups keeps showing,Negative,-0.029166666666666674,0.5
+Block Puzzle,"Updating review - downgrading 4 stars... finally deleted frustrations indicated below. Over 200k points accidentally hit restart upper right. Maddening. SImple fix could correct. Design flaw. The replay button upper right ""Are sure want restart?"" confirmation box way easy accidentally hit button lose progress. Accidentally hitting ad box bottom also clear game. Love game, though!",Positive,0.10039682539682541,0.49451058201058196
+Block Puzzle,Give rating right away hound do. Which thing I like game,Negative,-0.05714285714285716,0.46785714285714286
+Block Puzzle,"Was really fun figured strategies started overriding them. Made 143,000 games, can't get past 20,000. Boring! Time uninstall.",Negative,-0.31666666666666665,0.48333333333333334
+Block Puzzle,"Love colors, bright, kind muted. Scoring moves along quickly. I surprised I lost track time playing this, many games me!",Positive,0.5050000000000001,0.74
+Block Puzzle,"I usually play 1010. This version Tetris, although relaxing teatters sedative numbing. I'm 50s try keep mind active still playing game distract me. If prefer meditate challenging yourself, game's you.",Negative,-0.13666666666666666,0.53
+Block Puzzle,"Just love ""computer"" thinks time lose, keeps handong purple blocks 9. Another joke... can't computer. No way, how. ;)",Positive,0.375,0.8
+Block Puzzle,"Sometimes touch screen interface register locating blocks, relatively rare occurrence. It's great strategy/pattern game!",Positive,0.20000000000000004,0.6833333333333332
+Block Puzzle,"This game addicting. I started it, got huaband special needs son it. Then 2 boys fell love it. Its fun",Positive,0.18928571428571428,0.44285714285714284
+Block Puzzle,"Very colorful simple, like traditional tetris game unique spin. I love game!! Can play hours. Relaxing fun. Also soothes OCD I make patterns fit together.",Positive,0.10444444444444445,0.5141269841269842
+Block Puzzle,Very simple addictive. Beating last score need think realise first! Especially difficult place pieces appear proceed.,Negative,-0.1375,0.5528571428571428
+Block Puzzle,"At first, I thought Tetris. I disappointed I rotate pieces. But times, I realized fun. I've really enjoying it. Ads well- spaced, annoying.",Negative,-0.1,0.5566666666666666
+Block Puzzle,"My criticism much variety shapes. That said, great game loads colour, fun time killer addictive.",Positive,0.18,0.49000000000000005
+Block Puzzle,Overall nice game pass time. Would better refresh button confirmation pop refreshing. Sometimes accidental I know board cleared.,Positive,0.24,0.58
+Block Puzzle,"Addictive, time absorbing distraction reality without persistent, annoying face adverts. I love thank creators. P. S. Better logistics similar games",Positive,0.06666666666666665,0.7083333333333334
+Block Puzzle,"Game ok, get reasonably high score game game takes age get feeling big role luck plays speed means take risks. Certainly worth play though",Negative,-0.034285714285714294,0.3485714285714286
+Block Puzzle,The ads bad I think dumb display ads interrupt game play already ad banner running game does. Games ok though I got bored quickly.,Negative,-0.22023809523809518,0.5666666666666667
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,Ads popped LOCKED UP MY BRAND NEW S8+. PLEASE FIX. NO ADS BE GREAT GAME!! LOVE CLICKING SOUNDS & I'M HARD OF HEARING SINCE BIRTH!! SO SOUNDS MUST BE OUTRAGEOUS!!!,Negative,-0.10739425505050505,0.6243686868686869
+Block Puzzle,Cheats. They let win give knows can't help you. Lame,Positive,0.15000000000000002,0.575
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,You wanted rating well is. Constant request ratings annoying.,Negative,-0.4,0.6166666666666667
+Block Puzzle,It sure cool puzzle game. I mean keep boredom away. I play I wait game upgrade complete. Thumbs up!,Negative,-0.02291666666666668,0.5710648148148147
+Block Puzzle,This game oki. Nothing fancy chill game pass time. Just thing less ad pop ups pretty good,Negative,-0.0033333333333333435,0.49333333333333335
+Block Puzzle,I actually enjoy game picture icon game changed. There zero pieces look like tetris picture of. If can't copy shapes display picture tetris? It's ok I would enjoy game pieces different.,Positive,0.014285714285714282,0.4714285714285714
+Block Puzzle,Very addictive. Always trying beat high score. A great way kill minutes,Positive,0.32,0.7633333333333333
+Block Puzzle,"Overall rating four, I would add star option undo. So many times I trying set block certain place someone bumps I accidentally bump phone goes wrong place. Been frustrated I fairly high I stopped playing much this.",Negative,-0.017959183673469374,0.4159183673469388
+Block Puzzle,This game addictive. Only thing annoying ads.,Negative,-0.30000000000000004,0.7999999999999999
+Block Puzzle,"It's like Tetris think quickly. You basically put pieces together like puzzle rows get cleared. There's time requirement challenge, make fun.",Positive,0.31666666666666665,0.35
+Block Puzzle,Excellent! Have played block games nearly interesting one. The way blocks presented keeps playing. Love it! Thanks great game.,Positive,0.45416666666666666,0.5750000000000001
+Block Puzzle,I enjoy game. I feel complicated shapes introduced bit earlier rather 20000 points survival mode!,Negative,-0.125,0.6
+Block Puzzle,It's nice time consuming game. Once start playing would know time passed away. Good play. Thank,Positive,0.3,0.6666666666666666
+Block Puzzle,Fun entertaining. If I need get mind something bothering I would play this. Now fun!,Positive,0.39166666666666666,0.36666666666666664
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,"What I hate replay button uppermost right corner, replays game without confirming player he/she really intends quit current game start another, frustrating accidentally clicked playing long time high score, restarts without records whatsoever. Please fix this! So frustrating!",Negative,-0.18642857142857144,0.5575714285714286
+Block Puzzle,"It's nice, l spend lot time playing it. The advertisement appears lose game",Positive,0.09999999999999998,0.7
+Block Puzzle,"Great passing time, wake start day! Does challenge brain. Good graphics &ccontrols, really fun. Worth download. Sometimes ads, much similar apps.",Positive,0.45999999999999996,0.41000000000000003
+Block Puzzle,The best blocks puzzles addictive. But reach certain score never beat it. But still I continue play it. Thank,Positive,0.4047619047619047,0.5904761904761905
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,"Good game, addictive keeps busy hours. How long leaderboards got hacked though??",Positive,0.06999999999999998,0.5199999999999999
+Block Puzzle,There's software bug sets game back beginning. Great game frustrating restarts.,Negative,-0.08,0.48999999999999994
+Block Puzzle,On several occasions game jumped screen add. And Fing ruined game reset start. Very passed off.,Negative,-0.15000000000000002,0.275
+Block Puzzle,"Amazing! So relaxing, addictive, little challenging! Great time killer! 100% recommend like laid back games. Maybe people like adventurous games I love it!",Positive,0.4140625,0.69375
+Block Puzzle,Much fun block games. This gives better opportunity fix screw ups!,Positive,0.4625,0.35
+Block Puzzle,"Really addictive ! The play, better get & addicted become, lol. Bloody annoying ads keep popping though !!",Negative,-0.15,0.75
+Block Puzzle,I'm addicted game. So easy play like others give moves.,Negative,-0.12222222222222223,0.6111111111111112
+Block Puzzle,good game. thought would easy win I got really hiGH score first game. though. I got close since first game.,Positive,0.1548148148148148,0.47111111111111115
+Block Puzzle,Graphics attractive sounds little dated. But game delivers challenge-wise.,Positive,0.07083333333333335,0.6333333333333333
+Block Puzzle,Nice game thing I hate nagged writing review stop I'm deleting!,Negative,-0.26666666666666666,0.7666666666666666
+Block Puzzle,"This game fun addictive!!! Plz it!!!! If thing I would change many ads are. But worry,you find add finnish game!!!",Negative,-0.07625000000000001,0.48
+Block Puzzle,I came Stuff Blow Your Mind podcast said tetris good brain. Not exactly tetris youth still fun rewarding.,Positive,0.34375,0.5125
+Block Puzzle,"Love game! There several like many boxes, way better! So addicted!",Positive,0.10416666666666667,0.43333333333333335
+Block Puzzle,"I really like it. It relaxing tune, fun, mellos thinking brain. Wonder",Positive,0.25,0.2
+Block Puzzle,"Very addictive frustrating get great score ad pops up, (which really I mind) I go back game Gone!!!!! Kick nuts!!!!",Negative,-0.06666666666666665,0.5416666666666666
+Block Puzzle,Block Puzzle addictive mega fun game play. This game chewed five hours day. Love it!!,Positive,0.05625,0.5
+Block Puzzle,"Highly engaging & interesting know play game. However, confusing start due guide play.",Positive,0.015000000000000003,0.475
+Block Puzzle,Really fun demanding game. You hop bac action couple days enjoy yourself. Perfect long time killing sessions,Positive,0.22499999999999998,0.43333333333333335
+Block Puzzle,"This game addictive. I playing I go bed, night.",Negative,-0.2,0.65
+Block Puzzle,So sick game pestering give 5 star review. And ads annoying & intrusive. Otherwise good game,Negative,-0.32285714285714284,0.6314285714285715
+Block Puzzle,I love game starts leave off. You keep game going run moves,Negative,-0.10000000000000002,0.4666666666666666
+Block Puzzle,It's really useful game bored. I Like need wifi work I would totally recommend friends family.,Negative,-0.15000000000000002,0.5375
+Block Puzzle,Good game annoying prompt leave review every game gets irritating.,Negative,-0.26000000000000006,0.6199999999999999
+Block Puzzle,"It's quite good, get quite full gives 3x3 blocks slightly annoying also get fed asked give 5 star reviews.",Positive,0.08333333333333326,0.6833333333333335
+Block Puzzle,"After taking 5 minutes install, work. It would run all. Colossal FAIL!",Negative,-0.1625,0.55
+Block Puzzle,"When ready stop playing time being, shocked much time passed. This great, fun game.",Positive,0.06666666666666667,0.47500000000000003
+Block Puzzle,Awesome game time pass much interesting play joyful beat every high scores .Classic interesting mode game also survival also bad classic better survival mode .Thank fun games google play store......Thanks lot,Positive,0.16266666666666668,0.4873333333333334
+Block Puzzle,"This game okay. I thought would like Tetris isn't. There levels, can't change shapes pieces, ""challenge"" trying beat high score. Shoot even time limit add little bit pressure. I love puzzle games, game got boring quick.",Negative,-0.06177083333333334,0.5549999999999999
+Block Puzzle,The game Tetris feel get chose blocks fit place clear lines reach good score. It's fun game try beat score. Love it.,Positive,0.1714285714285714,0.4261904761904762
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,I think excellent great game bored take anywhere really great game play graphics best kinda tricky game cause can't put everything spot else bigger blocks can't fit spot want go,Positive,0.22999999999999998,0.5900000000000001
+Block Puzzle,This great game simply away time! There much pressure complete puzzle nice fresh change.,Positive,0.2285714285714286,0.5153061224489796
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,"It's great, I think revive option run playable moves. So I could watch add something, ant delete full block (or half block got removed line).",Positive,0.3277777777777778,0.48888888888888893
+Block Puzzle,It's fun good time killer. But glitched lost game couple times.,Positive,0.19999999999999998,0.4000000000000001
+Block Puzzle,I've downloaded game I becoming addicted really good I've playing game keeps cutting I start beginning I uninstalled game cut I lost score reinstalled still think shame,Negative,-0.15000000000000005,0.5928571428571429
+Block Puzzle,It need wifi great plus keeps busy like sitting car waiting someone prevents getting bored,Positive,0.13333333333333333,0.6833333333333332
+Block Puzzle,When gets tight I notice always send biggest blocks block games..as say surely random...fun never less.,Positive,0.1349206349206349,0.4137566137566137
+Block Puzzle,Addictive yes . constant adds lack options ability turn music makes loose points me.,Negative,-0.025641025641025644,0.5008547008547009
+Block Puzzle,"This game addictive! Very challenging! EASY TO PLAY! And ads many, make us smart!",Positive,0.28700396825396823,0.7126984126984127
+Block Puzzle,"This game addictive! It's simple, yet rewarding, keeping trying beat highest score take many lines possible move. On hand, easy go forever. I reserve playing kids husband need attention.",Positive,0.1476190476190476,0.7129251700680272
+Block Puzzle,"Cool game! The complaint survival round(s) instructions. I sure I figure ""help"" option. Other tgat, pretty entertaining. Maybe could also switch layout....have different colors/designs ""level""...Mayne could add levels too. Just suggestions keep people intrrested! :)",Positive,0.13055555555555556,0.6459876543209876
+Block Puzzle,"It's ok, better lot block games. My problems times blocks move I place them, times place all. 95% time I lose, bc I get 3 big purple blocks. The chance appearing really needs turned little. It's frustrating getting nearly 100k game bc nothing purple blocks.",Positive,0.039062499999999986,0.4375
+Block Puzzle,It's fun relaxing game. It's like original Tetris spin piece fit spot drops down. This game piece build freely drag drop. It really odd shapes make think outside box.,Negative,-0.01635802469135802,0.31219135802469133
+Block Puzzle,"I like game. It's awesome. But CONSTANTLY asks rate. I went ahead rated get pop stop, I got new phone constant pop ups came back. So I'm giving three stars that's obnoxious.",Positive,0.12272727272727273,0.4202020202020202
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,1st Dont think asking 5 stars 1st game almost begging.. 2nd .. game ok many pieces enough variety.. get far enough two T pieces show up.. 5 stars.. try bit longer stays way.. fair going elsewhere.. give update day two...,Positive,0.1111111111111111,0.5222222222222223
+Block Puzzle,"The game could ok random blocks provided throughout game. The problem get board pretty full, blocks get 3x3 boxes. The end becomes rather predictable. Not fun.",Negative,-0.06875,0.50625
+Block Puzzle,I've played lot Tetris block games favorite one. I dont remember even ads . Easy engaging game. The hardest thing game putting down!!,Positive,0.04837962962962964,0.6037037037037036
+Block Puzzle,It's nice relaxing game quite addictive. The thing i'm keen bars music played loop back ground turn sound off.,Positive,0.12,0.5399999999999999
+Block Puzzle,"Love game. Hate refresh button easily accessed. Takes long get passed high score I accidently touch button. Really frustrating. I would suggest maybe needs ""are sure"" screen less easily hit playing. Thanks!",Positive,0.04181818181818182,0.5965656565656565
+Block Puzzle,"This game addicting, quite challenging times also extremely worried. There's move limits, timer, way make hard yourself. I plan playing game long time.",Negative,-0.1277777777777778,0.623611111111111
+Block Puzzle,"This game addicting, quite challenging times also extremely worried. There's move limits, timer, way make hard yourself. I plan playing game long time.",Negative,-0.1277777777777778,0.623611111111111
+Block Puzzle,"When I first started playing game lot easier, like purposely gets harder I almost never make past 30 thousand. Frustrating. Make want play anymore",Negative,-0.18,0.37666666666666665
+Block Puzzle,"Overall I quite like game 2 factors annoy & could fixed (which makes annoying). 1. Being asked repeatedly rate 5 stars. Leaving rating hoping stop pop up!? 2. Given 3 9 square shapes, quite early game, making impossible progress becomes boring. The level adds irritating I understand part free gaming.",Negative,-0.32666666666666666,0.58
+Block Puzzle,It's okay kill time. Not exactly like Tetris I hoping. Pieces fit together well evenly spaced,Positive,0.25833333333333336,0.3833333333333333
+Block Puzzle,"I really like game many ads. The game, so annoying , watch ads",Negative,-0.18000000000000002,0.48
+Block Puzzle,"Block Puzzle best game ever made. It challenging, anyone play it; I 61; I keep finding back one, always! THANK YOU SO MUCH!",Positive,0.27,0.38
+Block Puzzle,"""Classic"" allows untimed play; game holds position interrupted put awhile. ""Survival"" speeds requires quick decision making.",Positive,0.03333333333333332,0.35555555555555557
+Block Puzzle,I reviewing game hopes stop prompting give 5 star review every single round. That's annoying heck. Other actually pretty fun game.,Negative,-0.18080357142857145,0.4861607142857143
+Block Puzzle,I downloaded puzzle thinking like tetris adjust orientation falling blocks. It quite different aspect. Hence disappointing,Negative,-0.3,0.6499999999999999
+Block Puzzle,Love game. It annoys little sometimes even I turn wifi popups keeps showing,Negative,-0.029166666666666674,0.5
+Block Puzzle,"Updating review - downgrading 4 stars... finally deleted frustrations indicated below. Over 200k points accidentally hit restart upper right. Maddening. SImple fix could correct. Design flaw. The replay button upper right ""Are sure want restart?"" confirmation box way easy accidentally hit button lose progress. Accidentally hitting ad box bottom also clear game. Love game, though!",Positive,0.10039682539682541,0.49451058201058196
+Block Puzzle,Give rating right away hound do. Which thing I like game,Negative,-0.05714285714285716,0.46785714285714286
+Block Puzzle,"Was really fun figured strategies started overriding them. Made 143,000 games, can't get past 20,000. Boring! Time uninstall.",Negative,-0.31666666666666665,0.48333333333333334
+Block Puzzle,"Love colors, bright, kind muted. Scoring moves along quickly. I surprised I lost track time playing this, many games me!",Positive,0.5050000000000001,0.74
+Block Puzzle,"I usually play 1010. This version Tetris, although relaxing teatters sedative numbing. I'm 50s try keep mind active still playing game distract me. If prefer meditate challenging yourself, game's you.",Negative,-0.13666666666666666,0.53
+Block Puzzle,"Just love ""computer"" thinks time lose, keeps handong purple blocks 9. Another joke... can't computer. No way, how. ;)",Positive,0.375,0.8
+Block Puzzle,"Sometimes touch screen interface register locating blocks, relatively rare occurrence. It's great strategy/pattern game!",Positive,0.20000000000000004,0.6833333333333332
+Block Puzzle,"This game addicting. I started it, got huaband special needs son it. Then 2 boys fell love it. Its fun",Positive,0.18928571428571428,0.44285714285714284
+Block Puzzle,"Very colorful simple, like traditional tetris game unique spin. I love game!! Can play hours. Relaxing fun. Also soothes OCD I make patterns fit together.",Positive,0.10444444444444445,0.5141269841269842
+Block Puzzle,Very simple addictive. Beating last score need think realise first! Especially difficult place pieces appear proceed.,Negative,-0.1375,0.5528571428571428
+Block Puzzle,"At first, I thought Tetris. I disappointed I rotate pieces. But times, I realized fun. I've really enjoying it. Ads well- spaced, annoying.",Negative,-0.1,0.5566666666666666
+Block Puzzle,"My criticism much variety shapes. That said, great game loads colour, fun time killer addictive.",Positive,0.18,0.49000000000000005
+Block Puzzle,Overall nice game pass time. Would better refresh button confirmation pop refreshing. Sometimes accidental I know board cleared.,Positive,0.24,0.58
+Block Puzzle,"Addictive, time absorbing distraction reality without persistent, annoying face adverts. I love thank creators. P. S. Better logistics similar games",Positive,0.06666666666666665,0.7083333333333334
+Block Puzzle,"Game ok, get reasonably high score game game takes age get feeling big role luck plays speed means take risks. Certainly worth play though",Negative,-0.034285714285714294,0.3485714285714286
+Block Puzzle,The ads bad I think dumb display ads interrupt game play already ad banner running game does. Games ok though I got bored quickly.,Negative,-0.22023809523809518,0.5666666666666667
+Block Puzzle,nan,nan,nan,nan
+Block Puzzle,Ads popped LOCKED UP MY BRAND NEW S8+. PLEASE FIX. NO ADS BE GREAT GAME!! LOVE CLICKING SOUNDS & I'M HARD OF HEARING SINCE BIRTH!! SO SOUNDS MUST BE OUTRAGEOUS!!!,Negative,-0.10739425505050505,0.6243686868686869
+Block Puzzle Classic Legend !,"Abrupt end unpleasant. Suggest ""sorry"" type message followed menu start new game exit. Apart abrupt exit I LOVE game.",Negative,-0.19545454545454544,0.7255681818181818
+Block Puzzle Classic Legend !,Enjoy playing game. Would given 5 keeps closing n making restart time I open another,Neutral,0.0,0.4666666666666666
+Block Puzzle Classic Legend !,"Oh love love love it.its stress reliever, close friend company.",Positive,0.5,0.6
+Block Puzzle Classic Legend !,I like cause helps kill time,Neutral,0.0,0.0
+Block Puzzle Classic Legend !,Not so nice ok time paas,Positive,0.55,0.75
+Block Puzzle Classic Legend !,Nothing like legend Color contrast bad remember silented volume,Negative,-0.6999999999999998,0.6666666666666666
+Block Puzzle Classic Legend !,When bored play game,Negative,-0.45,0.7
+Block Puzzle Classic Legend !,Its interesting game keeps brain's working,Positive,0.04999999999999999,0.45
+Block Puzzle Classic Legend !,This game helps alot ease mind,Negative,-0.4,0.4
+Block Puzzle Classic Legend !,Masti hai isme nd sound comes time playing also awesome,Positive,0.7,0.7
+Block Puzzle Classic Legend !,IT nice game I saw game I love please,Positive,0.07499999999999998,0.6
+Block Puzzle Classic Legend !,Nice game... I love,Positive,0.2333333333333333,0.6666666666666666
+Block Puzzle Classic Legend !,"Great time waster, fun play",Positive,0.55,0.475
+Block Puzzle Classic Legend !,Ok time pass,Positive,0.5,0.5
+Block Puzzle Classic Legend !,nan,nan,nan,nan
+Block Puzzle Classic Legend !,Excellent I always remember childhood,Positive,1.0,1.0
+Block Puzzle Classic Legend !,nan,nan,nan,nan
+Block Puzzle Classic Legend !,Enjoy enjoy & enjoy,Positive,0.4000000000000001,0.5
+Block Puzzle Classic Legend !,I fun playing game,Negative,-0.05000000000000002,0.30000000000000004
+Block Puzzle Classic Legend !,I love game much,Positive,0.09999999999999999,0.39999999999999997
+Block Puzzle Classic Legend !,Like game,Negative,-0.4,0.4
+Block Puzzle Classic Legend !,Like game,Negative,-0.4,0.4
+Block Puzzle Classic Legend !,So bad,Negative,-0.6999999999999998,0.6666666666666666
+Block Puzzle Classic Legend !,Very bad,Negative,-0.9099999999999998,0.8666666666666667
+Block Puzzle Classic Legend !,Hi love challenge worth,Positive,0.4,0.35
+Block Puzzle Classic Legend !,nan,nan,nan,nan
+Block Puzzle Classic Legend !,nan,nan,nan,nan
+Block Puzzle Classic Legend !,Really interesting...... One play it........,Positive,0.5,0.5
+Block Puzzle Classic Legend !,Its fun,Positive,0.3,0.2
+Block Puzzle Classic Legend !,The best,Positive,1.0,0.3
+Block Puzzle Classic Legend !,It interesting,Positive,0.5,0.5
+Block Puzzle Classic Legend !,Good game,Positive,0.14999999999999997,0.5
+Block Puzzle Classic Legend !,Very interesting,Positive,0.65,0.65
+Block Puzzle Classic Legend !,Not bad...,Positive,0.3499999999999999,0.6666666666666666
+Block Puzzle Classic Legend !,Great,Positive,0.8,0.75
+Block Puzzle Classic Legend !,Its amazing! It keeps busy stressful,Positive,0.42500000000000004,0.6
+Block Puzzle Classic Legend !,"Always loved tetris, enjoy cos stressful tetris blocks comes moves faster new level...this relaxing, time think. Nice strategy game. Thumbs up!",Positive,0.2672727272727273,0.630909090909091
+Block Puzzle Classic Legend !,A little annoying nobody please rate game three fun cant beat game don't waste time everybody reading lame besides tetris(B.T.W cant spell tetris) tall correct spelling,Negative,-0.3125,0.45
+Block Puzzle Classic Legend !,The game okay many pop up's every time u run space shapes,Positive,0.19999999999999998,0.4666666666666666
+Block Puzzle Classic Legend !,Not much interesting... reminisce video games I play with sister childhood,Negative,-0.25,0.5
+Block Puzzle Classic Legend !,"Abrupt end unpleasant. Suggest ""sorry"" type message followed menu start new game exit. Apart abrupt exit I LOVE game.",Negative,-0.19545454545454544,0.7255681818181818
+Block Puzzle Classic Legend !,Enjoy playing game. Would given 5 keeps closing n making restart time I open another,Neutral,0.0,0.4666666666666666
+Block Puzzle Classic Legend !,"Oh love love love it.its stress reliever, close friend company.",Positive,0.5,0.6
+Block Puzzle Classic Legend !,I like cause helps kill time,Neutral,0.0,0.0
+Block Puzzle Classic Legend !,Not so nice ok time paas,Positive,0.55,0.75
+Block Puzzle Classic Legend !,Nothing like legend Color contrast bad remember silented volume,Negative,-0.6999999999999998,0.6666666666666666
+Block Puzzle Classic Legend !,When bored play game,Negative,-0.45,0.7
+Block Puzzle Classic Legend !,Its interesting game keeps brain's working,Positive,0.04999999999999999,0.45
+Block Puzzle Classic Legend !,This game helps alot ease mind,Negative,-0.4,0.4
+Block Puzzle Classic Legend !,Masti hai isme nd sound comes time playing also awesome,Positive,0.7,0.7
+Block Puzzle Classic Legend !,IT nice game I saw game I love please,Positive,0.07499999999999998,0.6
+Block Puzzle Classic Legend !,Nice game... I love,Positive,0.2333333333333333,0.6666666666666666
+Block Puzzle Classic Legend !,"Great time waster, fun play",Positive,0.55,0.475
+Block Puzzle Classic Legend !,Ok time pass,Positive,0.5,0.5
+Block Puzzle Classic Legend !,nan,nan,nan,nan
+Block Puzzle Classic Legend !,Excellent I always remember childhood,Positive,1.0,1.0
+Block Puzzle Classic Legend !,nan,nan,nan,nan
+Block Puzzle Classic Legend !,Enjoy enjoy & enjoy,Positive,0.4000000000000001,0.5
+Block Puzzle Classic Legend !,I fun playing game,Negative,-0.05000000000000002,0.30000000000000004
+Block Puzzle Classic Legend !,I love game much,Positive,0.09999999999999999,0.39999999999999997
+Block Puzzle Classic Legend !,Like game,Negative,-0.4,0.4
+Block Puzzle Classic Legend !,Like game,Negative,-0.4,0.4
+Block Puzzle Classic Legend !,So bad,Negative,-0.6999999999999998,0.6666666666666666
+Block Puzzle Classic Legend !,Very bad,Negative,-0.9099999999999998,0.8666666666666667
+Block Puzzle Classic Legend !,Hi love challenge worth,Positive,0.4,0.35
+Block Puzzle Classic Legend !,nan,nan,nan,nan
+Block Puzzle Classic Legend !,nan,nan,nan,nan
+Block Puzzle Classic Legend !,Really interesting...... One play it........,Positive,0.5,0.5
+Block Puzzle Classic Legend !,Its fun,Positive,0.3,0.2
+Block Puzzle Classic Legend !,The best,Positive,1.0,0.3
+Block Puzzle Classic Legend !,It interesting,Positive,0.5,0.5
+Block Puzzle Classic Legend !,Good game,Positive,0.14999999999999997,0.5
+Block Puzzle Classic Legend !,Very interesting,Positive,0.65,0.65
+Block Puzzle Classic Legend !,Not bad...,Positive,0.3499999999999999,0.6666666666666666
+Block Puzzle Classic Legend !,Great,Positive,0.8,0.75
+Block Puzzle Classic Legend !,Its amazing! It keeps busy stressful,Positive,0.42500000000000004,0.6
+Block Puzzle Classic Legend !,"Always loved tetris, enjoy cos stressful tetris blocks comes moves faster new level...this relaxing, time think. Nice strategy game. Thumbs up!",Positive,0.2672727272727273,0.630909090909091
+Block Puzzle Classic Legend !,A little annoying nobody please rate game three fun cant beat game don't waste time everybody reading lame besides tetris(B.T.W cant spell tetris) tall correct spelling,Negative,-0.3125,0.45
+Block Puzzle Classic Legend !,The game okay many pop up's every time u run space shapes,Positive,0.19999999999999998,0.4666666666666666
+Block Puzzle Classic Legend !,Not much interesting... reminisce video games I play with sister childhood,Negative,-0.25,0.5
+Blogaway for Android (Blogger),My post keep failing. I saved something draft. So I keep trying upload work working I tried uninstall reinstall whala. My draft saved deleted. Deleted. Deleted. Tsk Tsk Tsk Tsk. Update: today 10-26-2017 I still cannot upload / publish article. Fix please. It keeps showing ads longer worth phone letting publish article. Can somebody fix issue?,Positive,0.3,0.1
+Blogaway for Android (Blogger),nan,nan,nan,nan
+Blogaway for Android (Blogger),Won't publish post pictures. Makes useless please sort,Negative,-0.5,0.2
+Blogaway for Android (Blogger),Just new using app. So far okay. Hope logout feature also addes. Thanks,Positive,0.23409090909090907,0.5386363636363637
+Blogaway for Android (Blogger),There many blogs account find zero. Hoping comment triggers support contact I change rating.,Positive,0.5,0.5
+Blogaway for Android (Blogger),"I can't even view posts, neither edit drafts post new composition... What blogger app.. I used love this...",Positive,0.3181818181818182,0.5272727272727272
+Blogaway for Android (Blogger),+: let's upload video edit uploaded pictures look -: allow bulk picture/video upload bulk picture/video editing.,Neutral,0.0,0.0
+Blogaway for Android (Blogger),"Even brother does not update it ??? This post never posts, always post feld, post feld ...",Neutral,0.0,0.0
+Blogaway for Android (Blogger),It would helpful I could edit pages...,Neutral,0.0,0.0
+Blogaway for Android (Blogger),It really makes blogging easy anywhere anytime I post updates even picnic,Positive,0.31666666666666665,0.5166666666666667
+Blogaway for Android (Blogger),This let publish posts.,Neutral,0.0,0.0
+Blogaway for Android (Blogger),Thenivijayfans Move,Neutral,0.0,0.0
+Blogaway for Android (Blogger),Thanks easy used helpful,Positive,0.31666666666666665,0.5166666666666667
+Blogaway for Android (Blogger),"Sucks,",Negative,-0.3,0.3
+Blogaway for Android (Blogger),nan,nan,nan,nan
+Blogaway for Android (Blogger),Nice,Positive,0.6,1.0
+Blogaway for Android (Blogger),nan,nan,nan,nan
+Blogaway for Android (Blogger),Uninstalled immediately without even using. There reason world would need CONTACTS performed indicated data one-sheet...so would developers ask unless simply wanted bombard unsolicited material everyone sell lists.,Neutral,0.0,0.35714285714285715
+Blogaway for Android (Blogger),I'm choosing blog I've got problem. Picture thumbnail show I published using blogaway. Fixed I give 5 *****,Positive,0.1,0.2
+Blogaway for Android (Blogger),"Finally realized edit post body, scroll clear bottom page, touch pencil icon. Upgrading four stars, promised. Also getting ready buy paid version.",Positive,0.10000000000000002,0.6277777777777778
+Blogaway for Android (Blogger),"Just fix Auto rotate feature. We want auto rotate go landscape. Portrait mode what's important. And still want keep landscape , work 'rotate-off' option disabled Android settings. (Just like rest apps) [MIUI 8.2 , Android 6.0]",Positive,0.1,0.65
+Blogaway for Android (Blogger),"Wow, love app. It make easy update blog. I think great need improvement. Please Add visitor counter blog post (like comment count). It great",Positive,0.5266666666666666,0.7866666666666667
+Blogaway for Android (Blogger),This deleted drafts. I spent days writing they're gone.,Negative,-0.1,0.1
+Blogaway for Android (Blogger),nan,nan,nan,nan
+Blogaway for Android (Blogger),"Signature posting Otherwise great, signature posting, I like reader(s) know I posting via mobile.",Positive,0.8,0.75
+Blogaway for Android (Blogger),I can't post. And can't see drafts,Neutral,0.0,0.0
+Blogaway for Android (Blogger),It's ok really good,Positive,0.6,0.55
+Blogaway for Android (Blogger),I can't edit text phone (Xiaomi note 4). Please fix,Neutral,0.0,0.0
+Blogaway for Android (Blogger),Can I comment posts using app?,Neutral,0.0,0.0
+Blogaway for Android (Blogger),can't add photos end text text paragraphs.,Neutral,0.0,0.0
+Blogaway for Android (Blogger),I can't publish post fails even latest updates,Neutral,0.0,0.6
+Blogaway for Android (Blogger),The best blog,Positive,1.0,0.3
+Blogaway for Android (Blogger),"I would give stars, I wrote something, went publish it, vanished!! And I try post something pictures, publish. Please figure fix it! !",Neutral,0.0,0.0
+Blogaway for Android (Blogger),"It cannot post 1 section pictures. I end deleting drafts since won't save logging back, frustrating",Negative,-0.2,0.45
+Blogaway for Android (Blogger),everything stopped working since last update!! please fix it! Esp since downloads posts reference!,Neutral,0.0,0.06666666666666667
+Blogaway for Android (Blogger),"The working absolutely fine last update v7.0.3 feature ""My Signature"" working. Please fix issue next update",Positive,0.1388888888888889,0.18888888888888888
+Blogaway for Android (Blogger),"Its nice helpful however can't add images texts, please help!",Positive,0.75,1.0
+Blogaway for Android (Blogger),Amazed amazed I feel helped express interest emotions perfect,Positive,1.0,1.0
+Blogaway for Android (Blogger),They say already fixed. But wont let publish work?,Positive,0.1,0.2
+Blogaway for Android (Blogger),Fantastic Some copied post published,Positive,0.4,0.9
+Blogger,Good pictures work I blogging 3 years definitely easer although I liked fact could take picture phone put straight blog. THIS NOW DOSE NOT WORK NOW. When I put picture turns black. When I try delete picture post crashes. Please fix this. Apart works fine. There somethings can't always way. Over ok.,Positive,0.32142857142857145,0.5333333333333333
+Blogger,I feel like updated need like mode view. It nice creatives options. It nice view similar WordPress. Having view frustrating want like view site. An categories navigate love blogger more. Be nice upgrade blogger categories bloggers / businesses keep free everyone afford pay apps. I feel free bring lot company lot rating. Knowing Google already big blogging etc free upgrade worth .thanks. Hope see changed I change review. Overall Google great company,Positive,0.3357142857142857,0.625
+Blogger,"Photo functions suck On Galaxy S7 can't get photos load. I've tried shrinking photos, adjusting settings, loading photo every way I think luck. The WordPress far superior WordPress lots things I want. The third party Blogger slightly better.",Positive,0.32499999999999996,0.6
+Blogger,"The desktop version really good customisable. But mobile feature limited. I write, edit publish articles app. No option checking stats creating pages all. I really wish feature rich like WordPress Mobile app, I manage blog settings go. PLEASE DO SOMETHING ABOUT IT!",Positive,0.32433035714285713,0.4232142857142857
+Blogger,"Needs improvement... I understand lot variables get improve. I really hoping html post template I type go since I done lot personalization blog. There options aside bold, italicized alignment available typing, well able move images freely version opposed mobile one. I choice uninstall again. Wish see improvements app.",Positive,0.3666666666666667,0.5383333333333333
+Blogger,"Improve I think lot potential I wish features could included, especially bloggers love structure post like style wish. Beside, fix way posts published there's thing like space paragraph fit finally lived.",Positive,0.18,0.8
+Blogger,The seems work adequately needs features. Here biggest beef. There NO WAY suggest features app. There way get support app. It seems come nowhere. Who developed it? Who maintains it? They seem exist. What I think needs spell-check support native Android environment.,Positive,0.21666666666666667,0.31666666666666665
+Blogger,"This lot space improove Unfortunately, nothing helpful desktop interface. Refreshing articles doesnt help, responding changes saved. I see overall drop quality cross google platform guess guys lot bug fixings. I hope find time proffesionals soon possible get great 5 stars.",Positive,0.13333333333333333,0.625
+Blogger,"The interface old Android design. Will ever updated Material Design? Otherwise, basic functions well enough I think text drafts. The simplicity good. It seems neglected. Blogger big recently got consistent Google header bar, maybe Android get updated. This look feel. I hope blogger continues good platform. Update 2/9/17 I noticed last update 2/10/16, year ago! No big fixes? No performance enhancements? No Material Design? Posting photos still broken recently.",Positive,0.11249999999999998,0.2868055555555556
+Blogger,"Blogger, tool service, I enjoy. I different blog writings laptop services needs easily. It's shame mobile version Blogger simplistic. I want write update posts goal proper text tools (Fonts, Size, Bold, Italicize, etc.) If mobile version gained proper text options, I'd far often.",Positive,0.09583333333333334,0.5375000000000001
+Blogger,VERY USEFUL giving 4 stars find old posts... mean 1 search option available find old post.. It takes time get find post want... hope next update issue sort out.. thank Google,Positive,0.11291666666666667,0.24791666666666667
+Blogger,"I wish update, I things done blogger website. It really good help blogger like updates blog regularly. When I I feel like I blogging, like notepad without fonts. And upload multiple photos also supportive. It great Google consider improvement!",Positive,0.44000000000000006,0.4853846153846154
+Blogger,really wish photo bug would fixed. moved blog wordpress blogger make easier post mobile devices. updated almost two years. email contact no-reply email address. (tried sending feedback.) bad feeling blogger might way out.,Negative,-0.13333333333333328,0.35555555555555557
+Blogger,"The appears easy use. I'm able easily navigate write post. It's simple. It's lightweight. But ever let publish... I can't attach photos either. I hoping frequently, first time I tried post, crashed three times... I'm bit bummed. I'm going keep hopes gets fixed, I'm holding breath. =(",Positive,0.1380952380952381,0.5974489795918368
+Blogger,"I downloaded app. While ease access easy-to-use layout makes brilliant app, I already noticed problem. When multi-tasking (switching another app), erases post content upon returning post saved draft. I find highly inconvenient. Is way corrected?",Positive,0.15000000000000002,1.0
+Blogger,"I'm half sold. Wish I could search like I version. - edit add: I've uninstalled ap. After creating post phone saving it, 3 days later post available online edit. Pictures never visible viewed online. I hoped would better. It's not.",Positive,0.18333333333333335,0.26666666666666666
+Blogger,"Used work well This used work well me. Very easy, accurate smooth. Now I feel lucky I get work. Hit miss functionality best. I've sent feedback numerous times. The worst I'm using pop appears home screen saying blogger stopped working. I realize Google super huge entity support would appreciated. I'll give 5 stars fix.",Positive,0.263,0.6433333333333333
+Blogger,"Not wild it. I used blogger couple years now, falls short. Firstly, nice big ""publish"" button would useful (which website, btw). Secondly, I used first time today, I published entry I'd written couple weeks ago. The publish date entry created, today. On handled correctly -- publishes date published, written.",Positive,0.1571428571428571,0.30476190476190473
+Blogger,Very Bad Interface Need lots Improvement The user interface compatible. There updates try user friendly ! I tried uploading phone. I able upload post blog ! Kindly look issue try fix ! That really help users !,Positive,0.23675000000000007,0.6183333333333334
+Blogger,"Blogger really handy on-the-go posting. I wish formatting options available, I can't really complain. I issue recent post seems frozen mid 'saving'. The kept crashing I attached photo post tried remove photo.",Positive,0.24,0.35
+Blogger,Cannot make changes draft file There bug closes try save update modify blog. It's really irritating write lot hardwork goes waste :( please fix bug problem. Otherwise good.,Negative,-0.16250000000000003,0.6000000000000001
+Blogger,OK. But good app. Just good keeping draft publishing later. And write something without able change font etc. This need get features. At least something easily done going desktop version anything.,Positive,0.3619047619047619,0.5083333333333334
+Blogger,nan,nan,nan,nan
+Blogger,"I bought domain name last summer blogger Google domains. As new mom, I site except initial post number weeks. When I went work again, I saw I missed email asking confirm. It late point blogger would longer post domain. I've sent 4-5 inquiries absolutely response blogger.",Positive,0.007272727272727275,0.4042424242424242
+Blogger,"Fails publish I super excited get new phone get blogger app. However, anytime I try post something, fails post bc says can't find picture I selected using app. So frustrating! Please please fix this!",Negative,-0.13005050505050506,0.5618686868686867
+Blogger,I totally get never full version things make especially crazy. A. Having upload pictures one. B. Not able rearrange order pictures load save make mistake. C. Please PLEASE consider adding option letting us upload VIDEO app!,Negative,-0.371875,0.73125
+Blogger,"Google normally great company, happened here??? The efficient user interaction, everything takes far many clicks. Also, Google sooo buggy!! Stuck publishing & saving ever... The solution clear cache/data start tedious process creating part again!!!",Positive,0.1609375,0.7266666666666667
+Blogger,"Missing functionality Why can't good WordPress beyond me, owned GOOGLE God's sake. This looks acts like created rookie developer Internet giant Google. Ridiculous!",Positive,0.02083333333333333,0.6625000000000001
+Blogger,Hi. Could please add option delete entire blog instead able delete blog entries. I unwanted blogs inconvenient go phone delete blog. If could fixed I'd give 5 star simplicity.,Positive,6.938893903907228e-18,0.6125
+Blogger,Image format supported No clarification. No mention image format supported. Do mind hack appear Googlez dream know that. 4 every step ths needs Google browser. This 2017. Blogger toddler Team.,Neutral,0.0,0.0
+Blogger,"Limited What does, quite well. It add, edit, publish basic text blog posts, insert pictures. That's it. Almost support rich text (if physical keyboard, bold underline). No support editing underlying HTML. No support pages. No admin capabilities site (Layout? Stats? C'mon Google!).",Positive,0.14404761904761904,0.3654761904761904
+Blogger,"Great but... I love but, letting add pictures I want post. Is something wrong app? Please check out. Never issues before. I uninstall reinstall. But, please check out. Thanks! I change rating fixed.",Positive,0.23000000000000004,0.53
+Blogger,Need updated Add extra fetures like html designing google blogger site providing the. Every smartphone user upgread blog application. Other wise would useless.. make update add desining pannel well..,Positive,0.01874999999999999,0.39375
+Blogger,"I liberty picture goes. The forcibly put end story. Again, Google integrate custom URL app,so every URL automatic. Do get 5 stars. Besides simplified blogging.",Positive,0.5,1.0
+Blogger,"Pretty bad. This post Blogger. I understand can't major things here, even basics achieved. Needs improvement. Make simple software easier use. Allow picture adding. Allow udpating posts easier. Such bad simple tasks. And Google! Why can't guys fix this?",Negative,-0.1553571428571428,0.5782312925170068
+Blogger,nan,nan,nan,nan
+Blogger,"love fot publishing new content blog, aware, editing withing dangerous move. edits lost cant sync server. strongly suggest using google keep ot ant notes fot esiting composing, done, blogger publishing. creativity strikes loosing ideas acceptable writers.",Positive,0.14393939393939395,0.5875757575757576
+Blogger,I used several years ago liked it. I blog couple years. Now let log ID password existing email accounts. There way enter unique ID password Blogger account. Useless me!,Positive,0.0875,0.5
+Blogger,"I Loss 9 Hours Writing Damn, working saving writing. I thought saved, I loss writing. What's wrong app. If need writing, better using text processor first. Then paste app. Writing long save work.",Positive,0.05,0.5333333333333333
+Blogger,Stopped working. Sucks bottom Google failed maintain innovate blogspot. The kept crashing annoying. I dissapointed app. I hope development team realise dealing technology last several lifetimes. If fail maintain innovate lose competitor wordpress eventually,Negative,-0.35000000000000003,0.3111111111111111
+Bloglovin',added ad stream go away. I complained couple days later another ad appeared first still too. Having scroll TWO ads get I want read sucks. I'm uninstalling it.,Negative,-0.0875,0.20833333333333331
+Bloglovin',Not posts blogs I follow flowing through. This thing going Bloglovin's website. I see acknowledgment positive reviews negative. Is fix this? Going blog see new posts means pointless. This started week ago new posts come through.,Negative,-0.010000000000000004,0.4709090909090909
+Bloglovin',nice follow blogs internet via RSS it'd greata there's button kept open blog links directly card view like version. Since feeds truncated 2 everytime read blog post. Also can't add new blogs follow via search option,Positive,0.20909090909090908,0.5886363636363636
+Bloglovin',Can't turn notifications off. Wakes ungodly hours. Turned phone settings over-rides it. Nowhere shut off.,Neutral,0.0,0.0
+Bloglovin',Tried sign FB said invalid. Tried set acct thing. I time glitches.,Neutral,0.0,0.0
+Bloglovin',I downloaded follow friend able read blogs even let find her!!! She followers I able dumb let remotely find her.,Positive,0.250390625,0.4875
+Bloglovin',Search features worst ever :( can't type keyword automatically show blog posts list instead showing tag,Negative,-0.875,1.0
+Bloglovin',All favourite blog updates place - what's love? Easy simple. New posts blogs follow listed feed.,Positive,0.26742424242424245,0.5612554112554112
+Bloglovin',"Awesome worked actually listed blogs- like RSS feed. Seriously limited, amazing potential.",Positive,0.3057142857142857,0.6285714285714286
+Bloglovin',"I love app. It's great way share blog others. However, I could way edit posts published. Could please add that? Thanks, really good app!",Positive,0.59375,0.5375000000000001
+Bloglovin',I used years decided jump ship I suddenly following ton blogs people I've never heard of.,Neutral,0.0,0.1
+Bloglovin',"Just awful app. It keeps closing every minutes, even work.",Negative,-1.0,1.0
+Bloglovin',"Can't even sign up. It said invalid email password, I'm trying sign sign",Neutral,0.0,0.0
+Bloglovin',I love app. Better recipes Pinterest found blogs I love read. Absolutely favorite app.,Positive,0.5,0.675
+Bloglovin',I can't seem login Facebook.... Entered details email loads start screen I try sign says email already (because Facebook login),Neutral,0.0,0.0
+Bloglovin',"Great female users content related fashion, makeup fitness. This substitute Pinterest. EASY layout lets read quickly.",Positive,0.31333333333333335,0.53
+Bloglovin',It shows paragraphs article prompts open article browser. Pocket much better I'd say.,Positive,0.25,0.5
+Bloglovin',"I log in, even sign account... Errgghh",Neutral,0.0,0.0
+Bloglovin',Its stupid. Not explanatory,Negative,-0.7999999999999999,1.0
+Bloglovin',"I liked it, taking space. I uninstalled read blog links email.",Positive,0.6,0.8
+Bloglovin',"So much support, ideas kind people site. It THE #1 go2 I want learn project.",Positive,0.4,0.55
+Bloglovin',The pictures showing.,Neutral,0.0,0.0
+Bloglovin',It's super slow :(,Negative,-0.23888888888888893,0.6888888888888888
+Bloglovin',Spirit Of The Night HeartSmart.gov/Ready,Neutral,0.0,0.0
+Bloglovin',Read favorite blogs convenient app! Loving it.,Positive,0.6125,0.975
+Bloglovin',Hard find looking,Negative,-0.2916666666666667,0.5416666666666666
+Bloglovin',Not explanatory,Neutral,0.0,0.0
+Bloglovin',I love it. It makes easier read blogs want,Positive,0.5,0.6
+Bloglovin',It's ok,Positive,0.5,0.5
+Bloglovin',Enjoy keeping latest issues.,Positive,0.45,0.7
+Bloglovin',Its excellent Education App.It great ideas!,Positive,1.0,0.875
+Bloglovin',Takes different still pattern,Neutral,0.0,0.6
+Bloglovin',Kurdistan ❤,Neutral,0.0,0.0
+Bloglovin',Can't log,Neutral,0.0,0.0
+Bloglovin',Nice chase like,Positive,0.6,1.0
+Bloglovin',Very lovely love,Positive,0.575,0.7875000000000001
+Bloglovin',nan,nan,nan,nan
+Bloglovin',Enjoy reading articles,Positive,0.4,0.5
+Bloglovin',Absolutely adore app.,Positive,0.2,0.9
+Bloglovin',Like,Neutral,0.0,0.0
+Blood Donor,Great app. Make everything easy scheduling appointments even completing rapid pass right there. You also keep donations appointments. I love,Positive,0.5047619047619047,0.6797619047619048
+Blood Donor,Only quibble blood tracker always seem work. It also seem track platelet donations.,Neutral,0.0,1.0
+Blood Donor,Worst ever. When I try make appt says none available I go red cross plenty available blood drives.,Negative,-0.039999999999999994,0.36
+Blood Donor,"Update makes work again! Great scheduling appointments, signing drive, rapid pass.",Positive,0.8,0.75
+Blood Donor,"Tons helpful info, easy navigate. Love tracks everything you. So convenient!",Positive,0.5291666666666667,0.7166666666666667
+Blood Donor,"These Indian's, made US users.",Neutral,0.0,0.0
+Blood Donor,"Great people, great experience. Hope Glendora Community Hospital, Glendora CA bloodmobile often.",Positive,0.8,0.75
+Blood Donor,"The user friendly, laid well.",Positive,0.375,0.5
+Blood Donor,I like easy manage,Positive,0.43333333333333335,0.8333333333333334
+Blood Donor,Donate blood save life,Neutral,0.0,0.0
+Blood Donor,Soooo convenient.,Neutral,0.0,0.0
+Blood Donor,This latest update bad. No donor card accessible donation 8/24 left scrambling morning find old card. Rapid pass code longer appears either. History missing lot info. Want old version back!!,Positive,0.021875000000000016,0.2989583333333333
+Blood Donor,The new update shows vitals last two donations. It used show them. I relied history track hemoglobin levels avoid deferral. Used 5 stars.,Positive,0.06818181818181818,0.2606060606060606
+Blood Donor,"Love (scheduling, history), last update rendered digital donor card useless - there's barcode scan! The nurse ended ordering new physical card.",Positive,0.0018939393939393923,0.244011544011544
+Blood Donor,Latest update issues: donor card longer available donation check-in; times making appointment show GMT time rather local time; longer perform rapid pass right completed rapid pass appear app. Donation history info greatly reduced detail quantity.,Positive,0.39714285714285713,0.5171428571428571
+Blood Donor,So complete survey donor ID card button longer actually donor ID barcode it. Not sure that's fair tradeoff.,Positive,0.13749999999999998,0.5722222222222222
+Blood Donor,Great except bar code missing donor card. And takes longer donating blood and/or Platelets.,Positive,0.30000000000000004,0.4
+Blood Donor,Will allow enter donor card info. Will allow change/correct name.,Neutral,0.0,0.0
+Blood Donor,"This makes blood donation process even easier!! Able schedule appointments, complete rapid pass beforehand, carry electronic donor card. Recommend app!",Positive,0.3125,0.5125
+Blood Donor,nan,nan,nan,nan
+Blood Donor,The update removed barcode....,Neutral,0.0,0.0
+Blood Donor,Very useful app!,Positive,0.48750000000000004,0.0
+Blood Donor,"It's convenient schedule donations, listed available appointment times starting hours listed start time drive. The donor card scannable bar code. Integration blood center system could better. After I typed donor ID, I tell system I appointment, write piece paper.",Positive,0.2,0.275
+Blood Donor,Rarely works properly also providing accurate information donations donation history. Some errors leave Red Cross exposed legal liability. Surprised lawyers greenlighted this; I have.,Positive,0.14285714285714288,0.3904761904761905
+Blood Donor,"Been using awhile schedule Donation appt. without issues now. Scheduled 8:00 am, put @ 1pm",Neutral,0.0,0.0
+Blood Donor,"Enjoy app. Has usefull convenient. BUT latest update...at ""home"" ""Profile"" page, displays next appointment November. My next appointment August. Is display problem? Or August appointment wiped out?",Positive,0.225,0.35
+Blood Donor,Other Rapidpass useless. Blood pressure history gone barcode donor card. Do people even listen donors?,Negative,-0.3125,0.2875
+Blood Donor,"This matured useful tool. However latest revision seems eliminated historical vitals data includes last donations data. I enjoyed this, taking something away I liked I'm rating 2. Would 5.",Positive,0.31666666666666665,0.41111111111111115
+Blood Donor,The donor card portion I told insufficient donation site. Why donor card bar code that's required me? How nonsensical that?,Neutral,0.0,0.0
+Blood Donor,"In last update, someone decided good idea remove bar code donor card. This code used check center, nurses get donor information. Put barvode back please.",Positive,0.15,0.19166666666666668
+Blood Donor,"Easy tracks donations include number lives touch. Makes scheduling easy. Just make sure rapid pass day appointment, day before.",Positive,0.45555555555555555,0.8518518518518517
+Blood Donor,This way helpful I expected. Definitely necessity donating blood. Made experience much faster enjoyable.,Positive,0.15,0.42500000000000004
+Blood Donor,"Easy navigate, informative, helps remind appointment I forgot put Google Calendar.",Positive,0.43333333333333335,0.8333333333333334
+Blood Donor,Where blood pressure history go? I see last reading.,Neutral,0.0,0.06666666666666667
+Blood Donor,I want know go donate blood. I want create frigging user account. Uninstalling now....,Neutral,0.0,0.0
+Blood Donor,"Can't even sign in. Uninstalled, going back",Neutral,0.0,0.0
+Blood Donor,"I would much happier programmed following new improved features: data visualization function blood details time per donation. For example, I want see trend blood pressure time, I also want see Trendline average. Also, gave push notification survey right donation kept open completed expires 30 days. Lastly, setting saying Do Call me, provide texting, push notifications instead.",Positive,0.06743970315398887,0.32241805813234387
+Blood Donor,"Nice reminders appointments. It never find blood drives I know occurring, matter I search them. So I able sign ANY drives via phone. Also, local drive I appointment appointment I got there. I still wait while. The needs used organizers well make work right.",Positive,0.3464285714285714,0.5401785714285714
+Blood Donor,Super convenient donor card rapid pass available app. I love getting notifications blood journey. Such great feeling know way hospital. The blood journey info always date though. Love badges knowing many gallons I donated.,Positive,0.4333333333333333,0.5738095238095238
+Blood Donor,good update. I gave blood last month says 398 days ago. Just sent email thru thus concern. If gets fixed I'll make 5 stars,Positive,0.26666666666666666,0.2888888888888889
+Blood Pressure,"Have used years great success. Easy & fast. Love charts. My doctor appreciates it, too. Still good & reliable ever. This never temperamental.",Positive,0.48888888888888893,0.563888888888889
+Blood Pressure,I like shows blood pressure good level also high low.,Positive,0.2866666666666667,0.48000000000000004
+Blood Pressure,Really helps track pressure allows write note what's current situation might Be causing results.,Positive,0.1,0.30000000000000004
+Blood Pressure,The best Blood Pressure Android...... My Doctor impressed information provides,Positive,1.0,0.65
+Blood Pressure,Very helpful many useful features. Particularly like data export function share GP,Positive,0.2916666666666667,0.2833333333333333
+Blood Pressure,Doesn't work.,Neutral,0.0,0.0
+Blood Pressure,Just 3 weeks far happy..,Positive,0.45,1.0
+Blood Pressure,Great tracking blood pressure readings. Love export features.,Positive,0.65,0.675
+Blood Pressure,nan,nan,nan,nan
+Blood Pressure,Nice UI. Easy enter data.,Positive,0.5166666666666666,0.9166666666666667
+Blood Pressure,Easy helpful,Positive,0.43333333333333335,0.8333333333333334
+Blood Pressure,Nice,Positive,0.6,1.0
+Blood Pressure,Nice,Positive,0.6,1.0
+Blood Pressure,"Update 2014 : Easy use. History medicis see, allows notes consideration.",Positive,0.43333333333333335,0.8333333333333334
+Blood Pressure,Waste application! Never,Negative,-0.25,0.0
+Blood Pressure,"I like I show doctor, blood pressure doing, I would like able print",Positive,0.5,0.625
+Blood Pressure,I happy cardiologist,Positive,0.8,1.0
+Blood Pressure,"Brilliant app, easy compatible recent medical guidelines hypertension",Positive,0.33333333333333337,0.5208333333333334
+Blood Pressure,It's easy good..,Positive,0.5666666666666667,0.7166666666666668
+Blood Pressure,Great app. My doctors find extremely useful,Positive,0.55,0.375
+Blood Pressure,Do app.. waste time...,Negative,-0.2,0.0
+Blood Pressure,It's good tool.,Positive,0.7,0.6000000000000001
+Blood Pressure,I know works,Neutral,0.0,0.0
+Blood Pressure,Perfect keeping blood pressure levels.,Positive,1.0,1.0
+Blood Pressure,Great BP Logger,Positive,0.8,0.75
+Blood Pressure,Excellent keeping record vitals,Positive,1.0,1.0
+Blood Pressure,Great ♥♥♥♥♥ I really like features like nice looking reports PDF format Tags customized. This best Blood Pressure weight monitoring worth 5 ★★★★★,Positive,0.58,0.47000000000000003
+Blood Pressure,Great app. Using helps keep blood pressure control. I show doctor sees history. He loves too.,Positive,0.8,0.75
+Blood Pressure,Great app. Easy keep record home readings show doctor next time I visit.,Positive,0.41111111111111115,0.5277777777777778
+Blood Pressure,"The covers basic vitals, missing temperature. Please add temperature, could manage. Thank",Negative,-0.1,0.0875
+Blood Pressure,"Great app, good features works well. Thanks response.",Positive,0.5666666666666667,0.5166666666666667
+Blood Pressure,Its great way keep readings! I love it.,Positive,0.75,0.675
+Blood Pressure,I would get store face feels numb times I would get portable take I home.,Negative,-0.6,1.0
+Blood Pressure,I every day GP happy I bring device visit. Top app.,Positive,0.65,0.75
+Blood Pressure,It's great application. I keep record I effectively analysis.,Positive,0.7,0.775
+Blood Pressure,Can tell check blood pressure,Neutral,0.0,0.0
+Blood Pressure,A great way track blood pressure,Positive,0.8,0.75
+Blood Pressure,Doesn't check blood pressure,Neutral,0.0,0.0
+Blood Pressure,Helps keep record readings. The doctor also loved,Positive,0.7,0.8
+Blood Pressure,This great way track BP easy clear.,Positive,0.4444444444444445,0.6555555555555556
+Blood Pressure Log - MyDiary,"My Cardiologist loves app!! The ability email reports great. I send get doctor. The ""RTF"" format facilitates getting report via secure messaging physician allow attaching files. I copy paste Kaiser's message form get data (without graphics). It also facilitates easily getting info copied chart desired without transcribe. It copied pasted. Meanwhile PDF report informative visualize due charts.",Positive,0.3770833333333334,0.6395833333333334
+Blood Pressure Log - MyDiary,"Very easy configure use. You add fields, options set defaults making entering information fast. Also enter blood pressure pulse without moving fields, automatically. Once setup defaults, entering information take less 5 seconds. Great graphic options display information. Easy print too. For detailed view go History. You see everything entered.",Positive,0.3185714285714286,0.6285714285714287
+Blood Pressure Log - MyDiary,"The functions great UI easy use. I really love ability email doctor detailed reports blood pressure data. The reports well put together professional-looking. It difficult decide whether knock star ads. I would much prefer pay little bit deal them; I never look anyway. In defense though, ads relatively infrequent fairly unobtrusive.",Positive,0.26064814814814813,0.6148148148148149
+Blood Pressure Log - MyDiary,"I omron monitor supposed Bluetooth connectivity app, connectivity work, I instead. Of course, type numbers, that's big deal. This provides every kind data presentation visualization I think of. Easy too.",Positive,0.3444444444444444,0.6111111111111112
+Blood Pressure Log - MyDiary,The ok easy use. At end session though annoying ad starts usually loud annoying sounds. If wanted us love failed. If wanted us watch 0.2 sec ad failed. If morning I likely wake thewhole family...,Negative,-0.11666666666666667,0.6733333333333332
+Blood Pressure Log - MyDiary,"The stats hard read, needs background color scale better colors choice. I prefer black would easier eyes. Body fat index would good addition. Also future Blue tooth link newer tech automatic insertion pressure cuff would make leader. Good",Positive,0.20595238095238091,0.4142857142857143
+Blood Pressure Log - MyDiary,"Very easy use. Data input easier. Ads small area bottom page insulting intelligence least. Reports colourful, easy read. This to, would gladly purchase, I say often.",Negative,-0.008888888888888872,0.7722222222222221
+Blood Pressure Log - MyDiary,"Really useful: Line graph helped spot negative trend, I able improve I changing medication times. Both wife I profile share doctor. Ads: One small, constant banner ad bottom, plus pops saving entry. Easily goes away pressing eveRthe back button. Never video ads others complain about. Stats: I line graph. But stat tools appear handy want dive trends. I 30 yrs nursing experience. This made right!",Positive,0.18227513227513226,0.44748677248677243
+Blood Pressure Log - MyDiary,"Love app. It gives much information, particularly like stats charts, however values quite right UK 120/80 - 140/90 considered normal, ""pre-hypertensive"" category. Changed values custom section showing normal ranges hypotensive, I know that. It's ok strictly accurate GP. Have paid ad removal, (only one-off £2.50) I got loud ads, I mind small fee hate ads anything, even TV. STOP PRESS Have fixed issue altering minimum value custom.",Positive,0.11556776556776555,0.5694139194139194
+Blood Pressure Log - MyDiary,Amazing BP log! I able send PDF report physician could see results trending. I ended paying within first couple days I knew would helpful me. You can't go wrong BP diary!,Positive,0.21875,0.6895833333333333
+Blood Pressure Log - MyDiary,"Works exactly advertised, easy read navigate. If I wanted stable financial situation I'd donate. But heart issues causing first place draining dry. Thanks great legit app.",Positive,0.26666666666666666,0.4238095238095238
+Blood Pressure Log - MyDiary,"I've always nervous try track BP, I know high I get ""white coat"" reaction thinking it, makes worse. But two weeks ago I finally came grips fact I need realized probably that! I right -- LOTS them! I looked various apps, ratings, reviews, looked great counts, I installed it. I regretted decision, fabulous! I'm data metrics provides many different ways view history highly customizable, I *LOVE*! It's easy really helped diligent actually tracking. I good wrist BP monitor I easily carry (and FINALLY using) I always easy access phone, combination simple. In two weeks, I've started getting MUCH comfortable actually taking recording readings, I know helpful doctor moving forward. The export email features, too, easy finally able share doctor. I happy I found app!",Positive,0.2894190476190477,0.611247619047619
+Blood Pressure Log - MyDiary,Ads Samsung Note8 banners bottom & non-intrusive. Have monitoring BP needed log. Simple setup include almost unlimited info. Help gives full menu. Only irritant Calendar runs ?from date install? 2 months ago (hate see evidence procrastination.,Negative,-0.11250000000000002,0.7017857142857143
+Blood Pressure Log - MyDiary,"My Doctor I love app. I monitor blood pressure medicine change. I print report drop her, helps lot. I even put blood glucose number see every thing.",Positive,0.5,0.6
+Blood Pressure Log - MyDiary,"None install work, I tried install never works freezes up. Please fix update app, freezes every time I it. I love freezing mind bending.",Positive,0.5,0.6
+Blood Pressure Log - MyDiary,"I really like apps, almost everything I would like do. however, I able get reminder work once. I able get reminder work again. If need reminder, get app, need reminder, look somewhere else.",Positive,0.39999999999999997,0.48333333333333334
+Blood Pressure Log - MyDiary,"Nice app. I like ability range readings graphs, etc pdf save G Drive. I donated $3.50 made ads go away. Well worth it.",Positive,0.44999999999999996,0.55
+Blood Pressure Log - MyDiary,A surprisingly complete little app. I keeping spreadsheet I could make note everything affecting BP much easier export function I change mind. Great analytical graphs too.,Positive,0.22812500000000002,0.4625
+Blood Pressure Log - MyDiary,What great resource - BP meds since changed diet lost 10 lbs. I using essential oils help support healthy BP level. It great show đoc next time I appt!,Positive,0.42000000000000004,0.45999999999999996
+Blood Pressure Log - MyDiary,Doc wanted track BP Pen paper.... three times day app. Great app! Sends reminders.,Positive,1.0,0.75
+Blood Pressure Log - MyDiary,I ask much tracking app. I love I penetrate reports based various data send wifi printer email. That helpful last Cardiology appointment.,Positive,0.175,0.3416666666666667
+Blood Pressure Log - MyDiary,"This saved life. I episodes sudden large spikes BP; however GP refused accept I new I saying. She insisted machine wrong implied I lying. Because according ""you can't feel high BP! That called silent killer."" I used log & comment daily episodic BP. One episode high I called 11. The comments & chart critical medics cardiologist care treatment. My cardiologist told episodes actually micro heart attacks, I total (100%) blockage coranary artery. The warning seek emergency help GP simply willing make referral. Thanks saving life!",Positive,0.054665334665334665,0.46639360639360644
+Blood Pressure Log - MyDiary,"This wonderful, I show doctor readings time I see her. Love ease use. I've tried found works best me. I also record Blood Sugar levels Comment area write short comment I record Blood Sugar levels.",Positive,0.625,0.55
+Blood Pressure Log - MyDiary,This great keep track B/P. The restore function malfunctioning restore data. Showed Dr he's showing patients. Great job people.,Positive,0.8,0.75
+Blood Pressure Log - MyDiary,This helpful. Was worried I wouldnt know ck info I needed. An supposed me. I would never different,Neutral,0.0,0.6
+Blood Pressure Log - MyDiary,"A fantastic well worth price (if opt buy ad version). The generated reports clear concise, making valuable doctor. An easy 5 star app!",Positive,0.28833333333333333,0.5633333333333334
+Blood Pressure Log - MyDiary,"Need update categories blood pressure based current guidelines. Example 2017 Clinical practice guidelines (orig published Nov 2017) ACC/AHA recommend normal BP as: SBP <120; DBP <80. Stage 2 HTN= SBP >/= 140; DBP >/= 90. Refer table 6 journal article. Otherwise, really love nice graphics.",Positive,0.3125,0.6625
+Blood Pressure Log - MyDiary,Great tracking getting results physician. My wish graph could scrolled/swiped back time visualize long term trends easily.,Positive,0.29583333333333334,0.49583333333333335
+Blood Pressure Log - MyDiary,"This easy use, I love importantly, Dr. Is happy information I'm sending her... She's impressed BP readings mind great!!!",Positive,0.688888888888889,0.8638888888888889
+Blood Pressure Log - MyDiary,"Icons weird, clunky use. Overall good program.",Positive,0.06666666666666665,0.5333333333333333
+Blood Pressure Log - MyDiary,"Great app, easy intuitive. I ended buying ad free version, ads bad.",Positive,0.23333333333333336,0.7625000000000001
+Blood Pressure Log - MyDiary,"Brilliant that, donate, well worth money. Love able save, print email detailed log, really helps GP help me! This easy reports easy understand.",Positive,0.46458333333333335,0.6177083333333333
+Blood Pressure Log - MyDiary,"Very helpful. Took copy report doctor appointment, excited get info had. Been trying find treatment BP THIS really helped",Positive,0.2583333333333333,0.4166666666666667
+Blood Pressure Log - MyDiary,"Very easy & convenient way tracking bp. Love features, including graphs, & tags allow track things like exercise, caffeine, meds, on. Highly recommended!",Positive,0.42111111111111116,0.7133333333333334
+Blood Pressure Log - MyDiary,"Look further, best monitoring BP, free. Ads intrusive.",Positive,0.4666666666666666,0.5333333333333333
+Blood Pressure Log - MyDiary,"Very handy. I understand need ads, strongly dislike ones loud, blaring sound, quick way get it.",Positive,0.4093333333333334,0.6866666666666666
+Blood Pressure Log - MyDiary,Easy excellent graphical display. Only using 1 week already seeing help track blood pressure weight. Emailing option great doctor.,Positive,0.5583333333333333,0.8958333333333334
+Blood Pressure Log - MyDiary,Table displaying count percentage category reflect actual data. Developers must adddress issue.,Neutral,0.0,0.1
+Blood Pressure Log - MyDiary,This absolutely wonderful! I used year half I love it! Easy best part print report take Dr. It allows peace mind I need know blood pressure ok not. Thanks great app! Adds present huge bother.,Positive,0.4691666666666666,0.525
+Blood Pressure Log - MyDiary,"Excellent app, really easy understand. The colour codes make easy see glance, blood pressure doing. Easy identify trends. Can print information show doctor.",Positive,0.575,0.8750000000000001
+Blood Pressure(BP) Diary,Wants access contacts lists! Way intrusive!,Positive,0.3125,0.1
+Blood Pressure(BP) Diary,Did connect U80LH also need dozen access register.,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Did connect OMRON M7,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Too many requirement able,Positive,0.5,0.5625
+Blood Pressure(BP) Diary,Very poor. Registered email let past final registration screen let log in. No error message given,Negative,-0.25666666666666665,0.6766666666666667
+Blood Pressure(BP) Diary,Does blood pressure need access contacts calls?,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Asks permission access control contacts phone. Unacceptable.,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Doesn't work omron BP786N,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Cannot opened,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Cool,Positive,0.35,0.65
+Blood Pressure(BP) Diary,Connected Facebook account nothing else...,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Terms Service Privacy Policy incomprehensible unenforceable. Retaining everyone's personal information 5 years? Really? No thanks.,Negative,-0.05,0.25
+Blood Pressure(BP) Diary,"The displays weight kg's I select lbs, & vice versa. Sent email developer 6 days ago, response. reliably register data linked devices.",Neutral,0.0,0.0
+Blood Pressure(BP) Diary,I believe wanted contacts nothing I linked Facebook account,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,It Sync Samsung Health LG Stylus 2 phone CAn please let know it?,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,On BP List view memo cannot seen easily date/time visibility poor.,Positive,0.016666666666666663,0.7166666666666667
+Blood Pressure(BP) Diary,"You need access contacts, photos, similar personal information work.",Neutral,0.0,0.35
+Blood Pressure(BP) Diary,Unable import claimed,Negative,-0.5,0.5
+Blood Pressure(BP) Diary,"Nice app, trying refresh update records can't that.",Positive,0.6,1.0
+Blood Pressure(BP) Diary,Is compatible Omron BP786,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,I can't get go past height registration,Negative,-0.25,0.25
+Blood Pressure(BP) Diary,I cannot Omron BP786,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Really Great wonderfully I access health tools,Positive,0.9,0.875
+Blood Pressure(BP) Diary,Couldn't get,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Can't sign,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,To complicated understand,Negative,-0.5,1.0
+Blood Pressure(BP) Diary,Very bad,Negative,-0.9099999999999998,0.8666666666666667
+Blood Pressure(BP) Diary,Nothing,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Nice,Positive,0.6,1.0
+Blood Pressure(BP) Diary,"I installed year ago integration S-health Damsung Galaxy. It worked well now. The recent auto-update disaster! It deleted year long records! The new interface questionable say least, data export excel format vanished, data entry panel less pleasant, alternative potential improvement overall navigation. All together, lost trust arbitrary deleting data. I tried restore work. Previous version 4 5 stars, gets 1 most. I upset treating users way. These data IMPORTANT someone's health record! Considering uninstalling. Looking another app!",Positive,0.05375874125874126,0.5234265734265734
+Blood Pressure(BP) Diary,Well thanks bunch. Forced update year results lost. Won't even let import last backup. If ain't broke fix it.........,Negative,-0.03333333333333335,0.15555555555555556
+Blood Pressure(BP) Diary,great thank you ...i have omron bp device bp786n bluetooth supported pls update,Positive,0.8,0.75
+Blood Pressure(BP) Diary,"working fine recent update, I can't open update information it. Please fix ASAP. Before working perfectly. Now nothing!!!",Positive,0.3541666666666667,0.5625
+Blood Pressure(BP) Diary,"even start. It asks personal details try login/connect google account suggesting pick may have. get. whatever constantly repeating loop: enter info - start - choose account - nothing... Gives reasons/info what's wrong. sometime start - effect, sometime get account selector. anyway get that.",Negative,-0.16666666666666666,0.5111111111111111
+Blood Pressure(BP) Diary,"More trouble worth Requires personal information & access Google acct use. Bluetooth functionality limited models (older ones). Data entry, display, export good BP Log - MyDiary. Be sure go Google delete app's access account uninstall it.",Positive,0.2369047619047619,0.3831349206349206
+Blood Pressure(BP) Diary,Graph screen locks switch list mode change weekly monthly yearly.,Neutral,0.0,0.0
+Blood Pressure(BP) Diary,Extremely slow 2 stars v slow.Please fix it. I keeping record parents bp register person another bp well logs created great.,Positive,0.25,0.575
+Blood Pressure(BP) Diary,Email mail Dr BP lov I problem able send Samsung Note 5 email mail Cardiologist,Positive,0.5,0.625
+Blood Pressure(BP) Diary,Good please put facility I report doctor whatsapp.,Positive,0.7,0.6000000000000001
+Blood Pressure(BP) Diary,totally frozen I idea happened I input morning's data stuck load screen wear draws heart. Even reinstall I still issue,Neutral,0.0,0.75
+Bloomberg Professional,"buggy, lot slower less intuitive compared iOS version.",Negative,-0.16666666666666666,0.06666666666666667
+Bloomberg Professional,Very poor performance Android devices!!!,Negative,-1.0,0.78
+Bloomberg Professional,"** update... 20+ emails bloomberg done nothing solve issues. This TERRIBLE. Oh well, paying $2,500 month obviously enough get workable Wow shocking update. Cuts out, logs time, takes minutes load worksheets (which also can't set home screen like could monitors). Truly atrocious functionality now. Something gone VERY wrong. Makes trading night next impossible.",Negative,-0.48958333333333326,0.8125
+Bloomberg Professional,Still underdeveloped slow compared iPhone app.,Negative,-0.30000000000000004,0.39999999999999997
+Bloomberg Professional,"Latest version incredibly slow, market data news feeds load significantly slower previous versions. Please fix.",Positive,0.10208333333333333,0.5854166666666666
+Bloomberg Professional,Too slow...borders useless,Negative,-0.5,0.2
+Bloomberg Professional,Much much slower prior versions,Positive,0.1,0.1
+Bloomberg Professional,Update slowed,Neutral,0.0,0.0
+Bloomberg Professional,Major battery drain S8+. 1% hour.,Positive,0.0625,0.5
+Bloomberg Professional,A+,Neutral,0.0,0.0
+Bloomberg Professional,Easy maneuver fast!,Positive,0.3416666666666667,0.7166666666666667
+Bloomberg Professional,Latest update connection issues can't get new refreshed messages,Positive,0.3181818181818182,0.6772727272727272
+Bloomberg Professional,Awful update useable,Negative,-1.0,1.0
+Bloomberg Professional,Gets slower every update,Neutral,0.0,0.0
+Bloomberg Professional,The recent update shocking. I cannot load tickers properly see basic financials prices. What's point basic functionality work? And new Samsung phone!,Negative,-0.13825757575757577,0.34242424242424246
+Bloomberg Professional,"difficulty loading (stocks, news, quotes) latest update. Please fix!",Positive,0.625,0.9
+Bloomberg Professional,"Instant Bloomberg (IB) chat totally unreliable. It logoff almost soon goes background. You can't receive messages remotely unless constantly reopen app. I see difficult, MAJOR issue I rely IB daily... Maybe we'll start messaging Factset terminals instead...",Negative,-0.07678571428571428,0.4928571428571428
+Bloomberg Professional,"Good app, TV function stopped working last two weeks. Just black screen. I running Android 8.1.0",Positive,0.17777777777777778,0.3666666666666667
+Bloomberg Professional,Have issue reconnecting bloomberg server switch Android O version. Pls rectify it!,Neutral,0.0,0.0
+Bloomberg Professional,"IB notifications arrive time all. Also needs polish like iOS version: Today view, full Terminal support (like iPad), split screen/multitask view (like iPad), Company details, etc.",Positive,0.35,0.55
+Bloomberg Professional,My issue data monitor section always load. And get error message.,Neutral,0.0,0.0
+Bloomberg Professional,useless ..you receive message u background..you log ..you need log everytime receive message.,Negative,-0.5,0.2
+Bloomberg Professional,What eligible devices ? I get fingerprint support phone. Please provide list indicate function ready ! Thanks,Positive,0.225,0.35
+Bloomberg Professional,They finally added fingerprint support Android iPhone 3-4 years...,Neutral,0.0,1.0
+Bloomberg Professional,Bloomberg taken call users iPhone owners. That's shame. I pass message Sundar Pichai,Neutral,0.0,0.0
+Bloomberg Professional,Worst ever.,Negative,-1.0,1.0
+Bloomberg Professional,Must finance,Neutral,0.0,0.0
+Bloomberg Professional,Needs fingerprint authentication iphone,Neutral,0.0,0.0
+Bloomberg Professional,Needs fingerprint login.,Neutral,0.0,0.0
+Bloomberg Professional,"IB messenger totally unreliable. Will logoff quickly background allow receive messages remotely, unless keep constantly reopening app. If messengers work background, BBG's IB???",Positive,0.05833333333333333,0.4458333333333333
+Bloomberg Professional,"Kindly include fingerprint login, kindly enhance charting capabilities",Positive,0.6,0.9
+Bloomberg Professional,Bloomberg set beta works Vodafone version gingerbread 18/05/2011,Neutral,0.0,0.0
+Bloomberg Professional,The Android version sucks compared ios version. Major shame. I read less Bloomberg result. Eg lack fingerprint,Negative,-0.13472222222222222,0.2888888888888889
+Bloomberg Professional,Just give update tell made functional iPhone...,Neutral,0.0,0.0
+Bloomberg Professional,Like using dial internet 1997.,Neutral,0.0,0.0
+Bloomberg Professional,Too many notifications I never asked,Positive,0.5,0.5
+Bloomberg Professional,Can get fingerprint scanner?,Neutral,0.0,0.0
+Bloomberg Professional,Love,Positive,0.5,0.6
+Bloomberg Professional,On nexus5 blackberry curve...curve way better barely ever crashed..disappointed really..have reinstall every,Positive,0.275,0.3
+Bloomberg Professional,"Thank NOT telling us ""what's new"" new version.",Positive,0.13636363636363635,0.45454545454545453
+Bloomberg: Market & Financial News,Subscription cost high. Was big fan Bloomberg TV miss now. Just unaffordable.,Positive,0.08,0.31999999999999995
+Bloomberg: Market & Financial News,"Notifications financial news, story asks pay subscription read further. It's pretty much useless since pay everything.",Negative,-0.0625,0.425
+Bloomberg: Market & Financial News,"This favourite business news app. Featured High quality articles well designed prioratised function beauty I gave delete introduced pay access feature limited refused pay 34$ per month 10 free articles every month. Internet open, Internet van advertisement supported this. Deleting now.",Positive,0.12214285714285715,0.4957142857142857
+Bloomberg: Market & Financial News,"Great news agency, great app. But 35 dollars month read news, advertisements ridiculous",Positive,0.4222222222222223,0.8333333333333334
+Bloomberg: Market & Financial News,"*Latest update fixed streaming bugs, apparently. They screwed radio app, worked fine, combined new radio stream stops, plus harder get it.",Positive,0.18383838383838383,0.4007575757575758
+Bloomberg: Market & Financial News,"How I switch India, I see news related Indian market",Neutral,0.0,0.4
+Bloomberg: Market & Financial News,The subscription putting off. Going uninstall app. There similar works well,Neutral,0.0,0.4
+Bloomberg: Market & Financial News,Supposed sync Gear S2 doesn't... disappointed,Negative,-0.75,0.75
+Bloomberg: Market & Financial News,Why AIRA:MK working Bloomberg?,Neutral,0.0,0.0
+Bloomberg: Market & Financial News,I can not login. The application is closed when I enter an email.,Negative,-0.1,0.1
+Bloomberg: Market & Financial News,"shortcut, Chromecast feature",Neutral,0.0,0.0
+Bloomberg: Market & Financial News,doesnt widget,Neutral,0.0,0.0
+Bloomberg: Market & Financial News,Please show India Specific content Android app.,Neutral,0.0,0.125
+Bloomberg: Market & Financial News,Charging subscription fee now. Uninstalling...,Neutral,0.0,0.0
+Bloomberg: Market & Financial News,"Will sync gear I can't see watch list. I've downloaded multiple times phone gear, connected Bluetooth, nothing works.",Neutral,0.0,0.0
+Bloomberg: Market & Financial News,Podcasts stop playing reason even though signal strong. Podcasts longer downloaded offline listening. This big regression previous Bloomberg Radio app.,Positive,0.08888888888888886,0.3333333333333333
+Bloomberg: Market & Financial News,"Really solid app, little left leaning Spanish commercials annoying. Other I'm happy it.",Negative,-0.044642857142857144,0.4107142857142857
+Bloomberg: Market & Financial News,The previous bloomberg radio+ much better..this slow clunky listening audio. Bring back Bloomberg Radio!,Negative,-0.06666666666666668,0.19166666666666665
+Bloomberg: Market & Financial News,"Now requires subscribe max number articles read month. Poor decision, uninstalled.",Negative,-0.4,0.6
+Bloomberg: Market & Financial News,"Constantly giving notifications, never takes actual story. Horrendous navigation.",Neutral,0.0,0.21666666666666667
+Bloomberg: Market & Financial News,When I notification go correct story. It usually goes story back. The several times.,Negative,-0.08333333333333333,0.08333333333333333
+Bloomberg: Market & Financial News,New compact view stay closing Android version.,Positive,0.13636363636363635,0.45454545454545453
+Bloomberg: Market & Financial News,I want read Bloomberg news every day year,Neutral,0.0,0.0
+Bloomberg: Market & Financial News,Pay view Bloomberg? Really,Positive,0.2,0.2
+Bloomberg: Market & Financial News,Great,Positive,0.8,0.75
+Bloomberg: Market & Financial News,"For continuous filtered listening, awful. Bloomberg Radio+ fantastic filter I wanted listen continuous play. This horrible. Podcasts read robots. There appears continuous play chosen articles.",Negative,-0.5333333333333333,0.9666666666666667
+Bloomberg: Market & Financial News,This big step backwards Bloomberg Radio+ Podcast listeners. For instance could listen Bloomberg Surveillance entirety. Now got 5 8 minute sinnpets!,Neutral,0.0,0.1
+Bloomberg: Market & Financial News,"Headline notifications compelling, often open right article. Links work. Bogus.",Positive,0.1952380952380952,0.5452380952380952
+Bloomberg: Market & Financial News,Have used years. Used great. Now requires subscription. Useless.,Positive,0.15000000000000002,0.475
+Bloomberg: Market & Financial News,They limit amount news read although ad revenue,Neutral,0.0,0.0
+Bloomberg: Market & Financial News,20% financial 80% politics. Biased.,Neutral,0.0,0.0
+Bloomberg: Market & Financial News,Now free.,Positive,0.4,0.8
+Bloomberg: Market & Financial News,many advertisement,Positive,0.5,0.5
+Bloomberg: Market & Financial News,"-5* crashes every news, expect people pay garbeg app. I would rather business insider paid app. - 5 *",Neutral,0.0,0.0
+Bloomberg: Market & Financial News,I need night mode. Black background. If u it. I give u 5 stars.,Negative,-0.16666666666666666,0.43333333333333335
+Bloomberg: Market & Financial News,Subscription required past monthly article limit. Uninstalled.,Negative,-0.25,0.25
+Bloomberg: Market & Financial News,One stop business needs.,Neutral,0.0,0.0
+Bloomberg: Market & Financial News,"Bloomberg decided go pay view/subscription route. It's real shame. For $43.99 month, better reading market focused news Google stocks, free.",Positive,0.3666666666666667,0.5333333333333333
+Bloomberg: Market & Financial News,"""You reached free article limit"". Turned paywall like that. Now longer crashes every like markets tracks, want start charging money. Time look alternatives.",Positive,0.4,0.8
+Bloomberg: Market & Financial News,"Great app, top quality news Bloomberg. However, I'm longer able log thr app. The login works keeps waiting thr response clicking login credentials",Positive,0.6,0.625
+Blossom Blast Saga,"I meh game first. I like music sound effects, 30-minute wait lack incentives bored. I actually put aside nearly year. But I love now. I love intricacy map artwork especially. I'm still annoyed lengthy animations, playability seems improved. Really, I like except dastardly bees. Oh, snails. I hope around level 600 we're given salt.",Positive,0.05909090909090908,0.5303030303030304
+Blossom Blast Saga,"I like game keep coming back it, bonuses slow coming. All king games many bonuses ways earn them. It seems like game developed forgotten. Nothing updated 2 years",Negative,-0.08333333333333336,0.3333333333333333
+Blossom Blast Saga,"The fact I send lives without sign yet need create account receive lives douchey. Im creating sign in, I buy power ups I delete I'm bored. They lucky got 3 stars.",Negative,-0.08333333333333334,0.9166666666666667
+Blossom Blast Saga,"I'm level 240. Been playing 6 months. I absolutely LOVE playing game. But unfortunately, I can't play often game fatal flaw. I hate ONLY way get lives ANY game helpers, BUY THEM gold bricks. And ONLY way buy gold bricks, BUY THEM real money. There needs way play lives play bonus game help. If THIS addressed, game would 5 stars me.",Negative,-0.23636363636363636,0.6181818181818183
+Blossom Blast Saga,I typed long reply difficult levels I lost it. In short give game 30 day break I games come back . within tries beat level . id like explain probably allow post I do. Good Luck,Negative,-0.05000000000000001,0.4428571428571429
+Blossom Blast Saga,"Why lives? It hard enough beat levels, wait half hour time reload life. Oh give option send lives ""team members"" I've never received any. I'm level 125 bees make impossible chance beating. Not worth time anymore",Negative,-0.255,0.4616666666666666
+Blossom Blast Saga,"I want thank upgrading game. I many problems I uninstalled it. When I decided try again, I able see profile picture friends playing. I really enjoy playing game, I continue playing, long problems occur. I love it.",Positive,0.14999999999999997,0.48928571428571427
+Blossom Blast Saga,Round 711 impossible clear almost 50+ tries. So I delete game tries request planners make game much difficult solve. It decrease moral leading deleting game.,Negative,-0.26666666666666666,0.5033333333333333
+Blossom Blast Saga,"Ok I purchased gold bricks message popped said unsuccessful, however I receive 2 text messages back back thanking purchases game still shows 3 gold bricks total 13. Please advise",Positive,0.019999999999999997,0.32999999999999996
+Blossom Blast Saga,Cute game takes often. I would like chance play without system me. A hint maybe game entire level like 21.,Negative,-0.07500000000000001,0.60625
+Blossom Blast Saga,Too hard used love game u make impossible beat levels want fun & enjoy stress may be giveaways earn bonUs items help win Some difficult levels,Positive,0.01770833333333334,0.5802083333333333
+Blossom Blast Saga,"Basic match game. For whatever reason recognize signed email, even though I signed in. It tells em sign accept lives, says there's error signing in. Prob becasue I'm already signed in!",Negative,-0.25,0.2625
+Blossom Blast Saga,"This game challenging yet fun. Very addictive! It perfect game Until developers thought obstacles game needs (because glass, big buds, crows, weeds enough) added bees, TO EVERY FREAKING LEVEL. These things stupid annoying! I've playing years makes want quit permanently. If continues I'm going Customer never returns.",Negative,-0.10416666666666667,0.575
+Blossom Blast Saga,nan,nan,nan,nan
+Blossom Blast Saga,"A fairly simple game understand, enough variation keep interested. I like I put needed come back it.",Negative,-0.030000000000000006,0.3514285714285714
+Blossom Blast Saga,"Would given 5 stars gave incentives like ""King"" games do!! The levels challenging. powerups unlimited lives would make play lot more, recommend others.",Positive,0.5,0.75
+Blossom Blast Saga,"Game great play updated, new levels added since 28th June 2018, I'm level 1140 still way earn gold power ups, also simple way go back previous levels improve scores, much I love game difficulty levels I'm bored waiting usually least 4 weeks levels added, farm hero's saga got right game play xx",Negative,-0.03704906204906205,0.4553391053391054
+Blossom Blast Saga,If opened would great. Been playing suddenly open. White screen. Guess I need uninstall start over?!!,Positive,0.26666666666666666,0.4166666666666667
+Blossom Blast Saga,nan,nan,nan,nan
+Blossom Blast Saga,The graphics nice seem able earn enough gold bars. I think stage beat able earn least 3-5 bars. Ill play lil I'm going stick homescape least earn star per game.,Positive,0.012499999999999997,0.6187500000000001
+Blossom Blast Saga,This game suck life away. It's immersive therapeutic willing play without bonuses never need stop playing.,Negative,-0.07500000000000001,0.575
+Blossom Blast Saga,"This game needs challenges win rewards game like boosters time unlimited lives. It's fun I get past level takes several times get there, frustrating.",Negative,-0.05,0.3642857142857143
+Blossom Blast Saga,Nice game. Love it.. But connected fb moves.. Golds. Extra powers.. Etc.. It's toooooooo annoying extra thing's...,Negative,-0.01666666666666668,0.5166666666666667
+Blossom Blast Saga,Really enjoy game I come to.play tablet writing nearly impossible see makes difficult play. Would really liked fixed mum really enjoy game,Negative,-0.05833333333333332,0.6000000000000001
+Blossom Blast Saga,nan,nan,nan,nan
+Blossom Blast Saga,"Absolutely LOVE graphics. The game iself seamless. Sometimes game locks trying shut down. But, overall great!",Positive,0.09206349206349206,0.3626984126984127
+Blossom Blast Saga,You rarely get need great game nonetheless. The shovel complete nonsense-just diversion real game.,Positive,0.039999999999999994,0.61
+Blossom Blast Saga,nan,nan,nan,nan
+Blossom Blast Saga,Fun summertime take typical match 3 games. Decent game kids mindless time wasting lol,Positive,0.08333333333333333,0.561111111111111
+Blossom Blast Saga,"Please give levels quickly! Also, ""earn gold bar every zillion days"" silly.",Negative,-0.041666666666666685,0.6875
+Blossom Blast Saga,It's game offer rewards. You get stuck level seems like lifetime,Negative,-0.4,0.4
+Blossom Blast Saga,Great game like King forgot it. No chance win gold power ups like King games.,Positive,0.4000000000000001,0.5166666666666666
+Blossom Blast Saga,Love it. Would given 5 stars chances win boosters. Been playing several years advanced far that.,Positive,0.36000000000000004,0.52
+Blossom Blast Saga,Never gives anything help along. Just wants to spend money. And I really think their best game.,Positive,0.24999999999999997,0.25
+Blossom Blast Saga,Have faith - levels impossible - I'm 2787 without ever using in-game purchase walkthrough advice.,Negative,-0.6666666666666666,1.0
+Blossom Blast Saga,"Love it. Keeps toes challenging. Completed around 20 levels far, still learning new challenge trying new strategies. Still trying figure get boosters others send lives back send out. My sister told game playing together.",Positive,0.13896103896103892,0.5584415584415584
+Blossom Blast Saga,"Love game, addicting! It would get 5 stars way earn power-ups besides spending money game. Also, would great way get rid darn snails!!",Positive,0.15,0.5375
+Blossom Blast Saga,"Try buy gold 3 times 3 times popped unsuccessfully. Then received 3 emails Google play ""thanks purchase "". Money taken, gold - sort ?",Positive,0.2,0.2
+Blossom Blast Saga,Yuccckkkk...the first better updated one...cz purchased things needs internet connection....bt first need connect internet....n purchase moves even enough bars still comes like failed purchase....plzzz guys usko please wali game bna plzzzzz...n guys update 621 level lives r unlimited bt still update krke gnda ho gyi game,Negative,-0.042857142857142864,0.3952380952380952
+Blossom Blast Saga,It let far enough get hooked. Then buy lives go on. And way win get higher levels.,Positive,0.2875,0.6
+BluTV,"Put it in the practice of your application. Bi man would not be smart development. We've got a zero key, you put it in the middle.",Positive,0.07142857142857142,0.5476190476190476
+BluTV,"I have an S9 plus phone, normally it did not enlarge the screen in the old version, but it was still good. This version forcibly spreads the screen, I can not get back the image, I enjoy watching 0. PRESENTATION DUZELTIN",Positive,0.30833333333333335,0.4916666666666667
+BluTV,I can not enter my account with the new password after renewing my password from the incoming mail,Positive,0.13636363636363635,0.45454545454545453
+BluTV,nan,nan,nan,nan
+BluTV,You've killed the aspect ratio with the latest update and it's starting to hang out.,Positive,0.09999999999999999,0.3333333333333333
+BluTV,I'm having problems with half-time tracking.,Neutral,0.0,0.0
+BluTV,Lan brother,Neutral,0.0,0.0
+BluTV,"perfect, the concrete you give is worth",Positive,0.48333333333333334,0.46666666666666673
+BluTV,Make quality options available ; 720p 480p 360p ect,Positive,0.4,0.4
+BluTV,I think wonderful program give money month,Positive,1.0,1.0
+BluTV,Good good,Positive,0.7,0.6000000000000001
+BluTV,Super,Positive,0.3333333333333333,0.6666666666666666
+BluTV,Great,Positive,0.8,0.75
+BluTV,You need to support the transmission of your view to television.,Neutral,0.0,0.0
+BluTV,Love,Positive,0.5,0.6
+BluTV,nan,nan,nan,nan
+BluTV,We are here for a while,Neutral,0.0,0.0
+BluTV,I love a zero,Positive,0.5,0.6
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,Just takes money nothing,Neutral,0.0,0.0
+BluTV,Nice,Positive,0.6,1.0
+BluTV,English subtitle would be much better,Positive,0.25,0.25
+BluTV,Say it,Neutral,0.0,0.0
+BluTV,English Subtitles international viewers please.,Neutral,0.0,0.0
+BluTV,Great,Positive,0.8,0.75
+BluTV,"It shamefull, using kanald app, watched serials there, now, want watch movie channel app, passes app. This bad, dont recommend someone, install app! Bi wants to do the series, channel has made all of them widespread, this is the right steady calismy, skill, 7 guns little muddet, ayipdir ayip",Negative,-0.0820238095238095,0.46047619047619043
+BluTV,"Koskoca Netflix gives a free trial period of 1 month, Youtube Red 3 months free, giving a 7 days free trial period of something with poor quality flowing. We can meet this normally because we know how bad it is before we get to the nice 7 days.",Positive,0.10625000000000004,0.6645833333333334
+BluTV,"With such advertising policies you can not advance grams, with the thesis of your thesis as you wish.",Neutral,0.0,0.5
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+BluTV,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+Blue CareOnDemand,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+BlueJeans for Android,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Bluebird by American Express,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,Love it!!!,Positive,0.9765625,0.6
+Blur Image Background,Nice,Positive,0.6,1.0
+Blur Image Background,nan,nan,nan,nan
+Blur Image Background,I like,Neutral,0.0,0.0
+Blur Image Background,It aright,Neutral,0.0,0.0
+Blur Image Background,Very bad,Negative,-0.9099999999999998,0.8666666666666667
+Blur Image Background,Its ok :),Positive,0.5,0.75
+Blur Image Background,Super,Positive,0.3333333333333333,0.6666666666666666
+Blur Image Background,Nice photo blur,Positive,0.6,1.0
+Blur Image Background,Good,Positive,0.7,0.6000000000000001
+Blur Image Background,Nice,Positive,0.6,1.0
+Blur Image Background,Good,Positive,0.7,0.6000000000000001
+Blur Image Background Editor (Blur Photo Editor),"As soon I turned ok add came go till counted down, way way annoying me. Before saved image another add came editing first picture 3 adds came on. Way annoying deleted it.",Negative,-0.2011111111111111,0.5844444444444445
+Blur Image Background Editor (Blur Photo Editor),It's ok I guess many ads popping constantly... pretty annoying. Fix I'd definitely rate higher.,Positive,0.09999999999999999,0.6047619047619046
+Blur Image Background Editor (Blur Photo Editor),By far brilliant bokeh mode pictures really great thing I want recommend please add backgrounds better view.,Positive,0.575,0.8125
+Blur Image Background Editor (Blur Photo Editor),"There WAY many ads app. I used twice, couple pics turned nice, worth aggravation constant pop ups.",Positive,0.35000000000000003,0.48333333333333334
+Blur Image Background Editor (Blur Photo Editor),"Good full app, moreover easy use, adds understand important making company,afterall free koi kyu banyega, Good job done!",Positive,0.5263888888888889,0.7305555555555555
+Blur Image Background Editor (Blur Photo Editor),"It's Ok bad app, much ad's pop up.",Positive,5.551115123125783e-17,0.4555555555555555
+Blur Image Background Editor (Blur Photo Editor),The ads ridiculous. A trial version option pay would better model.,Positive,0.08333333333333334,0.75
+Blur Image Background Editor (Blur Photo Editor),D adds popping really nice Yu av somtin abt And improving Its good tho I like,Positive,0.6499999999999999,0.8
+Blur Image Background Editor (Blur Photo Editor),This best photo editor that's ok,Positive,0.75,0.4
+Blur Image Background Editor (Blur Photo Editor),Malwarebytes flags removal Malware threat. I wondering bogging phone down.,Negative,-0.15555555555555559,0.2888888888888889
+Blur Image Background Editor (Blur Photo Editor),Am inlove I looking something like But found,Neutral,0.0,0.0
+Blur Image Background Editor (Blur Photo Editor),Awesome app..... Plz make accurat blurring....... In next update,Positive,0.5,0.5
+Blur Image Background Editor (Blur Photo Editor),The ads interrupt using,Neutral,0.0,0.0
+Blur Image Background Editor (Blur Photo Editor),It I wanted. Great,Positive,0.8,0.75
+Blur Image Background Editor (Blur Photo Editor),Very nice 8f try new features added think say friends good install notice know,Positive,0.5387878787878787,0.6848484848484849
+Blur Image Background Editor (Blur Photo Editor),"Nice App, much ads",Positive,0.4,0.6
+Blur Image Background Editor (Blur Photo Editor),Excellent except interface could improve much better also option share insta photos page whatsapp well,Positive,0.75,0.75
+Blur Image Background Editor (Blur Photo Editor),Too many ads. But works perfectly.,Positive,0.75,0.75
+Blur Image Background Editor (Blur Photo Editor),full ads Do not install the bells. An unemployed secretary should take the nasty and raucous comedy that goes up and down.,Negative,-0.2763888888888889,0.6097222222222222
+Blur Image Background Editor (Blur Photo Editor),It's simple easy use!,Positive,0.27083333333333337,0.5952380952380952
+Blur Image Background Editor (Blur Photo Editor),Forced vote. First time asked like I said asked me....,Negative,-0.025000000000000022,0.26666666666666666
+Blur Image Background Editor (Blur Photo Editor),This first I found could actually edit picture blur clear.. Very good apart ads well recommended,Positive,0.315,0.39916666666666667
+Blur Image Background Editor (Blur Photo Editor),Very nice easy operate,Positive,0.6066666666666667,0.9166666666666667
+Blur Image Background Editor (Blur Photo Editor),Fantastic time consuming also bcoz ads,Positive,0.4,0.9
+Blur Image Background Editor (Blur Photo Editor),Does show Gallery pic...Only 10 15 pic gallery shown,Neutral,0.0,0.0
+Blur Image Background Editor (Blur Photo Editor),It is not good for the Dasler effect to give him full trust na,Neutral,0.0,0.5750000000000001
+Blur Image Background Editor (Blur Photo Editor),It's good go back adds 2 seconds,Positive,0.35,0.30000000000000004
+Blur Image Background Editor (Blur Photo Editor),It ok mo probs,Positive,0.5,0.5
+Blur Image Background Editor (Blur Photo Editor),nan,nan,nan,nan
+Blur Image Background Editor (Blur Photo Editor),This disturbed work,Neutral,0.0,0.0
+Blur Image Background Editor (Blur Photo Editor),It's bad,Negative,-0.6999999999999998,0.6666666666666666
+Blur Image Background Editor (Blur Photo Editor),I think OK.. I much though.. At least gives I want blur,Positive,0.13333333333333333,0.3666666666666667
+Blur Image Background Editor (Blur Photo Editor),It useful,Positive,0.3,0.0
+Blur Image Background Editor (Blur Photo Editor),It's great! The ads suck tho,Positive,1.0,0.75
+Blur Image Background Editor (Blur Photo Editor),"Too many ads. Everytime edit photo, there's ad.",Positive,0.5,0.5
+Blur Image Background Editor (Blur Photo Editor),Worst app.,Negative,-1.0,1.0
+Blur Image Background Editor (Blur Photo Editor),This nice,Positive,0.6,1.0
+Blur Image Background Editor (Blur Photo Editor),The ads really annoying,Negative,-0.8,0.9
+Blur Image Background Editor (Blur Photo Editor),Hmm gnu sh hmm hmm fkn hmm,Neutral,0.0,0.0
+Blur Image Background Editor (Blur Photo Editor),Its better blurry,Positive,0.5,0.5
+Booking.com Travel Deals,"I lost $200 app, I choose Araras hotel due pictures Booking show I arrived place destroyed looks abandoned. I ask refund support center denied I could stay family terrible conditions decided lost money went another safe better place. Please Booking lost money better trivago.",Positive,0.045833333333333316,0.49583333333333335
+Booking.com Travel Deals,"Before best. Currently full non-professional bed breakfasts sudden cancellations usual. Sometimes realize cancellation arrive property. Booking, usual, help almost impossible get somebody phone.",Positive,0.030555555555555575,0.47500000000000003
+Booking.com Travel Deals,"Doesn't add great deal website. Frustratingly, book different device, booking automatically imported - copy paste booking number app. Not best modern technology.",Positive,0.020000000000000007,0.57
+Booking.com Travel Deals,Horrible service! Don't waste time Money. You disappointed! Go elsewhere hard earned cash! Total Scam! Real POS!,Negative,-0.3753472222222223,0.5569444444444445
+Booking.com Travel Deals,Would good messages came TOO. Now said confirmed email I see said full. So.. confusion. The final say. Not email may may spam filtered,Positive,0.36250000000000004,0.7875000000000001
+Booking.com Travel Deals,Cancelled hotel stay 1 day before. Good thing hotel considerate. Ive asked customer via email respond answer. Worst ever!!!! Btw hotel stayed asked us stay away cause hidden charges.,Negative,-0.15555555555555556,0.6444444444444445
+Booking.com Travel Deals,Don't trust app. I booked hotel cancelled hours later. The entire booking disappeared app. They charged room never refunded me. Didn't even call back conversation had. I never site let everyone I know us either.,Neutral,0.0,0.20833333333333334
+Booking.com Travel Deals,"The offers book pay later fraud, pay later hotel realise total amount shown excluding taxes Then hotel time check end paying much online sites offering",Positive,0.06000000000000001,0.19
+Booking.com Travel Deals,Is first morning breakfast hotel room I pay understanding complementary breakfast included My rate Fee people's like grits I like fish grits would available stay.,Positive,0.325,0.3666666666666667
+Booking.com Travel Deals,"Good app, reason allow take screenshots share others trip. Could oversight developers' part.",Positive,0.7,0.6000000000000001
+Booking.com Travel Deals,Ive used years recent I discover main component missing active customer service. If complaint filed dispute tab never hear back. If send email concerns questions never hear back. If request special accomendations never find (without calling hotel)if approved. The stay reminders also seemed cease especially important free cancellation rooms.,Positive,0.10904761904761906,0.38047619047619047
+Booking.com Travel Deals,"Had take phone book hotel 31 July 2019, goes 28 July 2019, Web link I could. Rediculous, fix please",Neutral,0.0,0.0
+Booking.com Travel Deals,Extremely expensive. Booked outside site half price better hotel. waste time,Negative,-0.07333333333333333,0.2833333333333333
+Booking.com Travel Deals,"Sort work. Even updating hit sort, restarts search.",Neutral,0.0,0.0
+Booking.com Travel Deals,Not good offer there's better offer price I booking 3 years price like anew customers I like booking,Positive,0.07500000000000001,0.55
+Booking.com Travel Deals,The biggest spam source. Please stop spamming email. Do try guess trip. Uninstall dayly spam emails. The emails reported spam Google,Neutral,0.0,0.0
+Booking.com Travel Deals,Recently company care advertising actually location looks like. What care charge customers every possible way. Who cares hotel booked 10 min ago. Check apartments advertise sell.,Neutral,0.0,0.45
+Booking.com Travel Deals,"Very bad Booking terms agreed upon with you change when you go to the hotel, hotel booking rates are lower than the prices of your application by contacting you. No problem solved. I will not book through you again.",Negative,-0.9099999999999998,0.8666666666666667
+Booking.com Travel Deals,"Made non-refundable reservation due price shown ($400). Little I know there's hidden fee made additional 70% price shown (cleaning, service, etc). No choice fork extra money stay there. Total amount paid: $760. JUST BE EXTRA CAREFUL WITH THE PRICING.",Negative,-0.08273809523809524,0.45119047619047625
+Booking.com Travel Deals,A company supports oppressor instead opressed. I still dignity anymore.,Neutral,0.0,0.0
+Booking.com Travel Deals,They try charge card even state needed guarantee still 85 days freely cancel booking.,Positive,0.4,0.8
+Booking.com Travel Deals,Gud easy I travel regularly relatives old Thanks,Positive,0.18333333333333335,0.32756410256410257
+Booking.com Travel Deals,The changed reservation dates would fix. Do this!,Neutral,0.0,0.0
+Booking.com Travel Deals,Well dis kinda price list little bit expensive den .. well im lost $$ im go thru .. im ordy booking wit dis apps.. lol,Positive,0.03750000000000001,0.6333333333333333
+Booking.com Travel Deals,I love app! It's really easy make changes easily quickly!,Positive,0.4916666666666667,0.6444444444444445
+Booking.com Travel Deals,I booked room pay hotel taken deposit already I can't cancel. doin,Neutral,0.0,0.0
+Booking.com Travel Deals,The room facilities information clearly mentioned. I terrible accommodation Europe July 2018.,Negative,-0.45,0.6916666666666667
+Booking.com Travel Deals,Quick book hotels pathetic later. Not cooperative.,Negative,-0.22222222222222224,0.5
+Booking.com Travel Deals,"Showing results take far much time, like minute waiting..",Positive,0.15000000000000002,0.6
+Booking.com Travel Deals,Customer gone dogs.,Neutral,0.0,0.0
+Booking.com Travel Deals,So far I love problems yet!,Positive,0.3625,0.8
+Booking.com Travel Deals,"First time using app, I must say helpful easy use.",Positive,0.3416666666666667,0.5833333333333334
+Booking.com Travel Deals,I search hotel apk keep hiding giving others. In history also I can't find hotel.,Neutral,0.0,0.0
+Booking.com Travel Deals,Not bad use. Better agoda group bookings,Positive,0.42499999999999993,0.5833333333333333
+Booking.com Travel Deals,"Advertises used it. Also seems facilitate requirements ""security deposits"" bookings, instead doesn't.",Neutral,0.0,0.0
+Booking.com Travel Deals,They canceled booking without informing,Neutral,0.0,0.0
+Booking.com Travel Deals,"Too slow search, impossible phone.",Negative,-0.48333333333333334,0.7
+Booking.com Travel Deals,"Whats changed longer works freezes drops out,",Neutral,0.0,0.0
+Booking.com Travel Deals,Worst .. worst rooms.. worst service. Made mistake choosing this.,Negative,-1.0,1.0
+Booking.com Travel Deals,"Month I communicate with the booking with the request to return the money for the reservation. Politely for the first time answered that we will return everything, the second time we asked to fill out the form and attach an extract from the bank. Today for the third time I called them, I send again the supporting documents. A month passed since the contact with the book. 2 months from cancellation ... no money ..",Positive,0.125,0.14583333333333331
+Booking.com Travel Deals,"I lost $200 app, I choose Araras hotel due pictures Booking show I arrived place destroyed looks abandoned. I ask refund support center denied I could stay family terrible conditions decided lost money went another safe better place. Please Booking lost money better trivago.",Positive,0.045833333333333316,0.49583333333333335
+Booking.com Travel Deals,"Before best. Currently full non-professional bed breakfasts sudden cancellations usual. Sometimes realize cancellation arrive property. Booking, usual, help almost impossible get somebody phone.",Positive,0.030555555555555575,0.47500000000000003
+Booking.com Travel Deals,"Doesn't add great deal website. Frustratingly, book different device, booking automatically imported - copy paste booking number app. Not best modern technology.",Positive,0.020000000000000007,0.57
+Booking.com Travel Deals,Horrible service! Don't waste time Money. You disappointed! Go elsewhere hard earned cash! Total Scam! Real POS!,Negative,-0.3753472222222223,0.5569444444444445
+Booking.com Travel Deals,Would good messages came TOO. Now said confirmed email I see said full. So.. confusion. The final say. Not email may may spam filtered,Positive,0.36250000000000004,0.7875000000000001
+Booking.com Travel Deals,Cancelled hotel stay 1 day before. Good thing hotel considerate. Ive asked customer via email respond answer. Worst ever!!!! Btw hotel stayed asked us stay away cause hidden charges.,Negative,-0.15555555555555556,0.6444444444444445
+Booking.com Travel Deals,Don't trust app. I booked hotel cancelled hours later. The entire booking disappeared app. They charged room never refunded me. Didn't even call back conversation had. I never site let everyone I know us either.,Neutral,0.0,0.20833333333333334
+Booking.com Travel Deals,"The offers book pay later fraud, pay later hotel realise total amount shown excluding taxes Then hotel time check end paying much online sites offering",Positive,0.06000000000000001,0.19
+Booking.com Travel Deals,Is first morning breakfast hotel room I pay understanding complementary breakfast included My rate Fee people's like grits I like fish grits would available stay.,Positive,0.325,0.3666666666666667
+Booking.com Travel Deals,"Good app, reason allow take screenshots share others trip. Could oversight developers' part.",Positive,0.7,0.6000000000000001
+Booking.com Travel Deals,Ive used years recent I discover main component missing active customer service. If complaint filed dispute tab never hear back. If send email concerns questions never hear back. If request special accomendations never find (without calling hotel)if approved. The stay reminders also seemed cease especially important free cancellation rooms.,Positive,0.10904761904761906,0.38047619047619047
+Booking.com Travel Deals,"Had take phone book hotel 31 July 2019, goes 28 July 2019, Web link I could. Rediculous, fix please",Neutral,0.0,0.0
+Booking.com Travel Deals,Extremely expensive. Booked outside site half price better hotel. waste time,Negative,-0.07333333333333333,0.2833333333333333
+Booking.com Travel Deals,"Sort work. Even updating hit sort, restarts search.",Neutral,0.0,0.0
+Booking.com Travel Deals,Not good offer there's better offer price I booking 3 years price like anew customers I like booking,Positive,0.07500000000000001,0.55
+Booking.com Travel Deals,The biggest spam source. Please stop spamming email. Do try guess trip. Uninstall dayly spam emails. The emails reported spam Google,Neutral,0.0,0.0
+Booking.com Travel Deals,Recently company care advertising actually location looks like. What care charge customers every possible way. Who cares hotel booked 10 min ago. Check apartments advertise sell.,Neutral,0.0,0.45
+Booking.com Travel Deals,"Very bad Booking terms agreed upon with you change when you go to the hotel, hotel booking rates are lower than the prices of your application by contacting you. No problem solved. I will not book through you again.",Negative,-0.9099999999999998,0.8666666666666667
+Booking.com Travel Deals,"Made non-refundable reservation due price shown ($400). Little I know there's hidden fee made additional 70% price shown (cleaning, service, etc). No choice fork extra money stay there. Total amount paid: $760. JUST BE EXTRA CAREFUL WITH THE PRICING.",Negative,-0.08273809523809524,0.45119047619047625
+Booking.com Travel Deals,A company supports oppressor instead opressed. I still dignity anymore.,Neutral,0.0,0.0
+Booking.com Travel Deals,They try charge card even state needed guarantee still 85 days freely cancel booking.,Positive,0.4,0.8
+Booking.com Travel Deals,Gud easy I travel regularly relatives old Thanks,Positive,0.18333333333333335,0.32756410256410257
+Booking.com Travel Deals,The changed reservation dates would fix. Do this!,Neutral,0.0,0.0
+Booking.com Travel Deals,Well dis kinda price list little bit expensive den .. well im lost $$ im go thru .. im ordy booking wit dis apps.. lol,Positive,0.03750000000000001,0.6333333333333333
+Booking.com Travel Deals,I love app! It's really easy make changes easily quickly!,Positive,0.4916666666666667,0.6444444444444445
+Booking.com Travel Deals,I booked room pay hotel taken deposit already I can't cancel. doin,Neutral,0.0,0.0
+Booking.com Travel Deals,The room facilities information clearly mentioned. I terrible accommodation Europe July 2018.,Negative,-0.45,0.6916666666666667
+Booking.com Travel Deals,Quick book hotels pathetic later. Not cooperative.,Negative,-0.22222222222222224,0.5
+Booking.com Travel Deals,"Showing results take far much time, like minute waiting..",Positive,0.15000000000000002,0.6
+Booking.com Travel Deals,Customer gone dogs.,Neutral,0.0,0.0
+Booking.com Travel Deals,So far I love problems yet!,Positive,0.3625,0.8
+Booking.com Travel Deals,"First time using app, I must say helpful easy use.",Positive,0.3416666666666667,0.5833333333333334
+Booking.com Travel Deals,I search hotel apk keep hiding giving others. In history also I can't find hotel.,Neutral,0.0,0.0
+Booking.com Travel Deals,Not bad use. Better agoda group bookings,Positive,0.42499999999999993,0.5833333333333333
+Booking.com Travel Deals,"Advertises used it. Also seems facilitate requirements ""security deposits"" bookings, instead doesn't.",Neutral,0.0,0.0
+Booking.com Travel Deals,They canceled booking without informing,Neutral,0.0,0.0
+Booking.com Travel Deals,"Too slow search, impossible phone.",Negative,-0.48333333333333334,0.7
+Booking.com Travel Deals,"Whats changed longer works freezes drops out,",Neutral,0.0,0.0
+Booking.com Travel Deals,Worst .. worst rooms.. worst service. Made mistake choosing this.,Negative,-1.0,1.0
+Booking.com Travel Deals,"Month I communicate with the booking with the request to return the money for the reservation. Politely for the first time answered that we will return everything, the second time we asked to fill out the form and attach an extract from the bank. Today for the third time I called them, I send again the supporting documents. A month passed since the contact with the book. 2 months from cancellation ... no money ..",Positive,0.125,0.14583333333333331
+Booking.com Travel Deals,"I lost $200 app, I choose Araras hotel due pictures Booking show I arrived place destroyed looks abandoned. I ask refund support center denied I could stay family terrible conditions decided lost money went another safe better place. Please Booking lost money better trivago.",Positive,0.045833333333333316,0.49583333333333335
+Booking.com Travel Deals,"Before best. Currently full non-professional bed breakfasts sudden cancellations usual. Sometimes realize cancellation arrive property. Booking, usual, help almost impossible get somebody phone.",Positive,0.030555555555555575,0.47500000000000003
+Booking.com Travel Deals,"Doesn't add great deal website. Frustratingly, book different device, booking automatically imported - copy paste booking number app. Not best modern technology.",Positive,0.020000000000000007,0.57
+Booking.com Travel Deals,Horrible service! Don't waste time Money. You disappointed! Go elsewhere hard earned cash! Total Scam! Real POS!,Negative,-0.3753472222222223,0.5569444444444445
+Booking.com Travel Deals,Would good messages came TOO. Now said confirmed email I see said full. So.. confusion. The final say. Not email may may spam filtered,Positive,0.36250000000000004,0.7875000000000001
+Booking.com Travel Deals,Cancelled hotel stay 1 day before. Good thing hotel considerate. Ive asked customer via email respond answer. Worst ever!!!! Btw hotel stayed asked us stay away cause hidden charges.,Negative,-0.15555555555555556,0.6444444444444445
+Booking.com Travel Deals,Don't trust app. I booked hotel cancelled hours later. The entire booking disappeared app. They charged room never refunded me. Didn't even call back conversation had. I never site let everyone I know us either.,Neutral,0.0,0.20833333333333334
+Booking.com Travel Deals,"The offers book pay later fraud, pay later hotel realise total amount shown excluding taxes Then hotel time check end paying much online sites offering",Positive,0.06000000000000001,0.19
+Booking.com Travel Deals,Is first morning breakfast hotel room I pay understanding complementary breakfast included My rate Fee people's like grits I like fish grits would available stay.,Positive,0.325,0.3666666666666667
+Booking.com Travel Deals,"Good app, reason allow take screenshots share others trip. Could oversight developers' part.",Positive,0.7,0.6000000000000001
+Booking.com Travel Deals,Ive used years recent I discover main component missing active customer service. If complaint filed dispute tab never hear back. If send email concerns questions never hear back. If request special accomendations never find (without calling hotel)if approved. The stay reminders also seemed cease especially important free cancellation rooms.,Positive,0.10904761904761906,0.38047619047619047
+Booking.com Travel Deals,"Had take phone book hotel 31 July 2019, goes 28 July 2019, Web link I could. Rediculous, fix please",Neutral,0.0,0.0
+Booking.com Travel Deals,Extremely expensive. Booked outside site half price better hotel. waste time,Negative,-0.07333333333333333,0.2833333333333333
+Booking.com Travel Deals,"Sort work. Even updating hit sort, restarts search.",Neutral,0.0,0.0
+Booking.com Travel Deals,Not good offer there's better offer price I booking 3 years price like anew customers I like booking,Positive,0.07500000000000001,0.55
+Booking.com Travel Deals,The biggest spam source. Please stop spamming email. Do try guess trip. Uninstall dayly spam emails. The emails reported spam Google,Neutral,0.0,0.0
+Booking.com Travel Deals,Recently company care advertising actually location looks like. What care charge customers every possible way. Who cares hotel booked 10 min ago. Check apartments advertise sell.,Neutral,0.0,0.45
+Booking.com Travel Deals,"Very bad Booking terms agreed upon with you change when you go to the hotel, hotel booking rates are lower than the prices of your application by contacting you. No problem solved. I will not book through you again.",Negative,-0.9099999999999998,0.8666666666666667
+Booking.com Travel Deals,"Made non-refundable reservation due price shown ($400). Little I know there's hidden fee made additional 70% price shown (cleaning, service, etc). No choice fork extra money stay there. Total amount paid: $760. JUST BE EXTRA CAREFUL WITH THE PRICING.",Negative,-0.08273809523809524,0.45119047619047625
+Booking.com Travel Deals,A company supports oppressor instead opressed. I still dignity anymore.,Neutral,0.0,0.0
+Booking.com Travel Deals,They try charge card even state needed guarantee still 85 days freely cancel booking.,Positive,0.4,0.8
+Booking.com Travel Deals,Gud easy I travel regularly relatives old Thanks,Positive,0.18333333333333335,0.32756410256410257
+Booking.com Travel Deals,The changed reservation dates would fix. Do this!,Neutral,0.0,0.0
+Booking.com Travel Deals,Well dis kinda price list little bit expensive den .. well im lost $$ im go thru .. im ordy booking wit dis apps.. lol,Positive,0.03750000000000001,0.6333333333333333
+Booking.com Travel Deals,I love app! It's really easy make changes easily quickly!,Positive,0.4916666666666667,0.6444444444444445
+Booking.com Travel Deals,I booked room pay hotel taken deposit already I can't cancel. doin,Neutral,0.0,0.0
+Booking.com Travel Deals,The room facilities information clearly mentioned. I terrible accommodation Europe July 2018.,Negative,-0.45,0.6916666666666667
+Booking.com Travel Deals,Quick book hotels pathetic later. Not cooperative.,Negative,-0.22222222222222224,0.5
+Booking.com Travel Deals,"Showing results take far much time, like minute waiting..",Positive,0.15000000000000002,0.6
+Booking.com Travel Deals,Customer gone dogs.,Neutral,0.0,0.0
+Booking.com Travel Deals,So far I love problems yet!,Positive,0.3625,0.8
+Booking.com Travel Deals,"First time using app, I must say helpful easy use.",Positive,0.3416666666666667,0.5833333333333334
+Booking.com Travel Deals,I search hotel apk keep hiding giving others. In history also I can't find hotel.,Neutral,0.0,0.0
+Booking.com Travel Deals,Not bad use. Better agoda group bookings,Positive,0.42499999999999993,0.5833333333333333
+Booking.com Travel Deals,Great app... Glad allows save potential choices list.... The prices local currency that's big plus... Gives great search results,Positive,0.35000000000000003,0.6
+Booking.com Travel Deals,"Advertises used it. Also seems facilitate requirements ""security deposits"" bookings, instead doesn't.",Neutral,0.0,0.0
+Booking.com Travel Deals,They canceled booking without informing,Neutral,0.0,0.0
+Booking.com Travel Deals,"Too slow search, impossible phone.",Negative,-0.48333333333333334,0.7
+Booking.com Travel Deals,"Whats changed longer works freezes drops out,",Neutral,0.0,0.0
+Booking.com Travel Deals,Worst .. worst rooms.. worst service. Made mistake choosing this.,Negative,-1.0,1.0
+Bowmasters,"Really like game far. Great gameplay lots fun. Edit: I took away star constant asking rate even I've already rated taking away chances chests. Just seems excessive. It's good game, people need badgered rating.",Positive,0.11666666666666664,0.5425925925925927
+Bowmasters,"Easy play round two minutes. Characters hilarious many choose from. I find lot rounds I'm using similar power angle much variation. Still fun. As far longevity, I playing long term I lose interest fairly easily there's point continue playing game play over.",Positive,0.16515151515151516,0.5606060606060607
+Bowmasters,"I would give game stars many problems. Lag everywhere game ads make worse. I mind watching game, awful. It makes gameplay unplayable unenjoyable. Please fix problems.",Negative,-0.35714285714285715,0.5714285714285714
+Bowmasters,"It's ok, making us pay per week ads absurd edit: Game freezing messing up, can't find get back daily claim watch ads get chest even winning fight. I took 1 start away issues.",Positive,0.016666666666666663,0.44166666666666665
+Bowmasters,"Should vary videos required watch, least give option never seeing certain videos again. Not gonna buy makeup, I keep watching Maybelline commercials? Overall, good game",Positive,0.04285714285714284,0.3942857142857143
+Bowmasters,The main problem ads. Their many ads I like niether care about. And I going pay ad removal cuz work. Get rid ads greedy devs,Positive,0.3333333333333333,0.41666666666666663
+Bowmasters,Its pretty ok. The thing pisses characters need win chest roulette,Positive,0.5166666666666667,0.6333333333333333
+Bowmasters,I think game awesome! You get characters coins. And also go computer. The downside sometimes freezes close app. But IT IS AWESOME!!!,Positive,0.5333333333333333,0.7999999999999999
+Bowmasters,The game entertaining game randomly send ad page virus. I'd appreciate maybe used ads viruses. Also randomly stops working,Negative,-0.26,0.5
+Bowmasters,"Cool game! And really fun play. Edit: hey Miniclip, game fun But problem. The game lagging On device. And hard win Characters. I need easyer way get them. Plus Can u fix lagging? Thank you!",Positive,0.044791666666666646,0.3989583333333333
+Bowmasters,"Gameplay graphics entertaining, game loaded video ads. The ""no ads"" purchase affect video ads, misleading. Has potential ruined scumbag business practices.",Positive,0.033333333333333326,0.7000000000000001
+Bowmasters,So many adds screen watch chest x2 second chance. Way much face 7.99 week membership really. P.s I stupid paid google reviewer,Positive,0.019999999999999997,0.38
+Bowmasters,I hit opposing player way headshots yet AI player wins two headshots?! Can say rip off. Smh,Positive,0.375,0.2
+Bowmasters,This game great even 5 year old brother plays game. What I like game sometimes freezes reason also freezes let shoot people. You also get mostly everything cheat roulette I like hard get chest roulette I always get coins. I like coins I get characters!!,Negative,-0.03653273809523811,0.45595238095238094
+Bowmasters,"I rate 4 stars ads chests really annoying I'm playing in-game, ad pops every 10 seconds It always 35 seconds long always something useless like asking I need new phone house. I can't skip ads either skip button. Moving chests, always give 500 coins rarely characters. Please fix please.",Negative,-0.18272727272727277,0.5709090909090909
+Bowmasters,"It uses Target advertising let hit "" thank you"" trying force agree sharing information. SCAM FOR YOUR INFO.",Neutral,0.0,0.0
+Bowmasters,"Ui needs work. Hero select frustrating. Too many things happen way player wouldnt expect, I want deal",Positive,0.04999999999999999,0.7
+Bowmasters,"The game nice, good gameplay, easy learn fun. But many ads pop ups make annoying. Too much freemium content ruin experience.",Positive,0.19166666666666665,0.5791666666666667
+Bowmasters,I got I really like it! Too much blood too! And ridicules! Sorry I prefer roblox!,Negative,-0.020833333333333332,0.4666666666666666
+Bowmasters,"I legit watched ad revive tournament, still lost? What ad then? Oh I online multiplayer, whenever someone dead, turn still happens I hit nothing happens, never die I never win. It's happened 3 times now.",Negative,-0.30000000000000004,0.4
+Bowmasters,"I like game alot. It's fun competitive. I local online multiplayer different game modes. Huge selection characters choose well. The downside order work really well put phone device airplane mode shuts WiFi data. The game seem operate well internet access. I can't tell device actual game I found method make game run smoothly. The bug game seems massive amounts lag. It slows response time max annoying. I can't tell I keep delete it, that's makes interesting game.",Negative,-0.10588235294117648,0.4529411764705883
+Bowmasters,"This game funny entertaining. Good game play easy figure out. Not overly difficult, challenges. Lots ads. Has crashing frequently today.",Positive,0.08541666666666663,0.6541666666666667
+Bowmasters,"Great time killer, alot characters choose several game modes keep busy. Overall fun Abit tedious. If I mention negative would sometimes health bar would show empty character still extra turn.",Negative,-0.009999999999999995,0.365
+Bowmasters,"Well game fun dumn fricken ads pop every minute. Its annoying, fix please",Negative,-0.30000000000000004,0.5
+Bowmasters,Great game. Can't always connect server adverts play get rewards works every bad!,Negative,-0.15833333333333324,0.6055555555555555
+Bowmasters,IF U LIKE WATCHING ADS THIS IS AD HEAVEN. IF UT A GAMER WHO DOESN'T PURCHASE BE PREPARED TO WATCH HUNDREDS OF ADS,Neutral,0.0,0.0
+Bowmasters,Its great but.... Can u change person hit doesnt bleed... Or else... Cuz it. A bit inappropriate... Tq.. ☺,Positive,0.8,0.75
+Bowmasters,Loved game. Hated would freeze everytime I refused targeted ads. Disappointed. Was really enjoying much,Negative,-0.10833333333333335,0.5750000000000001
+Bowmasters,Super fun GREAT time waster. Somehow actually educational u figure right degrees angles reach person across you.,Positive,0.39380952380952383,0.48047619047619045
+Bowmasters,Ad based chest drops horrendous game whole member ship scheme y'all adopted pitiful happened buying 2 bucks,Negative,-0.1,0.4
+Bowmasters,I really like game fun play crashes often. Also I get passed second opponent tournament mode screen goes black I can't continue.,Negative,-0.013333333333333336,0.24666666666666667
+Bowmasters,"Just Awesome bloody fun! Think Mortal Kombat bright, cheery vivid background. It's mask endless blood, gore violence displayed delightful, much comical way.",Positive,0.38611111111111107,0.8222222222222223
+Bowmasters,Great game pass time with. Almost reminds angry birds,Negative,-0.033333333333333326,0.7166666666666667
+Bowmasters,It really good lots fun addictive I would say way earn chests battles watching videos bit annoying. Overall good game though.,Positive,0.07142857142857141,0.5142857142857143
+Bowmasters,Its pretty addicting please fix guy CD broken. He deals much damage,Positive,0.016666666666666663,0.5333333333333333
+Bowmasters,This magical game children play. If like wonderful game need grow,Positive,0.17500000000000002,0.7
+Bowmasters,Little reason keep playing. Only way earn coins playing AI? No reason play another human player. It makes sense. Could've good game.,Positive,0.022499999999999985,0.52
+Bowmasters,Its fun short round pvp ridiculously gruesome kill scenes done cartoon fashion. Nothing negative say; I look forward unlocking characters.,Negative,-0.24,0.45999999999999996
+Bowmasters,HORIBAL game horrible fact go bow arrow people I don't really like Other people like I,Negative,-0.33125,0.49374999999999997
+Bowmasters,I love playing game glitching needs stop! I can't play three games back back glitches erases last fight I repeat it.. Fix please!,Neutral,0.0,0.21333333333333332
+Bowmasters,"Really like game far. Great gameplay lots fun. Edit: I took away star constant asking rate even I've already rated taking away chances chests. Just seems excessive. It's good game, people need badgered rating.",Positive,0.11666666666666664,0.5425925925925927
+Bowmasters,"Easy play round two minutes. Characters hilarious many choose from. I find lot rounds I'm using similar power angle much variation. Still fun. As far longevity, I playing long term I lose interest fairly easily there's point continue playing game play over.",Positive,0.16515151515151516,0.5606060606060607
+Bowmasters,"I would give game stars many problems. Lag everywhere game ads make worse. I mind watching game, awful. It makes gameplay unplayable unenjoyable. Please fix problems.",Negative,-0.35714285714285715,0.5714285714285714
+Bowmasters,"It's ok, making us pay per week ads absurd edit: Game freezing messing up, can't find get back daily claim watch ads get chest even winning fight. I took 1 start away issues.",Positive,0.016666666666666663,0.44166666666666665
+Bowmasters,"Should vary videos required watch, least give option never seeing certain videos again. Not gonna buy makeup, I keep watching Maybelline commercials? Overall, good game",Positive,0.04285714285714284,0.3942857142857143
+Bowmasters,The main problem ads. Their many ads I like niether care about. And I going pay ad removal cuz work. Get rid ads greedy devs,Positive,0.3333333333333333,0.41666666666666663
+Bowmasters,Its pretty ok. The thing pisses characters need win chest roulette,Positive,0.5166666666666667,0.6333333333333333
+Bowmasters,I think game awesome! You get characters coins. And also go computer. The downside sometimes freezes close app. But IT IS AWESOME!!!,Positive,0.5333333333333333,0.7999999999999999
+Bowmasters,The game entertaining game randomly send ad page virus. I'd appreciate maybe used ads viruses. Also randomly stops working,Negative,-0.26,0.5
+Bowmasters,"Cool game! And really fun play. Edit: hey Miniclip, game fun But problem. The game lagging On device. And hard win Characters. I need easyer way get them. Plus Can u fix lagging? Thank you!",Positive,0.044791666666666646,0.3989583333333333
+Bowmasters,"Gameplay graphics entertaining, game loaded video ads. The ""no ads"" purchase affect video ads, misleading. Has potential ruined scumbag business practices.",Positive,0.033333333333333326,0.7000000000000001
+Bowmasters,So many adds screen watch chest x2 second chance. Way much face 7.99 week membership really. P.s I stupid paid google reviewer,Positive,0.019999999999999997,0.38
+Bowmasters,I hit opposing player way headshots yet AI player wins two headshots?! Can say rip off. Smh,Positive,0.375,0.2
+Bowmasters,This game great even 5 year old brother plays game. What I like game sometimes freezes reason also freezes let shoot people. You also get mostly everything cheat roulette I like hard get chest roulette I always get coins. I like coins I get characters!!,Negative,-0.03653273809523811,0.45595238095238094
+Bowmasters,"I rate 4 stars ads chests really annoying I'm playing in-game, ad pops every 10 seconds It always 35 seconds long always something useless like asking I need new phone house. I can't skip ads either skip button. Moving chests, always give 500 coins rarely characters. Please fix please.",Negative,-0.18272727272727277,0.5709090909090909
+Bowmasters,"It uses Target advertising let hit "" thank you"" trying force agree sharing information. SCAM FOR YOUR INFO.",Neutral,0.0,0.0
+Bowmasters,"Ui needs work. Hero select frustrating. Too many things happen way player wouldnt expect, I want deal",Positive,0.04999999999999999,0.7
+Bowmasters,"The game nice, good gameplay, easy learn fun. But many ads pop ups make annoying. Too much freemium content ruin experience.",Positive,0.19166666666666665,0.5791666666666667
+Bowmasters,I got I really like it! Too much blood too! And ridicules! Sorry I prefer roblox!,Negative,-0.020833333333333332,0.4666666666666666
+Bowmasters,"I legit watched ad revive tournament, still lost? What ad then? Oh I online multiplayer, whenever someone dead, turn still happens I hit nothing happens, never die I never win. It's happened 3 times now.",Negative,-0.30000000000000004,0.4
+Bowmasters,"I like game alot. It's fun competitive. I local online multiplayer different game modes. Huge selection characters choose well. The downside order work really well put phone device airplane mode shuts WiFi data. The game seem operate well internet access. I can't tell device actual game I found method make game run smoothly. The bug game seems massive amounts lag. It slows response time max annoying. I can't tell I keep delete it, that's makes interesting game.",Negative,-0.10588235294117648,0.4529411764705883
+Bowmasters,"This game funny entertaining. Good game play easy figure out. Not overly difficult, challenges. Lots ads. Has crashing frequently today.",Positive,0.08541666666666663,0.6541666666666667
+Bowmasters,"Great time killer, alot characters choose several game modes keep busy. Overall fun Abit tedious. If I mention negative would sometimes health bar would show empty character still extra turn.",Negative,-0.009999999999999995,0.365
+Bowmasters,"Well game fun dumn fricken ads pop every minute. Its annoying, fix please",Negative,-0.30000000000000004,0.5
+Bowmasters,Great game. Can't always connect server adverts play get rewards works every bad!,Negative,-0.15833333333333324,0.6055555555555555
+Bowmasters,IF U LIKE WATCHING ADS THIS IS AD HEAVEN. IF UT A GAMER WHO DOESN'T PURCHASE BE PREPARED TO WATCH HUNDREDS OF ADS,Neutral,0.0,0.0
+Bowmasters,Its great but.... Can u change person hit doesnt bleed... Or else... Cuz it. A bit inappropriate... Tq.. ☺,Positive,0.8,0.75
+Bowmasters,Loved game. Hated would freeze everytime I refused targeted ads. Disappointed. Was really enjoying much,Negative,-0.10833333333333335,0.5750000000000001
+Bowmasters,Super fun GREAT time waster. Somehow actually educational u figure right degrees angles reach person across you.,Positive,0.39380952380952383,0.48047619047619045
+Bowmasters,Ad based chest drops horrendous game whole member ship scheme y'all adopted pitiful happened buying 2 bucks,Negative,-0.1,0.4
+Bowmasters,I really like game fun play crashes often. Also I get passed second opponent tournament mode screen goes black I can't continue.,Negative,-0.013333333333333336,0.24666666666666667
+Bowmasters,"Just Awesome bloody fun! Think Mortal Kombat bright, cheery vivid background. It's mask endless blood, gore violence displayed delightful, much comical way.",Positive,0.38611111111111107,0.8222222222222223
+Bowmasters,Great game pass time with. Almost reminds angry birds,Negative,-0.033333333333333326,0.7166666666666667
+Bowmasters,It really good lots fun addictive I would say way earn chests battles watching videos bit annoying. Overall good game though.,Positive,0.07142857142857141,0.5142857142857143
+Bowmasters,Its pretty addicting please fix guy CD broken. He deals much damage,Positive,0.016666666666666663,0.5333333333333333
+Bowmasters,This magical game children play. If like wonderful game need grow,Positive,0.17500000000000002,0.7
+Bowmasters,Little reason keep playing. Only way earn coins playing AI? No reason play another human player. It makes sense. Could've good game.,Positive,0.022499999999999985,0.52
+Bowmasters,Its fun short round pvp ridiculously gruesome kill scenes done cartoon fashion. Nothing negative say; I look forward unlocking characters.,Negative,-0.24,0.45999999999999996
+Bowmasters,HORIBAL game horrible fact go bow arrow people I don't really like Other people like I,Negative,-0.33125,0.49374999999999997
+Bowmasters,I love playing game glitching needs stop! I can't play three games back back glitches erases last fight I repeat it.. Fix please!,Neutral,0.0,0.21333333333333332
+Bowmasters,"Really like game far. Great gameplay lots fun. Edit: I took away star constant asking rate even I've already rated taking away chances chests. Just seems excessive. It's good game, people need badgered rating.",Positive,0.11666666666666664,0.5425925925925927
+Bowmasters,"Easy play round two minutes. Characters hilarious many choose from. I find lot rounds I'm using similar power angle much variation. Still fun. As far longevity, I playing long term I lose interest fairly easily th... Full Review",Positive,0.23333333333333336,0.5742424242424242
+Bowmasters,"I would give game stars many problems. Lag everywhere game ads make worse. I mind watching game, awful. It makes gameplay unplayable unenjoyable. Please fix problems.",Negative,-0.35714285714285715,0.5714285714285714
+Bowmasters,"It's ok, making us pay per week ads absurd edit: Game freezing messing up, can't find get back daily claim watch ads get chest even winning fight. I took 1 start away issues.",Positive,0.016666666666666663,0.44166666666666665
+Bowmasters,"Should vary videos required watch, least give option never seeing certain videos again. Not gonna buy makeup, I keep watching Maybelline commercials? Overall, good game",Positive,0.04285714285714284,0.3942857142857143
+Bowmasters,The main problem ads. Their many ads I like niether care about. And I going pay ad removal cuz work. Get rid ads greedy devs,Positive,0.3333333333333333,0.41666666666666663
+Bowmasters,Its pretty ok. The thing pisses characters need win chest roulette,Positive,0.5166666666666667,0.6333333333333333
+Bowmasters,I think game awesome! You get characters coins. And also go computer. The downside sometimes freezes close app. But IT IS AWESOME!!!,Positive,0.5333333333333333,0.7999999999999999
+Bowmasters,The game entertaining game randomly send ad page virus. I'd appreciate maybe used ads viruses. Also randomly stops working,Negative,-0.26,0.5
+Bowmasters,"Cool game! And really fun play. Edit: hey Miniclip, game fun But problem. The game lagging On device. And hard win Characters. I need easyer way get them. Plus Can u fix lagging? Thank you!",Positive,0.044791666666666646,0.3989583333333333
+Bowmasters,"Gameplay graphics entertaining, game loaded video ads. The ""no ads"" purchase affect video ads, misleading. Has potential ruined scumbag business practices.",Positive,0.033333333333333326,0.7000000000000001
+Bowmasters,So many adds screen watch chest x2 second chance. Way much face 7.99 week membership really. P.s I stupid paid google reviewer,Positive,0.019999999999999997,0.38
+Bowmasters,I hit opposing player way headshots yet AI player wins two headshots?! Can say rip off. Smh,Positive,0.375,0.2
+Bowmasters,This game great even 5 year old brother plays game. What I like game sometimes freezes reason also freezes let shoot people. You also get mostly everything cheat roulette I like hard get chest roulette I always get coins. I like coins I get characters!!,Negative,-0.03653273809523811,0.45595238095238094
+Bowmasters,"I rate 4 stars ads chests really annoying I'm playing in-game, ad pops every 10 seconds It always 35 seconds long always something useless like asking I need new phone house. I can't skip ads either skip button. Moving chests, always give 500 coins rarely characters. Please fix please.",Negative,-0.18272727272727277,0.5709090909090909
+Bowmasters,"It uses Target advertising let hit "" thank you"" trying force agree sharing information. SCAM FOR YOUR INFO.",Neutral,0.0,0.0
+Bowmasters,"Ui needs work. Hero select frustrating. Too many things happen way player wouldnt expect, I want deal",Positive,0.04999999999999999,0.7
+Bowmasters,"The game nice, good gameplay, easy learn fun. But many ads pop ups make annoying. Too much freemium content ruin experience.",Positive,0.19166666666666665,0.5791666666666667
+Bowmasters,I got I really like it! Too much blood too! And ridicules! Sorry I prefer roblox!,Negative,-0.020833333333333332,0.4666666666666666
+Bowmasters,"I legit watched ad revive tournament, still lost? What ad then? Oh I online multiplayer, whenever someone dead, turn still happens I hit nothing happens, never die I never win. It's happened 3 times now.",Negative,-0.30000000000000004,0.4
+Bowmasters,"I like game alot. It's fun competitive. I local online multiplayer different game modes. Huge selection characters choose well. The downside order work really well put phone device airplane mode shuts WiFi data. The game seem operate well internet access. I can't tell device actual game I found method make game run smoothly. The bug game seems massive amounts lag. It slows response time max annoying. I can't tell I keep delete it, that's makes interesting game.",Negative,-0.10588235294117648,0.4529411764705883
+Bowmasters,"This game funny entertaining. Good game play easy figure out. Not overly difficult, challenges. Lots ads. Has crashing frequently today.",Positive,0.08541666666666663,0.6541666666666667
+Bowmasters,"Its nice! But theres problem, wont open second time opened it.",Positive,0.25,0.5
+Bowmasters,"Great time killer, alot characters choose several game modes keep busy. Overall fun Abit tedious. If I mention negative would sometimes health bar would show empty character still extra turn.",Negative,-0.009999999999999995,0.365
+Bowmasters,"Well game fun dumn fricken ads pop every minute. Its annoying, fix please",Negative,-0.30000000000000004,0.5
+Bowmasters,I love bowmasters new upgrades charters like neko mike Terrance Ice Lord Samsung phones iPhones I iPhone Samsung galaxy please Samsung galaxy I lot gems thankyou please new upgrades Samsung bye,Positive,0.25757575757575757,0.503030303030303
+Bowmasters,Great game. Can't always connect server adverts play get rewards works every bad!,Negative,-0.15833333333333324,0.6055555555555555
+Bowmasters,IF U LIKE WATCHING ADS THIS IS AD HEAVEN. IF UT A GAMER WHO DOESN'T PURCHASE BE PREPARED TO WATCH HUNDREDS OF ADS,Neutral,0.0,0.0
+Bowmasters,Its great but.... Can u change person hit doesnt bleed... Or else... Cuz it. A bit inappropriate... Tq.. ☺,Positive,0.8,0.75
+Bowmasters,Loved game. Hated would freeze everytime I refused targeted ads. Disappointed. Was really enjoying much,Negative,-0.10833333333333335,0.5750000000000001
+Bowmasters,Super fun GREAT time waster. Somehow actually educational u figure right degrees angles reach person across you.,Positive,0.39380952380952383,0.48047619047619045
+Bowmasters,Ad based chest drops horrendous game whole member ship scheme y'all adopted pitiful happened buying 2 bucks,Negative,-0.1,0.4
+Bowmasters,I really like game fun play crashes often. Also I get passed second opponent tournament mode screen goes black I can't continue.,Negative,-0.013333333333333336,0.24666666666666667
+Bowmasters,"Just Awesome bloody fun! Think Mortal Kombat bright, cheery vivid background. It's mask endless blood, gore violence displayed delightful, much comical way.",Positive,0.38611111111111107,0.8222222222222223
+Bowmasters,Great game pass time with. Almost reminds angry birds,Negative,-0.033333333333333326,0.7166666666666667
+Bowmasters,It really good lots fun addictive I would say way earn chests battles watching videos bit annoying. Overall good game though.,Positive,0.07142857142857141,0.5142857142857143
+Bowmasters,Its pretty addicting please fix guy CD broken. He deals much damage,Positive,0.016666666666666663,0.5333333333333333
+Bowmasters,This magical game children play. If like wonderful game need grow,Positive,0.17500000000000002,0.7
+Bowmasters,Little reason keep playing. Only way earn coins playing AI? No reason play another human player. It makes sense. Could've good game.,Positive,0.022499999999999985,0.52
+Bowmasters,Its fun short round pvp ridiculously gruesome kill scenes done cartoon fashion. Nothing negative say; I look forward unlocking characters.,Negative,-0.24,0.45999999999999996
+Bowmasters,I love playing game glitching needs stop! I can't play three games back back glitches erases last fight I repeat it.. Fix please!,Neutral,0.0,0.21333333333333332
+Bowmasters,I like game much I play many ads would better pay new people,Positive,0.18727272727272729,0.41090909090909095
+Bowmasters,like game add loading screen mode zombies melee using body parts bitten,Negative,-0.4,0.4
+Bowmasters,It's great time killer. It really help boredom contains blood,Positive,0.5,0.475
+Bowmasters,"Really Angry moment, I PAID add free version game came I loved it, IM HAVING TO WATCH ADDS!!!! essentially paid something updated I'm longer getting I paid for. My advice play free never pay anything change ask pay more, I feel absolutely scammed.",Positive,0.19999999999999998,0.6875
+Bowmasters,The games bad. It fun time consuming. My problem half characters require diamond membership.,Negative,-0.18888888888888886,0.3444444444444445
+Bowmasters,"Hey Development Team! How hit somebody 74 meters away?? Oh, that's right, YOU CAN'T! Why computer character hit I can't go past 45 degrees hit anything past 60 meters? 44 degrees 46 degrees. Same 43 47 degrees 42 48 degrees.",Negative,-0.035714285714285726,0.2901785714285714
+Bowmasters,Rich guy I like rich dude cuz he's free pick need tap throw money dancers,Positive,0.3833333333333333,0.7666666666666666
+Bowmasters,This brutal bloody game... 10/10 IGN BEST GAME EVEA,Negative,-0.29500000000000004,0.5999999999999999
+Bowmasters,Some characters I pay able buy coins legendary packs buy get characters able purchase,Positive,0.6666666666666666,0.75
+Bowmasters,"Super fun addictive. Didn't really think would fun game, I saw suggested section I tried surprised quality.",Positive,0.11904761904761904,0.4952380952380952
+Bowmasters,Rated still can't get chests. And freezes askes personalized ad experience,Neutral,0.0,0.0
+Bowmasters,nan,nan,nan,nan
+Bowmasters,"Fun game. Throw stuff across screen opponent, kill shots, blood, fatalities, good comical graphics. Amongst funnest games Google Play",Positive,0.27499999999999997,0.55
+Bowmasters,nan,nan,nan,nan
+Bowmasters,"The game stacks odds I tournament lost 60 meter gap us, AI able wipe right me. Well I threw 100 power weapon would always fall meters short, matter angle I had. Also game bombarded u ad's I exit match, get ad, fail die get ad. Also u ads get second chance, AI gives let's u win. Twice I win game also purposely lag made restart match, time enemy behind wall I open ditch totally unfair.I used play game first came friend stopped I remember why, ads much gameplay got stale, fun game gets boring developers relie ad revenue much ruined game. Overall good game way many flaws.",Negative,-0.025549450549450563,0.4170787545787546
+Bowmasters,"Blown away. For free game, best market. I would give 6 stars I could. Download this. You regret it.",Positive,0.3333333333333333,0.5000000000000001
+Bowmasters,nan,nan,nan,nan
+Bowmasters,I love bowmaster shows accuracy kind thing. It favourite game absolutely amazing looks rubbish actually really good quality.,Positive,0.4,0.6799999999999999
+Bowmasters,It's best game I ever played I rate 5 stars add new characters upgrades would better.,Positive,0.3090909090909091,0.41363636363636364
+Bowmasters,"Like blood, wish could zoom see fighting space",Neutral,0.0,0.0
+Bowmasters,The game fun. But advert every battle constant intrusions start game bit much.,Negative,-0.06,0.3066666666666667
+Bowmasters,Quite fun. Can get bit boring,Negative,-0.35,0.6
+Bowmasters,"This amazing, fun yet requires skill. Any time I play game, I laugh loud.",Positive,0.18,0.4800000000000001
+Bowmasters,I think good game bloody fun like call duty I 1 suggestion could add Weapons skins?,Negative,-0.05000000000000003,0.525
+Bowmasters,It good game I really enjoy much characters diamond membership ( in_game purchase) I think put characters purchased in_game currency,Positive,0.22499999999999998,0.425
+Bowmasters,"Fun game, ads invasive forced. I installed frozen twice add confirmations.",Negative,-0.13333333333333336,0.26666666666666666
+Bowmasters,"This game amazing creative. Just suggestion, watch ad open chest",Positive,0.17500000000000002,0.7
+Bowmasters,Awesome game! Videos make game freeze sometimes. Have exit play game restart game,Negative,-0.14,0.5199999999999999
+Bowmasters,Perfect game.. A Biiittt violent bloody though.,Negative,-0.25,0.825
+Bowmasters,Why cant I play 1v1 friend start. Defeats games purpose turn base lol,Neutral,0.0,0.85
+Bowmasters,"Great game waiting bus,train, doctors appointment anything. With different characters there's target reach getting",Positive,0.13333333333333333,0.5833333333333334
+Bowmasters,HORIBAL game horrible fact go bow arrow people I don't really like Other people like I,Negative,-0.33125,0.49374999999999997
+Bowmasters,A fun time killer! One problems imo optimization older models fine.,Positive,0.3194444444444444,0.3444444444444444
+Bowmasters,THIS SUCKS HORRIBLE CONTROLS AND THE GRAPHICS SUCK I CAN'T EVEN AIM THIS IS A TERRIBLE GAME,Negative,-0.6749999999999999,0.6749999999999999
+Bowmasters,"Like gameplay. The attempts make people spend money feel really aggressive, honestly keep reading five.",Positive,0.4,0.55
+Bowmasters,I LOVE THIS GAME IT'S AN AMAZING GAME PLEASE INCLUDE A HOME PLACE AND DEFENCE ITEMS WITH UPGRADING.. INCLUDE MULTIPLE PLAYERS PLAYING IN SERVER IN EACH ONLINE GAME ... ## PLEASE INCLUDE ## 1) LEVEL 2) MULTIPLE ONLINE 3) DIFFERENT STAGE WITH RESPECT TO PLAYERS CALTURE 4) UPGRADING THE PLAYERS 5) WEAPON BUYING AND UPGRADING 6) ONLINE EVENT LIKE - COMPETITION - REWARD - COMPETITION ENTRY MUST FOR SELECTED LEVEL OF PLAYERS,Negative,-0.012499999999999997,0.4125
+Bowmasters,"awesome game, I love it, slight problem u pay loads characters also multiplayer bit laggy. However, I highly recommend it.",Positive,0.2186666666666667,0.5413333333333333
+Bowmasters,TO MANY ADS!!!!! THIS GAME HAS TO MANY ADS EVERY TIME YOU PLAY COMPUTER ADS COME UP IM SICK OF THE ADS,Positive,0.09642857142857145,0.5642857142857143
+Bowmasters,I know I said lot sure lot times someone tell legendary upgrades,Positive,0.75,0.9444444444444444
+Bowmasters,"Crashes every often I've playing awhile, fun game. Love Mortal Kombat vibes too.",Positive,0.13333333333333333,0.4000000000000001
+Bowmasters,Really great game... content requires purchases costly subscription,Positive,0.2,0.575
+Bowmasters,"Great fighting game. Like Mortal Kombat game, animated fight ranged weapons.",Neutral,0.0,0.5166666666666666
+Bowmasters,"ADS everywhere! Before match, claiming chests, screen, doubling amount rewards. Online PvP horrible matchmaking system. I've paired enemy & I'd staring character since attacked 2 minutes. Might well fight AI since matches what's point PvP game.",Negative,-0.7,0.7
+Bowmasters,Screen freezes sometimes slows making accuracy difficult game good. Wish options initially free characters,Positive,0.04999999999999999,0.7
+Bowmasters,It great game laggy. That's problem.,Positive,0.2,0.575
+Bowmasters,Pretty good game Loved it!Great time killer I'm road trip friends.Good graphics too.,Positive,0.3125,0.7
+Bowmasters,Love every thing I want chest I rate work giveme chests,Positive,0.5,0.6
+Bowmasters,"Game decent, making write review early rewards, perhaps I'll update I give true opinion. Update: The amount IAPs games astounding. Would much preffered time purchase, ads anything.",Positive,0.16944444444444443,0.5361111111111111
+Bowmasters,I hate game watched video tournament get second chance never give second chance,Negative,-0.30000000000000004,0.325
+Bowmasters,It's boring g lol would u make diamond member ship stupid,Negative,-0.3333333333333333,0.9
+Bowmasters,Offers chests watch ads. You watch game crashes chest.,Negative,-0.15000000000000002,0.2
+Bowmasters,"Thanks I messages end week I help way help Kdosid$8(37_ud83(_8""838_8""iziwixiiaiiwisosidixkskd I go store get rest feel better soon",Positive,0.35,0.35
+Bowmasters,Fun time consumer... Gets old little quick always good entertainment u need quick time filler,Positive,0.26319444444444445,0.4166666666666667
+Bowmasters,"Good characters, modes, variety. Worth bucks get ads away. I wish I could bought full version though",Positive,0.45,0.4166666666666667
+Bowmasters,"Good game. I galaxy note 3 everytime I finish game leaves it, saying game stopped",Negative,-0.12500000000000003,0.44999999999999996
+Bowmasters,nan,nan,nan,nan
+Bowmasters,"It's annoying every time win game, watch game win chest.",Neutral,0.0,0.5
+Bowmasters,"I really enjoy game! I used play time back first came out, sucks lot stuff behind pay wall I still think game fun hell!",Negative,-0.07187500000000001,0.3541666666666667
+Bowmasters,To many videos pop match. But bad game passing time..,Negative,-0.19999999999999996,0.5222222222222221
+Bowmasters,"Really like game far. Great gameplay lots fun. Edit: I took away star constant asking rate even I've already rated taking away chances chests. Just seems excessive. It's good game, people need badgered rating.",Positive,0.11666666666666664,0.5425925925925927
+Bowmasters,"Easy play round two minutes. Characters hilarious many choose from. I find lot rounds I'm using similar power angle much variation. Still fun. As far longevity, I playing long term I lose interest fairly easily th... Full Review",Positive,0.23333333333333336,0.5742424242424242
+Bowmasters,"I would give game stars many problems. Lag everywhere game ads make worse. I mind watching game, awful. It makes gameplay unplayable unenjoyable. Please fix problems.",Negative,-0.35714285714285715,0.5714285714285714
+Bowmasters,"It's ok, making us pay per week ads absurd edit: Game freezing messing up, can't find get back daily claim watch ads get chest even winning fight. I took 1 start away issues.",Positive,0.016666666666666663,0.44166666666666665
+Bowmasters,"Should vary videos required watch, least give option never seeing certain videos again. Not gonna buy makeup, I keep watching Maybelline commercials? Overall, good game",Positive,0.04285714285714284,0.3942857142857143
+Bowmasters,The main problem ads. Their many ads I like niether care about. And I going pay ad removal cuz work. Get rid ads greedy devs,Positive,0.3333333333333333,0.41666666666666663
+Bowmasters,Its pretty ok. The thing pisses characters need win chest roulette,Positive,0.5166666666666667,0.6333333333333333
+Bowmasters,I think game awesome! You get characters coins. And also go computer. The downside sometimes freezes close app. But IT IS AWESOME!!!,Positive,0.5333333333333333,0.7999999999999999
+Bowmasters,The game entertaining game randomly send ad page virus. I'd appreciate maybe used ads viruses. Also randomly stops working,Negative,-0.26,0.5
+Bowmasters,"Cool game! And really fun play. Edit: hey Miniclip, game fun But problem. The game lagging On device. And hard win Characters. I need easyer way get them. Plus Can u fix lagging? Thank you!",Positive,0.044791666666666646,0.3989583333333333
+Bowmasters,"Gameplay graphics entertaining, game loaded video ads. The ""no ads"" purchase affect video ads, misleading. Has potential ruined scumbag business practices.",Positive,0.033333333333333326,0.7000000000000001
+Bowmasters,So many adds screen watch chest x2 second chance. Way much face 7.99 week membership really. P.s I stupid paid google reviewer,Positive,0.019999999999999997,0.38
+Bowmasters,I hit opposing player way headshots yet AI player wins two headshots?! Can say rip off. Smh,Positive,0.375,0.2
+Bowmasters,This game great even 5 year old brother plays game. What I like game sometimes freezes reason also freezes let shoot people. You also get mostly everything cheat roulette I like hard get chest roulette I always get coins. I like coins I get characters!!,Negative,-0.03653273809523811,0.45595238095238094
+Bowmasters,"I rate 4 stars ads chests really annoying I'm playing in-game, ad pops every 10 seconds It always 35 seconds long always something useless like asking I need new phone house. I can't skip ads either skip button. Moving chests, always give 500 coins rarely characters. Please fix please.",Negative,-0.18272727272727277,0.5709090909090909
+Bowmasters,"It uses Target advertising let hit "" thank you"" trying force agree sharing information. SCAM FOR YOUR INFO.",Neutral,0.0,0.0
+Bowmasters,"Ui needs work. Hero select frustrating. Too many things happen way player wouldnt expect, I want deal",Positive,0.04999999999999999,0.7
+Bowmasters,"The game nice, good gameplay, easy learn fun. But many ads pop ups make annoying. Too much freemium content ruin experience.",Positive,0.19166666666666665,0.5791666666666667
+Bowmasters,I got I really like it! Too much blood too! And ridicules! Sorry I prefer roblox!,Negative,-0.020833333333333332,0.4666666666666666
+Bowmasters,"I legit watched ad revive tournament, still lost? What ad then? Oh I online multiplayer, whenever someone dead, turn still happens I hit nothing happens, never die I never win. It's happened 3 times now.",Negative,-0.30000000000000004,0.4
+Bowmasters,"I like game alot. It's fun competitive. I local online multiplayer different game modes. Huge selection characters choose well. The downside order work really well put phone device airplane mode shuts WiFi data. The game seem operate well internet access. I can't tell device actual game I found method make game run smoothly. The bug game seems massive amounts lag. It slows response time max annoying. I can't tell I keep delete it, that's makes interesting game.",Negative,-0.10588235294117648,0.4529411764705883
+Bowmasters,"This game funny entertaining. Good game play easy figure out. Not overly difficult, challenges. Lots ads. Has crashing frequently today.",Positive,0.08541666666666663,0.6541666666666667
+Bowmasters,"Its nice! But theres problem, wont open second time opened it.",Positive,0.25,0.5
+Bowmasters,"Great time killer, alot characters choose several game modes keep busy. Overall fun Abit tedious. If I mention negative would sometimes health bar would show empty character still extra turn.",Negative,-0.009999999999999995,0.365
+Bowmasters,"Well game fun dumn fricken ads pop every minute. Its annoying, fix please",Negative,-0.30000000000000004,0.5
+Bowmasters,I love bowmasters new upgrades charters like neko mike Terrance Ice Lord Samsung phones iPhones I iPhone Samsung galaxy please Samsung galaxy I lot gems thankyou please new upgrades Samsung bye,Positive,0.25757575757575757,0.503030303030303
+Bowmasters,Great game. Can't always connect server adverts play get rewards works every bad!,Negative,-0.15833333333333324,0.6055555555555555
+Bowmasters,IF U LIKE WATCHING ADS THIS IS AD HEAVEN. IF UT A GAMER WHO DOESN'T PURCHASE BE PREPARED TO WATCH HUNDREDS OF ADS,Neutral,0.0,0.0
+Bowmasters,Its great but.... Can u change person hit doesnt bleed... Or else... Cuz it. A bit inappropriate... Tq.. ☺,Positive,0.8,0.75
+Bowmasters,Loved game. Hated would freeze everytime I refused targeted ads. Disappointed. Was really enjoying much,Negative,-0.10833333333333335,0.5750000000000001
+Bowmasters,Super fun GREAT time waster. Somehow actually educational u figure right degrees angles reach person across you.,Positive,0.39380952380952383,0.48047619047619045
+Bowmasters,Ad based chest drops horrendous game whole member ship scheme y'all adopted pitiful happened buying 2 bucks,Negative,-0.1,0.4
+Bowmasters,I really like game fun play crashes often. Also I get passed second opponent tournament mode screen goes black I can't continue.,Negative,-0.013333333333333336,0.24666666666666667
+Bowmasters,"Just Awesome bloody fun! Think Mortal Kombat bright, cheery vivid background. It's mask endless blood, gore violence displayed delightful, much comical way.",Positive,0.38611111111111107,0.8222222222222223
+Bowmasters,Great game pass time with. Almost reminds angry birds,Negative,-0.033333333333333326,0.7166666666666667
+Bowmasters,It really good lots fun addictive I would say way earn chests battles watching videos bit annoying. Overall good game though.,Positive,0.07142857142857141,0.5142857142857143
+Bowmasters,Its pretty addicting please fix guy CD broken. He deals much damage,Positive,0.016666666666666663,0.5333333333333333
+Bowmasters,This magical game children play. If like wonderful game need grow,Positive,0.17500000000000002,0.7
+Bowmasters,Little reason keep playing. Only way earn coins playing AI? No reason play another human player. It makes sense. Could've good game.,Positive,0.022499999999999985,0.52
+Bowmasters,Its fun short round pvp ridiculously gruesome kill scenes done cartoon fashion. Nothing negative say; I look forward unlocking characters.,Negative,-0.24,0.45999999999999996
+Bowmasters,I love playing game glitching needs stop! I can't play three games back back glitches erases last fight I repeat it.. Fix please!,Neutral,0.0,0.21333333333333332
+Bowmasters,I like game much I play many ads would better pay new people,Positive,0.18727272727272729,0.41090909090909095
+Bowmasters,like game add loading screen mode zombies melee using body parts bitten,Negative,-0.4,0.4
+Bowmasters,It's great time killer. It really help boredom contains blood,Positive,0.5,0.475
+Bowmasters,"Really Angry moment, I PAID add free version game came I loved it, IM HAVING TO WATCH ADDS!!!! essentially paid something updated I'm longer getting I paid for. My advice play free never pay anything change ask pay more, I feel absolutely scammed.",Positive,0.19999999999999998,0.6875
+Bowmasters,The games bad. It fun time consuming. My problem half characters require diamond membership.,Negative,-0.18888888888888886,0.3444444444444445
+Bowmasters,"Hey Development Team! How hit somebody 74 meters away?? Oh, that's right, YOU CAN'T! Why computer character hit I can't go past 45 degrees hit anything past 60 meters? 44 degrees 46 degrees. Same 43 47 degrees 42 48 degrees.",Negative,-0.035714285714285726,0.2901785714285714
+Bowmasters,Rich guy I like rich dude cuz he's free pick need tap throw money dancers,Positive,0.3833333333333333,0.7666666666666666
+Bowmasters,This brutal bloody game... 10/10 IGN BEST GAME EVEA,Negative,-0.29500000000000004,0.5999999999999999
+Bowmasters,Some characters I pay able buy coins legendary packs buy get characters able purchase,Positive,0.6666666666666666,0.75
+Bowmasters,"Super fun addictive. Didn't really think would fun game, I saw suggested section I tried surprised quality.",Positive,0.11904761904761904,0.4952380952380952
+Bowmasters,Rated still can't get chests. And freezes askes personalized ad experience,Neutral,0.0,0.0
+Bowmasters,nan,nan,nan,nan
+Bowmasters,"Fun game. Throw stuff across screen opponent, kill shots, blood, fatalities, good comical graphics. Amongst funnest games Google Play",Positive,0.27499999999999997,0.55
+Bowmasters,nan,nan,nan,nan
+Bowmasters,"The game stacks odds I tournament lost 60 meter gap us, AI able wipe right me. Well I threw 100 power weapon would always fall meters short, matter angle I had. Also game bombarded u ad's I exit match, get ad, fail die get ad. Also u ads get second chance, AI gives let's u win. Twice I win game also purposely lag made restart match, time enemy behind wall I open ditch totally unfair.I used play game first came friend stopped I remember why, ads much gameplay got stale, fun game gets boring developers relie ad revenue much ruined game. Overall good game way many flaws.",Negative,-0.025549450549450563,0.4170787545787546
+Bowmasters,"Blown away. For free game, best market. I would give 6 stars I could. Download this. You regret it.",Positive,0.3333333333333333,0.5000000000000001
+Bowmasters,nan,nan,nan,nan
+Bowmasters,I love bowmaster shows accuracy kind thing. It favourite game absolutely amazing looks rubbish actually really good quality.,Positive,0.4,0.6799999999999999
+Bowmasters,It's best game I ever played I rate 5 stars add new characters upgrades would better.,Positive,0.3090909090909091,0.41363636363636364
+Bowmasters,"Like blood, wish could zoom see fighting space",Neutral,0.0,0.0
+Bowmasters,The game fun. But advert every battle constant intrusions start game bit much.,Negative,-0.06,0.3066666666666667
+Bowmasters,Quite fun. Can get bit boring,Negative,-0.35,0.6
+Bowmasters,"This amazing, fun yet requires skill. Any time I play game, I laugh loud.",Positive,0.18,0.4800000000000001
+Bowmasters,I think good game bloody fun like call duty I 1 suggestion could add Weapons skins?,Negative,-0.05000000000000003,0.525
+Bowmasters,It good game I really enjoy much characters diamond membership ( in_game purchase) I think put characters purchased in_game currency,Positive,0.22499999999999998,0.425
+Bowmasters,"Fun game, ads invasive forced. I installed frozen twice add confirmations.",Negative,-0.13333333333333336,0.26666666666666666
+Bowmasters,"This game amazing creative. Just suggestion, watch ad open chest",Positive,0.17500000000000002,0.7
+Bowmasters,Awesome game! Videos make game freeze sometimes. Have exit play game restart game,Negative,-0.14,0.5199999999999999
+Bowmasters,Perfect game.. A Biiittt violent bloody though.,Negative,-0.25,0.825
+Bowmasters,Why cant I play 1v1 friend start. Defeats games purpose turn base lol,Neutral,0.0,0.85
+Bowmasters,"Great game waiting bus,train, doctors appointment anything. With different characters there's target reach getting",Positive,0.13333333333333333,0.5833333333333334
+Bowmasters,HORIBAL game horrible fact go bow arrow people I don't really like Other people like I,Negative,-0.33125,0.49374999999999997
+Bowmasters,A fun time killer! One problems imo optimization older models fine.,Positive,0.3194444444444444,0.3444444444444444
+Bowmasters,THIS SUCKS HORRIBLE CONTROLS AND THE GRAPHICS SUCK I CAN'T EVEN AIM THIS IS A TERRIBLE GAME,Negative,-0.6749999999999999,0.6749999999999999
+Bowmasters,"Like gameplay. The attempts make people spend money feel really aggressive, honestly keep reading five.",Positive,0.4,0.55
+Bowmasters,I LOVE THIS GAME IT'S AN AMAZING GAME PLEASE INCLUDE A HOME PLACE AND DEFENCE ITEMS WITH UPGRADING.. INCLUDE MULTIPLE PLAYERS PLAYING IN SERVER IN EACH ONLINE GAME ... ## PLEASE INCLUDE ## 1) LEVEL 2) MULTIPLE ONLINE 3) DIFFERENT STAGE WITH RESPECT TO PLAYERS CALTURE 4) UPGRADING THE PLAYERS 5) WEAPON BUYING AND UPGRADING 6) ONLINE EVENT LIKE - COMPETITION - REWARD - COMPETITION ENTRY MUST FOR SELECTED LEVEL OF PLAYERS,Negative,-0.012499999999999997,0.4125
+Bowmasters,"awesome game, I love it, slight problem u pay loads characters also multiplayer bit laggy. However, I highly recommend it.",Positive,0.2186666666666667,0.5413333333333333
+Bowmasters,TO MANY ADS!!!!! THIS GAME HAS TO MANY ADS EVERY TIME YOU PLAY COMPUTER ADS COME UP IM SICK OF THE ADS,Positive,0.09642857142857145,0.5642857142857143
+Bowmasters,I know I said lot sure lot times someone tell legendary upgrades,Positive,0.75,0.9444444444444444
+Bowmasters,"Crashes every often I've playing awhile, fun game. Love Mortal Kombat vibes too.",Positive,0.13333333333333333,0.4000000000000001
+Bowmasters,Really great game... content requires purchases costly subscription,Positive,0.2,0.575
+Bowmasters,"Great fighting game. Like Mortal Kombat game, animated fight ranged weapons.",Neutral,0.0,0.5166666666666666
+Bowmasters,"ADS everywhere! Before match, claiming chests, screen, doubling amount rewards. Online PvP horrible matchmaking system. I've paired enemy & I'd staring character since attacked 2 minutes. Might well fight AI since matches what's point PvP game.",Negative,-0.7,0.7
+Bowmasters,Screen freezes sometimes slows making accuracy difficult game good. Wish options initially free characters,Positive,0.04999999999999999,0.7
+Bowmasters,It great game laggy. That's problem.,Positive,0.2,0.575
+Bowmasters,Pretty good game Loved it!Great time killer I'm road trip friends.Good graphics too.,Positive,0.3125,0.7
+Bowmasters,Love every thing I want chest I rate work giveme chests,Positive,0.5,0.6
+Bowmasters,"Game decent, making write review early rewards, perhaps I'll update I give true opinion. Update: The amount IAPs games astounding. Would much preffered time purchase, ads anything.",Positive,0.16944444444444443,0.5361111111111111
+Bowmasters,I hate game watched video tournament get second chance never give second chance,Negative,-0.30000000000000004,0.325
+Bowmasters,It's boring g lol would u make diamond member ship stupid,Negative,-0.3333333333333333,0.9
+Bowmasters,Offers chests watch ads. You watch game crashes chest.,Negative,-0.15000000000000002,0.2
+Bowmasters,"Thanks I messages end week I help way help Kdosid$8(37_ud83(_8""838_8""iziwixiiaiiwisosidixkskd I go store get rest feel better soon",Positive,0.35,0.35
+Bowmasters,Fun time consumer... Gets old little quick always good entertainment u need quick time filler,Positive,0.26319444444444445,0.4166666666666667
+Bowmasters,"Good characters, modes, variety. Worth bucks get ads away. I wish I could bought full version though",Positive,0.45,0.4166666666666667
+Bowmasters,"Good game. I galaxy note 3 everytime I finish game leaves it, saying game stopped",Negative,-0.12500000000000003,0.44999999999999996
+Bowmasters,nan,nan,nan,nan
+Bowmasters,"It's annoying every time win game, watch game win chest.",Neutral,0.0,0.5
+Bowmasters,"I really enjoy game! I used play time back first came out, sucks lot stuff behind pay wall I still think game fun hell!",Negative,-0.07187500000000001,0.3541666666666667
+Bowmasters,To many videos pop match. But bad game passing time..,Negative,-0.19999999999999996,0.5222222222222221
+Bowmasters,"Really like game far. Great gameplay lots fun. Edit: I took away star constant asking rate even I've already rated taking away chances chests. Just seems excessive. It's good game, people need badgered rating.",Positive,0.11666666666666664,0.5425925925925927
+Bowmasters,"Easy play round two minutes. Characters hilarious many choose from. I find lot rounds I'm using similar power angle much variation. Still fun. As far longevity, I playing long term I lose interest fairly easily there's point continue playing game play over.",Positive,0.16515151515151516,0.5606060606060607
+Bowmasters,"I would give game stars many problems. Lag everywhere game ads make worse. I mind watching game, awful. It makes gameplay unplayable unenjoyable. Please fix problems.",Negative,-0.35714285714285715,0.5714285714285714
+Bowmasters,"It's ok, making us pay per week ads absurd edit: Game freezing messing up, can't find get back daily claim watch ads get chest even winning fight. I took 1 start away issues.",Positive,0.016666666666666663,0.44166666666666665
+Bowmasters,"Should vary videos required watch, least give option never seeing certain videos again. Not gonna buy makeup, I keep watching Maybelline commercials? Overall, good game",Positive,0.04285714285714284,0.3942857142857143
+Bowmasters,The main problem ads. Their many ads I like niether care about. And I going pay ad removal cuz work. Get rid ads greedy devs,Positive,0.3333333333333333,0.41666666666666663
+Bowmasters,Its pretty ok. The thing pisses characters need win chest roulette,Positive,0.5166666666666667,0.6333333333333333
+Bowmasters,I think game awesome! You get characters coins. And also go computer. The downside sometimes freezes close app. But IT IS AWESOME!!!,Positive,0.5333333333333333,0.7999999999999999
+Bowmasters,The game entertaining game randomly send ad page virus. I'd appreciate maybe used ads viruses. Also randomly stops working,Negative,-0.26,0.5
+Bowmasters,"Cool game! And really fun play. Edit: hey Miniclip, game fun But problem. The game lagging On device. And hard win Characters. I need easyer way get them. Plus Can u fix lagging? Thank you!",Positive,0.044791666666666646,0.3989583333333333
+Bowmasters,"Gameplay graphics entertaining, game loaded video ads. The ""no ads"" purchase affect video ads, misleading. Has potential ruined scumbag business practices.",Positive,0.033333333333333326,0.7000000000000001
+Bowmasters,So many adds screen watch chest x2 second chance. Way much face 7.99 week membership really. P.s I stupid paid google reviewer,Positive,0.019999999999999997,0.38
+Bowmasters,I hit opposing player way headshots yet AI player wins two headshots?! Can say rip off. Smh,Positive,0.375,0.2
+Bowmasters,This game great even 5 year old brother plays game. What I like game sometimes freezes reason also freezes let shoot people. You also get mostly everything cheat roulette I like hard get chest roulette I always get coins. I like coins I get characters!!,Negative,-0.03653273809523811,0.45595238095238094
+Bowmasters,"I rate 4 stars ads chests really annoying I'm playing in-game, ad pops every 10 seconds It always 35 seconds long always something useless like asking I need new phone house. I can't skip ads either skip button. Moving chests, always give 500 coins rarely characters. Please fix please.",Negative,-0.18272727272727277,0.5709090909090909
+Bowmasters,"It uses Target advertising let hit "" thank you"" trying force agree sharing information. SCAM FOR YOUR INFO.",Neutral,0.0,0.0
+Bowmasters,"Ui needs work. Hero select frustrating. Too many things happen way player wouldnt expect, I want deal",Positive,0.04999999999999999,0.7
+Bowmasters,"The game nice, good gameplay, easy learn fun. But many ads pop ups make annoying. Too much freemium content ruin experience.",Positive,0.19166666666666665,0.5791666666666667
+Bowmasters,I got I really like it! Too much blood too! And ridicules! Sorry I prefer roblox!,Negative,-0.020833333333333332,0.4666666666666666
+Bowmasters,"I legit watched ad revive tournament, still lost? What ad then? Oh I online multiplayer, whenever someone dead, turn still happens I hit nothing happens, never die I never win. It's happened 3 times now.",Negative,-0.30000000000000004,0.4
+Bowmasters,"I like game alot. It's fun competitive. I local online multiplayer different game modes. Huge selection characters choose well. The downside order work really well put phone device airplane mode shuts WiFi data. The game seem operate well internet access. I can't tell device actual game I found method make game run smoothly. The bug game seems massive amounts lag. It slows response time max annoying. I can't tell I keep delete it, that's makes interesting game.",Negative,-0.10588235294117648,0.4529411764705883
+Bowmasters,"This game funny entertaining. Good game play easy figure out. Not overly difficult, challenges. Lots ads. Has crashing frequently today.",Positive,0.08541666666666663,0.6541666666666667
+Bowmasters,"Its nice! But theres problem, wont open second time opened it.",Positive,0.25,0.5
+Bowmasters,"Great time killer, alot characters choose several game modes keep busy. Overall fun Abit tedious. If I mention negative would sometimes health bar would show empty character still extra turn.",Negative,-0.009999999999999995,0.365
+Bowmasters,"Well game fun dumn fricken ads pop every minute. Its annoying, fix please",Negative,-0.30000000000000004,0.5
+Bowmasters,I love bowmasters new upgrades charters like neko mike Terrance Ice Lord Samsung phones iPhones I iPhone Samsung galaxy please Samsung galaxy I lot gems thankyou please new upgrades Samsung bye,Positive,0.25757575757575757,0.503030303030303
+Bowmasters,Great game. Can't always connect server adverts play get rewards works every bad!,Negative,-0.15833333333333324,0.6055555555555555
+Bowmasters,IF U LIKE WATCHING ADS THIS IS AD HEAVEN. IF UT A GAMER WHO DOESN'T PURCHASE BE PREPARED TO WATCH HUNDREDS OF ADS,Neutral,0.0,0.0
+Bowmasters,Its great but.... Can u change person hit doesnt bleed... Or else... Cuz it. A bit inappropriate... Tq.. ☺,Positive,0.8,0.75
+Bowmasters,Loved game. Hated would freeze everytime I refused targeted ads. Disappointed. Was really enjoying much,Negative,-0.10833333333333335,0.5750000000000001
+Bowmasters,Super fun GREAT time waster. Somehow actually educational u figure right degrees angles reach person across you.,Positive,0.39380952380952383,0.48047619047619045
+Bowmasters,Ad based chest drops horrendous game whole member ship scheme y'all adopted pitiful happened buying 2 bucks,Negative,-0.1,0.4
+Bowmasters,I really like game fun play crashes often. Also I get passed second opponent tournament mode screen goes black I can't continue.,Negative,-0.013333333333333336,0.24666666666666667
+Bowmasters,"Just Awesome bloody fun! Think Mortal Kombat bright, cheery vivid background. It's mask endless blood, gore violence displayed delightful, much comical way.",Positive,0.38611111111111107,0.8222222222222223
+Bowmasters,Great game pass time with. Almost reminds angry birds,Negative,-0.033333333333333326,0.7166666666666667
+Bowmasters,It really good lots fun addictive I would say way earn chests battles watching videos bit annoying. Overall good game though.,Positive,0.07142857142857141,0.5142857142857143
+Bowmasters,Its pretty addicting please fix guy CD broken. He deals much damage,Positive,0.016666666666666663,0.5333333333333333
+Bowmasters,This magical game children play. If like wonderful game need grow,Positive,0.17500000000000002,0.7
+Bowmasters,Little reason keep playing. Only way earn coins playing AI? No reason play another human player. It makes sense. Could've good game.,Positive,0.022499999999999985,0.52
+Bowmasters,Its fun short round pvp ridiculously gruesome kill scenes done cartoon fashion. Nothing negative say; I look forward unlocking characters.,Negative,-0.24,0.45999999999999996
+Box,Please bring back properly labeled buttons music player. I box screen reader recent updates messed seekbar buttons.,Neutral,0.0,0.11666666666666665
+Box,I absolutely love app! It provides fast access important documents wherever I go. It incredibly easy share collaborate still proving excellent access controls ensure data I want accessible I want I want. Fantastic!!!,Positive,0.5449404761904761,0.7583333333333334
+Box,"Quite simply best does. It's bloat Ware, around longer ""the cloud "". Fast, great controls/intuitive, real ""learning curve"".",Positive,0.55,0.4875
+Box,My organic chemistry course used class learn. I math physics courses collaborate students. It really helps research well.,Positive,0.2,0.2
+Box,A impressive replacement Sharepoint useful people like every thing documented easily accessed edited anywhere organized fashion.,Positive,0.5777777777777778,0.6111111111111112
+Box,I've using 5 years (I think) never let down!,Negative,-0.19444444444444448,0.2888888888888889
+Box,"With Box, I access documents devices.",Neutral,0.0,0.0
+Box,Very useful storage. Highly stable.,Positive,0.275,0.26999999999999996
+Box,This incredibly helpful communicating tasks need done particular project.,Positive,0.5333333333333333,0.6166666666666667
+Box,"Perfect cloud storage go, collaboration",Positive,1.0,1.0
+Box,How remove 2 step verification number permanently closed,Negative,-0.1,0.1
+Box,"Best cloud-based file storage, real-time backup collaboration solution money.",Positive,1.0,0.3
+Box,Good file keep mobile,Positive,0.7,0.6000000000000001
+Box,"Does well, though business casual user.",Negative,-0.5000000000000001,0.8666666666666667
+Box,"I ""rocketbook""",Neutral,0.0,0.0
+Box,Awesome Clouding.,Positive,1.0,1.0
+Box,v4.20.1 - initial install,Neutral,0.0,0.0
+Box,Work well transferring multiple photographs.,Neutral,0.0,0.0
+Box,Works well,Neutral,0.0,0.0
+Box,Very good,Positive,0.9099999999999999,0.7800000000000001
+Box,So far good,Positive,0.39999999999999997,0.8
+Box,Good place keep memories,Positive,0.7,0.6000000000000001
+Box,It's best!,Positive,1.0,0.3
+Box,Great product,Positive,0.8,0.75
+Box,The best,Positive,1.0,0.3
+Box,Great,Positive,0.8,0.75
+Box,Goood,Neutral,0.0,0.0
+Box,Great,Positive,0.8,0.75
+Box,"Opening picture slow, actually painfully slow. Don't even bother trying open video file take half hour. I understand slow. The slowest I ever seen",Negative,-0.21333333333333337,0.3733333333333333
+Box,"I gave five stars since last month I able upload file bigger 19mb, I withdrawing two stars. Please fix problem.",Positive,0.16666666666666666,0.3972222222222222
+Box,The problem: I can't 2 accounts configured app. I always log log again.,Neutral,0.0,0.0
+Box,Please allow choices either overwrite/replace rename names. This good managing lot need overwrite existing ones. Looking forward implemented.,Positive,0.7,0.6000000000000001
+Box,"Thank Box keeping account wonderful pictures safe long. I loyal follower. Thank you, thank you. Btw, great app. Absolutely brilliant!",Positive,0.5972222222222222,0.7472222222222222
+Box,This helps keep important documents single place access anytime. Really good interface helps keep documents organized.,Positive,0.3428571428571428,0.6047619047619047
+Box,Apostrophes invalid characters filenames? Really? What year this?,Positive,0.2,0.2
+Box,How log box. I love using 10yr.,Positive,0.5,0.6
+Box,nan,nan,nan,nan
+Box,best cloud storage PC,Positive,1.0,0.3
+Box,Very help thxxxx,Positive,0.2,0.3
+Box,I love Box. I've using 5 years.,Positive,0.5,0.6
+Box,Please bring back properly labeled buttons music player. I box screen reader recent updates messed seekbar buttons.,Neutral,0.0,0.11666666666666665
+Box,I absolutely love app! It provides fast access important documents wherever I go. It incredibly easy share collaborate still proving excellent access controls ensure data I want accessible I want I want. Fantastic!!!,Positive,0.5449404761904761,0.7583333333333334
+Box,"Quite simply best does. It's bloat Ware, around longer ""the cloud "". Fast, great controls/intuitive, real ""learning curve"".",Positive,0.55,0.4875
+Box,My organic chemistry course used class learn. I math physics courses collaborate students. It really helps research well.,Positive,0.2,0.2
+Box,A impressive replacement Sharepoint useful people like every thing documented easily accessed edited anywhere organized fashion.,Positive,0.5777777777777778,0.6111111111111112
+Box,I've using 5 years (I think) never let down!,Negative,-0.19444444444444448,0.2888888888888889
+Box,"With Box, I access documents devices.",Neutral,0.0,0.0
+Box,Very useful storage. Highly stable.,Positive,0.275,0.26999999999999996
+Box,This incredibly helpful communicating tasks need done particular project.,Positive,0.5333333333333333,0.6166666666666667
+Box,"Perfect cloud storage go, collaboration",Positive,1.0,1.0
+Box,How remove 2 step verification number permanently closed,Negative,-0.1,0.1
+Box,"Best cloud-based file storage, real-time backup collaboration solution money.",Positive,1.0,0.3
+Box,Good file keep mobile,Positive,0.7,0.6000000000000001
+Box,"Does well, though business casual user.",Negative,-0.5000000000000001,0.8666666666666667
+Box,"I ""rocketbook""",Neutral,0.0,0.0
+Box,Awesome Clouding.,Positive,1.0,1.0
+Box,v4.20.1 - initial install,Neutral,0.0,0.0
+Box,Work well transferring multiple photographs.,Neutral,0.0,0.0
+Box,Works well,Neutral,0.0,0.0
+Box,Very good,Positive,0.9099999999999999,0.7800000000000001
+Box,So far good,Positive,0.39999999999999997,0.8
+Box,Good place keep memories,Positive,0.7,0.6000000000000001
+Box,It's best!,Positive,1.0,0.3
+Box,Great product,Positive,0.8,0.75
+Box,The best,Positive,1.0,0.3
+Box,Great,Positive,0.8,0.75
+Box,Goood,Neutral,0.0,0.0
+Box,Great,Positive,0.8,0.75
+Box,"Opening picture slow, actually painfully slow. Don't even bother trying open video file take half hour. I understand slow. The slowest I ever seen",Negative,-0.21333333333333337,0.3733333333333333
+Box,"I gave five stars since last month I able upload file bigger 19mb, I withdrawing two stars. Please fix problem.",Positive,0.16666666666666666,0.3972222222222222
+Box,The problem: I can't 2 accounts configured app. I always log log again.,Neutral,0.0,0.0
+Box,Please allow choices either overwrite/replace rename names. This good managing lot need overwrite existing ones. Looking forward implemented.,Positive,0.7,0.6000000000000001
+Box,"Thank Box keeping account wonderful pictures safe long. I loyal follower. Thank you, thank you. Btw, great app. Absolutely brilliant!",Positive,0.5972222222222222,0.7472222222222222
+Box,This helps keep important documents single place access anytime. Really good interface helps keep documents organized.,Positive,0.3428571428571428,0.6047619047619047
+Box,Apostrophes invalid characters filenames? Really? What year this?,Positive,0.2,0.2
+Box,How log box. I love using 10yr.,Positive,0.5,0.6
+Box,nan,nan,nan,nan
+Box,best cloud storage PC,Positive,1.0,0.3
+Box,Very help thxxxx,Positive,0.2,0.3
+Box,I love Box. I've using 5 years.,Positive,0.5,0.6
+Box,Please bring back properly labeled buttons music player. I box screen reader recent updates messed seekbar buttons.,Neutral,0.0,0.11666666666666665
+Box,I absolutely love app! It provides fast access important documents wherever I go. It incredibly easy share collaborate still proving excellent access controls ensure data I want accessible I want I want. Fantastic!!!,Positive,0.5449404761904761,0.7583333333333334
+Box,"Quite simply best does. It's bloat Ware, around longer ""the cloud "". Fast, great controls/intuitive, real ""learning curve"".",Positive,0.55,0.4875
+Box,My organic chemistry course used class learn. I math physics courses collaborate students. It really helps research well.,Positive,0.2,0.2
+Box,A impressive replacement Sharepoint useful people like every thing documented easily accessed edited anywhere organized fashion.,Positive,0.5777777777777778,0.6111111111111112
+Box,I've using 5 years (I think) never let down!,Negative,-0.19444444444444448,0.2888888888888889
+Box,"With Box, I access documents devices.",Neutral,0.0,0.0
+Box,Very useful storage. Highly stable.,Positive,0.275,0.26999999999999996
+Box,This incredibly helpful communicating tasks need done particular project.,Positive,0.5333333333333333,0.6166666666666667
+Box,"Perfect cloud storage go, collaboration",Positive,1.0,1.0
+Box,How remove 2 step verification number permanently closed,Negative,-0.1,0.1
+Box,"Best cloud-based file storage, real-time backup collaboration solution money.",Positive,1.0,0.3
+Box,Good file keep mobile,Positive,0.7,0.6000000000000001
+Box,"Does well, though business casual user.",Negative,-0.5000000000000001,0.8666666666666667
+Box,"I ""rocketbook""",Neutral,0.0,0.0
+Box,Awesome Clouding.,Positive,1.0,1.0
+Box,v4.20.1 - initial install,Neutral,0.0,0.0
+Box,Work well transferring multiple photographs.,Neutral,0.0,0.0
+Box,Works well,Neutral,0.0,0.0
+Box,Very good,Positive,0.9099999999999999,0.7800000000000001
+Box,So far good,Positive,0.39999999999999997,0.8
+Box,Good place keep memories,Positive,0.7,0.6000000000000001
+Box,It's best!,Positive,1.0,0.3
+Box,Great product,Positive,0.8,0.75
+Box,The best,Positive,1.0,0.3
+Box,Great,Positive,0.8,0.75
+Box,Goood,Neutral,0.0,0.0
+Box,Great,Positive,0.8,0.75
+Box,"Opening picture slow, actually painfully slow. Don't even bother trying open video file take half hour. I understand slow. The slowest I ever seen",Negative,-0.21333333333333337,0.3733333333333333
+Box,"I gave five stars since last month I able upload file bigger 19mb, I withdrawing two stars. Please fix problem.",Positive,0.16666666666666666,0.3972222222222222
+Box,The problem: I can't 2 accounts configured app. I always log log again.,Neutral,0.0,0.0
+Box,Please allow choices either overwrite/replace rename names. This good managing lot need overwrite existing ones. Looking forward implemented.,Positive,0.7,0.6000000000000001
+Box,"Thank Box keeping account wonderful pictures safe long. I loyal follower. Thank you, thank you. Btw, great app. Absolutely brilliant!",Positive,0.5972222222222222,0.7472222222222222
+Box,This helps keep important documents single place access anytime. Really good interface helps keep documents organized.,Positive,0.3428571428571428,0.6047619047619047
+Box,Apostrophes invalid characters filenames? Really? What year this?,Positive,0.2,0.2
+Box,How log box. I love using 10yr.,Positive,0.5,0.6
+Box,nan,nan,nan,nan
+Box,best cloud storage PC,Positive,1.0,0.3
+Box,Very help thxxxx,Positive,0.2,0.3
+Box,I love Box. I've using 5 years.,Positive,0.5,0.6
+Boxed Wholesale,Its easy,Positive,0.43333333333333335,0.8333333333333334
+Boxed Wholesale,"My benefit ordering three boxes, fact delivers directly door...Well used to. I ordered 2 big boxes heavy I live 5th floor boxes brought FedEx office. My advice company change delivery company. I ordering Amazon I know guarantee front door delivery.",Positive,0.009090909090909087,0.375
+Boxed Wholesale,"This wins Jet owned Wal-Mart I'm pretty sure majority bad reviews page site actually Wal-Mart reps submitting negative posts rapidly, I've worked companies time. No thanks, Waltons. Boxed better people people general main competitors blood sucking Waltons Bezos, really choice? No. I'm bot paid representative (though I'd gladly consider review purposes) I'm another disenfranchised American consumer tired God sized companies ruling world. Thanks good day.",Positive,0.11666666666666668,0.46805555555555556
+Boxed Wholesale,I ORDERED POTATO CHIPS AND THE BOX LOOKS LIKE IT CAME OUT OF THE DUMP TRUCK AND WAS NOT SEAL AND GREASE ALL OVER THE BOX THEY KEEP GIVING ME THE RUN AROUND,Neutral,0.0,0.0
+Boxed Wholesale,Never life I received better customer Boxed. For reason I continue faithful client GOD Almighty allows it.,Positive,0.5,0.5
+Boxed Wholesale,At At prices job end year!,Neutral,0.0,0.0
+Boxed Wholesale,"Great prices, speedy delivery",Positive,0.8,0.75
+Boxed Wholesale,"Used times, I'm referring family friends. It's good!",Positive,0.875,0.6000000000000001
+Boxed Wholesale,"I've used boxed couple times products good prices shipping fast. My recent order, product showed damaged, I contacted customer took care issue quickly.",Positive,0.3083333333333333,0.48750000000000004
+Boxed Wholesale,I love app! I get pretty much everything I get Sam's club that's refrigerated membership fee house! I super surprised today I got order kit Kats wrapped cooler bag ice pack them. I loved didnt want melt. All random freebies pretty awesome too!,Positive,0.33425925925925926,0.7407407407407408
+Boxed Wholesale,It sounds looks like good cant find form week refund got proof product u leave hwy 90 dont business,Positive,0.7,0.6000000000000001
+Boxed Wholesale,I 5 kids I love boxed buying bulk great ways stock family items love I even got sister order likes company well I continue order I continue let people know company!,Positive,0.6416666666666667,0.65
+Boxed Wholesale,"I love ordering boxed. Items ship quick, great prices items I need & need customer amazing.",Positive,0.5583333333333333,0.6875
+Boxed Wholesale,I love box shopping great prices I love give,Positive,0.6,0.65
+Boxed Wholesale,Great Thanks,Positive,0.5,0.475
+Boxed Wholesale,I'm saving prime...ative fees year sticking boxed. Better prices way better customer service.,Positive,0.5,0.5
+Boxed Wholesale,crashes constantly. If delete something cart added back seconds later. Double check items checking out.,Neutral,0.0,0.08333333333333333
+Boxed Wholesale,"With Apps like this, customer key element. Box great responsive customer need interact them. The products arrive fast good quality. I tag cellphone calendar set timer I never run essentials toilet paper. The free shipping option affordable great choice.",Positive,0.40952380952380946,0.6428571428571429
+Boxed Wholesale,"I mean, honestly, clear developers know installed occasional tablet, yet forces portrait mode. __THAT IS NOT COOL__",Negative,-0.09687499999999999,0.4614583333333333
+Boxed Wholesale,Love,Positive,0.5,0.6
+Boxed Wholesale,Don't give free shipping first order going cancel order using free shipping. I first time user I coupon codes order large items. I got vague email says I violated terms service. What? I ordered groceries.,Positive,0.16904761904761903,0.5325396825396825
+Boxed Wholesale,"You lose order I never signed blame UPS! I WANT A REFUND, YOU ROBBED ME FOR OVER 100$",Neutral,0.0,0.0
+Boxed Wholesale,"Products amazing. My order came specified due date, love convenience delivery door. Totally recommend anyone!",Positive,0.24375000000000002,0.65625
+Boxed Wholesale,I love shopping here! So much better competitors prices great! I really would love Boxed start price matching.,Positive,0.5650000000000001,0.53
+Boxed Wholesale,"Awesome, Easy, Affordable Fast Shipping!!!",Positive,0.6079861111111111,0.8111111111111112
+Boxed Wholesale,I love,Positive,0.5,0.6
+Boxed Wholesale,Very affordable,Positive,0.2,0.3
+Boxed Wholesale,Pretty cool,Positive,0.3,0.825
+Boxed Wholesale,Items change regularly provide variety items food. They say 3 day delivery always get orders 2! Very fast fun freebies site app. Highly recommend big discounts.,Positive,0.14400000000000002,0.33938461538461534
+Boxed Wholesale,Didn't see anything I interested buying. Prices higher Costco's,Positive,0.25,0.5
+Boxed Wholesale,"The prices still higher compared WM, Cost/of product choices limited. Waste time memory space phone. Removing app.",Negative,-0.007142857142857145,0.21428571428571427
+Boxed Wholesale,"Ordered twice 1 month orders shipped wrong address. When I informed told make sure right UPS said boxed printed wrong. To ""fix"" lost order sent old apartment actually gave credit money back plus 40 cents. Gee thanks. When I complained 8th email gave whopping 10% mistakes. It's best mistakes first time keep frequent customer.",Positive,0.09464285714285714,0.4048280423280423
+Boxed Wholesale,"Wonderfully designed! Intuitive, smooth, fast. All features work well easily. Haven't finished ordering yet prices acceptable breeze checkout. Keeps cart items. GREAT app!",Positive,0.6066666666666667,0.7366666666666667
+Boxed Wholesale,"These prices expensive I went bought stuff. No deals, here.",Negative,-0.5,0.7
+Boxed Wholesale,"I could have stars except I added stuff cart I go cart try pay let "" check out"" ... I unable place order",Negative,-0.5,0.5
+Boxed Wholesale,LOVE BOXED! So quick easy Prince & Spring line BETTER name brand!! I order everything coffee home goods!,Positive,0.5920572916666667,0.6083333333333334
+Boxed Wholesale,"The prices vary. Some things cheaper big box stores, thats code HNG3P TO GET 15$ OFF YOUR FIRST ORDER OF 60$",Positive,0.125,0.21666666666666667
+Boxed Wholesale,Fix app!!!! I guess I wont using since wont accept zip code even though I already purchased it!,Neutral,0.0,0.0
+Boxed Wholesale,Amazing fast shipping saves gas. beats costco,Positive,0.4,0.75
+Boxed Wholesale,A lot items listed actually cheaper Walmart.,Neutral,0.0,0.1
+Boys Photo Editor - Six Pack & Men's Suit,After Vi Vi,Neutral,0.0,0.0
+Boys Photo Editor - Six Pack & Men's Suit,Worst noting working proper,Negative,-0.5,0.55
+Boys Photo Editor - Six Pack & Men's Suit,The photo editor big good I shot install delete,Positive,0.35,0.35000000000000003
+Boys Photo Editor - Six Pack & Men's Suit,I want,Neutral,0.0,0.0
+Boys Photo Editor - Six Pack & Men's Suit,Nonsense,Neutral,0.0,0.0
+Boys Photo Editor - Six Pack & Men's Suit,Shohibk966,Neutral,0.0,0.0
+Boys Photo Editor - Six Pack & Men's Suit,Nice plz members,Positive,0.6,1.0
+Boys Photo Editor - Six Pack & Men's Suit,So cool,Positive,0.35,0.65
+Boys Photo Editor - Six Pack & Men's Suit,Your photo editor good,Positive,0.7,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,Chatter,Neutral,0.0,0.0
+Boys Photo Editor - Six Pack & Men's Suit,It good,Positive,0.7,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,Its good,Positive,0.7,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,Rubbish,Neutral,0.0,0.0
+Boys Photo Editor - Six Pack & Men's Suit,#Garbage,Neutral,0.0,0.0
+Boys Photo Editor - Six Pack & Men's Suit,It's good working,Positive,0.7,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,nan,nan,nan,nan
+Boys Photo Editor - Six Pack & Men's Suit,Very nice,Positive,0.78,1.0
+Boys Photo Editor - Six Pack & Men's Suit,Good,Positive,0.7,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,Super,Positive,0.3333333333333333,0.6666666666666666
+Boys Photo Editor - Six Pack & Men's Suit,Normal,Positive,0.15,0.6499999999999999
+Boys Photo Editor - Six Pack & Men's Suit,Bkwass,Neutral,0.0,0.0
+Boys Photo Editor - Six Pack & Men's Suit,Nice,Positive,0.6,1.0
+Boys Photo Editor - Six Pack & Men's Suit,That's amazing,Positive,0.6000000000000001,0.9
+Boys Photo Editor - Six Pack & Men's Suit,Waste,Negative,-0.2,0.0
+Boys Photo Editor - Six Pack & Men's Suit,Good,Positive,0.7,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,Best,Positive,1.0,0.3
+Boys Photo Editor - Six Pack & Men's Suit,Better,Positive,0.5,0.5
+Boys Photo Editor - Six Pack & Men's Suit,Good,Positive,0.7,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,Love,Positive,0.5,0.6
+Boys Photo Editor - Six Pack & Men's Suit,GOOD,Positive,0.7,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,nan,nan,nan,nan
+Boys Photo Editor - Six Pack & Men's Suit,It really boring app......isko na kare,Negative,-1.0,1.0
+Boys Photo Editor - Six Pack & Men's Suit,It's a bit of a bad thing.,Negative,-0.6999999999999998,0.6666666666666666
+Boys Photo Editor - Six Pack & Men's Suit,I can't say much I know fabulous,Positive,0.30000000000000004,0.6
+Boys Photo Editor - Six Pack & Men's Suit,Not good,Negative,-0.35,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,Hiiiiiiiii Hello My Good morning Good Friday Good morning America joined channel,Positive,0.6999999999999998,0.6000000000000001
+Boys Photo Editor - Six Pack & Men's Suit,Plz add rotate edit,Neutral,0.0,0.0
+Boys Photo Editor - Six Pack & Men's Suit,Very good,Positive,0.9099999999999999,0.7800000000000001
+Boys Photo Editor - Six Pack & Men's Suit,This funny,Positive,0.25,1.0
+Boys Photo Editor - Six Pack & Men's Suit,I like app.,Neutral,0.0,0.0
+Brain Waves - Binaural Beats,"A godsend. Thank much app. I severe anxiety analytical mind, I struggle everyday disecting mental health trying rationalise nonsensical thoughts. I've discovered binaural beats past months first time life I escape able completely relax. This best brain wave I ever tried. I can't ever fully express words difference made life.",Positive,0.1875,0.3635416666666666
+Brain Waves - Binaural Beats,Good beats whatnot little frequent skips beats trying listen focus intolerable. If fixed give 5 stars. Humorously meditation preset worst,Positive,0.03541666666666665,0.6
+Brain Waves - Binaural Beats,"Really like app, especially select left right frequency, clicking sound maddening. Unfortunately makes unusable.",Positive,0.06428571428571428,0.5226190476190476
+Brain Waves - Binaural Beats,"This works Far better 7 binaural I've tried...and truly effective placing brain frequency desired state. Plus, gives smart choices customize benefits w/ 6 brainwave states (Theta, Delta, Beta, etc.). It's hands winner.",Positive,0.35357142857142854,0.7357142857142857
+Brain Waves - Binaural Beats,I love currently making disturbing static sound. Please fix this!?,Positive,0.2,0.62
+Brain Waves - Binaural Beats,Love however issues today shutting opening up.,Positive,0.5,0.6
+Brain Waves - Binaural Beats,If getting static clicks uninstall reinstall.,Positive,0.5,0.9
+Brain Waves - Binaural Beats,"Managed get beta gamma state, Theta coordinate now.",Neutral,0.0,0.0
+Brain Waves - Binaural Beats,Worked great last update. Now force closes soon runs.,Positive,0.4,0.4083333333333333
+Brain Waves - Binaural Beats,"Was able save SD update, I can't!",Positive,0.625,0.625
+Brain Waves - Binaural Beats,It static,Positive,0.5,0.9
+Brain Waves - Binaural Beats,It great mind focus !,Positive,1.0,0.75
+Brain Waves - Binaural Beats,"Keep mind I never make reviews due go way them. I using long, I going way. I really like snappy, useful, powerful is. I've tried multiple different phone platforms even, multiple reasons. Whether meditation, focus work, relax, energy, beats seem trick!! No placebo effect either, true effects.",Positive,0.10833333333333334,0.35833333333333334
+Brain Waves - Binaural Beats,"It helpful studies. I'm happy set time adjust beats also sessions saved already focus, sleep, etc. You also make beats save sessions. The problem I I can't set timer right like before. When I set 60 minutes, beats stop within 5. Hope fixed.",Positive,0.39523809523809533,0.5785714285714285
+Brain Waves - Binaural Beats,"Not usually leave negative review latest update ruined me. It used run background issues, I get sleep, focus work, meditate... Now I can't makes horrible clicking interference noises soon I minimise turn phone off. You need fix asap.",Negative,-0.16875,0.6375
+Brain Waves - Binaural Beats,"This would great app, especially napping I find periodic clicks extremely frustrating. First I thought phone, new S9, I got really disappointed. It makes sharp every minute, terribly beating purpose. Can something done this? I wonder.",Negative,-0.13607954545454545,0.7422348484848484
+Brain Waves - Binaural Beats,Even I understand complete principle Binaural Beats helped relax focus full day work. Hope UI updated looks sleeker modern otherwise great app. No complaints.,Positive,0.3625,0.5
+Brain Waves - Binaural Beats,"Great especially people struggling sleep. Fantastic results using Healing session Meditation session right waking up. The little bug I found timer starts right session chosen actual wave started, easy fix. Will alpha waves sessions future?",Positive,0.22414021164021167,0.5866402116402116
+Brain Waves - Binaural Beats,Meh. I tried it. Frankly without lot blind testing I buy helpful brown noise appropriate music. Of course also subjective. So truly believe fly...,Positive,0.26666666666666666,0.6888888888888888
+Brain Waves - Binaural Beats,"Good app, developer needs fix static sounding audio glitches.. horrible. FYI happens quite often screen off. When screen intermittent, bad audio glitches constant. Galaxy S9+",Negative,-0.09999999999999998,0.7
+Brain Waves - Binaural Beats,"I help relaxing. But, play it, sound isnt clear enough cracking sound annoying. First thought headphone. I try change another headphone, same.",Positive,0.049999999999999996,0.4345238095238095
+Brain Waves - Binaural Beats,"I used iphone forever. Im glad I found verison. I definately credit saving sanity husbans life. With sleep room fan snore till wakes dead. It helps keep asleep, blocks noise. Music nature sounds keep awake, highly recommended!!!",Positive,0.2041666666666667,0.6466666666666666
+Brain Waves - Binaural Beats,Why hell would crackling sounds used quiet meditation???!!! Just piss people? I dont get it? Every set head phones 4 different tablets phone. Even low volume!!!,Neutral,0.0,0.41111111111111115
+Brain Waves - Binaural Beats,Crackles noises background like short circuit. I'm using Samsung A5 2017. Otherwise would great app. Uninstalling. Maybe I'll circle back 6 months.,Positive,0.26666666666666666,0.35000000000000003
+Brain Waves - Binaural Beats,I love fine tuning option layout clicking top. It's bad I'd rather listen 440hz meditation track cardi b BHAD BHABIE screaming background.,Positive,0.17916666666666672,0.5666666666666667
+Brain Waves - Binaural Beats,"I used like app, lately Galaxy S8, full pops scratches like I'm listening old record. Literally makes unusable.",Positive,0.049999999999999996,0.44999999999999996
+Brain Waves - Binaural Beats,I would give a5 5 would fix snapping crackling keeps happening. Otherwise what's point? What's even irritating numerous consumers left feedback still addressed,Negative,-0.13333333333333333,0.43333333333333335
+Brain Waves - Binaural Beats,"So initial review negative open. I felt need bump It 3 stats far opened functions indicated. Another review come usage. MAJOR FYI - refuses open, check update. It say needs updated own.",Positive,0.06607142857142857,0.5571428571428572
+Brain Waves - Binaural Beats,Any mode I select particular session. It work couple minutes stopped make sound. But timer keeps running. Even I try stop nothing happen.,Positive,0.2833333333333333,0.3666666666666667
+Brain Waves - Binaural Beats,loves apps... first time like.. wth gonna set right Hz... anyone newly tis app.. pls preset.. felt dumb now..lol.. evrything set ready go.. tried afew options like relax sleep.. fully doesnt make u want stop cos irritated it.. kind like kept slide smooth open space ice clean surface something like tat..just dun know explain leeman terms. im sure u guys know wat im saying... point short test show progress im sure long run help me. hope help friends wif thier issues using tis apps.. safety seek advice ur GP ok u tis apps...just precaution im sure safe.. dun want anyone get hurt..thanks,Positive,0.2696090367965368,0.5806412337662338
+Brain Waves - Binaural Beats,Installed note 8 tones annoying glitch sound every second. I Uninstall now! Fix I'll rewrite review.,Negative,-0.13333333333333333,0.43333333333333335
+Brain Waves - Binaural Beats,Very responsive developers fixed incompatibility issue v5 64-bit devices within 24 hours sending feedback. Hats guys! All best!,Positive,0.44166666666666665,0.26666666666666666
+Brain Waves - Binaural Beats,"Installed Asus Zenpad tablet - sound all. Simple re-installation solved problem, everything works should!",Positive,0.2,0.37857142857142856
+Brain Waves - Binaural Beats,This used great. Now stops abruptly open go homescreen. Please restore former version,Positive,0.26666666666666666,0.4166666666666667
+Brain Waves - Binaural Beats,I using 3 weeks now. It made much calmer feel relaxed general. I commute 45 min I play relax preset meditation preset train every morning! Works like charm.,Positive,0.13125000000000003,0.35
+Brain Waves - Binaural Beats,"pretty good, listening music feels good. But noise disturbed again. Do something noise.",Positive,0.5499999999999999,0.7333333333333334
+Brain Waves - Binaural Beats,I feel asleep I dreamed I able control dream sounds effected mood every time I change tall asleep creator amazing times 10000,Positive,0.55,0.7625
+Brain Waves - Binaural Beats,"By far best binaural even program I've ever used. Not really good presets also tweak around make binaural beats even little guide whenyou make helps know whatyou're kind effect likely have. I find genius better I searched for. I'm also commending developers making ads non intrusive tastefully placed. This somethingI've trying find years I started using binaural originally starting YouTube computer programs like audacity. You'll notice beats real legitimate listen headphone constant sound. If take find bud making best technically binaural beatbecause binaural beats made speakers brain gets confused two different tones played creates beat trying listen understandthem time. I apologize dysfunctional spacing comment. There's minor coding issue phone always automatically space proper times far there's update fix yet way annoying fix myself. I digress. Excellent app. I change thing it. Great job, developer!",Positive,0.19583333333333336,0.5515873015873016
+Brain Waves - Binaural Beats,"would great, crash time, annoying trying meditate, getting focus",Neutral,0.0,0.825
+Brain Waves - Binaural Beats,"I researched different waves brain help practical things everyday,and really effective.I used 3 months straight sleep sleep straight 4 hrs.I mainly BETA waves concentration DELTA deep sleep hve little hours sleep.After using waves recharged coming stressful day. I nver got distracted focused work,like iam multitasking 4 different system helpdesk tools ease.I suggested 3 co workers office.and gave positive feedbacks me.This staple devices.had using since 2016 Thank you.!!!",Positive,0.11367319023569022,0.4420875420875421
+Branch,Would given Branch 5 stars. But fix payment issues. Pls take look fintech apps( mention names) easy smooth edit card details making payment app. I 1min.,Positive,0.4166666666666667,0.6666666666666667
+Branch,"Though first timer, met urgent need saved embarrassment. I wish continuous growth pray customers meet repayments. God help us all. Please look installment procedures. BI prefer monthly repayment schedule possible. Thank you.",Positive,0.125,0.6666666666666666
+Branch,"I paid loan early,and denying give loan. You always send loan mins saying l wait 8 hours l emergency. Why this? Can someone please answer questions,please.",Neutral,0.0,0.0
+Branch,"I suggest u av mechanism deal phone exchange issues, like asking client questions regarding new phone orshe using, like second hand phone, question phone using, instead declining offer loans. But branch best av used",Positive,0.37878787878787873,0.2515151515151515
+Branch,"One best loan Kenya. Am convinced. So far good. I rate even 5 is, coz sure really helped family. Keep fire burning.",Positive,0.5,0.5977777777777777
+Branch,With everyday updates. It still freezes refuses open. Why update take care technical issues? Would also loved monthly pay back period. This weekly issue favors people business income regular.,Positive,0.08333333333333333,0.3461538461538462
+Branch,Don't install fraudulent app. And ever give account details debited. I know I debited little money I had. Fraudster alert. All fake comments. Beware,Negative,-0.34375,0.75
+Branch,I paid loan time bt dear brach lenders left today emergency situation refusing togive loan third time apply branch loan paying time.Need ur regards plz feeling bad,Negative,-0.23333333333333328,0.2222222222222222
+Branch,I paid loans time sudden refuse give loan claiming I settle loans financial institutions dates still valid..(wait seven days days reapply.after said seven days over..wait another seven days.what's supposed mean??.I disappointed!!,Negative,-0.3333333333333333,0.4166666666666667
+Branch,Hi I lost phone I repay loan everybody around already installed branch phone. Asking cos sis lost phone might late payment till gets new phone.,Negative,-0.08181818181818182,0.5272727272727272
+Branch,Branch loan helps time difficulties.. My friends join loan see eyes.,Neutral,0.0,0.0
+Branch,Was initially skeptical alas I proofed wrong. Very prompt quick service. Strongly recommend serious minded people. You'll surely enjoy it!,Negative,-0.03333333333333334,0.6375
+Branch,I loan pay every time I try signing verification message comes.please assist I clear name.,Positive,0.10000000000000002,0.3833333333333333
+Branch,You change like I paid 1000 sh I needed like 1500 guys thing top also take lot time give costumer want.,Positive,0.5,0.5
+Branch,Branch best loan organization I've come across online. They swift granting loan request repayment loan flexible fun. Thank Branch giving opportunity...agape,Positive,0.65,0.25
+Branch,Its much good solve ur problems. But calling delay payment good thing Mr,Positive,0.7,0.6000000000000001
+Branch,Its best emergency considerate.I advised many friends enjoying fruits.best lenders I come across enjoy services .keep,Positive,0.6,0.475
+Branch,"This work OMG Real,Like Seriously I got First loan without hustle OK,OK,OK..... More loans come 10/10 Thanks Guys.......Fellow Nigerians Best Loan ever",Positive,0.32333333333333336,0.4
+Branch,"It's nice would request improve duration take(your specified duration 8hrs) kindly reduce duration pliz!Some loans meant emergency like medication,,,!!!",Positive,0.8,0.95
+Branch,The money small person soup his/her problem Pls u try add money,Negative,-0.25,0.4
+Branch,Why despite making weekly payment yet update im still getting messages Im disappointed,Negative,-0.75,0.75
+Branch,"Branch Guy's great disbursement ur repayment easy, I give kudos, annoyance is, u keep repeating loan, 3rd time repeating 23k why? Where I offend u pls tell me. ifyukifyuk .com",Positive,0.41111111111111115,0.5277777777777778
+Branch,Nice I hope never disappoint like other repeat amount 2 times best customers pay earlier time .. keep going,Positive,0.36875,0.54375
+Branch,"Sincerely, I surprised loan approved deposited bank account. Though, I offer specific amount I want I believe I able get huge amount depending payment.. Thanks, great opportunity",Positive,0.3333333333333333,0.5833333333333334
+Branch,"The best loan provider ever,never ever miss it,I requested loan given within 45 minutes,so,try wll appreciate.",Positive,1.0,0.3
+Branch,"Awesome app, fast processing u give options full monthly payment,not everything split four weeks ths time",Positive,0.5166666666666666,0.7166666666666668
+Branch,I Can say without fear contradiction branch efficient money lending company bravo meeting us point needs,Neutral,0.0,0.0
+Branch,"So far bad, services wonderful l expected 5 months prompt repayment, l access higher loans",Positive,0.11000000000000003,0.7133333333333333
+Branch,I ver low financially wen applied 4 branch loan rcvd wzn seconds thanx alot branch kp up!,Neutral,0.0,0.15
+Branch,"Branch best apps,they gave 1 week repay loan without interruption. 5 Star",Positive,1.0,0.3
+Branch,I Have trying log Facebook account sometimes displaying Error Email already take that's ends transaction.I can't really access thing app.,Positive,0.2,0.2
+Branch,"The best I ever came across, approval apt loan disbursed immediately, charges card registration fee.",Positive,0.8,0.65
+Branch,"I say branch best far, respond quickly disburse loan within short time, convinient reliable.",Positive,0.35833333333333334,0.525
+Branch,Iam personaly uses faa concerned best come across.The customer care caring much understanding.conglants branch company.,Positive,0.6,0.25
+Branch,"I trouble setting up, taking forever verify phone number, why.?",Negative,-0.2,0.2
+Branch,"Branch great I ever seen...fast offering loans limit increases money app,thanks Branch",Positive,0.8,0.75
+Branch,My first experience regards loan sought satisfactory .And I look forward getting know financial transactions provided .,Positive,0.125,0.16666666666666666
+Branch,Its agreat help many pple installed uses acquire loan . You apply loan gets immediately. All r good sure.,Positive,0.5666666666666667,0.662962962962963
+Branch,"One best loan I come across recent time. It reliable,prompt payment less hassles requesting loan. I recommend every one.",Positive,0.2777777777777778,0.20555555555555557
+Branch,"I thought I applying loan, pay month, shocked splitter instalments. Otherwise best av seen.",Positive,0.15000000000000002,0.55
+Brasileirão Pro 2018 - Série A e B,"Until it's good, BUT WHEN WILL UPDATE THE MENGÃO SHIELD ?????",Positive,0.7,0.6000000000000001
+Brasileirão Pro 2018 - Série A e B,Very good ... bad it takes to update rating. But it is better to follow Brasileirão,Positive,0.2366666666666667,0.648888888888889
+Brasileirão Pro 2018 - Série A e B,Best to follow Brazilian championship,Positive,1.0,0.3
+Brasileirão Pro 2018 - Série A e B,The Atletico goal was canceled. Why did the anti-lords of this one keep 1x0 for so long? Good. That disappointed. Went,Negative,-0.03333333333333336,0.5833333333333334
+Brasileirão Pro 2018 - Série A e B,So did my concept. Since yesterday it does not update.,Neutral,0.0,0.0
+Brasileirão Pro 2018 - Série A e B,The is great. It just does not respect notification settings. I've already checked that no notifications appear and I keep getting more than 10 a day.,Positive,0.65,0.625
+Brasileirão Pro 2018 - Série A e B,Excellent APP! Very well done and light. Mandatory for those who enjoy football and want to follow Brasileirão!,Positive,0.525,0.625
+Brasileirão Pro 2018 - Série A e B,Very good.,Positive,0.9099999999999999,0.7800000000000001
+Brasileirão Pro 2018 - Série A e B,How do you get this notification from the application?,Neutral,0.0,0.0
+Brasileirão Pro 2018 - Série A e B,Very good vai Corinthians,Positive,0.9099999999999999,0.7800000000000001
+Brasileirão Pro 2018 - Série A e B,You just have to put the option to simulate the results so that we have a sense of how it can be played if our team wins or loses,Neutral,0.0,0.15000000000000002
+Brasileirão Pro 2018 - Série A e B,Best Brasileirão. I'm impressed.,Positive,1.0,0.65
+Brasileirão Pro 2018 - Série A e B,I liked app.,Positive,0.6,0.8
+Brasileirão Pro 2018 - Série A e B,Very good,Positive,0.9099999999999999,0.7800000000000001
+Brasileirão Pro 2018 - Série A e B,Great,Positive,0.8,0.75
+Brasileirão Pro 2018 - Série A e B,Good,Positive,0.7,0.6000000000000001
+Brasileirão Pro 2018 - Série A e B,"Good app. It has the potential to become great. My recommendations: -Add other competitions -Synchronize match schedule with mobile phone -Lance bid with information about them -To show start time -To show% of winning time in the competition -To show performance in the last 5 games (eg 3 wins, 1 draw , 1 defeat = VEDVV)",Positive,0.31071428571428567,0.5345238095238096
+Brasileirão Pro 2018 - Série A e B,I have been using it since its first release and there have been few problems over the years. Only need to have C series to be complete.,Positive,0.0375,0.45833333333333337
+Brasileirão Pro 2018 - Série A e B,Weak. Schedule TWO games is not synchronized with cellular GPS. Games in progress do not provide start time,Negative,-0.375,0.625
+Brasileirão Pro 2018 - Série A e B,Best app ever! But .... Is it too much to ask for a version that joins Brazilians and liberators?,Positive,0.6,0.25
+Brasileirão Pro 2018 - Série A e B,Very good !,Positive,1.0,0.7800000000000001
+Brasileirão Pro 2018 - Série A e B,Great app!,Positive,1.0,0.75
+Brasileirão Pro 2018 - Série A e B,It's good!,Positive,0.875,0.6000000000000001
+Brasileirão Pro 2018 - Série A e B,Very good,Positive,0.9099999999999999,0.7800000000000001
+Brasileirão Pro 2018 - Série A e B,"The is good, but only for those who have the patience to receive more phishing than whatsapp sends",Positive,0.39999999999999997,0.7000000000000001
+Brasileirão Pro 2018 - Série A e B,One of the best apps. But could show real time game in progress.,Positive,0.26666666666666666,0.3333333333333333
+Brasileirão Pro 2018 - Série A e B,One of the best Brazilian championships I have ever used on my phone !!!,Positive,1.0,0.3
+Brasileirão Pro 2018 - Série A e B,With last update it was much better,Positive,0.25,0.2833333333333333
+Brasileirão Pro 2018 - Série A e B,It was good after the update it got a lot better. I recommend.,Positive,0.6,0.55
+Brasileirão Pro 2018 - Série A e B,"Mt good, best of Brazilian football",Positive,0.85,0.45000000000000007
+Brasileirão Pro 2018 - Série A e B,"Meets expectations. Fast, simple and objective",Positive,0.06666666666666667,0.3523809523809524
+Brasileirão Pro 2018 - Série A e B,"It's missing to know when a game is ""range"" and ""waxed"" ...",Negative,-0.30000000000000004,0.225
+Brasileirão Pro 2018 - Série A e B,Great app. Great design. Congratulations,Positive,0.8,0.75
+Brasileirão Pro 2018 - Série A e B,Very good,Positive,0.9099999999999999,0.7800000000000001
+Brasileirão Pro 2018 - Série A e B,Great,Positive,0.8,0.75
+Brasileirão Pro 2018 - Série A e B,"Great app, I just wanted it to have information of goal assists in game information, and statistics like stolen ball. It would be perfect to have everything in one app, thinking like a player in a top hat.",Positive,0.475,0.6625
+Brasileirão Pro 2018 - Série A e B,Great!!!,Positive,1.0,0.75
+Brasileirão Pro 2018 - Série A e B,Very good,Positive,0.9099999999999999,0.7800000000000001
+Brasileirão Pro 2018 - Série A e B,Very useful,Positive,0.39,0.0
+Brasileirão Pro 2018 - Série A e B,Cool,Positive,0.35,0.65
+"Breaking News, Local news, Attacks and Alerts Free","I flooded ads, redirected, news articles really hidden ads APK's, requires permissions. If allow permissions open. JUNK",Negative,-0.08333333333333333,0.41666666666666663
+"Breaking News, Local news, Attacks and Alerts Free",No local updates multiple daily president wrong. Feels like trying make mind me. DELETE,Negative,-0.125,0.225
+"Breaking News, Local news, Attacks and Alerts Free",I Love This It Sure Keeps You Updated About What's Going On In Your City So It's Really Helpful To Me.,Positive,0.39999999999999997,0.562962962962963
+"Breaking News, Local news, Attacks and Alerts Free","Just like rest intolerant, liberal, left news. If want unbiased news, go somewhere else.",Neutral,0.0,0.0
+"Breaking News, Local news, Attacks and Alerts Free",This joke I allowed access location even tried search city STILL have news another location. Sooo pointless would have less stars I could have.,Negative,-0.20833333333333331,0.2833333333333333
+"Breaking News, Local news, Attacks and Alerts Free",Really like I get news around world subject I care read take part I skip thank,Positive,0.016666666666666677,0.26666666666666666
+"Breaking News, Local news, Attacks and Alerts Free","fb ad said ""see thats happening Pasco County Florida"", I live Pasco County I downloaded it. This know what/where Pasco County is. Its bullcrap. I ""uninstall"". Fake ads suck.",Negative,-0.18181818181818182,0.75
+"Breaking News, Local news, Attacks and Alerts Free","As soon I downloaded, phone slowed way that's least it, soon I put email I INSTANTLY slammed spam, LOTS spam. Think real hard using make sure read TOS agreement! Definitely uninstalling! UPDATE: In response answer: It's TOS states DO third party DO sell info. It YOUR got slammed spam, I others. NO MATTER HOW OR HOW MANY TIMES YOU DENY THE FACT REMAINS : AS SOON AS I INPUT MY EMAIL ADDRESS THROUGH YOUR APP, I WAS IN FACT SLAMMED WITH SPAM. IT WAS A DIRECT RESULT OF USING YOUR APP! SO DENY ALL YOU WANT! even TOS states give personal information 3rd parties. YOU SOLD MY EMAIL ADDRESS PERIOD. If USA Russian, guys must t-rump followers! Just like them, DENY AND LIE. i'd happy send screenshots YOUR venndors spam. 77 less 20 minutes AFTER giving site email address. Want proof?",Positive,0.09054487179487179,0.42574786324786323
+"Breaking News, Local news, Attacks and Alerts Free",I must say I love good job I'm going tell family friends app.,Positive,0.6,0.6000000000000001
+"Breaking News, Local news, Attacks and Alerts Free","Had uninstall, works maybe 1 5 times. Just sits trying refresh.",Neutral,0.0,0.0
+"Breaking News, Local news, Attacks and Alerts Free",I like breaking news city,Neutral,0.0,0.0
+"Breaking News, Local news, Attacks and Alerts Free",I opened can't really tell give fair score yet,Positive,0.44999999999999996,0.55
+"Breaking News, Local news, Attacks and Alerts Free",I'm impressed. Thank you. Definitely recommended.,Positive,0.5,0.75
+"Breaking News, Local news, Attacks and Alerts Free",I Don't Know This,Neutral,0.0,0.0
+"Breaking News, Local news, Attacks and Alerts Free",Just downloaded far seems ok.,Positive,0.3,0.75
+"Breaking News, Local news, Attacks and Alerts Free",Just installed 20 mins ago want give em five stars,Neutral,0.0,0.0
+"Breaking News, Local news, Attacks and Alerts Free",It's always good know thing around you!,Positive,0.875,0.6000000000000001
+"Breaking News, Local news, Attacks and Alerts Free",It's helpful new news everyday,Negative,-0.03181818181818183,0.5272727272727272
+"Breaking News, Local news, Attacks and Alerts Free",Cant find Columbus Ohio? Uninstall,Neutral,0.0,0.0
+"Breaking News, Local news, Attacks and Alerts Free",awesome gives breaking news,Positive,1.0,1.0
+"Breaking News, Local news, Attacks and Alerts Free",It's straight forward.,Positive,0.2,0.4
+"Breaking News, Local news, Attacks and Alerts Free",Really keeps updated !,Positive,0.25,0.2
+"Breaking News, Local news, Attacks and Alerts Free",Keep updated news,Neutral,0.0,0.0
+"Breaking News, Local news, Attacks and Alerts Free",I like ads,Neutral,0.0,0.0
+"Breaking News, Local news, Attacks and Alerts Free",So fat I enjoy spp,Positive,0.4,0.5
+"Breaking News, Local news, Attacks and Alerts Free",It's great help keeping what's going area quickly!,Positive,0.6083333333333334,0.625
+"Breaking News, Local news, Attacks and Alerts Free",Looks like great great news outlet me. Living vicinity.,Positive,0.8,0.75
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+"Breaking News, Local news, Attacks and Alerts Free",nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Breathing Zone,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Bricks n Balls,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight - LED Light,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,I highly recommend app. I Love front screen lights time. I like sound effects I'm glad I turn I need to.,Positive,0.39,0.635
+Brightest Flashlight Free ®,It best flashlight I tried many I think I need give permission read DELETE things SD card I can't get back! Ex. Pics flashlight reading deleting SD card.!! BEWARE kids,Positive,0.5,0.26666666666666666
+Brightest Flashlight Free ®,need able lock it. mine switched I touched screen mistake.,Positive,0.5,0.625
+Brightest Flashlight Free ®,This best flashlight town. It's extremely bright beeps going shut off. I installed every single phone I've owned.,Positive,0.5428571428571429,0.43809523809523804
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,"Great app, Very bright, I've using years. Its never failed yet. I highly recommend anyone needs flashlight app.",Positive,0.53,0.6475
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest Flashlight Free ®,nan,nan,nan,nan
+Brightest LED Flashlight,Awesome,Positive,1.0,1.0
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,Worst ever .. adds cover program can't even choose thing,Negative,-1.0,1.0
+Brightest LED Flashlight,"I'm blind bat, helps lot.. Just saying lol",Positive,0.15000000000000002,0.6833333333333333
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,This simple require lot permissions install. Just access camera. One touch icon turns fast easy.,Positive,0.2111111111111111,0.5968253968253968
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,"The light fine, however I like adds.",Positive,0.4083333333333333,0.6
+Brightest LED Flashlight,Very good helping night,Positive,0.9099999999999999,0.7800000000000001
+Brightest LED Flashlight,Stopped working days.,Neutral,0.0,0.0
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,Great flashlite sos feature blinking light. Great work,Positive,0.6666666666666666,0.7333333333333334
+Brightest LED Flashlight,"great apps, useful",Positive,0.55,0.375
+Brightest LED Flashlight,Works great. Out camping forgot flashlight. This solved that!,Positive,1.0,0.75
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,I like u able change different lightings light able see don't glitches,Positive,0.35,0.6375
+Brightest LED Flashlight,This great app.,Positive,0.8,0.75
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,Is drain battery.?,Neutral,0.0,0.0
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,Very simple easy,Positive,0.21666666666666667,0.6488095238095238
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,Multi function Flash light. Indispensable night.An Emergency flashlight also. Whoa.. .excellent,Positive,0.4,0.8
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,nan,nan,nan,nan
+Brightest LED Flashlight,Super cool light large button,Positive,0.3244047619047619,0.6113095238095237
+Brightest LED Flashlight,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,Let's loot. The Slogan here.,Neutral,0.0,0.0
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,"I using refresh mathematics skills. It fine simpler subjects, I got complex material I found ""getting stumped part learning"" approach tedious condescending. Don't waste time, teach I learn, stow reverse psychology, Mr. Miagi nonsense.",Negative,-0.14583333333333331,0.475
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,It fun solving problems becomes money You guys take money presentation collection knowledge made. But still fun solving weekly challenges,Positive,0.3,0.2
+Brilliant,Fun challenging problems every week. Also 'Discuss Solutions' segment provides different approach problem. Best learning ever!,Positive,0.45,0.5249999999999999
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,Couldn't happier active visual approach learning. Questions thought provoking cause mull new concepts introduced. You'll learn faster deeper app!,Positive,0.01237373737373737,0.3515151515151515
+Brilliant,nan,nan,nan,nan
+Brilliant,Love app. Hate price. Not everyone earns dollars I guess that's fault third world country.,Negative,-0.10000000000000002,0.5
+Brilliant,nan,nan,nan,nan
+Brilliant,good app..... bad price.... quite expensive compared similar,Negative,-0.12499999999999997,0.5916666666666667
+Brilliant,nan,nan,nan,nan
+Brilliant,"If pay good. If almost unusable. In opinion internet, need briliant learn material teached.",Positive,0.7,0.6000000000000001
+Brilliant,"I've learned lot letting show little I know! Easy use, intuitive, methodological teaching process, high points. The top prize, however, goes fact sequence learn yourself, instead predetermined order. Excellent! 7.5 5!",Positive,0.37179166666666663,0.6746666666666667
+Brilliant,"Brilliant helps keep toes, serves reminder consider (read) whole problem rushing answer.",Positive,0.55,0.7
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,"I loving Brilliant. I bought year long subscription awesome content everything math, physics computer science related, exactly I needed. Real quality content elaborate wiki's next quizzes topics.",Positive,0.3777777777777778,0.5888888888888889
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,It helped build grasp concepts many topic..... Specially physics think also improved logical reasoning...... Gerat general thanks! Love see offline someday....,Positive,0.3178571428571429,0.4369047619047619
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,"There Spanish version app, best ways learning could cool languages",Positive,0.45,0.31666666666666665
+Brilliant,I would say learning stuff exercising brain getting better topic already familiar with.,Positive,0.4375,0.5
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,Great 10/10 buy premium. Love fun makes learn hard science math.,Positive,0.32708333333333334,0.5229166666666667
+Brilliant,nan,nan,nan,nan
+Brilliant,What time Brilliant? Really. Just get,Positive,0.55,0.6
+Brilliant,Everything perfect expensive.... everyone use.,Positive,0.25,0.85
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,"I using refresh mathematics skills. It fine simpler subjects, I got complex material I found ""getting stumped part learning"" approach tedious condescending. Don't waste time, teach I learn, stow reverse psychology, Mr. Miagi nonsense.",Negative,-0.14583333333333331,0.475
+Brilliant,nan,nan,nan,nan
+Brilliant,Enjoying content overall. Could bit polish certain ambiguous questions links new mathematical terms introducing question. Thankfully allows provide feedback per-question basis.,Positive,0.17012987012987013,0.32519480519480515
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,"The problems offered creative interesting solve, well educating. I considered well-grounded algebra, devs managed find areas I something learn. The process quite enjoyable. I recommend app, including paid subscription.",Positive,0.5,0.7000000000000001
+Brilliant,Couldn't happier active visual approach learning. Questions thought provoking cause mull new concepts introduced. You'll learn faster deeper app!,Positive,0.01237373737373737,0.3515151515151515
+Brilliant,"This amazing. It gives new problems every week profound mathematical truths embedded within them, allowing discover truths process solving problems.",Positive,0.20492424242424245,0.5886363636363636
+Brilliant,nan,nan,nan,nan
+Brilliant,"Opened app, instantly closed requires register social media account. This necessary, 0/10, definitely recommended.",Negative,-0.01666666666666667,0.4166666666666667
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,This go-to fun informative math problems/practice.,Positive,0.3,0.2
+Brilliant,It helped build grasp concepts many topic..... Specially physics think also improved logical reasoning...... Gerat general thanks! Love see offline someday....,Positive,0.3178571428571429,0.4369047619047619
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,Pretty dope way brush knowledge may lost time.,Positive,0.25,1.0
+Brilliant,"There Spanish version app, best ways learning could cool languages",Positive,0.45,0.31666666666666665
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brilliant,Everyone it. Definitely must have.,Neutral,0.0,0.5
+Brilliant,nan,nan,nan,nan
+Brilliant,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,I can't load dozen favourites. It load next favourite I delete one. I lot saved things I can't access.,Neutral,0.0,0.0
+Brit + Co,"For past week, I've able load anything. Everytime I article, load. None them. What's up?? Fix please!",Positive,0.1875,0.4375
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,Entire articles categories refuse load. Extremely frustrating.,Negative,-0.2,0.7625
+Brit + Co,I used like nothing loads soooooooo anymore,Neutral,0.0,0.0
+Brit + Co,"It allow create account Facebook, accept info create new account...",Positive,0.13636363636363635,0.45454545454545453
+Brit + Co,nan,nan,nan,nan
+Brit + Co,Keeping fingers crossed truly fixed. So far good.,Positive,0.3,0.6
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,Poop,Neutral,0.0,0.0
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,"This favourite BUT I see content I uninstalled, reinstalled...bad move I cannot sign AT ALL. So many reports problems think would would fixed now. Very poor & unusable app.",Positive,0.026666666666666655,0.49333333333333335
+Brit + Co,nan,nan,nan,nan
+Brit + Co,I loved reading articles lot show content I read article. Apparently I'm experiencing this. It would nice issue could fixed.,Positive,0.36250000000000004,0.5875
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,"One favorite apps, without quirks There 50/50 chance article I clicked actually open. The MOST frustrating articles I want read ones open.",Positive,0.12,0.6799999999999999
+Brit + Co,Literally single article loads app. So frustrating gotten worse better. Desperately need update guys.,Negative,-0.19428571428571428,0.6428571428571429
+Brit + Co,"I loved before, now... My profile keeps logging I never save anything. It's really frustrating. I love app, I can't save anything I kind want uninstall it.",Positive,0.35,0.8
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,nan,nan,nan,nan
+Brit + Co,"Seem like I'm one! I've loved quite long time but, I tried view number articles and, none would open. I uninstalled reinstalled avail. Either fix it, remove it..let us know what's up!?",Positive,0.21666666666666665,0.5666666666666668
+Brit + Co,All time favorite Absolute BEST DIY inspiration & guidance. Gorgeous project ideas step step photos inspire lifestyle creativity daily basis. Have Brit & Co every device I own. .. definitely THE must-have crafty set. And Brit Shop rocks!!! Update: 8/2016 Still best!!!,Positive,0.53125,0.6444444444444444
+Brit + Co,I used enjoy now.... many issues receiving contents. Frustrating!,Positive,0.13333333333333333,0.6333333333333333
+Brit + Co,nan,nan,nan,nan
+Brit + Co,"The articles loading, content refreshing keeps crashing. So sad see favourite go I'm thinking deleting too.",Neutral,0.0,1.0
+Brit + Co,nan,nan,nan,nan
+British Airways,The fine constantly logs Android meaning I cannot trust boarding pass available airports. Very frustrating online log almost every time open app. Has affecting Android months months. Latest update helped.,Positive,0.13277777777777777,0.6055555555555555
+British Airways,"Logs pretty much every time I open app. Not good, especially trying show boarding pass airport log queue people behind you.",Negative,-0.049999999999999996,0.6666666666666666
+British Airways,"Has buttons telling flights available eg NY £XXX I button can't find flights. Repeatedly, different days. Waste time. Useful boarding passes, that's it.",Positive,0.125,0.25
+British Airways,nan,nan,nan,nan
+British Airways,nan,nan,nan,nan
+British Airways,"Convenient boarding passes information. However, baggage allowance correctly displayed, leading confusion time waste. Please fix this.",Negative,-0.2,0.0
+British Airways,nan,nan,nan,nan
+British Airways,logs recognise log details. Now less useless.,Negative,-0.3333333333333333,0.13333333333333333
+British Airways,"Crashes time, logs time find bookings.",Neutral,0.0,0.0
+British Airways,nan,nan,nan,nan
+British Airways,"Best airline app! Aesthetically pleasing, useful, practical. Why can't like one?",Positive,0.65,0.15
+British Airways,nan,nan,nan,nan
+British Airways,nan,nan,nan,nan
+British Airways,I find unstable 3or4 G.,Neutral,0.0,0.0
+British Airways,nan,nan,nan,nan
+British Airways,nan,nan,nan,nan
+British Airways,nan,nan,nan,nan
+British Airways,It decent app. It mostly should. Quite well set out. With fairly easy navigation.,Positive,0.3666666666666667,0.6666666666666666
+British Airways,nan,nan,nan,nan
+British Airways,It looks good terribly user friendly.,Positive,0.024999999999999984,0.7000000000000001
+British Airways,nan,nan,nan,nan
+British Airways,nan,nan,nan,nan
+British Airways,This easy works great.,Positive,0.6166666666666667,0.7916666666666667
+British Airways,nan,nan,nan,nan
+British Airways,nan,nan,nan,nan
+British Airways,Good boarding pass low stress,Positive,0.35,0.45000000000000007
+British Airways,nan,nan,nan,nan
+British Airways,nan,nan,nan,nan
+British Airways,nan,nan,nan,nan
+British Airways,Ok,Positive,0.5,0.5
+British Airways,Easy,Positive,0.43333333333333335,0.8333333333333334
+British Airways,No complaints,Neutral,0.0,0.0
+British Airways,Rubbish,Neutral,0.0,0.0
+British Airways,Great,Positive,0.8,0.75
+British Airways,Good,Positive,0.7,0.6000000000000001
+British Airways,"The latest update says includes fix users logged unexpectedly - well, fixed. Every single time I open I logged even though I chose stay logged times. I flown BA Saturday, due fly today I'm print paper boarding passes keeps letting logging",Positive,0.18622448979591838,0.5841836734693878
+British Airways,"Tried buy ticket. Realised I go back calendar month month enter date birth. I young more, life short sitting pressing button idiot. I removing app.",Negative,-0.040000000000000015,0.4
+British Airways,Up til month best thing. But I can't book flight anymore I put travel date go return date automatically puts date now. I need someone fix I frequent flyer another flight book.,Positive,0.55,0.3
+British Airways,nan,nan,nan,nan
+British Airways,Ok. Some airlines flexible. Seems reliable slow. Some limitations do. Can take time site sync sometimes gets sync site,Negative,-0.30000000000000004,0.39999999999999997
+Browser 4G,"This slow, I know people saying great!.",Positive,0.35,0.575
+Browser 4G,Brach OK pls help us reduce loan interest rate.,Positive,0.5,0.5
+Browser 4G,I love fast Browsing.,Positive,0.35,0.6
+Browser 4G,Top 4g I luv,Positive,0.5,0.5
+Browser 4G,I searching new songs n videos,Positive,0.13636363636363635,0.45454545454545453
+Browser 4G,Pix galandari may i save,Neutral,0.0,0.0
+Browser 4G,nan,nan,nan,nan
+Browser 4G,I judged,Neutral,0.0,0.0
+Browser 4G,Is okay improve,Positive,0.5,0.5
+Browser 4G,nan,nan,nan,nan
+Browser 4G,Awesome I like,Positive,1.0,1.0
+Browser 4G,Fast easy use.,Positive,0.31666666666666665,0.7166666666666667
+Browser 4G,Nice I like,Positive,0.6,1.0
+Browser 4G,4 hours a day,Neutral,0.0,0.0
+Browser 4G,It well,Neutral,0.0,0.0
+Browser 4G,The speed good experience immediately...Nice app.,Positive,0.7,0.6000000000000001
+Browser 4G,good using,Positive,0.7,0.6000000000000001
+Browser 4G,Four Go mind Business,Neutral,0.0,0.0
+Browser 4G,nan,nan,nan,nan
+Browser 4G,Good sharp responsive action's far complaints!!,Positive,0.20781249999999998,0.6125
+Browser 4G,nan,nan,nan,nan
+Browser 4G,It useful ummmmm ya good,Positive,0.5,0.30000000000000004
+Browser 4G,nan,nan,nan,nan
+Browser 4G,"I like ,working fast well..",Positive,0.2,0.6
+Browser 4G,Just checked Browning truly good browser!!!!,Positive,1.0,0.6000000000000001
+Browser 4G,Good I like Jaat hu,Positive,0.7,0.6000000000000001
+Browser 4G,Like,Neutral,0.0,0.0
+Browser 4G,Very useful everything perfect.,Positive,0.6950000000000001,0.5
+Browser 4G,It's fast I like,Positive,0.2,0.6
+Browser 4G,I like,Neutral,0.0,0.0
+Browser 4G,The fastest browsing n good,Positive,0.7,0.6000000000000001
+Browser 4G,Very nice,Positive,0.78,1.0
+Browser 4G,I like,Neutral,0.0,0.0
+Browser 4G,Very,Positive,0.2,0.3
+Browser 4G,I like,Neutral,0.0,0.0
+Browser 4G,Nyc,Neutral,0.0,0.0
+Browser 4G,This nice Download,Positive,0.6,1.0
+Browser 4G,nan,nan,nan,nan
+Browser 4G,Dumb Browser,Negative,-0.375,0.5
+Browser 4G,So far good,Positive,0.39999999999999997,0.8
+Bualuang mBanking,The Good Parts: small starts fairly quickly. Goes direct info users likely want see. What It Needs: Cardless ATM feature similar SCB. Bugs: The Show Transfers action show transfer I made earlier today via iBanking. The Show Payment function show payment made AIS yesterday. Balance incorrect withdraw money using another platform logged app. Pointless OTP others commented.,Positive,0.08148148148148146,0.48888888888888893
+Bualuang mBanking,"Agreed with most others. I do not know what to do. I do not know how to make a new account. I do not know what to do. Why do not you have a star? Why do not you have a star? ""-",Positive,0.3181818181818182,0.4772727272727273
+Bualuang mBanking,"It is very easy to open a full function, it is not easy to submit documents at the branch. Then go to the ATM to press the code again. Until now, it's still not enabled.",Positive,0.17416666666666666,0.7208333333333333
+Bualuang mBanking,Why is that? Can I transfer numbers or Id? It's a good idea.,Positive,0.7,0.6000000000000001
+Bualuang mBanking,I do not know what to do. Multiple Cache Closed still the same Very bad system,Negative,-0.25249999999999995,0.2729166666666667
+Bualuang mBanking,Have you ever had a favorite? The good thing is through wifi.,Positive,0.6,0.8
+Bualuang mBanking,"I have a lot of time to make transactions, I need to make sure to improve the server and stability of the Green Bank can not. There are a lot less problems than this one.",Positive,0.044444444444444446,0.4185185185185185
+Bualuang mBanking,nan,nan,nan,nan
+Bualuang mBanking,If you do not call 1333 then I do not know what it is. It's easy to use. Do not use the load to consume memory. I have a lot of troubles. It's a lot of fun.,Positive,0.3666666666666667,0.5166666666666667
+Bualuang mBanking,Frequent attempts to launch an app on a new machine are more difficult than that of another.,Positive,0.05909090909090908,0.5636363636363636
+Bualuang mBanking,"After updating, the wifi is not working.",Neutral,0.0,0.0
+Bualuang mBanking,I have to go to see the green camp that he has to do a lot of development.,Negative,-0.2,0.3
+Bualuang mBanking,I see details transactions last 3 days. The call center cannot either. I suspend card 5 days I get details suspicious transaction.,Negative,-0.05,0.08333333333333334
+Bualuang mBanking,I do not know how to do it.,Neutral,0.0,0.0
+Bualuang mBanking,I just want to change the bank. But the salary at this -_-,Neutral,0.0,0.0
+Bualuang mBanking,I do not know what to do.,Neutral,0.0,0.0
+Bualuang mBanking,This is not the case.,Neutral,0.0,0.0
+Bualuang mBanking,"Often, it is very important in the time of severe depression.",Positive,0.52,1.0
+Bualuang mBanking,No fingerprint scans at all.,Neutral,0.0,0.0
+Bualuang mBanking,View user's profile Send private message I do not see it.,Neutral,0.0,0.375
+Bualuang mBanking,Very slow to use as far as the bank's neighbors.,Negative,-0.14500000000000002,0.76
+Bualuang mBanking,"Let's have a day, not adjust anything at all 31/7/61.",Neutral,0.0,0.0
+Bualuang mBanking,nan,nan,nan,nan
+Bualuang mBanking,I do not have a lot of offline.,Neutral,0.0,0.0
+Bualuang mBanking,Chaos,Neutral,0.0,0.0
+Bualuang mBanking,nan,nan,nan,nan
+Bualuang mBanking,nan,nan,nan,nan
+Bualuang mBanking,All day long!,Negative,-0.0625,0.4
+Bualuang mBanking,The worst.,Negative,-1.0,1.0
+Bualuang mBanking,nan,nan,nan,nan
+Bualuang mBanking,bad,Negative,-0.6999999999999998,0.6666666666666666
+Bualuang mBanking,Thanks,Positive,0.2,0.2
+Bualuang mBanking,Nices,Neutral,0.0,0.0
+Bualuang mBanking,Bangkok Bank largest bank Thailand feels like hired school children develop app. UI slow looks 7+ year old. Poor security multi factor authentication. Bangkok Bank low-tech bank far behind competition.,Negative,-0.18000000000000002,0.5800000000000001
+Bualuang mBanking,nan,nan,nan,nan
+Bualuang mBanking,"9 10 times respond load again, bad user interface like I'm using first version Android, year 2018 though, BLB still out-of-date banking, wake man! see bank develop.",Negative,-0.19374999999999992,0.5
+Bualuang mBanking,"Consider update update min/target SDK. The OS even warn user designed older version Android. TBH, look outdated.",Negative,-0.11666666666666671,0.4833333333333334
+Bualuang mBanking,To view the application of SCB is like it. What do you do? The transfer will not transfer the system over. The bank has no problems at all.,Neutral,0.0,0.0
+Bualuang mBanking,The error updated 31 May 2018 unavailable contact call center 1333 02-645-5555,Negative,-0.1,0.1
+Bualuang mBanking,"Decent app. If support finger print log in, convenient. I looking forward see similar feature like touch id IOS version BBL app.",Positive,0.08333333333333333,0.5333333333333333
+Bubble Shooter,My free work time never uploads new video plz look problem solve asap. Thanks,Positive,0.24545454545454545,0.48484848484848486
+Bubble Shooter,Not good. Designed force pay money trivial poorly thought gameplay.,Negative,-0.375,0.6000000000000001
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Love it! More levels!,Positive,0.625,0.55
+Bubble Shooter,I like good,Positive,0.7,0.6000000000000001
+Bubble Shooter,Awesome game And addicted,Positive,0.06666666666666665,0.6666666666666666
+Bubble Shooter,"Solid, repetitive.",Negative,-0.125,0.175
+Bubble Shooter,Where levels??? Ive played available uninstall☹ Boo!!,Positive,0.625,0.4
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,There wày change player middle game,Negative,-0.2,0.2
+Bubble Shooter,I LOVE THIS GAME YOU REALLY HAVE TO USE YOUR BRAINS,Positive,0.09999999999999999,0.39999999999999997
+Bubble Shooter,Wonderful spend time relieve stress.,Positive,1.0,1.0
+Bubble Shooter,Like game.,Negative,-0.4,0.4
+Bubble Shooter,To many ads!!!,Positive,0.9765625,0.5
+Bubble Shooter,Not sure thanks,Negative,-0.024999999999999994,0.5444444444444444
+Bubble Shooter,Great game,Positive,0.2,0.575
+Bubble Shooter,This game relaxing I play game everyday,Negative,-0.3333333333333333,0.4666666666666666
+Bubble Shooter,Good time,Positive,0.7,0.6000000000000001
+Bubble Shooter,Its fun!,Positive,0.375,0.2
+Bubble Shooter,Nice,Positive,0.6,1.0
+Bubble Shooter,Very fun play,Positive,0.39,0.26
+Bubble Shooter,Nice good games,Positive,0.6499999999999999,0.8
+Bubble Shooter,It's entertaining,Positive,0.5,0.7
+Bubble Shooter,Owsm,Neutral,0.0,0.0
+Bubble Shooter,Fun!,Positive,0.375,0.2
+Bubble Shooter,Good,Positive,0.7,0.6000000000000001
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Best game,Positive,0.3,0.35
+Bubble Shooter,Fun,Positive,0.3,0.2
+Bubble Shooter,Love,Positive,0.5,0.6
+Bubble Shooter,Great,Positive,0.8,0.75
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Good,Positive,0.7,0.6000000000000001
+Bubble Shooter,"Recently received notification agree new privacy policy terms service, link read brings game. No way exit without data on.",Negative,-0.08787878787878789,0.36818181818181817
+Bubble Shooter,"Solid game crisp graphics easy controls. Let's talk ads... Yes, those. However, far 5 seconds less. So, bad. I would like donate option removes intermission ads.",Negative,-0.06904761904761902,0.4976190476190476
+Bubble Shooter,It's simple childish,Negative,-0.1,0.5785714285714286
+Bubble Shooter,Love game defiantly addictive!,Positive,0.033333333333333326,0.6333333333333333
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Interesting and Awesome game.I really enjoyed it..,Positive,0.6666666666666666,0.7333333333333334
+Bubble Shooter,My free work time never uploads new video plz look problem solve asap. Thanks,Positive,0.24545454545454545,0.48484848484848486
+Bubble Shooter,Not good. Designed force pay money trivial poorly thought gameplay.,Negative,-0.375,0.6000000000000001
+Bubble Shooter,"I love company bubble shooter, phone get hot games fun.",Positive,0.35000000000000003,0.55
+Bubble Shooter,Love it! More levels!,Positive,0.625,0.55
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Awesome game And addicted,Positive,0.06666666666666665,0.6666666666666666
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Where levels??? Ive played available uninstall☹ Boo!!,Positive,0.625,0.4
+Bubble Shooter,Great time killer,Positive,0.8,0.75
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,There wày change player middle game,Negative,-0.2,0.2
+Bubble Shooter,I LOVE THIS GAME YOU REALLY HAVE TO USE YOUR BRAINS,Positive,0.09999999999999999,0.39999999999999997
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Like game.,Negative,-0.4,0.4
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Not sure thanks,Negative,-0.024999999999999994,0.5444444444444444
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Its fun!,Positive,0.375,0.2
+Bubble Shooter,Nice,Positive,0.6,1.0
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Nice good games,Positive,0.6499999999999999,0.8
+Bubble Shooter,It's entertaining,Positive,0.5,0.7
+Bubble Shooter,Owsm,Neutral,0.0,0.0
+Bubble Shooter,Fun!,Positive,0.375,0.2
+Bubble Shooter,Good,Positive,0.7,0.6000000000000001
+Bubble Shooter,Not bad,Positive,0.3499999999999999,0.6666666666666666
+Bubble Shooter,Best game,Positive,0.3,0.35
+Bubble Shooter,Fun,Positive,0.3,0.2
+Bubble Shooter,Love,Positive,0.5,0.6
+Bubble Shooter,Great,Positive,0.8,0.75
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Good,Positive,0.7,0.6000000000000001
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"Solid game crisp graphics easy controls. Let's talk ads... Yes, those. However, far 5 seconds less. So, bad. I would like donate option removes intermission ads.",Negative,-0.06904761904761902,0.4976190476190476
+Bubble Shooter,It's simple childish,Negative,-0.1,0.5785714285714286
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,It's fun somewhat challenging. It's like playing pool.,Positive,0.4,0.6
+Bubble Shooter,My free work time never uploads new video plz look problem solve asap. Thanks,Positive,0.24545454545454545,0.48484848484848486
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"I love company bubble shooter, phone get hot games fun.",Positive,0.35000000000000003,0.55
+Bubble Shooter,Love it! More levels!,Positive,0.625,0.55
+Bubble Shooter,I like good,Positive,0.7,0.6000000000000001
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Where levels??? Ive played available uninstall☹ Boo!!,Positive,0.625,0.4
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,I LOVE THIS GAME YOU REALLY HAVE TO USE YOUR BRAINS,Positive,0.09999999999999999,0.39999999999999997
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Like game.,Negative,-0.4,0.4
+Bubble Shooter,To many ads!!!,Positive,0.9765625,0.5
+Bubble Shooter,Not sure thanks,Negative,-0.024999999999999994,0.5444444444444444
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,This game relaxing I play game everyday,Negative,-0.3333333333333333,0.4666666666666666
+Bubble Shooter,Good time,Positive,0.7,0.6000000000000001
+Bubble Shooter,Its fun!,Positive,0.375,0.2
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Nice good games,Positive,0.6499999999999999,0.8
+Bubble Shooter,It's entertaining,Positive,0.5,0.7
+Bubble Shooter,Owsm,Neutral,0.0,0.0
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Good,Positive,0.7,0.6000000000000001
+Bubble Shooter,Not bad,Positive,0.3499999999999999,0.6666666666666666
+Bubble Shooter,Best game,Positive,0.3,0.35
+Bubble Shooter,Fun,Positive,0.3,0.2
+Bubble Shooter,Love,Positive,0.5,0.6
+Bubble Shooter,Great,Positive,0.8,0.75
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Good,Positive,0.7,0.6000000000000001
+Bubble Shooter,"Recently received notification agree new privacy policy terms service, link read brings game. No way exit without data on.",Negative,-0.08787878787878789,0.36818181818181817
+Bubble Shooter,"Solid game crisp graphics easy controls. Let's talk ads... Yes, those. However, far 5 seconds less. So, bad. I would like donate option removes intermission ads.",Negative,-0.06904761904761902,0.4976190476190476
+Bubble Shooter,It's simple childish,Negative,-0.1,0.5785714285714286
+Bubble Shooter,Love game defiantly addictive!,Positive,0.033333333333333326,0.6333333333333333
+Bubble Shooter,It's fun somewhat challenging. It's like playing pool.,Positive,0.4,0.6
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,A fun game play,Negative,-0.05000000000000002,0.30000000000000004
+Bubble Shooter,The game cool.,Negative,-0.025000000000000022,0.525
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Love game,Positive,0.04999999999999999,0.5
+Bubble Shooter,love,Positive,0.5,0.6
+Bubble Shooter,Awsome,Neutral,0.0,0.0
+Bubble Shooter,Awesome,Positive,1.0,1.0
+Bubble Shooter,It good game,Positive,0.14999999999999997,0.5
+Bubble Shooter,Fun,Positive,0.3,0.2
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"Was fun first, starts withholding colors point impossible win. They want buy, yup buy, bubbles. Also, used straight shots seem curve them, causing miss there's shots left. It's supposed fun - any... Full Review",Positive,0.1916666666666667,0.38541666666666663
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"I like it. I mean potential little annoying. It finger constantly animated pointing ""next"" match over. I feel rushed this. It's also slow getting next level show many flashy things stars, annoying graphics get next level. Get rid annoyances I might appreciate game more.",Negative,-0.1642857142857143,0.4729166666666667
+Bubble Shooter,"Way many ads. The timer daily prize set 8 hours. Unless playing 3x day rarely get day 3 prize. For is, ok",Positive,0.325,0.475
+Bubble Shooter,"Very addicting, thing I wish different given 5 hearts & get new level completed. Maybe new way earn coins?? Other that....I love game!!",Positive,0.03181818181818181,0.45487012987012987
+Bubble Shooter,"From level 50 on, need score nearly perfect game even able finish level. Very frustrating. I wanted mindless game relax with, aggravating experience wants shell hard cash order able finish level!",Positive,0.057037037037037046,0.6212962962962963
+Bubble Shooter,I stopped playing game highly addictive & much fun . It's definitely kids people ages. I thank giving game takes away stress life. Thank ~ Pam,Negative,-0.1,0.48
+Bubble Shooter,The graphics way top extremely distracting fairly simple game. I could barely make game bombarded overload cutesy graphics I delete it.,Negative,-0.06250000000000001,0.4595238095238095
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,The game interested challenging. The thing annoys lives sufficient complete game.,Positive,0.009999999999999986,0.5399999999999999
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"Game good...TOO MANY ADs.. Lives less higher levels, tell game..games meant played get irritated boring. The bubbles, lesser shooting gets...I know guys found fair play, bcz I agree fairplay part options get lives, purchase",Negative,-0.01666666666666667,0.5523809523809524
+Bubble Shooter,It good game bubble shooters I played way getting coins first place start... would best add way getting coins....☺,Positive,0.38749999999999996,0.4083333333333333
+Bubble Shooter,"It's really good game bored. But developer please update game, cause I've played till 341 still coming soon. Can't wait another adventure bubble!!",Negative,-0.20625000000000002,0.6
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"Pathetic game , near enough shots left finish game , con u buy credits. A newbie definately made sorry game. Sucks",Negative,-0.3222222222222222,0.4888888888888888
+Bubble Shooter,So much fun. Graphics awesome. Very generous extras help u win game. You need add options us get coins. There way get decent amount coins unless buy them. BUT DEFF KEEP UP THE GREAT JOB. YOUR GAME IS SOOOOOO MUCH FUN.,Positive,0.30740740740740735,0.47962962962962963
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,It's really irritating color next bubble chosen depending color bubbles directly next. Even ones trying shoot waste bubbles change color. Uugghh,Negative,-0.15000000000000002,0.2
+Bubble Shooter,"This game addictive, noticed get bubbles able waste shots, enough bubbles even win even chance to.",Positive,0.11666666666666665,0.47083333333333327
+Bubble Shooter,"Super addictive, though becomes difficult play point without spend money... Wish coins easier earn gameplay.",Negative,-0.05555555555555556,0.8555555555555555
+Bubble Shooter,Love this! Some difficult levels I got the whole game 10 weeks. Graphics amazing,Positive,0.10500000000000002,0.6599999999999999
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"Awesome game pass time. Just wish aim little better without aim boost.. that, blast!",Positive,0.259375,0.6
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,JUST In Running Activities Pushes Adds Every 10 Seconds By Which Mind Gets Distracted Very Bad Nd Rubbish,Negative,-0.9099999999999998,0.8666666666666667
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"Easy start playing, instantly addictive. Got level 55 I needed lives. You watch many videos though, 100 game coins $0.99 lives. #idontpayforfreetoplay",Positive,0.13333333333333333,0.6583333333333333
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Not good. Designed force pay money trivial poorly thought gameplay.,Negative,-0.375,0.6000000000000001
+Bubble Shooter,"I love company bubble shooter, phone get hot games fun.",Positive,0.35000000000000003,0.55
+Bubble Shooter,Love it! More levels!,Positive,0.625,0.55
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Great time killer,Positive,0.8,0.75
+Bubble Shooter,Too many ads,Positive,0.5,0.5
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,I LOVE THIS GAME YOU REALLY HAVE TO USE YOUR BRAINS,Positive,0.09999999999999999,0.39999999999999997
+Bubble Shooter,Wonderful spend time relieve stress.,Positive,1.0,1.0
+Bubble Shooter,Like game.,Negative,-0.4,0.4
+Bubble Shooter,To many ads!!!,Positive,0.9765625,0.5
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Very fun play,Positive,0.39,0.26
+Bubble Shooter,Nice good games,Positive,0.6499999999999999,0.8
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Owsm,Neutral,0.0,0.0
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Good,Positive,0.7,0.6000000000000001
+Bubble Shooter,Not bad,Positive,0.3499999999999999,0.6666666666666666
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Love,Positive,0.5,0.6
+Bubble Shooter,Great,Positive,0.8,0.75
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"Recently received notification agree new privacy policy terms service, link read brings game. No way exit without data on.",Negative,-0.08787878787878789,0.36818181818181817
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,It's simple childish,Negative,-0.1,0.5785714285714286
+Bubble Shooter,Love game defiantly addictive!,Positive,0.033333333333333326,0.6333333333333333
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,It would wonderful game many advertisements. Every time I try anything watch ad. I spend 75% trying stop ads 25% playing. I hope resolved I would love play I'll stop playing keep sanity.,Positive,0.4,0.625
+Bubble Shooter,Would fun ad every level. Takes time go ads 1 level play level. The game worth playing annoying. Uninstalling.,Negative,-0.15000000000000002,0.4
+Bubble Shooter,This game horrible. Could maybe fun force watch ads play. I uninstalling due this. I'm sorry can't tell old game needs many annoying ads!!!,Negative,-0.28055555555555556,0.5527777777777777
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"I understand advertising makes games free , stick every possible place much . This game ads game. And ruined it.",Negative,-0.039999999999999994,0.5599999999999999
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,There lot ads they're 5 Seconds long big deal. It's easy enough I relax play it. I enjoy playing game,Positive,0.0638888888888889,0.45555555555555555
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,"Love game I keep turning sound every level. If I turn off, I want off.",Positive,0.16666666666666666,0.4666666666666666
+Bubble Shooter,"You know games realy good. We might put ads. But done done all. So next go. And awfully funny I'm writing this, rating gone five. Hmmm.",Positive,0.31666666666666665,0.5333333333333333
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,It showed dog fish that's reason I got game bad honest showing right I pick game.,Negative,-0.12285714285714285,0.5804761904761905
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,Good game. Fun way many adds. Would deal breaker I enjoy game,Positive,0.18333333333333335,0.43333333333333335
+Bubble Shooter,"Nice simple, get really complex tries force buy anything.",Positive,0.049999999999999996,0.5392857142857143
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter,nan,nan,nan,nan
+Bubble Shooter 2,Game fun i've able connect fb account yet.,Positive,0.13333333333333333,0.4083333333333334
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,Takes long run ads plus cannot connect facebook,Negative,-0.05,0.4
+Bubble Shooter 2,Its fun see far go,Positive,0.2,0.6
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,Great job phone family,Positive,0.8,0.75
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,Awesome Game...,Positive,0.3,0.7
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,Best game,Positive,0.3,0.35
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,Game addicting,Negative,-0.4,0.4
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,Ok,Positive,0.5,0.5
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,upset,Neutral,0.0,0.0
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,excellent,Positive,1.0,1.0
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,nan,nan,nan,nan
+Bubble Shooter 2,Cool,Positive,0.35,0.65
+Bubble Shooter Genies,"Some levels insanely stuck days. Overall, loved game. First time I've ever beat game (current) end. It says ""coming soon"" level 205.",Negative,-0.12142857142857144,0.4761904761904762
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,"Great game, addictive like can't get coins quickly get boosters. Other great time kill.",Positive,0.23472222222222225,0.6124999999999999
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,I love game still big glitch. It constantly freezes phone. Had uninstall second time,Positive,0.019999999999999997,0.2866666666666667
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,Remove advertisements games I delete! There's enough advertisements wheel spun. You 24 hours!!!,Neutral,0.0,0.5
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,Desperate new levels I'm top really miss playing,Positive,0.0590909090909091,0.5386363636363637
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,This amazing game good way relax.,Positive,0.3,0.6333333333333334
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,Good to spend time,Positive,0.7,0.6000000000000001
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,I hoping like panda pop seems kids game,Negative,-0.4,0.4
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,The game level 56 difficult .please make easier.,Negative,-0.45,0.7
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,nan,nan,nan,nan
+Bubble Shooter Genies,"Pretty fun, enjoyable game!",Positive,0.1375,0.5499999999999999
+Bubble Shooter Space,Ok aiming system good bounces. After level 100 becomes equivalent bursting bubble wrap. All levels practically identical 2 balls.,Positive,0.6,0.55
+Bubble Shooter Space,"Good game waiting room, bored time. I ran levels...",Negative,-0.0666666666666667,0.6666666666666666
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,WISH MORE LEVELS WOULD COME. HURRY UP AND MAKE MORE LEVELS!!!!,Positive,0.75,0.5
+Bubble Shooter Space,Too many ads...Breaks flow gets annoying.,Negative,-0.15000000000000002,0.7
+Bubble Shooter Space,No bombs gives every bubble color needed uninstall,Neutral,0.0,0.0
+Bubble Shooter Space,I really loved Amazing Amazing Amaaaaazing game Its fantastic also funtastic ❤,Positive,0.38,0.78
+Bubble Shooter Space,Fantastic game good game release tension mind,Positive,0.07499999999999998,0.5750000000000001
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,This game sharpen memory,Negative,-0.4,0.4
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,To easy play,Positive,0.43333333333333335,0.8333333333333334
+Bubble Shooter Space,Feel good OK,Positive,0.6,0.55
+Bubble Shooter Space,Very relaxing game,Negative,-0.1,0.35
+Bubble Shooter Space,Nice best,Positive,0.8,0.65
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,Full enjoy game,Positive,0.11666666666666665,0.4833333333333334
+Bubble Shooter Space,"At end, clr bubble shoots",Neutral,0.0,0.0
+Bubble Shooter Space,"If ever start playing game, want stop.",Negative,-0.4,0.4
+Bubble Shooter Space,Boring addictive,Negative,-0.5,0.95
+Bubble Shooter Space,Too much ads. Uninstalled,Positive,0.2,0.2
+Bubble Shooter Space,"I love game well, let learn",Positive,0.04999999999999999,0.5
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,Good tym pass,Positive,0.7,0.6000000000000001
+Bubble Shooter Space,Very interesting,Positive,0.65,0.65
+Bubble Shooter Space,Nice game,Positive,0.09999999999999998,0.7
+Bubble Shooter Space,It's good,Positive,0.7,0.6000000000000001
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Shooter Space,Keeps hooked,Neutral,0.0,0.0
+Bubble Shooter Space,Fun game! Has froze yet,Negative,-0.1,0.30000000000000004
+Bubble Shooter Space,nan,nan,nan,nan
+Bubble Witch 3 Saga,"Other able make changes home see lot upgrades like cats. It's wonderful game. I've able upgrade house seems like year so. Last time I asked help, I really get answer. So. What going help give better REVIEW.",Positive,0.271875,0.47395833333333337
+Bubble Witch 3 Saga,I loved BW2 even better. The levels entertaining fun trying defeat Wilbur. Sometimes difficult work beat level that's challenge. The thing I like getting free play I stop! I wish could banked later. Maybe BW4? :-),Positive,0.3125,0.625
+Bubble Witch 3 Saga,Why I need YouTube order play sudden? Also I disconnected fb I try reconnect l get message saying unknown problem occurred let play all. I problem King games. I'm also notified events never show up.,Negative,-0.05,0.55
+Bubble Witch 3 Saga,nan,nan,nan,nan
+Bubble Witch 3 Saga,Amazing improvement!! I like way way better others!! These challenges come higher levels kinda tricky done!! I Level 712and 943 Have NOT able improvements Stella's Home Well Over 600 Levels!!!! When Are WE Going Have Some Home Improvements Available???,Positive,0.401875,0.585
+Bubble Witch 3 Saga,"Sometimes controls flip launch orb I'm still trying direct it, I dunno that's game glitch phone's touch sensitivity. I really like shows trajectory shot without making guess like lot ball shooter games",Negative,-0.03333333333333335,0.3333333333333333
+Bubble Witch 3 Saga,"I loving game, can't get enough it. I wish way getting coins besides buying also dust takes forever fill power cats. And revamps expensive",Negative,-0.07500000000000001,0.6375
+Bubble Witch 3 Saga,nan,nan,nan,nan
+Bubble Witch 3 Saga,This game cool. I commit game time game actually got candy crush soda I've playing good years. The thing irritating everyone tells New high-score. I keep thinking means I'm number need know highest score level. .,Negative,-0.051704545454545475,0.4755681818181819
+Bubble Witch 3 Saga,nan,nan,nan,nan
+Bubble Witch 3 Saga,It frustrating I owl left and/or 2 bubbles color remaining shooters provide totally different colors left abolish. It definately seems rigged point.,Negative,-0.1,0.375
+Bubble Witch 3 Saga,"Am I finding difficulties Lucy Discovery final level 20 balls even enough! I even reach half way. I depend fairies hit zap else I win. ""the fairy hit zap? Well, bad you. Try 1%!"" I hear else balls make end EDIT: still bugs, I hit ball fairy, fairy went ball several colors attached blow except ball. That happened",Negative,-0.040277777777777725,0.45555555555555555
+Bubble Witch 3 Saga,Great way kill time. It's great get past level stuck go back replay previous level get higher score. I love seeing I rank whenever I beat level since rank top 13 scores.,Positive,0.08333333333333333,0.5316666666666667
+Bubble Witch 3 Saga,"I really love simple game is, yet favorite play I time kill want something entertaining do. I love simple controls simple levels are, I yet get bored far. If I pick something bugs me, probably long takes hearts (lives) fill back up, I encouragement interact real life people ^_^ Overall, I high praise game would happily recommend friends. *EDIT 7/22/2018 I since reduced rating game busy complicated become. There's much going ruins complicates game I used enjoy. There's many events going given time I've started avoid playing. Quite unhappy become.",Positive,0.04076923076923077,0.5158241758241758
+Bubble Witch 3 Saga,nan,nan,nan,nan
+Bubble Witch 3 Saga,"This game fun addictive, controls really finicky - way easy shoot limited supply bubbles. I also like expensive purchase lives, I guess everyone's gotta eat. Or make ton money.",Negative,-0.0054421768707482955,0.48231292517006796
+Bubble Witch 3 Saga,Did 5 stars parts game. Since rating I can't play all. Just get message message stopped working. Could uninstalled soon fixed,Negative,-0.15000000000000002,0.30000000000000004
+Bubble Witch 3 Saga,nan,nan,nan,nan
+Bubble Witch 3 Saga,Fun! I want stop playing... can't wait see what's next. :) Found out...spend lots money can't beat certain levels. Enough enough. Erasing game!,Positive,0.08418367346938774,0.4530612244897959
+Bubble Witch 3 Saga,I LOVE THIS GAME!!! dont understand pay gold bars??n first time thing makes u feel bad...,Negative,-0.18281249999999996,0.5
+Bubble Witch 3 Saga,nan,nan,nan,nan
+Bubble Witch 3 Saga,"I've already written review this. I've dropped rating due piggy bank thing. If I earned 50 gold bars, would I pay order get them. Not gonna happen. That's rip off. This favorite games otherwise",Positive,0.1875,0.6875
+Bubble Witch 3 Saga,One enjoyable games i've ever played. I find playing every day honestly say Candy Crush squat game!,Positive,0.20000000000000004,0.6333333333333333
+Bubble Witch 3 Saga,I like switched things. I want say give away ...but nice twist hit level 500. Keep good work!!!,Positive,0.8,0.8
+Bubble Witch 3 Saga,nan,nan,nan,nan
+Bubble Witch 3 Saga,"Only downfall, must pay gold bars earn. Only goes 50. Any earned bounce piggy bank. If allowed bank grow, I would interested purchasing, price reasonable.",Positive,0.1125,0.775
+Bubble Witch 3 Saga,"Who even think piggy bank?, I hard work im earning telling im gonna pay 4 piggy bank? Fvk u. Now know king games going down.but 4me think better SHUT IT DOWN!.",Positive,0.004629629629629613,0.4435185185185185
+Bubble Witch 3 Saga,"Most King games like walking thru waist deep mud, device. But actually worth interminable wait. Takes way long load. But... Fun. Well designed.",Positive,0.21000000000000002,0.31999999999999995
+Bubble Witch 3 Saga,This amazing game. There NOT another even comparable it. It given us hours pure joy & happiness & truly changed lives beauty accomplishments. We love It! Thank you!!,Positive,0.48180803571428577,0.46666666666666673
+Bubble Witch 3 Saga,"Still hooked find piggy bank annoying. Really enjoy building Stella's house, curious know many levels/upgrades",Neutral,0.0,0.725
+Bubble Witch 3 Saga,nan,nan,nan,nan
+Bubble Witch 3 Saga,I wish would give boosters like 2 boosters 3 suck. I like 10 extra balls fire balls help fairy. These boosters 3 help much!!!! Fix make game better especially high score players like myself. Bw gave winners real rewards boosters could uae,Positive,0.18471354166666665,0.4166666666666667
+Bubble Witch 3 Saga,I play game every day. Seems help relieve stress bad day. It challenges mind makes forget bad happened day.,Negative,-0.6,0.5777777777777778
+Bubble Witch 3 Saga,Very addictive waiting forever new areas home revamp. Have gazillion fairy dust spend nothing spend on!! Sort please,Positive,0.1065340909090909,0.7272727272727273
+Bubble Witch 3 Saga,Lovely game. I suffer depression game along family keeps going. It's fun addictive. I level 765. A well put together game. Great job guys!,Positive,0.0857142857142857,0.5428571428571428
+Bubble Witch 3 Saga,Gameplay beginning get boring freezing crashing time. Tired keep buying piggy bank get gold bars play longer extend game play.,Negative,-0.6,0.7000000000000001
+Bubble Witch 3 Saga,I downloaded game back I can't stop playing it. I'm level 253 right I'm still going. It's lazy thinkers though.. But I love it.,Positive,0.027142857142857135,0.5071428571428571
+Bubble Witch 3 Saga,I playing Bubble Witch since first I beyond addicted. I play everyday best games pass time playing it. I love it! Highly recommend. Hope BWS4.,Positive,0.23916666666666664,0.4955555555555555
+Bubble Witch 3 Saga,I'm normally type play games phone surely addictive. It's pretty simple average game enjoyable fun. I end playing lot.,Positive,0.08124999999999999,0.5633928571428571
+Bubble Witch 3 Saga,nan,nan,nan,nan
+Buienradar - weer,"Please please consider adding English language option! Otherwise, reliable weather ❤",Neutral,0.0,0.0
+Buienradar - weer,"2 stars started playstore. started shortcut menu results almost every time blue screen buienradar logo. edit: new version seems resolved issue, 4 stars.",Positive,0.06818181818181818,0.2772727272727273
+Buienradar - weer,nan,nan,nan,nan
+Buienradar - weer,Fine State sometimes with +24 hours of rain at 17:00 but if you look at +3 hours there is no rain at 17:00. Little weird but understand why it comes.,Negative,-0.09027777777777778,0.6666666666666666
+Buienradar - weer,Awkward new design,Negative,-0.2318181818181818,0.7272727272727273
+Buienradar - weer,nan,nan,nan,nan
+Buienradar - weer,nan,nan,nan,nan
+Buienradar - weer,"Since update I see ads (and I'm paid version), even though I've contacted support helping. Frustrating!",Negative,-0.5,0.9
+Buienradar - weer,"Since the last update, rain radar does not work anymore, does not start up anymore and gives an error message. That's why now only 1 star, which is actually too much for a non-working app. More stars when the weather works.",Positive,0.13999999999999999,0.37333333333333335
+Buienradar - weer,Rain radar: no rain expected. Look outside: rain. Has been bad for a few months now.,Negative,-0.24999999999999994,0.3041666666666667
+Buienradar - weer,"Low navbar great! This makes lot easier navigate. Maybe good know ""Give feedback"" button leads FAQ page, otherwise 5 stars!",Positive,0.625,0.55
+Buienradar - weer,nan,nan,nan,nan
+Buienradar - weer,"Great app. But show rain +24 graph show rain +2 +3 graphs. Is bug? EDIT: receiving reply, I edited review 5-star.",Positive,0.8,0.75
+Buienradar - weer,I see something with RTL cookies like this and I delete it right away. I am so ready with all that data mining from everyone. Just thunder on man I want the weather and nothing else.,Positive,0.24285714285714285,0.5178571428571428
+Buienradar - weer,"I need radar map. Lost days, found answer little upper right arrows. And works again. Perfect.",Positive,0.2745535714285714,0.5089285714285714
+Buienradar - weer,nan,nan,nan,nan
+Buienradar - weer,How I remove review? Stupid Google,Negative,-0.7999999999999999,1.0
+Buienradar - weer,crashing today. It working anymore,Neutral,0.0,0.0
+Buienradar - weer,Very annoying...!,Negative,-1.0,1.0
+Buienradar - weer,Better with the latest updates,Positive,0.5,0.7
+Buienradar - weer,"UPDATE: thanks for the fix. The widget works again! Rain radar - what's going on? Since the security update of samsung, can I no longer load the widget and does the feedback button no longer work? But then: like the fixes so that the widgets on samsungs also work again.",Positive,0.25,0.2
+Buienradar - weer,Not accurate. Outdated design bad quality maps...,Negative,-0.4333333333333333,0.6444444444444445
+Buienradar - weer,I think great mostly accurate I lot I'm Holland I'm Spain imageradar work btw live Altea;),Positive,0.3965909090909091,0.7208333333333333
+Buienradar - weer,"NOW, I AM WET BY YOUR KUT PREPELLENT THANK YOU TOP !!!",Positive,0.43828125,0.45
+Buienradar - weer,Its oke general impression happen nothing really works way. I find useful current temp nothing more. And dumbass decides would good idea make music stop listen ads. Fire person.,Positive,0.2916666666666667,0.3666666666666667
+Buienradar - weer,"How do I set the widget to sun radar (or rather still cloud radar)? I can always get the yellow sun radar chart after clicking the widget, but I would like to be able to set it as the default view of the widget. Thank you!",Positive,0.3125,0.3125
+Buienradar - weer,"Super app, but unfortunately now for marketing and tracking outside RTL pages permission is required 1x. And without permission to use it, which is a shame, of course. : No problem that if you do not agree with tracking outside Buienradar / RTL, you can not use it anymore. This while this is not necessary for the function that has the.",Negative,-0.03333333333333334,0.5533333333333333
+Buienradar - weer,rarely works properly. Already used on different devices and with every phone shows these problems. Most common is the need to switch off several times in order to start loading information. I therefore do not recommend it for new users.,Positive,0.09090909090909091,0.4363636363636364
+Buienradar - weer,"The first screen the Android Wear (smartwatch Zenwatch 2) always empty. I do see the text 'no rain expected' and some white balls, but no further interpretation.",Positive,0.009999999999999998,0.3466666666666667
+Buienradar - weer,I am listening to music and suddenly a VIDEO advertisement comes along WITHOUT sound that turns off my music ..... Furthermore I am satisfied with the,Positive,0.3,0.6333333333333333
+Buienradar - weer,"3 times abandoned by this one week time, went by bike while it was going to rain hard, institutions were good",Positive,0.20416666666666664,0.5708333333333333
+Buienradar - weer,"Tip, rain radar lite. Works just for what it is made. Nice that the advertising always does it, well done. New phone so try again. Same problem as a year ago. Charges often not very slow, no problem.",Positive,0.21293706293706294,0.4718094405594406
+Buienradar - weer,"Looks good, and also works well! Only I miss the current temperature + summary the status bar and I have to open the front.",Positive,0.21875,0.625
+Buienradar - weer,Nonsense every day changed the weather stop predict if you can not leave it for people who can,Neutral,0.0,0.0
+Buienradar - weer,this is always wrong,Negative,-0.5,0.9
+Buienradar - weer,Often completely fails report rain,Negative,-0.5,0.3
+Buienradar - weer,Cloud burst rains that are not visible. Prediction that there will fall 0.0mm rain while it is pouring.,Neutral,0.0,0.0
+Buienradar - weer,All,Neutral,0.0,0.0
+Buienradar - weer,Best forecast,Positive,1.0,0.3
+Buienradar - weer,Awesome,Positive,1.0,1.0
+Build a Bridge!,I liked build because built bridge always make fall give 4 5 also PLZ DOWNLOAD BEST GAME,Positive,0.4000000000000001,0.5
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,A little better graphics ways earn coins watching ads paying it. But good game far,Positive,0.1425,0.6
+Build a Bridge!,Great game physics awesome brain challenging brilliant game thing controls tiny bit rough,Positive,0.2875,0.6812500000000001
+Build a Bridge!,"Fun, simple game. Good controls graphics good. Great entertaining kids",Positive,0.3714285714285714,0.5153061224489797
+Build a Bridge!,"Free until lv 20, awesome asking buying.. demm heartbroken",Positive,0.7,0.9
+Build a Bridge!,Bought DLC phone update money Went I get DLC. Rip,Neutral,0.0,0.0
+Build a Bridge!,"Its entertaining, I would highly recommend getting",Positive,0.33,0.6199999999999999
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,Good bro It beautiful man say beautiful game,Positive,0.5,0.75
+Build a Bridge!,"This game plays itself. The first 5 levels, told beat every asked rate am. Its easy.",Positive,0.09444444444444444,0.5222222222222223
+Build a Bridge!,First game held attention,Negative,-0.07500000000000001,0.3666666666666667
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,Best bridge builder game,Positive,0.3,0.35
+Build a Bridge!,I loving much,Positive,0.4,0.575
+Build a Bridge!,I love game much,Positive,0.09999999999999999,0.39999999999999997
+Build a Bridge!,I got game space I figured costs rather get Polly bridge instead since actually everything free buy game rip-off,Negative,-0.16,0.44000000000000006
+Build a Bridge!,DON'T PLAY IT,Neutral,0.0,0.0
+Build a Bridge!,This game well made.,Negative,-0.4,0.4
+Build a Bridge!,I'm downloaded I downloaded,Neutral,0.0,0.0
+Build a Bridge!,I like bridges,Neutral,0.0,0.0
+Build a Bridge!,Is very good,Positive,0.9099999999999999,0.7800000000000001
+Build a Bridge!,Am,Neutral,0.0,0.0
+Build a Bridge!,Good,Positive,0.7,0.6000000000000001
+Build a Bridge!,It good :),Positive,0.6,0.8
+Build a Bridge!,Omg,Neutral,0.0,0.0
+Build a Bridge!,Like,Neutral,0.0,0.0
+Build a Bridge!,I Loved,Positive,0.7,0.8
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,Good job,Positive,0.7,0.6000000000000001
+Build a Bridge!,Lots fun,Positive,0.3,0.2
+Build a Bridge!,Good game,Positive,0.14999999999999997,0.5
+Build a Bridge!,cool game,Negative,-0.025000000000000022,0.525
+Build a Bridge!,Addicted,Negative,-0.4,0.6
+Build a Bridge!,Was great great,Positive,0.8,0.75
+Build a Bridge!,Great,Positive,0.8,0.75
+Build a Bridge!,amazon,Neutral,0.0,0.0
+Build a Bridge!,Fun,Positive,0.3,0.2
+Build a Bridge!,Awesome,Positive,1.0,1.0
+Build a Bridge!,Cool,Positive,0.35,0.65
+Build a Bridge!,Love,Positive,0.5,0.6
+Build a Bridge!,"Another bridge builder game. Cool graphics, controls slow clumsy best. Terrible addware embedded too. Locked screen 30 second add. The way around add close game. All set. Uninstalling.",Negative,-0.13125000000000003,0.44375
+Build a Bridge!,How get 4.6 rating. It awful game. Controls really bad please waste time. BTW idea stolen others long time ago done much better job!,Negative,-0.2874999999999999,0.4944444444444444
+Build a Bridge!,Meh best. Controls mediocre puzzles poorly thought (ie: solution level 7 involves 6 meter drop end?). This game done far better.,Positive,0.04999999999999999,0.6333333333333333
+Build a Bridge!,"It's decent game 30 levels play, far short. They offer space level $1.99 pay original level short?",Positive,0.04027777777777777,0.5694444444444443
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,"If there's game HAVE TO watch ads progress, I like it. After certain point creator thought: ""Oh understand now"", And would clue do, never seen certain aspect before. Don't play.",Positive,0.009523809523809509,0.5142857142857142
+Build a Bridge!,"It's fun, finger clumsy I'm entirely sure controls work, considering tablet, meh, gonna do, right? It's good is!",Positive,0.33214285714285713,0.5249206349206349
+Build a Bridge!,Game play slow takes too much time change level replay thing else.... Consider change & game great,Negative,-0.019999999999999997,0.43
+Build a Bridge!,"The game decent. I call abstract unique there's many others like this, fun I'm sure devs put fair ammount time making it.",Positive,0.3059523809523809,0.6507936507936508
+Build a Bridge!,Who makes new map finish original makes buy new map along easy mode I'm gonna guess going whole pay play technique,Positive,0.2562121212121212,0.5784848484848485
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,This game awesome unknown build stuck person playing get pissed,Positive,0.16666666666666666,0.6666666666666666
+Build a Bridge!,Any game stops playing adverts im intrested. I installed game play watch adverts candy crush absolute trash broken game.,Negative,-0.27999999999999997,0.5
+Build a Bridge!,"Game great, really gets thinking. I'm always trying beat every level without hint",Positive,0.20000000000000004,0.44999999999999996
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,I would rated game 5 stars many ads pay extra world.,Positive,0.033333333333333326,0.3333333333333333
+Build a Bridge!,"Stupid, aimed making people watch ads. That secondary goal primary goal.",Negative,-0.23333333333333328,0.6
+Build a Bridge!,"No way quit app, plays ads can't escaped loud music sound",Positive,0.25,0.6000000000000001
+Build a Bridge!,It sucks pay play levels skip paying that's watch video every level,Negative,-0.3,0.3
+Build a Bridge!,Fun game. Havent played much havent interrupted ads yet.,Positive,0.033333333333333326,0.26666666666666666
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,Great interactive game!! Controls sensitive I hoped still responsive! It's fun also makes think too!,Positive,0.16875,0.5625
+Build a Bridge!,IF U LIKE TO GET FRUSTRATED DOWNLOAD THIS GAME,Negative,-0.55,0.30000000000000004
+Build a Bridge!,Great game let imagination run free best creative way let people cross beige safely,Positive,0.39999999999999997,0.5357142857142857
+Build a Bridge!,Loved words difficult think creator make game difficult profit becz need hint watch video get hint take real profit us seeing video,Negative,-0.1,0.7
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,"Nothin' I say. This game pretty much beyond impossible perfect, It's bad opinion.",Negative,-0.05277777777777776,0.7111111111111111
+Build a Bridge!,Level 7 impossible. THE PEOPLE WOULD DIE IF THEY JUMPED THAT HIGH,Negative,-0.2533333333333333,0.77
+Build a Bridge!,After level 5 need either buy levels unlock continuously watch ads individual level.,Neutral,0.0,0.4
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,think good because fun don't like because hard computer.,Positive,0.23611111111111108,0.44722222222222224
+Build a Bridge!,"Polybridge clone truly awful controls, worse physics, much handholding.",Negative,-0.39999999999999997,0.6
+Build a Bridge!,Amazing game. You enjoy matter old are.,Positive,0.17500000000000002,0.5
+Build a Bridge!,This game TRASH pay 5 levels,Negative,-0.4,0.4
+Build a Bridge!,In opinion think good reviews fake.,Positive,0.09999999999999998,0.8
+Build a Bridge!,nan,nan,nan,nan
+Build a Bridge!,What game!! Only game see addiction play,Negative,-0.3416666666666666,0.6
+Build a Bridge!,I hate level six ass boat dont play waste time,Negative,-0.5,0.45
+Build a Bridge!,It's game get across side car,Negative,-0.4,0.4
+Build a Bridge!,"Cool game, really addictive, but, would cool smoother could steel cables straight away. Thanks making game! :)",Positive,0.0875,0.575
+Build a Bridge!,YOU HAVE TO DO ALMOST EVERYTHING PERFECT NOT CREATIVE AT ALL,Positive,0.375,1.0
+Build a Bridge!,"9/10 purely lvl 15 shady. I've built exact (hint)bridge T hundred times,but always fell short till I watched 3 ads it(only find bridge I built, replace 4 steel beams wood) sûppórt problem, instead car simply fell short.every.single.time. So shady",Negative,-0.005952380952380955,0.44285714285714284
+Build a Bridge!,It's really good game,Positive,0.14999999999999997,0.5
+Build a Bridge!,I HATE THIS GAME SO MUCH!!!,Negative,-0.2697916666666667,0.5
+Build a Bridge!,Guy say game sucks dum noobs,Negative,-0.35,0.35
+Build a Bridge!,rip poly bridge terrible controls,Negative,-1.0,1.0
+Build a Bridge!,Love much best game ever,Positive,0.3666666666666667,0.4333333333333333
+Build a Bridge!,I downloading game right I good #YOLO,Positive,0.1952380952380952,0.511904761904762
+Build a Bridge!,It's funny watching cars drown,Positive,0.25,1.0
+Build a Bridge!,Great game nothing needs change u made awesome game,Positive,0.24999999999999997,0.6375
+Build a Bridge!,Fun play. But I bit nerdy.,Positive,0.3,0.2
+Build a Bridge!,This really good puzzle game,Positive,0.14999999999999997,0.5
+Build a Bridge!,I loooove game best game i've played ever sometimes crashes tablet please fix,Positive,0.06666666666666665,0.3666666666666667
+Build a Bridge!,"Terrible, pay everything",Negative,-1.0,1.0
+Build a Bridge!,It good hate 30 levels finished day!,Negative,-0.15000000000000002,0.75
+Build a Bridge!,"Bad, load",Negative,-0.6999999999999998,0.6666666666666666
+Bukalapak - Jual Beli Online,"Protection against sellers is lacking. When the expedition failed in a timely manner and reasoned that it didn't make sense, the duo continued 100% to the pelapak. Even though the buyer can't complain directly to the expedition, what the complaint can be is a seller. When the duot was handed over 100% to the seller, the seller became poor to complain to the expedition.",Negative,-0.275,0.375
+Bukalapak - Jual Beli Online,"Easy to use, easy tracking, accept various payment modes, fast in the transaction process, photos of goods should be more detailed",Positive,0.3277777777777778,0.6694444444444446
+Bukalapak - Jual Beli Online,nan,nan,nan,nan
+Bukalapak - Jual Beli Online,nan,nan,nan,nan
+Bukalapak - Jual Beli Online,"just used a few minutes after the download, it still goes to the list of 5 that drain the battery, how many times ... after the update is the same, don't optimize it, but the shop doesn't need to waste battery! and for flashdeal, it's crazy messy right",Negative,-0.0663265306122449,0.3658163265306122
+Bukalapak - Jual Beli Online,nan,nan,nan,nan
+Bukalapak - Jual Beli Online,"Storm promo for 1700 free silver money must be used 24 hours, guyssssss business PM bukalapak seriously find better one. This promo hurting back reputation is omg",Positive,0.14166666666666666,0.4916666666666667
+Bukalapak - Jual Beli Online,"Bad shopping app. Data hungry back home screen (like there's cache). The chat bug error u're trying delete it, login logout make normal. Those display order bad too..even put based best sales, arrangement wrong. The UI bad confusing new people I think marketplace still audience promos. Because seller much.",Negative,-0.1413636363636363,0.49045454545454537
+Bukalapak - Jual Beli Online,"As frequent buyer, disappointed soooo many brokers real inventory. With latest version , submitted 2-3 complaint regarding transaction yet get answered. Where find support phone hotline ?",Positive,0.04166666666666668,0.4916666666666667
+Bukalapak - Jual Beli Online,"so annoyed disappointed with bukalapak sekerang, even though I have a lot of transactions in bukalapak, I as a buyer not as a seller here. open my wallet to freeze for 7x24 hours in the hard can not use open wallet. I can go back instead of begging for money from cheating",Negative,-0.24027777777777778,0.5152777777777777
+Bukalapak - Jual Beli Online,"The process of refunding is very long, purchase errors due to server error. Want to refund the funds, have to wait 3 days, there have been no response for 3 days. Suck",Negative,-0.095,0.4475
+Bukalapak - Jual Beli Online,"update version 4.26.7 totally rubbish ! crash everytime check ""ongkos kirim"" option product. BL give us new update problem,otherwise people uninstall change reliable online market",Positive,0.06818181818181818,0.6022727272727273
+Bukalapak - Jual Beli Online,nan,nan,nan,nan
+Bukalapak - Jual Beli Online,"Easy use. Helping much find good stuff I need also I get good price. One thing I love, I bargaining. Thanks BL.",Positive,0.45555555555555555,0.5055555555555556
+Bukalapak - Jual Beli Online,"Unfortunately, the chat application can't push notif to the cellphone, you have to open the app and just chat it seems, and all the push notifs for every sale are not available, the push settings are activated on the cellphone or not, the rest is ok, dr payment etc, cm not optimal",Negative,-0.04999999999999999,0.6
+Bukalapak - Jual Beli Online,"Weight on the left, Illustration: There is a product costing 10,000 discounts of 90% the price is 1000, but the price is 27,000, while the purchase cannot be more than 1pcs .. This means that if I go to the retail store, the item costs 10000 but with a discount of 90% instead of paying 28,000. .",Positive,0.25,0.25
+Bukalapak - Jual Beli Online,I like simple display. The arrangement categories good see want see easier. The categories complete. I like since allows pick favourite categories first page display. Thanks Badai Uang feature. It's much fun.,Positive,0.2583333333333333,0.34841269841269845
+Bukalapak - Jual Beli Online,"An advantageous application for doing business online, I as pelapak hope that in the future, the discounting of items can be at the same time on all items. So no need to set 1 per 1 discount because it takes a long time especially my item has nearly 1000 items sold.",Positive,0.01,0.41
+Bukalapak - Jual Beli Online,nan,nan,nan,nan
+Bukalapak - Jual Beli Online,"The shake is forced to do it. How come I can't search for it because every time I open it, it goes directly to the money storm menu. I don't want it. So how come the solution isn't ?? Why is this py, if it doesn't work?",Negative,-0.06666666666666668,0.3666666666666667
+Bukalapak - Jual Beli Online,"track order, even sometimes time fit payment process limited hours upon order others give day..",Positive,0.1642857142857143,0.27142857142857146
+Bukalapak - Jual Beli Online,return the favorite items tab. anyway bukamall is very annoying and laggy (10 seconds),Negative,-0.25,1.0
+Bukalapak - Jual Beli Online,"bought product. seller send. JNT delivered me. strangely, bukalapak CS respond anything. unresponsive professional",Positive,0.025,0.125
+Bukalapak - Jual Beli Online,Can't cancel transaction like Tokop***a purchase satisfied cheaper that.,Positive,0.5,1.0
+Bukalapak - Jual Beli Online,nan,nan,nan,nan
+Bukalapak - Jual Beli Online,how come it can't change the pict on the product that already exists huh ?? because there are some color variants from the product. usually can ..,Negative,-0.25,0.25
+Bukalapak - Jual Beli Online,"Kapok bought an electric token in Bukalapak. Already 3 times to buy an electric token via the transfer, it always involves the payment, you must open the ticket complaint first and then take care of it. This is the last one (4/8/18) the most severe until the expired transaction still fails verification. open 2 ticket complaints (tokens and purchases) ignored. In fact, a new complaint ticket is made on the phone, instead of continuing the ticket that is ignored. What do you want",Negative,-0.023737373737373738,0.3393939393939394
+Bukalapak - Jual Beli Online,"As a seller, it is very disturbed, incoming notifications (chat, product discussion) often do not enter, so we don't feel fast response, uploading images is often error even if there is a good internet connection. There is a bug in the wholesale settings section, when the wholesale menu cannot be removed already in the wholesale settings can not be changed settings without a wholesale menu",Positive,0.3666666666666667,0.5
+Bukalapak - Jual Beli Online,nan,nan,nan,nan
+Bukalapak - Jual Beli Online,"Please don't delete a bad review. If there is no complaint, there is a clear response to the seller's complaint. This is bad BL. The complaint feature is just a display, the seller complains that there is no response to the turn of the problem. Very disappointed. RIP money. Eat",Negative,-0.38928571428571423,0.4702380952380953
+Bukalapak - Jual Beli Online,nan,nan,nan,nan
+Bukalapak - Jual Beli Online,Vouchers cannot be reused on the same device ??? Even though I only shop on one cellphone and buy once in each flashdeal period. Because of this until 5 times cancel shopping on flashdeal. Annoying.,Negative,-0.26666666666666666,0.6749999999999999
+Bukalapak - Jual Beli Online,well .. the chat feature between buyer sellers is somehow an error. every time I get a reply from Pelapak. I can't read / no chat from Pelapak in my application.,Neutral,0.0,0.0
+Bukalapak - Jual Beli Online,"It's been a long time to wait for the dog, it's not rich in the shop next door, actually the next olshop subscription, but just want to try BL, I know, the process is just too long when it doesn't pay on the spot",Negative,-0.04791666666666666,0.27499999999999997
+Bukalapak - Jual Beli Online,"Inbox in Bukalapak likes Error, notification inbox has to wait for a few hours to appear, even it never appears at all",Negative,-0.2,0.1
+Bukalapak - Jual Beli Online,nan,nan,nan,nan
+Bukalapak - Jual Beli Online,The money stall on 24 mlm doesn't cost the money yet? Trs 25 in the morning can't shake ...,Neutral,0.0,0.0
+Bukalapak - Jual Beli Online,"quite easy to shop and simple access, only a while ago payment via BNI transfer could not be done",Positive,0.14444444444444446,0.7301587301587302
+Bukalapak - Jual Beli Online,"from the cellphone shake event if you go to the main menu of purchase, how come back to the event to shake the cellphone ...? do you want to see the product if every time the main purchase purchases the vibrational tone goes back to the cell phone shake event (like loop trs)? ... seems like a bug, boss ... I use redminote 4 ...",Positive,0.08333333333333333,0.16666666666666666
+Bukalapak - Jual Beli Online,Been using Bukalapak 5 years buy + sell goods never let down. Thank Bukalapak! Badaaaaai ♥️,Negative,-0.19444444444444448,0.2888888888888889
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,"This application is very good. Moreover, I am a new mother so it is very useful to know the development of my baby. I also can always remember the age of my baby. Very recommended especially for the new mom.",Positive,0.29545454545454547,0.4981818181818182
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,"the contents are quite good, but the application is still not stable from its appearance, and always adverts every other category click :(",Negative,-0.05833333333333335,0.6583333333333333
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,"Please update again. At the baby food menu information begins at 4m. Whereas MP-ASI is highly recommended at the age of 6m. And in the chat menu, you can't mention the other members",Positive,0.0175,0.45749999999999996
+BukuBayi - Perkembangan Bayi,"SGT helps us as new parents, practically easy to use. As a guide",Positive,0.28484848484848485,0.6439393939393939
+BukuBayi - Perkembangan Bayi,This application is very helpful especially for me a new mother ... through this application I can know the development of the baby ❤,Positive,0.11212121212121212,0.5848484848484848
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,"Less useful, it only contains general article articles, there is no recording and graphics for babies.",Positive,0.04583333333333334,0.39166666666666666
+BukuBayi - Perkembangan Bayi,Good Very good of this application,Positive,0.8049999999999999,0.6900000000000002
+BukuBayi - Perkembangan Bayi,"Application that really helps parents in caring for their babies, thank you",Positive,0.2,0.2
+BukuBayi - Perkembangan Bayi,very helpful for me and my wife in knowing the baby's development,Positive,0.2,0.3
+BukuBayi - Perkembangan Bayi,"good application, it would be better if there was a growchartny logo",Positive,0.6,0.55
+BukuBayi - Perkembangan Bayi,Usefull Helpful enough.,Neutral,0.0,0.5
+BukuBayi - Perkembangan Bayi,Good for seeing baby's development,Positive,0.7,0.6000000000000001
+BukuBayi - Perkembangan Bayi,Cool rcommended for young men. Hehe,Positive,0.22499999999999998,0.525
+BukuBayi - Perkembangan Bayi,It's good to know the stage of child development ...,Positive,0.7,0.6000000000000001
+BukuBayi - Perkembangan Bayi,Very helpful as a reference,Positive,0.2,0.3
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,Remember it,Neutral,0.0,0.0
+BukuBayi - Perkembangan Bayi,Very helpful,Positive,0.2,0.3
+BukuBayi - Perkembangan Bayi,good application,Positive,0.7,0.6000000000000001
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,Kereen,Neutral,0.0,0.0
+BukuBayi - Perkembangan Bayi,Useful Easy,Positive,0.3666666666666667,0.4166666666666667
+BukuBayi - Perkembangan Bayi,gut..,Neutral,0.0,0.0
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,Ok,Positive,0.5,0.5
+BukuBayi - Perkembangan Bayi,Nice,Positive,0.6,1.0
+BukuBayi - Perkembangan Bayi,Thanks,Positive,0.2,0.2
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,Nice,Positive,0.6,1.0
+BukuBayi - Perkembangan Bayi,nan,nan,nan,nan
+BukuBayi - Perkembangan Bayi,Good,Positive,0.7,0.6000000000000001
+Burner - Free Phone Number,I tried first time using dating businesses send messages. It great started paying subscription. Wish free course worth paying $5 per month removes possibility deal creepers many business texts.,Positive,0.45,0.4966666666666667
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,"Great good support team. randomly stops calling 5 minutes hour, thats usually week support fixed account related issues. Definitely recommend free like Google Voice.",Positive,0.15625,0.5
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,I like it. Haven't issues far. It would've got 5 stars I buy credit.,Positive,0.1,1.0
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,"BEWARE BEFORE ORDERING, HONEST REVIEW....here things aware ordering burner service. I ordered online used credit card aware auto subscription even though I purchased non subscription time payment try month. Although I aware likely hidden credit card auto renew I see it. They subsequently billed second month without knowledge....now fun part...on purpose, whether online dashboard make cannot find cancel payment, subscription turn auto renew. On support section make sound like easy procedure I still yet tried find cancel even though I followed online instructions. They purpose make extremely difficult cancel subscription, cancel auto renew, edit payment details, hidden cannot find it. Additionally number rotate quickly get lot unwanted scam, spam & texts eats minutes. A much waste money.",Positive,0.11888888888888886,0.42
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,Best kind .don't waste ur time .....,Positive,0.46666666666666673,0.39999999999999997
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,Fetty wap skyler kosman lightweight foil smoking retard,Negative,-0.9,1.0
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Burner - Free Phone Number,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Bus Rush: Subway Edition,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,Best for analysis currently. If you want to make conscious shopping you can not go without having it. Very good. Congratulations to the developers.,Positive,0.5025,0.495
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,A simple search that I did in the last version and does not work. Try to search for iPhone 6 .. have no Apple category or same category iPhone cell phone has in web version!,Neutral,0.0,0.18293650793650795
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,Very good,Positive,0.9099999999999999,0.7800000000000001
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Buscapé - Ofertas e descontos,nan,nan,nan,nan
+Business Calendar 2,"I like basic version OK--nice colors decent syncing across apps--but I would upgrade paid pro version, someone would confirm whether ALARM notification feature--i.e., actul wake-up type alarm, NOT one-time vibration pop-up window--can easily set notifications. It's little pricey that's feature I would really looking upgrade, I can't tell that's actually included not.",Positive,0.10208333333333335,0.40416666666666673
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,"Easily best calendar I ever used; syncs seamlessly Google Calendar Tasks (both backbone short- long-term planning), extends functionality without bloated dubiously useful features. I especially appreciate fact task lists include sub-tasks. My complaint appear desktop extension, since online time spent mobile tablet, minor complaint indeed.",Positive,0.07222222222222222,0.2666666666666667
+Business Calendar 2,"Just great calendar app. Love dark theme, visual layout, agenda widget (!), tasks events easy set up, customizable (including recurrence, though takes getting used to), sync calendar subscriptions (I found regional holidays, I'm interested others too), shows/hides local Google calendars, on. They even offer (pay) calendar subs sports/tv, want (not now, interesting option).",Positive,0.2592592592592593,0.5092592592592593
+Business Calendar 2,"Up 5 minutes ago problem I widget home screen would delete occasionally. 5 minutes ago, scanning events upcoming weeks widget, every event I manually entered deleted itself. Everything. Edit: I went redo calender everything reappeared. Changed 3/5 heart attack gave me.",Neutral,0.0,0.125
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,"I've REALLY want stick BC I start, But UI less user friendly rival Calengoo (has view tabs much customizable), harder switch views, harder select individual calendar task lists (especially using phone portrait view many lists/calendars .. Calengoo individual calendar buttons multiple rows ). Also secondly, biggie me, selecting task widget ""task list"" view, actually separate different task list headers (like Calengoo successfully), makes useless me. Selecting ""Task Lists"" give TASK LISTS widget!! Overall good app, looks nice, lacks lot functionality. I've tried communicating devs, ... hope listen. I feel like I'm forced go elsewhere, functionality must come first.",Positive,0.10128968253968254,0.34523809523809523
+Business Calendar 2,"I wanted calendar independent GOOGLE! This automatically synced Google calendar phone, course, goes ""madatoey, forced sign-ups Gmail"", exactly I DO NOT WANT!! I cannot find way change put email preference! WTHeck!?!?!",Negative,-0.25894571940104166,0.19166666666666665
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,"Two stars desktop version long overdue devs seem interested listening customers suggestions. Especially people paid premium. Otherwise, pretty darn good.",Positive,0.22999999999999998,0.7
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,Good voice recognition good calander good voice recognition. Hopefully day improve enough regular basis.,Positive,0.41999999999999993,0.47538461538461546
+Business Calendar 2,"Used love constant updates drive crazy, get wrong, I mind updates needed I find negative aspect many, said many good aspects.",Positive,0.1,0.5916666666666666
+Business Calendar 2,Overall great lot useful function. This helps plan organize day. So far i'm satisfied Pro version features. Keep good work! :),Positive,0.43928571428571433,0.6214285714285713
+Business Calendar 2,"I tried many calendar available search best fits needs, best. I interested upgrading pro version, question so. Is $4.99 fee time fee, yearly fee, monthly fee?",Positive,0.63,0.4
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,"I greatly appreciate prompt response issue upon performing suggested support, resolved issue. I changing rating back 5 stars especially due rapid response issue I also like app.",Positive,0.18333333333333335,0.5
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,This app's icon top home page used daily know I'm supposed be. The runs well much convenient stay organized.,Positive,0.2333333333333333,0.2333333333333333
+Business Calendar 2,"No apparent Office 365 support, useless me. Sorry!",Negative,-0.3833333333333333,0.5166666666666667
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,"The notifications work cellphone... Otherwise, I like",Neutral,0.0,0.0
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,Has long time go calendar,Negative,-0.05,0.4
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,The customizable respect personalizing theme appearance match rest phone's theme!!! Looks great works exactly expected,Positive,0.35000000000000003,0.575
+Business Calendar 2,I main calender phone works well,Positive,0.16666666666666666,0.3333333333333333
+Business Calendar 2,Making schedule listed form base days good,Negative,-0.050000000000000044,0.8
+Business Calendar 2,"student part time worker, tool helps keep track events due dates effectively",Positive,0.2375,0.5875
+Business Calendar 2,Worked two weeks ago. I'm done buying 3rd party apps.,Neutral,0.0,0.0
+Business Calendar 2,I love app! I time. Adding feature shopping lists would great.,Positive,0.7125,0.675
+Business Calendar 2,"Very handful, especially synchronize google calendar",Positive,0.1,0.65
+Business Calendar 2,My Calendar. Use widget too. Very happy it. Thank Team!,Positive,1.0,1.0
+Business Calendar 2,nan,nan,nan,nan
+Business Calendar 2,"Work well, easy use, wish sms reminders built",Positive,0.43333333333333335,0.8333333333333334
+Butterfly Live Wallpaper,5*****APP INDEED.,Neutral,0.0,0.0
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,I like Rosse,Neutral,0.0,0.0
+Butterfly Live Wallpaper,Love beautiful free screen savers,Positive,0.5833333333333334,0.8000000000000002
+Butterfly Live Wallpaper,Good,Positive,0.7,0.6000000000000001
+Butterfly Live Wallpaper,Breathtaking! One thing though. What ads sudden? Can't even look different background without live ad popping up.,Positive,0.28409090909090906,0.65
+Butterfly Live Wallpaper,"Butterfly I delighted beauty butterflies, magical eyes yet majestic heart brought you.",Positive,0.6,0.85
+Butterfly Live Wallpaper,"Peaceful, breathtakingly beautiful; especially mostly blue w/the pale pink Magnolias. Magnificent butterfly wallpapers.",Positive,0.29833333333333334,0.5133333333333333
+Butterfly Live Wallpaper,Butter fly's purple It Best photos I seen I really like ones move best !!!,Positive,0.75,0.425
+Butterfly Live Wallpaper,Excruciating joyful Five stars,Neutral,0.0,0.0
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,"Best I love it, de flower cute lovely also de background.",Positive,0.625,0.6625
+Butterfly Live Wallpaper,"I love Butterflys I love way move .wish new ones,",Positive,0.37878787878787873,0.5515151515151515
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,The butterflies look real,Positive,0.2,0.30000000000000004
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,I love taking flying mode. One best ever.,Positive,0.75,0.44999999999999996
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,"Butterfly live wallpaper Wildlife beautiful,I love it.",Positive,0.3181818181818182,0.55
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,Lov I love butterflies except I stomach,Positive,0.5,0.6
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,It's nice wallpaper..it feeling happy,Positive,0.7,1.0
+Butterfly Live Wallpaper,Love like butterfly,Positive,0.5,0.6
+Butterfly Live Wallpaper,Butterfly I choose butterfly cause pretty.,Positive,0.25,1.0
+Butterfly Live Wallpaper,Haah poured out,Neutral,0.0,0.0
+Butterfly Live Wallpaper,Butterfly Beautiful,Positive,0.85,1.0
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,Butterfly's,Neutral,0.0,0.0
+Butterfly Live Wallpaper,Butterfly None,Neutral,0.0,0.0
+Butterfly Live Wallpaper,Wallpaper Nice,Positive,0.6,1.0
+Butterfly Live Wallpaper,Beauty Flight Graceful & soothing,Neutral,0.0,0.0
+Butterfly Live Wallpaper,Butterflies,Neutral,0.0,0.0
+Butterfly Live Wallpaper,Very nice love,Positive,0.64,0.8
+Butterfly Live Wallpaper,nan,nan,nan,nan
+Butterfly Live Wallpaper,Nice,Positive,0.6,1.0
+Butterfly Live Wallpaper,Great choices,Positive,0.8,0.75
+Buzz Launcher-Smart&Free Theme,"Pretty good personalization. Some features find new icons blocked unless make account let make reason. *** Edit- After sending email support, bounced back message mailbox longer service. I think company longer updating app.",Positive,0.2715909090909091,0.5136363636363637
+Buzz Launcher-Smart&Free Theme,Dear authorizer buzz launcher.. I using buzz launcher avryone smart phons... But new phone redme note5 pro...i insatall buzz launcher phone mi note5 pro... There issues full screen.. Buzz launcher working full screen phone.When gesture swipe down.. It's display upper bottom line cut full screen solw problem.,Positive,0.17787054215625644,0.4337559266130695
+Buzz Launcher-Smart&Free Theme,"Brst ever launcher I ever seen before..... Endless possibilities..... Lots customisable options.... It makes phone 5 times faster....Before gating yesterday... I used s8 launcher..... But insanely slow full ""vigo & musically"" adds...... So annoying.... Thankk buzz team make like that.... Summary ~everything nut shell..... Of course totally freeeeee!!!!!",Negative,-0.14583333333333334,0.5583333333333333
+Buzz Launcher-Smart&Free Theme,"seems problem launcher settings ... I'm trying edit screen drawer settings. msg says ""loading pls wait"" ... nothing happens :^/ everything else appears working, quite quick smooth - would like launcher settings sorted ...",Positive,0.3666666666666667,0.5
+Buzz Launcher-Smart&Free Theme,nan,nan,nan,nan
+Buzz Launcher-Smart&Free Theme,Nova Launcher still king launchers. Why would create launcher support landscape boggles mind. This launcher much offer crippled lack screen rotation. A shame.,Positive,0.2,0.2
+Buzz Launcher-Smart&Free Theme,"I used like But since last update ever I search theme buzz home pack app, themes show used to. please fix problem",Neutral,0.0,0.06666666666666667
+Buzz Launcher-Smart&Free Theme,Been using years. Have loved it. Best ever. But I problem started today. Every time I push home button note 8 asks select default launcher even though buzz already selected default phone settings. It's really annoying. I wonder problem phone anyone else issue?,Positive,0.3,0.6666666666666666
+Buzz Launcher-Smart&Free Theme,I love customisation buzz launcher gives me. The thing I find annoying promoted label disables icon results remove shortcut icon replaceing oh home screen every couple hours. If anyway disable let know.,Negative,-0.15000000000000002,0.75
+Buzz Launcher-Smart&Free Theme,nan,nan,nan,nan
+Buzz Launcher-Smart&Free Theme,nan,nan,nan,nan
+Buzz Launcher-Smart&Free Theme,Wanted REALLY like reviews.. But everything I clicked X image! And I tried sign using Google y'all authorized!! You using outdated stuff I guess. And email option? Why not! So.. I'll uninstall sadly.. Hope someone walk working,Negative,-0.20312500000000003,0.6111111111111112
+Buzz Launcher-Smart&Free Theme,Have used couple years. Enjoyed making homepacks sharing others. But able upload new homepack almost 2 weeks now. Have sent 4 emails developers gotten response all. I think abandoned us. Sad.,Positive,0.15909090909090906,0.6948863636363636
+Buzz Launcher-Smart&Free Theme,"Great customize everything there. One thing though, homepacks still uploading. It says widgets problem downloading. If fixed, definetly give 5 ☆s",Positive,0.45,0.475
+Buzz Launcher-Smart&Free Theme,"1. Reorder folder page 2 page 1 almost impossible mission. 2.the clock widgets often shows wrong time due updating itself. 3. Every time reboot phone, customized folder disappears reasons.",Negative,-0.4305555555555555,0.7583333333333333
+Buzz Launcher-Smart&Free Theme,I think support stopped. It much better cared before. I using laucher since beta days I loved every day it. Now themes really ugly. The categories horribly picked limitted. You can't add icon pack change icon Buzz becuase crash. And today lagging whole time. Return back please. What shame.,Negative,-0.049999999999999996,0.6166666666666666
+Buzz Launcher-Smart&Free Theme,This great launcher customisation. Anyone issues crashing restarting take note version Android using pretty well launchers thing 7 upwards. Should work fine Android OS older,Positive,0.4083333333333334,0.6458333333333334
+Buzz Launcher-Smart&Free Theme,I used love launcher since last update I longer add homescreen. Also I requesting fonts years fallen deaf ears!,Positive,0.25,0.3333333333333333
+Buzz Launcher-Smart&Free Theme,"The themes cool lack support third party icon packs really silly. Please add option drawer always start top opened. Other nitpicks, I like launcher.",Positive,0.045,0.48
+Buzz Launcher-Smart&Free Theme,"I trying sign Home Pack buzz stuff, using Google account, I'm getting error. I screenshot, appears 403 error. Otherwise, nice features, even I figured yet.",Positive,0.6,1.0
+Buzz Launcher-Smart&Free Theme,"Sorry cut 2 stars, fonts can't Changed. And vig letdown me. Add I give 100 stars( possible)",Negative,-0.25,1.0
+Buzz Launcher-Smart&Free Theme,LOVE launcher. I've tried multiple others either seem many features ads. Would love guys also made sms app. (Would pay pro version came even features screen effects),Positive,0.375,0.42500000000000004
+Buzz Launcher-Smart&Free Theme,A great customizable launcher ever small problems it: - launcher incompatible external icon packs play store. (At least experience) -the drawer always red ascent colors really annoying people consistent theme red. Over great launcher.,Positive,0.05555555555555555,0.39444444444444443
+Buzz Launcher-Smart&Free Theme,"Awesome App. Best Far! thing I can't quite get work, weather widget, permissions on, condition & location stuck?",Positive,0.7083333333333334,0.7666666666666666
+Buzz Launcher-Smart&Free Theme,Smart folder best part launch.. A bit disappointed live wallpaper support,Positive,0.15016233766233764,0.5482142857142858
+Buzz Launcher-Smart&Free Theme,"You can't simply uninstall launcher. You need revoke permission , deactivate uninstall. No launcher I used problematic. Sad though, customizations cool.",Negative,-0.05000000000000001,0.669047619047619
+Buzz Launcher-Smart&Free Theme,This designed cannot remove installed it. That's dishonest trick takes away freedom decide whether not!,Negative,-0.375,0.5
+Buzz Launcher-Smart&Free Theme,I'd using almost year half really love it. But need update dear devs. The keep crashing bug. Hope hear you.,Positive,0.16666666666666669,0.3833333333333333
+Buzz Launcher-Smart&Free Theme,nan,nan,nan,nan
+Buzz Launcher-Smart&Free Theme,I cannot login account cannot make new account. The google link broken. Please fix.,Negative,-0.13181818181818183,0.42727272727272725
+Buzz Launcher-Smart&Free Theme,This best launcher ever I really love smooth lots features. This I looking years years. Just thing would like add pls add pinch pinch gesture missing favourite gesture launcher. Pls add next update. Love keep working.,Positive,0.3666666666666667,0.3416666666666666
+Buzz Launcher-Smart&Free Theme,"It's sad see best, maybe even best Launcher laying idle. updates nothing. Yet launcher pretty damn good let go",Positive,0.49000000000000005,0.64
+Buzz Launcher-Smart&Free Theme,"I've tried launchers there, really good ones. Buzz Launcher allows drastically change screens easily without losing ability customize.",Positive,0.5666666666666667,0.7166666666666668
+Buzz Launcher-Smart&Free Theme,Love launcher! The problem I seeing added shortcuts home screen anymore. Anyone solution?,Positive,0.625,0.6
+Buzz Launcher-Smart&Free Theme,"This launcher S8, runs Smith, looks beautiful too. I slowed animations, device, developers options, I flip screens looks nice, fluid, smooth. I like way I 5 screens set up, wallpaper. I wish Buzz would support icon packs. Other , Buzz launcher great launcher use.",Positive,0.4208333333333334,0.6208333333333333
+Buzz Launcher-Smart&Free Theme,"While Buzz Launcher favorite launchers, I wish offered option select custom weather provider. Open Weather Map ALWAYS wrong location. Enough make useless. So, I end using another widget provider (e.g., Kustom). Should offer option would enough give 5 stars. But, since weather important data I feel real limitation launcher. Update 12\07\2017 - location weather services update location I can't manually change it. Very frustrating.",Negative,-0.04666666666666666,0.6555555555555554
+Buzz Launcher-Smart&Free Theme,The beautiful launcher.. Everyone it.. Covered themes..but problem loading buzz theme wizard login..please correct it...thats problem.. After fantastic,Positive,0.625,0.95
+Buzz Launcher-Smart&Free Theme,"Many BL's homescreens include Zooper widgets, removed Playstore. BL needs flag screens Zooper widgets, longer able function. It's unfortunate - Zooper best.",Positive,0.375,0.60625
+Buzz Launcher-Smart&Free Theme,Okay I usually leave reviews launcher best! It's amazing! I love cute themes buzz launcher tons!,Positive,0.5208333333333334,0.5916666666666667
+Buzz Launcher-Smart&Free Theme,"This perfectly made 16:9 devices, device 18:9 overall launcher remains empty bottom side looks embarrassing, kindly please update compatibility 18:9 devices able apply full screen themes.... Im waiting reply update.. Buzz evertime favorite launcher, using years ago.... Waiting..",Positive,0.40714285714285714,0.6535714285714286
+"BuzzFeed: News, Tasty, Quizzes","Just downloaded I'm reviewing let guys know I can't figure sign app. When tap ""Log In Sign Up"" gives login option, sign-up option. If I try enter info I want sign with, I get error message. A redirect sign-up page needed somewhere here.",Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes","Good source news. Way many silly quizzes slog get news. I'd prefer way tailor content opt certain topics, quizzes, etc. Maybe good old thumbs up/down could accomplish that.",Positive,0.28571428571428575,0.5577380952380954
+"BuzzFeed: News, Tasty, Quizzes","Ok, clear options make quizzes. All guides 2014, almost impossible make post, quiz, etc. I would appreciate update make easier, great except that.",Positive,0.18333333333333335,0.6583333333333333
+"BuzzFeed: News, Tasty, Quizzes","Amazing app, I wish easier find post things. I can't seem find mobile",Positive,0.6000000000000001,0.9
+"BuzzFeed: News, Tasty, Quizzes",I like I wish u could make quizzes articles cause handier,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",nan,nan,nan,nan
+"BuzzFeed: News, Tasty, Quizzes",Quiiiiiizessss,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",Love polls part quizzes I choose option pole I can't see people put know I mean.,Positive,0.09375,0.64375
+"BuzzFeed: News, Tasty, Quizzes",I heard buzz feed liberal SJW Favorite Just checking content many liberals offend Of their stupidity Off fake narratives statistics,Negative,-0.024999999999999994,0.875
+"BuzzFeed: News, Tasty, Quizzes","It ok I guess, though keep freezing I different articles reason.",Positive,0.25,0.55
+"BuzzFeed: News, Tasty, Quizzes",nan,nan,nan,nan
+"BuzzFeed: News, Tasty, Quizzes",I can't login Google account I Facebook. I've issue thought would fixed update,Positive,0.1,0.2
+"BuzzFeed: News, Tasty, Quizzes",I love adds. If many adds I would rate 5 stars.,Positive,0.5,0.55
+"BuzzFeed: News, Tasty, Quizzes",I liked need Wi-Fi love cuz I go want play there's Wi-Fi I can't get I cuz I tablet,Positive,0.55,0.7
+"BuzzFeed: News, Tasty, Quizzes",nan,nan,nan,nan
+"BuzzFeed: News, Tasty, Quizzes",Hypocritical. It allows sponsors gorving homophobic past (rejecting tennis stars known gay) accepting anti-vaxxers site touting inclusiveness. I would expect,Positive,0.08333333333333334,0.4166666666666667
+"BuzzFeed: News, Tasty, Quizzes",Stupid let sign in!!!,Negative,-1.0,1.0
+"BuzzFeed: News, Tasty, Quizzes",This let sign up account install,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",working wi fi working data network I fix,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",It easy share links social media. I spend time deleting posts I mean share.,Positive,0.051388888888888894,0.5291666666666667
+"BuzzFeed: News, Tasty, Quizzes",F you! McVegan Finland! Not Sweden!,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",There ton bugs!,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",Love addicting,Positive,0.5,0.6
+"BuzzFeed: News, Tasty, Quizzes",Great,Positive,0.8,0.75
+"BuzzFeed: News, Tasty, Quizzes",great,Positive,0.8,0.75
+"BuzzFeed: News, Tasty, Quizzes",THIS IS GREAT! ❤❤❤❤❤❤❤❤❤❤❤❤❤❤,Positive,1.0,0.75
+"BuzzFeed: News, Tasty, Quizzes","Still change.. Used favorite lot categories update; example ""Food"" maybe 10 articles recent. All dates come December 31st, 1969. Same website..",Positive,0.16666666666666666,0.4583333333333333
+"BuzzFeed: News, Tasty, Quizzes","Some quizzes crashed, everytime I open freeze show nothing.. tried updated re-installing still same, I thought connection trouble not, I used liked Buzzfeed's quiz content couple years.. Such great way killing time",Positive,0.19999999999999998,0.4791666666666667
+"BuzzFeed: News, Tasty, Quizzes",It's good crashes time annoying. Would've 5 stars fixed,Negative,-2.7755575615628914e-17,0.5666666666666667
+"BuzzFeed: News, Tasty, Quizzes","I understand exists; redundant, fails load content, post comments write... BuzzFeed okay; frustrating poorly designed...",Negative,-0.2,0.5
+"BuzzFeed: News, Tasty, Quizzes",Amazing app. I little trouble polls phone. I would like help please buzzfeed,Positive,0.07083333333333336,0.5333333333333333
+"BuzzFeed: News, Tasty, Quizzes",This amazing! It favorite search algorithm really bad.,Positive,0.18333333333333338,0.8555555555555555
+"BuzzFeed: News, Tasty, Quizzes",nan,nan,nan,nan
+"BuzzFeed: News, Tasty, Quizzes","Can PLEASE fix fact whole swaths comment sections disappearing? What's point joining conversation if, upon returning article, dozens (if more) comments conversation threads gone? I've seen MANY comments cut mid sentence well. It's perspective. Those individuals beginning notice they've cut (after already posted) calling out, avail. How report terrible glitches addressed?",Positive,0.039999999999999994,0.48
+"BuzzFeed: News, Tasty, Quizzes",It's liberal biased I love,Positive,0.5,0.6
+"BuzzFeed: News, Tasty, Quizzes",I loved tbh u wherever u r 9,Positive,0.7,0.8
+"BuzzFeed: News, Tasty, Quizzes",Crashes timr love general,Positive,0.275,0.55
+"BuzzFeed: News, Tasty, Quizzes",It loading news things,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",This free sending notifications now.and starting save storage tank,Positive,0.2,0.45
+"BuzzFeed: News, Tasty, Quizzes",Well concettet internet says im concectet,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes","Just downloaded I'm reviewing let guys know I can't figure sign app. When tap ""Log In Sign Up"" gives login option, sign-up option. If I try enter info I want sign with, I get error message. A redirect sign-up page needed somewhere here.",Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes","Good source news. Way many silly quizzes slog get news. I'd prefer way tailor content opt certain topics, quizzes, etc. Maybe good old thumbs up/down could accomplish that.",Positive,0.28571428571428575,0.5577380952380954
+"BuzzFeed: News, Tasty, Quizzes","Ok, clear options make quizzes. All guides 2014, almost impossible make post, quiz, etc. I would appreciate update make easier, great except that.",Positive,0.18333333333333335,0.6583333333333333
+"BuzzFeed: News, Tasty, Quizzes","Amazing app, I wish easier find post things. I can't seem find mobile",Positive,0.6000000000000001,0.9
+"BuzzFeed: News, Tasty, Quizzes",I like I wish u could make quizzes articles cause handier,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",nan,nan,nan,nan
+"BuzzFeed: News, Tasty, Quizzes",Quiiiiiizessss,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",Love polls part quizzes I choose option pole I can't see people put know I mean.,Positive,0.09375,0.64375
+"BuzzFeed: News, Tasty, Quizzes",I heard buzz feed liberal SJW Favorite Just checking content many liberals offend Of their stupidity Off fake narratives statistics,Negative,-0.024999999999999994,0.875
+"BuzzFeed: News, Tasty, Quizzes","It ok I guess, though keep freezing I different articles reason.",Positive,0.25,0.55
+"BuzzFeed: News, Tasty, Quizzes",I actually really like would great could get notified replies comments we've left.,Positive,0.3333333333333333,0.31666666666666665
+"BuzzFeed: News, Tasty, Quizzes",I can't login Google account I Facebook. I've issue thought would fixed update,Positive,0.1,0.2
+"BuzzFeed: News, Tasty, Quizzes",I love adds. If many adds I would rate 5 stars.,Positive,0.5,0.55
+"BuzzFeed: News, Tasty, Quizzes",I liked need Wi-Fi love cuz I go want play there's Wi-Fi I can't get I cuz I tablet,Positive,0.55,0.7
+"BuzzFeed: News, Tasty, Quizzes",nan,nan,nan,nan
+"BuzzFeed: News, Tasty, Quizzes",Hypocritical. It allows sponsors gorving homophobic past (rejecting tennis stars known gay) accepting anti-vaxxers site touting inclusiveness. I would expect,Positive,0.08333333333333334,0.4166666666666667
+"BuzzFeed: News, Tasty, Quizzes",Stupid let sign in!!!,Negative,-1.0,1.0
+"BuzzFeed: News, Tasty, Quizzes",nan,nan,nan,nan
+"BuzzFeed: News, Tasty, Quizzes",working wi fi working data network I fix,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",It easy share links social media. I spend time deleting posts I mean share.,Positive,0.051388888888888894,0.5291666666666667
+"BuzzFeed: News, Tasty, Quizzes",F you! McVegan Finland! Not Sweden!,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",There ton bugs!,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",Love addicting,Positive,0.5,0.6
+"BuzzFeed: News, Tasty, Quizzes",Great,Positive,0.8,0.75
+"BuzzFeed: News, Tasty, Quizzes",great,Positive,0.8,0.75
+"BuzzFeed: News, Tasty, Quizzes",THIS IS GREAT! ❤❤❤❤❤❤❤❤❤❤❤❤❤❤,Positive,1.0,0.75
+"BuzzFeed: News, Tasty, Quizzes","Still change.. Used favorite lot categories update; example ""Food"" maybe 10 articles recent. All dates come December 31st, 1969. Same website..",Positive,0.16666666666666666,0.4583333333333333
+"BuzzFeed: News, Tasty, Quizzes","Some quizzes crashed, everytime I open freeze show nothing.. tried updated re-installing still same, I thought connection trouble not, I used liked Buzzfeed's quiz content couple years.. Such great way killing time",Positive,0.19999999999999998,0.4791666666666667
+"BuzzFeed: News, Tasty, Quizzes",It's good crashes time annoying. Would've 5 stars fixed,Negative,-2.7755575615628914e-17,0.5666666666666667
+"BuzzFeed: News, Tasty, Quizzes","I understand exists; redundant, fails load content, post comments write... BuzzFeed okay; frustrating poorly designed...",Negative,-0.2,0.5
+"BuzzFeed: News, Tasty, Quizzes",Amazing app. I little trouble polls phone. I would like help please buzzfeed,Positive,0.07083333333333336,0.5333333333333333
+"BuzzFeed: News, Tasty, Quizzes",This amazing! It favorite search algorithm really bad.,Positive,0.18333333333333338,0.8555555555555555
+"BuzzFeed: News, Tasty, Quizzes",nan,nan,nan,nan
+"BuzzFeed: News, Tasty, Quizzes","Can PLEASE fix fact whole swaths comment sections disappearing? What's point joining conversation if, upon returning article, dozens (if more) comments conversation threads gone? I've seen MANY comments cut mid sentence well. It's perspective. Those individuals beginning notice they've cut (after already posted) calling out, avail. How report terrible glitches addressed?",Positive,0.039999999999999994,0.48
+"BuzzFeed: News, Tasty, Quizzes",It's liberal biased I love,Positive,0.5,0.6
+"BuzzFeed: News, Tasty, Quizzes",I loved tbh u wherever u r 9,Positive,0.7,0.8
+"BuzzFeed: News, Tasty, Quizzes",Crashes timr love general,Positive,0.275,0.55
+"BuzzFeed: News, Tasty, Quizzes",It loading news things,Neutral,0.0,0.0
+"BuzzFeed: News, Tasty, Quizzes",This free sending notifications now.and starting save storage tank,Positive,0.2,0.45
+"BuzzFeed: News, Tasty, Quizzes",nan,nan,nan,nan
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",There are really bad days with the quality of the news that is called hot news. This loss will come to an end if you do not change. My house will uninstall immediately,Negative,-0.22499999999999992,0.7583333333333333
+"BÁO MỚI - Đọc Báo, Tin Tức 24h","write well. However, management reviews are poorly managed. Good comments are not approved. One-sided comments and insults are not filtered. Each article gave them a death or a prison sentence or jailed them out ... Broke a whole generation when reading the newspaper.",Positive,0.16666666666666666,0.5333333333333333
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",The boring admin search is not true news all the focus is not a bad application,Negative,-0.2750000000000001,0.7722222222222221
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",nan,nan,nan,nan
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",I share the link ko dc,Neutral,0.0,0.0
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",nan,nan,nan,nan
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Very good,Positive,0.9099999999999999,0.7800000000000001
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",there are,Neutral,0.0,0.0
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",there are,Neutral,0.0,0.0
+"BÁO MỚI - Đọc Báo, Tin Tức 24h","Very low optical, many good news, moi, or promote",Positive,0.39999999999999997,0.49666666666666676
+"BÁO MỚI - Đọc Báo, Tin Tức 24h","Little ads, good application, growing up offline",Positive,0.25625,0.55
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Only the tabloid and headline view,Neutral,0.0,1.0
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Comments are closed. Flat,Negative,-0.0625,0.1125
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Load faster than 1 tittle,Neutral,0.0,0.0
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",nan,nan,nan,nan
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",This is a bit slow.,Negative,-0.30000000000000004,0.39999999999999997
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Thanks for the new quote,Positive,0.16818181818181818,0.32727272727272727
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",That's ok.,Positive,0.5,0.5
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Good,Positive,0.7,0.6000000000000001
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Comfortable,Positive,0.4,0.8
+"BÁO MỚI - Đọc Báo, Tin Tức 24h","Duplicate news vs contrary lot. Improve the comment function ""Send a message to the commentator when BLM is approved vs. when another reader interacts with the previous comment""",Negative,-0.16666666666666666,0.16666666666666666
+"BÁO MỚI - Đọc Báo, Tin Tức 24h","Can not take the initiative to delete the old news, I do not use Facebook or Zalo, so there is a login mode by gmail or create a standalone account to save settings. Reset again",Positive,0.1,0.2
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",The commentary never see them browse despite not violating their rules. Send mail to ask why not respond.,Neutral,0.0,0.0
+"BÁO MỚI - Đọc Báo, Tin Tức 24h","Lean management and review comments. Many one-sided, distorted comments are still posted.",Positive,0.5,0.5
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",nan,nan,nan,nan
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",All write crap - crap.,Negative,-0.8,0.8
+"BÁO MỚI - Đọc Báo, Tin Tức 24h","Leaf editors use the word ignorant, content crap!",Negative,-1.0,0.8
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Login with FB always error in new version.,Positive,0.13636363636363635,0.45454545454545453
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",nan,nan,nan,nan
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Good,Positive,0.7,0.6000000000000001
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Nguyen Phu Trong's website is always on the first page in the 5th. Is the New Newspaper a tool for spreading political thought? Not a normal news site? Please remove the priority,Positive,0.07784090909090909,0.3844696969696969
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Take off the clip few children show off. Allows the viewer to be customized to remove some political items.,Negative,-0.1,0.1
+"BÁO MỚI - Đọc Báo, Tin Tức 24h","Too much advertising, I do not like to read the Government press on to overhead, I just like showbiz",Positive,0.2,0.2
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Many sources. good quality. But if it is possible to add the installation mode does not load photos. And front loading mode,Positive,0.39999999999999997,0.7000000000000001
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",nan,nan,nan,nan
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",The new update runs under extreme battery drain. Please check back,Positive,0.0037878787878787845,0.48484848484848486
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Offer less censorship!,Negative,-0.20833333333333331,0.06666666666666667
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",OK.,Positive,0.5,0.5
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",It's good newspaper,Positive,0.7,0.6000000000000001
+"BÁO MỚI - Đọc Báo, Tin Tức 24h",Well done,Neutral,0.0,0.0
+C Programming,Gr8 Rookies From personal experience gem. If beginner want learn From Scrape baby you. From simple Addition Substraction Programs complex file Handling. This got everything. I would strongly recommend want make Programming learning endeavour Fun .only becoz loads advertisements I deducting 1 otherwise great app. Live long &strong feed poor hurt animals Peace ✌,Positive,0.1353030303030303,0.4973809523809523
+C Programming,"Great help revision Being developer needs stay touch nd practice. Its months didnt study. This helped alot specially cz nowadays opening books, ppt, pdf seemed hatred. Good brother. GUI good, content doubt good. Sufficient crack ios development interview freshers",Positive,0.6514285714285715,0.6242857142857143
+C Programming,"Looks good So far I've seen I like. Good work guys! Great app! P.S. Why ""Hello World"" complex? You could said, ____ echo Hello world ____ Pause ____ That would much simpler. Just saying.",Positive,0.4291666666666667,0.5916666666666667
+C Programming,"Did job designed An excellent beginner wants learn c although tutorials could bit explanatory still accomplishes job finely. And per 'ads' problem , I would like say programmer coder earn ads still avoid simply closing internet connection.",Positive,0.4041666666666667,0.4892857142857143
+C Programming,I'm speechless Firstly would like thank u! Being beginner c using made fell I'm beginner c effort made think thank u much #akshay bhange note:add r disturbing much,Positive,0.05312499999999999,0.38333333333333336
+C Programming,"Nice overview but.... There errors every example I looked at. I mean every single example error another i.e. chapter 4.2 goes ""a = getchar ();"" description says ""/* read assign char c*/"" read ""... assign ""a"""" ""c"". They errors like every example I looked at. Come on.",Positive,0.07202380952380952,0.6339285714285714
+C Programming,"Very Good Few Small Flaws Good content, great organization. Could updated newer compilers. Several typos (en) version, example programs flawless. Could walkthrough show workflow & compiler. All all, great intro C.",Positive,0.47,0.5475000000000001
+C Programming,It okay. Massive amounts typos English version. Some tutorials hard understand grammar incorrect confusing. Still informative app. Ads though :/,Negative,-0.05694444444444444,0.5736111111111111
+C Programming,"Not good self-study This give enough information learn C Programming teacher. I looking would explain things beginning provide practical lessons could do, it.",Negative,-0.175,0.55
+C Programming,This contains lots ads biggest disadvantage app. Ads KWAI images hot girls also shown. Now study gets distracted ads.,Positive,0.25,0.8500000000000001
+C Programming,"Works great! This EXTREMELY useful almost makes regret buying textbook. The issue I numerous grammatical errors I found text, easily overlooked. Thanks bunch!",Positive,0.39666666666666667,0.4566666666666667
+C Programming,"Decent info, way many ads I understand need ads, many. I get full screen ad every two three clicks, that's addition banner ads bottom. This detail might passable option pay removal, isn't. I mainly downloaded sample exam questions help study final, even include answers sample questions, rendering mostly unhelpful.",Positive,0.31190476190476196,0.5785714285714286
+C Programming,"Brief useful Almost everything covered nicely explained. I exam C June. Lets c much helps exam, it, come back GIVE IT 5 STARS",Positive,0.21999999999999997,0.30666666666666664
+C Programming,Phil Riddled ads tries force 5* rating. Plenty free resources there. Happy uninstall! Don't trust rating bait trick plenty hi rating.,Positive,0.43333333333333335,0.7333333333333334
+C Programming,"Seems simple! A people internet tried tell #C really difficult, I'm looking seems SUPER easy! Maybe I experience HTML CSS already. Either way, thanks this! It'll come handy. QUESTION THOUGH! ""stdio.h"" specifically example code, code regardless purpose?",Positive,0.22916666666666666,0.6595238095238095
+C Programming,Best ever idea I love much. Only thing there's much ads... But stop giving 5 star rating,Positive,0.425,0.525
+C Programming,WELL DONE awesome job... hv learnt c earlier many doubts. made C strong. Thank u,Positive,0.48333333333333334,0.6833333333333333
+C Programming,nan,nan,nan,nan
+C Programming,Pathetic! None notes worth reading... Even programs basic all! Its better rather read genuine books google!,Positive,0.06000000000000001,0.445
+C Programming,"Ad spam The first time I opened it, window popped told I may virus offered 'solve' problem. Charge want revenue.",Positive,0.25,0.3333333333333333
+C Programming,nan,nan,nan,nan
+C Programming,"Really helpful reference I like app, example programs great, exception minor calculation errors, although errors particularly detract overall point examples.",Positive,0.22333333333333333,0.29666666666666663
+C Programming,"Its easy learn app. But examples confusing, need add explanation like image indication. Good luck developers!",Positive,0.3361111111111111,0.6111111111111112
+C Programming,"Excellent I never see app. It working good. Though I took coaching course, I understand. But helps understand c programming easily",Positive,0.7111111111111111,0.8111111111111112
+C Programming,nan,nan,nan,nan
+C Programming,"Does says. Very clear app. For five stars tone ads. Half amount would little acceptable. Also, answers somewhere uni exam questions would cool too. Overall good reference tool =)",Positive,0.18940476190476188,0.4878571428571429
+C Programming,"Pratiksha It useful app, revise fast c.... Main problem ads... Bt overall good... I learned basic things... Keep",Positive,0.22777777777777777,0.2763888888888889
+C Programming,"I loved Nice akshay, good effort though collecting programmes output really helpful. It made feel less confuse lol !!",Positive,0.5055555555555555,0.5611111111111112
+C Programming,Easy understand concepts I recommend everyone easy language used. But ads annoying still ok it. Thanks usefull,Positive,0.15333333333333332,0.6533333333333334
+C Programming,"It's Good enough...!! Hi Akshay, Good Information... Limitations are: No live compiling output... It's good keep programs separate; however, also important provide sample programs attached tutorials... Regards...",Positive,0.4053030303030303,0.6333333333333334
+C Programming,nan,nan,nan,nan
+C Programming,Developer lack knowledge This says c language high level language advantage says middle level language.,Positive,0.08,0.26999999999999996
+C Programming,"Nice UI content I love user interface simplified information. In case, descriptions key concept integer function needs short accurate. I experienced C. I reference case I forget something I tend so.... A lot.",Positive,0.38333333333333336,0.7388888888888889
+C Programming,Do install Worst c learning ever. I suggest solo learn. Com . They better. This interface really boring. It could easy better.,Negative,-0.11333333333333333,0.7666666666666667
+C Programming,My experience C Programing help student learn language programing. And easy simple. You need book learn C programing..,Positive,0.21666666666666667,0.5952380952380952
+C Programming,Good This basically good gives nice way understanding. But cant help know c language better. U anyway need study book better understanding app.,Positive,0.6,0.64
+C Programming,nan,nan,nan,nan
+C Programming,"Best learning Tool I found useful. It keeps update tiny thing usually forget, helps prepare interview . A lot thanks developing .god bless u .",Positive,0.25,0.25
+C Programming,There many ads. Every action ends ad. Also explanations questions c language abstract enough. There better programs help people learn c,Positive,0.275,0.4
+C Programming,"This good beginners. It's better reference guide something along lines. It designed educate person prior experience, lightly goes basic terms, describes confusing way without giving good enough examples how/why ""learned"" works. So far nothing reading, too. I thought, I downloaded it, would interactive might teach something, monitor progression test proficiency. Giving direction move in. This assumes lot knowledge subject right beginning.",Positive,0.20173160173160173,0.4812770562770563
+C++ Programming,How many ads take How many ads take crash tablet? I started read intro 3 ads!! Then wanted back main menu another ad! Then I wanted close guessed it. Another add. Granted free add intensive I would pay add free version.,Positive,0.3815972222222222,0.48888888888888893
+C++ Programming,"I really can't thank u enough app... I request could find C ,C++ java... I wondering working language? ... Let know please. :)",Positive,0.2333333333333333,0.5666666666666667
+C++ Programming,Good app. Too much ads This pretty good. It's barely 4.0 problem got many ads. It annoying every time something get add. If keeps going like I might uninstall I get frustrated constant advertisments.,Positive,0.09999999999999999,0.49259259259259264
+C++ Programming,"Formatting Code It would good handy taught concept programming properly. This properly met bad formatting code genuinely badly written code. You can't learn easily using opinion handy little offline guide, If constant internet connection, watch video tutorials instead.",Positive,0.07458333333333335,0.5599999999999999
+C++ Programming,"bad examples Many example programs either title implies, they're bad code. This case couple free c++ apps. This also frequent ads, pretty annoying trying code quickly.",Negative,-0.07708333333333331,0.6666666666666666
+C++ Programming,Very useful I've really hard time understanding prof subject totally good. But 1 thing want example programs hehe.,Positive,0.15791666666666665,0.36875
+C++ Programming,"Not best ,several errors Bro I give advice install error like header file missing",Negative,-0.2333333333333333,0.11666666666666665
+C++ Programming,"Good needs improvement There many ads answers satisfactory. Yet, still beneficial many ways definitely help exams self-tutorial guide.",Positive,0.425,0.525
+C++ Programming,"Can give less zero stars? Possibly misleading tittle could chosen. Not content poorly explained, ""genius"" slapped ""masterpiece"" together makes many assumptions user hardly call educational app. It's like commercial get tricked downloading. It sucks donkey balls!",Negative,-0.06041666666666667,0.4072916666666666
+C++ Programming,"Good The great. The problem much ads. I know developer needs bread advertising, ad-free paid version would great us hate distracting ads.",Positive,0.33999999999999997,0.6399999999999999
+C++ Programming,nan,nan,nan,nan
+C++ Programming,Worst advertisements I hope developer compassion cos students difficult read ads,Negative,-0.75,1.0
+C++ Programming,"Nice C++, easy learn , after read book u done programing well ....thanks create c++ app...",Positive,0.5166666666666666,0.9166666666666667
+C++ Programming,"Very good explanation. Would nice author could make analogies Turbo Pascal, examples solve problems real life. Thx !",Positive,0.5866666666666666,0.6933333333333334
+C++ Programming,Excellent beginners This great learning c++ go. Thanks man. Especially love fibonacci tutorials... breaking existential territory ;),Positive,0.65,0.79
+C++ Programming,"Mediocre It's really hard understand, grammar bad. The ads make even worse.",Negative,-0.47291666666666665,0.7020833333333333
+C++ Programming,nan,nan,nan,nan
+C++ Programming,Worthless! Only If I could give less zero stars,Negative,-0.3888888888888889,0.6555555555555556
+C++ Programming,Nice I gave 5 stars lot adds within min. Plz try reduce pop adds app.,Positive,0.6,1.0
+C++ Programming,Very helpful I love dis new dis stream helped alot. My knowledge c++ programming improving give credit dis,Positive,0.27878787878787875,0.4515151515151515
+C++ Programming,Simply amazing I really appreciate makers. All topics slab. The logics used programs quite impressive easy understand. Will really recommend friends fear subject.... :),Positive,0.3952380952380953,0.6380952380952382
+C++ Programming,"Oh man !!! This best i've ever downloaded learning computer program , u r beginner , u dont miss app. Thnx alot developer app!!",Positive,1.0,0.3
+C++ Programming,Its superb.... Very informative... Helos lot learn.. C++..acts lecturer... Best learn c++every concept defined briefly.... Accesable inter students,Positive,0.55,0.48333333333333334
+C++ Programming,Thank u much akshay bhange.....ut really helped It made really undrstnd many concepts cpp many cldnt undrstnd comp calsses.....thnk u again.....B-),Positive,0.32,0.32
+C++ Programming,Good best The quality increased programs explanation topic increased.....!!! But overall help alot....just warm thanks creator developer,Positive,0.5,0.33999999999999997
+C++ Programming,Amazing It's full me. First I hate programing full understanding thanks bro best app. And make many like usefull,Positive,0.30625,0.5291666666666667
+C++ Programming,Don't cheated Bad bad bad,Negative,-0.6999999999999998,0.6666666666666666
+C++ Programming,I'll pass. Bombarded requests rate I even chance look anything makes want pass app. So I will.,Neutral,0.0,0.0
+C++ Programming,Excellent It get better. Excellent examples. Provides outputs. All codes ( simple quite complex) I love,Positive,0.45,0.6428571428571429
+C++ Programming,"Awesome Very useful ,helped lot solving doubts .Thank much great aap",Positive,0.7300000000000001,0.5833333333333334
+C++ Programming,Way many ads This decent ads ultimately made uninstall give 3 star rating.,Positive,0.2222222222222222,0.7222222222222222
+C++ Programming,nan,nan,nan,nan
+C++ Programming,Good needs improvement Too many faults program and go report report window opens...!!!,Positive,0.83828125,0.55
+C++ Programming,Incredible Has tutorials programs plus tests. It's like text book. You Java too. I really need it.,Positive,0.55,0.55
+C++ Programming,"good regarding contents information. But ads open every then, slightly irritating.",Positive,0.09999999999999998,0.6333333333333334
+C++ Programming,"4 stars For lot adds constant prompting rate it, I take back star.",Neutral,0.0,0.16666666666666666
+C++ Programming,"Amazing learning c++, concepts well present explain. The annoying point ads.",Negative,-0.06666666666666665,0.6
+C++ Programming,nan,nan,nan,nan
+C++ Programming,Learn anger management alibaba ads spam... Sorry many annoying ads!,Negative,-0.425,0.65
+C++ Programming,constant ads could least option pay remove ads theyre frequent annoying otherwise good content,Negative,-0.06000000000000001,0.5066666666666667
+C++ Tutorials,nan,nan,nan,nan
+C++ Tutorials,It works got ad problems turn WiFi/3G face problems ‚but codes ??,Neutral,0.0,0.0
+C++ Tutorials,Very obtrusive ads And way pay remove them. Unusable result.,Positive,0.2,0.3
+C++ Tutorials,Pop ads 10 screen covering 5 second waiting close ads back back,Neutral,0.0,0.0
+C++ Tutorials,Awesome knowledge giver Hv anything u wnt Srch,Positive,1.0,1.0
+C++ Tutorials,nan,nan,nan,nan
+C++ Tutorials,Not bad Not bad tutorial. Its easy learn n preparation c++ interview,Positive,0.37777777777777777,0.7222222222222222
+C++ Tutorials,It's great c beginners,Positive,0.8,0.75
+C++ Tutorials,nan,nan,nan,nan
+C++ Tutorials,The BEST APP!!!,Positive,1.0,0.3
+C++ Tutorials,"Download ads. Touch screen ads. So easy use, keep touching screen unlimited ads.",Positive,0.4666666666666667,0.6666666666666667
+C++ Tutorials,Excellent Very good students.,Positive,0.955,0.8900000000000001
+C++ Tutorials,Good One Best far.,Positive,0.6,0.6333333333333334
+C++ Tutorials,nan,nan,nan,nan
+C++ Tutorials,Good Thanks great app.,Positive,0.5666666666666667,0.5166666666666667
+C++ Tutorials,Good,Positive,0.7,0.6000000000000001
+C++ Tutorials,"Very helpful, thanks :)",Positive,0.3,0.5
+C++ Tutorials,Nice Problem advertisements bottom covers text. Please remove advertising.,Positive,0.6,1.0
+C++ Tutorials,Nice best understanding c++..,Positive,0.8,0.65
+C++ Tutorials,Very nice Made actually learning time pass,Positive,0.39,0.55
+C++ Tutorials,Very nice Easy understand,Positive,0.6066666666666667,0.9166666666666667
+C++ Tutorials,Very good Nice,Positive,0.7549999999999999,0.8900000000000001
+C++ Tutorials,"Thank you!!! I'm student university guilan.this useful me.I'm second term I lesson called ""programing c++"".and helps much.",Positive,0.16666666666666666,0.06666666666666667
+C++ Tutorials,Sravani Useful easy learn makes concepts easy understand,Positive,0.3888888888888889,0.5555555555555556
+C++ Tutorials,This really helpful love gr8 plz download,Positive,0.35,0.4
+C++ Tutorials,C language I love c language.,Positive,0.5,0.6
+C++ Tutorials,Every thing okay,Positive,0.5,0.5
+C++ Tutorials,Were help full,Positive,0.35,0.55
+C++ Tutorials,Great Very good information,Positive,0.855,0.7650000000000001
+C++ Tutorials,Jealousy 100,Neutral,0.0,0.0
+C++ Tutorials,Face Mohochar Great App.,Positive,0.8,0.75
+C++ Tutorials,c++tutorial cool,Positive,0.35,0.65
+C++ Tutorials,Love it!,Positive,0.625,0.6
+C++ Tutorials,Its good,Positive,0.7,0.6000000000000001
+C++ Tutorials,Good Like,Positive,0.7,0.6000000000000001
+C++ Tutorials,Yes,Neutral,0.0,0.0
+C++ Tutorials,Ok Ok,Positive,0.5,0.5
+C++ Tutorials,Well Good,Positive,0.7,0.6000000000000001
+C++ Tutorials,Very good...,Positive,0.9099999999999999,0.7800000000000001
+C++ Tutorials,Nice,Positive,0.6,1.0
+CAIXA,"Good afternoon, I'm grateful that you've answered the problem with a barcode scanner. It really is not a problem related camera apparatus or photography situation. With other applications reading normally occurs, only with the box that gives this little bug. I think it's because of the Android version (8.0). Maybe there is some big in this version only, and because few users use this Android version, end up having little report on case. I would like you to check if there is really any problem regarding this in the application itself. He usually reads 5 digits but then reads everything wrong.",Negative,-0.03571428571428571,0.48392857142857143
+CAIXA,"Whenever I enter the error and appears: ""digital player operation canceled"". There I have to lock phone is unlock so you come back to recognize sensor. NOTE: In applications that also require digital input, such as Evernote, I do not have this problem.",Neutral,0.0,0.125
+CAIXA,"The application itself is almost as good as Brazil bank. However, connection is A B-O-S-T-A. It takes me so long to log in that I save my cell phone to do something else and forget that I was trying to log in. Better it. BB does not have this problem.",Positive,0.3833333333333333,0.5
+CAIXA,"SMS DEVICE ACTIVATION still does not appear, even clearing cache or uninstalling and reinstalling. I had to go to the agency to activate ...",Neutral,0.0,0.0
+CAIXA,"Horrible, when I go into my account it says it does not recognize user and password, always create a new user and error continues",Negative,-0.4318181818181818,0.7272727272727273
+CAIXA,"App bad, an institution so rich interest costs of the population should invest in something more simple and effective, this is the slowest banking application I have ever used, every option you click takes years to open even with a great phone and 100mega connection of speed.",Positive,0.22500000000000003,0.6176870748299319
+CAIXA,"Too slow even in authentication after login, sometimes or other biometric reader disables, gives mobile network error like a browser.",Negative,-0.21250000000000002,0.38749999999999996
+CAIXA,"After a few weeks without using app, I tried to log into my account using digital, but said password was incorrect. I tried again, until I blocked my user. I created another user, and when I went to try to log in again it appeared that there was no user. I did the same thing again ... Full Review",Positive,0.03749999999999999,0.19375
+CAIXA,"What good is application being ""good"" if bank is crap? Bureaucracy for everything .. In short, bank GARBAGE in my opinion.",Positive,0.14999999999999997,0.575
+CAIXA,When I log into my account it says it does not recognize user and password. I've already created it several times and it's a mistake,Neutral,0.0,0.0
+CAIXA,nan,nan,nan,nan
+CAIXA,"very slow. Need to improve a lot still. I have already regretted asking for portability for cash, because it is so inferior to BB. It is slow to enter, slow in transactions, bar code reader takes reading. And form of the vouchers is awful! !! Not even ... Full Review",Negative,-0.328,0.5740000000000001
+CAIXA,"Great application, was always intuitive and some months received modifications that made your look much more pleasant, moreover, got faster.",Positive,0.6777777777777777,0.7388888888888889
+CAIXA,Thanks for the latest update now I can place my Mega-Sena bets on my savings account. Thanks!,Positive,0.31666666666666665,0.43333333333333335
+CAIXA,nan,nan,nan,nan
+CAIXA,You should put the links that have login on top as it is extremely annoying when you put your digital finger and your finger touches just opening a browser page.,Negative,-0.10000000000000002,0.4666666666666666
+CAIXA,It is a lack of respect with your customers to keep one so bad. It always makes a mistake and I have not had access for 3 weeks. Shame!,Negative,-0.8749999999999998,0.6666666666666666
+CAIXA,The barcode reader is not reading moto x1. The screen is all black and flashing. You can not tell where you're pointing. Before upgrading it was working.,Negative,-0.16666666666666666,0.43333333333333335
+CAIXA,"Slow application to authenticate things and log in (when it does), cancels digital recognition operation constantly and now stopped recognizing my login and password. I tried to redo my registration and still nothing worked. Poor and bank, would not recommend.",Negative,-0.17500000000000002,0.3333333333333333
+CAIXA,I have had trouble accessing my account via mobile. Ora informs on connection Ora informs q in hi recognizes user. Very Frustrating,Negative,-0.36,0.6
+CAIXA,The application is not correctly generating the vouchers. It saves an almost all blank image and almost all information that appears on the screen when I complete a transaction.,Positive,0.05,0.2
+CAIXA,"Usability is poor, features are hidden. It took me a long time to find the option to withdraw the extract, when I could find an option, it did not help. I need extract as proof but unfortunately extract generated by does not include the account data, presents ... Full Review",Negative,-0.15333333333333335,0.5766666666666668
+CAIXA,"Worst Worst Bank ... A shame that I am obliged to be client of the cashier because of financing. EDIT: After the update, same thing continues",Negative,-0.6666666666666666,0.7083333333333334
+CAIXA,nan,nan,nan,nan
+CAIXA,Horrible app. Just use it for what I need. You now stopped logging in. Very harmed. Throw it out and do it again. Oh really!,Negative,-0.18333333333333335,0.5
+CAIXA,"Good functions, but it gets very bad password. And whenever that happens you have to recreate user.",Negative,-0.10499999999999993,0.7333333333333334
+CAIXA,"Lately it's a horrible experience with the box, when I try to access most of the time I get a message that user or password was not recognized (SSO-SI) For this and others I have used Banco Brasil more and more!",Positive,0.15625,0.625
+CAIXA,"If an error occurs, it is necessary to do all the registration again.",Neutral,0.0,1.0
+CAIXA,nan,nan,nan,nan
+CAIXA,nan,nan,nan,nan
+CAIXA,"Too bureaucratic, any error returns to the home screen. Horrible.",Negative,-1.0,1.0
+CAIXA,Economic box is not bank of internet.app branch breaks,Positive,0.2,0.2
+CAIXA,"There is no ""cancel service"" option. Why not?",Neutral,0.0,0.0
+CAIXA,"The application after a month of use has stopped working completely my device, I have rebooted cell phone, uninstalled and even restarted cell phone to factory settings and nothing, whenever I open application it tries to connect in my account and simply hangs, I have a .. Full Review",Positive,0.06999999999999999,0.44142857142857145
+CAIXA,"Could have option to play lotofácil, avoid queues in lottery!",Neutral,0.0,0.0
+CAIXA,"I can not change my digital signature, always the error.",Neutral,0.0,0.0
+CAIXA,"Horrible app, walking trash, slower than tortoise, carries NOTHING.",Negative,-1.0,1.0
+CAIXA,"The problem is that I can not log in anymore, it says that my account is locked",Neutral,0.0,0.0
+CAIXA,I can not sign up for favorite transactions. You are giving an error and closing session,Positive,0.5,1.0
+CAIXA,nan,nan,nan,nan
+CALCU™ Stylish Calculator Free,"This needs three things get 5-star rating me. 1. Programmer mode (Dec, Bin, Hex, Oct, AND, OR, XOR, etc...). 2. Programmable functions. 3. Don't annoy pop-up asking 5-star review. For basic calculator, nice, clean UI (I appreciate trying pretend ugly physical calculator), smooth interface.",Positive,0.11111111111111112,0.5779761904761905
+CALCU™ Stylish Calculator Free,This best calculator I used. Saw multiple finalized thus phone . easy best user interface. Best user friendly.. A mandatory phone stylish skins.,Positive,0.6154761904761905,0.46190476190476193
+CALCU™ Stylish Calculator Free,"BEST CALCULATOR! I wonder SM-T285, vibrate produce sound calculating. It helps calculate faster, every tap vibrates produce vip sound, please FIX. Or BETTER YET, speak number I need look I tap right number...lol",Positive,0.5171428571428571,0.42714285714285716
+CALCU™ Stylish Calculator Free,So good working office calculate keep record full history thats point like calculator,Positive,0.5249999999999999,0.5750000000000001
+CALCU™ Stylish Calculator Free,"You waste button theme change, yet STILL provide option system font customize colors? And disable weird history thing?",Negative,-0.35,0.5
+CALCU™ Stylish Calculator Free,nan,nan,nan,nan
+CALCU™ Stylish Calculator Free,"Great design, nice layout options & plenty options customization. Would love see memory function added, well possible widget, ability change font colors themes.",Positive,0.475,0.8375
+CALCU™ Stylish Calculator Free,The aesthetic calculator. Just thing.,Neutral,0.0,0.0
+CALCU™ Stylish Calculator Free,Does exactly wat says tin,Positive,0.25,0.25
+CALCU™ Stylish Calculator Free,Precisely calculator I needed. I tried deleted 3 4 I found this. Just perfect,Positive,0.7,0.9
+CALCU™ Stylish Calculator Free,Fast loading app. I keep home tab quick calculations. The brackets help multi step calculations easily,Positive,0.32222222222222224,0.6444444444444445
+CALCU™ Stylish Calculator Free,"Excellent far. The name icon spelled fully, I think",Positive,0.55,1.0
+CALCU™ Stylish Calculator Free,Easy use--love ability review items added/subtracted like adding machine tape!,Positive,0.5416666666666667,0.8333333333333334
+CALCU™ Stylish Calculator Free,Much better calculator came Nexus tablet,Positive,0.5,0.5
+CALCU™ Stylish Calculator Free,I thought works well I needed I also love color schemes change,Positive,0.5,0.6
+CALCU™ Stylish Calculator Free,"Great functionality, annoying ads intrusive",Neutral,0.0,0.825
+CALCU™ Stylish Calculator Free,Great calculator.,Positive,0.8,0.75
+CALCU™ Stylish Calculator Free,"Lots different designs, probably best I ever used. Superb !",Positive,0.6666666666666666,0.6333333333333333
+CALCU™ Stylish Calculator Free,Like time,Neutral,0.0,0.0
+CALCU™ Stylish Calculator Free,Wish widget excellent app. Pro version well worth it.,Positive,0.65,0.55
+CALCU™ Stylish Calculator Free,A designed calci everyone,Neutral,0.0,0.0
+CALCU™ Stylish Calculator Free,I lI like themes,Neutral,0.0,0.0
+CALCU™ Stylish Calculator Free,nan,nan,nan,nan
+CALCU™ Stylish Calculator Free,Best I've ever used... A really nice app... Highly recommended.,Positive,0.5866666666666667,0.6133333333333333
+CALCU™ Stylish Calculator Free,Used free version year good I purchased Pro version,Positive,0.55,0.7000000000000001
+CALCU™ Stylish Calculator Free,Does job ...scientific well,Neutral,0.0,0.0
+CALCU™ Stylish Calculator Free,Fun interactive calculations. Ads get way.,Positive,0.3,0.2
+CALCU™ Stylish Calculator Free,"Excellent app, calculator choice! Looks great, works great!",Positive,0.9333333333333332,0.8333333333333334
+CALCU™ Stylish Calculator Free,Gets job done,Neutral,0.0,0.0
+CALCU™ Stylish Calculator Free,Does needs,Neutral,0.0,0.0
+CALCU™ Stylish Calculator Free,"Best calc there, hands down.",Positive,0.4222222222222222,0.29444444444444445
+CALCU™ Stylish Calculator Free,"This sooo many help work,, thanks....",Positive,0.35,0.35
+CALCU™ Stylish Calculator Free,It's calculator.,Neutral,0.0,0.0
+CALCU™ Stylish Calculator Free,Above beyond I looking for.. keep,Neutral,0.0,0.1
+CALCU™ Stylish Calculator Free,So fresh & clean great visuals... Love inspiration behind this... Thanks,Positive,0.29444444444444445,0.5750000000000001
+CALCU™ Stylish Calculator Free,Thanks!,Positive,0.25,0.2
+CALCU™ Stylish Calculator Free,This stylish calculator.,Positive,0.5,1.0
+CALCU™ Stylish Calculator Free,Very easy use. Nice big numbers. Does all.,Positive,0.3877777777777778,0.7000000000000001
+CALCU™ Stylish Calculator Free,Simply best! I every day!,Positive,1.0,0.3
+CALCU™ Stylish Calculator Free,Useful calculator. Customisable colour themes nice.,Positive,0.44999999999999996,0.5
+CATS: Crash Arena Turbo Stars,"After playing game year fun. The issue I noticing trend gang fights. They seem set make pay actually get 100. Also, get gems like used to. Shows thwy care money fun. I know e... Full Review",Positive,0.10999999999999999,0.29000000000000004
+CATS: Crash Arena Turbo Stars,"This game absolutely wonderful casual play. A soft, smooth learning curve; strong, kind community; course magnificent machines. I complaint however. I'm invested game I constantly optomize machines therefore little gold, due disinterest I feel little need sell parts quantity great easily navigate parts menu, point I spend 15 minutes (no exaggeration) selling abundance parts. Which I'd like ask for/suggest devs add quick-sell function. Also, thank forthe wonderful game ZeptoLabs, can't easy making balanced, fun, playable game truly free-to-play instead pay win I appreciate effort put making game perfectly splendid.",Positive,0.20138888888888887,0.5947916666666667
+CATS: Crash Arena Turbo Stars,"Short time playing genuinely fun. Just pity can't reset account making upgrade mistakes that's due error. You enjoy playing game. Its fluid, simple, addictive. The rewards system tried tested system earning reward boxes wait set time open one.",Positive,0.007499999999999995,0.38321428571428573
+CATS: Crash Arena Turbo Stars,I absolutely LOVE game.. I'm prestige level 12 still LOVING it. Wondering yall ever going add upgrades using coins win level up? I 13 nothing on! Keep good work!,Positive,0.515,0.5900000000000001
+CATS: Crash Arena Turbo Stars,"It seemed fun interesting first, since seemed reward creative thinking, unlike games. Then, I played more, I realized wrong I was. Yes, thinking needed design vehicle, parts get loot boxes completely random. It matter good ideas are; good body vehicle, pretty much impossible implement design. Also, way parts upgraded made stronger greatly benefit spend money. In conclusion, game like every free play game. Fun seemingly intuitive first, realize luck based pay-to-win.",Positive,0.17549019607843136,0.5892156862745098
+CATS: Crash Arena Turbo Stars,People... Don't waste time comment. They never answer back. To Zeptolab... Your server error #51 pissing off... And way... what's point ultimate machines? King's ok championship stupid.,Negative,-0.09999999999999999,0.5
+CATS: Crash Arena Turbo Stars,"I gave game 1 star around I unable get run Samsung Galaxy S5, running latest version Android OS. Ive uninstalled reinstalled twice I keep getting error ""Unfortunately, C.A.T.S. stopped."" With indication problem is.",Negative,-0.225,0.7
+CATS: Crash Arena Turbo Stars,I've game awhile stopped playing recently got back. If would've know balloon update id never downloaded again. If face someone balloon without shotgun (which garbage) automatic loss. And EVERYONE balloons. So I've stuck league 3 weeks.,Negative,-0.13333333333333333,0.21666666666666667
+CATS: Crash Arena Turbo Stars,"It would fun ditched crappy ""P2W"" tutorial. Like, get it. ""Dont forget that! Use gems that. This gem process house!"" Im idiot, given fact game asks age. Honestly, ask obviously trying convince us spend money like we're children. At least add option skip tutorial.",Negative,-0.07187500000000001,0.5333333333333333
+CATS: Crash Arena Turbo Stars,"Ok, well mods reading this,ntheres guy 5 million health w million damage. Fix game, make certain limit thats fair 3rd gang fight",Positive,0.20285714285714285,0.4742857142857143
+CATS: Crash Arena Turbo Stars,Greedy! Ads require 3 clicks close (if freeze phone) take nearly minute complete. This game used fun feels like giant commercial.,Positive,0.016666666666666663,0.4000000000000001
+CATS: Crash Arena Turbo Stars,No search clan region wise. No Gang scrolling shows limited number gangs like 10 full stuck can't join them. We can't add player friends friendly matches missing. Game really interesting keeps tuned!,Positive,0.19693877551020408,0.4346938775510204
+CATS: Crash Arena Turbo Stars,"The game great time-to-time thing pretty great mechanics graphics, questions though, 1) laser 500 damage obliterate mech 1300+ health? 2)how loot crate thing earn multiplayer battles work, like get wooden crate get metal crate? Please answer really like game knowing would really help.",Positive,0.18125,0.4625
+CATS: Crash Arena Turbo Stars,There problem video ads playing incorrectly. Says much watch whole video receive reward. Developers care respond users. Money pit cheaters allowed ruin game. Uninstalled.,Neutral,0.0,0.3333333333333333
+CATS: Crash Arena Turbo Stars,"It's fun original. If love format. But progress win pay (or play loads) progress kinda ruins me. It pay win exactly. The thing skill tactics get better stuff, win.",Positive,0.46388888888888885,0.4111111111111111
+CATS: Crash Arena Turbo Stars,"Watching ads reduce time crate broken. If ad short, game think I watched whole thing take time crate",Negative,-0.15000000000000002,0.375
+CATS: Crash Arena Turbo Stars,"When I'm watching ads skip 30 minutes opening supply box, game accept ads 5 seconds long says ""You watch ad end get reward"" even though I watched 5-second ad completely. It accepts ads 10 seconds long. Besides this, though, game great! Just fix problem, please.",Positive,0.033333333333333326,0.4583333333333333
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,"Cheating ramped, regular players stand chance. Don't waste time money, obviously makers care making money. There even link game report kind problem.",Negative,-2.2204460492503132e-17,0.37538461538461537
+CATS: Crash Arena Turbo Stars,"My major problem ads freezing really consistently. These occur decide speed things along free, becoming annoying check 2 minute ad supposed 30 seconds.",Positive,0.07250000000000001,0.66
+CATS: Crash Arena Turbo Stars,"Game good small time entrainment, makes feel like playing wood version battle bots. I dislike amount time takes open boxes upgrades special, also cost upgrade parts ridicules. All fun enjoyable game.",Positive,0.10089285714285713,0.45892857142857146
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,"Amazing. Although something wrong, I bought ""Special Offer"", never got stuff came it. So please help I idea",Positive,0.15238095238095242,0.7904761904761904
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,"I bought special offer you, mentioned purchase failed even though failed u deducted price offer acount.. im hoping give items please return exact amount deducted",Negative,-0.0982142857142857,0.35535714285714287
+CATS: Crash Arena Turbo Stars,I love most.the best game ever writing honesty like game much. But unable win please game maker please help share game everyone know promise. Please give exclusive parts please,Positive,0.04444444444444446,0.3999999999999999
+CATS: Crash Arena Turbo Stars,It's really fun. ai think kids ages play game. Hey parents get game give annoying children,Negative,-0.325,0.475
+CATS: Crash Arena Turbo Stars,I like fresh new fun! Have paid buck #1 #2 spot time.........so haters stop hating develop games quit bashing things dumb figure .,Positive,0.10909090909090907,0.41363636363636364
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,The game fun except overpowered opponents. When I e earlier levels I health rating 500+ n attack rating 140+ yet quick fights I facing ridiculous opponents w 2000++ health n 1000++ attack ratings stupid pls fix imbalance. I shhoud facing similar opponents n keep paying skip ridiculous opponents! Also pls fix e forward button inventory move next component frame n end list stupid manually scroll every page find new component frame! It would nice able choose vehicle want gang fights.,Negative,-0.06509324009324005,0.6215034965034965
+CATS: Crash Arena Turbo Stars,"Too slow action! THE GAME IS PROGRAMED TO CHEAT WHEN WATCHING VIDEOS TO OPEN BOXES! ALSO, CHANGES BOXES TO BASIC ONES NOR DOES IT GIVE TIME CREDIT AFTER WATCHING THE BORING ADS!",Negative,-0.2625,0.42083333333333334
+CATS: Crash Arena Turbo Stars,"The ultimate garage says available rank 10 maintenance till rank 15. You deserve bad rating BS. Be straightforward fix that, I'll change rating",Negative,-0.25416666666666665,0.7069444444444444
+CATS: Crash Arena Turbo Stars,"Glad see many people enjoying this! Personally, 10 min following prompts zero control outcome, extremely linear game watch. All attach equipment ""win"" see happens. It literally engagement equivalent cable TV. If anything saddens society easily amused.",Positive,0.2592592592592593,0.5703703703703703
+CATS: Crash Arena Turbo Stars,"While beginning, fact can't control vehicle irritating, allows gameplay really tricks people may say cheap. And, far, vehicle unbeatable.",Positive,0.07500000000000001,0.675
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,Good game time pass. Mostly involves selecting tools engineering fight vehicle fight happens own. Confusing times selected configuration wins certain tools fit in.,Positive,0.2517857142857143,0.5089285714285715
+CATS: Crash Arena Turbo Stars,I love game. But lags tablet always kick back homescrene When l blue button whit people it.please fix,Positive,0.024999999999999994,0.275
+CATS: Crash Arena Turbo Stars,"It's addictive game, best ! You allow open box time cut time tournament half. Otherwise killing fun game",Positive,0.04761904761904762,0.4095238095238095
+CATS: Crash Arena Turbo Stars,"Amazing concept, poor execution. :/ i'd like chests open times ability open little faster. just... disappointing. wait long jack diddle, jut waiting game. either way, great idea, perfect. :( rate 5 stars every chest time reduced east 30 minutes 1 hour.",Negative,-0.01979166666666667,0.6875
+CATS: Crash Arena Turbo Stars,"Decent game. But I'll 2000 health, someone 1400 attack laser beat shot? Doesn't make sense.",Negative,-0.11666666666666668,0.5333333333333333
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,"Fun game, cute battle sim. Have yet hit slump impossible move forward without dumping cash excessive grinding. But great far. Pretty fun, actually.",Positive,0.09333333333333334,0.6649999999999999
+CATS: Crash Arena Turbo Stars,"Good concept. The complain I that, I think 3 ad watch open lootbox would better instead 4, would make game flow much better.",Positive,0.25999999999999995,0.5
+CATS: Crash Arena Turbo Stars,Please fix glitch. I can't remove first robot #1 slot editing normal ultimate. This glitch persists prestige mode well!!!,Positive,0.13333333333333333,0.6611111111111111
+CATS: Crash Arena Turbo Stars,"Like every terrible mobile game. One tap gameplay, freemium, patience game, harvest cents impatience free players using ads, constant reminder waste dollar. Terrible game, edittor review lie. Disappointment game.",Negative,-0.39999999999999997,0.5133333333333334
+CATS: Crash Arena Turbo Stars,"I LOVE IT (can add flying bodys/cars bodys wheels FUN plz add weapons like flamethrower, freezer, (freeze 2 seconds) switcher, (switch body) flyer (Fly 4 seconds) add modes And favorite GAME way better COC game really deserve reward (guys right NOW!) I love I REALLY LOVE IT (this actually favorite game) popular Facebook",Positive,0.28979591836734697,0.588265306122449
+CATS: Crash Arena Turbo Stars,Please fix connection problem asap. I cant even play keeps disconnecting says im playing another device even I dont. It really piss,Positive,0.2,0.2
+CATS: Crash Arena Turbo Stars,It's simple stupid fun. Very addictive. You hit hard hard wall soon stick get past without cash drop.,Negative,-0.19047619047619047,0.55578231292517
+CATS: Crash Arena Turbo Stars,"This game really sux. Just like pay play games, fun start, get hooked, takes days anything unless pay.",Positive,0.033333333333333326,0.26666666666666666
+CATS: Crash Arena Turbo Stars,I put TV Chromecast It like show plus I dog (I mean Cat) fight! It plays awesome small screen too.,Positive,0.11979166666666667,0.6958333333333333
+CATS: Crash Arena Turbo Stars,It's gotten boring theres hardly good parts sucks overall.. So year later spent 100 ridiculous prestige start over!? I'll pissed I get parts back end like wow play much let's add number start gtfo boaring,Negative,-0.08166666666666667,0.42000000000000004
+CATS: Crash Arena Turbo Stars,Best game ever problem get new phone progress lost If zeptolab get back would greatest Thanks,Positive,0.3227272727272727,0.3924242424242424
+CATS: Crash Arena Turbo Stars,Well great game great potential I always get much higher levels I always die 3 hits. This makes progress impossible,Positive,0.1305555555555556,0.7333333333333334
+CATS: Crash Arena Turbo Stars,After prestige game asinine unfair fighting players prestiged 15-20 times top 100 game itself.they ways powerful frames weapons cat coin upgrades weapons frames chosen hand backside making target practice.So 20000 life rocket hits 50000 damage dead word go.,Negative,-0.11666666666666665,0.6166666666666666
+CATS: Crash Arena Turbo Stars,"I enjoy game, unfortunately I've referred least 10 people play game, install started playing it, still zero credits towards mini gun box... itd great I could get kind help I've recruited I get mini gun weapon..",Positive,0.02857142857142855,0.6214285714285713
+CATS: Crash Arena Turbo Stars,So horrible This listed movies games If I want sit back I would've seen YouTube Watch YouTube rather seeing game,Negative,-0.4666666666666666,0.4666666666666666
+CATS: Crash Arena Turbo Stars,9ó4 It really good game I really like I think good game 4 9 also fun accident asked create make car able fight everything every cat game funny destroy things I put weapons wheel wheels funny destroy walk there. I really like th weather,Positive,0.11538461538461536,0.43269230769230776
+CATS: Crash Arena Turbo Stars,This game addictive fun however needs improvements gangs. There co-leader help manage gange. Also would great player rating active someone joins gang gang would know.,Positive,0.11333333333333333,0.5700000000000001
+CATS: Crash Arena Turbo Stars,Unexpected server error occurred. Suddenly can't longer connect 5 minutes keeps disconnected game.,Negative,-0.10000000000000002,0.6333333333333333
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,"One pointless games there, boring stupid. TBH I gave game another chance redownload still trash. 3 things game enough keep interested game. For people spend money game, must really bored.",Negative,-0.38999999999999996,0.6100000000000001
+CATS: Crash Arena Turbo Stars,Ads keep crashing game reward watching them. They seem care ad money people play not. You watch videos get ahead game spend money. Very frustrating,Negative,-0.44,0.6
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,☆ It sooooo fun. I like fighting part fight players even know about! ☆,Positive,0.375,0.2
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,This game awesome I game first came I lost phone I played gotten better since first came,Positive,0.19999999999999998,0.49444444444444446
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CATS: Crash Arena Turbo Stars,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS - Full Episodes & Live TV,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,I hoping find feature yesterday news find it.,Neutral,0.0,0.0
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+CBS News,nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","I like new update 8/4/18. I prefer swiping left right, see day two ahead. Adding ability pick day month good idea, bring back swipe, please. I could without adds. Otherwise, best score board me.",Positive,0.35367965367965365,0.31504329004329007
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",This huge let down. I try watch year crossfit games fails always. It fails worst possible time. CBS disappointment.,Negative,-0.33650793650793653,0.5984126984126984
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",This favorite sports BUT happened 'my scores' sucks scroll teams see favorite teams results Please fix immediately! This new outlook sucks!!,Positive,0.09852272727272726,0.6109090909090908
+"CBS Sports App - Scores, News, Stats & Watch Live",What hell happened My Scores tab? I care CrossFit games sports. I want able see teams go hunt,Positive,0.5,0.625
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","WOW, CBS Sports best apps! It bugs like ES*N app.",Positive,0.55,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Dislike newest update.,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","I would give 5 stars constantly sending notifications sports I zero interest in! What's point go tell sports, teams I like, going bug death enough anyway? Why difficult thing fix?",Negative,-0.16666666666666666,0.611111111111111
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","This good recently. Now crashes often, even load statistics(not often) game log MLB player. I'm clip garbage app.",Positive,0.09999999999999998,0.4166666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Good someone can't watch games. The condensed games good. The adds bottom nuisance. Hit mistake forced endure deceptive alarmist warnings.,Positive,0.36666666666666664,0.46666666666666673
+"CBS Sports App - Scores, News, Stats & Watch Live","It demands permissions necessary functionality. It locks often. It's news content well opinion pieces obviously slanted CBS' far-left, anti-American political bias'.",Neutral,0.0,0.5333333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",I uninstalled gave push notification every draft pick I'm NBA draft far. That's obnoxious.,Positive,0.1,1.0
+"CBS Sports App - Scores, News, Stats & Watch Live","Although I've using days, far best I've used Good Sports coverage. Visually friendly, easy use, I especially like ability select I want see I want see it. Thanks CBS.",Positive,0.4011904761904762,0.6333333333333335
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",I started getting malicious pop ups recently. Opens says I virus.,Neutral,0.0,0.25
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",If want watch clip something commercial ones believe I business constantly shuts,Neutral,0.0,0.16666666666666666
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","It's good, works. 50% time bugs show everything going (mostly MLB play play). Other that, gets job done.",Positive,0.35833333333333334,0.4916666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live","Not lot clutter, scores sports pop instantly that's good thing.",Positive,0.35,0.6333333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",I un-install AT&T LG V10 cannot Optimized causes phone hang 9.5 minutes tries Optimize every re-boot. Please Fix this.,Negative,-0.1,0.4
+"CBS Sports App - Scores, News, Stats & Watch Live","The new UI stinks. Poor decision making. This getting worse, better, update. The date see top scores screen much better latest update.",Positive,0.09204545454545454,0.5693181818181818
+"CBS Sports App - Scores, News, Stats & Watch Live","I like new update 8/4/18. I prefer swiping left right, see day two ahead. Adding ability pick day month good idea, bring back swipe, please. I could without adds. Otherwise, best score board me.",Positive,0.35367965367965365,0.31504329004329007
+"CBS Sports App - Scores, News, Stats & Watch Live","Was ok. What happened to""My Scores"" ? Used quick reference favorite teams scores. E.g, seasons overlap, could see football, baseball, etc. scores page displayed. You could get details. Frustrating go individual team now. A step backwards formerly good app.",Positive,0.2722222222222222,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Normally fave sports suddenly widget work. Every time I shut phone widget load. Without widget, becomes great. It's good widget makes great. FIX IT",Positive,0.49000000000000005,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Great! Always minute. Should Samsung Gear Watch!,Positive,1.0,0.75
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","If I wanted see local sports news, I would check local sports app. This latest update sux. No substance, fluf . I gone back ESPN national sports .",Positive,0.125,0.225
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","This great recently. Now locks closes every single time open it. I've sent feedback couple weeks, CBS Sports done anything fix it. You get 3 stars works.",Positive,0.18214285714285716,0.42857142857142855
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Absolutely best sports out. Tried numerous sick garbage. Bleecher report worst stinkin' rotten sports btw. This welcome. Simple swiping straight scores. Job well done. Hopefully change all. Uninstalled ALL others. Encourage others same.,Positive,0.03571428571428572,0.5549107142857143
+"CBS Sports App - Scores, News, Stats & Watch Live",Good someone can't watch games. The condensed games good. The adds bottom nuisance. Hit mistake forced endure deceptive alarmist warnings.,Positive,0.36666666666666664,0.46666666666666673
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Picking sports nice feature. The soccer interface hard different leagues. Women's NCAA bball could better. Straight forward compared ESPN others.,Positive,0.20166666666666666,0.6083333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live","Frustrating update something completely different commercial, video. Happens time. Still go sports app, sure long.....",Positive,0.009999999999999995,0.5577777777777777
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Although I've using days, far best I've used Good Sports coverage. Visually friendly, easy use, I especially like ability select I want see I want see it. Thanks CBS.",Positive,0.4011904761904762,0.6333333333333335
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Like sometimes bit behind breaking news part go sports,Negative,-0.4,0.7
+"CBS Sports App - Scores, News, Stats & Watch Live",If want watch clip something commercial ones believe I business constantly shuts,Neutral,0.0,0.16666666666666666
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Deleted ESPN app, way easier navigate site. Wish little depth college sports department, solid.",Negative,-0.09375,0.3
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Ads, ads, ads - terrible app! There's 20 second ad video begins, video I want see cuts 5 seconds. Total garbage.",Negative,-0.3333333333333333,0.5833333333333334
+"CBS Sports App - Scores, News, Stats & Watch Live",I un-install AT&T LG V10 cannot Optimized causes phone hang 9.5 minutes tries Optimize every re-boot. Please Fix this.,Negative,-0.1,0.4
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","I like new update 8/4/18. I prefer swiping left right, see day two ahead. Adding ability pick day month good idea, bring back swipe, please. I could without adds. Otherwise, best score board me.",Positive,0.35367965367965365,0.31504329004329007
+"CBS Sports App - Scores, News, Stats & Watch Live","Was ok. What happened to""My Scores"" ? Used quick reference favorite teams scores. E.g, seasons overlap, could see football, baseball, etc. scores page displayed. You could get details. Frustrating go individual team now. A step backwards formerly good app.",Positive,0.2722222222222222,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Normally fave sports suddenly widget work. Every time I shut phone widget load. Without widget, becomes great. It's good widget makes great. FIX IT",Positive,0.49000000000000005,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",Terrible - How official broadcast CrossFit Games never works...I repeat never works!,Negative,-1.0,1.0
+"CBS Sports App - Scores, News, Stats & Watch Live",This favorite sports BUT happened 'my scores' sucks scroll teams see favorite teams results Please fix immediately! This new outlook sucks!!,Positive,0.09852272727272726,0.6109090909090908
+"CBS Sports App - Scores, News, Stats & Watch Live",What hell happened My Scores tab? I care CrossFit games sports. I want able see teams go hunt,Positive,0.5,0.625
+"CBS Sports App - Scores, News, Stats & Watch Live",Everything could want sports,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","WOW, CBS Sports best apps! It bugs like ES*N app.",Positive,0.55,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Great! Always minute. Should Samsung Gear Watch!,Positive,1.0,0.75
+"CBS Sports App - Scores, News, Stats & Watch Live","Does think should, causes 20 minute delay starting app. My phone shows ""Optimizing 1 1"" uses ton battery every restart installed. I reached technical support blew blamed cell carrier (AT&T).",Neutral,0.0,0.1
+"CBS Sports App - Scores, News, Stats & Watch Live","I would give 5 stars constantly sending notifications sports I zero interest in! What's point go tell sports, teams I like, going bug death enough anyway? Why difficult thing fix?",Negative,-0.16666666666666666,0.611111111111111
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",I love I super annoyed tweet subsection MLB games stopped working. I thoroughly enjoyed beat writers fan accounts giving thoughts games happen. If happens CFB games I going extremely mad I Iowa Hawkeye fan Iowa twitter games hysterical follow.,Negative,-0.1152777777777778,0.7944444444444444
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Frustrating update something completely different commercial, video. Happens time. Still go sports app, sure long.....",Positive,0.009999999999999995,0.5577777777777777
+"CBS Sports App - Scores, News, Stats & Watch Live",I uninstalled gave push notification every draft pick I'm NBA draft far. That's obnoxious.,Positive,0.1,1.0
+"CBS Sports App - Scores, News, Stats & Watch Live","Although I've using days, far best I've used Good Sports coverage. Visually friendly, easy use, I especially like ability select I want see I want see it. Thanks CBS.",Positive,0.4011904761904762,0.6333333333333335
+"CBS Sports App - Scores, News, Stats & Watch Live",Used good. Now literally unusable freezes immediately upon opening.,Positive,0.7,0.6000000000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",I dug guts soon I I see far I'm satisfied. It gives great coverage beloved Yankees need. Again time mine rough time health wise. Does I watch live streaming TV CBS? Thanks You. Joe,Positive,0.37954545454545446,0.7187500000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Deleted ESPN app, way easier navigate site. Wish little depth college sports department, solid.",Negative,-0.09375,0.3
+"CBS Sports App - Scores, News, Stats & Watch Live","It's good, works. 50% time bugs show everything going (mostly MLB play play). Other that, gets job done.",Positive,0.35833333333333334,0.4916666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live","Not lot clutter, scores sports pop instantly that's good thing.",Positive,0.35,0.6333333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live","The ok however listen radio, plug ears commercials come on. Extreme volumes difference. If set comfortable volume commercials can't hear goes back regular programing.",Positive,0.155,0.4753846153846154
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",I un-install AT&T LG V10 cannot Optimized causes phone hang 9.5 minutes tries Optimize every re-boot. Please Fix this.,Negative,-0.1,0.4
+"CBS Sports App - Scores, News, Stats & Watch Live","The new UI stinks. Poor decision making. This getting worse, better, update. The date see top scores screen much better latest update.",Positive,0.09204545454545454,0.5693181818181818
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Was ok. What happened to""My Scores"" ? Used quick reference favorite teams scores. E.g, seasons overlap, could see football, baseball, etc. scores page displayed. You could get details. Frustrating go individual team now. A step backwards formerly good app.",Positive,0.2722222222222222,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",This huge let down. I try watch year crossfit games fails always. It fails worst possible time. CBS disappointment.,Negative,-0.33650793650793653,0.5984126984126984
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Normally fave sports suddenly widget work. Every time I shut phone widget load. Without widget, becomes great. It's good widget makes great. FIX IT",Positive,0.49000000000000005,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",Terrible - How official broadcast CrossFit Games never works...I repeat never works!,Negative,-1.0,1.0
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Another thumbs latest update. Bring back My Scores swipe left/right schedule, please!",Positive,0.25,0.45
+"CBS Sports App - Scores, News, Stats & Watch Live","WOW, CBS Sports best apps! It bugs like ES*N app.",Positive,0.55,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Dislike newest update.,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","If I wanted see local sports news, I would check local sports app. This latest update sux. No substance, fluf . I gone back ESPN national sports .",Positive,0.125,0.225
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","This great recently. Now locks closes every single time open it. I've sent feedback couple weeks, CBS Sports done anything fix it. You get 3 stars works.",Positive,0.18214285714285716,0.42857142857142855
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Good someone can't watch games. The condensed games good. The adds bottom nuisance. Hit mistake forced endure deceptive alarmist warnings.,Positive,0.36666666666666664,0.46666666666666673
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Although I've using days, far best I've used Good Sports coverage. Visually friendly, easy use, I especially like ability select I want see I want see it. Thanks CBS.",Positive,0.4011904761904762,0.6333333333333335
+"CBS Sports App - Scores, News, Stats & Watch Live",Used good. Now literally unusable freezes immediately upon opening.,Positive,0.7,0.6000000000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",I dug guts soon I I see far I'm satisfied. It gives great coverage beloved Yankees need. Again time mine rough time health wise. Does I watch live streaming TV CBS? Thanks You. Joe,Positive,0.37954545454545446,0.7187500000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Like sometimes bit behind breaking news part go sports,Negative,-0.4,0.7
+"CBS Sports App - Scores, News, Stats & Watch Live",If want watch clip something commercial ones believe I business constantly shuts,Neutral,0.0,0.16666666666666666
+"CBS Sports App - Scores, News, Stats & Watch Live","I give it 5 stars, it is very current in its information, easy to use it has many ads, good job.",Positive,0.4083333333333333,0.6133333333333334
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","It's good, works. 50% time bugs show everything going (mostly MLB play play). Other that, gets job done.",Positive,0.35833333333333334,0.4916666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","The ok however listen radio, plug ears commercials come on. Extreme volumes difference. If set comfortable volume commercials can't hear goes back regular programing.",Positive,0.155,0.4753846153846154
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","The new UI stinks. Poor decision making. This getting worse, better, update. The date see top scores screen much better latest update.",Positive,0.09204545454545454,0.5693181818181818
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Was ok. What happened to""My Scores"" ? Used quick reference favorite teams scores. E.g, seasons overlap, could see football, baseball, etc. scores page displayed. You could get details. Frustrating go individual team now. A step backwards formerly good app.",Positive,0.2722222222222222,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",This huge let down. I try watch year crossfit games fails always. It fails worst possible time. CBS disappointment.,Negative,-0.33650793650793653,0.5984126984126984
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Can't get back fantasy league easy way like I used asked set new password ridiculous trying get back e mail wrong .your password wrong. Your password match e mail. If email password ask questions asked I registered first place. It's still right.,Negative,-0.02532467532467533,0.5507696007696007
+"CBS Sports App - Scores, News, Stats & Watch Live","Normally fave sports suddenly widget work. Every time I shut phone widget load. Without widget, becomes great. It's good widget makes great. FIX IT",Positive,0.49000000000000005,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",great keep games keep scores everything want I highly recommend,Positive,0.48000000000000004,0.645
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Great! Always minute. Should Samsung Gear Watch!,Positive,1.0,0.75
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","I would give 5 stars constantly sending notifications sports I zero interest in! What's point go tell sports, teams I like, going bug death enough anyway? Why difficult thing fix?",Negative,-0.16666666666666666,0.611111111111111
+"CBS Sports App - Scores, News, Stats & Watch Live","If I wanted see local sports news, I would check local sports app. This latest update sux. No substance, fluf . I gone back ESPN national sports .",Positive,0.125,0.225
+"CBS Sports App - Scores, News, Stats & Watch Live",I love I super annoyed tweet subsection MLB games stopped working. I thoroughly enjoyed beat writers fan accounts giving thoughts games happen. If happens CFB games I going extremely mad I Iowa Hawkeye fan Iowa twitter games hysterical follow.,Negative,-0.1152777777777778,0.7944444444444444
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","This good recently. Now crashes often, even load statistics(not often) game log MLB player. I'm clip garbage app.",Positive,0.09999999999999998,0.4166666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live",Absolutely best sports out. Tried numerous sick garbage. Bleecher report worst stinkin' rotten sports btw. This welcome. Simple swiping straight scores. Job well done. Hopefully change all. Uninstalled ALL others. Encourage others same.,Positive,0.03571428571428572,0.5549107142857143
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Frustrating update something completely different commercial, video. Happens time. Still go sports app, sure long.....",Positive,0.009999999999999995,0.5577777777777777
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Used good. Now literally unusable freezes immediately upon opening.,Positive,0.7,0.6000000000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",I dug guts soon I I see far I'm satisfied. It gives great coverage beloved Yankees need. Again time mine rough time health wise. Does I watch live streaming TV CBS? Thanks You. Joe,Positive,0.37954545454545446,0.7187500000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","I give it 5 stars, it is very current in its information, easy to use it has many ads, good job.",Positive,0.4083333333333333,0.6133333333333334
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","It's good, works. 50% time bugs show everything going (mostly MLB play play). Other that, gets job done.",Positive,0.35833333333333334,0.4916666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Ads, ads, ads - terrible app! There's 20 second ad video begins, video I want see cuts 5 seconds. Total garbage.",Negative,-0.3333333333333333,0.5833333333333334
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","I like new update 8/4/18. I prefer swiping left right, see day two ahead. Adding ability pick day month good idea, bring back swipe, please. I could without adds. Otherwise, best score board me.",Positive,0.35367965367965365,0.31504329004329007
+"CBS Sports App - Scores, News, Stats & Watch Live","Was ok. What happened to""My Scores"" ? Used quick reference favorite teams scores. E.g, seasons overlap, could see football, baseball, etc. scores page displayed. You could get details. Frustrating go indi... Full Review",Positive,0.25666666666666665,0.6900000000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",This huge let down. I try watch year crossfit games fails always. It fails worst possible time. CBS disappointment.,Negative,-0.33650793650793653,0.5984126984126984
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Can't get back fantasy league easy way like I used asked set new password ridiculous trying get back e mail wrong .your password wrong. Your password match e mail. If email password ask questions asked I registered first place. It's still right.,Negative,-0.02532467532467533,0.5507696007696007
+"CBS Sports App - Scores, News, Stats & Watch Live","Normally fave sports suddenly widget work. Every time I shut phone widget load. Without widget, becomes great. It's good widget makes great. FIX IT",Positive,0.49000000000000005,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",This favorite sports BUT happened 'my scores' sucks scroll teams see favorite teams results Please fix immediately! This new outlook sucks!!,Positive,0.09852272727272726,0.6109090909090908
+"CBS Sports App - Scores, News, Stats & Watch Live",What hell happened My Scores tab? I care CrossFit games sports. I want able see teams go hunt,Positive,0.5,0.625
+"CBS Sports App - Scores, News, Stats & Watch Live",Everything could want sports,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live","Another thumbs latest update. Bring back My Scores swipe left/right schedule, please!",Positive,0.25,0.45
+"CBS Sports App - Scores, News, Stats & Watch Live","WOW, CBS Sports best apps! It bugs like ES*N app.",Positive,0.55,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Dislike newest update.,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",Great! Always minute. Should Samsung Gear Watch!,Positive,1.0,0.75
+"CBS Sports App - Scores, News, Stats & Watch Live","Does think should, causes 20 minute delay starting app. My phone shows ""Optimizing 1 1"" uses ton battery every restart installed. I reached technical support blew blamed cell carrier (AT&T).",Neutral,0.0,0.1
+"CBS Sports App - Scores, News, Stats & Watch Live","I would give 5 stars constantly sending notifications sports I zero interest in! What's point go tell sports, teams I like, going bug death enough anyway? Why difficult thing fix?",Negative,-0.16666666666666666,0.611111111111111
+"CBS Sports App - Scores, News, Stats & Watch Live","If I wanted see local sports news, I would check local sports app. This latest update sux. No substance, fluf . I gone back ESPN national sports .",Positive,0.125,0.225
+"CBS Sports App - Scores, News, Stats & Watch Live",I love I super annoyed tweet subsection MLB games stopped working. I thoroughly enjoyed beat writers fan accounts giving thoughts games happen. If happens CFB games I going extremely mad I Iowa Hawkeye fan Iowa twitter games hysterical follow.,Negative,-0.1152777777777778,0.7944444444444444
+"CBS Sports App - Scores, News, Stats & Watch Live","This great recently. Now locks closes every single time open it. I've sent feedback couple weeks, CBS Sports done anything fix it. You get 3 stars works.",Positive,0.18214285714285716,0.42857142857142855
+"CBS Sports App - Scores, News, Stats & Watch Live","This good recently. Now crashes often, even load statistics(not often) game log MLB player. I'm clip garbage app.",Positive,0.09999999999999998,0.4166666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live",Absolutely best sports out. Tried numerous sick garbage. Bleecher report worst stinkin' rotten sports btw. This welcome. Simple swiping straight scores. Job well done. Hopefully change all. Uninstalled ALL others. Encourage others same.,Positive,0.03571428571428572,0.5549107142857143
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","It demands permissions necessary functionality. It locks often. It's news content well opinion pieces obviously slanted CBS' far-left, anti-American political bias'.",Neutral,0.0,0.5333333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live",Picking sports nice feature. The soccer interface hard different leagues. Women's NCAA bball could better. Straight forward compared ESPN others.,Positive,0.20166666666666666,0.6083333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live","Frustrating update something completely different commercial, video. Happens time. Still go sports app, sure long.....",Positive,0.009999999999999995,0.5577777777777777
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Although I've using days, far best I've used Good Sports coverage. Visually friendly, easy use, I especially like ability select I want see I want see it. Thanks CBS.",Positive,0.4011904761904762,0.6333333333333335
+"CBS Sports App - Scores, News, Stats & Watch Live",Used good. Now literally unusable freezes immediately upon opening.,Positive,0.7,0.6000000000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",I dug guts soon I I see far I'm satisfied. It gives great coverage beloved Yankees need. Again time mine rough time health wise. Does I watch live streaming TV CBS? Thanks You. Joe,Positive,0.37954545454545446,0.7187500000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",I started getting malicious pop ups recently. Opens says I virus.,Neutral,0.0,0.25
+"CBS Sports App - Scores, News, Stats & Watch Live",Like sometimes bit behind breaking news part go sports,Negative,-0.4,0.7
+"CBS Sports App - Scores, News, Stats & Watch Live",If want watch clip something commercial ones believe I business constantly shuts,Neutral,0.0,0.16666666666666666
+"CBS Sports App - Scores, News, Stats & Watch Live","I give it 5 stars, it is very current in its information, easy to use it has many ads, good job.",Positive,0.4083333333333333,0.6133333333333334
+"CBS Sports App - Scores, News, Stats & Watch Live","Deleted ESPN app, way easier navigate site. Wish little depth college sports department, solid.",Negative,-0.09375,0.3
+"CBS Sports App - Scores, News, Stats & Watch Live","It's good, works. 50% time bugs show everything going (mostly MLB play play). Other that, gets job done.",Positive,0.35833333333333334,0.4916666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live","Not lot clutter, scores sports pop instantly that's good thing.",Positive,0.35,0.6333333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live","The ok however listen radio, plug ears commercials come on. Extreme volumes difference. If set comfortable volume commercials can't hear goes back regular programing.",Positive,0.155,0.4753846153846154
+"CBS Sports App - Scores, News, Stats & Watch Live","Ads, ads, ads - terrible app! There's 20 second ad video begins, video I want see cuts 5 seconds. Total garbage.",Negative,-0.3333333333333333,0.5833333333333334
+"CBS Sports App - Scores, News, Stats & Watch Live",I un-install AT&T LG V10 cannot Optimized causes phone hang 9.5 minutes tries Optimize every re-boot. Please Fix this.,Negative,-0.1,0.4
+"CBS Sports App - Scores, News, Stats & Watch Live","Streaming sucks, like 6 commercials often fails connect. So hit retry button go",Negative,-0.4,0.3
+"CBS Sports App - Scores, News, Stats & Watch Live","For 3 weeks crashes almost immediately, comes story, crashes. Used no.1 sports.",Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",CBS Sports around long time go-to everything accurate everything fast precise want scores want stories want videos everything CBS best sports forget ESPN forget sports go sports number thank,Positive,0.39,0.5466666666666666
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Why hell GAY ads sports app? Do really think sports target market? Idiots!,Negative,-0.12777777777777777,0.5277777777777778
+"CBS Sports App - Scores, News, Stats & Watch Live",This perfect sports fan. The notifications accurate game sections spot on.,Positive,0.3333333333333333,0.6777777777777777
+"CBS Sports App - Scores, News, Stats & Watch Live",let see sports team keeps closing freeze please fix,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Way many glitches. It seems like getting worse. Live game simulations always off.,Negative,-0.04090909090909092,0.5
+"CBS Sports App - Scores, News, Stats & Watch Live",Everytime ad plays always ones video breaks I reload.,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",CBS sports best sports information coverage need.,Positive,1.0,0.3
+"CBS Sports App - Scores, News, Stats & Watch Live",Why keep rebooting I middle reading article? Please fix!!,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",started run erratically started drop minute so...uninstalled reinstalled see would help not...still acting same...just started week ago...too bad...was good couple years...,Positive,0.35,0.30000000000000004
+"CBS Sports App - Scores, News, Stats & Watch Live","In game Twitter feeds longer update, game logs longer load, thus ruining 2 main reasons I loved MLB games.",Positive,0.016666666666666635,0.48333333333333334
+"CBS Sports App - Scores, News, Stats & Watch Live",Don't like hockey games mixed baseball games. Not hockey fan. Would great showed major horse races. Not late. Hambletonian Little Brown Jug coming. As Breeders Cup.,Positive,0.16499999999999998,0.52
+"CBS Sports App - Scores, News, Stats & Watch Live","always crashes (reinstalled three times). Also, slow.",Negative,-0.30000000000000004,0.39999999999999997
+"CBS Sports App - Scores, News, Stats & Watch Live",The option login using ATT Uverse login.,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",There many times play play info inaccurate real time.,Positive,0.35,0.4
+"CBS Sports App - Scores, News, Stats & Watch Live","I love app. It's guide mlb games, scores stats season long.",Positive,0.225,0.5
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Way many ads constantly shuts down, sad",Negative,-0.03888888888888889,0.5305555555555556
+"CBS Sports App - Scores, News, Stats & Watch Live",I think great case give news update watch live games,Positive,0.4681818181818182,0.625
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",It kept sending spam Internet page without clicking anything.,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",locks time recently,Neutral,0.0,0.25
+"CBS Sports App - Scores, News, Stats & Watch Live","Useless, live FIFA.",Negative,-0.18181818181818182,0.35
+"CBS Sports App - Scores, News, Stats & Watch Live",Nice keep updated favorite team.,Positive,0.55,1.0
+"CBS Sports App - Scores, News, Stats & Watch Live","I follow sports, Sports People, , watch results Show works OK",Positive,0.5,0.5
+"CBS Sports App - Scores, News, Stats & Watch Live","No fluff, stuff. Exactly sports fan wants.",Positive,0.16666666666666666,0.21666666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",CBSsports #1 APP. Get board. Up second scores. Sports...all place.,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",More info I know ☺,Positive,0.5,0.5
+"CBS Sports App - Scores, News, Stats & Watch Live",I like sports plus I get specialize home / favorite teams!!,Positive,0.78125,1.0
+"CBS Sports App - Scores, News, Stats & Watch Live",This seems good I've days easy gives information I want,Positive,0.5666666666666667,0.7166666666666668
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Was great sports latest update made inoperable phone.,Positive,0.65,0.825
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","The new UI stinks. Poor decision making. This getting worse, better, update. The date see top scores screen much better latest update.",Positive,0.09204545454545454,0.5693181818181818
+"CBS Sports App - Scores, News, Stats & Watch Live","I like new update 8/4/18. I prefer swiping left right, see day two ahead. Adding ability pick day month good idea, bring back swipe, please. I could without adds. Otherwise, best score board me.",Positive,0.35367965367965365,0.31504329004329007
+"CBS Sports App - Scores, News, Stats & Watch Live","Was ok. What happened to""My Scores"" ? Used quick reference favorite teams scores. E.g, seasons overlap, could see football, baseball, etc. scores page displayed. You could get details. Frustrating go individual team now. A step backwards formerly good app.",Positive,0.2722222222222222,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",This huge let down. I try watch year crossfit games fails always. It fails worst possible time. CBS disappointment.,Negative,-0.33650793650793653,0.5984126984126984
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Can't get back fantasy league easy way like I used asked set new password ridiculous trying get back e mail wrong .your password wrong. Your password match e mail. If email password ask questions asked I registered first place. It's still right.,Negative,-0.02532467532467533,0.5507696007696007
+"CBS Sports App - Scores, News, Stats & Watch Live","Normally fave sports suddenly widget work. Every time I shut phone widget load. Without widget, becomes great. It's good widget makes great. FIX IT",Positive,0.49000000000000005,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",Terrible - How official broadcast CrossFit Games never works...I repeat never works!,Negative,-1.0,1.0
+"CBS Sports App - Scores, News, Stats & Watch Live",This favorite sports BUT happened 'my scores' sucks scroll teams see favorite teams results Please fix immediately! This new outlook sucks!!,Positive,0.09852272727272726,0.6109090909090908
+"CBS Sports App - Scores, News, Stats & Watch Live",What hell happened My Scores tab? I care CrossFit games sports. I want able see teams go hunt,Positive,0.5,0.625
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","Another thumbs latest update. Bring back My Scores swipe left/right schedule, please!",Positive,0.25,0.45
+"CBS Sports App - Scores, News, Stats & Watch Live","WOW, CBS Sports best apps! It bugs like ES*N app.",Positive,0.55,0.65
+"CBS Sports App - Scores, News, Stats & Watch Live",great keep games keep scores everything want I highly recommend,Positive,0.48000000000000004,0.645
+"CBS Sports App - Scores, News, Stats & Watch Live",Dislike newest update.,Neutral,0.0,0.0
+"CBS Sports App - Scores, News, Stats & Watch Live",Great! Always minute. Should Samsung Gear Watch!,Positive,1.0,0.75
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","I would give 5 stars constantly sending notifications sports I zero interest in! What's point go tell sports, teams I like, going bug death enough anyway? Why difficult thing fix?",Negative,-0.16666666666666666,0.611111111111111
+"CBS Sports App - Scores, News, Stats & Watch Live","If I wanted see local sports news, I would check local sports app. This latest update sux. No substance, fluf . I gone back ESPN national sports .",Positive,0.125,0.225
+"CBS Sports App - Scores, News, Stats & Watch Live",I love I super annoyed tweet subsection MLB games stopped working. I thoroughly enjoyed beat writers fan accounts giving thoughts games happen. If happens CFB games I going extremely mad I Iowa Hawkeye fan Iowa twitter games hysterical follow.,Negative,-0.1152777777777778,0.7944444444444444
+"CBS Sports App - Scores, News, Stats & Watch Live","This great recently. Now locks closes every single time open it. I've sent feedback couple weeks, CBS Sports done anything fix it. You get 3 stars works.",Positive,0.18214285714285716,0.42857142857142855
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",Absolutely best sports out. Tried numerous sick garbage. Bleecher report worst stinkin' rotten sports btw. This welcome. Simple swiping straight scores. Job well done. Hopefully change all. Uninstalled ALL others. Encourage others same.,Positive,0.03571428571428572,0.5549107142857143
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live","It demands permissions necessary functionality. It locks often. It's news content well opinion pieces obviously slanted CBS' far-left, anti-American political bias'.",Neutral,0.0,0.5333333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live",Picking sports nice feature. The soccer interface hard different leagues. Women's NCAA bball could better. Straight forward compared ESPN others.,Positive,0.20166666666666666,0.6083333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live","Frustrating update something completely different commercial, video. Happens time. Still go sports app, sure long.....",Positive,0.009999999999999995,0.5577777777777777
+"CBS Sports App - Scores, News, Stats & Watch Live",I uninstalled gave push notification every draft pick I'm NBA draft far. That's obnoxious.,Positive,0.1,1.0
+"CBS Sports App - Scores, News, Stats & Watch Live","Although I've using days, far best I've used Good Sports coverage. Visually friendly, easy use, I especially like ability select I want see I want see it. Thanks CBS.",Positive,0.4011904761904762,0.6333333333333335
+"CBS Sports App - Scores, News, Stats & Watch Live",nan,nan,nan,nan
+"CBS Sports App - Scores, News, Stats & Watch Live",I dug guts soon I I see far I'm satisfied. It gives great coverage beloved Yankees need. Again time mine rough time health wise. Does I watch live streaming TV CBS? Thanks You. Joe,Positive,0.37954545454545446,0.7187500000000001
+"CBS Sports App - Scores, News, Stats & Watch Live",I started getting malicious pop ups recently. Opens says I virus.,Neutral,0.0,0.25
+"CBS Sports App - Scores, News, Stats & Watch Live",Like sometimes bit behind breaking news part go sports,Negative,-0.4,0.7
+"CBS Sports App - Scores, News, Stats & Watch Live",If want watch clip something commercial ones believe I business constantly shuts,Neutral,0.0,0.16666666666666666
+"CBS Sports App - Scores, News, Stats & Watch Live","I give it 5 stars, it is very current in its information, easy to use it has many ads, good job.",Positive,0.4083333333333333,0.6133333333333334
+"CBS Sports App - Scores, News, Stats & Watch Live","Deleted ESPN app, way easier navigate site. Wish little depth college sports department, solid.",Negative,-0.09375,0.3
+"CBS Sports App - Scores, News, Stats & Watch Live","It's good, works. 50% time bugs show everything going (mostly MLB play play). Other that, gets job done.",Positive,0.35833333333333334,0.4916666666666667
+"CBS Sports App - Scores, News, Stats & Watch Live","Not lot clutter, scores sports pop instantly that's good thing.",Positive,0.35,0.6333333333333333
+"CBS Sports App - Scores, News, Stats & Watch Live","The ok however listen radio, plug ears commercials come on. Extreme volumes difference. If set comfortable volume commercials can't hear goes back regular programing.",Positive,0.155,0.4753846153846154
+"CBS Sports App - Scores, News, Stats & Watch Live","Ads, ads, ads - terrible app! There's 20 second ad video begins, video I want see cuts 5 seconds. Total garbage.",Negative,-0.3333333333333333,0.5833333333333334
+CBS Sports Fantasy,"I dislike new colors. Way bright. For may noticed features advertisements slows way down, advertisements way big mobile screen. I feel CBS deceiving trying convince users upgraded much better. The new version awful 100% downgrade blinding colors advertisements block content visible screen. There new feature updated I find absolutely annoying. Shame CBS greedy sticking users annoying useless ads!!",Negative,-0.17524678604224062,0.5502295684113867
+CBS Sports Fantasy,If I could find another site that'd let set contract lengths I'd switch heart beat. different website. Not user friendly. $150 access filled adds,Positive,0.25833333333333336,0.6666666666666666
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,"The fine I guess. My problem I can't mock drafts. I registered I team name, let mock drafts.",Positive,0.4166666666666667,0.5
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,Extremely difficult much baseball functionality. Doesn't even show current year stats. Should able show info page. Look Yahoo fantasy app.,Positive,0.05,0.55625
+CBS Sports Fantasy,"I would given 5 stars, way many pop ups ads! The site great!",Positive,0.8125,0.625
+CBS Sports Fantasy,"Overall, sophisticated app. Only limitation players' salaries appear, making difficult evaluate trade offers (or make offers) leavues salary caps floors.",Positive,0.03333333333333333,0.5
+CBS Sports Fantasy,"Like new update, finally shows minors tag phone. On flip side... fantasy site/app makes pay rarely slow updating player information (which happens bit often here) ads default.",Negative,-0.054545454545454564,0.6181818181818182
+CBS Sports Fantasy,I love would nice could change logo team name app. I currently log cbs. Doesn't make much sense?,Positive,0.325,0.55
+CBS Sports Fantasy,Absolutely love app... I love weekly fantasy everybody else daily... A lot skill needed leagues I love,Positive,0.375,0.44999999999999996
+CBS Sports Fantasy,It load correctly least twice per week,Negative,-0.3,0.4
+CBS Sports Fantasy,keeps freezing up.,Neutral,0.0,0.0
+CBS Sports Fantasy,Good football info season constant sportsline ads masquerading articles getting old.,Positive,0.26666666666666666,0.37777777777777777
+CBS Sports Fantasy,Great site. I wish mail function teams easier.,Positive,0.8,0.75
+CBS Sports Fantasy,Good ability edit lineups go. I like new update. Nice bright now.,Positive,0.5340909090909091,0.7136363636363636
+CBS Sports Fantasy,I like helps fantasy football needs,Neutral,0.0,0.0
+CBS Sports Fantasy,Will let join leagues.,Neutral,0.0,0.0
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,Head shoulders knees toes. Knees toes.,Neutral,0.0,0.0
+CBS Sports Fantasy,Bad compared Yahoo,Negative,-0.6999999999999998,0.6666666666666666
+CBS Sports Fantasy,"I love CBSSports, especially college pro football coverage.",Positive,0.25,0.8
+CBS Sports Fantasy,Best fantasy trys get better,Positive,0.75,0.4
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,All site fantasy.....,Neutral,0.0,0.0
+CBS Sports Fantasy,Best free fantasy advice,Positive,0.7,0.55
+CBS Sports Fantasy,Best fantasy hands down.,Positive,0.4222222222222222,0.29444444444444445
+CBS Sports Fantasy,I paid $150 what...?,Neutral,0.0,0.0
+CBS Sports Fantasy,Terrible navigate,Negative,-1.0,1.0
+CBS Sports Fantasy,Easy navigate,Positive,0.43333333333333335,0.8333333333333334
+CBS Sports Fantasy,For beginners great,Positive,0.8,0.75
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,Good,Positive,0.7,0.6000000000000001
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,easy,Positive,0.43333333333333335,0.8333333333333334
+CBS Sports Fantasy,Love,Positive,0.5,0.6
+CBS Sports Fantasy,Swagger,Neutral,0.0,0.0
+CBS Sports Fantasy,Great,Positive,0.8,0.75
+CBS Sports Fantasy,"I dislike new colors. Way bright. For may noticed features advertisements slows way down, advertisements way big mobile screen. I feel CBS deceiving trying convince users upgraded much better. The new version awful 100% downgrade blinding colors advertisements block content visible screen. There new feature updated I find absolutely annoying. Shame CBS greedy sticking users annoying useless ads!!",Negative,-0.17524678604224062,0.5502295684113867
+CBS Sports Fantasy,If I could find another site that'd let set contract lengths I'd switch heart beat. different website. Not user friendly. $150 access filled adds,Positive,0.25833333333333336,0.6666666666666666
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,"The fine I guess. My problem I can't mock drafts. I registered I team name, let mock drafts.",Positive,0.4166666666666667,0.5
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,Extremely difficult much baseball functionality. Doesn't even show current year stats. Should able show info page. Look Yahoo fantasy app.,Positive,0.05,0.55625
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,"Like new update, finally shows minors tag phone. On flip side... fantasy site/app makes pay rarely slow updating player information (which happens bit often here) ads default.",Negative,-0.054545454545454564,0.6181818181818182
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,It load correctly least twice per week,Negative,-0.3,0.4
+CBS Sports Fantasy,keeps freezing up.,Neutral,0.0,0.0
+CBS Sports Fantasy,Good football info season constant sportsline ads masquerading articles getting old.,Positive,0.26666666666666666,0.37777777777777777
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,Will let join leagues.,Neutral,0.0,0.0
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,I can't auto draft anymore!,Neutral,0.0,0.0
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,Very clean good live scoring information.,Positive,0.43767676767676766,0.67
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,Best fantasy hands down.,Positive,0.4222222222222222,0.29444444444444445
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,Terrible navigate,Negative,-1.0,1.0
+CBS Sports Fantasy,Easy navigate,Positive,0.43333333333333335,0.8333333333333334
+CBS Sports Fantasy,For beginners great,Positive,0.8,0.75
+CBS Sports Fantasy,Best Fantasy Advice,Positive,1.0,0.3
+CBS Sports Fantasy,"Great app,",Positive,0.8,0.75
+CBS Sports Fantasy,Good,Positive,0.7,0.6000000000000001
+CBS Sports Fantasy,Good,Positive,0.7,0.6000000000000001
+CBS Sports Fantasy,easy,Positive,0.43333333333333335,0.8333333333333334
+CBS Sports Fantasy,nan,nan,nan,nan
+CBS Sports Fantasy,Swagger,Neutral,0.0,0.0
+CBS Sports Fantasy,Great,Positive,0.8,0.75
+CDL Practice Test 2018 Edition,"The good reviewing material cdl. I got permit 3 days ago passed 1st attempt. However answers questions incorrect, I've notified fixed answers yet. So aware reviewing.",Positive,0.3499999999999999,0.35000000000000003
+CDL Practice Test 2018 Edition,I swear faith God go sections need pass doubt. I missed 3 general knowledge 1 airbrakes I go sections within 3days tested today passed want cdls get,Positive,0.05000000000000002,0.5
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,I never thought I would find helpful like guys greatest keep good work thanks everything us. We trying better selves . thanks,Positive,0.52,0.5
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,"I already CDL, I'm wanting add endorsements, I thought I'd give try. I really like I've taken 3 levels GK far. I'm really seeing lot questions SC CDL test though. Crist CDL good tool 100% real test questions, sadly isnt app. Good luck everyone!",Positive,0.25357142857142856,0.5571428571428572
+CDL Practice Test 2018 Edition,Love cause gives opportunity review wrong... 100% recommend anyone wants get CDL license free!,Positive,0.175,0.6000000000000001
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,Love I get question wrong actually brings question back around asks put memory faster. Also helps keep grade little lol. Thanks million times!,Positive,0.12321428571428572,0.42857142857142855
+CDL Practice Test 2018 Edition,I feeling really nervous taking CDL test makes feel much better it. It reviews really makes sure grasping concept questions. I love,Positive,0.38,0.47777777777777775
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,"I took learners CDL today passed Gen knowledge, air brake, combination issues! Only used study! I highly recommend anyone! Good job, creators!",Positive,0.35833333333333334,0.7133333333333334
+CDL Practice Test 2018 Edition,So far Good. I went Mva book overwhelming. This definitely streamline studies,Positive,0.32499999999999996,0.775
+CDL Practice Test 2018 Edition,Reviews questions get wrong grasp concept. It's great prepare test,Positive,0.15000000000000002,0.825
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,A lot exact questions actual test. Blew mind.,Positive,0.125,0.175
+CDL Practice Test 2018 Edition,Very accurate questions helpful review mode make sure go anything answer wrong,Positive,0.17333333333333334,0.8707407407407408
+CDL Practice Test 2018 Edition,It great practice looking get CDL license.,Positive,0.8,0.75
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,Very informative helpful useful planning take CDL,Positive,0.25,0.15
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,"Amazing app! I used & obtain cdl permit. No gimmicks & everything see test almost verbatim. Look further, it!",Positive,0.37500000000000006,0.7
+CDL Practice Test 2018 Edition,Helps much remembering info previously know .A++++,Positive,0.016666666666666677,0.18333333333333335
+CDL Practice Test 2018 Edition,So far informative I like goes back questions got wrong feels like I'm room real teacher.,Negative,-0.05,0.55
+CDL Practice Test 2018 Edition,I'll come back rate I take test.,Neutral,0.0,0.0
+CDL Practice Test 2018 Edition,So far good right I level 2 I learned things,Positive,0.3619047619047619,0.7119047619047619
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,This app is bomb!! My love I WILL PASS THE CDL TEST ASAP,Positive,0.5,0.6
+CDL Practice Test 2018 Edition,If truly thinking getting cdls you. Thanks lot,Positive,0.2,0.2
+CDL Practice Test 2018 Edition,This helpful double checking knowledge reading guide book.,Neutral,0.0,0.0
+CDL Practice Test 2018 Edition,Really helped especially test word it. Basically mirrors test. READ YOUR BOOK!!,Positive,0.1,0.6
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,Giving training I look back trying go forward making better,Positive,0.25,0.25
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CDL Practice Test 2018 Edition,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,Lately dont find numbers...,Negative,-0.3,0.6
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,Enjoying self variety choices...,Positive,0.5,0.6
+CIA - Caller ID & Call Blocker,Nice.,Positive,0.6,1.0
+CIA - Caller ID & Call Blocker,stunk block call. My phone better. Boy I ever gullible.,Positive,0.5,0.5
+CIA - Caller ID & Call Blocker,Installed yesterday... identified single call yet. One insurance agent.,Negative,-0.07142857142857142,0.21428571428571427
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,working,Neutral,0.0,0.0
+CIA - Caller ID & Call Blocker,The full screen page call need go pointless. The pop window closeable either button X Drag without affecting call way. Other think good app.,Positive,0.11499999999999999,0.41916666666666663
+CIA - Caller ID & Call Blocker,"Doesn't really anything library info unknown numbers seems rarely find information location number issued general. Prompted review asked I liked yes no... bring review page, yes we'll already know it..... Abracadabra magically appear review. Lol smh know they're lacking info well. Save wasted effort. ""This looking for!",Positive,0.2625,0.5875
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,Works pretty good doesnt give much information,Positive,0.3833333333333333,0.6
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,Unbelievable expected GREAT 5*plus,Positive,0.15000000000000002,0.7166666666666667
+CIA - Caller ID & Call Blocker,Thank you.,Neutral,0.0,0.0
+CIA - Caller ID & Call Blocker,Works well,Neutral,0.0,0.0
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,Very good,Positive,0.9099999999999999,0.7800000000000001
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,Protected,Neutral,0.0,0.0
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+CIA - Caller ID & Call Blocker,nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",The worst app. It open link i've opening day.. giving star can't give zero,Negative,-0.5,0.75
+"CM Browser - Ad Blocker , Fast Download , Privacy",So cool best ever. Totally says. Best ad blocker ever. Only problem stops leave site phone locks. Pls fix great,Positive,0.525,0.625
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+"CM Browser - Ad Blocker , Fast Download , Privacy",nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+CM FILE MANAGER HD,nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",I loved nc,Positive,0.7,0.8
+"CM Flashlight (Compass, SOS)",It's bright!,Positive,0.8750000000000001,0.7999999999999999
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Flashlight (Compass, SOS)",I love compass,Positive,0.5,0.6
+"CM Flashlight (Compass, SOS)",Simple useful,Positive,0.15,0.17857142857142858
+"CM Flashlight (Compass, SOS)",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient","Its cool theme launcher! Except, sometimes data lagged launcher picking notificationS fast enuff",Positive,0.31875,0.625
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient","My phone really app, works pretty well. I want better phone now! Very beautiful",Positive,0.51875,0.675
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Ok far I'll return update later I know .,Positive,0.19999999999999998,0.5
+"CM Launcher 3D - Theme, Wallpapers, Efficient",I'm. A huge mickey mouse lover great!!,Positive,0.7000000000000001,0.825
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Lots ads I hate it. Not recommend,Negative,-0.8,0.9
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",It's good consume battery fast,Positive,0.44999999999999996,0.6000000000000001
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",It's nice,Positive,0.6,1.0
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Best launcher market!!!,Positive,1.0,0.3
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Blue wallpaper thx,Neutral,0.0,0.1
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",This unbelievable,Negative,-0.25,1.0
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Lets try,Neutral,0.0,0.0
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Why laggy,Neutral,0.0,0.0
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Really awesome,Positive,1.0,1.0
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Nice love,Positive,0.55,0.8
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Love lot live wallpapers. Very cool app.,Positive,0.36378787878787877,0.6483333333333334
+"CM Launcher 3D - Theme, Wallpapers, Efficient",nan,nan,nan,nan
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Super,Positive,0.3333333333333333,0.6666666666666666
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Wow,Positive,0.1,1.0
+"CM Launcher 3D - Theme, Wallpapers, Efficient",Ol,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,Good lost phone store someone tried unlock took pic good,Positive,0.7,0.6000000000000001
+CM Locker - Security Lockscreen,"Thank making app, Brother cuz's can't go phone.",Neutral,0.0,0.0
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,I install every phone I get. I love it!,Positive,0.625,0.6
+CM Locker - Security Lockscreen,I like,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,Nice,Positive,0.6,1.0
+CM Locker - Security Lockscreen,The good,Positive,0.7,0.6000000000000001
+CM Locker - Security Lockscreen,Good,Positive,0.7,0.6000000000000001
+CM Locker - Security Lockscreen,"Old version best. I want old version. Everytime I open lockscreen enter passcode even moment second open lock screen, old version time control time, 3 minute 2 minute lock again. Then notification t... Full Review",Positive,0.20625000000000004,0.30625
+CM Locker - Security Lockscreen,It's really amazing love it. But I think apart picture person try unlock phone send ur email. There must telephone number intruder email intruder. Also map direction working it.,Positive,0.55,0.75
+CM Locker - Security Lockscreen,"Love app... disguising apps, locker, intruder detector, notification blocker, memory cleaner, features amazing. I would definitely recommend anyone. It goes Security Master perfectly. So, already I strongly suggest go Security Master right away. These 2 go together like peas carrots, PB&J, Spaghetti Meatballs... basically can't without other.",Positive,0.3848639455782313,0.6634353741496598
+CM Locker - Security Lockscreen,"I've fan CM locker since I discovered 2015. However, only, fingerprint scanner remains unemployed. Perhaps there's something I ought I perfected act fingerprint detection. Whichever case, please notify via email. The device INFINIX HOT 5",Positive,0.125,0.925
+CM Locker - Security Lockscreen,I cant even enter password screen gets cut time. see first line. fix problem.,Positive,0.25,0.3333333333333333
+CM Locker - Security Lockscreen,TOO MANY ADS! And Consumes much battery. Other than I l love it. It ads easy battery I would give 5 stars,Positive,0.32666666666666666,0.5016666666666667
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,"ok think please add screen lock themes default need install separate themes ,this suitable. Lockscreen wallpapers updated boring wallpapers.",Positive,0.01666666666666668,0.75
+CM Locker - Security Lockscreen,Nice app. Although ads. It still functional. Although I need reboot phone since messing days.,Positive,0.6,1.0
+CM Locker - Security Lockscreen,"locked phone right I installed it. I even tried using ""forgot password"" button nothing happened. No matter I tried working. Luckily, gave seconds locked I restarted phone, able delete it. Never installing again.",Positive,0.373015873015873,0.6646825396825397
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,"It works old phone, runs 4.4.4, new phone runs 8.0, however, screen lock shows 3 seconds, disappears, built-in screen lock appears, effectively bypassing screen lock. (the uses) problem within app, phone both?",Positive,0.27878787878787875,0.48484848484848486
+CM Locker - Security Lockscreen,It's better anyone... I love problem makes change lock screen. Or else best security app. So much liked it...,Positive,0.65,0.55
+CM Locker - Security Lockscreen,It's awesome would really good could select favourite shown lock screen instead commonly used apps. A shortcut change phone ringer vibrate silent would also good.,Positive,0.41999999999999993,0.56
+CM Locker - Security Lockscreen,Amazing app.. even let know taking pictures keep putting wrong pin..,Positive,0.050000000000000044,0.9
+CM Locker - Security Lockscreen,"I really trust fullest extent...it best quick witted security . Easy use. Even cave man , lol..",Positive,0.5533333333333333,0.5066666666666666
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,keeps shutting down. No response program creators. Why need email apparently intentions communicating you. What emails?,Negative,-0.05277777777777779,0.3194444444444444
+CM Locker - Security Lockscreen,The wallpaper l love boy jeans shirt l can't find wallpapers longer please bring back,Positive,0.25,0.3
+CM Locker - Security Lockscreen,"Displaying ads lock screen really bad, ruins day seeing ads every time I unlock phone",Negative,-0.42499999999999993,0.43333333333333335
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,To many ads even worth I get every time good,Positive,0.5,0.4000000000000001
+CM Locker - Security Lockscreen,I like ads. Pls remove ads screen locked. I hate ads.,Negative,-0.8,0.9
+CM Locker - Security Lockscreen,Okay don't want install things wallpaper stuff,Positive,0.5,0.5
+CM Locker - Security Lockscreen,Ads allways went want open lock screen please fix hate ads,Negative,-0.4,0.7
+CM Locker - Security Lockscreen,Purposely input random code twice see worked actually unlocked phone incorrect password,Negative,-0.25,0.3
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,"Still new app, love picture took daughter trying get in, lol.",Positive,0.4787878787878788,0.5848484848484848
+CM Locker - Security Lockscreen,I like takes pic trying break phone,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,Intruder selfie option working whereas already active option setting. What problem?,Negative,-0.13333333333333333,0.6
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,I think good tell Intruders phone takes picture I know friends,Positive,0.7,0.6000000000000001
+CM Locker - Security Lockscreen,It lot glitches lock screen keeps popping reason,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,"Very good sometimes, I unlock even password wrong",Positive,0.20499999999999996,0.8400000000000001
+CM Locker - Security Lockscreen,"The light can't automatically on, receive new messages..please fix immediately ☹️☹️ #samsung A7 2017",Positive,0.2681818181818182,0.5772727272727273
+CM Locker - Security Lockscreen,This best lock screen ever really easy,Positive,0.7166666666666667,0.5666666666666667
+CM Locker - Security Lockscreen,I like get pick different themes I love it.,Positive,0.25,0.6
+CM Locker - Security Lockscreen,I'm like old version power,Positive,0.1,0.2
+CM Locker - Security Lockscreen,The lock last long. After hours disappears.,Negative,-0.025,0.23333333333333334
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,Wondering anyone else working using,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,I hope ads lockscreen.. It makes feel frustrated.. Thank,Negative,-0.7,0.2
+CM Locker - Security Lockscreen,Its great but........ someone tries unlock phone phone snap person send picture AUTOMATICALLY Facebook person email Gmail address.. ONE TIME,Positive,0.35000000000000003,0.575
+CM Locker - Security Lockscreen,So fixed locker far intruders alter egos yet?so don't take my pictures Should take evers insted.,Positive,0.1,0.6
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,Everything awesome it's good works well offline take photo intruder. I love,Positive,0.7333333333333334,0.7333333333333334
+CM Locker - Security Lockscreen,Ok I sure case I dont,Positive,0.5,0.6944444444444444
+CM Locker - Security Lockscreen,I really happy thos phone helps get culprit wanna unlock phone without permission,Positive,0.8,1.0
+CM Locker - Security Lockscreen,"sometimes lock right away, Must opened first, Why responding android? I oppo a71, please fix, iblove",Positive,0.26785714285714285,0.43452380952380953
+CM Locker - Security Lockscreen,I like everytime I unlock phone there's password lockscreen showed... And also finger print showed..,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,This deserves 5 star rate IF finger print unlocking enable unlock screen. Otherwise rock!,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,I hate pop ups good,Negative,-0.050000000000000044,0.75
+CM Locker - Security Lockscreen,wallpapers change automatically daily basis,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,"useful,can help secure apps...",Positive,0.4,0.6
+CM Locker - Security Lockscreen,The intruder Selfie working..,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,Sooooo good good harmful good I like it.,Positive,0.6999999999999998,0.6000000000000001
+CM Locker - Security Lockscreen,It's great I like ads. At least give us option remove ads paying. That's,Positive,0.25,0.575
+CM Locker - Security Lockscreen,It sends real time information intruding,Positive,0.2,0.30000000000000004
+CM Locker - Security Lockscreen,Unable uninstall mobile speed reduced installation,Negative,-0.5,0.5
+CM Locker - Security Lockscreen,Oh God flipping serious? There's option remove ads pop lock screen?,Negative,-0.3333333333333333,0.6666666666666666
+CM Locker - Security Lockscreen,Some got caught already,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,A great ads little annoying,Negative,-0.0625,0.7166666666666667
+CM Locker - Security Lockscreen,How I get rid ads. I delete remove ads gone,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,Have date cause phone mass,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,So cool try unlock phone fail ater remember see picture,Negative,-0.07500000000000001,0.475
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,Actually good find trying phone great,Positive,0.75,0.675
+CM Locker - Security Lockscreen,Does Not meet expectation waste,Negative,-0.2,0.0
+CM Locker - Security Lockscreen,"Not perfect good useful, especially around nosey girlfriend",Positive,0.12499999999999999,0.65
+CM Locker - Security Lockscreen,Pic Intruder clear,Positive,0.10000000000000002,0.3833333333333333
+CM Locker - Security Lockscreen,"Okay, he just does not have ADS tlaga part cguro of business",Positive,0.5,0.5
+CM Locker - Security Lockscreen,Ads Lockscreen?? Thats worse !,Negative,-0.5,0.6
+CM Locker - Security Lockscreen,Nice selection themes wallpapers keeps snooping people phone.,Positive,0.6,1.0
+CM Locker - Security Lockscreen,nan,nan,nan,nan
+CM Locker - Security Lockscreen,I think able flash taking photo shot intruders dark place,Positive,0.175,0.5125
+CM Locker - Security Lockscreen,It goo app.cm secuirty best lockscreen secuirety.,Positive,1.0,0.3
+CM Locker - Security Lockscreen,Quick easy use. My brother never hack phone ever (Lol).,Positive,0.5222222222222223,0.6777777777777777
+CM Locker - Security Lockscreen,I like I delete still show home screen,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,It's good can't active everytime.,Positive,0.2833333333333333,0.6000000000000001
+CM Locker - Security Lockscreen,It fun tell sibling for trying look phone,Positive,0.3,0.2
+CM Locker - Security Lockscreen,This useful love anti theft settings cox found lost phone,Positive,0.4,0.3
+CM Locker - Security Lockscreen,I think best screen locker apps.,Positive,1.0,0.3
+CM Locker - Security Lockscreen,I like it.its really easy anti theft feature great.,Positive,0.6166666666666667,0.7916666666666667
+CM Locker - Security Lockscreen,Nice adverts v intrusive.,Positive,0.6,1.0
+CM Locker - Security Lockscreen,I like see screen different themes every day I like see moods I day,Neutral,0.0,0.6
+CM Locker - Security Lockscreen,Disturbance ads otherwise good,Positive,0.7,0.6000000000000001
+CM Locker - Security Lockscreen,"Too many Ads, Can I purchase paid version get rid Ads",Positive,0.5,0.5
+CM Locker - Security Lockscreen,Where pin locker I like pattern,Neutral,0.0,0.0
+CM Locker - Security Lockscreen,It's good sure whoever snitches ur phone it.,Positive,0.6,0.7444444444444445
+CMB Free Dating App,"It great people except I think marketing strategy putting attractive successful people section buy bagels pursue relationships. One thing I dont like I getting end, I imagine guys dealing end well result people missing connection keep paying them. That part super annoying.",Positive,0.28055555555555556,0.7194444444444444
+CMB Free Dating App,"This still favorite Dating ever, got rid history section helpful I'm issues chat. It looks blank I go Force Close order fix issue. This used happen every while, happens every time I send message.",Positive,0.25,0.5
+CMB Free Dating App,"Horrible app. Their approach dating 3 random profiles day zero regard personal preference expect lots people absolutely interest in. They start little pay currency get hooked, hit wall basically getting hardly more. It giant waste time honestly.",Negative,-0.06527777777777778,0.6222222222222222
+CMB Free Dating App,You get suggested match per 24 hours really limits people see I 3 days seen sane 10 people over!! And suggested match per 24 hours I think I'm I decline suggested person dont get new till next day!!!,Positive,0.14962121212121213,0.21818181818181817
+CMB Free Dating App,"After approved profile, let account prove I ""exist"". I exist nicely without app. Want something real? Skip get coffee bagel.",Positive,0.4,0.65
+CMB Free Dating App,"Invited two friends watched set profiles, never received beans inviting.",Neutral,0.0,0.0
+CMB Free Dating App,I impressed amount matches I given. I'm sure nothing fact matches available area specified age range. I've using 2 months 2 matches. I little disappointed.,Positive,0.19249999999999998,0.7077777777777777
+CMB Free Dating App,Better dating apps. Pretty confusing though everything works everything means.,Positive,0.15,0.6333333333333333
+CMB Free Dating App,I actually enjoy app. It seems legit provides quality matches. But give lot chances swipe,Positive,0.4,0.5
+CMB Free Dating App,nan,nan,nan,nan
+CMB Free Dating App,"Boring, fun to.it and.to basic price. Not.worth money.",Negative,-0.2333333333333333,0.44166666666666665
+CMB Free Dating App,Tried couple CMB Hinge decent ones although CMB's notifications little annoying,Negative,-0.27361111111111114,0.6888888888888888
+CMB Free Dating App,I've met genuinely nice people using I especially like limited amount matches per day. No wasted time!,Positive,0.16339285714285715,0.5357142857142857
+CMB Free Dating App,"No log alternative Facebook. I can't even since not, Facebook profile.",Neutral,0.0,0.0
+CMB Free Dating App,nan,nan,nan,nan
+CMB Free Dating App,Nice let ladies choose. The men seem polite focused relationships,Positive,0.6,1.0
+CMB Free Dating App,The messages buggy. They show WiFi turned on.,Neutral,0.0,0.0
+CMB Free Dating App,Nice app. Not certain many people basically free it.,Positive,0.3482142857142857,0.7178571428571427
+CMB Free Dating App,So far way better Tinder. They said high quality meant it.,Positive,0.25333333333333335,0.68
+CMB Free Dating App,"Interesting concept, different others sense get limited contacts chat",Positive,0.14285714285714288,0.4142857142857143
+CMB Free Dating App,Not tinder knock off. Tinder hook ups. CMB professionals busy schedules.,Positive,0.1,0.3
+CMB Free Dating App,"Quality matches, far I've great matches interesting people",Positive,0.4666666666666666,0.75
+CMB Free Dating App,Messages keep disappearing,Neutral,0.0,0.0
+CMB Free Dating App,Nice app. Maintains niche amongst others virtue quality profiles,Positive,0.6,1.0
+CMB Free Dating App,All ok far,Positive,0.3,0.75
+CMB Free Dating App,I personally like better tinder,Positive,0.25,0.4
+CMB Free Dating App,"Just started, far good!",Positive,0.4875,0.8
+CMB Free Dating App,Nice apps.,Positive,0.6,1.0
+CMB Free Dating App,Clean chats,Positive,0.3666666666666667,0.7000000000000001
+CMB Free Dating App,Best dating app/site.,Positive,1.0,0.3
+CMB Free Dating App,This helpful,Neutral,0.0,0.0
+CMB Free Dating App,Cool app!,Positive,0.4375,0.65
+CMB Free Dating App,Ok,Positive,0.5,0.5
+CMB Free Dating App,Great!,Positive,1.0,0.75
+CMB Free Dating App,Great!,Positive,1.0,0.75
+CMB Free Dating App,Nice,Positive,0.6,1.0
+CMB Free Dating App,This would likely work better metropolitan area.,Positive,0.25,0.75
+CMB Free Dating App,nan,nan,nan,nan
+CMB Free Dating App,"This ""beans"" system. You get feed 10 new people every day noon. But want attractive person spend beans like them. The way get beans pay money. This capitalizes good looking women makes sure never get talk free. Once beans forget unless willing spend $35 monthly 6000 them. If match, moves match chat room get response. No idea praised.",Positive,0.46439393939393936,0.748905723905724
+CMB Free Dating App,"Marketed towards people actually want take dating seriously. I tell people definitely hearts minds right place. I met someone we're still talking going dates, really like other, I happier. Definitely best dating experience. Thank CMB!",Positive,0.14676870748299317,0.3824829931972789
+CMB Free Dating App,"It great people except I think marketing strategy putting attractive successful people section buy bagels pursue relationships. One thing I dont like I getting end, I imagine guys dealing end well result people missing connection keep paying them. That part super annoying.",Positive,0.28055555555555556,0.7194444444444444
+CMB Free Dating App,"This still favorite Dating ever, got rid history section helpful I'm issues chat. It looks blank I go Force Close order fix issue. This used happen every while, happens every time I send message.",Positive,0.25,0.5
+CMB Free Dating App,"Horrible app. Their approach dating 3 random profiles day zero regard personal preference expect lots people absolutely interest in. They start little pay currency get hooked, hit wall basically getting hardly more. It giant waste time honestly.",Negative,-0.06527777777777778,0.6222222222222222
+CMB Free Dating App,You get suggested match per 24 hours really limits people see I 3 days seen sane 10 people over!! And suggested match per 24 hours I think I'm I decline suggested person dont get new till next day!!!,Positive,0.14962121212121213,0.21818181818181817
+CMB Free Dating App,"After approved profile, let account prove I ""exist"". I exist nicely without app. Want something real? Skip get coffee bagel.",Positive,0.4,0.65
+CMB Free Dating App,"Invited two friends watched set profiles, never received beans inviting.",Neutral,0.0,0.0
+CMB Free Dating App,I impressed amount matches I given. I'm sure nothing fact matches available area specified age range. I've using 2 months 2 matches. I little disappointed.,Positive,0.19249999999999998,0.7077777777777777
+CMB Free Dating App,Better dating apps. Pretty confusing though everything works everything means.,Positive,0.15,0.6333333333333333
+CMB Free Dating App,I actually enjoy app. It seems legit provides quality matches. But give lot chances swipe,Positive,0.4,0.5
+CMB Free Dating App,nan,nan,nan,nan
+CMB Free Dating App,"Boring, fun to.it and.to basic price. Not.worth money.",Negative,-0.2333333333333333,0.44166666666666665
+CMB Free Dating App,Tried couple CMB Hinge decent ones although CMB's notifications little annoying,Negative,-0.27361111111111114,0.6888888888888888
+CMB Free Dating App,I've met genuinely nice people using I especially like limited amount matches per day. No wasted time!,Positive,0.16339285714285715,0.5357142857142857
+CMB Free Dating App,"No log alternative Facebook. I can't even since not, Facebook profile.",Neutral,0.0,0.0
+CMB Free Dating App,nan,nan,nan,nan
+CMB Free Dating App,Nice let ladies choose. The men seem polite focused relationships,Positive,0.6,1.0
+CMB Free Dating App,The messages buggy. They show WiFi turned on.,Neutral,0.0,0.0
+CMB Free Dating App,Nice app. Not certain many people basically free it.,Positive,0.3482142857142857,0.7178571428571427
+CMB Free Dating App,So far way better Tinder. They said high quality meant it.,Positive,0.25333333333333335,0.68
+CMB Free Dating App,"Interesting concept, different others sense get limited contacts chat",Positive,0.14285714285714288,0.4142857142857143
+CMB Free Dating App,Not tinder knock off. Tinder hook ups. CMB professionals busy schedules.,Positive,0.1,0.3
+CMB Free Dating App,"Quality matches, far I've great matches interesting people",Positive,0.4666666666666666,0.75
+CMB Free Dating App,Messages keep disappearing,Neutral,0.0,0.0
+CMB Free Dating App,Nice app. Maintains niche amongst others virtue quality profiles,Positive,0.6,1.0
+CMB Free Dating App,nan,nan,nan,nan
+CMB Free Dating App,I personally like better tinder,Positive,0.25,0.4
+CMB Free Dating App,"Just started, far good!",Positive,0.4875,0.8
+CMB Free Dating App,Nice apps.,Positive,0.6,1.0
+CMB Free Dating App,nan,nan,nan,nan
+CMB Free Dating App,Best dating app/site.,Positive,1.0,0.3
+CMB Free Dating App,This helpful,Neutral,0.0,0.0
+CMB Free Dating App,Cool app!,Positive,0.4375,0.65
+CMB Free Dating App,Ok,Positive,0.5,0.5
+CMB Free Dating App,nan,nan,nan,nan
+CMB Free Dating App,Great!,Positive,1.0,0.75
+CMB Free Dating App,nan,nan,nan,nan
+CMB Free Dating App,This would likely work better metropolitan area.,Positive,0.25,0.75
+CMB Free Dating App,"So much better I've tried. I paid different I would get 200 messages day half people 1000+ miles away. And I pay I wanted limit that. This calmer finds GREAT matches, day much nicer. I also havent pay cent yet! :) So far good. My first date tomorrow. Yay Coffee Meets Bagels.",Positive,0.32592592592592595,0.5722222222222222
+CMB Free Dating App,"This ""beans"" system. You get feed 10 new people every day noon. But want attractive person spend beans like them. The way get beans pay money. This capitalizes good looking women makes sure never get talk free. Once beans forget unless willing spend $35 monthly 6000 them. If match, moves match chat room get response. No idea praised.",Positive,0.46439393939393936,0.748905723905724
+CMB Free Dating App,"Marketed towards people actually want take dating seriously. I tell people definitely hearts minds right place. I met someone we're still talking going dates, really like other, I happier. Definitely best dating experience. Thank CMB!",Positive,0.14676870748299317,0.3824829931972789
+CNBC: Breaking Business News & Live Market Data,"Update 7/4/18 CNBC failed year. Love watch CNBC live every day. Prompted review again, 10/15, unfortunately improvements since last review. It still freezes afternoon. Really irritated I can't see market closing articles. Much better latest update freezes mid afternoon really frustrating market closes. Used go several times day day. The new update horrible. Doesn't fit, limited info, limited charts work. Android HTC Update: still freezes mid afternoon sometimes stories.",Negative,-0.010007639419404121,0.41805449452508286
+CNBC: Breaking Business News & Live Market Data,"Notifications failure! Only FIRST story notification startup gets correct story. All subsequent notifications repeatedly take *first* story, unless remember close app! HIGHLY frustrating, I stop whatever I'm go dig story...sometimes easier dump go Google it! Failure occurs Samsung Galaxy Note 3 Android 5.0 CNBC version 3.3.5.",Negative,-0.09285714285714287,0.4595238095238095
+CNBC: Breaking Business News & Live Market Data,"Yahoo Finance much better! Doesn't load article, pop notification pressed. Force closes. Reads phone state apparent reason. Only provides stock quotes. Yahoo Finance much better!",Positive,0.325,0.5875
+CNBC: Breaking Business News & Live Market Data,"So far Best stock news & screening app. I considering pro account. Would love widgets, perhaps watch list home screen would outstanding addition.",Positive,0.525,0.69375
+CNBC: Breaking Business News & Live Market Data,"Use every trading Day. Good quick glance overall Global Marketplace, offers quotes pre post markets good capsule news stories.",Positive,0.3055555555555555,0.2833333333333334
+CNBC: Breaking Business News & Live Market Data,Works well tracking prices. Charts little slow.,Negative,-0.24375000000000002,0.44999999999999996
+CNBC: Breaking Business News & Live Market Data,"This of, best, financial news available. Complete, up-to-the-minute market data provided along key business news.",Positive,0.3,0.42000000000000004
+CNBC: Breaking Business News & Live Market Data,"Simple easy use. Great charts. Easy way watch trades keep informed. CNBC live ( pro)is priceless, buy it. Used years now.",Positive,0.4671717171717172,0.7123015873015873
+CNBC: Breaking Business News & Live Market Data,This easy functional purpose. I give 5 star rating stock prices shown real time.,Positive,0.31666666666666665,0.5666666666666667
+CNBC: Breaking Business News & Live Market Data,I think helped get Insight world markets enriching experience,Neutral,0.0,0.0
+CNBC: Breaking Business News & Live Market Data,Better stock Performance earlier version. Very little delay,Positive,0.08541666666666665,0.5499999999999999
+CNBC: Breaking Business News & Live Market Data,nan,nan,nan,nan
+CNBC: Breaking Business News & Live Market Data,Daily morning 9 showing absurd rates .....,Negative,-0.25,0.5
+CNBC: Breaking Business News & Live Market Data,best domestic foreign stock quotes key economic news!!,Positive,0.2375,0.345
+CNBC: Breaking Business News & Live Market Data,"Not bad......some currency pairs I there, big big deal.....i dislike ads....but bad",Negative,-0.23333333333333328,0.2888888888888889
+CNBC: Breaking Business News & Live Market Data,"Information easy find, clearly displayed. Screen arrangements efficient sensible. Excellent busy business people.",Positive,0.4083333333333333,0.6291666666666667
+CNBC: Breaking Business News & Live Market Data,ok. People tv liberal. Don't listen,Positive,0.5,0.5
+CNBC: Breaking Business News & Live Market Data,"It seems CNBC ELON MUSK network, I'm ,deleting app.",Neutral,0.0,0.0
+CNBC: Breaking Business News & Live Market Data,A great way observe financial markets.,Positive,0.4,0.375
+CNBC: Breaking Business News & Live Market Data,"Other ridiculous negative bias Trump articles, extremely useful following markets.",Negative,-0.09166666666666666,0.375
+CNBC: Breaking Business News & Live Market Data,Usually find specific information quickly. Useful avoid sifting mountains data.,Positive,0.016666666666666663,0.125
+CNBC: Breaking Business News & Live Market Data,nan,nan,nan,nan
+CNBC: Breaking Business News & Live Market Data,What say great fantastic,Positive,0.6000000000000001,0.825
+CNBC: Breaking Business News & Live Market Data,nan,nan,nan,nan
+CNBC: Breaking Business News & Live Market Data,Matches I want need have.,Neutral,0.0,0.0
+CNBC: Breaking Business News & Live Market Data,"Overall good app, like watch lists hour trading.",Positive,0.35,0.30000000000000004
+CNBC: Breaking Business News & Live Market Data,Great ads way louder programming shows often freeze ads don't!!,Positive,1.0,0.75
+CNBC: Breaking Business News & Live Market Data,TV stream keeps cutting even using high speed internet connection,Negative,-0.21999999999999997,0.72
+CNBC: Breaking Business News & Live Market Data,"Best financial news app, alerts stock quotes money. Best financial app.",Positive,0.5,0.15
+CNBC: Breaking Business News & Live Market Data,Best finance news source,Positive,1.0,0.3
+CNBC: Breaking Business News & Live Market Data,I open 10 times day. I can't get enough CNBC,Neutral,0.0,0.5
+CNBC: Breaking Business News & Live Market Data,"A little bit slow, better Market Watch",Positive,0.004166666666666652,0.4666666666666666
+CNBC: Breaking Business News & Live Market Data,Love feeds top news,Positive,0.5,0.55
+CNBC: Breaking Business News & Live Market Data,Useless detailed quotes,Negative,-0.04999999999999999,0.475
+CNBC: Breaking Business News & Live Market Data,Very easy little slow updating stock prices.,Positive,0.02527777777777777,0.6333333333333333
+CNBC: Breaking Business News & Live Market Data,"Perfect, except inability increase pics images size phone.",Positive,1.0,1.0
+CNBC: Breaking Business News & Live Market Data,The new updated easy navigate. The interactive features make user friendly.,Positive,0.3148989898989899,0.5959595959595959
+CNBC: Breaking Business News & Live Market Data,Slow update stories specific stocks & explain significant movement.,Positive,0.024999999999999984,0.4666666666666666
+CNBC: Breaking Business News & Live Market Data,Great app! Better sex.,Positive,0.75,0.625
+CNBC: Breaking Business News & Live Market Data,Fantastic keeping updated,Positive,0.4,0.9
+CNN Breaking US & World News,nan,nan,nan,nan
+CNN Breaking US & World News,Conscience News Now,Neutral,0.0,0.0
+CNN Breaking US & World News,Actual Real news. What concept.,Positive,0.1,0.2
+CNN Breaking US & World News,The works well. Too bad President would call CNN fake media enemy people. That authoritarian countries do. For Trump supporters... Remember THAT y'all cheer man. Just look poll. My hope agree. Keep great country CNN!!,Negative,-0.06666666666666658,0.8055555555555555
+CNN Breaking US & World News,"Terrible. In honesty, I chose news US, I'm scrolling endless anti-Trump non-news. Why I call non-news? It really inform real findings anything. I even see anything weather related, what's happening people. It's embarrassment. Are going news, going nonstop anti-Trump opinionated hit pieces?",Negative,-0.14500000000000002,0.53
+CNN Breaking US & World News,nan,nan,nan,nan
+CNN Breaking US & World News,"Works well enough option watch recorded news snippets live TV (if cable subscription) cool. One star for: occasionally shuts itself. Sometimes repeats commercial 7 times row. NEEDS AN OPTION TO DEFAULT TO LIVE TV STREAM. (side note: lol low information losers dropping 1 star reviews parrot ""fake news durrr"")",Positive,0.0722727272727273,0.44749999999999995
+CNN Breaking US & World News,"I love CNN product, I love reporting programming... But commercials way, way, way hand. CNN paid cable channel. Love feed 300 seconds commercials every 5-10 minutes. I've enough. I fully support CNN, I watch channel anymore.",Positive,0.375,0.575
+CNN Breaking US & World News,"We watch CNN hear R saying. When seeking truth go MSNBC. CNN continues show Trump's comments repeatedly thus contributed winning campaign. Plus, CNN mostly support Trump always chang TV station seek reality. Wolfe Blitzer fool, Cuomo, Don Lemon, & Cooper R worth watching. At least 3 R credible.",Positive,0.27999999999999997,0.49000000000000005
+CNN Breaking US & World News,"The worst I drawer! There's volume control currently playing show commercials! So, listening something cut break left scrambling turn volume 20x loud! Then, show comes back commercial TOO LOW got turn back up. If got headphones kiss ear drums bye bye commercial starts play! Oh change damn ""open door"" commercial. I mean seriously commercial alone given PTSD BLARINGLY loud!!!! Not mention n tthe commercial 5 5 times IN A ROW!",Negative,-0.062890625,0.29916666666666664
+CNN Breaking US & World News,"Don't download. All get endless ads videos. If prefer read story forget it. Even reader view turned videos turned off. An poorly educated, uniformed, semi-illiterates. Facile junk news.",Negative,-0.2625,0.675
+CNN Breaking US & World News,"CNN reliable source up-to-date news. While instances network perhaps strained bit remain unbiased, I generally rely upon deliver accurate news, correct promptly infrequent occasions mis-reported.",Positive,0.22500000000000003,0.5666666666666667
+CNN Breaking US & World News,"The functionality terrible. Unless buried settings, can't bookmark shows easily find series. And do, ad shows really show never ends. So restart show, forced go back beginning way jumping forward.",Negative,-0.13333333333333336,0.44666666666666677
+CNN Breaking US & World News,Too much info minute minute minute-simpl give tound up.aldo lengthy history. In cases needed cases long..does always follow journalisrtic rule why. In lead paragraph.Links boographicsl informstion people mentioned helpful also.,Positive,0.2,0.2
+CNN Breaking US & World News,"I depend CNN much complete shite. It's 99% opinion even though I agree opinion that's I come for. Don't even try watch live TV disaster. It's waste time. It's commercials blacked content there's nothing. In hour might get 15 minutes actual content. And headlines could melodramatic clickbait stereotypical. I mean, come on! This CNN f**** sake! I know size go clickbait. This them. Please toen bit I trust CNN solid, reliable, no. Dramatic site again. I really need that... And I know I alone.",Negative,-0.05947232744107743,0.39861111111111114
+CNN Breaking US & World News,This horrible. It always freezes takes forever load. CNN place go news anymore. They idea really sad. They keep trying force takes forever wants show terrible news videos freeze take forever load.,Negative,-0.575,0.775
+CNN Breaking US & World News,"Jim Acosta CNN attacked president even took office. They make idiologic predictions usually ridiculous never come fruition. Sara Sanders attacked national stage appearance. You hipporicrates need look mirror soul searching. You know Trump announce give opposition time prepare. (Unlike Obama announcing strategy enemy) It's called element surprise. While can't figure trade, I'll explain. He keeping money country. You lower taxes make revenue circulate. Simple....like you.",Negative,-0.3333333333333333,1.0
+CNN Breaking US & World News,Love honest news reporting! Can always count true journalistic integrity great organization. Now people Trump blinders see accept true news stories! We'd better political shape.,Positive,0.4767857142857143,0.5928571428571427
+CNN Breaking US & World News,Keep heads guys. Trump loser. His time soon up. It matter time before. I enjoying you. He hates truth. And know matter lies.,Positive,0.5,0.6
+CNN Breaking US & World News,Was going give another try. I arbitration clauses. Any company wants give fundamental rights make dime me.,Positive,0.2,0.1
+CNN Breaking US & World News,"Excited see new app, disappointed I watch ad live stream starts. The ads shown traditional commercial breaks enough??? When urgent news happening, I want immediate access it, delayed.",Negative,-0.014610389610389614,0.5292207792207793
+CNN Breaking US & World News,"The democrats Nazi Racists trying push shortcomings innocent using masked antifa thugs silence enemies. These similar tactic used nazi germany. Once trusted CNN become junk food news, liberal opinions, sensationalism, loudly makes phony headlines later get quietly retracted(if all). I read laughs garbage.",Positive,0.12,0.44666666666666666
+CNN Breaking US & World News,I hate app! Click notifications open last article read. The way around it? Close done. Not fake news. Definitely FAKE APP!,Negative,-0.275,0.6933333333333334
+CNN Breaking US & World News,I would give 5 stars watch commercial ad 3 minute news clips open incredibly annoying. Please change that. I'm sick Wells Fargo thier lost debit card ad! So incredibly sick it.,Negative,-0.4814285714285715,0.6228571428571429
+CNN Breaking US & World News,"Tons ads know they're desperate profits Fake News ratings bad!!! I can't stand CNN's app. It's full fake news. All lie 99% ""news"" always thing: bashing President. Years ago, I watched CNN often. This actually reported real news happening. Now garbage. Garbage network garbage app.",Negative,-0.2928571428571428,0.6595238095238095
+CNN Breaking US & World News,My family stopped watching conservative BS network. CNN trusted news. Thank you!,Neutral,0.0,0.0
+CNN Breaking US & World News,It's good thing have. It keeps well informed date 's happening US elsewhere. There's opinions analysis mostly dude funny haircut . Its always worth while. Thanx.,Positive,0.4375,0.55
+CNN Breaking US & World News,"CNN great starting point me. You bright diverse panel guests. Some hosts seem biased point appear take pleasure seeing Trump make fool himself. I admit sad funny, approach appear objective times. That's I refuse watch MSNBC. Rachel Maddow gets way happy Republicans mess up. Anyway...",Positive,0.23437499999999997,0.615625
+CNN Breaking US & World News,"Works great I 66 years old need want anything complicated turn on. But viewing screen could bigger, saying.",Positive,0.1,0.6125
+CNN Breaking US & World News,Free trial starts 11 14 ads burning trial time. How trust CNN trying extract many dollars possible current events. CNN lost,Positive,0.225,0.6749999999999999
+CNN Breaking US & World News,"Had problems point stopped using. Reinstalled year ago, happy connections, live TV, access, news coverage. Includes Canadian news I obviously like.",Positive,0.31212121212121213,0.6666666666666666
+CNN Breaking US & World News,"Obviously biased. Sick hearing Trump Russia investigation Podesta done. Another example ok populations commit crimes telling rest us live, ok high taxes, high cost living, paying freeloaders.",Positive,0.10601113172541744,0.5624489795918367
+CNN Breaking US & World News,"CNN 1st I open every morning last I open night. And, thru day. I even watch live t.v. (cnn) app. Cant live without it. Reliable source anx never fails. Sure, commercials exist but, thats I get go ger coffee ever I need. By time I get back, ads over.",Positive,0.1278409090909091,0.4069444444444444
+CNN Breaking US & World News,"Was looking credible news CNN made clear place go that. If articles involve politics, CNN constantly tries push political views rather push non biased agenda.",Positive,0.1,0.39583333333333337
+CNN Breaking US & World News,"""Real"" news MAJORITY public wants hear. While ""fake news"" term originally applied Fox soon inception (legitimately, Fox propaganda), term fake news become reference less Fox (although still applies,) ANYTHING people lean right politically socially, describe ANYTHING want hear disagree with. CNN always THE source ""fair balanced"" reporting ""reasonable"" majority country trusts turn genuine reporting events US worldwide. CNN always ""News Channel."" Keep good work.",Positive,0.13052721088435373,0.4704081632653061
+CNN Breaking US & World News,A little anti Trump biased. The man needs help looking like fool though...,Negative,-0.1875,0.5
+CNN Breaking US & World News,I trust CNN. I think great job reporting honestly. I wish could report Trumps trial conviction treason sooner later,Positive,0.4666666666666666,0.5499999999999999
+CNN Breaking US & World News,"Although publishes little unbiased news, interesting give indication propaganda pushed certain section US oligarchs. So, dreadful news source, good commentary US establishment.",Positive,0.02113095238095238,0.5452380952380953
+CNN Breaking US & World News,CNN straight shooter. They generally people sides story get balanced view. This good succinct way getting news can't watch TV.,Positive,0.31666666666666665,0.5
+CNN Breaking US & World News,"If like fake news, phony stories journalists integrity means install app, otherwise keep scrolling find news network actual integrity.",Negative,-0.25,0.55
+CNN Breaking US & World News,Heavily biased. I prefer news outlets actively campaigning candidates office.,Negative,-0.16666666666666669,0.55
+CNN Breaking US & World News,Conscience News Now,Neutral,0.0,0.0
+CNN Breaking US & World News,Its OK.,Positive,0.5,0.5
+CNN Breaking US & World News,The works well. Too bad President would call CNN fake media enemy people. That authoritarian countries do. For Trump supporters... Remember THAT y'all cheer man. Just look poll. My hope agree. Keep great country CNN!!,Negative,-0.06666666666666658,0.8055555555555555
+CNN Breaking US & World News,"Terrible. In honesty, I chose news US, I'm scrolling endless anti-Trump non-news. Why I call non-news? It really inform real findings anything. I even see anything weather related, what's happening people. It's embarrassment. Are going news, going nonstop anti-Trump opinionated hit pieces?",Negative,-0.14500000000000002,0.53
+CNN Breaking US & World News,"The occasionally force quits, badly before. I really dislike commercial airs 30 times row...That makes disengage breaks. Otherwise, structure good. It would really cool could switch audio stream (think YouTube red) screen turned save battery life.",Positive,0.07857142857142858,0.32023809523809527
+CNN Breaking US & World News,"Works well enough option watch recorded news snippets live TV (if cable subscription) cool. One star for: occasionally shuts itself. Sometimes repeats commercial 7 times row. NEEDS AN OPTION TO DEFAULT TO LIVE TV STREAM. (side note: lol low information losers dropping 1 star reviews parrot ""fake news durrr"")",Positive,0.0722727272727273,0.44749999999999995
+CNN Breaking US & World News,"I love CNN product, I love reporting programming... But commercials way, way, way hand. CNN paid cable channel. Love feed 300 seconds commercials every 5-10 minutes. I've enough. I fully support CNN, I watch channel anymore.",Positive,0.375,0.575
+CNN Breaking US & World News,"We watch CNN hear R saying. When seeking truth go MSNBC. CNN continues show Trump's comments repeatedly thus contributed winning campaign. Plus, CNN mostly support Trump always chang TV station seek reality. Wolfe Blitzer fool, Cuomo, Don Lemon, & Cooper R worth watching. At least 3 R credible.",Positive,0.27999999999999997,0.49000000000000005
+CNN Breaking US & World News,"The worst I drawer! There's volume control currently playing show commercials! So, listening something cut break left scrambling turn volume 20x loud! Then, show comes back commercial TOO LOW got turn back up. If got headphones kiss ear drums bye bye commercial starts play! Oh change damn ""open door"" commercial. I mean seriously commercial alone given PTSD BLARINGLY loud!!!! Not mention n tthe commercial 5 5 times IN A ROW!",Negative,-0.062890625,0.29916666666666664
+CNN Breaking US & World News,"Don't download. All get endless ads videos. If prefer read story forget it. Even reader view turned videos turned off. An poorly educated, uniformed, semi-illiterates. Facile junk news.",Negative,-0.2625,0.675
+CNN Breaking US & World News,"CNN reliable source up-to-date news. While instances network perhaps strained bit remain unbiased, I generally rely upon deliver accurate news, correct promptly infrequent occasions mis-reported.",Positive,0.22500000000000003,0.5666666666666667
+CNN Breaking US & World News,"The functionality terrible. Unless buried settings, can't bookmark shows easily find series. And do, ad shows really show never ends. So restart show, forced go back beginning way jumping forward.",Negative,-0.13333333333333336,0.44666666666666677
+CNN Breaking US & World News,Too much info minute minute minute-simpl give tound up.aldo lengthy history. In cases needed cases long..does always follow journalisrtic rule why. In lead paragraph.Links boographicsl informstion people mentioned helpful also.,Positive,0.2,0.2
+CNN Breaking US & World News,"I depend CNN much complete shite. It's 99% opinion even though I agree opinion that's I come for. Don't even try watch live TV disaster. It's waste time. It's commercials blacked content there's nothing. In hour might get 15 minutes actual content. And headlines could melodramatic clickbait stereotypical. I mean, come on! This CNN f**** sake! I know size go clickbait. This them. Please toen bit I trust CNN solid, reliable, no. Dramatic site again. I really need that... And I know I alone.",Negative,-0.05947232744107743,0.39861111111111114
+CNN Breaking US & World News,This horrible. It always freezes takes forever load. CNN place go news anymore. They idea really sad. They keep trying force takes forever wants show terrible news videos freeze take forever load.,Negative,-0.575,0.775
+CNN Breaking US & World News,"Jim Acosta CNN attacked president even took office. They make idiologic predictions usually ridiculous never come fruition. Sara Sanders attacked national stage appearance. You hipporicrates need look mirror soul searching. You know Trump announce give opposition time prepare. (Unlike Obama announcing strategy enemy) It's called element surprise. While can't figure trade, I'll explain. He keeping money country. You lower taxes make revenue circulate. Simple....like you.",Negative,-0.3333333333333333,1.0
+CNN Breaking US & World News,Love honest news reporting! Can always count true journalistic integrity great organization. Now people Trump blinders see accept true news stories! We'd better political shape.,Positive,0.4767857142857143,0.5928571428571427
+CNN Breaking US & World News,Keep heads guys. Trump loser. His time soon up. It matter time before. I enjoying you. He hates truth. And know matter lies.,Positive,0.5,0.6
+CNN Breaking US & World News,Was going give another try. I arbitration clauses. Any company wants give fundamental rights make dime me.,Positive,0.2,0.1
+CNN Breaking US & World News,"Excited see new app, disappointed I watch ad live stream starts. The ads shown traditional commercial breaks enough??? When urgent news happening, I want immediate access it, delayed.",Negative,-0.014610389610389614,0.5292207792207793
+CNN Breaking US & World News,"The democrats Nazi Racists trying push shortcomings innocent using masked antifa thugs silence enemies. These similar tactic used nazi germany. Once trusted CNN become junk food news, liberal opinions, sensationalism, loudly makes phony headlines later get quietly retracted(if all). I read laughs garbage.",Positive,0.12,0.44666666666666666
+CNN Breaking US & World News,I hate app! Click notifications open last article read. The way around it? Close done. Not fake news. Definitely FAKE APP!,Negative,-0.275,0.6933333333333334
+CNN Breaking US & World News,I would give 5 stars watch commercial ad 3 minute news clips open incredibly annoying. Please change that. I'm sick Wells Fargo thier lost debit card ad! So incredibly sick it.,Negative,-0.4814285714285715,0.6228571428571429
+CNN Breaking US & World News,nan,nan,nan,nan
+CNN Breaking US & World News,My family stopped watching conservative BS network. CNN trusted news. Thank you!,Neutral,0.0,0.0
+CNN Breaking US & World News,It's good thing have. It keeps well informed date 's happening US elsewhere. There's opinions analysis mostly dude funny haircut . Its always worth while. Thanx.,Positive,0.4375,0.55
+CNN Breaking US & World News,"CNN great starting point me. You bright diverse panel guests. Some hosts seem biased point appear take pleasure seeing Trump make fool himself. I admit sad funny, approach appear objective times. That's I refuse watch MSNBC. Rachel Maddow gets way happy Republicans mess up. Anyway...",Positive,0.23437499999999997,0.615625
+CNN Breaking US & World News,"Works great I 66 years old need want anything complicated turn on. But viewing screen could bigger, saying.",Positive,0.1,0.6125
+CNN Breaking US & World News,Free trial starts 11 14 ads burning trial time. How trust CNN trying extract many dollars possible current events. CNN lost,Positive,0.225,0.6749999999999999
+CNN Breaking US & World News,"Had problems point stopped using. Reinstalled year ago, happy connections, live TV, access, news coverage. Includes Canadian news I obviously like.",Positive,0.31212121212121213,0.6666666666666666
+CNN Breaking US & World News,nan,nan,nan,nan
+CNN Breaking US & World News,"CNN 1st I open every morning last I open night. And, thru day. I even watch live t.v. (cnn) app. Cant live without it. Reliable source anx never fails. Sure, commercials exist but, thats I get go ger coffee ever I need. By time I get back, ads over.",Positive,0.1278409090909091,0.4069444444444444
+CNN Breaking US & World News,"Was looking credible news CNN made clear place go that. If articles involve politics, CNN constantly tries push political views rather push non biased agenda.",Positive,0.1,0.39583333333333337
+CNN Breaking US & World News,"""Real"" news MAJORITY public wants hear. While ""fake news"" term originally applied Fox soon inception (legitimately, Fox propaganda), term fake news become reference less Fox (although still applies,) ANYTHING people lean right politically socially, describe ANYTHING want hear disagree with. CNN always THE source ""fair balanced"" reporting ""reasonable"" majority country trusts turn genuine reporting events US worldwide. CNN always ""News Channel."" Keep good work.",Positive,0.13052721088435373,0.4704081632653061
+CNN Breaking US & World News,A little anti Trump biased. The man needs help looking like fool though...,Negative,-0.1875,0.5
+CNN Breaking US & World News,I trust CNN. I think great job reporting honestly. I wish could report Trumps trial conviction treason sooner later,Positive,0.4666666666666666,0.5499999999999999
+CNN Breaking US & World News,"Although publishes little unbiased news, interesting give indication propaganda pushed certain section US oligarchs. So, dreadful news source, good commentary US establishment.",Positive,0.02113095238095238,0.5452380952380953
+CNN Breaking US & World News,CNN straight shooter. They generally people sides story get balanced view. This good succinct way getting news can't watch TV.,Positive,0.31666666666666665,0.5
+CNN Breaking US & World News,"If like fake news, phony stories journalists integrity means install app, otherwise keep scrolling find news network actual integrity.",Negative,-0.25,0.55
+CNN Breaking US & World News,Heavily biased. I prefer news outlets actively campaigning candidates office.,Negative,-0.16666666666666669,0.55
+CNN Breaking US & World News,Conscience News Now,Neutral,0.0,0.0
+CNN Breaking US & World News,Its OK.,Positive,0.5,0.5
+CNN Breaking US & World News,The works well. Too bad President would call CNN fake media enemy people. That authoritarian countries do. For Trump supporters... Remember THAT y'all cheer man. Just look poll. My hope agree. Keep great country CNN!!,Negative,-0.06666666666666658,0.8055555555555555
+CNN Breaking US & World News,"Terrible. In honesty, I chose news US, I'm scrolling endless anti-Trump non-news. Why I call non-news? It really inform real findings anything. I even see anything weather related, what's happening people. It's embarrassment. Are going news, going nonstop anti-Trump opinionated hit pieces?",Negative,-0.14500000000000002,0.53
+CNN Breaking US & World News,"The occasionally force quits, badly before. I really dislike commercial airs 30 times row...That makes disengage breaks. Otherwise, structure good. It would really cool could switch audio stream (think YouTube red) screen turned save battery life.",Positive,0.07857142857142858,0.32023809523809527
+CNN Breaking US & World News,"Works well enough option watch recorded news snippets live TV (if cable subscription) cool. One star for: occasionally shuts itself. Sometimes repeats commercial 7 times row. NEEDS AN OPTION TO DEFAULT TO LIVE TV STREAM. (side note: lol low information losers dropping 1 star reviews parrot ""fake news durrr"")",Positive,0.0722727272727273,0.44749999999999995
+CNN Breaking US & World News,"I love CNN product, I love reporting programming... But commercials way, way, way hand. CNN paid cable channel. Love feed 300 seconds commercials every 5-10 minutes. I've enough. I fully support CNN, I watch channel anymore.",Positive,0.375,0.575
+CNN Breaking US & World News,"We watch CNN hear R saying. When seeking truth go MSNBC. CNN continues show Trump's comments repeatedly thus contributed winning campaign. Plus, CNN mostly support Trump always chang TV station seek reality. Wolfe Blitzer fool, Cuomo, Don Lemon, & Cooper R worth watching. At least 3 R credible.",Positive,0.27999999999999997,0.49000000000000005
+CNN Breaking US & World News,nan,nan,nan,nan
+CNN Breaking US & World News,"Don't download. All get endless ads videos. If prefer read story forget it. Even reader view turned videos turned off. An poorly educated, uniformed, semi-illiterates. Facile junk news.",Negative,-0.2625,0.675
+CNN Breaking US & World News,nan,nan,nan,nan
+CNN Breaking US & World News,"The functionality terrible. Unless buried settings, can't bookmark shows easily find series. And do, ad shows really show never ends. So restart show, forced go back beginning way jumping forward.",Negative,-0.13333333333333336,0.44666666666666677
+CNN Breaking US & World News,Too much info minute minute minute-simpl give tound up.aldo lengthy history. In cases needed cases long..does always follow journalisrtic rule why. In lead paragraph.Links boographicsl informstion people mentioned helpful also.,Positive,0.2,0.2
+CNN Breaking US & World News,"I depend CNN much complete shite. It's 99% opinion even though I agree opinion that's I come for. Don't even try watch live TV disaster. It's waste time. It's commercials blacked content there's nothing. In hour might get 15 minutes actual content. And headlines could melodramatic clickbait stereotypical. I mean, come on! This CNN f**** sake! I know size go clickbait. This them. Please toen bit I trust CNN solid, reliable, no. Dramatic site again. I really need that... And I know I alone.",Negative,-0.05947232744107743,0.39861111111111114
+CNN Breaking US & World News,This horrible. It always freezes takes forever load. CNN place go news anymore. They idea really sad. They keep trying force takes forever wants show terrible news videos freeze take forever load.,Negative,-0.575,0.775
+CNN Breaking US & World News,"Jim Acosta CNN attacked president even took office. They make idiologic predictions usually ridiculous never come fruition. Sara Sanders attacked national stage appearance. You hipporicrates need look mirror soul searching. You know Trump announce give opposition time prepare. (Unlike Obama announcing strategy enemy) It's called element surprise. While can't figure trade, I'll explain. He keeping money country. You lower taxes make revenue circulate. Simple....like you.",Negative,-0.3333333333333333,1.0
+CNN Breaking US & World News,Love honest news reporting! Can always count true journalistic integrity great organization. Now people Trump blinders see accept true news stories! We'd better political shape.,Positive,0.4767857142857143,0.5928571428571427
+CNN Breaking US & World News,Keep heads guys. Trump loser. His time soon up. It matter time before. I enjoying you. He hates truth. And know matter lies.,Positive,0.5,0.6
+CNN Breaking US & World News,Was going give another try. I arbitration clauses. Any company wants give fundamental rights make dime me.,Positive,0.2,0.1
+CNN Breaking US & World News,"Excited see new app, disappointed I watch ad live stream starts. The ads shown traditional commercial breaks enough??? When urgent news happening, I want immediate access it, delayed.",Negative,-0.014610389610389614,0.5292207792207793
+CNN Breaking US & World News,"The democrats Nazi Racists trying push shortcomings innocent using masked antifa thugs silence enemies. These similar tactic used nazi germany. Once trusted CNN become junk food news, liberal opinions, sensationalism, loudly makes phony headlines later get quietly retracted(if all). I read laughs garbage.",Positive,0.12,0.44666666666666666
+CNN Breaking US & World News,I hate app! Click notifications open last article read. The way around it? Close done. Not fake news. Definitely FAKE APP!,Negative,-0.275,0.6933333333333334
+CNN Breaking US & World News,I would give 5 stars watch commercial ad 3 minute news clips open incredibly annoying. Please change that. I'm sick Wells Fargo thier lost debit card ad! So incredibly sick it.,Negative,-0.4814285714285715,0.6228571428571429
+CNN Breaking US & World News,"Tons ads know they're desperate profits Fake News ratings bad!!! I can't stand CNN's app. It's full fake news. All lie 99% ""news"" always thing: bashing President. Years ago, I watched CNN often. This actually reported real news happening. Now garbage. Garbage network garbage app.",Negative,-0.2928571428571428,0.6595238095238095
+CNN Breaking US & World News,My family stopped watching conservative BS network. CNN trusted news. Thank you!,Neutral,0.0,0.0
+CNN Breaking US & World News,nan,nan,nan,nan
+CNN Breaking US & World News,"CNN great starting point me. You bright diverse panel guests. Some hosts seem biased point appear take pleasure seeing Trump make fool himself. I admit sad funny, approach appear objective times. That's I refuse watch MSNBC. Rachel Maddow gets way happy Republicans mess up. Anyway...",Positive,0.23437499999999997,0.615625
+CNN Breaking US & World News,"Works great I 66 years old need want anything complicated turn on. But viewing screen could bigger, saying.",Positive,0.1,0.6125
+CNN Breaking US & World News,Free trial starts 11 14 ads burning trial time. How trust CNN trying extract many dollars possible current events. CNN lost,Positive,0.225,0.6749999999999999
+CNN Breaking US & World News,"Had problems point stopped using. Reinstalled year ago, happy connections, live TV, access, news coverage. Includes Canadian news I obviously like.",Positive,0.31212121212121213,0.6666666666666666
+CNN Breaking US & World News,"Obviously biased. Sick hearing Trump Russia investigation Podesta done. Another example ok populations commit crimes telling rest us live, ok high taxes, high cost living, paying freeloaders.",Positive,0.10601113172541744,0.5624489795918367
+CNN Breaking US & World News,"CNN 1st I open every morning last I open night. And, thru day. I even watch live t.v. (cnn) app. Cant live without it. Reliable source anx never fails. Sure, commercials exist but, thats I get go ger coffee ever I need. By time I get back, ads over.",Positive,0.1278409090909091,0.4069444444444444
+CNN Breaking US & World News,"Was looking credible news CNN made clear place go that. If articles involve politics, CNN constantly tries push political views rather push non biased agenda.",Positive,0.1,0.39583333333333337
+CNN Breaking US & World News,"""Real"" news MAJORITY public wants hear. While ""fake news"" term originally applied Fox soon inception (legitimately, Fox propaganda), term fake news become reference less Fox (although still applies,) ANYTHING people lean right politically socially, describe ANYTHING want hear disagree with. CNN always THE source ""fair balanced"" reporting ""reasonable"" majority country trusts turn genuine reporting events US worldwide. CNN always ""News Channel."" Keep good work.",Positive,0.13052721088435373,0.4704081632653061
+CNN Breaking US & World News,A little anti Trump biased. The man needs help looking like fool though...,Negative,-0.1875,0.5
+CNN Breaking US & World News,I trust CNN. I think great job reporting honestly. I wish could report Trumps trial conviction treason sooner later,Positive,0.4666666666666666,0.5499999999999999
+CNN Breaking US & World News,"Although publishes little unbiased news, interesting give indication propaganda pushed certain section US oligarchs. So, dreadful news source, good commentary US establishment.",Positive,0.02113095238095238,0.5452380952380953
+CNN Breaking US & World News,CNN straight shooter. They generally people sides story get balanced view. This good succinct way getting news can't watch TV.,Positive,0.31666666666666665,0.5
+CNN Breaking US & World News,nan,nan,nan,nan
+COOKING MAMA Let's Cook!,"Not lot variety unless buy recipe packs, boring unless pay up. Using Happy Foods stock restaurant also takes forever--the animation long unskippable, lot recipes, every single want fully stock.",Negative,-0.08035714285714285,0.6535714285714286
+COOKING MAMA Let's Cook!,It's well hmm...let's see hard explain let's put way AMAZE BALLS OMG I LOVE IT BEING A CHEF IS MY DREAM AND THIS AWESOME GAME IS LIKE MY LITTLE COOK BOOK THANK YOU FOR MAKING THIS GAME AND DEFINITELY DOWNLOAD IT SAYING THIS I'M A PLAY IT LIKE HMM...NOW let's real least every game purchase point complaining ads purchase gonna change moan way buy everything buy remove ads so...,Negative,-0.06990740740740742,0.549074074074074
+COOKING MAMA Let's Cook!,"Great game EXTREMELY annoying ranch, I meant get least 3600 pts I got 800 pts. Also annoying cuz sushi balls IMPOSSIBLE like literally IMPOSSIBLE can't pass 2nd bit without getting stars. :(",Negative,-0.39814814814814814,0.7055555555555555
+COOKING MAMA Let's Cook!,It really glitchy let tap anything,Positive,0.2,0.2
+COOKING MAMA Let's Cook!,This game increase ideology cooking show us many feature know,Positive,0.04999999999999999,0.45
+COOKING MAMA Let's Cook!,I cooking mama Wii work I exited get,Neutral,0.0,0.0
+COOKING MAMA Let's Cook!,"3 billion ads, messy interface",Negative,-0.2,0.4
+COOKING MAMA Let's Cook!,nan,nan,nan,nan
+COOKING MAMA Let's Cook!,nan,nan,nan,nan
+COOKING MAMA Let's Cook!,nan,nan,nan,nan
+COOKING MAMA Let's Cook!,The game creative fun play it! And I care ads thank making games!,Positive,0.18958333333333333,0.5333333333333333
+COOKING MAMA Let's Cook!,It amazing I think game make us ever awesome,Positive,0.4000000000000001,0.7666666666666666
+COOKING MAMA Let's Cook!,"Very cute, quite same. I'll still play though.",Positive,0.325,0.5625
+COOKING MAMA Let's Cook!,I love cooking games,Positive,0.5,0.6
+COOKING MAMA Let's Cook!,It's learn cooking easily,Positive,0.43333333333333335,0.8333333333333334
+COOKING MAMA Let's Cook!,It's kawaii,Neutral,0.0,0.0
+COOKING MAMA Let's Cook!,I love cooking,Positive,0.5,0.6
+COOKING MAMA Let's Cook!,It's good,Positive,0.7,0.6000000000000001
+COOKING MAMA Let's Cook!,I thing really active fun really cute game play.,Positive,0.06666666666666665,0.55
+COOKING MAMA Let's Cook!,"Such nice graphics, I love game fun easy play!",Positive,0.2569444444444445,0.5888888888888889
+COOKING MAMA Let's Cook!,"It let u cook anything u want anything byeee!!!!! Love,Jasmine's vlog's",Neutral,0.0,0.0
+COOKING MAMA Let's Cook!,nan,nan,nan,nan
+COOKING MAMA Let's Cook!,Its greater,Positive,0.5,0.5
+COOKING MAMA Let's Cook!,Its amazinggggggggggggg,Neutral,0.0,0.0
+COOKING MAMA Let's Cook!,Ok,Positive,0.5,0.5
+COOKING MAMA Let's Cook!,I love,Positive,0.5,0.6
+COOKING MAMA Let's Cook!,Ok guess,Positive,0.5,0.5
+COOKING MAMA Let's Cook!,Very fantastic,Positive,0.52,1.0
+COOKING MAMA Let's Cook!,Good game try,Positive,0.14999999999999997,0.5
+COOKING MAMA Let's Cook!,I LOVE IT!!!!!!!,Positive,1.0,0.6
+COOKING MAMA Let's Cook!,Good,Positive,0.7,0.6000000000000001
+COOKING MAMA Let's Cook!,"It's got pretty great content free version video game. Very cute, I like tie-in Macaroni food-making videos. My personal problem I've never able access recipe shop (aka in-app store). It loads second brings back previous screen.",Positive,0.12833333333333335,0.5041666666666667
+COOKING MAMA Let's Cook!,"Okay then, u haters think u right but.... ITS ADDICTIVE! u haters pathetic. Then install it?? It's awesome! It learns u cook. U haters interested cooking... Then u grow u never cook! So... Those like good people like me. What u learned haters?",Positive,0.2568877551020408,0.7193877551020407
+COOKING MAMA Let's Cook!,"Ok, game great. For twelve year old pretty grow up, game fine. But thing id like criticize says ""EDITORS' CHOICE"". umm? What choice have?",Positive,0.18095238095238095,0.5357142857142857
+COOKING MAMA Let's Cook!,"There many ads feels like bunch stuff added unnecessarily. I wanted play something like original cooked, many ads pop ups gave headache.",Positive,0.24375,0.6625
+COOKING MAMA Let's Cook!,One favourite game nintendo DS younger days. Older age stop enjoying again. It's masterpiece less entertaining original version.,Positive,0.1392857142857143,0.40714285714285714
+COOKING MAMA Let's Cook!,I saw I cried human tears. I played day long kiddo ds I happy see game phone,Positive,0.0875,0.475
+COOKING MAMA Let's Cook!,"PLEASE FIX THE HAM SLICING. In special chef mode crab fried rice, IMPOSSIBLE finish slicing within time limit. Just add 0.5 seconds clock game would 5 stars.",Negative,-0.23650793650793647,0.6571428571428571
+COOKING MAMA Let's Cook!,"There much game. You take care cattle, fish, cook, run restaurant, etc. That's I say cuz I'm barely level 2 guys...this jam packed game. Definitely blast past.",Negative,-0.2,0.32999999999999996
+COOKING MAMA Let's Cook!,"It's pretty good game it. Don't listen people says boring many ads, fun hardly ads pop up.I recommend game super fun relaxing keeps busy hours!",Positive,0.037878787878787866,0.5280303030303032
+CVS Caremark,Why blue? Makes harder find people associate CVS red logo… Ever heard corporate brand identity?,Negative,-0.025,0.025
+CVS Caremark,I think could easier. A taps that's it.,Neutral,0.0,0.0
+CVS Caremark,Never complaints app.,Neutral,0.0,0.0
+CVS Caremark,Very good easy learn way around.,Positive,0.6716666666666666,0.8066666666666668
+CVS Caremark,Love reminder. So easy refill,Positive,0.4666666666666667,0.7166666666666667
+CVS Caremark,Avoid CVS cost. Horrible pharmacy provider. Constantly denies medications. Claims computer problem. Your number person them. Do seem care mess left without life sustaining medications,Negative,-0.29375,0.3770833333333333
+CVS Caremark,Completely unresponsive. Won't work galaxy note 4.,Positive,0.1,0.4
+CVS Caremark,Great able change whenever move new location always receive prescriptions within reasonable time,Positive,0.4090909090909091,0.6073863636363637
+CVS Caremark,nan,nan,nan,nan
+CVS Caremark,Thank giving opportunity choose prescription needed.,Neutral,0.0,0.0
+CVS Caremark,"Sign quick order easy, unnecessary forms",Positive,0.12222222222222219,0.7444444444444445
+CVS Caremark,Good,Positive,0.7,0.6000000000000001
+CVS Caremark,I'm confused app. Seems easy enough experience errors constantly issue. Never keeps real time place order still says need refill it...please fix,Positive,0.04666666666666667,0.5333333333333334
+CVS Caremark,Just awful. The built camera refuses take decent pictures prescriptions despite fact phone's built camera takes fine. No order submission acknowledgment. No way knowing rx pic legible enough. Terrible.,Negative,-0.2027777777777778,0.7111111111111111
+CVS Caremark,Regular scripts difficult order vs 90-day mail,Negative,-0.25,0.5384615384615384
+CVS Caremark,"I get ""URL server"" error message",Neutral,0.0,0.0
+CVS Caremark,"O.K. refills, buggy new prescriptions change physician.",Positive,0.13636363636363635,0.45454545454545453
+CVS Caremark,Good user friendly app! Thank you.,Positive,0.584375,0.55
+CVS Caremark,keep entering correct login l keep saying incorrect,Neutral,0.0,0.0
+CVS Caremark,Pretty cool,Positive,0.3,0.825
+CVS Caremark,Broke hell,Neutral,0.0,0.0
+CVS Caremark,Good app.,Positive,0.7,0.6000000000000001
+CVS Caremark,"At beginning great, last several months I get server error cannot all. Its annoying.I tryied talk rep told go website. That tells customers support product.",Positive,0.26666666666666666,0.2722222222222222
+CVS Caremark,This terrible. Since last several update I cannot refill prescriptions it. All I ever get message requested URL available nothing. This needs get fixed.,Negative,-0.1,0.33333333333333337
+CVS Caremark,"This zero, less, working parts. It continuously logs out, accept photos prescriptions (which asks take), serves primarily virus phone. I wish I could something uninstall it.",Positive,0.11666666666666668,0.2833333333333333
+CVS Caremark,Absolutely terrible! The worst waste time. keep accurate date information regarding pharmacy transactions CVS locations. recognize CVS RX numbers. A waste time effort.,Negative,-0.4,0.5266666666666666
+CVS Caremark,"I get sync phone. The text msg says turn WiFi, I did, link. The tells problem turnoff WiFi. I've tried four times. No-go. Also upload info station.",Neutral,0.0,0.0
+CVS Caremark,The icons work I tap,Neutral,0.0,0.0
+CVS Caremark,Love app. So easy refill prescriptions. Thank Caremark,Positive,0.4666666666666667,0.7166666666666667
+CVS Caremark,It gives I need business.,Neutral,0.0,0.0
+CVS Caremark,Fast due ease use. Available 24/7,Positive,0.15833333333333335,0.4583333333333333
+CVS Caremark,Very easy fast process,Positive,0.3816666666666667,0.8
+CVS Caremark,Fast easy.,Positive,0.31666666666666665,0.7166666666666667
+CVS Caremark,"The thing I used easy refill. It easy. Just QR code, enter birth date, submit. A couple times accept birth date, usually works.",Positive,0.20555555555555557,0.638888888888889
+CVS Caremark,"Says drug covered CVS/Caremark 100%, copay. I went CVS 10% copay. So, what's point drug cost feature? needs quality control review.",Neutral,0.0,0.0
+CVS Caremark,This HUGE. It takes 186mb memory phone - app: including media apps. It cannot moved memory card free memory.,Positive,0.4,0.8500000000000001
+CVS Caremark,"Very easy refill meds, far order keep track orders.",Positive,0.33166666666666667,1.0
+CVS Caremark,great reminder order meds,Positive,0.8,0.75
+CVS Caremark,Good app! needs improvement.,Positive,0.875,0.6000000000000001
+CVS Caremark,Very convenient,Positive,0.2,0.3
+CW Seed,The good episode instead going next whole reset. I stopped using 4 months I return surprise surprise STILL thing.,Positive,0.3,0.3333333333333333
+CW Seed,"I want like whose lines, buggy casting TV. I recommend looking loading method switches casting. Also, try handle video quality more, default low quality instead buffering constantly. Last, make sure latest episode advertising social media.",Positive,0.2555555555555556,0.4537037037037037
+CW Seed,"While I appreciate getting watch episodes free, experience simply terrible. I 100 mbps connection yet video keeps getting stuck, trying cast. Often casting stop itself, would resume, casting again. When happens, I see ad again. Great intention, terrible implementation.",Negative,-0.19999999999999998,0.8875
+CW Seed,"It let resume I season, tried episode I said failed I restart it. So multiple times still work uninstalled it.",Negative,-0.25,0.15
+CW Seed,nan,nan,nan,nan
+CW Seed,I phone well firestick... lagging reset load next episode place watch John Constantine always lags freezes stops could great right needs lot work lot many ads,Positive,0.39642857142857146,0.4464285714285714
+CW Seed,"Got Whose Line. While ads annoying, seasons free, can't complain.",Negative,-0.2,0.8500000000000001
+CW Seed,"I love app! It favorite shows come anymore, Moonlight! Can't wait see add off-air shows!",Positive,0.703125,0.8
+CW Seed,nan,nan,nan,nan
+CW Seed,Can't get show without crashing trips every 5 minutes,Neutral,0.0,0.0
+CW Seed,The videos stopped working together. Choppy pixelated mess,Negative,-0.1875,0.1875
+CW Seed,"It always want connect cromcast, always show cromcast icon app. Don't problem apps. Other I enjoy shows offered.",Positive,0.1375,0.4375
+CW Seed,I phone Roku TV. I love I watch shows I thought long gone!! Makes inner young adult happy :),Positive,0.27455357142857145,0.5523809523809524
+CW Seed,It would nice able move SD card make room phones internal memory. Every update takes space,Positive,0.3666666666666667,0.5416666666666666
+CW Seed,nan,nan,nan,nan
+CW Seed,This really good many commercial better Free shows lol,Positive,0.4833333333333334,0.5166666666666667
+CW Seed,Will update fixed can't stream show Chromecast ads crystal clear.,Positive,0.1,0.29166666666666663
+CW Seed,"So far, I've pleased shows. Wish would ""update"" episodes!",Positive,0.3625,1.0
+CW Seed,work,Neutral,0.0,0.0
+CW Seed,This fun awesome favorite shows world free!,Positive,0.575,0.75
+CW Seed,"I love I watch Everwood it, would love even put Smallville it.",Positive,0.5,0.6
+CW Seed,I like locked episodes,Neutral,0.0,0.0
+CW Seed,Loads pro lens. Lots current shows,Neutral,0.0,0.4
+CW Seed,Not bad good catch your old favorites cw,Positive,0.3833333333333333,0.4888888888888889
+CW Seed,Needs titles next seasons,Neutral,0.0,0.0
+CW Seed,Works good far. It day.,Positive,0.39999999999999997,0.8
+CW Seed,nan,nan,nan,nan
+CW Seed,Too many commercials,Positive,0.5,0.5
+CW Seed,Mystery watch show free great,Positive,0.6000000000000001,0.775
+CW Seed,"Really Great quality, With less ads",Positive,0.3166666666666667,0.4083333333333333
+CW Seed,I TV. Only online. This awesome?,Positive,0.5,1.0
+CW Seed,It's ghood!!,Neutral,0.0,0.0
+CW Seed,Awesome shows. Plenty keep busy.,Positive,0.55,0.65
+CW Seed,Watch u desire enjoy,Positive,0.4,0.5
+CW Seed,Whose line favorite show,Positive,0.5,1.0
+CW Seed,Less commercials,Negative,-0.16666666666666666,0.06666666666666667
+CW Seed,"I think, great I like",Positive,0.8,0.75
+CW Seed,It supposed to. It's brilliant.,Positive,0.9,1.0
+CW Seed,good,Positive,0.7,0.6000000000000001
+CW Seed,Awesome free yeah!!!!!!,Positive,1.0,0.9
+CWT To Go,It's good offline archive travel itineraries. Nowadays gate changes delay notifications pretty well time. Also possibility saving boarding passes really handy.,Positive,0.5166666666666666,0.8333333333333334
+CWT To Go,used work brilliantly incorrect times previous travels even appear... Don't know,Positive,0.3666666666666667,0.5833333333333334
+CWT To Go,"Looks beautiful shows details trips, providing boarding passes updating notifications baggage info, even pulling trips I've booked SAP Concur app. Super handy business travel.",Positive,0.5944444444444444,0.8555555555555555
+CWT To Go,No number ring - things go wrong.,Negative,-0.5,0.9
+CWT To Go,"travel information place, convenient. add features check directly book flights/hotels.",Positive,0.1,0.4
+CWT To Go,Filter sort options weak.,Negative,-0.375,0.625
+CWT To Go,Use time. Have also installed wife's phone knows I am!!;),Positive,0.25,1.0
+CWT To Go,"Easy use, wish I could book flights well.",Positive,0.43333333333333335,0.8333333333333334
+CWT To Go,Getting better. Does I need business travel,Positive,0.5,0.5
+CWT To Go,Great app! Everything works.,Positive,1.0,0.75
+CWT To Go,Really helpful well thought,Positive,0.2,0.2
+CWT To Go,Limited use. Useful happy path...,Positive,0.3428571428571429,0.38095238095238093
+CWT To Go,Works well I'm traveling work,Neutral,0.0,0.0
+CWT To Go,nan,nan,nan,nan
+CWT To Go,Works great,Positive,0.8,0.75
+CWT To Go,Super easy,Positive,0.3833333333333333,0.75
+CWT To Go,This Good,Positive,0.7,0.6000000000000001
+CWT To Go,good,Positive,0.7,0.6000000000000001
+CWT To Go,This terrible. It constantly logs out. Search abilities extremely limited.,Negative,-0.35714285714285715,0.49206349206349204
+CWT To Go,Best thing ever. Kept track recent business trip full changes. Its like virtual personal assistant you.,Positive,0.3375,0.35000000000000003
+CWT To Go,It's great business travels. All details get seamlessly synced soon booking done. And keeps providing real time alerts airline gate change etc. Highly recommend!,Positive,0.325,0.4225
+CWT To Go,"The usually OK apart login updates. The latest update let login, sends email saying I tried create account email already use! I can't login account either.",Positive,0.5625,0.7
+CWT To Go,"I usually rate apps, works great need update trip, do, contacts information wrong",Positive,0.01666666666666668,0.6333333333333333
+CWT To Go,It's ok app. Travel can't travel booking technologically advanced world!,Positive,0.5,0.55
+CWT To Go,Showed wrong destination (Phoenix) removed trip. Unable add back using trip locator.,Negative,-0.3333333333333333,0.4666666666666666
+CWT To Go,Significant battery drain...I know uses much power ranks #3 stock Android battery manager....Had uninstall reason,Positive,0.2875,0.5375
+CWT To Go,The best for frequent travelers. Simple fast efficient. One year after my first feedback it is still the best one to manage trips,Positive,0.425,0.36507936507936506
+CWT To Go,nan,nan,nan,nan
+CWT To Go,Too much time slow response. I rather book direct vendors apps.,Negative,-9.25185853854297e-18,0.3333333333333333
+CWT To Go,Current version seems missing itinerary details (booked CWT) flight check view screen frozen.,Negative,-0.1,0.225
+CWT To Go,Flight delayed 1.5hrs indicating flight time.,Neutral,0.0,0.0
+CWT To Go,"Gives better updates individual airline apps, let's share itinerary anyone easily",Positive,0.3111111111111111,0.5777777777777778
+CWT To Go,"- Great travel Businesses, IN every trip integration preferred travel partners fantastic",Positive,0.6000000000000001,0.825
+CWT To Go,Constantly must look back in.,Neutral,0.0,0.16666666666666666
+CWT To Go,Very easy . When I call . Very professional friendly,Positive,0.3561111111111111,0.5433333333333333
+CWT To Go,Great app. Would good could see organisation travelling flight though,Positive,0.75,0.675
+CWT To Go,"Can't book change flights directly app. Otherwise, helpful reminders.",Positive,0.1,0.4
+CWT To Go,Does even load yr trips tickets.,Neutral,0.0,0.0
+CWT To Go,"Great app, easy too. It help organise business trip details.",Positive,0.6166666666666667,0.7916666666666667
+CWT To Go,Very good design pretty useful information.,Positive,0.48666666666666664,0.5933333333333334
+Cache Cleaner-DU Speed Booster (booster & cleaner),"Floating window working properly 7.1 Samsung c9 pro. Sometimes appears disappeared. New scanning, Antivirus use, auto cleaning working. My expectation failed. Many improvements needed. Now going uninstall. Sorry...",Negative,-0.07272727272727272,0.4709090909090909
+Cache Cleaner-DU Speed Booster (booster & cleaner),Great app. Just want stop innerupting everything I even I'm using example I'll watching tube pops cutting video right screen show add please fix stand high rated app???,Positive,0.16142857142857145,0.6814285714285714
+Cache Cleaner-DU Speed Booster (booster & cleaner),Du speed booster vs clean master. DU far better DU ads without noises. Clean Master ads annoying noises!,Positive,0.0666666666666667,0.76
+Cache Cleaner-DU Speed Booster (booster & cleaner),"Needs stop notifying much I need clean ect.Very,very annoying!!",Negative,-0.14444444444444446,0.6000000000000001
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),"I give 50 stars...it really seems work quite well others I've tried....fantastic, fantastic, fantastic app......best ever.",Positive,0.3333333333333333,0.6666666666666666
+Cache Cleaner-DU Speed Booster (booster & cleaner),"Good app____ Some features software depend installing actually downloading another compelling (like Snap). Therefore, features. Unsurprisingly, limit software "" Stop Auto Run"" itself.",Positive,0.3333333333333333,0.43333333333333335
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),It's good clear trash,Positive,0.39999999999999997,0.4916666666666667
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),"Very good booster cleaner, hands best I downloaded keeping one... Hope save money pay ad removal",Positive,0.955,0.54
+Cache Cleaner-DU Speed Booster (booster & cleaner),Love tap optimizer speed booster gets job done !! Would earned 5* ads ;),Positive,0.515625,0.8
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),I USE THIS EVERY TIME I GET A PHONE AND IT WORKS,Neutral,0.0,0.0
+Cache Cleaner-DU Speed Booster (booster & cleaner),Ey thankfull making,Neutral,0.0,0.0
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),"It says , easy. Stops background apps.",Positive,0.43333333333333335,0.8333333333333334
+Cache Cleaner-DU Speed Booster (booster & cleaner),actually works stated. Ads function without leaving app.,Neutral,0.0,0.1
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),It good,Positive,0.7,0.6000000000000001
+Cache Cleaner-DU Speed Booster (booster & cleaner),About virus killing smooth nice isnt yet ....,Positive,0.5,0.75
+Cache Cleaner-DU Speed Booster (booster & cleaner),WONDERFUL APP.,Positive,1.0,1.0
+Cache Cleaner-DU Speed Booster (booster & cleaner),Is ok shot time passed???,Positive,0.5,0.5
+Cache Cleaner-DU Speed Booster (booster & cleaner),It clean cache all. Please look,Positive,0.3666666666666667,0.7000000000000001
+Cache Cleaner-DU Speed Booster (booster & cleaner),It's nice,Positive,0.6,1.0
+Cache Cleaner-DU Speed Booster (booster & cleaner),Robert Martinez Jr,Neutral,0.0,0.0
+Cache Cleaner-DU Speed Booster (booster & cleaner),A Tara mate is,Neutral,0.0,0.0
+Cache Cleaner-DU Speed Booster (booster & cleaner),Please add something scan protect browsers.,Neutral,0.0,0.0
+Cache Cleaner-DU Speed Booster (booster & cleaner),Good actually works. It enhances net speed great extent. Really useful app.,Positive,0.36,0.29000000000000004
+Cache Cleaner-DU Speed Booster (booster & cleaner),It works well phone.,Neutral,0.0,0.0
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),So far good. Used roughly year cleans cools needed.,Positive,0.2333333333333333,0.6666666666666666
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Cache Cleaner-DU Speed Booster (booster & cleaner),MJ RUMPA,Neutral,0.0,0.0
+Cache Cleaner-DU Speed Booster (booster & cleaner),nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,"Almost 5! Very practical but not very graphic: ""(",Positive,0.1,0.3038461538461539
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Caf - Mon Compte,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+Calculator ++,nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator ,multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app","The permissions say It prevents phone sleeping, why? It supposed calculator!!!!",Neutral,0.0,0.0
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",I cant unlock it. My password wont work,Neutral,0.0,0.0
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app","fixed bad things , good useful",Positive,0.10000000000000002,0.3666666666666667
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app","The developer forces leave 5 star review. Among past attempts scamming customers, need removed play store.",Negative,-0.25,0.25
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+"Calculator - free calculator, multi calculator app",nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,"Its great calculator India India different number system , usually comma two digit , help that?",Positive,0.18333333333333335,0.5333333333333333
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator - unit converter,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,Great loads fast simple difficult need love,Positive,0.2,0.6614285714285715
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,I long time ago. Thought I'd try again. The dark theme nice.,Positive,0.13333333333333333,0.6
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator Plus Free,nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),"Really nice app. Does least basics probably lot I'm mathematician I fairly basic calculations. Extremely large digits, simple use, colourful easily read. Can't go wrong.",Positive,0.06394557823129252,0.5777210884353742
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),"Only change I would make actually multiplication sign, star.",Neutral,0.0,0.55
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calculator with Percent (Free),nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,My problem I already purchased cannot can't update setting appearance,Neutral,0.0,0.0
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,"I really like widget.easy use, hassle free",Positive,0.30000000000000004,0.5
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar Widget Month + Agenda,nan,nan,nan,nan
+Calendar+ Schedule Planner App,"Updated 2015: STIL app, still love still highly recommend! *** I've short time, impressed enough I purchased premium. Previously, I calendar updated I stand it. This I want need calendar: color organization I quickly identify entry goes whose schedule, I LOVE two-week view go back forth monthly daily views. 4/12/15: Still LOVE app! Best calendar I've far!!",Positive,0.3190705128205128,0.46974358974358965
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Calendar+ Schedule Planner App,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,"So far able block annoying machines, recordings telemarketers I blocked. Finally I get 300 dummy calls day anymore. Thank you!",Negative,-0.05000000000000002,0.88125
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,Finally call blocker works. Also option block phone numbers starting certain number range (without wildcards) great. Other programs work causing issues internet connection.,Positive,0.17785714285714285,0.5592857142857144
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,"New pop ad free version pops several times time open app. It repeats: SEE WHO IS CALLING Dont fear, identify spam calls. Annoying enough delete ...",Negative,-0.043939393939393945,0.5257575757575758
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,"There ""pick up/ hang up"" option, means unwanted callers still leave voicemails...which exactly I trying prevent. Uninstall. Not impressed.",Negative,-0.125,0.625
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,"Doesn't seem block anything. Just pops showing number I want blocked calling, number rings go voicemail like everyone else. So nothing",Neutral,0.0,0.0
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,nan,nan,nan,nan
+Call Control - Call Blocker,Since recent update requires set default dialer block calls.,Neutral,0.0,0.25
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call Free – Free Call,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,"This GAME DOESN'T EVEN LAUNCH!!! , every time I go play it, goes black home screen says ""restart send feedback"" IS THERE ANY WAY TO FIX IT??!!!! SPENT 8.99 ON A GAME THAT DOESN'T EVEN WORK LIKE C'MON GOOGLE PLAY GET YOUR ACT STRAIGHT AND MAKE SURE GAMES RUN BEFORE LETTING PEOPLE DOWNLOAD THEM!!!!",Negative,-0.08135850694444442,0.43703703703703706
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,"What's Not able play co-op? It's hard trying find someone match I do, impossible play... I've played 1 time online someone! Fix I'd like money back cus I mostly wanted game play friends.",Negative,-0.2125,0.5111111111111111
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,The problem online game caught little hype afford continue online play. But obviously also dumb take option out. So yea. Either give us back f***ing online remove app. Wth,Negative,-0.1925,0.38
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+Call of Duty:Black Ops Zombies,nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",This never let down. And I using years now. Shows numbers contact list. Love love love app. Thanks guys great job.,Positive,0.3907407407407408,0.5064814814814815
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+"CallApp: Caller ID, Blocker & Phone Call Recorder",nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,What scam Haven't even tried yet found Bitdefender found clean. Until install another put mildly.,Positive,0.35,0.6000000000000001
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Caller ID +,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,Great free data calls.,Positive,0.6000000000000001,0.775
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,Love,Positive,0.5,0.6
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,Good voice quality. Can call sms number worldwide. And importantly You earn free credits.,Positive,0.5,0.8000000000000002
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,Have watch many ads get credits,Positive,0.5,0.5
+Calls & Text by Mo+,Just put phone.,Neutral,0.0,0.0
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,Good,Positive,0.7,0.6000000000000001
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls & Text by Mo+,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,"Does says tin. However, curate block list. I expecting tap community maintained list. That said, fairly easy use, rather simple matter add new numbers blacklist. It annoying though, robocalls insanely huge pool numbers call with.",Positive,0.03393939393939395,0.6890043290043291
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,"Does I need to, block certain numbers calling numerous times day. Annoying sales calls such, stops tracks. My phone may vibrate ring stops cold. Love it!",Negative,-0.09345238095238095,0.6785714285714285
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,A really great app. Does claims. Very neat intuitive GUI. One best call SMS blocking apps. It snared pesky unwanted calls SMS. Highly recommended block spam robocallers. Look further. Kudos developer team.,Positive,0.43200000000000005,0.47800000000000004
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+Calls Blacklist - Call Blocker,nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax",Love app. I wish could set timer background sounds. The sleep meditation effective I often fall asleep sounds playing night causing phone overheat.,Positive,0.55,0.7
+"Calm - Meditate, Sleep, Relax",Love it. Just wish change log updated every time. Also tablet support crazy. One screen landscape next portrait finally landscape playing. It's annoying.,Negative,-0.18,0.6799999999999999
+"Calm - Meditate, Sleep, Relax","It's pricey really helpful. I get yearly subscription I'd say 101% worth anxiety learning coping techniques handle panic attacks. If expect people everything free, like make spend time studio, free version really nice access version.",Positive,0.38,0.5800000000000001
+"Calm - Meditate, Sleep, Relax","I tried various meditation apps, never managing get regular meditation routine. The CALM changed me. I love huge selection guided meditations vary length. I loving making time meditate every day now!",Positive,0.325,0.6294871794871795
+"Calm - Meditate, Sleep, Relax","Said free. Immediately says ""7 day free trial, $59.99 monthly subscription"". Ridiculous",Positive,0.15555555555555559,0.8666666666666667
+"Calm - Meditate, Sleep, Relax",Great anyone really wanting give meditation try. I've tried years without success. I'm 34th day row!,Positive,0.4583333333333333,0.31666666666666665
+"Calm - Meditate, Sleep, Relax","Recommended health shop. New meditation I wasn't sure expect. I've found keeps calm, centered generally less irritable. Has brilliant deeper bit printable downloads challenges.",Positive,0.333939393939394,0.632020202020202
+"Calm - Meditate, Sleep, Relax","Great app, I anxiety depression issues even first week helped greatly. I would definitely recommend it.",Positive,0.4625,0.5833333333333333
+"Calm - Meditate, Sleep, Relax",Waste time can't anything unless u pay £35/$ year =-(,Negative,-0.2,0.0
+"Calm - Meditate, Sleep, Relax","Calm helps put sleep chase away ""monkey thoughts"". Thanks much app..keep good work!",Positive,0.30500000000000005,0.35
+"Calm - Meditate, Sleep, Relax","I absolutely love app! I every night go sleep, day I'm stressed.",Positive,0.625,0.6
+"Calm - Meditate, Sleep, Relax",Way expensive something get free local library.,Negative,-0.033333333333333326,0.5
+"Calm - Meditate, Sleep, Relax",I thought I reviewing preview subscription Calm. I charged 59.99. I want refund!!! Very upset this.,Positive,0.3929687500000001,0.525
+"Calm - Meditate, Sleep, Relax",This really good. I never big fan meditation I insist day. It's worth trying 7 free days make mind.,Positive,0.35,0.4
+"Calm - Meditate, Sleep, Relax",I used suffer insomnia college semester. I sleep app. I love Calm. Thanks decent service.,Positive,0.2916666666666667,0.5541666666666667
+"Calm - Meditate, Sleep, Relax",I struggled stress..anxiety..and I couldn't sleep night..Came across life changing,Neutral,0.0,0.0
+"Calm - Meditate, Sleep, Relax",I love app! Trying save money costs unlock premium. Can't wait I do.,Positive,0.625,0.6
+"Calm - Meditate, Sleep, Relax",I like something new every day. And I choose meditation suited needs day.,Positive,0.13636363636363635,0.45454545454545453
+"Calm - Meditate, Sleep, Relax",In short time helped focus mindfulness. I appreciate calming sounds also happy choice narration voice. Helpful reminders set keep track. So far I'm pleased!,Positive,0.38125,0.825
+"Calm - Meditate, Sleep, Relax",Best get sleep. I light sleeper settle I less 10 minutes. Sometimes right away. Only free version far. Hopefully going get fuller version,Positive,0.28843537414965986,0.6289115646258504
+"Calm - Meditate, Sleep, Relax",I tried meditation before. This easy I find guided meditation helpful. The narrator gently keeps track. My husband noticed difference perspective reaction environment.,Positive,0.31666666666666665,0.8166666666666667
+"Calm - Meditate, Sleep, Relax","Amazing! I trouble starting practice own, I look forward it.",Positive,0.2875,0.55
+"Calm - Meditate, Sleep, Relax","I love bedtime stories, they're perfect falling asleep to.",Positive,0.75,0.8
+"Calm - Meditate, Sleep, Relax","Having never practiced mindfulness, great way start! So calming guidance really helps keep moment. Less stress, better sleep... I recommend!",Positive,0.4145833333333333,0.37916666666666665
+"Calm - Meditate, Sleep, Relax",Love it! Has helped anxiety drastically,Positive,0.625,0.6
+"Calm - Meditate, Sleep, Relax",Absolutely lobe perfect people like either issues stressing much sleep problems many things definitely worth I'm glad I came across ❤,Positive,0.44999999999999996,0.6166666666666667
+"Calm - Meditate, Sleep, Relax","This wonder tool anything thats going person. Short relaxing, makes u feel brand new sessions.",Positive,0.06818181818181818,0.37727272727272726
+"Calm - Meditate, Sleep, Relax",worked fine I paid $60 subscription fee locked completely wont let log account cant meditations. Will seeking remediation!,Positive,0.27083333333333337,0.45
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax","Unfortunately, even let log in. I've uninstalled, restarted phone, tried Facebook log two emails. It keeps repeating 'There error' Oh well onto next",Negative,-0.25,0.5
+"Calm - Meditate, Sleep, Relax","can't sign , lol... stupid",Positive,5.551115123125783e-17,0.85
+"Calm - Meditate, Sleep, Relax",Now THIS truly wonderful app!,Positive,1.0,1.0
+"Calm - Meditate, Sleep, Relax",I joy much,Positive,0.5,0.2
+"Calm - Meditate, Sleep, Relax","I think complete waste money. If looking great meditation download. ( Insight Timer ) absolutely free Playstore, great community, get involved also choose much time free, moment time follow certain different types Meditation sessions. It's good, download, ( Insight Timer) best Playstore",Positive,0.4012987012987013,0.5246753246753246
+"Calm - Meditate, Sleep, Relax","I never thought I would pay annual subscription app, worth every penny! The guided meditations helped develop regular meditation practice, I longer fall asleep without sleep stories! I love much I ever would imagined. And great content free version well. Definitely worth download!!!",Positive,0.4087053571428571,0.3752747252747253
+"Calm - Meditate, Sleep, Relax","I love app. It taught much meditation brought much positivity life. My complaint guided meditation programs available free version. Many locks picture makes obvious premium content, almost everything else appears free realize first day whatever program is. That's little deceiving me. But I continue enjoy free unguided content I afford subscribe.",Positive,0.24326923076923074,0.48717948717948717
+"Calm - Meditate, Sleep, Relax","I appreciate help slowing learn quiet mind. On daily meditation, I often can't understand saying, swallows words. It seem happen frequently even items app. But still helpful.",Positive,0.03333333333333333,0.2111111111111111
+"Calm - Meditate, Sleep, Relax","Calm best meditation app! I insomnia issues weeks ago, recommended naturopath. I huge advocate meditation taking time myself. Sleeping stories great, guided meditation too. I moment I bells meditation scene background sound. Thank you, Calm! ❤",Positive,0.5458333333333333,0.6416666666666667
+"Calm - Meditate, Sleep, Relax","Being pretty expensive, I reservations app, month I've concluded money well spent man. I'm complete beginner this, great guide. Try free version, works well you, definitely pay full - regret",Positive,0.1625,0.6
+"Calm - Meditate, Sleep, Relax","I using Calm months now, 100% worth annual subscription. I find Tamara's voice soothing! I beginner meditating I started using app, changed life. I incorporated daily routine really helped feel present, greatly reduced anxiety depression! Can't say enough it. Give shot, beginners meditation, let frustrate you, master right away. Keep it!",Positive,0.27901785714285715,0.3544642857142857
+"Calm - Meditate, Sleep, Relax","With recent update, removed ability play sound background indefinitely. This upsetting I sleep night. I hope time future bring back feature. As I might find replacement.",Positive,0.1,0.19375
+"Calm - Meditate, Sleep, Relax","I used several months, free version. There lot get free (try breath bubble) go multiple programs, require paid subscription. So I treated yearly subscription I glad I did. I'd minimal meditation experience prior app. I deep breathing exercises really opened mind (ha!) helpful meditation be. The instructor pleasant voice sessions long. I recently offered buy full subscription daughter, much I like it.",Positive,0.19166666666666668,0.4404761904761905
+"Calm - Meditate, Sleep, Relax",nan,nan,nan,nan
+"Calm - Meditate, Sleep, Relax","Without paying subscription limited listening music meditation tracks. I tried free trial seven days, I think really worth paying quantity yearly/monthly. With subscription getting sleep stories rest locked mediation tracks. Both I see worth subscription. Maybe one-time payment even paying packs would better option. Too expensive is.",Positive,0.15476190476190477,0.3904761904761905
+"Calm - Meditate, Sleep, Relax",Love app. I wish could set timer background sounds. The sleep meditation effective I often fall asleep sounds playing night causing phone overheat.,Positive,0.55,0.7
+"Calm - Meditate, Sleep, Relax",Love it. Just wish change log updated every time. Also tablet support crazy. One screen landscape next portrait finally landscape playing. It's annoying.,Negative,-0.18,0.6799999999999999
+"Calm - Meditate, Sleep, Relax",Personally suffer anxiety since started meditating every day Calm subsided quiet bit. Calm fantastic help everyone. I used sleep stories unable sleep great.,Positive,0.18571428571428572,0.6119047619047618
+"Calm - Meditate, Sleep, Relax","It's pricey really helpful. I get yearly subscription I'd say 101% worth anxiety learning coping techniques handle panic attacks. If expect people everything free, like make spend time studio, free version really nice access version.",Positive,0.38,0.5800000000000001
+"Calm - Meditate, Sleep, Relax","I tried various meditation apps, never managing get regular meditation routine. The CALM changed me. I love huge selection guided meditations vary length. I loving making time meditate every day now!",Positive,0.325,0.6294871794871795
+"Calm - Meditate, Sleep, Relax","Said free. Immediately says ""7 day free trial, $59.99 monthly subscription"". Ridiculous",Positive,0.15555555555555559,0.8666666666666667
+"Calm - Meditate, Sleep, Relax",Great anyone really wanting give meditation try. I've tried years without success. I'm 34th day row!,Positive,0.4583333333333333,0.31666666666666665
+"Calm - Meditate, Sleep, Relax","Recommended health shop. New meditation I wasn't sure expect. I've found keeps calm, centered generally less irritable. Has brilliant deeper bit printable downloads challenges.",Positive,0.333939393939394,0.632020202020202
+"Calm - Meditate, Sleep, Relax","Great app, I anxiety depression issues even first week helped greatly. I would definitely recommend it.",Positive,0.4625,0.5833333333333333
+"Calm - Meditate, Sleep, Relax","This wonder tool anything thats going person. Short relaxing, makes u feel brand new sessions.",Positive,0.06818181818181818,0.37727272727272726
+"Calm - Meditate, Sleep, Relax",Waste time can't anything unless u pay £35/$ year =-(,Negative,-0.2,0.0
+"Calm - Meditate, Sleep, Relax","Calm helps put sleep chase away ""monkey thoughts"". Thanks much app..keep good work!",Positive,0.30500000000000005,0.35
+"Calm - Meditate, Sleep, Relax","I absolutely love app! I every night go sleep, day I'm stressed.",Positive,0.625,0.6
+"Calm - Meditate, Sleep, Relax",Way expensive something get free local library.,Negative,-0.033333333333333326,0.5
+"Calm - Meditate, Sleep, Relax",I thought I reviewing preview subscription Calm. I charged 59.99. I want refund!!! Very upset this.,Positive,0.3929687500000001,0.525
+"Calm - Meditate, Sleep, Relax",This really good. I never big fan meditation I insist day. It's worth trying 7 free days make mind.,Positive,0.35,0.4
+"Calm - Meditate, Sleep, Relax",I used suffer insomnia college semester. I sleep app. I love Calm. Thanks decent service.,Positive,0.2916666666666667,0.5541666666666667
+"Calm - Meditate, Sleep, Relax",I struggled stress..anxiety..and I couldn't sleep night..Came across life changing,Neutral,0.0,0.0
+"Calm - Meditate, Sleep, Relax",I love app! Trying save money costs unlock premium. Can't wait I do.,Positive,0.625,0.6
+"Calm - Meditate, Sleep, Relax",I like something new every day. And I choose meditation suited needs day.,Positive,0.13636363636363635,0.45454545454545453
+"Calm - Meditate, Sleep, Relax",In short time helped focus mindfulness. I appreciate calming sounds also happy choice narration voice. Helpful reminders set keep track. So far I'm pleased!,Positive,0.38125,0.825
+"Calm - Meditate, Sleep, Relax",Best get sleep. I light sleeper settle I less 10 minutes. Sometimes right away. Only free version far. Hopefully going get fuller version,Positive,0.28843537414965986,0.6289115646258504
+"Calm - Meditate, Sleep, Relax",I tried meditation before. This easy I find guided meditation helpful. The narrator gently keeps track. My husband noticed difference perspective reaction environment.,Positive,0.31666666666666665,0.8166666666666667
+Calorie Counter & Diet Tracker,I really like since challenges keep track progress. I hard time knowing since exercises I'm low speed data videos show load kinda hard follow. I sent... Full Review,Negative,-0.006666666666666677,0.42666666666666675
+Calorie Counter & Diet Tracker,"I like SparkPeople allows track nutrition I eating. I leg cramps knew I needed increase amount potasium I receive food, much I really needing. Using USDA nutrtion database I finding foods lot potasium tracking potasium consumption using SparksPeople. I also found good motivational tool loosing weight. Much, much easy keep track calories pencil paper! With SparkPeople, I hope I lose weight I need to, I before. Thank you!",Positive,0.5256944444444445,0.5444444444444444
+Calorie Counter & Diet Tracker,It good accurate. I wish diverse food calorie intake I'm west African dont really know much calories consume. Also needs accuracy exercises well. Like doesnt know alot exercises know many calories burn. Also please add sauna. Thank,Positive,0.3333333333333333,0.35555555555555557
+Calorie Counter & Diet Tracker,"Great tracking large food library. I really like scanner too, although always work. MY complaint carb count subtract fiber count net carbs, I'm constantly checking totals page see I'm doing. A net carb count would helpful us Ketosis.",Positive,0.13061224489795917,0.27312925170068025
+Calorie Counter & Diet Tracker,"It unfortunate asked rate Sparkpeople fairly 1 hour usage. I think rating program come usage NOT simply downloads. Software developers, make sense you? Cool far. I look forward exploring more. Thank you, Gina Q",Positive,0.19166666666666665,0.7345238095238095
+Calorie Counter & Diet Tracker,I used like stop using two months access internet. Now I try enter new weight lost 25 lbs since let me. And premium member screwed up!!!,Positive,0.26633522727272724,0.45454545454545453
+Calorie Counter & Diet Tracker,I enjoy I paid premium eliminate ads. But still dam ads. They interrupt phone calls text messages unlock phone get rid access ads driving nuts. Don't pay 499 claim removes ads that's true!,Positive,0.41875,0.575
+Calorie Counter & Diet Tracker,"I new app. Only 1 weeks in, I love support get sparklers. I enjoy coaching, community feed, keeps calories. I feel good tool help reach goal. I'm sure sparkle points.",Positive,0.37272727272727274,0.6739057239057239
+Calorie Counter & Diet Tracker,I really like Spark shows many calories I'm eating meal + snacks calculates exercise too!! It also tells much weight I'll lose putting goals. I highly recommend all!,Positive,0.34531249999999997,0.36
+Calorie Counter & Diet Tracker,"I really like app. The problem I experienced updates. The last 2 updates totally wiped data I entered making start back day 1 again. If fix way bring back data, I going uninstall go find better one. I time again.",Positive,0.21428571428571427,0.3452380952380953
+Calorie Counter & Diet Tracker,"Great app! Would highly recommend anyone wants track weight, eat, drink, exercise! The info great well! Disappointed review showing full name rather username. Please correct this.",Positive,0.335,0.5733333333333334
+Calorie Counter & Diet Tracker,Overall worked I intended do. I wanted something estimate calories guide food choices. I able recognize much eating I really doing. That said pain retype alot combination meals. I wish could store full meals. Other maybe better beginning wieght loss journey great.,Positive,0.303125,0.4
+Calorie Counter & Diet Tracker,"The whole reason I got I minority actually looking gain weight I trying find good track calories automatically useless me. When setting goal loose 1 lb, loose 2lb, maintain weight? Why option gain 1lb, gain 2lb? Even calculating weights properly recognize calorie intake higher. Change let know I'll happy give fair review. Until review remain...",Positive,0.19961538461538458,0.4338461538461539
+Calorie Counter & Diet Tracker,"It good. Much better laptop version terribly slow freezes computer. However things user friendly. They used trend line showed weight would time continued certain trend/calories, don't. Over all, okay.",Positive,0.33154761904761904,0.5119047619047619
+Calorie Counter & Diet Tracker,"Easy track food, hard find daily weekly results. Food database large search algorithm leaves something desired. Since mainly crowd-sourced, amounts often imprecise, e.g. ""1 serving"", meaningless non-number.",Positive,0.0037698412698412564,0.5228174603174603
+Calorie Counter & Diet Tracker,"If looking let quickly add calories nutritional information, it. It's faster would think also lets scan food barcodes. It also give recommendations nutrition tailored weight loss goals. It's motivating.",Positive,0.3333333333333333,0.5
+Calorie Counter & Diet Tracker,Wish features regular site I love anyways! Losing lots weight staying motivated! One thing I noticed accurate nutrition information. Would love see get fixed,Positive,0.35625000000000007,0.4220512820512822
+Calorie Counter & Diet Tracker,nan,nan,nan,nan
+Calorie Counter & Diet Tracker,"A simple, effective way track calorie intake well water exercise. Exercise calories burned automatically offsets daily consumption know many calories left hit minimum maximum. Supportive community great resource material. Best feature mealtime tracking reminder. feels stable safe.",Positive,0.43333333333333335,0.46746031746031746
+Calorie Counter & Diet Tracker,"This still sucks 8 years I tried first time! Most food data incorrect check product labels light years behind extensive food data base ""my fitness pal"". Also scanning feature never works properly. Sad!!!",Negative,-0.1580078125,0.6083333333333334
+Calorie Counter & Diet Tracker,"The pop-up ads beyond annoying. Also I'd really like see place actually journaling help mindful eating, without go computer online there.",Negative,-0.20000000000000004,0.4000000000000001
+Calorie Counter & Diet Tracker,It finds everything I'm eating! Even weird stuff lol I like far sure. No pop ads either! Overall I like 2 I tried this. Nice work system/interface guysl,Positive,0.2708333333333333,0.7648148148148147
+Calorie Counter & Diet Tracker,"The crashes lot phone now, friend newer phone works well her. I wish I could open offline too, I open I wifi. Also, bmr high. Overall useful though ig.",Positive,0.092,0.308
+Calorie Counter & Diet Tracker,Why stop working 25th May 2018? This amazing I think they're making enough money it! Please keep going,Positive,0.30000000000000004,0.7
+Calorie Counter & Diet Tracker,Its great really easy I can't add food! How I supposed track food every time I try there's stupid network error I turned data make sure internet. It wasn't. Its app. Makes sad I would love app.,Positive,0.17361111111111116,0.8453703703703703
+Calorie Counter & Diet Tracker,"I like three stars however, seems like update something usually goes wrong like yesterday updated tells error connection timed out. I checked connection end. Someone please help. UPDATE spark people got back overnight thank that. I turned phone started working again. All stuff still there. I rely tell reached protein goals calories helpful tool helping keep track weight loss exercises. Thank great helping lose 130 pounds!",Positive,0.0625,0.475
+Calorie Counter & Diet Tracker,"The simply work. It kept telling I connected internet, I set goals. Worthless!",Negative,-0.5,0.6285714285714286
+Calorie Counter & Diet Tracker,"It's great I enter I ate everything else done me. So I'm rushing around I quickly enter foods tells many calories I left. Also breaks need improve nutrition, exercise, etc. Love it.",Positive,0.42666666666666664,0.47000000000000003
+Calorie Counter & Diet Tracker,"New app, loss 5lbs already. I amazed support members give. Still learning ropes hey, I seen results within first 4 days. Best health app.",Positive,0.4621212121212121,0.36262626262626263
+Calorie Counter & Diet Tracker,"I issues first. Now I do. Had get new phone. Apparently record buying premium version. Since I closed account started another account. Now record. So, careful keep record. I record google play.",Positive,0.04727272727272726,0.44757575757575757
+Calorie Counter & Diet Tracker,"Great app, helps lot tracking dieting make small changes along way. Couple requests improvements. 1. Please let us edit grouped food saved. Edit name items. 2. Improve scanning functionality items scans wrong allow us edit make custom item addition flagging innaccurate.",Positive,0.01666666666666668,0.6833333333333332
+Calorie Counter & Diet Tracker,"Extremely overweight tired it. Thought I well I installed app. Now least I aware many calories, etc I consuming. That helps alot. And I know I alone this. That helps. I like keeping track I burn I excercise. Very easy use.",Positive,0.0813888888888889,0.6416666666666667
+Calorie Counter & Diet Tracker,"This improves time. In years I've it, I've seen go bulky, difficult slow streamlined, easy efficient! I love look forward tracking activity food intake interacting members! It free makes amazing! Thank Sparkpeople tireless interest gracious work helping others improve lives!!!",Positive,0.29444444444444445,0.7555555555555556
+Calorie Counter & Diet Tracker,"Kept getting error messages whilst trying set up. Uninstalled tried problem kept happening. So uninstalled good, can't arsed things work properly especially first time using it.",Positive,0.6,0.6333333333333333
+Calorie Counter & Diet Tracker,"This great tracking everything, home page keeps motivated. But lot nutrition info database incorrect. I've manually input lot nutrition facts.",Positive,0.8,0.75
+Calorie Counter & Diet Tracker,I started year ago child gained almost 50 pounds 110 weighted 158 pound. I started following calories working 132 pounds im back weight loss. I want get 110 again.. Thank spark. You changed life.,Neutral,0.0,0.05
+Calorie Counter & Diet Tracker,"Every time I try put info hit save gives error. I used many years ago, enjoyed it. Now I cant anything it.",Positive,0.5,0.6
+Calorie Counter & Diet Tracker,"This site great, I log food daily. Also counts calories eat restaurants recipes get site. You also create recipes.",Positive,0.4,0.375
+Calorie Counter & Diet Tracker,"Much easier another well known app, compromised. Very easy copy like meals another day - big time saver. Also easier add foods recipe from. Great app!",Positive,0.44083333333333335,0.5125
+Calorie Counter & Diet Tracker,I love reminds track food I've missed logging in. I wish way log 6 meals snacks versus 4 options provided (Breakfast/Lunch/Dinner Snack). I love challenges I get see sucess stories!,Positive,0.5625,0.6
+Calorie Counter & Diet Tracker,"I really hard time logging there's customer support, even website. Normally works great disappointed happening.",Negative,-0.02291666666666667,0.6729166666666666
+Calorie Counter & Diet Tracker,It brilliant IDIOT decided stop available anyone EU cannot bothered work SIMPLE new GDPR rules are!!! They literally cut tens thousands long term customers!,Positive,0.11730587121212122,0.5686147186147187
+Calorie Counter & Diet Tracker,I've using weeks now. I My Fitness Pal user years. But I found I like now. I accurate serving counts log food whereas MFP seemingly lost feature decimals. It's interactive social. I gave 4 stars instead 5 food database comprehensive accurate I'd like.,Positive,0.27777777777777785,0.4444444444444445
+Calorie Counter & Diet Tracker,Wish I paying hundreds weight watchers. Its even better breaks food readable components. Love it!,Positive,0.5625,0.55
+Calorie Counter & Diet Tracker,Easier track calories points. Only thing I wish option type UPC code. Sometimes scanner hard time reading it.,Negative,-0.14583333333333334,0.7708333333333333
+Calorie Counter & Diet Tracker,I've tried several good ones best best! It's actually fun notifying things I committed gives much needed push.,Positive,0.5333333333333333,0.26666666666666666
+Calorie Counter & Diet Tracker,This helped keep track I eating caloric level nutritional level. I suggest anyone wanting see regular level...try tracking. It's good way see need alter eating habits find way get behind both!,Positive,0.06666666666666665,0.45897435897435895
+Calorie Counter & Diet Tracker,"I absolutely love SparkPeople! I even showed boyfriend said might even it. The fact tens articles posted every day wonderful. I earn spark points get little trophies , phone version real trophy I'm winning , body. I HIGHLY recommend app. Though, I question, new, wonderful feature meal planning, I look forward weeks time see suggested meals, really helps give idea butt I wondering way tell I allergic eat suggestions made. Am I able that? Thank advance!",Positive,0.42588636363636373,0.5969545454545455
+Calorie Counter & Diet Tracker,This easy needing already listed. Still things I used I get needed done have.,Positive,0.43333333333333335,0.8333333333333334
+Calorie Counter & Diet Tracker,"The really helpful motivational! However, would nice option kilojoules instead calories metric system determining long exercise (eg min/km min/mile)",Positive,0.26666666666666666,0.5333333333333333
+Calorie Counter & Diet Tracker,"I love sparkpeople, I've tried fitness trackers I keep coming back sparkpeople. The articles great I love community feed positive weight loss tool! The database improved lot new challenge great addition.",Positive,0.4314935064935065,0.5285714285714286
+Calorie Counter & Diet Tracker,"It keeps freezing bugs. You reload couple entries. Other faulty programming spotty running, amazing premise",Positive,0.23750000000000004,0.6375
+Calorie Counter & Diet Tracker,At point I like I can't setup goals. I keep getting error message attempting setup goals saying I connected.,Neutral,0.0,0.0
+Calorie Counter & Diet Tracker,I started using app. So far I really like it. I need play I get entire benefit. Total keeper easy easy navigate,Positive,0.19444444444444445,0.7069444444444445
+Calorie Counter & Diet Tracker,"It's hard track food sometimes go black screen middle tracking. As I work more, problems user error, issues tracking",Positive,0.010416666666666657,0.36875
+Calorie Counter & Diet Tracker,This keeps accountable. The vast library food servings takes guess work logging food.,Neutral,0.0,1.0
+Calorie Counter & Diet Tracker,24 hours into using collapsed. This first time. It USED TO BE A GOOD APP. WHAT HAPPENED?,Positive,0.475,0.4666666666666667
+Calorie Counter & Diet Tracker,nan,nan,nan,nan
+Calorie Counter & Diet Tracker,"I've using days like far. Easy navigate scanner really handy. Would like take supplements consideration daily nutrition totals daily tally number fruit, vegetable, meat, grain, dairy, fat servings would help diets require track food groups, i.e. DASH. Something similar water tracker. But overall, I like app.",Positive,0.1619047619047619,0.44761904761904764
+Calorie Counter & Diet Tracker,"Great calorie tracking. I learned hard way matter kind eating plan have, tracking calories must. If - gain back. This really helps.",Positive,0.26166666666666666,0.47833333333333333
+Calorie Counter & Diet Tracker,"I've used Spark People web-based tool, back 2012 & 2013 gotten inconvenient foods still needed manually entered. With works phone, I've found food database become enormous; I enter single food, even brand names available!",Negative,-0.034285714285714274,0.5028571428571429
+Calorie Counter & Diet Tracker,It let log food weight anything everytime I try set goals says oops error occurred. I even tried uninstalling reinstalling luck :( I new phone S9 si I sure working,Negative,-0.03787878787878788,0.7811447811447811
+Calorie Counter & Diet Tracker,"Closed suddenly EU customers due SparkPeople unwilling/unable meet new laws, makes wonder bad security cannot consider meeting it.",Negative,-0.1577272727272727,0.41924242424242425
+Calorie Counter & Diet Tracker,"Makes easier live healthy. Makes accountable put body n work doing. It done always support admin n members available much little want it. At end day, journey you. This best far.",Positive,0.3248106060606061,0.5333333333333333
+Calorie Counter & Diet Tracker,So far great. I terrible logging food made really easy!,Positive,0.11041666666666669,0.8958333333333334
+Calorie Counter & Diet Tracker,Not sure happened. I using fine started randomly signing disconnecting network. Now work anymore.,Negative,-0.1111111111111111,0.6296296296296297
+Calorie Counter & Diet Tracker,"I unable even begin program I received repeated error messages I unconnected. I disconnected reconnected wifi data, logged back account, checked phone updates, restarted device tried again. I AM STILL RECEIVING ERROR MESSAGES.",Negative,-0.25,0.25
+Calorie Counter & Diet Tracker,Will rectifying matters continue euro or? It's much faster clearer adding goods/exercise. I previously lost 56lbs using hooe yo able continue,Positive,0.17777777777777778,0.33055555555555555
+Calorie Counter & Diet Tracker,I like I Spark People day long. I like able look something right instead wait get home.,Positive,0.24523809523809526,0.5202380952380952
+Calorie Counter & Diet Tracker,"Tried enter goal settings, got error saying connected. Also allow anything metric units despite changing settings. Waste time. Uninstalled.",Negative,-0.2,0.0
+Calorie Counter & Diet Tracker,For anyone wanting work weight wanting healthy life style I would highly suggest app. It allows track everything. A great community thats supports another. Exercise nutritional ideas,Positive,0.48666666666666664,0.5966666666666667
+Calorie Counter & Diet Tracker,So far good I'm still learning there's things I able figure yet see actual weight loss numbers shows graph able find tracks that.,Positive,0.36,0.5900000000000001
+Calorie Counter & Diet Tracker,"This best fitness app. It count steps throughout day, seems like I much work. They're always wanting collect data.",Positive,0.6,0.25
+Calorie Counter & Diet Tracker,"I love easy keep track food, calories, fats carbs plus tells much left every meal. Especially love scan bar since puts info",Positive,0.48333333333333334,0.6083333333333334
+Calorie Counter & Diet Tracker,I issues giving error saying connecting server. I'd like may delete it.,Neutral,0.0,0.0
+Calorie Counter & Diet Tracker,I like nutrition reports. I must track sodium fat carefully I see composition I'm eating. Also love trainers. They professional.,Positive,0.16666666666666666,0.5666666666666668
+Calorie Counter & Diet Tracker,"I finding usefull assisting eat healthier math, easier choose better, lower calorie foods.",Positive,0.5,0.5
+Calorie Counter & Diet Tracker,Brilliant tool help understand much nutrient eating gives chance make informed devision next meal.,Positive,0.3666666666666667,0.39999999999999997
+Calorie Counter & Diet Tracker,nan,nan,nan,nan
+Calorie Counter & Diet Tracker,I using track food...and linked with fitbit...since tracking fitness food I 2 pounds....it may seem small big me!,Negative,-0.125,0.25
+Calorie Counter & Diet Tracker,Don't like relying others put items using calculations. Basic items like fresh baked fish like talipa option already here.,Positive,0.15,0.3125
+Calorie Counter & Diet Tracker,I downloaded even ten minutes ago I chance check far I like,Positive,0.05,0.5
+Calorie Counter & Diet Tracker,"I long time user online platform, admit I downloaded I wanted points! Then I began using it! I love ease logging I run. I definitely recommend SparkPeople.",Positive,0.140625,0.5
+Calorie Counter & Diet Tracker,I like lot. It make calorie counting (and facts) much easier. I wish would put calories list food I go food see calorie count.,Positive,0.2,0.2
+Calorie Counter & Diet Tracker,Working well found 10 years ago lost 70 pounds 22 months. Need control diabetes.,Neutral,0.0,0.0
+Calorie Counter & Diet Tracker,"I used spark people years always helpful. Good ideas meals too. Tracking food helpful, blogs community feed back great keep improving.",Positive,0.5,0.45
+Calorie Counter & Diet Tracker,Can't say enough this. This another weight issues. This whole community folks help you. Every detail added. So come pleased,Positive,0.2333333333333333,0.6333333333333333
+Calorie Counter & Diet Tracker,Great app...i success losing weight wildly popular tracking weight loss program.,Positive,0.5666666666666668,0.5499999999999999
+Calorie Counter & Diet Tracker,nan,nan,nan,nan
+Calorie Counter & Diet Tracker,This helped get eating habits control motivated 25-35 minutes exercise day!,Neutral,0.0,0.0
+Calorie Counter & Diet Tracker,"Helps track food intake, workouts, well stuff. Yes features require pay simple task easy helpful.",Positive,0.21666666666666667,0.5952380952380952
+Calorie Counter & Diet Tracker,It saying I'm connected trying set plan. Can't get anything.,Neutral,0.0,0.0
+Calorie Counter & Diet Tracker,I downloaded many nutrition one's best far! Excellent app! Definitely telling others it.,Positive,0.525,0.6599999999999999
+Calorie Counter & Diet Tracker,I like lets choose calorie goal (given nutritionist) instead like insisting telling knows many calories I eat day,Positive,0.5,0.5
+Calorie Counter & Diet Tracker,"Meh. If eat mostly store bought ready-to-eat ""food"" alright. Very hard track food intake accuracy cook scratch. The excercise calculations extremely generic.",Positive,0.040277777777777767,0.40138888888888885
+Calorie Counter & Diet Tracker,Hate letting finish set sparkpeople,Negative,-0.8,0.9
+Calorie Counter & Diet Tracker,Love far! It's nice positive support backup! Really easy well. I free version I'm sure paid version even better.,Positive,0.41780303030303034,0.7709595959595961
+Calorie Counter & Diet Tracker,"Constantly getting errors connected internet connected, cant set goals cant sync fitbit???? Are kidding me??",Neutral,0.0,0.3333333333333333
+Calorie Counter & Diet Tracker,"Fantastic, easily track everything eat workouts. Lots great info health fitness plenty encouragement help stay committed goals.",Positive,0.5444444444444444,0.8277777777777778
+Calorie Counter & Diet Tracker,This great keeping track food water intake. It also adjusts calorie limits exercise. This encouraging.,Positive,0.8,0.75
+Calorie Counter & Diet Tracker,I really like since challenges keep track progress. I hard time knowing since exercises I'm low speed data videos show load kinda hard follow. I sent first question coach see fast respond. But really like it. Edited: responded next day believe got high speed data back able follow kickboxing workout see moves really gave workout ofcousre I'm fairly new working really liked it. It even feel like 20 min.,Positive,0.1330735930735931,0.38115800865800864
+Calorie Counter & Diet Tracker,"I like SparkPeople allows track nutrition I eating. I leg cramps knew I needed increase amount potasium I receive food, much I really needing. Using USDA nutrtion database I finding foods lot potasium tracking potasium consumption using SparksPeople. I also found good motivational tool loosing weight. Much, much easy keep track calories pencil paper! With SparkPeople, I hope I lose weight I need to, I before. Thank you!",Positive,0.5256944444444445,0.5444444444444444
+Calorie Counter & Diet Tracker,It good accurate. I wish diverse food calorie intake I'm west African dont really know much calories consume. Also needs accuracy exercises well. Like doesnt know alot exercises know many calories burn. Also please add sauna. Thank,Positive,0.3333333333333333,0.35555555555555557
+Calorie Counter & Diet Tracker,"Great tracking large food library. I really like scanner too, although always work. MY complaint carb count subtract fiber count net carbs, I'm constantly checking totals page see I'm doing. A net carb count would helpful us Ketosis.",Positive,0.13061224489795917,0.27312925170068025
+Calorie Counter & Diet Tracker,"It unfortunate asked rate Sparkpeople fairly 1 hour usage. I think rating program come usage NOT simply downloads. Software developers, make sense you? Cool far. I look forward exploring more. Thank you, Gina Q",Positive,0.19166666666666665,0.7345238095238095
+Calorie Counter & Diet Tracker,I used like stop using two months access internet. Now I try enter new weight lost 25 lbs since let me. And premium member screwed up!!!,Positive,0.26633522727272724,0.45454545454545453
+Calorie Counter & Diet Tracker,I enjoy I paid premium eliminate ads. But still dam ads. They interrupt phone calls text messages unlock phone get rid access ads driving nuts. Don't pay 499 claim removes ads that's true!,Positive,0.41875,0.575
+Calorie Counter & Diet Tracker,"I new app. Only 1 weeks in, I love support get sparklers. I enjoy coaching, community feed, keeps calories. I feel good tool help reach goal. I'm sure sparkle points.",Positive,0.37272727272727274,0.6739057239057239
+Calorie Counter & Diet Tracker,I really like Spark shows many calories I'm eating meal + snacks calculates exercise too!! It also tells much weight I'll lose putting goals. I highly recommend all!,Positive,0.34531249999999997,0.36
+Calorie Counter & Diet Tracker,"I really like app. The problem I experienced updates. The last 2 updates totally wiped data I entered making start back day 1 again. If fix way bring back data, I going uninstall go find better one. I time again.",Positive,0.21428571428571427,0.3452380952380953
+Calorie Counter & Diet Tracker,"Great app! Would highly recommend anyone wants track weight, eat, drink, exercise! The info great well! Disappointed review showing full name rather username. Please correct this.",Positive,0.335,0.5733333333333334
+Calorie Counter & Diet Tracker,Overall worked I intended do. I wanted something estimate calories guide food choices. I able recognize much eating I really doing. That said pain retype alot combination meals. I wish could store full meals. Other maybe better beginning wieght loss journey great.,Positive,0.303125,0.4
+Calorie Counter & Diet Tracker,"The whole reason I got I minority actually looking gain weight I trying find good track calories automatically useless me. When setting goal loose 1 lb, loose 2lb, maintain weight? Why option gain 1lb, gain 2lb? Even calculating weights properly recognize calorie intake higher. Change let know I'll happy give fair review. Until review remain...",Positive,0.19961538461538458,0.4338461538461539
+Calorie Counter & Diet Tracker,"It good. Much better laptop version terribly slow freezes computer. However things user friendly. They used trend line showed weight would time continued certain trend/calories, don't. Over all, okay.",Positive,0.33154761904761904,0.5119047619047619
+Calorie Counter & Diet Tracker,"Easy track food, hard find daily weekly results. Food database large search algorithm leaves something desired. Since mainly crowd-sourced, amounts often imprecise, e.g. ""1 serving"", meaningless non-number.",Positive,0.0037698412698412564,0.5228174603174603
+Calorie Counter & Diet Tracker,"If looking let quickly add calories nutritional information, it. It's faster would think also lets scan food barcodes. It also give recommendations nutrition tailored weight loss goals. It's motivating.",Positive,0.3333333333333333,0.5
+Calorie Counter & Diet Tracker,Wish features regular site I love anyways! Losing lots weight staying motivated! One thing I noticed accurate nutrition information. Would love see get fixed,Positive,0.35625000000000007,0.4220512820512822
+Calorie Counter & Diet Tracker,nan,nan,nan,nan
+Calorie Counter & Diet Tracker,"A simple, effective way track calorie intake well water exercise. Exercise calories burned automatically offsets daily consumption know many calories left hit minimum maximum. Supportive community great resource material. Best feature mealtime tracking reminder. feels stable safe.",Positive,0.43333333333333335,0.46746031746031746
+Calorie Counter & Diet Tracker,"This still sucks 8 years I tried first time! Most food data incorrect check product labels light years behind extensive food data base ""my fitness pal"". Also scanning feature never works properly. Sad!!!",Negative,-0.1580078125,0.6083333333333334
+Calorie Counter & Diet Tracker,"The pop-up ads beyond annoying. Also I'd really like see place actually journaling help mindful eating, without go computer online there.",Negative,-0.20000000000000004,0.4000000000000001
+Calorie Counter & Diet Tracker,It finds everything I'm eating! Even weird stuff lol I like far sure. No pop ads either! Overall I like 2 I tried this. Nice work system/interface guysl,Positive,0.2708333333333333,0.7648148148148147
+Calorie Counter & Diet Tracker,"The crashes lot phone now, friend newer phone works well her. I wish I could open offline too, I open I wifi. Also, bmr high. Overall useful though ig.",Positive,0.092,0.308
+Calorie Counter & Diet Tracker,Why stop working 25th May 2018? This amazing I think they're making enough money it! Please keep going,Positive,0.30000000000000004,0.7
+Calorie Counter & Diet Tracker,Its great really easy I can't add food! How I supposed track food every time I try there's stupid network error I turned data make sure internet. It wasn't. Its app. Makes sad I would love app.,Positive,0.17361111111111116,0.8453703703703703
+Calorie Counter & Diet Tracker,"I like three stars however, seems like update something usually goes wrong like yesterday updated tells error connection timed out. I checked connection end. Someone please help. UPDATE spark people got back overnight thank that. I turned phone started working again. All stuff still there. I rely tell reached protein goals calories helpful tool helping keep track weight loss exercises. Thank great helping lose 130 pounds!",Positive,0.0625,0.475
+Calorie Counter & Diet Tracker,"The simply work. It kept telling I connected internet, I set goals. Worthless!",Negative,-0.5,0.6285714285714286
+Calorie Counter & Diet Tracker,"It's great I enter I ate everything else done me. So I'm rushing around I quickly enter foods tells many calories I left. Also breaks need improve nutrition, exercise, etc. Love it.",Positive,0.42666666666666664,0.47000000000000003
+Calorie Counter & Diet Tracker,"New app, loss 5lbs already. I amazed support members give. Still learning ropes hey, I seen results within first 4 days. Best health app.",Positive,0.4621212121212121,0.36262626262626263
+Calorie Counter & Diet Tracker,"I issues first. Now I do. Had get new phone. Apparently record buying premium version. Since I closed account started another account. Now record. So, careful keep record. I record google play.",Positive,0.04727272727272726,0.44757575757575757
+Calorie Counter & Diet Tracker,"Great app, helps lot tracking dieting make small changes along way. Couple requests improvements. 1. Please let us edit grouped food saved. Edit name items. 2. Improve scanning functionality items scans wrong allow us edit make custom item addition flagging innaccurate.",Positive,0.01666666666666668,0.6833333333333332
+Calorie Counter & Diet Tracker,"Extremely overweight tired it. Thought I well I installed app. Now least I aware many calories, etc I consuming. That helps alot. And I know I alone this. That helps. I like keeping track I burn I excercise. Very easy use.",Positive,0.0813888888888889,0.6416666666666667
+Calorie Counter & Diet Tracker,"This improves time. In years I've it, I've seen go bulky, difficult slow streamlined, easy efficient! I love look forward tracking activity food intake interacting members! It free makes amazing! Thank Sparkpeople tireless interest gracious work helping others improve lives!!!",Positive,0.29444444444444445,0.7555555555555556
+Calorie Counter & Diet Tracker,"Kept getting error messages whilst trying set up. Uninstalled tried problem kept happening. So uninstalled good, can't arsed things work properly especially first time using it.",Positive,0.6,0.6333333333333333
+Calorie Counter & Diet Tracker,"This great tracking everything, home page keeps motivated. But lot nutrition info database incorrect. I've manually input lot nutrition facts.",Positive,0.8,0.75
+Calorie Counter & Diet Tracker,I started year ago child gained almost 50 pounds 110 weighted 158 pound. I started following calories working 132 pounds im back weight loss. I want get 110 again.. Thank spark. You changed life.,Neutral,0.0,0.05
+Calorie Counter & Diet Tracker,"Every time I try put info hit save gives error. I used many years ago, enjoyed it. Now I cant anything it.",Positive,0.5,0.6
+Calorie Counter & Diet Tracker,"This site great, I log food daily. Also counts calories eat restaurants recipes get site. You also create recipes.",Positive,0.4,0.375
+Calorie Counter & Diet Tracker,"Much easier another well known app, compromised. Very easy copy like meals another day - big time saver. Also easier add foods recipe from. Great app!",Positive,0.44083333333333335,0.5125
+Calorie Counter & Diet Tracker,I love reminds track food I've missed logging in. I wish way log 6 meals snacks versus 4 options provided (Breakfast/Lunch/Dinner Snack). I love challenges I get see sucess stories!,Positive,0.5625,0.6
+Calorie Counter - EasyFit free,"Tried couple drove mad can't even find plain veges fruit without brandname size works me. I live New Zealand none brands mean anything anyway barcode databases caught products here. This easy million entries 'potatoe'. I also love easy create button food I eat fast, unlike others' I tried, good look it. You also change distribution macros without pay like apps. So simple effective! Have lost weight I wanted loose app. Great job Mario",Positive,0.20433465344179627,0.6173020431949003
+Calorie Counter - EasyFit free,"Easy use, put foods calories, macros serving size. The meals database calories averaged different brands lot. Better program foods want accuracy using online calorie calculator weigh serving. It helps stay track, count water, weight, size good features like matching game play craving something unhealthy craving subsides.",Positive,0.1388888888888889,0.6055555555555555
+Calorie Counter - EasyFit free,"In opinion, good loosing weight track carbs, protein, fat intake much more. I learning balance meals better control food cravings. It process. Need lots patience. I've using week still learning figuring things out. Lost 2 lb though.",Positive,0.5666666666666667,0.5333333333333333
+Calorie Counter - EasyFit free,"I'm starting, I like easy everything is. So far I've able stay track already losing weight. I know I well without app. Its just wanna shred lbs off!",Positive,0.2895833333333333,0.6395833333333334
+Calorie Counter - EasyFit free,"Have using along training (8min day) far 3 weeks waist gone 115cm 88.5.. Still cm go. But tracks I enter new waist size every week. It also helped disciplined I eat. I would recommend anyone wants change lifestyle. The problem I foods like All Bran cereal, I nutrition info food allow enter food types. You set goals tracks Weight, BMI, Water intake, exersize etc. Just enter details gives stats every week. I really enjoying app! Thank You!",Positive,0.3044034090909091,0.5386363636363637
+Calorie Counter - EasyFit free,Its convenient! I get track calories such. For complained can't find apple. Go ask Mr Google input manually! This God know exactly ate particular country culture!,Positive,0.02083333333333333,0.3208333333333333
+Calorie Counter - EasyFit free,"Very limited food items available. I time Google nutritional value every single thing. The concept good design pretty, practical life go.",Positive,0.23714285714285716,0.4800000000000001
+Calorie Counter - EasyFit free,"Been using days pretty neat! I love see progress estimated time reach weight goal. Also calorie meter good see much calories left day fills every meal etc. Glad I found this, thanks effort, Mario!",Positive,0.35178571428571426,0.5142857142857143
+Calorie Counter - EasyFit free,nan,nan,nan,nan
+Calorie Counter - EasyFit free,I really like watch calorie intake.. I wish they'd things food menu. Other great!,Positive,0.35833333333333334,0.44166666666666665
+Calorie Counter - EasyFit free,I think suitable people like cook eat Indian dishes . I clue calculate calories food add create good option. It's good unlike knows calculate calories,Positive,0.65,0.65
+Calorie Counter - EasyFit free,I like general. Lacks lot foods add custom food easily. Don't like daily reminder give five stars.,Positive,0.16111111111111112,0.4444444444444445
+Calorie Counter - EasyFit free,First time user tracking great! Does every thing I want some. Great partner tracking steps also.,Positive,0.6833333333333332,0.611111111111111
+Calorie Counter - EasyFit free,A glitches nothing can't work around. Helping weight loss complaints,Neutral,0.0,0.0
+Calorie Counter - EasyFit free,It tricky thing individual track calories macros. Luckily you. I feel confident I need eat!,Positive,0.3194444444444444,0.688888888888889
+Calorie Counter - EasyFit free,"So easy track calories exercise water intake. Easy fun set goals monitor progress. I love design well. I've many tracker , trying find favorite, it! Lost 5lbs already!",Positive,0.4913194444444445,0.6611111111111111
+Calorie Counter - EasyFit free,"Good app, lots food choices. Nice look change colours. I found problems",Positive,0.6499999999999999,0.8
+Calorie Counter - EasyFit free,"Easy use. Can create special foods. Can combine items together. Can put foods categories Breakfast, Lunch Dinner. This good eat items certain meal limited eat items, know find them. Keeps track progress even water monitor. Also exercise tracker. This all!",Positive,0.3230952380952381,0.5438095238095237
+Calorie Counter - EasyFit free,Enjoying far. I new dieting I find pretty user-friendly. It's quite straightforward personalise suit diet. I able mix ingredients adding - beginning saves time later makes really flexible. I easily quickly create menu. I like this. It makes easy keep track exactly many calories I eating.,Positive,0.3025482093663912,0.553443526170799
+Calorie Counter - EasyFit free,Overall I like ap. I think way foods labeled sometimes confusing. IMO food names start base name example chicken thighs instead thighs. Also foods add category filed alphabetically.,Negative,-0.42500000000000004,0.5874999999999999
+Calorie Counter - EasyFit free,"Very good free app. This native device requires additional login account data use. There also suggestion box, need write wishlist features review.",Positive,0.655,0.79
+Calorie Counter - EasyFit free,"Good app, covers large number various types food, pretty accurate calculation calories. Can connected apps. Good job!",Positive,0.406547619047619,0.626984126984127
+Calorie Counter - EasyFit free,works good calculating exercise counting calories.,Positive,0.7,0.6000000000000001
+Calorie Counter - EasyFit free,Nice im tad weight calorie counter super accurate.. Foodies like need like help us keep track weight.,Positive,0.4444444444444445,0.7666666666666666
+Calorie Counter - EasyFit free,"Very useful! I like fact add food math everything! Your macros, grams, % protein, calories fat! My fiance I using it.",Positive,0.76171875,0.0
+Calorie Counter - EasyFit free,"Im started using 3 days. Im going rate this. So far, layout cute easy use. I love size nice.",Positive,0.42666666666666664,0.8866666666666667
+Calorie Counter - EasyFit free,How starting dont know please tell !!,Neutral,0.0,0.1
+Calorie Counter - EasyFit free,"This super easy keeps track everything. From I eat, much water I'm drinking, even work outs. I love it!",Positive,0.39791666666666664,0.575
+Calorie Counter - EasyFit free,"Its good easy however, would much better option barcode scanning products much easier tracking. ☺",Positive,0.4583333333333333,0.5333333333333334
+Calorie Counter - EasyFit free,I love layout app. It's people truly dedicated weighing foods takes effort learn fantastic app.,Positive,0.45,0.75
+Calorie Counter - EasyFit free,"I rarely do app reviews. I have decided to write one in Spanish to support the developer, since it is a complete, free tool without annoying advertising. It is worth it, it gains in functionality the majority of alternatives that are of payment. THANK YOU!",Positive,0.0625,0.5166666666666667
+Calorie Counter - EasyFit free,"Fun, easy way track food/exercise w/o lot noise. Good independent sorts!",Positive,0.35833333333333334,0.4395833333333334
+Calorie Counter - EasyFit free,"Great way keep track food, water, physical activity app. You even customize/add food drinks app.",Positive,0.4,0.4464285714285714
+Calorie Counter - EasyFit free,nan,nan,nan,nan
+Calorie Counter - EasyFit free,nan,nan,nan,nan
+Calorie Counter - EasyFit free,"It's great, cuz gives every thing I need keep healthy. Thanks.",Positive,0.5,0.48333333333333334
+Calorie Counter - EasyFit free,It little hard . I can't scan bar code put items . Hopefully I get better.,Positive,0.006944444444444438,0.5138888888888888
+Calorie Counter - EasyFit free,"Brilliant app, lost weight already result using 1 week.",Positive,0.9,1.0
+Calorie Counter - EasyFit free,Downloaded calorie tracker calories way like 400 calories 1/2 cup cereal. Didn't look stuff would suggest calorie counter.,Neutral,0.0,0.0
+Calorie Counter - EasyFit free,"Clear, well structured easy use. Beats lifesum anyday!",Positive,0.32083333333333336,0.6083333333333334
+Calorie Counter - Macros,"Works great. Helpful. Fairly user friendly. Only issue bug search items using scanner, find them, pop-up front found item says ""item found"" would like add yes no.... sometime pop-up go away unless press back button yes button 10x or... Full Review",Positive,0.37083333333333335,0.6166666666666667
+Calorie Counter - Macros,"Really Really Good! Let's start saying ads bad I paid remove em purely becuase I want support development app. Some I've tried alot want subscribe etc.. This I need do. Does well too. Sure could revamp make look modern instead like grandmas old kitchen table cloth hey, well done guys. I'll recommending fellow Trainers",Positive,0.19821428571428576,0.5259259259259259
+Calorie Counter - Macros,"Good tracker, poor search function Search function great. You precise. says! Clear interface, looks ok. Database great UK foods. Saturated fat micronutrients missing optionals. UI could better. Setting different macros days week good idea everyone trains days every week. Would better calendar set targets flexibility.",Positive,0.375,0.5527777777777777
+Calorie Counter - Macros,"Update: Online searched fixed!! Thanks!! Once best macro counting app. Only wish 'Overview' screen emphasized macros used remaining little like used since that's main purpose. However, fully functional again. So, I'm good that. Old review: Was working fine. Now crashes every online search. Please fix. It's month... Will switch soon.",Positive,0.29606481481481484,0.425925925925926
+Calorie Counter - Macros,"Update! 4-4-18 NOT work Samsung 8. Please fix! This really best macro app. Please please please fix! Old review:Works great. Really like different features adding food online data base add own. I also like ""if eat this...then macros left"" visual meal meal progress line pie grays great too. Ads annoying either. Great",Positive,0.225,0.5375
+Calorie Counter - Macros,"Almost Perfect Let start saying I uninstalled recent update tried little complicated way I thought I try Macros again. This easist count macros period, straight forward second none overview screen. I wish option add foods food section oher day. The developer fixed broken. Good job.",Positive,0.10138888888888888,0.4833333333333333
+Calorie Counter - Macros,"Pretty good app. It works great track macros, showing I've eaten, also daily goals much I left macro. It also allows store nutrition information foods, entry easy. The problem I can't figure get weight tracker work. If worked would 5/5",Positive,0.36388888888888893,0.5305555555555556
+Calorie Counter - Macros,"Great app, simple use. Way better tracking macros MFP. You need pay cent set exact macro goals track macros. One downfall food database varied MyFitnessPal. So I first week spend lot time entering nutritional information foods eat regularly.",Positive,0.3,0.37789987789987795
+Calorie Counter - Macros,"I never tracked macros exaclty before, tracked nutrition plan carefully long time. This given much insight protein, carbs, fat coming exactly. Love it, like better big everyone uses. Love charts reports, well body log. It's little buggy, creat food pop-up sticks go away, I wish easier edit foods log... minor issues I would given 5. Still... LOVE it. It's helping get shredded!",Positive,0.22638888888888886,0.4111111111111112
+Calorie Counter - Macros,"SIGNIFICANT improvement previous version The minuses: 1) ALL data inputs erased previous version, 2) cannot alter data scanned items (that pull database), 3) scanner crashes almost every time. Other that, user-friendly app. I like need enter calories first; get automatically updated enter macros. As should, we're mainly tracking macros. Other ask calorie entry first. I also like added water tracking feature.",Positive,0.05729166666666667,0.3697916666666667
+Calorie Counter - Macros,"This great. I using years. Recently online look feature stopped working. The loading wheel keeps spinning. Once feature fixed, great again. Very much like fitness pal ability create daily calorie goals, great Intermittent fasting.",Positive,0.3942857142857143,0.4228571428571429
+Calorie Counter - Macros,"I love simplicity versatility. Just I looking for. I like set targets easily doesnt spam suggestions. My criticisms: dates include day week, overview food log dates scroll independently another, would nice see graphs macro water consumption like body weight/fat graphs; minor!",Positive,0.29416666666666663,0.5516666666666667
+Calorie Counter - Macros,Just track macros us outside countries barcode useful. Easy enter food easy re-use it. Highly recommended need barcode social fluff expensive apps. Stars due starts painfully slow general UI navigation far fast well,Positive,0.0526923076923077,0.4767948717948718
+Calorie Counter - Macros,"Powerful Easily readable display information. Able build custom library foods online search feature. Makes easy set meet nutritional body weight goals. My gripe weight & bodyfat tracker graph accurately reflect progress time unless inputs schedule. That is, weigh odd intervals, graph tracks input event, calendar day - causing distortion graph. Still, overall functional type!",Positive,0.27142857142857146,0.5964285714285715
+Calorie Counter - Macros,This generally good app. In fact I've bought paid version. Why lose 2 stars then? Even without ads thing kills battery. Higher usage screen due high network/radio utilisation even background. It's like retrieves ads even paid version. It also seem like starting without Internet connection. There literally need 'always on' behavior.,Positive,0.197,0.42300000000000004
+Calorie Counter - Macros,Simple A simple & clear log log macros track weight. Let users edit weights like edit past food days. Like syncing across multiple devices except new installation wrote older file bad weight data. I would like local control data file (Dropbox similar sync).,Negative,-0.054696969696969674,0.32021645021645023
+Calorie Counter - Macros,"So easy use. Love it. Love options adding H20 foods. Helping keep track dietary intake! Update: best ever but...I got new phone, constantly trying load failing so. Not happy right now.",Positive,0.32255140692640694,0.5821158008658008
+Calorie Counter - Macros,"Update: Why failing open?! This favorite macro counting nothing. I'm trying get back counting macros struggling find replacement. Since swift backlash update developers made improvements. It's easy navigate, clean color coded. You carb cycling customizing days' macros well see macros future past days (awesome).",Positive,0.25625,0.5510416666666667
+Calorie Counter - Macros,"Easy Really easy use, lots foods database, easy add new items. Barcode scanner super helpful. Occasionally asks question twice, asks want add food even though see behind prompt found it. Just say proceed normal.",Positive,0.1899621212121212,0.6370265151515151
+Calorie Counter - Macros,Great little app. I like able track macros. This simple honestly I like that. I would like larger food base bar codes. Also sometimes scan barcode label information reads gets stuck read right. That reason I give 5 stars.,Positive,0.1497767857142857,0.6459821428571428
+Calorie Counter - Macros,"I love app, worked great me. But since I factory reset phone, I can't more. It always hangs ""Loading data..."" And stops. No matter I make new account, always it. I'd love give back 5 stars. But I paid for, work... Can't it.",Positive,0.40606060606060607,0.4840909090909091
+Calorie Counter - Macros,"One issue Love loved new updates, issue moment. Everytime search food item ""online"" instead putting information, doesnt save ""my foods"" everytime try look item long gone ""recent"" tab either search again, create new food item. Could please fix this, thanks",Positive,0.23181818181818184,0.4512987012987013
+Calorie Counter - Macros,Wish bigger food database scanner worked great mind looking many carbs tomato has. Plus food log alphabetical eat lot different foods gotta search big list little annoying,Positive,0.044642857142857144,0.55
+Calorie Counter - Macros,"It's nightmare find logs water, macros, stats I looking for. Then figure I eating much sugar needed pay attention micros want pay $10 bucks month service. I paid $0.99 remove ads happy I 1 everything I looking track.",Positive,0.5,0.6
+Calorie Counter - Macros,"My first body weight entered zero error. The graph USELESS me. I'm unable change first entry therefore I can't see fluctuations weight I try lose weight. Please please please fix this... After all, managing weight main reason using app.",Negative,-0.06666666666666668,0.33999999999999997
+Calorie Counter - Macros,This work all. It continuously says downloading data crashes. No matter I I can't get work anymore. Fix I'll chance 1 Star vote...,Neutral,0.0,0.0
+Calorie Counter - Macros,"I previously used Atkins app... But updated & I like now... So I downloaded app... Wasn't sure I going like first... But get food list going, makes easier... I like can't search food already system... But that's ok I guess, cause usually right anyway... But far I like pretty good ...",Positive,0.3023809523809524,0.6280753968253967
+Calorie Counter - Macros,Not happy app. I've using year lately I cant search online foods. It spins spins. Until fixed I using shame,Negative,-0.19999999999999998,0.6
+Calorie Counter - Macros,"Getting much better Still bit lag I press ""Add Food,"" I definitely tell new version improving. It's going great bugs worked out. 5 stars soon, I bet!",Positive,0.40909090909090906,0.5511363636363636
+Calorie Counter - Macros,"Clean, simple interface. Theoretically easy use, lot bugs, especially around searching saving foods. This makes frustrating use. Seems like updates infrequent, could many bugs still exist. Will continue using issues fixed.",Positive,0.14285714285714285,0.6414965986394557
+Calorie Counter - Macros,"I even open app!! I started initial login kept closing itself. After 7 8 times trying login, I gave uninstalled. I never even entered I tell worth trouble not.",Positive,0.024999999999999994,0.2
+Calorie Counter - Macros,"Good tracker, great database. Easy navigate, enter much little personal info want (e.g., weight). I find database foods great, end entering lot nutritional info manually.",Positive,0.42430555555555555,0.6222222222222222
+Calorie Counter - Macros,New interface awful Most people simply like changes used it. That case here. What used make great ability customize food entry entries stored locally. New problems update: 1. Those entries deleted. 2. The new interface bulky easy navigate. 3. Adding food searching food takes longer due ping server every time add/search food,Positive,0.11304713804713806,0.5754569504569504
+Calorie Counter - Macros,"Great App, really useful tracking macros. Until today, I'm currently unable get past loading details stage since resetting phone! Apart glitch, would recommend anyone",Positive,0.07187500000000002,0.375
+Calorie Counter - Macros,Love app. Makes tracking easy. The food search function works much better I've tried past. I wish possible edit past weights. I accidently entered 0 messes weight loss graph.,Positive,0.15555555555555556,0.5722222222222223
+Calorie Counter - Macros,"Used quit due operational issues. Reinstalled try year, new updates still useless. Cannot search even simple food online, making simply useless.",Negative,-0.19772727272727272,0.31733766233766236
+Calorie Counter - Macros,"This great i've used 2 years. Unfortunately I upgraded phone stopped working, even load. Reluctantly i've start using fitness pal pay premium package. Such shame :(",Negative,-0.11249999999999999,0.8125
+Calorie Counter - Macros,"Difficulty adding saved Food items This working great I adding food food log, trying add food saved category working. I tried restarting phone experiencing still working...making harder count",Positive,0.35000000000000003,0.375
+Calorie Counter - Macros,"great improvable points: 1) bug: I scan new food, ""create new food item"" box appears multiple times 2) improvable: It would great add food I find online ""my food"" section I search 3) improvable: I scan food, I notice search done online firstly and, that, ""my food"" section. It would great opposite sometimes food information online correct. 4) improvable: I add new food I specify weight ""Nutrients per serving"" often nutrition facts label find packaged food reports information per 100 grams would great calculation done automatically insert data.",Positive,0.3859090909090909,0.4696969696969697
+Calorie Counter - Macros,Been using improve years paleo eating tracking macros. First week bit learning curve. After I used several weeks found easy helpful. Down 4 lbs two weeks frustrating plateau feeling better ever!,Positive,0.12546296296296297,0.4759259259259259
+Calorie Counter - Macros,This great tracking macros. Sometimes online foods nutrition googleing amazing. I never write reviews love much to.,Positive,0.525,0.6125
+Calorie Counter - Macros,I've tried counting macros calories fitbit livestrong neither great neither made easy see daily macros (on livestrong + add food RIGHT macro numbers). The user interface could tweaking (like color/theme options darker colors bigger bars macros part) still better anything else I've tried I hope they'll improve time.,Positive,0.3365079365079365,0.5198412698412699
+Calorie Counter - Macros,"Great calculate macros meal prepping macro counting. Takes bit time need enter macros foods barcode scanner, apart great use.",Positive,0.8,0.75
+Calorie Counter - Macros,"I used number trackers. So far, simplest reliable. You pay subscription track macros calories. I love app. It weird bug barcode scanner sometimes, that's it. Great design.",Positive,0.225,0.8375
+Calorie Counter - Macros,"I love nutrient tracking, dislike I YOUR BARCODE READER wants permissions need. Tedious manually add nutrient data! Please let us choose barcode readers...",Positive,0.024999999999999984,0.5666666666666667
+Calorie Counter - Macros,How add water? I would scored higher I able update water intake. I'm sure user error enough pain...,Positive,0.3125,0.6284722222222222
+Calorie Counter - Macros,"Simple, straightforward, well designed Easy see built people know calorie tracking. Simple quick built good size ""foods"" base. Does bunch superfluous features, essential.",Positive,0.13020833333333331,0.540327380952381
+Calorie Counter - Macros,"This far accurate ( calories per gram wise ) ive used including fitness pal. One issues scanning food , sometimes nothing pop aggravating. Keep improving much possible please",Positive,0.30000000000000004,0.8833333333333333
+Calorie Counter - Macros,great ive using year changed phone (from galaxy s4 s5) problems loading back data force closes. Is fix dont want go trouble editing food macros eat.,Positive,0.20000000000000004,0.31666666666666665
+Calorie Counter - Macros,"Was better This great updated it. Simple, fast intuitive. After updated became essentially non functional. They make improvements update working new layout design overly complex, clunky general pain use. Barcode scanner still work!!!!!! This used great app. Looking replacement macro real shame since using years.",Positive,0.25270984996448864,0.49116883116883114
+Calorie Counter - Macros,Literally even allow log in. Just asks I want log crashes repeatedly. Sucks used favorite macro app.,Positive,0.1,0.65
+Calorie Counter - Macros,Thank listening! The new updates wonderful! Thank developers making changes requested some. Very happy that's available now! I especially like I see many macros I left home screen.,Positive,0.44805194805194803,0.6220779220779221
+Calorie Counter - Macros,"I wish scanner I already...like LOT requires little unlike others leaves work much I set goal...my qualm I live abroad everything line...also Scanner...why make tablet built scanner... fix make available redmi note phone instead available device, get 4 stars fix half worth 5 stars.",Positive,0.1545995670995671,0.3238095238095238
+Calorie Counter - Macros,"Best macro tracker, I've tried several finding this! Wish I could delete things ""recent"" list add calories creating new food. Those minor things, overall great app!",Positive,0.298051948051948,0.2792207792207792
+Calorie Counter - Macros,"It's ok ... Not bad. Only problem stored food grams I constantly exit app, convert measurements grams go back add food",Positive,0.16999999999999998,0.5
+Calorie Counter - Macros,Really helpful app. This first time trying keto helped alot! I becoming much aware different nutrients food feeling energetic everyday!,Positive,0.2089285714285714,0.4761904761904762
+Calorie Counter - Macros,"Took bit figure I love it! Pie chart percentage breakdown carbs, fats protein I looking finding apps.",Positive,0.625,0.6
+Calorie Counter - Macros,"Only thing need work Bank scannable foods. You fill 90% items (nutritional values/macros). Otherwise, great. Free tracks macros, sugar, fiber allowances? Yes please!",Positive,0.43333333333333335,0.85
+Calorie Counter - Macros,"'search online' simply work, freezes time I try find something. Also extremely confusing difficult use, I wish would get back old platform everyone used love.",Negative,-0.03333333333333335,0.4261904761904762
+Calorie Counter - Macros,This best macro counter I updated Samsung 8 stopped working. It says loading data becomes unresponsive. please fix!,Positive,1.0,0.3
+Calorie Counter - Macros,"I different phone enjoyed it. So, tries downloading 4 different times. Each time stops loading data shuts itself, says restart app. I give up.",Positive,0.1,0.575
+Calorie Counter - Macros,I 3 weeks can't figure get foods entered. It never recognizes entries.,Neutral,0.0,0.0
+Calorie Counter - Macros,This I need do. The lack fifth star due process enter calories different screen adding food manually. Other I glad I chose others I extremely satisfied it.,Positive,0.15,0.67
+Calorie Counter - Macros,I love used year. Disappointed recently online search option barcode scanner spins never returns result. It used work great. It's pain enter every food manually.,Positive,0.1375,0.5875
+Calorie Counter - Macros,Very simple & easy. It kind freaks recognize barcode scan closes I like way shows macros used unused.,Positive,0.3444444444444444,0.7325396825396826
+Calorie Counter - Macros,"My go macros. A bit pain first start add everything (I've found online stuff, I presume user added, always correct quick Google self add rectifies it). Completely free unlike others, good should!",Positive,0.46458333333333335,0.5583333333333333
+Calorie Counter - Macros,Great app..lacks food bank. This great tracking macros. It could complete food bank items go search things. But I like alot!!,Positive,0.5854166666666667,0.6333333333333333
+Calorie Counter - Macros,It's ok The bar scanner junk. It says found item says makes add everything. All else looks good far.,Positive,0.43333333333333335,0.7000000000000001
+Calorie Counter - Macros,I'm pleasantly surprised improvements terrible recent update. I would see option create meals individual food items could saved copied food log.,Negative,-0.225,0.6375
+Calorie Counter - Macros,It I need well. I wish could remove food made mistake. Other great!,Positive,0.4375,0.5625
+Calorie Counter - Macros,"Like payed remove ads. But big problem cannot input carbs, protein etc half grams full grams. Not good counting carbs etc, please change I rate five stars!",Negative,-0.06354166666666666,0.3541666666666667
+Calorie Counter - Macros,"I absolutely love it! It gives option adding food, lifesaver someone like cooks time. I wish would give us option wanted food search automatically start (online VS recent VS food) minor annoyance.",Positive,0.19166666666666665,0.35000000000000003
+Calorie Counter - Macros,Worked great I switched phones. Now crashes I start up. And make matters worse I paid ad free version.,Positive,0.26666666666666666,0.7166666666666668
+Calorie Counter - Macros,It's good log let's know numbers would submit recognize lot specialty foods. You option manually enter time freezes.,Positive,0.7,0.6000000000000001
+Calorie Counter - Macros,"The absolutely amazing, three days ago lost online food database. At first I thought connection I tried different Wi-Fi connections data connection still says products found searching online. Even something simple Chicken. Tried products I already saved still says product found. No matter I type in, definitely like before. I emailed problem never got response back. It would greatly appreciated issue could fixed! Thanks.",Positive,0.07750000000000001,0.4140476190476191
+Calorie Counter - Macros,"Liked before, upgrades helped alot. I used never able find anything online. That works great now. Love water tracking feature added too.",Positive,0.4125,0.69375
+Calorie Counter - Macros,"So helpful! This made tracking macros recent venture keto diet manageable. It lacks decent database foods already stored, there's little bit set time goes first couple weeks food log eat similar foods daily, becomes quick easy.",Positive,0.12447916666666667,0.4354166666666667
+Calorie Counter - Macros,Easy nice overview Bought full version even though ads flashy really anything else - show support app.,Positive,0.21666666666666665,0.6166666666666668
+Calorie Counter - Macros,This turned best tracking macros... I can't log without crashing. Been since updated. Seems incompatible 8+,Positive,1.0,0.3
+Calorie Counter - Macros,"Still Having Problems Keeps telling loading data crashes, tried redownloading still crashes. This far frustrating incomplete update I've ever seen.",Negative,-0.15000000000000002,0.95
+Calorie Counter - Macros,I love simplicity pleasant uncluttered design. I would love see feature adding individual food items recipes save meals repeated food log apart everything I need want macro counter!,Positive,0.43333333333333335,0.6416666666666666
+Calorie Counter - Macros,"2018 update: online search work I'm pretty sure I stopped using last year too. Update: great simple, online food search works again. So helpful pretty easy",Positive,0.3190476190476191,0.6994331065759638
+Calorie Counter - Macros,Good keeping track Good keeping daily macro counts .wish could set different targets day save. Has freezing up.,Positive,0.35,0.45000000000000007
+Calorie Counter - Macros,"Woke totally changed terrible! I can't customize macros day (rest vs training day), database gone, can't pre-program day. I'll find new now. Frig. Update: worked getting better. It's almost back normal features better used be. I'd request adding back option see week laid like old version I see days I programmed different macros.",Positive,0.038636363636363635,0.46545454545454545
+Calorie Counter - Macros,The thing I wish offered net carbs option Ketogenic diet I accurate number day. Also seem like Online tool looking food many options. Is way expand this?,Positive,0.30000000000000004,0.37777777777777777
+Calorie Counter - Macros,"Great, intuitive useful app. Thanks development team continuing make better. Here's suggestion next update: Add way track net carbs, carbs minus fiber, along daily tracking macros. easy enough eyeball difference carbs fiber day goes on, separate net carbs figure option would really make convenient folks ketogenic diet. Thanks excellent app.",Positive,0.25238095238095243,0.3059523809523809
+Calorie Counter - Macros,Finally everything works great I happy app. Simple without useless features myfitness pal. If add option add proteins/carbs/fat (and programme calculate calories) calories I give 5 stars. You know sometimes I rounded food I eaten restaurant etc,Positive,0.22000000000000003,0.6614285714285715
+Calorie Counter - Macros,Its awesome. My tiny complaint... wish I could put pc synch info. But I still love it!,Positive,0.33125,0.575
+Calorie Counter - Macros,Pros & Cons Pros: loads tons senseless advices. User friendly. Good graph. Cons: stats working. New food upload cranky. Customer anyone?,Positive,0.4037878787878788,0.5181818181818182
+Calorie Counter - Macros,"The new interface much better bugs removed, work I reset entire app. It takes long remember previously entered foods I go record meal. If I enter decimal point portion size dialog crashes. When giving break I've eaten today weighs grams fat versus grams carb vs protein. Not calories consumed. Also Appmoto release broken product, fixed quickly still broken. This close five star rating stuff prevents that.",Positive,0.005892255892255887,0.4051346801346801
+Calorie Counter - Macros,"Pretty basic algorithms calories macros. It would nice supported user fully include calories burned overall goal support. Perhaps future, solid app. Wish rembered typed food log.",Positive,0.14166666666666666,0.39166666666666666
+Calorie Counter - Macros,"Only thing would make better option editing previous day(s)... macros aspect great! The calories remaining (upon item entry) impressive. I've tried variety macro trackers, best!",Positive,0.5555555555555556,0.6194444444444445
+Calorie Counter - Macros,It's star due way add food previous day delete food already logged. Other great big problems me! Plus there's way track much fitness done day also adjust much need eat.,Positive,0.11190476190476192,0.3095238095238095
+Calorie Counter - Macros,"Fab little tracking macros, I've started Keto, idea I could eat, percentages XYZ I allowed, helped immensely. Had pay small fee remove ad's happy something that's helpful. Keep good work Appmoto. Update - longer works new Android Oreo update, loads data previous setup crashes, reported, reply. Will update review fix it, fave macro counting etc.",Positive,0.14745670995670992,0.5887445887445887
+Calorie Counter - Macros,"Love app. Best I've found far track net carbs (displays carb, fiber, sugar). Only thing I would improve would widget could display daily summary.",Positive,0.26666666666666666,0.48333333333333334
+Calorie Counter - Macros,"Finally updated! It's finally updated crash searching. This best macro tracking app, much better MFP!!! Thank fixing it! Galaxy S7",Positive,0.5,0.7
+Calorie Counter - Macros,GARBAGE dont waste time. It refuses work tried multiple times.,Negative,-0.1,0.0
+Calorie Counter - Macros,"Love tracking macros!! Not find common foods database, add create uncommon foods correctly figures macros day! It helped stay track!!",Positive,0.49374999999999997,0.7000000000000001
+Calorie Counter - Macros,I reset phone let I using time I dnt know ID please let's fix ..,Neutral,0.0,0.0
+Calorie Counter - Macros,Love This best tracking there. Just wish tracking weight way select date range see graph instead seeing whole graph.,Positive,0.5666666666666667,0.4333333333333333
+Calorie Counter - Macros,"Works great. Helpful. Fairly user friendly. Only issue bug search items using scanner, find them, pop-up front found item says ""item found"" would like add yes no.... sometime pop-up go away unless press back button yes button 10x or... Full Review",Positive,0.37083333333333335,0.6166666666666667
+Calorie Counter - Macros,"Really Really Good! Let's start saying ads bad I paid remove em purely becuase I want support development app. Some I've tried alot want subscribe etc.. This I need do. Does well too. Sure could revamp make look modern instead like grandmas old kitchen table cloth hey, well done guys. I'll recommending fellow Trainers",Positive,0.19821428571428576,0.5259259259259259
+Calorie Counter - Macros,"Good tracker, poor search function Search function great. You precise. says! Clear interface, looks ok. Database great UK foods. Saturated fat micronutrients missing optionals. UI could better. Setting different macros days week good idea everyone trains days every week. Would better calendar set targets flexibility.",Positive,0.375,0.5527777777777777
+Calorie Counter - Macros,"Update: Online searched fixed!! Thanks!! Once best macro counting app. Only wish 'Overview' screen emphasized macros used remaining little like used since that's main purpose. However, fully functional again. So, I'm good that. Old review: Was working fine. Now crashes every online search. Please fix. It's month... Will switch soon.",Positive,0.29606481481481484,0.425925925925926
+Calorie Counter - Macros,"Update! 4-4-18 NOT work Samsung 8. Please fix! This really best macro app. Please please please fix! Old review:Works great. Really like different features adding food online data base add own. I also like ""if eat this...then macros left"" visual meal meal progress line pie grays great too. Ads annoying either. Great",Positive,0.225,0.5375
+Calorie Counter - Macros,"Almost Perfect Let start saying I uninstalled recent update tried little complicated way I thought I try Macros again. This easist count macros period, straight forward second none overview screen. I wish option add foods food section oher day. The developer fixed broken. Good job.",Positive,0.10138888888888888,0.4833333333333333
+Calorie Counter - Macros,"Pretty good app. It works great track macros, showing I've eaten, also daily goals much I left macro. It also allows store nutrition information foods, entry easy. The problem I can't figure get weight tracker work. If worked would 5/5",Positive,0.36388888888888893,0.5305555555555556
+Calorie Counter - Macros,"Great app, simple use. Way better tracking macros MFP. You need pay cent set exact macro goals track macros. One downfall food database varied MyFitnessPal. So I first week spend lot time entering nutritional information foods eat regularly.",Positive,0.3,0.37789987789987795
+Calorie Counter - Macros,"I never tracked macros exaclty before, tracked nutrition plan carefully long time. This given much insight protein, carbs, fat coming exactly. Love it, like better big everyone uses. Love charts reports, well body log. It's little buggy, creat food pop-up sticks go away, I wish easier edit foods log... minor issues I would given 5. Still... LOVE it. It's helping get shredded!",Positive,0.22638888888888886,0.4111111111111112
+Calorie Counter - Macros,"SIGNIFICANT improvement previous version The minuses: 1) ALL data inputs erased previous version, 2) cannot alter data scanned items (that pull database), 3) scanner crashes almost every time. Other that, user-friendly app. I like need enter calories first; get automatically updated enter macros. As should, we're mainly tracking macros. Other ask calorie entry first. I also like added water tracking feature.",Positive,0.05729166666666667,0.3697916666666667
+Calorie Counter - Macros,"This great. I using years. Recently online look feature stopped working. The loading wheel keeps spinning. Once feature fixed, great again. Very much like fitness pal ability create daily calorie goals, great Intermittent fasting.",Positive,0.3942857142857143,0.4228571428571429
+Calorie Counter - Macros,"I love simplicity versatility. Just I looking for. I like set targets easily doesnt spam suggestions. My criticisms: dates include day week, overview food log dates scroll independently another, would nice see graphs macro water consumption like body weight/fat graphs; minor!",Positive,0.29416666666666663,0.5516666666666667
+Calorie Counter - Macros,Just track macros us outside countries barcode useful. Easy enter food easy re-use it. Highly recommended need barcode social fluff expensive apps. Stars due starts painfully slow general UI navigation far fast well,Positive,0.0526923076923077,0.4767948717948718
+Calorie Counter - Macros,"Powerful Easily readable display information. Able build custom library foods online search feature. Makes easy set meet nutritional body weight goals. My gripe weight & bodyfat tracker graph accurately reflect progress time unless inputs schedule. That is, weigh odd intervals, graph tracks input event, calendar day - causing distortion graph. Still, overall functional type!",Positive,0.27142857142857146,0.5964285714285715
+Calorie Counter - Macros,This generally good app. In fact I've bought paid version. Why lose 2 stars then? Even without ads thing kills battery. Higher usage screen due high network/radio utilisation even background. It's like retrieves ads even paid version. It also seem like starting without Internet connection. There literally need 'always on' behavior.,Positive,0.197,0.42300000000000004
+Calorie Counter - Macros,Simple A simple & clear log log macros track weight. Let users edit weights like edit past food days. Like syncing across multiple devices except new installation wrote older file bad weight data. I would like local control data file (Dropbox similar sync).,Negative,-0.054696969696969674,0.32021645021645023
+Calorie Counter - Macros,"So easy use. Love it. Love options adding H20 foods. Helping keep track dietary intake! Update: best ever but...I got new phone, constantly trying load failing so. Not happy right now.",Positive,0.32255140692640694,0.5821158008658008
+Calorie Counter - Macros,"Update: Why failing open?! This favorite macro counting nothing. I'm trying get back counting macros struggling find replacement. Since swift backlash update developers made improvements. It's easy navigate, clean color coded. You carb cycling customizing days' macros well see macros future past days (awesome).",Positive,0.25625,0.5510416666666667
+Calorie Counter - Macros,"Easy Really easy use, lots foods database, easy add new items. Barcode scanner super helpful. Occasionally asks question twice, asks want add food even though see behind prompt found it. Just say proceed normal.",Positive,0.1899621212121212,0.6370265151515151
+Calorie Counter - Macros,Great little app. I like able track macros. This simple honestly I like that. I would like larger food base bar codes. Also sometimes scan barcode label information reads gets stuck read right. That reason I give 5 stars.,Positive,0.1497767857142857,0.6459821428571428
+Calorie Counter - Macros,"I love app, worked great me. But since I factory reset phone, I can't more. It always hangs ""Loading data..."" And stops. No matter I make new account, always it. I'd love give back 5 stars. But I paid for, work... Can't it.",Positive,0.40606060606060607,0.4840909090909091
+Calorie Counter - Macros,"One issue Love loved new updates, issue moment. Everytime search food item ""online"" instead putting information, doesnt save ""my foods"" everytime try look item long gone ""recent"" tab either search again, create new food item. Could please fix this, thanks",Positive,0.23181818181818184,0.4512987012987013
+Calorie Counter - Macros,Wish bigger food database scanner worked great mind looking many carbs tomato has. Plus food log alphabetical eat lot different foods gotta search big list little annoying,Positive,0.044642857142857144,0.55
+Calorie Counter - Macros,"It's nightmare find logs water, macros, stats I looking for. Then figure I eating much sugar needed pay attention micros want pay $10 bucks month service. I paid $0.99 remove ads happy I 1 everything I looking track.",Positive,0.5,0.6
+Calorie Counter - Macros,"My first body weight entered zero error. The graph USELESS me. I'm unable change first entry therefore I can't see fluctuations weight I try lose weight. Please please please fix this... After all, managing weight main reason using app.",Negative,-0.06666666666666668,0.33999999999999997
+Calorie Counter - Macros,This work all. It continuously says downloading data crashes. No matter I I can't get work anymore. Fix I'll chance 1 Star vote...,Neutral,0.0,0.0
+Calorie Counter - Macros,"I previously used Atkins app... But updated & I like now... So I downloaded app... Wasn't sure I going like first... But get food list going, makes easier... I like can't search food already system... But that's ok I guess, cause usually right anyway... But far I like pretty good ...",Positive,0.3023809523809524,0.6280753968253967
+Calorie Counter - Macros,Not happy app. I've using year lately I cant search online foods. It spins spins. Until fixed I using shame,Negative,-0.19999999999999998,0.6
+Calorie Counter - Macros,"Getting much better Still bit lag I press ""Add Food,"" I definitely tell new version improving. It's going great bugs worked out. 5 stars soon, I bet!",Positive,0.40909090909090906,0.5511363636363636
+Calorie Counter - Macros,"Clean, simple interface. Theoretically easy use, lot bugs, especially around searching saving foods. This makes frustrating use. Seems like updates infrequent, could many bugs still exist. Will continue using issues fixed.",Positive,0.14285714285714285,0.6414965986394557
+Calorie Counter - Macros,"I even open app!! I started initial login kept closing itself. After 7 8 times trying login, I gave uninstalled. I never even entered I tell worth trouble not.",Positive,0.024999999999999994,0.2
+Calorie Counter - Macros,"Good tracker, great database. Easy navigate, enter much little personal info want (e.g., weight). I find database foods great, end entering lot nutritional info manually.",Positive,0.42430555555555555,0.6222222222222222
+Calorie Counter - Macros,New interface awful Most people simply like changes used it. That case here. What used make great ability customize food entry entries stored locally. New problems update: 1. Those entries deleted. 2. The new interface bulky easy navigate. 3. Adding food searching food takes longer due ping server every time add/search food,Positive,0.11304713804713806,0.5754569504569504
+Calorie Counter - Macros,"Great App, really useful tracking macros. Until today, I'm currently unable get past loading details stage since resetting phone! Apart glitch, would recommend anyone",Positive,0.07187500000000002,0.375
+Calorie Counter - Macros,Love app. Makes tracking easy. The food search function works much better I've tried past. I wish possible edit past weights. I accidently entered 0 messes weight loss graph.,Positive,0.15555555555555556,0.5722222222222223
+Calorie Counter - Macros,"Used quit due operational issues. Reinstalled try year, new updates still useless. Cannot search even simple food online, making simply useless.",Negative,-0.19772727272727272,0.31733766233766236
+Calorie Counter - Macros,"This great i've used 2 years. Unfortunately I upgraded phone stopped working, even load. Reluctantly i've start using fitness pal pay premium package. Such shame :(",Negative,-0.11249999999999999,0.8125
+Calorie Counter - Macros,"Difficulty adding saved Food items This working great I adding food food log, trying add food saved category working. I tried restarting phone experiencing still working...making harder count",Positive,0.35000000000000003,0.375
+Calorie Counter - Macros,"great improvable points: 1) bug: I scan new food, ""create new food item"" box appears multiple times 2) improvable: It would great add food I find online ""my food"" section I search 3) improvable: I scan food, I notice search done online firstly and, that, ""my food"" section. It would great opposite sometimes food information online correct. 4) improvable: I add new food I specify weight ""Nutrients per serving"" often nutrition facts label find packaged food reports information per 100 grams would great calculation done automatically insert data.",Positive,0.3859090909090909,0.4696969696969697
+Calorie Counter - Macros,Been using improve years paleo eating tracking macros. First week bit learning curve. After I used several weeks found easy helpful. Down 4 lbs two weeks frustrating plateau feeling better ever!,Positive,0.12546296296296297,0.4759259259259259
+Calorie Counter - Macros,This great tracking macros. Sometimes online foods nutrition googleing amazing. I never write reviews love much to.,Positive,0.525,0.6125
+Calorie Counter - Macros,I've tried counting macros calories fitbit livestrong neither great neither made easy see daily macros (on livestrong + add food RIGHT macro numbers). The user interface could tweaking (like color/theme options darker colors bigger bars macros part) still better anything else I've tried I hope they'll improve time.,Positive,0.3365079365079365,0.5198412698412699
+Calorie Counter - Macros,"Great calculate macros meal prepping macro counting. Takes bit time need enter macros foods barcode scanner, apart great use.",Positive,0.8,0.75
+Calorie Counter - Macros,"I used number trackers. So far, simplest reliable. You pay subscription track macros calories. I love app. It weird bug barcode scanner sometimes, that's it. Great design.",Positive,0.225,0.8375
+Calorie Counter - Macros,"I love nutrient tracking, dislike I YOUR BARCODE READER wants permissions need. Tedious manually add nutrient data! Please let us choose barcode readers...",Positive,0.024999999999999984,0.5666666666666667
+Calorie Counter - Macros,How add water? I would scored higher I able update water intake. I'm sure user error enough pain...,Positive,0.3125,0.6284722222222222
+Calorie Counter - Macros,"Simple, straightforward, well designed Easy see built people know calorie tracking. Simple quick built good size ""foods"" base. Does bunch superfluous features, essential.",Positive,0.13020833333333331,0.540327380952381
+Calorie Counter - Macros,"This far accurate ( calories per gram wise ) ive used including fitness pal. One issues scanning food , sometimes nothing pop aggravating. Keep improving much possible please",Positive,0.30000000000000004,0.8833333333333333
+Calorie Counter - Macros,great ive using year changed phone (from galaxy s4 s5) problems loading back data force closes. Is fix dont want go trouble editing food macros eat.,Positive,0.20000000000000004,0.31666666666666665
+Calorie Counter - Macros,"Was better This great updated it. Simple, fast intuitive. After updated became essentially non functional. They make improvements update working new layout design overly complex, clunky general pain use. Barcode scanner still work!!!!!! This used great app. Looking replacement macro real shame since using years.",Positive,0.25270984996448864,0.49116883116883114
+Calorie Counter - Macros,Literally even allow log in. Just asks I want log crashes repeatedly. Sucks used favorite macro app.,Positive,0.1,0.65
+Calorie Counter - Macros,Thank listening! The new updates wonderful! Thank developers making changes requested some. Very happy that's available now! I especially like I see many macros I left home screen.,Positive,0.44805194805194803,0.6220779220779221
+Calorie Counter - Macros,"I wish scanner I already...like LOT requires little unlike others leaves work much I set goal...my qualm I live abroad everything line...also Scanner...why make tablet built scanner... fix make available redmi note phone instead available device, get 4 stars fix half worth 5 stars.",Positive,0.1545995670995671,0.3238095238095238
+Calorie Counter - Macros,"Best macro tracker, I've tried several finding this! Wish I could delete things ""recent"" list add calories creating new food. Those minor things, overall great app!",Positive,0.298051948051948,0.2792207792207792
+Calorie Counter - Macros,"It's ok ... Not bad. Only problem stored food grams I constantly exit app, convert measurements grams go back add food",Positive,0.16999999999999998,0.5
+Calorie Counter - Macros,Really helpful app. This first time trying keto helped alot! I becoming much aware different nutrients food feeling energetic everyday!,Positive,0.2089285714285714,0.4761904761904762
+Calorie Counter - Macros,"Took bit figure I love it! Pie chart percentage breakdown carbs, fats protein I looking finding apps.",Positive,0.625,0.6
+Calorie Counter - Macros,"Only thing need work Bank scannable foods. You fill 90% items (nutritional values/macros). Otherwise, great. Free tracks macros, sugar, fiber allowances? Yes please!",Positive,0.43333333333333335,0.85
+Calorie Counter - Macros,"'search online' simply work, freezes time I try find something. Also extremely confusing difficult use, I wish would get back old platform everyone used love.",Negative,-0.03333333333333335,0.4261904761904762
+Calorie Counter - Macros,This best macro counter I updated Samsung 8 stopped working. It says loading data becomes unresponsive. please fix!,Positive,1.0,0.3
+Calorie Counter - Macros,"I different phone enjoyed it. So, tries downloading 4 different times. Each time stops loading data shuts itself, says restart app. I give up.",Positive,0.1,0.575
+Calorie Counter - Macros,I 3 weeks can't figure get foods entered. It never recognizes entries.,Neutral,0.0,0.0
+Calorie Counter - Macros,This I need do. The lack fifth star due process enter calories different screen adding food manually. Other I glad I chose others I extremely satisfied it.,Positive,0.15,0.67
+Calorie Counter - Macros,I love used year. Disappointed recently online search option barcode scanner spins never returns result. It used work great. It's pain enter every food manually.,Positive,0.1375,0.5875
+Calorie Counter - Macros,Very simple & easy. It kind freaks recognize barcode scan closes I like way shows macros used unused.,Positive,0.3444444444444444,0.7325396825396826
+Calorie Counter - Macros,"My go macros. A bit pain first start add everything (I've found online stuff, I presume user added, always correct quick Google self add rectifies it). Completely free unlike others, good should!",Positive,0.46458333333333335,0.5583333333333333
+Calorie Counter - Macros,Great app..lacks food bank. This great tracking macros. It could complete food bank items go search things. But I like alot!!,Positive,0.5854166666666667,0.6333333333333333
+Calorie Counter - Macros,It's ok The bar scanner junk. It says found item says makes add everything. All else looks good far.,Positive,0.43333333333333335,0.7000000000000001
+Calorie Counter - Macros,I'm pleasantly surprised improvements terrible recent update. I would see option create meals individual food items could saved copied food log.,Negative,-0.225,0.6375
+Calorie Counter - Macros,It I need well. I wish could remove food made mistake. Other great!,Positive,0.4375,0.5625
+Calorie Counter - Macros,"Like payed remove ads. But big problem cannot input carbs, protein etc half grams full grams. Not good counting carbs etc, please change I rate five stars!",Negative,-0.06354166666666666,0.3541666666666667
+Calorie Counter - Macros,"I absolutely love it! It gives option adding food, lifesaver someone like cooks time. I wish would give us option wanted food search automatically start (online VS recent VS food) minor annoyance.",Positive,0.19166666666666665,0.35000000000000003
+Calorie Counter - Macros,Worked great I switched phones. Now crashes I start up. And make matters worse I paid ad free version.,Positive,0.26666666666666666,0.7166666666666668
+Calorie Counter - Macros,It's good log let's know numbers would submit recognize lot specialty foods. You option manually enter time freezes.,Positive,0.7,0.6000000000000001
+Calorie Counter - Macros,"The absolutely amazing, three days ago lost online food database. At first I thought connection I tried different Wi-Fi connections data connection still says products found searching online. Even something simple Chicken. Tried products I already saved still says product found. No matter I type in, definitely like before. I emailed problem never got response back. It would greatly appreciated issue could fixed! Thanks.",Positive,0.07750000000000001,0.4140476190476191
+Calorie Counter - Macros,"Liked before, upgrades helped alot. I used never able find anything online. That works great now. Love water tracking feature added too.",Positive,0.4125,0.69375
+Calorie Counter - Macros,"So helpful! This made tracking macros recent venture keto diet manageable. It lacks decent database foods already stored, there's little bit set time goes first couple weeks food log eat similar foods daily, becomes quick easy.",Positive,0.12447916666666667,0.4354166666666667
+Calorie Counter - Macros,Easy nice overview Bought full version even though ads flashy really anything else - show support app.,Positive,0.21666666666666665,0.6166666666666668
+Calorie Counter - Macros,This turned best tracking macros... I can't log without crashing. Been since updated. Seems incompatible 8+,Positive,1.0,0.3
+Calorie Counter - Macros,"Still Having Problems Keeps telling loading data crashes, tried redownloading still crashes. This far frustrating incomplete update I've ever seen.",Negative,-0.15000000000000002,0.95
+Calorie Counter - Macros,I love simplicity pleasant uncluttered design. I would love see feature adding individual food items recipes save meals repeated food log apart everything I need want macro counter!,Positive,0.43333333333333335,0.6416666666666666
+Calorie Counter - Macros,"2018 update: online search work I'm pretty sure I stopped using last year too. Update: great simple, online food search works again. So helpful pretty easy",Positive,0.3190476190476191,0.6994331065759638
+Calorie Counter - Macros,Good keeping track Good keeping daily macro counts .wish could set different targets day save. Has freezing up.,Positive,0.35,0.45000000000000007
+Calorie Counter - Macros,"Woke totally changed terrible! I can't customize macros day (rest vs training day), database gone, can't pre-program day. I'll find new now. Frig. Update: worked getting better. It's almost back normal features better used be. I'd request adding back option see week laid like old version I see days I programmed different macros.",Positive,0.038636363636363635,0.46545454545454545
+Calorie Counter - Macros,The thing I wish offered net carbs option Ketogenic diet I accurate number day. Also seem like Online tool looking food many options. Is way expand this?,Positive,0.30000000000000004,0.37777777777777777
+Calorie Counter - Macros,"Great, intuitive useful app. Thanks development team continuing make better. Here's suggestion next update: Add way track net carbs, carbs minus fiber, along daily tracking macros. easy enough eyeball difference carbs fiber day goes on, separate net carbs figure option would really make convenient folks ketogenic diet. Thanks excellent app.",Positive,0.25238095238095243,0.3059523809523809
+Calorie Counter - Macros,Finally everything works great I happy app. Simple without useless features myfitness pal. If add option add proteins/carbs/fat (and programme calculate calories) calories I give 5 stars. You know sometimes I rounded food I eaten restaurant etc,Positive,0.22000000000000003,0.6614285714285715
+Calorie Counter - Macros,Its awesome. My tiny complaint... wish I could put pc synch info. But I still love it!,Positive,0.33125,0.575
+Calorie Counter - Macros,Pros & Cons Pros: loads tons senseless advices. User friendly. Good graph. Cons: stats working. New food upload cranky. Customer anyone?,Positive,0.4037878787878788,0.5181818181818182
+Calorie Counter - Macros,"The new interface much better bugs removed, work I reset entire app. It takes long remember previously entered foods I go record meal. If I enter decimal point portion size dialog crashes. When giving break I've eaten today weighs grams fat versus grams carb vs protein. Not calories consumed. Also Appmoto release broken product, fixed quickly still broken. This close five star rating stuff prevents that.",Positive,0.005892255892255887,0.4051346801346801
+Calorie Counter - Macros,"Pretty basic algorithms calories macros. It would nice supported user fully include calories burned overall goal support. Perhaps future, solid app. Wish rembered typed food log.",Positive,0.14166666666666666,0.39166666666666666
+Calorie Counter - Macros,"Only thing would make better option editing previous day(s)... macros aspect great! The calories remaining (upon item entry) impressive. I've tried variety macro trackers, best!",Positive,0.5555555555555556,0.6194444444444445
+Calorie Counter - Macros,It's star due way add food previous day delete food already logged. Other great big problems me! Plus there's way track much fitness done day also adjust much need eat.,Positive,0.11190476190476192,0.3095238095238095
+Calorie Counter - Macros,"Fab little tracking macros, I've started Keto, idea I could eat, percentages XYZ I allowed, helped immensely. Had pay small fee remove ad's happy something that's helpful. Keep good work Appmoto. Update - longer works new Android Oreo update, loads data previous setup crashes, reported, reply. Will update review fix it, fave macro counting etc.",Positive,0.14745670995670992,0.5887445887445887
+Calorie Counter - Macros,"Love app. Best I've found far track net carbs (displays carb, fiber, sugar). Only thing I would improve would widget could display daily summary.",Positive,0.26666666666666666,0.48333333333333334
+Calorie Counter - Macros,"Finally updated! It's finally updated crash searching. This best macro tracking app, much better MFP!!! Thank fixing it! Galaxy S7",Positive,0.5,0.7
+Calorie Counter - Macros,GARBAGE dont waste time. It refuses work tried multiple times.,Negative,-0.1,0.0
+Calorie Counter - Macros,"Love tracking macros!! Not find common foods database, add create uncommon foods correctly figures macros day! It helped stay track!!",Positive,0.49374999999999997,0.7000000000000001
+Calorie Counter - Macros,I reset phone let I using time I dnt know ID please let's fix ..,Neutral,0.0,0.0
+Calorie Counter - Macros,Love This best tracking there. Just wish tracking weight way select date range see graph instead seeing whole graph.,Positive,0.5666666666666667,0.4333333333333333
+Calorie Counter - MyFitnessPal,That lot rate features. I everyday. One aspect missing I pay full version. I beginning bodybuilding bodybuilding workouts I burn probably additional 2 300 calories however count calorie burn strength training workouts. That important feature feature available I definitely pay full version,Positive,0.15714285714285717,0.5214285714285715
+Calorie Counter - MyFitnessPal,"There's ""low carb"" option, lack ""net carbs"" showstopper. When looking documentation, appears 67 pages people requesting ability record net carbs. All responses state they'll look future. This seems like classic case company listening users.",Positive,0.03333333333333333,0.11833333333333333
+Calorie Counter - MyFitnessPal,"Great app, works! I'm guessing update last day, total calories calculating properly. I 0 left macros, 100 calories left use. That can't right!? Please fix I'll happily review rating! Ps - especially frustrating, TWO paid subscriptions house.",Positive,0.19464285714285715,0.5127976190476191
+Calorie Counter - MyFitnessPal,Everytime I try go Steps states error occurred won't sync step counting. Very frustrating. Calorie counting awesome. Just wish worked partly work isnt helpful could,Positive,0.24,1.0
+Calorie Counter - MyFitnessPal,Since I first rated 4* back 2013 UA taken fat bloated features I want can't really avoid. The simplicity usefulness sacrificed style corporate self promotion. Currently trying alternatives unlikely come back.,Negative,-0.007142857142857141,0.20476190476190476
+Calorie Counter - MyFitnessPal,"Great app, useful, incredible amount foods available, daily calorie fine tuning function goals nice functionality. However, frequent issues synching steps trackers frustrating prevent giving 5 stars.",Positive,0.3462962962962963,0.5277777777777778
+Calorie Counter - MyFitnessPal,"Doesn't connect Google Fit track steps. I wanted try see I could track carbs without premium, that's available premium. Which like I'm using, connect Google Fit carbs still premium feature. Definitely reason other. :(",Positive,0.054166666666666696,0.5125000000000001
+Calorie Counter - MyFitnessPal,"I love app. I Samsung phone naturally I also S Health, come close app. The complaint I (and big one) I can't submit daily diary I least X amount calories. I understand want eat X amount, choice. I able submit diary even I'm under. My body hungry still wanted eat more. I eat stomach growls I stop I'm satisfied. Right I'm morbidly obese, body asking much (trust plenty eat on), ask food feed it. Please fix issue I'll happy change review five stars.",Positive,0.23214285714285712,0.46339285714285716
+Calorie Counter - MyFitnessPal,"A good help keep track your calorie intake. Only downside calculate calories burnt weightlifting. If get function working, I gladly buy premium.",Positive,0.39999999999999997,0.8666666666666667
+Calorie Counter - MyFitnessPal,"Absolute junk. This program consistent issues syncing multiple devices. From problems Fitbit problems Garmin, problems Android wear problems scale syncing garmin connect....the key junk software MyFitnessPal.",Positive,0.1125,0.5375
+Calorie Counter - MyFitnessPal,"I expect convenience paid app. If set calories macros targets %, input multiple 5. For example, set 35% 40% target macros. And need 37% - sorry, app. If decide set targets grams, can't input number, scroll. Which nightmare when, let's say, 30g carbs day, next refeed 250g carbs, go back low. Very inconvenient stupid ways inputs. Not mention app's default suggestions calories, macros, calories split meals others nonsense.",Negative,-0.29714285714285715,0.4714285714285714
+Calorie Counter - MyFitnessPal,When worked great features. The problem? It work. It consistently crashed. After week fighting I ditched it. Too bad features would helpful.,Positive,0.11666666666666674,0.5555555555555555
+Calorie Counter - MyFitnessPal,"Been using mfp long time. Presently 200 days row. Evidence shows I log I eating I keep control things body. When I stop logging, skinny jeans go back closet.",Negative,-0.016666666666666666,0.13333333333333333
+Calorie Counter - MyFitnessPal,"Great concept layout however 3 days I've found several foods bar code scanned inaccurate nutritional data, knowledge there's way edit correct data without completely adding entry manually. Also disappointed even premium cant estimate calories burnt strength exercises, worse yet cant add edit value making pretty pointless even track point.",Negative,-0.03571428571428571,0.5714285714285714
+Calorie Counter - MyFitnessPal,"This optimisation issue LG G4 phones. The result phone unable restart becomes stuck whilst booting. Once issue resolved I amend review. Here report log phone developer: art/dex2oat/dex2oat.cc:416] dex2oat finish 570 seconds 08-05 11:56:43.933 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1248000 08-05 11:56:43.963 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1344000 08-05 11:56:43.965 436 436 E installd: DexInv: --- END '/data/app/com.myfitnesspal.android-1/base.apk' --- status=0x0100, process failed",Negative,-0.2,0.25
+Calorie Counter - MyFitnessPal,It keeps saying cannot connect server. I tried uninstalling restarting phone still luck. It's like since last night,Neutral,0.0,0.06666666666666667
+Calorie Counter - MyFitnessPal,"I really liked able scan search huge database food adding easily many calories I consume but, I would like way keep track directly add calories I burned excercise without need another app. Since I already know much I burn excercises I did.",Positive,0.38333333333333336,0.5708333333333334
+Calorie Counter - MyFitnessPal,I've used myfitnesspal since 2013. It's gotten better easier time passes. It easy even easier . I wish option mark day fasting day. Twice week 'dcolds' I've eaten enough.,Positive,0.3111111111111111,0.6111111111111112
+Calorie Counter - MyFitnessPal,Finally sticking I started! Thanks Fitness Pal!,Positive,0.125,0.6
+Calorie Counter - MyFitnessPal,It even let login. It keeps saying can't connect server. Fix it!,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Couldn't even get passed log in. Tried two different emails even verifying I log in.. unfortunately,Negative,-0.25,0.8
+Calorie Counter - MyFitnessPal,unusable. lags. tons ads . turns logging meal complicated frustrating procedure. hordid,Negative,-0.45,0.95
+Calorie Counter - MyFitnessPal,"Fantastic, quick easy lost 1 stone weight can't complain, looking forward losing fun way",Positive,0.3666666666666667,0.6083333333333334
+Calorie Counter - MyFitnessPal,Adding food getting logged properly.. need resolution please,Neutral,0.0,0.1
+Calorie Counter - MyFitnessPal,There many ads get way. It's turned YouTube!,Positive,0.625,0.5
+Calorie Counter - MyFitnessPal,Absolute joke! Can't even make account rubbish,Positive,0.25,0.9
+Calorie Counter - MyFitnessPal,"I love app! It makes easy track food taking care newborn since many ways quickly add every brand food imaginable, including setting meals importing recipes minimal typing",Positive,0.3583333333333333,0.6066666666666667
+Calorie Counter - MyFitnessPal,I eat thing every single morning I put tap I also eat similar things lunch dinner I put things together I go make I tap usually amounts day,Negative,-0.10714285714285714,0.2880952380952381
+Calorie Counter - MyFitnessPal,I would prefer didnt purchases (subscription) good tried free month sure ill keep 10 bucks lot 5 would better.,Positive,0.32,0.7577777777777778
+Calorie Counter - MyFitnessPal,"Awesome ! Keeps track food items, macros, exercise gives detailed list end week! Way better Weight Watchers !!!!",Positive,0.8333333333333334,0.75
+Calorie Counter - MyFitnessPal,This would perfect tracked net carbs allowed calorie counts strength workouts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,"The paid version great. Excellent charts help see percentages macros. Also good substitute ideas, selection groceries (info) seemingly limitless well. Best diet planner date!!!",Positive,0.875,0.6625
+Calorie Counter - MyFitnessPal,No option build muscle slim,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,"The Food diary bit great, good, I keep uninstalling reinstall sync Strava, anything I put main",Positive,0.5555555555555556,0.5611111111111111
+Calorie Counter - MyFitnessPal,Sucks even let get past email process... tired trying galaxy s9+,Negative,-0.3166666666666667,0.4166666666666667
+Calorie Counter - MyFitnessPal,nan,nan,nan,nan
+Calorie Counter - MyFitnessPal,"Best I've used, wish pay monthly cheaper. So buying premium yet",Positive,1.0,0.3
+Calorie Counter - MyFitnessPal,Will let log many attempts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,This makes life much easier!!,Positive,0.3125,0.2
+Calorie Counter - MyFitnessPal,Was working great update. Now open phone. Good job.,Positive,0.5,0.6166666666666667
+Calorie Counter - MyFitnessPal,That lot rate features. I everyday. One aspect missing I pay full version. I beginning bodybuilding bodybuilding workouts I burn probably additional 2 300 calories however count calorie burn strength training workouts. That important feature feature available I definitely pay full version,Positive,0.15714285714285717,0.5214285714285715
+Calorie Counter - MyFitnessPal,"There's ""low carb"" option, lack ""net carbs"" showstopper. When looking documentation, appears 67 pages people requesting ability record net carbs. All responses state they'll look future. This seems like classic case company listening users.",Positive,0.03333333333333333,0.11833333333333333
+Calorie Counter - MyFitnessPal,"Great app, works! I'm guessing update last day, total calories calculating properly. I 0 left macros, 100 calories left use. That can't right!? Please fix I'll happily review rating! Ps - especially frustrating, TWO paid subscriptions house.",Positive,0.19464285714285715,0.5127976190476191
+Calorie Counter - MyFitnessPal,Everytime I try go Steps states error occurred won't sync step counting. Very frustrating. Calorie counting awesome. Just wish worked partly work isnt helpful could,Positive,0.24,1.0
+Calorie Counter - MyFitnessPal,Since I first rated 4* back 2013 UA taken fat bloated features I want can't really avoid. The simplicity usefulness sacrificed style corporate self promotion. Currently trying alternatives unlikely come back.,Negative,-0.007142857142857141,0.20476190476190476
+Calorie Counter - MyFitnessPal,"This optimisation issue LG G4 phones. The result phone unable restart becomes stuck whilst booting. Once issue resolved I amend review. Here report log phone developer: art/dex2oat/dex2oat.cc:416] dex2oat finish 570 seconds 08-05 11:56:43.933 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1248000 08-05 11:56:43.963 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1344000 08-05 11:56:43.965 436 436 E installd: DexInv: --- END '/data/app/com.myfitnesspal.android-1/base.apk' --- status=0x0100, process failed",Negative,-0.2,0.25
+Calorie Counter - MyFitnessPal,"Great app, useful, incredible amount foods available, daily calorie fine tuning function goals nice functionality. However, frequent issues synching steps trackers frustrating prevent giving 5 stars.",Positive,0.3462962962962963,0.5277777777777778
+Calorie Counter - MyFitnessPal,"Doesn't connect Google Fit track steps. I wanted try see I could track carbs without premium, that's available premium. Which like I'm using, connect Google Fit carbs still premium feature. Definitely reason other. :(",Positive,0.054166666666666696,0.5125000000000001
+Calorie Counter - MyFitnessPal,"I love app. I Samsung phone naturally I also S Health, come close app. The complaint I (and big one) I can't submit daily diary I least X amount calories. I understand want eat X amount, choice. I able submit diary even I'm under. My body hungry still wanted eat more. I eat stomach growls I stop I'm satisfied. Right I'm morbidly obese, body asking much (trust plenty eat on), ask food feed it. Please fix issue I'll happy change review five stars.",Positive,0.23214285714285712,0.46339285714285716
+Calorie Counter - MyFitnessPal,"A good help keep track your calorie intake. Only downside calculate calories burnt weightlifting. If get function working, I gladly buy premium.",Positive,0.39999999999999997,0.8666666666666667
+Calorie Counter - MyFitnessPal,"Absolute junk. This program consistent issues syncing multiple devices. From problems Fitbit problems Garmin, problems Android wear problems scale syncing garmin connect....the key junk software MyFitnessPal.",Positive,0.1125,0.5375
+Calorie Counter - MyFitnessPal,"I expect convenience paid app. If set calories macros targets %, input multiple 5. For example, set 35% 40% target macros. And need 37% - sorry, app. If decide set targets grams, can't input number, scroll. Which nightmare when, let's say, 30g carbs day, next refeed 250g carbs, go back low. Very inconvenient stupid ways inputs. Not mention app's default suggestions calories, macros, calories split meals others nonsense.",Negative,-0.29714285714285715,0.4714285714285714
+Calorie Counter - MyFitnessPal,When worked great features. The problem? It work. It consistently crashed. After week fighting I ditched it. Too bad features would helpful.,Positive,0.11666666666666674,0.5555555555555555
+Calorie Counter - MyFitnessPal,"Been using mfp long time. Presently 200 days row. Evidence shows I log I eating I keep control things body. When I stop logging, skinny jeans go back closet.",Negative,-0.016666666666666666,0.13333333333333333
+Calorie Counter - MyFitnessPal,"Great concept layout however 3 days I've found several foods bar code scanned inaccurate nutritional data, knowledge there's way edit correct data without completely adding entry manually. Also disappointed even premium cant estimate calories burnt strength exercises, worse yet cant add edit value making pretty pointless even track point.",Negative,-0.03571428571428571,0.5714285714285714
+Calorie Counter - MyFitnessPal,It keeps saying cannot connect server. I tried uninstalling restarting phone still luck. It's like since last night,Neutral,0.0,0.06666666666666667
+Calorie Counter - MyFitnessPal,"I really liked able scan search huge database food adding easily many calories I consume but, I would like way keep track directly add calories I burned excercise without need another app. Since I already know much I burn excercises I did.",Positive,0.38333333333333336,0.5708333333333334
+Calorie Counter - MyFitnessPal,I've used myfitnesspal since 2013. It's gotten better easier time passes. It easy even easier . I wish option mark day fasting day. Twice week 'dcolds' I've eaten enough.,Positive,0.3111111111111111,0.6111111111111112
+Calorie Counter - MyFitnessPal,Finally sticking I started! Thanks Fitness Pal!,Positive,0.125,0.6
+Calorie Counter - MyFitnessPal,It even let login. It keeps saying can't connect server. Fix it!,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Couldn't even get passed log in. Tried two different emails even verifying I log in.. unfortunately,Negative,-0.25,0.8
+Calorie Counter - MyFitnessPal,unusable. lags. tons ads . turns logging meal complicated frustrating procedure. hordid,Negative,-0.45,0.95
+Calorie Counter - MyFitnessPal,"Fantastic, quick easy lost 1 stone weight can't complain, looking forward losing fun way",Positive,0.3666666666666667,0.6083333333333334
+Calorie Counter - MyFitnessPal,Adding food getting logged properly.. need resolution please,Neutral,0.0,0.1
+Calorie Counter - MyFitnessPal,There many ads get way. It's turned YouTube!,Positive,0.625,0.5
+Calorie Counter - MyFitnessPal,Absolute joke! Can't even make account rubbish,Positive,0.25,0.9
+Calorie Counter - MyFitnessPal,"I love app! It makes easy track food taking care newborn since many ways quickly add every brand food imaginable, including setting meals importing recipes minimal typing",Positive,0.3583333333333333,0.6066666666666667
+Calorie Counter - MyFitnessPal,I eat thing every single morning I put tap I also eat similar things lunch dinner I put things together I go make I tap usually amounts day,Negative,-0.10714285714285714,0.2880952380952381
+Calorie Counter - MyFitnessPal,I would prefer didnt purchases (subscription) good tried free month sure ill keep 10 bucks lot 5 would better.,Positive,0.32,0.7577777777777778
+Calorie Counter - MyFitnessPal,"Awesome ! Keeps track food items, macros, exercise gives detailed list end week! Way better Weight Watchers !!!!",Positive,0.8333333333333334,0.75
+Calorie Counter - MyFitnessPal,This would perfect tracked net carbs allowed calorie counts strength workouts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,"The paid version great. Excellent charts help see percentages macros. Also good substitute ideas, selection groceries (info) seemingly limitless well. Best diet planner date!!!",Positive,0.875,0.6625
+Calorie Counter - MyFitnessPal,No option build muscle slim,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,"The Food diary bit great, good, I keep uninstalling reinstall sync Strava, anything I put main",Positive,0.5555555555555556,0.5611111111111111
+Calorie Counter - MyFitnessPal,Sucks even let get past email process... tired trying galaxy s9+,Negative,-0.3166666666666667,0.4166666666666667
+Calorie Counter - MyFitnessPal,nan,nan,nan,nan
+Calorie Counter - MyFitnessPal,"Best I've used, wish pay monthly cheaper. So buying premium yet",Positive,1.0,0.3
+Calorie Counter - MyFitnessPal,Will let log many attempts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,This makes life much easier!!,Positive,0.3125,0.2
+Calorie Counter - MyFitnessPal,Was working great update. Now open phone. Good job.,Positive,0.5,0.6166666666666667
+Calorie Counter - MyFitnessPal,That lot rate features. I everyday. One aspect missing I pay full version. I beginning bodybuilding bodybuilding workouts I burn probably additional 2 300 calories however count calorie burn strength training workouts. That important feature feature available I definitely pay full version,Positive,0.15714285714285717,0.5214285714285715
+Calorie Counter - MyFitnessPal,"There's ""low carb"" option, lack ""net carbs"" showstopper. When looking documentation, appears 67 pages people requesting ability record net carbs. All responses state they'll look future. This seems like classic case company listening users.",Positive,0.03333333333333333,0.11833333333333333
+Calorie Counter - MyFitnessPal,"Great app, works! I'm guessing update last day, total calories calculating properly. I 0 left macros, 100 calories left use. That can't right!? Please fix I'll happily review rating! Ps - especially frustrating, TWO paid subscriptions house.",Positive,0.19464285714285715,0.5127976190476191
+Calorie Counter - MyFitnessPal,Everytime I try go Steps states error occurred won't sync step counting. Very frustrating. Calorie counting awesome. Just wish worked partly work isnt helpful could,Positive,0.24,1.0
+Calorie Counter - MyFitnessPal,Since I first rated 4* back 2013 UA taken fat bloated features I want can't really avoid. The simplicity usefulness sacrificed style corporate self promotion. Currently trying alternatives unlikely come back.,Negative,-0.007142857142857141,0.20476190476190476
+Calorie Counter - MyFitnessPal,"This optimisation issue LG G4 phones. The result phone unable restart becomes stuck whilst booting. Once issue resolved I amend review. Here report log phone developer: art/dex2oat/dex2oat.cc:416] dex2oat finish 570 seconds 08-05 11:56:43.933 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1248000 08-05 11:56:43.963 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1344000 08-05 11:56:43.965 436 436 E installd: DexInv: --- END '/data/app/com.myfitnesspal.android-1/base.apk' --- status=0x0100, process failed",Negative,-0.2,0.25
+Calorie Counter - MyFitnessPal,"Great app, useful, incredible amount foods available, daily calorie fine tuning function goals nice functionality. However, frequent issues synching steps trackers frustrating prevent giving 5 stars.",Positive,0.3462962962962963,0.5277777777777778
+Calorie Counter - MyFitnessPal,"Doesn't connect Google Fit track steps. I wanted try see I could track carbs without premium, that's available premium. Which like I'm using, connect Google Fit carbs still premium feature. Definitely reason other. :(",Positive,0.054166666666666696,0.5125000000000001
+Calorie Counter - MyFitnessPal,"I love app. I Samsung phone naturally I also S Health, come close app. The complaint I (and big one) I can't submit daily diary I least X amount calories. I understand want eat X amount, choice. I able submit diary even I'm under. My body hungry still wanted eat more. I eat stomach growls I stop I'm satisfied. Right I'm morbidly obese, body asking much (trust plenty eat on), ask food feed it. Please fix issue I'll happy change review five stars.",Positive,0.23214285714285712,0.46339285714285716
+Calorie Counter - MyFitnessPal,"A good help keep track your calorie intake. Only downside calculate calories burnt weightlifting. If get function working, I gladly buy premium.",Positive,0.39999999999999997,0.8666666666666667
+Calorie Counter - MyFitnessPal,"Absolute junk. This program consistent issues syncing multiple devices. From problems Fitbit problems Garmin, problems Android wear problems scale syncing garmin connect....the key junk software MyFitnessPal.",Positive,0.1125,0.5375
+Calorie Counter - MyFitnessPal,"I expect convenience paid app. If set calories macros targets %, input multiple 5. For example, set 35% 40% target macros. And need 37% - sorry, app. If decide set targets grams, can't input number, scroll. Which nightmare when, let's say, 30g carbs day, next refeed 250g carbs, go back low. Very inconvenient stupid ways inputs. Not mention app's default suggestions calories, macros, calories split meals others nonsense.",Negative,-0.29714285714285715,0.4714285714285714
+Calorie Counter - MyFitnessPal,When worked great features. The problem? It work. It consistently crashed. After week fighting I ditched it. Too bad features would helpful.,Positive,0.11666666666666674,0.5555555555555555
+Calorie Counter - MyFitnessPal,"Been using mfp long time. Presently 200 days row. Evidence shows I log I eating I keep control things body. When I stop logging, skinny jeans go back closet.",Negative,-0.016666666666666666,0.13333333333333333
+Calorie Counter - MyFitnessPal,"Great concept layout however 3 days I've found several foods bar code scanned inaccurate nutritional data, knowledge there's way edit correct data without completely adding entry manually. Also disappointed even premium cant estimate calories burnt strength exercises, worse yet cant add edit value making pretty pointless even track point.",Negative,-0.03571428571428571,0.5714285714285714
+Calorie Counter - MyFitnessPal,It keeps saying cannot connect server. I tried uninstalling restarting phone still luck. It's like since last night,Neutral,0.0,0.06666666666666667
+Calorie Counter - MyFitnessPal,"I really liked able scan search huge database food adding easily many calories I consume but, I would like way keep track directly add calories I burned excercise without need another app. Since I already know much I burn excercises I did.",Positive,0.38333333333333336,0.5708333333333334
+Calorie Counter - MyFitnessPal,I've used myfitnesspal since 2013. It's gotten better easier time passes. It easy even easier . I wish option mark day fasting day. Twice week 'dcolds' I've eaten enough.,Positive,0.3111111111111111,0.6111111111111112
+Calorie Counter - MyFitnessPal,Finally sticking I started! Thanks Fitness Pal!,Positive,0.125,0.6
+Calorie Counter - MyFitnessPal,It even let login. It keeps saying can't connect server. Fix it!,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Couldn't even get passed log in. Tried two different emails even verifying I log in.. unfortunately,Negative,-0.25,0.8
+Calorie Counter - MyFitnessPal,unusable. lags. tons ads . turns logging meal complicated frustrating procedure. hordid,Negative,-0.45,0.95
+Calorie Counter - MyFitnessPal,"Fantastic, quick easy lost 1 stone weight can't complain, looking forward losing fun way",Positive,0.3666666666666667,0.6083333333333334
+Calorie Counter - MyFitnessPal,Adding food getting logged properly.. need resolution please,Neutral,0.0,0.1
+Calorie Counter - MyFitnessPal,There many ads get way. It's turned YouTube!,Positive,0.625,0.5
+Calorie Counter - MyFitnessPal,Absolute joke! Can't even make account rubbish,Positive,0.25,0.9
+Calorie Counter - MyFitnessPal,"I love app! It makes easy track food taking care newborn since many ways quickly add every brand food imaginable, including setting meals importing recipes minimal typing",Positive,0.3583333333333333,0.6066666666666667
+Calorie Counter - MyFitnessPal,I eat thing every single morning I put tap I also eat similar things lunch dinner I put things together I go make I tap usually amounts day,Negative,-0.10714285714285714,0.2880952380952381
+Calorie Counter - MyFitnessPal,I would prefer didnt purchases (subscription) good tried free month sure ill keep 10 bucks lot 5 would better.,Positive,0.32,0.7577777777777778
+Calorie Counter - MyFitnessPal,"Awesome ! Keeps track food items, macros, exercise gives detailed list end week! Way better Weight Watchers !!!!",Positive,0.8333333333333334,0.75
+Calorie Counter - MyFitnessPal,This would perfect tracked net carbs allowed calorie counts strength workouts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,"The paid version great. Excellent charts help see percentages macros. Also good substitute ideas, selection groceries (info) seemingly limitless well. Best diet planner date!!!",Positive,0.875,0.6625
+Calorie Counter - MyFitnessPal,No option build muscle slim,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,"The Food diary bit great, good, I keep uninstalling reinstall sync Strava, anything I put main",Positive,0.5555555555555556,0.5611111111111111
+Calorie Counter - MyFitnessPal,Sucks even let get past email process... tired trying galaxy s9+,Negative,-0.3166666666666667,0.4166666666666667
+Calorie Counter - MyFitnessPal,nan,nan,nan,nan
+Calorie Counter - MyFitnessPal,"Best I've used, wish pay monthly cheaper. So buying premium yet",Positive,1.0,0.3
+Calorie Counter - MyFitnessPal,Will let log many attempts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,This makes life much easier!!,Positive,0.3125,0.2
+Calorie Counter - MyFitnessPal,Was working great update. Now open phone. Good job.,Positive,0.5,0.6166666666666667
+Calorie Counter - MyFitnessPal,That lot rate features. I everyday. One aspect missing I pay full version. I beginning bodybuilding bodybuilding workouts I burn probably additional 2 300 calories however count calorie burn dur... Full Review,Positive,0.07499999999999998,0.43750000000000006
+Calorie Counter - MyFitnessPal,"There's ""low carb"" option, lack ""net carbs"" showstopper. When looking documentation, appears 67 pages people requesting ability record net carbs. All responses state they'll look future. This seems like classic case company listening users.",Positive,0.03333333333333333,0.11833333333333333
+Calorie Counter - MyFitnessPal,"Great app, works! I'm guessing update last day, total calories calculating properly. I 0 left macros, 100 calories left use. That can't right!? Please fix I'll happily review rating! Ps - especially frustrating, TWO paid subscriptions house.",Positive,0.19464285714285715,0.5127976190476191
+Calorie Counter - MyFitnessPal,Everytime I try go Steps states error occurred won't sync step counting. Very frustrating. Calorie counting awesome. Just wish worked partly work isnt helpful could,Positive,0.24,1.0
+Calorie Counter - MyFitnessPal,Since I first rated 4* back 2013 UA taken fat bloated features I want can't really avoid. The simplicity usefulness sacrificed style corporate self promotion. Currently trying alternatives unlikely come back.,Negative,-0.007142857142857141,0.20476190476190476
+Calorie Counter - MyFitnessPal,"This optimisation issue LG G4 phones. The result phone unable restart becomes stuck whilst booting. Once issue resolved I amend review. Here report log phone developer: art/dex2oat/dex2oat.cc:416] dex2oat finish 570 seconds 08-05 11:56:43.933 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1248000 08-05 11:56:43.963 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1344000 08-05 11:56:43.965 436 436 E installd: DexInv: --- END '/data/app/com.myfitnesspal.android-1/base.apk' --- status=0x0100, process failed",Negative,-0.2,0.25
+Calorie Counter - MyFitnessPal,"Great app, useful, incredible amount foods available, daily calorie fine tuning function goals nice functionality. However, frequent issues synching steps trackers frustrating prevent giving 5 stars.",Positive,0.3462962962962963,0.5277777777777778
+Calorie Counter - MyFitnessPal,"Doesn't connect Google Fit track steps. I wanted try see I could track carbs without premium, that's available premium. Which like I'm using, connect Google Fit carbs still premium feature. Definitely reason other. :(",Positive,0.054166666666666696,0.5125000000000001
+Calorie Counter - MyFitnessPal,"I love app. I Samsung phone naturally I also S Health, come close app. The complaint I (and big one) I can't submit daily diary I least X amount calories. I understand want eat X amount, choice. I able submit diary even I'm under. My body hungry still wanted eat more. I eat stomach growls I stop I'm satisfied. Right I'm morbidly obese, body asking much (trust plenty eat on), ask food feed it. Please fix issue I'll happy change review five stars.",Positive,0.23214285714285712,0.46339285714285716
+Calorie Counter - MyFitnessPal,"A good help keep track your calorie intake. Only downside calculate calories burnt weightlifting. If get function working, I gladly buy premium.",Positive,0.39999999999999997,0.8666666666666667
+Calorie Counter - MyFitnessPal,"Absolute junk. This program consistent issues syncing multiple devices. From problems Fitbit problems Garmin, problems Android wear problems scale syncing garmin connect....the key junk software MyFitnessPal.",Positive,0.1125,0.5375
+Calorie Counter - MyFitnessPal,"I expect convenience paid app. If set calories macros targets %, input multiple 5. For example, set 35% 40% target macros. And need 37% - sorry, app. If decide set targets grams, can't input number, scroll. Which nightmare when, let's say, 30g carbs day, next refeed 250g carbs, go back low. Very inconvenient stupid ways inputs. Not mention app's default suggestions calories, macros, calories split meals others nonsense.",Negative,-0.29714285714285715,0.4714285714285714
+Calorie Counter - MyFitnessPal,When worked great features. The problem? It work. It consistently crashed. After week fighting I ditched it. Too bad features would helpful.,Positive,0.11666666666666674,0.5555555555555555
+Calorie Counter - MyFitnessPal,"Been using mfp long time. Presently 200 days row. Evidence shows I log I eating I keep control things body. When I stop logging, skinny jeans go back closet.",Negative,-0.016666666666666666,0.13333333333333333
+Calorie Counter - MyFitnessPal,"Great concept layout however 3 days I've found several foods bar code scanned inaccurate nutritional data, knowledge there's way edit correct data without completely adding entry manually. Also disappointed even premium cant estimate calories burnt strength exercises, worse yet cant add edit value making pretty pointless even track point.",Negative,-0.03571428571428571,0.5714285714285714
+Calorie Counter - MyFitnessPal,It keeps saying cannot connect server. I tried uninstalling restarting phone still luck. It's like since last night,Neutral,0.0,0.06666666666666667
+Calorie Counter - MyFitnessPal,"I really liked able scan search huge database food adding easily many calories I consume but, I would like way keep track directly add calories I burned excercise without need another app. Since I already know much I burn excercises I did.",Positive,0.38333333333333336,0.5708333333333334
+Calorie Counter - MyFitnessPal,I've used myfitnesspal since 2013. It's gotten better easier time passes. It easy even easier . I wish option mark day fasting day. Twice week 'dcolds' I've eaten enough.,Positive,0.3111111111111111,0.6111111111111112
+Calorie Counter - MyFitnessPal,Finally sticking I started! Thanks Fitness Pal!,Positive,0.125,0.6
+Calorie Counter - MyFitnessPal,It even let login. It keeps saying can't connect server. Fix it!,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Couldn't even get passed log in. Tried two different emails even verifying I log in.. unfortunately,Negative,-0.25,0.8
+Calorie Counter - MyFitnessPal,unusable. lags. tons ads . turns logging meal complicated frustrating procedure. hordid,Negative,-0.45,0.95
+Calorie Counter - MyFitnessPal,"Fantastic, quick easy lost 1 stone weight can't complain, looking forward losing fun way",Positive,0.3666666666666667,0.6083333333333334
+Calorie Counter - MyFitnessPal,Adding food getting logged properly.. need resolution please,Neutral,0.0,0.1
+Calorie Counter - MyFitnessPal,There many ads get way. It's turned YouTube!,Positive,0.625,0.5
+Calorie Counter - MyFitnessPal,Absolute joke! Can't even make account rubbish,Positive,0.25,0.9
+Calorie Counter - MyFitnessPal,"I love app! It makes easy track food taking care newborn since many ways quickly add every brand food imaginable, including setting meals importing recipes minimal typing",Positive,0.3583333333333333,0.6066666666666667
+Calorie Counter - MyFitnessPal,I eat thing every single morning I put tap I also eat similar things lunch dinner I put things together I go make I tap usually amounts day,Negative,-0.10714285714285714,0.2880952380952381
+Calorie Counter - MyFitnessPal,I would prefer didnt purchases (subscription) good tried free month sure ill keep 10 bucks lot 5 would better.,Positive,0.32,0.7577777777777778
+Calorie Counter - MyFitnessPal,"Awesome ! Keeps track food items, macros, exercise gives detailed list end week! Way better Weight Watchers !!!!",Positive,0.8333333333333334,0.75
+Calorie Counter - MyFitnessPal,This would perfect tracked net carbs allowed calorie counts strength workouts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,"The paid version great. Excellent charts help see percentages macros. Also good substitute ideas, selection groceries (info) seemingly limitless well. Best diet planner date!!!",Positive,0.875,0.6625
+Calorie Counter - MyFitnessPal,No option build muscle slim,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,"The Food diary bit great, good, I keep uninstalling reinstall sync Strava, anything I put main",Positive,0.5555555555555556,0.5611111111111111
+Calorie Counter - MyFitnessPal,Sucks even let get past email process... tired trying galaxy s9+,Negative,-0.3166666666666667,0.4166666666666667
+Calorie Counter - MyFitnessPal,nan,nan,nan,nan
+Calorie Counter - MyFitnessPal,"Best I've used, wish pay monthly cheaper. So buying premium yet",Positive,1.0,0.3
+Calorie Counter - MyFitnessPal,Will let log many attempts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,This makes life much easier!!,Positive,0.3125,0.2
+Calorie Counter - MyFitnessPal,Was working great update. Now open phone. Good job.,Positive,0.5,0.6166666666666667
+Calorie Counter - MyFitnessPal,"The great. The widget big though. It 3x2 min. It could easily 3x1 even 2x1. Please consider, thankyou.",Positive,0.41111111111111115,0.5611111111111111
+Calorie Counter - MyFitnessPal,Users Personal info stolen via Database. Not good enough,Negative,-0.11666666666666665,0.46666666666666673
+Calorie Counter - MyFitnessPal,Too many ads keeps starting I make comments.,Positive,0.25,0.3
+Calorie Counter - MyFitnessPal,"Please add option to choose application language in the settings! I use cell phone in English, but I would like to use an application in Portuguese to facilitate searching for food day day.",Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Have able post pictures news feed.,Positive,0.5,0.625
+Calorie Counter - MyFitnessPal,Very user friendly excellent tools track log food. I like location feature allows bring menu restaurant check food calories ordering.,Positive,0.525,0.6
+Calorie Counter - MyFitnessPal,One best health there.,Positive,1.0,0.3
+Calorie Counter - MyFitnessPal,"Looks intuitive, could log food, count steps (even though connected anoyher app), basically could operate anything app.",Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Good overall cant get connect pedometer app! Just takes :(,Negative,-0.01666666666666668,0.5333333333333333
+Calorie Counter - MyFitnessPal,I can't even open app. I uninstalled reinstalled get past loading screen.,Negative,-0.125,0.375
+Calorie Counter - MyFitnessPal,Easy track keto diet,Positive,0.43333333333333335,0.8333333333333334
+Calorie Counter - MyFitnessPal,"I used love myfitnesspal recently got again, sync Fitbit. I've tried everything, show steps.",Positive,0.25,0.425
+Calorie Counter - MyFitnessPal,Great way help keep track things improve health fitness,Positive,0.8,0.75
+Calorie Counter - MyFitnessPal,Doesn't work China,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Bloated ads useless information fitness.,Negative,-0.5,0.2
+Calorie Counter - MyFitnessPal,Doesn't work. Can't login. No easy way get support.,Negative,-0.21666666666666667,0.8333333333333334
+Calorie Counter - MyFitnessPal,It let sign account,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,let log,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Could change password login,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,I cancelled 2 days trial ended still charged card.,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,I really like I can't get fitbit blaze show tracks computer,Positive,0.2,0.2
+Calorie Counter - MyFitnessPal,Helps stay track every day! I know I'd without want again!,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,"Needs keto option, without net carbs really screws macros.",Positive,0.1,0.1
+Calorie Counter - MyFitnessPal,Cant login make new account keeps restarting,Positive,0.13636363636363635,0.45454545454545453
+Calorie Counter - MyFitnessPal,It wont let sign,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,"Great app, really really great! How much cost premium version?",Positive,0.6666666666666666,0.5666666666666667
+Calorie Counter - MyFitnessPal,Love app!,Positive,0.625,0.6
+Calorie Counter - MyFitnessPal,CAN'T LOG IN WITH FACEBOOK PLEASE FIX!!!!!,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,In 1 week I feet fitter healthier ever!,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Can make account,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,good often sync,Positive,0.7,0.6000000000000001
+Calorie Counter - MyFitnessPal,I enjoy MFP benefits accountability. I learn lot way,Positive,0.4,0.5
+Calorie Counter - MyFitnessPal,Hands favorite fitness app. Worth it!,Positive,0.4375,0.55
+Calorie Counter - MyFitnessPal,Highly evolved app! Adore it. 100% Awesome.,Positive,0.6,0.77
+Calorie Counter - MyFitnessPal,,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Simple easy use. So helpful.,Positive,0.21666666666666667,0.5952380952380952
+Calorie Counter - MyFitnessPal,Love it!,Positive,0.625,0.6
+Calorie Counter - MyFitnessPal,Game changer,Negative,-0.4,0.4
+Calorie Counter - MyFitnessPal,Awesome,Positive,1.0,1.0
+Calorie Counter - MyFitnessPal,"I've using two years. Have utilized premium, need. Tried many food tracking apps, MFP suits needs. Food data base enormous, accurate constantly growing. Easy use. Compatable Fitbit. Also track work outs. I ""notes"" kind diary get back track I falter. Ability modify macros day. Total composite foods easy understand. Try love it!!",Positive,0.21344696969696966,0.6621212121212121
+Calorie Counter - MyFitnessPal,"It used good app, back day free charge. I ha e subscribed premium thinking would fix issues app.... Hhhhmmm nope not! I 1200 cal diet moemtn crazy telling ill almost 400 lbs 5 weeks! Are foreal!? How I fix this, I need realistic estimate everything.",Negative,-0.002430555555555561,0.6055555555555556
+Calorie Counter - MyFitnessPal,"The connection good food database extensive, couple issues: If I open it, switch apps, bugs everything down. I know background, takes way much memory. I close completely anything. It's surprisingly slow load workouts. I connected Garmin Connect, usually, I workout eat, I input calories leave alone awhile eventually update. Faster updates would great.",Positive,0.12160493827160496,0.41358024691358025
+Calorie Counter - MyFitnessPal,"This easy app. Just plug height, weight, weight goal Fitness Pal calculates many calories eat day meet goal. It's easy enter good eat FPal keep track doing. You also add exercise calculates extra calories burned, speeding goal, allowing eat little day. I'm enjoying using reaching fitness goal!",Positive,0.3577380952380952,0.5666666666666668
+Calorie Counter - MyFitnessPal,"Excellent barcode scanner, tools need keep track progress. Syncs various fitness/health tracking & gadgets & recommend some. You add friends & things together go alone. Join challenges, read blog inspiration ... great app, well th ought . Keeps motivated.",Positive,0.6,0.75
+Calorie Counter - MyFitnessPal,"Great tracking calories & nutrients. Can't beat bar code reader! However, takes manipulation balance calories & exercise since gives extra calories enter exercise. Would nice option disable function. The portion size entry field function consistently work around this. Overall great keeping track.",Positive,0.4416666666666667,0.47500000000000003
+Calorie Counter - MyFitnessPal,"Love app! As long-time sparkpeople user I think I would want switch, I got new Garmin watch Garmin connect syncs mfp. It's 2 weeks I'm impressed. It's extremely easy use, syncs really well Garmin I think actually foods sparkpeople. I also really like track sugar easily. The graphs good that's thing I really miss.",Positive,0.3928030303030304,0.5021212121212122
+Calorie Counter - MyFitnessPal,"Overall good app. I wish favorites split meals, I.e. breakfast, lunch, dinner, snacks. Or even frequently used kept towards type. I find many restaurants I another thatparticular began showing questionable ads. I like able sync tracker.",Positive,0.21666666666666665,0.5041666666666668
+Calorie Counter - MyFitnessPal,"Great app! Wish carried functionality iOS version it. Like option fractions decimals servings, sharing articles (I always get error time I attempt share export browser) interface decent clean though. The fraction option huge deal me.",Positive,0.4833333333333334,0.7541666666666667
+Calorie Counter - MyFitnessPal,"Would like better linked Mi Fit (Amazon AmazCor band). I still meal journaling. Bar code scanner best. Havent scanned something didnt recognize yet, even local groc store deli stuff!",Positive,0.475,0.3
+Calorie Counter - MyFitnessPal,"Barely scratching surface do. I love barcode scanner comes app. Not sure many calories something, scan barcode boom! Nutrition percentages. Helps keep track calorie, fat, protein potassium intake daily. You keep daily log food exercises. huge database, search almost food, beer snacks see nutritional value. Wonder else do.",Positive,0.1892857142857143,0.4269841269841269
+Calorie Counter - MyFitnessPal,"I would give 5 stars I upgrade premium get I looking app. The free version okay, limited annoying times. It would awesome profile types intended also. For example, Keto, Paleo, etc recommended percentages protein, fat carbs insread manually putting in.",Positive,0.20571428571428568,0.6685714285714286
+Calorie Counter - MyFitnessPal,Good keeping track calories also nutrients intake. I realize low intake protein I'm having. But loggin gives data need. I also love MyFitnessPal blog get nice healthy recipes (also vegetarian).,Positive,0.45999999999999996,0.6
+Calorie Counter - MyFitnessPal,"When combined fitness trackers logging food consumption though scanning bar codes simply searching, good keeping track. If eat something great log (after cheating don't) think twice again. I personally found I already eating better making better choices I eat logging gym sessions / cv work outs Garmin smart watch. Well data gets uploaded effort setup. I'm short helping keep personal goals eat better. Loose weight healthier. Worth buying. Lots features logging weight photo want to, good recipes I yet try.",Positive,0.31825866441251055,0.43994082840236687
+Calorie Counter - MyFitnessPal,"For logging food consumption, easily best there. However, claims sync Fitbit, not. It also claims sync Samsung health, not. Basically, way sure activity syncs Under Armor like UA Record shame invested another ecosystem.",Positive,0.75,0.5944444444444444
+Calorie Counter - MyFitnessPal,I tried numerous tracking could never find nutrition information food listed packaging. This TON listed show Fitbit well help track everything!,Neutral,0.0,0.5
+Calorie Counter - MyFitnessPal,"I think great (and website). The thing I wish MyFitnessPal would - - way look servings different food groups eating. I think would super helpful feature. That said, I really appreciate app. Whenever I consistently I better eating activity keeps accountable.",Positive,0.36666666666666664,0.5433333333333333
+Calorie Counter - MyFitnessPal,"This moat awesome I've ever used (regardless functionality area). Whatever functionality I think - already implemented - moving, scheduling, searching, changing parameters, actuals vs planned, suggestions, everything! The thing I suggest possibility ""schedule workouts per weekdays, like Monday I play basketball, similar nutrition"", that's critical scroll add manually advance atm",Positive,0.3333333333333333,0.7333333333333334
+Calorie Counter - MyFitnessPal,"I unable 'Create Food'!! Please fix!! This I track vitamins & supplements listed database. I impressed app. Very easy use....I found every food far & info correct. I using widget, issue. Please make space widget actual size. It takes much space screen, see 1/3 actual widget....the rest wasted space. I continue comprehensive & meets needs.",Positive,0.08291666666666667,0.48750000000000004
+Calorie Counter - MyFitnessPal,"I've tried two calorie tracker apps. This much better. The UPC scanner works. Out thirty foods, failed find food. Also USDA nutrition information number fresh veggie, fruits, meats.",Positive,0.09999999999999999,0.43333333333333335
+Calorie Counter - MyFitnessPal,"Overall good app. One downside I workout auto records fitbit recorded except calories burned I double record aka write mfp, data would inaccurate. Would nice fitbit could sync somehow Samsung health better",Positive,0.36,0.42000000000000004
+Calorie Counter - MyFitnessPal,That lot rate features. I everyday. One aspect missing I pay full version. I beginning bodybuilding bodybuilding workouts I burn probably additional 2 300 calories however count calorie burn strength training workouts. That important feature feature available I definitely pay full version,Positive,0.15714285714285717,0.5214285714285715
+Calorie Counter - MyFitnessPal,"There's ""low carb"" option, lack ""net carbs"" showstopper. When looking documentation, appears 67 pages people requesting ability record net carbs. All responses state they'll look future. This seems like classic case company listening users.",Positive,0.03333333333333333,0.11833333333333333
+Calorie Counter - MyFitnessPal,"Great app, works! I'm guessing update last day, total calories calculating properly. I 0 left macros, 100 calories left use. That can't right!? Please fix I'll happily review rating! Ps - especially frustrating, TWO paid subscriptions house.",Positive,0.19464285714285715,0.5127976190476191
+Calorie Counter - MyFitnessPal,Everytime I try go Steps states error occurred won't sync step counting. Very frustrating. Calorie counting awesome. Just wish worked partly work isnt helpful could,Positive,0.24,1.0
+Calorie Counter - MyFitnessPal,Since I first rated 4* back 2013 UA taken fat bloated features I want can't really avoid. The simplicity usefulness sacrificed style corporate self promotion. Currently trying alternatives unlikely come back.,Negative,-0.007142857142857141,0.20476190476190476
+Calorie Counter - MyFitnessPal,"This optimisation issue LG G4 phones. The result phone unable restart becomes stuck whilst booting. Once issue resolved I amend review. Here report log phone developer: art/dex2oat/dex2oat.cc:416] dex2oat finish 570 seconds 08-05 11:56:43.933 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1248000 08-05 11:56:43.963 447 592 E ThermalEngine: ACTION: CLUSTER - Setting CLUSTER[1] 1344000 08-05 11:56:43.965 436 436 E installd: DexInv: --- END '/data/app/com.myfitnesspal.android-1/base.apk' --- status=0x0100, process failed",Negative,-0.2,0.25
+Calorie Counter - MyFitnessPal,"Great app, useful, incredible amount foods available, daily calorie fine tuning function goals nice functionality. However, frequent issues synching steps trackers frustrating prevent giving 5 stars.",Positive,0.3462962962962963,0.5277777777777778
+Calorie Counter - MyFitnessPal,"Doesn't connect Google Fit track steps. I wanted try see I could track carbs without premium, that's available premium. Which like I'm using, connect Google Fit carbs still premium feature. Definitely reason other. :(",Positive,0.054166666666666696,0.5125000000000001
+Calorie Counter - MyFitnessPal,"I love app. I Samsung phone naturally I also S Health, come close app. The complaint I (and big one) I can't submit daily diary I least X amount calories. I understand want eat X amount, choice. I able submit diary even I'm under. My body hungry still wanted eat more. I eat stomach growls I stop I'm satisfied. Right I'm morbidly obese, body asking much (trust plenty eat on), ask food feed it. Please fix issue I'll happy change review five stars.",Positive,0.23214285714285712,0.46339285714285716
+Calorie Counter - MyFitnessPal,"A good help keep track your calorie intake. Only downside calculate calories burnt weightlifting. If get function working, I gladly buy premium.",Positive,0.39999999999999997,0.8666666666666667
+Calorie Counter - MyFitnessPal,"Absolute junk. This program consistent issues syncing multiple devices. From problems Fitbit problems Garmin, problems Android wear problems scale syncing garmin connect....the key junk software MyFitnessPal.",Positive,0.1125,0.5375
+Calorie Counter - MyFitnessPal,"I expect convenience paid app. If set calories macros targets %, input multiple 5. For example, set 35% 40% target macros. And need 37% - sorry, app. If decide set targets grams, can't input number, scroll. Which nightmare when, let's say, 30g carbs day, next refeed 250g carbs, go back low. Very inconvenient stupid ways inputs. Not mention app's default suggestions calories, macros, calories split meals others nonsense.",Negative,-0.29714285714285715,0.4714285714285714
+Calorie Counter - MyFitnessPal,When worked great features. The problem? It work. It consistently crashed. After week fighting I ditched it. Too bad features would helpful.,Positive,0.11666666666666674,0.5555555555555555
+Calorie Counter - MyFitnessPal,"Been using mfp long time. Presently 200 days row. Evidence shows I log I eating I keep control things body. When I stop logging, skinny jeans go back closet.",Negative,-0.016666666666666666,0.13333333333333333
+Calorie Counter - MyFitnessPal,"Great concept layout however 3 days I've found several foods bar code scanned inaccurate nutritional data, knowledge there's way edit correct data without completely adding entry manually. Also disappointed even premium cant estimate calories burnt strength exercises, worse yet cant add edit value making pretty pointless even track point.",Negative,-0.03571428571428571,0.5714285714285714
+Calorie Counter - MyFitnessPal,It keeps saying cannot connect server. I tried uninstalling restarting phone still luck. It's like since last night,Neutral,0.0,0.06666666666666667
+Calorie Counter - MyFitnessPal,"I really liked able scan search huge database food adding easily many calories I consume but, I would like way keep track directly add calories I burned excercise without need another app. Since I already know much I burn excercises I did.",Positive,0.38333333333333336,0.5708333333333334
+Calorie Counter - MyFitnessPal,I've used myfitnesspal since 2013. It's gotten better easier time passes. It easy even easier . I wish option mark day fasting day. Twice week 'dcolds' I've eaten enough.,Positive,0.3111111111111111,0.6111111111111112
+Calorie Counter - MyFitnessPal,Finally sticking I started! Thanks Fitness Pal!,Positive,0.125,0.6
+Calorie Counter - MyFitnessPal,It even let login. It keeps saying can't connect server. Fix it!,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,Couldn't even get passed log in. Tried two different emails even verifying I log in.. unfortunately,Negative,-0.25,0.8
+Calorie Counter - MyFitnessPal,unusable. lags. tons ads . turns logging meal complicated frustrating procedure. hordid,Negative,-0.45,0.95
+Calorie Counter - MyFitnessPal,"Fantastic, quick easy lost 1 stone weight can't complain, looking forward losing fun way",Positive,0.3666666666666667,0.6083333333333334
+Calorie Counter - MyFitnessPal,Adding food getting logged properly.. need resolution please,Neutral,0.0,0.1
+Calorie Counter - MyFitnessPal,There many ads get way. It's turned YouTube!,Positive,0.625,0.5
+Calorie Counter - MyFitnessPal,Absolute joke! Can't even make account rubbish,Positive,0.25,0.9
+Calorie Counter - MyFitnessPal,"I love app! It makes easy track food taking care newborn since many ways quickly add every brand food imaginable, including setting meals importing recipes minimal typing",Positive,0.3583333333333333,0.6066666666666667
+Calorie Counter - MyFitnessPal,I eat thing every single morning I put tap I also eat similar things lunch dinner I put things together I go make I tap usually amounts day,Negative,-0.10714285714285714,0.2880952380952381
+Calorie Counter - MyFitnessPal,I would prefer didnt purchases (subscription) good tried free month sure ill keep 10 bucks lot 5 would better.,Positive,0.32,0.7577777777777778
+Calorie Counter - MyFitnessPal,"Awesome ! Keeps track food items, macros, exercise gives detailed list end week! Way better Weight Watchers !!!!",Positive,0.8333333333333334,0.75
+Calorie Counter - MyFitnessPal,This would perfect tracked net carbs allowed calorie counts strength workouts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,"The paid version great. Excellent charts help see percentages macros. Also good substitute ideas, selection groceries (info) seemingly limitless well. Best diet planner date!!!",Positive,0.875,0.6625
+Calorie Counter - MyFitnessPal,No option build muscle slim,Neutral,0.0,0.0
+Calorie Counter - MyFitnessPal,"The Food diary bit great, good, I keep uninstalling reinstall sync Strava, anything I put main",Positive,0.5555555555555556,0.5611111111111111
+Calorie Counter - MyFitnessPal,Sucks even let get past email process... tired trying galaxy s9+,Negative,-0.3166666666666667,0.4166666666666667
+Calorie Counter - MyFitnessPal,nan,nan,nan,nan
+Calorie Counter - MyFitnessPal,"Best I've used, wish pay monthly cheaper. So buying premium yet",Positive,1.0,0.3
+Calorie Counter - MyFitnessPal,Will let log many attempts.,Positive,0.5,0.5
+Calorie Counter - MyFitnessPal,This makes life much easier!!,Positive,0.3125,0.2
+Calorie Counter - MyFitnessPal,Was working great update. Now open phone. Good job.,Positive,0.5,0.6166666666666667
+Calorie Counter - MyNetDiary,"I basic free version I can't comment whole thing. However , great features like working calories, showing weight level , much salt intake well fats etc. I love it. It works makes... Full Review",Positive,0.35000000000000003,0.4892857142857144
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,"This worth pay subscription, available annual payment. The max version 5 star app, database million times better competition, attention detail amazing. Honestly, puts UnderArmor shame makes MFP look like bloatware. I wish level integration Garmin Connect MFP does. It pulls data GC fine, garmin pull it. Anyway, I'd rate higher offered free version versatile sub options. I get costs money maintain reliable source information, little generosity goes long way, reason MFP popular, IMO.",Positive,0.3481060606060606,0.5818181818181819
+Calorie Counter - MyNetDiary,"Not bad really best right now. Barcode scans accurate food search extensive myfitness pal, job part. Also maybe allow months full calendar view instead sliding days across? It would much easier!",Positive,0.376530612244898,0.4598639455782313
+Calorie Counter - MyNetDiary,I'm happy app. Whatever form used calculate calories maintain weight wrong. It properly sync Fitbit. Fitbit say I burn 600 calories workout says I burned 80. My honest opinion buy unless want sta... Full Review,Positive,0.25,0.6900000000000001
+Calorie Counter - MyNetDiary,"I uninstall reinstall several times keeps signing accepting credentials sign back in. This time, despite several times uninstalling reinstalling, accept credentials all. Online works fine. The increasingly us... Full Review",Positive,0.15333333333333332,0.21000000000000002
+Calorie Counter - MyNetDiary,"This effective long part honest. The bar code scanner handy, always accurate. The links well fitness apps. It also works well food diary help keep track eaten, food allergies digestive issues.",Positive,0.43,0.7266666666666667
+Calorie Counter - MyNetDiary,"I've type 1 diabetic practically adult life. Following insulin dropped, blood sugars well controlled I've lost almost 20kgs.I'm almost 3kgs. away ideal weight....thanks amazing app.",Positive,0.4,0.575
+Calorie Counter - MyNetDiary,"After trying many others, I give 5 star rating glowing report. After using since January 2018 I want say possible give 10 stars I would glad so. The support advice, ability enter foods plan days intake calories keeping track... Full Review",Positive,0.3375,0.7625
+Calorie Counter - MyNetDiary,"Great looking app, requires $40 payment even connect fitness tracker. Tracking expended calories essential using app, I consider optional feature. I'd willing shell monthly fee, acknowledges I'll reach goal in... Full Review",Positive,0.35,0.5875
+Calorie Counter - MyNetDiary,I like I Maximum user I wish would fix Total Fat Grams number Dashboard. I think wrong individual fat subtypes eaten Nutrient section added together equal Total Fat Grams section. Doesn't make logical sense.,Negative,-0.041666666666666664,0.5499999999999999
+Calorie Counter - MyNetDiary,"What great free apps, much detail features usually pay for. The improvement.. send meal data someone else save input all. Only minor gripe. A great motivational tool.",Positive,0.27142857142857146,0.5642857142857143
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,After 7 months habit. I lost 2 stone+ lowest weight 35 years. This makes easy see affects weight. And balance food alcohol exercise!,Positive,0.5416666666666667,0.8333333333333334
+Calorie Counter - MyNetDiary,"No common produce, way log fresh cut produce. No custom water log. People drink water measured glass.",Positive,0.22499999999999998,0.5
+Calorie Counter - MyNetDiary,$40 year want features. Looks though could pay $3.33 per month read fine print says billed $39.99 year. May I suggest free trial period 2 weeks. Let us test drive also offer monthly payment option. I've using hours now... Full Review,Positive,0.38888888888888884,0.6166666666666667
+Calorie Counter - MyNetDiary,"It's great app. My suggestion would readily available information raw products us cooking, options restaurant foods wothoutsauces condiments. Otherwise, perfect! I recommend hghly.",Positive,0.49230769230769234,0.6528846153846154
+Calorie Counter - MyNetDiary,It helped stay track weight control nutrition well.,Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,This great I track food gives advice pointers way better fitness pal I love set easy use. The extra added information definitely big help,Positive,0.37222222222222223,0.4805555555555556
+Calorie Counter - MyNetDiary,Wonderful!!! Database reliable others like Lose It!. But main reason I switched ability log macros AND micros. You can't Lose It! I also love interface cute appealing design apple fills,Positive,0.5416666666666666,0.6866666666666666
+Calorie Counter - MyNetDiary,I would like time pay option rather installment option. Though updated regularly lite version good start. No major complaints,Positive,0.22291666666666665,0.3923076923076923
+Calorie Counter - MyNetDiary,"Tried input info diabetes kept getting error message. Was told cost $3.33, charged $39.99. Now trying get money back.",Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,"Very good, slightly confusing bug 1 day helpful counting macros, calories, exercise, water, weight, weight goals set gives recommended calorie intake works perfectly, anyway.",Positive,0.5366666666666666,0.7266666666666667
+Calorie Counter - MyNetDiary,"Easiest way calorie count honest. Down 2lbs week since I started. Also, reliable motivating.",Positive,0.2222222222222222,0.5944444444444444
+Calorie Counter - MyNetDiary,"So far I LOVE app. I normally buy premium apps, I one. I like note section door day, I adjust goals carbs proteins. My Dr exceptionally low cal diet tracking like, let's ... Full Review",Positive,0.22000000000000003,0.6199999999999999
+Calorie Counter - MyNetDiary,Amazing app! Helps put weight loss perspective ! SEEING results tracked extremely motivating encourages keep going.,Positive,0.40625000000000006,0.95
+Calorie Counter - MyNetDiary,"Great app. You track exactly eat makes conscious put mouth, especially see much calories food contain. I lost 1.8kg three weeks using app.",Positive,0.27,0.54
+Calorie Counter - MyNetDiary,I used since April 2015 I love it.. I 3lbs goal weight lost 134lbs.. I tried favorite! It gives analysis based eat... Edited: 7/30/18 I lost total 157lbs little much I decided gain ... Full Review,Positive,0.24791666666666665,0.6000000000000001
+Calorie Counter - MyNetDiary,"Over I find user friendly I tried several weight loss apps, always return due ease using",Positive,0.08333333333333333,0.2916666666666667
+Calorie Counter - MyNetDiary,Great app! This kept track weight loss goal makes happy.,Positive,0.9,0.875
+Calorie Counter - MyNetDiary,Love user friendliness app. Everything easy log right main dashboard. I also love I get bombarded ads even though I using free version.,Positive,0.380952380952381,0.6170634920634921
+Calorie Counter - MyNetDiary,Google Fit integration nice. Would rate 5 stars database better. Can't even find Corn Cob. Always caching enter basic foods.,Positive,0.375,0.50625
+Calorie Counter - MyNetDiary,"Hi May I know carbs showing are, net carbs total carbs, confuse...",Neutral,0.0,0.375
+Calorie Counter - MyNetDiary,"I love app. Has helped lose weight I want. If subscribe year features like sync, adequate enough subscription.",Positive,0.27777777777777773,0.4777777777777778
+Calorie Counter - MyNetDiary,"I love My net diary, incredibly useful tool weightloss tracking actual daily activity!!!",Positive,0.16,0.13999999999999999
+Calorie Counter - MyNetDiary,Half foods show unless junk food,Negative,-0.16666666666666666,0.16666666666666666
+Calorie Counter - MyNetDiary,"Lost 5 kilos far, really good set goals, shame can't amend recipes",Positive,0.39999999999999997,0.8
+Calorie Counter - MyNetDiary,I came across whilst looking better foods database Fitbit. Forget Fitbit 10x better.,Positive,0.5,0.5
+Calorie Counter - MyNetDiary,"This amazing. It inclusive-meaning record water intake, steps etc. without upgrade.",Positive,0.6000000000000001,0.9
+Calorie Counter - MyNetDiary,"Great app, helpful keeping track calories exercise. Enjoying free version much I'm contemplating upgrading paid version",Positive,0.47500000000000003,0.5875000000000001
+Calorie Counter - MyNetDiary,"I love app, I see I keep track average blood Sugar.",Positive,0.175,0.5
+Calorie Counter - MyNetDiary,It helped much staying track calories. Like stuff I check calorie counter. Easy scanning meals.,Positive,0.31666666666666665,0.5166666666666667
+Calorie Counter - MyNetDiary,"Easy logging. Love barcodes scanned collect food information fat, carbs, protein show percentages grams day many grams remaining.",Positive,0.4777777777777778,0.6444444444444445
+Calorie Counter - MyNetDiary,It easy lot information helps stay track. If I could I'd give fitness year,Positive,0.43333333333333335,0.8333333333333334
+Calorie Counter - MyNetDiary,"The free version provides best trackers nutrition, though UI get cluttered attempting help.",Positive,0.7,0.55
+Calorie Counter - MyNetDiary,I used I baby lost 50 pounds. The helped accountable determined reach fitness goals.,Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,"I diabetic, I needed help control blood sugar...it well!! thanks",Positive,0.2,0.2
+Calorie Counter - MyNetDiary,This really works im putting effort keep track food intake see results.. Already 16lbs..,Positive,0.2,0.2
+Calorie Counter - MyNetDiary,"At time, nursing leg injury",Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,Have using months. It helps stay track. Good estimating calorie needs. I free version.,Positive,0.55,0.7000000000000001
+Calorie Counter - MyNetDiary,Pop ups never end.,Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,It's good counting calories. It helped lot loose weight. I strongly recommend it!,Positive,0.3882478632478632,0.5341880341880342
+Calorie Counter - MyNetDiary,"Amazing, excellent able see weight progress I reminded log food too.",Positive,0.7000000000000001,0.8416666666666667
+Calorie Counter - MyNetDiary,"Using update, helps lose weight take interest eating healthy.",Positive,0.5,0.5
+Calorie Counter - MyNetDiary,This wonderful works great I wish I could pay monthly year.,Positive,0.9,0.875
+Calorie Counter - MyNetDiary,I losing weight. I sure I lose keep this.,Positive,0.5,0.8888888888888888
+Calorie Counter - MyNetDiary,Helps eat I'm already seeing benefits,Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,Good track intake. Use every day part total plan reach goals.,Positive,0.35,0.675
+Calorie Counter - MyNetDiary,I hate apps. amazing!!!very convenient! love it!!!!,Neutral,0.0,0.75
+Calorie Counter - MyNetDiary,"Thousands foods listed, easy use, faults glitches!",Positive,0.5416666666666667,0.8333333333333334
+Calorie Counter - MyNetDiary,"Friendly use. Easy way keep track daily calories, water intake exercise activities.",Positive,0.26944444444444443,0.4444444444444445
+Calorie Counter - MyNetDiary,Saved life!,Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,"Im delighted app. It's simple, clear I never problems it.",Positive,0.26666666666666666,0.4801587301587302
+Calorie Counter - MyNetDiary,Definitely easy use; handy have; fun love tracking capabilities!,Positive,0.4895833333333333,0.6333333333333333
+Calorie Counter - MyNetDiary,"Easy understand, staying under, weight comes off.",Positive,0.43333333333333335,0.8333333333333334
+Calorie Counter - MyNetDiary,"A good app, helpful Australian food available",Positive,0.3666666666666667,0.3333333333333333
+Calorie Counter - MyNetDiary,Just I needed monitor plan daily meals! A must everyone!!,Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,Great easy use. I especially like predictor chart weight goal.,Positive,0.41111111111111115,0.8611111111111112
+Calorie Counter - MyNetDiary,No workie without account = 0 stars.,Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,"Very easy valuable tracking vitals, blood sugar, exercise, food. Links Fitbit",Positive,0.5633333333333334,1.0
+Calorie Counter - MyNetDiary,Love I'm finally able lose weight still eat foods I love,Positive,0.5,0.6083333333333334
+Calorie Counter - MyNetDiary,I glad found it!! I losing weight!!! ❤❤,Positive,1.0,1.0
+Calorie Counter - MyNetDiary,"Best ever used, better myfitnesspal far",Positive,0.5333333333333333,0.6
+Calorie Counter - MyNetDiary,Has helped keep goals organized easy track.,Positive,0.43333333333333335,0.8333333333333334
+Calorie Counter - MyNetDiary,Fantastic tool. Has helped lose 4kg month 1,Positive,0.4,0.9
+Calorie Counter - MyNetDiary,"I set goal, loved daily analyses, met goal!",Positive,0.35,0.4
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,Easy use. Love scanning feature. Links Google fit app.,Positive,0.4444444444444445,0.6111111111111112
+Calorie Counter - MyNetDiary,Very happy. Have using years.i like layaway. The presentation.,Positive,1.0,1.0
+Calorie Counter - MyNetDiary,Works well. Easy keep track diet plan.,Positive,0.43333333333333335,0.8333333333333334
+Calorie Counter - MyNetDiary,The best diet analysis I've come across,Positive,1.0,0.3
+Calorie Counter - MyNetDiary,"Really good keeping track calories in, tracking exercise.",Positive,0.7,0.6000000000000001
+Calorie Counter - MyNetDiary,Awesome apo helps track calories easy,Positive,0.7166666666666667,0.9166666666666667
+Calorie Counter - MyNetDiary,Great app. I keep track everything. Highly recommend it.,Positive,0.48000000000000004,0.645
+Calorie Counter - MyNetDiary,Help keep track,Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,Easy use. Good way track calories simple activity.,Positive,0.37777777777777777,0.5968253968253969
+Calorie Counter - MyNetDiary,Oh God I love this! So easy convenient!,Positive,0.5833333333333334,0.7166666666666667
+Calorie Counter - MyNetDiary,"Amazing, complete, like reading mind.",Positive,0.35000000000000003,0.65
+Calorie Counter - MyNetDiary,Great keeps well track .,Positive,0.8,0.75
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,Very easy use..like daily weigh,Positive,0.2816666666666667,0.5
+Calorie Counter - MyNetDiary,"Great app, scanner option great",Positive,0.8,0.75
+Calorie Counter - MyNetDiary,Works great keto diet,Positive,0.8,0.75
+Calorie Counter - MyNetDiary,great count calories,Positive,0.8,0.75
+Calorie Counter - MyNetDiary,Love it. Very useful,Positive,0.445,0.3
+Calorie Counter - MyNetDiary,Seems easy use.,Positive,0.43333333333333335,0.8333333333333334
+Calorie Counter - MyNetDiary,Works great!,Positive,1.0,0.75
+Calorie Counter - MyNetDiary,Amazing app!!,Positive,0.9375000000000001,0.9
+Calorie Counter - MyNetDiary,Its pretty lit,Positive,0.25,1.0
+Calorie Counter - MyNetDiary,Very good.,Positive,0.9099999999999999,0.7800000000000001
+Calorie Counter - MyNetDiary,"I basic free version I can't comment whole thing. However , great features like working calories, showing weight level , much salt intake well fats etc. I love it. It works makes... Full Review",Positive,0.35000000000000003,0.4892857142857144
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,"This worth pay subscription, available annual payment. The max version 5 star app, database million times better competition, attention detail amazing. Honestly, puts UnderArmor shame makes MFP look like bloatware. I wish level integration Garmin Connect MFP does. It pulls data GC fine, garmin pull it. Anyway, I'd rate higher offered free version versatile sub options. I get costs money maintain reliable source information, little generosity goes long way, reason MFP popular, IMO.",Positive,0.3481060606060606,0.5818181818181819
+Calorie Counter - MyNetDiary,"Not bad really best right now. Barcode scans accurate food search extensive myfitness pal, job part. Also maybe allow months full calendar view instead sliding days across? It would much easier!",Positive,0.376530612244898,0.4598639455782313
+Calorie Counter - MyNetDiary,I'm happy app. Whatever form used calculate calories maintain weight wrong. It properly sync Fitbit. Fitbit say I burn 600 calories workout says I burned 80. My honest opinion buy unless want sta... Full Review,Positive,0.25,0.6900000000000001
+Calorie Counter - MyNetDiary,"I uninstall reinstall several times keeps signing accepting credentials sign back in. This time, despite several times uninstalling reinstalling, accept credentials all. Online works fine. The increasingly us... Full Review",Positive,0.15333333333333332,0.21000000000000002
+Calorie Counter - MyNetDiary,"This effective long part honest. The bar code scanner handy, always accurate. The links well fitness apps. It also works well food diary help keep track eaten, food allergies digestive issues.",Positive,0.43,0.7266666666666667
+Calorie Counter - MyNetDiary,"I've type 1 diabetic practically adult life. Following insulin dropped, blood sugars well controlled I've lost almost 20kgs.I'm almost 3kgs. away ideal weight....thanks amazing app.",Positive,0.4,0.575
+Calorie Counter - MyNetDiary,"After trying many others, I give 5 star rating glowing report. After using since January 2018 I want say possible give 10 stars I would glad so. The support advice, ability enter foods plan days intake calories keeping track... Full Review",Positive,0.3375,0.7625
+Calorie Counter - MyNetDiary,"Great looking app, requires $40 payment even connect fitness tracker. Tracking expended calories essential using app, I consider optional feature. I'd willing shell monthly fee, acknowledges I'll reach goal in... Full Review",Positive,0.35,0.5875
+Calorie Counter - MyNetDiary,I like I Maximum user I wish would fix Total Fat Grams number Dashboard. I think wrong individual fat subtypes eaten Nutrient section added together equal Total Fat Grams section. Doesn't make logical sense.,Negative,-0.041666666666666664,0.5499999999999999
+Calorie Counter - MyNetDiary,"What great free apps, much detail features usually pay for. The improvement.. send meal data someone else save input all. Only minor gripe. A great motivational tool.",Positive,0.27142857142857146,0.5642857142857143
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,After 7 months habit. I lost 2 stone+ lowest weight 35 years. This makes easy see affects weight. And balance food alcohol exercise!,Positive,0.5416666666666667,0.8333333333333334
+Calorie Counter - MyNetDiary,"No common produce, way log fresh cut produce. No custom water log. People drink water measured glass.",Positive,0.22499999999999998,0.5
+Calorie Counter - MyNetDiary,$40 year want features. Looks though could pay $3.33 per month read fine print says billed $39.99 year. May I suggest free trial period 2 weeks. Let us test drive also offer monthly payment option. I've using hours now... Full Review,Positive,0.38888888888888884,0.6166666666666667
+Calorie Counter - MyNetDiary,"It's great app. My suggestion would readily available information raw products us cooking, options restaurant foods wothoutsauces condiments. Otherwise, perfect! I recommend hghly.",Positive,0.49230769230769234,0.6528846153846154
+Calorie Counter - MyNetDiary,It helped stay track weight control nutrition well.,Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,This great I track food gives advice pointers way better fitness pal I love set easy use. The extra added information definitely big help,Positive,0.37222222222222223,0.4805555555555556
+Calorie Counter - MyNetDiary,Wonderful!!! Database reliable others like Lose It!. But main reason I switched ability log macros AND micros. You can't Lose It! I also love interface cute appealing design apple fills,Positive,0.5416666666666666,0.6866666666666666
+Calorie Counter - MyNetDiary,I would like time pay option rather installment option. Though updated regularly lite version good start. No major complaints,Positive,0.22291666666666665,0.3923076923076923
+Calorie Counter - MyNetDiary,"Tried input info diabetes kept getting error message. Was told cost $3.33, charged $39.99. Now trying get money back.",Neutral,0.0,0.0
+Calorie Counter - MyNetDiary,"Very good, slightly confusing bug 1 day helpful counting macros, calories, exercise, water, weight, weight goals set gives recommended calorie intake works perfectly, anyway.",Positive,0.5366666666666666,0.7266666666666667
+Calorie Counter - MyNetDiary,"Easiest way calorie count honest. Down 2lbs week since I started. Also, reliable motivating.",Positive,0.2222222222222222,0.5944444444444444
+Calorie Counter - MyNetDiary,"So far I LOVE app. I normally buy premium apps, I one. I like note section door day, I adjust goals carbs proteins. My Dr exceptionally low cal diet tracking like, let's ... Full Review",Positive,0.22000000000000003,0.6199999999999999
+Calorie Counter - MyNetDiary,Amazing app! Helps put weight loss perspective ! SEEING results tracked extremely motivating encourages keep going.,Positive,0.40625000000000006,0.95
+Calorie Counter - MyNetDiary,"Great app. You track exactly eat makes conscious put mouth, especially see much calories food contain. I lost 1.8kg three weeks using app.",Positive,0.27,0.54
+Calorie Counter - MyNetDiary,I used since April 2015 I love it.. I 3lbs goal weight lost 134lbs.. I tried favorite! It gives analysis based eat... Edited: 7/30/18 I lost total 157lbs little much I decided gain ... Full Review,Positive,0.24791666666666665,0.6000000000000001
+Calorie Counter - MyNetDiary,"Over I find user friendly I tried several weight loss apps, always return due ease using",Positive,0.08333333333333333,0.2916666666666667
+Calorie Counter - MyNetDiary,Great app! This kept track weight loss goal makes happy.,Positive,0.9,0.875
+Calorie Counter - MyNetDiary,Love user friendliness app. Everything easy log right main dashboard. I also love I get bombarded ads even though I using free version.,Positive,0.380952380952381,0.6170634920634921
+Calorie Counter - MyNetDiary,Google Fit integration nice. Would rate 5 stars database better. Can't even find Corn Cob. Always caching enter basic foods.,Positive,0.375,0.50625
+Calorie Counter - MyNetDiary,"Hi May I know carbs showing are, net carbs total carbs, confuse...",Neutral,0.0,0.375
+Calorie Counter - MyNetDiary,"I love app. Has helped lose weight I want. If subscribe year features like sync, adequate enough subscription.",Positive,0.27777777777777773,0.4777777777777778
+Calorie Counter - MyNetDiary,"I love My net diary, incredibly useful tool weightloss tracking actual daily activity!!!",Positive,0.16,0.13999999999999999
+Calorie Counter - MyNetDiary,Half foods show unless junk food,Negative,-0.16666666666666666,0.16666666666666666
+Calorie Counter - MyNetDiary,"Lost 5 kilos far, really good set goals, shame can't amend recipes",Positive,0.39999999999999997,0.8
+Calorie Counter - MyNetDiary,I came across whilst looking better foods database Fitbit. Forget Fitbit 10x better.,Positive,0.5,0.5
+Calorie Counter - MyNetDiary,"This amazing. It inclusive-meaning record water intake, steps etc. without upgrade.",Positive,0.6000000000000001,0.9
+Calorie Counter - MyNetDiary,"Great app, helpful keeping track calories exercise. Enjoying free version much I'm contemplating upgrading paid version",Positive,0.47500000000000003,0.5875000000000001
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,It easy lot information helps stay track. If I could I'd give fitness year,Positive,0.43333333333333335,0.8333333333333334
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,"I diabetic, I needed help control blood sugar...it well!! thanks",Positive,0.2,0.2
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,Have using months. It helps stay track. Good estimating calorie needs. I free version.,Positive,0.55,0.7000000000000001
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,"Using update, helps lose weight take interest eating healthy.",Positive,0.5,0.5
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,"Friendly use. Easy way keep track daily calories, water intake exercise activities.",Positive,0.26944444444444443,0.4444444444444445
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter - MyNetDiary,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Calorie Counter by FatSecret,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera FV-5 Lite,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera MX - Free Photo & Video Camera,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera ZOOM FX - FREE,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera for Android,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360 Lite - Selfie Camera,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera360: Selfie Photo Editor with Funny Sticker,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Camera51 - a smarter camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,nan,nan,nan,nan
+Cameringo Lite. Filters Camera,Best lite camera,Positive,1.0,0.3
+Cameringo Lite. Filters Camera,filter,Neutral,0.0,0.0
+Cameringo Lite. Filters Camera,Useful !!!!❤,Positive,0.732421875,0.0
+Cameringo Lite. Filters Camera,Nice room,Positive,0.6,1.0
+Cameringo Lite. Filters Camera,It best,Positive,1.0,0.3
+Cameringo Lite. Filters Camera,Its awesome,Positive,1.0,1.0
+Cameringo Lite. Filters Camera,Best quality,Positive,1.0,0.3
+Cameringo Lite. Filters Camera,EXCELLENT,Positive,1.0,1.0
+Cameringo Lite. Filters Camera,That amazing,Positive,0.6000000000000001,0.9
+Candy Bomb,"I enjoyed mostly! The bad thing ads. Ads pop I'm middle game. Sometimes, stay on, even I press exit button. I understand may ads sponsors, much. Many people complained. This many ads making game less enjoyable. Please change this.",Positive,0.05984848484848486,0.4121212121212121
+Candy Bomb,nan,nan,nan,nan
+Candy Bomb,I game awesome shows many ads irritates n I stop game. Please figure . Otherwise negative points except .,Positive,0.08000000000000002,0.5399999999999999
+Candy Bomb,Game fun beat phone death get rid ads. Worst game I've ever played.,Negative,-0.375,0.5
+Candy Bomb,"Way many ads , ad game loads , ad play , ad ad shown .too bad great game though",Negative,-0.039999999999999966,0.5433333333333332
+Candy Bomb,Love relaxing can't put,Positive,0.5,0.6
+Candy Bomb,The game great hiccup,Positive,0.2,0.575
+Candy Bomb,nan,nan,nan,nan
+Candy Bomb,nan,nan,nan,nan
+Candy Bomb,I love game addictive ND relaxing ...,Positive,0.033333333333333326,0.6333333333333333
+Candy Bomb,Very nice Games,Positive,0.78,1.0
+Candy Bomb,Thea best game,Positive,0.3,0.35
+Candy Bomb,Very nice game,Positive,0.19,0.7
+Candy Bomb,nan,nan,nan,nan
+Candy Bomb,It's lovely,Positive,0.5,0.75
+Candy Bomb,coll.....i loved,Positive,0.7,0.8
+Candy Bomb,Okay okay,Positive,0.5,0.5
+Candy Bomb,Just love game relaxing.,Positive,0.04999999999999999,0.5
+Candy Bomb,It excellent game quick decision try.i totally like,Positive,0.23333333333333334,0.6625
+Candy Bomb,Very nice,Positive,0.78,1.0
+Candy Bomb,I played game time openion good,Positive,0.14999999999999997,0.5
+Candy Bomb,No..,Neutral,0.0,0.0
+Candy Bomb,Exciting...... Good easy play thank u game makers,Positive,0.2583333333333333,0.6583333333333333
+Candy Bomb,Good,Positive,0.7,0.6000000000000001
+Candy Bomb,Gaurav Kumar,Neutral,0.0,0.0
+Candy Bomb,Its ok,Positive,0.5,0.5
+Candy Bomb,Love game fun play,Positive,0.13333333333333333,0.39999999999999997
+Candy Bomb,Great game lots fun,Positive,0.2333333333333333,0.44999999999999996
+Candy Bomb,Very nice,Positive,0.78,1.0
+Candy Bomb,good game,Positive,0.14999999999999997,0.5
+Candy Bomb,Love game,Positive,0.04999999999999999,0.5
+Candy Bomb,Exciting,Positive,0.3,0.8
+Candy Bomb,Love,Positive,0.5,0.6
+Candy Bomb,Good,Positive,0.7,0.6000000000000001
+Candy Bomb,Great,Positive,0.8,0.75
+Candy Bomb,Nice,Positive,0.6,1.0
+Candy Bomb,Addictive,Neutral,0.0,0.9
+Candy Bomb,Best,Positive,1.0,0.3
+Candy Bomb,Funny,Positive,0.25,1.0
+Candy Bomb,Very nice game,Positive,0.19,0.7
+Candy Bomb,"I enjoyed mostly! The bad thing ads. Ads pop I'm middle game. Sometimes, stay on, even I press exit button. I understand may ads sponsors, much. Many people complained. This many ads making game less enjoyable. Please change this.",Positive,0.05984848484848486,0.4121212121212121
+Candy Bomb,nan,nan,nan,nan
+Candy Bomb,I game awesome shows many ads irritates n I stop game. Please figure . Otherwise negative points except .,Positive,0.08000000000000002,0.5399999999999999
+Candy Bomb,Game fun beat phone death get rid ads. Worst game I've ever played.,Negative,-0.375,0.5
+Candy Bomb,"Way many ads , ad game loads , ad play , ad ad shown .too bad great game though",Negative,-0.039999999999999966,0.5433333333333332
+Candy Bomb,Love relaxing can't put,Positive,0.5,0.6
+Candy Bomb,The game great hiccup,Positive,0.2,0.575
+Candy Bomb,nan,nan,nan,nan
+Candy Bomb,nan,nan,nan,nan
+Candy Bomb,I love game addictive ND relaxing ...,Positive,0.033333333333333326,0.6333333333333333
+Candy Bomb,Very nice Games,Positive,0.78,1.0
+Candy Bomb,Thea best game,Positive,0.3,0.35
+Candy Bomb,Very nice game,Positive,0.19,0.7
+Candy Bomb,nan,nan,nan,nan
+Candy Bomb,It's lovely,Positive,0.5,0.75
+Candy Bomb,coll.....i loved,Positive,0.7,0.8
+Candy Bomb,Okay okay,Positive,0.5,0.5
+Candy Bomb,Just love game relaxing.,Positive,0.04999999999999999,0.5
+Candy Bomb,It excellent game quick decision try.i totally like,Positive,0.23333333333333334,0.6625
+Candy Bomb,Very nice,Positive,0.78,1.0
+Candy Bomb,I played game time openion good,Positive,0.14999999999999997,0.5
+Candy Bomb,No..,Neutral,0.0,0.0
+Candy Bomb,Exciting...... Good easy play thank u game makers,Positive,0.2583333333333333,0.6583333333333333
+Candy Bomb,Good,Positive,0.7,0.6000000000000001
+Candy Bomb,Gaurav Kumar,Neutral,0.0,0.0
+Candy Bomb,Its ok,Positive,0.5,0.5
+Candy Bomb,Love game fun play,Positive,0.13333333333333333,0.39999999999999997
+Candy Bomb,Great game lots fun,Positive,0.2333333333333333,0.44999999999999996
+Candy Bomb,Very nice,Positive,0.78,1.0
+Candy Bomb,good game,Positive,0.14999999999999997,0.5
+Candy Bomb,Love game,Positive,0.04999999999999999,0.5
+Candy Bomb,Exciting,Positive,0.3,0.8
+Candy Bomb,Love,Positive,0.5,0.6
+Candy Bomb,Good,Positive,0.7,0.6000000000000001
+Candy Bomb,Great,Positive,0.8,0.75
+Candy Bomb,Nice,Positive,0.6,1.0
+Candy Bomb,Addictive,Neutral,0.0,0.9
+Candy Bomb,Best,Positive,1.0,0.3
+Candy Bomb,Funny,Positive,0.25,1.0
+Candy Bomb,Very nice game,Positive,0.19,0.7
+"Candy Camera - selfie, beauty camera, photo editor",This new update sucks . Whenever try change camera front back stops working filters little much. It'll great good filters rather tens irrelevant filters.,Positive,0.0926948051948052,0.5149350649350649
+"Candy Camera - selfie, beauty camera, photo editor","Hi, I would like know remove vignette effect every photo. Also, quality low even I choose highest resolution. I love filters, pictures look low quality grainy. Please fix it!!",Positive,0.16666666666666666,0.39999999999999997
+"Candy Camera - selfie, beauty camera, photo editor",[Redmi 4A / 4.47 / Xiaomi / 25 / Android] My mobile's highest resolution 2340 X 4160 candy camera 1512 X 2688 full screen mode. I changed image resolution highest resolution. This best camera app.,Positive,0.675,0.42500000000000004
+"Candy Camera - selfie, beauty camera, photo editor",New version candy camera bad want old candy camera ..once reset phn nd dt candy camera removed take back...really disappointed,Negative,-0.30340909090909085,0.5178030303030303
+"Candy Camera - selfie, beauty camera, photo editor","Super cute camera cute stickers, filters effects! Editing features great well. There lot photoshop features within app. Long videos cool filters recorded well. The new Candy Call feature great allows cute fun videochats!",Positive,0.436969696969697,0.6871212121212121
+"Candy Camera - selfie, beauty camera, photo editor",I nokia 2 aap support guys hurry install lb wid guys good work literally keep,Positive,0.7,0.6000000000000001
+"Candy Camera - selfie, beauty camera, photo editor",I feel bit unsafe using app. It asks unnecessary permissions.,Negative,-0.4,0.9
+"Candy Camera - selfie, beauty camera, photo editor",Excellent app. It greatly improved Xgody Y19 camera resolution crystal clear pics.,Positive,0.6333333333333334,0.7111111111111111
+"Candy Camera - selfie, beauty camera, photo editor",hello! guys j6 2018 samsung phone using can't open front flash light,Positive,0.2,0.6
+"Candy Camera - selfie, beauty camera, photo editor",You build aap awasome . I suggest everyone aap outstanding photography ....such nice aap,Positive,0.55,0.9375
+"Candy Camera - selfie, beauty camera, photo editor",nan,nan,nan,nan
+"Candy Camera - selfie, beauty camera, photo editor","When put high resolution mode ,the pic black switch ok blurry",Positive,0.16444444444444445,0.49111111111111105
+"Candy Camera - selfie, beauty camera, photo editor",I want say yet properly sure perfectly But think good So friends Thank friends Your lovely friend,Positive,0.675,0.8097222222222222
+"Candy Camera - selfie, beauty camera, photo editor","This update disgusting, takes long load app! Can please fix it.",Negative,-0.53125,0.7
+"Candy Camera - selfie, beauty camera, photo editor",Just awesome really love good vivo oppo mobiles,Positive,0.7333333333333334,0.7333333333333334
+"Candy Camera - selfie, beauty camera, photo editor",Not good.. sooo baad,Negative,-0.35,0.6000000000000001
+"Candy Camera - selfie, beauty camera, photo editor",nan,nan,nan,nan
+"Candy Camera - selfie, beauty camera, photo editor",That's Amazing .. I really Like It,Positive,0.4,0.55
+"Candy Camera - selfie, beauty camera, photo editor",I'm love good❤,Positive,0.5,0.6
+"Candy Camera - selfie, beauty camera, photo editor",Selfie cam quite ok front cam really really bad wrist,Negative,-0.09999999999999992,0.5833333333333333
+"Candy Camera - selfie, beauty camera, photo editor",Sir plz help I selfie selfie whole black I,Positive,0.016666666666666677,0.4166666666666667
+"Candy Camera - selfie, beauty camera, photo editor",Why front flash working picture,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",It's osm n filters damn gud,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",Please Fix The Focus Problem,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",This worst life,Negative,-1.0,1.0
+"Candy Camera - selfie, beauty camera, photo editor",Love app! Easy filters amazing!,Positive,0.6027777777777779,0.7777777777777778
+"Candy Camera - selfie, beauty camera, photo editor",It takes lot load clicking pictures,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor","Awesome app. Hardly adds, so many stickers l, professional filters lots best ever even name cool",Positive,0.4430555555555556,0.5152777777777777
+"Candy Camera - selfie, beauty camera, photo editor","how to overcome the video, how come it's upside down",Negative,-0.15555555555555559,0.2888888888888889
+"Candy Camera - selfie, beauty camera, photo editor",It good editing photos,Positive,0.7,0.6000000000000001
+"Candy Camera - selfie, beauty camera, photo editor",After installation seen mobile screen?,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",Worst app...not work Lenovo k8 plus,Negative,-1.0,1.0
+"Candy Camera - selfie, beauty camera, photo editor",It's nice I love video soot candycam I can't save video Sdcard . I know happened,Positive,0.55,0.8
+"Candy Camera - selfie, beauty camera, photo editor","It's good,but taking pics quality become low,that's major problem candy camera",Positive,0.0625,0.5
+"Candy Camera - selfie, beauty camera, photo editor",Gud . Because... YouTube video recording .. front camera best candy camera,Positive,1.0,0.3
+"Candy Camera - selfie, beauty camera, photo editor",Amazing app..thanks a lot,Positive,0.6000000000000001,0.9
+"Candy Camera - selfie, beauty camera, photo editor",There free Stickers previous version. I can't find version.,Positive,0.11666666666666668,0.48333333333333334
+"Candy Camera - selfie, beauty camera, photo editor",Nice user friendly,Positive,0.4875,0.75
+"Candy Camera - selfie, beauty camera, photo editor",This good creates vagueness compared phone's original camera,Positive,0.5375,0.675
+"Candy Camera - selfie, beauty camera, photo editor",The stickers disappearing What heck,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",This new update sucks . Whenever try change camera front back stops working filters little much. It'll great good filters rather tens irrelevant filters.,Positive,0.0926948051948052,0.5149350649350649
+"Candy Camera - selfie, beauty camera, photo editor","Hi, I would like know remove vignette effect every photo. Also, quality low even I choose highest resolution. I love filters, pictures look low quality grainy. Please fix it!!",Positive,0.16666666666666666,0.39999999999999997
+"Candy Camera - selfie, beauty camera, photo editor",[Redmi 4A / 4.47 / Xiaomi / 25 / Android] My mobile's highest resolution 2340 X 4160 candy camera 1512 X 2688 full screen mode. I changed image resolution highest resolution. This best camera app.,Positive,0.675,0.42500000000000004
+"Candy Camera - selfie, beauty camera, photo editor",New version candy camera bad want old candy camera ..once reset phn nd dt candy camera removed take back...really disappointed,Negative,-0.30340909090909085,0.5178030303030303
+"Candy Camera - selfie, beauty camera, photo editor","Super cute camera cute stickers, filters effects! Editing features great well. There lot photoshop features within app. Long videos cool filters recorded well. The new Candy Call feature great allows cute fun videochats!",Positive,0.436969696969697,0.6871212121212121
+"Candy Camera - selfie, beauty camera, photo editor",I nokia 2 aap support guys hurry install lb wid guys good work literally keep,Positive,0.7,0.6000000000000001
+"Candy Camera - selfie, beauty camera, photo editor",I feel bit unsafe using app. It asks unnecessary permissions.,Negative,-0.4,0.9
+"Candy Camera - selfie, beauty camera, photo editor",Excellent app. It greatly improved Xgody Y19 camera resolution crystal clear pics.,Positive,0.6333333333333334,0.7111111111111111
+"Candy Camera - selfie, beauty camera, photo editor",nan,nan,nan,nan
+"Candy Camera - selfie, beauty camera, photo editor",hello! guys j6 2018 samsung phone using can't open front flash light,Positive,0.2,0.6
+"Candy Camera - selfie, beauty camera, photo editor",You build aap awasome . I suggest everyone aap outstanding photography ....such nice aap,Positive,0.55,0.9375
+"Candy Camera - selfie, beauty camera, photo editor",nan,nan,nan,nan
+"Candy Camera - selfie, beauty camera, photo editor","When put high resolution mode ,the pic black switch ok blurry",Positive,0.16444444444444445,0.49111111111111105
+"Candy Camera - selfie, beauty camera, photo editor",I want say yet properly sure perfectly But think good So friends Thank friends Your lovely friend,Positive,0.675,0.8097222222222222
+"Candy Camera - selfie, beauty camera, photo editor","This update disgusting, takes long load app! Can please fix it.",Negative,-0.53125,0.7
+"Candy Camera - selfie, beauty camera, photo editor",Just awesome really love good vivo oppo mobiles,Positive,0.7333333333333334,0.7333333333333334
+"Candy Camera - selfie, beauty camera, photo editor",Not good.. sooo baad,Negative,-0.35,0.6000000000000001
+"Candy Camera - selfie, beauty camera, photo editor",That's Amazing .. I really Like It,Positive,0.4,0.55
+"Candy Camera - selfie, beauty camera, photo editor",I'm love good❤,Positive,0.5,0.6
+"Candy Camera - selfie, beauty camera, photo editor",Selfie cam quite ok front cam really really bad wrist,Negative,-0.09999999999999992,0.5833333333333333
+"Candy Camera - selfie, beauty camera, photo editor",Sir plz help I selfie selfie whole black I,Positive,0.016666666666666677,0.4166666666666667
+"Candy Camera - selfie, beauty camera, photo editor",Why front flash working picture,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",It's osm n filters damn gud,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",Please Fix The Focus Problem,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",This worst life,Negative,-1.0,1.0
+"Candy Camera - selfie, beauty camera, photo editor",Love app! Easy filters amazing!,Positive,0.6027777777777779,0.7777777777777778
+"Candy Camera - selfie, beauty camera, photo editor",It takes lot load clicking pictures,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor","Awesome app. Hardly adds, so many stickers l, professional filters lots best ever even name cool",Positive,0.4430555555555556,0.5152777777777777
+"Candy Camera - selfie, beauty camera, photo editor","how to overcome the video, how come it's upside down",Negative,-0.15555555555555559,0.2888888888888889
+"Candy Camera - selfie, beauty camera, photo editor",It good editing photos,Positive,0.7,0.6000000000000001
+"Candy Camera - selfie, beauty camera, photo editor",After installation seen mobile screen?,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",Worst app...not work Lenovo k8 plus,Negative,-1.0,1.0
+"Candy Camera - selfie, beauty camera, photo editor",It's nice I love video soot candycam I can't save video Sdcard . I know happened,Positive,0.55,0.8
+"Candy Camera - selfie, beauty camera, photo editor","It's good,but taking pics quality become low,that's major problem candy camera",Positive,0.0625,0.5
+"Candy Camera - selfie, beauty camera, photo editor",Gud . Because... YouTube video recording .. front camera best candy camera,Positive,1.0,0.3
+"Candy Camera - selfie, beauty camera, photo editor",Amazing app..thanks a lot,Positive,0.6000000000000001,0.9
+"Candy Camera - selfie, beauty camera, photo editor",There free Stickers previous version. I can't find version.,Positive,0.11666666666666668,0.48333333333333334
+"Candy Camera - selfie, beauty camera, photo editor",Nice user friendly,Positive,0.4875,0.75
+"Candy Camera - selfie, beauty camera, photo editor",This good creates vagueness compared phone's original camera,Positive,0.5375,0.675
+"Candy Camera - selfie, beauty camera, photo editor",The stickers disappearing What heck,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",This new update sucks . Whenever try change camera front back stops working filters little much. It'll great good filters rather tens irrelevant filters.,Positive,0.0926948051948052,0.5149350649350649
+"Candy Camera - selfie, beauty camera, photo editor","Hi, I would like know remove vignette effect every photo. Also, quality low even I choose highest resolution. I love filters, pictures look low quality grainy. Please fix it!!",Positive,0.16666666666666666,0.39999999999999997
+"Candy Camera - selfie, beauty camera, photo editor",[Redmi 4A / 4.47 / Xiaomi / 25 / Android] My mobile's highest resolution 2340 X 4160 candy camera 1512 X 2688 full screen mode. I changed image resolution highest resolution. This best camera app.,Positive,0.675,0.42500000000000004
+"Candy Camera - selfie, beauty camera, photo editor",New version candy camera bad want old candy camera ..once reset phn nd dt candy camera removed take back...really disappointed,Negative,-0.30340909090909085,0.5178030303030303
+"Candy Camera - selfie, beauty camera, photo editor","Super cute camera cute stickers, filters effects! Editing features great well. There lot photoshop features within app. Long videos cool filters recorded well. The new Candy Call feature great allows cute fun videochats!",Positive,0.436969696969697,0.6871212121212121
+"Candy Camera - selfie, beauty camera, photo editor",I nokia 2 aap support guys hurry install lb wid guys good work literally keep,Positive,0.7,0.6000000000000001
+"Candy Camera - selfie, beauty camera, photo editor",I feel bit unsafe using app. It asks unnecessary permissions.,Negative,-0.4,0.9
+"Candy Camera - selfie, beauty camera, photo editor",Excellent app. It greatly improved Xgody Y19 camera resolution crystal clear pics.,Positive,0.6333333333333334,0.7111111111111111
+"Candy Camera - selfie, beauty camera, photo editor",nan,nan,nan,nan
+"Candy Camera - selfie, beauty camera, photo editor",hello! guys j6 2018 samsung phone using can't open front flash light,Positive,0.2,0.6
+"Candy Camera - selfie, beauty camera, photo editor",You build aap awasome . I suggest everyone aap outstanding photography ....such nice aap,Positive,0.55,0.9375
+"Candy Camera - selfie, beauty camera, photo editor",nan,nan,nan,nan
+"Candy Camera - selfie, beauty camera, photo editor","When put high resolution mode ,the pic black switch ok blurry",Positive,0.16444444444444445,0.49111111111111105
+"Candy Camera - selfie, beauty camera, photo editor",I want say yet properly sure perfectly But think good So friends Thank friends Your lovely friend,Positive,0.675,0.8097222222222222
+"Candy Camera - selfie, beauty camera, photo editor","This update disgusting, takes long load app! Can please fix it.",Negative,-0.53125,0.7
+"Candy Camera - selfie, beauty camera, photo editor",Just awesome really love good vivo oppo mobiles,Positive,0.7333333333333334,0.7333333333333334
+"Candy Camera - selfie, beauty camera, photo editor",Not good.. sooo baad,Negative,-0.35,0.6000000000000001
+"Candy Camera - selfie, beauty camera, photo editor",That's Amazing .. I really Like It,Positive,0.4,0.55
+"Candy Camera - selfie, beauty camera, photo editor",I'm love good❤,Positive,0.5,0.6
+"Candy Camera - selfie, beauty camera, photo editor",Selfie cam quite ok front cam really really bad wrist,Negative,-0.09999999999999992,0.5833333333333333
+"Candy Camera - selfie, beauty camera, photo editor",Sir plz help I selfie selfie whole black I,Positive,0.016666666666666677,0.4166666666666667
+"Candy Camera - selfie, beauty camera, photo editor",Why front flash working picture,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",It's osm n filters damn gud,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",Please Fix The Focus Problem,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",This worst life,Negative,-1.0,1.0
+"Candy Camera - selfie, beauty camera, photo editor",Love app! Easy filters amazing!,Positive,0.6027777777777779,0.7777777777777778
+"Candy Camera - selfie, beauty camera, photo editor",It takes lot load clicking pictures,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor","Awesome app. Hardly adds, so many stickers l, professional filters lots best ever even name cool",Positive,0.4430555555555556,0.5152777777777777
+"Candy Camera - selfie, beauty camera, photo editor","how to overcome the video, how come it's upside down",Negative,-0.15555555555555559,0.2888888888888889
+"Candy Camera - selfie, beauty camera, photo editor",It good editing photos,Positive,0.7,0.6000000000000001
+"Candy Camera - selfie, beauty camera, photo editor",After installation seen mobile screen?,Neutral,0.0,0.0
+"Candy Camera - selfie, beauty camera, photo editor",Worst app...not work Lenovo k8 plus,Negative,-1.0,1.0
+"Candy Camera - selfie, beauty camera, photo editor",It's nice I love video soot candycam I can't save video Sdcard . I know happened,Positive,0.55,0.8
+"Candy Camera - selfie, beauty camera, photo editor","It's good,but taking pics quality become low,that's major problem candy camera",Positive,0.0625,0.5
+"Candy Camera - selfie, beauty camera, photo editor",Gud . Because... YouTube video recording .. front camera best candy camera,Positive,1.0,0.3
+"Candy Camera - selfie, beauty camera, photo editor",Amazing app..thanks a lot,Positive,0.6000000000000001,0.9
+"Candy Camera - selfie, beauty camera, photo editor",There free Stickers previous version. I can't find version.,Positive,0.11666666666666668,0.48333333333333334
+"Candy Camera - selfie, beauty camera, photo editor",Nice camera good graphics,Positive,0.6499999999999999,0.8
+"Candy Camera - selfie, beauty camera, photo editor",Nice user friendly,Positive,0.4875,0.75
+"Candy Camera - selfie, beauty camera, photo editor",This good creates vagueness compared phone's original camera,Positive,0.5375,0.675
+Candy Crush Jelly Saga,You get 1 star I DON'T WANT TO USE FACEBOOK TO CONNECT!!! I prefer Google Play Games like majority Android users. Nobody trusts Facebook anything anymore! So change connection policy STOP PROMOTING FACEBOOK!,Neutral,0.0,0.0
+Candy Crush Jelly Saga,"Like improvements, I would get upset one. The game allow certain amount times allow move pass sort penalty used awards. After l can't pass like quit playing weeks.",Negative,-0.09285714285714287,0.4857142857142857
+Candy Crush Jelly Saga,"They actually make bad tropes kind game even worse. Seriously, play kind three-in-a row game besides one. There many way better, like Gardenscapes.",Negative,-0.0033333333333333214,0.5633333333333334
+Candy Crush Jelly Saga,It keeps freezing I quit. I lose life extra items I used try pass it. Not happy,Negative,-0.2,0.55
+Candy Crush Jelly Saga,Was fun game til I updated accepted new privacy policy game reset I lost progress. Please fix problem soda saga plz,Negative,-0.09090909090909093,0.36363636363636365
+Candy Crush Jelly Saga,"You increased game speed. Galaxy S9, mind-numbingly slow unbearable. Soda Crush lightning fast, fix stupid game.",Negative,-0.33999999999999997,0.5599999999999999
+Candy Crush Jelly Saga,"A game, I thought suppose fun enjoyable, take weeks pass level. When open app/game know going let wino chance b4 u start, fun",Positive,0.13999999999999999,0.38
+Candy Crush Jelly Saga,"I know happened recent update every single special candies level well ones inside level erased. I never mad game except I can't beat level stop playing several months! And yes I logged FB account, ask synced. Boo!",Positive,0.03303571428571428,0.4059523809523809
+Candy Crush Jelly Saga,"Colors dull compared sisters. At times, hard see combinations dull background dull candies. Can brighten up? Not visually stimulating original crush soda pop.",Negative,-0.13194444444444445,0.46527777777777773
+Candy Crush Jelly Saga,"Even update NOT able send request lives 2 weeks. Not internet Wi-Fi issue, games issue",Negative,-0.25,0.625
+Candy Crush Jelly Saga,I've playing game long long time. But every time I get notification 2 hours free lives. I open thru notification I yet get 2 hours free lives. I get regular 5 lives. Its frustrating,Negative,-0.012499999999999997,0.5346153846153846
+Candy Crush Jelly Saga,Why remove infinity reward? I dont get play unlimited anymore. Before update rank goes receive unlimited reward hours. Sucks!,Negative,-0.5875,0.6
+Candy Crush Jelly Saga,So much better 30seconds update gameplay satisfying instead lagging. Now piggy bank pointless feature get given extra exploding bombs etc. Not worth paying release stars coins. Also tickets pointless I refuse pay stupid packs.,Negative,-0.06428571428571428,0.5285714285714286
+Candy Crush Jelly Saga,nan,nan,nan,nan
+Candy Crush Jelly Saga,As reach level after70 starts difficult quite unfair get stars cupcake carl,Negative,-0.5,1.0
+Candy Crush Jelly Saga,"The graphics r awesome.controls great.n overall fundamentalist game is,,,, challenge new level.''' Can't help luv it.thk you.mrs owens",Negative,-0.08787878787878789,0.28484848484848485
+Candy Crush Jelly Saga,I hope get rid jelly queen part game. It's hard understand rules instead enjoying challenge get frustrated want play. Otherwise I love game.,Negative,-0.13194444444444445,0.4569444444444444
+Candy Crush Jelly Saga,nan,nan,nan,nan
+Candy Crush Jelly Saga,STOP DAMN FORCING PEOPLE TO LOG INTO GAME WITH FACEBOOK!!! I DON'T WANT TO BE A FACEBOOK GAME JUNKIE!!!,Negative,-0.78125,0.4
+Candy Crush Jelly Saga,Very worst app. This Game playing mind appsets. Please extras play moves game.,Negative,-0.6,0.6
+Candy Crush Jelly Saga,I'm always getting stuck level. It's irritating.,Negative,-0.4,0.8
+Candy Crush Jelly Saga,So much fun. Sometimes need help buy aides. Have stuck levels much week well.,Positive,0.25,0.2
+Candy Crush Jelly Saga,"The game good, saying I 267 hours next life!!!!",Positive,0.09999999999999998,0.3333333333333333
+Candy Crush Jelly Saga,s6 edge keeps restarting every time already open followed opening wifi update game status. back recent keys also work.,Negative,-0.1,0.2875
+Candy Crush Jelly Saga,The number chances given less I see net. Maybe want us purchase. Not correct fair. The Candy crush soda also. Please rectify.,Positive,0.17777777777777778,0.32222222222222224
+Candy Crush Jelly Saga,I'm issues connecting Facebook start left off.... I go sign loads takes back login .,Neutral,0.0,0.0
+Candy Crush Jelly Saga,Very exciting game. Also challenging times. Colorful fast action. Great game. Fun play. Awesome game. But could musical change theme game. Just love cute little puffers.,Positive,0.17515625,0.546875
+Candy Crush Jelly Saga,This dam hard..challenging thing almost impossible..frustrated..i can't buy boosts.the game provide enough thru game uninstall,Negative,-0.26666666666666666,0.43333333333333335
+Candy Crush Jelly Saga,Some levels madness. 1153. Ù never know u improving winning,Positive,0.5,0.75
+Candy Crush Jelly Saga,Level 1694 IMPOSSIBLE beat! There possible way get 6 monklings rope! Please fix bug!,Negative,-0.41666666666666663,1.0
+Candy Crush Jelly Saga,You put levels impossible beat unless pay get things pass worth putting hard-earned money buying,Negative,-0.18333333333333332,0.55
+Candy Crush Jelly Saga,"Many glitches associating gameplay FB, losing daily log bonuses, computer generated, unhelpful responses King admins",Positive,0.25,0.25
+Candy Crush Jelly Saga,"Love game Carl Cupcake cheats. Wish colors spectrum close, eyes hurt.",Positive,0.04999999999999999,0.5
+Candy Crush Jelly Saga,"Not sure candy crush saga games like this, seems ""pay-to-win"".",Negative,-0.25,0.8888888888888888
+Candy Crush Jelly Saga,"No daily rewards, levels hard, easy get stuck way advance makes game unplayable.",Negative,-0.13166666666666668,0.49499999999999994
+Candy Crush Jelly Saga,nan,nan,nan,nan
+Candy Crush Jelly Saga,Not enough money bonuses. Just way make spend money. Eh happening,Neutral,0.0,0.5
+Candy Crush Jelly Saga,Just like candy crush soda hasnt started cheating yet.,Neutral,0.0,0.0
+Candy Crush Jelly Saga,I happy I bought R109 stuff receive anything 17.07.2018 please come back .,Positive,0.4,0.5
+Candy Crush Jelly Saga,It nice entertaining little challenging I like,Positive,0.353125,0.8
+Candy Crush Jelly Saga,You get 1 star I DON'T WANT TO USE FACEBOOK TO CONNECT!!! I prefer Google Play Games like majority Android users. Nobody trusts Facebook anything anymore! So change connection policy STOP PROMOTING FACEBOOK!,Neutral,0.0,0.0
+Candy Crush Jelly Saga,"Like improvements, I would get upset one. The game allow certain amount times allow move pass sort penalty used awards. After l can't pass like quit playing weeks.",Negative,-0.09285714285714287,0.4857142857142857
+Candy Crush Jelly Saga,"They actually make bad tropes kind game even worse. Seriously, play kind three-in-a row game besides one. There many way better, like Gardenscapes.",Negative,-0.0033333333333333214,0.5633333333333334
+Candy Crush Jelly Saga,It keeps freezing I quit. I lose life extra items I used try pass it. Not happy,Negative,-0.2,0.55
+Candy Crush Jelly Saga,Was fun game til I updated accepted new privacy policy game reset I lost progress. Please fix problem soda saga plz,Negative,-0.09090909090909093,0.36363636363636365
+Candy Crush Jelly Saga,"You increased game speed. Galaxy S9, mind-numbingly slow unbearable. Soda Crush lightning fast, fix stupid game.",Negative,-0.33999999999999997,0.5599999999999999
+Candy Crush Jelly Saga,"A game, I thought suppose fun enjoyable, take weeks pass level. When open app/game know going let wino chance b4 u start, fun",Positive,0.13999999999999999,0.38
+Candy Crush Jelly Saga,"I know happened recent update every single special candies level well ones inside level erased. I never mad game except I can't beat level stop playing several months! And yes I logged FB account, ask synced. Boo!",Positive,0.03303571428571428,0.4059523809523809
+Candy Crush Jelly Saga,"Colors dull compared sisters. At times, hard see combinations dull background dull candies. Can brighten up? Not visually stimulating original crush soda pop.",Negative,-0.13194444444444445,0.46527777777777773
+Candy Crush Jelly Saga,"Even update NOT able send request lives 2 weeks. Not internet Wi-Fi issue, games issue",Negative,-0.25,0.625
+Candy Crush Jelly Saga,I've playing game long long time. But every time I get notification 2 hours free lives. I open thru notification I yet get 2 hours free lives. I get regular 5 lives. Its frustrating,Negative,-0.012499999999999997,0.5346153846153846
+Candy Crush Jelly Saga,Why remove infinity reward? I dont get play unlimited anymore. Before update rank goes receive unlimited reward hours. Sucks!,Negative,-0.5875,0.6
+Candy Crush Jelly Saga,So much better 30seconds update gameplay satisfying instead lagging. Now piggy bank pointless feature get given extra exploding bombs etc. Not worth paying release stars coins. Also tickets pointless I refuse pay stupid packs.,Negative,-0.06428571428571428,0.5285714285714286
+Candy Crush Jelly Saga,nan,nan,nan,nan
+Candy Crush Jelly Saga,nan,nan,nan,nan
+Candy Crush Jelly Saga,As reach level after70 starts difficult quite unfair get stars cupcake carl,Negative,-0.5,1.0
+Candy Crush Jelly Saga,"The graphics r awesome.controls great.n overall fundamentalist game is,,,, challenge new level.''' Can't help luv it.thk you.mrs owens",Negative,-0.08787878787878789,0.28484848484848485
+Candy Crush Jelly Saga,I hope get rid jelly queen part game. It's hard understand rules instead enjoying challenge get frustrated want play. Otherwise I love game.,Negative,-0.13194444444444445,0.4569444444444444
+Candy Crush Jelly Saga,nan,nan,nan,nan
+Candy Crush Jelly Saga,STOP DAMN FORCING PEOPLE TO LOG INTO GAME WITH FACEBOOK!!! I DON'T WANT TO BE A FACEBOOK GAME JUNKIE!!!,Negative,-0.78125,0.4
+Candy Crush Jelly Saga,Very worst app. This Game playing mind appsets. Please extras play moves game.,Negative,-0.6,0.6
+Candy Crush Jelly Saga,I'm always getting stuck level. It's irritating.,Negative,-0.4,0.8
+Candy Crush Jelly Saga,So much fun. Sometimes need help buy aides. Have stuck levels much week well.,Positive,0.25,0.2
+Candy Crush Jelly Saga,"The game good, saying I 267 hours next life!!!!",Positive,0.09999999999999998,0.3333333333333333
+Candy Crush Jelly Saga,s6 edge keeps restarting every time already open followed opening wifi update game status. back recent keys also work.,Negative,-0.1,0.2875
+Candy Crush Jelly Saga,The number chances given less I see net. Maybe want us purchase. Not correct fair. The Candy crush soda also. Please rectify.,Positive,0.17777777777777778,0.32222222222222224
+Candy Crush Jelly Saga,I'm issues connecting Facebook start left off.... I go sign loads takes back login .,Neutral,0.0,0.0
+Candy Crush Jelly Saga,Very exciting game. Also challenging times. Colorful fast action. Great game. Fun play. Awesome game. But could musical change theme game. Just love cute little puffers.,Positive,0.17515625,0.546875
+Candy Crush Jelly Saga,This dam hard..challenging thing almost impossible..frustrated..i can't buy boosts.the game provide enough thru game uninstall,Negative,-0.26666666666666666,0.43333333333333335
+Candy Crush Jelly Saga,Some levels madness. 1153. Ù never know u improving winning,Positive,0.5,0.75
+Candy Crush Jelly Saga,Level 1694 IMPOSSIBLE beat! There possible way get 6 monklings rope! Please fix bug!,Negative,-0.41666666666666663,1.0
+Candy Crush Jelly Saga,You put levels impossible beat unless pay get things pass worth putting hard-earned money buying,Negative,-0.18333333333333332,0.55
+Candy Crush Jelly Saga,"Many glitches associating gameplay FB, losing daily log bonuses, computer generated, unhelpful responses King admins",Positive,0.25,0.25
+Candy Crush Jelly Saga,"Love game Carl Cupcake cheats. Wish colors spectrum close, eyes hurt.",Positive,0.04999999999999999,0.5
+Candy Crush Jelly Saga,"Not sure candy crush saga games like this, seems ""pay-to-win"".",Negative,-0.25,0.8888888888888888
+Candy Crush Jelly Saga,"No daily rewards, levels hard, easy get stuck way advance makes game unplayable.",Negative,-0.13166666666666668,0.49499999999999994
+Candy Crush Jelly Saga,nan,nan,nan,nan
+Candy Crush Jelly Saga,Not enough money bonuses. Just way make spend money. Eh happening,Neutral,0.0,0.5
+Candy Crush Jelly Saga,Just like candy crush soda hasnt started cheating yet.,Neutral,0.0,0.0
+Candy Crush Jelly Saga,I happy I bought R109 stuff receive anything 17.07.2018 please come back .,Positive,0.4,0.5
+Candy Crush Saga,"If get free lives refill, continue accumulate lives. Ex: I 3 lives left I win new 5 spin..or leveling I 8 technically..but refill back 5 I understand refill... It easier get way people continue play. The piggy bank able time time always purchased. Seems fair loyal players. Once notification read mail box notification disappear...but stays. Just tips :)",Positive,0.3744107744107744,0.5569865319865319
+Candy Crush Saga,My original rating 01/2015 5 Stars still holding strong! My cell phone co hard reset I lost games. I've started Candy Crush love updates made. They make much fun! I'm still playing much higher level tablet I change back forth lives recharging.,Positive,0.25,0.47500000000000003
+Candy Crush Saga,"This good time passing game. However, I like lives wait play level losing them. Some levels way hard, requiring boosters win unreasonably short number moves. Personally, I would enjoy better unlimited lives moves, abd score based amount moves used complete level.",Positive,0.20092592592592595,0.4379629629629629
+Candy Crush Saga,"Fun first, spending two weeks level makes want play. You think playing go ""ugh"" want play. If I developer, I want users' reactions ugh simply play. Also, may well remove jackpot wheel, NEVER lands it. Spend money something else.",Positive,0.18333333333333335,0.2968253968253968
+Candy Crush Saga,"Please get rid amount pop ups love things holy, change suggestion move speed. Way fast. I like able think moves without bouncing candy distracting me. Other that, love game. I like challenging levels, like getting free items. I jackpot years i've playing. Would like see others win too.",Positive,0.3194444444444444,0.6000000000000001
+Candy Crush Saga,"Candy crush much fun entertaining I could play day. The free people like mind teasing games addicted phone need new games one, addicting can't stop playing ,but go setting trick unlimited lifes",Positive,0.1872727272727273,0.5509090909090909
+Candy Crush Saga,"Since latest update, bouncing 'suggestions' happening way quickly. It's distracting annoying! Shouldn't allow players disable function want it? Been playing game LONG time several devices restarts would sad abandon",Negative,-0.15952380952380954,0.5857142857142856
+Candy Crush Saga,"Super addicting! But also super fun calming way. Only think I like levels seem almost impossible want buy anything. Some I've stuck week longer I want buy extra boosters such. Other that, love it!",Positive,0.09814814814814815,0.5675925925925925
+Candy Crush Saga,"After 5 years giving 5 stars game, today I lowered 3 stars I hate often gets back replay level I already succeeded pass. And happens 1 2 3 times. Like now, I passed really hard level took break. When I opened game play next level, brings previous level again. Seriously? Thank God I overcome addiction game. Hopefully soon I need anymore",Negative,-0.31018518518518523,0.38611111111111107
+Candy Crush Saga,I played game least 5 years restart 3 times. Twice fault yours. I would give 5 stars otherwise. But game disappeared. I level 1200 . It back level 1 weeks access it. How I get 1200 +level game back. Very dissappointed!!!,Negative,-0.15848214285714285,0.27142857142857146
+Candy Crush Saga,I addicted issues. Lol. I currently level 1969. Not jackpot wheel....Ever. Could little generous prizes. When playing landscape stats SO small barely readable! Get tense instead relaxed play squinting time. Also fish basically useless now... pointless.,Negative,-0.1175925925925926,0.43333333333333335
+Candy Crush Saga,"I would enjoy game SO MUCH MORE option turn flashing tips next move. I playing 2,000 levels. I want assistance. Also...What pointing remaining squares need popped towards end game? This new! We idiots! There lot aid functions added please provide option turn helpful screen solutions. You made favorite game, longer challenging.",Negative,-0.012954545454545463,0.5454545454545455
+Candy Crush Saga,"fun play, easy challenge better friends, easy repeat. lots free perks. send lives friends back forth. all. fun. complicated soda version easier play for.short stints let go. keep track time real world :)",Positive,0.2566666666666667,0.5666666666666667
+Candy Crush Saga,"Love game. Hate Odus. He's owl. Owls fly. They fall down. Minus two stars anatomical anomalies making ask friends help boat, plane, train tickets. Update: Added star since Odus tickets went away Jackpot space daily wheel still pointless.",Negative,-0.05069444444444445,0.4611111111111111
+Candy Crush Saga,Although game addictive frustrating third time I try loading I can't connected Google Play game server connect I can't claim awards due join side games I've spent afew days trying get 1st place fail fault own. This also applies 'Buddy' I can't access get reward appear screen. I tempted make purchase there's high chance I can't access I want to. For reason I give 3 stars.,Negative,-0.11650000000000002,0.4915
+Candy Crush Saga,"I know current level 3440 I absolutely hate fish diluted. Instead 3 triggering, 1. I even waste striped candies fish combo anymore. I'm increased difficulty that's ridiculous change. May time try something else.",Negative,-0.3333333333333333,0.575
+Candy Crush Saga,I gave 5 star's I'm gonna remove cuz close reopen level 1715 comes 111 every time scroll play levels. So would something regarding would great,Positive,0.8,0.75
+Candy Crush Saga,I love game TOO many pop ups. I want open game play. But 7 notices first every time open game. Once daily enough. I level 2475 NEVER hit jackpot what's purpose wheel. What perks committed player can't hit jackpot there. The move suggestion Too fast.,Positive,0.02272727272727272,0.43030303030303024
+Candy Crush Saga,"I able connect past WEEKS, sure why, nothing changed. Since connection, I've missed daily spin, extra moves etc. I emailed CS, received response action. I even able connect Facebook. I uninstalled reinstalled found I kicked back 6 levels. I never spend another dime game.",Positive,0.10555555555555557,0.33209876543209876
+Candy Crush Saga,Addictive!! Edit:The new update game gives suggestions next move SUPER annoying. It's quick. You complete move even two seconds pass game suggesting next move. It's HIGHLY distracting. This may helpful I like it. Is possible make setting turn depending one's preference?!?!,Negative,-0.04474747474747476,0.5134343434343435
+Candy Crush Saga,2 things I'd change. When rank already 5 lives dont get anything. There alternative. Also make long levels? I dont need know standings every single game. Apart I love it.,Negative,-0.1642857142857143,0.5028571428571429
+Candy Crush Saga,"Great past time, I know retrieve extra plays I win - I know flashing colours across candies mean? Maybe could show things appear. Or help section.",Positive,0.20750000000000002,0.4375
+Candy Crush Saga,My send button work send life requests send lives. When I tap nothing happens. This problem last three days so. Yes updated yes I already tried uninstall install luck. Please assist!!,Neutral,0.0,0.06666666666666667
+Candy Crush Saga,Game freeze choose hint given game. Now hints start flashing almost immediately move. Very distracting annoying. I put away fix it. Gameplay enjoyable anymore.,Negative,-0.18000000000000002,0.52
+Candy Crush Saga,"One star due option remove assisted help. It's painful play AI telling moves, flashing candy detracting game play. Simple fix though, add option settings turn assist.",Negative,-0.30625,0.5080357142857143
+Candy Crush Saga,"I like everything changed fish. UPDATE: hey, I know may sound weird unbelievable happened I pass level wait next level load level I've passed! It really pisses especially happens hard level!! P.s. I quit level completely finished.",Negative,-0.06321614583333333,0.5677083333333334
+Candy Crush Saga,"Do people ever wonder ever plays game? You cant get level. I stuck level 2 months. There way get it, I gave trying. I'm level 589. I play Cookie Jam & I'm 2133. Now that's game worth playing",Negative,-0.16666666666666666,0.3
+Candy Crush Saga,Prize wheel NEVER landed jackpot since I began playing (over 2 yrs. ago!) Either fix wheel getting rid brief stoppage every spin get rid wheel entirely!,Neutral,0.0,0.47916666666666663
+Candy Crush Saga,"It would 5 stars, 6 hours unlimited life..... replaced 1 hour unlimited life level later!! A bit unfair!! In Other games play, win 1 hour unlimited lives win 3 hours unlimited life, add on, replace it. end 4 hours total etc...",Positive,0.11562500000000002,0.4875
+Candy Crush Saga,"This new update automatically puts booster game, bueno. Then I noticed happening I would back game starting booster put back. This sucks! I stack boosters I really need game decides I #sucks",Negative,-0.15386363636363637,0.25545454545454543
+Candy Crush Saga,"Addicting, fun game really needs update lets bank lives earn!! I win lives time since I full lives I lose them, I get stuck level I run lives I really 20.. earn lives able keep them!!! Also, I wish could send specials gifts along extra lives friends!!!",Positive,0.3173828125,0.33437500000000003
+Candy Crush Saga,Quit suggesting matches.... toddler understands match tiles... needs constant suggestion... I follow suggestions work favor. Either show winning move shut I concentrate... thank you!!!!,Positive,0.5,0.5416666666666666
+Candy Crush Saga,This game awesome pass time. I noticed levels less moves cell phone computer. It makes much harder pass levels. I 2798 computer 20 levels 18 phone.,Positive,0.08333333333333334,0.36666666666666664
+Candy Crush Saga,Love game took boosters hundred . really take all. Please give back. I WANT MY BOOSTERS AND IN GAME HELPERS BACK. Where treat calendar go. 10/29 Took boosters treat calendar. 12/9/16 game keep wiping boosters. 7/22/18 took boosters again.,Negative,-0.07142857142857142,0.2857142857142857
+Candy Crush Saga,Good game evolved positively. Though idea cant earn bricks straight without money ridiculous. Transactions want lot quickly earn enough fill bank bought stupid,Negative,-0.00909090909090908,0.6181818181818182
+Candy Crush Saga,"I hate game mostly. It infuriating times. I recently get new phone. When I reloaded candy crush, I lost powerups I collected. I also lost extra lives. I reload today lost again. I'm done. So 5 stars, since zero. I give one.",Negative,-0.27727272727272734,0.4840909090909091
+Candy Crush Saga,My boyfriend level 376 finished level sugar crush 33 minutes still going on. still 10 moves left well right score 66300462 I think broke game ..,Negative,-0.038095238095238106,0.3119047619047619
+Candy Crush Saga,"Game play constantly tweaked revenue expense user experience. Jackpot never hits spinner, blatantly obvious stuttering inconsistent behavior wheel coming stop. Just remove already. Earned boosters tied app, account. If uninstall change devices lose all.",Negative,-0.13333333333333333,0.41111111111111115
+Candy Crush Saga,I've playing game less week n enjoyed challenge. Only problem game like many match 3 games--get level difficult pass! I've tried kinds ways win level hard unless u kinds help! If I pass level soon I'm deleting like I've done games! It makes sense make game hard longer enjoyable! Update-this game longer fun aggravating! Got past hard level super hard level named impossible pass unless u kinds super powers! I've spent last 3 DAYS trying pass sorry azz level n I'm P. O! This game GARBAGE like games like it! N life recharge takes long! DELETING A CRAPPY NO FUN GAME!,Negative,-0.11209490740740742,0.495679012345679
+Candy Crush Saga,Great game really kill stress. I like fact get see people well. thing lots stuff going lots compations I understand,Positive,0.20000000000000004,0.44999999999999996
+Candy Crush Saga,"If get free lives refill, continue accumulate lives. Ex: I 3 lives left I win new 5 spin..or leveling I 8 technically..but refill back 5 I understand refill... It easier get way people continue play. The piggy bank able time time always purchased. Seems fair loyal players. Once notification read mail box notification disappear...but stays. Just tips :)",Positive,0.3744107744107744,0.5569865319865319
+Candy Crush Saga,My original rating 01/2015 5 Stars still holding strong! My cell phone co hard reset I lost games. I've started Candy Crush love updates made. They make much fun! I'm still playing much higher level tablet I change back forth lives recharging.,Positive,0.25,0.47500000000000003
+Candy Crush Saga,"This good time passing game. However, I like lives wait play level losing them. Some levels way hard, requiring boosters win unreasonably short number moves. Personally, I would enjoy better unlimited lives moves, abd score based amount moves used complete level.",Positive,0.20092592592592595,0.4379629629629629
+Candy Crush Saga,"Please get rid amount pop ups love things holy, change suggestion move speed. Way fast. I like able think moves without bouncing candy distracting me. Other that, love game. I like challenging levels, like getting free items. I jackpot years i've playing. Would like see others win too.",Positive,0.3194444444444444,0.6000000000000001
+Candy Crush Saga,"Fun first, spending two weeks level makes want play. You think playing go ""ugh"" want play. If I developer, I want users' reactions ugh simply play. Also, may well remove jackpot wheel, NEVER lands it. Spend money something else.",Positive,0.18333333333333335,0.2968253968253968
+Candy Crush Saga,"Candy crush much fun entertaining I could play day. The free people like mind teasing games addicted phone need new games one, addicting can't stop playing ,but go setting trick unlimited lifes",Positive,0.1872727272727273,0.5509090909090909
+Candy Crush Saga,"Since latest update, bouncing 'suggestions' happening way quickly. It's distracting annoying! Shouldn't allow players disable function want it? Been playing game LONG time several devices restarts would sad abandon",Negative,-0.15952380952380954,0.5857142857142856
+Candy Crush Saga,"Super addicting! But also super fun calming way. Only think I like levels seem almost impossible want buy anything. Some I've stuck week longer I want buy extra boosters such. Other that, love it!",Positive,0.09814814814814815,0.5675925925925925
+Candy Crush Saga,"After 5 years giving 5 stars game, today I lowered 3 stars I hate often gets back replay level I already succeeded pass. And happens 1 2 3 times. Like now, I passed really hard level took break. When I opened game play next level, brings previous level again. Seriously? Thank God I overcome addiction game. Hopefully soon I need anymore",Negative,-0.31018518518518523,0.38611111111111107
+Candy Crush Saga,I played game least 5 years restart 3 times. Twice fault yours. I would give 5 stars otherwise. But game disappeared. I level 1200 . It back level 1 weeks access it. How I get 1200 +level game back. Very dissappointed!!!,Negative,-0.15848214285714285,0.27142857142857146
+Candy Crush Saga,I addicted issues. Lol. I currently level 1969. Not jackpot wheel....Ever. Could little generous prizes. When playing landscape stats SO small barely readable! Get tense instead relaxed play squinting time. Also fish basically useless now... pointless.,Negative,-0.1175925925925926,0.43333333333333335
+Candy Crush Saga,"I would enjoy game SO MUCH MORE option turn flashing tips next move. I playing 2,000 levels. I want assistance. Also...What pointing remaining squares need popped towards end game? This new! We idiots! There lot aid functions added please provide option turn helpful screen solutions. You made favorite game, longer challenging.",Negative,-0.012954545454545463,0.5454545454545455
+Candy Crush Saga,"fun play, easy challenge better friends, easy repeat. lots free perks. send lives friends back forth. all. fun. complicated soda version easier play for.short stints let go. keep track time real world :)",Positive,0.2566666666666667,0.5666666666666667
+Candy Crush Saga,"Love game. Hate Odus. He's owl. Owls fly. They fall down. Minus two stars anatomical anomalies making ask friends help boat, plane, train tickets. Update: Added star since Odus tickets went away Jackpot space daily wheel still pointless.",Negative,-0.05069444444444445,0.4611111111111111
+Candy Crush Saga,Although game addictive frustrating third time I try loading I can't connected Google Play game server connect I can't claim awards due join side games I've spent afew days trying get 1st place fail fault own. This also applies 'Buddy' I can't access get reward appear screen. I tempted make purchase there's high chance I can't access I want to. For reason I give 3 stars.,Negative,-0.11650000000000002,0.4915
+Candy Crush Saga,"I know current level 3440 I absolutely hate fish diluted. Instead 3 triggering, 1. I even waste striped candies fish combo anymore. I'm increased difficulty that's ridiculous change. May time try something else.",Negative,-0.3333333333333333,0.575
+Candy Crush Saga,I gave 5 star's I'm gonna remove cuz close reopen level 1715 comes 111 every time scroll play levels. So would something regarding would great,Positive,0.8,0.75
+Candy Crush Saga,I love game TOO many pop ups. I want open game play. But 7 notices first every time open game. Once daily enough. I level 2475 NEVER hit jackpot what's purpose wheel. What perks committed player can't hit jackpot there. The move suggestion Too fast.,Positive,0.02272727272727272,0.43030303030303024
+Candy Crush Saga,"I able connect past WEEKS, sure why, nothing changed. Since connection, I've missed daily spin, extra moves etc. I emailed CS, received response action. I even able connect Facebook. I uninstalled reinstalled found I kicked back 6 levels. I never spend another dime game.",Positive,0.10555555555555557,0.33209876543209876
+Candy Crush Saga,Addictive!! Edit:The new update game gives suggestions next move SUPER annoying. It's quick. You complete move even two seconds pass game suggesting next move. It's HIGHLY distracting. This may helpful I like it. Is possible make setting turn depending one's preference?!?!,Negative,-0.04474747474747476,0.5134343434343435
+Candy Crush Saga,2 things I'd change. When rank already 5 lives dont get anything. There alternative. Also make long levels? I dont need know standings every single game. Apart I love it.,Negative,-0.1642857142857143,0.5028571428571429
+Candy Crush Saga,"Great past time, I know retrieve extra plays I win - I know flashing colours across candies mean? Maybe could show things appear. Or help section.",Positive,0.20750000000000002,0.4375
+Candy Crush Saga,My send button work send life requests send lives. When I tap nothing happens. This problem last three days so. Yes updated yes I already tried uninstall install luck. Please assist!!,Neutral,0.0,0.06666666666666667
+Candy Crush Saga,Game freeze choose hint given game. Now hints start flashing almost immediately move. Very distracting annoying. I put away fix it. Gameplay enjoyable anymore.,Negative,-0.18000000000000002,0.52
+Candy Crush Saga,"One star due option remove assisted help. It's painful play AI telling moves, flashing candy detracting game play. Simple fix though, add option settings turn assist.",Negative,-0.30625,0.5080357142857143
+Candy Crush Saga,"I like everything changed fish. UPDATE: hey, I know may sound weird unbelievable happened I pass level wait next level load level I've passed! It really pisses especially happens hard level!! P.s. I quit level completely finished.",Negative,-0.06321614583333333,0.5677083333333334
+Candy Crush Saga,"Do people ever wonder ever plays game? You cant get level. I stuck level 2 months. There way get it, I gave trying. I'm level 589. I play Cookie Jam & I'm 2133. Now that's game worth playing",Negative,-0.16666666666666666,0.3
+Candy Crush Saga,Prize wheel NEVER landed jackpot since I began playing (over 2 yrs. ago!) Either fix wheel getting rid brief stoppage every spin get rid wheel entirely!,Neutral,0.0,0.47916666666666663
+Candy Crush Saga,"It would 5 stars, 6 hours unlimited life..... replaced 1 hour unlimited life level later!! A bit unfair!! In Other games play, win 1 hour unlimited lives win 3 hours unlimited life, add on, replace it. end 4 hours total etc...",Positive,0.11562500000000002,0.4875
+Candy Crush Saga,"This new update automatically puts booster game, bueno. Then I noticed happening I would back game starting booster put back. This sucks! I stack boosters I really need game decides I #sucks",Negative,-0.15386363636363637,0.25545454545454543
+Candy Crush Saga,"Addicting, fun game really needs update lets bank lives earn!! I win lives time since I full lives I lose them, I get stuck level I run lives I really 20.. earn lives able keep them!!! Also, I wish could send specials gifts along extra lives friends!!!",Positive,0.3173828125,0.33437500000000003
+Candy Crush Saga,Quit suggesting matches.... toddler understands match tiles... needs constant suggestion... I follow suggestions work favor. Either show winning move shut I concentrate... thank you!!!!,Positive,0.5,0.5416666666666666
+Candy Crush Saga,This game awesome pass time. I noticed levels less moves cell phone computer. It makes much harder pass levels. I 2798 computer 20 levels 18 phone.,Positive,0.08333333333333334,0.36666666666666664
+Candy Crush Saga,Love game took boosters hundred . really take all. Please give back. I WANT MY BOOSTERS AND IN GAME HELPERS BACK. Where treat calendar go. 10/29 Took boosters treat calendar. 12/9/16 game keep wiping boosters. 7/22/18 took boosters again.,Negative,-0.07142857142857142,0.2857142857142857
+Candy Crush Saga,Good game evolved positively. Though idea cant earn bricks straight without money ridiculous. Transactions want lot quickly earn enough fill bank bought stupid,Negative,-0.00909090909090908,0.6181818181818182
+Candy Crush Saga,"I hate game mostly. It infuriating times. I recently get new phone. When I reloaded candy crush, I lost powerups I collected. I also lost extra lives. I reload today lost again. I'm done. So 5 stars, since zero. I give one.",Negative,-0.27727272727272734,0.4840909090909091
+Candy Crush Saga,My boyfriend level 376 finished level sugar crush 33 minutes still going on. still 10 moves left well right score 66300462 I think broke game ..,Negative,-0.038095238095238106,0.3119047619047619
+Candy Crush Saga,"Game play constantly tweaked revenue expense user experience. Jackpot never hits spinner, blatantly obvious stuttering inconsistent behavior wheel coming stop. Just remove already. Earned boosters tied app, account. If uninstall change devices lose all.",Negative,-0.13333333333333333,0.41111111111111115
+Candy Crush Saga,I've playing game less week n enjoyed challenge. Only problem game like many match 3 games--get level difficult pass! I've tried kinds ways win level hard unless u kinds help! If I pass level soon I'm deleting like I've done games! It makes sense make game hard longer enjoyable! Update-this game longer fun aggravating! Got past hard level super hard level named impossible pass unless u kinds super powers! I've spent last 3 DAYS trying pass sorry azz level n I'm P. O! This game GARBAGE like games like it! N life recharge takes long! DELETING A CRAPPY NO FUN GAME!,Negative,-0.11209490740740742,0.495679012345679
+Candy Crush Saga,Great game really kill stress. I like fact get see people well. thing lots stuff going lots compations I understand,Positive,0.20000000000000004,0.44999999999999996
+Candy Crush Saga,"If get free lives refill, continue accumulate lives. Ex: I 3 lives left I win new 5 spin..or leveling I 8 technically..but refill back 5 I understand refill... It easier get way people continue play. The piggy bank able time time always purchased. Seems fair loyal players. Once notification read mail box notification disappear...but stays. Just tips :)",Positive,0.3744107744107744,0.5569865319865319
+Candy Crush Saga,My original rating 01/2015 5 Stars still holding strong! My cell phone co hard reset I lost games. I've started Candy Crush love updates made. They make much fun! I'm still playing much higher level tablet I change back forth lives recharging.,Positive,0.25,0.47500000000000003
+Candy Crush Saga,"This good time passing game. However, I like lives wait play level losing them. Some levels way hard, requiring boosters win unreasonably short number moves. Personally, I would enjoy better unlimited lives moves, abd score based amount moves used complete level.",Positive,0.20092592592592595,0.4379629629629629
+Candy Crush Saga,"Please get rid amount pop ups love things holy, change suggestion move speed. Way fast. I like able think moves without bouncing candy distracting me. Other that, love game. I like challenging levels, like getting free items. I jackpot years i've playing. Would like see others win too.",Positive,0.3194444444444444,0.6000000000000001
+Candy Crush Saga,"Fun first, spending two weeks level makes want play. You think playing go ""ugh"" want play. If I developer, I want users' reactions ugh simply play. Also, may well remove jackpot wheel, NEVER lands it. Spend money something else.",Positive,0.18333333333333335,0.2968253968253968
+Candy Crush Saga,"Candy crush much fun entertaining I could play day. The free people like mind teasing games addicted phone need new games one, addicting can't stop playing ,but go setting trick unlimited lifes",Positive,0.1872727272727273,0.5509090909090909
+Candy Crush Saga,"Since latest update, bouncing 'suggestions' happening way quickly. It's distracting annoying! Shouldn't allow players disable function want it? Been playing game LONG time several devices restarts would sad abandon",Negative,-0.15952380952380954,0.5857142857142856
+Candy Crush Saga,"Super addicting! But also super fun calming way. Only think I like levels seem almost impossible want buy anything. Some I've stuck week longer I want buy extra boosters such. Other that, love it!",Positive,0.09814814814814815,0.5675925925925925
+Candy Crush Saga,"After 5 years giving 5 stars game, today I lowered 3 stars I hate often gets back replay level I already succeeded pass. And happens 1 2 3 times. Like now, I passed really hard level took break. When I opened game play next level, brings previous level again. Seriously? Thank God I overcome addiction game. Hopefully soon I need anymore",Negative,-0.31018518518518523,0.38611111111111107
+Candy Crush Saga,I played game least 5 years restart 3 times. Twice fault yours. I would give 5 stars otherwise. But game disappeared. I level 1200 . It back level 1 weeks access it. How I get 1200 +level game back. Very dissappointed!!!,Negative,-0.15848214285714285,0.27142857142857146
+Candy Crush Saga,I addicted issues. Lol. I currently level 1969. Not jackpot wheel....Ever. Could little generous prizes. When playing landscape stats SO small barely readable! Get tense instead relaxed play squinting time. Also fish basically useless now... pointless.,Negative,-0.1175925925925926,0.43333333333333335
+Candy Crush Saga,"I would enjoy game SO MUCH MORE option turn flashing tips next move. I playing 2,000 levels. I want assistance. Also...What pointing remaining squares need popped towards end game? This new! We idiots! There lot aid functions added please provide option turn helpful screen solutions. You made favorite game, longer challenging.",Negative,-0.012954545454545463,0.5454545454545455
+Candy Crush Saga,"fun play, easy challenge better friends, easy repeat. lots free perks. send lives friends back forth. all. fun. complicated soda version easier play for.short stints let go. keep track time real world :)",Positive,0.2566666666666667,0.5666666666666667
+Candy Crush Saga,"Love game. Hate Odus. He's owl. Owls fly. They fall down. Minus two stars anatomical anomalies making ask friends help boat, plane, train tickets. Update: Added star since Odus tickets went away Jackpot space daily wheel still pointless.",Negative,-0.05069444444444445,0.4611111111111111
+Candy Crush Saga,Although game addictive frustrating third time I try loading I can't connected Google Play game server connect I can't claim awards due join side games I've spent afew days trying get 1st place fail fault own. This also applies 'Buddy' I can't access get reward appear screen. I tempted make purchase there's high chance I can't access I want to. For reason I give 3 stars.,Negative,-0.11650000000000002,0.4915
+Candy Crush Saga,"I know current level 3440 I absolutely hate fish diluted. Instead 3 triggering, 1. I even waste striped candies fish combo anymore. I'm increased difficulty that's ridiculous change. May time try something else.",Negative,-0.3333333333333333,0.575
+Candy Crush Saga,I gave 5 star's I'm gonna remove cuz close reopen level 1715 comes 111 every time scroll play levels. So would something regarding would great,Positive,0.8,0.75
+Candy Crush Saga,I love game TOO many pop ups. I want open game play. But 7 notices first every time open game. Once daily enough. I level 2475 NEVER hit jackpot what's purpose wheel. What perks committed player can't hit jackpot there. The move suggestion Too fast.,Positive,0.02272727272727272,0.43030303030303024
+Candy Crush Saga,"I able connect past WEEKS, sure why, nothing changed. Since connection, I've missed daily spin, extra moves etc. I emailed CS, received response action. I even able connect Facebook. I uninstalled reinstalled found I kicked back 6 levels. I never spend another dime game.",Positive,0.10555555555555557,0.33209876543209876
+Candy Crush Saga,Addictive!! Edit:The new update game gives suggestions next move SUPER annoying. It's quick. You complete move even two seconds pass game suggesting next move. It's HIGHLY distracting. This may helpful I like it. Is possible make setting turn depending one's preference?!?!,Negative,-0.04474747474747476,0.5134343434343435
+Candy Crush Saga,2 things I'd change. When rank already 5 lives dont get anything. There alternative. Also make long levels? I dont need know standings every single game. Apart I love it.,Negative,-0.1642857142857143,0.5028571428571429
+Candy Crush Saga,"Great past time, I know retrieve extra plays I win - I know flashing colours across candies mean? Maybe could show things appear. Or help section.",Positive,0.20750000000000002,0.4375
+Candy Crush Saga,My send button work send life requests send lives. When I tap nothing happens. This problem last three days so. Yes updated yes I already tried uninstall install luck. Please assist!!,Neutral,0.0,0.06666666666666667
+Candy Crush Saga,Game freeze choose hint given game. Now hints start flashing almost immediately move. Very distracting annoying. I put away fix it. Gameplay enjoyable anymore.,Negative,-0.18000000000000002,0.52
+Candy Crush Saga,"One star due option remove assisted help. It's painful play AI telling moves, flashing candy detracting game play. Simple fix though, add option settings turn assist.",Negative,-0.30625,0.5080357142857143
+Candy Crush Saga,"I like everything changed fish. UPDATE: hey, I know may sound weird unbelievable happened I pass level wait next level load level I've passed! It really pisses especially happens hard level!! P.s. I quit level completely finished.",Negative,-0.06321614583333333,0.5677083333333334
+Candy Crush Saga,"Do people ever wonder ever plays game? You cant get level. I stuck level 2 months. There way get it, I gave trying. I'm level 589. I play Cookie Jam & I'm 2133. Now that's game worth playing",Negative,-0.16666666666666666,0.3
+Candy Crush Saga,Prize wheel NEVER landed jackpot since I began playing (over 2 yrs. ago!) Either fix wheel getting rid brief stoppage every spin get rid wheel entirely!,Neutral,0.0,0.47916666666666663
+Candy Crush Saga,"It would 5 stars, 6 hours unlimited life..... replaced 1 hour unlimited life level later!! A bit unfair!! In Other games play, win 1 hour unlimited lives win 3 hours unlimited life, add on, replace it. end 4 hours total etc...",Positive,0.11562500000000002,0.4875
+Candy Crush Saga,"This new update automatically puts booster game, bueno. Then I noticed happening I would back game starting booster put back. This sucks! I stack boosters I really need game decides I #sucks",Negative,-0.15386363636363637,0.25545454545454543
+Candy Crush Saga,"Addicting, fun game really needs update lets bank lives earn!! I win lives time since I full lives I lose them, I get stuck level I run lives I really 20.. earn lives able keep them!!! Also, I wish could send specials gifts along extra lives friends!!!",Positive,0.3173828125,0.33437500000000003
+Candy Crush Saga,Quit suggesting matches.... toddler understands match tiles... needs constant suggestion... I follow suggestions work favor. Either show winning move shut I concentrate... thank you!!!!,Positive,0.5,0.5416666666666666
+Candy Crush Saga,This game awesome pass time. I noticed levels less moves cell phone computer. It makes much harder pass levels. I 2798 computer 20 levels 18 phone.,Positive,0.08333333333333334,0.36666666666666664
+Candy Crush Saga,Love game took boosters hundred . really take all. Please give back. I WANT MY BOOSTERS AND IN GAME HELPERS BACK. Where treat calendar go. 10/29 Took boosters treat calendar. 12/9/16 game keep wiping boosters. 7/22/18 took boosters again.,Negative,-0.07142857142857142,0.2857142857142857
+Candy Crush Saga,Good game evolved positively. Though idea cant earn bricks straight without money ridiculous. Transactions want lot quickly earn enough fill bank bought stupid,Negative,-0.00909090909090908,0.6181818181818182
+Candy Crush Saga,"I hate game mostly. It infuriating times. I recently get new phone. When I reloaded candy crush, I lost powerups I collected. I also lost extra lives. I reload today lost again. I'm done. So 5 stars, since zero. I give one.",Negative,-0.27727272727272734,0.4840909090909091
+Candy Crush Saga,My boyfriend level 376 finished level sugar crush 33 minutes still going on. still 10 moves left well right score 66300462 I think broke game ..,Negative,-0.038095238095238106,0.3119047619047619
+Candy Crush Saga,"Game play constantly tweaked revenue expense user experience. Jackpot never hits spinner, blatantly obvious stuttering inconsistent behavior wheel coming stop. Just remove already. Earned boosters tied app, account. If uninstall change devices lose all.",Negative,-0.13333333333333333,0.41111111111111115
+Candy Crush Saga,I've playing game less week n enjoyed challenge. Only problem game like many match 3 games--get level difficult pass! I've tried kinds ways win level hard unless u kinds help! If I pass level soon I'm deleting like I've done games! It makes sense make game hard longer enjoyable! Update-this game longer fun aggravating! Got past hard level super hard level named impossible pass unless u kinds super powers! I've spent last 3 DAYS trying pass sorry azz level n I'm P. O! This game GARBAGE like games like it! N life recharge takes long! DELETING A CRAPPY NO FUN GAME!,Negative,-0.11209490740740742,0.495679012345679
+Candy Crush Saga,Great game really kill stress. I like fact get see people well. thing lots stuff going lots compations I understand,Positive,0.20000000000000004,0.44999999999999996
+Candy Crush Saga,"If get free lives refill, continue accumulate lives. Ex: I 3 lives left I win new 5 spin..or leveling I 8 technically..but refill back 5 I understand refill... It easier get way people continue play. The piggy bank able time time always purchased. Seems fair loyal players. Once notification read mail box notification disappear...but stays. Just tips :)",Positive,0.3744107744107744,0.5569865319865319
+Candy Crush Saga,My original rating 01/2015 5 Stars still holding strong! My cell phone co hard reset I lost games. I've started Candy Crush love updates made. They make much fun! I'm still playing much higher level tablet I change back forth lives recharging.,Positive,0.25,0.47500000000000003
+Candy Crush Saga,"This good time passing game. However, I like lives wait play level losing them. Some levels way hard, requiring boosters win unreasonably short number moves. Personally, I would enjoy better unlimited lives moves, abd score based amount moves used complete level.",Positive,0.20092592592592595,0.4379629629629629
+Candy Crush Saga,"Please get rid amount pop ups love things holy, change suggestion move speed. Way fast. I like able think moves without bouncing candy distracting me. Other that, love game. I like challenging levels, like getting free items. I jackpot years i've playing. Would like see others win too.",Positive,0.3194444444444444,0.6000000000000001
+Candy Crush Saga,"Fun first, spending two weeks level makes want play. You think playing go ""ugh"" want play. If I developer, I want users' reactions ugh simply play. Also, may well remove jackpot wheel, NEVER lands it. Spend money something else.",Positive,0.18333333333333335,0.2968253968253968
+Candy Crush Saga,"Candy crush much fun entertaining I could play day. The free people like mind teasing games addicted phone need new games one, addicting can't stop playing ,but go setting trick unlimited lifes",Positive,0.1872727272727273,0.5509090909090909
+Candy Crush Saga,"Since latest update, bouncing 'suggestions' happening way quickly. It's distracting annoying! Shouldn't allow players disable function want it? Been playing game LONG time several devices restarts would sad abandon",Negative,-0.15952380952380954,0.5857142857142856
+Candy Crush Saga,"Super addicting! But also super fun calming way. Only think I like levels seem almost impossible want buy anything. Some I've stuck week longer I want buy extra boosters such. Other that, love it!",Positive,0.09814814814814815,0.5675925925925925
+Candy Crush Saga,"After 5 years giving 5 stars game, today I lowered 3 stars I hate often gets back replay level I already succeeded pass. And happens 1 2 3 times. Like now, I passed really hard level took break. When I opened game play next level, brings previous level again. Seriously? Thank God I overcome addiction game. Hopefully soon I need anymore",Negative,-0.31018518518518523,0.38611111111111107
+Candy Crush Saga,I played game least 5 years restart 3 times. Twice fault yours. I would give 5 stars otherwise. But game disappeared. I level 1200 . It back level 1 weeks access it. How I get 1200 +level game back. Very dissappointed!!!,Negative,-0.15848214285714285,0.27142857142857146
+Candy Crush Saga,I addicted issues. Lol. I currently level 1969. Not jackpot wheel....Ever. Could little generous prizes. When playing landscape stats SO small barely readable! Get tense instead relaxed play squinting time. Also fish basically useless now... pointless.,Negative,-0.1175925925925926,0.43333333333333335
+Candy Crush Saga,"I would enjoy game SO MUCH MORE option turn flashing tips next move. I playing 2,000 levels. I want assistance. Also...What pointing remaining squares need popped towards end game? This new! We idiots! There lot aid functions added please provide option turn helpful screen solutions. You made favorite game, longer challenging.",Negative,-0.012954545454545463,0.5454545454545455
+Candy Crush Saga,"fun play, easy challenge better friends, easy repeat. lots free perks. send lives friends back forth. all. fun. complicated soda version easier play for.short stints let go. keep track time real world :)",Positive,0.2566666666666667,0.5666666666666667
+Candy Crush Saga,"Love game. Hate Odus. He's owl. Owls fly. They fall down. Minus two stars anatomical anomalies making ask friends help boat, plane, train tickets. Update: Added star since Odus tickets went away Jackpot space daily wheel still pointless.",Negative,-0.05069444444444445,0.4611111111111111
+Candy Crush Saga,Although game addictive frustrating third time I try loading I can't connected Google Play game server connect I can't claim awards due join side games I've spent afew days trying get 1st place fail fault own. This also applies 'Buddy' I can't access get reward appear screen. I tempted make purchase there's high chance I can't access I want to. For reason I give 3 stars.,Negative,-0.11650000000000002,0.4915
+Candy Crush Saga,"I know current level 3440 I absolutely hate fish diluted. Instead 3 triggering, 1. I even waste striped candies fish combo anymore. I'm increased difficulty that's ridiculous change. May time try something else.",Negative,-0.3333333333333333,0.575
+Candy Crush Saga,I gave 5 star's I'm gonna remove cuz close reopen level 1715 comes 111 every time scroll play levels. So would something regarding would great,Positive,0.8,0.75
+Candy Crush Saga,I love game TOO many pop ups. I want open game play. But 7 notices first every time open game. Once daily enough. I level 2475 NEVER hit jackpot what's purpose wheel. What perks committed player can't hit jackpot there. The move suggestion Too fast.,Positive,0.02272727272727272,0.43030303030303024
+Candy Crush Saga,"I able connect past WEEKS, sure why, nothing changed. Since connection, I've missed daily spin, extra moves etc. I emailed CS, received response action. I even able connect Facebook. I uninstalled reinstalled found I kicked back 6 levels. I never spend another dime game.",Positive,0.10555555555555557,0.33209876543209876
+Candy Crush Saga,Addictive!! Edit:The new update game gives suggestions next move SUPER annoying. It's quick. You complete move even two seconds pass game suggesting next move. It's HIGHLY distracting. This may helpful I like it. Is possible make setting turn depending one's preference?!?!,Negative,-0.04474747474747476,0.5134343434343435
+Candy Crush Saga,2 things I'd change. When rank already 5 lives dont get anything. There alternative. Also make long levels? I dont need know standings every single game. Apart I love it.,Negative,-0.1642857142857143,0.5028571428571429
+Candy Crush Saga,"Great past time, I know retrieve extra plays I win - I know flashing colours across candies mean? Maybe could show things appear. Or help section.",Positive,0.20750000000000002,0.4375
+Candy Crush Saga,My send button work send life requests send lives. When I tap nothing happens. This problem last three days so. Yes updated yes I already tried uninstall install luck. Please assist!!,Neutral,0.0,0.06666666666666667
+Candy Crush Saga,Game freeze choose hint given game. Now hints start flashing almost immediately move. Very distracting annoying. I put away fix it. Gameplay enjoyable anymore.,Negative,-0.18000000000000002,0.52
+Candy Crush Saga,"One star due option remove assisted help. It's painful play AI telling moves, flashing candy detracting game play. Simple fix though, add option settings turn assist.",Negative,-0.30625,0.5080357142857143
+Candy Crush Saga,"I like everything changed fish. UPDATE: hey, I know may sound weird unbelievable happened I pass level wait next level load level I've passed! It really pisses especially happens hard level!! P.s. I quit level completely finished.",Negative,-0.06321614583333333,0.5677083333333334
+Candy Crush Saga,"Do people ever wonder ever plays game? You cant get level. I stuck level 2 months. There way get it, I gave trying. I'm level 589. I play Cookie Jam & I'm 2133. Now that's game worth playing",Negative,-0.16666666666666666,0.3
+Candy Crush Saga,Prize wheel NEVER landed jackpot since I began playing (over 2 yrs. ago!) Either fix wheel getting rid brief stoppage every spin get rid wheel entirely!,Neutral,0.0,0.47916666666666663
+Candy Crush Saga,"It would 5 stars, 6 hours unlimited life..... replaced 1 hour unlimited life level later!! A bit unfair!! In Other games play, win 1 hour unlimited lives win 3 hours unlimited life, add on, replace it. end 4 hours total etc...",Positive,0.11562500000000002,0.4875
+Candy Crush Saga,"This new update automatically puts booster game, bueno. Then I noticed happening I would back game starting booster put back. This sucks! I stack boosters I really need game decides I #sucks",Negative,-0.15386363636363637,0.25545454545454543
+Candy Crush Saga,"Addicting, fun game really needs update lets bank lives earn!! I win lives time since I full lives I lose them, I get stuck level I run lives I really 20.. earn lives able keep them!!! Also, I wish could send specials gifts along extra lives friends!!!",Positive,0.3173828125,0.33437500000000003
+Candy Crush Saga,Quit suggesting matches.... toddler understands match tiles... needs constant suggestion... I follow suggestions work favor. Either show winning move shut I concentrate... thank you!!!!,Positive,0.5,0.5416666666666666
+Candy Crush Saga,This game awesome pass time. I noticed levels less moves cell phone computer. It makes much harder pass levels. I 2798 computer 20 levels 18 phone.,Positive,0.08333333333333334,0.36666666666666664
+Candy Crush Saga,Love game took boosters hundred . really take all. Please give back. I WANT MY BOOSTERS AND IN GAME HELPERS BACK. Where treat calendar go. 10/29 Took boosters treat calendar. 12/9/16 game keep wiping boosters. 7/22/18 took boosters again.,Negative,-0.07142857142857142,0.2857142857142857
+Candy Crush Saga,Good game evolved positively. Though idea cant earn bricks straight without money ridiculous. Transactions want lot quickly earn enough fill bank bought stupid,Negative,-0.00909090909090908,0.6181818181818182
+Candy Crush Saga,"I hate game mostly. It infuriating times. I recently get new phone. When I reloaded candy crush, I lost powerups I collected. I also lost extra lives. I reload today lost again. I'm done. So 5 stars, since zero. I give one.",Negative,-0.27727272727272734,0.4840909090909091
+Candy Crush Saga,My boyfriend level 376 finished level sugar crush 33 minutes still going on. still 10 moves left well right score 66300462 I think broke game ..,Negative,-0.038095238095238106,0.3119047619047619
+Candy Crush Saga,"Game play constantly tweaked revenue expense user experience. Jackpot never hits spinner, blatantly obvious stuttering inconsistent behavior wheel coming stop. Just remove already. Earned boosters tied app, account. If uninstall change devices lose all.",Negative,-0.13333333333333333,0.41111111111111115
+Candy Crush Saga,I've playing game less week n enjoyed challenge. Only problem game like many match 3 games--get level difficult pass! I've tried kinds ways win level hard unless u kinds help! If I pass level soon I'm deleting like I've done games! It makes sense make game hard longer enjoyable! Update-this game longer fun aggravating! Got past hard level super hard level named impossible pass unless u kinds super powers! I've spent last 3 DAYS trying pass sorry azz level n I'm P. O! This game GARBAGE like games like it! N life recharge takes long! DELETING A CRAPPY NO FUN GAME!,Negative,-0.11209490740740742,0.495679012345679
+Candy Crush Saga,Great game really kill stress. I like fact get see people well. thing lots stuff going lots compations I understand,Positive,0.20000000000000004,0.44999999999999996
+Candy Crush Saga,"If get free lives refill, continue accumulate lives. Ex: I 3 lives left I win new 5 spin..or leveling I 8 technically..but refill back 5 I understand refill... It easier get way people continue play. The piggy bank able time time always purchased. Seems fair loyal players. Once notification read mail box notification disappear...but stays. Just tips :)",Positive,0.3744107744107744,0.5569865319865319
+Candy Crush Saga,My original rating 01/2015 5 Stars still holding strong! My cell phone co hard reset I lost games. I've started Candy Crush love updates made. They make much fun! I'm still playing much higher level tablet I change back forth lives recharging.,Positive,0.25,0.47500000000000003
+Candy Crush Saga,"This good time passing game. However, I like lives wait play level losing them. Some levels way hard, requiring boosters win unreasonably short number moves. Personally, I would enjoy better unlimited lives moves, abd score based amount moves used complete level.",Positive,0.20092592592592595,0.4379629629629629
+Candy Crush Saga,"Please get rid amount pop ups love things holy, change suggestion move speed. Way fast. I like able think moves without bouncing candy distracting me. Other that, love game. I like challenging levels, like getting free items. I jackpot years i've playing. Would like see others win too.",Positive,0.3194444444444444,0.6000000000000001
+Candy Crush Saga,"Fun first, spending two weeks level makes want play. You think playing go ""ugh"" want play. If I developer, I want users' reactions ugh simply play. Also, may well remove jackpot wheel, NEVER lands it. Spend money something else.",Positive,0.18333333333333335,0.2968253968253968
+Candy Crush Saga,"Candy crush much fun entertaining I could play day. The free people like mind teasing games addicted phone need new games one, addicting can't stop playing ,but go setting trick unlimited lifes",Positive,0.1872727272727273,0.5509090909090909
+Candy Crush Saga,"Since latest update, bouncing 'suggestions' happening way quickly. It's distracting annoying! Shouldn't allow players disable function want it? Been playing game LONG time several devices restarts would sad abandon",Negative,-0.15952380952380954,0.5857142857142856
+Candy Crush Saga,"Super addicting! But also super fun calming way. Only think I like levels seem almost impossible want buy anything. Some I've stuck week longer I want buy extra boosters such. Other that, love it!",Positive,0.09814814814814815,0.5675925925925925
+Candy Crush Saga,"After 5 years giving 5 stars game, today I lowered 3 stars I hate often gets back replay level I already succeeded pass. And happens 1 2 3 times. Like now, I passed really hard level took break. When I opened game play next level, brings previous level again. Seriously? Thank God I overcome addiction game. Hopefully soon I need anymore",Negative,-0.31018518518518523,0.38611111111111107
+Candy Crush Saga,I played game least 5 years restart 3 times. Twice fault yours. I would give 5 stars otherwise. But game disappeared. I level 1200 . It back level 1 weeks access it. How I get 1200 +level game back. Very dissappointed!!!,Negative,-0.15848214285714285,0.27142857142857146
+Candy Crush Saga,I addicted issues. Lol. I currently level 1969. Not jackpot wheel....Ever. Could little generous prizes. When playing landscape stats SO small barely readable! Get tense instead relaxed play squinting time. Also fish basically useless now... pointless.,Negative,-0.1175925925925926,0.43333333333333335
+Candy Crush Saga,"I would enjoy game SO MUCH MORE option turn flashing tips next move. I playing 2,000 levels. I want assistance. Also...What pointing remaining squares need popped towards end game? This new! We idiots! There lot aid functions added please provide option turn helpful screen solutions. You made favorite game, longer challenging.",Negative,-0.012954545454545463,0.5454545454545455
+Candy Crush Saga,"fun play, easy challenge better friends, easy repeat. lots free perks. send lives friends back forth. all. fun. complicated soda version easier play for.short stints let go. keep track time real world :)",Positive,0.2566666666666667,0.5666666666666667
+Candy Crush Saga,"Love game. Hate Odus. He's owl. Owls fly. They fall down. Minus two stars anatomical anomalies making ask friends help boat, plane, train tickets. Update: Added star since Odus tickets went away Jackpot space daily wheel still pointless.",Negative,-0.05069444444444445,0.4611111111111111
+Candy Crush Saga,Although game addictive frustrating third time I try loading I can't connected Google Play game server connect I can't claim awards due join side games I've spent afew days trying get 1st place fail fault own. This also applies 'Buddy' I can't access get reward appear screen. I tempted make purchase there's high chance I can't access I want to. For reason I give 3 stars.,Negative,-0.11650000000000002,0.4915
+Candy Crush Saga,"I know current level 3440 I absolutely hate fish diluted. Instead 3 triggering, 1. I even waste striped candies fish combo anymore. I'm increased difficulty that's ridiculous change. May time try something else.",Negative,-0.3333333333333333,0.575
+Candy Crush Saga,I gave 5 star's I'm gonna remove cuz close reopen level 1715 comes 111 every time scroll play levels. So would something regarding would great,Positive,0.8,0.75
+Candy Crush Saga,I love game TOO many pop ups. I want open game play. But 7 notices first every time open game. Once daily enough. I level 2475 NEVER hit jackpot what's purpose wheel. What perks committed player can't hit jackpot there. The move suggestion Too fast.,Positive,0.02272727272727272,0.43030303030303024
+Candy Crush Saga,"I able connect past WEEKS, sure why, nothing changed. Since connection, I've missed daily spin, extra moves etc. I emailed CS, received response action. I even able connect Facebook. I uninstalled reinstalled found I kicked back 6 levels. I never spend another dime game.",Positive,0.10555555555555557,0.33209876543209876
+Candy Crush Saga,Addictive!! Edit:The new update game gives suggestions next move SUPER annoying. It's quick. You complete move even two seconds pass game suggesting next move. It's HIGHLY distracting. This may helpful I like it. Is possible make setting turn depending one's preference?!?!,Negative,-0.04474747474747476,0.5134343434343435
+Candy Crush Saga,2 things I'd change. When rank already 5 lives dont get anything. There alternative. Also make long levels? I dont need know standings every single game. Apart I love it.,Negative,-0.1642857142857143,0.5028571428571429
+Candy Crush Saga,"Great past time, I know retrieve extra plays I win - I know flashing colours across candies mean? Maybe could show things appear. Or help section.",Positive,0.20750000000000002,0.4375
+Candy Crush Saga,My send button work send life requests send lives. When I tap nothing happens. This problem last three days so. Yes updated yes I already tried uninstall install luck. Please assist!!,Neutral,0.0,0.06666666666666667
+Candy Crush Saga,Game freeze choose hint given game. Now hints start flashing almost immediately move. Very distracting annoying. I put away fix it. Gameplay enjoyable anymore.,Negative,-0.18000000000000002,0.52
+Candy Crush Saga,"One star due option remove assisted help. It's painful play AI telling moves, flashing candy detracting game play. Simple fix though, add option settings turn assist.",Negative,-0.30625,0.5080357142857143
+Candy Crush Saga,"I like everything changed fish. UPDATE: hey, I know may sound weird unbelievable happened I pass level wait next level load level I've passed! It really pisses especially happens hard level!! P.s. I quit level completely finished.",Negative,-0.06321614583333333,0.5677083333333334
+Candy Crush Saga,"Do people ever wonder ever plays game? You cant get level. I stuck level 2 months. There way get it, I gave trying. I'm level 589. I play Cookie Jam & I'm 2133. Now that's game worth playing",Negative,-0.16666666666666666,0.3
+Candy Crush Saga,Prize wheel NEVER landed jackpot since I began playing (over 2 yrs. ago!) Either fix wheel getting rid brief stoppage every spin get rid wheel entirely!,Neutral,0.0,0.47916666666666663
+Candy Crush Saga,"It would 5 stars, 6 hours unlimited life..... replaced 1 hour unlimited life level later!! A bit unfair!! In Other games play, win 1 hour unlimited lives win 3 hours unlimited life, add on, replace it. end 4 hours total etc...",Positive,0.11562500000000002,0.4875
+Candy Crush Saga,"This new update automatically puts booster game, bueno. Then I noticed happening I would back game starting booster put back. This sucks! I stack boosters I really need game decides I #sucks",Negative,-0.15386363636363637,0.25545454545454543
+Candy Crush Saga,"Addicting, fun game really needs update lets bank lives earn!! I win lives time since I full lives I lose them, I get stuck level I run lives I really 20.. earn lives able keep them!!! Also, I wish could send specials gifts along extra lives friends!!!",Positive,0.3173828125,0.33437500000000003
+Candy Crush Saga,Quit suggesting matches.... toddler understands match tiles... needs constant suggestion... I follow suggestions work favor. Either show winning move shut I concentrate... thank you!!!!,Positive,0.5,0.5416666666666666
+Candy Crush Saga,This game awesome pass time. I noticed levels less moves cell phone computer. It makes much harder pass levels. I 2798 computer 20 levels 18 phone.,Positive,0.08333333333333334,0.36666666666666664
+Candy Crush Saga,Love game took boosters hundred . really take all. Please give back. I WANT MY BOOSTERS AND IN GAME HELPERS BACK. Where treat calendar go. 10/29 Took boosters treat calendar. 12/9/16 game keep wiping boosters. 7/22/18 took boosters again.,Negative,-0.07142857142857142,0.2857142857142857
+Candy Crush Saga,Good game evolved positively. Though idea cant earn bricks straight without money ridiculous. Transactions want lot quickly earn enough fill bank bought stupid,Negative,-0.00909090909090908,0.6181818181818182
+Candy Crush Saga,"I hate game mostly. It infuriating times. I recently get new phone. When I reloaded candy crush, I lost powerups I collected. I also lost extra lives. I reload today lost again. I'm done. So 5 stars, since zero. I give one.",Negative,-0.27727272727272734,0.4840909090909091
+Candy Crush Saga,My boyfriend level 376 finished level sugar crush 33 minutes still going on. still 10 moves left well right score 66300462 I think broke game ..,Negative,-0.038095238095238106,0.3119047619047619
+Candy Crush Saga,"Game play constantly tweaked revenue expense user experience. Jackpot never hits spinner, blatantly obvious stuttering inconsistent behavior wheel coming stop. Just remove already. Earned boosters tied app, account. If uninstall change devices lose all.",Negative,-0.13333333333333333,0.41111111111111115
+Candy Crush Saga,I've playing game less week n enjoyed challenge. Only problem game like many match 3 games--get level difficult pass! I've tried kinds ways win level hard unless u kinds help! If I pass level soon I'm deleting like I've done games! It makes sense make game hard longer enjoyable! Update-this game longer fun aggravating! Got past hard level super hard level named impossible pass unless u kinds super powers! I've spent last 3 DAYS trying pass sorry azz level n I'm P. O! This game GARBAGE like games like it! N life recharge takes long! DELETING A CRAPPY NO FUN GAME!,Negative,-0.11209490740740742,0.495679012345679
+Candy Crush Saga,Great game really kill stress. I like fact get see people well. thing lots stuff going lots compations I understand,Positive,0.20000000000000004,0.44999999999999996
+Candy Crush Saga,"If get free lives refill, continue accumulate lives. Ex: I 3 lives left I win new 5 spin..or leveling I 8 technically..but refill back 5 I understand refill... It easier get way people continue play. The piggy bank able time time always purchased. Seems fair loyal players. Once notification read mail box notification disappear...but stays. Just tips :)",Positive,0.3744107744107744,0.5569865319865319
+Candy Crush Saga,My original rating 01/2015 5 Stars still holding strong! My cell phone co hard reset I lost games. I've started Candy Crush love updates made. They make much fun! I'm still playing much higher level tablet I change back forth lives recharging.,Positive,0.25,0.47500000000000003
+Candy Crush Saga,"This good time passing game. However, I like lives wait play level losing them. Some levels way hard, requiring boosters win unreasonably short number moves. Personally, I would enjoy better unlimited lives moves, abd score based amount moves used complete level.",Positive,0.20092592592592595,0.4379629629629629
+Candy Crush Saga,"Please get rid amount pop ups love things holy, change suggestion move speed. Way fast. I like able think moves without bouncing candy distracting me. Other that, love game. I like challenging levels, like getting free items. I jackpot years i've playing. Would like see others win too.",Positive,0.3194444444444444,0.6000000000000001
+Candy Crush Saga,"Fun first, spending two weeks level makes want play. You think playing go ""ugh"" want play. If I developer, I want users' reactions ugh simply play. Also, may well remove jackpot wheel, NEVER lands it. Spend money something else.",Positive,0.18333333333333335,0.2968253968253968
+Candy Crush Saga,"Candy crush much fun entertaining I could play day. The free people like mind teasing games addicted phone need new games one, addicting can't stop playing ,but go setting trick unlimited lifes",Positive,0.1872727272727273,0.5509090909090909
+Candy Crush Saga,"Since latest update, bouncing 'suggestions' happening way quickly. It's distracting annoying! Shouldn't allow players disable function want it? Been playing game LONG time several devices restarts would sad abandon",Negative,-0.15952380952380954,0.5857142857142856
+Candy Crush Saga,"Super addicting! But also super fun calming way. Only think I like levels seem almost impossible want buy anything. Some I've stuck week longer I want buy extra boosters such. Other that, love it!",Positive,0.09814814814814815,0.5675925925925925
+Candy Crush Saga,"After 5 years giving 5 stars game, today I lowered 3 stars I hate often gets back replay level I already succeeded pass. And happens 1 2 3 times. Like now, I passed really hard level took break. When I opened game play next level, brings previous level again. Seriously? Thank God I overcome addiction game. Hopefully soon I need anymore",Negative,-0.31018518518518523,0.38611111111111107
+Candy Crush Saga,I played game least 5 years restart 3 times. Twice fault yours. I would give 5 stars otherwise. But game disappeared. I level 1200 . It back level 1 weeks access it. How I get 1200 +level game back. Very dissappointed!!!,Negative,-0.15848214285714285,0.27142857142857146
+Candy Crush Saga,I addicted issues. Lol. I currently level 1969. Not jackpot wheel....Ever. Could little generous prizes. When playing landscape stats SO small barely readable! Get tense instead relaxed play squinting time. Also fish basically useless now... pointless.,Negative,-0.1175925925925926,0.43333333333333335
+Candy Crush Saga,"I would enjoy game SO MUCH MORE option turn flashing tips next move. I playing 2,000 levels. I want assistance. Also...What pointing remaining squares need popped towards end game? This new! We idiots! There lot aid functions added please provide option turn helpful screen solutions. You made favorite game, longer challenging.",Negative,-0.012954545454545463,0.5454545454545455
+Candy Crush Saga,"fun play, easy challenge better friends, easy repeat. lots free perks. send lives friends back forth. all. fun. complicated soda version easier play for.short stints let go. keep track time real world :)",Positive,0.2566666666666667,0.5666666666666667
+Candy Crush Saga,"Love game. Hate Odus. He's owl. Owls fly. They fall down. Minus two stars anatomical anomalies making ask friends help boat, plane, train tickets. Update: Added star since Odus tickets went away Jackpot space daily wheel still pointless.",Negative,-0.05069444444444445,0.4611111111111111
+Candy Crush Saga,Although game addictive frustrating third time I try loading I can't connected Google Play game server connect I can't claim awards due join side games I've spent afew days trying get 1st place fail fault own. This also applies 'Buddy' I can't access get reward appear screen. I tempted make purchase there's high chance I can't access I want to. For reason I give 3 stars.,Negative,-0.11650000000000002,0.4915
+Candy Crush Saga,"I know current level 3440 I absolutely hate fish diluted. Instead 3 triggering, 1. I even waste striped candies fish combo anymore. I'm increased difficulty that's ridiculous change. May time try something else.",Negative,-0.3333333333333333,0.575
+Candy Crush Saga,I gave 5 star's I'm gonna remove cuz close reopen level 1715 comes 111 every time scroll play levels. So would something regarding would great,Positive,0.8,0.75
+Candy Crush Saga,I love game TOO many pop ups. I want open game play. But 7 notices first every time open game. Once daily enough. I level 2475 NEVER hit jackpot what's purpose wheel. What perks committed player can't hit jackpot there. The move suggestion Too fast.,Positive,0.02272727272727272,0.43030303030303024
+Candy Crush Saga,"I able connect past WEEKS, sure why, nothing changed. Since connection, I've missed daily spin, extra moves etc. I emailed CS, received response action. I even able connect Facebook. I uninstalled reinstalled found I kicked back 6 levels. I never spend another dime game.",Positive,0.10555555555555557,0.33209876543209876
+Candy Crush Saga,Addictive!! Edit:The new update game gives suggestions next move SUPER annoying. It's quick. You complete move even two seconds pass game suggesting next move. It's HIGHLY distracting. This may helpful I like it. Is possible make setting turn depending one's preference?!?!,Negative,-0.04474747474747476,0.5134343434343435
+Candy Crush Saga,2 things I'd change. When rank already 5 lives dont get anything. There alternative. Also make long levels? I dont need know standings every single game. Apart I love it.,Negative,-0.1642857142857143,0.5028571428571429
+Candy Crush Saga,"Great past time, I know retrieve extra plays I win - I know flashing colours across candies mean? Maybe could show things appear. Or help section.",Positive,0.20750000000000002,0.4375
+Candy Crush Saga,My send button work send life requests send lives. When I tap nothing happens. This problem last three days so. Yes updated yes I already tried uninstall install luck. Please assist!!,Neutral,0.0,0.06666666666666667
+Candy Crush Saga,Game freeze choose hint given game. Now hints start flashing almost immediately move. Very distracting annoying. I put away fix it. Gameplay enjoyable anymore.,Negative,-0.18000000000000002,0.52
+Candy Crush Saga,"One star due option remove assisted help. It's painful play AI telling moves, flashing candy detracting game play. Simple fix though, add option settings turn assist.",Negative,-0.30625,0.5080357142857143
+Candy Crush Saga,"I like everything changed fish. UPDATE: hey, I know may sound weird unbelievable happened I pass level wait next level load level I've passed! It really pisses especially happens hard level!! P.s. I quit level completely finished.",Negative,-0.06321614583333333,0.5677083333333334
+Candy Crush Saga,"Do people ever wonder ever plays game? You cant get level. I stuck level 2 months. There way get it, I gave trying. I'm level 589. I play Cookie Jam & I'm 2133. Now that's game worth playing",Negative,-0.16666666666666666,0.3
+Candy Crush Saga,Prize wheel NEVER landed jackpot since I began playing (over 2 yrs. ago!) Either fix wheel getting rid brief stoppage every spin get rid wheel entirely!,Neutral,0.0,0.47916666666666663
+Candy Crush Saga,"It would 5 stars, 6 hours unlimited life..... replaced 1 hour unlimited life level later!! A bit unfair!! In Other games play, win 1 hour unlimited lives win 3 hours unlimited life, add on, replace it. end 4 hours total etc...",Positive,0.11562500000000002,0.4875
+Candy Crush Saga,"This new update automatically puts booster game, bueno. Then I noticed happening I would back game starting booster put back. This sucks! I stack boosters I really need game decides I #sucks",Negative,-0.15386363636363637,0.25545454545454543
+Candy Crush Saga,"Addicting, fun game really needs update lets bank lives earn!! I win lives time since I full lives I lose them, I get stuck level I run lives I really 20.. earn lives able keep them!!! Also, I wish could send specials gifts along extra lives friends!!!",Positive,0.3173828125,0.33437500000000003
+Candy Crush Saga,Quit suggesting matches.... toddler understands match tiles... needs constant suggestion... I follow suggestions work favor. Either show winning move shut I concentrate... thank you!!!!,Positive,0.5,0.5416666666666666
+Candy Crush Saga,This game awesome pass time. I noticed levels less moves cell phone computer. It makes much harder pass levels. I 2798 computer 20 levels 18 phone.,Positive,0.08333333333333334,0.36666666666666664
+Candy Crush Saga,Love game took boosters hundred . really take all. Please give back. I WANT MY BOOSTERS AND IN GAME HELPERS BACK. Where treat calendar go. 10/29 Took boosters treat calendar. 12/9/16 game keep wiping boosters. 7/22/18 took boosters again.,Negative,-0.07142857142857142,0.2857142857142857
+Candy Crush Saga,Good game evolved positively. Though idea cant earn bricks straight without money ridiculous. Transactions want lot quickly earn enough fill bank bought stupid,Negative,-0.00909090909090908,0.6181818181818182
+Candy Crush Saga,"I hate game mostly. It infuriating times. I recently get new phone. When I reloaded candy crush, I lost powerups I collected. I also lost extra lives. I reload today lost again. I'm done. So 5 stars, since zero. I give one.",Negative,-0.27727272727272734,0.4840909090909091
+Candy Crush Saga,My boyfriend level 376 finished level sugar crush 33 minutes still going on. still 10 moves left well right score 66300462 I think broke game ..,Negative,-0.038095238095238106,0.3119047619047619
+Candy Crush Saga,"Game play constantly tweaked revenue expense user experience. Jackpot never hits spinner, blatantly obvious stuttering inconsistent behavior wheel coming stop. Just remove already. Earned boosters tied app, account. If uninstall change devices lose all.",Negative,-0.13333333333333333,0.41111111111111115
+Candy Crush Saga,I've playing game less week n enjoyed challenge. Only problem game like many match 3 games--get level difficult pass! I've tried kinds ways win level hard unless u kinds help! If I pass level soon I'm deleting like I've done games! It makes sense make game hard longer enjoyable! Update-this game longer fun aggravating! Got past hard level super hard level named impossible pass unless u kinds super powers! I've spent last 3 DAYS trying pass sorry azz level n I'm P. O! This game GARBAGE like games like it! N life recharge takes long! DELETING A CRAPPY NO FUN GAME!,Negative,-0.11209490740740742,0.495679012345679
+Candy Crush Saga,Great game really kill stress. I like fact get see people well. thing lots stuff going lots compations I understand,Positive,0.20000000000000004,0.44999999999999996
+Candy Crush Soda Saga,"The game starts somewhere around level 1500 I actually level 2000 now. I used able scroll kingdoms 10-15 seconds get level, recently even work. It takes 3 minutes scrolling even play game. I LOVE Candy Crush games, I quite close quitting uninstalling. I see various comments besides going months. Why able fix it? It can't difficult fix..is it?",Positive,0.022222222222222216,0.5
+Candy Crush Soda Saga,I picked game offer free gems bit heroes. You guys biggest mobile companies ever willing toss us 319 gems offer? If that's game worth worth time play further.,Positive,0.06428571428571428,0.4357142857142858
+Candy Crush Soda Saga,"Mostly fun. Some levels ridiculously difficult. Drives nuts I get bar prize, I've received nothing several times, I earn crown . Ultimately feeling power ups rigged feel compelled purchase. Pretty shifty.",Positive,0.009999999999999998,0.64
+Candy Crush Soda Saga,Since new date cant play game. It takes back level 800 thing I'm level 1399 scroll levels get game start. I can't get puzzle bits either. Have tried everything get work properly. Fed may uninstall game forget it. Please sort,Negative,-0.17727272727272728,0.2924242424242424
+Candy Crush Soda Saga,"The game great, reason updating like public play something. The crown little events side come anymore I'm longer able log facebook im scared uninstall I'm scared I'll lose process Please fix this:(",Negative,-0.006249999999999996,0.5569444444444445
+Candy Crush Soda Saga,"Up 560s levels. It's broken. Takes earlier game boards 400s time I enter two weeks, let play current earned level. Keeps posting previous reward possibilities already earned can't get again. Time fix!",Negative,-0.20166666666666666,0.3733333333333334
+Candy Crush Soda Saga,"I would given five star purchased lives saying store unavailable try again, charged 3 times still gold bars. I didnt realize taking money time tried. The store wasnt unavailable take money. Guess learned lesson never purchase anything.",Neutral,0.0,0.0
+Candy Crush Soda Saga,"I would gladly give five stars I could get rewards I earn!!!! Passed several gifts gotten thing. No free play time, extra power ups. Nothing. I scroll several levels get level I playing.",Positive,0.16,0.38
+Candy Crush Soda Saga,"I playing game last night realizing phone reason date changed October 5, 2018..so I ran lives I quit... Well I went play says I something like 1806 hours next life.. That October 5, 2018..how I Fix this??",Negative,-0.13333333333333333,0.15555555555555556
+Candy Crush Soda Saga,"Everytime I try contact company payment I've made without recieving product, I always get automated response, never real person! The game great get paid for. I paid fpr 50bars still recieved them. I even sent confirmation number! SHAME!!!!",Positive,0.15833333333333333,0.4833333333333334
+Candy Crush Soda Saga,This used favorite game I seen RIDICULOUS price hike extras! I mean 4$for 20 coins 8$ 50!it's dang game come greedy!,Negative,-0.22583333333333333,0.6975
+Candy Crush Soda Saga,This game keep asking I wanted 5.99. And adds plz rate us pop seemed like every game. And even get started many ads were. This terrible game I never ever play agian,Negative,-0.34,0.5399999999999999
+Candy Crush Soda Saga,This game constantly freezes right pay extended play. Then tells moves. This payment confirmed tells fun purchase. Beware sham. I getting rid King games. They thing rarely anybody return emails!! Or refunds!@,Positive,0.13880739795918368,0.5241496598639456
+Candy Crush Soda Saga,"Level 1416 hard makes lot us want quit. Nothing blue blue bottles come box little fish go area. The cheats show blue. Can help? It would 5 stars otherwise...update, I figured something changed.",Negative,-0.09583333333333334,0.26833333333333337
+Candy Crush Soda Saga,Loved game king til today updated privacy policy work all. Please fix gladly give 5 stars usually deserves. Jelly saga lost progress well. This sux,Positive,0.13749999999999998,0.6125
+Candy Crush Soda Saga,Worst rip version candy crush... This game doesnt anything thats benefactual players fact level difficult time beating even though spent much level amazes fact level wasnt even high...,Negative,-0.2733333333333334,0.54
+Candy Crush Soda Saga,I enjoy playing game would play opened level I'm playing at. I skip threw 4 levels boards already beat get level I'm at. So play instead daily like I Candy Crush. Please fix this.,Neutral,0.0,0.3
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,The game progressively challenging fun. The power-ups generous without game would extremely difficult. I wish option turn hints annoying disruptive always best move make. Other I thoroughly enjoy game,Negative,-0.0425,0.5475000000000001
+Candy Crush Soda Saga,"Does always work correctly challenges unrealistically hard. When person challenge length time, give extra help get without always costing money.",Negative,-0.14583333333333334,0.3208333333333333
+Candy Crush Soda Saga,"Would love didnt hints millisecond last move...thought point game player play, game play itself. Feel like hints distracting letting solve game themselves.",Negative,-0.14,0.37333333333333335
+Candy Crush Soda Saga,Sick going back day stupid gimmick. If I sign play exactly 24 hours I start day pay move forward. Getting bored fb partner play. I saying good bye game. READ THAT OUT LOUD!!!,Negative,-0.1586216517857143,0.6133928571428572
+Candy Crush Soda Saga,"After getting half hour free double fish getting full power ups, I'm getting single fish now. Disappointed",Negative,-0.03968253968253967,0.4134920634920635
+Candy Crush Soda Saga,Uninstalled every King game I had. Stuck levels long. Extremely boring - Well truly cheesed off. Wouldn't half bad I able reset progress start scratch!,Negative,-0.2819444444444444,0.5430555555555555
+Candy Crush Soda Saga,I stuck level 1670 almost 3 months. I played tricky levels level makes HATE game! Please fix it! It virtually unbeatable! Also. I able choose qhere fish go them. They help block get goes completely different dont even need!,Negative,-0.2703125,0.63125
+Candy Crush Soda Saga,I used love playing game tonight. I made purchase receive 50 coins boosters. The money gone account I can't get help,Positive,0.04999999999999999,0.5
+Candy Crush Soda Saga,Greedy execs pushed game stupidity. You can't win without power ups many levels. It used way. Goodbye things King.,Positive,0.07500000000000001,0.575
+Candy Crush Soda Saga,"I can't play game every second, every match I make, game jiggles candies suggested match I can't turn I make choices. I hate it. I want able look board make choice matches I make instead wiggled game. Don't suggest new match unless I made several seconds something! Give time look friggin' board without movement drawing attention! Leave alone useless hints!",Negative,-0.22095959595959597,0.37550505050505056
+Candy Crush Soda Saga,"You made hard pass game. I hate always says ""you're close"" sip it!!!!! Suggestion!!!!make easier pass game it'll fun us player's. I give better ratings next time.",Negative,-0.18452380952380953,0.42023809523809524
+Candy Crush Soda Saga,"I really enjoy it, addictive ads. I played candy crush original years hate running life's hard find another game get into, candy crush soda saga me.",Negative,-0.11944444444444446,0.6652777777777777
+Candy Crush Soda Saga,So upset... upgraded new phone I reinstalled game course I lost extra candy plays.,Negative,-0.08787878787878789,0.3181818181818182
+Candy Crush Soda Saga,When kids Drive crazy u want run away play candy crush relieve stress lol. I love game.,Positive,0.07500000000000001,0.65
+Candy Crush Soda Saga,"I addicted game! My issue levels hard take two weeks get through. I get tired playing days level. Otherwise, I love game.",Negative,-0.24861111111111112,0.5402777777777777
+Candy Crush Soda Saga,"Some levels literally impossible unless buy gold bars keep playing. Other that, okay. Good time waster, given run lives.",Positive,0.10208333333333333,0.61875
+Candy Crush Soda Saga,It's ok could provide playing time challenges fair start 1st board challenges making 3rd 4th. SO NOT COOL VERY DISAPPOINTING!,Positive,0.009999999999999964,0.592
+Candy Crush Soda Saga,"Hello, í signing daily basis long time. Today I sign in, daily bonuses gone. I day 2000. It bought back day one. I missed day. Please fix.",Negative,-0.0125,0.1
+Candy Crush Soda Saga,"I love playing game, BUT..have paid gold bars..twice..took money give gold. Have emailed tech team ZERO response. Not happy.",Negative,-0.10000000000000002,0.6666666666666666
+Candy Crush Soda Saga,"I enjoy game, I get Bubblegum Hill. My sister gets time. We version game using Android devices. I uninstalled reinstalled without luck. Very annoyed.",Negative,-0.23,0.575
+Candy Crush Soda Saga,With recent update game gives move hints chance play own. The shaking pieces distracting ruin fun. Fix this.,Positive,0.12499999999999999,0.46249999999999997
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,"The game starts somewhere around level 1500 I actually level 2000 now. I used able scroll kingdoms 10-15 seconds get level, recently even work. It takes 3 minutes scrolling even play game. I LOVE Candy Crush games, I quite close quitting uninstalling. I see various comments besides going months. Why able fix it? It can't difficult fix..is it?",Positive,0.022222222222222216,0.5
+Candy Crush Soda Saga,I picked game offer free gems bit heroes. You guys biggest mobile companies ever willing toss us 319 gems offer? If that's game worth worth time play further.,Positive,0.06428571428571428,0.4357142857142858
+Candy Crush Soda Saga,"Mostly fun. Some levels ridiculously difficult. Drives nuts I get bar prize, I've received nothing several times, I earn crown . Ultimately feeling power ups rigged feel compelled purchase. Pretty shifty.",Positive,0.009999999999999998,0.64
+Candy Crush Soda Saga,Since new date cant play game. It takes back level 800 thing I'm level 1399 scroll levels get game start. I can't get puzzle bits either. Have tried everything get work properly. Fed may uninstall game forget it. Please sort,Negative,-0.17727272727272728,0.2924242424242424
+Candy Crush Soda Saga,"The game great, reason updating like public play something. The crown little events side come anymore I'm longer able log facebook im scared uninstall I'm scared I'll lose process Please fix this:(",Negative,-0.006249999999999996,0.5569444444444445
+Candy Crush Soda Saga,"Up 560s levels. It's broken. Takes earlier game boards 400s time I enter two weeks, let play current earned level. Keeps posting previous reward possibilities already earned can't get again. Time fix!",Negative,-0.20166666666666666,0.3733333333333334
+Candy Crush Soda Saga,"I would given five star purchased lives saying store unavailable try again, charged 3 times still gold bars. I didnt realize taking money time tried. The store wasnt unavailable take money. Guess learned lesson never purchase anything.",Neutral,0.0,0.0
+Candy Crush Soda Saga,"I would gladly give five stars I could get rewards I earn!!!! Passed several gifts gotten thing. No free play time, extra power ups. Nothing. I scroll several levels get level I playing.",Positive,0.16,0.38
+Candy Crush Soda Saga,"I playing game last night realizing phone reason date changed October 5, 2018..so I ran lives I quit... Well I went play says I something like 1806 hours next life.. That October 5, 2018..how I Fix this??",Negative,-0.13333333333333333,0.15555555555555556
+Candy Crush Soda Saga,"Everytime I try contact company payment I've made without recieving product, I always get automated response, never real person! The game great get paid for. I paid fpr 50bars still recieved them. I even sent confirmation number! SHAME!!!!",Positive,0.15833333333333333,0.4833333333333334
+Candy Crush Soda Saga,This used favorite game I seen RIDICULOUS price hike extras! I mean 4$for 20 coins 8$ 50!it's dang game come greedy!,Negative,-0.22583333333333333,0.6975
+Candy Crush Soda Saga,This game keep asking I wanted 5.99. And adds plz rate us pop seemed like every game. And even get started many ads were. This terrible game I never ever play agian,Negative,-0.34,0.5399999999999999
+Candy Crush Soda Saga,This game constantly freezes right pay extended play. Then tells moves. This payment confirmed tells fun purchase. Beware sham. I getting rid King games. They thing rarely anybody return emails!! Or refunds!@,Positive,0.13880739795918368,0.5241496598639456
+Candy Crush Soda Saga,"Level 1416 hard makes lot us want quit. Nothing blue blue bottles come box little fish go area. The cheats show blue. Can help? It would 5 stars otherwise...update, I figured something changed.",Negative,-0.09583333333333334,0.26833333333333337
+Candy Crush Soda Saga,Loved game king til today updated privacy policy work all. Please fix gladly give 5 stars usually deserves. Jelly saga lost progress well. This sux,Positive,0.13749999999999998,0.6125
+Candy Crush Soda Saga,Worst rip version candy crush... This game doesnt anything thats benefactual players fact level difficult time beating even though spent much level amazes fact level wasnt even high...,Negative,-0.2733333333333334,0.54
+Candy Crush Soda Saga,I enjoy playing game would play opened level I'm playing at. I skip threw 4 levels boards already beat get level I'm at. So play instead daily like I Candy Crush. Please fix this.,Neutral,0.0,0.3
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,The game progressively challenging fun. The power-ups generous without game would extremely difficult. I wish option turn hints annoying disruptive always best move make. Other I thoroughly enjoy game,Negative,-0.0425,0.5475000000000001
+Candy Crush Soda Saga,"Does always work correctly challenges unrealistically hard. When person challenge length time, give extra help get without always costing money.",Negative,-0.14583333333333334,0.3208333333333333
+Candy Crush Soda Saga,"Would love didnt hints millisecond last move...thought point game player play, game play itself. Feel like hints distracting letting solve game themselves.",Negative,-0.14,0.37333333333333335
+Candy Crush Soda Saga,Sick going back day stupid gimmick. If I sign play exactly 24 hours I start day pay move forward. Getting bored fb partner play. I saying good bye game. READ THAT OUT LOUD!!!,Negative,-0.1586216517857143,0.6133928571428572
+Candy Crush Soda Saga,"After getting half hour free double fish getting full power ups, I'm getting single fish now. Disappointed",Negative,-0.03968253968253967,0.4134920634920635
+Candy Crush Soda Saga,Uninstalled every King game I had. Stuck levels long. Extremely boring - Well truly cheesed off. Wouldn't half bad I able reset progress start scratch!,Negative,-0.2819444444444444,0.5430555555555555
+Candy Crush Soda Saga,I stuck level 1670 almost 3 months. I played tricky levels level makes HATE game! Please fix it! It virtually unbeatable! Also. I able choose qhere fish go them. They help block get goes completely different dont even need!,Negative,-0.2703125,0.63125
+Candy Crush Soda Saga,I used love playing game tonight. I made purchase receive 50 coins boosters. The money gone account I can't get help,Positive,0.04999999999999999,0.5
+Candy Crush Soda Saga,Greedy execs pushed game stupidity. You can't win without power ups many levels. It used way. Goodbye things King.,Positive,0.07500000000000001,0.575
+Candy Crush Soda Saga,"I can't play game every second, every match I make, game jiggles candies suggested match I can't turn I make choices. I hate it. I want able look board make choice matches I make instead wiggled game. Don't suggest new match unless I made several seconds something! Give time look friggin' board without movement drawing attention! Leave alone useless hints!",Negative,-0.22095959595959597,0.37550505050505056
+Candy Crush Soda Saga,"You made hard pass game. I hate always says ""you're close"" sip it!!!!! Suggestion!!!!make easier pass game it'll fun us player's. I give better ratings next time.",Negative,-0.18452380952380953,0.42023809523809524
+Candy Crush Soda Saga,"I really enjoy it, addictive ads. I played candy crush original years hate running life's hard find another game get into, candy crush soda saga me.",Negative,-0.11944444444444446,0.6652777777777777
+Candy Crush Soda Saga,So upset... upgraded new phone I reinstalled game course I lost extra candy plays.,Negative,-0.08787878787878789,0.3181818181818182
+Candy Crush Soda Saga,When kids Drive crazy u want run away play candy crush relieve stress lol. I love game.,Positive,0.07500000000000001,0.65
+Candy Crush Soda Saga,"I addicted game! My issue levels hard take two weeks get through. I get tired playing days level. Otherwise, I love game.",Negative,-0.24861111111111112,0.5402777777777777
+Candy Crush Soda Saga,"Some levels literally impossible unless buy gold bars keep playing. Other that, okay. Good time waster, given run lives.",Positive,0.10208333333333333,0.61875
+Candy Crush Soda Saga,It's ok could provide playing time challenges fair start 1st board challenges making 3rd 4th. SO NOT COOL VERY DISAPPOINTING!,Positive,0.009999999999999964,0.592
+Candy Crush Soda Saga,"Hello, í signing daily basis long time. Today I sign in, daily bonuses gone. I day 2000. It bought back day one. I missed day. Please fix.",Negative,-0.0125,0.1
+Candy Crush Soda Saga,"I love playing game, BUT..have paid gold bars..twice..took money give gold. Have emailed tech team ZERO response. Not happy.",Negative,-0.10000000000000002,0.6666666666666666
+Candy Crush Soda Saga,"I enjoy game, I get Bubblegum Hill. My sister gets time. We version game using Android devices. I uninstalled reinstalled without luck. Very annoyed.",Negative,-0.23,0.575
+Candy Crush Soda Saga,With recent update game gives move hints chance play own. The shaking pieces distracting ruin fun. Fix this.,Positive,0.12499999999999999,0.46249999999999997
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,"The game starts somewhere around level 1500 I actually level 2000 now. I used able scroll kingdoms 10-15 seconds get level, recently even work. It takes 3 minutes scrolling even play game. I LOVE Candy ... Full Review",Positive,0.07857142857142856,0.4178571428571428
+Candy Crush Soda Saga,I picked game offer free gems bit heroes. You guys biggest mobile companies ever willing toss us 319 gems offer? If that's game worth worth time play further.,Positive,0.06428571428571428,0.4357142857142858
+Candy Crush Soda Saga,"Mostly fun. Some levels ridiculously difficult. Drives nuts I get bar prize, I've received nothing several times, I earn crown . Ultimately feeling power ups rigged feel compelled purchase. Pretty shifty.",Positive,0.009999999999999998,0.64
+Candy Crush Soda Saga,Since new date cant play game. It takes back level 800 thing I'm level 1399 scroll levels get game start. I can't get puzzle bits either. Have tried everything get work properly. Fed may uninstall game forget it. Please sort,Negative,-0.17727272727272728,0.2924242424242424
+Candy Crush Soda Saga,"The game great, reason updating like public play something. The crown little events side come anymore I'm longer able log facebook im scared uninstall I'm scared I'll lose process Please fix this:(",Negative,-0.006249999999999996,0.5569444444444445
+Candy Crush Soda Saga,"Up 560s levels. It's broken. Takes earlier game boards 400s time I enter two weeks, let play current earned level. Keeps posting previous reward possibilities already earned can't get again. Time fix!",Negative,-0.20166666666666666,0.3733333333333334
+Candy Crush Soda Saga,"I would given five star purchased lives saying store unavailable try again, charged 3 times still gold bars. I didnt realize taking money time tried. The store wasnt unavailable take money. Guess learned lesson never purchase anything.",Neutral,0.0,0.0
+Candy Crush Soda Saga,"I would gladly give five stars I could get rewards I earn!!!! Passed several gifts gotten thing. No free play time, extra power ups. Nothing. I scroll several levels get level I playing.",Positive,0.16,0.38
+Candy Crush Soda Saga,"I playing game last night realizing phone reason date changed October 5, 2018..so I ran lives I quit... Well I went play says I something like 1806 hours next life.. That October 5, 2018..how I Fix this??",Negative,-0.13333333333333333,0.15555555555555556
+Candy Crush Soda Saga,"Everytime I try contact company payment I've made without recieving product, I always get automated response, never real person! The game great get paid for. I paid fpr 50bars still recieved them. I even sent confirmation number! SHAME!!!!",Positive,0.15833333333333333,0.4833333333333334
+Candy Crush Soda Saga,This used favorite game I seen RIDICULOUS price hike extras! I mean 4$for 20 coins 8$ 50!it's dang game come greedy!,Negative,-0.22583333333333333,0.6975
+Candy Crush Soda Saga,This game keep asking I wanted 5.99. And adds plz rate us pop seemed like every game. And even get started many ads were. This terrible game I never ever play agian,Negative,-0.34,0.5399999999999999
+Candy Crush Soda Saga,This game constantly freezes right pay extended play. Then tells moves. This payment confirmed tells fun purchase. Beware sham. I getting rid King games. They thing rarely anybody return emails!! Or refunds!@,Positive,0.13880739795918368,0.5241496598639456
+Candy Crush Soda Saga,"Level 1416 hard makes lot us want quit. Nothing blue blue bottles come box little fish go area. The cheats show blue. Can help? It would 5 stars otherwise...update, I figured something changed.",Negative,-0.09583333333333334,0.26833333333333337
+Candy Crush Soda Saga,Loved game king til today updated privacy policy work all. Please fix gladly give 5 stars usually deserves. Jelly saga lost progress well. This sux,Positive,0.13749999999999998,0.6125
+Candy Crush Soda Saga,Worst rip version candy crush... This game doesnt anything thats benefactual players fact level difficult time beating even though spent much level amazes fact level wasnt even high...,Negative,-0.2733333333333334,0.54
+Candy Crush Soda Saga,I enjoy playing game would play opened level I'm playing at. I skip threw 4 levels boards already beat get level I'm at. So play instead daily like I Candy Crush. Please fix this.,Neutral,0.0,0.3
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,The game progressively challenging fun. The power-ups generous without game would extremely difficult. I wish option turn hints annoying disruptive always best move make. Other I thoroughly enjoy game,Negative,-0.0425,0.5475000000000001
+Candy Crush Soda Saga,"Does always work correctly challenges unrealistically hard. When person challenge length time, give extra help get without always costing money.",Negative,-0.14583333333333334,0.3208333333333333
+Candy Crush Soda Saga,"Would love didnt hints millisecond last move...thought point game player play, game play itself. Feel like hints distracting letting solve game themselves.",Negative,-0.14,0.37333333333333335
+Candy Crush Soda Saga,I like fact buy everything ! Sometimes boasters win! My game lags slow please fix this! A challenging game... I rate 1,Positive,0.06499999999999997,0.52
+Candy Crush Soda Saga,Sick going back day stupid gimmick. If I sign play exactly 24 hours I start day pay move forward. Getting bored fb partner play. I saying good bye game. READ THAT OUT LOUD!!!,Negative,-0.1586216517857143,0.6133928571428572
+Candy Crush Soda Saga,"After getting half hour free double fish getting full power ups, I'm getting single fish now. Disappointed",Negative,-0.03968253968253967,0.4134920634920635
+Candy Crush Soda Saga,Uninstalled every King game I had. Stuck levels long. Extremely boring - Well truly cheesed off. Wouldn't half bad I able reset progress start scratch!,Negative,-0.2819444444444444,0.5430555555555555
+Candy Crush Soda Saga,I stuck level 1670 almost 3 months. I played tricky levels level makes HATE game! Please fix it! It virtually unbeatable! Also. I able choose qhere fish go them. They help block get goes completely different dont even need!,Negative,-0.2703125,0.63125
+Candy Crush Soda Saga,I used love playing game tonight. I made purchase receive 50 coins boosters. The money gone account I can't get help,Positive,0.04999999999999999,0.5
+Candy Crush Soda Saga,Greedy execs pushed game stupidity. You can't win without power ups many levels. It used way. Goodbye things King.,Positive,0.07500000000000001,0.575
+Candy Crush Soda Saga,"I can't play game every second, every match I make, game jiggles candies suggested match I can't turn I make choices. I hate it. I want able look board make choice matches I make instead wiggled game. Don't suggest new match unless I made several seconds something! Give time look friggin' board without movement drawing attention! Leave alone useless hints!",Negative,-0.22095959595959597,0.37550505050505056
+Candy Crush Soda Saga,"You made hard pass game. I hate always says ""you're close"" sip it!!!!! Suggestion!!!!make easier pass game it'll fun us player's. I give better ratings next time.",Negative,-0.18452380952380953,0.42023809523809524
+Candy Crush Soda Saga,"I really enjoy it, addictive ads. I played candy crush original years hate running life's hard find another game get into, candy crush soda saga me.",Negative,-0.11944444444444446,0.6652777777777777
+Candy Crush Soda Saga,So upset... upgraded new phone I reinstalled game course I lost extra candy plays.,Negative,-0.08787878787878789,0.3181818181818182
+Candy Crush Soda Saga,When kids Drive crazy u want run away play candy crush relieve stress lol. I love game.,Positive,0.07500000000000001,0.65
+Candy Crush Soda Saga,"I addicted game! My issue levels hard take two weeks get through. I get tired playing days level. Otherwise, I love game.",Negative,-0.24861111111111112,0.5402777777777777
+Candy Crush Soda Saga,"Some levels literally impossible unless buy gold bars keep playing. Other that, okay. Good time waster, given run lives.",Positive,0.10208333333333333,0.61875
+Candy Crush Soda Saga,It's ok could provide playing time challenges fair start 1st board challenges making 3rd 4th. SO NOT COOL VERY DISAPPOINTING!,Positive,0.009999999999999964,0.592
+Candy Crush Soda Saga,"Hello, í signing daily basis long time. Today I sign in, daily bonuses gone. I day 2000. It bought back day one. I missed day. Please fix.",Negative,-0.0125,0.1
+Candy Crush Soda Saga,"I love playing game, BUT..have paid gold bars..twice..took money give gold. Have emailed tech team ZERO response. Not happy.",Negative,-0.10000000000000002,0.6666666666666666
+Candy Crush Soda Saga,"I enjoy game, I get Bubblegum Hill. My sister gets time. We version game using Android devices. I uninstalled reinstalled without luck. Very annoyed.",Negative,-0.23,0.575
+Candy Crush Soda Saga,With recent update game gives move hints chance play own. The shaking pieces distracting ruin fun. Fix this.,Positive,0.12499999999999999,0.46249999999999997
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,"On level 2147, add stupid levels seems take forever beat matter amount boosters use. It's senseless.. I bought boosters occasionally waste level. Not cool stealing like that.",Negative,-0.39166666666666666,0.5499999999999999
+Candy Crush Soda Saga,I love game. However I'm level 1008. I 3 times recognize fact advance. That's aggravating.,Positive,0.04999999999999999,0.5
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,Dropping rating 5 stars 2. Whenever I gold bars continue level game freezes takes bars. I lost 27 gold bars now. Give bars back I'll give back 5 star rating.,Negative,-0.13333333333333333,0.13333333333333333
+Candy Crush Soda Saga,Can get help please 1969 onit days please yall worry bursting ball helping helping play game get mys,Negative,-0.4,0.4
+Candy Crush Soda Saga,Candy crush soda addictive fun play. I wish would give us enough time power ups run lived. It sodalicious,Positive,0.09999999999999999,0.5333333333333333
+Candy Crush Soda Saga,A wonderful distraction game helped tremendously get thru sadness & depression I lost husband 52 years marriage. It & still helping & I enjoy playing King saga games.,Positive,0.33333333333333337,0.725
+Candy Crush Soda Saga,Liked game I'm level 147 able pass 3 DAYS!!! SO RIDICULOUS!!! I WILL NOT SPEND MONEY TO PLAY A SIMPLE GAME!!! THIS IS NOT PLAYSTATION OR XBOX!! YALL TRIPPIN!!! This makes ZERO sense!!,Negative,-0.0790798611111111,0.5970238095238095
+Candy Crush Soda Saga,"It's fun play need rest mind. But luck runs out, becomes boring dull.",Negative,-0.33055555555555555,0.5666666666666667
+Candy Crush Soda Saga,I found key stuck hard level. Play desktop computer totally different.,Negative,-0.09722222222222222,0.7138888888888889
+Candy Crush Soda Saga,"This review, minor issue... keeps starting levels I already completed. I tried reinstall, still thing.???",Negative,-0.025,0.15000000000000002
+Candy Crush Soda Saga,"Really ? We pay gold bars already EARNED hours gameplay? Trash reward model, respect users time give extras already worked for. What scam.",Positive,0.2,0.2
+Candy Crush Soda Saga,"Worst game ever This game tricks using ""recommended"" moves lose. Also wait 30 MINUTES ONE LIFE pay bunch gold game garbage",Negative,-0.5499999999999999,0.5499999999999999
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,Level no. 2002. Who maked game ? If I get chewing lovely. actually English bad. please..... I 1000 stars give him.,Negative,-0.14999999999999997,0.4541666666666666
+Candy Crush Soda Saga,I love game addicting. My problem I lost daily bonus I switched phones. Was past 500 please give back...,Negative,-0.030000000000000006,0.25
+Candy Crush Soda Saga,Wants bye gold far hard level 90 disappointed totally. Be good game fare,Negative,-0.07361111111111113,0.5652777777777778
+Candy Crush Soda Saga,Can fun frustrating totally rigged. Most time left moves progress. I feel hard. I like boosters given automatically.,Positive,0.018055555555555547,0.48194444444444445
+Candy Crush Soda Saga,I'm dissatisfied. I bought 9.99 pack receive 50 gold bar. I feel like stealing.,Neutral,0.0,0.0
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,"There directions play. They tell goal level. Although levels take 1 try, far allow moves needed. Too bad there's way bank unused moves.",Negative,-0.29999999999999993,0.8333333333333333
+Candy Crush Soda Saga,"It's good level 700. It harder play taking nearly week time complete level,getting irritated uninstalled it,plz try improve well play little bit easy.",Positive,0.17430555555555557,0.45555555555555555
+Candy Crush Soda Saga,"It great game, since new update load up. So good people love games, also buy lives ect cause crashes time crash lose lives.",Positive,0.3472727272727273,0.5609090909090909
+Candy Crush Soda Saga,"I love game, I hate, hate, hate move hints! There really way turn really spoil game.",Negative,-0.31249999999999994,0.5625
+Candy Crush Soda Saga,"Most recent update starting Level 1271. I'm actually Level 1722 waste 5 minutes getting I need be. I've tried uninstalling reinstalling - thing. Very frustrating. Updated state, still issues reading reviews, I'm one.",Negative,-0.036666666666666674,0.325
+Candy Crush Soda Saga,What hell hoing on..now candy took time load game..everytime took around 5 minute ..recently update..plus time get in..what happen..keep simple like b4..easy fast..love game much now..make fedup..please fix it..,Negative,-0.06666666666666667,0.319047619047619
+Candy Crush Soda Saga,It happened tokens disappeared! I thought I skipped day not. I start day 1 tokens. I uninstall game.,Negative,-0.4,0.4
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,Hey idk guys read people say games. But I idea. You guys add undo button. What I mean like sometimes I make move I notice I could made color bomb something good. Then late know. And make fair get per level. So let's say I undo button lose round. Then I gotta wait next level undo button again. Just thought.,Positive,0.09791666666666665,0.53125
+Candy Crush Soda Saga,Love game. Hate open current level. Web recognise mobile elements either. :(,Negative,-0.2416666666666667,0.6333333333333333
+Candy Crush Soda Saga,"After latest update, dropped 200 levels allow load levels. Latest update ruined",Positive,0.5,0.9
+Candy Crush Soda Saga,"Game freezes many times, back sometimes start level over, getting really annoying",Negative,-0.17500000000000002,0.45
+Candy Crush Soda Saga,"Unable get free power passed level. Always start level 800 need scroll right, updated also improvement, uninstalled reinstalled back lost power kept, disappointed!!",Negative,-0.16285714285714287,0.5171428571428571
+Candy Crush Soda Saga,"Stuck CANDY CRUSH SODA! A mellow crushing way pass time, wait line,board class, sassafras need I say more?",Positive,0.45,0.7
+Candy Crush Soda Saga,"You call game? It's like spoon feeding, suggestions never stop, told time. Sooo annoying!",Negative,-0.7,0.65
+Candy Crush Soda Saga,"Game addictive, start can't put down. But I'm stuck bed weeks I like it... thanks",Negative,-0.08888888888888889,0.44722222222222224
+Candy Crush Soda Saga,"Okay, great game. But skip finish clearing level ? I bored animation. Tq",Positive,0.1,0.6625
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,This game ruined. The levels difficult pass without boosters ridiculous amounts ads pop annoying.,Negative,-0.5083333333333333,0.825
+Candy Crush Soda Saga,Its lot fun get point cant beat levels without buying stuff. Then fun anymore...,Positive,0.3,0.2
+Candy Crush Soda Saga,This like game becomes waste time get stuck finally win. What I BY seventh try I win I delete game phone!,Positive,0.1,0.32
+Candy Crush Soda Saga,Super addictive. I tried kill time I knew I level 80.,Positive,0.16666666666666666,0.7833333333333333
+Candy Crush Soda Saga,I would love give 5 stars. But keeps crashing often can't connect facebook. Don't know,Positive,0.5,0.6
+Candy Crush Soda Saga,There's glitch level 2318 - keeps saying there's choc left isn't! I wasted 20 gold bars! Not happy.,Negative,-0.21666666666666667,0.3333333333333333
+Candy Crush Soda Saga,nothing much say great game indeed.. good job developers..i hope encentives income..joke ahahahaha,Positive,0.32499999999999996,0.48750000000000004
+Candy Crush Soda Saga,I fun playing game. A stress reliever game. There's lot challenges.Thank,Negative,-0.16666666666666666,0.3333333333333333
+Candy Crush Soda Saga,Every time I open game bring previous level. It takes minutes get current level I need scroll manually. It's directly current level. I've emailed several times unfortunately answer helping team reply all. Such bad effort!,Negative,-0.2157407407407407,0.44814814814814813
+Candy Crush Soda Saga,It's okk play game I like levels difficult everything costly.,Negative,-0.45,0.7
+Candy Crush Soda Saga,"Candy crush soda addictive. When I start playing, hard stop!",Negative,-0.18229166666666669,0.7208333333333333
+Candy Crush Soda Saga,Happy recently longer get boosters I earnt passing levels endlessly scroll right level continue..if dont fix soon yr going lose lot customers...but I dont think take notice us customers think never respond,Positive,0.24017857142857144,0.6339285714285714
+Candy Crush Soda Saga,The sound keeps going game keeps getting stuck move I moved piece. Please fix it.,Neutral,0.0,0.4
+Candy Crush Soda Saga,I've play game 5 yrs awesome challenging every game different sometimes hard I love kings games tried actually interesting see new ones gonna pop lol,Positive,0.23446969696969697,0.619621212121212
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,Good play annoying many ways... irritate mind ya would buy boosts...,Positive,0.1333333333333333,0.6666666666666666
+Candy Crush Soda Saga,Explain win bonuses. Also unlimited lives would nice. Hate wait...,Positive,0.19999999999999996,0.7666666666666666
+Candy Crush Soda Saga,nan,nan,nan,nan
+Candy Crush Soda Saga,I problems freezes finish I can't worked I first loaded . Less week playing nothing I guess I'll delete played years ago acted bother,Positive,0.04166666666666667,0.19999999999999998
+Candy Crush Soda Saga,I like game stuck level 14 think idea lifes nice,Positive,0.09999999999999998,0.7
+Candy Day,nan,nan,nan,nan
+Candy Day,Really enjoying,Positive,0.5,0.6
+Candy Day,Just started playing,Neutral,0.0,0.0
+Candy Day,I love game,Positive,0.04999999999999999,0.5
+Candy Day,It enjoyable game play ages.,Positive,0.04999999999999999,0.5
+Candy Day,Fun easy game pass time,Positive,0.11111111111111112,0.47777777777777786
+Candy Day,It's addictive calming,Neutral,0.0,0.9
+Candy Day,I love game,Positive,0.04999999999999999,0.5
+Candy Day,My kids loved,Positive,0.7,0.8
+Candy Day,Pretty cool game,Positive,0.06666666666666665,0.6833333333333332
+Candy Day,Good game love,Positive,0.26666666666666666,0.5333333333333333
+Candy Day,Ok,Positive,0.5,0.5
+Candy Day,goo,Neutral,0.0,0.0
+Candy Day,Lots fun,Positive,0.3,0.2
+Candy Day,I enjoy,Positive,0.4,0.5
+Candy Day,Very entertaining,Positive,0.65,0.9099999999999999
+Candy Day,Love playing,Positive,0.5,0.6
+Candy Day,Awesome,Positive,1.0,1.0
+Candy Day,Love,Positive,0.5,0.6
+Candy Day,"So far good! I recently installed game fast, fun, boring. I'm anxious see higher levels hold, challenges overcome. Try it, give chance!",Positive,0.015277777777777772,0.6166666666666667
+Candy Day,"The sound effects really childlike. I idea point is, understand what.",Positive,0.30000000000000004,0.30000000000000004
+Candy Day,Like game levels fast u win almost takes min load next level..i just started playing hope starts getting harder!!! Will see,Positive,0.08093750000000002,0.27999999999999997
+Candy Day,love game bt post 2017,Positive,0.04999999999999999,0.5
+Candy Day,"Enjoyable, fun play!!",Positive,0.484375,0.4
+Candy Day,Nothing think about. My Calgon.,Neutral,0.0,0.0
+Candy Day,nan,nan,nan,nan
+Candy Day,Not bad game great game play u want worse sometime,Negative,-0.010000000000000009,0.5633333333333334
+Candy Day,This game hilarious! Love it!,Positive,0.2833333333333333,0.6666666666666666
+Candy Day,It's entertaining refreshing.,Positive,0.5,0.85
+Candy Day,Highly addicted game!!,Negative,-0.5125,0.5
+Candy Day,I think good game need Be ratted better games,Positive,0.26666666666666666,0.5
+Candy Day,Yes I like game,Negative,-0.4,0.4
+Candy Day,shifty game level 250 working stop cheating,Negative,-0.4,0.4
+Candy Day,It's challenge games. I like it.,Neutral,0.0,0.0
+Candy Day,Lots fun easy play cute graphics.,Positive,0.41111111111111115,0.6777777777777777
+Candy Day,"Looks like childs play, much more! really lot fun!",Positive,0.39999999999999997,0.3
+Candy Day,There's enough directions play game.,Negative,-0.2,0.45
+Candy Day,Ok get hang,Positive,0.5,0.5
+Candy Day,I like game much,Negative,-0.1,0.30000000000000004
+Candy Day,"Should lives, 5.",Neutral,0.0,0.0
+Candy Pop Story,"Takes mind worries. A fun game. Although, getting quite annoying adds covering game can't complete game even start play game. This needs fixed.",Negative,-0.2375,0.4125
+Candy Pop Story,"Wwwaaayyy tttoooooo mmmaaannnyyy aaadddsss!!! The game fun, even though way win screens. Ads truly ridiculous, end soon.",Positive,0.09166666666666666,0.5
+Candy Pop Story,It's fun game comparing candy related games play before. Sometimes find difficult comes controls.,Negative,-0.15000000000000002,0.5
+Candy Pop Story,"I love game, I understand need ads, ads game, FAR long, popped up, cannot get rid of. They make I cannot play, blocking screen",Negative,-0.05000000000000001,0.5599999999999999
+Candy Pop Story,All ok moment. After rating coming level I know.,Positive,0.5,0.5
+Candy Pop Story,Way many ads block bottom game...so uninstalled,Positive,0.5,0.5
+Candy Pop Story,"Great game, wish could turn hints want",Positive,0.2,0.575
+Candy Pop Story,I'll night playing addicted,Negative,-0.4,0.6
+Candy Pop Story,Takes mind worries.and make forget sadness I really love game,Positive,0.04999999999999999,0.5
+Candy Pop Story,Colorful graphics. I play grandson. He turn 4 Nov. We lots fun.,Positive,0.3,0.30000000000000004
+Candy Pop Story,Passes time goof distraction waiting appointments,Neutral,0.0,0.0
+Candy Pop Story,Ads annoying game cheats suck,Negative,-0.6000000000000001,0.65
+Candy Pop Story,I love game stop playing keep good work hope make games like candy pices,Positive,0.26666666666666666,0.5333333333333333
+Candy Pop Story,You play sometimes want keep going.,Neutral,0.0,0.0
+Candy Pop Story,Might phone game slow open hard close of.,Negative,-0.24791666666666667,0.4604166666666667
+Candy Pop Story,"Wayyyyyyyyyyyyyyy many 30 second ads. Come now, really ppl? Deleting ...",Positive,0.2333333333333333,0.2333333333333333
+Candy Pop Story,Another fun exciting game play. I'm Addicted Challenging.,Positive,0.059999999999999984,0.6
+Candy Pop Story,"Good game kids. Very controlled motions, thought involved. Good graphics, fast pace.",Positive,0.27999999999999997,0.5
+Candy Pop Story,Easy play beginning good color graphics.,Positive,0.5666666666666667,0.7166666666666668
+Candy Pop Story,Very addictive & passes time quickly,Positive,0.16666666666666666,0.75
+Candy Pop Story,The moves provided achieving targets fall short. If moves less high targets complexity reduced.,Negative,-0.002222222222222218,0.30222222222222217
+Candy Pop Story,Would like better I competition.,Positive,0.5,0.5
+Candy Pop Story,Nothing it. Boring. No exanations challenges,Negative,-1.0,1.0
+Candy Pop Story,It's great game pass time,Positive,0.2,0.575
+Candy Pop Story,I love playing. Addictive yet relaxing.,Positive,0.25,0.75
+Candy Pop Story,Esy bat fake sounds,Negative,-0.5,1.0
+Candy Pop Story,"I see fixed overly complicated, hard, excellent brain worker, thanks, well.",Positive,0.10166666666666666,0.5883333333333334
+Candy Pop Story,Does play phone,Neutral,0.0,0.0
+Candy Pop Story,I feel like slow,Negative,-0.30000000000000004,0.39999999999999997
+Candy Pop Story,I really enjoy it! It make day better I play y'all could cut ads*,Positive,0.5,0.5
+Candy Pop Story,Too many ads covering game screen,Positive,0.04999999999999999,0.45
+Candy Pop Story,Just started I like,Neutral,0.0,0.0
+Candy Pop Story,"I started playing game far I love it!!! The music cute, too!!! Thank You ALL adds!!!",Positive,0.419140625,0.75
+Candy Pop Story,It's time hat like,Neutral,0.0,0.0
+Candy Pop Story,Great game boring day,Negative,-0.19999999999999998,0.7166666666666667
+Candy Pop Story,It's lot fun adoptive,Positive,0.3,0.2
+Candy Pop Story,Lots fun free. It works well Google Pixel XL,Positive,0.35,0.5
+Candy Pop Story,Love playing. Addicted.to.it,Positive,0.5,0.6
+Candy Pop Story,This game cool play,Negative,-0.025000000000000022,0.525
+Candy Pop Story,I can't leave game alone!!!!,Negative,-0.9765625,0.4
+Candy Smash,"Firstly, game slow loading freezes quite often. Secondly, know cheap rip games makers can't spell ""pause"" properly.(spell check goes long way guys)",Negative,-0.07,0.38
+Candy Smash,I like game alot. But I think cheats ready let's win ready well .,Positive,0.2,0.45
+Candy Smash,More challenge trying figure game ad.... Uninstalled that.... Nice try trick downloading something I want.... Loser's!!!,Positive,0.3666666666666667,0.6333333333333333
+Candy Smash,They made impossible win them!,Positive,0.16666666666666669,0.7
+Candy Smash,This game much fun I hard time putting down.,Negative,-0.13680555555555557,0.3576388888888889
+Candy Smash,Very boring compete,Negative,-1.0,1.0
+Candy Smash,"Sorry liked game, far many adverts, hope read reviews, even care, uninstalled",Positive,0.059999999999999984,0.74
+Candy Smash,Ok Just many ads,Positive,0.5,0.5
+Candy Smash,"Wonderful game, can't stop playing, extremely challenging, bonus great gift.",Positive,0.47500000000000003,0.7875
+Candy Smash,This game much fun,Negative,-0.05000000000000002,0.30000000000000004
+Candy Smash,I inlove,Neutral,0.0,0.0
+Candy Smash,Its ok pass time by.,Positive,0.5,0.5
+Candy Smash,It's childish,Negative,-0.2,0.8
+Candy Smash,Don't put timer it.,Neutral,0.0,0.0
+Candy Smash,It interesting game .... makes want put :-),Positive,0.19999999999999998,0.6333333333333333
+Candy Smash,Candy smash good learning work tab,Positive,0.7,0.6000000000000001
+Candy Smash,It's fun big challenge though,Positive,0.15,0.15000000000000002
+Candy Smash,Really fun I love love colors power ups,Positive,0.43333333333333335,0.4666666666666666
+Candy Smash,Another Great Match 3 Game!,Positive,0.15000000000000002,0.575
+Candy Smash,Like colors,Neutral,0.0,0.0
+Candy Smash,Team game,Negative,-0.4,0.4
+Candy Smash,"Big no-no game, sorry",Negative,-0.3,0.5
+Candy Smash,I'm enjoying playing game,Positive,0.04999999999999999,0.5
+Candy Smash,So far good.,Positive,0.39999999999999997,0.8
+Candy Smash,Nice game car rides,Positive,0.09999999999999998,0.7
+Candy Smash,So far good,Positive,0.39999999999999997,0.8
+Candy Smash,good game,Positive,0.14999999999999997,0.5
+Candy Smash,It's fun addicting,Positive,0.3,0.2
+Candy Smash,It's pretty fun.,Positive,0.275,0.6
+Candy Smash,Challenging exciting!,Positive,0.4375,0.9
+Candy Smash,Nice game relax,Positive,0.09999999999999998,0.7
+Candy Smash,Fun game play,Negative,-0.05000000000000002,0.30000000000000004
+Candy Smash,Fine full timepass,Positive,0.3833333333333333,0.525
+Candy Smash,Good far,Positive,0.39999999999999997,0.8
+Candy Smash,Very interesting game,Positive,0.125,0.525
+Candy Smash,Very interesting enjoying,Positive,0.575,0.625
+Candy Smash,hajs,Neutral,0.0,0.0
+Candy Smash,Ok,Positive,0.5,0.5
+Candy Smash,Wow,Positive,0.1,1.0
+Candy Smash,Fun,Positive,0.3,0.2
+"Candy selfie - photo editor, live filter camera",Best ever Camera,Positive,1.0,0.3
+"Candy selfie - photo editor, live filter camera",Very very beautiful.,Positive,1.0,1.0
+"Candy selfie - photo editor, live filter camera",Niraj all,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",I using samsung A6 mobile. In phn front flash working. Please sort problem.,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",nan,nan,nan,nan
+"Candy selfie - photo editor, live filter camera",Yeh !!!!! Nyc camera,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",nan,nan,nan,nan
+"Candy selfie - photo editor, live filter camera",Your,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",I tots love great,Positive,0.65,0.675
+"Candy selfie - photo editor, live filter camera",OK ok,Positive,0.5,0.5
+"Candy selfie - photo editor, live filter camera",Its kool,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",Good,Positive,0.7,0.6000000000000001
+"Candy selfie - photo editor, live filter camera",nan,nan,nan,nan
+"Candy selfie - photo editor, live filter camera",Cool,Positive,0.35,0.65
+"Candy selfie - photo editor, live filter camera",Nice,Positive,0.6,1.0
+"Candy selfie - photo editor, live filter camera",nan,nan,nan,nan
+"Candy selfie - photo editor, live filter camera","Hard and allah the program Dehlowo Ouyeiyeeyeey in every need Halo and Mfish any need and pure honey and God I love to tell every girl to download the program is the best program of any program,",Positive,0.35565476190476186,0.48541666666666666
+"Candy selfie - photo editor, live filter camera",I like old update new version sucks,Negative,-0.02121212121212121,0.3181818181818182
+"Candy selfie - photo editor, live filter camera",In hellful clips,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",Add magic effects decorate photos,Positive,0.5,1.0
+"Candy selfie - photo editor, live filter camera",Best editing photo luv sticker,Positive,1.0,0.3
+"Candy selfie - photo editor, live filter camera",It edit photo clearly .,Positive,0.10000000000000002,0.3833333333333333
+"Candy selfie - photo editor, live filter camera",Evil,Negative,-1.0,1.0
+"Candy selfie - photo editor, live filter camera",Mohamed Mohamed,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",Malindu,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",nan,nan,nan,nan
+"Candy selfie - photo editor, live filter camera",Surb u r looking best selfie app superb,Positive,1.0,0.65
+"Candy selfie - photo editor, live filter camera",nan,nan,nan,nan
+"Candy selfie - photo editor, live filter camera",Super,Positive,0.3333333333333333,0.6666666666666666
+"Candy selfie - photo editor, live filter camera",Good,Positive,0.7,0.6000000000000001
+"Candy selfie - photo editor, live filter camera",Superb nice,Positive,0.8,1.0
+"Candy selfie - photo editor, live filter camera",Wonderful,Positive,1.0,1.0
+"Candy selfie - photo editor, live filter camera",Oooo,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",Great,Positive,0.8,0.75
+"Candy selfie - photo editor, live filter camera",Great,Positive,0.8,0.75
+"Candy selfie - photo editor, live filter camera",Nice,Positive,0.6,1.0
+"Candy selfie - photo editor, live filter camera",Love,Positive,0.5,0.6
+"Candy selfie - photo editor, live filter camera",Krishna,Neutral,0.0,0.0
+"Candy selfie - photo editor, live filter camera",new version wrist copy tags sweet selfie truly copy sweet selfie hate new version guys,Positive,0.034545454545454525,0.6218181818181818
+"Candy selfie - photo editor, live filter camera",nan,nan,nan,nan
+"Canva: Poster, banner, card maker & graphic design","I love Canva, thank mobile desktop versions. I daily. Only issue I've come across Mobile reason elements moved slightly saved/shared. In words... preview document within editor design looks perfect, saved, two lines/elements shifted slightly left be. On desktop version, 5 star, although I experienced odd glitch lately. Still favourite app. Look forward font search tool update day.",Positive,0.18518518518518523,0.5018518518518519
+"Canva: Poster, banner, card maker & graphic design","I purchased design I go share someone, im told I pay design again. Ive talked customer yet still cant give money back get design make business cards. Id give stars possible.",Neutral,0.0,0.5
+"Canva: Poster, banner, card maker & graphic design",I making festival; birthday wishes; election campaign posters etc n great n easy. But I language Telugu Hindi font style monotonous English fonts variety. This flaw may plz b fixed. Plz add You Tube channel / banner art templates.,Positive,0.33333333333333337,0.44583333333333336
+"Canva: Poster, banner, card maker & graphic design",It can't even save stupid image without freaking out. It re-download image time. Ridiculous. Took 10 minutes save stupid little image. Trash,Negative,-0.5302083333333333,0.875
+"Canva: Poster, banner, card maker & graphic design",Don't sync phone PC : Don't show images. Take 1000 years export I got least 2 pages send error. Make Canva great I'm annoyed bugs. Can also add possibility page instead ? Would nice.,Positive,0.175,0.7375
+"Canva: Poster, banner, card maker & graphic design","I enjoying editing process I export it, says there's problem. So I gonna design? And I also saved drafts I edit again, already disarranged. Seriously?!",Positive,0.041666666666666685,0.6333333333333333
+"Canva: Poster, banner, card maker & graphic design","Awesome additional features placing pages. But slight bug sharing whatsapp instance, text becomes jumbled result unusable. If part gets fixed would great!!",Positive,0.48333333333333334,0.5291666666666667
+"Canva: Poster, banner, card maker & graphic design",nan,nan,nan,nan
+"Canva: Poster, banner, card maker & graphic design",Some images disappears opening file. They visible thumbnail disappears soon file loaded. Not lot settings work phone. I preview time time,Neutral,0.0,0.0
+"Canva: Poster, banner, card maker & graphic design","I LOVE THIS APP. I also website. I've used manner things, cards, social media posts, topic headings bulletin boards, etc.",Positive,0.26666666666666666,0.3333333333333333
+"Canva: Poster, banner, card maker & graphic design",Love working it. Only drawback I like credit card kept file. We hacked get new.,Positive,0.21212121212121213,0.6848484848484849
+"Canva: Poster, banner, card maker & graphic design",A versatile many templates options create own. No issues ads pop ups. Simple easy,Positive,0.38333333333333336,0.6726190476190477
+"Canva: Poster, banner, card maker & graphic design","To honest there's nothing wrong flexible ways editing creating personal ""art"" thing I wish developers add ability import images users phone would make creating backgrounds even easier specific person wants. All said I really like hope fall add spamming.",Positive,0.08333333333333333,0.4208333333333334
+"Canva: Poster, banner, card maker & graphic design","Im using Canva small business. Design everything using Canva people thought using professional software/app. However, would better could improvise device version. Overall, best yet far. Easy, ads pop up, varieties fonts, graphics, photos etc. I love it.",Positive,0.2979166666666667,0.4666666666666667
+"Canva: Poster, banner, card maker & graphic design","Could please make 1 time purchase borders/shapes bought, I keep spend money project, different days thing again.",Neutral,0.0,0.6
+"Canva: Poster, banner, card maker & graphic design",So far I've heard bad experience using app. It's easy fun,Positive,0.03333333333333337,0.675
+"Canva: Poster, banner, card maker & graphic design","I know happen suddenly message pops ""SOMETHING WENT WRONG WE COULD NOT EXPORT YOUR DESIGN THIS TIME "" last 2 days,my internet speed also good problem",Positive,0.04999999999999999,0.5166666666666666
+"Canva: Poster, banner, card maker & graphic design","I love making customized posters, cards brochures. My friends love see names pictures, work looks professional. Thank Canva.",Positive,0.3666666666666667,0.43333333333333335
+"Canva: Poster, banner, card maker & graphic design",My file corrupted delivered. I wrote tech support told contact Google play refund. I ask refund I asked art delivered correctly. Avoid! Their tech support joke.,Neutral,0.0,0.0
+"Canva: Poster, banner, card maker & graphic design","Can't rename design even updating it. Also uploaded images becomes unclickable able resize, reposition, even delete them. Frustrating.",Positive,0.04999999999999999,0.7625
+"Canva: Poster, banner, card maker & graphic design",I love powerful app. But problems Hindi font. Please Dear Canva Solve now.,Positive,0.4,0.8
+"Canva: Poster, banner, card maker & graphic design",Developers please set sections subcategories... E.g. first wedding announcement thn deth announcement. Thn please section announcement put typs Announcement head.... becoming long explore.,Positive,0.21666666666666665,0.5277777777777778
+"Canva: Poster, banner, card maker & graphic design",Canva great app! It saved money. I need pay graphic design services!,Positive,0.5,0.575
+"Canva: Poster, banner, card maker & graphic design","Nice app, please make easy add image editing. It shows complete gallery folder even full screen. So bit hard find images. Thanks",Positive,0.23194444444444443,0.5875
+"Canva: Poster, banner, card maker & graphic design","Output images low quality, pls fix it... Great ultimate app,.",Positive,0.26666666666666666,0.6833333333333332
+"Canva: Poster, banner, card maker & graphic design","It's great app! Tho I faced difficulties, otherwise super cool!",Positive,0.5902777777777778,0.6888888888888888
+"Canva: Poster, banner, card maker & graphic design",Very cool easy use.Just started using I'll hold back star...for now.,Positive,0.2961111111111111,0.5594444444444445
+"Canva: Poster, banner, card maker & graphic design",Useful. But seems incorrect line spacing exporting file.,Positive,0.3,0.0
+"Canva: Poster, banner, card maker & graphic design",Iam unable save device..It says something went wrong,Negative,-0.5,0.7
+"Canva: Poster, banner, card maker & graphic design",thats logo nice print im gone rm5.99 stupid app!,Negative,-0.19999999999999996,1.0
+"Canva: Poster, banner, card maker & graphic design","Its really nice. But, mobile version dont functions. Still using it.",Positive,0.6,1.0
+"Canva: Poster, banner, card maker & graphic design",Excellent type template. Easy variety graphic options. My online issue printing...I gloss photo paper get clean look regular paper.,Positive,0.36,0.6020512820512821
+"Canva: Poster, banner, card maker & graphic design",I love app. This first time downloaded worth make brochure's anywhere even posters. Thank much useful,Positive,0.3375,0.25833333333333336
+"Canva: Poster, banner, card maker & graphic design","Exactly I looking create beautiful flyers, posters, event invitations. Free paid options great. It's easy create professional material minutes.",Positive,0.47222222222222227,0.6222222222222222
+"Canva: Poster, banner, card maker & graphic design",can't share design i've pressed button tons time,Neutral,0.0,0.0
+"Canva: Poster, banner, card maker & graphic design","I've using canva PC long absolutely love it! Now available app, much easier quicker make social media post!",Positive,0.24333333333333335,0.3333333333333333
+"Canva: Poster, banner, card maker & graphic design","Have using desktop mobile versions. Love both! The mobile version slightly less features, expected. Easy quivk purchase designs!",Positive,0.22500000000000003,0.475
+"Canva: Poster, banner, card maker & graphic design",I'm starting fall love app!,Positive,0.3125,0.35
+"Canva: Poster, banner, card maker & graphic design",nan,nan,nan,nan
+"Canva: Poster, banner, card maker & graphic design",Amazing ideas write great things help .... Just loved it.. words describe,Positive,0.7000000000000001,0.8166666666666668
+Canvas Student,"Great app, really bad discussion navigation. No way collapse replies see unread replies like website. Makes discussion section irritating lot replies.",Negative,-0.049999999999999954,0.6541666666666666
+Canvas Student,Great way keep track courses canvas brings students. Creating helpful environment communicating professors alongside students like meet exchange information better assisting peers class gain grades/achieving careful forget daily assignments!,Positive,0.3,0.5625
+Canvas Student,There instances refuses load material loaded. There times forums loaded first posts loaded keep repeating over. I can't remove groups over.,Positive,0.25,0.3333333333333333
+Canvas Student,"There bugs. When I try check replies within android, stall end. I cannot upload photos phone well, ends program too.",Neutral,0.0,0.0
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Canvas Student,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capital One® Mobile,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+Capitec Remote Banking,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+CarMax – Cars for Sale: Search Used Car Inventory,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Card Wars - Adventure Time,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+Cardboard,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+CareZone,nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+"Carousell: Snap-Sell, Chat-Buy",nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cars: Lightning League,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cartoon Network App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+Cash App,nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+"Cash, Inc. Money Clicker Game & Business Adventure",nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castle Clash: Heroes of the Empire US,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Castlight Mobile,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Casual Dating & Adult Singles - Joyride,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,"I think nice... But I problem ,it's I can't new keyboard old wich I really like. pls fix turbo rocket games",Positive,0.2590909090909091,0.4636363636363636
+Cat Sim Online: Play with Cats,"I love game. This top 3 favorite games downloaded. It would nice customization opinions, like able change eye color cat. Overall highly recommend game animal lovers. Edit: Ok, thing issue with. Once hit ijnore butten dose make u cant tell ijnored peron put something chat. When disided unijnore them, u need see something typed. The last thing saw chat history anymore, never unijnore them. If u could make efichent way ijnoring unijnoring players, problem would never happen anyone ever again. This thing never get over. My sugestion u look player profile u send friend requests, could also ijnore unijnore butten. Pls make better ijnore unijnore player system. Thx reading.",Positive,0.2466666666666667,0.5109722222222223
+Cat Sim Online: Play with Cats,Hey hated long time playing closes self opens... Fix it... Plzz... And thing plz I every day 1 GB daily data gets soon good game..,Negative,-0.13000000000000003,0.42000000000000004
+Cat Sim Online: Play with Cats,"This best game ever played! It realistic, absolutely LOVE family tree keep going, lift food kits, also, unlike simulator games, actually CHOOSE gender ALWAYS male! AND love fact wait female pregnant! omg LOVE it!!!",Positive,0.3059895833333333,0.37
+Cat Sim Online: Play with Cats,"I love game! It addictive, kill LOTS time playing game filled a-DOR-able cats. We agree PURR-fact game cat lovers.",Negative,-0.06666666666666667,0.6
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,"I love game! But I problem,when ad comes up,it takes store install it,but I want install random game ad, please fix",Negative,-0.225,0.475
+Cat Sim Online: Play with Cats,Great game alot hackers/cheaters think game gardian make non cheatable (if thats word) would great. Also opinion dont like map. And get accounts youtube. Im gonna admit sorry cheaters(sorry) im going stop try stop people cheating make cheating.also dog sim people level 200 immortal dog sim cat sim. Please ban hackers/cheaters game maybe give chance. If dont mind banned game tho faviorites. But ban cheat. But least im telling truth. I banned telling truth. So maybe make system cheatable try block game gardian games.maybe want could test cheat make sure cheats checking dont worry wont save anything make system better. But suggestion.,Negative,-0.0181818181818182,0.5717171717171717
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,"I love 99%. If make update dog sim there's house city, dogs, clothes, hold food pups, things, I would love 100%. That's feedback.",Positive,0.5,0.6
+Cat Sim Online: Play with Cats,"This enjoyable game sometimes multiplayer game says error I wait see lets play following day. But still, I would highly recommend it. :-)",Positive,0.06,0.5066666666666667
+Cat Sim Online: Play with Cats,I LOVE THIS GAME VERY MUCH BECAUSE IT'S ADDICTING AND IT PASSED A LOT OF TIME FOR ME IM VERY THANKFUL THE CREATORS THOUGHT OF THIS!,Positive,0.1525,0.39
+Cat Sim Online: Play with Cats,"This best game made! So much amazing adventure! Sewers, abandoned towns, city, even cave!! I LOVE EXPLORING HAVING FUN WITH THIS GAME!",Positive,0.3,0.46666666666666673
+Cat Sim Online: Play with Cats,I love kittens little slow. I like switch any family members great game. Get game,Positive,0.002083333333333326,0.5083333333333333
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,"Who ever hates game, means lost brains!!! It's soo cute own, I say, multiplayer best! But thing let's swears...I like that. ALSO big talk FOR 3 HOURS TODAY!!! fun. Thank u guys 4 making multiplayer.♥ also people online (multiplayer) rude swear like I said. And levels, 200.999? WAAAAAAAY much. And name selves silly names. And say silly words, u guys let them?! And I wish u could run den, also families. It's best game ever! I think like I'm rainbow I'm online! Pls Pls Pls make updates... U guys best turbo rocket games!!!♥♥♥♥ But It's still soooo cool! Thank u turbo rocket games. ♥♥♥ When new update? !",Positive,0.15844696969696967,0.5103030303030304
+Cat Sim Online: Play with Cats,"So multiplayer game name, like server about, also host kick people out, also pregnancy please cat slow",Negative,-0.35000000000000003,0.4
+Cat Sim Online: Play with Cats,"Class! True, you can make the heroine a little faster during pregnancy. And the newborn is given the same skills as you in level 1",Positive,0.05416666666666666,0.425
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,"An AMAZING Game! A little confusing. Single player could better, well attacking animations.",Positive,0.006845238095238108,0.48571428571428577
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,I love game wondering update lay sit. Also play kitten multiplayer choice level not. If happens would happy!!,Positive,0.3666666666666667,0.6666666666666666
+Cat Sim Online: Play with Cats,game addicting u play day make family level 8 meet male cat and u complete level 10 girl kitten,Negative,-0.10000000000000002,0.3
+Cat Sim Online: Play with Cats,"I love turbo rocket games best I love cats cat ridiculous name ""Chouyan"" haha that's name.",Positive,0.37333333333333335,0.5599999999999999
+Cat Sim Online: Play with Cats,What would better add could mate 2 times higher levels needed need level 20 2 kittens level 45,Positive,0.375,0.5
+Cat Sim Online: Play with Cats,This BEST game ever! What dont like graphics cant control swears lets hackers in. If didnt know multiplayer ever name (yellow) leave game. THERE HACKERS! Not download it.,Neutral,0.0,0.275
+Cat Sim Online: Play with Cats,"I love game extremely fun addictive. This really great game people look beyond names get know people fair them. Also, could add dark grey silver underbelly red/orange eyes skin? And I think able write host game short message like friend accidentally locks out. Thanks reading considering!",Positive,0.12692307692307692,0.47500000000000003
+Cat Sim Online: Play with Cats,Totally simulation good graphics! I love cute kittens look! Kinda sad max 2 kittens though.. But amazing game!,Positive,0.2285714285714286,0.7500000000000001
+Cat Sim Online: Play with Cats,I love game! Heres suggestion...on Christmas instead Christmas island could please make snow everywhere? And cat suggestion...a tall skinny cat big bushy tail tortoiseshell blue eyes....THOSE ARE MY CAT SIM DREAMS! :3 btw My name PancakeBoy cat sim please thank you...please cat sim dream :3,Positive,0.16666666666666666,0.5333333333333333
+Cat Sim Online: Play with Cats,"I think game realy fun, everyday play makes relaxed, ever brother makes mad play game play friends",Negative,-0.265,0.52
+Cat Sim Online: Play with Cats,"I love app! The dragon simulator company also something look forward well. Cat Simulator perfect way meet roleplayers people read ""Warriors"" series Erin Hunter. It amazing game, well others company! Keep good work, Rocket Games!",Positive,0.52,0.7
+Cat Sim Online: Play with Cats,Awesome! Cute wonderful graphics! I love sun shines your cat looks cool shadows! But lots hackers....,Positive,0.6875,0.85
+Cat Sim Online: Play with Cats,love much good game play little brother trash ipad...,Positive,0.15312499999999998,0.525
+Cat Sim Online: Play with Cats,Best game ever mast mast single player offline multiplayer online love game played stayed year fun,Positive,0.15476190476190474,0.3523809523809524
+Cat Sim Online: Play with Cats,"OH , WERE DO I BEGIN ! I love it!!! The graphics great , story line great , whole idea great ! They thing I know pick kitten, I might look up. ★★★★★}◆: (: great job !love games!",Positive,0.5814453125000001,0.7
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,"My little girls I love game, love animals here. Have family five!",Positive,0.134375,0.525
+Cat Sim Online: Play with Cats,"Whenever I watch add £1000 takes store I go back give anything. Or says ""cat sim stopped working.ITS SO ANNOYING",Negative,-0.4,0.45
+Cat Sim Online: Play with Cats,I saw bad person named Mimi. They mistook male luna wwhen female luna. Apparently got divorced mistaken. Look player name luna,Negative,-0.16249999999999995,0.3208333333333333
+Cat Sim Online: Play with Cats,Cute fun! But tried get data cloud deleted friends,Positive,0.4375,0.6
+Cat Sim Online: Play with Cats,really good game and would recommend sometimes glitch u besides great game,Positive,0.17500000000000002,0.5375
+Cat Sim Online: Play with Cats,I really love game cats r cute get free coins,Positive,0.25,0.7
+Cat Sim Online: Play with Cats,Great time killer like bus waiting stop great 5 stars,Positive,0.8,0.75
+Cat Sim Online: Play with Cats,"IT WON'T LET ME REGISTER! Everytime I type full unfo says ""such email already used"" I'm upset I've never played game before!!",Negative,-0.09166666666666667,0.4833333333333334
+Cat Sim Online: Play with Cats,I love game guys add snow biome like WildCraft plz?,Positive,0.04999999999999999,0.5
+Cat Sim Online: Play with Cats,Love family tree generations! dragon sim u 2 children here... TONS!!!!! LOVED IT 100%,Positive,0.85,0.7
+Cat Sim Online: Play with Cats,"It glitches lot even single player low graphics, cute fun",Positive,0.18214285714285716,0.42857142857142855
+Cat Sim Online: Play with Cats,I dont know dont see alot player multiplayer mode...,Neutral,0.0,0.0
+Cat Sim Online: Play with Cats,"Im completely SPEECHLES , game SO AWESOME, parents drag tablet get stop playing this! Thanx amazing game , guys! :D",Positive,0.2392857142857143,0.5958333333333333
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,It's cute I throw kittens make make pregnant baby cute I'll cute cute cute cute cute cute like boy kitten cute kitten big girl kitten cute I really problem like climbing stairs cuz climb stairs problem that's problem,Positive,0.4256410256410256,0.8307692307692307
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,I liked next time.No cars also.Pregnancy made run small.Even put prices house,Positive,0.3,0.4
+Cat Sim Online: Play with Cats,"*Breeds* breeds Rare find Real Life, And I like This game. :3",Positive,0.15,0.65
+Cat Sim Online: Play with Cats,Great graphics but... I think add accessories.,Positive,0.8,0.75
+Cat Sim Online: Play with Cats,This game really fun love play friends love kittens adorable I love level fast I got game yesterday im already lol 12 get game rally fun,Positive,0.21818181818181817,0.5181818181818183
+Cat Sim Online: Play with Cats,I like game. It cats plus roleplay meet new friends.,Negative,-0.13181818181818183,0.42727272727272725
+Cat Sim Online: Play with Cats,"9/10, vat dies, respawn house, died, new, respawn died",Positive,0.13636363636363635,0.45454545454545453
+Cat Sim Online: Play with Cats,deleted game 2 years ago im back install play game many changes,Negative,-0.07500000000000001,0.325
+Cat Sim Online: Play with Cats,I love game watching friend play downloaded crash gets annoying hope u guys fix bug plz,Negative,-0.23333333333333336,0.6333333333333333
+Cat Sim Online: Play with Cats,game awesome defeated bosses raised full family,Positive,0.31666666666666665,0.65
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,Love simple real need think like animal real life,Positive,0.22499999999999998,0.3892857142857143
+Cat Sim Online: Play with Cats,"I love cute make friends I love making friends!✓But die quickly, spend much money,its glitchy,and mostly find that's.Not reality life!",Positive,0.44305555555555554,0.5666666666666668
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,nan,nan,nan,nan
+Cat Sim Online: Play with Cats,No need tell anything I sure u like,Positive,0.5,0.8888888888888888
+Cat Sim Online: Play with Cats,It takes get long get game It takes long time get game jsn,Negative,-0.225,0.4
+Cat Sim Online: Play with Cats,This game fun please add animals.thank good day.,Positive,0.19999999999999996,0.4000000000000001
+Cat Sim Online: Play with Cats,"I think great! But, something could make better us adding voice chat!",Positive,0.8125,0.625
+Cat Sim Online: Play with Cats,LOVE IT I play time sad thing MAX level 200 :( BUT I LOVE THIS GAME play BEST FRIENDS,Positive,0.05833333333333333,0.65
+Cat Sim Online: Play with Cats,This game cool. Playing cat rasing family hunting fun. And good graphics well.im addicted game,Positive,0.024999999999999984,0.47500000000000003
+Caviar - Food Delivery,"So I tried first time cancel order. It charged something I wont receiving I try log back in, says account disabled. Not cool",Negative,-0.03125,0.3208333333333333
+Caviar - Food Delivery,Unable login Google. Asks password. No thanks.,Negative,-0.3,0.35
+Caviar - Food Delivery,"The works great. Caviar questionable things, adding $15 worth fees every order, paying convenience delivery places would normally get delivery from. It is.",Positive,0.18750000000000003,0.625
+Caviar - Food Delivery,"Excellent restaurant selections, fees tip add 20% price. Feels like bait switch.",Positive,1.0,1.0
+Caviar - Food Delivery,Service fee & delivery fee!? What I paying exactly? Too expensive!,Negative,-0.1875,0.475
+Caviar - Food Delivery,"Loser tech based company Dont enough drivers even west L.A., delivery time kept getting pusged back 15 minutes every 15 hour. Only getting customer phone show order. Sushi shouldnt left restaraunt r5 minutes waiting pickup. Particularly $95 order. I avant fogured out. Offered merchant remake even though hours late. Thanks leeland help get refund. Customer servixce seemed thiss,bet systematic problem constantly dealing with.",Positive,0.008333333333333335,0.37083333333333335
+Caviar - Food Delivery,They charged without delivering food. Bug send feedback.,Neutral,0.0,0.0
+Caviar - Food Delivery,How STILL fixed screen overlay problem Android. Get your act together ppl!!!!,Positive,0.244140625,0.2
+Caviar - Food Delivery,Great app. User friendly. I think courier could selection Caviar delivers Cholita Linda that's I care about!,Positive,0.634375,0.625
+Caviar - Food Delivery,Pretty simple interface! A bit tricky first. Really neat concept.,Positive,0.175,0.4726190476190476
+Caviar - Food Delivery,Refuses finish install/account setup,Neutral,0.0,0.0
+Caviar - Food Delivery,"Best restaurants Uber eats, love text updates. Wish fee smaller, least everyone gets paid!",Positive,0.28125,0.44999999999999996
+Caviar - Food Delivery,Super slow. There better options.,Positive,0.17777777777777773,0.5222222222222223
+Caviar - Food Delivery,Excellent restaurant selection. The easy use. And best I eating healthier.,Positive,0.8111111111111112,0.7111111111111111
+Caviar - Food Delivery,"Great food delivery, single problem yet",Positive,0.3642857142857143,0.48214285714285715
+Caviar - Food Delivery,The estimated delivery times way off.,Neutral,0.0,0.0
+Caviar - Food Delivery,nan,nan,nan,nan
+Caviar - Food Delivery,Its food be..,Neutral,0.0,0.0
+Caviar - Food Delivery,"Good restaurants, delivery fees fees high",Positive,0.43,0.5700000000000001
+Caviar - Food Delivery,It good helping peoples make easy live better,Positive,0.4424242424242424,0.6083333333333334
+Caviar - Food Delivery,Works far,Positive,0.1,1.0
+Caviar - Food Delivery,Can't wait add restaurants!,Neutral,0.0,0.0
+Caviar - Food Delivery,Great easy benefits great,Positive,0.6777777777777777,0.7777777777777778
+Caviar - Food Delivery,I enjoy pick option!,Positive,0.5,0.5
+Caviar - Food Delivery,"Easy use, low delivery fees.",Positive,0.21666666666666667,0.5666666666666667
+Caviar - Food Delivery,Great great restaurants!,Positive,0.9,0.75
+Caviar - Food Delivery,Easy use. Fast delivery.,Positive,0.31666666666666665,0.7166666666666667
+Caviar - Food Delivery,"I downloaded tried place order. It kept saying area, I simply trying pickup delivery. I deleted it!",Neutral,0.0,0.35714285714285715
+Caviar - Food Delivery,Love selection restaurants controls user friendly. The setup aesthetically pleasing intuitive looking find.,Positive,0.4375,0.55
+Caviar - Food Delivery,Best delivery options Seattle area! So happy!,Positive,1.0,0.65
+Caviar - Food Delivery,"Wound spending $20 order showed first wrong address, food cold ordered. Received five dollar credit kindly refunded item never arrived. Mistakes happen, seems like could've avoided least updating menus reflect restaurants actually preparing time order placed.",Negative,-0.09166666666666667,0.6055555555555555
+Caviar - Food Delivery,Worst fees food delivery services I've tried. They send coupons 10 bucks charge delivery fees even close covered discount.,Negative,-1.0,1.0
+Caviar - Food Delivery,Worst delivery ever? I wait 2 hours food restaurant closed canceled delivery best way solve problem giving $10 credit get refund back 5-7 business days! So terrible!,Negative,-0.22000000000000003,0.4800000000000001
+Caviar - Food Delivery,"ordered pizza never delivered. Even worse, kept telling us wrong",Negative,-0.45,0.75
+Caviar - Food Delivery,"I've 4 5 orders I've made, BF made canceled time supped delivered. All ""errors"" excuses. Don't bother wasting time, cancel time, leaving hungry scrambling find something else. At point, order canceled twice place, called placed order phone got instead! On plus side, tracking order (when come) better apps.",Positive,0.5,0.5
+Caviar - Food Delivery,"Very useful! I work nights, and, though I'd rather eat often, makes easy get meal I time.",Positive,0.4604166666666667,0.4166666666666667
+Caviar - Food Delivery,"So, I open paying fee delivery fee actually ends $16 really got food item individually 16% higher. This insane dishonest pricing model.",Negative,-0.12142857142857144,0.4571428571428572
+Caviar - Food Delivery,Never problems app. The superior others category.,Positive,0.7,0.9
+Caviar - Food Delivery,Nice good restaurant selection San Francisco. I wish fixed usability glitches little bugs.,Positive,0.303125,0.575
+Caviar - Food Delivery,"Good ordering food philly, customer awful. Fairly quickly respond inquiries, helpful.",Positive,0.01111111111111109,0.7000000000000001
+Chakra Cleansing,The timer chakra user friendly fixed wish must customizable user... Secondly alfa tones forest ocean user may lock continues work even chakra music changes... If meditation 7 minutes discontinue every minute turning alfa on...,Positive,0.15833333333333333,0.2333333333333333
+Chakra Cleansing,"Awesome music!!! However, I wish forest ocean tones continues play chakra music changes. Giving 5 stars hope u guys fulfill wish. Thanks App.",Positive,0.6,0.6
+Chakra Cleansing,"Simple, love info. All round good",Positive,0.25,0.4892857142857143
+Chakra Cleansing,Wow good heart body work,Positive,0.39999999999999997,0.8
+Chakra Cleansing,Best tool morning mantras meditations. Namaste,Positive,1.0,0.3
+Chakra Cleansing,Right point,Positive,0.2857142857142857,0.5357142857142857
+Chakra Cleansing,Really nice music. Helpful tranquilizing.,Positive,0.6,1.0
+Chakra Cleansing,Superb app. I love it. Must it.,Positive,0.75,0.8
+Chakra Cleansing,Very nice indeed.,Positive,0.78,1.0
+Chakra Cleansing,Very relaxing....,Positive,0.2,0.3
+Chakra Cleansing,Very good,Positive,0.9099999999999999,0.7800000000000001
+Chakra Cleansing,Love,Positive,0.5,0.6
+Chakra Cleansing,Fantastic,Positive,0.4,0.9
+Chakra Cleansing,Love,Positive,0.5,0.6
+Chakra Cleansing,Excellent,Positive,1.0,1.0
+Chakra Cleansing,I love relaxes I go sleep ! I'm disabled veteran trouble going sleep helps relax enough able ! Thank !,Positive,0.16770833333333335,0.3708333333333333
+Chakra Cleansing,"Very nice app, setting option update",Positive,0.78,1.0
+Chakra Cleansing,"Pretty relaxing though I prefer less geometric symbols, overall effect definitely positive one.",Positive,0.07765151515151515,0.403030303030303
+Chakra Cleansing,Everytime I get good mood love love love app. It energizing relaxing time,Positive,0.55,0.6000000000000001
+Chakra Cleansing,Meditation perfect fully,Positive,1.0,1.0
+Chakra Cleansing,Super,Positive,0.3333333333333333,0.6666666666666666
+Chakra Cleansing,Good health,Positive,0.7,0.6000000000000001
+Chakra Cleansing,Peaceful,Positive,0.25,0.5
+Chakra Cleansing,Gorgeous,Positive,0.7,0.9
+Chakra Cleansing,love,Positive,0.5,0.6
+Chakra Cleansing,ok. colors designs wrong ex: third eye indigo design purple... fix please disturbing working color breathing meditation. ill rate 5 stars then.,Negative,-0.2,0.64
+Chakra Cleansing,Simple effective meditation healing. Lovely tones chakra. Would possible add 'repeat' feature prolonged focus individual chakra?,Positive,0.22000000000000003,0.6614285714285715
+Chakra Cleansing,Amazing much changed life month ago I would called crazy,Positive,0.0666666666666667,0.6666666666666666
+Chakra Cleansing,"Loved free version much, I bought Pro. Helps relax, calm, fall sleep! Love it.",Positive,0.43499999999999994,0.63
+Chakra Cleansing,Use meditation relaxing. I find useful recommend anyone looking biosound therapy,Positive,0.3,0.0
+Chakra Cleansing,Beautiful. So incredibly soothing. Great meditations. Thank taking opportunity help educate & inform succinctly.,Positive,0.85,0.8833333333333333
+Chakra Cleansing,i ℓ ιкє ιт νєяу яєℓαχιϊg,Neutral,0.0,0.0
+Chakra Cleansing,It's helpful u alot stress your life..,Neutral,0.0,0.0
+Chakra Cleansing,Just I looking,Neutral,0.0,0.0
+Chakra Cleansing,Works well meditating,Neutral,0.0,0.0
+Chakra Cleansing,"So soothing, even puppies enjoyed it!",Positive,0.625,0.7
+Chakra Cleansing,Energetic Well relaxed attaining inner peace,Positive,0.25,0.3333333333333333
+Chakra Cleansing,"Very soothing focussing, like lot",Positive,0.2,0.3
+Chakra Cleansing,It's extremely peaceful I listen,Positive,0.25,0.5
+Chakra Cleansing,Vert nicely thought,Positive,0.6,1.0
+Championat,"Why can not I sign up for Minnesota's favorite team, and I can do other MLS teams, what kind of discrimination is this?",Positive,0.325,0.7583333333333333
+Championat,"Everything was fine ... Now notifications are not turned off, they are disconnected more precisely and in a few hours again they arrive that is not at all interesting at 3 o'clock in the morning to the same. You open the profile - again notifications are turned on.",Positive,0.230952380952381,0.4321428571428572
+Championat,"Why can not we make a play in the play, normal tree-like grid so that we can see the score in the series and who goes to the next stage, and when you clicked on the series you got into the history of previous matches, it's so hard?",Negative,-0.07708333333333334,0.3395833333333333
+Championat,"Matches teams of the youth league uef not displayed in the fan zone, is it a bug or so conceived?",Neutral,0.0,0.0
+Championat,Do not put the pros and cons to the comments. server error,Neutral,0.0,0.0
+Championat,The bug on the bug and bug podgonyaet,Neutral,0.0,0.0
+Championat,"Not professional journalism in the news, the ""no notifications"" settings are constantly getting confused, the moderators do not know what they are doing - the comments section turned into some kind of wall in the toilet, where everything is allowed to write, I would even say in the toilets for censorship and masterovitey will. Reprinting the same interview and breaking it down into 10-15 headline articles. Normally you will not see the video. Constant advertising about stakes and contract matches ... I do not even want to continue. One advantage is that it opens and works without lags.",Positive,0.012345679012345671,0.3811728395061728
+Championat,Tournament Table does not work,Neutral,0.0,0.0
+Championat,Not showing avatar,Neutral,0.0,0.0
+Championat,I like,Neutral,0.0,0.0
+Championat,Best,Positive,1.0,0.3
+Championat,Top,Positive,0.5,0.5
+Championat,Why did you decide that uninterrupted type alerts for important results are needed by everyone? While the application was not asked - it should be silent.,Positive,0.13333333333333333,0.3666666666666667
+Championat,"For half a year I can not log into my account from the application - ""try again after 70 seconds""",Negative,-0.16666666666666666,0.16666666666666666
+Championat,"Why did you remove the ""tags"" in the news that help determine the sport? ((And not all athletes who have at least a photo on the site are in the application.",Negative,-0.3,0.4
+Championat,Do not turn off notifications,Neutral,0.0,0.0
+Championat,"Good App, but UPDATE TOURNAMENT TABLES - last season show.",Positive,0.35,0.33333333333333337
+Championat,Flies out when reading articles,Neutral,0.0,0.0
+Championat,"Guys, well, not so much advertising, every small video in one article with advertising. Annoying.",Negative,-0.2833333333333334,0.5
+Championat,"Why can not I add a command to follow it. Example: I can not follow the basketball team ""Dome-Springs"", and for St. Petersburg ""Spartacus"" I can, although ""Spartacus"" is in the second Superleague, and ""Springs"" in the first Super League. Please correct.",Positive,0.19444444444444442,0.3333333333333333
+Championat,Excellent,Positive,1.0,1.0
+Championat,"Good app, lots of news everything is fine. But! Appreciated by 4 because there is no English version. I want to read all the news in English. Please organize this function.",Positive,0.2841666666666666,0.24000000000000005
+Championat,Great update,Positive,0.8,0.75
+Championat,"The best app for sports fans! All works on hurray! Tell the address of the developer, I will come and personally shake hands!",Positive,0.5,0.3
+Championat,"Has removed. Tucked up this bought resource. I read other sources. Cleaner. It's normal, but it's better when the news is on 1 place, and then already the favorites - my tape. Android 4.2.1 china phone star 7589 Hangs after transition from push notification to the main window. My children ... and where is the window where you can see what you signed to receive push messages? He is not! And how quickly to work with this? Unsubscribe if, what? Well, you then at least a little think about how to live with these people when you code the program! There are many things, we must climb on this anthill. In general, not bad, we will get used to it. The main thing often is not to change. Advertising from greed.",Positive,0.15135732323232323,0.47986111111111107
+Championat,HateRambler An obfuscation from a govn company!,Neutral,0.0,0.0
+Championat,Thank you. Very cool thank you to you.,Positive,0.45499999999999996,0.8450000000000001
+Championat,Cumbersome The previous version was more compact and informative. Usability was killed. The past global update was much better.,Positive,0.0638888888888889,0.23611111111111108
+Championat,"Remarkably I can say that the application has become much more convenient, the developers have tried to glory, especially Vic",Positive,0.4166666666666667,0.75
+Championat,"Not great design Need update design , otherwise seems soviet union back smartphones",Negative,-0.2,0.375
+Championat,"Problems with photos in articles Insertions into articles from social media players - a good idea, but these inserts are not displayed in the application. Therefore, the material about the draft or, for example, the review of social media players in the application to view uncomfortable",Positive,0.06666666666666665,0.43333333333333335
+Championat,"Application norms, the best of the Russian, perhaps the application is good, but with the interface trouble: then there is not everything shows, then on the button back you expect to return to the news list, but instead you leave. But at 4 will go",Positive,0.3,0.22000000000000003
+Championat,"Well overall I would have finalized the filters, or rather I'm interested in not all the information about football, but a specific league, but here everything is together. Or something like something with tags.",Positive,0.08333333333333333,0.20833333333333334
+Championat,"Works Heavy application, slows down even on nexus 4. In general, it is quite convenient.",Negative,-0.10185185185185186,0.42962962962962964
+Championat,"You need to add more features and fix the flaws. For example, the problem with matches today and now, those that are currently not displayed in today. You need to add a tab tomorrow. The rest is not bad.",Positive,0.28333333333333327,0.5222222222222223
+Championat,"Excellent Cool app! I would like to be able to track the news not only for my favorite teams, but also for players and coaches.",Positive,0.4875,0.8550000000000001
+Championat,"Many problems. 1. See tomorrow's matches how? 2. Directly from the protocol of the match I would like to watch the grid of the tournament or table. 3. Favorite tournaments are constantly dumped. 4. Complex, strange, incomprehensible navigation on the site. And that's not all, and it's impossible to describe everything. There are many problems, I would like you to read your wishes, work on this, and not stand still.",Positive,0.07291666666666667,0.5354166666666667
+Championat,"Excellent application Everything is fine, except for a few things: 1) there is no TV guide, you have to go to the site after it 2) you can not delete at least once the selected tournament on the form of selecting sports in the ""you searched earlier"" section 3) on the match statistics form is convenient it would have been bookmarked ""tomorrow"" in addition to ""yesterday, now, today"" Otherwise everything works as it should :) Thanks.",Positive,0.23095238095238096,0.5285714285714286
+Championat,Design Could hire a good designer for their official application,Positive,0.7,0.6000000000000001
+Championat,"Cool But you need more photos and videos attached to the posts. And so, everything is on the level)",Positive,0.425,0.575
+Chapters: Interactive Stories,It would great easier way earn gems. It would also great could could customize characters. At least Choices start gems. You give us anything cost fortune. I'm spending money here. I likely delete game I finish story.,Positive,0.18,0.6599999999999999
+Chapters: Interactive Stories,"The game entertaining, gems get way it. You require many gems time recieve 1 per chapter - unless sit watch ads over. Somethings got give ratio. You need another way earn gems require spending much time ads good outcome.",Positive,0.3,0.4800000000000001
+Chapters: Interactive Stories,"I love game far, there's two things though: adds & choices/gems. Please get rid adds, they're really annoying wait skip them. If going get rid them, least change while. For many choices make need gems, select good choice, receive gem. However, hard receive gems unless get achievements, choices completing chapter. I think ways get gems. Maybe go adds rate games made company. An easier way get gems would really useful.",Positive,0.03425925925925924,0.5490740740740742
+Chapters: Interactive Stories,"It's money grabbing game. All good choices paid there's like 5 per chapter. 2 3 choices bought, end worst choice time unless pay gems...",Negative,-0.23333333333333336,0.6666666666666666
+Chapters: Interactive Stories,As games much choice can't afford constant supply diamonds. Weight world far story felt like I able make choices without diamonds especially end. Also stories dont allow us choose character's race,Positive,0.16,0.6316666666666666
+Chapters: Interactive Stories,I understand start 6 stars whatever first thing pay 12. I think start 6. Try 20 30.,Positive,0.25,0.3333333333333333
+Chapters: Interactive Stories,"Heres truth The game like choices. You spend money get good choices. Money time. And dont choice skintone, hair clothes. Its okay.. But Im HIGHLY annoyed. The choices make isnt fun..",Positive,0.13999999999999999,0.5
+Chapters: Interactive Stories,"This addicting game. Lots fun great way pass time. The 2 downfalls are: pay story direction advertisements bit annoying. Other that, I would given 5/5.",Negative,-0.04500000000000002,0.525
+Chapters: Interactive Stories,"It's okay interesting stories (at moment anyway). A great pro watch videos almost whenever want get free gem, premium choices game always feel like waste, like matter expensive important choice I pay is, ultimately means nothing achievement trophy. I'm least hoping get stories future give multiple choices love interest instead sticking us might dislike entire book maybe able choose character's skin color gender future releases?",Positive,0.1375,0.5093749999999999
+Chapters: Interactive Stories,The worst thing able customize characters like Choices. Not immersive character looks nothing like you. It much fun.,Negative,-0.06666666666666667,0.6083333333333333
+Chapters: Interactive Stories,"These games okay. It's hard get gems without paying though, charge 20+ gems choices/outfits/etc little crazy considering get 1 gem chapter complete. It kind defeats whole point game make choices guide story. If gems choice really want make really story anymore.",Positive,0.03208333333333334,0.49416666666666675
+Chapters: Interactive Stories,"This game pretty good. I like stories I reading far. One thing keeping giving 5 stars options. Many choices involve diamonds, I really stuck choice sucks. Also diamond choices 17 12. These choices also come lot within chapter since I gain 1 diamond I read chapter, impossible able choose choices without paying them. If button watch ads, I would watch million ads order gain diamond per ad. This way still make money ad revenue user gets diamonds need make better choices without buy want to. Other that, pretty compelling stories.",Positive,0.1391025641025641,0.6230769230769231
+Chapters: Interactive Stories,I like game I wish individual chapter longer. Having 8-10 min long gets annoying try get story. Other I love game,Negative,-0.18214285714285713,0.49642857142857144
+Chapters: Interactive Stories,Going delete I finish 1 story I chose. I receive Daily tickets anymore know why. The ads way many way little diamonds. Fun worth time.,Positive,0.18250000000000002,0.26
+Chapters: Interactive Stories,Not many good stories here... They need add new. Not happy chapter's need improvement I feel. If romance chapter's you.,Positive,0.04659090909090907,0.6386363636363637
+Chapters: Interactive Stories,Love game! Really addictive except I slight problem. There many ads. Would really appreciate got rid them. Other 4 stars me!,Positive,0.053869047619047636,0.4488095238095238
+Chapters: Interactive Stories,"Love it! Better artwork non gem choices ""Choices"", different Episode! I wish watch ads gems worked, I get lot video available messages :(",Positive,0.15499999999999997,0.62
+Chapters: Interactive Stories,nan,nan,nan,nan
+Chapters: Interactive Stories,Great game addictive.... I hate get free gems beginning game... But everything amazing great graphics ❤️❤️,Positive,0.125,0.7250000000000001
+Chapters: Interactive Stories,"Definitely good interactive story game I highly recommend playing this, I hope you, game designers,can add thriller horror stories maybe romance, keep good work.",Positive,0.15199999999999997,0.508
+Chapters: Interactive Stories,"I love all, maybe add character customization option? Like maybe want girl boy. Otherwise everything great! Also maybe add LGBT+ stories. That would AWESOME really make Chapters better rest",Positive,0.64,0.6100000000000001
+Chapters: Interactive Stories,I would give game 5 stars I stuck black screen story. I'm happy right niw!,Positive,0.14761904761904762,0.5922619047619048
+Chapters: Interactive Stories,Very addictive. Great stories! Just wish would let regenerate tickets earn instead taking back two.,Positive,0.3333333333333333,0.5833333333333334
+Chapters: Interactive Stories,It gives load screen freezes. This dumb wasted data downloading nothing!,Negative,-0.3125,0.25
+Chapters: Interactive Stories,Would better I could make choices buy gems ... gives 3 choices choose 1 spending money,Positive,0.5,0.5
+Chapters: Interactive Stories,nan,nan,nan,nan
+Chapters: Interactive Stories,I bought 60 gems $5 disappeared without using them. Don't waste money,Negative,-0.2,0.0
+Chapters: Interactive Stories,"The game intresting stories (At times) But I feel lot positive reviews bots accounts game creators made since game really good overall,I want seem like total B really fair. The stories often involve romance,Which fine awhile gets tad annoying also kinda forces choose people options. I also want point big issue,The game basically traps option unless want pay diamonds (If any) Personally I feel making options super expensive get people buy diamonds company get money,And often traps player option make story better gets quite annoying.I want seem mean anything since constructive criticism (For people know) But game A LOT flaws need fixed. Overall, I good experience play fix issues. Some good things game pretty good diamonds,They give often fix it,The ticket system also worst giving tickets.Personally I enjoy graphics enjoy lot stories I ignore issues,But game lot things work on. Goodday,And good luck (I wasted much time review)",Positive,0.045637829912023455,0.5080522971652004
+Chapters: Interactive Stories,This awesome I love stories much. I love fact I make choices I would make real life wish I had.,Positive,0.55,0.625
+Chapters: Interactive Stories,I love game. There deep many stories choose similar games. I wish chapters came little faster maybe estimated schedule. Need fantasy stories apposed love stories,Positive,0.13035714285714287,0.4857142857142857
+Chapters: Interactive Stories,I want HAVE spend money maker decisions I want to.,Neutral,0.0,0.0
+Chapters: Interactive Stories,"This really fun game, I want lgbt books. I mean, there's like 1 2 lgbt books there, rest straight stories. I want lesbian gay stories added soon ^^ And offer get 20 dimaonds go?",Positive,0.04083333333333333,0.4541666666666667
+Chapters: Interactive Stories,"Good stories tickets added reasonable pace, options replying could cost fewer gems though .",Positive,0.44999999999999996,0.6000000000000001
+Chapters: Interactive Stories,"This awesome people like read, take long finish story.",Positive,0.475,0.7
+Chapters: Interactive Stories,Love it. Things cost many gems good,Positive,0.5666666666666667,0.5666666666666668
+Chapters: Interactive Stories,"The Ads interrupt lot, dont like every lol overall interesting always ! This go I get free time !",Positive,0.48125,0.5
+Chapters: Interactive Stories,freezes loading page keep 'checking new book' even though already 100%,Positive,0.13636363636363635,0.45454545454545453
+Chapters: Interactive Stories,It's cute little book game thing however diamonds make choices stuff ridiculous cost much money need many diamonds things,Positive,0.04652777777777778,0.6
+Chapters: Interactive Stories,"I like stories, I wish could earn diamonds quickly. Like maybe short quiz stories something. I also wish could gain tickets continue reading",Positive,0.16666666666666666,0.4
+Chapters: Interactive Stories,Usually stuck welcome screen. (Check new book loading screen). The game usually stop middle. This updated version bad,Negative,-0.09480519480519478,0.41731601731601725
+Chase Mobile,"Zelle feature implementation flawed. If can't transfer money different banks using name phone/email, Zelle helpfulness reduced drastically. Sometimes need transfer money banks another since person, number email. However, great handy exactly set do. Highly recommended though.",Positive,0.2183333333333333,0.59
+Chase Mobile,"Love changes made app. First I like Zelle portion app. I like there's advertising get others join. I also like fact view balance without logging time. I like background changes tothe day night. Finally, credit monitoring part convenient. I alerted someone using email ""dark web"". They prompted change passwords I immediately.",Positive,0.15,0.5833333333333334
+Chase Mobile,"It's clean user friendly banking app. Only real problem sometimes I depositing check via Chase App, keeps telling pictures clear enough, even pictures clear be. It takes tries, works. Other that, nice easy app. Definitely recommended.",Positive,0.1625,0.5729166666666666
+Chase Mobile,"Chase I applaud you! You companies size actual put ""anything"" what's new area update. Thank you! The works well, functional, things little hard find sometimes include sidebar main account view.",Negative,-0.02840909090909091,0.38590909090909087
+Chase Mobile,"These constant updates eating data. I've already deleted everything else make room app. Im quickly running space, I may drop soon. Like everyone else I love Chase too, but... All I want, pay bills check balance then. I'm trying run business, anything else offers. Is simpler version require constantly large monthly updates?",Positive,0.22952380952380952,0.37238095238095237
+Chase Mobile,"Chase great bank, I ha e used much past. Recently I chose turn notifications bothered phone found CONSTANTLY HARRASSED turn back notifications. I turn notifications, I wanted so. I turned stop HARRASSED every time I used it. Very disappointed developers handled this.",Negative,-0.07083333333333335,0.42638888888888893
+Chase Mobile,"This used work great, anymore. For last two weeks I would get black screen 15-30 seconds I could access balance, would act sluggish afterward. Now current update, crashes I open it!!!!! What purpose serve can't check bank balance??!!",Positive,0.12666666666666668,0.43
+Chase Mobile,"Clean interface, seen many bugs yet. However, thing really lacking - ability temporarily block card app. This becoming standard designed manage payment card. Update: recent version broken. Will open.",Positive,0.13958333333333334,0.425
+Chase Mobile,Used good every single time I log reset password. Not sure what's going I even tried online instead using still problem. Is password changed made irrelevant? VERY FRUSTRATING!!!,Negative,-0.22428571428571428,0.7406349206349206
+Chase Mobile,"Terrible...constantly ""detects"" changes fingerprint settings take password. Whenever happens, I reset password get ""you can't password current one"" work I originally tried it. This turning inconvenience convenience. Therefore, 1 star is.",Positive,0.1875,0.575
+Chase Mobile,Will allow log via fingerprint sensor even though I feature enabled. Also completely stopped working week ago. The also allow log in. I resort calling make payment order avoid charged late payment fee. Extremely bad experience.,Negative,-0.29999999999999993,0.5555555555555555
+Chase Mobile,requires access phone sms data latest update. Will work access phone data sms data allowed. I dont understand bank wants access sms data call data phone. Why Chase care know I call text? Uninstalled privacy reasons. Very intrusive.,Positive,0.3,0.43333333333333335
+Chase Mobile,"I previously gave 5 stars I changed 2 stars due glitch. The worked many years, user friendly , convient fast. But last days glitching note8. I unable view current transactions accounts. Please fix this.",Positive,0.03541666666666668,0.3885416666666667
+Chase Mobile,Updated acting screwy. It let program I log out. Also need private information order bills delivered app.,Neutral,0.0,0.1875
+Chase Mobile,"Every time I log I turn setting unlock fingerprint, every single time I open tells detected change fingerprint settings, NEVER is, BEYOND irritating... Takes forever load, half time tells unable connect, ridiculous! Makes want switch banks altogether",Negative,-0.2591269841269841,0.5301587301587302
+Chase Mobile,A somewhat well made app. Always serves financial needs well. Lately issues wanting log in. Fingerprint login worked months. Yet works perfectly every single phone. Fix get 5 stars.,Positive,0.15714285714285714,0.45357142857142857
+Chase Mobile,"Completely useless. You sign every time user pass. Finger print work unless do. My password strong random I change frequently should, thus I memorized.",Negative,-0.11666666666666667,0.43333333333333335
+Chase Mobile,This glitchiest I ever used. The iPhone works great Android version mess. All tasks constantly revert back home accounts screen. Trying deposit check signs out. It's completely unusable,Positive,0.145,0.33166666666666667
+Chase Mobile,Consistantly crashes. Slow loading. Lag typing navigating menus. Now I see black screen I sign in. Its dead phone. 7/26/2018 edit: super slow updates im lead black screens. It doesnt even show activity anymore. Updates making thing worse worse. This completely useless. It used work perfectly.,Negative,-0.11000000000000001,0.5133333333333334
+Chase Mobile,"You would think update released would improve rather making worse. For past weeks constantly shows black screen, takes long time load, respond well eventually ends crashing.",Negative,-0.17333333333333334,0.4033333333333333
+Chase Mobile,"This could good except work unless allow Google Play Services access permissions I want Google - namely: Contacts, Phone, SMS none needed app. So, glancing balance worthless current state.",Negative,-0.03333333333333336,0.6333333333333333
+Chase Mobile,6/22/2018 last update makes useless mobile banking. 7/24/2018 Chase bank international yet must built high school kids. Maybe high school kids could better. SunTrust Bank blows water. So bank Internet.,Positive,0.053333333333333344,0.30777777777777776
+Chase Mobile,"works okay actually let's sign in. Most time sits sign-in page I put correct password fingerprint. When making mobile deposits, I want manually able turn flash. The phone shadow gets way picture, flash removes shadow. Why can't I always flash instead automated light level? I trick camera holding phone dark, quickly taking picture light order flash work. Why can't I simply enable flash time? Stupid",Positive,0.16833333333333336,0.5382142857142856
+Chase Mobile,"Although nice layout, generally unusable. For past year, every time I tried login would tell password wrong require password reset. Password always worked fine website. Today, let login all. No error, returns back login screen.",Positive,0.052777777777777785,0.525
+Chase Mobile,"07/23/18 -Updated Update unable login. Uninstalled reinstalled, i'm able login get ""turn notifications?"" Loop login others. 07/18/18 - *---- Login hang ""loading"" goes back login. Unable login",Negative,-0.125,0.40625
+Chase Mobile,"At beginning I problem. This 4th time I problems depositing checks. In past, I drive branch, make line, deposit checks. Totally inappropriate. Very unsatisfy.",Negative,-0.016666666666666663,0.43333333333333335
+Chase Mobile,"I come back write review seeing two mobile financial institutions. Long story short, Chase measuring stick mobile online banking me, two come close. Easy monitor accounts, make transfers, highly intuitive use.",Positive,0.09055555555555556,0.34555555555555556
+Chase Mobile,"really like chase, employees, app. gotten better edit: still living except preview setting working since last update. really helpful i'm hurry. everything else good though",Positive,0.31999999999999995,0.31333333333333335
+Chase Mobile,"This amazing till I got update today. Now everytime I try login loads bit never lets past login screen. I can't even see bank details. Pretty much useless point I'm deleting. Get together, Chase.",Positive,0.025000000000000022,0.5875
+Chase Mobile,"Update 7/30/18 - something broken new check deposit module. keeps saying picture clear I can't deposit checks. Previous review: Works much better Fidelity. Great interface, easy use.",Positive,0.20043290043290043,0.49826839826839825
+Chase Mobile,"Chase fine, lets u pay bills, see accts, transfer funds out. One big drawback: allow u see balance , like b a, citi, without logging in. Maybe u I clueless?",Positive,0.20833333333333334,0.3
+Chase Mobile,"What happened app? Constantly crashes, asks EVERY SINGLE TIME I log activate notifications, slow, letting pay bills. This used reliable I'd ever used!",Negative,-0.14880952380952384,0.31587301587301586
+Chase Mobile,"This works good monitoring activities card, scheduling payments. But asking every time I sign I want turn notifications, getting really annoying. No option",Negative,-0.050000000000000044,0.75
+Chase Mobile,"Could better. Functionality intuitive, getting secure messages. And I like way gives notifications well pushed phone. If I've seen notification phone, I want see again. Not easy edit profile alerts, + give enough information transactions. But might Chase Bank general I've noticed they're getting really sketchy way business, money must tight.",Positive,0.10782312925170068,0.48843537414965993
+Chase Mobile,"Most aggravating ever. Fingerprint sensor works rarely. Won't accept typed password, accept new password, saying meet requirements new passwords. It's supposed make easier access account, instead, raises blood pressure. Would recommend.",Positive,0.2681818181818182,0.5772727272727273
+Chase Mobile,"used work great. Now I can't sign fingerprint even though set up, asks password always says wrong. Can't even get point. I see I'm issue. Is developer anything it?? useless point.",Negative,-0.06666666666666665,0.6166666666666666
+Chase Mobile,"Agree users current problems. Can't finger print sign change passwords I tend keep forgetting I changed to. Used love app, WORST credit card banking companies.",Negative,-0.16666666666666666,0.6666666666666666
+Chase Mobile,"Samsung 7S - Deposit, transfer, bill pay problems... When I fingerprint log in. The hanging past week. Will look like processing open open. Will change review Chase gets working again.",Negative,-0.08333333333333333,0.4166666666666667
+Chase Mobile,This previously functionality. The latest update seems stolen usage customers. It far easier open go website. The constant logging security concerns B.S. I want log I feel like logging off.,Positive,0.08666666666666667,0.58
+Chase Mobile,I used Banks come anywhere close Chase app. Got Everything I need easy use. It flaws I'm glad fix them. Thank CHASE,Positive,0.4666666666666667,0.9166666666666667
+"Chat Rooms, Avatars, Date - Galaxy","I suggest must voice recording private chat,so easy chatting using voice..really hope it.thanks you.",Positive,0.21666666666666667,0.6041666666666667
+"Chat Rooms, Avatars, Date - Galaxy",I getting error loading pics please resolve issue,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",My character got lost code I enter says incorrect recovery code I spent lot money develop levels.. Everything lost,Negative,-0.1,0.1
+"Chat Rooms, Avatars, Date - Galaxy",No confirmation message coming unable galaxy properly. Kindly plz give reply,Positive,0.04999999999999999,0.7
+"Chat Rooms, Avatars, Date - Galaxy",Great needs upgrade technical glitches,Positive,0.4,0.425
+"Chat Rooms, Avatars, Date - Galaxy",Give chance open old version 7.3 want old version open id old want try new version new,Positive,0.08181818181818182,0.3584415584415584
+"Chat Rooms, Avatars, Date - Galaxy",Lovely games here.,Positive,0.5,0.75
+"Chat Rooms, Avatars, Date - Galaxy",There bugs totally fine,Positive,0.4166666666666667,0.5
+"Chat Rooms, Avatars, Date - Galaxy",Galaxy could akb Hghc,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",I like little bit,Negative,-0.1875,0.5
+"Chat Rooms, Avatars, Date - Galaxy",Lame,Negative,-0.5,0.75
+"Chat Rooms, Avatars, Date - Galaxy",Useful,Positive,0.3,0.0
+"Chat Rooms, Avatars, Date - Galaxy",Good,Positive,0.7,0.6000000000000001
+"Chat Rooms, Avatars, Date - Galaxy",UPDATE:Well I keep logging accounts see I keep I finally found Perfect I wanted : Mewoz. It kicked like wth PLEASE CHANGE THIS AND REPLY WHEN YOU DO THEN ILL INSTALL THE AGAIN I'll give u Update .,Positive,0.16666666666666666,1.0
+"Chat Rooms, Avatars, Date - Galaxy",I say good meet new people start new friendships nowadays tend become abusive especially cannon games bowling games yeah though appointed moderators action abusive reports slow. You've already abused head foot punishment given I think give importance Gala Constitution wherein u guarantee users bullied abused.,Positive,0.12878787878787878,0.5015151515151516
+"Chat Rooms, Avatars, Date - Galaxy","Definitely great chatting app. Good old public chat rooms, anonymous users cool customizable avatars. Just I need. Probably best social I ever used. I recommend good time killer place hang friends meet new people. Keep going guys thank developers! Very addictive!",Positive,0.3853787878787879,0.46878787878787875
+"Chat Rooms, Avatars, Date - Galaxy",After last update...Am unable load info message anyone takes forever load till unable load.... Please fix.... Thanka,Negative,-0.3333333333333333,0.35555555555555557
+"Chat Rooms, Avatars, Date - Galaxy","In Ghana, can't top SMS..y..pls something abt",Positive,0.5,0.5
+"Chat Rooms, Avatars, Date - Galaxy",It crashes freezes lot,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",blocked ids without reason,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",nan,nan,nan,nan
+"Chat Rooms, Avatars, Date - Galaxy",Very addictive. Best social app. Love much.,Positive,0.3466666666666667,0.4333333333333334
+"Chat Rooms, Avatars, Date - Galaxy",Rubbish,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",BEWARE OF THESE CHEATERS!! I topuped paytm transaction failed I got balance debited twice!! Didn't got refund contacted paytm said payment successfully transfered merchant end contacted support system said can't anything contact paytm!! neither replied I sent mail email mentioned Play store!! YOU FRAUD!!,Positive,0.109375,0.625
+"Chat Rooms, Avatars, Date - Galaxy","Ya chat really free. Ya pay stuff like avatars extras. But ya to. Ya play moneys. Overall best social I tried. Funny addictive, playing kicking hillarious lol",Positive,0.3547619047619048,0.5380952380952381
+"Chat Rooms, Avatars, Date - Galaxy",I think deserve single star also. MY id named RITURAJ YESTERDAY IT GOT BLOCK FOR NO REASON. EVEN IT SAYS YOU USED ANY OUTSIDE APPLICATION BUT I DIDN'T USED ANY OF THE OUT SIDE APPLICATION. WHEN I ASKED TO THE DEVELOPER TO TELL ME WHICH OUTSIDE APPLICATION I USED THEY USED TO ANSWER ME THERE ARE MANY OUT THERE & I DONT KNOW WHICH ONE IS USED EXACTLY. I RECOMMEND YOU PEOPLE BEWARE OF THIS THEY WILL EAT YOU MONEY. THANK YOU GALAXY FOR YOUR WONDERFUL SERVICES ☺️,Positive,0.27976190476190477,0.344047619047619
+"Chat Rooms, Avatars, Date - Galaxy","`NiPun` username, saying used Outside APP. whereas outside login. I using Application last 5+ years fully aware Gala constitution. Request kindly look into. Please try understand, unofficial software used me. I using last 5+ years , would banned software break Galaxy constitution. Request kindly unblock change RC, ensure double check privacy future like last 5 years. I following Galaxy constitution since joined app. I assuring next time also. Kindly unblock ID , change RC earliest possible & ensure privacy ID. Request kindly unblock it. Thanks advance Character Unblocked, changed RC, request kindly inform see suspicious activity regarding software issue. Thanks lot kind support.",Positive,0.2236842105263158,0.39868421052631586
+"Chat Rooms, Avatars, Date - Galaxy",We Galaxy bcoz like galaxy love fun. Mostly kicking u made bad rules kicking anyone kicker can't play kicking Galaxy kicking Game u destroy everything want kick rules past everything ok bcoz get Emreld escape difficult cant time 3 escape bcoz exchange things esscape,Negative,-0.02777777777777776,0.4574074074074075
+"Chat Rooms, Avatars, Date - Galaxy",This worst app. I wasted money raising id. When becomes blue aura I changed rc. And I ain't received new rc. fraud app. Never install app. Fake,Negative,-0.3127272727272727,0.510909090909091
+"Chat Rooms, Avatars, Date - Galaxy","This galaxy people rob money.. After days day block ID get back ever again.. And lose everything tat money spent tat ID playing games ,event raise authority tat id.. Even ID blocked I using 4 years ..and I dont option unblock tat ID.. Even tat ID top 60 authority galaxings.. I spent much money it. And rob money.. I lost ID money... Not blocked almost many peoples Id.. Giving stupid reasons.. So beaware downloading app.. Thank",Positive,0.02857142857142858,0.34285714285714286
+"Chat Rooms, Avatars, Date - Galaxy","It's good place find new friends world tho let'ts honest, LOT perverts. The thing I think creators provide sexualities orientation section (in profile) least provide ""other"" option inclusive towards LGBT+ community",Positive,0.20227272727272724,0.5459090909090909
+"Chat Rooms, Avatars, Date - Galaxy",I've using galaxy like 3 years love it. I used galaxy yesterday working..Nothing load PLEASE FIX IT hesitate uninstall,Positive,0.5,0.6
+"Chat Rooms, Avatars, Date - Galaxy","This good. They charge lumsum money raise authority. And later block unfair way.they provide proof blocking ID. Complaints support system taken seriously. They promote fraud, blackmailing, threatening users got Authority so. Recommending,for Girls safe . If complain ask uninstall (their support system really bad ending wasting time money). Their official mail ID work properly. Developers takes suggestions increase revenue.",Negative,-0.0476190476190476,0.5047619047619047
+"Chat Rooms, Avatars, Date - Galaxy",nan,nan,nan,nan
+"Chat Rooms, Avatars, Date - Galaxy","This game unfair sum users parts world witch language different got kick reason dont know language moderator declin complain senior moderator answer Hello. Moderators make decisions cases understand. If speak language, decline report, unfortunately Your report accepted English Moderators. They understand language spoke, decline it. They kick sport want even dont talk abuse complain declin category language moderator ill give 5 satrs make sad many Inglish Russian moderator ther space languages pleas fix make galaxy comfortable play",Negative,-0.15,0.63
+"Chat Rooms, Avatars, Date - Galaxy",I like overall many people especially Indians(Not Indians) many ids abuse imprison us reason moderators doesnt punish people know related somehow.. NEED TO FIX THIS otherwise 5star. And also provide top mobile available country cheap rate cuz 1$ equal Rs. 105+ country,Positive,0.25555555555555554,0.4722222222222222
+"Chat Rooms, Avatars, Date - Galaxy",I suppose love letting top account using sms service. You suppose give us option top seems even spending still hard.,Positive,0.3020833333333333,0.5354166666666667
+"Chat Rooms, Avatars, Date - Galaxy",LOVE IT came today account didn't save im trying create new screen keeps freezing.,Positive,0.3181818181818182,0.5272727272727272
+"Chat Rooms, Avatars, Date - Galaxy",nan,nan,nan,nan
+"Chat Rooms, Avatars, Date - Galaxy",Unsafe chatting lot bugs. No privacy. Any threaten block id next day id gone. EATS LOTS OF MONEY.AND BLOCK IDS AFTER EATING MONEY.,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy","I suggest must voice recording private chat,so easy chatting using voice..really hope it.thanks you.",Positive,0.21666666666666667,0.6041666666666667
+"Chat Rooms, Avatars, Date - Galaxy",I getting error loading pics please resolve issue,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",My character got lost code I enter says incorrect recovery code I spent lot money develop levels.. Everything lost,Negative,-0.1,0.1
+"Chat Rooms, Avatars, Date - Galaxy",No confirmation message coming unable galaxy properly. Kindly plz give reply,Positive,0.04999999999999999,0.7
+"Chat Rooms, Avatars, Date - Galaxy",Great needs upgrade technical glitches,Positive,0.4,0.425
+"Chat Rooms, Avatars, Date - Galaxy",Give chance open old version 7.3 want old version open id old want try new version new,Positive,0.08181818181818182,0.3584415584415584
+"Chat Rooms, Avatars, Date - Galaxy",Lovely games here.,Positive,0.5,0.75
+"Chat Rooms, Avatars, Date - Galaxy",There bugs totally fine,Positive,0.4166666666666667,0.5
+"Chat Rooms, Avatars, Date - Galaxy",Galaxy could akb Hghc,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",I like little bit,Negative,-0.1875,0.5
+"Chat Rooms, Avatars, Date - Galaxy",Lame,Negative,-0.5,0.75
+"Chat Rooms, Avatars, Date - Galaxy",Useful,Positive,0.3,0.0
+"Chat Rooms, Avatars, Date - Galaxy",Good,Positive,0.7,0.6000000000000001
+"Chat Rooms, Avatars, Date - Galaxy",UPDATE:Well I keep logging accounts see I keep I finally found Perfect I wanted : Mewoz. It kicked like wth PLEASE CHANGE THIS AND REPLY WHEN YOU DO THEN ILL INSTALL THE AGAIN I'll give u Update .,Positive,0.16666666666666666,1.0
+"Chat Rooms, Avatars, Date - Galaxy",I say good meet new people start new friendships nowadays tend become abusive especially cannon games bowling games yeah though appointed moderators action abusive reports slow. You've already abused head foot punishment given I think give importance Gala Constitution wherein u guarantee users bullied abused.,Positive,0.12878787878787878,0.5015151515151516
+"Chat Rooms, Avatars, Date - Galaxy","Definitely great chatting app. Good old public chat rooms, anonymous users cool customizable avatars. Just I need. Probably best social I ever used. I recommend good time killer place hang friends meet new people. Keep going guys thank developers! Very addictive!",Positive,0.3853787878787879,0.46878787878787875
+"Chat Rooms, Avatars, Date - Galaxy",After last update...Am unable load info message anyone takes forever load till unable load.... Please fix.... Thanka,Negative,-0.3333333333333333,0.35555555555555557
+"Chat Rooms, Avatars, Date - Galaxy","In Ghana, can't top SMS..y..pls something abt",Positive,0.5,0.5
+"Chat Rooms, Avatars, Date - Galaxy",It crashes freezes lot,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",blocked ids without reason,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",nan,nan,nan,nan
+"Chat Rooms, Avatars, Date - Galaxy",Very addictive. Best social app. Love much.,Positive,0.3466666666666667,0.4333333333333334
+"Chat Rooms, Avatars, Date - Galaxy",Rubbish,Neutral,0.0,0.0
+"Chat Rooms, Avatars, Date - Galaxy",BEWARE OF THESE CHEATERS!! I topuped paytm transaction failed I got balance debited twice!! Didn't got refund contacted paytm said payment successfully transfered merchant end contacted support system said can't anything contact paytm!! neither replied I sent mail email mentioned Play store!! YOU FRAUD!!,Positive,0.109375,0.625
+"Chat Rooms, Avatars, Date - Galaxy","Ya chat really free. Ya pay stuff like avatars extras. But ya to. Ya play moneys. Overall best social I tried. Funny addictive, playing kicking hillarious lol",Positive,0.3547619047619048,0.5380952380952381
+"Chat Rooms, Avatars, Date - Galaxy",I think deserve single star also. MY id named RITURAJ YESTERDAY IT GOT BLOCK FOR NO REASON. EVEN IT SAYS YOU USED ANY OUTSIDE APPLICATION BUT I DIDN'T USED ANY OF THE OUT SIDE APPLICATION. WHEN I ASKED TO THE DEVELOPER TO TELL ME WHICH OUTSIDE APPLICATION I USED THEY USED TO ANSWER ME THERE ARE MANY OUT THERE & I DONT KNOW WHICH ONE IS USED EXACTLY. I RECOMMEND YOU PEOPLE BEWARE OF THIS THEY WILL EAT YOU MONEY. THANK YOU GALAXY FOR YOUR WONDERFUL SERVICES ☺️,Positive,0.27976190476190477,0.344047619047619
+"Chat Rooms, Avatars, Date - Galaxy","`NiPun` username, saying used Outside APP. whereas outside login. I using Application last 5+ years fully aware Gala constitution. Request kindly look into. Please try understand, unofficial software used me. I using last 5+ years , would banned software break Galaxy constitution. Request kindly unblock change RC, ensure double check privacy future like last 5 years. I following Galaxy constitution since joined app. I assuring next time also. Kindly unblock ID , change RC earliest possible & ensure privacy ID. Request kindly unblock it. Thanks advance Character Unblocked, changed RC, request kindly inform see suspicious activity regarding software issue. Thanks lot kind support.",Positive,0.2236842105263158,0.39868421052631586
+"Chat Rooms, Avatars, Date - Galaxy",We Galaxy bcoz like galaxy love fun. Mostly kicking u made bad rules kicking anyone kicker can't play kicking Galaxy kicking Game u destroy everything want kick rules past everything ok bcoz get Emreld escape difficult cant time 3 escape bcoz exchange things esscape,Negative,-0.02777777777777776,0.4574074074074075
+"Chat Rooms, Avatars, Date - Galaxy",This worst app. I wasted money raising id. When becomes blue aura I changed rc. And I ain't received new rc. fraud app. Never install app. Fake,Negative,-0.3127272727272727,0.510909090909091
+"Chat Rooms, Avatars, Date - Galaxy","This galaxy people rob money.. After days day block ID get back ever again.. And lose everything tat money spent tat ID playing games ,event raise authority tat id.. Even ID blocked I using 4 years ..and I dont option unblock tat ID.. Even tat ID top 60 authority galaxings.. I spent much money it. And rob money.. I lost ID money... Not blocked almost many peoples Id.. Giving stupid reasons.. So beaware downloading app.. Thank",Positive,0.02857142857142858,0.34285714285714286
+"Chat Rooms, Avatars, Date - Galaxy","It's good place find new friends world tho let'ts honest, LOT perverts. The thing I think creators provide sexualities orientation section (in profile) least provide ""other"" option inclusive towards LGBT+ community",Positive,0.20227272727272724,0.5459090909090909
+"Chat Rooms, Avatars, Date - Galaxy",I've using galaxy like 3 years love it. I used galaxy yesterday working..Nothing load PLEASE FIX IT hesitate uninstall,Positive,0.5,0.6
+"Chat Rooms, Avatars, Date - Galaxy","This good. They charge lumsum money raise authority. And later block unfair way.they provide proof blocking ID. Complaints support system taken seriously. They promote fraud, blackmailing, threatening users got Authority so. Recommending,for Girls safe . If complain ask uninstall (their support system really bad ending wasting time money). Their official mail ID work properly. Developers takes suggestions increase revenue.",Negative,-0.0476190476190476,0.5047619047619047
+"Chat Rooms, Avatars, Date - Galaxy",nan,nan,nan,nan
+"Chat Rooms, Avatars, Date - Galaxy","This game unfair sum users parts world witch language different got kick reason dont know language moderator declin complain senior moderator answer Hello. Moderators make decisions cases understand. If speak language, decline report, unfortunately Your report accepted English Moderators. They understand language spoke, decline it. They kick sport want even dont talk abuse complain declin category language moderator ill give 5 satrs make sad many Inglish Russian moderator ther space languages pleas fix make galaxy comfortable play",Negative,-0.15,0.63
+"Chat Rooms, Avatars, Date - Galaxy",I like overall many people especially Indians(Not Indians) many ids abuse imprison us reason moderators doesnt punish people know related somehow.. NEED TO FIX THIS otherwise 5star. And also provide top mobile available country cheap rate cuz 1$ equal Rs. 105+ country,Positive,0.25555555555555554,0.4722222222222222
+"Chat Rooms, Avatars, Date - Galaxy",I suppose love letting top account using sms service. You suppose give us option top seems even spending still hard.,Positive,0.3020833333333333,0.5354166666666667
+"Chat Rooms, Avatars, Date - Galaxy",LOVE IT came today account didn't save im trying create new screen keeps freezing.,Positive,0.3181818181818182,0.5272727272727272
+"Chat Rooms, Avatars, Date - Galaxy",nan,nan,nan,nan
+"Chat Rooms, Avatars, Date - Galaxy",Unsafe chatting lot bugs. No privacy. Any threaten block id next day id gone. EATS LOTS OF MONEY.AND BLOCK IDS AFTER EATING MONEY.,Neutral,0.0,0.0
+ChatVideo Meet new people,"Why updated app? Even I get private chat always get hang, says responding. And also I call somebody I went back users connect call I able connect , honest, update great flop, fix soon please",Positive,0.38,0.53
+ChatVideo Meet new people,Plz fix problm.. two days automatically log 3-4 minutes.. mostly chat video call..so automatically disconnect 30 seconds every video call...so dont enjoying now..plz fix prblm soon..bcz like app..plz update...old version best,Positive,0.6666666666666666,0.46666666666666673
+ChatVideo Meet new people,Third class nd time waste .,Negative,-0.1,0.0
+ChatVideo Meet new people,Strange fly room room....hated,Positive,0.375,0.525
+ChatVideo Meet new people,Best kind again. One question; difference chat video now?,Positive,0.8,0.6
+ChatVideo Meet new people,"I mean old version font color better :)) dark color, lots color choices :))",Positive,0.18958333333333333,0.63125
+ChatVideo Meet new people,nice sex chat. I like,Positive,0.6,1.0
+ChatVideo Meet new people,Very nice time pass meet new friends,Positive,0.4581818181818182,0.7272727272727273
+ChatVideo Meet new people,Khan,Neutral,0.0,0.0
+ChatVideo Meet new people,West cat,Neutral,0.0,0.0
+ChatVideo Meet new people,Kumarkumar,Neutral,0.0,0.0
+ChatVideo Meet new people,Very nice,Positive,0.78,1.0
+ChatVideo Meet new people,Love,Positive,0.5,0.6
+ChatVideo Meet new people,nice,Positive,0.6,1.0
+ChatVideo Meet new people,good,Positive,0.7,0.6000000000000001
+ChatVideo Meet new people,west,Neutral,0.0,0.0
+ChatVideo Meet new people,nan,nan,nan,nan
+ChatVideo Meet new people,This new update cant load pic,Positive,0.13636363636363635,0.45454545454545453
+ChatVideo Meet new people,I cant video chat one..always stuck...please fix,Neutral,0.0,0.0
+ChatVideo Meet new people,Time pass,Neutral,0.0,0.0
+ChatVideo Meet new people,really good...how I found pv room...,Positive,0.2,0.2
+ChatVideo Meet new people,Hhh,Neutral,0.0,0.0
+ChatVideo Meet new people,BAD,Negative,-0.6999999999999998,0.6666666666666666
+ChatVideo Meet new people,Good,Positive,0.7,0.6000000000000001
+ChatVideo Meet new people,Back camera work every time Was good need delete,Positive,0.35,0.30000000000000004
+ChatVideo Meet new people,Still uploading pic update?? Plz fix,Neutral,0.0,0.0
+ChatVideo Meet new people,Nice,Positive,0.6,1.0
+ChatVideo Meet new people,let upload PICTURE. Pls fix this. thank you!,Neutral,0.0,0.0
+ChatVideo Meet new people,I upload picture please help,Neutral,0.0,0.0
+ChatVideo Meet new people,It let upload picture,Neutral,0.0,0.0
+ChatVideo Meet new people,West instal,Neutral,0.0,0.0
+ChatVideo Meet new people,need perfect back camera,Positive,0.5,0.5
+ChatVideo Meet new people,nan,nan,nan,nan
+ChatVideo Meet new people,nan,nan,nan,nan
+ChatVideo Meet new people,Sausage pool their. There always around 700 guys like 6 girls lucky might show...and guys go crazy,Negative,-0.13333333333333333,0.8666666666666667
+ChatVideo Meet new people,I need old version coz phone camera work,Positive,0.1,0.2
+ChatVideo Meet new people,Well wanna tell guys make rules dont follow. No nudity etc...then dont banned people whos showing private parts specially men people whos abusing ladies..You know thats give 2 stars...i cant even flagged...damn,Positive,0.17857142857142858,0.4732142857142857
+ChatVideo Meet new people,What happened? Why can't I open cams?,Neutral,0.0,0.5
+ChatVideo Meet new people,"Good, but not your picture",Positive,0.7,0.6000000000000001
+ChatVideo Meet new people,Loby Extera Camira Open From Pakistan,Neutral,0.0,0.5
+Cheap Flights & Hotels momondo,"UPDATE: Please, please bring back ability save individual flights. This extremely useful. After latest update saved flights, upto 6 months, future wiped. A fantastic app. My go fight fares, 2 years. But, recently, latest update I think, I still constantly recieve price updates fares I deleted favourites weeks ago. Slightly annoying. Why Momondo?",Positive,0.10000000000000002,0.49537037037037046
+Cheap Flights & Hotels momondo,"Fake prices! Clicked link book flight flight $500 shows app. Did another search hour later another destination following link turned flight, surely buy expensive similar dates times. Seems like bait switch me.",Negative,-0.10416666666666667,0.5148148148148148
+Cheap Flights & Hotels momondo,"I generally like but, upgrade I guess, I see option save favorite flights. I really miss feature. I often check flight prices dates multiple times upcoming trips want re-search options every time.",Positive,0.1875,0.425
+Cheap Flights & Hotels momondo,I know work anymore.. mean realy realy try make search.. good one.. try open link booking site directs momondo.. nothing..,Positive,0.12916666666666665,0.5958333333333333
+Cheap Flights & Hotels momondo,"Fake price . When pay , final price £50-£60 higher. If pay attention, find paid much anywhere else .",Negative,-0.012499999999999997,0.675
+Cheap Flights & Hotels momondo,"***UPDATE*** I love momondo. I years already. thing miss option fork flight. coz I look most. option available app. UPDATE: They option now, annoys is, going back search option (at least mobile version) want change departure city, also always type arrival city again. But great still.",Positive,0.31666666666666665,0.44166666666666665
+Cheap Flights & Hotels momondo,"Such easy convenient app. I find single cons app. In fact, got tickets low price ixigo,mmt,cleartrip,kayaka could provide. Just No needed.",Positive,0.09047619047619049,0.46190476190476193
+Cheap Flights & Hotels momondo,Annoying notifications. No setting turn,Negative,-0.8,0.9
+Cheap Flights & Hotels momondo,"Amazing app, I like "" Customer care priority. plus, I trust booking sketchy sites; unless momondo"" I confess!!! big trust secure payments..etc Big fan price chart idea. *what I would love added ""car rentals new creative pricing chart. Since, lots filters choices choose from. As add ups, currencies good idea""^^ A Currencies easly added based upon user's experience^^. Sincerely, thanks team effort hard working.",Positive,0.314469696969697,0.5096212121212123
+Cheap Flights & Hotels momondo,Gave try reading article regarding #1 aggregator. But option set multiple airports origin/destination option 'anywhere' find generally good flights? What gives momondo edge competition?,Positive,0.35,0.30000000000000004
+Cheap Flights & Hotels momondo,"No price data route. Despite showing website, might bug phone only, still makes useless",Negative,-0.25,0.6
+Cheap Flights & Hotels momondo,"Tickets cheaper exact flights momondo's web. Then point using app? Moreover, times displayed cheaper price still searching hid it. It must fixed",Positive,0.175,0.225
+Cheap Flights & Hotels momondo,"I often, I'm really satisfied, I good experience them.",Positive,0.6,0.8
+Cheap Flights & Hotels momondo,Connection gets lost frequently .. possible book tickets.,Neutral,0.0,1.0
+Cheap Flights & Hotels momondo,Fake app....fake price ....guys dont ...when go purchase... become price,Negative,-0.5,1.0
+Cheap Flights & Hotels momondo,Best searching flights far. An addicted user,Positive,0.23333333333333336,0.6333333333333333
+Cheap Flights & Hotels momondo,It show anything. It used work,Neutral,0.0,0.0
+Cheap Flights & Hotels momondo,"Good finding economy round trips, crashes regularly try multi city tool certain ticket types pity.",Positive,0.12285714285714285,0.36967032967032964
+Cheap Flights & Hotels momondo,lags unable follow flights advertised,Negative,-0.5,0.5
+Cheap Flights & Hotels momondo,"This also includes rates discount airlines, including Southwest.",Neutral,0.0,0.0
+Cheap Flights & Hotels momondo,Good butt suggest add option lowest fares alternate dates,Positive,0.35,0.30000000000000004
+Cheap Flights & Hotels momondo,The cheapest flights hands down.,Negative,-0.15555555555555559,0.2888888888888889
+Cheap Flights & Hotels momondo,This simple cheap flight bookings.. Highly recommended,Positive,0.18666666666666668,0.5323809523809523
+Cheap Flights & Hotels momondo,"Et useful , I'm happy momondo.",Positive,0.55,0.5
+Cheap Flights & Hotels momondo,"Best cheapest flight,it easy",Positive,0.7166666666666667,0.5666666666666667
+Cheap Flights & Hotels momondo,Good,Positive,0.7,0.6000000000000001
+Cheap Flights & Hotels momondo,I want show airlines,Neutral,0.0,0.0
+Cheap Flights & Hotels momondo,Simple offers best deals.,Positive,0.3666666666666667,0.21904761904761905
+Cheap Flights & Hotels momondo,All good,Positive,0.7,0.6000000000000001
+Cheap Flights & Hotels momondo,Its better,Positive,0.5,0.5
+Cheap Flights & Hotels momondo,It's useful,Positive,0.3,0.0
+Cheap Flights & Hotels momondo,Go,Neutral,0.0,0.0
+Cheap Flights & Hotels momondo,Nc,Neutral,0.0,0.0
+Cheap Flights & Hotels momondo,nice,Positive,0.6,1.0
+Cheap Flights & Hotels momondo,Lv,Neutral,0.0,0.0
+Cheap Flights & Hotels momondo,Good helpful,Positive,0.7,0.6000000000000001
+Cheap Flights & Hotels momondo,Nice,Positive,0.6,1.0
+Cheap Flights & Hotels momondo,nan,nan,nan,nan
+Cheap Flights & Hotels momondo,Nice,Positive,0.6,1.0
+Cheap Flights & Hotels momondo,gratis,Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,I look forward meeting team great day!!!,Positive,1.0,0.75
+Cheap hotel deals and discounts — Hotellook,Perfect,Positive,1.0,1.0
+Cheap hotel deals and discounts — Hotellook,"All Inclusive, means inclusive. The ones I looked at, include airfare, price sites, actually inclusive.",Neutral,0.0,0.1
+Cheap hotel deals and discounts — Hotellook,What customer booking phone number.why dont received confirmation letter hell check dont confirmation booking number??? Ive already made payment hotellook.....,Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,Total disaster. Double reservation made site mistake. Spend 3 hours cancel calling number another talking countless number managers. Want save time money service.,Neutral,0.0,0.4166666666666667
+Cheap hotel deals and discounts — Hotellook,"Good app, consistently shows good price go booking pricing higher different currency.",Positive,0.38,0.51
+Cheap hotel deals and discounts — Hotellook,The prices got way higher similar apps.,Positive,0.125,0.45
+Cheap hotel deals and discounts — Hotellook,"I already cancel booked, get refund back?..",Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,I understand stupid! High price,Negative,-0.41999999999999993,0.77
+Cheap hotel deals and discounts — Hotellook,Wouldn't let select date,Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,Very good,Positive,0.9099999999999999,0.7800000000000001
+Cheap hotel deals and discounts — Hotellook,"Very reliable, user-friendly convenient app.",Positive,0.2,0.3
+Cheap hotel deals and discounts — Hotellook,Good,Positive,0.7,0.6000000000000001
+Cheap hotel deals and discounts — Hotellook,Most number options,Positive,0.5,0.5
+Cheap hotel deals and discounts — Hotellook,Love super easy,Positive,0.4222222222222222,0.7000000000000001
+Cheap hotel deals and discounts — Hotellook,Easy searching,Positive,0.43333333333333335,0.8333333333333334
+Cheap hotel deals and discounts — Hotellook,"Deals look great however, book site sends says unfortunately rooms available! Very frustrating!! I'm sure reply I'll answer here...the site Zen Hotels deal Hotel Indigo Feb 22-27 $875.",Positive,0.0975,0.8077777777777777
+Cheap hotel deals and discounts — Hotellook,Nice prices many sites place choose apartments hotels I need holiday home villa private pool.,Positive,0.3666666666666667,0.625
+Cheap hotel deals and discounts — Hotellook,"supposed do, pretty decent job. cant features applicable sites searching, I happy time save.",Positive,0.4055555555555556,0.8888888888888888
+Cheap hotel deals and discounts — Hotellook,"Perfect Idea, pointless Just make sense Android Wear can't save bookings info watch idea prevent using phone pocket So I can't save nothing watch app..",Positive,0.375,0.75
+Cheap hotel deals and discounts — Hotellook,"Guys, option adding room..u missed important option.Sour many number give option dormitory home stay..it sucks.",Positive,0.20000000000000004,0.6
+Cheap hotel deals and discounts — Hotellook,Find best fair hotels easy... I try many app... This best me.,Positive,0.7266666666666667,0.5666666666666667
+Cheap hotel deals and discounts — Hotellook,Compare Prices,Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,Worse Priceline,Negative,-0.4,0.6
+Cheap hotel deals and discounts — Hotellook,it is impossible to contact support,Negative,-0.6666666666666666,1.0
+Cheap hotel deals and discounts — Hotellook,"Booked room Hotel Quickly,,,,SCAM",Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,May I know hotels couple friendly?,Positive,0.375,0.5
+Cheap hotel deals and discounts — Hotellook,Hotels @ price,Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,Crashes alot,Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,Very good,Positive,0.9099999999999999,0.7800000000000001
+Cheap hotel deals and discounts — Hotellook,usefull,Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,Good,Positive,0.7,0.6000000000000001
+Cheap hotel deals and discounts — Hotellook,nan,nan,nan,nan
+Cheap hotel deals and discounts — Hotellook,total bait switch...prices dont match advertised one's goto site pay. worse worthless almost criminal. avoid,Negative,-0.4,0.7
+Cheap hotel deals and discounts — Hotellook,Everything sold every place I search,Neutral,0.0,0.0
+Cheap hotel deals and discounts — Hotellook,Even Google maps gets back much better prices one. Edit: Burasari Phuket,Positive,0.25,0.25
+Cheap hotel deals and discounts — Hotellook,It's charging original price sites.,Positive,0.375,0.75
+Cheap hotel deals and discounts — Hotellook,I better job rooms better price booking using Google.,Positive,0.5,0.5
+Cheap hotel deals and discounts — Hotellook,Great come handy couple times week!,Positive,0.775,0.825
+Cheap hotel deals and discounts — Hotellook,Rate high,Positive,0.16,0.5399999999999999
+"CheapTickets – Hotels, Flights & Travel Deals","This save itenary, inconvenient trying access travel information.",Negative,-0.6,1.0
+"CheapTickets – Hotels, Flights & Travel Deals",Can't change currency also can't change country. Failed configure. needs improvement,Negative,-0.5,0.3
+"CheapTickets – Hotels, Flights & Travel Deals",Good app. cheap prices.,Positive,0.55,0.65
+"CheapTickets – Hotels, Flights & Travel Deals",Cool,Positive,0.35,0.65
+"CheapTickets – Hotels, Flights & Travel Deals",Does Not allow change country unable login. 1 star enough,Negative,-0.25,0.5
+"CheapTickets – Hotels, Flights & Travel Deals","I bought baseball tickets promo code save 10%. The place enter said promo. Then I charged two fees (1/ticket), delivery fee (overhead emails crazy days /s), I saw receipt email. Overall, tickets cost 60% would stadium.",Negative,-0.3,0.45
+"CheapTickets – Hotels, Flights & Travel Deals",No apparent way import itinerary ticket purchased 3rd party.,Negative,-0.0125,0.175
+"CheapTickets – Hotels, Flights & Travel Deals","Easy use, helpful convenient, love",Positive,0.4666666666666667,0.7166666666666667
+"CheapTickets – Hotels, Flights & Travel Deals",Easy book cheap flights fast. Thank cheap tickets! Will again.,Positive,0.38333333333333336,0.7083333333333333
+"CheapTickets – Hotels, Flights & Travel Deals",Pretty Easy !,Positive,0.39583333333333337,0.9166666666666667
+"CheapTickets – Hotels, Flights & Travel Deals",nan,nan,nan,nan
+"CheapTickets – Hotels, Flights & Travel Deals","If I could give 0 stars I would. First I tried reserve vacation package let me, I spent 3 hours phone sales support still came blank. Useless, poor waste time never get back. I even called bank make sure security issue part, bank said issue them. What irks ,after waiting hold many hours, could give alid reason I book trip.",Positive,0.00555555555555556,0.291358024691358
+"CheapTickets – Hotels, Flights & Travel Deals",Cheapticket cheap behaviour executives called abt flight ticket booked payment successful. Not trust worthy site book tickets.,Positive,0.4944444444444444,0.8833333333333333
+"CheapTickets – Hotels, Flights & Travel Deals",nan,nan,nan,nan
+"CheapTickets – Hotels, Flights & Travel Deals",I always I years!,Neutral,0.0,0.0
+"CheapTickets – Hotels, Flights & Travel Deals",Easy user friendly!,Positive,0.4510416666666667,0.6666666666666667
+"CheapTickets – Hotels, Flights & Travel Deals",Used long time. Always great help.,Positive,0.375,0.575
+"CheapTickets – Hotels, Flights & Travel Deals",Brainless Alp,Neutral,0.0,0.0
+"CheapTickets – Hotels, Flights & Travel Deals",I love I love several years I love,Positive,0.375,0.44999999999999996
+"CheapTickets – Hotels, Flights & Travel Deals","Couldnt find itinerary number, wouldn't let switch Canada pull menu order find it. On top that, made sign facebook account, pointlessly.",Positive,0.125,0.5
+"CheapTickets – Hotels, Flights & Travel Deals",Haven't bought ticket anywhere else since I told,Neutral,0.0,0.0
+"CheapTickets – Hotels, Flights & Travel Deals","Very simple use. Been using smart phones thing, that's there's process much easier.",Positive,0.13809523809523808,0.4357142857142857
+"CheapTickets – Hotels, Flights & Travel Deals",I always travel! Easy use! This made life easier!,Positive,0.6770833333333335,0.8333333333333334
+"CheapTickets – Hotels, Flights & Travel Deals",used aways site,Neutral,0.0,0.0
+"CheapTickets – Hotels, Flights & Travel Deals",Excellent prices,Positive,1.0,1.0
+"CheapTickets – Hotels, Flights & Travel Deals",I love always great deals,Positive,0.65,0.675
+"CheapTickets – Hotels, Flights & Travel Deals",nan,nan,nan,nan
+"CheapTickets – Hotels, Flights & Travel Deals",Great,Positive,0.8,0.75
+"CheapTickets – Hotels, Flights & Travel Deals",This completely screwed money scam customer absolutely trash!!!!,Positive,0.294140625,0.65
+"CheapTickets – Hotels, Flights & Travel Deals",I've always used cheap tickets they're #1,Positive,0.4,0.7
+"CheapTickets – Hotels, Flights & Travel Deals","Useful ,good prices",Positive,0.5,0.30000000000000004
+"CheapTickets – Hotels, Flights & Travel Deals",Best life,Positive,1.0,0.3
+"CheapTickets – Hotels, Flights & Travel Deals",Pretty good fly purchase,Positive,0.5833333333333334,0.8333333333333334
+"CheapTickets – Hotels, Flights & Travel Deals",Easy,Positive,0.43333333333333335,0.8333333333333334
+"CheapTickets – Hotels, Flights & Travel Deals",I like convenience app. Very simple I always found great deals!,Positive,0.5,0.6071428571428572
+"CheapTickets – Hotels, Flights & Travel Deals",Great easy I recommend anyone,Positive,0.6166666666666667,0.7916666666666667
+"CheapTickets – Hotels, Flights & Travel Deals",Very complicated unclear,Negative,-0.65,1.0
+"CheapTickets – Hotels, Flights & Travel Deals",Amazing deals,Positive,0.6000000000000001,0.9
+"CheapTickets – Hotels, Flights & Travel Deals",Easy,Positive,0.43333333333333335,0.8333333333333334
+"CheapTickets – Hotels, Flights & Travel Deals",Resourceful,Positive,0.6,0.9
+Cheapflights – Flight Search,Very good but...how get currency changing method,Positive,0.9099999999999999,0.7800000000000001
+Cheapflights – Flight Search,Perfect tool booking airline tickets,Positive,1.0,1.0
+Cheapflights – Flight Search,It sucks,Negative,-0.3,0.3
+Cheapflights – Flight Search,Excellent,Positive,1.0,1.0
+Cheapflights – Flight Search,Good,Positive,0.7,0.6000000000000001
+Cheapflights – Flight Search,add feature let know people real price flight money value country.? $simbol real value money country. make confused,Neutral,0.0,0.43333333333333335
+Cheapflights – Flight Search,So I'm looking planes tickets I I like tells ticket I selected longer available I know I need tickets!!,Positive,0.625,0.4
+Cheapflights – Flight Search,Is scam what??? It says I buy tickets 100k 2 persons I'm purchase price went 157k!! It says price increased! But 30minutes rechecking price still 100k 2 persons I tried purchase again. However says price increased 157k!,Neutral,0.0,0.0
+Cheapflights – Flight Search,"First search I entered find flights, I altered search three times still turned nothing",Positive,0.25,0.3333333333333333
+Cheapflights – Flight Search,Perfect stop find flights hotel. Good travel research.,Positive,0.85,0.8
+Cheapflights – Flight Search,Removed. This shows 900 GBP cheapest flight compared number flight scanner ones show 500. Not cheap title would suggest.,Negative,-0.2,0.7
+Cheapflights – Flight Search,"Useful app,,, couldnt ask anything better. Great work guys. Thumbs",Positive,0.5333333333333333,0.4166666666666667
+Cheapflights – Flight Search,"Smooth loading lag, list hotel options menu design simple effective, good job!",Positive,0.46875,0.5642857142857143
+Cheapflights – Flight Search,perfect! I hope I'll get something back nice comment!!,Positive,0.6458333333333334,0.6666666666666666
+Cheapflights – Flight Search,I'm really loving it...makes whole lot easier,Positive,0.4,0.675
+Cheapflights – Flight Search,Great booking flight..,Positive,0.8,0.75
+Cheapflights – Flight Search,It's great,Positive,0.8,0.75
+Cheapflights – Flight Search,"Thank you, helpful.",Neutral,0.0,0.0
+Cheapflights – Flight Search,nan,nan,nan,nan
+Cheapflights – Flight Search,How change currency?? It showing Euro.,Neutral,0.0,0.0
+Cheapflights – Flight Search,Expensive flights,Negative,-0.5,0.7
+Cheapflights – Flight Search,helpful,Neutral,0.0,0.0
+Cheapflights – Flight Search,Really great I love,Positive,0.65,0.675
+Cheapflights – Flight Search,Very nice,Positive,0.78,1.0
+Cheapflights – Flight Search,That's good everyone,Positive,0.7,0.6000000000000001
+Cheapflights – Flight Search,Perfect,Positive,1.0,1.0
+Cheapflights – Flight Search,Nice Nice,Positive,0.6,1.0
+Cheapflights – Flight Search,Fine,Positive,0.4166666666666667,0.5
+Cheapflights – Flight Search,Simple helpful,Neutral,0.0,0.35714285714285715
+Cheapflights – Flight Search,Easy,Positive,0.43333333333333335,0.8333333333333334
+Cheapflights – Flight Search,Good app,Positive,0.7,0.6000000000000001
+Cheapflights – Flight Search,Good,Positive,0.7,0.6000000000000001
+Cheapflights – Flight Search,Good,Positive,0.7,0.6000000000000001
+Cheapflights – Flight Search,Not cheap. Maybe change name EXPENSIVE FLIGHTS :-(,Negative,-0.48333333333333334,0.7999999999999999
+Cheapflights – Flight Search,Does Not show cheapest possible flights.,Neutral,0.0,1.0
+Cheapflights – Flight Search,It useful I love,Positive,0.4,0.3
+Cheapflights – Flight Search,It q great really helpfall booking trips Love,Positive,0.5,0.5166666666666666
+Cheapflights – Flight Search,Good . Fast. Good options. Good luck,Positive,0.575,0.6000000000000001
+Cheapflights – Flight Search,u put date couldnt change return date u come go date goofy,Positive,0.5,1.0
+Cheapflights – Flight Search,useful app. give 5 stars add sri lankan rupee to.,Positive,0.3,0.0
+CheckPoints 🏆 Rewards App,"I really love app. However, much offer anymore, I still it. I usually cash small payouts paypal Walmart extra cash. I give 5 stars I problems all. I'm able cash out. I've using years now. I still recommend downloading app.",Positive,0.11666666666666665,0.36250000000000004
+CheckPoints 🏆 Rewards App,"My last review 5 years ago I gave 5 stars back then, I'm 3 stars. When I scan store I never get credit keeps telling wrong product I've double triple checked.",Negative,-0.125,0.24166666666666667
+CheckPoints 🏆 Rewards App,Love problems. When I check I get points. Even surveys points stop. It'll show split second I got points never shows up. It's fun I'll still please fix small hugs. Thanks.,Positive,0.15,0.28
+CheckPoints 🏆 Rewards App,"The easy use, easy earn points. I have 3 stars ""Yellow Offers"" work, difficult earn points now. I used able earn $5 week, $5 every 2 3 weeks.",Positive,0.16111111111111112,0.5486111111111112
+CheckPoints 🏆 Rewards App,"Slow get points. Most surveys say I'm eligible, I get 5 points 10 times. Mostly I look shipping I end Near item I'll scan.",Positive,0.19999999999999998,0.44999999999999996
+CheckPoints 🏆 Rewards App,"Pretty lame maximum check-in limit suddenly low (9). Also., what's 10 point check in? I'll give 5 star rating fixed. I updated,but still 9 check-in allowed. Spent 20 minutes survey, never got single point even though I qualified. 3+ surveys never loaded. 7-11 ""gold star"" check-in never worked. What happened Southwest airlines reward??? Tried 4 surveys today never got 5 points trying.",Negative,-0.05357142857142857,0.4273809523809524
+CheckPoints 🏆 Rewards App,Used love app. Now completely locks bonus points rewarded. Have constantly reinstall try get points. Please fix. Not worth keeping continues,Positive,0.11249999999999999,0.35833333333333334
+CheckPoints 🏆 Rewards App,"Most time work, therefore, takes even longer reach cash limit.... update 2018, works lot better now.",Positive,0.5,0.5
+CheckPoints 🏆 Rewards App,The stopped working since last date fix bugs. Seems like made worse.,Negative,-0.2,0.3333333333333333
+CheckPoints 🏆 Rewards App,"Viewing vids become useless, watching 10 vids I receive point. Surveys waste time many surveys yet every single declines spot.",Negative,-0.06785714285714284,0.22857142857142856
+CheckPoints 🏆 Rewards App,The keeps locking up. Reinstalled twice issue. The issue started 6/22/18.,Neutral,0.0,0.0
+CheckPoints 🏆 Rewards App,I like I watch 3 minute trailers movies already coming redbox stupid ide much rather watch new trailers,Negative,-0.1545454545454545,0.5515151515151515
+CheckPoints 🏆 Rewards App,Its frozen cant seem open use. Have done updates phone issues. Please fix.,Neutral,0.0,0.5
+CheckPoints 🏆 Rewards App,I loved rewards offered CVS gift cards recent update I can't find it.,Positive,0.35,0.525
+CheckPoints 🏆 Rewards App,Ok.having problem many others.seams freeze up.have reinstalled updated.,Positive,0.5,0.5
+CheckPoints 🏆 Rewards App,"Makes shopping wonderful experience I save money 2 ways sometimes 3,, scan & receipt & item sale coupon,& children love help",Positive,0.75,0.8
+CheckPoints 🏆 Rewards App,Seems simple enough easy navigate. Can't wait see long takes first reward I earn!!,Positive,0.15479166666666666,0.48476190476190484
+CheckPoints 🏆 Rewards App,Great free gift cards,Positive,0.6000000000000001,0.775
+CheckPoints 🏆 Rewards App,Great earning giftcards. I already earned Amazon ones easily. Use referral code kpiper75,Positive,0.6166666666666667,0.7916666666666667
+CheckPoints 🏆 Rewards App,Locks scan get points,Neutral,0.0,0.0
+CheckPoints 🏆 Rewards App,This favorite winning free gift cards (and i've tried all),Positive,0.4666666666666666,0.85
+CheckPoints 🏆 Rewards App,Store section wont even load,Neutral,0.0,0.0
+CheckPoints 🏆 Rewards App,Earn free gift cards! !,Positive,0.625,0.8
+CheckPoints 🏆 Rewards App,Gd free money,Positive,0.4,0.8
+CheckPoints 🏆 Rewards App,Great way earn gift cards places I shop online.,Positive,0.8,0.75
+CheckPoints 🏆 Rewards App,Great simple earn gift cards,Positive,0.4,0.5535714285714286
+CheckPoints 🏆 Rewards App,I like,Neutral,0.0,0.0
+CheckPoints 🏆 Rewards App,Easy use. Great rewards. fun,Positive,0.5111111111111112,0.5944444444444444
+CheckPoints 🏆 Rewards App,Good far,Positive,0.39999999999999997,0.8
+CheckPoints 🏆 Rewards App,I love app.,Positive,0.5,0.6
+CheckPoints 🏆 Rewards App,It easy,Positive,0.43333333333333335,0.8333333333333334
+CheckPoints 🏆 Rewards App,Its cool,Positive,0.35,0.65
+CheckPoints 🏆 Rewards App,Fast payments.,Positive,0.2,0.6
+CheckPoints 🏆 Rewards App,Cool,Positive,0.35,0.65
+CheckPoints 🏆 Rewards App,addictive,Neutral,0.0,0.9
+CheckPoints 🏆 Rewards App,Takes long get tokens need earn reward,Negative,-0.05,0.4
+CheckPoints 🏆 Rewards App,I love fun convenient.,Positive,0.4,0.4
+CheckPoints 🏆 Rewards App,Awesome,Positive,1.0,1.0
+CheckPoints 🏆 Rewards App,Used average 100+ points day takes month get 335 1 Amazon credit. I gotten 10 point check month. Was great I give up. Am going uninstall. Thank checkpoints stuff I gotten years!,Positive,0.425,0.575
+CheckPoints 🏆 Rewards App,ATTENTION ADMINS: loved UNTIL THE LAST 2 DAYS.... I can't get load properly scans checkins.... I uninstalled reinstalled nothing changed end...,Positive,0.2333333333333333,0.32222222222222224
+Checkers ✔️,"There spot red moves it, piece gets stuck. Have done touch screen sensor test touch screen perfect.",Positive,0.5,0.5
+Checkers ✔️,These correct rules: 1.if marble behind eat 2.you go diagonal 3.play fair square Also please let know update game. Thank much consideration I look forward see update add changes game.,Negative,-0.06000000000000002,0.52
+Checkers ✔️,I want know come single player game opposite person gets Crown I can't Crown also gets jump get jump Checker. I get that.,Negative,-0.15714285714285714,0.20476190476190478
+Checkers ✔️,I keep winning I went person win,Positive,0.65,0.575
+Checkers ✔️,This game gonna give u education,Negative,-0.4,0.4
+Checkers ✔️,"DON'T PLAY This game,yo move!",Neutral,0.0,0.0
+Checkers ✔️,It cool game I two times I called checker master,Negative,-0.025000000000000022,0.525
+Checkers ✔️,A challenging game. Isatu Kargbo 29/05/2018.,Positive,0.04999999999999999,0.7
+Checkers ✔️,It say ones kinged ones,Neutral,0.0,0.0
+Checkers ✔️,Needs challenges,Neutral,0.0,0.0
+Checkers ✔️,It's easy. I've played checkers games way harder this!,Positive,0.15416666666666667,0.4166666666666667
+Checkers ✔️,Nice lovely I'm game Master,Positive,0.23333333333333336,0.7166666666666667
+Checkers ✔️,Lovely time pass,Positive,0.5,0.75
+Checkers ✔️,It TERRIBLE!!!!!!!!!!!!! :-!,Negative,-1.0,1.0
+Checkers ✔️,It fun game play,Negative,-0.05000000000000002,0.30000000000000004
+Checkers ✔️,Better ludo,Positive,0.5,0.5
+Checkers ✔️,NIL,Neutral,0.0,0.0
+Checkers ✔️,"Childhood favorite. What say, gave thing looking for. Tre magnific",Positive,0.5,1.0
+Checkers ✔️,Good game bugs,Positive,0.14999999999999997,0.5
+Checkers ✔️,Whoaaa thanks!!!,Positive,0.390625,0.2
+Checkers ✔️,It's simple I need somebody tight,Negative,-0.08928571428571429,0.3214285714285714
+Checkers ✔️,Fun game keeps coming back,Negative,-0.03333333333333335,0.20000000000000004
+Checkers ✔️,I like,Neutral,0.0,0.0
+Checkers ✔️,Thanks.,Positive,0.2,0.2
+Checkers ✔️,nan,nan,nan,nan
+Checkers ✔️,The AIs way easy watch 30 second ad another Candy Crush spinoff every time. The opening screen looks like took effort make online option. There also difficulty setting,Positive,0.21666666666666667,0.4166666666666667
+Checkers ✔️,Good game. Its easy beat single player mode. Need play computer complicated way...,Positive,0.03238095238095238,0.6095238095238096
+Checkers ✔️,nan,nan,nan,nan
+Checkers ✔️,It's nicely put together. I love pick color name. I gives 1000000000 thumbs up!,Positive,0.6125,0.8
+Checkers ✔️,"Huge, long, obtrusive candy crush add right first game. F*",Positive,0.09714285714285716,0.5138095238095238
+Checkers ✔️,It's stupidest games I've ever played even cheats like I player 7 points said player I suggest downloading game waste storage phone,Negative,-0.30000000000000004,0.2
+Checkers ✔️,nan,nan,nan,nan
+Checkers ✔️,It ok game way many ads make game annoying . Like want restart go game add amy adds,Negative,-0.16666666666666666,0.5166666666666666
+Checkers ✔️,nan,nan,nan,nan
+Checkers ✔️,It lock checker AI WILL put checkers top checkers.,Positive,0.5,0.5
+Checkers ✔️,"It's ok ads bugging I've kicked ass easy game, I wish could play line friends people instead always playing computer though.",Positive,0.17777777777777778,0.5777777777777778
+Checkers ✔️,This game stupid ever get looks fun cheat win every time like I said never get game bye hope enjoy review bye,Negative,-0.016666666666666646,0.48333333333333334
+Checkers ✔️,Pretty old game feels new I win,Positive,0.17727272727272728,0.4909090909090909
+Checkers ✔️,It terrible game playing self half time,Negative,-0.5222222222222223,0.5222222222222223
+Checkers ✔️,Its worst. In dama mode. You move anywhere. Not long move,Negative,-0.4875,0.7
+Checkout 51: Grocery coupons,The majority offers coupons remaining. So need scroll forever find valid coupon. This becoming useless It still usable. Your response make sense. It nothing using multiple apps. If can't redeem offer presented,Positive,0.012500000000000011,0.2625
+Checkout 51: Grocery coupons,"I like app, easy uncomplicated. I'm slowly getting cash back purchases, nice. My complaint often offers products I want week before. Ill give higher rating new offers every week",Positive,0.051969696969696964,0.4387878787878788
+Checkout 51: Grocery coupons,I like app. It gives back money daily groceries I like tha different brands variety yht items family trues new things thibgs. Sometimes recipe scanner misses items double check send off.but overall I enjoy using app.,Positive,0.07662337662337662,0.22207792207792207
+Checkout 51: Grocery coupons,A lot products usually buy show great earning cash back them. It also makes feel better comes buying things bit pricey. The receipts processed quickly really add up!,Positive,0.26,0.33999999999999997
+Checkout 51: Grocery coupons,Used live months I can't get barcode scanner work. I've redownloaded made difference. I've contacted support told reinstall well... I already real help.,Positive,0.16818181818181818,0.4
+Checkout 51: Grocery coupons,"As single mother three, saves enough money able afford diapers wipes twins household needs low budget. Absolutely love appreciate everything new search feature great...! Makes much easier find something specific.",Positive,0.2516594516594517,0.4187590187590188
+Checkout 51: Grocery coupons,"The used work great Motorola device I Samsung A8 (a popular phone carriers pushing mid-range) fails focus receipts, matter much little light/contrast I apply. It's camera using camera focuses perfectly. Why can't upload pics rather forced",Positive,0.23541666666666664,0.6083333333333334
+Checkout 51: Grocery coupons,"I tried redeeming products kept coming back claim approved saying I already reach max amount claimed. I never even claim items yet. I've added items list, check items still claimable went store bought said items usual submit receipt soon I got home. Disappointed. This last time using app. Ibotta much efficient user friendly. Oh thing, there's nothing claim item, never disappears list , it'll stay 0 underneath, really needs fixed.",Positive,0.041666666666666664,0.29629629629629634
+Checkout 51: Grocery coupons,Its getting harder harder makes bucks... I buy items offered rarely give opportunity generic items. At least reach payout send check,Negative,-0.04,0.26
+Checkout 51: Grocery coupons,Never shuts properly - I always killer shut down. NEW EDIT: Now even start properly half time. Just grinds grinds away I kill it. Can't check current offers I go shopping I half-hour spare reboot thing multiple times.,Negative,-0.01226551226551227,0.20144300144300148
+Checkout 51: Grocery coupons,Liked concept features problem users voiced-- camera focus receipt! Can't upload clear pic gallery I uninstalled. Waste time. Disappointing.,Positive,0.012499999999999983,0.4708333333333333
+Checkout 51: Grocery coupons,"They sharing info saving star Kroger, denying claims based offers clicked saving star, even redeem them. Since refuse honor claim used coupon transaction, useless. Ibotta much easier customer great. As longer much benefit app, whole lot hassle crappy customer service, I asking sticking Ibotta.",Positive,0.16666666666666666,0.2916666666666667
+Checkout 51: Grocery coupons,"I would gladly give 5 thumbs, reason I offers product gone, still stays list. They really need disappear quickly offers disappear. If get fixed, I'll gladly give 5 thumbs 2 times.",Positive,0.25,0.39999999999999997
+Checkout 51: Grocery coupons,Horrible customer help whatsoever. Terms contradict refuse help unless benefits them. Ibotta much better!!,Negative,-0.109375,0.75
+Checkout 51: Grocery coupons,I used love app. In past two weeks become obnoxious. It logs I able remain logged in. I'm getting emails allowing change password... I idea I log out. The done without permission.,Positive,0.25,0.4916666666666667
+Checkout 51: Grocery coupons,"I love app, however I hard time getting receipt pictures load. I get solid blue box showing screen I'm supposed take photo. Has anyone else encountered problem? It started happening last weeks.",Positive,0.041666666666666664,0.2816666666666667
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,I love app. Easy use. But recently keeps telling error uploading receipts says try error message. I able get cash back items receipts.,Positive,0.2866666666666667,0.4616666666666667
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,"I love I go I go shopping. It reminds things I want need. It's easy use. I usually buy name brands, app, I afford to.",Positive,0.22777777777777777,0.5611111111111111
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,"I like app. It works well receipts I've submitted processed quickly. The reason I gave 3 stars though products pretty much every week. Great items I buy I'd like see better variety. Change products often, please!",Positive,0.4416666666666666,0.5900000000000001
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,The majority offers coupons remaining. So need scroll forever find valid coupon. This becoming useless It still usable. Your response make sense. It nothing using multiple apps. If can't redeem offer presented,Positive,0.012500000000000011,0.2625
+Checkout 51: Grocery coupons,"I like app, easy uncomplicated. I'm slowly getting cash back purchases, nice. My complaint often offers products I want week before. Ill give higher rating new offers every week",Positive,0.051969696969696964,0.4387878787878788
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,A lot products usually buy show great earning cash back them. It also makes feel better comes buying things bit pricey. The receipts processed quickly really add up!,Positive,0.26,0.33999999999999997
+Checkout 51: Grocery coupons,Used live months I can't get barcode scanner work. I've redownloaded made difference. I've contacted support told reinstall well... I already real help.,Positive,0.16818181818181818,0.4
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,I love app. Easy use. But recently keeps telling error uploading receipts says try error message. I able get cash back items receipts.,Positive,0.2866666666666667,0.4616666666666667
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,I got reciepts added years time. Over $560 supposed mailed reciepts approved. Recieved email moneies would 15 30 days. 10 days later I get email stating account terminated funds would sent. Since got back reason ever. Site scam.,Neutral,0.0,0.0
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,They made changes reciepts accept recently I would rather hadn't. But I still like Checkout 51 often possible.,Neutral,0.0,0.625
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+Checkout 51: Grocery coupons,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+ChefTap Recipes & Grocery List,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chefkoch - Rezepte & Kochen,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chegg Study - Homework Help,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess PRO Free,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess School for Beginners,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chess for Kids - Play & Learn,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chicago Tribune,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chick-fil-A,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chictopia,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chilindo,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+Chime - Mobile Banking,nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+"Chispa, the Dating App for Latino, Latina Singles",nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,nan,nan,nan,nan
+Choice Hotels,"Great, Hotels list need serious Help ,especially stayed July 29 Atlantic Beach,Fl Econolodge 2401 Mayport Rd dirty rugs, tub work right room terrible, I could go thank God night",Negative,-0.14126984126984124,0.792063492063492
+Choice Hotels,Easy way book track points. One star perfect seems like save reservation info internet connection get it.,Positive,0.7166666666666667,0.9166666666666667
+Choice Hotels,It makes us resign every updated annoying,Negative,-0.8,0.9
+Choice Hotels,"I Choice Hotels family travel lodging. And makes easy book, change review reservations.",Positive,0.43333333333333335,0.8333333333333334
+Choice Hotels,Works well. I've used Choice hotel years. Generally gives competitive rates. Love free night rewards.,Positive,0.3166666666666667,0.6333333333333334
+Choice Hotels,"This great I check every day, sometimes takes awhile catch up!",Positive,1.0,0.75
+Choice Hotels,Your sales low membership prices giving deals,Neutral,0.0,0.3
+Choice Hotels,I love fact tells points soon I log,Positive,0.5,0.6
+Choice Hotels,I love app! It helps us find nice hotels travel.,Positive,0.6125,0.8
+Choice Hotels,"Not bad app, needed",Positive,0.3499999999999999,0.6666666666666666
+Choices: Stories You Play,Overall game good could great put diamonds neee high hardly buy choice spending fortune. The outfit joke aswell stick way trough cost much. Make options free♦ lower amount need make choice,Positive,0.1669047619047619,0.4330952380952381
+Choices: Stories You Play,"I've playing game literally forever, I want take quick moment applaud inclusiveness game. gay characters, bi characters, trans characters, even implied polyamorous characters. I love it. lot. great. also I want say I started crown flame, wanted, etc, improvement stellar. I'm currently playing lives woods whenever I play it, I actually get kind scared. horror quality definitely there. graphics great, storylines spectacular. I cannot wait see new things introduce release future (religious characters? mentally/physically handicapped characters?) I've always stood you, pixelberry, I continue so. keep good work!",Positive,0.26537433155080214,0.4978163992869875
+Choices: Stories You Play,nan,nan,nan,nan
+Choices: Stories You Play,"While stories compelling, fun taken game high prices diamonds keys. All stories require keys continue, mine stopped uploading free keys certain point. In order choose choices stories, often better choice requires diamonds extremely hard earn freely. If willing pay money, game fun. If not, waste storage downloading game.",Positive,0.0794322344322344,0.45408424908424916
+Choices: Stories You Play,"Interesting plots. You get game without spending money looks like miss best features enough diamonds. Most games I've played give opportunities earn lot here. Adds way devs make money yet, last update I seen any.",Positive,0.26666666666666666,0.3777777777777778
+Choices: Stories You Play,Way better contemporaries. All stories extremely interesting keeps hooked on. I'm glad added alot new books. I'm really happy added new free diamonds option!! The new books also interesting. Also opinion. Your ad justice stories. Compared everyone else stories romance flirting. It's always much more.,Positive,0.4334090909090909,0.6163636363636363
+Choices: Stories You Play,Honestly loved game far enjoyable games I've played far. Although like people who've played I problem special choices require diamonds especially since im really old enough purchase anything cost actual money. Hopefully way earn diamonds future. But othere I would recommend anyone enjoys good read interesting characters amazing plots. Sound tracks also pretty good too.,Positive,0.2710084033613445,0.6056722689075631
+Choices: Stories You Play,"Could've easily 5 star rating whole keys & diamonds downtime... especially diamonds, maybe get like 3/4 diamonds via watching videos & progressing diamond choices cost like 15+ action. Kind gets ridiculous /:",Positive,0.16666666666666666,0.7055555555555556
+Choices: Stories You Play,This game makes spend money. In order progress build relationships need diamonds. It takes 2 hours get key. The person made money hungry unreasonable. Do highly frustrated free options horrible clothes boring scenes.,Negative,-0.45,0.7333333333333334
+Choices: Stories You Play,"I'm really enjoying storylines I think needs balance gameplay. I appreciate staff need get paid, really difficult build diamonds required make certain choices. I'd prefer either premium choices cost fewer diamonds diamonds easier collect. Otherwise defeats entire purpose game making hard players actually make choice first place. If put ads still pay staff still make easier actually make choices, it. I'm sure people fine return better experience.",Positive,0.09910714285714285,0.5133597883597883
+Choices: Stories You Play,It would better pay arm leg diamonds. Also wait 2 hours free key receive 2 4 hours it. A things I wish.... Maybe monthly subscription unlimited. More keys 2 earned shorter time frame earn them. Also completing book could replay without using anything,Positive,0.35,0.7
+Choices: Stories You Play,"Ok, I love choices I wont lie I would like request writers also develop african themed story seeing played worldwide. If so, iam willing lend hand africa. Born bred here.",Positive,0.3125,0.4625
+Choices: Stories You Play,"Too expensive! Too focused diamonds! Stories shallow enough paddle in! And way fun diamond which, course mean purchases since give enough way. Plus, I never got feeling choices made significant impact plot; changing slightly.",Negative,-0.11484374999999998,0.5161458333333333
+Choices: Stories You Play,"This game VERY expensive. If want play story be, spend least $5 per chapter, what's that? About 10 minutes fun? If choose pay, they'll give horrible attires, even worst story ending due that. And guess what? This 2nd top grossing simulation game! I play anymore.",Negative,-0.3175,0.5185000000000001
+Choices: Stories You Play,"There room improvement. While super fun game, genuinely interesting stories, whole concept limiting chapters 2 per play time, top requiring diamonds finish several books, stereotypically money grubbing game. There way earn extra diamonds, letting story replayed would great way it. All all, I'm still gonna play it. Some stories super good interesting, stories play earn diamonds better story. Life short, games waste away small amount time have. At least average.",Positive,0.12333333333333334,0.4341666666666667
+Choices: Stories You Play,"I love game I wish outfits special choices many diamonds. Also diamonds genenrate time well. Forcing people pay continue every couple chapters get old quick. The game great would still pay either way, forced pay much.",Positive,0.16904761904761903,0.4321428571428571
+Choices: Stories You Play,"A great game, first I thought would silly game I got hooked almost instantly. BUT, order truly play game advance relationship, pay huge amounts diamonds hard get unless pay real money even expensive. I'd much rather watch ads every support staff. Without hassle diamonds game could big success.",Negative,-0.04944444444444443,0.46444444444444444
+Choices: Stories You Play,"One thing I like, well comments cost special paths story. Everything cost least 15 diamonds get diamond free chapter sometimes another video ads. Can't you, least add video ads? I played story I enjoyed roleplay it. Congratulations that.",Positive,0.13142857142857145,0.5742857142857142
+Choices: Stories You Play,Ok I'm giving game star. It fun overshadowed order play game fully pay hefty fee make best decisions. THERE SHOULD BE A MONTHLY SUBSCRIPTION VS. PAY FOR NEARLY EVERY DECISION! So frustrating!,Positive,0.08928571428571429,0.4428571428571429
+Choices: Stories You Play,"You can't play unless pay! Keys diamonds mechanism hide great stories behind paywall. This either extremely frustrating extremely expensive, exactly developer intended.",Negative,-0.05,0.6599999999999999
+Choices: Stories You Play,"I factory reset phone and, since then, lost progress account every premium choice I made. Logging Facebook help since reverts much earlier version account different device. Not happy uninstalling. At least save spending $$$ diamonds future.",Negative,-0.13999999999999999,0.525
+Choices: Stories You Play,"Seriously? We need buy clothes, pay choices? And get 1, chapter? For every +1, diamonds rewarded? Hmm.. someone really want buy diamonds. You sell clothes 5 diamond, ppl buy could many times. And key???also need buy lol...if want good dev, dont suck money like that. People watch attitude, obvious.",Positive,0.21333333333333332,0.49333333333333335
+Choices: Stories You Play,This game fun. But everything much expensive. Also wait 4 hours 1 ticket? That ridiculous. 2 hours bad enough. I would change start losing players.,Negative,-0.2722222222222222,0.5777777777777777
+Choices: Stories You Play,"I love game I really do, I think unfair give two keys wait two hours even get one. If gave least four I would perfectly fine maybe could shorten wait bit. I'll give five stars changes.",Negative,-0.013888888888888886,0.5166666666666667
+Choices: Stories You Play,I addicted game. It sucks spend lot money make choices buy outfits. I recently uninstalled crashed. I middle last book Royal Romance suddenly messed up.,Negative,-0.15714285714285717,0.30238095238095236
+Choices: Stories You Play,This game overall great. It's bad game. What's bad many times get read short chapter waiting 2 hours. Maybe could boost keys reasonable amount like 4 5?,Negative,-0.07777777777777775,0.4759259259259258
+Choices: Stories You Play,I think gem accumulation usage needs evaluated. This teenager game. It cost much. You hardly make choices without buying extra diamonds. So choices joke name. I choose spend.,Negative,-0.12291666666666667,0.3104166666666667
+Choices: Stories You Play,"I truly like game hard dont get chance win keys diamonds. Also, I cant seem purchase keys even I wanted to. Is way fixed? It would super awesome make game even amazing.",Positive,0.21770833333333334,0.5635416666666667
+Choices: Stories You Play,"Love it, wish got diamonds least got ones end chapter. I'm owed least 100 diamonds never get them. Need play many chapters 10+ enough diamonds spend choice.",Positive,0.08,0.48
+Choices: Stories You Play,"Although stories good, story option viewing video extra diamonds many times error waste time viewing video get diamonds. These diamonds necessary purchase items make decisions story. Very disappointed! You also get many keys needed play!",Positive,0.08928571428571429,0.525
+Choices: Stories You Play,"If took using real money (use diamonds) least lower cost I would rate higher, rather expensive. You end spending 50-75 bucks easily mobile game want advance story get secrets.",Negative,-0.05277777777777778,0.5222222222222223
+Choices: Stories You Play,There many problems rewards system there's watching ads. I assume that's people get diamonds otherwise expensive. A larger selection stories across wider platform would also nice. All though still good game.,Positive,0.14999999999999997,0.6166666666666667
+Choices: Stories You Play,One day I return game gender switched stories I playing. frustrating cuz came change gender back. Would've got 5 stars otherwise,Negative,-0.26666666666666666,0.43333333333333335
+Choices: Stories You Play,"To creators Choices, created great product. However, greed downfall. Your comment paying employees... manage finances better put greed check. You soon run irresponsible morons willing pay providing.",Positive,0.1875,0.75
+Choices: Stories You Play,"I would loved im addicted choice path games. But stories damn short, get keys almost every 4 hours (1= 2 hour wait), diamonds expensive. I made mistake buying damn diamonds, luckly 5$ pack 150 diamond. I come back day later finish story nothing. All diamonds gone. This ridiculous! To take product even used right.",Negative,-0.041369047619047625,0.4919642857142857
+Choices: Stories You Play,Too damn expensive! Don't start it. This f++ing game expensive. They charge everything that's interesting know choose free routes get anywhere stupid game. I spent 20 dollars 2 days barely fun. Stay away!,Negative,-0.1722222222222222,0.5333333333333333
+Choices: Stories You Play,Its great!. No errors playing game yes I request playing chapter book increase reward 2 irritating wait 1 diamond all...as possible buy. And another thing The Junior Book 2 release??? As addictive.,Positive,0.039999999999999994,0.77
+Choices: Stories You Play,I like stories spend way much money diamonds way progress game. At least lower diamond cost major decision way progress better game wear clothes over? Please fix I've read lot reviews said thing I'm saying please take consideration.,Negative,-0.05625,0.39999999999999997
+Choices: Stories You Play,I like game just... I put star put many diamonds I buy two dress game! But I still like it! Thank making game I enjoy playing it!♡ I'm youtuber Subcribe channel Jermaine OMG! If like video pls give thumbs up! For people Subcribe thank you!,Negative,-0.028750000000000008,0.44000000000000006
+Choices: Stories You Play,"This game absolutely ridiculous. Get free game completely sucks spend money. All choices progress story cost money, cheap. So stupid",Negative,-0.20476190476190476,0.6571428571428571
+Christian Dating For Free App,"I really like easy much safer dating apps. There always problem scammers/catfishers dateing site, CDFF really takes members safety seriously. I met awesome people site I made friends with, high hopes I soon meet Godly man I seek. God Bless Joyfuljoy67",Positive,0.2657142857142857,0.52
+Christian Dating For Free App,nan,nan,nan,nan
+Christian Dating For Free App,"This second time I review. Clearly guys like first one. The many glitches it. My inbox currently shows I three messages I mailbox. Also, yesterday I messaging instead man I chatting I two screenshots prove it. If I paid 3-month subscription, I would delete profile. I've given number person REPEATEDLY called texted phone point I block them. I many good things say experiences site.",Positive,0.2928571428571428,0.3880952380952381
+Christian Dating For Free App,"This best I've found far actual Christian dating. Many sites fake accounts people online forever. It case app. It perfect, improvements could make user interface, overall better Christian Mingle, POF, Match, like. Also, review gives account Iordanes93 free upgraded status 3 months, yay freebies :D",Positive,0.3333333333333333,0.5166666666666667
+Christian Dating For Free App,This ok... least chat free much better apps! It's user friendly. And blocked user still able message bit. Also people world age freely message pretty annoying. There way report people abusive except email I nothing done,Positive,0.21666666666666667,0.6694444444444445
+Christian Dating For Free App,I can't anything rating thing way... Can't get go away! Really annoying! So I guess I'll tri tasting last ditch effort make work.. But I really feel like I HAVE rate I want chance really it.,Negative,-0.15000000000000002,0.3416666666666667
+Christian Dating For Free App,"On former phone worked without saying server busy time, least awhile, went back saying it, & I surprised told thing new device mine, I prefer actual using get on. I know work me? I recommended clear cache awhile back difference. Most popular dating secular I believe would wonderful became first Christian dating superior secularized ones course without secularism. This Christian dating best ratings compared others I've seen.",Positive,0.24625668449197863,0.38065953654188944
+Christian Dating For Free App,"It's got quite lot people here. It lags little looks bit dated messaging seems fine. It tell two unread messages I though. And maybe bit pedantic me, I'd like could reorder photos without delete upload reach time get order want",Positive,0.10972222222222223,0.4666666666666666
+Christian Dating For Free App,It's exactly 100% free upgrade options. This responsive often laggy. I wish way filter even message me. I'm sick getting messages foreign men live far away know English well. Ads they're way. It's definitely favorite considering deleting soon I'm getting nowhere.,Positive,0.06838474025974026,0.5665178571428571
+Christian Dating For Free App,"crappy app! I've emailing refund NO RESPONSE :/ ""elevated membership"" worthless actually works WORSE free version! Don't waste time..",Negative,-0.19166666666666668,0.5666666666666668
+Christian Dating For Free App,nan,nan,nan,nan
+Christian Dating For Free App,"Not perfect, offers good features. Filters work good, overran scammers, fakes, interested sex. One recent issue keeps asking review, even already have. The little slow loading.",Positive,0.0953125,0.48125
+Christian Dating For Free App,Really like banned feature. I feel protected feature. If person's denomination could seen without opening info would easier eliminate like beliefs.,Positive,0.2,0.2
+Christian Dating For Free App,"Hi user ""TrueBeliever1984."" I'm pleased free Christian dating app. In view far best free Christian dating meet believers world. I would definitely recommend awesome believe wants meet believers world hopefully find special someone God mind them. Thanks CDFF, keep great work. God bless guys :-)",Positive,0.38979591836734695,0.5729591836734693
+Christian Dating For Free App,"My friend found wife program recommended me. We live places Christians denomination(He Europe, I Thailand), really helpful get touch find similar people, particularly love God. Another good thing flooded bots scammer accounts. My username Ddbrown",Positive,0.30727272727272725,0.4600000000000001
+Christian Dating For Free App,"The slow start responsive. Some features counterintuitive deleting messages. I get feedback message gets sent. Otherwise ok usable, useful get notifications phone, good enough replace desktop site good It actually gives wrong impression site here.",Positive,0.175,0.45
+Christian Dating For Free App,"Hi there, I've registered today I issue log it. It keeps saying connection (even I unlimited data's issues otherwise) incorrect login/password...please reply review look account so? I've received confirmation email thing confirmation link anything similar activate account I thought would...you know work, Thanks, Natalia",Positive,0.1,0.30000000000000004
+Christian Dating For Free App,"creators... helpful advice... installed reading reviews... Please note God's Word... honesty main virtue found throughout scripture... Your Google Play store details ""100% free"" ""100% FREE"" plainly shown... but.... also shows ""In-App Purchases"" well... along User reviews referencing ""Upgrading"" type subscription fees? I totally understand world technology... types fees necessary off-set costs operating... maintaining provide... So... PLEASE... reconsider advertised here... ""100% FREE"" time ""Upgrade"" ""Subscription"" terminology contradicts other... counterproductive witness... I intend find new friends... already knowing type costs involved... hosting free... I know bills pay too... Please consider helpful advice okay??? I look return soon upgrade Star rating... update review considered changes made... God Bless... thank providing service.",Positive,0.18761314443132623,0.633638331365604
+Christian Dating For Free App,I appreciate quality real Christian men site. The negative comment I I notified email consistently someone wrote me. Perhaps work better.,Positive,0.1125,0.2875
+Christian Dating For Free App,"I would enjoy alot slow outdated - serious upgrade needed design outdated, also user friendly considerably slow lags quite alot. If issues present I would able give much higher rating.",Negative,-0.02083333333333335,0.48583333333333323
+Christian Dating For Free App,Is great app! My complaint I keep seeing people I already saw. I wish search option shows new people I seen talk already,Positive,0.27878787878787875,0.4681818181818182
+Christian Dating For Free App,"The good, I come across lot perverts fell thru cracks. The good thing, get banned right away. The main thing, true Christian men here.",Positive,0.36706349206349204,0.4531746031746032
+Christian Dating For Free App,"I spent 35.00 I can't even open anymore, I uninstall I lost lot money. Kinda ticks",Negative,-0.05,0.3
+Christian Dating For Free App,I'm tired rating window popping blocking entering app....EVERY TIME I ATTEMPT TO GO ON. IT'S FRUSTRATING. I rated still pops up.,Negative,-0.4,0.8
+Christian Dating For Free App,difficult navigate. User experience boring. They need design upgrade badly.,Negative,-0.7333333333333333,0.8888888888888888
+Christian Dating For Free App,STUPID DOESN'T LOAD. YOU CAN'T REGISTER. DO NOT INSTALL WASTE OF TIME,Negative,-0.5,0.5
+Christian Dating For Free App,"Trying again. Love improvements. Easy use, yet professionally done. Still Best Christian dating available! Well worth cost Premium too!! Rfs72",Positive,0.4288690476190476,0.33333333333333337
+Christian Dating For Free App,Great resource meet people like faith. You meet great people world. I know people found love others forged lifelong friendships. Whatever need I recommend app. username:alfredit0oo,Positive,0.5,0.675
+Christian Dating For Free App,I'm whatisthat profile name overall site clean me.I recommend anyone that's single.,Positive,0.09841269841269844,0.3047619047619048
+Christian Dating For Free App,I miss Catholic Dating For Free site. It eliminated need weed faith. The merging two sites means fewer matches fit I'm looking for.,Positive,0.26666666666666666,0.43333333333333335
+Christian Dating For Free App,"With improved search engine site's active facilitation Christian values, big winner godly people dating there. Thanks developers, keep working make ever better!",Positive,0.13833333333333334,0.27999999999999997
+Christian Dating For Free App,"It's fine, I keep getting messages people America even I settings set women America. For reason specifically women Philippines, that's ok although would nice get connected women closer.",Positive,0.5055555555555555,0.6666666666666666
+Christian Dating For Free App,Its nice christian singles slow fake account. Please create constraints id proof.,Negative,-0.05000000000000002,0.6
+Christian Dating For Free App,"The works okay Android 4.3 device; sadly, compatible Android 6.0.1 equipped tablet purchased new months ago.",Positive,0.04545454545454545,0.6515151515151515
+Christian Dating For Free App,This glitchy little users kinda I figured I thought I would try disappointed.,Negative,-0.46875,0.625
+Christian Dating For Free App,Hello confused every time I'll try sign up says server currently busy,Negative,-0.15000000000000002,0.5
+Christian Dating For Free App,The best ever! I greatest opportunity met people around world. And Conclusion word AWESOME!!,Positive,1.0,0.7666666666666666
+Christian Dating For Free App,"I registered site, got messages wanted reply I cant access profile again. I adhered rules site please happening ?This user name: Megan356",Neutral,0.0,0.0
+Christian Dating For Free App,I know shows person every day,Neutral,0.0,0.0
+Christian Dating For Free App,This assumes christians straight. Very disappointing,Negative,-0.29000000000000004,0.655
+Christian Dating For Free App,"I really like easy much safer dating apps. There always problem scammers/catfishers dateing site, CDFF really takes members safety seriously. I met awesome people site I made friends with, high hopes I soon meet Godly man I seek. God Bless Joyfuljoy67",Positive,0.2657142857142857,0.52
+Christian Dating For Free App,nan,nan,nan,nan
+Christian Dating For Free App,"This second time I review. Clearly guys like first one. The many glitches it. My inbox currently shows I three messages I mailbox. Also, yesterday I messaging instead man I chatting I two screenshots prove it. If I paid 3-month subscription, I would delete profile. I've given number person REPEATEDLY called texted phone point I block them. I many good things say experiences site.",Positive,0.2928571428571428,0.3880952380952381
+Christian Dating For Free App,"This best I've found far actual Christian dating. Many sites fake accounts people online forever. It case app. It perfect, improvements could make user interface, overall better Christian Mingle, POF, Match, like. Also, review gives account Iordanes93 free upgraded status 3 months, yay freebies :D",Positive,0.3333333333333333,0.5166666666666667
+Christian Dating For Free App,This ok... least chat free much better apps! It's user friendly. And blocked user still able message bit. Also people world age freely message pretty annoying. There way report people abusive except email I nothing done,Positive,0.21666666666666667,0.6694444444444445
+Christian Dating For Free App,I can't anything rating thing way... Can't get go away! Really annoying! So I guess I'll tri tasting last ditch effort make work.. But I really feel like I HAVE rate I want chance really it.,Negative,-0.15000000000000002,0.3416666666666667
+Christian Dating For Free App,"On former phone worked without saying server busy time, least awhile, went back saying it, & I surprised told thing new device mine, I prefer actual using get on. I know work me? I recommended clear cache awhile back difference. Most popular dating secular I believe would wonderful became first Christian dating superior secularized ones course without secularism. This Christian dating best ratings compared others I've seen.",Positive,0.24625668449197863,0.38065953654188944
+Christian Dating For Free App,"It's got quite lot people here. It lags little looks bit dated messaging seems fine. It tell two unread messages I though. And maybe bit pedantic me, I'd like could reorder photos without delete upload reach time get order want",Positive,0.10972222222222223,0.4666666666666666
+Christian Dating For Free App,It's exactly 100% free upgrade options. This responsive often laggy. I wish way filter even message me. I'm sick getting messages foreign men live far away know English well. Ads they're way. It's definitely favorite considering deleting soon I'm getting nowhere.,Positive,0.06838474025974026,0.5665178571428571
+Christian Dating For Free App,"crappy app! I've emailing refund NO RESPONSE :/ ""elevated membership"" worthless actually works WORSE free version! Don't waste time..",Negative,-0.19166666666666668,0.5666666666666668
+Christian Dating For Free App,nan,nan,nan,nan
+Christian Dating For Free App,"Not perfect, offers good features. Filters work good, overran scammers, fakes, interested sex. One recent issue keeps asking review, even already have. The little slow loading.",Positive,0.0953125,0.48125
+Christian Dating For Free App,Really like banned feature. I feel protected feature. If person's denomination could seen without opening info would easier eliminate like beliefs.,Positive,0.2,0.2
+Christian Dating For Free App,"Hi user ""TrueBeliever1984."" I'm pleased free Christian dating app. In view far best free Christian dating meet believers world. I would definitely recommend awesome believe wants meet believers world hopefully find special someone God mind them. Thanks CDFF, keep great work. God bless guys :-)",Positive,0.38979591836734695,0.5729591836734693
+Christian Dating For Free App,"My friend found wife program recommended me. We live places Christians denomination(He Europe, I Thailand), really helpful get touch find similar people, particularly love God. Another good thing flooded bots scammer accounts. My username Ddbrown",Positive,0.30727272727272725,0.4600000000000001
+Christian Dating For Free App,"The slow start responsive. Some features counterintuitive deleting messages. I get feedback message gets sent. Otherwise ok usable, useful get notifications phone, good enough replace desktop site good It actually gives wrong impression site here.",Positive,0.175,0.45
+Christian Dating For Free App,"Hi there, I've registered today I issue log it. It keeps saying connection (even I unlimited data's issues otherwise) incorrect login/password...please reply review look account so? I've received confirmation email thing confirmation link anything similar activate account I thought would...you know work, Thanks, Natalia",Positive,0.1,0.30000000000000004
+Christian Dating For Free App,"creators... helpful advice... installed reading reviews... Please note God's Word... honesty main virtue found throughout scripture... Your Google Play store details ""100% free"" ""100% FREE"" plainly shown... but.... also shows ""In-App Purchases"" well... along User reviews referencing ""Upgrading"" type subscription fees? I totally understand world technology... types fees necessary off-set costs operating... maintaining provide... So... PLEASE... reconsider advertised here... ""100% FREE"" time ""Upgrade"" ""Subscription"" terminology contradicts other... counterproductive witness... I intend find new friends... already knowing type costs involved... hosting free... I know bills pay too... Please consider helpful advice okay??? I look return soon upgrade Star rating... update review considered changes made... God Bless... thank providing service.",Positive,0.18761314443132623,0.633638331365604
+Christian Dating For Free App,I appreciate quality real Christian men site. The negative comment I I notified email consistently someone wrote me. Perhaps work better.,Positive,0.1125,0.2875
+Christian Dating For Free App,"I would enjoy alot slow outdated - serious upgrade needed design outdated, also user friendly considerably slow lags quite alot. If issues present I would able give much higher rating.",Negative,-0.02083333333333335,0.48583333333333323
+Christian Dating For Free App,Is great app! My complaint I keep seeing people I already saw. I wish search option shows new people I seen talk already,Positive,0.27878787878787875,0.4681818181818182
+Christian Dating For Free App,"The good, I come across lot perverts fell thru cracks. The good thing, get banned right away. The main thing, true Christian men here.",Positive,0.36706349206349204,0.4531746031746032
+Christian Dating For Free App,"I spent 35.00 I can't even open anymore, I uninstall I lost lot money. Kinda ticks",Negative,-0.05,0.3
+Christian Dating For Free App,I'm tired rating window popping blocking entering app....EVERY TIME I ATTEMPT TO GO ON. IT'S FRUSTRATING. I rated still pops up.,Negative,-0.4,0.8
+Christian Dating For Free App,difficult navigate. User experience boring. They need design upgrade badly.,Negative,-0.7333333333333333,0.8888888888888888
+Christian Dating For Free App,STUPID DOESN'T LOAD. YOU CAN'T REGISTER. DO NOT INSTALL WASTE OF TIME,Negative,-0.5,0.5
+Christian Dating For Free App,"Trying again. Love improvements. Easy use, yet professionally done. Still Best Christian dating available! Well worth cost Premium too!! Rfs72",Positive,0.4288690476190476,0.33333333333333337
+Christian Dating For Free App,Great resource meet people like faith. You meet great people world. I know people found love others forged lifelong friendships. Whatever need I recommend app. username:alfredit0oo,Positive,0.5,0.675
+Christian Dating For Free App,I'm whatisthat profile name overall site clean me.I recommend anyone that's single.,Positive,0.09841269841269844,0.3047619047619048
+Christian Dating For Free App,I miss Catholic Dating For Free site. It eliminated need weed faith. The merging two sites means fewer matches fit I'm looking for.,Positive,0.26666666666666666,0.43333333333333335
+Christian Dating For Free App,"With improved search engine site's active facilitation Christian values, big winner godly people dating there. Thanks developers, keep working make ever better!",Positive,0.13833333333333334,0.27999999999999997
+Christian Dating For Free App,"It's fine, I keep getting messages people America even I settings set women America. For reason specifically women Philippines, that's ok although would nice get connected women closer.",Positive,0.5055555555555555,0.6666666666666666
+Christian Dating For Free App,Its nice christian singles slow fake account. Please create constraints id proof.,Negative,-0.05000000000000002,0.6
+Christian Dating For Free App,"The works okay Android 4.3 device; sadly, compatible Android 6.0.1 equipped tablet purchased new months ago.",Positive,0.04545454545454545,0.6515151515151515
+Christian Dating For Free App,This glitchy little users kinda I figured I thought I would try disappointed.,Negative,-0.46875,0.625
+Christian Dating For Free App,Hello confused every time I'll try sign up says server currently busy,Negative,-0.15000000000000002,0.5
+Christian Dating For Free App,The best ever! I greatest opportunity met people around world. And Conclusion word AWESOME!!,Positive,1.0,0.7666666666666666
+Christian Dating For Free App,"I registered site, got messages wanted reply I cant access profile again. I adhered rules site please happening ?This user name: Megan356",Neutral,0.0,0.0
+Christian Dating For Free App,I know shows person every day,Neutral,0.0,0.0
+Christian Dating For Free App,This assumes christians straight. Very disappointing,Negative,-0.29000000000000004,0.655
+Chrome Beta,I love Chrome! I thankful Google developing take less space run faster even smoothly well greased machine people like can't afford buy expensive phone actually get memory left phone preloaded enjoy phones sit debate we're going delete next time says memory low please remove.. Blah blah ..love Google Android Dev teams working us lower class Android users,Positive,0.08425925925925927,0.3074074074074074
+Chrome Beta,This version allow change tabs frequently. I scroll fully page change tab. It makes working slow.,Negative,-0.10000000000000002,0.35
+Chrome Beta,This get hange I'm able exist app.. why? Please fix issue.,Positive,0.5,0.625
+Chrome Beta,Too bad faster enjoy pornography n masturbating. Beta search! ..but faster internet.,Negative,-0.09999999999999992,0.5833333333333333
+Chrome Beta,So far good problem I seen yet I love new features better program merrier. Keep good work Google Maker. I device. If possible I added beta tester list.,Positive,0.3766233766233765,0.6792207792207793
+Chrome Beta,Not privacy norms incognito cache goes tells user wipe out. U call development,Neutral,0.0,0.0
+Chrome Beta,(68.0) You AUTO updated thing even though Play Store setting NOT AUTO update stuff! I decide gets updated & doesn't! UNINSTALLED!,Neutral,0.0,0.0
+Chrome Beta,Give option remove home button search bar better bottom.,Positive,0.5,0.5
+Chrome Beta,Very useful App...i feel comfortable beta version.,Positive,0.395,0.4
+Chrome Beta,LOVE it!! I love able access new features they're officially released able give feedback Google.,Positive,0.48352272727272727,0.5809090909090908
+Chrome Beta,Bring bottom bar back. That convenient use.,Neutral,0.0,0.0
+Chrome Beta,Latest edition Google Chrome.,Positive,0.5,0.9
+Chrome Beta,betta keeps stopping cant even search open new tabs....,Positive,0.06818181818181818,0.4772727272727273
+Chrome Beta,No extinction Still In mobiles.... Firefox Is Better this....,Positive,0.5,0.5
+Chrome Beta,nan,nan,nan,nan
+Chrome Beta,No home button,Neutral,0.0,0.0
+Chrome Beta,Please include extensions mobile browsers,Neutral,0.0,0.0
+Chrome Beta,I often.,Neutral,0.0,0.0
+Chrome Beta,Add bottom nav bar back love holy! Plzzz,Positive,0.3125,0.3
+Chrome Beta,Nasim k l k l,Neutral,0.0,0.0
+Chrome Beta,Google play,Neutral,0.0,0.0
+Chrome Beta,After block cookies working...why can't understand,Neutral,0.0,0.0
+Chrome Beta,Super,Positive,0.3333333333333333,0.6666666666666666
+Chrome Beta,Yet discover,Neutral,0.0,0.0
+Chrome Beta,nan,nan,nan,nan
+Chrome Beta,"Its right!, _.",Positive,0.3571428571428571,0.5357142857142857
+Chrome Beta,Good phones,Positive,0.7,0.6000000000000001
+Chrome Beta,User,Neutral,0.0,0.0
+Chrome Beta,Excellent,Positive,1.0,1.0
+Chrome Beta,Nice,Positive,0.6,1.0
+Chrome Beta,I trying access showing - Security alert New version available UC compresses data bla bla... Blocks ads affect browning experience Click Ok install UC free... I already installed UC phone But want access pages UC browser. Plzz fix problem soon possible I able access pages,Positive,0.32272727272727275,0.6299242424242424
+Chrome Beta,I would give 5 stars bugged me. Whenever I try scrolling scrolls first time second time I scroll resists finger shoots really fast direction I told go. Like kind lag... If could help would appreciated. Thanks.,Positive,0.24166666666666667,0.3555555555555556
+Chrome Beta,"Ok....it still always, works fine BUT: think still need keep bookmarks bar, easy browsing before. One extrordinary thing put google+ onto home google tells news, articles, pop culture, really whatever search up, knows interests. One last thing: I know not, put google background images extentions make google way helpful cool-looking.",Positive,0.2625,0.4
+Chrome Beta,Hi I'm using beta responding sometimes hanging issues problem repeatedly browsing page automatically exiting also I printing page sometimes print option mode visible beta developer need rectify solved issue. I expecting much better features awaiting updates reply Thx.,Positive,0.5,0.5
+Chrome Beta,"Decent I absolutely despise new open tabs section. I hate basic written list instead scrollable stack webpage previews. Major step back area. UPDATE: Out blue, changed open tabs view back cards webpage previews, like used be. Upping rating 2 stars back 5.",Negative,-0.019539141414141415,0.3871843434343434
+Chrome Beta,"Great browser, obviously stable version fewer issues still smooth. Love getting new features earlier.",Positive,0.3060606060606061,0.5507575757575758
+Chrome Beta,"Tap word get translate language working day working, super useful option, please fix it. Many thanks",Positive,0.3333333333333333,0.3416666666666666
+Chrome Beta,Think protection better achievement Chome user need watch click.,Positive,0.5,0.5
+Chrome Beta,"After updating I find difficult login social media account, especially Twitter.",Negative,-0.15555555555555556,0.6888888888888888
+Chrome Beta,"Not working, I thought work like chrome. But loading site.",Neutral,0.0,0.0
+Chrome Dev,I another,Neutral,0.0,0.0
+Chrome Dev,Good,Positive,0.7,0.6000000000000001
+Chrome Dev,Good,Positive,0.7,0.6000000000000001
+Chrome Dev,This causing phone slow down. I deleted reason. My battery went 98 60 two hours,Negative,-0.2277777777777778,0.34444444444444444
+Chrome Dev,The new horizontal tab switching bad. Please go back vertical.,Negative,-0.18787878787878784,0.3737373737373737
+Chrome Dev,Nice,Positive,0.6,1.0
+Chrome Dev,Cool & responsive,Positive,0.35,0.65
+Chrome Dev,Make clear updates done updates section marketplace rather putting everyone loops loops extremely vague information manage find section. Not big fan new side side tabs view. It better going down.,Positive,0.013468013468013467,0.37112794612794614
+Chrome Dev,"After upgrade I would get ""can't open file"" error I downloaded something tried open it, what's wrong. **Edit**: The problem still solved latest update. What's wrong someone help I want install new update I need fixed Huawei honor 4x \ stock 6.0",Negative,-0.03766233766233767,0.6220779220779221
+Chrome Dev,"What usability duplex bar, shortcut bookmark, bar menu?chrome home steps perfect, please kill work progress duplex can't better",Positive,0.75,0.75
+Chrome Dev,This always crashes I open it. HUAWEI MediaPad T1 8.0 Android 4.3,Neutral,0.0,0.5
+Chrome Dev,The notifications able cleared appears.,Positive,0.5,0.625
+Chrome Dev,Chrome-sama best browser. resource hog anymore. great job! syncing multi-OS devices seamless.,Positive,0.7000000000000001,0.38333333333333336
+Chrome Dev,Chrome best available. Chrome Dev middle ground normal Chrome canary version. By installing Chrome Dev get best worlds.,Positive,0.51,0.32999999999999996
+Chrome Dev,"»TOO BRIGHT!… NIGHT MODE, PLEASE. HOW MANY REQUESTS DO Y'ALL NEED BEFORE YOU IMPLEMENT A DAMN DARK THEME?!!« Also, I can't help feel like lacking lot features make desktop version wonderful... For instance, ★Interface Personalization★. (I mean, call crazy I consider blindingly hideous white bar impossible-to-see-in-sunlight, thin grey font... aesthetically pleasing. It's actually rather ineffective. It's utilitarian depressing horrible.) Please explain personalize bejesus Chrome which, trapped home desktops, inconveniently stationary thus essentially useless (unless plan hella typing)... Yet comes single personal object carried virtually everyday, everyone, everywhere... An object become profoundly integral who/what ARE modern humans. An object, fosters us sense necessity, roughly 94% Americans purportedly ""cannot live without it"".... When we're considering single profoundly imperative aspect modern existence, smartphone, expectation us content half-assed, visually displeasing, minimalist, cookie-cutter interface, slapped existence with, undoubtedly minimal effort.. WHY?.. It's lazy, boring, ugly, (it's actually *not* weird ass place screen, I'll give y'all that..) It's nevertheless distressing. And kinda insulting users pride unique, creative, individuals.. I digress. Back Interface —it's dumb force people method interacting product.— ★It's experience killer forced, along everyone else world, single, inefficient, uncomfortable rut!★.. —We're people, we're distinctly different, us. With different likes dislikes different views preferences want product, want experience feel.— There even ""light"" ""dark"" themes available. Which would simple solution. Or, better yet, Google: allow users express creating themes upload others apply. (similar desktop themes) This literally used, hideous entire phone. EVERYTHING else (that -isn't- Google app) least *offers* dark theme, pete's sake... like difficult. Hell, used navy grey-themed, whatever was.. +Dare I say, probably effort making damn white, would required simply inject ""theme"" option (disappointingly small) ""settings"" menu, users select two bubbles. Light Dark. Plenty users begging simple OPTIONS, —not forced changes, OPTIONAL CHOICES empower USER— quite time, now. Now, always M.O, Google.. company used user-centric, resource friendly apps, utilized simple easy UI felt natural made sense. Then y'all started getting big britches. So, fire douchebag currently charge graphical user interfacing insists using worst possible interface aspects imaginable. Buddy dude steadily disgracing Google poorly designed, unnecessarily bright, so-overly-simple-that-its-somehow-complicated, ""i-wannabe-iPhone-but-I'm-android"".. follies interface.",Negative,-0.07783936301793444,0.5409608843537413
+Chrome Dev,Please bring back bottom search bar!,Neutral,0.0,0.0
+Chrome Dev,I really didn't like,Positive,0.2,0.2
+Chrome Dev,Can't Add Extensions. Battery Hog. Homepage Not Loading.,Neutral,0.0,0.0
+Chrome Dev,Why there's dark theme?,Negative,-0.15,0.4
+Chrome Dev,"Better chrome, beta canary. This default browser.",Positive,0.5,0.5
+Chrome Dev,Must favorite HARD WORKER,Positive,0.10416666666666666,0.7708333333333333
+Chrome Dev,The suitable goodable browser.,Positive,0.55,0.75
+Chrome Dev,Chrome Dev Great .Love it.,Positive,0.8,0.75
+Chrome Dev,I love Google Chrome,Positive,0.5,0.6
+Chrome Dev,Idk,Neutral,0.0,0.0
+Chrome Dev,OK,Positive,0.5,0.5
+Chrome Dev,Like,Neutral,0.0,0.0
+Chrome Dev,Nice.,Positive,0.6,1.0
+Chrome Dev,Beautiful effective,Positive,0.725,0.9
+Chrome Dev,Excellent,Positive,1.0,1.0
+Chrome Dev,Excellent,Positive,1.0,1.0
+Chrome Dev,Great,Positive,0.8,0.75
+Chrome Dev,"As much I love chrome, would nice switch desktop version every time I want look picture instead going link opening new tab.",Positive,0.4121212121212121,0.6848484848484849
+Chrome Dev,"The new update crash ALL THE TIME, can't open anything, unresponsive, broken.",Negative,-0.08787878787878789,0.4515151515151515
+Chrome Dev,Too memory hungry. Uninstalled again!,Neutral,0.0,0.0
+Chrome Dev,Love it. Use tablet & laptop every day. Can't phone bc google able 4 months.,Positive,0.5,0.6125
+Chrome Dev,love doesnt even feel like dev super easy,Positive,0.4222222222222222,0.7000000000000001
+Chrome Dev,nan,nan,nan,nan
+Chrome Dev,"cant open link apps, crashes trying open links",Neutral,0.0,0.5
+Chrome Dev,Use full,Positive,0.35,0.55
+Cinemark Theatres,"Okay I know trying improve adding nice pretty pictures. But latest update approximately July 12th, system freezes regularly. And doesn't, screens take three four times long load. Not good trying purchase tickets online every week like I do. Get fixed I'm switching AMC!!",Positive,0.1340277777777778,0.5863247863247864
+Cinemark Theatres,Update removed sequential showtimes feature! That best way look movie times! Please return clock button/sequential showtimes feature.,Positive,1.0,0.3
+Cinemark Theatres,Crashes every time I try buy tickets Xperia XZ,Neutral,0.0,0.0
+Cinemark Theatres,Love Cinemark app. But I wish would make barcodes easier access. For faster check,Positive,0.5,0.6
+Cinemark Theatres,"I think great. Connections movie club rolled login, buy tickets print theatre, ofc Shor listing local theaters. The thing thats getting though, I recently upgraded Android 8 xperia xa1 ultra longer works log buy tickets, I give three stars fixed",Positive,0.225,0.3
+Cinemark Theatres,Great except fact crashes every time I try buy ticket. So basically worthless. I buy Fandango I want reserve seats ahead time. Or go cheap AMC. I've submitted crash reports multiple times. Sony Xz Premium Android 8,Positive,0.1,0.5874999999999999
+Cinemark Theatres,"So looked tickets movie, first super slow. Secondly like price difference ( huge) like $2 ticket theatre. Then buy charge convenience fee another $1.5 per ticket, comes difference $3.5. Why difference, going spend $13 gas go buy 4 tickets counter. Thats 2 stars overcharging using something.",Positive,0.13666666666666666,0.45999999999999996
+Cinemark Theatres,"The crashed consistently every phone I've tried on. I still resort going Cinemark's checking email confirmations anything work. This unfortunate I'm getting proper credit concession purchases, despite paying movie club member.",Negative,-0.08333333333333333,0.45
+Cinemark Theatres,"I time check movie times. I joined movie club avoid online fees buying tickets. I love buying tickets advance (especially limited seating theaters). I also like I return pre-purchased tickets movie start time case something goes awry (sick kid, flat tire).",Negative,-0.0955357142857143,0.4669642857142857
+Cinemark Theatres,"I used like fine. I suppose I still since functions correctly work phone (iPhone.) As far personal phone, running Android, crashes try load tickets, scan connections barcode, anything that's useful. It's broken several weeks reinstallations helped. Please fix it.",Positive,0.06944444444444443,0.3666666666666667
+Cinemark Theatres,"I really like app, never problem it. But now, keeps crashing every time I try buy tickets I try redeem coupon points. It really sucks now! Even I update, still work.",Negative,-0.0875,0.25
+Cinemark Theatres,"There's lot I say what's going seems like happening everyone lately. Lost connection, stays loading, tells turn data wifi, black screen etc. If cant score points etc. I believe lot us going unhappy. %100 Customers Service make us happy fix problems. My main question guys is. Are going fix try fixing problem? Will responding others let us know something problems.",Negative,-0.01999999999999999,0.6533333333333333
+Cinemark Theatres,work let buy tickets movies says sorry something's wrong. Also keeps crashing whenever I it.Please fix I'll change rating.,Negative,-0.5,0.95
+Cinemark Theatres,"All good phone updated Android 8. Now crashes seat selection. I signed (after resetting password order tickets PC) crashes selecting ""Sign In"". The rendered completely useless. I look movie times faster Chrome that's anymore.",Positive,0.09999999999999998,0.4
+Cinemark Theatres,This good. Seems like ever since I've Android 8 crashes constantly. Crashes buying tickets I can't even sign crashes. The IOS version better. This complete garbage.,Positive,0.325,0.45833333333333337
+Cinemark Theatres,The unusable I ever used. Constantly freezes every screen. I cancel Movie Pass since also charge extra almost every ticket too.,Neutral,0.0,0.21666666666666667
+Cinemark Theatres,"Easy takes long time get forgot password email. I waiting 30 mins, nothing. Other get forgot password email right away.",Positive,0.13601190476190478,0.5360119047619047
+Cinemark Theatres,Used work fine. For past couple months force crashes trying anything it. Cant view tickets. Purchase tickets. Anything! Running 8. Surprised still hasnt fixed.,Positive,0.07604166666666667,0.46249999999999997
+Cinemark Theatres,Hand sign create account. Then got option check guest making account. Reserved seats diagram showed last/top row found actually 1st row.,Neutral,0.0,0.1
+Cinemark Theatres,Don't buy tickets app. They charge 1.50 per ticket. Rip off. It costs us price another ticket 3 people. Why charge price ticket.,Neutral,0.0,0.0
+Cinemark Theatres,"continually crashes point completely unusable. I joined movie club, may cancel. A big entertainment company embarrassed put garbage there. Reading reviews seem broken months. Totally unacceptable.",Negative,-0.07500000000000001,0.4125
+Cinemark Theatres,"This easy It always work, slow many errors. I bought tickets recently purchase went trough, I even took print screen. Luckily I decided look tickets day show there, annulled purchase without warning, I went back try buy show sold out. At least I'm glad I realized arriving movie.",Positive,0.14583333333333331,0.5270833333333333
+Cinemark Theatres,Crashes time need load Your Tickets. Completely unusable actually getting movie.,Positive,0.05,0.25
+Cinemark Theatres,"The great major problem theaters. My local theater cell phone wi-fi reception inside building. Because trying pull tickets bought online get scan bar movie club concession discount impossible. If problem buy tickets keep local copy phone. As concessions, I give email get discount annoying slows line things busy.",Negative,-0.07202380952380952,0.4928571428571428
+Cinemark Theatres,This slow. Its much easier Google movie times instead using app. The speed efficiency need fixed pronto!!,Positive,0.01874999999999999,0.26666666666666666
+Cinemark Theatres,The always crashing phone I try look showtimes. That becomes annoying makes useless,Negative,-0.65,0.55
+Cinemark Theatres,Non-stop freezing and/or crashing since update 2 days ago. Unusable.,Neutral,0.0,0.0
+Cinemark Theatres,It would great actually worked consistently. The too. Ugh,Positive,0.35000000000000003,0.3666666666666667
+Cinemark Theatres,I go movies time earn stuff go free amazing,Positive,0.5,0.8500000000000001
+Cinemark Theatres,"After past update continually crashes GS9, yo point killing battery life, uninstall",Negative,-0.25,0.25
+Cinemark Theatres,I used Fandango years switched Cinemark Movie Club. This missing Add Calendar button final screen get ticket confirmation. I used feature ALL THE TIME Fandango. It made super easy share family I got us tickets.,Positive,0.14166666666666666,0.6375000000000001
+Cinemark Theatres,"Attempted sign up, password link didnt work all. Literally made 5 attempts.",Neutral,0.0,0.0
+Cinemark Theatres,"They charge 1.50 online fee, can't get refund go request one. If purchase ticket using app, miss showing refund... Never using again...",Neutral,0.0,0.0
+Cinemark Theatres,"Terrible, I can't even see movie information. I waited 5 minutes load tell error occurred. I exited tried thing happen",Negative,-1.0,1.0
+Cinemark Theatres,"Great app, latest update broke I movie load freeze become unresponsive",Positive,0.65,0.825
+Cinemark Theatres,continues crash background even opened,Neutral,0.0,0.0
+Cinemark Theatres,work I know yall see people saying fix,Neutral,0.0,0.0
+Cinemark Theatres,Device maintenance says crashed 25 times last week.,Neutral,0.0,0.06666666666666667
+Cinemark Theatres,"This easy looking show times, buying tickets & getting sorts discounts Movie Club member. Absolutely love it!",Positive,0.5291666666666667,0.7166666666666667
+Cinemark Theatres,"Great discounts tickets refreshments. Has alot cool benefits member. The price membership fair. If avid movie goer, I highly recommend membership.",Positive,0.45199999999999996,0.768
+Cisco Webex Meetings,Needs relogin painful. I want I front computer. And I relogin repeatedly difficult. They enable passcode easier mean instead relogin. Other issue delay mute. I liked mute button screen I afraid delay I say mute actually mutes. It nice somehow forwarded meetings added I remember type meeting numbers. Apart complains. great helpful.,Negative,-0.026388888888888892,0.7236111111111111
+Cisco Webex Meetings,Audio Internet disconnects second (at least Bluetooth headset). It good provide dial in/out options. Also request rating end call annoying.,Negative,-0.10000000000000002,0.475
+Cisco Webex Meetings,"Very clunky. Screen darken phone placed ear call. Speaker phone on/off buried menu. Phone runs hot use. Samsung S7, Fortune 500 company.",Positive,0.225,0.5750000000000001
+Cisco Webex Meetings,"I almost often desktop I'm meetings people side world. I'm always office meet mobile allows view screens almost everything I desktop. My real complaint I select meeting link email opens first, opens app. It open directly. Also, oddly compatible Chrome.",Negative,-0.05333333333333332,0.35666666666666663
+Cisco Webex Meetings,"Its connecting meeting room sometimes, per knowledge tried pc mobile also. Otherwise sharing screen n essential tabs working fine. Improve chat conversation part.",Positive,0.20833333333333334,0.4
+Cisco Webex Meetings,"I company's Enterprise account. When I open app, shows meetings I day, great. However, If tell NOT access calendar phone, nags every time open change setting. Pretty annoying.",Positive,0.05,0.73
+Cisco Webex Meetings,"Okay kind clunky times. Only s8, probably works much better larger screen. I work opinion really matter.They asked review I deducted star.",Positive,0.3,0.6
+Cisco Webex Meetings,like kind felt like I inside tunnel I call phone. Other seems work pretty good I like I able expand screen see people's screens even though I phone that's nice.,Positive,0.42083333333333334,0.75
+Cisco Webex Meetings,Easy get meetings started. Sometimes little clunky switch laptop phone otherwise good experience,Positive,0.31527777777777777,0.6444444444444445
+Cisco Webex Meetings,"Over 4G connection I able follow online presentation minor sound distortions. Oh, works screen, audio only. Built recording function. Impressive.",Positive,0.37,0.645
+Cisco Webex Meetings,"The speaker function work Pixel 2, super quiet can't hear meeting. Turning on/off spraker button nothing.",Positive,0.16666666666666666,0.5
+Cisco Webex Meetings,"Unable rotate screen old tablet. Could problem old tablet. Otherwise, works well desktop. Nice",Positive,0.07499999999999998,0.475
+Cisco Webex Meetings,Only problem facing recently related calls disconnection. Either voice missing video clear video missing voice perfectly fine. Where perfectly fine I'm joined via laptop.,Positive,0.07619047619047621,0.4119047619047619
+Cisco Webex Meetings,lets join participate meetings. Can slow sometimes audio internet sketchy times.,Negative,-0.30000000000000004,0.39999999999999997
+Cisco Webex Meetings,I've never fan WebEx company I'm forced join meetings technology. Trying log conference calls phone absolute nightmare. Installing secondary Plug-In allow call Internet ridiculous.,Negative,-0.18333333333333335,0.6000000000000001
+Cisco Webex Meetings,On Android sound horrible. But notifications nice loud sounded like everyone cursing getting beeped call.,Positive,0.025,0.8
+Cisco Webex Meetings,"Webex torture. Schedule links open app. Repetitive basic permissions. Meeting scheduling tedious error prone. All digits enter forces flip time limit dial-in. Audio underwater. Doesn't remember phone number. Mute makes loud disruptive beep, takes 2 secs delaying conversation. Video easily fit full screen difficult zoom across separately source, requiring constant manual management. Horrid user experience.",Negative,-0.044444444444444446,0.5509259259259259
+Cisco Webex Meetings,"Would like see UI tweaks. Don't prompt open WebEx web, open it! Please remember password longer , / allow fingerprint authentication So I forced type password car! Otherwise, great app.",Positive,0.10625,0.4875
+Cisco Webex Meetings,Voice really bad. Even internet good,Positive,5.551115123125783e-17,0.6333333333333333
+Cisco Webex Meetings,"The moment I connect meeting, phone gets booted. Appreciate help please",Neutral,0.0,0.0
+Cisco Webex Meetings,"Its cool able interact people without network problem Even network slow connection. Appreciate team work. Thanks, Balaji",Positive,0.1875,0.46874999999999994
+Cisco Webex Meetings,Unable adjust call volume changing media volume ringer volume set silent. Please allow listen calls phone's ringer silent,Negative,-0.16666666666666666,0.2333333333333333
+Cisco Webex Meetings,Not sure user error BUT 1. mic option present mobile app. 2. Had call conference line,Negative,-0.125,0.4444444444444444
+Cisco Webex Meetings,This seems run even meeting started phone reboot. Got crashed report reason. Uninstall,Neutral,0.0,0.0
+Cisco Webex Meetings,"I like it, would love not.limited functions raising hands marking checks crossing writing.on board. The phone limited features compared one.",Positive,0.2142857142857143,0.37142857142857144
+Cisco Webex Meetings,"Even I pre registered, kept asking register. Also, audio barely audible mobile phone other sound working properly, clear sound.",Positive,0.165,0.33166666666666667
+Cisco Webex Meetings,Voice audio connection issue... Too much noise distribution audio clear many times joining app.,Positive,0.26666666666666666,0.3611111111111111
+Cisco Webex Meetings,Absolutely fabulous ! Easiest way host distributed meetings fantastic call quality ease using,Positive,0.45,0.95
+Cisco Webex Meetings,"Good app. Would nice every time ask sign in, last minute meeting invitations join end spending 5 minutes sign process.",Positive,0.4333333333333333,0.5555555555555556
+Cisco Webex Meetings,"audio clear, itshould regional language. respond irritating app...",Negative,-0.15,0.5916666666666667
+Cisco Webex Meetings,"This offline app, hence could lot network connectivity issues.",Neutral,0.0,0.0
+Cisco Webex Meetings,Clear audio bit complicated others e.g. zoom,Negative,-0.19999999999999998,0.6916666666666667
+Cisco Webex Meetings,"It good app....can make shortcut session URL..... Easy use...But I connect Bluetooth speaker audio sound coming Bluetooth speaker, sound coming mobile speaker",Positive,0.4833333333333333,0.5583333333333333
+Cisco Webex Meetings,nan,nan,nan,nan
+Cisco Webex Meetings,Crappy execution. Can't even get log phone.,Neutral,0.0,0.0
+Cisco Webex Meetings,"Buggy, requires additional calling, crashes often",Neutral,0.0,0.0
+Cisco Webex Meetings,"Great app, issue I would point is... At times Outlook calendar sync.",Positive,0.8,0.75
+Cisco Webex Meetings,Not much point sound.,Positive,0.15000000000000002,0.30000000000000004
+Cisco Webex Meetings,Everything good except can't work well speaker phone options base phone also mute messy. Android Moto 5gs plus,Negative,-0.10000000000000003,0.6666666666666666
+Cisco Webex Meetings,"Clunky, can't meet Linux desktop users.",Neutral,0.0,0.0
+Cisco Webex Teams,"Poor app. Wish designed brains first, coding it. So many changes proof poor design.",Negative,-0.012500000000000011,0.5083333333333333
+Cisco Webex Teams,I keep touch. The recent enhancements making things better. Thanks great support. Please enable manual speakerphone toggle.,Positive,0.375,0.425
+Cisco Webex Teams,Excessive battery drain literally killing phone. Calls pathetic. This battery hog!,Negative,-0.625,1.0
+Cisco Webex Teams,"Two updates per day, quite often.This I call agile software development....",Positive,0.5,0.75
+Cisco Webex Teams,This great messaging easy join WebEx meeting searching keywords work efficiently.,Positive,0.6166666666666667,0.7916666666666667
+Cisco Webex Teams,"Previous versions message previews, allowing see last message space.",Negative,-0.08333333333333333,0.11666666666666667
+Cisco Webex Teams,"Don't like new all-black design. I usually love dark themes, poorly executed. It's hard read read difficult manage threads. Please revert back, least give us option choose light theme.",Negative,-0.06725589225589226,0.5218013468013468
+Cisco Webex Teams,Being forced update using dark theme terrible. At least make option turn back light theme.,Negative,-0.225,0.45
+Cisco Webex Teams,Dark Theme great! Easy eyes.,Positive,0.42777777777777776,0.6611111111111111
+Cisco Webex Teams,Now good,Positive,0.7,0.6000000000000001
+Cisco Webex Teams,Would give 5 stars. But needs serious battery optimisation. I active spark user. But teams update battery drainage happening fast case earlier one.,Negative,-0.06666666666666667,0.5916666666666667
+Cisco Webex Teams,I longer receive notification mobile changed spark teams.,Neutral,0.0,0.0
+Cisco Webex Teams,Voice dictation working samsung s5,Neutral,0.0,0.0
+Cisco Webex Teams,Great chat app. Works well spark boards.,Positive,0.8,0.75
+Cisco Webex Teams,Awesome,Positive,1.0,1.0
+Cisco Webex Teams,The collaboration features great except calling. Inconsistent call quality audio delays make using calling unusable. This true even networks windows makes calls without issue.,Positive,0.575,0.7
+Cisco Webex Teams,"Chat works well, I always uninstall terrible performance calls. When call answered another agent transfers voicemail, phone continues ring vibrate restarted. Additionally, answering calls, always video calls speaker.",Negative,-1.0,1.0
+Cisco Webex Teams,It useful,Positive,0.3,0.0
+Cisco Webex Teams,"Spark used collaborations within project teams. We chat, store non-sensitive sometimes used instant remote meetings. Love integration Spark Boards! Now Cisco WebEx Teams. So far, I noticed difference Spark, I'm sure going least good was. L",Positive,0.21785714285714283,0.6222222222222223
+Cisco Webex Teams,Not installing error code 495 ...INSTALLED,Neutral,0.0,0.0
+Cisco Webex Teams,"When sending names Underscores, underscores getting removed",Neutral,0.0,0.0
+Cisco Webex Teams,Good ....,Positive,0.7,0.6000000000000001
+Cisco Webex Teams,Awesome,Positive,1.0,1.0
+Cisco Webex Teams,"1. Earpiece work, speakerphone. Switching earpiece entirely mutes audio. 2. Active call difficult cancel, UI disappears minimized way get back active call screen open Settings menu, actually open settings, brings back screen. One wonder Cisco's QA team smoking. 3. You cannot tell Spark ring devices. Other, less annoing issues exist well.",Negative,-0.10583333333333333,0.42666666666666664
+Cisco Webex Teams,"""Cisco Spark stopped working"" error group work. We 4 groups last days stopped working. Only seems issue Android devices Apple.",Neutral,0.0,0.5333333333333333
+Cisco Webex Teams,Unable turn speaker phone call. This makes calling aspect useless.,Negative,-0.5,0.35
+Cisco Webex Teams,"Updating review version updates new features. I like integration notification updates. Great except I still cannot proximity new spark board AND voice text. I manually toggle proximity near spark board everywhere else. After year, I would figure would fixed. Taking away star that. I give update taking another star. Come Cisco fix proximity voice recognition! Took away another star!",Positive,0.26579545454545456,0.45181818181818184
+Cisco Webex Teams,"Stable enough keep phone current version near-crippling bug: long-running spaces (e.g., one-on-one close coworkers) get hung ""not sent"" messages months ago, meaning scroll miles see current discussion. Fix might 5 stars though.",Neutral,0.0,0.43333333333333335
+Cisco Webex Teams,New lovely feature showing unsent messages six months ago.. Also neat starts chats point crashes every fast scrolling recent part chat.,Positive,0.2090909090909091,0.5136363636363637
+Cisco Webex Teams,"When I send message, I notified device I sent message. This happens multiple devices I Spark. This going many months. The developer replies issue going fixed, looking promising point.",Positive,0.2,0.3
+Cisco Webex Teams,"Trying set profile, entering email id, next screen goes blank stays like that. Totally disappointed",Negative,-0.25,0.25
+Cisco Webex Teams,Attempted install several times throws error 80% plenty memory device,Neutral,0.0,0.0
+Cisco Webex Teams,"Can't delete sent messages, sends pictures taken upside-down sometimes, trouble loading pictures",Negative,-0.2,0.2
+Cisco Webex Teams,New update us bad.,Negative,-0.28181818181818175,0.5606060606060606
+Cisco Webex Teams,Please let disable notifications phone keep enabled desktop,Neutral,0.0,0.0
+Cisco Webex Teams,Would love ability acknowledge message without everyone reply.,Positive,0.5,0.6
+Cisco Webex Teams,"Buggy. Unable send messages mobile data, time unable connect. Skype seems better.",Negative,-0.16666666666666666,0.5
+Cisco Webex Teams,"The Spark platform fairly well designed, however, Trainwreck Pixel 2. I CONSTANTLY get ""offline, connected"" error, I'll send message it'll hang ""sending"" I finally copy it, close app, paste resend it. It's become basically unusable comes posting deadline, I never know message actually going send not.",Positive,0.175,0.5833333333333334
+Cisco Webex Teams,I'm pixel using Google keyboard let voice typing. When I hit mic record quickly shuts off. When supported? **Raised 4 starts*** Thanks heads proximity workaround!! That totally fixed it.,Positive,0.2486111111111111,0.3
+Cisco Webex Teams,"It's working slow Consuming much memory, compare what's",Negative,-0.05000000000000002,0.3
+Citi Mobile®,"Has gone hell. Takes FOREVER login (that's IF lets login all!), fingerprint works/doesn't, keeps telling I need activate card activated ages ago. Soooo frustrating. If card tied Costco membership, I'd cancel constant annoyance.",Negative,-0.2,0.6166666666666667
+Citi Mobile®,This shltty program work 18 times 20. It constantly let dashboard pay bill see what's card. If get need see details transaction tell temporary works let it. Basically I remember software working properly last 3 years. Horrible product. Or programmers get paid jobs. Only horrible feelings app.,Negative,-0.4,0.6799999999999999
+Citi Mobile®,"The got stuck today login phase, I clear data reinstall. Even start-up incredibly slow. (Even ""rotating wheel"" stopped rotating) Usually fine, check deposit camera worked fine last times I tried it.",Positive,0.12666666666666665,0.37
+Citi Mobile®,This glitches loading login screen allow view banking info. I apple device works flawlessly. It bettee setup opinon. I uninstall rarely loads account info. Disappointment,Positive,0.23333333333333336,0.7666666666666666
+Citi Mobile®,"Takes FOREVER open (if all). Then open able login, WILL, 100% time, crash eventually stop working. Filled errors bugs. You're better using mobile browser. used useful functional. Idk happened. At point many months fixed problems.",Positive,0.28750000000000003,0.465625
+Citi Mobile®,"The features layout great. But soooo slow open up. I've tried cell service, WiFi, phone (LG G6), girlfriend's phone (S9+)... none makes difference. Dunno bug whatever. Would great fixed.",Positive,0.28,0.52
+Citi Mobile®,"I never used glitches, temporary delays service, slow response load times. I could never bank Citi knowing I would app. If love costco card would delete Citibank entirely phone life. What trash app.",Positive,0.06666666666666665,0.5416666666666666
+Citi Mobile®,"Slow often freezes, I hate using it.... Citi shame you. 4/11update logging presented ""!00""..... awful app.... take lesson Discover Cards app! 8/1 update: takes 60 open. Looking GPS location??? Useless!",Negative,-0.585,0.6
+Citi Mobile®,"I must echo awful reviews. Android tablet, running oreo. Won't even give sign screen, frozen circle. Installed uninstalled multiple times. Very frustrating. Capital One best app.",Negative,-0.13,0.575
+Citi Mobile®,I understand can't access ZELLE via app. It allows send pop money. I laptop access zelle website. Are guys going allow payments/transfers via Zelle near future?,Positive,0.05,0.2625
+Citi Mobile®,"It hard believe company much money horrible. This without doubt worst phone. Fingerprint scan issues, depositing checks taking photo back side check practically impossible. So bad. Unreal",Negative,-0.494047619047619,0.6297619047619047
+Citi Mobile®,"Used work fine great. Now stopped opening. Problem started several days ago. Re-downloading solve problem. I hope fix soon, convenient able monitor spending phone.",Positive,0.4291666666666667,0.46875
+Citi Mobile®,"still intermittent problems. One snapshot keeps crashing app. The allow schedule payment vendors (like AMEX) next day. Forces go order accomplish this. Please fix. Alerts timely. Other banks like Chase send alerts problem happens transfer money charges incur. Citibank sends alerts next day, charged. Even catch make transfer, Citi still makes another transfer charge you. You guys better.",Positive,0.09375,0.21875
+Citi Mobile®,"This needs lot work. There lot bugs. For example, I log out, I log back clicking ""back"" button phone. It also randomly fail give option uploading checks via mobile deposit sometimes, even gone daily limit. The ""contact us"" button work--your better finding correct phone number online.",Neutral,0.0,0.15999999999999998
+Citi Mobile®,"This rarely opens I need it. I sign notifies updated I sign AGAIN. It slow I hardly manage anything without going website. My internet fast, lag every time I want look account. Plus, I DO get I try pay ""other amount "" often times work I find log start again.",Negative,-0.04333333333333335,0.5633333333333334
+Citi Mobile®,"Other looking pretty, low quality around. Won't remember preferences, it'd keep promoting features (such snapshot view fingerprint authentication). Doesn't matter many times enable them, completely forget choice prompt again. Everything slow takes forever get anything done. If *required* things like check depositing, I'd never app.",Positive,0.06071428571428571,0.4964285714285714
+Citi Mobile®,Takes ridiculous time load. Looks like trying get gps location info show sign screen... There better way. It's quicker easier simply website.,Positive,0.05555555555555556,0.6190476190476191
+Citi Mobile®,Must worst banking there. Constantly freezing crashing me. Would faster I went saw teller. Never remembers settings show last 15 transactions. Really horrible app.,Negative,-0.5,0.6
+Citi Mobile®,"The used work perfectly, huge headache past couple months. Freezes start up, close reopen times work, sometimes won't. Can't even get splash screen recent update. Android 8.1.0",Positive,0.050000000000000024,0.4666666666666666
+Citi Mobile®,"Simply work galaxy s8. An embarrassment large financial institution. Makes wonder - can't handle something basic, handling info banking?",Positive,0.05357142857142857,0.22767857142857142
+Citi Mobile®,It used work fine. Now taking longerrrrrrr get login/fingerprint screen update. It hangs like taking break wakes seems like long nap continues login. Weird stuff. This LG G6. But I tried others too. Clearing data/Reinstall help. Please un-break it.,Negative,-0.04444444444444443,0.6333333333333333
+Citi Mobile®,"This completely broken. When first loading sits minute giving login screen. After trying transfer funds sits loading icon forever, I quit out. This truly awful, offers zero functionality.",Negative,-0.26249999999999996,0.43333333333333335
+Citi Mobile®,Used work can't even get open anymore. Tried uninstall reinstall even open. Makes want cancel citi credit card bc terrible is. I can't even get pay account.,Negative,-0.3333333333333333,0.6666666666666666
+Citi Mobile®,Painfully slow startup. Wouldn't register credit card (the reason I tried it) hangs trying. Uninstalled waiting working version.,Negative,-0.30000000000000004,0.39999999999999997
+Citi Mobile®,"FOR AN SO""HIGHLY RECOMMENDED"", WHY DOES IT KEEP SAYING ""TRY BACK LATER"" AND ""DOESN'T RECOGNIZE YOUR PASSWORD""?!? THIS IS THE WORST EVER. WOULDN'T RECOMMEND IT TO ANYONE",Negative,-0.21,0.385
+Citi Mobile®,"It uses good every time I fingerprint unlock it, shuts down. It's frustrating I got type long password.",Positive,0.023611111111111093,0.5472222222222223
+Citi Mobile®,"Has anyone able pay already listed external payee? It's weeks since I able process transfers accounts. All I get temporary system error -500. I banking applications always seems behind. Every account transfer met temporary error 500, even Citibank linked accounts. Is anyone working that?",Positive,0.15,0.5125
+Citi Mobile®,Only checking account cannot speak credit cards. It's pretty straight forward checking balances mobile deposits I find getting stuck lot. Also bit annoyed Citi supports zelle pay still cannot using app. You need go online using computer. The 3 banks I know access zellepay mobile apps.,Positive,0.012499999999999997,0.8
+Citi Mobile®,"Very easy use, great layout. My big problem kept crashing everytime soon I signed I enabled thumb print ID. I uninstalled, reinstalled it. Has crashed without thumb print log in.",Positive,0.45444444444444443,0.6166666666666667
+Citi Mobile®,"Like works often login issues logged in, inability accomplish simple tasks... For weeks I get balance details accounts... Tells system error... I find easier mobile now... Hoping fix ASAP...",Neutral,0.0,0.35714285714285715
+Citi Mobile®,"The I app, I realize poorly programmed. There things app, login's error flow, scream thrown together low budget",Negative,-0.2,0.44999999999999996
+Citi Mobile®,Can highlight withdraws numbers red would easier see. Also sense last update loads really slow. As 8/2/18 loads slow point I much,Negative,-0.08000000000000002,0.21333333333333332
+Citi Mobile®,"past 2 updates made starting slow - circle indicator stops least 20 secs takes least another 20 get login. i've reset app, cleared data, rebooted phone issue persists. hope next update fixes issue.",Negative,-0.19166666666666668,0.2583333333333333
+Citi Mobile®,"A young child mom's basement deliver better this. ""App stopped working"" message login, even update. Citibank general failing many ways",Positive,0.2875,0.475
+Citi Mobile®,This fairly unstable least used work. The latest update made unusable even seem load anymore.,Positive,0.3,0.7333333333333334
+Citi Mobile®,"Mobile check deposit work sometimes, recourse fails. Often seems slow delays, too.",Negative,-0.4,0.35
+Citi Mobile®,"Now version, take 1min start up. Once I tap app, screen shows loading circle, static one, moving one, makes feel dead, long wait time, gets app. And still, I enabled finger print login, option login interface??? Samsung s8",Positive,0.08333333333333333,0.5666666666666668
+Citi Mobile®,"This plain broken. Provided actually login, every time able access feature due ""temporary delays"". It's annoying.",Negative,-0.17321428571428574,0.4595238095238095
+Citi Mobile®,Last update let check thing credit card. Not happy all. It never allows view anything continues freeze. I longer go website.,Negative,-0.2,0.5333333333333333
+Citi Mobile®,***App broken July 31 update*** It would nice hang every time I opened get login screen. It's permissions issue either. Pixel v1 running Oreo July update.,Positive,0.09999999999999998,0.7
+Citibanamex Movil,"Forget paying app, designed make fail payments get charged that. If want supposed still need go bank. Don't trust",Negative,-0.5,0.29999999999999993
+Citibanamex Movil,"It's working expected, talking best bank Mexico good enough. Works check balance transfers!!",Positive,0.4,0.45
+Citibanamex Movil,It has many problems with Android 8.1. You can not put a fingerprint to activate the netkey because as it has support for Oreo it thinks that you have the phone rooted. They have updated it several times but they still do not make it compatible for Android 8.1,Positive,0.25,0.25
+Citibanamex Movil,"I changed my phone to a Xiaomi Redmi Note 5, to which I made no modification, however the application says that I can use the netkey because it detects a modified one, I am sure that for this same reason the much advertised functionality of using selfie appears and / or footprint. Banorte Scotia works well, so you can say it's possible to make it work.",Positive,0.175,0.5534722222222221
+Citibanamex Movil,"In her eagerness to make her look pretty with the animations, I'm just slow, awkward awful. For everything wants to make transitions ""elegant"" ends up taking about 10 seconds to display my information I can do nothing while I see how everything unfolds.",Negative,-0.15833333333333333,0.75
+Citibanamex Movil,"I can not activate my mobile Netkey because it detects a modified OS, which is true now I have to use two devices. As a developer I suggest using Safety Net, my device is an Essential Phone running Android 8.1 with stock ROM",Positive,0.11666666666666665,0.31666666666666665
+Citibanamex Movil,"The mobile netkey does not work on Android 8.1, they have months with the error report saying that they are fixing it, but nothing.",Neutral,0.0,0.0
+Citibanamex Movil,"The new update is frozen on the home screen with a numeric keypad there is nothing else you can do. Please correct the problem fast, I use a lot now I know what to do",Positive,0.16818181818181818,0.5272727272727272
+Citibanamex Movil,"Almost everything works well, only that the transfers are somewhat cumbersome to have to register the vcount that you want to send the money, they should replicate the transfer service, it is simpler and instantaneous, coupled with the lack of the possibility of withdrawing money. of your accounts only with the cell phone.",Neutral,0.0,1.0
+Citibanamex Movil,"In my case after the update stopped working, the screen remains blank, and uninstall and install anything, help me if it is very useful Thank you and I am resolved!",Positive,0.24375000000000002,0.0
+Citibanamex Movil,"2018-08-01: Android 8.1 is still supported ?, Using a Pixel 2 XL with the latest security patch installed, the application correctly recognizes the Android version marks a ""modified version"", when it is. Without the possibility of having mobile token more functions for these errors, CitiBanamex has to put the batteries with the other banks their applications.",Positive,0.2916666666666667,0.5916666666666667
+Citibanamex Movil,"The whole system crashes (literally, causes the phone to restart) when I try to enter the section to find ATM branches.",Positive,0.2,0.4
+Citibanamex Movil,It is not compatible with 8.1 gives many problems the netkey in 8.1,Positive,0.5,0.5
+Citibanamex Movil,"The new update works very well in Samsung 7 Edge, I have problems with the new features of the APP. I hope soon they can make disposition in effected in the ATM without card.",Positive,0.15757575757575756,0.403030303030303
+Citibanamex Movil,"I placed wrong fingerprint, I tried open session using password said I could session active I wait ten minutes...it possible check balance rest day.",Negative,-0.12666666666666665,0.6
+Citibanamex Movil,Needs improvement. Wanted Mobile Netkey find I cause stupid reasons (that I changed device and/or latest version; thing I'm using currently Samsung Note 8 Oreo update),Negative,-0.09999999999999998,0.7666666666666666
+Citibanamex Movil,"I have purchased a new cell phone, keep saying that the system is modified, I can use all options included in the app.",Positive,0.13636363636363635,0.45454545454545453
+Citibanamex Movil,Horrible! You can not see the charges made until after 2 days or more. FIX IT!,Negative,-0.1875,0.75
+Citibanamex Movil,"After some updates I can finally use the app, it also comes with very good graphics.",Positive,0.45499999999999996,0.8900000000000001
+Citibanamex Movil,"It's already good, only if you keep working in the background, when you open it, it goes blank, - MIUI 9",Positive,0.175,0.525
+Citibanamex Movil,If I dont sign I can't sign 10 minutes passed inconvenient,Negative,-0.6,1.0
+Citibanamex Movil,"I LIKE A LOT, IT IS VERY ACCESSIBLE AND YOU CAN DO EVERYTHING FROM THERE OJALÁ WILL CHANGE THE NETKEY FOR ANOTHER TYPE OF SECURITY ..",Positive,0.48750000000000004,0.48750000000000004
+Citibanamex Movil,It is a great service although I had some problem I wish to continue improving and including more features for the user such as viewing account statements etc.,Positive,0.43333333333333335,0.5833333333333334
+Citibanamex Movil,"Back the problems that the operating system is modified, it is already a flown when it will work when this thing now try to just hide the warning so that you think it works well only show you all the options",Neutral,0.0,0.5
+Citibanamex Movil,"I see that many complain, but the truth is that my works excellent to manage my balance payments to make my cards, without a doubt one of the best tools on my cell phone",Positive,0.8333333333333334,0.6
+Citibanamex Movil,"They keep uploading updates, the application keeps thinking that my system is modified. Obviously this allows you to use your new functions, even though for the other comments, many seem to work anyway. Terrible developers",Negative,-0.09772727272727273,0.5659090909090909
+Citibanamex Movil,"Has improved a lot. At this moment it is a very good experience, although you still need to have all the options that the site offers you",Positive,0.505,0.39000000000000007
+Citibanamex Movil,It needs quick transfers save accounts/debit cards wait 30 mins authorised. This make life easier less tedious,Negative,-0.11111111111111112,0.5222222222222223
+Citibanamex Movil,It works very well to review the accounts aesthetically is the best that tested. It really is very good to be able to carry mobile banking with this application. An excellent proposal by Citibanamex.,Positive,0.722,0.601
+Citibanamex Movil,"The biggest change I noticed with the last update, was the speed improvement in the screen change, everything is faster also more stable, the application stopped working randomly but stopped happening",Neutral,0.0,0.35555555555555557
+Citibanamex Movil,"They have done wonders with this in excellent work, I hope they do the same in ios since it sucks that the development has different levels of development",Positive,0.175,0.50625
+Citibanamex Movil,"The new update was excellent! Good thing they put the fingerprint detector to login. Besides, the CLABE of the accounts is very practical.",Positive,0.509090909090909,0.5886363636363636
+Citibanamex Movil,Good application functionality ideal for transactions see movements. Problems: The transactions are reflected until after several days the application became slow after the update.,Positive,0.325,0.5
+Citibanamex Movil,"It does not work for the Pixel 2 with Android P (9.0) You can not use the mobile token, you can use the touch ID to unlock. The believes that the operating system of the cell phone is modified",Neutral,0.0,0.0
+Citibanamex Movil,"In general it seems good, but lately it puts in waiting the transfers within my accounts I can have my money when I need.",Positive,0.15,0.5666666666666668
+Citibanamex Movil,nan,nan,nan,nan
+Citibanamex Movil,"Very good app, a good new functionality would be to be able to withdraw money from the ATM without the card being able to download the account statements from the",Positive,0.5492727272727272,0.616909090909091
+Citibanamex Movil,"I like almost everything that has changed, although at the beginning of its most radical change, it was too slow",Positive,0.09999999999999998,0.44999999999999996
+Citibanamex Movil,"Everything in order, the mobile netkey was very expensive but it was already there, it should be possible to print the account statements without going to the page",Negative,-0.325,0.955
+Citibanamex Movil,"It costs work to access the movements of the account. It does not register the touch well. ** I saw how, you have to slide the bar then click.",Neutral,0.0,0.0
+Citizens Bank Mobile Banking,useful works every stop accepting pin password lock account. Then tells reset password many login attempts even I still keep locked account websute better. Very annoying.,Positive,0.07500000000000001,0.5
+Citizens Bank Mobile Banking,For past months caused problems. Doesn't accept password continuously locks accounts. Forces create new password accept either. Closings accounts going another bank. Don't waste time app.,Negative,-0.10454545454545455,0.23484848484848486
+Citizens Bank Mobile Banking,"This garbage. I've wasted much time trying mobile deposit worth. Followed line help, verified pictures clear, verified accounts linked. Will always say feature available time, try back later. Garbage.",Positive,0.1142857142857143,0.1547619047619048
+Citizens Bank Mobile Banking,"Used love widget handy keeping eye balance. Love mobile deposit feature, however widget never works anymore. It disabled while, brought back, loads random balance refresh current balance, forcing log anyways. FIX THIS.",Positive,0.1285714285714286,0.4714285714285714
+Citizens Bank Mobile Banking,One worst bank I ever used. It's constantly working takes forever reflect actual balance makes easy overdraft. Like I mean take week sometimes. It's horrible. And I hope know date credit card due heart tell tell much available anything..,Negative,-0.20052083333333331,0.5911458333333334
+Citizens Bank Mobile Banking,Why work Nexus 6p? Mobile deposit can't find activate camera. Update: Even total uninstall reinstall I manually grant permissions camera items get work correctly. Once done check deposit started working. Please fix this.,Neutral,0.0,0.75
+Citizens Bank Mobile Banking,"Samsung s7 . NEVER works correctly! I never log in, I get even load! Great idea, terrible execution citizens developer! Every time I update gets worse! Have tried uninstalling reinstalling multiple times avail. Like works. Fix log issue's I'm changing banks!",Negative,-0.175,0.5875
+Citizens Bank Mobile Banking,"Horrible. Constantly locks out. Says can't find account. I keep resetting password. I normally leave reviews, however, aggravating I too. A lot reviews say thing.",Negative,-0.2833333333333333,0.6611111111111111
+Citizens Bank Mobile Banking,"This barely works. It needs modern UI fingerprint recognition. The widget stopped working latest update, needs fixed well. By far worst banking ever. Sometimes, I contemplate switching chase, I feel like going process done so.",Negative,-0.00833333333333334,0.5833333333333334
+Citizens Bank Mobile Banking,"The bank amazing. This however terrible. It constantly issues, whether freezes simply says mobile banking available. Which lot mind you. You would think monitor funds would excellent thing have. Apparently never got memo.",Positive,0.1392857142857143,0.6200680272108843
+Citizens Bank Mobile Banking,"So FINALLY fixed widget update I hit refresh. It refreshes random times, never I need to, forcing open check balance. Kinda defestin purpose widget...",Negative,-0.13333333333333333,0.39999999999999997
+Citizens Bank Mobile Banking,"I Barcelona debit card suddenly ceased working ATMs. I told Citizens Bank countries I would summer dates I would where. However, method explain situation app, remedy it. There option tell bank I (still) abroad app. The fun new issue Citizens Bank longer opens. I Budapest, Hungary getting annoying.",Negative,-0.09090909090909093,0.5136363636363637
+Citizens Bank Mobile Banking,They changed layout pages worse layout I've ever seen. Why change good layout something going disappoint customers. Must work high school graduate skipped school lot.,Positive,0.15333333333333332,0.5800000000000001
+Citizens Bank Mobile Banking,"I switched BOA Citizens I much happier bank overall...but come app. It constantly shows error codes, frequently freezes malfunctions. I would expect functioning bank big Citizens. I experienced problem iPhone (past), Blackberry (current) , Note (current). Not access accounts designed primary function kind defeats point highly frustrating. I going give another month two problem keeps I looking new bank...online banking bad...""sorry working fix problem"" messages time. You banking giant...pay someone knows fix constant issues. Incompetence like business big established shameful.",Positive,0.024147727272727286,0.4836174242424242
+Citizens Bank Mobile Banking,"You would hard pressed banking world find inept,stupid this...Who finalized said,""yep,put play store,good go""..Really I guess epitomize company whole",Negative,-0.04583333333333334,0.4708333333333333
+Citizens Bank Mobile Banking,"When I able log in, works fine. It often allow enter login info allow successfully change it. In short, works buggy.",Positive,0.4166666666666667,0.59375
+Citizens Bank Mobile Banking,"Honestly, I've Citizens Bank forever problem I dont time stop bank every time I need check account. Its ALWAYS crashing even load even app. The online portal terrible too. I honestly dont even know I want Citizens anymore. Almost banking done I cant whts point",Positive,0.06666666666666665,0.9333333333333332
+Citizens Bank Mobile Banking,Adding another complaint. The great last month I constantly unable access accounts using PIN password. Something latest revision really broken.,Positive,0.016666666666666663,0.4694444444444444
+Citizens Bank Mobile Banking,Whoever wrote mobile deposit portion fired. Its good taking blurry focus pictures 99.99999% time.,Positive,0.7,0.6000000000000001
+Citizens Bank Mobile Banking,"Good app, things need to. The could really UI update... feels super old clunky.",Positive,0.3333333333333333,0.4166666666666667
+Citizens Bank Mobile Banking,"I downloaded manage auto loan. While remaining balance displays app, utterly useless terms payment. You cannot add accounts payment, even appears way make payment app. The mobile considerably useful.",Negative,-0.1,0.1
+Citizens Bank Mobile Banking,"Would nice would stop telling password incorrect least month locking account me. If password changed would've sent email saying ""your password changed. In situations didnt make changes here"" nothing. I've waited phone hour representative picked up. Terrible around",Negative,-0.2333333333333333,0.7999999999999999
+Citizens Bank Mobile Banking,Keeps locking accepting new password I go enter it. So frustrating. I want go pay bills literally problem every week I get paycheck.,Negative,-0.13181818181818183,0.6772727272727272
+Citizens Bank Mobile Banking,"I'm beginning happy app, every time I try I get screen says ""mobile banking unavailable"", really defeats purpose used. like 80% time I multiple times day I like able keep eye money.",Positive,0.375,0.45625
+Citizens Bank Mobile Banking,"Completely inaccurate, always shows money actually account, nearly caused overdraft several times TOO often overspend takes long process transactions. Terrible app.",Negative,-0.14166666666666666,0.3833333333333333
+Citizens Bank Mobile Banking,It good...when works. Mobile banking unavailable least twice month. I cannot access account I forced browser.,Negative,-0.30000000000000004,0.30000000000000004
+Citizens Bank Mobile Banking,Mobile currently down. Mobile currently down. Mobile currently down. I swear I'm going start seeing sleep. Every time I got down. Such joke,Negative,-0.12444444444444447,0.33111111111111113
+Citizens Bank Mobile Banking,Lacking fingerprint log in... Seemed like Citizens Bank even care customers say. Also keep getting worse....,Negative,-0.4,0.6
+Citizens Bank Mobile Banking,nan,nan,nan,nan
+Citizens Bank Mobile Banking,Awful.. Better pinning mobile site.. Lazy development!,Negative,-0.2708333333333333,0.8333333333333334
+Citizens Bank Mobile Banking,"Worked great using widget nothing empty shell, I've reset widget still shows outline widget nothing else. Please fix it. Its like several weeks now.",Positive,0.23333333333333336,0.4166666666666667
+Citizens Bank Mobile Banking,Worst bank worst worst website. Truly astonishing difficult check balance.,Negative,-0.6,1.0
+Citizens Bank Mobile Banking,"""Mobile currently unavailable"" lol ever available. The always me. I'm changing banks soon app.",Positive,0.4000000000000001,0.5
+Citizens Bank Mobile Banking,Long login times. Sometimes rejects login. Overall needs overhauled. Sorry BoA best User Interface.,Positive,0.11249999999999999,0.425
+Citizens Bank Mobile Banking,Keep getting either server available error issues app. Dont recommend app.,Positive,0.4,0.4
+Citizens Bank Mobile Banking,The log works decently. However widget not. Every refuses refresh actual balance.,Positive,0.08333333333333333,0.3833333333333333
+Citizens Bank Mobile Banking,"Please bring fingerprint login Android app, Apple..... Also check deposit process pain....",Neutral,0.0,0.0
+Citizens Bank Mobile Banking,reminds something 2006. Very dated app. No fingerprint low details transactions. All works checking transaction amounts much else,Positive,0.13333333333333333,0.26666666666666666
+Citizens Bank Mobile Banking,UI unappealing please update it. Other works fine.,Negative,-0.036111111111111115,0.4583333333333333
+Citizens Bank Mobile Banking,"stopped working recently. Widget inaccurate. Really, bank. Invest little app!",Negative,-0.011458333333333329,0.31666666666666665
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Used Florence Rome much success. Love placing pins marking visited. Best feature locator map. I able find way easily I took wrong turn. Would love able map route A B. Also think different colored stars available. For example red site visit green example restaurants.,Positive,0.2861111111111111,0.48194444444444445
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"I've using traveling Europe US. Saved lot headaches. Easy practical! I also love I find anything I need - museums, cafes, restaurant much more.",Positive,0.513888888888889,0.6444444444444445
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"Great app, used Hong Kong, Bangkok, Vietnam Singapore. It's definitely worth buying maps. With account manage trips PC Ipad (as I did) sync phone. Also great trip look back places visited. Only two minor downsides (for me): - can't differently colored pins map different categories (restaurants/ hotels ...) - can't copy names places",Positive,0.23125,0.5
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"I used iphone, Pro version, helpful holidays. Since changed phone can't anymore. I buy Pro version. Not good solution.",Negative,-0.35,0.6000000000000001
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Used find almost everything wanted vacation. We Halifax long time needed once. By Michael Koch,Negative,-0.05,0.4
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"I've used number cities (large small) around world always useful. Not that, support guys quick respond brilliant unusual. Try it, bound find aspect helpful!",Positive,0.2912698412698413,0.5547619047619047
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"Was brilliant got wrong bus Rome find way back useful read downloaded information site visiting beforehand. Recently used Somerset UK Berlin, Germany. Excellent thank",Positive,0.2833333333333333,0.525
+CityMaps2Go Plan Trips Travel Guide Offline Maps,I used map Paris Frankfurt freaking lifesaver. To able full map offline awesome zoom follow street. It also shows landmarks link Wikipedia page one. Some restaurant hotels updated Google alongside I'll planning trip London I whole time,Positive,0.5125000000000001,0.6437499999999999
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Works well..I paid pro hash old phone. I got new phone trying sign account can't. I'm putting email I reset password. It keeps saying password reset link failed?,Negative,-0.08787878787878789,0.3181818181818182
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"I clue navigation; seem button anything sorts trial app, good travel without navigation system?",Positive,0.7,0.6000000000000001
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"Few places I find, takes long time update are! But ok",Positive,0.07916666666666666,0.3333333333333333
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"Have stay login, lost contents , list everytime I log out, can't logon, really offline. Change 4 star, like still prefer stay offline, without login moment, sync want lost everything logout again.",Positive,0.2,0.2
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"Notification spam. I dismiss it, notifies sales. I care want notified it.",Neutral,0.0,0.0
+CityMaps2Go Plan Trips Travel Guide Offline Maps,It really helpful points interest marked map sight seeing grouped locations. It also makes easy plan go lunch/dinner.,Positive,0.24444444444444446,0.5444444444444444
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"Get Google maps offline service. All articles external sites - need Internet anyway. Did get zero, checked city only.",Neutral,0.0,0.55
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"Offline maps nice thats it. All tourist information descriptions, opening hours etc. Are links wikipedia. Could lot better..",Positive,0.55,0.75
+CityMaps2Go Plan Trips Travel Guide Offline Maps,I'm already logged Facebook account still shows Login menu. Not sure got published Play Store without tested.,Negative,-0.25,0.8888888888888888
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Great travel. Been using years helped find new places explore well helping get lost Amsterdam. Priceless offline,Positive,0.6454545454545455,0.7348484848484849
+CityMaps2Go Plan Trips Travel Guide Offline Maps,I navigate city I live sometes when. I visit places.,Positive,0.13636363636363635,0.5
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Works great unfamiliar surroundings. Have referred many app... They found useful.,Positive,0.5333333333333333,0.4166666666666667
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Love wifi free location allows - I figure I without connected! I every trip I take.,Positive,0.5,0.7
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Great finding places. This take right door step place want go. Worked great Warsaw Buenos Aires.,Positive,0.6285714285714287,0.6785714285714285
+CityMaps2Go Plan Trips Travel Guide Offline Maps,All maps places blow today,Neutral,0.0,0.0
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"I used walk drive New York, Niagara Toronto. It helped lot even without WiFi.",Positive,0.13636363636363635,0.45454545454545453
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"Love GPS map, find POI bars, restaurants, hotels pin places great return parked car new city.",Positive,0.4787878787878788,0.6015151515151516
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Helpful situations internet coverage. Great guidance.,Positive,0.8,0.75
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Great traveling WiFi/internet always available!,Positive,0.65,0.575
+CityMaps2Go Plan Trips Travel Guide Offline Maps,This good started charging downloads. I'm going look another app.,Positive,0.7,0.6000000000000001
+CityMaps2Go Plan Trips Travel Guide Offline Maps,A must need anyone traveling new city!,Positive,0.17045454545454544,0.45454545454545453
+CityMaps2Go Plan Trips Travel Guide Offline Maps,I like offline,Neutral,0.0,0.0
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Fantastic able find way without connected network WiFi.,Positive,0.45,0.7625
+CityMaps2Go Plan Trips Travel Guide Offline Maps,It excellent app. Great offline maps local info,Positive,0.6,0.5833333333333334
+CityMaps2Go Plan Trips Travel Guide Offline Maps,I love ullmon maps give clear map,Positive,0.3,0.49166666666666664
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Super offline GPS,Positive,0.3333333333333333,0.6666666666666666
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Good frequent traveller worldwide .. worth paying,Positive,0.36666666666666664,0.3333333333333334
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Very handy strange cities. I like it!,Positive,0.35875,0.575
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Great Japan especially without roaming data services,Positive,0.4,0.875
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Was really useful I visiting DC!,Positive,0.375,0.0
+CityMaps2Go Plan Trips Travel Guide Offline Maps,"Love it, always loved it, continue love it.",Positive,0.5666666666666667,0.6666666666666666
+CityMaps2Go Plan Trips Travel Guide Offline Maps,Fantastic stable even wifi,Positive,0.4,0.9
+Claro,"Terrible app, monopolizes a lot of space, is slow, complicated interface in the end you can even pay the receipts.",Negative,-0.6,0.7999999999999999
+Claro,"Damn it! After downloading the """", you have to download another """" that is called ""start"". Because This ""original"" of course, is just a poster without interaction. Well done Claro! AND CLEAR that is a crap!",Negative,-0.14375000000000002,0.6444444444444445
+Claro,"It is not always available,",Positive,0.4,0.4
+Claro,Useless,Negative,-0.5,0.2
+Claro,"Waste of App, waste your time",Negative,-0.2,0.0
+Claro,Good,Positive,0.7,0.6000000000000001
+Claro,Will translate English. Even tho I registered English,Neutral,0.0,0.0
+Claro,Uninstall soon see,Neutral,0.0,0.0
+Claro,Stupid of,Negative,-0.7999999999999999,1.0
+Claro,Useless,Negative,-0.5,0.2
+Claro,I hated worst. It taking much space.,Negative,-0.5666666666666667,0.6333333333333333
+Claro,"It does not work. I've brought everything up to talk to a representative, even if it's open.",Neutral,0.0,0.5
+Claro,Trash,Neutral,0.0,0.0
+Claro,"Doesnt stay open, crashes freezes. Using lg g5 w 7.0",Neutral,0.0,0.5
+Claro,"I make all my payments through the app. Consult balance, invoice without having to call.",Neutral,0.0,0.0
+Claro,"It gets very bad, horrible!",Negative,-0.9549999999999998,0.9333333333333333
+Claro,I find it very well has everything very well detailed.,Positive,0.26666666666666666,0.45
+Claro,"I do not know why I have to have an application that I will never use, above all it uses large space",Positive,0.10714285714285714,0.2642857142857143
+Claro,Now if it works well! Thanks Claro!,Positive,0.25,0.2
+Claro,Bloatware.,Neutral,0.0,0.0
+Claro,crashes every 5 minutes,Neutral,0.0,0.0
+Claro,What a mess of application,Negative,-0.175,0.175
+Claro,It doesn'' T work,Neutral,0.0,0.0
+Claro,A good app. I enjoy it.,Positive,0.55,0.55
+Claro,It better...,Positive,0.5,0.5
+Claro,Nice,Positive,0.6,1.0
+Claro,Horrible Service NO internet area!!!,Negative,-1.0,1.0
+Claro,It closes every so often places a sign on my screen that avoids doing different actions,Neutral,0.0,0.6
+Claro,"Cuategory CLARO D PR , CO. SERVICE I DISLIKE, I'M VERY DISSAPOITED serve/service connection/communication online/personel charge unable communicate.",Negative,-0.15,0.4
+Claro,They claim to be the most powerful is totally false.,Positive,0.13333333333333333,0.7000000000000001
+Claro,Okay Claro the Red Plus Shit,Positive,0.09999999999999999,0.43333333333333335
+Claro,It does not project an advance,Neutral,0.0,0.0
+Claro,root to erase it,Neutral,0.0,0.0
+Claro,I do not need the app.,Neutral,0.0,0.0
+Claro,Great,Positive,0.8,0.75
+Claro,Worthless I choice delete phone I want without hack,Negative,-0.8,0.9
+Claro,"I did not ask for it, I use it, but Claro allows you to remove it. A waste a disrepect to the client.",Negative,-0.2,0.0
+Claro,Not necessary An application that will never use a lot of space,Neutral,0.0,1.0
+Claro,I do not know what he does. I do not need it,Neutral,0.0,0.0
+Claro,Bad,Negative,-0.6999999999999998,0.6666666666666666
+Clash Royale,"The game favors big spenders rigged deck rotations...used fun screwing decent players over. Also favored elixir spending. Opponent push 20 elixir 5. 100% rigged game unless wanna spend $1000s dollars like so-called ""pros"" youll never get anywhere.",Positive,0.07777777777777778,0.4444444444444444
+Clash Royale,Great game first C.O.C Royale nice work. I got idea another spin C.O.B.C. CLASH OF BATTLE CHEST. With characters people know love new experience way play game different chess's board arena's things like that. Just throwing sounds good.,Positive,0.24292929292929294,0.570875420875421
+Clash Royale,Some things could improved still. But overall good game. Easily best. If best mobile game date. Clan war replaced clan chest though. Which kind sucked. Now everyone play everyday face burdon clan. Where could play like hour weekend collecting crowns clan. Now got play 3 battkes day. One batle next. Rinse repeat,Positive,0.25555555555555554,0.3888888888888889
+Clash Royale,"I playing game 2 years. But stop playing game twice getting good cards, specially legendary cards. MY collection still legendary even good epic cards. Whereas friends started play game received best cards well legendaries. I hope supercell ofcourse look matter ensure fall love game AGAIN.",Positive,0.3090909090909091,0.5545454545454546
+Clash Royale,nan,nan,nan,nan
+Clash Royale,"I would like know emotes in-app purchases only. I get need funding game, make buyable gems? Therefore players buy gems get players like without capability save gems them. I've playing long time saving gems I'd like something worth on. That's personal opinion. Overall game's great challenging good gameplay.",Positive,0.145,0.49499999999999994
+Clash Royale,"It's basically high speed animated chess. The ""chess pieces"" (which various characters) interact battle destroy opponents towers other. The player wins utilizes characters effectively (by learning capabilities character interactions combinations them, timing placing place board, etc.) Incredibly fun & competitive: 3 minute battles 60 second tie breaker overtime needed. Not difficult learn.",Positive,0.1785,0.4615
+Clash Royale,My main problem Supercell games way opponents matched. Rarely opponents match equally. You work hard get good deck play someone far advanced deck bought game pairs people based trophies player manipulate. It would far fair leave arena advanced instead able fall back play easier players.,Positive,0.20576923076923076,0.5961538461538461
+Clash Royale,"I love game, I think great. I times I play due people toxic besides cool, I also like credit help support team. It seems like boys directly issue. So I guess script say get trouble,idk. It reminds WoW problems directly. Keep game top years, also add report bar toxic people hackers",Positive,0.15250000000000002,0.5475000000000001
+Clash Royale,This game amazing I've playing long time. Even played games. The thing I think need global chat. It's hard find good clan even recruit Ayers without talking finding you. But I love it. Keep good work!!,Positive,0.2572916666666667,0.5052083333333334
+Clash Royale,"An awesome game play. Developer sure know keep surprising us new update. Overall enjoyable experience fun play. Nice graphic. The control smooth friendly user, much comment. I know everthings flaws disadvantages. Therefore, BIG THUMBS KEEP UP good work. Btw, would nice see leveled card evolved like clash clan...",Positive,0.35071022727272727,0.5214646464646465
+Clash Royale,nan,nan,nan,nan
+Clash Royale,"For quite old game, deserve 2 stars. The battel system matching 2 levels opponents balance all. 1 level difference still understand. But 2 levels diff loose win easily matter counter, unless like hard counter. Need balance. And ppl, waiting counter ever fun all.....",Positive,0.12353479853479854,0.4063186813186813
+Clash Royale,"Even though strategy game, game decides put based deck cards. If game wants loose, will. Game programmed coins gems buy real money. Game good mind loosing lot win games get exited loose lot more, like casinos. I time killer never buy anything.",Positive,0.020512820512820492,0.3698717948717949
+Clash Royale,"So many butthurt comments, game becomes grind around 4k trophies. I account 500 wins 3800, least 10 legendaries. None paid for. Only thing would make game better gold game try different decks high levels without grinding gold years. With aside best free games market.",Positive,0.11333333333333333,0.5033333333333333
+Clash Royale,"Supercell Team, I would like suggest please make new emote available purchase using gold .....it's request! As I level 12 I need new emotes I can't buy I 16 credit/debit card.....please make changes next update..thanks",Positive,0.19318181818181818,0.32727272727272727
+Clash Royale,nan,nan,nan,nan
+Clash Royale,SUPERCELL BETTER READ ME I need rebalance game. WHY DO I HAVE LEVEL 2 EPICS WHILE IM BATTLING LEVEL 9 EPICS AND LEVEL 4 COMMON WHY WHEN I CHAT WITH SORRY THERE ISN'T AN OPTION FOR OP TROOPS TO HE REPORTED. KILL THE WITCH ITS STILL WAY TOO OP,Negative,-0.175,0.6
+Clash Royale,"I think game great, legendary cards easy get now. If I get I'm like wow. Two years ago, would best day life. So I think superscell add new card rarity, really hard find. That would make game way fun. I superscell read this, might make change.",Positive,0.2678030303030303,0.5879545454545455
+Clash Royale,"The game good (good graphics, fun competitive environment, rather easy get good card collection), yet ladder still needs work. More specifically, Supercell needs something levelled cards. It's fair someone maxed cards (*cough* ebarbs *cough*royal giant) cards dominate people lower levelled cards. If Supercell could fix (by maybe putting cap levels based king level) game would much better experience.",Positive,0.33939393939393936,0.593939393939394
+Clash Royale,nan,nan,nan,nan
+Clash Royale,"I would suggest u game.... It good initial stages... Later u start recognising bugs, even u report resolve it, feedback system sucks, say facts, respond, instead block u.... I feel even 1 star game..... If I give negative star's, I would given it.... This game sucks",Negative,-0.15555555555555556,0.3111111111111111
+Clash Royale,Used enjoy game. Lately I able win single match. I 1 legendary card King lvl 8 yet I put king lvl 7's using practically whole deck legendaries. Those cards really effect match I done game,Positive,0.24761904761904768,0.4599206349206349
+Clash Royale,Good game. Lot things pass time. Good gameplay. Full strategy. Gets thinking. Overall good app. No adds free cards almost every day free epic cards Sunday well able request cards Sunday. I wish would include boom beach instead things clash clans. That would Interesting fun.,Positive,0.3541666666666667,0.5062500000000001
+Clash Royale,I looked everywhere game cant find feature see progress achievements. It used I idea far along I e.g. friend need donate clan mates. How I see progress? Did take feature away? Will give 5 stars I see it.,Negative,-0.15000000000000002,0.7
+Clash Royale,I love game. Played like almost whole life now. The game hard. Pay play '0'. I'm arena 12. It took 3 years get high....... I'm nothing compared top players pay play. This game gets harder year. I wish people drop down. Like lvl 12 vs me. I'm died.,Negative,-0.03872222222222223,0.4070555555555555
+Clash Royale,"Well, I mean, apart ""bad luck"" (that I think completely part program) matches always perfect counter cards. I opening chest war I know hell happened chest disappeared. I mean that's all, bad optimization game, first time happen somebody else. So, could cool totally necessary fix it.",Negative,-0.07249999999999998,0.6491666666666667
+Clash Royale,Back old days get legendary card would moon literally make happy whole week. Now yay... What i'm saying legendaries aren't even care anymore. It doesnt live rank anymore,Positive,0.20519480519480518,0.5714285714285714
+Clash Royale,"Like many reviews, game much pay win game. I enjoy game, favors players able pay get better cards. They rank faster usually get better cards chest. A friend mine spent 10 bucks game already bunch legendarys. He started way me, yet I still barely gotten legendary card. You easily able pay better people don't.",Positive,0.15000000000000002,0.46111111111111114
+Clash Royale,Been playing two years swings ruin game. If opponents random would 5 stars. But game matches similar decks recently lost causes long losing winning streaks. I'd rather win 3 5 games 60 100 8 game streaks happens often.,Negative,-0.05000000000000001,0.43333333333333335
+Clash Royale,"The game glitches badly me. Which sucks I really like playing it. But bad I almost want quit. It closes battles, I relog battle hard come back I'm behind. Which I lose crowns get demoted. It's frustrating. I hate I spent money game work should. Even updates say bugs fixed, could better.",Negative,-0.2636904761904762,0.4625
+Clash Royale,Plz make compatible Mali G72 MP3. I playing game old Redmi note 3 adreno 510 GPU & phone running 60fps. But recently bought new device Oppo Realme 1 & Mali G72 MP3 GPU quite powerful too. I checked GPU playing PUBG & tht sure GPU powerful adreno 510. I sure compatibility issue. Plz fix soon. Its running 60fps GPU,Positive,0.17954545454545454,0.6352904040404042
+Clash Royale,It best startegy game world. I play game 2 years. Daily play 1 hour. It's addictive. New updates good. But top players category default sometimes. E.g: I'm playing game 22/7/18(Sunday) first place goes player finish stadium.(211). The many glitches please mix,Positive,0.1714876033057851,0.43526170798898073
+Clash Royale,nan,nan,nan,nan
+Clash Royale,You need fix freezing glitching. It's annoying middle battle. No likes loose freezes. I've playing awhile still legendary cards. When friend started 3 them. When problems get fixed I'll play again. Until I'll wait better improvement.,Positive,0.12051282051282051,0.4782051282051283
+Clash Royale,"This game fun something matchmaking. You fight people levels ""pay play"". Sometimes I think I'm matched computer another human predictions made. And downward spiral, keep going intentionally. Dishonest take money.",Negative,-0.1,0.30000000000000004
+Clash Royale,"Gotta love stopped giving reasoning behind balance change. Why necessary nerf elixir collector make dead card, curious? Additional credit goes latest update ""solid"" nerfs mortar gob hut. Keep up.",Positive,0.04285714285714285,0.6714285714285714
+Clash Royale,Fun game even playing since release still lvl 10 gotten cards. Feels heavily biased towards pay players punishing free players. If big pockets game. If prepare struggle. One year later. Still bugs all.,Negative,-0.042857142857142864,0.34285714285714286
+Clash Royale,Overall game good changing review 5 stars star many reasons so. If level level high opponent acceptable getting two/three level high opponent ang troops much high level win game like piece cake!! This hate game nowadays getting bugs,Positive,0.023181818181818182,0.4745454545454546
+Clash Royale,"Pos constantly disconnects players due poor served bw bugs cause crashes penalizes 'bad conduct' giving bam random match making. Great job, $uper$ell. I could 0 star I would. Done bs",Negative,-0.15416666666666665,0.5375
+Clash Royale,"The game favors big spenders rigged deck rotations...used fun screwing decent players over. Also favored elixir spending. Opponent push 20 elixir 5. 100% rigged game unless wanna spend $1000s dollars like so-called ""pros"" youll never get anywhere.",Positive,0.07777777777777778,0.4444444444444444
+Clash Royale,Great game first C.O.C Royale nice work. I got idea another spin C.O.B.C. CLASH OF BATTLE CHEST. With characters people know love new experience way play game different chess's board arena's things like that. Just throwing sounds good.,Positive,0.24292929292929294,0.570875420875421
+Clash Royale,Some things could improved still. But overall good game. Easily best. If best mobile game date. Clan war replaced clan chest though. Which kind sucked. Now everyone play everyday face burdon clan. Where could play like hour weekend collecting crowns clan. Now got play 3 battkes day. One batle next. Rinse repeat,Positive,0.25555555555555554,0.3888888888888889
+Clash Royale,"I playing game 2 years. But stop playing game twice getting good cards, specially legendary cards. MY collection still legendary even good epic cards. Whereas friends started play game received best cards well legendaries. I hope supercell ofcourse look matter ensure fall love game AGAIN.",Positive,0.3090909090909091,0.5545454545454546
+Clash Royale,nan,nan,nan,nan
+Clash Royale,"I would like know emotes in-app purchases only. I get need funding game, make buyable gems? Therefore players buy gems get players like without capability save gems them. I've playing long time saving gems I'd like something worth on. That's personal opinion. Overall game's great challenging good gameplay.",Positive,0.145,0.49499999999999994
+Clash Royale,"It's basically high speed animated chess. The ""chess pieces"" (which various characters) interact battle destroy opponents towers other. The player wins utilizes characters effectively (by learning capabilities character interactions combinations them, timing placing place board, etc.) Incredibly fun & competitive: 3 minute battles 60 second tie breaker overtime needed. Not difficult learn.",Positive,0.1785,0.4615
+Clash Royale,My main problem Supercell games way opponents matched. Rarely opponents match equally. You work hard get good deck play someone far advanced deck bought game pairs people based trophies player manipulate. It would far fair leave arena advanced instead able fall back play easier players.,Positive,0.20576923076923076,0.5961538461538461
+Clash Royale,"I love game, I think great. I times I play due people toxic besides cool, I also like credit help support team. It seems like boys directly issue. So I guess script say get trouble,idk. It reminds WoW problems directly. Keep game top years, also add report bar toxic people hackers",Positive,0.15250000000000002,0.5475000000000001
+Clash Royale,This game amazing I've playing long time. Even played games. The thing I think need global chat. It's hard find good clan even recruit Ayers without talking finding you. But I love it. Keep good work!!,Positive,0.2572916666666667,0.5052083333333334
+Clash Royale,"An awesome game play. Developer sure know keep surprising us new update. Overall enjoyable experience fun play. Nice graphic. The control smooth friendly user, much comment. I know everthings flaws disadvantages. Therefore, BIG THUMBS KEEP UP good work. Btw, would nice see leveled card evolved like clash clan...",Positive,0.35071022727272727,0.5214646464646465
+Clash Royale,nan,nan,nan,nan
+Clash Royale,"For quite old game, deserve 2 stars. The battel system matching 2 levels opponents balance all. 1 level difference still understand. But 2 levels diff loose win easily matter counter, unless like hard counter. Need balance. And ppl, waiting counter ever fun all.....",Positive,0.12353479853479854,0.4063186813186813
+Clash Royale,"Even though strategy game, game decides put based deck cards. If game wants loose, will. Game programmed coins gems buy real money. Game good mind loosing lot win games get exited loose lot more, like casinos. I time killer never buy anything.",Positive,0.020512820512820492,0.3698717948717949
+Clash Royale,"So many butthurt comments, game becomes grind around 4k trophies. I account 500 wins 3800, least 10 legendaries. None paid for. Only thing would make game better gold game try different decks high levels without grinding gold years. With aside best free games market.",Positive,0.11333333333333333,0.5033333333333333
+Clash Royale,"Supercell Team, I would like suggest please make new emote available purchase using gold .....it's request! As I level 12 I need new emotes I can't buy I 16 credit/debit card.....please make changes next update..thanks",Positive,0.19318181818181818,0.32727272727272727
+Clash Royale,nan,nan,nan,nan
+Clash Royale,SUPERCELL BETTER READ ME I need rebalance game. WHY DO I HAVE LEVEL 2 EPICS WHILE IM BATTLING LEVEL 9 EPICS AND LEVEL 4 COMMON WHY WHEN I CHAT WITH SORRY THERE ISN'T AN OPTION FOR OP TROOPS TO HE REPORTED. KILL THE WITCH ITS STILL WAY TOO OP,Negative,-0.175,0.6
+Clash Royale,"I think game great, legendary cards easy get now. If I get I'm like wow. Two years ago, would best day life. So I think superscell add new card rarity, really hard find. That would make game way fun. I superscell read this, might make change.",Positive,0.2678030303030303,0.5879545454545455
+Clash Royale,"The game good (good graphics, fun competitive environment, rather easy get good card collection), yet ladder still needs work. More specifically, Supercell needs something levelled cards. It's fair someone maxed cards (*cough* ebarbs *cough*royal giant) cards dominate people lower levelled cards. If Supercell could fix (by maybe putting cap levels based king level) game would much better experience.",Positive,0.33939393939393936,0.593939393939394
+Clash Royale,nan,nan,nan,nan
+Clash Royale,"I would suggest u game.... It good initial stages... Later u start recognising bugs, even u report resolve it, feedback system sucks, say facts, respond, instead block u.... I feel even 1 star game..... If I give negative star's, I would given it.... This game sucks",Negative,-0.15555555555555556,0.3111111111111111
+Clash Royale,Used enjoy game. Lately I able win single match. I 1 legendary card King lvl 8 yet I put king lvl 7's using practically whole deck legendaries. Those cards really effect match I done game,Positive,0.24761904761904768,0.4599206349206349
+Clash Royale,Good game. Lot things pass time. Good gameplay. Full strategy. Gets thinking. Overall good app. No adds free cards almost every day free epic cards Sunday well able request cards Sunday. I wish would include boom beach instead things clash clans. That would Interesting fun.,Positive,0.3541666666666667,0.5062500000000001
+Clash Royale,I looked everywhere game cant find feature see progress achievements. It used I idea far along I e.g. friend need donate clan mates. How I see progress? Did take feature away? Will give 5 stars I see it.,Negative,-0.15000000000000002,0.7
+Clash Royale,I love game. Played like almost whole life now. The game hard. Pay play '0'. I'm arena 12. It took 3 years get high....... I'm nothing compared top players pay play. This game gets harder year. I wish people drop down. Like lvl 12 vs me. I'm died.,Negative,-0.03872222222222223,0.4070555555555555
+Clash Royale,"Well, I mean, apart ""bad luck"" (that I think completely part program) matches always perfect counter cards. I opening chest war I know hell happened chest disappeared. I mean that's all, bad optimization game, first time happen somebody else. So, could cool totally necessary fix it.",Negative,-0.07249999999999998,0.6491666666666667
+Clash Royale,Back old days get legendary card would moon literally make happy whole week. Now yay... What i'm saying legendaries aren't even care anymore. It doesnt live rank anymore,Positive,0.20519480519480518,0.5714285714285714
+Clash Royale,"Like many reviews, game much pay win game. I enjoy game, favors players able pay get better cards. They rank faster usually get better cards chest. A friend mine spent 10 bucks game already bunch legendarys. He started way me, yet I still barely gotten legendary card. You easily able pay better people don't.",Positive,0.15000000000000002,0.46111111111111114
+Clash Royale,Been playing two years swings ruin game. If opponents random would 5 stars. But game matches similar decks recently lost causes long losing winning streaks. I'd rather win 3 5 games 60 100 8 game streaks happens often.,Negative,-0.05000000000000001,0.43333333333333335
+Clash Royale,"The game glitches badly me. Which sucks I really like playing it. But bad I almost want quit. It closes battles, I relog battle hard come back I'm behind. Which I lose crowns get demoted. It's frustrating. I hate I spent money game work should. Even updates say bugs fixed, could better.",Negative,-0.2636904761904762,0.4625
+Clash Royale,Plz make compatible Mali G72 MP3. I playing game old Redmi note 3 adreno 510 GPU & phone running 60fps. But recently bought new device Oppo Realme 1 & Mali G72 MP3 GPU quite powerful too. I checked GPU playing PUBG & tht sure GPU powerful adreno 510. I sure compatibility issue. Plz fix soon. Its running 60fps GPU,Positive,0.17954545454545454,0.6352904040404042
+Clash Royale,It best startegy game world. I play game 2 years. Daily play 1 hour. It's addictive. New updates good. But top players category default sometimes. E.g: I'm playing game 22/7/18(Sunday) first place goes player finish stadium.(211). The many glitches please mix,Positive,0.1714876033057851,0.43526170798898073
+Clash Royale,nan,nan,nan,nan
+Clash Royale,You need fix freezing glitching. It's annoying middle battle. No likes loose freezes. I've playing awhile still legendary cards. When friend started 3 them. When problems get fixed I'll play again. Until I'll wait better improvement.,Positive,0.12051282051282051,0.4782051282051283
+Clash Royale,"This game fun something matchmaking. You fight people levels ""pay play"". Sometimes I think I'm matched computer another human predictions made. And downward spiral, keep going intentionally. Dishonest take money.",Negative,-0.1,0.30000000000000004
+Clash Royale,"Gotta love stopped giving reasoning behind balance change. Why necessary nerf elixir collector make dead card, curious? Additional credit goes latest update ""solid"" nerfs mortar gob hut. Keep up.",Positive,0.04285714285714285,0.6714285714285714
+Clash Royale,Fun game even playing since release still lvl 10 gotten cards. Feels heavily biased towards pay players punishing free players. If big pockets game. If prepare struggle. One year later. Still bugs all.,Negative,-0.042857142857142864,0.34285714285714286
+Clash Royale,Overall game good changing review 5 stars star many reasons so. If level level high opponent acceptable getting two/three level high opponent ang troops much high level win game like piece cake!! This hate game nowadays getting bugs,Positive,0.023181818181818182,0.4745454545454546
+Clash Royale,"Pos constantly disconnects players due poor served bw bugs cause crashes penalizes 'bad conduct' giving bam random match making. Great job, $uper$ell. I could 0 star I would. Done bs",Negative,-0.15416666666666665,0.5375
+Clash Royale,"The game favors big spenders rigged deck rotations...used fun screwing decent players over. Also favored elixir spending. Opponent push 20 elixir 5. 100% rigged game unless wanna spend $1000s dollars like so-called ""pros"" youll ... Full Review",Positive,0.11666666666666667,0.45952380952380956
+Clash Royale,Great game first C.O.C Royale nice work. I got idea another spin C.O.B.C. CLASH OF BATTLE CHEST. With characters people know love new experience way play game different chess's board arena's things like that. Just throwing sounds good.,Positive,0.24292929292929294,0.570875420875421
+Clash Royale,Some things could improved still. But overall good game. Easily best. If best mobile game date. Clan war replaced clan chest though. Which kind sucked. Now everyone play everyday face burdon clan. Where could play like hour weekend collecting crowns clan. Now got play 3 battkes day. One batle next. Rinse repeat,Positive,0.25555555555555554,0.3888888888888889
+Clash Royale,"I playing game 2 years. But stop playing game twice getting good cards, specially legendary cards. MY collection still legendary even good epic cards. Whereas friends started play game received best cards well legendaries. I hope supercell ofcourse look matter ensure fall love game AGAIN.",Positive,0.3090909090909091,0.5545454545454546
+Clash Royale,nan,nan,nan,nan
+Clash Royale,"I would like know emotes in-app purchases only. I get need funding game, make buyable gems? Therefore players buy gems get players like without capability save gems them. I've playing long time saving gems I'd like something worth on. That's personal opinion. Overall game's great challenging good gameplay.",Positive,0.145,0.49499999999999994
+Clash Royale,"It's basically high speed animated chess. The ""chess pieces"" (which various characters) interact battle destroy opponents towers other. The player wins utilizes characters effectively (by learning capabilities character interactions combinations them, timing placing place board, etc.) Incredibly fun & competitive: 3 minute battles 60 second tie breaker overtime needed. Not difficult learn.",Positive,0.1785,0.4615
+Clash Royale,My main problem Supercell games way opponents matched. Rarely opponents match equally. You work hard get good deck play someone far advanced deck bought game pairs people based trophies player manipulate. It would far fair leave arena advanced instead able fall back play easier players.,Positive,0.20576923076923076,0.5961538461538461
+Clash Royale,"I love game, I think great. I times I play due people toxic besides cool, I also like credit help support team. It seems like boys directly issue. So I guess script say get trouble,idk. It reminds WoW problems directly. Keep game top years, also add report bar toxic people hackers",Positive,0.15250000000000002,0.5475000000000001
+Clash Royale,This game amazing I've playing long time. Even played games. The thing I think need global chat. It's hard find good clan even recruit Ayers without talking finding you. But I love it. Keep good work!!,Positive,0.2572916666666667,0.5052083333333334
+Clash Royale,"An awesome game play. Developer sure know keep surprising us new update. Overall enjoyable experience fun play. Nice graphic. The control smooth friendly user, much comment. I know everthings flaws disadvantages. Therefore, BIG THUMBS KEEP UP good work. Btw, would nice see leveled card evolved like clash clan...",Positive,0.35071022727272727,0.5214646464646465
+Clash Royale,nan,nan,nan,nan
+Clash Royale,"For quite old game, deserve 2 stars. The battel system matching 2 levels opponents balance all. 1 level difference still understand. But 2 levels diff loose win easily matter counter, unless like hard counter. Need balance. And ppl, waiting counter ever fun all.....",Positive,0.12353479853479854,0.4063186813186813
+Clash Royale,"Even though strategy game, game decides put based deck cards. If game wants loose, will. Game programmed coins gems buy real money. Game good mind loosing lot win games get exited loose lot more, like casinos. I time killer never buy anything.",Positive,0.020512820512820492,0.3698717948717949
+Clash Royale,"So many butthurt comments, game becomes grind around 4k trophies. I account 500 wins 3800, least 10 legendaries. None paid for. Only thing would make game better gold game try different decks high levels without grinding gold years. With aside best free games market.",Positive,0.11333333333333333,0.5033333333333333
+Clash Royale,"Supercell Team, I would like suggest please make new emote available purchase using gold .....it's request! As I level 12 I need new emotes I can't buy I 16 credit/debit card.....please make changes next update..thanks",Positive,0.19318181818181818,0.32727272727272727
+Clash Royale,nan,nan,nan,nan
+Clash Royale,SUPERCELL BETTER READ ME I need rebalance game. WHY DO I HAVE LEVEL 2 EPICS WHILE IM BATTLING LEVEL 9 EPICS AND LEVEL 4 COMMON WHY WHEN I CHAT WITH SORRY THERE ISN'T AN OPTION FOR OP TROOPS TO HE REPORTED. KILL THE WITCH ITS STILL WAY TOO OP,Negative,-0.175,0.6
+Clash Royale,"I think game great, legendary cards easy get now. If I get I'm like wow. Two years ago, would best day life. So I think superscell add new card rarity, really hard find. That would make game way fun. I superscell read this, might make change.",Positive,0.2678030303030303,0.5879545454545455
+Clash Royale,"The game good (good graphics, fun competitive environment, rather easy get good card collection), yet ladder still needs work. More specifically, Supercell needs something levelled cards. It's fair someone maxed cards (*cough* ebarbs *cough*royal giant) cards dominate people lower levelled cards. If Supercell could fix (by maybe putting cap levels based king level) game would much better experience.",Positive,0.33939393939393936,0.593939393939394
+Clash Royale,nan,nan,nan,nan
+Clash Royale,"I would suggest u game.... It good initial stages... Later u start recognising bugs, even u report resolve it, feedback system sucks, say facts, respond, instead block u.... I feel even 1 star game..... If I give negative star's, I would given it.... This game sucks",Negative,-0.15555555555555556,0.3111111111111111
+Clash Royale,Used enjoy game. Lately I able win single match. I 1 legendary card King lvl 8 yet I put king lvl 7's using practically whole deck legendaries. Those cards really effect match I done game,Positive,0.24761904761904768,0.4599206349206349
+Clash Royale,Good game. Lot things pass time. Good gameplay. Full strategy. Gets thinking. Overall good app. No adds free cards almost every day free epic cards Sunday well able request cards Sunday. I wish would include boom beach instead things clash clans. That would Interesting fun.,Positive,0.3541666666666667,0.5062500000000001
+Clash Royale,I looked everywhere game cant find feature see progress achievements. It used I idea far along I e.g. friend need donate clan mates. How I see progress? Did take feature away? Will give 5 stars I see it.,Negative,-0.15000000000000002,0.7
+Clash Royale,I love game. Played like almost whole life now. The game hard. Pay play '0'. I'm arena 12. It took 3 years get high....... I'm nothing compared top players pay play. This game gets harder year. I wish people drop down. Like lvl 12 vs me. I'm died.,Negative,-0.03872222222222223,0.4070555555555555
+Clash Royale,"Well, I mean, apart ""bad luck"" (that I think completely part program) matches always perfect counter cards. I opening chest war I know hell happened chest disappeared. I mean that's all, bad optimization game, first time happen somebody else. So, could cool totally necessary fix it.",Negative,-0.07249999999999998,0.6491666666666667
+Clash Royale,Back old days get legendary card would moon literally make happy whole week. Now yay... What i'm saying legendaries aren't even care anymore. It doesnt live rank anymore,Positive,0.20519480519480518,0.5714285714285714
+Clash Royale,"Like many reviews, game much pay win game. I enjoy game, favors players able pay get better cards. They rank faster usually get better cards chest. A friend mine spent 10 bucks game already bunch legendarys. He started way me, yet I still barely gotten legendary card. You easily able pay better people don't.",Positive,0.15000000000000002,0.46111111111111114
+Clash Royale,Been playing two years swings ruin game. If opponents random would 5 stars. But game matches similar decks recently lost causes long losing winning streaks. I'd rather win 3 5 games 60 100 8 game streaks happens often.,Negative,-0.05000000000000001,0.43333333333333335
+Clash Royale,"The game glitches badly me. Which sucks I really like playing it. But bad I almost want quit. It closes battles, I relog battle hard come back I'm behind. Which I lose crowns get demoted. It's frustrating. I hate I spent money game work should. Even updates say bugs fixed, could better.",Negative,-0.2636904761904762,0.4625
+Clash Royale,Plz make compatible Mali G72 MP3. I playing game old Redmi note 3 adreno 510 GPU & phone running 60fps. But recently bought new device Oppo Realme 1 & Mali G72 MP3 GPU quite powerful too. I checked GPU playing PUBG & tht sure GPU powerful adreno 510. I sure compatibility issue. Plz fix soon. Its running 60fps GPU,Positive,0.17954545454545454,0.6352904040404042
+Clash Royale,It best startegy game world. I play game 2 years. Daily play 1 hour. It's addictive. New updates good. But top players category default sometimes. E.g: I'm playing game 22/7/18(Sunday) first place goes player finish stadium.(211). The many glitches please mix,Positive,0.1714876033057851,0.43526170798898073
+Clash Royale,nan,nan,nan,nan
+Clash Royale,You need fix freezing glitching. It's annoying middle battle. No likes loose freezes. I've playing awhile still legendary cards. When friend started 3 them. When problems get fixed I'll play again. Until I'll wait better improvement.,Positive,0.12051282051282051,0.4782051282051283
+Clash Royale,"This game fun something matchmaking. You fight people levels ""pay play"". Sometimes I think I'm matched computer another human predictions made. And downward spiral, keep going intentionally. Dishonest take money.",Negative,-0.1,0.30000000000000004
+Clash Royale,"Gotta love stopped giving reasoning behind balance change. Why necessary nerf elixir collector make dead card, curious? Additional credit goes latest update ""solid"" nerfs mortar gob hut. Keep up.",Positive,0.04285714285714285,0.6714285714285714
+Clash Royale,Fun game even playing since release still lvl 10 gotten cards. Feels heavily biased towards pay players punishing free players. If big pockets game. If prepare struggle. One year later. Still bugs all.,Negative,-0.042857142857142864,0.34285714285714286
+Clash Royale,Overall game good changing review 5 stars star many reasons so. If level level high opponent acceptable getting two/three level high opponent ang troops much high level win game like piece cake!! This hate game nowadays getting bugs,Positive,0.023181818181818182,0.4745454545454546
+Clash Royale,"Pos constantly disconnects players due poor served bw bugs cause crashes penalizes 'bad conduct' giving bam random match making. Great job, $uper$ell. I could 0 star I would. Done bs",Negative,-0.15416666666666665,0.5375
+Clash Royale,"1.) 3 hours open chest 2.) I played total new player I get matched players high level cards 3.) So 3 hours open chest able try open ONE gonna wait 12 hours hopefully get good cards even play? 4.)Waste time even WHEN want waste time, waste space game.",Positive,0.06330578512396695,0.4426859504132232
+Clash Royale,"This game addictive competitive. I playing game launch date. There plenty updates progress game make fair enjoyable. I play game daily, yet top. You'll spend money level. I I however enjoy playing friends family linked Facebook. I could say game enjoyable fun.",Positive,0.0692307692307692,0.47692307692307695
+Clash Royale,"When game released, rating 1 star. Gave another go last year,1 star. This year, still 1 star. This game garbage, almost space new players. High level players drop trophies kicks butts newbies players. Emotes piece ❤❤❤❤ And company nothing matchmaker. Getting matched level 12s lvl 10. It garbage, garbage may remain garbage. Update : Stars increased 3, support overall fantastic.",Negative,-0.014805194805194806,0.39445887445887445
+Clash Royale,"The game fun great play. But clan wars added killed game. They took away many good things, like clan chest way get weekly loot, interest I died quickly addition clan wars. I hope improved immediate rewards return clan chest.",Positive,0.20416666666666664,0.41875
+Clash Royale,I used like game. Nowadays player leave without bad report 2 v 2. Make game less fun priority match bad. The game mostly pay win. The card balancing useless. Even new card useless repetation old card. Play game 2 years still new ideas updates. This game become common pay win games. Sure forget game soon enough.,Negative,-0.0949494949494949,0.4141895141895143
+Clash Royale,"It's good everything WAY expensive. I saw legendary chest shop I could buy, chest, I pay 500 gems!!! And cost 5 dollars get much! And legendarys nearly impossible get! My account Arena 8 6 epic cards! ☺Comment want cheaper things easy get legendaries.☺",Positive,0.16785714285714287,0.6761904761904762
+Clash Royale,"All games quiet phones lowest sound setting, however game heard mile away volume 1 phone. Also, someone AFK, take lead come back on, game notices allow losing player make comeback regardless elixir, skill many troops already play. Possibly worst game google play.",Negative,-0.1625,0.42916666666666664
+Clash Royale,"Very fun. One thing though. I get offers shop chests cost real money lot. Make buy gems too, please. And make gems slightly easier get. One last thing, new cards harder get go next arena. But I still love game :)",Positive,0.10542699724517907,0.2952617079889807
+Clash Royale,Awesome game held back intense micro transactions. Supercell taken micro transactions whole new level game. It's damn shame greed creates unbalanced game long run. Gold upgrading cards rare can't upgrade cards spending hundred's dollars. It's insane pay win mess ladder,Positive,0.01625874125874125,0.5330419580419581
+Clash Royale,2v2 section important part gameplay recently destroyed. The matchmaking realy suck BIG time. I paired every time weak partner chalangers maxed way win. I came game relax end angry frustrated. SUPERCELL fix otherwise players touch anymore . Seriously !,Negative,-0.1324074074074074,0.5157407407407407
+Clash Royale,It's good fun game. Can become addictive. A put money still same. There's hacks tricks I think make spend money. Example see energy elixure I sent army 2 seconds send army recharge 3x faster. I regret putting money it. It's scam dont need put money th game.,Positive,0.033333333333333326,0.4375
+Clash Royale,This game really fun! The gameplay great characters really cool. My advice losing matches several times row take break come back while. We humans naturally salty can't help like that. So take break come back game later. But overall great game.,Positive,0.09423076923076924,0.3038461538461538
+Clash Royale,Alright pay win. Progression troop/card collection ridiculous chest four unlockable despite fact take hours. Pay win morons abuse skeleton army beginning levels beyond. Ridiculous. Outside okay kinda fun.,Positive,0.1166666666666667,0.56875
+Clash Royale,I changed rating 5 1. Main reason - There guy clan got double attacks war day 7 times I get double attack even single time. I spent 250$ game completely free play player. So I spend money biased game. The reason clan wars destroyed spirit new players level 8.,Negative,-0.029822029822029823,0.30024050024050025
+Clash Royale,"Fun, quick, easy play. Chests limit number cards get day, get used it. I've playing apk I'm ways ahead, advice generally want drop trophies (might make crown chest easier get though), pushing hard almost guarantee paired stronger opponents.",Positive,0.16499999999999998,0.5149999999999999
+Clash Royale,"It much poor game, I sure far extend human human kind game. There stage must lose computer side slow put overpowered opponents make lose. Plying exile bar shame developers.",Negative,-0.033333333333333354,0.5320987654320989
+Clash Royale,"Used love game nowadays, supercell cares much money going pocket rather give. I lost 300 trophies lag would keep telling ""Clash Royale responding."" Happens every day, piss poor",Negative,-0.02500000000000001,0.44999999999999996
+Clash Royale,"I absolutely LOVE game addictive, exciting quite lot time tense! But PLEASE let clan wars clan amount players I heard update coming amount excitement iv'e EVER I find 10 MEMBERS ALL level 8 please let everyone clan 3 members level required. Also please respond Supercell SOMETHING. Thank do! Yours Sincerely Black knight (a clash Royale player)",Negative,-0.04791666666666666,0.6055555555555556
+Clash Royale,"I hated win battles continuous defeat cheat, they give higher level opponents attack damages decreases defeat means showing us losers, hack, cheat I like clash royale... Otherwise good.",Positive,0.12999999999999998,0.4800000000000001
+Clash Royale,"awesome game... fun, exciting, and.. never dull moment.... like game goes changes, and, always stays fresh.... thing think of, is.. needs comprehensive process recovering previous games transitioning via device change.... maybe, system, which.. old device required, to, authorize said recovery; .. know, new device..... that.. great game!.....",Positive,0.13462752525252522,0.4809343434343434
+Clash Royale,"Pay win - unable enjoy game there's players spend money game. Unfair matchmaking - can't even count many times got paired player thats 4 levels me. If could give zero, would. If want loose patience even install.",Negative,-0.022115384615384613,0.4961538461538461
+Clash Royale,"Clan chest needs brought back, clan war enough way force buying tokens upgrade normally used cards. Begining less interested game week. At least clan war chest receive 1 card thats primary deck thats never case. You've turned fun game wanted play daily even want try anymore.",Negative,-0.015151515151515154,0.3287878787878788
+Clash Royale,"The game great I playing couple years, guys yet solved problem matching opponents unequal levels. You guys sa really focus this. I lvl11 suddenly I get matched lvl12 sometimes even lvl13. The troop level difference difficult come over.",Positive,0.020000000000000018,0.57
+Clash Royale,"2v2 system su**s, 20 games played none able win. Always 2 opponents lvl 11-12 vs lvl 8-9... Really? It used 5 star, playing year I started days ago. I might stop playing again.",Positive,0.5,0.40833333333333327
+Clash Royale,The placement system broken. I put troops spot spawns somewhere completely different. The cards two overpwered. AND TO TOP IT OFF YOU SWITCHED THE CARDS TO DIFFERENT ARENAS SO NOW I DONT HAVE A CHANCE AT GETTING CARDS I WANT AND NEED.,Positive,0.024999999999999994,0.525
+Clash Royale,"Despite people say, p2w. I mean, even enemy higher card levels, still beat using strategy good card combos. On 2nd account I pushed trophies lvl 8, got 3500. If strategy, versatile cards, won. Sometimes I get frustrated p2w players usually strategy easily defended play cards right. 5/5. Well done Supercell, well done.",Positive,0.05081845238095238,0.45081845238095236
+Clash Royale,This game gets worse worse. The reason I play still I've invested much time money. Anyone considering starting game shouldn't. Just stop. Go something else. Don't spend money upgrading cards developers nerf cards ground whim. The Meta purposely set hard get cards spend hundreds become competitive.,Negative,-0.24166666666666672,0.40595238095238095
+Clash Royale,"This game definitive pay-to-win game. The matchmaking system worst I've seen gaming. I used put dollars game regularly well designed fun Supercell's unwillingness keep game fair means I spend another dime. Not mention new nickel diming, including gems arena packs anymore.",Negative,-0.16262626262626265,0.4701631701631702
+Clash Royale,"Oh I sorry, I wrote previous review bit softly (see below). This time ""best wishes"": Hopefully guys choke meal, everytime eat filthy food! Where balance? You idiots ruined game.. 9 10 I keep loosing everyday.. Can't even make chest... Uninstalling it..",Negative,-0.24583333333333332,0.5770833333333333
+Clash Royale,"I addicted. Fun, challenging, infuriating. This I said 2016 I still stuck arena 11. The competition ridiculously high matching system totally broken. I create new deck, win three row lose 4 row. This game broken now. Supercell want progress want stuck spot match weak players top tier mfers. I'm done.",Negative,-0.014886363636363642,0.526628787878788
+Clash Royale,"UPDATE .. You guys REALLY need something people leaving 2v2 matches. penalty, took away. People leaving matches gotten hand! I 5 stars, now, gets fixed, I've rated 3. Fix issue ASAP.",Positive,0.175,0.2
+Clash Royale,I really like meet new people talk friends. It also challenging game came make clan join one. There sorts stuff get like troops chests bye them. Check game build troops up.,Positive,0.007272727272727275,0.4909090909090909
+Clash Royale,Well matching system 1 v1s needs work opinion. Clash Royale still lots offer events 2 v2s play without fear losing trophies. While collecting cards grinding trophies pain lost battle easily bring full tilt. Clash Royale fun way.,Positive,0.3611111111111111,0.5277777777777778
+Clash Royale,Updated game block 2v2 matches bad player conduct. You get punished leaving match early even teammate stops playing. I've supported game well years. I donating anymore.,Negative,-0.35,0.44166666666666665
+Clash Royale,"Its Ok! I Rated 3 Star Because I Have Lot Time Spend Play Clash Royale Chest Slots Is Dumb Only 4 Chests? And Only I You Can Open Every 4,8,12,Hours 1 Day?",Positive,0.05,0.7
+Clash Royale,"I game 2 years I level 12. I tried linking game gmail would make make new account. A year ago phone broke I struggled retrieve game data, I got SIM card memory I believe. Now I new phone can't retrieve data! I paid roughly $100 account gone.",Negative,-0.16553030303030306,0.4181818181818182
+Clash Royale,I would give 5 star constant unfair match ups ridiculous! Between constant crappy pair ups 2v2 bad. The moment find great deck run go change card stats grind forever find new deck. Fun game aggravating. Just pay anything game. Not worth it!,Negative,-0.1243457300275482,0.5125344352617079
+Clash Royale,The emotes pleasing all. The older implementations better. Another thing matchmaking single player. An absolute nightmare. Getting matched higher level opponents cards I discovered yet gives huge advantage. Frustrating. This easily fixable programming configuration. Match players players similar decks. And levels. This screams pay win.,Positive,0.2278571428571429,0.5880952380952381
+Clash Royale,"I casual player, two years playing, I decided remove game. The unfair match players ruines game. How disappointed saw opponent player uses cards two levels higher you?",Negative,-0.38333333333333336,0.6527777777777778
+Clash Royale,"The game fair all. I playing game 2 years yet I can't get useful legendary cards upgrade legendaries. Moreover, friends started play get legendaries easily. At least week. I getting legendaries long time. Hope supercell fix balance game.",Positive,0.05624999999999998,0.4875
+Clash Royale,Get rid play bans. There's already much put game. Im gonna delete actively stopping playing I disconnect twice. Or least lower it? An hour eternity mobile game.,Negative,-0.20666666666666664,0.4
+Clash Royale,Horrible play win game everyone cards can't get reach higher arena. You get match pay win people time.. higher level people camp low level arena I'm level 8 I match level 10 higher time I never game someone lower level,Positive,0.1277777777777778,0.4888888888888888
+Clash Royale,"This games matchmaking joke. Its supposed random I always get put someone higher level me, someone always perfect counter deck somebody cards way higher level mine. It's ridiculous. The chests give worst cards rarely get cards deck. Its turning pay win game. Just like clash clans. Supercell got greedy. That's easy see. This needs fixed Once matchmaking gets tuned might alright. I'm level 10 facing level 12s 13s. Come on.",Positive,0.08181818181818183,0.6575757575757577
+Clash Royale,"Used love game. After latest patch, every single game last 30 second sudden death trouble placing troops. When tried place card, card come play 3-4 seconds later made droped 4k4 4k1. And no, internet perfectly fine, unless say clash royale requires stronger connection league legends blade soul shadowgun legend.",Positive,0.031385281385281384,0.34372294372294376
+Clash Royale,This game lot fun run balance issues. Some cards exceptionally strong lucky enough find almost bound lose. Nightwitch card hard counter acquire instantly disadvantage similar cards. Good idea making people pay good cards want fun win me.,Positive,0.23958333333333334,0.50625
+Clash Royale,"It clearly designed addictive, is. It good mobile game. Once playing however clearly pay win game. The game rewards bad players dump money game rather skillful play. It worst matchmaking I ever seen. Get ready play people whose cards way strong absolutely chance winning.",Negative,-0.017777777777777774,0.5877777777777777
+Clash Royale,I've game now. It's good works. However whenever I try challenge participate war starts load finally shows game already started I'm usually tower. I know people problem really annoying sucks fun it.,Negative,-0.14375000000000002,0.50625
+Clash Royale,"This game favorite time. 5/5, problem I I'm 2v2 friend. Sometimes glitched I'm stuck loading menu cant cancel. Is way fix that?",Positive,0.04999999999999999,0.7
+Clash Royale,"This game highly leveraged towards pay (a lot) win. Continued ""balance changes"" new cards screw prior developmental investment. Card level (i.e. ability spend real money) thing matters high levels. Players toxic game continues slip rankings. I HIGHLY suggest find non Supercell game play.",Positive,0.04163636363636364,0.39745454545454545
+Clash Royale,"UPDATED REVIEW: This game used solid many ""directional glitches"" towards outcome fight. Game geared make spend money progress higher levels, based pure skill using cards opponents. System purposely position higher level card players deck random position opponent counter. This adventure game skill game battles randomly decided system.",Negative,-0.12597402597402596,0.4272727272727273
+Clash Royale,Great game please put option change name profiles least time select new name ourselves. I think bit unfair name whole game. At least add option change name time (total 2 times). Thanks.,Negative,-0.05636363636363637,0.5154545454545454
+Clash Royale,Golem strong. You made royal recruits impossible use. The targeting system actually garbage. I see targeting something farther away instead closest troop. I see troops ignore another troop right front run right attack tower. Ridiculously bad targeting.,Negative,-0.0603174603174603,0.5952380952380952
+Clash Royale,"I like extended extra time normal match. 3 minutesis long heavily favour expensive deck. Now players hold back extra time spam rocket lightning double elixir time long. It fun, especially player low elixir deck. Please bring back 1 minute extra time normal match.",Negative,-0.013333333333333336,0.33999999999999997
+Clash Royale,Amazing game battle players inside outside clan. The thing I disliked game en certain level clan tournaments. I playing game year I still love it. This game great way spend time IF YOU HAVE WIFI.,Positive,0.03142857142857143,0.5071428571428572
+Clash Royale,Warning new players !!! game playable anymore cheaters using Fast elixir cheat always opponents . It's frustrating always lost via cheat. think deliberate force buy cards supercell. I think deliberate scam supercell always favoring people buys giving faster elixiir dont buy. So youre looking fair play game look games paid play overwhelming advantages,Positive,0.06661931818181817,0.6649350649350649
+Clash Royale,Need option lower graphics low end smartphones could handle game without lag. Please it.... Update: 2v2 teammate left battle I also left battle. Now saying I'm blocked 1 hour quick match.,Negative,-0.013333333333333341,0.24
+Clash Royale,"This favorite game 2 years! Until last update! It went Clash Royale Cash Royale! Their greed gotten best them! Now I can't even get response player support! I brought issue support rep & gave answer true. When I told correct asked question ""explanation"", response ignored erased! 3 times, fact, questions ignored & erased without courtesy reply! For first time long time I'm looking new game!",Positive,0.1536931818181818,0.444949494949495
+Clash Royale,problems game global chat like clash clans hard clan leaders like recruit active members. war system flawed. many people I know like new war system. could much better,Negative,-0.02357954545454545,0.43702651515151514
+Clash Royale,"CR good game good game. I would treat 5 stars rating 3 stars two reasons. First , I getting good cards like Elite barbarians I want. Second , I reached till Hog mountain yet I got 14 cards legendaries specially lumberjack I. So I would rate 5 stars I got cards mentioned",Positive,0.23839285714285713,0.4380952380952381
+Clash Royale,"This sorry exuse game another ""Free play, pay win"" game. Ive game since day one, COC, Boom beach, every time feel like im getting somewhere, lovely supercell decides add new teirs game, physically impossible get without spending real money. Total waste time. I could without kids using parents credit cards. Money well wasted lazy creators game rest crappy series.",Negative,-0.11126893939393939,0.5284090909090909
+Clash of Clans,It's amazing game I loved it. U it.The graphics awesome . Cool game. It's favourite game... I think give better events would help us grow base faster. And SUPER CELL favour search friends names also tag no. ( available ). plz favour really nice game..... also chat friends global clan . another icon,Positive,0.10595238095238095,0.6083333333333334
+Clash of Clans,"Everything wonderful got issue account. I promise say ""your case cannot solved"" instead wasting time ask questions again. Even if, said security questions matched I indeed owner, dont inform anything more. No happens, try contact email, never read information filled form.",Positive,0.6333333333333333,0.7999999999999999
+Clash of Clans,"It interesting, interactive, far I tell anyone enjoy game. I played two years problem I takes much memory. I delete I could update. The game never gets old. My whole family clan. We've fun talking others chat. This best game I've ever played. I even play games anymore.",Positive,0.14545454545454548,0.40909090909090917
+Clash of Clans,I love it. Just thing. Whats green archer towers. Th12 theme blue? Another thing think people go effort upgrading heroes less regeneration time instead higher levels. The time decrease higher go. More spells troops would appreciated. Great game keep good work,Positive,0.22121212121212122,0.40151515151515144
+Clash of Clans,This game amazing. I've playing years surpassed 6th year anniversary. The support admin wonderful questions answered quickly. The graphics great simple. Of course game promise every problem able solved. Game development harder think. There ads wonderful game free-to-play. The game quick load unless slow internet/data big update came out.,Positive,0.13541666666666669,0.5082589285714286
+Clash of Clans,#SuperCellRocks ☆☆☆☆☆ My older brother (Robie) introduced November 2017. Our father passed away 11/1/2018. He playing cell I let tablet could see phenomenal graphics better . I would love work company. I'm still trying figure email I logged created game tablet meantime I'd enjoy playing different accounts. My clan CoverYourAssets I based North Korea. I realize I another little minnow ocean gamers.,Positive,0.18489583333333331,0.49166666666666664
+Clash of Clans,Liked game little while. So I decided spend 24.99$ special money taken back right away. I the. Waited next 5 days see gems would appear I would recived 5th builder nothing happend. I call back refund money clash clans anything,Positive,0.08191964285714284,0.3508928571428571
+Clash of Clans,"It's lit! I actually started 2 years ago account, I got new though! There thing ""supercell ID"" I start over. But ok base overrushed I care! I'm also getting new iPhone I supercell ID good. This game awesomeee!!!!",Negative,-0.06710633116883118,0.5012987012987014
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,"This game pretty good, eyes anyways. Lets start CONS.. The matchmaking good people drop trophies go ham lower people. Im 2800 trophies TH 10. And rarley see TH 10's see 11's sometimes 12's giga tesla. Also builder base battle machine. Always skips buildings front reach crusher, case dies. Sometimes going tower, angles side instead nearest point. That makes seen cannon giant cannon. If fixed. The game NO complaints.",Positive,0.01874999999999999,0.65
+Clash of Clans,Even though new player find game dynamic challenging takes long time get enjoy perks seasoned players get enjoy. Ive playing 4 years see updates part reach geared toward top level players only. I however continue play.,Positive,0.17363636363636364,0.5171212121212122
+Clash of Clans,Good game. Way much money play catchup. Takes long build. You could spend couple hundred bucks catching friends easy. If want skip buy everything right cost least 20 grand kind game Cost kind money. Games great. Highway robbery. There people clan spend hundreds month. A good playstation game costs 60 bucks. Think it. Play clash buy in. Too addicting !!!,Positive,0.23251984126984127,0.6146031746031747
+Clash of Clans,Superb Time kill game. It improves mind power & make u think new traps & attack's. You learn strategy player computing them! It clean & pleasent human friendly graphics doubt game play definitely enjoyable. It resembles strategy old forms kings & queens used plan attack kingdoms order survive. Nice game recommend all. No harmful actions game like brutal murdered stuffs. It's clean addictive gamer interested worrior games.,Positive,0.07836174242424246,0.578409090909091
+Clash of Clans,"I playing thus game 2k16. It awesome. Now opened another account game want make engineered say rushed. When trying upgrade townhall shows upgrade buildings first. What happened latest version,my interest playing game lowered. It good u guys make next update. I would love play then. Please add option game able make engineered base. Thanks",Positive,0.09615384615384616,0.5275641025641026
+Clash of Clans,"I really addicted game. Thanks nice update Town hall 12. As I playing game daily I think something missing add progress bar players profile, know much updates remaining townhall. There list view updates pending town hall. So know get maxed out. thanks",Negative,-0.02222222222222223,0.3388888888888889
+Clash of Clans,"It's Freaking awesome...BUT sir, please give BUILDER BASE least 4 builder houses like home base...AND also walls like HOME BASE.....the walls joined together please separate them.....all good game.... AND also night vision day vision. Means, days turned day game night turns dark....please something it. AND also takes lot time load....FIX THIS ...BUGS....",Negative,-0.24000000000000005,0.5599999999999999
+Clash of Clans,"Not addictive was. Matching system based town hall level, league level. And I maxed upgrades storages full add bank store resources even percentage deducted fee gold future.",Positive,0.11666666666666665,0.525
+Clash of Clans,"The game great. The things I wanted added are, dark elixir storage drills troops spell levels. The things I want improve extend battle time 4 minutes 3 minutes 30 seconds building hit points must increase 15%. That's overall addictive game I love it!",Positive,0.06785714285714285,0.4928571428571428
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,"Once finish goblin campaign, go away. It's big. Also, let us go back base search, case accidentally skip good one. Charge double penalty. Would great widget showing timers such... Great game overall!",Positive,0.11000000000000001,0.41000000000000003
+Clash of Clans,"It game I play. Simply love it. But nowadays great problem arrived. We search clan war th11 rushed base, opponents r 3 th11 th12. What kind balance update this? Please fix it.",Positive,0.13999999999999999,0.73
+Clash of Clans,"Warning! HIGHLY ADDICTIVE! Been playing 2,5 years. Can't imagine life without it. It's fun, challenging another social platform. Just find right clan fine. Support responses fast. No major issues fixed promptly. Constant game development. New challenges achievements. I hate love it.",Positive,0.08863056586270872,0.5135899814471243
+Clash of Clans,"The Game cool, intense, addictive awesome. I love game much, there's thing I like clan war. It's E-Bases. I know know are, please supercell, make players complete building appear bottom war map even though troops insanely strong. It's unfair ruining classic clan wars. I hope read review. Thank guys ❤️",Positive,0.1375,0.6208333333333335
+Clash of Clans,"I went back playing Clash Clan. Yesterday I upgraded Level 4 Archen Queen Level 5. Today two hours over. But! When I used gem finish construction immediately Gem lost Dark Elixir gone without upgrading Archer Queen! Please fix return me! 30 Gems 30,000 Dark Elixir My Name Clash Clans (Dark King) Town Hall Lvl. 9",Negative,-0.13359375,0.30000000000000004
+Clash of Clans,I'm totally addicted game years. A little disappointed supercell staff delete whole conversation asking help. If know answer question asked honest say so. Don't delete conversation start again.,Negative,-0.15625000000000003,0.5916666666666667
+Clash of Clans,"Installed several years playing. Couldn't get account back since linked Facebook account, way login Google play. So linked Google play account uninstalled restart. Pretty stupid cant login Facebook since every let's it. Also customer terrible. Pretty sure automated.",Negative,-0.11428571428571425,0.6984126984126985
+Clash of Clans,"Hi supercell I playing Clash Clans 4th February 2016, today 20th July 2018, wich makes 2 years playing every single day. I level 151 TownHall 10 player wich 4200 trophies, I Titan league 3, I LOVE game, abousolutely reccomend EVERYONE. I problem :The matchmaking screwed unfair, I get maximum 10 trophies per attack, I mostly lose 25 minimum defense, please fix",Positive,0.004761904761904763,0.4523809523809524
+Clash of Clans,"Worst game support. If anyone supercell id taking details mobile, completely lose game watch guy playing. Worst update. I lost TH10 account connecting supercell id. No response support team till",Negative,-0.5399999999999999,0.6399999999999999
+Clash of Clans,We like play time give us time. What want play last minute war. It's awful guys even allowing edit war base. Not even login. It's ridiculous. Also crashing donating troops war base. We lose war this. It's really really bad,Negative,-0.6055555555555555,0.7888888888888889
+Clash of Clans,I love age empire. Because love stretagy games. Befor played cloud raider. Clash clans also think. Its good. Lots friends playing game. There little things missing compare cloud raider. I think overall nice game. Tons people love game.. im also enjoying.. good luck!!,Positive,0.20865384615384613,0.48846153846153845
+Clash of Clans,"This good game, I wish cost much play. It really makes difficult find even battlefield, I keep getting attacked buy people way beyond lvl. But I can't attack people way me. Please fix this.. make even. Thanks",Positive,0.06666666666666667,0.43333333333333335
+Clash of Clans,Before update upgrade wiz lvl 6 (max) cost 7.5 million. Now update wiz drop 5 million nmax lvl. I lost 2.5 million elixir. How come happen? Do u know collect hard?,Negative,-0.2916666666666667,0.5416666666666666
+Clash of Clans,"The game really good, I suggestion update. I think able donate resources people might able get fast enough. It clan thing people clan donate resources well reinforcements",Positive,0.24999999999999997,0.5583333333333333
+Clash of Clans,"This game good. Not best. Because th9 max hacked one. I requested SUPER CELL help me. But listen I trying say. So, please guys carefull security. But side game best strategy. And, I requesting SUPER CELL help find account.",Positive,0.15238095238095234,0.47619047619047616
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,"It's lit! I actually started 2 years ago account, I got new though! There thing ""supercell ID"" I start over. But ok base overrushed I care! I'm also getting new iPhone I supercell ID good. This game awesomeee!!!!",Negative,-0.06710633116883118,0.5012987012987014
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+Clash of Clans,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+ClassDojo,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classic Calculator,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+Classical music for baby,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClearCareGo Caregiver,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+ClickMeeting Webinars,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Cloud Print,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+Clover Dating App,nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+"Club Factory Everything, Unbeaten Price",nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Clue,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+Collage&Add Stickers papelook,nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+"Color Call - Caller Screen, LED Flash",nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,I want effect like cop ambulance laser light,Positive,0.4,0.7
+Color Flashlight,"Not seems be. Does change color (or, voltage to) LED flashlight, rather gives solid color screen bunch uselessness.",Neutral,0.0,0.1
+Color Flashlight,I hate color even come flash light rip,Negative,-0.2,0.8
+Color Flashlight,"Does says tin. If cheap enough, I'd willing pay it. Not sure there's non advertising version?",Positive,0.1,0.7097222222222221
+Color Flashlight,I give three light works color work.,Positive,0.4,0.7
+Color Flashlight,nan,nan,nan,nan
+Color Flashlight,This really damage eyes! Please Don't download!,Positive,0.3125,0.2
+Color Flashlight,It horrible even poor person would,Negative,-0.7,0.8
+Color Flashlight,Amazing app.If light best way candle light dinner.,Positive,0.6,0.65
+Color Flashlight,Dont get anyone needs flashlight flashlight button phone,Neutral,0.0,0.0
+Color Flashlight,"Lots fun settings totally customise text, colour, brightness, strobe speed visual effects, etc. Easy fun use. Great app: Thanks :)",Positive,0.3166666666666667,0.4916666666666667
+Color Flashlight,Very good app. It helped many emergency position,Positive,0.705,0.6400000000000001
+Color Road,"You make colours different. I'm slightest bit colour blind besides red I hardly tell apart. Maybe red, yellow maybe blue something along lines. Would love see small change like I'm actually able play game. Thanks.",Negative,-0.020138888888888897,0.3444444444444444
+Color Road,"I like game issues. Firstly, loading screen takes way long sometimes crashes me. Also, I think go back level 1 die, go level last got to. But good game, worth getting!",Positive,0.05937499999999999,0.28750000000000003
+Color Road,"The game lot fun addictive, works. Its constantly crashing start screen made almost impossible play. It's also extrordinarily ad heavy. Im sure set play 30 second ad even I select watch 30 second ad even though ""revive"" run. Great concept, needs big fixes.",Positive,0.030303030303030318,0.461111111111111
+Color Road,"It's pretty great. I rate 5 now. I like blue balls choice without them, I would constantly hit wrong color cause I slightly color blind. Also every game say ""loading"" 6 seconds. Great game all, enjoyable exciting.",Positive,0.05694444444444444,0.5722222222222222
+Color Road,I gave 5 star rating I issues. 1st takes forever load always crashes. 2nd glitches time makes die 3rd gives opportunity watch video get life I shows ad DOESNT RETRIVE ME!:( please fix next update smiley player:),Negative,-0.05,0.4
+Color Road,I know reason happening I came know game friend game phone phone different The game phone starts road 123.... And goes every time I start road 1 But friend's phone levels roads... I'm actually confused game's developer's game's same???,Negative,-0.3,0.428125
+Color Road,"This game waste time. Dont get it. I could play glitchy fill screen would work.why 15 play, like harmless game",Negative,-0.3333333333333333,0.26666666666666666
+Color Road,I would give good rating could actually play it. It never works swipe get colour. It makes crash that's really annoying. Please fix,Negative,-0.03333333333333336,0.5333333333333333
+Color Road,When works I give 5 stars. But keeps glitching screen laps itself. Or I get black screen vibrates I died. Please fix!!,Negative,-0.26041666666666663,0.43333333333333335
+Color Road,The game great addictive controls nerve itching. I've lost many times unsmoothness controls slow response. The boring loading delays killing joy game,Neutral,0.0,0.56875
+Color Road,"In opinion, game way many ads, impatient person sometimes. The color ball hard control move, takes several minutes load. It take long. Although, good game.",Negative,-0.017708333333333347,0.46770833333333334
+Color Road,Could get past tap play screen. No matter many times I've uninstalled cleared cache memory. No amount waiting helped either. I able ads nothing else responded.,Positive,0.25,0.4583333333333333
+Color Road,Sure game great...when works....9 times 10 screen frozen cant see anything going matter many times close reopen it. Some days good time crappy. Which rlly sucks considering paid $2.99 get rid ridiculous amt. Of ads,Positive,0.11111111111111109,0.6148148148148148
+Color Road,I like game ads annoying ever u mess loads min. But sudden ad pops luke irritating,Negative,-0.3550000000000001,0.555
+Color Road,It's nice game I spend lot time playing I like loading screen takes another issue sometimes game work I crash. I still play game fun problems.,Negative,-0.06000000000000002,0.48
+Color Road,"Voodoo, I say game fun game. I love fast paced gameplay twists, turns, jumps along way. One thing I'd like fix revive. You pay dollar revive? Can make free? Thanks.",Positive,0.1142857142857143,0.4571428571428572
+Color Road,"I even play darn game! It showed glitch screen things overlapping itself. The phone vibrates playing, I literally can't even see screen.",Negative,-0.5,0.4
+Color Road,"It worked I installed it. After I close game try re-open it,it's black screen. I remove install work...such fun game many glitches suck.",Negative,-0.03333333333333335,0.3866666666666667
+Color Road,"Like game ,but spends time ADDs. There add every single game. And live add bottom screen makes lag die easy. Makes lame uninstall best bet. Or install all.",Positive,0.028324056895485467,0.4853741496598639
+Color Road,"Loved game! But super glitchy there's ad every single attempt. I'm trying make money ads, much makes playing frustrating fun.",Positive,0.08027210884353739,0.4829931972789116
+Color Road,"The game asks would like share data ads tailored you, want option ticked undo settings. Only problem let play game unless ticked regardless says option",Negative,-0.26666666666666666,0.6
+Color Road,I liked game first even bought many ads glitched I uninstall lost purchase. Not good look. Dont waste time money game,Negative,-7.93016446160826e-18,0.4333333333333333
+Color Road,nan,nan,nan,nan
+Color Road,"I love game, I stay long start screen black show ball ""road"". I tried force stopping game help.. I uninstall reinstall fix problem...",Negative,-0.10333333333333335,0.44666666666666666
+Color Road,"Every time I tried swipe, work. Also, brothers colourblind played difficulty red green . Plz fix I'll give 4 stars",Negative,-0.1,0.15
+Color Road,"I love game enjoy playing times none I open it, glitches I'm unable play. Real disappointed I really enjoy can't play half time.",Negative,-0.09583333333333333,0.5208333333333334
+Color Road,nan,nan,nan,nan
+Color Road,"Bought ads, still seeing x-rated video ad. Be ware young kids like me! Unhappy all!",Negative,-0.3125,0.65
+Color Road,First TO MANY ADS second every time ball hits color buzzes gets SO ANNOYING last need access many things phone like phone calls???But fun.,Positive,0.10714285714285714,0.35714285714285715
+Color Road,nan,nan,nan,nan
+Color Road,"Keeps crashing beginning takes ages load adverts, start screen almost 30 seconds accasionly start I press 'tap start' I cannot play game",Negative,-0.4,0.4
+Color Road,"It many ads,and glitches I died I deleted it. Fix I'll give five stars.",Positive,0.5,0.5
+Color Road,I really like playing allows actually play. It working weird glitch thing. It would cool fixed problems.,Positive,0.03,0.43000000000000005
+Color Road,There`s many ads can't even get play minute without 30 second ad pop up. Although actual game play pretty good...,Positive,0.17499999999999996,0.43333333333333335
+Color Road,Terrible buy takes u back level 1 die recommend glitches like I'm red I go red kills like yeah bad bad game,Negative,-0.3999999999999999,0.3904761904761904
+Color Road,Game working properly. Seems like fun game worked well. The ball line I'm playing correctly. Not sure?,Negative,-0.15,0.3977777777777778
+Color Road,I hate it. It slow. And takes long time get game. Also keeps getting game. Strongly recommend.,Negative,-0.2527777777777778,0.5388888888888889
+Color Road,"It seems like really fun game... But many ads crashes often, I get play long enough know.",Positive,0.06999999999999999,0.4
+Color Road,"Loved game, although wished levels. Too many ads, trick turn internet phone, play ads!!",Positive,0.3604166666666666,0.5666666666666668
+Color Road,I hate game much way glitchy wayyyyyyy many ads I would never life ever recommend body,Negative,-0.12500000000000006,0.5
+Color Touch Effects,"Used LOVE app, lately rotating photos making blurry (even though original right side completely clear). I've tried uninstalling restarting phone, never gets better. I'm really sad this. :(",Positive,0.026339285714285704,0.6711309523809523
+Color Touch Effects,"Update..May 2018 Still using App.and still loving it. Also, great way save photos Colour Touch folder.. I really loving effects section..They outstanding. Still loving it..thanks Ed.. .Samsung Galaxy S5.*****",Positive,0.62,0.8949999999999999
+Color Touch Effects,I think deserved 3.8. I made many OC characters I would give 5 star rating.,Positive,0.5,0.5
+Color Touch Effects,This sucks like u change ur I color camera glitch,Negative,-0.3,0.3
+Color Touch Effects,"Easy use, get past Ads, however end quality poor makes end result photos useless.",Negative,-0.17916666666666667,0.4708333333333334
+Color Touch Effects,I can't create picture,Neutral,0.0,0.0
+Color Touch Effects,This makes editing fun. It added nice touch pics.,Positive,0.44999999999999996,0.6
+Color Touch Effects,I making Dame Tu Cosita picture this!,Neutral,0.0,0.0
+Color Touch Effects,Easy come easy GO Binbujang chefdemulu chef ❤️,Positive,0.43333333333333335,0.8333333333333334
+Color Touch Effects,Idk,Neutral,0.0,0.0
+Color Touch Effects,quality must improved,Neutral,0.0,0.0
+Color Touch Effects,Love colors!!!,Positive,0.9765625,0.6
+Color Touch Effects,Like,Neutral,0.0,0.0
+Color Touch Effects,Simple quick,Positive,0.16666666666666666,0.4285714285714286
+Color Touch Effects,Love it!,Positive,0.625,0.6
+Color Touch Effects,Sweet asf,Positive,0.35,0.65
+Color Touch Effects,Bad,Negative,-0.6999999999999998,0.6666666666666666
+Color Touch Effects,Love,Positive,0.5,0.6
+Color Touch Effects,I see point can't add colors,Neutral,0.0,0.0
+Color Touch Effects,I like,Neutral,0.0,0.0
+Color Touch Effects,ver nice,Positive,0.6,1.0
+Color Touch Effects,nan,nan,nan,nan
+Color Touch Effects,"Sometimes layering get bit annoying, far best free I've found editing colors filters. Hands easy learn, I would recomend anyone!",Positive,0.24833333333333335,0.7666666666666667
+Color Touch Effects,"I thought could change color pictures. But make certain part black white, original colors, put filters. Something already phone computer.",Positive,0.1056547619047619,0.4386904761904762
+Color Touch Effects,I used..or tried awful apps.this easy u see friendly yuk moment hard make up..and changes pic rotation..gteat tho..makes nice selfies.the effects really good.thumbs,Positive,0.05277777777777778,0.6791666666666667
+Color Touch Effects,Not impressed. Used changed actual shape something even edited. Now hand looks wonky. Urgh. Don't get app.,Negative,-0.26666666666666666,0.46666666666666673
+Color Touch Effects,It says something settings nothing seems work. I need help,Neutral,0.0,0.0
+Color Touch Effects,This stupid.. Try,Negative,-0.7999999999999999,1.0
+Color Touch Effects,I want able auto color pop I choose color. I want fill,Positive,0.5,0.625
+Color Touch Effects,I HATE IT.,Negative,-0.8,0.9
+Color Touch Effects,I like it.,Neutral,0.0,0.0
+Color Touch Effects,nan,nan,nan,nan
+Color Touch Effects,Can't change colors,Neutral,0.0,0.0
+Color Touch Effects,No actual colors,Neutral,0.0,0.1
+Color Touch Effects,cool!!,Positive,0.546875,0.65
+Color Touch Effects,It's ok. I fun it.,Positive,0.4,0.35
+Color Touch Effects,It sucks :/,Negative,-0.275,0.65
+Color Touch Effects,Simple easy,Positive,0.21666666666666667,0.5952380952380952
+Color Touch Effects,It.... sucks,Negative,-0.3,0.3
+Color Touch Effects,Its good,Positive,0.7,0.6000000000000001
+Color by Number - Draw Sandbox Pixel Art,It annoying wouldnt let selfies even kind good I left save anything,Positive,0.12499999999999997,0.6000000000000001
+Color by Number - Draw Sandbox Pixel Art,Too much stuff buy. To game apps. Free means everything sell. I like game play I buy.,Negative,-0.05,0.45000000000000007
+Color by Number - Draw Sandbox Pixel Art,Very fun beware suck time quickly,Positive,0.3616666666666667,0.38
+Color by Number - Draw Sandbox Pixel Art,nan,nan,nan,nan
+Color by Number - Draw Sandbox Pixel Art,It's good way waste time u r super bored best game try lol,Positive,0.24761904761904763,0.5238095238095237
+Color by Number - Draw Sandbox Pixel Art,It amazing easy addictive,Positive,0.3444444444444445,0.8777777777777778
+Color by Number - Draw Sandbox Pixel Art,Love My favourite game,Positive,0.04999999999999999,0.5
+Color by Number - Draw Sandbox Pixel Art,I think fun,Positive,0.3,0.2
+Color by Number - Draw Sandbox Pixel Art,This game amazing,Positive,0.10000000000000003,0.65
+Color by Number - Draw Sandbox Pixel Art,Its addicted,Negative,-0.4,0.6
+Color by Number - Draw Sandbox Pixel Art,Good game,Positive,0.14999999999999997,0.5
+Color by Number - Draw Sandbox Pixel Art,Its amazing,Positive,0.6000000000000001,0.9
+Color by Number - Draw Sandbox Pixel Art,Good hear,Positive,0.7,0.6000000000000001
+Color by Number - Draw Sandbox Pixel Art,Eh,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,nan,nan,nan,nan
+Color by Number - Draw Sandbox Pixel Art,Awsome,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,Awesome,Positive,1.0,1.0
+Color by Number - Draw Sandbox Pixel Art,I love best ap!!!!!!!!!!!!!,Positive,0.75,0.44999999999999996
+Color by Number - Draw Sandbox Pixel Art,Wow amazing keeps entertain lot pictures cute elegant love it♥♥♥,Positive,0.44000000000000006,0.9
+Color by Number - Draw Sandbox Pixel Art,It's okay pictures would buy,Positive,0.5,0.5
+Color by Number - Draw Sandbox Pixel Art,"Yup, great",Positive,0.8,0.75
+Color by Number - Draw Sandbox Pixel Art,"This really cute I several pixel color number games. The thing I really like get better pictures, paid subscription. I would rather watch ad locked picture get it, way Pixel Art game.",Positive,0.15999999999999998,0.42000000000000004
+Color by Number - Draw Sandbox Pixel Art,"I love confusing easy use. One thing like u finish using color, automatically chooses next color highlights numbers need it. It really relaxing takes stress you. Its addicting. ... Full Review",Positive,0.1972222222222222,0.43055555555555564
+Color by Number - Draw Sandbox Pixel Art,"I really enjoying tonight. Now magnified circle gets way. I constantly running numbers & re-color squares. Please create way turn & I could give 4 stars. If way delete completed, unwanted & premium picture less storage space I would rate 5 stars!",Positive,0.09722222222222222,0.3333333333333333
+Color by Number - Draw Sandbox Pixel Art,I like coloring I like pay good pictures. There plenty coloring cost penny. I would never pay.,Positive,0.7,0.6000000000000001
+Color by Number - Draw Sandbox Pixel Art,I disappointed theren't picture colour 3 months,Negative,-0.75,0.75
+Color by Number - Draw Sandbox Pixel Art,The thing I like ads great,Positive,0.8,0.75
+Color by Number - Draw Sandbox Pixel Art,"Squares small see, magnification tool work well.",Negative,-0.25,0.4
+Color by Number - Draw Sandbox Pixel Art,This game good I like way nos change done problem I delete Han done quite save storage tablet 80m b it?,Positive,0.14999999999999997,0.5
+Color by Number - Draw Sandbox Pixel Art,"I like app, I like fact pay get pictures. Also, give new free pictures two three weeks time. I think give new free pictures everyday color everyday want wait two three weeks.",Positive,0.11212121212121214,0.6181818181818183
+Color by Number - Draw Sandbox Pixel Art,"It's annoying complete color, allows color area wrong color...other this. Because I I installed.",Negative,-0.4000000000000001,0.7333333333333334
+Color by Number - Draw Sandbox Pixel Art,I enjoy coloring pic numbers scattered wereever. Like & makes scenes& takes 40 min. find ( frustrating),Neutral,0.0,0.7
+Color by Number - Draw Sandbox Pixel Art,They offer enough pictures I think I'm going delete try different one.,Neutral,0.0,0.55
+Color by Number - Draw Sandbox Pixel Art,I love art make saves it. Also good time waster,Positive,0.6,0.6000000000000001
+Color by Number - Draw Sandbox Pixel Art,I like however membership fee free certain degree.,Positive,0.30714285714285716,0.6857142857142857
+Color by Number - Draw Sandbox Pixel Art,It's fun way kill time disappointing unlimited unlimited new pics 2 weeks,Negative,-0.05454545454545454,0.4515151515151515
+Color by Number - Draw Sandbox Pixel Art,"Last update ruined magnifier option me. This aggravating, relaxing.",Neutral,0.0,0.06666666666666667
+Color by Number - Draw Sandbox Pixel Art,One mistake re-color square. That stresses out.,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,I really like game always unique colors makes beautiful pictures!!,Positive,0.29375,0.65
+Color by Number - Draw Sandbox Pixel Art,"You ""force stop"" using it!! This annoying!!!",Negative,-1.0,0.9
+Color by Number - Draw Sandbox Pixel Art,This relationship game ridiculous! IT'S SO HARD AND BORING GGG!,Negative,-0.5270833333333333,0.7354166666666666
+Color by Number - Draw Sandbox Pixel Art,Why good ones VIP,Positive,0.7,0.6000000000000001
+Color by Number - Draw Sandbox Pixel Art,I disappointed. No new photos color couple weeks.,Negative,-0.40909090909090906,0.6022727272727273
+Color by Number - Draw Sandbox Pixel Art,I hate fact u pay app.,Negative,-0.8,0.9
+Color by Number - Draw Sandbox Pixel Art,I think amazing thing run pictures color gets little boring,Negative,-0.1958333333333333,0.7999999999999999
+Color by Number - Draw Sandbox Pixel Art,It took like 1 second,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,It's nice loved game much,Positive,0.27499999999999997,0.6000000000000001
+Color by Number - Draw Sandbox Pixel Art,I really like game! But gives limited pictures day. And pay want day.,Negative,-0.12380952380952381,0.24761904761904763
+Color by Number - Draw Sandbox Pixel Art,Im sad didnt much color.,Negative,-0.15,0.6
+Color by Number - Draw Sandbox Pixel Art,Unable mute notifications come middle night,Negative,-0.25,0.25
+Color by Number - Draw Sandbox Pixel Art,Thisapp need tohav e thing color,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,It good dont get new pictures since update refuse pay colour,Positive,0.41818181818181815,0.5272727272727273
+Color by Number - Draw Sandbox Pixel Art,It's long since I fun mode year's,Positive,0.125,0.30000000000000004
+Color by Number - Draw Sandbox Pixel Art,I love used old phone new 10 times much better quality game.,Positive,0.16727272727272727,0.43090909090909096
+Color by Number - Draw Sandbox Pixel Art,You pay more.,Positive,0.5,0.5
+Color by Number - Draw Sandbox Pixel Art,It's OK half pay get really good number patterns that's stupid,Positive,0.05833333333333332,0.5666666666666667
+Color by Number - Draw Sandbox Pixel Art,It's really fun u waist time bored,Negative,-0.1,0.6
+Color by Number - Draw Sandbox Pixel Art,It's hard fun I love hard games,Positive,0.054166666666666655,0.4708333333333333
+Color by Number - Draw Sandbox Pixel Art,Thank game love much,Positive,0.09999999999999999,0.39999999999999997
+Color by Number - Draw Sandbox Pixel Art,I dislike I like good ones pay money outrageous I'm playing game anymore!,Negative,-0.26666666666666666,0.6666666666666666
+Color by Number - Draw Sandbox Pixel Art,This amazing!.....if Count adds....,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,It cool cause calms real quick....,Positive,0.425,0.7
+Color by Number - Draw Sandbox Pixel Art,Just started today. Like pictures colors work.,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,Can something sound make fun realistic,Positive,0.28888888888888886,0.3111111111111111
+Color by Number - Draw Sandbox Pixel Art,This good calming stress angry,Positive,0.09999999999999998,0.8
+Color by Number - Draw Sandbox Pixel Art,This given countless hours fun would recommend anyone time kill,Positive,0.15,0.35
+Color by Number - Draw Sandbox Pixel Art,I really like get a lot stress relieving,Positive,0.2,0.2
+Color by Number - Draw Sandbox Pixel Art,You add double tap feature allow color big group number,Neutral,0.0,0.05
+Color by Number - Draw Sandbox Pixel Art,nan,nan,nan,nan
+Color by Number - Draw Sandbox Pixel Art,I love game much fun,Positive,0.13333333333333333,0.39999999999999997
+Color by Number - Draw Sandbox Pixel Art,I think great game especially destress big day work/study/school. I'd recommend anyone.,Positive,0.1,0.5625
+Color by Number - Draw Sandbox Pixel Art,"This fun, great pictures ,relaxing, would get 5 stars picture would stay place",Positive,0.55,0.475
+Color by Number - Draw Sandbox Pixel Art,Could pictures,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,nan,nan,nan,nan
+Color by Number - Draw Sandbox Pixel Art,It's okay pictures pictures needs paid.,Positive,0.5,0.5
+Color by Number - Draw Sandbox Pixel Art,I like fun addictive,Positive,0.15,0.55
+Color by Number - Draw Sandbox Pixel Art,Pretty good people like colors,Positive,0.475,0.8
+Color by Number - Draw Sandbox Pixel Art,The new update so cool,Positive,0.24318181818181817,0.5522727272727272
+Color by Number - Draw Sandbox Pixel Art,The game nice need pay that's problem,Positive,0.09999999999999998,0.7
+Color by Number - Draw Sandbox Pixel Art,It good hut stupid ads,Negative,-0.04999999999999999,0.8
+Color by Number - Draw Sandbox Pixel Art,nan,nan,nan,nan
+Color by Number - Draw Sandbox Pixel Art,This game lot fun work easy calm colouring.,Positive,0.15833333333333333,0.5458333333333334
+Color by Number - Draw Sandbox Pixel Art,Its fun boring all. It's great something likes draw,Positive,0.03333333333333336,0.65
+Color by Number - Draw Sandbox Pixel Art,I wish nooooooo paying !!!!!!!,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,It's amazing carm,Positive,0.6000000000000001,0.9
+Color by Number - Draw Sandbox Pixel Art,nan,nan,nan,nan
+Color by Number - Draw Sandbox Pixel Art,I like color number,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,It's alright I like ads like pics pixel like But nice,Positive,0.6,1.0
+Color by Number - Draw Sandbox Pixel Art,No ads please,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,This ROCKS.,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,I like lot.,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,nan,nan,nan,nan
+Color by Number - Draw Sandbox Pixel Art,Its fun pay get pictures.,Positive,0.3,0.2
+Color by Number - Draw Sandbox Pixel Art,nan,nan,nan,nan
+Color by Number - Draw Sandbox Pixel Art,Yesterday's post Facebook.,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,It entertaining helps art skills detail shading creativity,Positive,0.5,0.7
+Color by Number - Draw Sandbox Pixel Art,It's adickitive,Neutral,0.0,0.0
+Color by Number - Draw Sandbox Pixel Art,I love I I'm bored,Neutral,0.0,0.8
+Color by Number - Draw Sandbox Pixel Art,So much fun!,Positive,0.375,0.2
+Color by Number - Draw Sandbox Pixel Art,This good overall rate 5-star,Positive,0.35,0.30000000000000004
+Color by Number – New Coloring Book,"I wish grayed part would little darker easier see especially small spots. Otherwise, I'm really enjoying app. Honestly, I've seen others thought weird day, I feeling well, I looked colouring favourite.",Negative,-0.017500000000000005,0.76
+Color by Number – New Coloring Book,Great app. I've tried coloring favorite. I love pictures free new added often. My suggestions improve game would add mystery images know coloring actually color make animation replay goes slower watch both.,Positive,0.27662337662337666,0.5863636363636363
+Color by Number – New Coloring Book,"*Update: uninstall stayed background drained battery twice fast normal. Plus started crash repeatedly. Decent activity time. Needs intense colors contrasts, well better indicators smaller cells hard find.",Positive,0.13214285714285712,0.6369047619047619
+Color by Number – New Coloring Book,Absolutely love it. I've never thought I'll like I found weird painting numbers device. Than I played daughters devise hooked. It's relaxing fun..... Need take take Mi waiting somewhere best do. You'll forget time space,Positive,0.325,0.525
+Color by Number – New Coloring Book,"I'm addicted site. I love watching pattern come life I finish. I wish would add patterns often I finish ones I go another site color, sites quite good one.",Positive,0.26666666666666666,0.6
+Color by Number – New Coloring Book,"Concept great. Enjoyed first couple pics, ads overwhelming middle coloring makes tablet go haywire I uninstall. Tried reinstalling several times continued issue freezing constantly crashing. takes control tablet",Positive,0.2928571428571428,0.44523809523809527
+Color by Number – New Coloring Book,"Love it! Can make replay animation end, gove us ability slow bit? That's favorite part, rewatching hard work I make something beautiful!",Positive,0.30666666666666664,0.7083333333333333
+Color by Number – New Coloring Book,"Love paid remove ads. However, every minute less refreshes, locks I back out, select image ""continue"". More annoying ads. If continues, I uninstall request refund",Positive,0.006666666666666665,0.4133333333333333
+Color by Number – New Coloring Book,sometimes let finish I almost done. So I come back later maybe even day two let finish. At times takes long time works good addictive.,Positive,0.12999999999999998,0.38
+Color by Number – New Coloring Book,"I wasn`t able open picture color even once! I problems device, yet every time I tried, pop-up appeared claiming internet connection. I good internet everything else far go. There clearly problem specific app.",Positive,0.23333333333333336,0.5388888888888889
+Color by Number – New Coloring Book,nan,nan,nan,nan
+Color by Number – New Coloring Book,"I'm addicted this, could play hours. It's nice pay pictures unlike apps. Keep good work. Would given 10 stars I could",Positive,0.3,0.7333333333333334
+Color by Number – New Coloring Book,"It's good game terribly optimized. It eats battery ridiculous rate. There's reason simple coloring game nothing moving, complex graphics, nothing. Fixing top priority",Negative,-0.1541666666666667,0.5821428571428572
+Color by Number – New Coloring Book,"Very relaxing addictive . They add new pictures regular basis. I play often even come close colouring even half what's there. Would wish replay end speed like does, could save rewatch replay.",Positive,0.03393939393939394,0.37962703962703964
+Color by Number – New Coloring Book,Addicted! Would love ability create account I pick I left devices! Currently playing phone tablet. Would great could sync.,Positive,0.16,0.47000000000000003
+Color by Number – New Coloring Book,I love . I love variety pictures. I reset tablet kept freezing tablet. I'm afraid reinstall thing. Ads pain butt live freezing entire tablet!,Positive,0.10727272727272727,0.645
+Color by Number – New Coloring Book,"Ive never really big coloring book person. At least, since I younger. But, since friend told color-by-numbers, I can't help find playing & more. So, THUMBS UP!!!!!",Positive,0.175,0.25
+Color by Number – New Coloring Book,"Awesome game. I like playing it. Does pass time. However, suggestion, unfinished drawings displayed top user go pictures find them.",Positive,0.3666666666666667,0.6333333333333333
+Color by Number – New Coloring Book,"I actually love app, flooded ads ruins it, shame really helped anxiety really beautiful colors... Wish I could buy ad free version. Uninstalled, going find drive crazy ads.",Positive,0.19999999999999996,0.6166666666666666
+Color by Number – New Coloring Book,nan,nan,nan,nan
+Color by Number – New Coloring Book,I really enjoy I request - It would great option colour ourselves. I feel like pictures wrong collage colours I'd love I could colours I want. It would great could take request consideration. Many thanks,Positive,0.38571428571428573,0.6
+Color by Number – New Coloring Book,"I loved first day, locked kept telling I internet access. I've emailed developers heard nothing back. So frustrating lovely way wind stressful day. PLEASE sort technical issues it'd five star game I could play again!",Positive,0.07857142857142854,0.46904761904761905
+Color by Number – New Coloring Book,This brilliant little app. Nothing much endless colouring fun. New free pics everyday. I suggest pay small fee take adds away absolutely worth it. Well done !!!,Positive,0.17331123737373738,0.5338383838383839
+Color by Number – New Coloring Book,"I really like graphics. I thoroughly relax create something beautiful time. I regret able save phone. Tried saving cloud, find later.",Positive,0.3875,0.45625
+Color by Number – New Coloring Book,"Alot pics, easier color number. Other color make overwhelmed deciding color use. Would great could color shade wheel tho, darkest brightest!",Positive,0.4375,0.5625
+Color by Number – New Coloring Book,Love downloaded n I'm addicted lol relaxing although I wish guys would let us grab picture finished like say wanna show later restart delete option,Positive,0.225,0.475
+Color by Number – New Coloring Book,"It's fun great killing time (if coloring) dislike enough woc races women/men. When I fair skin ones beautifully done colors beautiful compliments scene. The woc/ethnic races mostly stereotypical, unflattering blah backrounds stances. Please update this.",Positive,0.42857142857142855,0.7642857142857142
+Color by Number – New Coloring Book,It great till last update! Now I'm lucky picture loads picture black screen! So I close try load picture nothing happens please fix love app!,Positive,0.31,0.5366666666666666
+Color by Number – New Coloring Book,My husband I play every day. Its relaxing helping anxiety ADHD. Gives us something focus minds on. 5 stars. Also love daily drawings constantly updates drawings,Positive,0.16666666666666666,0.3111111111111111
+Color by Number – New Coloring Book,"Lots fun, addictive...But, geez! Not sure ads need intrusively frequent HUGE battery drain. Can't play unless phone's plugged in!",Positive,0.18125000000000002,0.5722222222222222
+Color by Number – New Coloring Book,"I like app, WAY many ads. I love pictures listening podcast, every time I come back I switch change episodes, BAM ad.",Positive,0.3333333333333333,0.3666666666666667
+Color by Number – New Coloring Book,Brilliant way relax keeps saying internet access. So disconnect device reconnect continue. Bit annoying . Other wise game really great. Could less bright colours.,Positive,0.20104166666666667,0.6489583333333332
+Color by Number – New Coloring Book,I phone love it. Thought I'd tablet larger view load. I tried uninstalling reinstalling twice I've tried sending error reports. Please fix this.,Positive,0.25,0.55
+Color by Number – New Coloring Book,nan,nan,nan,nan
+Color by Number – New Coloring Book,"Awful!! I complete picture, save it, try start another picture, tells me: ""No internet connection. Cancel retry."" I've uninstalled & re-installed 5 times now. I'm done.",Negative,-0.45,0.7
+Color by Number – New Coloring Book,This really great game calm nerves. You pull page start working calm down. Although addicting. Once I start time flys,Positive,0.1688888888888889,0.5877777777777777
+Color by Number – New Coloring Book,Fantastic relaxing. My problem I Macular degeneration. The numbers small without magnifying glass. Can I enlarge numbers setting?,Positive,0.07500000000000001,0.65
+Color by Number – New Coloring Book,"Great time killer & relaxing. The things I would change (1) I think player able choose colors & (2) sometimes picture tapped multiple times accept color. Other 2 issues, I love game!",Positive,0.19583333333333333,0.4583333333333333
+Color by Number – New Coloring Book,"till trouble, love pictures, could them, respond, want enlarge PLEASE FIX THIS AS I DON'T WANT TO TAKE IT OUT AND REINSTALL IT AS I'LL LOSE THE ONES I'VE ALREADY DONE. I HAVE NO PROBLEMS WITH MY OTHER GAMES PLEASE, PLEASE FIX IT.",Positive,0.05833333333333333,0.39166666666666666
+Color by Number – New Coloring Book,"Annoying pictures can't pulled finished list order save them. You ""start over"", means lot time wasted these.",Negative,-0.5,0.45
+ColorFil - Adult Coloring Book,"It's great but... I would like added way make coloring pages (you take photo something, take colors, color funky way!) Oh, I also eine complaint... need buy WAY TOO MUCH things! But that, perfect!!!",Positive,0.4875,0.5375
+ColorFil - Adult Coloring Book,"I would happily pay subscription fix two issues. 1. The ability easily zoom toward edges get small details. It's currently frustrating struggle so. 2. Add eye-dropper tool. That makes much easier get color needed spot missed goofed without going color palettes find needed color. You great variety pictures colors, special effects section pretty descent, although I would love see separate gradient color palettes. Nice work!",Positive,0.34404761904761905,0.7254761904761905
+ColorFil - Adult Coloring Book,I like fun colorful relaxing enjoyable I like lot. My complaint many things need buy. Oh forget need buy takes forever load can't even color fun.,Positive,0.26666666666666666,0.35000000000000003
+ColorFil - Adult Coloring Book,I bought month frustrating. I like it. It's hard get little spaces corners colored. It sure relaxing. Sorry I subscribing next month.,Negative,-0.14652777777777778,0.638425925925926
+ColorFil - Adult Coloring Book,Plenty better access us can't afford pay one. Only ones came free brand/advertising logos. No thanks.,Positive,0.2,0.625
+ColorFil - Adult Coloring Book,nan,nan,nan,nan
+ColorFil - Adult Coloring Book,"This adults, also kids. This best I ever used. It lets calm bad day!",Positive,0.14166666666666675,0.5722222222222223
+ColorFil - Adult Coloring Book,"Great, recommending friends. I addicted ever play game , fact I making drawings two days I it.",Neutral,0.0,0.5833333333333334
+ColorFil - Adult Coloring Book,I love best coloring i've ever played amazing features great quality give 4 star pay watch ads color picture want would definitely recommend friends overall amazing game,Positive,0.38750000000000007,0.54375
+ColorFil - Adult Coloring Book,"This great, downside requires internet access unlike coloring apps. Would given 5 stars offers week free premium friend sign give friend free week promised.",Positive,0.42500000000000004,0.5875
+ColorFil - Adult Coloring Book,It's great! Fun use. Great time killer! Really cool app! You bored ad something do!,Positive,0.4225,0.67
+ColorFil - Adult Coloring Book,I love it! It really good game like games pick really cool pretty color says: Oh locked pay like 7 whole dollars every month. It let's pick ALL colors,Positive,0.2875,0.6083333333333333
+ColorFil - Adult Coloring Book,nan,nan,nan,nan
+ColorFil - Adult Coloring Book,DO NOT GET THIS I DON'T CARE ABOUT WHAT OTHERS SAY. This highly inappropriate. Please get inappropriate,Positive,0.16,0.5399999999999999
+ColorFil - Adult Coloring Book,nan,nan,nan,nan
+ColorFil - Adult Coloring Book,"You see I like game I want enjoy self game guys want make parents buy good best pictures want go paradise need money share I sea live looking Samoa thing colour 7 pictures 26 locked 26 pictures good, guys share give us good pictures I tell friends."" guys game people make mean delete tell someone else",Positive,0.2123863636363636,0.4987500000000001
+ColorFil - Adult Coloring Book,"This geat time killer! It appropriate ages. When I play it, makes feel relaxed. It also helps calm down.",Positive,0.21481481481481482,0.512962962962963
+ColorFil - Adult Coloring Book,It great game. I love color pictures easy fun relaxing. It best coloring apps.,Positive,0.43888888888888894,0.513888888888889
+ColorFil - Adult Coloring Book,nan,nan,nan,nan
+ColorFil - Adult Coloring Book,Everything that's free ugly I want color picture.,Negative,-0.14999999999999997,0.9
+ColorFil - Adult Coloring Book,The pics r sooooooo undetailed ugly I recommend,Negative,-0.7,1.0
+ColorFil - Adult Coloring Book,This game amazing time killer great digital way relieve stress highly recommend,Positive,0.23199999999999998,0.518
+ColorFil - Adult Coloring Book,"Freezes Great coloring, sometimes I'm coloring, flip upside freeze I exit I lose work picture",Positive,0.8,0.75
+ColorFil - Adult Coloring Book,nan,nan,nan,nan
+ColorFil - Adult Coloring Book,You can't even get good inboxes without paying first,Positive,0.475,0.4666666666666667
+ColorFil - Adult Coloring Book,There good things expensive get picture year 39 99 I hate I hate,Negative,-0.35000000000000003,0.775
+ColorFil - Adult Coloring Book,"It needs pictures stop making ads, trying make money make whole game free",Positive,0.06666666666666667,0.5333333333333333
+ColorFil - Adult Coloring Book,"I like app, fun, relaxing, keeps busy, however, I wish pictures free I work with.",Positive,0.26666666666666666,0.43333333333333335
+ColorFil - Adult Coloring Book,"Way many ads, way much premium content.",Positive,0.35,0.35
+ColorFil - Adult Coloring Book,nan,nan,nan,nan
+ColorFil - Adult Coloring Book,This stupidest game ever recommend anyone make pay everything,Negative,-0.4,0.4
+ColorFil - Adult Coloring Book,I HATE THIS SO MUCH I HATE THE ADS AHHHH I HATE IT!!!!,Negative,-0.8666666666666667,0.9
+ColorFil - Adult Coloring Book,nan,nan,nan,nan
+ColorFil - Adult Coloring Book,It's good I art school,Positive,0.7,0.6000000000000001
+ColorFil - Adult Coloring Book,AWESOME!!!!! I absolutely loved this! Maybe add something like challenges. :-),Positive,0.7916666666666666,0.9333333333333332
+ColorFil - Adult Coloring Book,nan,nan,nan,nan
+ColorFil - Adult Coloring Book,I cant get color anything,Neutral,0.0,0.0
+ColorFil - Adult Coloring Book,I like kind hard,Positive,0.15416666666666665,0.7208333333333333
+ColorFil - Adult Coloring Book,"I love , keeps busy fidgeting problems found soothing calming",Positive,0.3,0.44999999999999996
+ColorFil - Adult Coloring Book,"I think pictures artistic imagination, I heard many ads. But I enjoyed coloring pictures",Positive,0.4444444444444444,0.7333333333333334
+ColorNote Notepad Notes,"This best note system I've ever used! Easy simple productive tool. I've used keep records health history, wrote novel, kept addresses, shopping notes, receipts, grocery lists, anything copy paste included here, even lock notes password, keep passwords recorded behind simple password, keep organized colored notes, share. I love it! If phone breaks, worries... It's backed up! There drawbacks here!",Positive,0.33498263888888885,0.5246031746031746
+ColorNote Notepad Notes,nan,nan,nan,nan
+ColorNote Notepad Notes,"I loved app. I time. Unfortunately I changed phones none notes backed up, even though I information set store notes. I contacted developer it... And even get response. So hold breath back up, need things grocery lists such, good that. Just put info need long term.",Positive,0.14166666666666664,0.5499999999999999
+ColorNote Notepad Notes,I everyday. It really help me. I'm type guy I write something like task appointment even research notes moment I'll forget busy lifestyle. I'm sure better ways keep organized I'm A.D.H.D works fast easy. I quickly jot I need moment I time I go back expound subject simplify transfer note calendar whatever organizational tools I use. I absolutely love it! I know I would without it. It saved life! Thank makers across world help support hard work!,Positive,0.19305555555555556,0.4914351851851852
+ColorNote Notepad Notes,"So useful. I multiple lists shopping, to-do, etc., plus I whenever somebody gives information - instead writing paper might get lost, I add short color note. And here's quick tip: sort notes alphabetically two notes want stay top list, begin note title special characters like *or + automatically sort top list.",Positive,0.28435374149659864,0.33877551020408164
+ColorNote Notepad Notes,"I forgetful, I tell everyone calendar happening. This makes easy make quick note list I pin homescreen I keep it! The calendar much easier Google apps. It pinned homescreen sends notifications event. If I could change anything, I would make sync Google Facebook I could keep events I forget put calendar.",Positive,0.2375,0.48333333333333334
+ColorNote Notepad Notes,"Longtime user here, TOTALLY useful app. I especially love checklist feature. I grocery list. All commonly bought items listed & I buy I check off. They stay though later, I need milk I uncheck previously checked 'Milk' note. I open @ grocery store & I put stuff cart, check, check. You're day ColorNotes.",Positive,0.1388888888888889,0.36111111111111116
+ColorNote Notepad Notes,Without doubt ... This best. Look further! It everything need ie 5 STARS. If I really pushed make suggestion would that: It doesnt automatically sinc existing calendars. Fix possible I'd give 10 Stars. Thank You.,Positive,0.3,0.5
+ColorNote Notepad Notes,"I terrible memory health condition effects brain. This made huge difference life. It's easy use, easy find, ads nothing disrupt chain thought. I everything karaoke list places friends recommend things kids ask birthday important questions ask doctor's. A+ sure!",Positive,0.21527777777777782,0.9092592592592593
+ColorNote Notepad Notes,"I need lists organize myself. This lists tick items, notes record reminders. You customize lot, EXTREMELY convenient, super simple use, email send items others AND syncs email lose/break device retrieve lists. Great novelist like snyone needs free brainspace.",Positive,0.2816666666666666,0.7147619047619047
+ColorNote Notepad Notes,Great note taking app! It's super nice simple. One flaw though. What I loose phone notes. If someone phone see notes I write times. There way log devices. Like facebook. I would love If secure. Just idea. (Samsung Galaxy S5),Positive,0.3937728937728937,0.6061486132914704
+ColorNote Notepad Notes,"Super easy set sync, phone tablet right date! If conflict saves both, really good program writing. Thx! To copy save, make template current note: menu, Send, (chose Color Note), change name save. Please add support net windows, Linux, Mac. Yes I three! Please, Please, Thanks! I see Windows app, blah, lets native windows 7, Linux, Mac support.",Positive,0.32125850340136053,0.46224489795918366
+ColorNote Notepad Notes,"It easy use. It simplistic interface controls also fairly easy understand. Largely I love simplicity. Notes also password protected. However, I ended forgetting I lost notes without way recovering. Can someone help password recovery ?",Positive,0.21666666666666667,0.6916666666666668
+ColorNote Notepad Notes,I've using years love it. I love color options ease use. My wife I frequently send lists text message back forth. The thing I really wish let share send list directly another user could see app.,Positive,0.23333333333333336,0.35000000000000003
+ColorNote Notepad Notes,"Whenever I want add item check list create check list always presents white text box uses white text. There appears option change text colour. Otherwise really like enjoy app. So simple, straight forward use. UPDATE: No way restore backups move new phone. Makes pointless.",Positive,0.08579545454545455,0.301461038961039
+ColorNote Notepad Notes,So easy convenient. For someone who's used using pen paper I trouble learning phone instead. This perfect I find using often. Perfect quick ideas anything might forget later. Highly recommend.,Positive,0.38952380952380955,0.5819047619047619
+ColorNote Notepad Notes,"The first time I reviewed 2015. Many slowly become bloated, add DLC, increase ads increase revenue. Three years later still outstanding. It I want. Of ones I've tried (Evernote, Google Keep, etc...) , easiest use.",Positive,0.19,0.4216666666666667
+ColorNote Notepad Notes,Hey I Recently Overwritten backup Google instead backing email caused data saved lost I know another way recover back? Like email stuck signing google I cant sign thru email urgent need help,Neutral,0.0,0.125
+ColorNote Notepad Notes,nan,nan,nan,nan
+ColorNote Notepad Notes,"I using ColorNote since 2014 before. I recommended many people. Until past week. I changed password several locked notes. I forgot new password. I can't believe 2018 mechanism reset forgotten password! I managed restore old backup file I changed password. However, took nearly 30 minutes searching FAQs find solution I lost notes since I changed password. I can't believe allow users change forgotten password like every program today.",Positive,0.1034090909090909,0.3007575757575758
+ColorNote Notepad Notes,"Great note except short coming. There big red X placed easy accidentally deleted list. This fun happened. If position X changed accidently hit it, would 5 star perfect me.",Positive,0.3619047619047619,0.4547619047619048
+ColorNote Notepad Notes,"I love app! Being able sync multiple devices makes easy share lists family members. Dealing MS related short term memory issues challenge made life much better, I write lists notes everything! Thank wonderful app!",Positive,0.3979166666666667,0.5322916666666666
+ColorNote Notepad Notes,"My day starts n ends same... Integral part organizing day. It's easy n refer... From checklists notes, lists scribbling thoughts n ideas... This app... Highly recommended workaholics knack perfection n bubbling ideas..",Positive,0.1977777777777778,0.4994444444444444
+ColorNote Notepad Notes,"Love app. You set reminders notes, lock notes, mark things go checklists, colour code notes, pin status bar. NO ADS bonus. And accidentally delete note, find bin restore it. Brilliant app. Highly recommend. I much. I'd lost without it!",Positive,0.45249999999999996,0.5850000000000001
+ColorNote Notepad Notes,"Best I found making keeping keeping multipal lists things do, things buy, things forget. Super easy update, add, edit, change delete list, individual item. Tried several apps, none much flexibility ease use. Once shown someone, want it. Learning curve first, easy get hang 5 10 minutes use. Best all, DEPENDABLE TRUSTABLE.",Positive,0.4055555555555556,0.42962962962962964
+ColorNote Notepad Notes,I love every day..I wish note colors applied titles body note. It distracting write notes background white. I also wish I option remove lines text notes. The check lists amazing..don't change thing!,Positive,0.25,0.3
+ColorNote Notepad Notes,I see anyone would give less 5 stars exactly says supposed keeps notes organized. I noticed people give poor rating personal problems. I love notepad!!,Positive,0.09291666666666668,0.3633333333333333
+ColorNote Notepad Notes,Only sticky notes I ever use. I love backup feature. My phone decided factory reset day I idea backing notes; feature life saver. Thank thank you!,Positive,0.3125,0.8
+ColorNote Notepad Notes,"Use every day. I think supposed link calendar, can't figure how, I'm forced remember open item day. Also, I could set sort reminder, would make much better.",Positive,0.06666666666666665,0.39999999999999997
+ColorNote Notepad Notes,"Could lock archive sort settings? I want archived notes always sorted alphabetically, reverts back sorting modified time I exit app. Really like app. Easy use, take much space. Only thing, I wish I could put 1x1 size widgets group phone's home screen, like I add multiple group.",Positive,0.13888888888888887,0.37222222222222223
+ColorNote Notepad Notes,"Very good note around. I freaked phone broke I used log miles taxes, I re-downloaded new phone notes still there. It's complicated use, color-coding, calender reminders, checklists, around let's stuff I need to. I whenever I need remind something later date doctor appointments.",Positive,0.1365909090909091,0.5586363636363636
+ColorNote Notepad Notes,"Has annoying bugs. Once add widget can't delete it, even drag recycle bin screen. Notification reminder stopped working. Will uninstall clear issues means I lose lists. Annoying.",Negative,-0.4,0.5635416666666666
+ColorNote Notepad Notes,"After 5 years using awesome app, even got awesome coz multi select option. long wait finally over. delete tons longer needed 2013 - 2017 notes. kudos guys.",Positive,0.4875,0.85
+ColorNote Notepad Notes,Been using years. It's never crashed easy use. I love automatically saves I go back screen lock phone. Also love option check list regular notes. A+++ oh ads!,Positive,0.2866666666666667,0.42205128205128206
+ColorNote Notepad Notes,"Love app. My phone come notepad, I searched simple color-sorting functionality came across one. Ads small unintrusive, plus. I like multiple sorting options styles notes. My suggestion; able option delete checked-off items checklist, rather keep crossed upon closing note.",Positive,0.15,0.39642857142857146
+ColorNote Notepad Notes,"Excellent note suitable lists text. The online sync facility helps keep devices upto date. Must Android. Hope come Chrome IOS version, universal runs platforms.",Positive,0.5166666666666667,0.5833333333333334
+ColorNote Notepad Notes,I really love app! The thing I really like paste something paragraph would merge one.,Positive,0.4125,0.4
+ColorNote Notepad Notes,nan,nan,nan,nan
+ColorNote Notepad Notes,"It's good. Very often happens, mistake delete notes written us immediately think, options : 1) Are u sure save changes made. 2) Retain deleted options mistake, like Undo options. Currently, mistake deletion happens option get details back. That's y, UNDO option must. Not sure, technically possible not.",Positive,0.16428571428571428,0.5825396825396825
+ColorNote Notepad Notes,"Kindly update feature voice note, people need go can't type time. My voice feature lack I moved apps. Hoping developer response revert.",Positive,0.6,0.9
+ColorNote Notepad Notes,"This best note system I've ever used! Easy simple productive tool. I've used keep records health history, wrote novel, kept addresses, shopping notes, receipts, grocery lists, anything copy paste included here, even lock notes with... Full Review",Positive,0.4458333333333333,0.5101190476190476
+ColorNote Notepad Notes,nan,nan,nan,nan
+ColorNote Notepad Notes,"Longtime user here, TOTALLY useful app. I especially love checklist feature. I grocery list. All commonly bought items listed & I buy I check off. They stay though later, I need milk I uncheck previously checked 'Milk' note. I open @ grocery store & I put stuff cart, check, check. You're day ColorNotes.",Positive,0.1388888888888889,0.36111111111111116
+ColorNote Notepad Notes,"I loved app. I time. Unfortunately I changed phones none notes backed up, even though I information set store notes. I contacted developer it... And even get response. So hold breath back up, need things grocery lists such, good that. Just put info need long term.",Positive,0.14166666666666664,0.5499999999999999
+ColorNote Notepad Notes,I everyday. It really help me. I'm type guy I write something like task appointment even research notes moment I'll forget busy lifestyle. I'm sure better ways keep organized I'm A.D.H.D works fast easy. I quickly jot I need moment I time I go back expound subject simplify transfer note calendar whatever organizational tools I use. I absolutely love it! I know I would without it. It saved life! Thank makers across world help support hard work!,Positive,0.19305555555555556,0.4914351851851852
+ColorNote Notepad Notes,"I forgetful, I tell everyone calendar happening. This makes easy make quick note list I pin homescreen I keep it! The calendar much easier Google apps. It pinned homescreen sends notifications event. If I could change anything, I would make sync Google Facebook I could keep events I forget put calendar.",Positive,0.2375,0.48333333333333334
+ColorNote Notepad Notes,Without doubt ... This best. Look further! It everything need ie 5 STARS. If I really pushed make suggestion would that: It doesnt automatically sinc existing calendars. Fix possible I'd give 10 Stars. Thank You.,Positive,0.3,0.5
+ColorNote Notepad Notes,"I need lists organize myself. This lists tick items, notes record reminders. You customize lot, EXTREMELY convenient, super simple use, email send items others AND syncs email lose/break device retrieve lists. Great novelist like snyone needs free brainspace.",Positive,0.2816666666666666,0.7147619047619047
+ColorNote Notepad Notes,Great note taking app! It's super nice simple. One flaw though. What I loose phone notes. If someone phone see notes I write times. There way log devices. Like facebook. I would love If secure. Just idea. (Samsung Galaxy S5),Positive,0.3937728937728937,0.6061486132914704
+ColorNote Notepad Notes,"Super easy set sync, phone tablet right date! If conflict saves both, really good program writing. Thx! To copy save, make template current note: menu, Send, (chose Color Note), change name save. Please add support net windows, Linux, Mac. Yes I three! Please, Please, Thanks! I see Windows app, blah, lets native windows 7, Linux, Mac support.",Positive,0.32125850340136053,0.46224489795918366
+ColorNote Notepad Notes,"It easy use. It simplistic interface controls also fairly easy understand. Largely I love simplicity. Notes also password protected. However, I ended forgetting I lost notes without way recovering. Can someone help password recovery ?",Positive,0.21666666666666667,0.6916666666666668
+ColorNote Notepad Notes,"I using ColorNote since 2014 before. I recommended many people. Until past week. I changed password several locked notes. I forgot new password. I can't believe 2018 mechanism reset forgotten password! I managed restore old backup file I changed password. However, took nearly 30 minutes searching FAQs find solution I lost notes since I changed password. I can't believe allow users change forgotten password like every program today.",Positive,0.1034090909090909,0.3007575757575758
+ColorNote Notepad Notes,"Whenever I want add item check list create check list always presents white text box uses white text. There appears option change text colour. Otherwise really like enjoy app. So simple, straight forward use. UPDATE: No way restore backups move new phone. Makes pointless.",Positive,0.08579545454545455,0.301461038961039
+ColorNote Notepad Notes,So easy convenient. For someone who's used using pen paper I trouble learning phone instead. This perfect I find using often. Perfect quick ideas anything might forget later. Highly recommend.,Positive,0.38952380952380955,0.5819047619047619
+ColorNote Notepad Notes,"The first time I reviewed 2015. Many slowly become bloated, add DLC, increase ads increase revenue. Three years later still outstanding. It I want. Of ones I've tried (Evernote, Google Keep, etc...) , easiest use.",Positive,0.19,0.4216666666666667
+ColorNote Notepad Notes,Hey I Recently Overwritten backup Google instead backing email caused data saved lost I know another way recover back? Like email stuck signing google I cant sign thru email urgent need help,Neutral,0.0,0.125
+ColorNote Notepad Notes,nan,nan,nan,nan
+ColorNote Notepad Notes,"Great note except short coming. There big red X placed easy accidentally deleted list. This fun happened. If position X changed accidently hit it, would 5 star perfect me.",Positive,0.3619047619047619,0.4547619047619048
+ColorNote Notepad Notes,"I love app! Being able sync multiple devices makes easy share lists family members. Dealing MS related short term memory issues challenge made life much better, I write lists notes everything! Thank wonderful app!",Positive,0.3979166666666667,0.5322916666666666
+ColorNote Notepad Notes,"My day starts n ends same... Integral part organizing day. It's easy n refer... From checklists notes, lists scribbling thoughts n ideas... This app... Highly recommended workaholics knack perfection n bubbling ideas..",Positive,0.1977777777777778,0.4994444444444444
+ColorNote Notepad Notes,"Love app. You set reminders notes, lock notes, mark things go checklists, colour code notes, pin status bar. NO ADS bonus. And accidentally delete note, find bin restore it. Brilliant app. Highly recommend. I much. I'd lost without it!",Positive,0.45249999999999996,0.5850000000000001
+ColorNote Notepad Notes,"Best I found making keeping keeping multipal lists things do, things buy, things forget. Super easy update, add, edit, change delete list, individual item. Tried several apps, none much flexibility ease use. Once shown someone, want it. Learning curve first, easy get hang 5 10 minutes use. Best all, DEPENDABLE TRUSTABLE.",Positive,0.4055555555555556,0.42962962962962964
+ColorNote Notepad Notes,I love every day..I wish note colors applied titles body note. It distracting write notes background white. I also wish I option remove lines text notes. The check lists amazing..don't change thing!,Positive,0.25,0.3
+ColorNote Notepad Notes,I see anyone would give less 5 stars exactly says supposed keeps notes organized. I noticed people give poor rating personal problems. I love notepad!!,Positive,0.09291666666666668,0.3633333333333333
+ColorNote Notepad Notes,"Use every day. I think supposed link calendar, can't figure how, I'm forced remember open item day. Also, I could set sort reminder, would make much better.",Positive,0.06666666666666665,0.39999999999999997
+ColorNote Notepad Notes,"Could lock archive sort settings? I want archived notes always sorted alphabetically, reverts back sorting modified time I exit app. Really like app. Easy use, take much space. Only thing, I wish I could put 1x1 size widgets group phone's home screen, like I add multiple group.",Positive,0.13888888888888887,0.37222222222222223
+ColorNote Notepad Notes,"Very good note around. I freaked phone broke I used log miles taxes, I re-downloaded new phone notes still there. It's complicated use, color-coding, calender reminders, checklists, around let's stuff I need to. I whenever I need remind something later date doctor appointments.",Positive,0.1365909090909091,0.5586363636363636
+ColorNote Notepad Notes,"Has annoying bugs. Once add widget can't delete it, even drag recycle bin screen. Notification reminder stopped working. Will uninstall clear issues means I lose lists. Annoying.",Negative,-0.4,0.5635416666666666
+ColorNote Notepad Notes,"After 5 years using awesome app, even got awesome coz multi select option. long wait finally over. delete tons longer needed 2013 - 2017 notes. kudos guys.",Positive,0.4875,0.85
+ColorNote Notepad Notes,"Love app. My phone come notepad, I searched simple color-sorting functionality came across one. Ads small unintrusive, plus. I like multiple sorting options styles notes. My suggestion; able option delete checked-off items checklist, rather keep crossed upon closing note.",Positive,0.15,0.39642857142857146
+ColorNote Notepad Notes,"Excellent note suitable lists text. The online sync facility helps keep devices upto date. Must Android. Hope come Chrome IOS version, universal runs platforms.",Positive,0.5166666666666667,0.5833333333333334
+ColorNote Notepad Notes,I really love app! The thing I really like paste something paragraph would merge one.,Positive,0.4125,0.4
+ColorNote Notepad Notes,nan,nan,nan,nan
+ColorNote Notepad Notes,"It's good. Very often happens, mistake delete notes written us immediately think, options : 1) Are u sure save changes made. 2) Retain deleted options mistake, like Undo options. Currently, mistake deletion happens option get details back. That's y, UNDO option must. Not sure, technically possible not.",Positive,0.16428571428571428,0.5825396825396825
+ColorNote Notepad Notes,"Kindly update feature voice note, people need go can't type time. My voice feature lack I moved apps. Hoping developer response revert.",Positive,0.6,0.9
+ColorNote Notepad Notes,"This possibly THE best note taking/checklist making I've ever used. I frustrated last 8-some months factory resetting phone, fact I figure get auto-sort checklists. This great feature I remembered seemed gone. I discovered option u've gotta select settings: go section ""Editors"" & find ""Checklist Editor"", 2nd option auto-sort checklists. This way, u check something list, automatically moves bottom unchecked items. :D LOVE IT AGAIN!!! ^_^",Positive,0.3845703125,0.4895833333333333
+ColorNote Notepad Notes,"I love write shopping daily list. When goes back light I hit back button phone saves me. Just wish color choose from, that, almazing app. Highly recommend. Atttt.",Positive,0.17666666666666667,0.30666666666666664
+ColorNote Notepad Notes,"When say necessity, think youtube, facebook email. But think necessities notes combined, color note comes mind, unquestionably great. Straight point. And never fail.i got phone.10 stars",Positive,0.5,0.575
+ColorNote Notepad Notes,"It works! Easy organize. Saving note little difficult-- hard back note progress, get note save. But man, works better Note I've used.",Negative,-0.007638888888888899,0.5625
+ColorNote Notepad Notes,"This amazing easy use. This way beyond I expect every I try. If looking take notes on, perfect also want make checklist. I never get confused. I happy app. I suggest getting it.",Positive,0.4866666666666667,0.8866666666666667
+ColorNote Notepad Notes,"Does I need, I really like it! It option change note pad colors differentiate notes, also lock feature accidentally delete important note.",Positive,0.325,0.6
+ColorNote Notepad Notes,"I little confused please help! When saves notes cloud storage,who owns cloud storage?Google Facebook color note private cloud storage?",Negative,-0.22916666666666666,0.525
+ColorNote Notepad Notes,"The best note since first still is! But want give little suggestion, refresh ui, system great dont change that, looks need refreshed! Maybe guys take look xiaomi's note ui, nevertheless best market! Keep inovating guys",Positive,0.625,0.43666666666666665
+ColorNote Notepad Notes,"I almost daily. I love color coding, I wish pink color, lol. I keep notes organized lot better trying find piece paper write on. I recommend people time.",Positive,0.34,0.41999999999999993
+ColorNote Notepad Notes,"Love it! I'm frazzled mom forgets I'm talking mid sentence. This first I whenever I get new phone tablet. I jot stuff second crosses mind. I organize shopping lists, lists packing luggage, keep track Wi-Fi passwords, EVERYTHING.",Positive,0.20227272727272724,0.2775757575757576
+ColorNote Notepad Notes,"Great always, however, bug latest. Even sync launch selected, wakes says syncing notification bar, never syncs forever says syncing. The option force close several times day. For I must alternative.",Positive,0.43333333333333335,0.5499999999999999
+ColorNote Notepad Notes,nan,nan,nan,nan
+ColorNote Notepad Notes,"No ads, light app, I installed 2 phone sync goes smoothly. But I used make long note get bit lag scroll (2gb ram phone). A simple describe. Thanks.",Positive,0.19,0.4314285714285715
+ColorNote Notepad Notes,"I started using Kindle Fire, I got smart phone, 3rd I downloaded. I love also available Windows 10, well Fires Android. I frequently day, frequently write book reviews I write I read. I archive review retrieve I may need later. My complaint colors types notes tagging. But search works wonderfully. Best all: NO ADS!!! I see recent reviews asked dictating capability. Mine using microphone keyboard. I tried laptop I literally type faster I talk. I know anyone would want delete notes ; old notes come extremely handy years later. I mine set auto backup really sure backed up. As far deleting accidentally, perhaps laptop desktop sync automatically. You could perhaps recover way. And I learned today SAVE As. But I love highly recommend it. I agree others could sync calanders, would ten star app!",Positive,0.22079365079365082,0.395652557319224
+ColorNote Notepad Notes,I using year love it. While pc rather simplistic synchronizes well berry. I also like able link seamlessly Web pages. Worth five stars.,Positive,0.18,0.38500000000000006
+ColorNote Notepad Notes,"Recommend app. Perfect to-do lists important notes.. Also, I 7 years passwords vaulted I would lost many times without ""COLORNOTES"" sync back-up",Positive,0.6333333333333333,0.8333333333333334
+ColorNote Notepad Notes,"Been using several years happy it. Many useful features. All I use. Check lists, simple notes. Synced backed devices. Perfect. Thank",Positive,0.43333333333333335,0.4761904761904762
+ColorNote Notepad Notes,Great notes app! Android notes works perfectly. Nobody wants overly complex UI take notes delivers. Been using year stop soon!,Positive,0.45625000000000004,0.5625
+ColorNote Notepad Notes,"It's good simple app. It's convenient use. Only thing - I switched new phone, I saved cloud notes. My attempts decode notes unsuccessful. I redid scratch.",Positive,0.20909090909090908,0.602922077922078
+ColorNote Notepad Notes,"I swear awesome! I NEVER set phone without it. Constantly backs notes, easy sync new device, super easy use. What's love.",Positive,0.4051948051948052,0.6744588744588744
+ColorNote Notepad Notes,"Great app, love checklist function help track. I grocery lists. Chore lists kids. Reminders me. Easy share others. Have used several years now, easily moved device next.",Positive,0.36111111111111116,0.5027777777777779
+ColorNote Notepad Notes,"Does give Personal setting options simple use. Not much drama, simple way clear idea keep good focus. Only I wish could bit math give total results list.",Positive,0.0875,0.493452380952381
+ColorNote Notepad Notes,I ColorNote remind pray. I cut pasted prayers set alarms daily weekly prayers.,Neutral,0.0,0.0
+ColorNote Notepad Notes,It easy useful. Do want note thing fast? Use this. Only issue I need app. Please let us add picture notes.,Positive,0.23333333333333334,0.6083333333333334
+ColorNote Notepad Notes,"A good 'notes' Android. Colorful, fast, intuitive. It allows widgets option save lists cloud, save sync email account. One thing would make better widgets would allow scrolling. Also, I know allows collaboration lists, like 'keep' does?",Positive,0.425,0.525
+ColorNote Notepad Notes,Grate app! Easy note text spacebar function weakness. And better choice color. Now list need new colors new titles. Thank much.,Positive,0.2812121212121212,0.4884848484848486
+ColorNote Notepad Notes,I using 4 years. Very satisfied! I create lists. I love fact sync account never notes. 5 stars plus!,Positive,0.71875,0.8
+ColorNote Notepad Notes,Perfect app! I deleted memory card thought I lost everything re-download find made autobackup. THANK YOU! Best note app.,Positive,1.0,0.65
+ColorNote Notepad Notes,nan,nan,nan,nan
+ColorNote Notepad Notes,Great app. I everyday. I Samsung LG must work every androids. I make back ups send computer info never lost..,Positive,0.20000000000000004,0.45
+ColorNote Notepad Notes,"Works great everything I want for! I love I keeping running lists edit needed, I make quick note amd set reminders. I write notes letters even lists others send easily, even lock private notes... great app!",Positive,0.5444444444444444,0.6347222222222223
+ColorNote Notepad Notes,"I love app!!! I daily basis. However, past week I receiving reminders. Please try figure happened fix asap I depend heavily reminders! Thank you!",Positive,0.103515625,0.3375
+ColorNote Notepad Notes,Its wonderful versatile storing sharing important data documents. The thing I able figure transfer documents PC.,Positive,0.6333333333333333,0.875
+ColorNote Notepad Notes,I like IT TAKES quick NOTES. The problem IS WITH The Reminder. CANNOT mark A REMINDER complete ITS REOCCURRING.,Positive,0.21666666666666667,0.45
+ColorNote Notepad Notes,"As world traveler, organization notes meetings important. Color Note necessity keeping info hand I go phone another.",Positive,0.4,1.0
+ColorNote Notepad Notes,I queen post-it notes I found this! Now I remind EVERYTHING...if calendar written down...its NOT happening! N u color code different people/events/ categories...so easy organize☺ Keeps organized n happy...life good,Positive,0.37777777777777777,0.6777777777777777
+ColorNote Notepad Notes,"Never written review before. This great little writing notes, shopping lists, lists etc... EXCEPT update app. I literally lost EVERYTHING. Work notes, shopping lists, login details, addresses, sorts notes I'll never get back. I tried looking backed suggested FAQs result encrypted word years ago. If I get response email I'll uninstall it. No warnings updates either.",Positive,0.2041666666666667,0.4166666666666667
+ColorNote Notepad Notes,So far good. The glitch every time I try themes option goes home screen reopens app.,Positive,0.39999999999999997,0.8
+ColorNote Notepad Notes,Been using yrs I remember. It enough features right front fingertips useful sorts scenarios. But many takes forever setup populate.,Positive,0.2714285714285714,0.3839285714285714
+ColorNote Notepad Notes,"Hi Color note, I always love I can't retrieve last account. My last account signed facebook said ""failed retrieve token"" please help I many important notes there.",Positive,0.15,0.4222222222222222
+ColorNote Notepad Notes,"I used almost daily several years. Simple, effective, customizable, includes free account back notes change phones devices.",Positive,0.16666666666666666,0.3261904761904762
+ColorNote Notepad Notes,Been using years. It's never crashed easy use. I love automatically saves I go back screen lock phone. Also love option check list regular notes. A+++ oh ads!,Positive,0.2866666666666667,0.42205128205128206
+ColorNote Notepad Notes,"A useful particularly forgetful people like me. You store valuable data, make to-do lists, & even write poetic ideas well.",Positive,0.19166666666666665,0.3833333333333333
+ColorNote Notepad Notes,"This useful every day life. If case I need small notes reminding important details without sticky notes, I count ColorNote.",Positive,0.15,0.4666666666666666
+ColorNote Notepad Notes,"Its useful app. The problem mistakenly deleted wrote, can't undo redo. I hope add feature",Positive,0.3,0.0
+ColorNote Notepad Notes,"Have VERY happily used years problems. But, last week so, reminders working correctly. I'll get (some) scheduled morning reminders, random point afternoon early evening, reminders day pop time. I've reset settings app, uninstalled reinstalled app, checked re-checked settings throughout phone (including syncing, allowing unrestricted data, etc.) problem persists. I (obviously, LOL) depend reminders...PLEASE HELP!!",Positive,0.32,0.5133333333333333
+ColorNote Notepad Notes,"This best I've tried. I extremely forgetful, helped tremendously. It everything I need, easy navigate through.",Positive,0.4166666666666667,0.6333333333333333
+ColorNote Notepad Notes,I used love it. But I able make lock function work notes opened anyone. Frustrated,Positive,0.10000000000000002,0.47500000000000003
+ColorNote Notepad Notes,Does exactly I need annoying ads unnecessary hassle. Great,Negative,-0.037500000000000006,0.7
+ColorNote Notepad Notes,Combined Nova I dock lock screen. Updates making bloated slow. Good work guys. Simple effective. Best free store.,Positive,0.39999999999999997,0.5428571428571428
+ColorNote Notepad Notes,"A great app. I used years, gotten better time. I notes. Nice copy automatically backed up.",Positive,0.6333333333333333,0.75
+ColorNote Notepad Notes,"I used years. When I get new device, I add color notes back first thing. I love I lock parts information I want to.",Positive,0.2215909090909091,0.34696969696969693
+ColorNote Notepad Notes,"I using since first Android phone best. My suggestion would ability share certain notes another users accounts. If I could share store list wife phone, head might explode awesomeness app. Thanks great even without feature. IOS support would cool too, completely necessary...",Positive,0.40204081632653066,0.5435374149659864
+ColorNote Notepad Notes,"Everything could want. Widgets, sorting different factors colour coding used sort different categories too. You're able name group colours makes everything lot easier search heaps heaps disorganised notes need grouped together. The backup tools great rubbish bin back type accidentally delete something.",Positive,0.26,0.515
+ColorNote Notepad Notes,"This app... whole life last many years app. I write. I really like search words notes. Even 10 000 words notes work. The crashes scroll pass heavy notes. (I'm raping it) colornote took trough time school. I learned spell writing silly stories colornote. (Enough 10~ish books) please never stop updating. If I get phone stolen, biggest worry would loosing colornote. The notes jot backed up. Developers. You saved life, I saved others. I try make assignments colornote know I'll type. It knows way saying things. You reason I passed school starting last year high school. And reason I'll (hopefully) pass high school. Just thank makeing colornote.",Positive,0.04727272727272727,0.3898484848484849
+ColorNote Notepad Notes,"Apologies bad rating! Just wanted review noticed. I love app, I wanted suggest pinning feature certain note(s) left top easy access need search. Once again, sorry bad rating",Negative,-0.053422619047619,0.6047619047619047
+ColorNote Notepad Notes,"Best note yet. Very simple, saves automatically upon closing app. I love simplicity username, password blah blah blah. Just write notes, close done. Your notes next time open app.",Positive,0.3,0.3728571428571429
+ColorNote Notepad Notes,"There way undo previous action. Example, Paste clipboard accidentally made existing text, way undo action. Worse, pressing backspace save text previous text gone. Help !",Negative,-0.11499999999999999,0.22666666666666666
+ColorNote Notepad Notes,nan,nan,nan,nan
+ColorNote Notepad Notes,This excellent help keep organised day day record. But lack privacy sometime make unsecured. Developer need resolve issue.,Positive,1.0,1.0
+ColorNote Notepad Notes,Been using note pad several years. Been 4 phone changes information always come back me. I love it.,Positive,0.16666666666666666,0.19999999999999998
+ColorNote Notepad Notes,This safe life. I able restore data automatically backed sd card. To device bricked safed. Thank you.,Positive,0.5,0.5625
+ColorNote Notepad Notes,Thanks great app. Is possible add colors new updates? It would also really good font color would change well background color.,Positive,0.36727272727272725,0.6009090909090908
+ColorNote Notepad Notes,I've using two years now. Plenty settings. I connect list devices. I add easy widget. Edit: Another year later I wanted say I'm still loving almost everyday.,Positive,0.20833333333333331,0.5958333333333333
+ColorNote Notepad Notes,This handy. I lot things plan I'm glad I plan single app.,Positive,0.3428571428571429,0.7047619047619048
+ColorSnap® Visualizer,"Database include colors. Like Redwood SW3501. Managing saved colors sucks. Something wrong editing names colors save rooms color used in. And text long enough, allow symbols abbreviate. I hired SW color consultant, keep swatches can't find good way manage app, store.",Negative,-0.030000000000000027,0.54
+ColorSnap® Visualizer,"What waste time even it, never mind trying get work. I downloaded year ago terrible then. I thought year working bugs would make work. Requires AR features. But two ways it, neither works correctly. Uninstalling.",Negative,-0.6,0.5
+ColorSnap® Visualizer,"This awesome. Idk many negative comments. It paint everything scene sometimes used guide 100% accurate picture gonna come out. I rather buy paint, unsatisfied.",Positive,0.4,0.6333333333333333
+ColorSnap® Visualizer,"Love idea instant paint, however compatible Galaxy S8 Active. Works great family members Iphone. Why offer google work latest phones? Disappointed",Positive,0.1527777777777778,0.7111111111111111
+ColorSnap® Visualizer,"Claims phone (only year old) compatible augmented version, every game I uses augmented reality zero issue phone. Definitely problem Sherwin's end, they're trying stay current tech trends cannot even deliver properly understand tech try adamantly top of. Pathetic.",Negative,-0.1,0.5125
+ColorSnap® Visualizer,"Useless that's impossible use. I assume need logged account order paint scene, however intuitive easy. Don't bother",Negative,-0.24444444444444438,0.6777777777777777
+ColorSnap® Visualizer,Horrible. It offers. Won't load picture (any them) apparently read reviews (I know better). Wish supposed to.,Negative,-0.0875,0.4625
+ColorSnap® Visualizer,"This key feature, paint scene, compatible Android phones, namely Samsung. If using iPhone I bother downloading updated work phones.",Neutral,0.0,1.0
+ColorSnap® Visualizer,"Went trouble register, tried figure find device support I wanted do. I went laptop figured stuff find picture fit (most cut off) try & color pain worth aggrevation, I 'm deleting it.",Positive,0.25,0.30000000000000004
+ColorSnap® Visualizer,"Every beige color showed variety shades gray. If android, bother app. It's complete waste time",Negative,-0.05,0.2
+ColorSnap® Visualizer,Terrible. I desire share photos company operates app. No thank you! Too many permissions required.,Negative,-0.25,0.75
+ColorSnap® Visualizer,Not intuitive use. Then I come realize compatible Note 8. Picking color palette existing pics cool tho.,Positive,0.35,0.65
+ColorSnap® Visualizer,"The AI horrible. It paints walls, mantle wall pieces. Basically anything similar color paint over.",Negative,-0.5,0.7
+ColorSnap® Visualizer,nan,nan,nan,nan
+ColorSnap® Visualizer,I would pick color region paint color shown region even close color I selected. Bizarre would even publish app.,Positive,0.4,0.6
+ColorSnap® Visualizer,It paints everything picture. The eraser huge. This program reminds photopaint came every computer 1990s.,Positive,0.4000000000000001,0.9
+ColorSnap® Visualizer,Couldn't get work. Made register nothing,Neutral,0.0,0.0
+ColorSnap® Visualizer,This work phone.,Neutral,0.0,0.0
+ColorSnap® Visualizer,Every color I picked GRAY! Big disappointment!,Negative,-0.375,0.25
+ColorSnap® Visualizer,Apparently phone I incompatible augmented reality.,Positive,0.05,0.35
+ColorSnap® Visualizer,This work.,Neutral,0.0,0.0
+ColorSnap® Visualizer,Not comparable phone. Android...,Neutral,0.0,0.0
+ColorSnap® Visualizer,This sucks! Dont waste time.,Negative,-0.2875,0.15
+ColorSnap® Visualizer,This contain features ios version! Why?,Neutral,0.0,0.0
+ColorSnap® Visualizer,Color picker even close actual color.,Neutral,0.0,0.1
+ColorSnap® Visualizer,No option AR feature Huawei.,Neutral,0.0,0.0
+ColorSnap® Visualizer,It Not enough see wall . It better I change colour furniture too.,Positive,0.25,0.5
+ColorSnap® Visualizer,Can't even connect device,Neutral,0.0,0.0
+ColorSnap® Visualizer,Real Time compatible phone.,Positive,0.2,0.30000000000000004
+ColorSnap® Visualizer,Wish could give 0 stars,Neutral,0.0,0.0
+ColorSnap® Visualizer,Not user friendly,Positive,0.375,0.5
+ColorSnap® Visualizer,Doesnt color wall,Neutral,0.0,0.0
+ColorSnap® Visualizer,Yay,Neutral,0.0,0.0
+ColorSnap® Visualizer,Garbage,Neutral,0.0,0.0
+ColorSnap® Visualizer,Very inaccurate even white walls try put color colored walls forget it. Worst color far,Negative,-0.17500000000000002,0.575
+ColorSnap® Visualizer,"Upon opening freezes over, telling move around turn lights on. Its broad daylight, I moved little, moved lot everything between. Nothing worked neither app. I'm going keep trying far dud.",Negative,-0.008333333333333331,0.6041666666666666
+ColorSnap® Visualizer,Not user friendly. Only works walls white start. All overlay paint current color aweful. I read instructions wasted much time,Positive,0.0625,0.35000000000000003
+ColorSnap® Visualizer,"Not tutorially friendly! Kept going circles getting taken areas asked sign in, etc, etc....with info coming home help project",Positive,0.46875,0.5
+ColorSnap® Visualizer,This doesnt work. Wont load picture save taken app. Tried paint exterior house function correctly.,Neutral,0.0,0.0
+ColorSnap® Visualizer,"Does says does. If want actually offers, good app; description completely inaccurate people would downloading for.",Positive,0.3,0.3333333333333333
+Colorfit - Drawing & Coloring,Good luck getting pictures free. Everyday supposed collect diamonds color pictures free. I rarely get diamonds coloring give you. I written support least 4 times results. Too bad. Nice pics I refuse pay color.,Positive,0.15000000000000005,0.7208333333333333
+Colorfit - Drawing & Coloring,"This terrible - there's way get back color chooser brush/paint screen. The way I get back go picture I'm working on, reopen it. Definitely relaxing time I looking for.",Negative,-0.25,0.375
+Colorfit - Drawing & Coloring,I love I'd like see pictures every beautiful thing world. Great job. Should maybe play games watch videos receive extra diamonds I understand days I receive five bug fix yeah ?,Positive,0.5375000000000001,0.6125
+Colorfit - Drawing & Coloring,I really liked first got really buggy. The worst part I took lot time shading went save changed colors blue! Very disappointed.,Negative,-0.15416666666666667,0.5680555555555555
+Colorfit - Drawing & Coloring,"I enjoy least earn pages checking everyday. Most frustrating thing using ""diamonds"" buy page color night ""diamonds"" finish day rolled over. I mostly night.",Positive,0.08333333333333333,0.5666666666666667
+Colorfit - Drawing & Coloring,"I love discovered feature draw mandala, always crashes midway drawing I lose picture. I mad save feature I could save drawing come back keep drawing. Right I save come back color it.... unfinished. This really frustrating I hope issue resolved soon.",Negative,-0.039880952380952385,0.5059523809523809
+Colorfit - Drawing & Coloring,"I really like choices we're given colors, hue type. The pictures too, basic elaborate...but using awhile now, become frustrating use. You guys become careless pictures. The colors run whole image, lines define pictures connected, colors run. I wish guys would fix problem, great app.",Positive,0.05000000000000002,0.5458333333333333
+Colorfit - Drawing & Coloring,"This many great pictures. However, none free. You get couple color palettes. I guess I wanted spend real money fake diamonds color palettes I would love. I hate I search free coloring books I get kind stuff free categorie. Oh well, make money too. I wish honest front I go hassle downloading uninstalling.",Positive,0.2818181818181818,0.75
+Colorfit - Drawing & Coloring,"Best coloring app, far! The cost extra pictures fair.. plus give opportunity earn free diamonds daily, color free images available while, build fair amount them! On top that, auto saves work, gives fun options completed pics. All around fair, loaded brim image/color selection sharing options.",Positive,0.45,0.5666666666666668
+Colorfit - Drawing & Coloring,"One better coloring I've tried. They update new images frequently. It mess though. It often resets back 5 coins even though I ""check in"" every day. I've also lost progress pictures less common.",Negative,-0.0008838383838383849,0.28270202020202023
+Colorfit - Drawing & Coloring,"When I got app, I noticed 7 images needed diamonds colored. Unless come game every day, many coloring pages unless wanted pay them.",Positive,0.04999999999999999,0.45
+Colorfit - Drawing & Coloring,"WHOA! A hundred bucks buy! You crazy. I love picture selection, looks like good color selection, even eye-dropper tool, I consider THE important tool, that's worth hundred bucks. Your effects sorely lacking cost diamonds unlock set gradients picture pricey say least. Sorry, worth relaxation time.",Positive,0.1,0.5874999999999999
+Colorfit - Drawing & Coloring,I love it. Beautiful pictures chose from. Nice color selection. Always way get new daily diamonds free. No money spent. Only downfall coloring bleed sections area wanted it.,Positive,0.29829545454545453,0.6193181818181819
+Colorfit - Drawing & Coloring,"I like it. It keeps busy im bored. Although There thing. When hold screen like color thing. That colored bubble comes up. Kinda annoying,if fix give 5 stars",Negative,-0.2,0.65
+Colorfit - Drawing & Coloring,I love How many different pictures choose from. I also love free pictures to. The ones cost real money everyday get diamonds buy pictures color.,Positive,0.27142857142857146,0.5714285714285714
+Colorfit - Drawing & Coloring,"On good side, coloring pictures easy hundreds beautiful patterns pictures choose from. However, downside microtransactions constantly shove throat. You're forced fork 10 diamonds EVERY SINGLE TIME want color picture. And art supplies limited, too; also spend 10 diamonds crayon different picture. OR, spend $17.94 want keep art supplies forever without waste diamonds! OR OR, even better idea... WHY DON'T YOU JUST MAKE EVERYTHING FREE?!? I want waste in-game currency stupid paintbrush!!! I just...literally can't even. The sentiment nice, it'll meet coloring book needs nicely enough, still wary much cash spending. You could lose fortune. So sayeth I, Olivia Haley.",Positive,0.08179271708683472,0.5072829131652661
+Colorfit - Drawing & Coloring,It's great game reason I gave 4 stars instead 5 I want things free instead using gems. Please make things free I give 5 stars do. (@_@),Positive,0.30000000000000004,0.6875
+Colorfit - Drawing & Coloring,"Love it. Coloring sure relaxing. I like fact pokemon I colors. Though, I still get many others strange patterns inside animals. Honestly, I hate them. It's looks ugly matter color (yes I always think things colorful ugly).",Negative,-0.05625,0.6798611111111111
+Colorfit - Drawing & Coloring,"I looove app. Beautiful designs, great colors & everything. thing I would want change start picture already colored beginning without losing previous progress (= without editing )",Positive,0.4944444444444444,0.638888888888889
+Colorfit - Drawing & Coloring,nan,nan,nan,nan
+Colorfit - Drawing & Coloring,"My favorite coloring far. Lots colors, hundreds pictures choose new pictures added weekly, sometimes even daily!",Positive,0.18409090909090908,0.6136363636363636
+Colorfit - Drawing & Coloring,"The best kind. You need diamonds buy pics, real money, check everyday play free. Edit: I know happened, can't stop crashing.",Positive,0.4,0.5800000000000001
+Colorfit - Drawing & Coloring,"gradients well solids, erasers, multiple tools. could choose size brushes, it'd PERFECTION! sort revolutionary - put aside $70 markers this.",Neutral,0.0,0.0
+Colorfit - Drawing & Coloring,Many many designs choose great variation color pallets... top completion get option change black outlines white make disappear altogether saving/sharing creation! FABTASTIC GAME... kudos development team!,Positive,0.23333333333333334,0.4404761904761905
+Colorfit - Drawing & Coloring,I hate app! Its supposed drawing colouring. It's also supposed easy. Well not. Just working whatever's gonna app. Sorry I'm rude. I'm giving honest opinion.,Negative,-0.15333333333333335,0.8466666666666667
+Colorfit - Drawing & Coloring,Why coloring show color palettes zoom player picked picture ready start coloring. Some pictures sections small amount zooming would make big enough color. And 2 color palettes color strange could them. A good developer would accurate display color palettes description pictures zoomed player could tell sections small. Since see fit trying trap people getting app.YES I SAID TRAP WHAT ELSE WOULD YOU CALL IT. Am uninstalling thieving crook.,Positive,0.12777777777777777,0.4092592592592592
+Colorfit - Drawing & Coloring,This colour game pretty awesome!! But I dont like since many things free. I dont really enjoying game,Positive,0.2642857142857143,0.6714285714285715
+Colorfit - Drawing & Coloring,"I barely anything asked rate app. I idea good yet, I'll give 3. If I decide later I remember change rating, maybe I will.",Positive,0.25,0.23333333333333336
+Colorfit - Drawing & Coloring,"There many coloring seem pics, less. These fresh site makes possible get ones want without purchase subscription.",Positive,0.15833333333333333,0.5166666666666666
+Colorfit - Drawing & Coloring,"I love dif brushes available. However, controls buggy. The colors lagging. There coloring I I prefer this. Too many problems",Positive,0.4666666666666666,0.5
+Colorfit - Drawing & Coloring,I played game yet. But I love colouring. So I hope would useful colouring lovers . It wonderful game. I think takes time I liked it. Don't forget awesome game,Positive,0.27499999999999997,0.5750000000000001
+Colorfit - Drawing & Coloring,"I rated 5 stars previously. However, using days I took star away. Only I issues I would like addressed. The bleeding colors still happening I disappointed full colors include gradient colors like silvers golds neons. There good give gradient choices free picture choices suck. Hopefully people help make wonderful. Fantastic colors picture choices. Just needs way view others' artwork, view choices pictures paid for, way view pics want pay for, perhaps pallet neon colors way erase misplaced color done previously. I apologize submitting twice I unable edit first submission.",Positive,0.10972222222222221,0.5805555555555556
+Colorfit - Drawing & Coloring,"I love working app. It relaxes mind lets expand color. I however wish application, creators it, would offer free picture daily color. It sure would make top-notch everybody instead giving 5 Stars I would give 10 Stars",Positive,0.48,0.6577777777777778
+Colorfit - Drawing & Coloring,"I Love app. Only issue I regarding payment fees charge set fee tier weekly, monthly & yearly. The weekly price time fee. I thank great pics.",Positive,0.43333333333333335,0.7833333333333333
+Colorfit - Drawing & Coloring,I actually loved holidays. Now lags bad. Won't upload pictures. Freeze's non-stop,Positive,5.551115123125783e-17,0.7333333333333334
+Colorfit - Drawing & Coloring,nan,nan,nan,nan
+Colorfit - Drawing & Coloring,"Love EXCEPT number free pictures....and price unlock picture! Why option earn FREE coins, watching ads, completing offers, etc.?",Positive,0.375,0.55
+Colorfit - Drawing & Coloring,There 15 free coloring pages. The rest cost. This bad.,Negative,-0.1499999999999999,0.7333333333333334
+Colorfit - Drawing & Coloring,The ads get colors available free quit working want spend money. There free pictures chose,Positive,0.4000000000000001,0.6666666666666666
+Colorfit - Drawing & Coloring,Addictive options colouring great! The undo button erases little ruin thing. My favourite colouring book far,Positive,0.228125,0.7875
+Colorful Glitter Neon Butterfly Keyboard Theme,After sleep,Neutral,0.0,0.0
+Colorful Glitter Neon Butterfly Keyboard Theme,This bad,Negative,-0.6999999999999998,0.6666666666666666
+Colorful Glitter Neon Butterfly Keyboard Theme,I love,Positive,0.5,0.6
+Colorful Glitter Neon Butterfly Keyboard Theme,Awesome theme,Positive,1.0,1.0
+Colorful Glitter Neon Butterfly Keyboard Theme,Fool you,Neutral,0.0,0.0
+Colorful Glitter Neon Butterfly Keyboard Theme,Fake,Negative,-0.5,1.0
+Colorful Glitter Neon Butterfly Keyboard Theme,Nice,Positive,0.6,1.0
+Colorful Glitter Neon Butterfly Keyboard Theme,I loved theme,Positive,0.7,0.8
+Colorful Glitter Neon Butterfly Keyboard Theme,Same,Neutral,0.0,0.125
+Colorful Glitter Neon Butterfly Keyboard Theme,Rubbish,Neutral,0.0,0.0
+Colorful Glitter Neon Butterfly Keyboard Theme,Simple lazy,Negative,-0.125,0.6785714285714286
+Colorful Glitter Neon Butterfly Keyboard Theme,Fake,Negative,-0.5,1.0
+Colorful Glitter Neon Butterfly Keyboard Theme,Nice,Positive,0.6,1.0
+Colorful Glitter Neon Butterfly Keyboard Theme,Love,Positive,0.5,0.6
+Colorful Glitter Neon Butterfly Keyboard Theme,nan,nan,nan,nan
+Colorful Glitter Neon Butterfly Keyboard Theme,Great,Positive,0.8,0.75
+Colorful Glitter Neon Butterfly Keyboard Theme,It's horrible,Negative,-1.0,1.0
+Colorful Glitter Neon Butterfly Keyboard Theme,nan,nan,nan,nan
+Colorful Glitter Neon Butterfly Keyboard Theme,Nice,Positive,0.6,1.0
+Colorful Glitter Neon Butterfly Keyboard Theme,nan,nan,nan,nan
+Colorful Glitter Neon Butterfly Keyboard Theme,It looks nice,Positive,0.6,1.0
+Colorful Glitter Neon Butterfly Keyboard Theme,nan,nan,nan,nan
+Colorful Glitter Neon Butterfly Keyboard Theme,nan,nan,nan,nan
+Colorful Glitter Neon Butterfly Keyboard Theme,Its amazing,Positive,0.6000000000000001,0.9
+Colorful Glitter Neon Butterfly Keyboard Theme,nan,nan,nan,nan
+Colorful Glitter Neon Butterfly Keyboard Theme,Abbi was installed after it was installed,Neutral,0.0,0.0
+Colorful Glitter Neon Butterfly Keyboard Theme,Wasn't good I hate,Negative,-0.050000000000000044,0.75
+Colorful Glitter Neon Butterfly Keyboard Theme,I'd like app. It works,Neutral,0.0,0.0
+Colorful Glitter Neon Butterfly Keyboard Theme,Horrible waste time,Negative,-0.6,0.5
+Colorful Glitter Neon Butterfly Keyboard Theme,wonderful....,Positive,1.0,1.0
+Colorful Glitter Neon Butterfly Keyboard Theme,1 problem TAKES FOREVER!!!!!!!!!,Neutral,0.0,0.0
+Colorful Glitter Neon Butterfly Keyboard Theme,I really like app.,Positive,0.2,0.2
+Colorful Glitter Neon Butterfly Keyboard Theme,Lovely,Positive,0.5,0.75
+Colorful Glitter Neon Butterfly Keyboard Theme,Good,Positive,0.7,0.6000000000000001
+Colorful Glitter Neon Butterfly Keyboard Theme,Its burring lmaoo made,Neutral,0.0,0.0
+Colorful Glitter Neon Butterfly Keyboard Theme,nan,nan,nan,nan
+Colorful Glitter Neon Butterfly Keyboard Theme,Your yum pulip pettiMinde this is langkodakalakara okay,Positive,0.5,0.5
+Colorful Glitter Neon Butterfly Keyboard Theme,nan,nan,nan,nan
+Colorful Glitter Neon Butterfly Keyboard Theme,Lovely,Positive,0.5,0.75
+Colorful Glitter Neon Butterfly Keyboard Theme,I guess cool actually I something I downloaded totally went went phone . I really really wanted hav cool keyboard,Positive,0.18,0.47000000000000003
+Colorfy: Coloring Book for Adults - Free,"Pretty cool idea, nice starter palettes I love choice images. One thing I devs make clear - paying unlock entire unlock palettes separately? Added zoom feature really helps small areas.",Positive,0.21875,0.6072916666666667
+Colorfy: Coloring Book for Adults - Free,"It say free isn't. You need subscription acces everything. It actually let open basic option tap screen paint subscription thing popped again. Unless pay subscription completely useless. And even though get anything, still puts ads. So unless want watch ads get nothing, terrible. It seem amazing features, pay. ""Free"" straight lie.",Positive,0.011111111111111115,0.5361111111111111
+Colorfy: Coloring Book for Adults - Free,I'm sorry I think messed people make us pay money COLOR. There r FEW choices people want pay money. I would recommend u would like wide range choices. I would recommend far u r willing pay money COLOR. They cool features u decide pay!,Negative,-0.002083333333333326,0.65
+Colorfy: Coloring Book for Adults - Free,"It super frustrating use. There image message showed prior ad I could get rid of, I backed out, I forced watch another ad played I completely stuck blacked coloring page would forced completely shut app. I understand ads essential ads break worth spending money it.",Negative,-0.01851851851851853,0.35185185185185186
+Colorfy: Coloring Book for Adults - Free,"I high expectations horrible! I opened realized I couldn""t get pictures except basic ones. So I aaid oh well went colour I hardly colours! And stopped working completely shut phone! I deleted immediately.",Negative,-0.21591666666666667,0.5213333333333333
+Colorfy: Coloring Book for Adults - Free,"Used earlier, subscription... After I changed phones, restore, restrictive, can't shade, offer effects earlier. Much potential, developers got greedy I guess. Good luck profits subscriber base!",Negative,-0.06000000000000001,0.72
+Colorfy: Coloring Book for Adults - Free,"I really looking forward I saw free section. It looked like nice way kill time I downloaded it. When I opened disappointed. You can't get decent drawings want pay. If completely free could get lot pictures many restrictions I would left much better review. Don't let pictures lie you. Most drawings subscription only. If change it, I'm hoping do, least provide completely free version maybe different drawings, I happy again, I'm going delete it. I recommend you. Unless willing pay subscription.",Positive,0.22916666666666669,0.6416666666666667
+Colorfy: Coloring Book for Adults - Free,"Horrible! The many cool features, need subscription them. In total 20 colours 13 pictures that are actually free. I recommend all!",Positive,0.06999999999999999,0.74
+Colorfy: Coloring Book for Adults - Free,"It's nice app. But tell you, order access decent amount colors pay membership. Frustrated I idea MANY colors restricted membership kind deal. I assumed since UNDER THE FREE section, ALL OF THE would free. I'd leave better review forced people pay colors.",Positive,0.24074074074074067,0.6185185185185185
+Colorfy: Coloring Book for Adults - Free,"Its good way kill time, glitches kicked multiple times. Also says give You free page's color videos while. Would great fixed glitches.",Positive,0.4,0.4700000000000001
+Colorfy: Coloring Book for Adults - Free,"The mediocre allow users full access colours available app! Okay, paying colouring pages different paying colours different. I would've rated five stars colours free users.",Positive,0.17857142857142858,0.6357142857142858
+Colorfy: Coloring Book for Adults - Free,"Isn't exactly free like apps. You must pay get unlimited drawings. But thats issue, let color anymore first 3. When I drawings says available short message... nothing happens. Same response over. Disappointed even toddler even enjoyed it.",Positive,0.1142857142857143,0.4869047619047619
+Colorfy: Coloring Book for Adults - Free,"It's meh, I hate I pay, like, ANYTHING. It sucks becuase parents really like in-app purchases, y'now. So, please make things free, get certain amount likes colorings unlock things :) Becuase I'm paying, poeple site probably children parents like I :)",Positive,0.1020408163265306,0.6816326530612244
+Colorfy: Coloring Book for Adults - Free,Tons content locked behind monthly subscription. terrible without subscribing expensive service. Most colors locked coloring. There free pathetic coloring pages literally buried premium pages. Very unfriendly.,Negative,-0.2571428571428572,0.7142857142857143
+Colorfy: Coloring Book for Adults - Free,nan,nan,nan,nan
+Colorfy: Coloring Book for Adults - Free,"Don't fooled free title. Only basic things free. If want lively colors designs pay it. $7.99 per month coloring, kidding me? I uninstalled quickly.",Positive,0.21161616161616162,0.6208333333333333
+Colorfy: Coloring Book for Adults - Free,"I loved hated it. My cousin iPhone, membership gradients painting. I do. Please fix this. I really really wish I could give 5 stars much requires membership money.",Positive,0.04999999999999999,0.475
+Colorfy: Coloring Book for Adults - Free,This really good game! It helps calm forget bad things. I suggest ur big fan art.,Negative,-0.039999999999999966,0.5033333333333333
+Colorfy: Coloring Book for Adults - Free,irritating. others written experience wont repeat. irritating enough write bitter review irritating was. nice day!,Negative,-0.09166666666666667,0.7333333333333334
+Colorfy: Coloring Book for Adults - Free,"Sure, free pay subscription able color anything. The free ones have, many colors (maybe 12 max?) surprise, pay colors. Its cheaper go buy coloring books pencils, waste time",Positive,0.3499999999999999,0.6023148148148149
+Colorfy: Coloring Book for Adults - Free,"It okay. It could better, like pictures colour, colours pay everything. It's kinda annoying. I prefer Recolor app.",Positive,0.06666666666666665,0.6333333333333333
+Colorfy: Coloring Book for Adults - Free,Its kinda stupid can't color basically anything without pay us money coloring whatever aggravating,Negative,-0.7999999999999999,1.0
+Colorfy: Coloring Book for Adults - Free,"This disappointing, drawing would way better images free draw with, yet however decide too,it's shame, make free even better hit app. But guys want make way Is I rating",Positive,0.24000000000000005,0.6599999999999999
+Colorfy: Coloring Book for Adults - Free,"Hai, think need create account. So change phone, art still saved app. Im sad cant save art. Sorry, need another app. But still good.",Negative,-0.10000000000000002,0.8666666666666667
+Colorfy: Coloring Book for Adults - Free,"GARBAGE. This wants pay every single color stuff, colors EXTREMELY basic cant choose color mixes.",Positive,0.042857142857142864,0.14642857142857144
+Colorfy: Coloring Book for Adults - Free,Could even color 1 page without asking pay subscription $30 month. Ridiculous even able try without forced contract agree try anything.,Negative,-0.04444444444444445,0.6083333333333333
+Colorfy: Coloring Book for Adults - Free,So far nice! I enjoying Recolor I subscribed sudden I problems apps. I found one!! So far I like it!! I give 5 I'm quite change me.,Positive,0.30125,0.82
+Colorfy: Coloring Book for Adults - Free,"I excited said free...but want color anything worthwhile interesting, pay first. Kinda disappointing.",Positive,0.205,0.5566666666666666
+Colorfy: Coloring Book for Adults - Free,I love guys going way work game guys artistic game really fair people get pictures draw please let us pictures,Positive,0.14666666666666664,0.6599999999999999
+Colorfy: Coloring Book for Adults - Free,I hate pay draw u try make pitcher work looks weird least good drawings I give 3,Negative,-0.22500000000000003,0.725
+Colorfy: Coloring Book for Adults - Free,Never got ones I wanted color. A screen would pop showing I buy trial. So much free.,Positive,0.4,0.8
+Colorfy: Coloring Book for Adults - Free,"Can't really enjoy basically everything supposed paid for. And only, like, 4 5 I choose",Positive,0.2,0.75
+Colorfy: Coloring Book for Adults - Free,I absolutely hated app. You pay almost everything three color palettes free coloring pages ones pay for.,Negative,-0.25,0.75
+Colorfy: Coloring Book for Adults - Free,nan,nan,nan,nan
+Colorfy: Coloring Book for Adults - Free,I give 5 star I went 3 stars cause went working day working next. Please fix ASAP I really enjoy app. When issue fixed I'll 5 star again.,Positive,0.16666666666666666,0.2333333333333333
+Colorfy: Coloring Book for Adults - Free,I wanted calming coloring nooooo I'm NOT paying 7 dollars month pictures pay cause pics free 0 stars could,Positive,0.4,0.8
+Colorfy: Coloring Book for Adults - Free,"I loved drawings colors, but, problem: I pay. I would like free, I pay monthly trial. That's all. But everything else, really great.",Positive,0.6333333333333334,0.7833333333333333
+Colorfy: Coloring Book for Adults - Free,"This horrible I hated ,all I wanted free trial let get",Negative,-0.5,0.8333333333333334
+Colorfy: Coloring Book for Adults - Free,This wants u pay plus draw r like 3 free ones whole game thingy u supposedly create ur mandals u pay!!U practically pay play/draw fun,Positive,0.13999999999999999,0.38
+Colorfy: Coloring Book for Adults - Free,Maybe free trial took credit card money thanks relationship giving us relaxing,Positive,0.30000000000000004,0.5
+Colorfy: Coloring Book for Adults - Free,"Pretty cool idea, nice starter palettes I love choice images. One thing I devs make clear - paying unlock entire unlock palettes separately? Added zoom feature really helps small areas.",Positive,0.21875,0.6072916666666667
+Colorfy: Coloring Book for Adults - Free,It say free isn't. You need subscription acces everything. It actually let open basic option tap screen paint subscription thing popped again. Unless pay subscription completely useless. And even though get an... Full Review,Positive,0.041666666666666664,0.37916666666666665
+Colorfy: Coloring Book for Adults - Free,I'm sorry I think messed people make us pay money COLOR. There r FEW choices people want pay money. I would recommend u would like wide range choices. I would recommend far u r willing pay money COLOR. They cool features u decide pay!,Negative,-0.002083333333333326,0.65
+Colorfy: Coloring Book for Adults - Free,"It super frustrating use. There image message showed prior ad I could get rid of, I backed out, I forced watch another ad played I completely stuck blacked coloring page would forced completely shut app. I understand ads essential ads break worth spending money it.",Negative,-0.01851851851851853,0.35185185185185186
+Colorfy: Coloring Book for Adults - Free,"I high expectations horrible! I opened realized I couldn""t get pictures except basic ones. So I aaid oh well went colour I hardly colours! And stopped working completely shut phone! I deleted immediately.",Negative,-0.21591666666666667,0.5213333333333333
+Colorfy: Coloring Book for Adults - Free,"Used earlier, subscription... After I changed phones, restore, restrictive, can't shade, offer effects earlier. Much potential, developers got greedy I guess. Good luck profits subscriber base!",Negative,-0.06000000000000001,0.72
+Colorfy: Coloring Book for Adults - Free,"I really looking forward I saw free section. It looked like nice way kill time I downloaded it. When I opened disappointed. You can't get decent drawings want pay. If completely free could get lot pictures many restrictions I would left much better review. Don't let pictures lie you. Most drawings subscription only. If change it, I'm hoping do, least provide completely free version maybe different drawings, I happy again, I'm going delete it. I recommend you. Unless willing pay subscription.",Positive,0.22916666666666669,0.6416666666666667
+Colorfy: Coloring Book for Adults - Free,"Horrible! The many cool features, need subscription them. In total 20 colours 13 pictures that are actually free. I recommend all!",Positive,0.06999999999999999,0.74
+Colorfy: Coloring Book for Adults - Free,"It's nice app. But tell you, order access decent amount colors pay membership. Frustrated I idea MANY colors restricted membership kind deal. I assumed since UNDER THE FREE section, ALL OF THE would free. I'd leave better review forced people pay colors.",Positive,0.24074074074074067,0.6185185185185185
+Colorfy: Coloring Book for Adults - Free,"The mediocre allow users full access colours available app! Okay, paying colouring pages different paying colours different. I would've rated five stars colours free users.",Positive,0.17857142857142858,0.6357142857142858
+Colorfy: Coloring Book for Adults - Free,"Isn't exactly free like apps. You must pay get unlimited drawings. But thats issue, let color anymore first 3. When I drawings says available short message... nothing happens. Same response over. Disappointed even toddler even enjoyed it.",Positive,0.1142857142857143,0.4869047619047619
+Colorfy: Coloring Book for Adults - Free,"It's meh, I hate I pay, like, ANYTHING. It sucks becuase parents really like in-app purchases, y'now. So, please make things free, get certain amount likes colorings unlock things :) Becuase I'm paying, poeple site probably children parents like I :)",Positive,0.1020408163265306,0.6816326530612244
+Colorfy: Coloring Book for Adults - Free,Tons content locked behind monthly subscription. terrible without subscribing expensive service. Most colors locked coloring. There free pathetic coloring pages literally buried premium pages. Very unfriendly.,Negative,-0.2571428571428572,0.7142857142857143
+Colorfy: Coloring Book for Adults - Free,nan,nan,nan,nan
+Colorfy: Coloring Book for Adults - Free,"Don't fooled free title. Only basic things free. If want lively colors designs pay it. $7.99 per month coloring, kidding me? I uninstalled quickly.",Positive,0.21161616161616162,0.6208333333333333
+Colorfy: Coloring Book for Adults - Free,This really good game! It helps calm forget bad things. I suggest ur big fan art.,Negative,-0.039999999999999966,0.5033333333333333
+Colorfy: Coloring Book for Adults - Free,"Its good way kill time, glitches kicked multiple times. Also says give You free page's color videos while. Would great fixed glitches.",Positive,0.4,0.4700000000000001
+Colorfy: Coloring Book for Adults - Free,irritating. others written experience wont repeat. irritating enough write bitter review irritating was. nice day!,Negative,-0.09166666666666667,0.7333333333333334
+Colorfy: Coloring Book for Adults - Free,"Sure, free pay subscription able color anything. The free ones have, many colors (maybe 12 max?) surprise, pay colors. Its cheaper go buy coloring books pencils, waste time",Positive,0.3499999999999999,0.6023148148148149
+Colorfy: Coloring Book for Adults - Free,"It okay. It could better, like pictures colour, colours pay everything. It's kinda annoying. I prefer Recolor app.",Positive,0.06666666666666665,0.6333333333333333
+Colorfy: Coloring Book for Adults - Free,Its kinda stupid can't color basically anything without pay us money coloring whatever aggravating,Negative,-0.7999999999999999,1.0
+Colorfy: Coloring Book for Adults - Free,"This disappointing, drawing would way better images free draw with, yet however decide too,it's shame, make free even better hit app. But guys want make way Is I rating",Positive,0.24000000000000005,0.6599999999999999
+Colorfy: Coloring Book for Adults - Free,"GARBAGE. This wants pay every single color stuff, colors EXTREMELY basic cant choose color mixes.",Positive,0.042857142857142864,0.14642857142857144
+Colorfy: Coloring Book for Adults - Free,So far nice! I enjoying Recolor I subscribed sudden I problems apps. I found one!! So far I like it!! I give 5 I'm quite change me.,Positive,0.30125,0.82
+Colorfy: Coloring Book for Adults - Free,"I excited said free...but want color anything worthwhile interesting, pay first. Kinda disappointing.",Positive,0.205,0.5566666666666666
+Colorfy: Coloring Book for Adults - Free,I love guys going way work game guys artistic game really fair people get pictures draw please let us pictures,Positive,0.14666666666666664,0.6599999999999999
+Colorfy: Coloring Book for Adults - Free,"I loved hated it. My cousin iPhone, membership gradients painting. I do. Please fix this. I really really wish I could give 5 stars much requires membership money.",Positive,0.04999999999999999,0.475
+Colorfy: Coloring Book for Adults - Free,I hate pay draw u try make pitcher work looks weird least good drawings I give 3,Negative,-0.22500000000000003,0.725
+Colorfy: Coloring Book for Adults - Free,Could even color 1 page without asking pay subscription $30 month. Ridiculous even able try without forced contract agree try anything.,Negative,-0.04444444444444445,0.6083333333333333
+Colorfy: Coloring Book for Adults - Free,Never got ones I wanted color. A screen would pop showing I buy trial. So much free.,Positive,0.4,0.8
+Colorfy: Coloring Book for Adults - Free,"Can't really enjoy basically everything supposed paid for. And only, like, 4 5 I choose",Positive,0.2,0.75
+Colorfy: Coloring Book for Adults - Free,I absolutely hated app. You pay almost everything three color palettes free coloring pages ones pay for.,Negative,-0.25,0.75
+Colorfy: Coloring Book for Adults - Free,nan,nan,nan,nan
+Colorfy: Coloring Book for Adults - Free,I give 5 star I went 3 stars cause went working day working next. Please fix ASAP I really enjoy app. When issue fixed I'll 5 star again.,Positive,0.16666666666666666,0.2333333333333333
+Colorfy: Coloring Book for Adults - Free,I wanted calming coloring nooooo I'm NOT paying 7 dollars month pictures pay cause pics free 0 stars could,Positive,0.4,0.8
+Colorfy: Coloring Book for Adults - Free,"I loved drawings colors, but, problem: I pay. I would like free, I pay monthly trial. That's all. But everything else, really great.",Positive,0.6333333333333334,0.7833333333333333
+Colorfy: Coloring Book for Adults - Free,"This horrible I hated ,all I wanted free trial let get",Negative,-0.5,0.8333333333333334
+Colorfy: Coloring Book for Adults - Free,This wants u pay plus draw r like 3 free ones whole game thingy u supposedly create ur mandals u pay!!U practically pay play/draw fun,Positive,0.13999999999999999,0.38
+Colorfy: Coloring Book for Adults - Free,Maybe free trial took credit card money thanks relationship giving us relaxing,Positive,0.30000000000000004,0.5
+Colorfy: Coloring Book for Adults - Free,Free pretty much pay only. Only get around 6 things pay for.,Positive,0.17,0.8
+Colorfy: Coloring Book for Adults - Free,It wayyyyyyyyyyyyyyyyyyyyyyyyyyyyyy many locked drawings dumb developers locked ones I used color time need money,Positive,0.0625,0.5
+Colorfy: Coloring Book for Adults - Free,I think great game keep I gave three I'm complained I opened game thinking that's good So that's tip,Positive,0.07999999999999999,0.47000000000000003
+Colorfy: Coloring Book for Adults - Free,Worst ever can't anything u buy date colored picture going uninstall post,Negative,-1.0,1.0
+Colorfy: Coloring Book for Adults - Free,"If looking free coloring app, you. And paywall even worse coloring apps.",Neutral,0.0,0.7
+Colorfy: Coloring Book for Adults - Free,SPECTACULAR! ! burst creativity . It also need wifi . I would recommend people going nice car drive need entertainment.,Positive,0.76875,0.95
+Colorfy: Coloring Book for Adults - Free,nan,nan,nan,nan
+Colorfy: Coloring Book for Adults - Free,Think freaking ridiculous give 20 colors try make subscribe get colors..there's lot coloring dont require subscription..uninstalling,Negative,-0.3333333333333333,1.0
+Colorfy: Coloring Book for Adults - Free,"It's adult coloring book seems silly relaxing, fun, thought provoking, interesting. Very interesting see final product, maybe talented think! Try & see!",Positive,0.2928571428571428,0.6321428571428571
+Colorfy: Coloring Book for Adults - Free,I'm sure I playing kids room hard work morning phone going straight get kids together I,Positive,0.1361111111111111,0.610185185185185
+Colorfy: Coloring Book for Adults - Free,"I hate games word ""Free"" get can't even access 90% pictures unless pay premium version. Don't put free word description know dam well",Neutral,0.0,0.8333333333333334
+Colorfy: Coloring Book for Adults - Free,The fact pops free listing buy absolutely everything Completely ridiculous You can't even without subscribing,Positive,0.08888888888888892,0.9
+Colorfy: Coloring Book for Adults - Free,"The game nice enough options people playing free, I understand need make money there's small direction them, adding free options would nice",Positive,0.19285714285714287,0.7000000000000001
+Colorfy: Coloring Book for Adults - Free,DID A FREE TRIAL AND THERES NOWHERE TO CANCEL. YOU WILL GET CHARGED AFTER THE TRIAL DONT GET!!!!!,Positive,1.0,0.8
+Colorfy: Coloring Book for Adults - Free,IT KEEPS SAYING NOT RESPONDING I played 5 minutes got back ITS GONE ALMOST EVERYTHING NEEDS TO GET PAID,Neutral,0.0,0.0
+Colorfy: Coloring Book for Adults - Free,Very addictive fun This really fun positive. If ADHD like help calm,Positive,0.2254545454545455,0.5390909090909091
+Colorfy: Coloring Book for Adults - Free,Totally hate excited draw kids I tapped pic said I pay subscribe worst ever,Negative,-0.47500000000000003,0.8833333333333333
+Colorfy: Coloring Book for Adults - Free,I think clam coming wild happer child yeah . hack Can't get ones orange star screenshot press create photo Carmona rally select screenshot color yeah.,Positive,0.1,0.4
+Colorfy: Coloring Book for Adults - Free,"I'm always told possibility ever let go pass tomorrow another day, anyway let all.",Neutral,0.0,0.0
+Colorfy: Coloring Book for Adults - Free,It stupid almost pictures locked buy cost toooooo much money stupid color's color free pictures,Negative,-0.24999999999999997,0.75
+Colorfy: Coloring Book for Adults - Free,I hate pay money cooler would like downloaded look actually hard drawings good ones taken haft pay drawl something hobby!!,Negative,-0.030555555555555596,0.6805555555555557
+Colorfy: Coloring Book for Adults - Free,"The advertisements make game buggy. Between occasional brightness loss force closing ad closed decent now. Still could pictures draw free side, 6 cut it.",Positive,0.01333333333333333,0.41833333333333333
+Colorfy: Coloring Book for Adults - Free,"I many coloring I got one, far I find interesting. It gradient features I love much, many new ones I look forward trying. This become go relaxation.",Positive,0.37272727272727274,0.5924242424242424
+Colorfy: Coloring Book for Adults - Free,Two days row I watched video get free picture day. Two days row I get free pictures. Something changed three days ago. It needs fixed.,Positive,0.3,0.6
+Colorfy: Coloring Book for Adults - Free,"You color thing categories, 10 colors without paying. Might well make paid app.",Neutral,0.0,0.0
+Colorfy: Coloring Book for Adults - Free,This game make buy thing buy pretty pic I like,Negative,-0.07500000000000001,0.7
+Colorfy: Coloring Book for Adults - Free,"The game wanted spend $8.00 month game. And $40.00 year!! So I want it, I would maven pay $100.00 1 year! If want spend that, game you!!",Negative,-0.6020833333333333,0.4000000000000001
+Colorfy: Coloring Book for Adults - Free,It's really nice many different thing color,Positive,0.3666666666666667,0.7000000000000001
+Colorfy: Coloring Book for Adults - Free,Well..... horrible You pay something like color taping cant even color stupid say dont unless u want go,Negative,-0.8999999999999999,1.0
+Colorfy: Coloring Book for Adults - Free,I like can't color anything buy special thing get it.,Positive,0.35714285714285715,0.5714285714285714
+Colorfy: Coloring Book for Adults - Free,So much fun. I can't stop playing it,Positive,0.3,0.2
+Colorfy: Coloring Book for Adults - Free,Everything basically locked plus draw everything like I draw 5 photos horrible many things locked I would give 5 star nope,Negative,-0.25,0.75
+Colorfy: Coloring Book for Adults - Free,Horrible! Everything costs money! How stop stealing everyone's money useless dumb things many people make free!,Negative,-0.175,0.6
+Colorfy: Coloring Book for Adults - Free,I Don't like subscribe pretty continue get free trial.,Positive,0.325,0.9
+Colorfy: Coloring Book for Adults - Free,I love make mandalas messages show people get their comments back gave game 5 stars makers deserved,Positive,0.033333333333333326,0.3333333333333333
+Colorfy: Coloring Book for Adults - Free,"Just like everyone else saying, subscription anything, actually free",Positive,0.4,0.8
+Colorfy: Coloring Book for Adults - Free,You get basic colors unless pay get better colors make pictures pop. You pay almost 8 dollars per month enjoy,Positive,0.3,0.375
+Colorfy: Coloring Book for Adults - Free,You pay everything. It's annoying!,Negative,-1.0,0.9
+Colorfy: Coloring Book for Adults - Free,I'd like see colors lots fun,Positive,0.3,0.2
+Colorfy: Coloring Book for Adults - Free,I've started using I'm quite sure yet let LIL n ok tell ya far good thanks bunch!,Positive,0.41,0.6377777777777778
+Colorfy: Coloring Book for Adults - Free,Awful cant even color pictures pay like 6 pics color,Negative,-1.0,1.0
+Colorfy: Coloring Book for Adults - Free,You literally pay nearly everything. You get basic colours basic drawings.,Positive,0.03333333333333333,0.21666666666666667
+Colorfy: Coloring Book for Adults - Free,Hate it. Way many ads. And whenever u try open always say responding,Negative,-0.10000000000000002,0.6333333333333333
+Colorfy: Coloring Book for Adults - Free,I could color 5 things free. Personally worth $3 week,Positive,0.35,0.45
+Colorfy: Coloring Book for Adults - Free,nan,nan,nan,nan
+Colorfy: Coloring Book for Adults - Free,I like bright colors reminds I used draw child,Positive,0.7000000000000001,0.7999999999999999
+Colorfy: Coloring Book for Adults - Free,I like u pretty much can't anything without buying premium thing,Positive,0.225,0.6
+Colorfy: Coloring Book for Adults - Free,"Misleading. Says free, free trial forces get subscription. Waste time.",Positive,0.20000000000000004,0.5333333333333333
+Colorfy: Coloring Book for Adults - Free,game relaxing problem pay drawings,Negative,-0.4,0.4
+Colorfy: Coloring Book for Adults - Free,I hated pick color tap picture boring get better making,Negative,-0.4666666666666666,0.7333333333333334
+Colorfy: Coloring Book for Adults - Free,I love much like ur really upset really frustrated something come straight calms right calming I recommend body anger isues someone hard time trust helps.,Negative,-0.038244047619047615,0.35967261904761905
+Colorfy: Coloring Book for Adults - Free,"It's much colouring game, there's nothing besides tiny basic ones...",Negative,-0.05,0.30625
+Colorfy: Coloring Book for Adults - Free,I like game would give 4 stars basically pay colours,Negative,-0.4,0.4
+Colorfy: Coloring Book for Adults - Free,Only 1 star majority pics accessible without purchasing plus version...,Positive,0.1875,0.6875
+Colorfy: Coloring Book for Adults - Free,nan,nan,nan,nan
+Colorfy: Coloring Book for Adults - Free,When I try color thing changes something I want change.,Neutral,0.0,0.0
+Colorfy: Coloring Book for Adults - Free,Well... You buy membership color pictures. One month 7.99 year 39.99! The picture's nice looking get unless want wast 8 40 dollars!$!$!$!$!!!!,Positive,1.0,1.0
+Colorfy: Coloring Book for Adults - Free,You pay everything transfer designs looks like poo,Neutral,0.0,0.0
+Colorfy: Coloring Book for Adults - Free,You pay stuff & like horrible install please I hate I kid ....please get,Negative,-0.9,0.95
+Colorfy: Coloring Book for Adults - Free,"Not entirely free, first drawing free get daily drawing asked subscribe.",Positive,0.1125,0.48333333333333334
+Colorfy: Coloring Book for Adults - Free,Lame waste time!!!! You purchase color anything.,Negative,-0.494140625,0.375
+Coloring & Learn,thanks nice 2 year old baby boy want color everything.,Positive,0.3,0.4666666666666666
+Coloring & Learn,Love switch crayons different coloring books,Positive,0.25,0.6
+Coloring & Learn,Very easy 2 year old grandson use.,Positive,0.33166666666666667,0.6
+Coloring & Learn,I like whole lot everytime I color there's small part finger can't reach can't zoom,Negative,-0.024999999999999994,0.4
+Coloring & Learn,Thank app. My 2 yrs old baby girl loved it.,Positive,0.39999999999999997,0.5
+Coloring & Learn,Apps kids never ads. Who knows ads tap playing game.,Negative,-0.4,0.4
+Coloring & Learn,Very nice. My child love it.,Positive,0.64,0.8
+Coloring & Learn,Nice,Positive,0.6,1.0
+Coloring & Learn,nice game,Positive,0.09999999999999998,0.7
+Coloring & Learn,Gopad,Neutral,0.0,0.0
+Coloring & Learn,Cool,Positive,0.35,0.65
+Coloring & Learn,Wish would lock kids can't get it.,Neutral,0.0,0.0
+Coloring & Learn,Cute fun. Just ads popping quite often.,Positive,0.4,0.6
+Coloring & Learn,nan,nan,nan,nan
+Coloring & Learn,It best coloring game I ever played awesome please improvement controls controls little bit ruff,Positive,0.353125,0.55
+Coloring & Learn,My niece loved it. And never give back phone start drawing.,Positive,0.35,0.4
+Coloring & Learn,"Nice,i happy",Positive,0.8,1.0
+Coloring & Learn,Too many ads even enjoy I would give stars possible,Positive,0.3,0.6666666666666666
+Coloring & Learn,Nice kids,Positive,0.6,1.0
+Coloring & Learn,nan,nan,nan,nan
+Coloring & Learn,Excellent childrens,Positive,1.0,1.0
+Coloring & Learn,I like,Neutral,0.0,0.0
+Coloring & Learn,Quite good effort,Positive,0.7,0.6000000000000001
+Coloring & Learn,Is amazing I ever seen,Positive,0.6000000000000001,0.9
+Coloring & Learn,Best,Positive,1.0,0.3
+Coloring & Learn,Very Good time pass,Positive,0.9099999999999999,0.7800000000000001
+Coloring & Learn,It ssssssssssssssoooooooooooo nice game also good,Positive,0.3,0.6666666666666666
+Coloring & Learn,Eeeeeeeeeeeeeeeeee 3,Neutral,0.0,0.0
+Coloring & Learn,Very nice kids Thanks make,Positive,0.49,0.6
+Coloring & Learn,Good,Positive,0.7,0.6000000000000001
+Coloring & Learn,Its great,Positive,0.8,0.75
+Coloring & Learn,Nice,Positive,0.6,1.0
+Coloring & Learn,Good,Positive,0.7,0.6000000000000001
+Coloring & Learn,Cute,Positive,0.5,1.0
+Coloring & Learn,Ads everywhere unusable toddler unless purchased. Struggling get Restore work new phone disappointing :-(,Negative,-0.40454545454545454,0.7181818181818181
+Coloring & Learn,Good nursery education child love,Positive,0.6,0.6000000000000001
+Coloring & Learn,My son absolutely loves options different coloring devices pretty cool kid coloring game.,Positive,0.08,0.71
+Coloring & Learn,Good kids fun,Positive,0.5,0.4
+Coloring & Learn,Good and good,Positive,0.7,0.6000000000000001
+Coloring & Learn,Nice,Positive,0.6,1.0
+Coloring book moana,"A kid's excessive ads. The types ads allowed app, let alone kids",Negative,-0.25,1.0
+Coloring book moana,It bad >:(,Negative,-0.7249999999999999,0.8333333333333333
+Coloring book moana,like,Neutral,0.0,0.0
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,I love colors inspyering,Positive,0.5,0.6
+Coloring book moana,I hate,Negative,-0.8,0.9
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,omgggggg,Neutral,0.0,0.0
+Coloring book moana,It cute.,Positive,0.5,1.0
+Coloring book moana,I love,Positive,0.5,0.6
+Coloring book moana,Love,Positive,0.5,0.6
+Coloring book moana,I love enjoyable fun,Positive,0.43333333333333335,0.4666666666666666
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,It horrible even zoom color,Negative,-1.0,1.0
+Coloring book moana,I sure,Positive,0.5,0.8888888888888888
+Coloring book moana,It stoepet game,Negative,-0.4,0.4
+Coloring book moana,Too many ads,Positive,0.5,0.5
+Coloring book moana,It missing filling,Negative,-0.2,0.05
+Coloring book moana,Good great,Positive,0.75,0.675
+Coloring book moana,It's ok,Positive,0.5,0.5
+Coloring book moana,hate it.,Negative,-0.8,0.9
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,This beautiful,Positive,0.85,1.0
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,I love,Positive,0.5,0.6
+Coloring book moana,Love,Positive,0.5,0.6
+Coloring book moana,Perfect,Positive,1.0,1.0
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,"A kid's excessive ads. The types ads allowed app, let alone kids",Negative,-0.25,1.0
+Coloring book moana,It cute.,Positive,0.5,1.0
+Coloring book moana,It bad >:(,Negative,-0.7249999999999999,0.8333333333333333
+Coloring book moana,like,Neutral,0.0,0.0
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,I love colors inspyering,Positive,0.5,0.6
+Coloring book moana,I hate,Negative,-0.8,0.9
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,omgggggg,Neutral,0.0,0.0
+Coloring book moana,I love,Positive,0.5,0.6
+Coloring book moana,Love,Positive,0.5,0.6
+Coloring book moana,I love enjoyable fun,Positive,0.43333333333333335,0.4666666666666666
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,It horrible even zoom color,Negative,-1.0,1.0
+Coloring book moana,I sure,Positive,0.5,0.8888888888888888
+Coloring book moana,It stoepet game,Negative,-0.4,0.4
+Coloring book moana,Too many ads,Positive,0.5,0.5
+Coloring book moana,It missing filling,Negative,-0.2,0.05
+Coloring book moana,Good great,Positive,0.75,0.675
+Coloring book moana,It's ok,Positive,0.5,0.5
+Coloring book moana,hate it.,Negative,-0.8,0.9
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,This beautiful,Positive,0.85,1.0
+Coloring book moana,nan,nan,nan,nan
+Coloring book moana,I love,Positive,0.5,0.6
+Coloring book moana,Love,Positive,0.5,0.6
+Coloring book moana,Perfect,Positive,1.0,1.0
+Coloring book moana,nan,nan,nan,nan
+Comedy Central,"Update- Latest version fixed problem Android TV, new TV interface. Fantastic. Will need little time properly try happy. THANK YOU Devs fixing issue. Much appreciated.",Positive,0.24360795454545453,0.5193181818181818
+Comedy Central,"The worked great first time I installed able load episodes since. I've tried restarting phone, uninstalling reinstalling, switching wifi on, refuses work. This place I could still watch Nathan For You useless.",Positive,0.2625,0.4770833333333333
+Comedy Central,"They redid sleeker streamlined. Finally added jump forward backward 30 sec button. But... Now ""search"" function. Good luck scrolling EVERY SINGLE FAILED SHOW comedy central looking Tosh.0 8th time still crashes literally everytime.",Positive,0.004761904761904763,0.49404761904761907
+Comedy Central,"It good. Untill content got locked. Funny happened fall net neutrality. The new layout lame. Has portrait untill u actually pick something, prepare lot device turning. No search button. Actually easy way look anything anymore. Had reinstall whole thing get working. Not sure much point keeping it.",Positive,0.11696969696969697,0.5226767676767679
+Comedy Central,"Hi, I came enjoy TV show called South Park unfortunate find many episodes. If could possibly add South Park seasons would great. Until I shall watch show somewhere else.",Positive,0.24000000000000005,0.75
+Comedy Central,"This worked fine couple months ago. But last big update, almost impossible navigate. When I select show, starts playing episode clip menu. It's usually episode I looking for. Then I press back takes back main screen, episode list. When I select ""Full Episodes"" starts playing random episode. Sometimes episodes flash along bottom screen second (too quickly read) fast select hope looking for. The way I've found find episode let play I select show, fast forward (sometimes watch ads) end. Then autoplay next chronological episode. This works 1. The episode plays automatically chronologically want, 2. The option scroll anywhere episode appears, sometimes doesn't.",Positive,0.01470588235294118,0.2941176470588235
+Comedy Central,I'm glad app. I've cable I watch Daily Show programs real time phone.,Positive,0.2333333333333333,0.43333333333333335
+Comedy Central,"There south park episodes still best Randy can't watch episodes, says video unavailable please update put back 5*",Positive,0.5,0.15
+Comedy Central,"I understand ""remodeled"" I see trying I find pretty terrible AND HORRIBLE intuition. Why would I want watch Daily Show backwards order? Why auto-playing second-oldest episode newest? And Season 5 Drunk History completely order--I've look show IMDB find heck I spring hiatus. Please get s*** together, ok?",Negative,-0.2357142857142857,0.7000000000000001
+Comedy Central,Literally downloaded get code log computer give code. Also computer thinks TV plan include CC yet everything else including actual TV,Neutral,0.0,0.1
+Comedy Central,way better used be! I know removed sort search function.,Positive,0.625,0.5
+Comedy Central,Loved I realized would freeze middle ads...Every. Single. Time. Even I got brand new phone too! Booooo. Fix it!,Positive,0.21040990259740258,0.3672077922077922
+Comedy Central,"Won't let sign cable provider, keep getting error message I select cable company list.",Neutral,0.0,0.0
+Comedy Central,"No support largest cable providers country, Xfinity-Comcast...",Neutral,0.0,0.0
+Comedy Central,I watch Trevor Noah works fine.,Positive,0.4166666666666667,0.5
+Comedy Central,Great update Android TV app. Excellent new interface.,Positive,0.6454545454545455,0.7348484848484849
+Comedy Central,Ad city. Constantly crashes,Neutral,0.0,0.3333333333333333
+Comedy Central,Volume goes commercials,Neutral,0.0,0.0
+Comedy Central,I watch commercials view list episodes available? Come,Positive,0.4,0.4
+Comedy Central,Doesn't work Australia.,Neutral,0.0,0.0
+Comedy Central,It needs search feature shows. I immediately uninstalled it.,Neutral,0.0,0.0
+Comedy Central,Unable cast live TV,Negative,-0.18181818181818182,0.5
+Comedy Central,This best Comedy Central ever! Compared Comedy Central greatest date.,Positive,0.5,0.45
+Comedy Central,ADS! IM LOGGED IN TO MY PROVIDER! STOP!!,Neutral,0.0,0.0
+Comedy Central,My go CS clips,Neutral,0.0,0.0
+Comedy Central,Why comcast/xfinity list providers?,Neutral,0.0,0.0
+Comedy Central,Its free blatant lie,Negative,-0.04999999999999999,0.65
+Comedy Central,Not available country,Negative,-0.2,0.4
+Comedy Central,No XFINITY compatibility.,Neutral,0.0,0.0
+Comedy Central,You can't search,Neutral,0.0,0.0
+Comedy Central,Thanks updating!,Positive,0.25,0.2
+Comedy Central,There great!,Positive,1.0,0.75
+Comedy Central,Awesome thanks,Positive,0.6,0.6
+Comedy Central,Great...............,Positive,0.8,0.75
+Comedy Central,"I love content, OK. The problem I comcast/Xfinity company listed options. So I watch cable box phone. Please fix this.",Positive,0.5,0.55
+Comedy Central,This I like get down. Period.,Negative,-0.15555555555555559,0.2888888888888889
+Comedy Central,I like,Neutral,0.0,0.0
+Comedy Central,The newest update locked tablet version profile view rather allowing landscape. This makes extremely inconvenient using tablet stand kind. That coupled lack search bar ability see recently watched list makes whole experience frustrating,Negative,-0.04,0.69
+Comedy Central,"drops cast short time, Comedy Central shows available it. The latest update crippled. No episode lists late getting new ones, wants stay sideways generally squirrelly.",Positive,0.12329545454545457,0.43806818181818186
+Comedy Central,"Update destroyed app. No show info, episode info handful episodes. Sundays, day content switches, shows fail play. Why people break things need fixed? Guess YouTube better option.",Positive,0.033333333333333326,0.3333333333333333
+Comedy Central,"Update- Latest version fixed problem Android TV, new TV interface. Fantastic. Will need little time properly try happy. THANK YOU Devs fixing issue. Much appreciated.",Positive,0.24360795454545453,0.5193181818181818
+Comedy Central,"The worked great first time I installed able load episodes since. I've tried restarting phone, uninstalling reinstalling, switching wifi on, refuses work. This place I could still watch Nathan For You useless.",Positive,0.2625,0.4770833333333333
+Comedy Central,"They redid sleeker streamlined. Finally added jump forward backward 30 sec button. But... Now ""search"" function. Good luck scrolling EVERY SINGLE FAILED SHOW comedy central looking Tosh.0 8th time still crashes literally everytime.",Positive,0.004761904761904763,0.49404761904761907
+Comedy Central,"It good. Untill content got locked. Funny happened fall net neutrality. The new layout lame. Has portrait untill u actually pick something, prepare lot device turning. No search button. Actually easy way look anything anymore. Had reinstall whole thing get working. Not sure much point keeping it.",Positive,0.11696969696969697,0.5226767676767679
+Comedy Central,"Hi, I came enjoy TV show called South Park unfortunate find many episodes. If could possibly add South Park seasons would great. Until I shall watch show somewhere else.",Positive,0.24000000000000005,0.75
+Comedy Central,"This worked fine couple months ago. But last big update, almost impossible navigate. When I select show, starts playing episode clip menu. It's usually episode I looking for. Then I press back takes back main screen, episode list. When I select ""Full Episodes"" starts playing random episode. Sometimes episodes flash along bottom screen second (too quickly read) fast select hope looking for. The way I've found find episode let play I select show, fast forward (sometimes watch ads) end. Then autoplay next chronological episode. This works 1. The episode plays automatically chronologically want, 2. The option scroll anywhere episode appears, sometimes doesn't.",Positive,0.01470588235294118,0.2941176470588235
+Comedy Central,I'm glad app. I've cable I watch Daily Show programs real time phone.,Positive,0.2333333333333333,0.43333333333333335
+Comedy Central,"There south park episodes still best Randy can't watch episodes, says video unavailable please update put back 5*",Positive,0.5,0.15
+Comedy Central,"I understand ""remodeled"" I see trying I find pretty terrible AND HORRIBLE intuition. Why would I want watch Daily Show backwards order? Why auto-playing second-oldest episode newest? And Season 5 Drunk History completely order--I've look show IMDB find heck I spring hiatus. Please get s*** together, ok?",Negative,-0.2357142857142857,0.7000000000000001
+Comedy Central,Literally downloaded get code log computer give code. Also computer thinks TV plan include CC yet everything else including actual TV,Neutral,0.0,0.1
+Comedy Central,way better used be! I know removed sort search function.,Positive,0.625,0.5
+Comedy Central,Loved I realized would freeze middle ads...Every. Single. Time. Even I got brand new phone too! Booooo. Fix it!,Positive,0.21040990259740258,0.3672077922077922
+Comedy Central,"Won't let sign cable provider, keep getting error message I select cable company list.",Neutral,0.0,0.0
+Comedy Central,"No support largest cable providers country, Xfinity-Comcast...",Neutral,0.0,0.0
+Comedy Central,I watch Trevor Noah works fine.,Positive,0.4166666666666667,0.5
+Comedy Central,Great update Android TV app. Excellent new interface.,Positive,0.6454545454545455,0.7348484848484849
+Comedy Central,Ad city. Constantly crashes,Neutral,0.0,0.3333333333333333
+Comedy Central,Volume goes commercials,Neutral,0.0,0.0
+Comedy Central,I watch commercials view list episodes available? Come,Positive,0.4,0.4
+Comedy Central,Doesn't work Australia.,Neutral,0.0,0.0
+Comedy Central,It needs search feature shows. I immediately uninstalled it.,Neutral,0.0,0.0
+Comedy Central,Unable cast live TV,Negative,-0.18181818181818182,0.5
+Comedy Central,This best Comedy Central ever! Compared Comedy Central greatest date.,Positive,0.5,0.45
+Comedy Central,ADS! IM LOGGED IN TO MY PROVIDER! STOP!!,Neutral,0.0,0.0
+Comedy Central,My go CS clips,Neutral,0.0,0.0
+Comedy Central,Why comcast/xfinity list providers?,Neutral,0.0,0.0
+Comedy Central,Its free blatant lie,Negative,-0.04999999999999999,0.65
+Comedy Central,Not available country,Negative,-0.2,0.4
+Comedy Central,No XFINITY compatibility.,Neutral,0.0,0.0
+Comedy Central,You can't search,Neutral,0.0,0.0
+Comedy Central,Thanks updating!,Positive,0.25,0.2
+Comedy Central,There great!,Positive,1.0,0.75
+Comedy Central,Awesome thanks,Positive,0.6,0.6
+Comedy Central,Great...............,Positive,0.8,0.75
+Comedy Central,"I love content, OK. The problem I comcast/Xfinity company listed options. So I watch cable box phone. Please fix this.",Positive,0.5,0.55
+Comedy Central,This I like get down. Period.,Negative,-0.15555555555555559,0.2888888888888889
+Comedy Central,I like,Neutral,0.0,0.0
+Comedy Central,The newest update locked tablet version profile view rather allowing landscape. This makes extremely inconvenient using tablet stand kind. That coupled lack search bar ability see recently watched list makes whole experience frustrating,Negative,-0.04,0.69
+Comedy Central,"drops cast short time, Comedy Central shows available it. The latest update crippled. No episode lists late getting new ones, wants stay sideways generally squirrelly.",Positive,0.12329545454545457,0.43806818181818186
+Comedy Central,"Update destroyed app. No show info, episode info handful episodes. Sundays, day content switches, shows fail play. Why people break things need fixed? Guess YouTube better option.",Positive,0.033333333333333326,0.3333333333333333
+Common Core,"Awesome Really helpful figure study next. The thing I'd request way bookmark highlight certain ones, know need study next. Overall really helpful though.",Positive,0.23061224489795915,0.2816326530612245
+Common Core,"I like app, really good English math standards. The SS standards basically non existent. It lists reading writing goals subject upon looking details English math goals... even list SS science. I needed topics covered I'll keep English math standards. I'll need continue search SS science.",Positive,0.10666666666666666,0.18666666666666668
+Common Core,"Common core This helped study area's math class. I believe could added random question test you. I got positive comments towards app, screen shots has. If compared other I would chose",Negative,-0.1744318181818182,0.48011363636363635
+Common Core,Crap doesnt help understanding bs parent suppose help children cant even explain anything words.,Negative,-0.8,0.8
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,I love much.,Positive,0.35,0.4
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,This true,Positive,0.35,0.65
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,"Does supposed This shows state standards common core convenient place. Use common sense find standard fits specific lesson, even specials classes (Just choose closest fits lesson planning) . People may confused supposed... Full Review",Negative,-0.10833333333333334,0.3958333333333333
+Common Core,"Why special areas?! What disappointment. Time time again, I've searched help planning special area class yet again, I've failed find one. I understand core subjects basis common core BUT special areas like Art, Music, Health, etc standards too!",Negative,-0.024999999999999977,0.4857142857142856
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+Common Core,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA A+ Pocket Prep,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+CompTIA Exam Training,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Compass,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,nan,nan,nan,nan
+Comptia A+ 220-901 & 220-902,Great,Positive,0.8,0.75
+Comptia A+ 220-901 & 220-902,Great,Positive,0.8,0.75
+Comptia A+ 220-901 & 220-902,Really helps,Positive,0.2,0.2
+Comptia A+ 220-901 & 220-902,Great,Positive,0.8,0.75
+Comptia A+ 220-901 & 220-902,"The thing stopping getting achievement 100 answers setting consistently crashes 70 so.. Otherwise great app, I hope questions least close ones actual test.",Positive,0.1875,0.375
+Comptia A+ 220-901 & 220-902,A lot great material!!,Positive,1.0,0.75
+Comptia A+ 220-901 & 220-902,Does job. Exactly I needed,Positive,0.25,0.25
+Comptia A+ 220-901 & 220-902,Seems legit,Neutral,0.0,0.0
+Comptia A+ 220-901 & 220-902,Nicely done.,Positive,0.6,1.0
+Comptia A+ 220-901 & 220-902,Awesome,Positive,1.0,1.0
+Comptia A+ 220-901 & 220-902,"All need app, books making flash cards wasting time getting study materials together, you. 901 902",Neutral,0.0,0.0
+Comptia A+ 220-901 & 220-902,"I really like features others. Flashcards, customize question sets, result tracking.",Positive,0.2,0.2
+Comptia A+ 220-901 & 220-902,Great prep exam,Positive,0.8,0.75
+Comptia A+ 220-901 & 220-902,Good,Positive,0.7,0.6000000000000001
+Comptia A+ 220-901 & 220-902,Ads bit distracting. Questions seem pretty good although I would pay ad free version.,Positive,0.45,0.8000000000000002
+Comptia A+ 220-901 & 220-902,Great app! Except ads really distracting.,Positive,0.6,0.475
+Comptia A+ 220-901 & 220-902,informative great guide preparing exam,Positive,0.8,0.75
+Comptia A+ 220-901 & 220-902,Love,Positive,0.5,0.6
+Comptia A+ 220-901 & 220-902,I would rated higher ads incredibly distracting trying memorize.,Positive,0.575,0.7
+Comptia A+ 220-901 & 220-902,The layout questions presented great. But I took test simulator answered questions 20 minutes said I got wrong. It said I scored 0. I know fact I got wrong. But I also know I got majority right. Must glitch ma... Full Review,Positive,0.08714285714285715,0.7271428571428571
+Comptia A+ 220-901 & 220-902,Its good.,Positive,0.7,0.6000000000000001
+Comptia A+ 220-901 & 220-902,"Amazing app, suggestion word wrap answers, run screen unreadable",Positive,0.6000000000000001,0.9
+Comptia A+ 220-901 & 220-902,Good,Positive,0.7,0.6000000000000001
+Comptia A+ 220-901 & 220-902,"Won't allow filter 901 902. I already passed 901, I need keep studying it.",Neutral,0.0,0.0
+Comptia A+ 220-901 & 220-902,It's basic powerful gets straight point!,Positive,0.18333333333333335,0.5083333333333333
+Comptia A+ 220-901 & 220-902,Simply nice comprehension.,Positive,0.6,1.0
+Comptia A+ 220-901 & 220-902,Very useful,Positive,0.39,0.0
+Comptia A+ 220-901 & 220-902,Love,Positive,0.5,0.6
+Comptia A+ 220-901 & 220-902,Love,Positive,0.5,0.6
+ConnectLine,Basic device control This OK app....user interface obtuse Bluetooth connection continuing mystery. I hope back backdir still here. I wish TV phone option louder tinnitus volume control added,Positive,0.16666666666666666,0.20833333333333334
+ConnectLine,nan,nan,nan,nan
+ConnectLine,Not best This requires connection streamer order work. My previous hearing aids needed bluetooth. Very costly this. I'll looking sophisticated set hearing aids Oticon,Positive,0.008333333333333345,0.44166666666666665
+ConnectLine,Good Is great lacks thing. When starting media automatically turn microphones. This done manually. It annoying every time get notification turns microphone back,Positive,0.13999999999999999,0.47000000000000003
+ConnectLine,"It's great want connected aids, It needs security features. Bluetooth open hack world whenever I Oticon on; home network problems. I anymore, I'll speaker phone talk old fashioned way. Yes, I added Oticon windows 10 bluetooth.",Positive,0.3,0.48333333333333334
+ConnectLine,"Real problem Frequently disconnects, must uninstall reinstall regain functions... last. Very frustrating. A good idea needs lots work.",Positive,0.096,0.4533333333333333
+ConnectLine,It No Longer Works. I'm sure upgrade got installed since July year exactly worked fine I first installed new Alta 2 hearing aids stopped. I uninstalled reinstalled twice first time I got work stopped I unable get work since. Attempting another uninstall/reinstall see works. Nope. It tries connect streamer (paired phone and/or pairing mode) never does. Help?,Positive,0.1503787878787879,0.45751262626262623
+ConnectLine,This reliable all. Was losing connection listening music. Now connect all. Uninstalling reinstalling solve problem. Come oticon. Get it. I liked much worked.,Positive,0.4,0.5
+ConnectLine,Needs notification low power I would find helpful could send notification phone streamer's battery low I plug quits.,Neutral,0.0,0.3
+ConnectLine,nan,nan,nan,nan
+ConnectLine,"Music streamer phone function now. Extremely disappointing accessory cheap. Come Oticon, show customers respect FIX THIS APP!! PLEASE!!",Positive,0.18828125,0.7
+ConnectLine,"Hearing memory loss seem come together, would awsome hear unique tone hearing aids I step Bluetooth range phone. That way I would stop leaving behind!",Negative,-0.0625,0.85
+ConnectLine,"Looks feel likes token jester multinational company presence market place. Battery levels clearer please. Hearing instrument Programmes....what point page assign program symbol? How assign music program music symbol? Graphic equaliser would good Oh dear Oh dear time take ever connect, phone connected anyway. We need FAQ, need clearer way contacting queries Nice artwork clear, signs large company app, needs lot work becomes great app. Do ever read Oticon? replies previous crits.",Positive,0.32108843537414966,0.5326530612244897
+ConnectLine,Oticon connect Line work The glitchy I've ever used for,Neutral,0.0,0.0
+ConnectLine,"With My Apple 5s Underwhelming best , sure allows listen media link Bluetooth wants listen media ? .....Mmmmm nope ...one spends $4900.on Oticon hearing aid devices Connect Pro possibility connection Cell devices/Bluetooth....Please fix crappy Bluetooth linking add spot menu add favorite media would Awesome .....",Positive,0.64,0.6577777777777778
+ConnectLine,Heavy user 702.. Is hearing impaired communicate hearing aids device..it fine cellphone tablet too. I love it...,Positive,0.2388888888888889,0.5333333333333333
+ConnectLine,One question... why? I still carry streamer heck lot easier get quick change settings fumbling around phone trying find App. Add pairing general connectivity phone really sucks Android 7.1.,Positive,0.027777777777777773,0.43333333333333335
+ConnectLine,It work time. I take control. This disappointing thing wearing hearing aids. Now stops working calls. It's calls morning disconnects calls. I sent email response.,Negative,-0.6,0.7
+ConnectLine,Does JOB! They managed solve take control issue latest version.,Positive,0.5,0.9
+ConnectLine,"You certainly fixed take control issue! While works, whole, really great",Positive,0.375,0.45
+ConnectLine,Constant updates required latest Android software.. Old versions malfunction new Android versions,Positive,0.18409090909090908,0.471969696969697
+ConnectLine,Won't connect streamer all. Makes completely unusable.,Positive,0.1,0.4
+ConnectLine,I trouble hearing aids since I downloaded program I'm doing much better,Positive,0.15,0.35
+ConnectLine,"Times fast. It's ok, near great",Positive,0.4,0.5625
+ConnectLine,"Still issue asking user ""Take Control."" Very annoying.",Negative,-1.0,1.0
+ConnectLine,Did work either phones,Neutral,0.0,0.0
+ConnectLine,I wish told damn got streamer,Neutral,0.0,0.0
+ConnectLine,Please create PS4 Bluetooth driver.,Neutral,0.0,0.0
+ConnectLine,A Real POS,Positive,0.2,0.30000000000000004
+ConnectLine,The best Is good Quality never disconnects good,Positive,0.7999999999999999,0.5000000000000001
+ConnectLine,Take control oreo,Neutral,0.0,0.0
+ConnectLine,I love,Positive,0.5,0.6
+ConnectLine,"Not great What extra options add? I see battery level streamer!! Seriously.. Is it? Sure I change programme app, easier streamer anyway that. No option change volume hearing aids, chance getting equaliser. I know - want take work / money shops selling hearing aids. The needs proper re-design offer customers real value.",Positive,0.06,0.42777777777777787
+ConnectLine,"Hearing streamer Nobody can't understand useful hearing aid? The person can't hear clearly right position using hearing aid every single time everywhere. This streamer helpful impairing hear also. I'm always using time hearing aid cuz help receiving call, listening music video put volume high low hearing aid.",Positive,0.13485714285714284,0.318
+ConnectLine,"Usable, really suitable Galay Y (GT-S5360). Various elements user interface overflow screen, although I found anything least partially screen. Also tin information page headings overlapping details. Won't install SD card, device memory starved already difficult update built stuff insists going internal memory. ""Disable Volume"" seems mean Enable Volume! The added value seems battery level reading ability set parameters normally set Genie. Identities paired connected devices would useful.",Negative,-0.03229166666666666,0.47638888888888886
+ConnectLine,"Not bad app, needs work. It would nice override phone screen calling receiving call. While open, nice see battery level instead enter options. Also chance add personal ring tone built ringtones hard hear everyday noises. Overall, better nothing.",Positive,0.17314814814814813,0.5675925925925925
+ConnectLine,"I've owned pair Oticon Nera2 Ti two years now. Nearing warranty end. Both aids failed multiple times since purchase. Too much proprietary complication cripples limits something I own! Too many visits audiologist adjustments pairing devices. Too many faulty Nera 2's replaced faulty aids. Oticon 3 star big disappointments! My time belongs me, Oticon! I'm believer Oticon motto ""places people first""",Positive,0.2125,0.3666666666666667
+ConnectLine,"Like it. If work you, likely need firmware update steamer. Don't rate low problem. Mine 1.0 audiologist updated 1.3. With working, I see controls streamer itself. There additional controls app. For example, I control whether I want also listen background noise not. So basically, I got controls I've wanting while.",Neutral,0.0,0.65
+ConnectLine,Can't get pair streamer Verizon Galaxy s4 I tried two days get pair phone (or least recognize pairing). The phone pairs fine never recognizes streamer. I wasted lot time.,Negative,-0.027777777777777773,0.3
+ConnectLine,"It's okay. In need improvement My favorite feature ability presets environments (bar, movies, etc.) press button. Some suggestions I'd include are: stickied minimized control panel lock screen, hotbar, even widget; battery life status (I get notified battery &lt;5‰); documentation/help pages. There's info set utilize app. Everything I found took time get used app.",Positive,0.5,0.75
+Contacts,"Got previous phone, connected Gmail account phone contacts/backup, like said to. O never wanted Google contacts sync show, didn't. Just got new phone, Google contacts sync (emails every email I've contacted), phone contacts I'd previously saved nowhere found. Where they? This garbage.",Negative,-0.06565656565656565,0.2626262626262626
+Contacts,This waste time. All duplicate contacts gets updated line update WEB. If could find bug fix would good. My windows phone working perfect sinks correctly google contact. This means issue Contact Android.,Positive,0.35,0.4
+Contacts,"Google QUIT making anything money moronic ads! And leave useful care it. This WORST come professional organization. Duplicate contacts, terrible UI, way set local account even setup 3rd party playing nice etc etc list feature fails endless. Google product designers get thick heads everyone wants sync everything stupid email accounts.",Negative,-0.21041666666666667,0.4770833333333333
+Contacts,I think bug something app. It makes multiple blank contacts contact name annoying. Also option delete multiple contacts selecting them. You open every contact delete it. Really frustrating. Please Resolve google. You big reputation keep.,Negative,-0.17142857142857146,0.34285714285714286
+Contacts,"Update 7-23-18: From day next problem resolved. Great job Google. I love I want stay native possible Android. Thank you. The appp never completes ""Getting Contacts"". I see there's constant attempt get contacts, never ends. I trying transition native Android, stopped contacts bug. I Note 8. Google get 1 star fixed.",Positive,0.23333333333333336,0.4805555555555556
+Contacts,"Is Google incapable making simple stable contacts able store one's contacts device either without account?! This pathetic incompetent joke acknowledge Gmail account, says non existent!??! Does work I select device account neither! My contacts vanish daily, I'm sick & tired it!! Last update Google fixed absolutely nothing! Pixel XL.",Negative,-0.20478794642857143,0.5072619047619048
+Contacts,This give option show phone contacts contacts phone numbers. I want see e-mail contacts app. It make life much difficult trying call somebody. It give flexibility kind contact I want see set preference according that. Seems like developers missed point note phonebook phone numbers e-mails.,Positive,0.04999999999999999,0.95
+Contacts,"I liked contacts I Galaxy S4 much, much better. What I miss ability separate notification tones contact. It sucks I ability. Please add Google I give 5 stars.",Positive,0.26666666666666666,0.5333333333333333
+Contacts,"How possible seems Android phone impossible send email contact group (and even can't done email app, go contacts.) If possible, they've made undiscovered feature history design. Does anyone google actually apps??????",Negative,-0.16666666666666666,0.775
+Contacts,"I know duplicate content issue untill I reading reviews. I thought error part, I opened sim contacts, uploaded contacts cloud, seems issue. This basic. Nothing special.and stable duplicates contacts. So, 3 stars untill there's also thing prettier look at.",Neutral,0.0,0.125
+Contacts,The Link contacts button missing. I account Exchange Google. I several automatically one. I tried button simply there. I unlinked existing account see button would show individual contact pages. Now I can't link back! This gold standard point. I come back change 5.,Negative,-0.028571428571428574,0.1153061224489796
+Contacts,"You can't even edit correctly! And delete impossible, saved contacts G+and email messages I sent! I want delete I guess friends whoever made G+ can't change anything either! I've got contacts 2012 even know old computer",Negative,-0.45,0.6
+Contacts,"Can't assign custom text message notification sound individual contacts identify incoming sound. Apparently, former feature removed. As someone coming iOS, feature sorely missed.",Positive,0.2,0.30000000000000004
+Contacts,Bloated. And really annoying. Used simpler straight forward phone email contacts we're easy merge opened within self contained apps. I problem Facebook messenger app.,Negative,-0.05555555555555558,0.7111111111111111
+Contacts,"As per saving, backup, synchronization, search contacts, duplicate contacts everything better done call logs like received, missed calls available combined..... Separately available cut 1 star otherwise eligible 5 star.",Positive,0.43333333333333335,0.43333333333333335
+Contacts,I bought stock Android phone came Google contacts app.. Unfortunately option save contacts directly SIM Card Device Phonebook saving contacts Google account. Please make options save contact phone SIM card available next update.,Neutral,0.0,0.44999999999999996
+Contacts,"Update: Still merge capabilities current version. Can't select 2 contacts merge manually. Suggest still work accounts. I happen 7k contacts sync correctly Google online. Fields line properly Google Contacts online data. Why can't I display note data 1024 characters, apparently. Google online duplicated Google Contacts app...not done way...and sure why?? Should also take customized names directly Google Contacts online. So make sense create custom field names, since port over.",Positive,0.13,0.42777777777777776
+Contacts,My contact pictures blurry like gingerbread! I think time switch IOS! (Iphone),Neutral,0.0,0.0
+Contacts,"It keeps deleting contacts!!! This happened several times past couple years Google officially broken trust. Thia thing keeps happening google photos-. This company aecurity data hyped misleading again, lost irreplaceable data, family contacts info, precious pictures, ever else choose spit abyss random. This used among favorite damgerous trust others many people avoid see why. Bad business",Negative,-0.04374999999999998,0.5395833333333333
+Contacts,"Easy import, sync merge contacts label system needs work. Would nice groups entire group could placed home screen shortcut (this previously feature form widget since removed whatever reason!) Please add widget group/label shortcuts",Positive,0.20625,0.65625
+Contacts,"Then: I can't make calls app. Something like error. Now: lot improvements, even analyze contacts give us suggestions.",Neutral,0.0,0.0
+Contacts,"This bad, I phone better dialer n contact manager, allow saving contact phone memory neither dialer recording option. Pls Asus bring old dialer Zenfone Google smart pls update",Positive,0.02857142857142861,0.5023809523809524
+Contacts,Worst app.. even can't sync ...sync always problem.. recover deleted contacts didnt merge contacts .,Negative,-1.0,1.0
+Contacts,nan,nan,nan,nan
+Contacts,nan,nan,nan,nan
+Contacts,I'm using nokia 7 plus u tell save namuber sim card also import export sim number option . I hate,Negative,-0.8,0.9
+Contacts,Very helpful send mail multiple contacts. I used find difficulties send mail multiple contacts option gmail. Today I tried able send immediately. Thanks awaited app.,Positive,0.18,0.225
+Contacts,I downloaded I sure works better current one. Nice able back content I think right now.,Positive,0.3408163265306122,0.5642290249433106
+Contacts,"Hi, im using Huawei Mate 10 Lite. When using contacts saved google contacts syncs properly. But contact photos appear. Is fix this? Otherwise best, used previous phones long remember. Nice",Positive,0.27666666666666667,0.39333333333333337
+Contacts,"difficult edit existing saved contact search existing contact dragging slide. try edit contact searching, directly calls instead editing.",Negative,-0.2,0.7
+Contacts,"Does sync like line, WhatsApp,... Or I say, blocked sync apps. Once I uninstalled it, everything fine.",Positive,0.4166666666666667,0.5
+Contacts,I HATE THIS APP!! I used seamless backup phone contacts gmail contacts. Now I forced pay nothing works.,Negative,-0.4000000000000001,0.39999999999999997
+Contacts,Total garbage app. I installed Gmail p.o.s. keeps suggesting email addresses spam mail I can't delete them. F Google,Neutral,0.0,0.75
+Contacts,"There problem duplicate contact, get rid it. In Samsung merge contacts person different show one, contact repeated shown WhatsApp imo on..",Neutral,0.0,0.6
+Contacts,Hangs calls. Can't pickup calls sometimes.,Neutral,0.0,0.0
+Contacts,After creating Label! contacts saved company name visible search. Please introduce business card scanner app.,Neutral,0.0,0.0
+Contacts,"This prevented multiple devices synchronizing contacts I got tons duplicates. After I uninstalled devices still would sync contact updates. HERE'S MY FIX, get duplicates usually second list duplicate tell comparing favorite contacts. After get duplicates straightened out, go settings, go accounts, tap Google turn contact sync people sync accounts device. Next go settings, go apps, tick show system apps, tap contact storage clear data NOTE IF YOU HAVE DEVICE ONLY CONTACTS BACK THEM UP FIRST OR YOU WILL LOOSE THEM!!! Now turn back contact sync people sync open OEM contact manager. You may still end couple duplicates. Since I installed two devices I devices, I reset contacts, phone tablet finally started talking syncing together.",Positive,0.05831330128205128,0.37382478632478633
+Contacts,"google always rush push updates, made simple garbage. lost contacts earlier developer deserve kick a$$$",Neutral,0.0,0.4285714285714286
+Contacts,Whenever I try call somebody ask sim choose. Neither calls basis choosing call option .I gets banged moments emergency.Need improvement here. Rest good,Positive,0.7,0.6000000000000001
+Contacts,Excellent app. U save lot data contact notes filter easily. No offering .... 5 STAR,Positive,0.39166666666666666,0.9166666666666667
+Contacts+,"Is great way keep friends, family work partners touch another well inform tasks required get done reminders coming events dates.",Positive,0.8,0.75
+Contacts+,A great way keep friends text,Positive,0.8,0.75
+Contacts+,Very useful,Positive,0.39,0.0
+Contacts+,"Excellent, worked well Samsung S3,S5,S7 S9",Positive,1.0,1.0
+Contacts+,"""Love If dial icons could done on/off, even dual sim mode off.!!"" Then would say that's gonna best ever dialer.",Positive,0.890625,0.44999999999999996
+Contacts+,They collect people's call logs means 0 privacy,Neutral,0.0,0.0
+Contacts+,Is support contacts sms recovery,Neutral,0.0,0.0
+Contacts+,Simply good,Positive,0.7,0.6000000000000001
+Contacts+,Solid managing contacts personalisation.,Neutral,0.0,0.1
+Contacts+,nan,nan,nan,nan
+Contacts+,Can please bring back themes free department? I liked previously I using gradient effect makes good due available free option make sad...,Positive,0.18981481481481477,0.5490740740740742
+Contacts+,The best part makes feel control blocking annoying telemarketers,Positive,0.09999999999999998,0.6
+Contacts+,Solid performer overly bloated,Neutral,0.0,0.1
+Contacts+,Useful everyone every time,Positive,0.3,0.0
+Contacts+,Crash crash crash!!!,Neutral,0.0,0.0
+Contacts+,Good attracting,Positive,0.7,0.6000000000000001
+Contacts+,"good done guys ,thanks!",Positive,0.475,0.4
+Contacts+,How u find contacts showing ? Google ? Which account ? Can show whatsapp accounts ?,Neutral,0.0,0.0
+Contacts+,nan,nan,nan,nan
+Contacts+,I cant believe works,Neutral,0.0,0.0
+Contacts+,It covers everything needed....contact list & dialer bit attractive....,Positive,0.8,1.0
+Contacts+,Great alot good features.,Positive,0.75,0.675
+Contacts+,"Works smart view case, like *# codes",Positive,0.21428571428571427,0.6428571428571429
+Contacts+,Good,Positive,0.7,0.6000000000000001
+Contacts+,"Cannot restore contacts although I backed hundreds. The number contacts showing back up, cannot restore them. I contacted support multiple times clue. Gave up. Also, I cannot edit contacts even I separate them. I lost many hours time trying everything solve problem. Now I excel file old contacts I search find people I want call",Positive,0.15,0.175
+Contacts+,"Works great, even supports dual SIM phones calling SMS. Shame support FB image data synchronisation anymore.",Positive,0.8,0.75
+Contacts+,Superb good facilities,Positive,0.85,0.8
+Contacts+,Its good,Positive,0.7,0.6000000000000001
+Contacts+,"Actually amazing apps, Oppo A57 consider part security issue's, I always reverting back default sms I got message. Please fix & make compatible supported platform. Thanks",Positive,0.26666666666666666,0.3666666666666667
+Contacts+,"I purchased pro version tried convincing better default Samsung Phone I hated it. When find missed call notification area, open app, never get removed area, 1 hour later, may still think missed call. May related Samsung Software issue. Secondly, hard view Contact details call log. You open History first, history open Contact Details. Third: When want send SMS group contacts, YOU CANNOT EDIT THE LIST AFTER SELECTING THE GROUP!!!. You send SMS whole group. CANNOT REMOVE ONE CONTACT FROM THE GROUP BEFORE SENDING THE SMS!! What this? The SMS first Sony-Ericsson 2G phone option.",Positive,0.04775641025641026,0.4391025641025641
+Contacts+,I like caller ID option much...but I think smart....when I want make call I need touch many times number...the calling experience boring me....,Negative,-0.25,0.75
+Contacts+,"Really great looks professional (which hard find days). favourite feature I able recover SMSs, call logs contacts. convenient. love way takes little CPU memory.",Positive,0.23680555555555557,0.5194444444444445
+Contacts+,The problem I synced phone controlled stuff,Neutral,0.0,0.0
+Contacts+,It could read contact show restored google,Neutral,0.0,0.0
+Contacts+,"Great app, slightly slow",Positive,0.25,0.575
+Contacts+,eight,Neutral,0.0,0.0
+Contacts+,GREAT APP! GREAT UI!,Positive,1.0,0.75
+Contacts+,Just Excellent!,Positive,1.0,1.0
+Contacts+,It's great... good,Positive,0.75,0.675
+Contacts+,Greatest,Positive,1.0,1.0
+Content Transfer,"Never I used seamless transfer Android device another. Provided cloud backups enabled previous device, get local pictures videos call logs text messages back, also get data. I happy 500 call log 17,864 SMS messages transferred. Thank Verizon!",Positive,0.18666666666666668,0.2533333333333333
+Content Transfer,I'm happy! There 75 videos old HTC phone I could never transfer. Gave forgot videos phone years. Was cleaning found old phone. Never knew existed probably years back I trying save precious memories captured using old phone. Thank much Verizon!!,Positive,0.3017857142857143,0.4
+Content Transfer,After trying manually transfer contacts(saved different accounts) I got frustrated found app. Holy cow! It everything minutes.,Negative,-0.28888888888888886,0.32222222222222224
+Content Transfer,This real MVP transferring old phone new one. It really helpful option qr code linking phones screen damaged old phone made function useless. This also transfers data feature easy find. Thanks great Verizon.,Positive,0.18552188552188553,0.37087542087542086
+Content Transfer,"The rep trying hard store connect phone's, I remember password showed home, finished. Great experience, thanks Turran Anderson SC store.",Positive,0.23611111111111108,0.4972222222222222
+Content Transfer,I apprehensive switching phones carriers. But Verizon transfer easiest part process! Could easier use. I wish rest life worked well. It even handed iPhone Android government personal conversions stride.,Neutral,0.0,0.3
+Content Transfer,Tried several apps. This finally worked. Dropped picked restart finished job. Definitely best I tried.,Positive,0.3333333333333333,0.43333333333333335
+Content Transfer,Wow SO much easier everything else I tried! Too bad I know sooner! Thanks!,Negative,-0.06874999999999995,0.5166666666666667
+Content Transfer,"Fast intuitive. When QR code work quite right, intuitively switched network method. Whole thing took moments set up.",Positive,0.22857142857142856,0.5119047619047619
+Content Transfer,"I sure difficult would app. I harrassed children technologically challenged!...it easy!...only took minutes, worked perfectly. Thanks !!!",Positive,0.13020833333333334,0.6962962962962963
+Content Transfer,Update 7/21/2018 still work matter I do. Complete waste 2 hours life nothing. Appears work new Droid Turbo sim card work old Droid Turbo. Uninstalled & reinstalled numerous times still nothing. Went Verizon store & said cloud can't help. Big fail.,Negative,-0.05194805194805195,0.2792207792207792
+Content Transfer,"What relief! This replaces mind-numbing chore clicks, wait while, done. Great app!",Positive,1.0,0.75
+Content Transfer,How anyone actually get work? I giving up. Useless!!!,Negative,-0.48828125,0.15000000000000002
+Content Transfer,Great app! Worked perfectly. It fast easy transfer data old device new one. Step step instructions extremely helpful. Great tool!,Positive,0.3920995670995671,0.6554112554112554
+Content Transfer,"Unable once, without significant slow downs. But choosing area time, photos. It work really fast.",Negative,-0.05625000000000001,0.59375
+Content Transfer,"God send! So glad I found app. Life saver!!! I needed data old phone, irreplaceable. Thank goodness!",Positive,0.55078125,0.6
+Content Transfer,"Old I-4 phone difficult get set up. Once sync quick. Thanks. Tech person, Stephen, great .",Positive,0.18666666666666668,0.53
+Content Transfer,"In opinion best transfer content, anything old device switched new one. It works quickly easy use. I've used phones Verizon connected worked well, great highly recommended.",Positive,0.43828282828282833,0.512979797979798
+Content Transfer,Quick easy use! Saved whole lot hassle trying swap info. Thank you!,Positive,0.375,0.5777777777777778
+Content Transfer,Was easy transfer data old device new device. Definitely recommend anyone needing make data transfers quickly easily,Positive,0.2206060606060606,0.5642424242424242
+Content Transfer,Awesome app...not tech savvy...thanks young lady store I got new phone today & app....made life lot easier...lol,Positive,0.4121212121212121,0.6181818181818182
+Content Transfer,"need wait store...a clicks, done! take long time... may vary lot photo files.",Negative,-0.05,0.4
+Content Transfer,What life saver! Before switching phones I lost everything helped save all! All text messages photos music! I thankful!!,Neutral,0.0,0.0
+Content Transfer,After purchasing new phone I told transfer pictures. It took hour half transfer photos new phone. I restart ten times finally get transfer complete. Android Android transfer.,Positive,0.03434343434343434,0.4126262626262626
+Content Transfer,"Worked promised; issue messages. It's failed twice presumably many (Count 60,000). Is way tell transfer last 12 months?",Neutral,0.0,0.2888888888888889
+Content Transfer,"It transferred content settings, I approve every installation. Horrifically tedious! Why can't whole process automated?",Negative,-0.2125,0.7
+Content Transfer,"This allows transfer A LARGE AMOUNT OF DATA's worth Apps, videos, photos, files, etc... Very important WIFI. May good idea allow Verizon Tech assist info needed.",Positive,0.43357142857142855,0.5321428571428571
+Content Transfer,"The transfer took much longer anticipated - several hours - 3 awake, made half bar. In beginning, asks bunch questions. Pay attention this. If want change answer, can't. I'm still sure everything transferred.",Positive,0.13333333333333333,0.3138888888888889
+Content Transfer,The thing I like I accept downloaded transfer...should done without asking,Neutral,0.0,0.0
+Content Transfer,"Thought would take lot longer transfer maybe hour. Verizon Guy said 2 hours. Very happy, everything transferred perfectly!!!",Positive,1.0,1.0
+Content Transfer,The tool Works mostly error communications restarts. I restart several times flaw. I really bad flaw.,Negative,-0.06666666666666661,0.38888888888888884
+Content Transfer,Disconnected multiple times. The directions need state needs installed phones. Other I'm satisfies,Negative,-0.0625,0.1875
+Content Transfer,This user friendly & took 5 HOURS complete transfer. I phone day.,Positive,0.2375,0.45
+Content Transfer,Great app. Didn't take long transfer..easy scan..no problem all. I transfers!!!,Positive,0.351171875,0.575
+Content Transfer,"Two stars ease use. - Nothing I can't find messages supposedly transferred! - They show messenger, I idea went.",Neutral,0.0,0.0
+Content Transfer,Changed phones phone numbers iPhone SE notebook 5 Samsung everything went well transferred,Neutral,0.0,0.0
+Content Transfer,This easiest phone upgrade I ever through. Thank content Content transfer,Neutral,0.0,0.0
+Content Transfer,"It glitches two phones recognizing 2 3 restarts, everything seems transferred",Neutral,0.0,0.0
+Content Transfer,"Transferred everything except phone contacts, thing I need most.",Positive,0.5,0.5
+Content Transfer,"Didn't transfer data several apps. Changed settings, transfer all.",Neutral,0.0,0.0
+ConvertPad - Unit Converter,"Very useful app. I used replace another converter sound ads. I requested sound removed ads app, ignored. After lot searching, I found best. I two requests: 1. Add kilowatt hours Energy/Work. To kwh common unit work. 2. For Currency conversion, always show timestamp last update button update rates demand.",Positive,0.315,0.2777777777777778
+ConvertPad - Unit Converter,"It's excellent conversion. However, anomaly currency conversion. Zambia (ZMK) used years, ZMW. I can't figure contact Sunny Moon communicate problem.",Positive,1.0,1.0
+ConvertPad - Unit Converter,"I phones many years I found used point I placed icon home screen quick access, I seem always daily basis, I pretty much weekly basis. It adds part fairly inatrusive small window bottom. This 1st I load everytime I replace cell phone.",Positive,0.2476190476190476,0.5
+ConvertPad - Unit Converter,The input screen calculator sized right phone I can't see + - buttons screen. Trying type negative number I can't. Galaxy S7,Negative,-0.007142857142857145,0.46785714285714286
+ConvertPad - Unit Converter,"+ Extensive Units lists. + Searches within Categories & Units selectors . + Add custom conversions. + See multiple conversions once. A lot good here. ―― A little fiddly times, & places figure things work. ―― [[update: + Font sizes fixed size options. ]]",Positive,0.12249999999999998,0.32666666666666666
+ConvertPad - Unit Converter,"I love app, using ages, however latest ver 3.1 scaling issues Samsung G 8+. Can see keypad ok button fav settings page. Work around us landscape mode.... Please fix time. Thanks",Positive,0.425,0.55
+ConvertPad - Unit Converter,"Used great.... user interface changed -- worse. Another example, Currency Exchange Rate cut 6 countries. Too bad. Next.....",Negative,-0.07499999999999996,0.5041666666666667
+ConvertPad - Unit Converter,"This best converter app,ever. But, frustrating. I would like know, I want update currency want update exchange rate? My selected currency doesnot change. I years. All sudden doesnot want work. Please advise. Thank much free.",Positive,0.25,0.625
+ConvertPad - Unit Converter,"Best app..all kind unit transformation. I studying engineering(mech) helpful solve different kind problems related fluids, stress, etc. also various constants. Because solve problems require sometimes unit conversion providing best service.",Positive,0.4571428571428572,0.557142857142857
+ConvertPad - Unit Converter,"Great I 2 issues current version. 1) The calculator fully show screen scroll zoom make fit. 2) There typo Torque conversion, N.m units written N.mm (note two N.mm actually N.m",Positive,0.30000000000000004,0.4125
+ConvertPad - Unit Converter,Great jumped size 5 font making big fit screen ability scroll access OK button made adjustments therefore unable save changes. Please fix I change rating 5 star.,Positive,0.24000000000000005,0.45
+ConvertPad - Unit Converter,"everything nice. due samsung power saving mode , HD FHD native resolution make calculator unable use. digit screen press calculator function.",Negative,-0.00833333333333334,0.625
+ConvertPad - Unit Converter,"Since shows USD, Whenever I try customize favourite unit currency exchange, always freeze suddenly responding need restarted. So, shows USD I can't change customisation, bothers lot. Redmi 4A, MIUI 8.5 Marshmallow 6.0.1 ConvertPad 3.1.00",Neutral,0.0,0.5
+ConvertPad - Unit Converter,Currently currency exchange rate shows USD Edit: bad...it hidden settings. You select currency want see.,Negative,-0.08333333333333333,0.3666666666666667
+ConvertPad - Unit Converter,"Samsung galaxy s8+ This useless, worked perfectly I s6edge, I recently updated app, buttons enter number large fit screen (only see first row numbers), scrolling/resizing option... uninstalling looking new",Positive,0.18758116883116882,0.5083062770562771
+ConvertPad - Unit Converter,I often. Screen layout changes cut right half number pad making almost useless right now.,Negative,-0.023809523809523808,0.35952380952380947
+ConvertPad - Unit Converter,Using 1 minute arc earth = 6000 ft = 1 nautical mile best accuracy plotting position scaling object map sailing walking flying driving. This makes 1 second arc 100ft interfere statute miles kilometers engineering construction. Degrees Minutes (or Miles nautical) Seconds DMS. John.,Positive,0.5,0.15
+ConvertPad - Unit Converter,"Very useful app, I frequently, never problems, ask immediately...nothing more, nothing less. Wish same.",Positive,0.13466666666666668,0.19833333333333333
+ConvertPad - Unit Converter,I know update shows dollar currency exchange. If currency available point currency conversion?,Positive,0.4,0.4
+ConvertPad - Unit Converter,I've years looks bit dated I thought I'd install newer converter I got new phone. I've tried 5 one's still best. It's also I could find handle stones AND pounds measurement.,Positive,0.5681818181818181,0.37727272727272726
+ConvertPad - Unit Converter,Used past couple years problems lately cannot adjust units input due cannot see full keypad input different figs screen,Negative,-0.06500000000000002,0.475
+ConvertPad - Unit Converter,I love app! It's powerful tool especially work technical field. I would like see options time category though various GPS time format conversions ie week/seconds.,Positive,0.185,0.64
+ConvertPad - Unit Converter,"GREAT conversion app, every type measurement whether heard not.",Positive,0.8,0.75
+ConvertPad - Unit Converter,Use daily Cannot count times quite useful.,Positive,0.15,0.0
+ConvertPad - Unit Converter,"It supposed to, convert units! I like allows simultaneous bilingual use. Not commonly used personally, sure nice touch needed!",Positive,0.4666666666666666,0.7962962962962963
+ConvertPad - Unit Converter,"It's perfect, fast, simple, works, saved lot head ache trying convert many different things. * I'd buy *",Positive,0.33999999999999997,0.6114285714285714
+ConvertPad - Unit Converter,"Only found problem - two ""N mm"" conversions. One ""N m""",Neutral,0.0,1.0
+ConvertPad - Unit Converter,Some problem currency exchange rate unable add countries,Negative,-0.5,0.5
+ConvertPad - Unit Converter,"Exchange rate wrong now, weeks fixed",Negative,-0.2,0.55
+ConvertPad - Unit Converter,Converts I need convert. Especially good aviation related conversions.,Positive,0.5,0.7
+ConvertPad - Unit Converter,"Great tool. However, developer fails respond timely fashion questions.",Positive,0.15000000000000002,0.525
+ConvertPad - Unit Converter,"Unable samsung s8 plus, input screen completely distorted",Negative,-0.2,0.45
+ConvertPad - Unit Converter,Great app. Error Torque conversions Nm listed Nmm,Positive,0.8,0.75
+ConvertPad - Unit Converter,I using college even now...very accurate useful computations,Positive,0.35000000000000003,0.3166666666666667
+ConvertPad - Unit Converter,Very useful little although somewhat old school user interface appearance,Positive,0.10083333333333333,0.2333333333333333
+ConvertPad - Unit Converter,Its useful n easy 2 well much business purpose 2 me. Thanks 4 developer in google.,Positive,0.2833333333333333,0.30833333333333335
+ConvertPad - Unit Converter,It happening again! FX rates working past 4 days! rates updating again. I sure keeps happening.,Positive,0.09375,0.5694444444444444
+ConvertPad - Unit Converter,Super helpful work tons extra stuff idea,Positive,0.16666666666666666,0.3833333333333333
+ConvertPad - Unit Converter,The best convert I ever used. Simple clear.,Positive,0.3666666666666667,0.34682539682539676
+ConvertPad - Unit Converter,"Been using years multiple Galaxy phones, huge amount conversions.",Positive,0.20000000000000004,0.45
+Cookbook Recipes,So handy. Have used alot. I always try make variety dishes I find want easily.,Positive,0.5166666666666666,0.8666666666666667
+Cookbook Recipes,"Love app, great recipes easy follow",Positive,0.5777777777777778,0.7277777777777779
+Cookbook Recipes,"Very detailed description categorical organisation recipes instead generic Indian, Chinese, Italian food categories",Positive,0.13,0.24375000000000002
+Cookbook Recipes,It's great unless crashes sux,Positive,0.8,0.75
+Cookbook Recipes,Good,Positive,0.7,0.6000000000000001
+Cookbook Recipes,Can please make recipe cook vegetables food materials items. Else epic.,Positive,0.1,0.4
+Cookbook Recipes,Easy recipes easy follow instructions.,Positive,0.43333333333333335,0.8333333333333334
+Cookbook Recipes,It's best,Positive,1.0,0.3
+Cookbook Recipes,I soooo love app!!!!! Thank You!!!!,Positive,1.0,0.6
+Cookbook Recipes,Nice Nice job,Positive,0.6,1.0
+Cookbook Recipes,amazing amazing,Positive,0.6000000000000001,0.9
+Cookbook Recipes,nan,nan,nan,nan
+Cookbook Recipes,I love,Positive,0.5,0.6
+Cookbook Recipes,I like much able look recipes meal time.,Positive,0.5,0.625
+Cookbook Recipes,C U IN THE KITCHEN...,Neutral,0.0,0.0
+Cookbook Recipes,Too many ads. everytime select something ad pops up. Not user friendly also. Too many ads spoil cooking :D,Positive,0.59375,0.625
+Cookbook Recipes,I would give better marks I able get recipes I'm able get part shuts could fix little problem I would give full marks I love appI would give full marks I love,Positive,0.3765625,0.56875
+Cookbook Recipes,I'm deadly addicted delicious easy recipes provide.. loved,Positive,0.4333333333333333,0.8083333333333333
+Cookbook Recipes,I love recipes used make plenty meals family I hate ads keep popping busy kitchen trying understand certain recipe could minimize ad page make smaller? Does pop full page?,Positive,0.0607142857142857,0.5702380952380953
+Cookbook Recipes,nan,nan,nan,nan
+Cookbook Recipes,Easy follow different diets included highly recommended.,Positive,0.1977777777777778,0.6577777777777777
+Cookbook Recipes,It's good someone sucks cooking,Positive,0.19999999999999998,0.45000000000000007
+Cookbook Recipes,"Il live app, useful.",Positive,0.21818181818181817,0.25
+Cookbook Recipes,"Great app, informative useful",Positive,0.55,0.375
+Cookbook Recipes,Creative good picture quality. Informative extras,Positive,0.6,0.8
+Cookbook Recipes,It's great.,Positive,0.8,0.75
+Cookbook Recipes,"Great, tasty food",Positive,0.8,0.75
+Cookbook Recipes,A good kitchen lover,Positive,0.7,0.6000000000000001
+Cookbook Recipes,Awesome easy !,Positive,0.7708333333333334,0.9166666666666667
+Cookbook Recipes,So many recipes!! Tried lots love it!!!,Positive,0.87890625,0.55
+Cookbook Recipes,Love recipes! Easy understand!,Positive,0.5833333333333334,0.7166666666666667
+Cookbook Recipes,Wonderful App! Great recipes!!,Positive,1.0,0.875
+Cookbook Recipes,Awesome easy recipes,Positive,0.7166666666666667,0.9166666666666667
+Cookbook Recipes,This splendid,Positive,0.8333333333333334,1.0
+Cookbook Recipes,Well Done superb,Positive,1.0,1.0
+Cookbook Recipes,Okk,Neutral,0.0,0.0
+Cookbook Recipes,nan,nan,nan,nan
+Cookbook Recipes,Cool,Positive,0.35,0.65
+Cookbook Recipes,Great!,Positive,1.0,0.75
+Cookbook Recipes,great recipes,Positive,0.8,0.75
+Cooking Channel,"I swear... This worst streaming I ever used. Logs every couple days, stream Chromecast takes forever load video.",Negative,-1.0,1.0
+Cooking Channel,The ads fine. Gives chance to get snacks. Love free option tough times.,Positive,0.2319444444444445,0.6833333333333333
+Cooking Channel,Won't allow add TV provider.,Neutral,0.0,0.0
+Cooking Channel,I follow recipes get right every time love,Positive,0.39285714285714285,0.5678571428571428
+Cooking Channel,Much better food network. Cant believe want paid even wifi,Positive,0.5,0.5
+Cooking Channel,I love shows recipes,Positive,0.5,0.6
+Cooking Channel,Love I watch carnival eats love show,Positive,0.5,0.6
+Cooking Channel,Wonderful app. love good food. Thank,Positive,0.7333333333333334,0.7333333333333334
+Cooking Channel,Good.... Need stream free episodes,Positive,0.55,0.7000000000000001
+Cooking Channel,Nice,Positive,0.6,1.0
+Cooking Channel,It's limited watch due Cable contract not.,Negative,-0.09821428571428571,0.2589285714285714
+Cooking Channel,This awesome,Positive,1.0,1.0
+Cooking Channel,It's alright sign Wich cable company And make account it. I would thumbs,Neutral,0.0,0.0
+Cooking Channel,Not cord cutters.,Neutral,0.0,0.0
+Cooking Channel,Too many commercials,Positive,0.5,0.5
+Cooking Channel,It favorite shows,Positive,0.5,1.0
+Cooking Channel,Needs free shows series,Positive,0.4,0.8
+Cooking Channel,My favorite food,Positive,0.5,1.0
+Cooking Channel,The cooking channel best,Positive,1.0,0.3
+Cooking Channel,Good.,Positive,0.7,0.6000000000000001
+Cooking Channel,I really enjoy watching favorite cooking shows new ones I seen before. It could much better I taste tester. For real guys call up!,Positive,0.3572727272727273,0.550909090909091
+Cooking Channel,"Stay signed option work. Also, I understand commercials free app, ads class action lawsuits mud slinging political ads election that's year away making think deleting watching YouTube.",Positive,0.16666666666666666,0.3333333333333333
+Cooking Channel,Great Best ever!,Positive,0.9,0.525
+Cooking Channel,I'm loving,Positive,0.6,0.95
+Cooking Channel,So good new shows,Positive,0.41818181818181815,0.5272727272727273
+Cooking Channel,Awesome,Positive,1.0,1.0
+Cooking Channel,Just trying first time I'm loving !!!,Positive,0.625,0.6416666666666666
+Cooking Channel,Enjoy watching app.,Positive,0.4,0.5
+Cooking Channel,Fun watch,Positive,0.3,0.2
+Cooking Channel,Select provider screen blank. Typing box show results. Can't login useless app.,Negative,-0.25,0.1
+Cooking Channel,Will load TV providers. I can't afford cable fix please,Neutral,0.0,0.0
+Cooking Channel,I want Unwrapped.,Neutral,0.0,0.0
+Cooking Channel,No unwrapped unwrapped 2.0!?!?!? Seriously need add those!,Negative,-0.41666666666666663,0.6666666666666666
+Cooking Channel,I loved it!!,Positive,1.0,0.8
+Cooking Channel,"Would like see full episodes Extra Virgin, Giadas shows, Michael Symons shows, Best Eats....get rid ""celebrity stuff""!",Positive,0.45,0.31666666666666665
+Cooking Channel,We need updates new stuff,Positive,0.13636363636363635,0.45454545454545453
+Cooking Channel,Love get #:-),Positive,0.5,0.8
+Cooking Channel,Love,Positive,0.5,0.6
+Cooking Channel,nan,nan,nan,nan
+Cooking Channel,"No idea why, seems like every time I want I uninstall reinstall ""authentication errors"", whatever hell means.",Neutral,0.0,0.0
+Cooking Fever,"Was fun easy beginning. They know suck in, first level there's barely enough gems. By 2nd building I spending money I loved game. By third building, I realized I continue I started putting large chunks check it.... I stop I'm ahead. Got 3 buildings, halfway levels, back update gem problem",Positive,0.14976190476190473,0.3495238095238095
+Cooking Fever,I really enjoyed game first. Finished first building without spending much gems all. Moved onto second building quickly realised I start spending gems without way earn without spending loads real cash quickly turned dead end game. Update. I completed second restaurant 2 stars most. I 50000 coins gems I can't start new upgrade current get stars. Have redo level order get gems buy new restaurant. Essentially stuck,Positive,0.10819964349376111,0.3632798573975044
+Cooking Fever,"The game play great. It's challenging good way. However, thing I can't stand success rate slot machine. I finished 2 restaurants already twice. One learning another 200 coins. I need jewels I money spend get wallet. And takes long level up. If slot machine better success rate, I would like game",Positive,0.25,0.44999999999999996
+Cooking Fever,"I know happened last update, lost automatic maker already bought gems. Just realized I want participate last challenge. I used really love game. The longest game ever play. Have play years now. Please fix automatic maker problem. Because kinda feel cheated now.",Negative,-0.06000000000000001,0.30666666666666664
+Cooking Fever,"Absolutely love game. Very addicting challenging. No need buy gems, play casino every 24 hours using 500 coin button. If play 7 consecutive days receive 2 gems day every day that. Its challenging first couple months, keep playing dont buy. My concerns level 40 receive coins. It says every 5 levels receive coins. Also, update restraurant new chairs stuff, see play, like beach hut. Please fix this.",Positive,0.24090909090909093,0.5839826839826839
+Cooking Fever,Game superb addictive continue game need many gems sufficient. Mainly every upgrade need many gems earning process gems less get two ways first level up(7 gems) playing daily (2 gems) put atleast 20 gems every kitchen upgrade.I hope gems problem solve next upgrade keeping coins uptown second upgrade keeping less gems.,Positive,0.09871794871794871,0.3461538461538461
+Cooking Fever,"Recently updated. Now On-line only?! Why?! I used enjoy playing waiting appointments travelling. Extremely disappointing. Oh well, I guess I get play much more. It's good game worth data charges!",Positive,0.121875,0.50625
+Cooking Fever,Just downloaded every 1 minute comes internet lost server lost. And ive using data play game.. whats happening there. Please fix im getting mad,Negative,-0.5125,0.7
+Cooking Fever,I absolutely loved the game. Spent lot money lol. I got new phone played year. I'm really hoping transfer progress since email all. We shall see.,Positive,0.2227272727272727,0.44242424242424244
+Cooking Fever,"I've fun playing 3 months, latest update tanked enjoyment. I get server problem errors, progress rolled back several times. The timing daily play rewards changed casino operating well. This first game I really spent time on, I give it.",Positive,0.06875,0.2416666666666667
+Cooking Fever,This game fun play. Now game malfunctions time! I emailed developer problems game play. I'm still waiting reply. I've spent much money game work randomly all. Also game progress really saved account despite saving account.,Negative,-0.2,0.32
+Cooking Fever,It's fun would much better slide food spend money restaurant upgrades well food upgrades. Also gem situation sucks cause need many upgrades earn little. Not fun enough pay real money,Positive,0.1078125,0.375
+Cooking Fever,"It great overall. I'd recommend friend! Great game addicting. Maybe make ways get gems people get game quicker I personally impatient, disorder makes shiver move. So suggest quicker way.",Positive,0.10000000000000002,0.5333333333333333
+Cooking Fever,"I loved game playing almost 2 years so. Then I go sign today tells things adjusted roll back. Which meant automatic items I bought kitchens gone. All gems I spent wasted. This ridiculous. If things changed soon, I never play game again.",Negative,-0.10476190476190476,0.38571428571428573
+Cooking Fever,Horrible company. My child accidentally purchased gems $99.99 care help reverse it. Instead rep practically called lier. It matter I'd playing 5 years. Don't load game company JOKE!,Negative,-0.75,0.7
+Cooking Fever,"It fun game, I'm going lie. But pay, pay, pay pay more. I dumped enormous amounts $$ game. Every level pay last. So yes fun, unless super rich. Don't bother. I going uninstall game, I can't aford finish it.",Positive,0.06083333333333333,0.4483333333333334
+Cooking Fever,"First level easy reward coins gems upgrades. 2nd level little harder They try get u buy coins gems, pass easier 3rd level impossible without buying gems upgrade stuff. So even bother playing even make able unless u spend loads gems. Which thrn annoying u may prev spent small amounts level 2. Just quit u get far in. Waste time. Shame game good game.",Negative,-0.07005208333333335,0.4432291666666668
+Cooking Fever,"I love game favorite atm! There's restaurant, bakery, sports bar, hells kitchen compete game more. So far I've unlocked bought bakery addition restaurant everyone starts with. Not well ☺.",Positive,0.15416666666666665,0.65
+Cooking Fever,"Hey! Have played game? Well ok, maybe know really stressing. Like, i don't like controls wish everything auto could watch wen get food. And problem I wish would stand ever. So I give game 4 ten points!",Negative,-0.020000000000000007,0.3
+Cooking Fever,"Before updated, good. After updated every automatic machine loss.. If automatic machine can't instal back purchase , uninstall game... Very angry.. Wasted time play",Negative,-0.11000000000000001,0.4
+Cooking Fever,"This fun game couple days. Then progressing game becomes impossible without buying diamonds, premium currency. You cannot buy ANY new upgrades restaurants without it. There point playing anymore, rate unlock new things free diamonds give insanely slow unreasonable.",Negative,-0.09924242424242424,0.5136363636363637
+Cooking Fever,It good game although dont get many gems. Then couple days ago opened game get daily login checked back later still not. Next day reset back day one. Used could check daily reward seems exactly 24 hours last. Also today get told error get rollback. Game getting cheap,Positive,0.04642857142857142,0.2369047619047619
+Cooking Fever,All amazing game. But recently alot problems seen. The servers respond. And irritating casino machine keeps rolling stop long time. You need fix please. There alot bugs.,Negative,-0.04999999999999999,0.55
+Cooking Fever,This game addictive! I can't stop playing it! And addictive I uploaded video today I playing this! I rate big 5 stars! It good graphics good game play I really recommend game gets bored easily.,Positive,0.030303030303030287,0.5757575757575758
+Cooking Fever,The grubbing gems ridiculous. I nearly max level items burger joint I special challenge putting lot gems. Turns cannot possibly beat without constantly refilling cupcakes costs gems. Such money grubbing BS kills game. Remove massive gem upgrades find different way get money...like ads reasonable gem costs,Negative,-0.00761904761904762,0.6404761904761904
+Cooking Fever,I really enjoying game. Then I decide buy gems. BIG MISTAKE. MY GAME CRASHED yet YOU CHARGED MY ACCOUNT AND GAVE ME NO GEMS! I uninstalling recommending anyone !,Negative,-0.13125,0.375
+Cooking Fever,"Very good game, challenging times. Helps learn multitask sure. Need watch gem management want go far game. Worth paying I suppose, I would gladly watch ad two get extra gems.",Positive,0.2233333333333333,0.6298765432098765
+Cooking Fever,"Very addictive game lastest update terrible. Constant server responding, constant rollbacks removed automatic stuff cost lot gems. I purchased restaurants automatic machines. I 3 stars restaurants except newest. I never bought gems. With changes, I tell friends game!",Negative,-0.31666666666666665,0.5777777777777778
+Cooking Fever,"Ridiculously hard get gem buy them. Don't know u ask ppl rate yr game, u apparently listen. At least 90% r saying thing!!!!!! Id rate higher ud listen change this. Other wise, good game. Very addictive.",Negative,-0.05166666666666667,0.5466666666666666
+Cooking Fever,"Easy figure out, really care company. They cheap rewards, get back say will, ever! The game recently blip said 2 days get back me, 5 minutes later another note, 4 days problem game, think they'd want top it.",Positive,0.07333333333333332,0.3283333333333333
+Cooking Fever,"I played game awhile issues, recently I accidentally switched profiles I switched back latest resturant I purchased 200,000 coins gone. I emailed customer support havent heard anything back. I'm frustrated I dont want purchase resturant I already part way already. Other great game little issues. I wish could options upgrades without always gems now, that's rare nowadays.",Negative,-0.019318181818181814,0.425
+Cooking Fever,"Actually good game. But always suddenly close. It annoys much. So can't continue game. It keeps telling there's discrepancy. I dunno that, please fix",Positive,0.019999999999999983,0.42000000000000004
+Cooking Fever,"Everything going well I update. I enjoyed game immensely. Then I get message rollback due glitch.... Ok.... I soon realized automatic machines I worked hard get, could buy diamonds, we're GONE. WHAT IS GOING ON??? One machines cost 70 diamonds! Now I none. DO NOT DO THE UPDATE people reading review! I see comments update go well. Nordcurrent, please learn various feedbacks reverse ""rollback"" need online. Why necessary online before? Will uninstalling game issue can't fixed. Will also telling people I told game uninstall.",Negative,-0.06188446969696971,0.546969696969697
+Cooking Fever,"Hi. This game addicting fun! I played long time gained lot experience sadly day device stopped working I reinstalled phone, connected Google play account I could continue previous time I selected game completely restarted I lost progress sadly. I'm sure there's way fixing",Negative,-0.06770833333333331,0.4819444444444444
+Cooking Fever,"We need food survive. We nutrients within food fuel bodies. Our bodies nutrients create energy us, die. This random. I aware review makes sense. Gucci Gang Gucci Gang Boonk Gang Boonk Gang Oofer Gang Oofer Gang everyday bro wit dat lit flow. 420 blaze it. 360 noscope. I sorry wasting time. The game good btw. It's annoying I run diamonds, though. Keep good work!",Negative,-0.07187500000000002,0.60625
+Cooking Fever,Game good gems easy buy getting difficult I spend money casino there gems basically fooled people word in nt going play game,Negative,-0.03333333333333335,0.6466666666666667
+Cooking Fever,Loved till now. Very addictive super awesome challenging game. But I think I'll suffer lot gems I need upgrade lot stuff. So far good... ❤,Positive,0.3666666666666667,0.8083333333333333
+Cooking Fever,I've playing game month got addictive. I working toward completing second restaurant sudden points disappeared reset back beginning. It message said transferring points somewhere I think Google. I refuse start back would like know exactly happened I get points back????,Negative,-0.018750000000000003,0.25625
+Cooking Fever,Not sure happened game reset im guessing completed levels. Sucks. Waste time,Negative,-0.2875,0.3972222222222222
+Cooking Fever,"I playing game years. Now sending rollbacks removing progress! I spent countless hours! They sabotage players. There way winning higher single gem row prize game casino. DO NOT WASTE YOUR TIME *** Update...they removed automatic cooking machines!!!***2nd update****I contact support device ID posting initial review, heard back. In fact, I getting rollbacks. Don't punish players game playing game long! Your support even respond!",Negative,-0.08458104395604395,0.31263736263736264
+Cooking Fever,"Was fun easy beginning. They know suck in, first level there's barely enough gems. By 2nd building I spending money I loved game. By third building, I realized I continue I started putting large chunks check it....... Full Review",Positive,0.18476190476190474,0.4045238095238095
+Cooking Fever,I really enjoyed game first. Finished first building without spending much gems all. Moved onto second building quickly realised I start spending gems without way earn without spending loads real cash quickly turned dead end game. Update. I completed second restaurant 2 stars most. I 50000 coins gems I can't start new upgrade current get stars. Have redo level order get gems buy new restaurant. Essentially stuck,Positive,0.10819964349376111,0.3632798573975044
+Cooking Fever,"The game play great. It's challenging good way. However, thing I can't stand success rate slot machine. I finished 2 restaurants already twice. One learning another 200 coins. I need jewels I money spend get wallet. And takes long level up. If slot machine better success rate, I would like game",Positive,0.25,0.44999999999999996
+Cooking Fever,"I know happened last update, lost automatic maker already bought gems. Just realized I want participate last challenge. I used really love game. The longest game ever play. Have play years now. Please fix automatic maker problem. Because kinda feel cheated now.",Negative,-0.06000000000000001,0.30666666666666664
+Cooking Fever,"Absolutely love game. Very addicting challenging. No need buy gems, play casino every 24 hours using 500 coin button. If play 7 consecutive days receive 2 gems day every day that. Its challenging first couple months, keep playing dont buy. My concerns level 40 receive coins. It says every 5 levels receive coins. Also, update restraurant new chairs stuff, see play, like beach hut. Please fix this.",Positive,0.24090909090909093,0.5839826839826839
+Cooking Fever,Game superb addictive continue game need many gems sufficient. Mainly every upgrade need many gems earning process gems less get two ways first level up(7 gems) playing daily (2 gems) put atleast 20 gems every kitchen upgrade.I hope gems problem solve next upgrade keeping coins uptown second upgrade keeping less gems.,Positive,0.09871794871794871,0.3461538461538461
+Cooking Fever,"Recently updated. Now On-line only?! Why?! I used enjoy playing waiting appointments travelling. Extremely disappointing. Oh well, I guess I get play much more. It's good game worth data charges!",Positive,0.121875,0.50625
+Cooking Fever,Just downloaded every 1 minute comes internet lost server lost. And ive using data play game.. whats happening there. Please fix im getting mad,Negative,-0.5125,0.7
+Cooking Fever,I absolutely loved the game. Spent lot money lol. I got new phone played year. I'm really hoping transfer progress since email all. We shall see.,Positive,0.2227272727272727,0.44242424242424244
+Cooking Fever,"I've fun playing 3 months, latest update tanked enjoyment. I get server problem errors, progress rolled back several times. The timing daily play rewards changed casino operating well. This first game I really spent time on, I give it.",Positive,0.06875,0.2416666666666667
+Cooking Fever,This game fun play. Now game malfunctions time! I emailed developer problems game play. I'm still waiting reply. I've spent much money game work randomly all. Also game progress really saved account despite saving account.,Negative,-0.2,0.32
+Cooking Fever,It's fun would much better slide food spend money restaurant upgrades well food upgrades. Also gem situation sucks cause need many upgrades earn little. Not fun enough pay real money,Positive,0.1078125,0.375
+Cooking Fever,"It great overall. I'd recommend friend! Great game addicting. Maybe make ways get gems people get game quicker I personally impatient, disorder makes shiver move. So suggest quicker way.",Positive,0.10000000000000002,0.5333333333333333
+Cooking Fever,"I loved game playing almost 2 years so. Then I go sign today tells things adjusted roll back. Which meant automatic items I bought kitchens gone. All gems I spent wasted. This ridiculous. If things changed soon, I never play game again.",Negative,-0.10476190476190476,0.38571428571428573
+Cooking Fever,Horrible company. My child accidentally purchased gems $99.99 care help reverse it. Instead rep practically called lier. It matter I'd playing 5 years. Don't load game company JOKE!,Negative,-0.75,0.7
+Cooking Fever,"It fun game, I'm going lie. But pay, pay, pay pay more. I dumped enormous amounts $$ game. Every level pay last. So yes fun, unless super rich. Don't bother. I going uninstall game, I can't aford finish it.",Positive,0.06083333333333333,0.4483333333333334
+Cooking Fever,"First level easy reward coins gems upgrades. 2nd level little harder They try get u buy coins gems, pass easier 3rd level impossible without buying gems upgrade stuff. So even bother playing even make able unless u spend loads gems. Which thrn annoying u may prev spent small amounts level 2. Just quit u get far in. Waste time. Shame game good game.",Negative,-0.07005208333333335,0.4432291666666668
+Cooking Fever,"I love game favorite atm! There's restaurant, bakery, sports bar, hells kitchen compete game more. So far I've unlocked bought bakery addition restaurant everyone starts with. Not well ☺.",Positive,0.15416666666666665,0.65
+Cooking Fever,"Hey! Have played game? Well ok, maybe know really stressing. Like, i don't like controls wish everything auto could watch wen get food. And problem I wish would stand ever. So I give game 4 ten points!",Negative,-0.020000000000000007,0.3
+Cooking Fever,"Before updated, good. After updated every automatic machine loss.. If automatic machine can't instal back purchase , uninstall game... Very angry.. Wasted time play",Negative,-0.11000000000000001,0.4
+Cooking Fever,"This fun game couple days. Then progressing game becomes impossible without buying diamonds, premium currency. You cannot buy ANY new upgrades restaurants without it. There point playing anymore, rate unlock new things free diamonds give insanely slow unreasonable.",Negative,-0.09924242424242424,0.5136363636363637
+Cooking Fever,It good game although dont get many gems. Then couple days ago opened game get daily login checked back later still not. Next day reset back day one. Used could check daily reward seems exactly 24 hours last. Also today get told error get rollback. Game getting cheap,Positive,0.04642857142857142,0.2369047619047619
+Cooking Fever,All amazing game. But recently alot problems seen. The servers respond. And irritating casino machine keeps rolling stop long time. You need fix please. There alot bugs.,Negative,-0.04999999999999999,0.55
+Cooking Fever,This game addictive! I can't stop playing it! And addictive I uploaded video today I playing this! I rate big 5 stars! It good graphics good game play I really recommend game gets bored easily.,Positive,0.030303030303030287,0.5757575757575758
+Cooking Fever,The grubbing gems ridiculous. I nearly max level items burger joint I special challenge putting lot gems. Turns cannot possibly beat without constantly refilling cupcakes costs gems. Such money grubbing BS kills game. Remove massive gem upgrades find different way get money...like ads reasonable gem costs,Negative,-0.00761904761904762,0.6404761904761904
+Cooking Fever,I really enjoying game. Then I decide buy gems. BIG MISTAKE. MY GAME CRASHED yet YOU CHARGED MY ACCOUNT AND GAVE ME NO GEMS! I uninstalling recommending anyone !,Negative,-0.13125,0.375
+Cooking Fever,"Very good game, challenging times. Helps learn multitask sure. Need watch gem management want go far game. Worth paying I suppose, I would gladly watch ad two get extra gems.",Positive,0.2233333333333333,0.6298765432098765
+Cooking Fever,"Very addictive game lastest update terrible. Constant server responding, constant rollbacks removed automatic stuff cost lot gems. I purchased restaurants automatic machines. I 3 stars restaurants except newest. I never bought gems. With changes, I tell friends game!",Negative,-0.31666666666666665,0.5777777777777778
+Cooking Fever,"Ridiculously hard get gem buy them. Don't know u ask ppl rate yr game, u apparently listen. At least 90% r saying thing!!!!!! Id rate higher ud listen change this. Other wise, good game. Very addictive.",Negative,-0.05166666666666667,0.5466666666666666
+Cooking Fever,"Easy figure out, really care company. They cheap rewards, get back say will, ever! The game recently blip said 2 days get back me, 5 minutes later another note, 4 days problem game, think they'd want top it.",Positive,0.07333333333333332,0.3283333333333333
+Cooking Fever,"I played game awhile issues, recently I accidentally switched profiles I switched back latest resturant I purchased 200,000 coins gone. I emailed customer support havent heard anything back. I'm frustrated I dont want purchase resturant I already part way already. Other great game little issues. I wish could options upgrades without always gems now, that's rare nowadays.",Negative,-0.019318181818181814,0.425
+Cooking Fever,"Actually good game. But always suddenly close. It annoys much. So can't continue game. It keeps telling there's discrepancy. I dunno that, please fix",Positive,0.019999999999999983,0.42000000000000004
+Cooking Fever,"Everything going well I update. I enjoyed game immensely. Then I get message rollback due glitch.... Ok.... I soon realized automatic machines I worked hard get, could buy diamonds, we're GONE. WHAT IS GOING ON??? One machines cost 70 diamonds! Now I none. DO NOT DO THE UPDATE people reading review! I see comments update go well. Nordcurrent, please learn various feedbacks reverse ""rollback"" need online. Why necessary online before? Will uninstalling game issue can't fixed. Will also telling people I told game uninstall.",Negative,-0.06188446969696971,0.546969696969697
+Cooking Fever,"Hi. This game addicting fun! I played long time gained lot experience sadly day device stopped working I reinstalled phone, connected Google play account I could continue previous time I selected game completely restarted I lost progress sadly. I'm sure there's way fixing",Negative,-0.06770833333333331,0.4819444444444444
+Cooking Fever,"We need food survive. We nutrients within food fuel bodies. Our bodies nutrients create energy us, die. This random. I aware review makes sense. Gucci Gang Gucci Gang Boonk Gang Boonk Gang Oofer Gang Oofer Gang everyday bro wit dat lit flow. 420 blaze it. 360 noscope. I sorry wasting time. The game good btw. It's annoying I run diamonds, though. Keep good work!",Negative,-0.07187500000000002,0.60625
+Cooking Fever,Game good gems easy buy getting difficult I spend money casino there gems basically fooled people word in nt going play game,Negative,-0.03333333333333335,0.6466666666666667
+Cooking Fever,Loved till now. Very addictive super awesome challenging game. But I think I'll suffer lot gems I need upgrade lot stuff. So far good... ❤,Positive,0.3666666666666667,0.8083333333333333
+Cooking Fever,I've playing game month got addictive. I working toward completing second restaurant sudden points disappeared reset back beginning. It message said transferring points somewhere I think Google. I refuse start back would like know exactly happened I get points back????,Negative,-0.018750000000000003,0.25625
+Cooking Fever,Not sure happened game reset im guessing completed levels. Sucks. Waste time,Negative,-0.2875,0.3972222222222222
+Cooking Fever,"I playing game years. Now sending rollbacks removing progress! I spent countless hours! They sabotage players. There way winning higher single gem row prize game casino. DO NOT WASTE YOUR TIME *** Update...they removed automatic cooking machines!!!***2nd update****I contact support device ID posting initial review, heard back. In fact, I getting rollbacks. Don't punish players game playing game long! Your support even respond!",Negative,-0.08458104395604395,0.31263736263736264
+Cooking Fever,"I've playing Cooking Fever many years. It's challenging, fast paced plain fun. I love addition Coke~Cola Gordon Ramsay. I can't think single downside Cooking Fever all.",Positive,0.24489795918367346,0.49591836734693884
+Cooking Fever,Since last update cant play game cause downloading giving error. Plz fix problem. Thx,Negative,-0.2,0.23333333333333334
+Cooking Fever,nan,nan,nan,nan
+Cooking Fever,I would've give 5stars. But makes mad I spin try get diamonds hard impossible get 2-3of diamond things,Negative,-0.5277777777777778,0.8472222222222222
+Cooking Fever,very addicting didn't give stars demand diamonds much u provide much diamond........ everybody dont want buy make ur fame worth played,Positive,0.22500000000000003,0.19999999999999998
+Cooking Fever,"I played game long time, game fun, especially play off-line mode liked used. I give high rate game addicting fun. But Now, In on-line mode I get server problem many times...It's annoying me...",Negative,-0.017272727272727287,0.521818181818182
+Cooking Fever,"I REALLY like game, recently become soo nerve - racking!!! When I'm trying grab food, I can't! So customers getting annoyed I can't pass level. I idea why. My sister problem. So I hope temporary mistake, fix soon. I problem 3 days",Negative,-0.15000000000000002,0.41250000000000003
+Cooking Fever,On level 13 customer even accept anything even order. This really annoying causes I can't get pass level 13 cause,Negative,-0.8,0.9
+Cooking Fever,"I adding review saying READ ALL THE COMMENTS. I alone. Don't play unless want pay! This unfair, frustrating game I played thus far. I played years ago thought I would try again. Even reset try different strategies. Nope! Only fun want PAY!PAY!PAY! I say...NO WAY! UNINSTALL!! waist time. It's fun first absolutely everything takes gems. And rude noises make irritating AF!",Negative,-0.043131510416666664,0.6611111111111111
+Cooking Fever,"It's pretty silly everything takes gems obtaining gems drawn out. I like game seems I can't levels get harder, experience gems goes up, I get anything update gems. Even couple gems day would nice coming back. There ton cooking games fun, however gets frustrating can't advance much I'm pay foe gems ton free games I pick choose from.",Positive,0.034999999999999996,0.5375
+Cooking Fever,"This pretty fun initially. I made food court quickly, upgrading/new buildings requires bajillion gems I purchase. Beware challenges!! I leveled get gems challenge found I cannot get past level three purely due tip amount and/or lack cupcakes, interior everything except disco ball. No gems means disco ball improvement challenge means gems gone. Getting gems ridiculous kills progress interest.",Positive,0.05178571428571428,0.47500000000000003
+Cooking Fever,I really enjoy game. Lately getting unable connect try again. Every game I play works fine. Recently lost 300 plus days game play. Sad say may say good bye game :-(,Negative,-0.1777777777777778,0.5458333333333334
+Cooking Fever,The controls horrible. When I try place something warmer food burns.,Negative,-1.0,1.0
+Cooking Fever,"Sometimes there's periods game lags painfully long time, that's aggravating me. Other that, game quite enjoyable fun play bored.",Negative,-0.09642857142857143,0.4821428571428572
+Cooking Fever,I like game. It's addictive. Though guys stingy gems. I played available restaurants. How come I can't see available sale? I played 8 far.,Positive,0.1,0.62
+Cooking Fever,Iedit: getting jewels pain. I'm paying get Jewels 20 dollars. I'd rather watch ads. Game would fun I could farm gold,Negative,-0.05000000000000002,0.30000000000000004
+Cooking Fever,Very addictive game got something gem situation. I playing game 2 years on.. I go lose interest enough gems buy anything.,Negative,-0.2,0.575
+Cooking Fever,nan,nan,nan,nan
+Cooking Fever,"Great game. I personally think hard get diamonds. I've unlocked 93% restaurants completed levels spent cent A reasons I dropped 5 3 stars. First I think actually get 2 3 diamond lines casino. I think pretty dishonest slots they're impossible actually get. Second last update, game freeze mid level say server crashed. This perfect data signal.",Positive,0.008854166666666663,0.4119791666666667
+Cooking Fever,"This best games I ever played, well, best MOBILE games I've played, Soda Dungeon. Highly advise both, that's for.This game great customization gameplay. For me, I love easy games, I love game even more. It's like stupid cooking game, unique. Thank game fact still updating it.",Positive,0.20488095238095244,0.5730952380952381
+Cooking Fever,"Normally I don,t play games much. But game ..I became addictive game. It's really nice. The concern is, gain gems finish levels three stars. We cannot buy every time need",Positive,0.024999999999999984,0.5916666666666667
+Cooking Fever,"Controller handy, kinda old fashion way still need swipe food manually. Feels like forcing spend money buying gems. I tried day uninstalled it.",Positive,0.35,0.55
+Cooking Fever,Played game 3 years. Love yes I've spent money gems nothing crazy. BUT I downloaded new restaurant previous restaurants could purchase around level 29 30 automatic machine help out. It time gems I left I saving that. Anyone else problem game makers quit offering it?,Negative,-0.12878787878787878,0.3776515151515151
+Cooking Fever,"Very frustrating game. Such fun game, I stuck without spending actual money. I four restaurants, none I completely finish without diamonds. I buy would costly. I've already spent $50,000 game dollars slot machine win diamonds NONE. Deleting recommend unless want spend real money.",Negative,-0.03818181818181817,0.38181818181818183
+Cooking Fever,On devices play Hours nothing good competitive fun I wish diamonds easier earn locations unlocked easier unlock casino rip I never win,Positive,0.19999999999999998,0.4000000000000001
+Cooking Fever,Why drawback game??? I upgraded 100% upgrading made 35%.what This?,Negative,-0.4,0.4
+Cooking Fever,I can't believe it! Phone got broken bought new transferred everything new phone. Once I opened I lost progress!! There's way save level continue left off. No way I starting again. Uninstalled.,Negative,-0.010113636363636375,0.28181818181818186
+Cooking Fever,"The game fun addicting. However, sometimes game progress rollback, Its quite annoying cause keep losing progress worked hard making again.",Negative,-0.31833333333333336,0.4883333333333333
+Cooking Fever,You guys rolled back progress stating found discrepancy progress... You guys gave free coins offer upgraded quickly... Now found discrepancy.... Keep game,Positive,0.08333333333333334,0.42500000000000004
+Cooking Fever,"It awesome game I gave update, internet game full time. Can't play game get daily gems internet. So stupid. Why guys need make EVERY GAME A FULL TIME INTERNET GAME? Not everybody afford data/internet/wifi every single day. It sucks, game fine messed up! I want game back way please",Negative,-0.10941220238095237,0.43214285714285716
+Cooking Fever,"A good game does not make much of a talent or game, but it is also a game of love for you. Please do not forget to thank you for playing the game. 5 star dain sakain love love love love",Positive,0.1636363636363636,0.49090909090909085
+Cooking Fever,nan,nan,nan,nan
+Cooking Fever,"wrong.. yesterday play offline..now need online??? always something even without internet, dislike",Negative,-0.5,0.9
+Cooking Fever,"I able play game keeps crashing minute two. This company makes lots money game, least could try fix glitches. Horrible company.",Negative,-0.32,0.565
+Cooking Fever,I lobster resturant got ad saying get money get restaurants reason got sent burger place start levels lost money restaurants would give game 0/5 cant,Negative,-0.4,0.4
+Cooking Fever,"I love game! Just thing, I level 14 later 3 hours I came back play I level 1, I know sucks.",Negative,-0.06,0.26
+Cooking Fever,"I much hate game. I liked it, u guys Change it? It works online. Total waste!!!",Negative,-0.19812500000000005,0.5700000000000001
+Cooking Fever,"Very addictive game, I like playing I think fair win gems gambling I win singular gem ones 2 & 3 gems",Positive,0.38,0.6199999999999999
+Cooking Fever,"I love playing game like many others said hard get gems without spending money, makes frustrating.. There way could get gems easily trade coins gems!! One problem I game customer/tech support. awful continue give run around. I played game roughly 280 day row collecting 2 gems day daily reward, day decided give daily reward instead put back day 1 get gems day 7 (this happened several times me). I contacted customer/ tech support nothing help resolve issue make right, instead kept telling fault likely issue device time altered. First I NEVER mess settings phone issue, I traveling different time zones. want admit glitch game.. great game, need gem opportunities, better tech support!",Negative,-0.002885610766045548,0.46387163561076605
+Cooking Fever,"The game fun. HOWEVER, first restaurant, every place WILL need kitchen\interior upgrades order pass level, impossible without matter skill. And upgrades WILL need diamonds. You get diamonds often enough game. So I believe forcing pay... I hate games force pay order simply move forward. Could've great game. But I'm finding tempted uninstall",Negative,-0.13166666666666668,0.5240476190476191
+Cooking Fever,"You guys issued ""roll back"" discrepancies, I lost PAID FOR automatic cooking machines. I get reimbursement almost 100 gems! Please issue.",Neutral,0.0,0.0
+Cooking Fever,"Update: changing game ""online game"" sucks, need game online. I data phone I can't time... Change game online game:( *(old review) Beat game ever, I play hours.",Negative,-0.3722222222222222,0.43333333333333335
+Cooking Fever,It fun game gg/ good game. Has fun things get. You buy places I already Bakery first I level 20 fun game play,Positive,0.08124999999999998,0.3416666666666667
+Cooking Fever,nan,nan,nan,nan
+Cooking Fever,It took away everything DELETED comment sooo I'm writing again... When I log account Google made start took away special cooking automatically hamburgers hotdogs would 72 hours I want 10 diamonds back... One star cause I level 19 like boi,Positive,0.17857142857142858,0.2857142857142857
+Cooking Fever,Its really good game guys make difficult make gems... almost impossible. Make tasks easier plz....,Negative,-0.21666666666666667,0.75
+Cooking Fever,"The game good likelihood getting gems casino far low. I spent 30,000 coins get gem drop disgusting. There needs consideration can't buy gems.",Negative,-0.11666666666666668,0.5666666666666667
+Cooking Fever,"I love everything game, fact absolutely spend money buy gems advance ridiculous. Will back ever changes.",Negative,-0.006666666666666665,0.58
+Cooking Fever,Love game recd two gems daily. I trying get three stars happening. Starting get fed now.,Positive,0.024999999999999994,0.275
+Cooking Fever,"It's fun game, make dang near impossible get 3 stars levels unless spend money gems earn many game play. They incorporate ways earn gems without spending real money.",Negative,-0.052380952380952375,0.4571428571428572
+Cooking Fever,It's really addictive game... So much fun play. But beginning thereafter getting difficult & interest towards lacks,Negative,-0.15000000000000002,0.625
+Cooking Fever,Highly addictive game! Gets harder harder get training!,Negative,-0.18125,0.325
+Cooking Fever,I'm addicted it...thats good is...it helps u focus.pay attention detail..not game ur smart enough...it time management game try it...you'll love,Positive,0.0357142857142857,0.5404761904761904
+Cooking Fever,nan,nan,nan,nan
+Cooking Fever,"UPDATE: The stars stay 3. You need updating fix kinks game. I got watched take away coins,then made unlock restaurants get daily bonuses. I like idea challenges tournaments please fix tournament I start every time I leave game I already completed 3 levels. People lives jobs,making us start left game wrong. Thank you. Sadly I change stars give less. This used playable offline well as,online. Then nowhere,with warning,you changed online only. I used game pass time long car rides. Please make game available offline again, thank you.",Negative,-0.21666666666666665,0.44358974358974373
+Cooking Fever,The game expensive. To complete restaurant Need much costs go restaurant. And dozens. I wasted $2 lied special. Cost twice price gems got dessert I need. Money hungry game. Not another cent. There many cooking games scalp you. Go there.,Negative,-0.04285714285714287,0.3964285714285714
+Cooking Fever,It's fun playing it. But coins come fast should.,Positive,0.25,0.4
+Cooking Fever,"It really good game, annoyingly hard rare get gems incredibly necessary progress. Tired open game every day get even I can't 'play'.",Negative,-0.06145833333333335,0.6302083333333334
+Cooking Fever,Tired NEVER EVER even slight chance getting full set 2 gems (30) let alone 3 set (50). Playing almost 3 years aside fake scam hacks I've never heard anyone getting them. Can't believe many gems needed upgrades. They really need reduce greed make game gems obtainable. Just spent 200K cash last month get 60 gems,Negative,-0.057407407407407414,0.40925925925925927
+Cooking Fever,"Amazing!! Would definitely recommend want something do. Very challenging, makes fun!! AAHHH HELP ME I'M ADDICTED",Positive,0.3312500000000001,0.64
+Cooking Madness - A Chef's Restaurant Games,"It's totally ok want get money develop game, maybe better create option us decide; like games. They make levels impossible pass want force buy gems. You pass levels unless spend lot gems!!",Negative,-0.1,0.6
+Cooking Madness - A Chef's Restaurant Games,nan,nan,nan,nan
+Cooking Madness - A Chef's Restaurant Games,"I love game. This game really fair. I mean, got star bility. Other games commercial forced gamers buy things. And like games, game pretty much hard get 3 stars.. I also enjoy game advanture.. Many theme restaurant dive. Peace out.",Negative,-0.0199404761904762,0.493154761904762
+Cooking Madness - A Chef's Restaurant Games,Great game. My complaint sometimes finished food item nothing happens make go customer. This really mess flow.,Negative,-0.01874999999999999,0.38125
+Cooking Madness - A Chef's Restaurant Games,"Very addictive yet funnnnn & food delicious! Just little bit frustrated wait energy recharge. But rest, superb! The important is, lot restaurants & levels! I like thanks!",Positive,0.26607142857142857,0.7000000000000001
+Cooking Madness - A Chef's Restaurant Games,"This game sucks!! I feel I need start game I able that. Now I stuck level, I enough jewels go on. So what, I never play game again??!! Why let people start game over. Really pissed off!!!!",Negative,-0.16318359375000002,0.403125
+Cooking Madness - A Chef's Restaurant Games,"TOTALLY ADDICTING. I can't stop playing! It's fun challenging! I really love energy deplete per level do, depletes fail level. It's great mechanic!",Positive,0.32083333333333336,0.6
+Cooking Madness - A Chef's Restaurant Games,"You HAVE buy extra time customers complete level point fun game. I enjoyed I got stuck level, I equipment upgraded completed orders seconds collect enough money without additional time customers. Also get equipment costs that's ridiculous",Positive,0.02380952380952381,0.4714285714285714
+Cooking Madness - A Chef's Restaurant Games,"I love game level make completely impossible pass without using jewels. For example says need serve 30 people give 28 people. It's timing I serve people gone next person comes I still 28 people. And another thing cash says make $1,250 cash I get like $1,240 even though everyone left happy I meant happy fix issue I give stars",Positive,0.14761904761904762,0.5714285714285714
+Cooking Madness - A Chef's Restaurant Games,Got two days ago. First 31 levels great began shutting 15 minutes 10 play. They blocked rating game. Had uninstall reload. That's shameful. If make user friendly I give friendly rating. Try Township playrix. They never shut various games within game.,Positive,0.14285714285714285,0.48333333333333334
+Cooking Madness - A Chef's Restaurant Games,"Unlike games, squeeze dry. The prices in-app purchases affordable want purchase, simply overcome patience, extra hard work tactics, diamonds easily gained daily log-in. The levels indeed challenging manageable. They make impossible to-beat level make purchase something. Very recommended!",Positive,0.01759259259259259,0.5257936507936507
+Cooking Madness - A Chef's Restaurant Games,I loved game first levels become impossible beat without spending real money. Uninstalling I advise downloading unless want get frustrated,Negative,-0.10277777777777779,0.5055555555555555
+Cooking Madness - A Chef's Restaurant Games,This really fun game...very time consuming. I downloaded stopped playing. I love trying new games I played really fun playing. Since I downloaded game I stopped playing...I even forgot games I playing.,Positive,0.16727272727272727,0.3709090909090909
+Cooking Madness - A Chef's Restaurant Games,This teaches quick make sure focus much I call relaxing I call regular relaxing fine awesome fun play,Positive,0.39285714285714285,0.48083028083028084
+Cooking Madness - A Chef's Restaurant Games,They pretty much force jewels point making impossible pass. I've ran money jewels UNINSTALL next game.,Negative,-0.12333333333333334,0.52
+Cooking Madness - A Chef's Restaurant Games,"I think amazing. It could stressful, I really enjoyed it! This favorite apps. Good job!!",Positive,0.68125,0.8
+Cooking Madness - A Chef's Restaurant Games,"This fun, easy play game. You touch cooked steak drink goes customer. You change beer iced tea sodas kids people like beer.",Positive,0.11111111111111112,0.47777777777777786
+Cooking Madness - A Chef's Restaurant Games,nan,nan,nan,nan
+Cooking Madness - A Chef's Restaurant Games,I really liking game far. But exact cooking fever sure developers,Positive,0.13,0.5477777777777778
+Cooking Madness - A Chef's Restaurant Games,I think fun game hard parts...impossible get pass levels...stuck atm l need time!! So getting pretty frustrated..,Negative,-0.20114583333333336,0.4683333333333334
+Cooking Madness - A Chef's Restaurant Games,"Sadly, I rate 3 stars I finished game 2 months ago still update? It's great game that's addictive I've run levels play taking space phone. PLEASE add levels!!",Negative,-0.1,0.69
+Cooking Madness - A Chef's Restaurant Games,I'm really truly obsessed game. It's hard even put times,Negative,-0.24791666666666667,0.5354166666666667
+Cooking Madness - A Chef's Restaurant Games,"Greta game . Can't stop playing it,, even I get stuck.. Love",Positive,0.04999999999999999,0.5
+Cooking Madness - A Chef's Restaurant Games,It would good game hit certain level forced gems get point enough gets hard give option .,Negative,-0.012896825396825415,0.4688492063492063
+Cooking Madness - A Chef's Restaurant Games,Its great time killer challangable game... I going next level obstacle like gems limited time feature...its interesting wait play,Positive,0.16571428571428573,0.35857142857142854
+Cooking Madness - A Chef's Restaurant Games,I'm sorry I think game poorly put together playing,Negative,-0.43333333333333335,0.6666666666666666
+Cooking Madness - A Chef's Restaurant Games,"Impossible pass next level without boosts diamond. Please fix make easy, thank you. Very appreciate note it.",Negative,-0.008333333333333318,0.5333333333333333
+Cooking Madness - A Chef's Restaurant Games,Hi I emailed couple days ago reply. My son purchased 54.99 game diamonds I would really appreciate could help refund. I like game purchased game content never extent. Please help afterwards I would happy leave positive feedback.,Positive,0.004545454545454551,0.4909090909090909
+Cooking Madness - A Chef's Restaurant Games,"I rated 4stars I started playing it. But give 5 several stages. But well yeah, game good. If reading this, go try it. MEGAPOINT FOR JUST TAPPING AND NOT SWIPING ORDERS TO THE Customers.",Positive,0.09999999999999998,0.3333333333333333
+Cooking Madness - A Chef's Restaurant Games,Nice large game takes space phone do.✌,Positive,0.13809523809523808,0.6095238095238096
+Cooking Madness - A Chef's Restaurant Games,All great latest update. I lost progress load. Very sad.,Positive,0.21666666666666667,0.8833333333333333
+Cooking Madness - A Chef's Restaurant Games,"Its fun absolutely mind boggling however levels get bit hard I guess mind matter, I wish ways earn stars etc",Positive,0.06944444444444443,0.5472222222222222
+Cooking Madness - A Chef's Restaurant Games,Fun right bat. I love tap drag anything. That real turn last cooking game I tried.,Positive,0.11224489795918367,0.3104591836734694
+Cooking Madness - A Chef's Restaurant Games,I cannot get back game. I understand. I love playing the game,Negative,-0.07500000000000001,0.35
+Cooking Madness - A Chef's Restaurant Games,I loveeee game. Please guys game developed. Please drop name.,Negative,-0.23333333333333336,0.3666666666666667
+Cooking Madness - A Chef's Restaurant Games,I've looking addicted game like cooking dash 9 10 me. Maybe 8 I'm lvl 15,Negative,-0.4,0.5
+Cooking Madness - A Chef's Restaurant Games,Some levels difficult especially time control customer slow...,Negative,-0.26666666666666666,0.7999999999999999
+Cooking Madness - A Chef's Restaurant Games,Like game lot keeps freezing up.,Negative,-0.4,0.4
+Cooking Madness - A Chef's Restaurant Games,like every game way many commercials way many ads trying get buy extra stuff need,Positive,0.15,0.375
+Cooking Madness - A Chef's Restaurant Games,nan,nan,nan,nan
+Cookpad,Its tasty needs hold favorite recipe offline,Positive,0.5,1.0
+Cookpad,Give lot new recipe. Love ❤,Positive,0.3181818181818182,0.5272727272727272
+Cookpad,Make cooking easier,Neutral,0.0,0.0
+Cookpad,Best far,Positive,0.55,0.65
+Cookpad,Cool app.,Positive,0.35,0.65
+Cookpad,nan,nan,nan,nan
+Cookpad,Really like I wish I could also access language recipes English. The site popular internationally lots people multi lingual.,Positive,0.2,0.275
+Cookpad,Well I'm trying kitchen found easy new favorite cook book.,Positive,0.3565656565656566,0.7626262626262627
+Cookpad,Very helpful for me who learns baking self-taught and all food items are available ... Thank you,Positive,0.30000000000000004,0.35
+Cookpad,So fun share recipes others get great recipes return!,Positive,0.65,0.475
+Cookpad,Very helpful for finding any recipe. And I'm confused again if I want to cook.,Negative,-0.1,0.5
+Cookpad,nan,nan,nan,nan
+Cookpad,Keep healthy perspective!!,Positive,0.78125,0.5
+Cookpad,"Very helpful app,but honestly love old version",Positive,0.26666666666666666,0.36666666666666664
+Cookpad,nan,nan,nan,nan
+Cookpad,"thanks I'm really love ,good apk",Positive,0.4666666666666666,0.46666666666666673
+Cookpad,Very helpful,Positive,0.2,0.3
+Cookpad,Easy lot different recipes,Positive,0.21666666666666667,0.7166666666666667
+Cookpad,Excellent,Positive,1.0,1.0
+Cookpad,super,Positive,0.3333333333333333,0.6666666666666666
+Cookpad,I used love app. Then recent update fell apart. The search longer works. I can't even search Chicken. It says recipes found matter type in. Fix problem PLEASE!,Negative,-0.08333333333333333,0.6
+Cookpad,"UsetodLove ruined Cookpad. Uninstalling guess I'll Allrecipes. bring back AVOCADO! That distinctive icons I device. And name change sucks too, people thinking? Even worse now, search completely useless!",Negative,-0.33125,0.27499999999999997
+Cookpad,It's great tool finding recipies whatever ingredients might kitchen. The feature I miss ability filter certain ingredients search queries.,Positive,0.5071428571428571,0.6607142857142857
+Cookpad,"This favorite I can't look ingredients anymore, guitar working",Positive,0.5,1.0
+Cookpad,"Search function work, pretty useless fix",Negative,-0.125,0.6
+Cookpad,"Whatever I type search bar, says results. Chicken, vegetarian, whatever, always says results",Negative,-0.6,0.95
+Cookpad,"Love it, use, read, bookmark favorite recipes fine cook another time easily.",Positive,0.4625,0.7333333333333334
+Cookpad,"Thanks, it's very helpful for beginners in cooking like me",Positive,0.2,0.25
+Cookpad,What happened search engine!!,Neutral,0.0,0.0
+Cookpad,Tq cookpad .... very helpful ... so much cooking knowledge ...,Positive,0.2,0.25
+Cookpad,Very useful mothers world,Positive,0.39,0.0
+Cookpad,It's easy,Positive,0.43333333333333335,0.8333333333333334
+Cookpad,Good cooking,Positive,0.7,0.6000000000000001
+Cookpad,nice,Positive,0.6,1.0
+Cookpad,Helpfull,Neutral,0.0,0.0
+Cookpad,"Bro, from yesterday or there was a cookpad ... So I cook more diligently ... I'm happy in this community",Positive,0.65,0.75
+Cookpad,"The recipe that is displayed is a recipe that was once practiced by the owner of the account, the photo is also what it is so all this time I try to practice the recipes according to araha rarely fails.",Negative,-0.5,0.3
+Cookpad,from those who can't cook at all. just cook eggs. now you can have a lot of it :( huhuhuhu it's bad,Negative,-0.7249999999999999,0.8333333333333333
+Cookpad,nan,nan,nan,nan
+Cookpad,It's amazing app. It helped improve cooking skills,Positive,0.6000000000000001,0.9
+Cool Popular Ringtones 2018 🔥,Not working right,Positive,0.2857142857142857,0.5357142857142857
+Cool Popular Ringtones 2018 🔥,I love ringtones,Positive,0.5,0.6
+Cool Popular Ringtones 2018 🔥,Awesome .,Positive,1.0,1.0
+Cool Popular Ringtones 2018 🔥,Awesome,Positive,1.0,1.0
+Cool Popular Ringtones 2018 🔥,Cool,Positive,0.35,0.65
+Cool Popular Ringtones 2018 🔥,good,Positive,0.7,0.6000000000000001
+Cool Popular Ringtones 2018 🔥,Freezes much. Some cool ringtones could more. Easy 5 minutes froze 3 times,Positive,0.37083333333333335,0.5458333333333334
+Cool Popular Ringtones 2018 🔥,Is nice app. Many comments come I continue using app.,Positive,0.55,0.75
+Cool Popular Ringtones 2018 🔥,Ullu Banate Ho! Not available iPhone7 default ringtone without remix..? Very disappointed this.,Negative,-0.5875,0.6875
+Cool Popular Ringtones 2018 🔥,Their even close I thought would be... I thought would top hit,Positive,0.5,0.5
+Cool Popular Ringtones 2018 🔥,Its bad music I wanted star,Negative,-0.6999999999999998,0.6666666666666666
+Cool Popular Ringtones 2018 🔥,"This helpful everyone else so,I say thank",Neutral,0.0,0.0
+Cool Popular Ringtones 2018 🔥,nan,nan,nan,nan
+Cool Popular Ringtones 2018 🔥,"It okay could ringtones. It's best ringtone I find, lots ads tho",Positive,0.75,0.4
+Cool Popular Ringtones 2018 🔥,"Best ringtone looking couple dozen. Also, share personal info like Z one.",Positive,0.5,0.3
+Cool Popular Ringtones 2018 🔥,You ringtones want people I'm looking can't even search real song want totally sucks ass!!!!,Negative,-0.2662109375,0.30000000000000004
+Cool Popular Ringtones 2018 🔥,I hfmdv fdb hd due wit tv's gay fry chicks rye guy fhf gg f2f gt Gertrude hyy,Positive,0.14583333333333334,0.4791666666666667
+Cool Popular Ringtones 2018 🔥,nan,nan,nan,nan
+Cool Popular Ringtones 2018 🔥,All ringtone nice bad . You must put nice music . I thought music nice,Positive,0.275,0.9166666666666666
+Cool Popular Ringtones 2018 🔥,Too much adds..it irritates,Positive,0.2,0.2
+Cool Popular Ringtones 2018 🔥,Worst Simply waste data time...,Negative,-0.6,0.5
+Cool Popular Ringtones 2018 🔥,nan,nan,nan,nan
+Cool Popular Ringtones 2018 🔥,iPhone7 fav. Ringtone nhi h tb fir latest ringtone Naam kyoon rkha iPhone7 latest h I wish understand.....,Positive,0.5,0.9
+Cool Popular Ringtones 2018 🔥,Worst please,Negative,-1.0,1.0
+Cool Popular Ringtones 2018 🔥,nan,nan,nan,nan
+Cool Popular Ringtones 2018 🔥,Soft peaceful ringtone loud I can't sleep I mind awaken ringtone perfect me.,Positive,0.3625,0.6625
+Cool Popular Ringtones 2018 🔥,"Limited choice , mostly rubbish.",Positive,0.2142857142857143,0.3214285714285714
+Cool Popular Ringtones 2018 🔥,Haven't really tried yet.,Positive,0.2,0.2
+Cool Popular Ringtones 2018 🔥,Useless I saw ever,Negative,-0.5,0.2
+Cool Popular Ringtones 2018 🔥,A useful could best songs using guitar would added,Positive,0.65,0.15
+Cool Popular Ringtones 2018 🔥,"cool app, ads annoying otherwise I would given 5 stars.",Negative,-0.22500000000000003,0.775
+Cool Popular Ringtones 2018 🔥,I gave 3 stars OK. I like 1 notification text msg though.,Positive,0.5,0.5
+Cool Popular Ringtones 2018 🔥,Unnecessary app is not a download option. Uninstall Instant,Negative,-0.2,0.7833333333333333
+Cool Popular Ringtones 2018 🔥,"This ringtone nice sound it, cut awesome. This quality sound unlike others here.",Positive,0.6,0.7
+Cool Popular Ringtones 2018 🔥,Good annoying ad.,Negative,-0.050000000000000044,0.75
+Cool Popular Ringtones 2018 🔥,"It seems like nice app, I started using it. Will see",Positive,0.6,1.0
+Cool Popular Ringtones 2018 🔥,Awful tunes really naff,Negative,-0.4,0.6
+Cool Popular Ringtones 2018 🔥,A good ones,Positive,0.7,0.6000000000000001
+Cool Popular Ringtones 2018 🔥,Ribgtones flush (forgive you to give Like for free ...),Positive,0.4,0.8
+Cool Popular Ringtones 2018 🔥,I find button search music,Neutral,0.0,0.0
+Cool Reader,"The best ereader! I really love it. It nice customise everything like! The thing is, I wish could synchronise progress/bookmarks across devices. So I read phone I'm go carry tablet home without manually entering new spot. Would possible all? Perhaps log in. But otherwise perfect! Always works well joy use!",Positive,0.6266233766233766,0.6506493506493507
+Cool Reader,"Needs cross-device synchronisation This favourite eBook reader. It almost everything I need. The thing lacks cross-device synchronisation allow read I left matter device (phone pad) I pick up. Maybe save book position/mark index Google drive (or similar cloud provider) would trick. I'm awarding five stars anyway, would love see synch feature future update.",Positive,0.125,0.28125
+Cool Reader,I loved features including flexibility layout. It supports formats e-books mentioned also night mode . Everything FREE!! But would great page turning animation made realistic. That's thing lagging Coolreader,Positive,0.5729166666666666,0.6708333333333334
+Cool Reader,Loved used years got new phone LG g4 downloaded cool reader can't find ext SD card can't read books gutted best AP Help fix problem please,Positive,0.5465909090909091,0.5511363636363636
+Cool Reader,Still many glitches Love especially read aloud option still read ebooks I'm multitasking. Always re-install I change phones glitches seem getting worse. Forces close time even read aloud mode constantly loses page I I close it.,Positive,0.06,0.56
+Cool Reader,"Old good Highly customizable, every option could want including advanced font settings, custom touch areas, titlebar progress meter and/or battery % clock. Bug TTS skipping backward results voice skipping backward highlight skipping forward.",Positive,0.33999999999999997,0.485
+Cool Reader,"Why ruin it? The working great! Now even access SD card. Why every single developer mess product called ""updates""?! I'd works, leave alone! Uninstalled...",Positive,0.2183779761904762,0.37976190476190474
+Cool Reader,nan,nan,nan,nan
+Cool Reader,Keeps crashing This keeps closing I'm reading start skip pages go left getting annoying. Im looking different reader phones,Negative,-0.26666666666666666,0.5
+Cool Reader,"WAS Best eReader period Since Marshmallow, ext storage. even load it. ""trying load book non-standard location"". favourite bit dust gory bloody mess.",Negative,-0.11875000000000001,0.59375
+Cool Reader,Really like rotation bug Works great using while. The biggest problem I screen auto rotates matter global setting is. It's frustrating want lay side read screen turns 90 degrees. This I come across ignores global setting.,Positive,0.12,0.37
+Cool Reader,"From phone phone I've rarely problems using app. I love actually. That recently. I using Xiaomi Note 3, Global ROM, Android 6, Miui, 8.2. The recognise external MicroSim. When 1GB titles kinds sucks cause taking quite chunk space. Hope gets fixed next update.",Positive,0.06666666666666667,0.27222222222222225
+Cool Reader,"Excellent reader many options I using reader many years, always served well. As another reviewer mentioned however, seems Android 6.0, located external SD card cannot opened cool reader. I hope fixed update soon.",Positive,0.4083333333333334,0.4916666666666667
+Cool Reader,"Can't see external SD card Love app, got new phone Marshmallow can't see SD card. I see reviews reporting 6 months ago, hopeful fixed. I guess end road me. :(",Negative,-0.0027272727272727336,0.4709090909090909
+Cool Reader,How difficult implement SD card read access? I devices I cannot book collection I keep card. Will come back different rating fixed.,Negative,-0.1,0.45
+Cool Reader,"Amazing! Allowed read many books situations I have. Really practical easy use. Cool fact : quickly search words understand dictionary, perfect reading foreign languages!",Positive,0.42630208333333336,0.5885416666666666
+Cool Reader,"Books disappears recent books time. Annoying. Try mind search book storage, search page stopped reading least day.",Negative,-0.3666666666666667,0.5166666666666666
+Cool Reader,"Would give 5 stars, but... It crashes random Galaxy s7 Galaxy Tab s2. Other love app. I've using years now, may crash failed yet.",Negative,-0.15625,0.44375000000000003
+Cool Reader,"Cut sentences, looked good. Unfortunately sentences, even climactic ones end chapters, cut second third word; using another showed whole sentence, meaning faulty way. It's pity, I liked look feel along slide screen brightness.",Positive,0.12857142857142856,0.42857142857142855
+Cool Reader,"Great reader, but... On Galaxy Tab A 6 keeps crashing. Very annoying trying read, especially find page on. Needs update.",Negative,-0.06666666666666665,0.9166666666666666
+Cool Reader,"THE ABSOLUTE BEST READING This really rocks! It disappoint You, cool reader reads books readers fail! UB reader failed read something read it! It looks bit bad works better anything. I even somehow managed messages social network read THEM book! Beyond compare, love it, rate 5 stars!",Positive,0.10166666666666666,0.44833333333333325
+Cool Reader,"The best ebook reader I've used long, long while. My personal concern tries open ebook time I start app, I'm currently reading. When I deleted book, startup message ""Cannot open book"". Then I press Back & book I'm currently reading, list displayed. Apart frustrating thing, I absolutely love it. If solution provided, I'd hesitation giving 5 stars. Cheers!",Positive,0.08541666666666665,0.425
+Cool Reader,"Great ebook reader Can't say best, using several years several devices I never wanted try another compare, everything I need. It's good enough.",Positive,0.4166666666666667,0.3583333333333334
+Cool Reader,"Very good reader, force closes constantly Very good app, used go-to ebook reader, recently began constantly force-close lose track page book i'm currently reading. hope would fixed soon. meantime, i'm using competing reader... Edit: using Samsung Galaxy Tab S 8.4 5.0.2.",Positive,0.32,0.45722222222222225
+Cool Reader,Perfect This great ebook reader old phone. It customizable. I read html offline well usual formats epub mobi prc thrown in.,Positive,0.41250000000000003,0.55
+Cool Reader,"Until kitkat awesome app. Since marshmallow nearly useless The problem permissions, obviously. It even try access external SD card. Sad, perfectly doable (some ebook readers it)",Positive,0.16666666666666666,0.6333333333333333
+Cool Reader,Works well looks disgusting Great looks vile. Everything icon background revolting. I desktop icon dreadful. If dev sorts aesthetics I'd give 5 stars.,Negative,-0.39999999999999997,0.9166666666666666
+Cool Reader,"It major flaw. It read book external micro SD card. Internal storage problem, even recognize SD card exists. Otherwise quite good does.",Positive,0.190625,0.30000000000000004
+Cool Reader,"Was best, highly configurable. Perfect care spend little time preparing best reading experience. Unfortunately, since 7 work anymore, recognize SD cards link epub fies. Those faithful choice migrate.",Positive,0.41208333333333336,0.6066666666666666
+Cool Reader,"Have using 2 years now. Never problem till I got new phone. Every time I exit app, font size brightness set default. Really annoying.",Negative,-0.33181818181818185,0.6772727272727272
+Cool Reader,A perfect e-reader except big issue. Every time auto updates loses bookmarks resets screen settings. Very annoying several hundred pages 2000 page book spend 5 minutes looking place.,Negative,-0.06000000000000001,0.44000000000000006
+Cool Reader,"lagging turning page. My devices HTC M8, I changed M9 got problem. Please, optimize it.",Neutral,0.0,0.0
+Cool Reader,"One problem Once fix screen rotation problem, 5 stars. I've adjusted orientation settings none lock it...",Neutral,0.0,0.0
+Cool Reader,"This works well Samsung 4. I every day. It crashes awhile, I never lost info. It's I've paid - donated case.",Neutral,0.0,0.0
+Cool Reader,"Great application. But exists negative feature. For Android 7 + miui 9 access SD card all. shows notification ""application old...""",Positive,0.19999999999999998,0.44999999999999996
+Cool Reader,"Use Cool Reader 3 PC always loved it, installing onto Galaxy S7, finding cannot read books SD card, I going abandon try something else... }:[",Positive,0.09999999999999994,0.8166666666666668
+Cool Reader,nan,nan,nan,nan
+Cool Reader,"Can't delete I've using reader long time perfect me. But since last update I can't delete directly app. Fix this, please?",Positive,0.2625,0.4666666666666667
+Cool Reader,It absolutely slow keeps hanging. The pages even turn right. The font bad. Who asked change layout book?,Negative,-0.23809523809523805,0.5341269841269841
+Cool Reader,"All time fav It second epub I installed absolutely perfect. It simple clean interface highlights bookmarks ease,which features I look for.been using 3 different devices since past 2.5 yrs.so I've used lot rarely failed me(no foolproof). Best epub files.",Positive,0.20208333333333334,0.43839285714285714
+Couch to 10K Running Trainer,Went never run running 10k three times week end programme entered first ever 10k race. Slow steady build meant injuries I love running- something I ever thought I'd say. A great running beginners get back running...,Positive,0.23611111111111108,0.4305555555555556
+Couch to 10K Running Trainer,Love app. Getting back shape slowly surely. Keeps overdoing right gate. ***Update 07/24/18**** I really love app. It turning runner. It built slowly enough I surprised I every week. 100% recommend.,Positive,0.2693877551020408,0.5749433106575964
+Couch to 10K Running Trainer,Great - started 5k moved 10 k completed that. Builds running manageable way I run consistently hour I never imagined 2aw do. Never issues crashing anything,Positive,0.525,0.5
+Couch to 10K Running Trainer,"I started hating running, even stand initial minute week one. On week 9 I run 5k 30 mins 31 yrs old. Thank helping get energy back!",Positive,0.03333333333333333,0.06666666666666667
+Couch to 10K Running Trainer,Great complete amateurs. Im impatient try push ahead schedule amd skip runs I think lets makes note runs complete when. Just finished fourth week feel much fitter,Positive,0.16666666666666666,0.44166666666666665
+Couch to 10K Running Trainer,I loved last time I trained 10k keeps crashing week 9day 1 first run interval. I know I runkeeper I've done I've never problem. This really frustrating. I hope creators something it.,Positive,0.13749999999999998,0.525
+Couch to 10K Running Trainer,"I started 5K really loved it. So now, wanting improve distance, I'm using 10K trainer. Easy use, play music it, dont want purchase. Even really challenging days, nice know I listen beep.",Positive,0.5583333333333333,0.9083333333333333
+Couch to 10K Running Trainer,Used C2 5k I first decided take running. I've laid due injury I'm ready run went couch 10K I think fantastic anyone wants take running I've recommended many people. I'm 59 years old best shape life!!,Positive,0.31562500000000004,0.4010416666666667
+Couch to 10K Running Trainer,"The free version buttons seem great, hit 4 5 times works. Other that, great!",Positive,0.51875,0.66875
+Couch to 10K Running Trainer,It's great get wrong....but last three times I've tried crashed mid run...tells working lock screen go cancelled run re-sent itself. Seriously tempted go somewhere else can't train work.,Positive,0.11666666666666668,0.37083333333333335
+Couch to 10K Running Trainer,Hi I actually love app. Will change rating 5 stars gets fixed. I bought calorie/distance tracker still tracking either. Would either like fixed reimbursement,Positive,0.2333333333333333,0.3333333333333333
+Couch to 10K Running Trainer,Simple get 10k. Quite big jump terms running week 8 week 9. The free version keeps turning Spotify mid run. The paid 5k version this.,Positive,0.1,0.3142857142857143
+Couch to 10K Running Trainer,"easy, easy app. drawback purchase na upgrade see results.",Positive,0.43333333333333335,0.8333333333333334
+Couch to 10K Running Trainer,"Love 10K Trainer! It keeps motivated, helps build endurance reasonable pace, I listen music either simultaneously using music apps.",Positive,0.4125,0.6
+Couch to 10K Running Trainer,Helpful continuation 5K app. Good motivation gradual increase help achieve 10K safely without strains injuries.,Positive,0.6,0.55
+Couch to 10K Running Trainer,Loved it! Helped get back track long break,Positive,0.27499999999999997,0.4000000000000001
+Couch to 10K Running Trainer,I done 5k without 5k trainer. Now onto 10k. It's simple easy works top music!,Positive,0.3527777777777778,0.5634920634920635
+Couch to 10K Running Trainer,It's bloody adverts ! Everything link paid site,Negative,-1.0,0.9
+Couch to 10K Running Trainer,Just finished first week. Reading reviews 10K great motivator keep going. Love syncs well music player.,Positive,0.5166666666666667,0.561111111111111
+Couch to 10K Running Trainer,Solid minimal advertising free version. Workout plan keeps good level I making progress overdoing it.,Positive,0.25,0.525
+Couch to 10K Running Trainer,"Downloaded couch 10k, even paid upgrade, I see 13.1 training program there. I want train half marathon.",Negative,-0.16666666666666666,0.16666666666666666
+Couch to 10K Running Trainer,Great beginners thi e trying get back running. Keeps track especially race coming up.,Positive,0.26666666666666666,0.5833333333333334
+Couch to 10K Running Trainer,"Love works, using stitcher s9 skips workout unusable.",Positive,0.5,0.6
+Couch to 10K Running Trainer,This awesome . It actually got fat butt couch I'm training 10k,Positive,0.5,0.55
+Couch to 10K Running Trainer,Very good beginners...it starts 30 minutes workout minute jogging regular intervals gradually increase running time...very good,Positive,0.5366666666666666,0.48564102564102574
+Couch to 10K Running Trainer,Very useful app. Has motivated get running. Easy use. Could improved somehow tracked distance run,Positive,0.4116666666666667,0.4166666666666667
+Couch to 10K Running Trainer,This getting going steady rate. I really feel I follow I WILL 10k 14 weeks!,Positive,0.20833333333333331,0.35
+Couch to 10K Running Trainer,This amazing! It really helped become better runner. I recommend anyone wants run!,Positive,0.42500000000000004,0.42500000000000004
+Couch to 10K Running Trainer,Does good job interval training I wish I could figure get access data like far I ran fast I ran,Positive,0.3333333333333333,0.7333333333333334
+Couch to 10K Running Trainer,Into week 3 far happy app. Like verbal prompts reasonable goals.,Positive,0.3666666666666667,0.8666666666666667
+Couch to 10K Running Trainer,Its like coach telling do.,Neutral,0.0,0.0
+Couch to 10K Running Trainer,Gradual trainer overwhelming great guide increase distance.,Positive,0.65,0.875
+Couch to 10K Running Trainer,So simple perfect beginners need get back hiatus ;),Positive,0.3125,0.5892857142857143
+Couch to 10K Running Trainer,On week 2 already progressed incredibly! Great app!,Positive,1.0,0.75
+Couch to 10K Running Trainer,Keeps watching clock!!!,Neutral,0.0,0.0
+Couch to 10K Running Trainer,really good anyone wants start running!,Positive,0.475,0.35000000000000003
+Couch to 10K Running Trainer,First three days done. Hoping 10k September . Good far.,Positive,0.35000000000000003,0.6444444444444445
+Couch to 10K Running Trainer,The great helping thru walking running.,Positive,0.8,0.75
+Couch to 10K Running Trainer,Good time/running program. Would recommend first time runners.,Positive,0.475,0.4666666666666667
+Couch to 10K Running Trainer,This great tool help train marathon running!,Positive,1.0,0.75
+Couch to 5K by RunDouble,"I really really like app! BUT I'm disappointed. I even paid money full/pro version kinda wish I hadn't. It's great program, I'm enjoying far I'm finding GPS tracking accurate. As someone motivated run longer distances really frustrating push run better say I run far last time even though I know did. I dont know worth spending money on.",Positive,0.16363636363636364,0.5909090909090908
+Couch to 5K by RunDouble,"Used thrilled. S6 active, updated work. Very frustrating start etc.responded day fixed problem. Excellent!",Positive,0.20933333333333332,0.7
+Couch to 5K by RunDouble,Great,Positive,0.8,0.75
+Couch to 5K by RunDouble,"Keeps freezing run week 4, aggravating!",Neutral,0.0,0.0
+Couch to 5K by RunDouble,I like interval training. Helps keep overdoing it. For C5K training I would like keep tracking playing music stop it. Im often done done.,Neutral,0.0,0.0
+Couch to 5K by RunDouble,"As someone who's started running plans million times over, keeps going. Just enough challenges step step, make feel like I want die. Bravo.",Neutral,0.0,0.5
+Couch to 5K by RunDouble,I've never runner way. This helping slowly increase run time without making feel like impossible. Thank you!,Negative,-0.5666666666666667,0.7
+Couch to 5K by RunDouble,I'm dropping score simply 2 installed Pro work. That insane!,Negative,-0.5,0.6785714285714286
+Couch to 5K by RunDouble,Crashed last run set 2 days row! No way get Stats run back start I was. So frustrated!,Negative,-0.2916666666666667,0.08888888888888889
+Couch to 5K by RunDouble,I 62 kicking butt. I like it.,Neutral,0.0,0.0
+Couch to 5K by RunDouble,Uses phone GPS..tells run walk ..does say anything speed end session I done 3kms ...how get fit enough run 5 Kms,Positive,0.2,0.45
+Couch to 5K by RunDouble,GPS tracking seems bit glitchy else good,Positive,0.7,0.6000000000000001
+Couch to 5K by RunDouble,Probably best run program I've tried,Positive,1.0,0.3
+Couch to 5K by RunDouble,Works well me.,Neutral,0.0,0.0
+Couch to 5K by RunDouble,love it. gives pace distance help get better,Positive,0.5,0.55
+Couch to 5K by RunDouble,I love half way announce feature.,Positive,0.16666666666666669,0.3833333333333333
+Couch to 5K by RunDouble,Easy use. I love knowing pace,Positive,0.4666666666666667,0.7166666666666667
+Couch to 5K by RunDouble,Loving far. Simple.,Positive,0.2333333333333333,0.769047619047619
+Couch to 5K by RunDouble,Starts easy. Perfect.,Positive,0.7166666666666667,0.9166666666666667
+Couch to 5K by RunDouble,Amazing!,Positive,0.7500000000000001,0.9
+Couch to 5K by RunDouble,Awesome helpful,Positive,1.0,1.0
+Couch to 5K by RunDouble,Love,Positive,0.5,0.6
+Couch to 5K by RunDouble,"I used couple years ago worked great. But I recently started running consistently stops working mid-run goes back start screen. Last time I 8th final interval run stopped, I got zero credit run. Very frustrating. I've tried deleting reinstalling app, problem persists.",Positive,0.07571428571428572,0.4738095238095238
+Couch to 5K by RunDouble,"Been using years now. Still wish would option see plan details outside starting run running case choose wrong day. Other that, great.",Positive,0.03500000000000001,0.43499999999999994
+Couch to 5K by RunDouble,"I've using week now, making love run again! It really easy na late, says lot me...because honestly, I'm tech savvy..I would highly second using want start back running routine.",Positive,0.2263888888888889,0.4888888888888889
+Couch to 5K by RunDouble,The timed runs work calculate distance... distance calculate all... eat remind stop...u keep running. I uninstalled ...removed programs space..still work,Neutral,0.0,0.0
+Couch to 5K by RunDouble,"Exactly I looking running app. Let's run music app, tells start/stop running. Download now.",Positive,0.25,0.25
+Couch to 5K by RunDouble,"I really loved begin with. But times I noticed I touched phone run, change track example, whole would close would lose progress. So I'm going try different app. Did love interval training voice reminders run walk.",Positive,0.35,0.6000000000000001
+Couch to 5K by RunDouble,"In 2 years I went gasping breath week 1 workout running 3 miles every day. Thank RunDouble! Not sure I would made running part life without wife's encouragement software get started. Being older unfit, I least 7 runs level difficulty instead moving every week. It took find right shoes warm-up routine knees. I like RunDouble interrupts Overdrive book running update, backs book second two continuing. Easy use. Even older Samsung S4 Mini, I remember ever crashing.",Positive,0.0717687074829932,0.4749433106575964
+Couch to 5K by RunDouble,"Lots text interface missing, plans contain word per day. The also correctly keep track time/distance. Today run sudden needed run -12 minutes, run today logged 5 min run ran 20.",Negative,-0.1,0.275
+Couch to 5K by RunDouble,Installed today crashed halfway run. Had restart twice. This favorite I'd hoped start running again.,Positive,0.5,1.0
+Couch to 5K by RunDouble,I using 2 years now. It go-to whenever I need focus running good easy I recommend beginner,Positive,0.5666666666666667,0.7166666666666668
+Couch to 5K by RunDouble,"Been using Years, better volume adjustable settings c25k",Positive,0.5,0.5
+Couch to 5K by RunDouble,"Get reminders halfway, start next interval, cool down. If looking screen, also great updates progress. GPS ability, I used it. Great beginners.",Positive,0.3588888888888889,0.4877777777777778
+Couch to 5K by RunDouble,nan,nan,nan,nan
+Couch to 5K by RunDouble,"I'm day three couch 5k I'm already improving, easy follow sequences play music podcasts running.",Positive,0.43333333333333335,0.8333333333333334
+Couch to 5K by RunDouble,"Great app, started running works well tracks progress giving encouragement continue.",Positive,0.8,0.75
+Couch to 5K by RunDouble,[bug] Hello. I miss descriptions run 5k improver program. Can fix this? Thanks advance,Positive,0.2,0.2
+Couch to 5K by RunDouble,I used keep coming back one.,Neutral,0.0,0.0
+Couch to 5K by RunDouble,"I wish RunDouble could display information Garmin watches shows Pebble watches. Otherwise, I love it.",Positive,0.5,0.6
+Couchsurfing Travel App,"Really digging UI/UX! The ease hitting search icons events, hosts,etc. come remembering location searched. It's little things. Good job team! (Oh yeah, others said , waay easier I bothered first place, hoping would easier site :p)",Positive,0.3875,0.5266666666666666
+Couchsurfing Travel App,"For verification paid 50 eur, ask verify email address, never send link email box verify, can't make trips properly even though I played 50 eur! Very disappointed!",Negative,-0.5,0.5375000000000001
+Couchsurfing Travel App,"1) This automatically takes language device instead independent language settings. So way English set device English well. 2) Keyword based search inaccurate. 3) On Search Result Pages people's profile photos displayed incorrectly, 4:2 ratio photos cut half. 4) Lacks many features website.",Positive,0.06666666666666668,0.15833333333333333
+Couchsurfing Travel App,"Have trying several days get place stay South East Michigan, first respond, straight deny you, I get someone help I can't send messages, I've filled profile much I could, sucks I credit card give you, tell supposed help people need? Why can't I send messages? There's litterally help help",Positive,0.125,0.35555555555555557
+Couchsurfing Travel App,"I'm always lost app. I cant find questions, know question posted. I find local hosts message available easy find website. I think problems menu enough could specific user friendly!",Positive,0.21701388888888892,0.39305555555555555
+Couchsurfing Travel App,No response messages. It's waste time. Most people seem fake here..Whatever messages I get travel guides looking business,Negative,-0.06666666666666667,0.5
+Couchsurfing Travel App,Everything perfect. Just thing get 5 star. I need privacy. I want others see friend list. It customised.,Positive,1.0,1.0
+Couchsurfing Travel App,Verification maybe bit expensive complicated (because I able verify email phone number yet). Finding hosts easy messages I receive difficult read I'm getting notifications (I get email notifications though).,Negative,-0.11333333333333333,0.8316666666666667
+Couchsurfing Travel App,The message system update time! I get email content answer displayed app. Messages sometimes get network..,Neutral,0.0,0.0
+Couchsurfing Travel App,"Some Hosts deleted Band app, great Host people meet enjoy time share experiences, lot Hosts open calendar never answers request don't accept people for reason problem really wish someone something .",Positive,0.35000000000000003,0.4875
+Couchsurfing Travel App,"Couchsurfing brilliant idea makes easy host travel, too. If hardcore backpacker casual traveler, try least",Positive,0.13333333333333336,0.775
+Couchsurfing Travel App,"Easy use, fast, take much data. Would nice functionality, nice app.",Positive,0.4066666666666666,0.7266666666666667
+Couchsurfing Travel App,"A changes I think could make even better: 1) please add Traveler info filters Hangouts, similar Travelers (e.g. age, gender, etc) 2) creating public trip would nice ""need couch"" checkbox also would seen travelers search results 3) messages sometimes arrive time",Positive,0.275,0.4916666666666667
+Couchsurfing Travel App,"I LOVE couchsurfing, allowed meet many interesting people greatly enhanced traveling. I mostly ""Hangouts"" though. I think need work. (messages system, lidt hangouts.) try make something see overview current hangouts. maybe feature merge hangouts.)",Positive,0.4666666666666666,0.5416666666666666
+Couchsurfing Travel App,"It's brilliant site app. It's really come handy travelling around Europe, finding hosts stay even home finding events particulate in. Wonderful work!",Positive,0.675,0.775
+Couchsurfing Travel App,"Couchsurfing great helpful platform allowing travelers meet people, share experiences life styles directly locals travelers. You read profiles ref. accepting requesting think kind tinder program though ^^",Positive,0.5,0.6833333333333332
+Couchsurfing Travel App,"I grateful exists. It worked first CS, future I plan using more. Please ungrateful guest let host know appreciate small token appreciation gift rendered.",Positive,0.125,0.33958333333333335
+Couchsurfing Travel App,"The messages come late, cannot merge two meetups together makes disorganized. For rest I really enjoy meetup function. And course I love entire CS community, best people sure!",Positive,0.37083333333333335,0.5856481481481481
+Couchsurfing Travel App,"If verified member, activities limited big problem live Iran, hat international Kredit cart. What I do? Be limited terrible political orientation politicians also fair rules CS team?",Negative,-0.038311688311688324,0.3607142857142857
+Couchsurfing Travel App,"Wonderful! A little buggy Android (won't save profile answers let connect Facebook) so, so, great. Very easy fostered fantastic culture.",Positive,0.5151666666666667,0.8300000000000001
+Couchsurfing Travel App,"Well, I say slow connection, people really offer great conversation yes meetings point never happened yes I screw soon dear drowning shark waters",Positive,0.2333333333333333,0.45
+Couchsurfing Travel App,"It hypocrite 'allow host people new beta version hangout ' ""allow u"" interact people travelling weeks Couchsurfing block desactive account cos pay ridiculous fake excuse broke ""rules"" In words dont pay proof 20 people hosting matter acc risk",Negative,-0.18674242424242427,0.6261363636363636
+Couchsurfing Travel App,Completely completing profile bit chore unless pay verified. Other pretty good,Positive,0.23124999999999998,0.59375
+Couchsurfing Travel App,"There many inconveniences bugs app. The hard use. It's like people developed active users app. Because were, many improvements made. Many couchsurfers I know complain problems. If company fix app, may look community move elsewhere. How software developers couchsurfing. One problem event lots text it, user selects screen, everything scrolls up. So couch crash lots links our, super annoying. There also better support couch crashes general.",Positive,0.12583333333333332,0.5508333333333333
+Couchsurfing Travel App,"Good app, Search local advise button? And think could user friendly: make options/button visible hiding menus.",Positive,0.35833333333333334,0.3666666666666667
+Couchsurfing Travel App,"useful learned people equal, real difference exists.İ feel closer world now.",Positive,0.16666666666666666,0.18333333333333335
+Couchsurfing Travel App,This nice useful. In find hosts whenever go basically. It's interface improve idea amazing.,Positive,0.5,0.6333333333333333
+Couchsurfing Travel App,"decent interface website, I never seem get notifications, kinda defeats purpose installed. might well website!",Positive,0.20833333333333331,0.6666666666666666
+Couchsurfing Travel App,Pretty good app. Just bit complicated messages,Positive,0.15,0.8666666666666667
+Couchsurfing Travel App,"There's bug. I tried ten times upload ""profile picture"" web. But could not. Fix bug update again.",Neutral,0.0,0.0
+Couchsurfing Travel App,nan,nan,nan,nan
+Couchsurfing Travel App,"Brilliant site idea,app glitches though",Positive,0.9,1.0
+Couchsurfing Travel App,Nice App.. Easier meet new friends around world,Positive,0.36818181818181817,0.7272727272727273
+Couchsurfing Travel App,"Met nice people app, allowed night two sleep safe place safe people.",Positive,0.5333333333333333,0.6666666666666666
+Couchsurfing Travel App,"The real sharing economy! And greatly developed app, even better homepage",Positive,0.2833333333333333,0.3666666666666667
+Couchsurfing Travel App,Not easy find things,Negative,-0.21666666666666667,0.8333333333333334
+Couchsurfing Travel App,I think make Izzy,Neutral,0.0,0.0
+Couchsurfing Travel App,"Great years. The works fine, I prefer though.",Positive,0.6083333333333334,0.625
+Couchsurfing Travel App,This site helps connect people across btue world,Neutral,0.0,0.0
+Couchsurfing Travel App,It's great meeting new people! And discovering places travel,Positive,0.48522727272727273,0.6022727272727273
+Cougar Dating Life : Date Older Women Sugar Mummy,"im using samsung note 3.since install app,i able sign only.but every time try login,its say's ""please patient.you'll added soon"".its month,but still showing error massage.i can't all.please fix it.",Positive,0.5,0.625
+Cougar Dating Life : Date Older Women Sugar Mummy,No replys anyone. Says free not!! Can't contact member directly without pay member ship.,Positive,0.3625,0.6000000000000001
+Cougar Dating Life : Date Older Women Sugar Mummy,Hated waste time ever replys ones make make money worth try,Negative,-0.26666666666666666,0.26666666666666666
+Cougar Dating Life : Date Older Women Sugar Mummy,"One best app.i started also like graphic .we share love,attraction .this perfect people still single.this mindblowing highly recommended people",Positive,0.54,0.5599999999999999
+Cougar Dating Life : Date Older Women Sugar Mummy,Its nice singles. You find many partners according choices chat full enjoyment. Its user friendly loved,Positive,0.5050000000000001,0.6699999999999999
+Cougar Dating Life : Date Older Women Sugar Mummy,Fkn pay even talk people least make talk 10 people day without paying,Negative,-0.3,0.4
+Cougar Dating Life : Date Older Women Sugar Mummy,I think better there. Yes cost money making sure get rid people dont it. Hands 5 stars,Positive,0.5,0.6944444444444444
+Cougar Dating Life : Date Older Women Sugar Mummy,"For singles whose ready mingle, perfect you. I highly recommend this. You find interesting lovely people here.",Positive,0.472,0.658
+Cougar Dating Life : Date Older Women Sugar Mummy,I love using easy use. And pay subscription get lot contacts I've met lot people app.,Positive,0.4666666666666667,0.7166666666666667
+Cougar Dating Life : Date Older Women Sugar Mummy,I glad like products. Our designers engineers happy see affirming work. Hope happy every day.,Positive,0.7000000000000001,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,The says Pls patient added soon since I installed app. How much time takes approve profile? Will uninstall goes like,Positive,0.2,0.2
+Cougar Dating Life : Date Older Women Sugar Mummy,good app... found many good people made many new friends bless,Positive,0.5072727272727272,0.530909090909091
+Cougar Dating Life : Date Older Women Sugar Mummy,woww!! never found dating like one. found many interesting people,Positive,0.5,0.5
+Cougar Dating Life : Date Older Women Sugar Mummy,Its nice singles. You find many partners according choices chat full enjoyment. Its user friendly loved,Positive,0.5050000000000001,0.6699999999999999
+Cougar Dating Life : Date Older Women Sugar Mummy,"Honestly, best dating older woman. I love using regret using either. 10/10 would recommend everyone give try.",Positive,0.5555555555555556,0.41111111111111115
+Cougar Dating Life : Date Older Women Sugar Mummy,"Cannot even log shows username already exist sending forget password account, I'm receiving email reset password...",Neutral,0.0,0.0
+Cougar Dating Life : Date Older Women Sugar Mummy,One worst total time waste,Negative,-0.39999999999999997,0.5833333333333334
+Cougar Dating Life : Date Older Women Sugar Mummy,It nice app.You find many partners chat them.,Positive,0.55,0.75
+Cougar Dating Life : Date Older Women Sugar Mummy,This awesome. You used enjoy contact I hope you. Join them.,Positive,0.7,0.75
+Cougar Dating Life : Date Older Women Sugar Mummy,I logged using Facebook get instant picture approval 2 weeks still pending,Neutral,0.0,0.6666666666666666
+Cougar Dating Life : Date Older Women Sugar Mummy,You can't send messages buy subscription.,Neutral,0.0,0.0
+Cougar Dating Life : Date Older Women Sugar Mummy,One best dating older women younger men. Awesome user friendly app. I really satisfied.,Positive,0.5069444444444445,0.5222222222222223
+Cougar Dating Life : Date Older Women Sugar Mummy,nan,nan,nan,nan
+Cougar Dating Life : Date Older Women Sugar Mummy,The worst,Negative,-1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,This amazing ....it's useful single men women,Positive,0.27619047619047626,0.37142857142857144
+Cougar Dating Life : Date Older Women Sugar Mummy,I really enjoy,Positive,0.4,0.5
+Cougar Dating Life : Date Older Women Sugar Mummy,Good far,Positive,0.39999999999999997,0.8
+Cougar Dating Life : Date Older Women Sugar Mummy,It sucks,Negative,-0.3,0.3
+Cougar Dating Life : Date Older Women Sugar Mummy,nice loved,Positive,0.6499999999999999,0.9
+Cougar Dating Life : Date Older Women Sugar Mummy,Its awesome!!!,Positive,1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,Awesome,Positive,1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,Awesome,Positive,1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,Awesome,Positive,1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,Love,Positive,0.5,0.6
+Cougar Dating Life : Date Older Women Sugar Mummy,Since week saying verification yet done. If guys create make sure back office team working well too. I wait day n deleted. Tnx,Positive,0.25,0.4444444444444444
+Cougar Dating Life : Date Older Women Sugar Mummy,need refund.. stopped using long time ago charged 40 bucks nothing.. cancel subscription long time ago,Negative,-0.05,0.4
+Cougar Dating Life : Date Older Women Sugar Mummy,"Well made half profiles looking people age. Nothing wrong mind you, ""Cougar Dating"". Not mention 21 year old ""Cougars"". There needs age limitations profiles.",Negative,-0.18888888888888888,0.4222222222222222
+Cougar Dating Life : Date Older Women Sugar Mummy,"On top anyone within 10 miles me, location preference go minimum 120 miles. Once find someone gold member order message them. I'd rather I free.",Positive,0.45,0.65
+Cougar Dating Life : Date Older Women Sugar Mummy,"The profile clarification never done properly, account(sanju979) withheld verification weeks now. Its bad developers respond properly",Negative,-0.23333333333333328,0.28888888888888886
+Cougar Dating Life : Date Older Women Sugar Mummy,My location work. I'm upset! I enjoy lot I dont like bugs catfish,Positive,0.4,0.5
+Cougar Dating Life : Date Older Women Sugar Mummy,"im using samsung note 3.since install app,i able sign only.but every time try login,its say's ""please patient.you'll added soon"".its month,but still showing error massage.i can't all.please fix it.",Positive,0.5,0.625
+Cougar Dating Life : Date Older Women Sugar Mummy,No replys anyone. Says free not!! Can't contact member directly without pay member ship.,Positive,0.3625,0.6000000000000001
+Cougar Dating Life : Date Older Women Sugar Mummy,Hated waste time ever replys ones make make money worth try,Negative,-0.26666666666666666,0.26666666666666666
+Cougar Dating Life : Date Older Women Sugar Mummy,"One best app.i started also like graphic .we share love,attraction .this perfect people still single.this mindblowing highly recommended people",Positive,0.54,0.5599999999999999
+Cougar Dating Life : Date Older Women Sugar Mummy,Its nice singles. You find many partners according choices chat full enjoyment. Its user friendly loved,Positive,0.5050000000000001,0.6699999999999999
+Cougar Dating Life : Date Older Women Sugar Mummy,Fkn pay even talk people least make talk 10 people day without paying,Negative,-0.3,0.4
+Cougar Dating Life : Date Older Women Sugar Mummy,I think better there. Yes cost money making sure get rid people dont it. Hands 5 stars,Positive,0.5,0.6944444444444444
+Cougar Dating Life : Date Older Women Sugar Mummy,"For singles whose ready mingle, perfect you. I highly recommend this. You find interesting lovely people here.",Positive,0.472,0.658
+Cougar Dating Life : Date Older Women Sugar Mummy,I love using easy use. And pay subscription get lot contacts I've met lot people app.,Positive,0.4666666666666667,0.7166666666666667
+Cougar Dating Life : Date Older Women Sugar Mummy,I glad like products. Our designers engineers happy see affirming work. Hope happy every day.,Positive,0.7000000000000001,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,The says Pls patient added soon since I installed app. How much time takes approve profile? Will uninstall goes like,Positive,0.2,0.2
+Cougar Dating Life : Date Older Women Sugar Mummy,good app... found many good people made many new friends bless,Positive,0.5072727272727272,0.530909090909091
+Cougar Dating Life : Date Older Women Sugar Mummy,woww!! never found dating like one. found many interesting people,Positive,0.5,0.5
+Cougar Dating Life : Date Older Women Sugar Mummy,Its nice singles. You find many partners according choices chat full enjoyment. Its user friendly loved,Positive,0.5050000000000001,0.6699999999999999
+Cougar Dating Life : Date Older Women Sugar Mummy,"Honestly, best dating older woman. I love using regret using either. 10/10 would recommend everyone give try.",Positive,0.5555555555555556,0.41111111111111115
+Cougar Dating Life : Date Older Women Sugar Mummy,"Cannot even log shows username already exist sending forget password account, I'm receiving email reset password...",Neutral,0.0,0.0
+Cougar Dating Life : Date Older Women Sugar Mummy,One worst total time waste,Negative,-0.39999999999999997,0.5833333333333334
+Cougar Dating Life : Date Older Women Sugar Mummy,It nice app.You find many partners chat them.,Positive,0.55,0.75
+Cougar Dating Life : Date Older Women Sugar Mummy,This awesome. You used enjoy contact I hope you. Join them.,Positive,0.7,0.75
+Cougar Dating Life : Date Older Women Sugar Mummy,I logged using Facebook get instant picture approval 2 weeks still pending,Neutral,0.0,0.6666666666666666
+Cougar Dating Life : Date Older Women Sugar Mummy,You can't send messages buy subscription.,Neutral,0.0,0.0
+Cougar Dating Life : Date Older Women Sugar Mummy,One best dating older women younger men. Awesome user friendly app. I really satisfied.,Positive,0.5069444444444445,0.5222222222222223
+Cougar Dating Life : Date Older Women Sugar Mummy,nan,nan,nan,nan
+Cougar Dating Life : Date Older Women Sugar Mummy,The worst,Negative,-1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,This amazing ....it's useful single men women,Positive,0.27619047619047626,0.37142857142857144
+Cougar Dating Life : Date Older Women Sugar Mummy,I really enjoy,Positive,0.4,0.5
+Cougar Dating Life : Date Older Women Sugar Mummy,Good far,Positive,0.39999999999999997,0.8
+Cougar Dating Life : Date Older Women Sugar Mummy,It sucks,Negative,-0.3,0.3
+Cougar Dating Life : Date Older Women Sugar Mummy,nice loved,Positive,0.6499999999999999,0.9
+Cougar Dating Life : Date Older Women Sugar Mummy,Its awesome!!!,Positive,1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,Awesome,Positive,1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,Awesome,Positive,1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,Awesome,Positive,1.0,1.0
+Cougar Dating Life : Date Older Women Sugar Mummy,Love,Positive,0.5,0.6
+Cougar Dating Life : Date Older Women Sugar Mummy,Since week saying verification yet done. If guys create make sure back office team working well too. I wait day n deleted. Tnx,Positive,0.25,0.4444444444444444
+Cougar Dating Life : Date Older Women Sugar Mummy,need refund.. stopped using long time ago charged 40 bucks nothing.. cancel subscription long time ago,Negative,-0.05,0.4
+Cougar Dating Life : Date Older Women Sugar Mummy,"Well made half profiles looking people age. Nothing wrong mind you, ""Cougar Dating"". Not mention 21 year old ""Cougars"". There needs age limitations profiles.",Negative,-0.18888888888888888,0.4222222222222222
+Cougar Dating Life : Date Older Women Sugar Mummy,"On top anyone within 10 miles me, location preference go minimum 120 miles. Once find someone gold member order message them. I'd rather I free.",Positive,0.45,0.65
+Cougar Dating Life : Date Older Women Sugar Mummy,"The profile clarification never done properly, account(sanju979) withheld verification weeks now. Its bad developers respond properly",Negative,-0.23333333333333328,0.28888888888888886
+Cougar Dating Life : Date Older Women Sugar Mummy,My location work. I'm upset! I enjoy lot I dont like bugs catfish,Positive,0.4,0.5
+Couple - Relationship App,"The ideal The ultimate nook couples, everything here--just two you. The thing keeping perfect score 5 stars would d-day counter to-do wish list sort incorporated, least little bit better. The timeline w/ option commenting/diary function moments room improvement. Other that, ThumbKiss function sole unique, cherry top",Positive,0.26625,0.6525000000000001
+Couple - Relationship App,"I've using almost 4 years I can't imagine life without it. It's kept long distance relationship strong enough last closed distance even share day work, help grocery shop, keep track dates. The best feature definitely pug stickers. Completely 100% worth it.",Positive,0.18703703703703703,0.34444444444444444
+Couple - Relationship App,"Greatest kind, get greater? Love app. I continue fund development could add features. One I'd like see ability send/view animated .gif images move still. Also another great feature would shared notes, items. Also shared contacts/address book would great, also customizable themes. Great far. Anyone else issues notifications sounding/vibring LG g3 phones?",Positive,0.6375,0.78125
+Couple - Relationship App,"Fix please! Me bf communicate nowadays. And And tried go send message, told I needed sign back in, I tried work. When I tried reset password, account exist. What hell... bf too. We thought using different really liked thought would give another try sign again, work either. So please fix please. soon.",Positive,0.19999999999999998,0.4666666666666666
+Couple - Relationship App,"Needs update guys! Messages take awhile receive, voicemails going...they still ""sending"" 2 weeks! Need features higher speed better camera...why reverse pik u take btw? Put More time 4 video camera easy way share stuff! Like music audios stuff...takes alot upload videos well",Positive,0.4479166666666667,0.5833333333333334
+Couple - Relationship App,"Great App, Need help 3 things The calendar decreases dates them. The notification changed lists/dates stays marked matter many times checks it. Finally I liked Facebook page still can't statuses stickers. Otherwise - great app, personal, I bf love",Positive,0.4714285714285714,0.6142857142857142
+Couple - Relationship App,Great little fixes changes would nice Messages always seen slow connection area. Also sending smooth whatsapp example. This major problem. When open would really nice tiny notification instead default notification sound. Videos load slow. Needs new stickers. Gif support would awesome. New themes appearance also. Simple games maybe. Calendar changes dates randomly. Nice little changes overall every would great.,Positive,0.24001196172248807,0.5771701982228299
+Couple - Relationship App,Cute idea needs updating! Been using year & half since going long distance. In time updated all! Cute idea I still everyday could improved. More free stickers (like Facebook messenger app) would ideal I think anyone would want pay 2£ them. Maybe make customisable? The font grey background bland boring. Good idea feels like creators forgotten it? Over year & nothing's changed :/,Positive,0.1330128205128205,0.6923076923076923
+Couple - Relationship App,"I got logged well!!! *Edit* The logged said account exist! Please fix this! It working 4am today. I know happened... many pictures lists there. I seriously hope lost. We've using nearly year without issue even purchased several sticker packs. Edit- I contacted support fixed everything quickly without loss pictures lists! Thank much, Couple. You've made whole long distance relationship much easier.",Positive,0.13333333333333333,0.3466666666666667
+Couple - Relationship App,"10/10 would thumbkiss again! I find new fun experience couples. At first may seem like messenger much more! The thumbkiss allows partner connect late nights long distances. Along (my personal favorite), partner sketch draw pictures play games like hangman SO! You also, create sketches send another. All all, I think fantastic couples, close",Positive,0.2207070707070707,0.5208754208754208
+Couple - Relationship App,nice but!!! nice wife gave time communicate every 1 hour day ...im wife UAE insalaaah country..tak tsk tsk.i need communicate wife..WhatsApp good online wife online cannot give time hysband. busy group chat loved arab short love arab men/man reason? pinnes arab big thier bullets pennis soo. family girl philippines.no good.,Positive,0.47777777777777775,0.5888888888888888
+Couple - Relationship App,"This desperately needs ui update. If date correct updated since march 2015. I've using girlfriend year love it, massive battery hog. Love features like thumbkiss showing music partner listening to, app's age truly shows",Positive,0.1,0.8
+Couple - Relationship App,"It awesome idea. The little characters really cool.. But starting get super slow. You force close often messages come through. And right neither messages sent, keep getting red !'s And ""Sending"" ... please fix UPDATE: Still... Our messages arent coming through. Our fine force closed opened see them. We really love app.. pleaseeeee fix",Positive,0.20892857142857144,0.4593073593073592
+Couple - Relationship App,"Nice Some things Missing Overall perfect idea.. The unique thing thumb kissing live paint. UI little bit off. Should little fancy.. Background Chat customizable. Should home screen instead directly opening chat. Not much options memories. Comments likes available. It pin entering keyboard instead opening phone's keyboard. There thing, video shown video call can't find it. Awesome stickers. I hope guys listening.",Positive,0.24469696969696966,0.5458333333333334
+Couple - Relationship App,"Perfect except for.... This well thought designed except things. 1. It's great via PC majority things even setting lost browser. 2. Transferring photos video fine lovers love music, I could transfer mp3 files. 3. I straight little images people kiss holding fine portray, gay, lesbien transgender community couples left out.",Positive,0.3958333333333333,0.537037037037037
+Couple - Relationship App,"If messaging worked wife's phone like it'd absolutely perfect. Often messages either show device, notification shows message take 30 minutes actually refresh itself. Makes communication slow working. She Samsung S6",Positive,0.2333333333333333,0.5
+Couple - Relationship App,"Cool app. Clean, ads great. Simple send pictures, thumbkiss feature cute. And work make feel closer partner. We tried another features came back Couple. We thirtys probably great younger generations people like stuff floating screen. But Couple perfect us. Every connection issue, since seems developers MIA, always leaves wondering servers finally shut good.",Positive,0.4106060606060606,0.6188311688311688
+Couple - Relationship App,I love recommend Couple. The amazing I love much. I especially love delete sent messages I miss every I have. Other features like shared lists calendars pretty great too. I mention tendency crash. Not often enough decrease star rating often enough notice it. It also seem like slower 3G speeds however either okay. Overall favorite phone right now.,Positive,0.3700549450549451,0.6354395604395605
+Couple - Relationship App,"I absolutely love idea. Private communications gf great. The thing slight inheritance latency. Sometimes takes couple seconds send fast furious world, latency really bummer. All all, great though. Keep supporting guys. Great job. Edit: even awesome client associated. Double thumbs up!!",Positive,0.39848484848484844,0.4946969696969697
+Couple - Relationship App,I expecting super lame went anyways. It's actually really cute. The thumbkiss absolutely adorable duel sketch much fun. My boyfriend I talk phone we're makes much better able connect draw together. I sound like 5th grader oh well,Positive,0.31666666666666665,0.6427083333333334
+Couple - Relationship App,"It's great app, still needs fix This great couples, lot cool features, let's stay touch ever, but, say perfect, far that. It couple bugs, downright lack features, like sending videos, calling etc. One bug that's quite annoying, I can't access stickers, along notification Lists disappearing checked it. Nonetheless, good partner, sure fun.",Positive,0.4166666666666667,0.7487654320987656
+Couple - Relationship App,"I like doodling sending recording functions. The emoticons cute place time. Remote kissing fun play well. Very lovely functional design. Timeline also help write shared memories comments, super helpful look important dates relationship. We used since first started date year, still primary messaging app. Highly recommended couples~",Positive,0.3214814814814815,0.6016666666666666
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,"I've using 3 years I'm pretty sure people made abandon app. It's never update... there's support. They WILL however take money emojis...that also member updated. Don't get app. Get another couples ago actually gets better time, worse.",Positive,0.16999999999999998,0.6177777777777778
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Couple - Relationship App,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupon Sherpa,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coupons.com – Grocery Coupons & Cash Back Savings,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Coursera: Online courses,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cover Fire: offline shooting games for free,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+Cozi Family Organizer,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+CppDroid - C/C++ IDE,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crackle - Free TV & Movies,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Crazy Colors: Bubbles Matching,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Create A Superhero HD,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Creative Ideas - DIY & Craft,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,nan,nan,nan,nan
+Credit Karma,"False scores, misleading, accurate, score fluctuates every two weeks 75 points credit changed. Verified local credit union, advised stay away Credit Karma.",Neutral,0.0,0.41111111111111115
+Credit Karma,It lets keep track score. That way I know someone trying steal identity score drops. I know get back again. I love app. I care anybody says.,Positive,0.25,0.3
+Credit Karma,"Great app, great service. Easy understand financial picture impacts credit score. CK constantly improving, even though they're already #1. Hard find reason app.",Positive,0.29027777777777775,0.5347222222222222
+Credit Karma,Only draw back include fico score. Keep mind lenders scoring models scores may vary.,Neutral,0.0,0.5
+Credit Karma,Really great information suggestions credit improvements. Confusing score I see lot higher bank shows applying credit.,Positive,0.25,0.5499999999999999
+Credit Karma,"This best I phone. Helps track credit score, get real time alert whenever anything pops credit.",Positive,0.6,0.30000000000000004
+Credit Karma,Update: For past month says error updating information. No help help section. Great app! Just like visually appealing. Easy use!,Positive,0.4479166666666667,0.5833333333333334
+Credit Karma,These people bought information 3rd party. But A LOT information WRONG. I NOT recommend,Negative,-0.25,0.45
+Credit Karma,Great anyone new wild world credit. Very helpful tips easy apply make drastic impact score. Every small large increase points helpful nice CK teaches you. Thanks CK getting approved never felt good.,Positive,0.31339826839826845,0.5366450216450216
+Credit Karma,"This gives financial visualization needs addressed, breaks accounts important tips increasing credit score. Two thumbs up!!!",Positive,0.390625,0.5
+Credit Karma,"Best I've downloaded, I've improved credit 100 points last year I probably done without app. It also taught important info credit I know",Positive,0.4666666666666666,0.45555555555555555
+Credit Karma,This good help get credit back Track Plus helps car insurance better score save car insurance Plus auto loans Thanks credit karma You well appreciate,Positive,0.35,0.325
+Credit Karma,"I love app. I've used diligently manage improve credit past 26 months. It easy use, gives accurate info, provides tips, free. I especially love notification report changed there's new review. I highly recommend.",Positive,0.3474621212121212,0.6389015151515152
+Credit Karma,"Truly helped fix credit issues!!! I'm still tweaking things, everything easy yo monitor now.",Positive,0.43333333333333335,0.8333333333333334
+Credit Karma,"So far good, credit limit increased result score gone up. It's nice finally find company actually makes good word.",Positive,0.3499999999999999,0.7166666666666668
+Credit Karma,Great user interface convenient access credit history/rating info. Was able remove disputed item within added effort. Satisfied.,Positive,0.6,0.7916666666666666
+Credit Karma,Great keep track credit score credit cards. Very bad suggesting auto refinance options.,Negative,-0.05499999999999988,0.8083333333333333
+Credit Karma,"It's good see credit history issues affecting credit. They also show credit cards suit best make easy apply, helping build credit.",Positive,0.7111111111111111,0.5777777777777778
+Credit Karma,This simple use. They 2 three major credit bureaus. My score difference actual FICO Score minimal amount I would given 5 star rate instead 4.,Negative,-0.009375000000000001,0.3892857142857143
+Credit Karma,"Credit karma helped gain nearly 200 points past years I've using it. Awesome super easy use. Thanks big thumbs up, literally helped change life.",Positive,0.25952380952380955,0.4928571428571429
+Credit Karma,I needed build credit without credit karma I would never tried get card. I granted chance opening 200 dollars February 2018. 6 months later credit raised 500. That's pretty good. Its paying,Positive,0.31666666666666665,0.5333333333333333
+Credit Karma,"Is 100% accurate, really helps keep track credit activity. Awesome",Positive,0.5333333333333333,0.6111111111111112
+Credit Karma,Great keeping credit. The gives weekly updates score. Great app.,Positive,0.8,0.75
+Credit Karma,Keeps top credit score. That way I pretty much fix anything wrong.,Positive,0.11249999999999999,0.65
+Credit Karma,"Love I monitor credit score instant, get tips improve score keep track open closed accounts helps monitor devastating event identity theft!",Negative,-0.12,0.5733333333333334
+Credit Karma,Only half scores available I yet able advice improving credit every offer say good approval chances comes back declined trying get credit karma fix problem get Equifax working I convinced care system half working,Positive,0.18095238095238095,0.4226190476190476
+Credit Karma,Love it. It helps remember check things. And see balances realized still owed. Very helpful.,Positive,0.35,0.44999999999999996
+Credit Karma,"The great monitoring credit. I noticed score 20 points higher bank pulls. But great, banks calculate scores way.",Positive,0.6166666666666667,0.6666666666666666
+Credit Karma,"Your credit card updating horrible quick put score IN high $ percentage reacts supper slow I play balance adjust back up, months delay",Negative,-0.16133333333333336,0.488
+Credit Karma,I love Credit Karma. It'll help question learn much build credit score roof top. I would strongly recommend anyone Credit Karma!,Positive,0.4354166666666667,0.5083333333333333
+Credit Karma,No regrets downloading especially need help keeping eye finances! It even helped find $50 account I made kindergarten!,Positive,0.025,0.6
+Credit Karma,Phenomenal way track credit score learn influences it. Good AND bad.,Positive,0.1666666666666667,0.5888888888888889
+Credit Karma,"Very helpful. -sinsnati, big shout Johnson brother construction",Positive,0.1,0.2
+Credit Karma,This Best. Credit Karma check scores everyday matter many times also dispute Direct check credit score see what's credit TransUnion Echo facts.,Positive,0.35000000000000003,0.44999999999999996
+Credit Karma,It helps keep family members track account information fraud,Neutral,0.0,0.0
+Credit Sesame,seems give imaginary score based scoring system actual system counts. I went bank get lone confidence credit good told score much lower app. credit lower credit check bank I'm screwed. dont trust accuracy score,Positive,0.3,0.30000000000000004
+Credit Sesame,"Created login password, I enter information says information invalid. Emailed support, reply, even let know received problem. Update: decided try again. Seems work, three stars now.",Neutral,0.0,0.0
+Credit Sesame,I made payment 7 days daily refresh money deducted debit card updates available. I'm still receiving payment option renew plan I purchased. I've submitted multiple messages support feedback tab responded. Don't waste money.,Positive,0.05,0.1
+Credit Sesame,This waste time shows score details provide explanation got score.,Negative,-0.2,0.0
+Credit Sesame,Good,Positive,0.7,0.6000000000000001
+Credit Sesame,Love,Positive,0.5,0.6
+Credit Sesame,"Well, I interested seeing could let finish registering. It took user password I got I put ssn ""authorized"" get data, kept taking feedback screen I write review/give feedback. It give option close page, back button worked, nothing else... And would take back screen I ""authorize"" again. I tried 4 times uninstalled.",Positive,0.08333333333333333,0.16666666666666666
+Credit Sesame,This offered things I could get. I requested support never got response 2 weeks. No ever responded inquiry gave explanation questions. Though bombard offers everyday cannot even respond simple inquiry.,Negative,-0.03333333333333333,0.319047619047619
+Credit Sesame,Can't even log in. On credentials work fine. But log in. So annoying. I tried delete couple times (in cases weeks between) never works. I think might problems current Android version.,Negative,-0.1277777777777778,0.6
+Credit Sesame,Waste time. Basic membership free want weekly updated score get wallet! At least credit karma lending tree offer weekly updates...,Neutral,0.0,0.33125000000000004
+Credit Sesame,I tried sign can't get pass message screen. After I put last four social security number says invalid. Was willing try even tho I read people issues.,Positive,0.09444444444444444,0.29444444444444445
+Credit Sesame,nan,nan,nan,nan
+Credit Sesame,"The fine, stupid emails drive crazy. I finally add spam filter. They sent email stating ""New credit limit!"" But credit line increased, instead email ad try make submit credit applications. I lot credit monitoring apps, I get email saying ""New credit limit!"" I expect actual credit line increase...not ad. Terrible. Just stick credit karma.",Negative,-0.2053030303030303,0.6761363636363635
+Credit Sesame,stuck random messenger screen hit back I got invalid ssn format. If work would I want trust company accurate data.,Negative,-0.033333333333333305,0.37777777777777777
+Credit Sesame,"Save time, Credit Karma delivers relevant information try sell something every time link. Waste time, hopefull better look ""big picture"" credit history falls short real delivery. This catalyst make money, go Credit Karma, much useful app. Just .02!",Positive,0.18214285714285713,0.3
+Credit Sesame,"Overall I like app, It's riddled ads credit card offers.... really turns it. I wish would tips credit score improvement ability see effect certain actions would score. Definitely needs improvement.",Positive,0.10285714285714287,0.2542857142857143
+Credit Sesame,keeps date things credit great. shoes need shape things up. advice open cards helpful I'm trying get debt. downside though.,Positive,0.4,0.625
+Credit Sesame,Not sure calculates credit properly. It said credit 731 excellent good odds certain credit card. I applied got declined. So I wasted credit hit. I declined reasons known.,Positive,0.24404761904761904,0.5267195767195768
+Credit Sesame,"Too much spam! I downloaded app, yes I got credit score, I inundated high interest rate credit card solicitations. My score also mysteriously dropped 54 points second time I logged in. Is bait switch? I requested unsubscribe emails, keep getting them. They seem mostly trying sell credit cards.",Positive,0.182,0.44800000000000006
+Credit Sesame,They send emails notifications 5 times day annoying. I unsubscribe two weeks I still get emails. If u want alot credit card ads go head install app.,Negative,-0.8,0.9
+Credit Sesame,Unable sign says ssn format invalid. The worthless I'm unable create account,Negative,-0.6,0.6333333333333333
+Credit Sesame,"Tried create account, put last 4 ssn kept getting ""incorrect format"" notices. How typing 4 digits wrong format?",Negative,-0.25,0.48333333333333334
+Credit Sesame,I can't seriously review I able it. It makes put birthday try put year tap time month want go back. It starts 1987 I would tap 420 times get birth year. I'll stick credit carma! Yuuch. Uninstall,Positive,0.05555555555555556,0.4305555555555555
+Credit Sesame,"takes data registration comes back tells ""Partner"" could validate identity. No permission asked share data. If asked, permission would granted. Credit Sesame openly violated GLBA laws. Do trust people.",Neutral,0.0,0.25
+Credit Sesame,nan,nan,nan,nan
+Credit Sesame,"let sign-up says cannot verify address, credit carma works fine going try out, guess not. ... ....... ... .......... After I posted^ I got e-mail would like help, instantly I able sign e-mail log in, far I really like app.",Positive,0.3041666666666667,0.58125
+Credit Sesame,Not bad. Tells certain credit snapshot point time. Wish something truly free daily updates scores,Positive,0.24107142857142855,0.5095238095238095
+Credit Sesame,While I super impressed start. I realized applying home loan based number I seeing true FICO score. It consumer score. Had I known I would better prepared start process.,Positive,0.5458333333333333,0.7041666666666666
+Credit Sesame,Would let in. Couldn't find file. Credit karma much better.,Positive,0.5,0.5
+Credit Sesame,Can't even put birthday date. It ends nov.23 given choices birthday dates bday nov.26 can't even choose,Neutral,0.0,0.0
+Credit Sesame,Won't let sign up. It says social security number invalid format! How hard put last 4 digits?!!?,Negative,-0.08333333333333333,0.22499999999999998
+Credit Sesame,"This company running shady, I purchase find consumer report, scores accurately report true score, score 40-50 point higher see here, I attempted cancel membership $19.95 month 5 days, didnt respond email request, called 45 times, kot lie never get someone person computer generated message requires contact helpdesk via email., never replied 5 days....... worst I've ever seen. Customer services bad, go credit karma, get free!!!!",Positive,0.0037946428571428792,0.6964285714285714
+Credit Sesame,I spend time interesting informative. I learned lot ready I got I add review later I used while. I give 5 stars I love ready.I looked lot check credit say FREE credit sesame I found thats really FREE!!! THANKS,Positive,0.36875,0.48571428571428577
+Credit Sesame,The thing I would suggest is. Make easier contact all... A person robot,Neutral,0.0,0.0
+Credit Sesame,Great help info wanting improve financial credit standing. Like I said great info.,Positive,0.5333333333333333,0.5
+Credit Sesame,Please update credit report.I $646 credit cards balance. I 00000 credit balance.,Neutral,0.0,0.0
+Credit Sesame,I used year day uninstalled itself. I reinstalled google play says installed find I uninstalled days later tried again. It says installed find phone. I typically pretty busy I may check see anyone commented.,Positive,0.11666666666666665,0.43333333333333335
+Credit Sesame,"I love app. Get see exactly debt is, score, relation. I STRONGLY wish could recommend ways pay debt rather encourage opening yet another credit card increase credit ability etc.",Positive,0.39444444444444443,0.5277777777777778
+Credit Sesame,"Tells score tells ways improve it. Breaks categories. From I hear, also monitors credit",Neutral,0.0,0.0
+Credit Sesame,I'm giving try see credit Will Change seeing everyday I waiting see I cancel remove profile,Negative,-0.2,0.6
+CreditWise from Capital One,nan,nan,nan,nan
+CreditWise from Capital One,I want thank info I I get ? Is away could help get things better credit I could get loan build home? If please let know thank you.,Positive,0.5,0.5
+CreditWise from Capital One,"I found mis-information report, first I applied lender recently. I not, second I missed due date, not. Please Assist",Positive,0.041666666666666664,0.23611111111111108
+CreditWise from Capital One,It works well keep date check credit. Let's know someone pulled credit added new info name SSN.,Positive,0.13636363636363635,0.45454545454545453
+CreditWise from Capital One,I impressed detailed information credit report. This literally made life easier helping keep track credit score without impacting credit. I would recommend anyone interested improving credit keeping track without causing additional harm credit score.,Positive,0.5499999999999999,0.75
+CreditWise from Capital One,I love app! I get updates every time something happens I love watching credit score go up. This thing I track credit score.,Positive,0.5625,0.6
+CreditWise from Capital One,"Would give 5, since I capital account too, fact joined hip bothers me. I hoping would allow separate profile names. I see change profile names? (If can, I seem luck getting right option) Silly maybe, I like certain accounts certain names. Works file system sorts me.",Positive,0.05357142857142856,0.6383928571428571
+CreditWise from Capital One,"Irritating asks confirm email file every time I open it. This I log in, thereby confirming identity",Negative,-0.2,0.65
+CreditWise from Capital One,"The simple.Easy navigate.Very easy login, never issues..I Lexington Law credit repair Creditwise information I see credit report..It proven provide reliable information coincides Credit Reports.",Positive,0.43333333333333335,0.8333333333333334
+CreditWise from Capital One,CreditWise helped raise credit score 20 points 1 month. They explain detail personal situation steps follow success. I thankful app.,Positive,0.15,0.15
+CreditWise from Capital One,I keep getting error message...opps something went wrong...try later... This happening month. I never able get in.,Negative,-0.125,0.3125
+CreditWise from Capital One,"While I like notifications provides information found dark web, often enough info account exposed. Ultimately, looks like email email hacked, rather accounts email user name. It would good know website/service account for. Also, would good able add email addresses monitor well user names.",Positive,0.2916666666666667,0.6208333333333333
+CreditWise from Capital One,"For past 2 years, financial banking institutions providing customers FREE credit score access within banking applications great help. There's really need even sign enroll third parties gain access one's credit history anymore. But still option available customers want third even fourth opinion comes understanding mysterious credit history made-easy credit score accessibility via multiple markets several operating system platforms.",Positive,0.12916666666666668,0.2833333333333333
+CreditWise from Capital One,"Wow, really.?? All I screens I slide left seen say I thought would tell credit I done wrong. ????",Negative,-0.04999999999999999,0.525
+CreditWise from Capital One,"Easy efficient, keeps date score. Helpful suggestions helping protect identity improve score.",Positive,0.43333333333333335,0.8333333333333334
+CreditWise from Capital One,Helpful strategic decisions affect credit. The weekly tracking also great accountability tool motivator!,Positive,1.0,0.75
+CreditWise from Capital One,Followed advice estimator showed I opened another credit card account score would go 20 points. As soon I got new card score dropped 46 points!!,Positive,0.2130681818181818,0.45454545454545453
+CreditWise from Capital One,Finally something hurt score simple navigate...thank,Neutral,0.0,0.6785714285714286
+CreditWise from Capital One,Very good link cards together see balances time. I would recommend anyone.,Positive,0.9099999999999999,0.7800000000000001
+CreditWise from Capital One,"Keeps dated score For Free! Tells bring score up! Very, Very helpful!",Positive,0.475,0.595
+CreditWise from Capital One,nan,nan,nan,nan
+CreditWise from Capital One,It helped much credit score. Thanks able build credit . I recommended ALOT trying improve build,Positive,0.3,0.3416666666666666
+CreditWise from Capital One,"Everything clear, guess work. I love I receive credit alerts right away. I car dealership pulled credit report without authorization I already approved bank!! Good +++++",Positive,0.4366071428571428,0.5297619047619048
+CreditWise from Capital One,Does everything I need far credit checks updates. Couldn't thankful,Positive,0.1,1.0
+CreditWise from Capital One,This keep current activity useless complete waste time,Negative,-0.15000000000000002,0.25
+CreditWise from Capital One,"Excellent - keeps date real time, charges showing immediately phone, well daily balances. Also, immediate alerts. Great company!",Positive,0.55,0.5125
+CreditWise from Capital One,"Easy use, allows see changes affect score keeps updated changes",Positive,0.43333333333333335,0.8333333333333334
+CreditWise from Capital One,Not sure terrorist not. Gave information emptying account I kept HOLD... Panda,Negative,-0.25,0.8888888888888888
+CreditWise from Capital One,"I BELIEVE THAT THAT UNDERSTANDING need do, helps improve chances.",Neutral,0.0,0.0
+CreditWise from Capital One,Amazing help track credit learn ways improve score without affecting negatively. My score increased 11 pts first month!!,Positive,0.23020833333333335,0.5444444444444444
+CreditWise from Capital One,"Love it, without I able improved credit score 100 points less 3 months.",Positive,0.2777777777777778,0.4305555555555556
+CreditWise from Capital One,"Awesome, easy way keep track credit score. Unintrusive alerts give timely info let know stand. Recommend Capital One customers.",Positive,0.7166666666666667,0.9166666666666667
+CreditWise from Capital One,I hate real time update,Negative,-0.30000000000000004,0.6000000000000001
+CreditWise from Capital One,"Not great , credit score lowers reason",Negative,-0.4,0.75
+CreditWise from Capital One,This useful almost better compared credit score apps.,Positive,0.4,0.25
+CreditWise from Capital One,Really helpful giving suggestions helping increase credit score. I 50 points year!,Positive,0.25,0.2
+CreditWise from Capital One,This great way know credit score going secondary membership get free copy credit score per year,Positive,0.3,0.6166666666666667
+CreditWise from Capital One,"Helpful track score, alert fraudulent act financial related matters.",Neutral,0.0,0.2
+CreditWise from Capital One,Really like keeps date credit score.,Positive,0.2,0.2
+CreditWise from Capital One,"I able monitor credit, understand affects it, learn improve it, get alerts something seems off.",Positive,0.5,0.625
+Crew - Free Messaging and Scheduling,Crew invaluable organizing 20 employees. It allows keep everyone up-to-date constantly changing schedule allows less workload enabling pick shifts request coverage shifts. It certainly best tools 4 Staffing I've used. Thank much crew To respond complaints reviews. Most employees love cannot see personal numbers crew app. If I need call video conference anybody directly I normal Cell Phone features. It never crashed Frozen ability upload high-quality PDF schedules directly emails wonderful,Positive,0.3283333333333333,0.43499999999999994
+Crew - Free Messaging and Scheduling,AMAZING!!! The best communication tool ever used. I say everyone knows. Extremely helpful filling unexpected absences. A perfect way uplift employee thats great job gold star recognition. Thank crew app!!!,Positive,0.6625,0.8250000000000001
+Crew - Free Messaging and Scheduling,"Very easy use! I jot things pop head hours night, someone take care next day!",Positive,0.35208333333333336,0.5
+Crew - Free Messaging and Scheduling,Kind hard start. I opened deal. But help Co worker figured,Positive,0.15416666666666665,0.7208333333333333
+Crew - Free Messaging and Scheduling,half bad takes little bit space even though cell phones transfer SD card. The messaging features okay way call associates crew members would nice. Or perhaps video chat feature,Positive,0.009166666666666701,0.5666666666666667
+Crew - Free Messaging and Scheduling,Crew easy issues I solved quickly support help function. Love I make suggestions change app. It's great connecting staff communicating staff. It makes rostering really easy. I would highly recommend it.,Positive,0.44333333333333336,0.6761111111111111
+Crew - Free Messaging and Scheduling,"I Crew manage team 6 cellular sales employees. This go years. Easy communication, let's set add specific groups specific locations, add/change shifts, favorite part; location-based notifications! No bugging someone day off!",Positive,0.30364583333333334,0.5208333333333334
+Crew - Free Messaging and Scheduling,Great beneficial co workers I. I wish y'all would bring back option put unpaid breaks entering scheduled hours week.,Positive,0.3333333333333333,0.3833333333333333
+Crew - Free Messaging and Scheduling,"This amazing used crew year...video conferencing video chat would awesome feature, especially trying trouble shoot issues happen work especially phones compatible like iPhone Android...",Positive,0.28,0.82
+Crew - Free Messaging and Scheduling,I love love love app! It made communication staff easy. It shows read post communicate individually need be. Great app! ❤❤ I also take picture add posts.,Positive,0.5097222222222223,0.6305555555555555
+Crew - Free Messaging and Scheduling,The constantly either crashing running extremely slow. Almost every time I open crashes I reopen it. Extremely unreliable. It also extremely difficult find shifts among others.,Negative,-0.185,0.6466666666666667
+Crew - Free Messaging and Scheduling,Helps employees keep new things changes,Positive,0.13636363636363635,0.45454545454545453
+Crew - Free Messaging and Scheduling,Great app.we add people delete also everone board,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,"Everything WhatsApp plus more. Work schedules, location, multi communications. Love it. I sport CREW shirt week!!!",Positive,0.73828125,0.55
+Crew - Free Messaging and Scheduling,I'd definitely recommend co-workers/friends.,Neutral,0.0,0.5
+Crew - Free Messaging and Scheduling,The crew made getting schedule much easier,Positive,0.2,0.2
+Crew - Free Messaging and Scheduling,Helps keep close eye schedule & contact coworkers. Love,Positive,0.5,0.6
+Crew - Free Messaging and Scheduling,It's great way get team together quickly effectively,Positive,0.7,0.775
+Crew - Free Messaging and Scheduling,Very helpful way keep touch colleagues share new information,Positive,0.16818181818181818,0.37727272727272726
+Crew - Free Messaging and Scheduling,Our entire team touch times. Love app.,Positive,0.25,0.6125
+Crew - Free Messaging and Scheduling,I retail crew really like it!!,Positive,0.3125,0.2
+Crew - Free Messaging and Scheduling,Super useful keep Team page,Positive,0.31666666666666665,0.3333333333333333
+Crew - Free Messaging and Scheduling,Great charity org organizing events attendance,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,Me & Team love app. Been successful,Positive,0.625,0.7749999999999999
+Crew - Free Messaging and Scheduling,So dumb.,Negative,-0.375,0.5
+Crew - Free Messaging and Scheduling,Makes store communication easy efficient,Positive,0.43333333333333335,0.8333333333333334
+Crew - Free Messaging and Scheduling,Great keeping groups informed,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,Perfect keeping constant contact crew,Positive,0.5,0.6666666666666666
+Crew - Free Messaging and Scheduling,Excellent communicate staff.,Positive,1.0,1.0
+Crew - Free Messaging and Scheduling,Very helpful easy,Positive,0.31666666666666665,0.5666666666666667
+Crew - Free Messaging and Scheduling,Great coordinate nanny,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,Good communication tool.,Positive,0.7,0.6000000000000001
+Crew - Free Messaging and Scheduling,Its It's great,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,Good,Positive,0.7,0.6000000000000001
+Crew - Free Messaging and Scheduling,Satisfactory,Neutral,0.0,0.0
+Crew - Free Messaging and Scheduling,"Best far. Even works phones messaging acting stupid. Only part I dont like emojis thats personal opinion, crew unfortunately loves them... Yay.. Lol",Positive,0.07500000000000002,0.6625
+Crew - Free Messaging and Scheduling,Only issue we've employees getting messages hours sent. They uninstall reinstall it. But part good.,Positive,0.35,0.8
+Crew - Free Messaging and Scheduling,This solved communication issues crew. It works great! I would recommend anyone.,Positive,1.0,0.75
+Crew - Free Messaging and Scheduling,Our workplace started using Crew far we're impressed. We implemented strategy urgent emergency communication (we're EMS service) I think work great. We plan upgrade Pro version fall unlock capabilities. Looking forward using SMS Relay shift trade options. Well written. Very stable. Great support.,Positive,0.5800000000000001,0.76
+Crew - Free Messaging and Scheduling,I worked really well I loved first I deleted I I went go opt screen,Positive,0.3833333333333333,0.4444444444444444
+Crew - Free Messaging and Scheduling,Crew invaluable organizing 20 employees. It allows keep everyone up-to-date constantly changing schedule allows less workload enabling pick shifts request coverage shifts. It certainly best tools 4 Staffing I've used. Thank much crew To respond complaints reviews. Most employees love cannot see personal numbers crew app. If I need call video conference anybody directly I normal Cell Phone features. It never crashed Frozen ability upload high-quality PDF schedules directly emails wonderful,Positive,0.3283333333333333,0.43499999999999994
+Crew - Free Messaging and Scheduling,"Love scheduling receiving reminder notifications day of. However, lot people group say receive message notifications hours someone sends message, defeats purpose trying keep work related conversations resort using regular texts",Positive,0.16666666666666666,0.358974358974359
+Crew - Free Messaging and Scheduling,AMAZING!!! The best communication tool ever used. I say everyone knows. Extremely helpful filling unexpected absences. A perfect way uplift employee thats great job gold star recognition. Thank crew app!!!,Positive,0.6625,0.8250000000000001
+Crew - Free Messaging and Scheduling,"Very easy use! I jot things pop head hours night, someone take care next day!",Positive,0.35208333333333336,0.5
+Crew - Free Messaging and Scheduling,Kind hard start. I opened deal. But help Co worker figured,Positive,0.15416666666666665,0.7208333333333333
+Crew - Free Messaging and Scheduling,half bad takes little bit space even though cell phones transfer SD card. The messaging features okay way call associates crew members would nice. Or perhaps video chat feature,Positive,0.009166666666666701,0.5666666666666667
+Crew - Free Messaging and Scheduling,Crew easy issues I solved quickly support help function. Love I make suggestions change app. It's great connecting staff communicating staff. It makes rostering really easy. I would highly recommend it.,Positive,0.44333333333333336,0.6761111111111111
+Crew - Free Messaging and Scheduling,"I Crew manage team 6 cellular sales employees. This go years. Easy communication, let's set add specific groups specific locations, add/change shifts, favorite part; location-based notifications! No bugging someone day off!",Positive,0.30364583333333334,0.5208333333333334
+Crew - Free Messaging and Scheduling,Great beneficial co workers I. I wish y'all would bring back option put unpaid breaks entering scheduled hours week.,Positive,0.3333333333333333,0.3833333333333333
+Crew - Free Messaging and Scheduling,"This amazing used crew year...video conferencing video chat would awesome feature, especially trying trouble shoot issues happen work especially phones compatible like iPhone Android...",Positive,0.28,0.82
+Crew - Free Messaging and Scheduling,I love love love app! It made communication staff easy. It shows read post communicate individually need be. Great app! ❤❤ I also take picture add posts.,Positive,0.5097222222222223,0.6305555555555555
+Crew - Free Messaging and Scheduling,The constantly either crashing running extremely slow. Almost every time I open crashes I reopen it. Extremely unreliable. It also extremely difficult find shifts among others.,Negative,-0.185,0.6466666666666667
+Crew - Free Messaging and Scheduling,Helps employees keep new things changes,Positive,0.13636363636363635,0.45454545454545453
+Crew - Free Messaging and Scheduling,Great app.we add people delete also everone board,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,"Everything WhatsApp plus more. Work schedules, location, multi communications. Love it. I sport CREW shirt week!!!",Positive,0.73828125,0.55
+Crew - Free Messaging and Scheduling,I'd definitely recommend co-workers/friends.,Neutral,0.0,0.5
+Crew - Free Messaging and Scheduling,The crew made getting schedule much easier,Positive,0.2,0.2
+Crew - Free Messaging and Scheduling,Helps keep close eye schedule & contact coworkers. Love,Positive,0.5,0.6
+Crew - Free Messaging and Scheduling,It's great way get team together quickly effectively,Positive,0.7,0.775
+Crew - Free Messaging and Scheduling,Very helpful way keep touch colleagues share new information,Positive,0.16818181818181818,0.37727272727272726
+Crew - Free Messaging and Scheduling,Our entire team touch times. Love app.,Positive,0.25,0.6125
+Crew - Free Messaging and Scheduling,I retail crew really like it!!,Positive,0.3125,0.2
+Crew - Free Messaging and Scheduling,Super useful keep Team page,Positive,0.31666666666666665,0.3333333333333333
+Crew - Free Messaging and Scheduling,Great charity org organizing events attendance,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,Me & Team love app. Been successful,Positive,0.625,0.7749999999999999
+Crew - Free Messaging and Scheduling,So dumb.,Negative,-0.375,0.5
+Crew - Free Messaging and Scheduling,Makes store communication easy efficient,Positive,0.43333333333333335,0.8333333333333334
+Crew - Free Messaging and Scheduling,Great keeping groups informed,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,Perfect keeping constant contact crew,Positive,0.5,0.6666666666666666
+Crew - Free Messaging and Scheduling,Excellent communicate staff.,Positive,1.0,1.0
+Crew - Free Messaging and Scheduling,Very helpful easy,Positive,0.31666666666666665,0.5666666666666667
+Crew - Free Messaging and Scheduling,Great coordinate nanny,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,Good communication tool.,Positive,0.7,0.6000000000000001
+Crew - Free Messaging and Scheduling,Its It's great,Positive,0.8,0.75
+Crew - Free Messaging and Scheduling,Good,Positive,0.7,0.6000000000000001
+Crew - Free Messaging and Scheduling,Satisfactory,Neutral,0.0,0.0
+Crew - Free Messaging and Scheduling,"Best far. Even works phones messaging acting stupid. Only part I dont like emojis thats personal opinion, crew unfortunately loves them... Yay.. Lol",Positive,0.07500000000000002,0.6625
+Crew - Free Messaging and Scheduling,Only issue we've employees getting messages hours sent. They uninstall reinstall it. But part good.,Positive,0.35,0.8
+Crew - Free Messaging and Scheduling,This solved communication issues crew. It works great! I would recommend anyone.,Positive,1.0,0.75
+Crew - Free Messaging and Scheduling,Our workplace started using Crew far we're impressed. We implemented strategy urgent emergency communication (we're EMS service) I think work great. We plan upgrade Pro version fall unlock capabilities. Looking forward using SMS Relay shift trade options. Well written. Very stable. Great support.,Positive,0.5800000000000001,0.76
+Cricbuzz - Live Cricket Scores & News,"Best cricket fans. The UI simple yet amazing, faster cricinfo slow connection. To developers : guys nailed it. Carry good work. One problem I faced news articles sometimes load, I get title material it. But 1 50 times.",Positive,0.4,0.5114285714285713
+Cricbuzz - Live Cricket Scores & News,"good best everyone still need improvement like want see wicket, fours six go hotstar provide feature ( optional Video fours, wicket sixes ) would amazing. Your slightly slow update ( 5 - 10 sec approx) improve.",Positive,0.37999999999999995,0.56
+Cricbuzz - Live Cricket Scores & News,"This fantabolous news app. As used many cricbuzz cricbuzz powered freshmobile cricbuzz something different others. It also two themes . It gives latest sports news details whch always want . thank developers developed provided us store . From learn many things games. But major problem adds pop ups , really irritating .",Positive,0.18035714285714288,0.5857142857142856
+Cricbuzz - Live Cricket Scores & News,This much better cricinfo best. Why? Because lack major main feature provide players domestic career data. Would love give 5 star feature part cricbuzz otherwise fantastic app.,Positive,0.37559523809523815,0.46190476190476193
+Cricbuzz - Live Cricket Scores & News,"The absolutely fabulous, I open everyday. I installed long time really annoying, I mean ads enough we're pop-up ads banner ads, sorts ads find app. Even refresh pull shows add mean wth. Best app, amount ads, cool.",Positive,0.007500000000000007,0.6225
+Cricbuzz - Live Cricket Scores & News,nan,nan,nan,nan
+Cricbuzz - Live Cricket Scores & News,Worst regarding score updates. Sometimes false updated hanged till correct mistakes . Very dull cricbuzz team. Espncricinfo much better this.,Negative,-0.3197916666666667,0.6875
+Cricbuzz - Live Cricket Scores & News,"This good earlier. But update, ads started popping randomly. It's irritating find inappropriate unprofessional approach you.",Positive,0.09999999999999998,0.6333333333333334
+Cricbuzz - Live Cricket Scores & News,nan,nan,nan,nan
+Cricbuzz - Live Cricket Scores & News,excellent. But annoying part amaetur comments random people fan boys live match commentary. Please remove let experts job.,Negative,-0.04090909090909092,0.725
+Cricbuzz - Live Cricket Scores & News,Please please please give notifications... recieving notification subscribed team *INDIA*. Earlier 4 5 months ago used get notif. For team news every 5 overs wicket milestone.. any. I turned everything,Neutral,0.0,0.5
+Cricbuzz - Live Cricket Scores & News,Too much add..loved initially uninstalling due full screen adds.. Also asking install useless annoying dangerous,Negative,-0.21071428571428572,0.44642857142857145
+Cricbuzz - Live Cricket Scores & News,Not sure happened previous review. Advertisement pop-ups every then.. big one. So annoying!!! Please make paid version can't afford keep going options turn advertisement.,Negative,-0.35416666666666663,0.513888888888889
+Cricbuzz - Live Cricket Scores & News,Floating ads everywhere app. Just get rid them. Ads make guys rich much ad ruin day sure. Plus option pay remove ads. Yahoo Cricket lot better now.,Positive,0.39375,0.5847222222222221
+Cricbuzz - Live Cricket Scores & News,Few years ago I gave 5 star rating. Today ads every second take entire bloody screen. I'm happy support alternative Cricinfo. But ads gotten ridiculous uninstalling app.,Negative,-0.08888888888888886,0.6041666666666666
+Cricbuzz - Live Cricket Scores & News,It's really good problem ads watching.. irritates lot.. I understand that's way earn much better issue solved!,Positive,0.6625,0.55
+Cricbuzz - Live Cricket Scores & News,Every vulgar app. makes difficult use... either office home cant get score vulgar ads frequent ads...,Negative,-0.44999999999999996,0.725
+Cricbuzz - Live Cricket Scores & News,"good. It helpful spread knowledge cricket, records, player's & team's updated ranking latest. But thing I want highlights match videos. Can possible ?",Positive,0.39999999999999997,0.8333333333333334
+Cricbuzz - Live Cricket Scores & News,"What app, Are really appreciate app. Every refresh getting ads, unpleasant me. Not happy all. Supposed boycott.",Negative,-0.28333333333333327,0.7166666666666667
+Cricbuzz - Live Cricket Scores & News,This sucks. I using 3 yrs days completely full ads. On every page ads pop like third grade app. I uninstalled it.,Positive,0.016666666666666663,0.2833333333333334
+Cricbuzz - Live Cricket Scores & News,"The really good earlier. But update, notifications stopping all. I already viewed notification, yet goes displaying old notification.",Positive,0.26666666666666666,0.43333333333333335
+Cricbuzz - Live Cricket Scores & News,All things dramatically change.one tha best cricket going mystery. Not good time.very complicated user friendly. Should previous.,Positive,0.07166666666666668,0.5133333333333334
+Cricbuzz - Live Cricket Scores & News,Overall great... But notification messed up. It coming repeatedly amd untimely manner. Hope guys correct shortly,Positive,0.26666666666666666,0.35000000000000003
+Cricbuzz - Live Cricket Scores & News,"awesome I love it. I used frequently get cricket updates. Still improve images cartoon type themes images statistics, etc.. 1 disappointed thing nowadays Add irritating users.",Positive,0.09000000000000001,0.6900000000000001
+Cricbuzz - Live Cricket Scores & News,This best Cricket App. I loved it. It everything cricket fan wants. Discussing commenting amazing thing experience. I glad start Live Streaming info page must mention people watch live streamin... Full Review,Positive,0.45284090909090907,0.5812499999999999
+Cricbuzz - Live Cricket Scores & News,Worst slow.. Except india match worst. Worst espn is. Much better than. This,Negative,-0.5599999999999999,0.78
+Cricbuzz - Live Cricket Scores & News,Whenever I open tab play video come back home page loads forever. I close open able app. Please fix thr next update.,Positive,0.1,0.325
+Cricbuzz - Live Cricket Scores & News,This nice cricket lovers. We get know details match also teams players. The schedule also visible app. I love much .,Positive,0.43333333333333335,0.6
+Cricbuzz - Live Cricket Scores & News,So many fullscreen stupid ads. If beggars really need money then upload paid version shut free version.,Positive,0.07500000000000002,0.625
+Cricbuzz - Live Cricket Scores & News,"Best keeping track matches, news latest videos. Anything I need know cricket, first thing comes mind cricbuzz",Positive,0.5833333333333334,0.5111111111111111
+Cricbuzz - Live Cricket Scores & News,I Love apps. I complete fan cricket. This keep totally updated cricket happenings around world. Keep cricket alive world tech & time constraints. Azad Shamsi. BANGLADESH,Positive,0.175,0.5375
+Cricbuzz - Live Cricket Scores & News,"I idea, would really gr8 u ppl enable us comment ur commentry real time...everytime u write something tweet feels like medium propogate. This would fascinating bet u :)",Positive,0.4,0.5875
+Cricbuzz - Live Cricket Scores & News,Stop showing full screen ads. Its annoying.. Banner ads come bottom screen fine.. We understand importance ads. But cost usability!,Positive,0.0236111111111111,0.65
+Cricbuzz - Live Cricket Scores & News,Edit: full intrusive ads. Cricbuzz leading content platform I dismayed say prioritised advertising quality content. Reduced rating 2/5. Original review: The thing ESPN Cricinfo. Cricbuzz become... Full Review,Positive,0.35833333333333334,0.6166666666666667
+Cricbuzz - Live Cricket Scores & News,Ads ok! But too many ads. I really hate it. Uninstalling,Positive,0.10833333333333332,0.6333333333333333
+Cricbuzz - Live Cricket Scores & News,YOUR OLD VERSION IS 1000% BETTER THAN THIS . I M UNINSTALLING IT . IF I COULD GET YOUR ODL VERSION I WILL USE IT OTHERSWISE I WILL PREFER OTHER,Positive,0.15833333333333333,0.35833333333333334
+Cricbuzz - Live Cricket Scores & News,Not As Irritating And Greedy For Ads As Cricinfo. I Prefer Cricbuzz They Don't Have As Much Annoying Ads As Cricinfo.,Negative,-0.6000000000000001,0.8500000000000001
+Cricbuzz - Live Cricket Scores & News,", Bethe bethe worm will be cut, you will always have to die ... It is useless, new update, advertised source.",Negative,-0.18181818181818182,0.32727272727272727
+Cricbuzz - Live Cricket Scores & News,"Good interface,but many popping adds, match video all, Women cricket completely ignored ICC rankings carrier stat them,No ranaji first class carrier data Indian abroad players. Some times better many times vague monotonous harsha bhogale opinions accom... Full Review",Positive,0.3,0.4854166666666666
+Cricbuzz - Live Cricket Scores & News,I love old version shows option playing boundary & wicket balls. So much disappointed new version.,Negative,-0.003409090909090917,0.5011363636363636
+Cricket Visual Voicemail,"Important message doctor voicemail I can't access you, Cricket. This could potentially voicemail telling I cancer. Because callback number I speak operator five offices I go know doctor called force closes everytime I voicemail may never heard. I may never upset life I right now!!",Positive,0.28214285714285714,0.8452380952380952
+Cricket Visual Voicemail,"Doesn't always pop get voice mail. If call hear messages, change unread / unheard messages none. And big one.... What adventure see thinks heard turned text. Oh boy. Comedic, really. If cellular companies provide decent visual voicemail, can't cricket? Also, try listening VM app. If message 3 seconds, lucky get listening whole message. It cut off, start again. Come guys, fix this!",Positive,0.15,0.37142857142857144
+Cricket Visual Voicemail,Problems lately. A couple updates ago started pausing playback 4 second mark. That corrected. A couple days ago update broke voicemail completely--couldn't access voicemail visual dial-in way. Resetting password corrected that. The July 2 update broke again. 3 stars generous.,Negative,-0.09999999999999999,0.19999999999999998
+Cricket Visual Voicemail,"Only Sprint good speech-to-text algorithm gets 99% words correct. Cricket version unreliable. Touch Sensitivity screen poor. I must touch speaker button least twice make operate. The play button plays seconds stops, I must press again. Usually play button causes speaker button turn off.",Negative,-0.05000000000000001,0.5700000000000001
+Cricket Visual Voicemail,"The responsive, I touch play button many times order hear voicemails. Also voicemails stop halt way hit play button keep hearing message.",Positive,0.5,0.5
+Cricket Visual Voicemail,"Not responsive touch time stops playing multiple times playback. I think voicemail fast enough show progress indicator, know what's happening press play multiple times. Speaker turns playback pauses.",Positive,0.05,0.275
+Cricket Visual Voicemail,"It never transcribes voicemail messages. In addition, I tap controls twice every time I get work. After tapping speakerphone option twice, tapping play button twice, message stops playing seconds unknown reason. This latest update installed.",Positive,0.2,0.75
+Cricket Visual Voicemail,Doesn't translate well mine... The text telling something way different actual voicemail. Also freezes playing voicemail back. I give two stars potential,Neutral,0.0,0.425
+Cricket Visual Voicemail,"My S5 Active Android 4.4.2 NOT refresh VM anymore current VVM app. I call hear new VM. My father S5A Android 6, delay play problems everybody else reporting. If many people problems new version, can't roll back prior version worked fix new?",Positive,0.09696969696969697,0.35795454545454547
+Cricket Visual Voicemail,used work flawlessly. Now I get notifications new VM app. I open refresh see new voicemails. It also randomly stops playback listening messages.,Positive,0.15454545454545449,0.5818181818181818
+Cricket Visual Voicemail,They rolled back previous crappy version. Messages stop playing seconds double tap every button work: press every button two times play pause put speaker even press back. How difficult make button press command?,Negative,-0.13333333333333333,0.23333333333333334
+Cricket Visual Voicemail,"For simple app, still manages barely functional. Most actions require hitting associated button multiple times registers. If speaker turned on, ALWAYS pauses playback two seconds in, requiring hit play button resumes playback. SO something basic playing message speaker takes 20 taps three buttons.",Positive,0.11000000000000001,0.21642857142857147
+Cricket Visual Voicemail,"Good needs work. Hate starts playing 3 seconds quits playing voicemail. like double tap voicemail button speaker icon go speaker phone, single tap.",Negative,-0.04285714285714288,0.42857142857142855
+Cricket Visual Voicemail,Wish could set custom notification sound. I get messages delayed I get I pick phone see notification heard nothing. The worst part even work half time. I get notification cell visual voice mail alerted nothing I manually launch give seconds check servers. works wants to. I'm better checking voicemail cell regular way relay app. Maybe push notifications work right app... Junk.,Positive,0.02738095238095238,0.3474130036630037
+Cricket Visual Voicemail,"This awful. Every single time either wife I try listen voicemail (on completely different phones) stops playing first 3-4 seconds, that's assuming connect voicemail begin with. I would much rather forward VM Google Voice, course Cricket wants force awful VM app.",Negative,-0.20306122448979594,0.4925170068027211
+Cricket Visual Voicemail,The last update rendered several steps back functionality. Messages stop playing several times playback I hit play button several times hear entire message. It also turns speaker I hit button several times buttons respond app.,Neutral,0.0,0.0988095238095238
+Cricket Visual Voicemail,"7/12 Fed up. Disabled abhorrent app. 7/11 update. Still horrid. Syncs messages now, error messages gone. screws Bluetooth connectivity ringer volume setting. Also multiple key presses still needed messages stop playing back mid-stream. I still consider totally broken hate 1 star. 7/2 update. Let's see works. Error messages seem gone now. Hope fixed. Will update review fully tested. Totally broken update. No connectivity cannot completed time error messages. After previous update, full annoying bugs. Get thing fixed right now, garbage.",Negative,-0.18792517006802714,0.4537414965986395
+Cricket Visual Voicemail,"Piss poor app. Touch response retarded, meaning touch button three four times something finally happens. When finally start playing voice messages, 6 seconds, cuts there. You touch Play button three four times message playback resumes cut off. Also, never refreshes new voice messages unless tell to, another process takes 10 seconds initiate retarded, non-responsive GUI. I've Cricket. I'm jumping Project Fi.",Negative,-0.31060606060606066,0.7757575757575758
+Cricket Visual Voicemail,"IDK guys ""updated"" it, I can't even check messages now. Everytime I try refresh I keep getting ""no connectivity"". The useless I go back old way checking voicemails. I hope y'all fix even though anything impressive designed least. Update: I delete today decided see guys fixed problem have! Which good despite flaws I like working. So three stars instead one! :)",Positive,0.225,0.44999999999999996
+Cricket Visual Voicemail,"The stop playback turn speaker 4 seconds error back, along play/stop indicators work message count simply update third forth try: (all fixed; Well broken, again, early July 2018) SERIOUSLY FOLKS? HOW TOUGH IS IT? THIS HAS ONE FUNCTION, MANAGE VOICE MAIL. used work, every update broken. Core functionality guys: Not useless features. The used work fine. Stop messing",Negative,-0.11712962962962964,0.4047619047619048
+Cricket Visual Voicemail,"The issue I notice voicemails always stop first time try play hit play again, sort annoying. The proximity sensor bug fixed. I like voice text able access voicemails without dialing in.",Positive,0.012499999999999983,0.5145833333333334
+Cricket Visual Voicemail,The plays voicemail although automatically detect new voicemail. I manually refresh see new voicemail. Sadly buttons require two presses respond. This still true latest July update broken end June. Transcription longer works all. Sadly new bug caller ID rapidly changes phone number description.,Positive,0.05129870129870129,0.6162337662337662
+Cricket Visual Voicemail,"Hard believe simple badly designed. The play back kept pausing apparent reason. The speaker. Keep getting turned every time resume (because got paused reason) . every time select voice mail, play without touching play button.",Negative,-0.07361111111111107,0.40257936507936504
+Cricket Visual Voicemail,"It nice while, seems abandoned broken state. 1) I longer get voicemail notifications I open app. Not particularly useful. 2) Only first 2-3 seconds play audio randomly pauses, resume. It consistent, extremely annoying. 3) I think I've transcriptions months.",Negative,-0.08333333333333334,0.5425925925925926
+Cricket Visual Voicemail,Usually issues this. But lately crashing.,Negative,-0.275,0.425
+Cricket Visual Voicemail,"As today, still broken - press ""Play"" button multiple times start playback, playback stops 5 seconds I press Play again... Also, ""proximity sensor"" deafult sensitive, must disabled app's settings make less aggravating.",Negative,-0.13333333333333333,0.33333333333333337
+Cricket Visual Voicemail,SUPER SLOW. Buggy. Have press play twice get message play stops 4 second press play again. Same thing speaker. It used work fine last months terrible.,Negative,-0.07857142857142858,0.39404761904761904
+Cricket Visual Voicemail,"Update good. Was working perfectly prior. Now, requires two touches play, stop, anything else playback screen.",Positive,0.35,0.30000000000000004
+Cricket Visual Voicemail,used work great. Now double tap every command. Always pauses playback 2 seconds in.,Positive,0.4,0.375
+Cricket Visual Voicemail,Vivo Blu XL3 Plus Android version 7.1.2 Previous phones... worked great. Constant glitches freeze device.,Positive,0.21111111111111114,0.4166666666666667
+Cricket Visual Voicemail,"Unresponsive, slow I wish Cricket would get another program.",Negative,-0.30000000000000004,0.39999999999999997
+Cricket Visual Voicemail,The kind works. You tap everything twice work whether play button speakerphone button You tap twice also tap play speakerphone icon plays speaker stops playing play again. Kind pain ass works.,Positive,0.6,0.9
+Cricket Visual Voicemail,"For issues connectivity glitches, I went saved messages, hit refresh, back main messages, refreshed again, everything went back normal. Hope works you. Cricket, fixed days ago.",Positive,0.08333333333333333,0.23666666666666664
+Cricket Visual Voicemail,"I thought I many problems I upgrade Samsung S9 Plus, Cricket updated yet. And I looked reviews. Now I'm convinced developers Cricket!!",Positive,0.78125,0.5
+Cricket Visual Voicemail,work! Does transcribe voicemails takes several tries even listen voicemails,Negative,-0.05,0.2
+Cricket Visual Voicemail,It takes ever actually read play button hit plays 3 seconds pauses every damn time. speaker button hit like 4 times activate!,Neutral,0.0,0.1
+Cricket Visual Voicemail,For bizarre reason since last update quit closes attempt message heard I days worth messages I can't receive,Positive,0.2333333333333333,0.25555555555555554
+Cricket Visual Voicemail,Horrendous! It takes several presses start playing. Then stops couple seconds another couple presses get start again. It takes several presses get switch speaker. Then start missed part message turns speaker,Neutral,0.0,0.0
+Cricket Visual Voicemail,"Message pauses every time 2 3 seconds, hit every button least twice respond. This complaint Cricket, voicemail sucks bad.",Negative,-0.3999999999999999,0.3916666666666667
+Cricket Visual Voicemail,"The network error resolved reason, messages stop playing part way I press play button again. It's ongoing issue. I'm impressed current rendition.",Positive,0.5,0.7
+Crossy Road,"Hi there, game great, even better cool characters like disco zoo, flying disco ball, dancing animals weird music funny, I idea could help game, favorite list works u add chatacter favorite u chatacters fa... Full Review",Positive,0.195,0.725
+Crossy Road,This might best game I long time,Positive,0.18333333333333332,0.3666666666666667
+Crossy Road,It's awesome game challenge. I love get different characters. I rate 5 star rating.,Positive,0.275,0.65
+Crossy Road,nan,nan,nan,nan
+Crossy Road,I like love,Positive,0.5,0.6
+Crossy Road,I hate multiplayer,Negative,-0.8,0.9
+Crossy Road,It good game kill time problem can't transfer progress another device,Positive,0.14999999999999997,0.5
+Crossy Road,It's great game I like This game good I like,Positive,0.175,0.5375
+Crossy Road,good game . like graphics,Positive,0.14999999999999997,0.5
+Crossy Road,This game fun,Negative,-0.05000000000000002,0.30000000000000004
+Crossy Road,This awesome!,Positive,1.0,1.0
+Crossy Road,It's cool,Positive,0.35,0.65
+Crossy Road,I like game Montgomery chicken.,Negative,-0.5,0.675
+Crossy Road,nan,nan,nan,nan
+Crossy Road,I like I delete point life unless I buy thing,Neutral,0.0,0.0
+Crossy Road,This game keeps busy,Negative,-0.15000000000000002,0.35
+Crossy Road,I love cross road get different types characters.,Positive,0.16666666666666666,0.39999999999999997
+Crossy Road,Its great game newest update multiplayer isnt game anymore.I hope returns,Neutral,0.0,0.5166666666666666
+Crossy Road,Fun game waste time,Negative,-0.10000000000000002,0.20000000000000004
+Crossy Road,I hate game,Negative,-0.6000000000000001,0.65
+Crossy Road,It's fun frustrating,Negative,-0.05000000000000002,0.55
+Crossy Road,It's nice logic game,Positive,0.09999999999999998,0.7
+Crossy Road,Have bugs,Neutral,0.0,0.0
+Crossy Road,High taste !!!,Positive,0.3125,0.5399999999999999
+Crossy Road,nan,nan,nan,nan
+Crossy Road,THIS GAME IS AMAZING,Positive,0.10000000000000003,0.65
+Crossy Road,It's best,Positive,1.0,0.3
+Crossy Road,I love game characters really cute awesome,Positive,0.4,0.75
+Crossy Road,Frogger reborn,Neutral,0.0,0.0
+Crossy Road,It's sick,Negative,-0.7142857142857143,0.8571428571428571
+Crossy Road,nan,nan,nan,nan
+Crossy Road,Game fabulous second player ?,Neutral,0.0,0.4666666666666666
+Crossy Road,This simple addictive game I love,Positive,0.024999999999999994,0.5642857142857143
+Crossy Road,"Crossy road fun, addictive game.",Negative,-0.03333333333333335,0.5
+Crossy Road,It's alright,Neutral,0.0,0.0
+Crossy Road,Beautiful game,Positive,0.22499999999999998,0.7
+Crossy Road,Legitness,Neutral,0.0,0.0
+Crossy Road,It's fun play sometimes hard,Positive,0.004166666666666652,0.37083333333333335
+Crossy Road,nan,nan,nan,nan
+Crossy Road,It's best offline game fun,Positive,0.3,0.3
+Crossy Road,#AmazinglyAddictive,Neutral,0.0,0.0
+Crossy Road,Great game. Love it!,Positive,0.3416666666666666,0.5833333333333334
+Crossy Road,I LOVE Crossy Road,Positive,0.5,0.6
+Crossy Road,It fun entertaining go,Positive,0.4,0.44999999999999996
+Crossy Road,nan,nan,nan,nan
+Crossy Road,It great time killer,Positive,0.8,0.75
+Crossy Road,An awesome game recommend,Positive,0.3,0.7
+Crossy Road,I LOVE THIS GAME,Positive,0.04999999999999999,0.5
+Crossy Road,Very cute funny game,Positive,0.16666666666666666,0.7999999999999999
+Crossy Road,nan,nan,nan,nan
+Crossy Road,It's good game,Positive,0.14999999999999997,0.5
+Crossy Road,I love game,Positive,0.04999999999999999,0.5
+Crossy Road,Best game ever,Positive,0.3,0.35
+Crossy Road,I love game,Positive,0.04999999999999999,0.5
+Crossy Road,nan,nan,nan,nan
+Crossy Road,I amazing,Positive,0.6000000000000001,0.9
+Crossy Road,Lol,Positive,0.8,0.7
+Crossy Road,Wow,Positive,0.1,1.0
+Crossy Road,Ilove,Neutral,0.0,0.0
+Crossy Road,Teat,Neutral,0.0,0.0
+Crossy Road,Convfefe,Neutral,0.0,0.0
+Crossy Road,It's awesome,Positive,1.0,1.0
+Crossy Road,Awesome game,Positive,0.3,0.7
+Crossy Road,Great fun,Positive,0.55,0.475
+Crossy Road,It best,Positive,1.0,0.3
+Crossy Road,Good Game,Positive,0.14999999999999997,0.5
+Crossy Road,Its amazing,Positive,0.6000000000000001,0.9
+Crossy Road,Its cool,Positive,0.35,0.65
+Crossy Road,Just amazing,Positive,0.6000000000000001,0.9
+Crossy Road,Love game,Positive,0.04999999999999999,0.5
+Crossy Road,Crosby Fun,Positive,0.3,0.2
+Crossy Road,I love,Positive,0.5,0.6
+Crossy Road,Great,Positive,0.8,0.75
+Crossy Road,Wonderful.,Positive,1.0,1.0
+Crossy Road,Best game ever!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!,Neutral,0.0,0.35
+Crossy Road,Love,Positive,0.5,0.6
+Crossy Road,Cool,Positive,0.35,0.65
+Crossy Road,Incredible,Positive,0.9,0.9
+Crossy Road,Good,Positive,0.7,0.6000000000000001
+Crossy Road,Fun,Positive,0.3,0.2
+Crossy Road,This game fun adictive. We enjoy playing game. The diffrent sound affects fantastic real sounding making feel like game. The game player game found watching someone play game fun. The characters cool somay go chose collect. My favorite charactor sheep. This game diffrent pc version much controls. You soon get hang played game time. The game self keep entertaned hours. The game great keeping mind ocupied. I rated game 5 5 would like give more.,Negative,-0.0022727272727272848,0.45454545454545464
+Crossy Road,"It's great game addicting! Great way pass time, challenges speed helps think bit faster. Controls little touch go. They sometimes work press, causing die. I give 4 stars.",Positive,0.22812500000000002,0.6
+Crossy Road,I love game graphics cute fun although whenever I get new characters I always get duplicates annoying I think able get new characters fun. My complaint whenever I go watch sometimes whenever I try text takes takes home screen I go back crossy Road loads pretends like I never even watched ad I get coins. Please fix game fun,Positive,0.059440559440559405,0.43339160839160845
+Crossy Road,Frogger favorite games back day. When I found Crossyroad I thrilled. Very addicting. Love challenge getting new mystery characters. Never boring FREE annoying ads unless want accumulate coins faster. Great game.,Positive,0.2214876033057851,0.6276859504132232
+Crossy Road,This game best! It's really addictive passes time really easily. Just please take eagle swoops kills gone yet. Then game would much better.,Positive,0.18888888888888888,0.5555555555555556
+Crossy Road,This game really fun I'd recommend everyone play it. However issue I troubles frame rate I cross many railroad tracks I.put.in shadows. At times phone can't even handle it. (¯―¯٥) Overall okay!,Positive,0.1708333333333333,0.26666666666666666
+Crossy Road,"Fun calm game play go. Many characters collect scores beat. This game already 5 star, But I would add thing would make game go beyond. An option mute sounds/music game I play music playing game (a nice feature people play game chill)",Negative,-0.07,0.485
+Crossy Road,"This game challenging, fun. It great way pass time appropriate children. I love different noises characters make. I would suggest making Ice Age, Caveman Characters setting set time era. Overall I love game everyone try it.",Positive,0.23000000000000004,0.505
+Crossy Road,I love love love love it!! A great game ROAD trips. XD way I love play game I'm soooo bored car home. I think anyone plays maybe get two adds. (Or more) game awesome. And I like map changes depending character. ^-^,Positive,0.28177083333333336,0.6208333333333333
+Crossy Road,"It's amazing fun game but, reason I rated 3 stars safety problem. Why need cess phone calls? That's creepy. It makes feel like creator games lisining I talk.",Positive,2.7755575615628914e-17,0.625
+Crossy Road,"Some reviewers got carried away one. Pretty simple game without much depth. Good great. Some flaws free play aspects. Sometimes go watch video get game credits, mistap ""x"" button close ad give credits (they take play store try get another game app). Also, sometimes ads show foreign languages. The art style good sound effects funny. Decent map character variety. If like free play game fine, make fan free play games.",Positive,0.1865740740740741,0.5666005291005293
+Crossy Road,loved it. clash royale characters though. im kidding (no really add them) great way pass time alergic outdoors addicted phone.,Positive,0.24999999999999997,0.5875
+Crossy Road,"CROSSY ROAD IS FUN, CHALLENGING AND A GAME ALL AGES ENJOY. FUNNY, EXCITING TO SEE HOW FAR YOU CAN TRAVEL BEFORE EITHER MAKING A WRONG MOVE OR BEING SWOOPED UP BY THE EAGLE. FREE GIFT OF ADORABLE FIGURES EVERY COUPLE OF HOURS AND YOU EARN COINS BY HOW MANY STEPSYOU CAN HOP WITHOUT BEING RUN OVER OR PLOWING YOURSELF INTO THE SIDE OF A VEHICLE OR TRAVELING DOWNSTREAM. A GREAT EXCERCISE FOR FINE EYE HAND COORDINATION MOTOR SKILLS AS WELL AS NEUROLOGICALly increasing plasticity neuronms plaques tangles happen alzheimers prevented stimulation areas brain become atrophied. Sorry science nerd.",Positive,0.21904761904761907,0.7392857142857144
+Crossy Road,"This game pretty great. Fun, addicting time killer. But reaction time, pretty bad. I know device game but, I go pretty slow costs me. Plz fix possibly. Thx!",Positive,0.0050000000000000044,0.6816666666666668
+Crossy Road,Very addictive great style although I'm fan character selection menu. I feel bit complicated tabs open.,Positive,0.07500000000000001,0.8125
+Crossy Road,I think amazing get lots different people animals food stuff like time sister looking good game I said get cross road really good player helps focus get good I rate million stars,Positive,0.32857142857142857,0.5285714285714286
+Crossy Road,nan,nan,nan,nan
+Crossy Road,I really loved game much favorite games time gives free gifts unfortunately thing I really like give duplicate character ton character I complaining I still love game much,Positive,0.13333333333333333,0.6000000000000001
+Crossy Road,Such great game! Played hours almost every character. It get bit laggy I asked developers fix lag did. I recommend game everyone I meet!,Negative,-0.04999999999999999,0.5125
+Crossy Road,I absolutely love game I issue/suggestion u either make easier get money make characters cheaper great game keep up. I issue making rate 5 I like u get duplicates I spend ages trying get coins I get duplicate annoying times taken game I happily rate 5.i like adds unless u choose watch money.,Positive,0.014285714285714282,0.6357142857142856
+Crunchyroll - Everything Anime,Great app. Works like charm me. Main complaint people seem can't get content ad free. Well pay rather cheap subscription fee problem. No ads. That's side watching anime legally. It printed much that's costs In time via ads cold hard cash. I truly enjoy anime I'll pay small fee support it.,Positive,0.10227272727272728,0.5113636363636365
+Crunchyroll - Everything Anime,"I'm pretty sure fix buffering freezing issues mobile I'll keep two star. Several issues multiple devices need fixed issue mentioned also playback reset issues wii u mobile. Crunchy roll good pc sometimeish Xbox ps anything else, better using another methods .",Positive,0.2928571428571428,0.4555555555555556
+Crunchyroll - Everything Anime,"Love I pay premium content cause I much choice WiFi blocking every free site. Anyway, issue I fact half time, videos even load properly. When do, works like charm times, I'm forced go back onto queue onto video again. Please sort issue.",Positive,0.09047619047619049,0.29523809523809524
+Crunchyroll - Everything Anime,"The made watching anime course, issue lies trying TO watch them. Their quality setting, youre stuck trying load videos high quality; including advertisements. Its debatableif 'skip ad' button even works properly, seems compensate skip ad button adding ads skip. The easy finding sorting animes explore watch, even sorting categories intrested genre type exploration",Positive,0.1977777777777778,0.49111111111111105
+Crunchyroll - Everything Anime,"It many ads. I'm fine free user needs watch ads while. But playing 4-6 ads time crazy! If I needed to, I'm fine watching 2-3 ads free anime 4 time much. It add 16-24 ads per episode. Crunchyroll premium, I think I pay I get ambushed ads. But quality anime still nice.",Positive,0.2729166666666667,0.65
+Crunchyroll - Everything Anime,"I love app! And I love I watch anime free. The reason ISNT FIVE STARS I can't watch next episode next comes out! Its fine like can't watch right released, want get premium watch wait 4 days? But no! I rate 5 stars, recommend friends I wait days watch newest ep! Please!!!!!",Positive,0.4202380952380952,0.4336734693877551
+Crunchyroll - Everything Anime,Its decent. Nice quality. Almost never buffer. Exept ads big issue here. I got ad literally played 14 minute video unbox therapy. I understand conpanies need make money all. But dont think need see 15-20 ads per episode. It took almost month finish sword art online. Without ads would taken less two weeks.,Positive,0.15,0.4583333333333333
+Crunchyroll - Everything Anime,"I love content Crunchyroll they're competing sites like Funimation, Hulu, Netflix. They absolutely need step streaming game. I can't go episode without freezing disconnecting Chromecast. And auto play feature never worked me. There's many shows I'd like watch headache try. I really want love I watch even episode way through, I'll keep using services.",Positive,0.25,0.5333333333333333
+Crunchyroll - Everything Anime,"As lover anime, I love product provide. I get watch favorite shows great low price. However price definitely reflects quality received subscription. I can't tell many times I've disappointed server, ease access quality life problems xbox phone apps. It would behoove take page netflix's book. -A disappointed customer",Positive,0.09999999999999998,0.64375
+Crunchyroll - Everything Anime,I get sort things need ads create revenue creators watch 26 minutes ads watch 5 minutes show bombarded ads bit much. Im perfectly ok ads ive found cool stuff im busy guy dont hour watch episode 20 minute show,Positive,0.31666666666666665,0.48333333333333334
+Crunchyroll - Everything Anime,"Great place good quality anime, quality bad either. But really throw ads came write review getting literally non-stop ads- close application. I started watching 2 minutes first episode series too... At least let us watch giving us ads please. Edited:i reopened try watch again, kept giving ads like watching previously, can't watch anything right now. Don't know bug something can't watch want watch all.",Positive,0.1336309523809524,0.45654761904761904
+Crunchyroll - Everything Anime,"Downloaded try service. I mind paying premium want know I'm getting. First two episodes played fine including ads (it's free all). Third episode, I can't get past first ads without screen going black responding. Can't fast forward, can't restart, can't watch anything. Great anime selection too. Fix maybe people actually pay it.",Positive,0.19000000000000003,0.41
+Crunchyroll - Everything Anime,So I like I want like I see way within choose dubbed option even anime I know dub for. This simple process changing setting somewhere. Yet option seems missing entirely app. Please either make choose dub reason find it. Put reasonable location like settings button video stream itself. Thanks.,Positive,0.04,0.36642857142857144
+Crunchyroll - Everything Anime,"Warning Android devices. Crunchy servers can't load videos Android. Video pause video sound go back ten seconds, I guess reloading. Keeps entire time. 20min episode lasts 40min. They need delete say stream PC console.... even console video quality go , even hard line. I guess using 20 year old servers",Positive,0.034722222222222224,0.2944444444444444
+Crunchyroll - Everything Anime,Yea... I pay premium membership phone ps4 work properly time. I weeks content missing updated episode list atm even open (phone app). Ps4 almost never wants fully load me. Please upgrade quality service.,Negative,-0.07500000000000001,0.1875
+Crunchyroll - Everything Anime,"I love app. I watch JoJo's Bizzare Adventure anime. But problem I amount ads. I understand need make money 10 million people Crunchyroll phones. There also lot users consoles computers. What lot people want amount ads shortened. I get 15-25 ads episode. One question, Crunchyroll come Nintendo Switch? Crunchyroll consoles it'd great Switch.",Positive,0.65,0.675
+Crunchyroll - Everything Anime,"Im making review explain three stars. Pros: Fairly good pricing terms subscription. Can somewhat watch anime phone. Updated recent releases anime. Now Con: After videos in, either video cannot play audio lagging behind. Sometimes cannot even watch single episode due ""buffering"" Does older anime, slightly disappointed. That's give ""okay.""",Positive,0.0025297619047618958,0.46532738095238096
+Crunchyroll - Everything Anime,"Absolutely awful. In standard episode 4 advertisement slots. That bad add slot play 3 adds time. Add fast-forward, add slots would skipped go another. I understand need adverts. I actually mind sometimes I see show I want watch them. What I can't deal seeing adverts, show I'm trying watch!",Negative,-0.42499999999999993,0.44166666666666665
+Crunchyroll - Everything Anime,"The great. It large selection anime anyone without account watch, rarely lags decent internent connection ads short, brings bad points. I patient guy comes ads, long they're short, however occasionally gives unskippable 10 min ads, I find unacceptable. I got watch anime, ads. If patient guy watch frequent short ads, go ahead app! I highly recommend it!",Positive,0.08591269841269843,0.47307539682539673
+Crunchyroll - Everything Anime,"Love app. It's easy everyday usage. Also I like watching new genres while. But thing I ""issue"" requires credit card instead debt. Don't know going option switch either future. If option switch either pls let know.",Positive,0.17393939393939395,0.5225757575757576
+Crunchyroll - Everything Anime,"I love app. Something I would like add old animes like ""Blood +"" ""Itazura Na Kiss"" good animes can't find YouTube. Also, WAY TOO MANY ads. Please see comment try fix this. Thanks understanding reading comment. Bye!",Positive,0.41,0.42000000000000004
+Crunchyroll - Everything Anime,Love crunchyroll recently mobile (at least OnePlus 5T) load content even queue. Was working fine recently. I lot traveling fails I'm left wondering I'm paying premium membership. I love content please fix,Positive,0.07708333333333334,0.3625
+Crunchyroll - Everything Anime,"I used pay premium mobile viewing got bad I stopped. Now watch 6 adverts I closed app, never got video. I give, never work properly bad. Maybe VRV pet project releases outside america it'll get better. For now, find anime elsewhere.",Negative,-0.1999999999999999,0.3966666666666666
+Crunchyroll - Everything Anime,Excellent provide. The good except two things. First data usage. Five episodes Boruto used 4.55 GB. If there's way select lower resolution video save data I've yet find it. Second I've ever used slowly drain phone battery charging.,Positive,0.32999999999999996,0.4666666666666667
+Crunchyroll - Everything Anime,"The great wide selection anime easy navigate. The price good ads, I've recently problems keep buffering work several minutes. Not sure temperamental bug it'll long time.",Positive,0.19166666666666665,0.5152777777777778
+Crunchyroll - Everything Anime,"Great paid service. Some translation bit shonky occasionally, forgivable. The major enhancement needs proper filtering ordering watch list. Being able sort last watched latest release, even name would make easier find looking scrolling list order added things.",Positive,0.26607142857142857,0.43809523809523815
+Crunchyroll - Everything Anime,Love it... But even though I premium member long time (more 2 years) I getting adds I last weeks... Fix ASAP premium member adds playing. And watch 4-5 adds per video outrageous I pay. But previous services wonderful untill 3 weeks ago,Positive,0.11190476190476191,0.5333333333333333
+Crunchyroll - Everything Anime,"Upgrading rating two stars four stars. The bug fixes seem resolved quite issues I facing app. A great platform watching anime, I've got premium account definitely think worth money! Keep good work team!",Positive,0.5125,0.48750000000000004
+Crunchyroll - Everything Anime,"I really like App. It good design easy handle. And everyone freeze buffing issues, tip: Just go settings deactivate auto setting video quality. Just decide low high(depending Internet) good go. It worked really crappy phone (Android)",Positive,0.37222222222222223,0.45555555555555555
+Crunchyroll - Everything Anime,"I give 2 star, buffering sort good, shows enjoyeble watch. Lately though fix buffering issue I would rate higher. Don't like watching 30 secs show buffering hits wait longer show plays. Can't believe I pay premium get kinda problem. Give days fixed UNISTALLING. Cancelling sub",Positive,0.18749999999999997,0.47500000000000003
+Crunchyroll - Everything Anime,"I love app, premium SO worth it. However, I say, might device model, Anime freezes lot, like every 3 minutes? I know iPad, still freezes different Internet connections. Watching ipad great, would convenient quality phone. Waiting freezes still worth though!",Positive,0.395,0.43
+Crunchyroll - Everything Anime,"The offers great amount anime series, however million ads per episode much buy premium membership 5 euro, I mind buying membership allow credit cards, I credit card debit card. It gets 1 star many ads possibility buy membership well many European users. Please change overall rating go",Positive,0.3,0.2785714285714286
+Crunchyroll - Everything Anime,"Have years I love anime man streaming ability terrible. If I mobile device, even hooked good wifi signal streaming I cannot watch constantly buffering. Tried several different devices several different wifi. This issue. To point I cannot watch unless I'm console.",Positive,0.024999999999999994,0.46666666666666673
+Crunchyroll - Everything Anime,"I note 8 meant immersive videoplay video fixed window...I guess look good 5 inch less mobile phones, plus piece anime available!! This close pressing back button , close multi window !! So used around like 5 minutes , ruined mood !! UNINSTALLING!!",Positive,0.25166666666666665,0.2533333333333333
+Crunchyroll - Everything Anime,"This truly amazing. If kind person wants watch anime without paying, deal ads, good thing ads can't tapped open new tab anything, also put perfect spots like commercial break. If want pay like Netflix anime! Great app! The anime I know Tokyo Ghoul.",Positive,0.4707070707070707,0.5782828282828283
+Crunchyroll - Everything Anime,I would rate 5 stars seasons big series like Fairy Tail. There newest one. Black Butler also missing. Same Tokyo Ghoul first season Attack On Titan. If well I'd happy give 5,Positive,0.11388888888888889,0.34027777777777785
+Crunchyroll - Everything Anime,"I love content price membership. It's pretty affordable. However, I can't seem watch anything without freezing. I also logged account tv keeps showing adds like I premium account. If put effort fix bugs, even higher cost, it'll worth it. Looks like I'm going find another place stream anime I want watch.",Positive,0.325,0.55
+Crunchyroll - Everything Anime,"Honestly, I like database, needs lot work. I'm premium member price, least sort playback options, I can't control anything, I queue items yeah. It work. I eventually uninstalled, wanted see episode something I installed again. Changing rating 1 star instead 2. I'm writing 7th ad currently running. The episode started yet. I remember I uninstalled xD",Positive,0.09999999999999999,0.5666666666666668
+Crunchyroll - Everything Anime,"I know I uninstalled yet. I start video.... 3 minutes ads. Every 4 minutes.... 5 minutes ads. I buy Premium stop ads. I start video..... 30 seconds buffering. Every 3 minutes..... 2 minutes buffering (doesn't matter I'm using data wifi). Not much difference wasting time. Get act together, people!",Negative,-0.125,0.2
+Crunchyroll - Everything Anime,"I love anime, episodes reserved premium! You'll spend hours watching 3 seasons My Hero Academia rewarded getting watch last episode! The ads bad though. You watch 20 minute episode get 3 minutes ads. I think people witnessed tv commercials middle show something like that.",Negative,-0.01874999999999996,0.3333333333333333
+Crunchyroll - Everything Anime,Great app. Works like charm me. Main complaint people seem can't get content ad free. Well pay rather cheap subscription fee problem. No ads. That's side watching anime legally. It printed much that's costs In time via ads cold hard cash. I truly enjoy anime I'll pay small fee support it.,Positive,0.10227272727272728,0.5113636363636365
+Crunchyroll - Everything Anime,"I'm pretty sure fix buffering freezing issues mobile I'll keep two star. Several issues multiple devices need fixed issue mentioned also playback reset issues wii u mobile. Crunchy roll good pc sometimeish Xbox ps anything else, better using another methods .",Positive,0.2928571428571428,0.4555555555555556
+Crunchyroll - Everything Anime,"Love I pay premium content cause I much choice WiFi blocking every free site. Anyway, issue I fact half time, videos even load properly. When do, works like charm times, I'm forced go back onto queue onto video again. Please sort issue.",Positive,0.09047619047619049,0.29523809523809524
+Crunchyroll - Everything Anime,"The made watching anime course, issue lies trying TO watch them. Their quality setting, youre stuck trying load videos high quality; including advertisements. Its debatableif 'skip ad' button even works properly, seems compensate skip ad button adding ads skip. The easy finding sorting animes explore watch, even sorting categories intrested genre type exploration",Positive,0.1977777777777778,0.49111111111111105
+Crunchyroll - Everything Anime,"It many ads. I'm fine free user needs watch ads while. But playing 4-6 ads time crazy! If I needed to, I'm fine watching 2-3 ads free anime 4 time much. It add 16-24 ads per episode. Crunchyroll premium, I think I pay I get ambushed ads. But quality anime still nice.",Positive,0.2729166666666667,0.65
+Crunchyroll - Everything Anime,"I love app! And I love I watch anime free. The reason ISNT FIVE STARS I can't watch next episode next comes out! Its fine like can't watch right released, want get premium watch wait 4 days? But no! I rate 5 stars, recommend friends I wait days watch newest ep! Please!!!!!",Positive,0.4202380952380952,0.4336734693877551
+Crunchyroll - Everything Anime,Its decent. Nice quality. Almost never buffer. Exept ads big issue here. I got ad literally played 14 minute video unbox therapy. I understand conpanies need make money all. But dont think need see 15-20 ads per episode. It took almost month finish sword art online. Without ads would taken less two weeks.,Positive,0.15,0.4583333333333333
+Crunchyroll - Everything Anime,"I love content Crunchyroll they're competing sites like Funimation, Hulu, Netflix. They absolutely need step streaming game. I can't go episode without freezing disconnecting Chromecast. And auto play feature never worked me. There's many shows I'd like watch headache try. I really want love I watch even episode way through, I'll keep using services.",Positive,0.25,0.5333333333333333
+Crunchyroll - Everything Anime,"As lover anime, I love product provide. I get watch favorite shows great low price. However price definitely reflects quality received subscription. I can't tell many times I've disappointed server, ease access quality life problems xbox phone apps. It would behoove take page netflix's book. -A disappointed customer",Positive,0.09999999999999998,0.64375
+Crunchyroll - Everything Anime,I get sort things need ads create revenue creators watch 26 minutes ads watch 5 minutes show bombarded ads bit much. Im perfectly ok ads ive found cool stuff im busy guy dont hour watch episode 20 minute show,Positive,0.31666666666666665,0.48333333333333334
+Crunchyroll - Everything Anime,"Great place good quality anime, quality bad either. But really throw ads came write review getting literally non-stop ads- close application. I started watching 2 minutes first episode series too... At least let us watch giving us ads please. Edited:i reopened try watch again, kept giving ads like watching previously, can't watch anything right now. Don't know bug something can't watch want watch all.",Positive,0.1336309523809524,0.45654761904761904
+Crunchyroll - Everything Anime,"Downloaded try service. I mind paying premium want know I'm getting. First two episodes played fine including ads (it's free all). Third episode, I can't get past first ads without screen going black responding. Can't fast forward, can't restart, can't watch anything. Great anime selection too. Fix maybe people actually pay it.",Positive,0.19000000000000003,0.41
+Crunchyroll - Everything Anime,So I like I want like I see way within choose dubbed option even anime I know dub for. This simple process changing setting somewhere. Yet option seems missing entirely app. Please either make choose dub reason find it. Put reasonable location like settings button video stream itself. Thanks.,Positive,0.04,0.36642857142857144
+Crunchyroll - Everything Anime,"Warning Android devices. Crunchy servers can't load videos Android. Video pause video sound go back ten seconds, I guess reloading. Keeps entire time. 20min episode lasts 40min. They need delete say stream PC console.... even console video quality go , even hard line. I guess using 20 year old servers",Positive,0.034722222222222224,0.2944444444444444
+Crunchyroll - Everything Anime,Yea... I pay premium membership phone ps4 work properly time. I weeks content missing updated episode list atm even open (phone app). Ps4 almost never wants fully load me. Please upgrade quality service.,Negative,-0.07500000000000001,0.1875
+Crunchyroll - Everything Anime,"I love app. I watch JoJo's Bizzare Adventure anime. But problem I amount ads. I understand need make money 10 million people Crunchyroll phones. There also lot users consoles computers. What lot people want amount ads shortened. I get 15-25 ads episode. One question, Crunchyroll come Nintendo Switch? Crunchyroll consoles it'd great Switch.",Positive,0.65,0.675
+Crunchyroll - Everything Anime,"Im making review explain three stars. Pros: Fairly good pricing terms subscription. Can somewhat watch anime phone. Updated recent releases anime. Now Con: After videos in, either video cannot play audio lagging behind. Sometimes cannot even watch single episode due ""buffering"" Does older anime, slightly disappointed. That's give ""okay.""",Positive,0.0025297619047618958,0.46532738095238096
+Crunchyroll - Everything Anime,"Absolutely awful. In standard episode 4 advertisement slots. That bad add slot play 3 adds time. Add fast-forward, add slots would skipped go another. I understand need adverts. I actually mind sometimes I see show I want watch them. What I can't deal seeing adverts, show I'm trying watch!",Negative,-0.42499999999999993,0.44166666666666665
+Crunchyroll - Everything Anime,"The great. It large selection anime anyone without account watch, rarely lags decent internent connection ads short, brings bad points. I patient guy comes ads, long they're short, however occasionally gives unskippable 10 min ads, I find unacceptable. I got watch anime, ads. If patient guy watch frequent short ads, go ahead app! I highly recommend it!",Positive,0.08591269841269843,0.47307539682539673
+Crunchyroll - Everything Anime,"Love app. It's easy everyday usage. Also I like watching new genres while. But thing I ""issue"" requires credit card instead debt. Don't know going option switch either future. If option switch either pls let know.",Positive,0.17393939393939395,0.5225757575757576
+Crunchyroll - Everything Anime,"I love app. Something I would like add old animes like ""Blood +"" ""Itazura Na Kiss"" good animes can't find YouTube. Also, WAY TOO MANY ads. Please see comment try fix this. Thanks understanding reading comment. Bye!",Positive,0.41,0.42000000000000004
+Crunchyroll - Everything Anime,Love crunchyroll recently mobile (at least OnePlus 5T) load content even queue. Was working fine recently. I lot traveling fails I'm left wondering I'm paying premium membership. I love content please fix,Positive,0.07708333333333334,0.3625
+Crunchyroll - Everything Anime,"I used pay premium mobile viewing got bad I stopped. Now watch 6 adverts I closed app, never got video. I give, never work properly bad. Maybe VRV pet project releases outside america it'll get better. For now, find anime elsewhere.",Negative,-0.1999999999999999,0.3966666666666666
+Crunchyroll - Everything Anime,Excellent provide. The good except two things. First data usage. Five episodes Boruto used 4.55 GB. If there's way select lower resolution video save data I've yet find it. Second I've ever used slowly drain phone battery charging.,Positive,0.32999999999999996,0.4666666666666667
+Crunchyroll - Everything Anime,"The great wide selection anime easy navigate. The price good ads, I've recently problems keep buffering work several minutes. Not sure temperamental bug it'll long time.",Positive,0.19166666666666665,0.5152777777777778
+Crunchyroll - Everything Anime,"Great paid service. Some translation bit shonky occasionally, forgivable. The major enhancement needs proper filtering ordering watch list. Being able sort last watched latest release, even name would make easier find looking scrolling list order added things.",Positive,0.26607142857142857,0.43809523809523815
+Crunchyroll - Everything Anime,Love it... But even though I premium member long time (more 2 years) I getting adds I last weeks... Fix ASAP premium member adds playing. And watch 4-5 adds per video outrageous I pay. But previous services wonderful untill 3 weeks ago,Positive,0.11190476190476191,0.5333333333333333
+Crunchyroll - Everything Anime,"Upgrading rating two stars four stars. The bug fixes seem resolved quite issues I facing app. A great platform watching anime, I've got premium account definitely think worth money! Keep good work team!",Positive,0.5125,0.48750000000000004
+Crunchyroll - Everything Anime,"I really like App. It good design easy handle. And everyone freeze buffing issues, tip: Just go settings deactivate auto setting video quality. Just decide low high(depending Internet) good go. It worked really crappy phone (Android)",Positive,0.37222222222222223,0.45555555555555555
+Crunchyroll - Everything Anime,"I give 2 star, buffering sort good, shows enjoyeble watch. Lately though fix buffering issue I would rate higher. Don't like watching 30 secs show buffering hits wait longer show plays. Can't believe I pay premium get kinda problem. Give days fixed UNISTALLING. Cancelling sub",Positive,0.18749999999999997,0.47500000000000003
+Crunchyroll - Everything Anime,"I love app, premium SO worth it. However, I say, might device model, Anime freezes lot, like every 3 minutes? I know iPad, still freezes different Internet connections. Watching ipad great, would convenient quality phone. Waiting freezes still worth though!",Positive,0.395,0.43
+Crunchyroll - Everything Anime,"The offers great amount anime series, however million ads per episode much buy premium membership 5 euro, I mind buying membership allow credit cards, I credit card debit card. It gets 1 star many ads possibility buy membership well many European users. Please change overall rating go",Positive,0.3,0.2785714285714286
+Crunchyroll - Everything Anime,"Have years I love anime man streaming ability terrible. If I mobile device, even hooked good wifi signal streaming I cannot watch constantly buffering. Tried several different devices several different wifi. This issue. To point I cannot watch unless I'm console.",Positive,0.024999999999999994,0.46666666666666673
+Crunchyroll - Everything Anime,"I note 8 meant immersive videoplay video fixed window...I guess look good 5 inch less mobile phones, plus piece anime available!! This close pressing back button , close multi window !! So used around like 5 minutes , ruined mood !! UNINSTALLING!!",Positive,0.25166666666666665,0.2533333333333333
+Crunchyroll - Everything Anime,"This truly amazing. If kind person wants watch anime without paying, deal ads, good thing ads can't tapped open new tab anything, also put perfect spots like commercial break. If want pay like Netflix anime! Great app! The anime I know Tokyo Ghoul.",Positive,0.4707070707070707,0.5782828282828283
+Crunchyroll - Everything Anime,I would rate 5 stars seasons big series like Fairy Tail. There newest one. Black Butler also missing. Same Tokyo Ghoul first season Attack On Titan. If well I'd happy give 5,Positive,0.11388888888888889,0.34027777777777785
+Crunchyroll - Everything Anime,"I love content price membership. It's pretty affordable. However, I can't seem watch anything without freezing. I also logged account tv keeps showing adds like I premium account. If put effort fix bugs, even higher cost, it'll worth it. Looks like I'm going find another place stream anime I want watch.",Positive,0.325,0.55
+Crunchyroll - Everything Anime,"Honestly, I like database, needs lot work. I'm premium member price, least sort playback options, I can't control anything, I queue items yeah. It work. I eventually uninstalled, wanted see episode something I installed again. Changing rating 1 star instead 2. I'm writing 7th ad currently running. The episode started yet. I remember I uninstalled xD",Positive,0.09999999999999999,0.5666666666666668
+Crunchyroll - Everything Anime,"I know I uninstalled yet. I start video.... 3 minutes ads. Every 4 minutes.... 5 minutes ads. I buy Premium stop ads. I start video..... 30 seconds buffering. Every 3 minutes..... 2 minutes buffering (doesn't matter I'm using data wifi). Not much difference wasting time. Get act together, people!",Negative,-0.125,0.2
+Crunchyroll - Everything Anime,"I love anime, episodes reserved premium! You'll spend hours watching 3 seasons My Hero Academia rewarded getting watch last episode! The ads bad though. You watch 20 minute episode get 3 minutes ads. I think people witnessed tv commercials middle show something like that.",Negative,-0.01874999999999996,0.3333333333333333
+Crunchyroll - Everything Anime,Great app. Works like charm me. Main complaint people seem can't get content ad free. Well pay rather cheap subscription fee problem. No ads. That's side watching anime legally. It printed much that's costs In time via ads cold hard cash. I truly enjoy anime I'll pay small fee support it.,Positive,0.10227272727272728,0.5113636363636365
+Crunchyroll - Everything Anime,"I'm pretty sure fix buffering freezing issues mobile I'll keep two star. Several issues multiple devices need fixed issue mentioned also playback reset issues wii u mobile. Crunchy roll good pc sometimeish Xbox ps anything else, better using another methods .",Positive,0.2928571428571428,0.4555555555555556
+Crunchyroll - Everything Anime,"Love I pay premium content cause I much choice WiFi blocking every free site. Anyway, issue I fact half time, videos even load properly. When do, works like charm times, I'm forced go back onto queue onto video again. Please sort issue.",Positive,0.09047619047619049,0.29523809523809524
+Crunchyroll - Everything Anime,"The made watching anime course, issue lies trying TO watch them. Their quality setting, youre stuck trying load videos high quality; including advertisements. Its debatableif 'skip ad' button even works properly, seems compensate skip ad button adding ads skip. The easy finding sorting animes explore watch, even sorting categories intrested genre type exploration",Positive,0.1977777777777778,0.49111111111111105
+Crunchyroll - Everything Anime,"It many ads. I'm fine free user needs watch ads while. But playing 4-6 ads time crazy! If I needed to, I'm fine watching 2-3 ads free anime 4 time much. It add 16-24 ads per episode. Crunchyroll premium, I think I pay I get ambushed ads. But quality anime still nice.",Positive,0.2729166666666667,0.65
+Crunchyroll - Everything Anime,"I love app! And I love I watch anime free. The reason ISNT FIVE STARS I can't watch next episode next comes out! Its fine like can't watch right released, want get premium watch wait 4 days? But no! I rate 5 stars, recommend friends I wait days watch newest ep! Please!!!!!",Positive,0.4202380952380952,0.4336734693877551
+Crunchyroll - Everything Anime,Its decent. Nice quality. Almost never buffer. Exept ads big issue here. I got ad literally played 14 minute video unbox therapy. I understand conpanies need make money all. But dont think need see 15-20 ads per episode. It took almost month finish sword art online. Without ads would taken less two weeks.,Positive,0.15,0.4583333333333333
+Crunchyroll - Everything Anime,"I love content Crunchyroll they're competing sites like Funimation, Hulu, Netflix. They absolutely need step streaming game. I can't go episode without freezing disconnecting Chromecast. And auto play feature never worked me. There's many shows I'd like watch headache try. I really want love I watch even episode way through, I'll keep using services.",Positive,0.25,0.5333333333333333
+Crunchyroll - Everything Anime,"As lover anime, I love product provide. I get watch favorite shows great low price. However price definitely reflects quality received subscription. I can't tell many times I've disappointed server, ease access quality life problems xbox phone apps. It would behoove take page netflix's book. -A disappointed customer",Positive,0.09999999999999998,0.64375
+Crunchyroll - Everything Anime,I get sort things need ads create revenue creators watch 26 minutes ads watch 5 minutes show bombarded ads bit much. Im perfectly ok ads ive found cool stuff im busy guy dont hour watch episode 20 minute show,Positive,0.31666666666666665,0.48333333333333334
+Crunchyroll - Everything Anime,"Great place good quality anime, quality bad either. But really throw ads came write review getting literally non-stop ads- close application. I started watching 2 minutes first episode series too... At least let us watch giving us ads please. Edited:i reopened try watch again, kept giving ads like watching previously, can't watch anything right now. Don't know bug something can't watch want watch all.",Positive,0.1336309523809524,0.45654761904761904
+Crunchyroll - Everything Anime,"Downloaded try service. I mind paying premium want know I'm getting. First two episodes played fine including ads (it's free all). Third episode, I can't get past first ads without screen going black responding. Can't fast forward, can't restart, can't watch anything. Great anime selection too. Fix maybe people actually pay it.",Positive,0.19000000000000003,0.41
+Crunchyroll - Everything Anime,So I like I want like I see way within choose dubbed option even anime I know dub for. This simple process changing setting somewhere. Yet option seems missing entirely app. Please either make choose dub reason find it. Put reasonable location like settings button video stream itself. Thanks.,Positive,0.04,0.36642857142857144
+Crunchyroll - Everything Anime,"Warning Android devices. Crunchy servers can't load videos Android. Video pause video sound go back ten seconds, I guess reloading. Keeps entire time. 20min episode lasts 40min. They need delete say stream PC console.... even console video quality go , even hard line. I guess using 20 year old servers",Positive,0.034722222222222224,0.2944444444444444
+Crunchyroll - Everything Anime,Yea... I pay premium membership phone ps4 work properly time. I weeks content missing updated episode list atm even open (phone app). Ps4 almost never wants fully load me. Please upgrade quality service.,Negative,-0.07500000000000001,0.1875
+Crunchyroll - Everything Anime,"I love app. I watch JoJo's Bizzare Adventure anime. But problem I amount ads. I understand need make money 10 million people Crunchyroll phones. There also lot users consoles computers. What lot people want amount ads shortened. I get 15-25 ads episode. One question, Crunchyroll come Nintendo Switch? Crunchyroll consoles it'd great Switch.",Positive,0.65,0.675
+Crunchyroll - Everything Anime,"Im making review explain three stars. Pros: Fairly good pricing terms subscription. Can somewhat watch anime phone. Updated recent releases anime. Now Con: After videos in, either video cannot play audio lagging behind. Sometimes cannot even watch single episode due ""buffering"" Does older anime, slightly disappointed. That's give ""okay.""",Positive,0.0025297619047618958,0.46532738095238096
+Crunchyroll - Everything Anime,"Absolutely awful. In standard episode 4 advertisement slots. That bad add slot play 3 adds time. Add fast-forward, add slots would skipped go another. I understand need adverts. I actually mind sometimes I see show I want watch them. What I can't deal seeing adverts, show I'm trying watch!",Negative,-0.42499999999999993,0.44166666666666665
+Crunchyroll - Everything Anime,"The great. It large selection anime anyone without account watch, rarely lags decent internent connection ads short, brings bad points. I patient guy comes ads, long they're short, however occasionally gives unskippable 10 min ads, I find unacceptable. I got watch anime, ads. If patient guy watch frequent short ads, go ahead app! I highly recommend it!",Positive,0.08591269841269843,0.47307539682539673
+Crunchyroll - Everything Anime,"Love app. It's easy everyday usage. Also I like watching new genres while. But thing I ""issue"" requires credit card instead debt. Don't know going option switch either future. If option switch either pls let know.",Positive,0.17393939393939395,0.5225757575757576
+Crunchyroll - Everything Anime,"I love app. Something I would like add old animes like ""Blood +"" ""Itazura Na Kiss"" good animes can't find YouTube. Also, WAY TOO MANY ads. Please see comment try fix this. Thanks understanding reading comment. Bye!",Positive,0.41,0.42000000000000004
+Crunchyroll - Everything Anime,Love crunchyroll recently mobile (at least OnePlus 5T) load content even queue. Was working fine recently. I lot traveling fails I'm left wondering I'm paying premium membership. I love content please fix,Positive,0.07708333333333334,0.3625
+Crunchyroll - Everything Anime,"I used pay premium mobile viewing got bad I stopped. Now watch 6 adverts I closed app, never got video. I give, never work properly bad. Maybe VRV pet project releases outside america it'll get better. For now, find anime elsewhere.",Negative,-0.1999999999999999,0.3966666666666666
+Crunchyroll - Everything Anime,Excellent provide. The good except two things. First data usage. Five episodes Boruto used 4.55 GB. If there's way select lower resolution video save data I've yet find it. Second I've ever used slowly drain phone battery charging.,Positive,0.32999999999999996,0.4666666666666667
+Crunchyroll - Everything Anime,"The great wide selection anime easy navigate. The price good ads, I've recently problems keep buffering work several minutes. Not sure temperamental bug it'll long time.",Positive,0.19166666666666665,0.5152777777777778
+Crunchyroll - Everything Anime,"Great paid service. Some translation bit shonky occasionally, forgivable. The major enhancement needs proper filtering ordering watch list. Being able sort last watched latest release, even name would make easier find looking scrolling list order added things.",Positive,0.26607142857142857,0.43809523809523815
+Crunchyroll - Everything Anime,Love it... But even though I premium member long time (more 2 years) I getting adds I last weeks... Fix ASAP premium member adds playing. And watch 4-5 adds per video outrageous I pay. But previous services wonderful untill 3 weeks ago,Positive,0.11190476190476191,0.5333333333333333
+Crunchyroll - Everything Anime,"Upgrading rating two stars four stars. The bug fixes seem resolved quite issues I facing app. A great platform watching anime, I've got premium account definitely think worth money! Keep good work team!",Positive,0.5125,0.48750000000000004
+Crunchyroll - Everything Anime,"I really like App. It good design easy handle. And everyone freeze buffing issues, tip: Just go settings deactivate auto setting video quality. Just decide low high(depending Internet) good go. It worked really crappy phone (Android)",Positive,0.37222222222222223,0.45555555555555555
+Crunchyroll - Everything Anime,"I give 2 star, buffering sort good, shows enjoyeble watch. Lately though fix buffering issue I would rate higher. Don't like watching 30 secs show buffering hits wait longer show plays. Can't believe I pay premium get kinda problem. Give days fixed UNISTALLING. Cancelling sub",Positive,0.18749999999999997,0.47500000000000003
+Crunchyroll - Everything Anime,"I love app, premium SO worth it. However, I say, might device model, Anime freezes lot, like every 3 minutes? I know iPad, still freezes different Internet connections. Watching ipad great, would convenient quality phone. Waiting freezes still worth though!",Positive,0.395,0.43
+Crunchyroll - Everything Anime,"The offers great amount anime series, however million ads per episode much buy premium membership 5 euro, I mind buying membership allow credit cards, I credit card debit card. It gets 1 star many ads possibility buy membership well many European users. Please change overall rating go",Positive,0.3,0.2785714285714286
+Crunchyroll - Everything Anime,"Have years I love anime man streaming ability terrible. If I mobile device, even hooked good wifi signal streaming I cannot watch constantly buffering. Tried several different devices several different wifi. This issue. To point I cannot watch unless I'm console.",Positive,0.024999999999999994,0.46666666666666673
+Crunchyroll - Everything Anime,"I note 8 meant immersive videoplay video fixed window...I guess look good 5 inch less mobile phones, plus piece anime available!! This close pressing back button , close multi window !! So used around like 5 minutes , ruined mood !! UNINSTALLING!!",Positive,0.25166666666666665,0.2533333333333333
+Crunchyroll - Everything Anime,"This truly amazing. If kind person wants watch anime without paying, deal ads, good thing ads can't tapped open new tab anything, also put perfect spots like commercial break. If want pay like Netflix anime! Great app! The anime I know Tokyo Ghoul.",Positive,0.4707070707070707,0.5782828282828283
+Crunchyroll - Everything Anime,I would rate 5 stars seasons big series like Fairy Tail. There newest one. Black Butler also missing. Same Tokyo Ghoul first season Attack On Titan. If well I'd happy give 5,Positive,0.11388888888888889,0.34027777777777785
+Crunchyroll - Everything Anime,"I love content price membership. It's pretty affordable. However, I can't seem watch anything without freezing. I also logged account tv keeps showing adds like I premium account. If put effort fix bugs, even higher cost, it'll worth it. Looks like I'm going find another place stream anime I want watch.",Positive,0.325,0.55
+Crunchyroll - Everything Anime,"Honestly, I like database, needs lot work. I'm premium member price, least sort playback options, I can't control anything, I queue items yeah. It work. I eventually uninstalled, wanted see episode something I installed again. Changing rating 1 star instead 2. I'm writing 7th ad currently running. The episode started yet. I remember I uninstalled xD",Positive,0.09999999999999999,0.5666666666666668
+Crunchyroll - Everything Anime,"I know I uninstalled yet. I start video.... 3 minutes ads. Every 4 minutes.... 5 minutes ads. I buy Premium stop ads. I start video..... 30 seconds buffering. Every 3 minutes..... 2 minutes buffering (doesn't matter I'm using data wifi). Not much difference wasting time. Get act together, people!",Negative,-0.125,0.2
+Crunchyroll - Everything Anime,"I love anime, episodes reserved premium! You'll spend hours watching 3 seasons My Hero Academia rewarded getting watch last episode! The ads bad though. You watch 20 minute episode get 3 minutes ads. I think people witnessed tv commercials middle show something like that.",Negative,-0.01874999999999996,0.3333333333333333
+Current debit card and app made for teens,Seriously though I yet hear I'm get different provider answer question fix sign problem. Even offered send id,Negative,-0.16666666666666666,0.6333333333333333
+Current debit card and app made for teens,It's great wish I could transfer money immediately teen!!,Positive,0.4,0.375
+Current debit card and app made for teens,Perfect teen... teaches money management responsibilities!,Positive,0.5,0.5
+Current debit card and app made for teens,Easy great let finances,Positive,0.6166666666666667,0.7916666666666667
+Current debit card and app made for teens,My Granddaughter loves it!,Neutral,0.0,0.0
+Current debit card and app made for teens,Fun,Positive,0.3,0.2
+Current debit card and app made for teens,We absolutely love Current. I seen difference daughters independence along knowing work hard earn receive money gets make decisions spend. The sooo easy navigate.Will recommend anyone teenagers pre teens!!!,Positive,0.26367187500000006,0.59375
+Current debit card and app made for teens,Easy navigate. Keeps date.,Positive,0.43333333333333335,0.8333333333333334
+Current debit card and app made for teens,Helps lot,Neutral,0.0,0.0
+Current debit card and app made for teens,"I got 2 tweens love it! It's great go see learning save budget money. I love I get alerts letting known activity (which nice feature case card stolen, I stop future fraudulent charges). This easy navigate parent child alike.",Positive,0.4930555555555555,0.6513888888888889
+Current debit card and app made for teens,Ive emailed support allowing linked parent see chores assigned paying out. I yet hear anything get told parent can't view chores assigned payout thats im saying parent able so. Also email support staff rude,Positive,0.1,0.6125
+Current debit card and app made for teens,My mom got current card. I happy it. The easy use. I earn money chores every week. And money easy claim. So far amazing!!,Positive,0.4506944444444445,0.8277777777777778
+Current debit card and app made for teens,"This greatest thing I've seen grandson next great grandsons, ect. They learning lot handling money. Thanks Current.",Positive,0.4,0.47000000000000003
+Current debit card and app made for teens,I got teenager. She enjoys independence helping keep track spending. She knows chores equal payout makes conscious spending habits.,Positive,0.05,0.375
+Current debit card and app made for teens,Its great besides fact wait couple day money actually get transfered card...,Positive,0.4,0.425
+Current debit card and app made for teens,"I really like app, kid's love cards. Very convenient",Positive,0.3,0.3666666666666667
+Current debit card and app made for teens,It's best way get kid understand money.,Positive,1.0,0.3
+Current debit card and app made for teens,Its really good way pay stuff without parents.,Positive,0.7,0.6000000000000001
+Current debit card and app made for teens,Simple current hood easy effective,Positive,0.2583333333333333,0.5976190476190477
+Current debit card and app made for teens,It good useful......,Positive,0.5,0.30000000000000004
+Current debit card and app made for teens,Works great family!!,Positive,1.0,0.75
+Current debit card and app made for teens,Love love teach kids money saving spending. Great tool teen's children. Only issue bank transfer take long send emergency funds like must money holding wallet send instantly take two days I hope going real time transfers. If get changed would best helpful alot parent's,Positive,0.3277777777777778,0.512962962962963
+Current debit card and app made for teens,"I really like far, complaint would long takes transfers bank Current. The transfer card instant great. But going way send emergency funds, make sure always minimum balance available. The kiddo happy it, he's used card debit card atm's without issues. And makes look like cool parent... :)",Positive,0.275,0.6296296296296297
+Current debit card and app made for teens,"Wish way go back normal I guess ""interface"". This new ""punk"" theme good. I've lost lot features things hidden settings. I hope I go back old interface. It easier handle.",Positive,0.13138528138528138,0.31969696969696976
+Current debit card and app made for teens,"Love app, Daughter lives Nashville I able send money without hassle. Only issue deposit takes little long , would like deposit real time",Positive,0.16041666666666665,0.5708333333333333
+Current debit card and app made for teens,We've used two teams year. It excellent. Money management kids much easier house. Plus kids learning card responsibly. I recommend parent.,Positive,0.4666666666666666,0.5833333333333334
+Current debit card and app made for teens,AMAZING!! mom got I really get REAL card I basically card!! thanks much Current,Positive,0.33,0.4
+Current debit card and app made for teens,love daughter needs money transfer matter in a. thing like far declined different state even though money,Positive,0.19999999999999998,0.7333333333333334
+Current debit card and app made for teens,I Like It My Mom got But thing takes 1-5 days get deposit,Neutral,0.0,0.0
+Current debit card and app made for teens,So far I love card thing I trouble I give access teen cards code give anyone help that?,Positive,0.09999999999999999,0.45
+Current debit card and app made for teens,"I like it, I make deposits Wednesdays I wait weekend money clear, solves wait time problem me.",Positive,0.10000000000000002,0.3833333333333333
+Current debit card and app made for teens,Current great helps teen daughter manage money and I get notifications purchases I'm able transfer & remove money account I love current!!,Positive,0.3,0.46249999999999997
+Current debit card and app made for teens,So far good. How I get kids check balance?,Positive,0.39999999999999997,0.8
+Current debit card and app made for teens,"Great, needed 13yr old. No last minute dash atm allowance.",Positive,0.3,0.33888888888888885
+Current debit card and app made for teens,Its good see much money card.,Positive,0.44999999999999996,0.4
+Current debit card and app made for teens,Use time!,Neutral,0.0,0.0
+Current debit card and app made for teens,Love card. Game hand kids went Texas summer vacation.,Positive,0.04999999999999999,0.5
+Current debit card and app made for teens,This way help kids learn keep money,Neutral,0.0,0.0
+Current debit card and app made for teens,I love freedom gives daughter!!!!,Positive,1.0,0.6
+Current debit card and app made for teens,family satisfied,Positive,0.5,1.0
+Curriculum vitae App CV Builder Free Resume Maker,"This awesome. I managed create attractive resume myself. Some work needs put templates though. Especially hexagon template. Its also unconvincing omits information entered using templates. But overall, nice application.",Positive,0.48,0.8
+Curriculum vitae App CV Builder Free Resume Maker,"It help create resume easily I can't erase word ""with"" educational background. And suddenly stopped. Please fix soonest.",Positive,0.22777777777777777,0.5277777777777778
+Curriculum vitae App CV Builder Free Resume Maker,"When export pdf show information inputted, like bobbies, reference telephone numbers, declaration also educational background, can't remove word ""with""",Positive,0.25,0.25
+Curriculum vitae App CV Builder Free Resume Maker,"This great App, I wish many people start downloading useful Apps like either busy stupid staf social media.",Positive,0.15555555555555559,0.4361111111111111
+Curriculum vitae App CV Builder Free Resume Maker,I believe first made easy new cv know.,Positive,0.2732323232323232,0.5404040404040404
+Curriculum vitae App CV Builder Free Resume Maker,"I inserted telephone/cell numbers references, however ,upon choosing template, saving CV phone , references numbers CV. Please assist",Neutral,0.0,0.0
+Curriculum vitae App CV Builder Free Resume Maker,"I liked problem editing education section. can't remove ""with"" word typing Course. please fix it. thanks.",Positive,0.4,0.5
+Curriculum vitae App CV Builder Free Resume Maker,Is good problem can't print job print page fix OK,Positive,0.6,0.55
+Curriculum vitae App CV Builder Free Resume Maker,"Wow,I finally find easy format making life easy even busy day...I love thank",Positive,0.29333333333333333,0.7133333333333334
+Curriculum vitae App CV Builder Free Resume Maker,nan,nan,nan,nan
+Curriculum vitae App CV Builder Free Resume Maker,"It's cool show reference contact details, send cv names contact communicate referees",Positive,0.35,0.65
+Curriculum vitae App CV Builder Free Resume Maker,The best ever CV maker application. But I can't save CV PDF file. Please help,Positive,1.0,0.3
+Curriculum vitae App CV Builder Free Resume Maker,I tried drafting resume avail hope excellent help get decent job,Positive,0.5833333333333334,0.8333333333333333
+Curriculum vitae App CV Builder Free Resume Maker,The keeps crushing cv link,Positive,0.4,0.9
+Curriculum vitae App CV Builder Free Resume Maker,"Why can't I add work experiences? Managed 9, need add 2 more!",Positive,0.625,0.5
+Curriculum vitae App CV Builder Free Resume Maker,"It sucks, u can't save urine cv urban phone send sum1",Negative,-0.15,0.15
+Curriculum vitae App CV Builder Free Resume Maker,This good app. It helped create nice Resume,Positive,0.6499999999999999,0.8
+Curriculum vitae App CV Builder Free Resume Maker,So awesome easy operate. It's great .,Positive,0.7444444444444445,0.8611111111111112
+Curriculum vitae App CV Builder Free Resume Maker,"Nice Apps, think everybody need apps.",Positive,0.6,1.0
+Curriculum vitae App CV Builder Free Resume Maker,"It's awesome I used first time working, give room editing information information box asked",Positive,0.625,0.6666666666666666
+Curriculum vitae App CV Builder Free Resume Maker,"I like it, I wish I knew save cpu future editing, sending via email. Other that, good.",Positive,0.19166666666666665,0.3666666666666667
+Curriculum vitae App CV Builder Free Resume Maker,"helped alot ; great , I strongly recommend anyone looking perfect CV",Positive,0.7444444444444445,0.8277777777777778
+Curriculum vitae App CV Builder Free Resume Maker,This awesome simple use.,Positive,0.5,0.6785714285714286
+Curriculum vitae App CV Builder Free Resume Maker,It works well work glitches.,Neutral,0.0,0.0
+Curriculum vitae App CV Builder Free Resume Maker,The satisfactory. But can't upload profile picture.,Neutral,0.0,0.0
+Curriculum vitae App CV Builder Free Resume Maker,"One word. Perfect. Best ever happen phone. Thanks team, loveeeeee recommend it.",Positive,0.7333333333333334,0.5
+Curriculum vitae App CV Builder Free Resume Maker,Editing entries quite complicated,Negative,-0.5,1.0
+Curriculum vitae App CV Builder Free Resume Maker,"I cant change profile picture CV, I do?",Neutral,0.0,0.0
+Curriculum vitae App CV Builder Free Resume Maker,Your good I love .it helped create CV easy,Positive,0.5444444444444444,0.6777777777777779
+Curriculum vitae App CV Builder Free Resume Maker,"Tanx For idea, lovely.",Positive,0.5,0.75
+Curriculum vitae App CV Builder Free Resume Maker,Good I fail upload photo,Positive,0.09999999999999998,0.45
+Curriculum vitae App CV Builder Free Resume Maker,I think best,Positive,1.0,0.3
+Curriculum vitae App CV Builder Free Resume Maker,Thanx lot guys.,Neutral,0.0,0.0
+Curriculum vitae App CV Builder Free Resume Maker,This good...hope get JOB...with it...,Neutral,0.0,0.0
+Curriculum vitae App CV Builder Free Resume Maker,nan,nan,nan,nan
+Curriculum vitae App CV Builder Free Resume Maker,"Its really great , best fast way make CV",Positive,0.6666666666666666,0.5499999999999999
+Curriculum vitae App CV Builder Free Resume Maker,An awesome app. Very useful clear guidelines. Nice job,Positive,0.5225000000000001,0.5958333333333333
+Curriculum vitae App CV Builder Free Resume Maker,I okay it.,Positive,0.5,0.5
+Curriculum vitae App CV Builder Free Resume Maker,The best ever good creating cv,Positive,0.85,0.45000000000000007
+Curriculum vitae App CV Builder Free Resume Maker,Good ever... Useful,Positive,0.5,0.30000000000000004
+Curso de Ingles Gratis,One of the best applications to learn English easy use without complications very efficient very clear pronunciation like I recommend studying is a lot of help for personal use.,Positive,0.2938888888888889,0.3719444444444444
+Curso de Ingles Gratis,I started 1st lesson I hope I speak English very well,Positive,0.1,0.15
+Curso de Ingles Gratis,I think it's well created I'm just going to use it seems very good.,Positive,0.9099999999999999,0.7800000000000001
+Curso de Ingles Gratis,thank you thank you very much the application I hope to learn something thank you for teaching us,Positive,0.26,0.26
+Curso de Ingles Gratis,For Me greatest English course. Thank You. Regards.,Positive,0.5,0.5
+Curso de Ingles Gratis,I have a question. How can I install it on my PC?,Neutral,0.0,0.0
+Curso de Ingles Gratis,I really like it is very good,Positive,0.5549999999999999,0.4900000000000001
+Curso de Ingles Gratis,"Thank you very much, it's a blessing",Positive,0.26,0.26
+Curso de Ingles Gratis,"Very helpful app, thank you.",Positive,0.2,0.3
+Curso de Ingles Gratis,Good learn English,Positive,0.35,0.30000000000000004
+Curso de Ingles Gratis,Very Good Recimiendo,Positive,0.9099999999999999,0.7800000000000001
+Curso de Ingles Gratis,Good ppl wants learn English,Positive,0.3,0.23333333333333336
+Curso de Ingles Gratis,nan,nan,nan,nan
+Curso de Ingles Gratis,Very hood app..,Positive,0.2,0.3
+Curso de Ingles Gratis,Is good.,Positive,0.7,0.6000000000000001
+Curso de Ingles Gratis,The best learn English easy,Positive,0.4777777777777778,0.37777777777777777
+Curso de Ingles Gratis,"Excellent method learn, easy quickly.",Positive,0.5888888888888889,0.7777777777777778
+Curso de Ingles Gratis,Is Good thank,Positive,0.7,0.6000000000000001
+Curso de Ingles Gratis,Very good I recommend,Positive,0.9099999999999999,0.7800000000000001
+Curso de Ingles Gratis,Excellent material!,Positive,1.0,1.0
+Curso de Ingles Gratis,Very helpful,Positive,0.2,0.3
+Curso de Ingles Gratis,Very helpful,Positive,0.2,0.3
+Curso de Ingles Gratis,This good,Positive,0.7,0.6000000000000001
+Curso de Ingles Gratis,Like,Neutral,0.0,0.0
+Curso de Ingles Gratis,Buenisima,Neutral,0.0,0.0
+Curso de Ingles Gratis,It awesome!!!!,Positive,1.0,1.0
+Curso de Ingles Gratis,Amazing ❤ thanks...,Positive,0.4,0.55
+Curso de Ingles Gratis,Very good,Positive,0.9099999999999999,0.7800000000000001
+Curso de Ingles Gratis,It good,Positive,0.7,0.6000000000000001
+Curso de Ingles Gratis,Very good,Positive,0.9099999999999999,0.7800000000000001
+Curso de Ingles Gratis,Is cool,Positive,0.35,0.65
+Curso de Ingles Gratis,Excellent,Positive,1.0,1.0
+Curso de Ingles Gratis,Great,Positive,0.8,0.75
+Curso de Ingles Gratis,Nice,Positive,0.6,1.0
+Curso de Ingles Gratis,Excellent,Positive,1.0,1.0
+Curso de Ingles Gratis,It's easy excellent help pronunciation skills too. I know English words tool helps practice common things day.,Positive,0.2833333333333333,0.5833333333333334
+Curso de Ingles Gratis,"Much better the one that had, the other lets go here you can pass another lesson if you already save a little, the one that had had to deslaquear from the one, despaired a lot ... Thanks for doing it much better 10 stars for the creator of this application. ...",Positive,0.1775,0.41500000000000004
+Curso de Ingles Gratis,nan,nan,nan,nan
+Curso de Ingles Gratis,There many add I can't study properly add cancel delete de annoying class help full hope fix thanks,Positive,0.04999999999999999,0.45
+Curso de Ingles Gratis,nan,nan,nan,nan
+Cut the Rope 2,"I hate games penalize playing them, every 3 runs get 30 second ad, typically longer runs combined. Then, character runs energy, penalized 5 minutes wait energy return pay more. Puzzle games like thes... Full Review",Negative,-0.023333333333333338,0.49000000000000005
+Cut the Rope 2,"If want enjoy game, dish 5$ front ads way agressive. The problem even time enjoy gameplay try game correctly ads. In end , another game unistall.",Negative,-0.08,0.43999999999999995
+Cut the Rope 2,Its adorable great time killer But many ads. Every time I fail level 3 times long ad pops up. Every time I finish level challenges oops look another ad plz fix,Positive,0.25,0.59
+Cut the Rope 2,Best advertiser ever! I think done marvellous job advertising games. Cool get play mini games get feed On Non candy however I think able watch ads chose rather complete another level see appears next. That reason I rate 5*. Keep good work. Perhaps change ads time time.,Positive,0.4416666666666667,0.4291666666666667
+Cut the Rope 2,I think really good game might thing. But I love kept main thing change much. Love fun amazing. You,Positive,0.3380952380952381,0.5190476190476191
+Cut the Rope 2,"It's nice change previous version. I'm glad pay avoid apps. There still in-app purchases, make sure children buy load nonsense.",Positive,0.35833333333333334,0.763888888888889
+Cut the Rope 2,"Unplayable adverts, I appreciate pay development game etc non stop. It's far much 30 second advert every 3 runs. Unless willing pay advert free version bother",Negative,-0.00833333333333334,0.6083333333333334
+Cut the Rope 2,This game almost unplayable many ads give $5.00!? Seriously?! I inclined play game well things shove 600 ads throat time I played upto level 5,Negative,-0.19833333333333333,0.5333333333333333
+Cut the Rope 2,It's enjoyable far I fun I think first way better terms puzzles tight precise sometimes creative.,Positive,0.29642857142857143,0.5898809523809524
+Cut the Rope 2,A prime example freemium concept completely ruins gameplay experience. Constant ads incredibly aggressive forced (paid) 'upgrades' make potentially wonderful game unplayable. Avoid even huge fan first one.,Positive,0.14444444444444443,0.5518518518518518
+Cut the Rope 2,"Awesome. Last 5 years ago played cut rope, good. I get 5 Stars. So well addictive. Well Played. BOSS OF LEGEND",Positive,0.425,0.6416666666666667
+Cut the Rope 2,I think game would better character eat little boy green I love nice gob,Positive,0.13541666666666666,0.5499999999999999
+Cut the Rope 2,"The game play everything great, reason I gave 2 stars ads, I mean, come , ads ridiculous , u can't even hardly play game ads, u love interrupted every 5 seconds garbage ad nobody cares I strongly recommend game",Negative,-0.04490740740740742,0.6125
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,Water games game VN I enjoy game Super nice time boy,Positive,0.10666666666666665,0.5933333333333334
+Cut the Rope 2,Too many ads. 30 sec video ads Everytime u want read level. Uninstalled I get another ad.,Positive,0.2,0.55
+Cut the Rope 2,My daughter love awesome saves time things,Positive,0.75,0.8
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,Good game graphics amazing definitely lives first one. It big boots fill succeeded. Love I addicted game. I recommend.,Positive,0.09444444444444444,0.49259259259259264
+Cut the Rope 2,The ads game ridiculous. One literally popped WHILE I WAS PLAYING A LEVEL.,Negative,-0.3666666666666667,0.7
+Cut the Rope 2,Way many ads. Ruined game.,Positive,0.04999999999999999,0.45
+Cut the Rope 2,Im stuck point map.,Neutral,0.0,0.0
+Cut the Rope 2,Amazing I could say ment short,Positive,0.30000000000000004,0.6
+Cut the Rope 2,So cute hard fun time killer cute little om nom many friends.,Positive,0.22013888888888888,0.623611111111111
+Cut the Rope 2,Honestly I love I know need ads money went overboard insane ads,Negative,-0.25,0.8
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,SOOO much fun!!! It's great time killer addicting! Its great ages! Highly suggest looking fun time killing app!,Positive,0.6241875,0.488
+Cut the Rope 2,It's nice game many ads tall annoying,Negative,-0.025000000000000022,0.7
+Cut the Rope 2,fun like lil om nom cute,Positive,0.4,0.6
+Cut the Rope 2,It's difficult get candy coins It's difficult get candy coin,Negative,-0.5,1.0
+Cut the Rope 2,It good game difficult play ads game,Negative,-0.15000000000000002,0.6
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,WAY TO MANY ADS I HATE IT,Negative,-0.15000000000000002,0.7
+Cut the Rope 2,Too many unskippable ads. You're forced watch every level.,Positive,0.09999999999999998,0.35
+Cut the Rope 2,Its cool game 5 minutes found level challenging good hood partna get,Positive,0.2875,0.6625
+Cut the Rope 2,wonderful game I ever played,Positive,0.3,0.7
+Cut the Rope 2,Best game I ever played,Positive,0.3,0.35
+Cut the Rope 2,The best funny game,Positive,0.2833333333333333,0.5666666666666668
+Cut the Rope 2,This game really cool I lots fun playing also get challenging I still love game,Positive,0.14166666666666666,0.5416666666666666
+Cut the Rope 2,This game much fun creaters sooo cute,Positive,0.13333333333333333,0.5333333333333333
+Cut the Rope 2,It's Always good play game I enjoy playing game I even get bored simply Awesome game!,Positive,0.04285714285714285,0.6142857142857142
+Cut the Rope 2,This done get done end July,Neutral,0.0,0.0
+Cut the Rope 2,"This favorite game play store far, cut rope 2 makes great sequel.",Positive,0.25,0.7875
+Cut the Rope 2,It's A good game could little better,Positive,0.15312499999999998,0.5
+Cut the Rope 2,You get thins fun I play hour feels like minute fun,Positive,0.3,0.2
+Cut the Rope 2,"Too many ads, waste's time",Positive,0.15,0.25
+Cut the Rope 2,I think soon turn addicting,Neutral,0.0,0.0
+Cut the Rope 2,It funny cute I love really good challenging game plus Time Killer,Positive,0.34166666666666673,0.7666666666666667
+Cut the Rope 2,Amazing game cute character I loved,Positive,0.35,0.7749999999999999
+Cut the Rope 2,I loved game u install take enjoyment,Positive,0.14999999999999997,0.6000000000000001
+Cut the Rope 2,This best game ever whoever made I wish I could kiss cuz I love game much.,Positive,0.18000000000000002,0.37999999999999995
+Cut the Rope 2,I cant really solve puzzles,Positive,0.2,0.2
+Cut the Rope 2,It fun cute game!! Used play Tab downloaded new phone,Positive,0.0778409090909091,0.5136363636363637
+Cut the Rope 2,The con many ads I retry pause.,Positive,0.5,0.5
+Cut the Rope 2,Cool game om nom cute,Positive,0.15,0.6833333333333332
+Cut the Rope 2,When I kid play thus tablet,Neutral,0.0,0.0
+Cut the Rope 2,It's pretty cool .... I mean get mind things ..,Positive,0.09583333333333333,0.7791666666666667
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,It's awesome mind game,Positive,0.3,0.7
+Cut the Rope 2,Really cute way many ads,Positive,0.5,0.75
+Cut the Rope 2,Maybe add levels people complete,Positive,0.1,0.4
+Cut the Rope 2,I love cool alot adds,Positive,0.425,0.625
+Cut the Rope 2,It really fun game makes kids smarter character om nom sooo cute!!!,Positive,0.2921875,0.5333333333333333
+Cut the Rope 2,1 very Addictive Pls Make Another Game Pls,Negative,-0.2,0.7
+Cut the Rope 2,THIS IS A ASSUME GAME,Negative,-0.4,0.4
+Cut the Rope 2,Cute difficult... Yeah kids enjoyed..,Positive,0.16666666666666666,0.9
+Cut the Rope 2,Ads every 2 gams boooooooooooooooo,Neutral,0.0,0.0
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,The game good people get game gonna great love game,Positive,0.13333333333333333,0.525
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,Too many ads.this sucks...the developer look onto,Positive,0.5,0.5
+Cut the Rope 2,There is a waste game,Negative,-0.30000000000000004,0.2
+Cut the Rope 2,It much adds,Positive,0.2,0.2
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,Best game ever played,Positive,0.3,0.35
+Cut the Rope 2,"Love it,it's sooooo cute little",Positive,0.2708333333333333,0.7000000000000001
+Cut the Rope 2,I like challenges like extra bonus,Neutral,0.0,0.1
+Cut the Rope 2,Banger! Grade A game,Negative,-0.4,0.4
+Cut the Rope 2,It's great kill time.,Positive,0.8,0.75
+Cut the Rope 2,I think really good level 10 thanks make game,Positive,0.16666666666666663,0.4000000000000001
+Cut the Rope 2,Like game much,Negative,-0.1,0.30000000000000004
+Cut the Rope 2,Beautiful but very famous,Positive,0.75,1.0
+Cut the Rope 2,New levels adds,Positive,0.13636363636363635,0.45454545454545453
+Cut the Rope 2,Too many ads unskippable,Positive,0.5,0.5
+Cut the Rope 2,It's cool game challenging,Positive,0.15,0.6833333333333332
+Cut the Rope 2,There many add add skipping till 10 12 sec,Positive,0.2,0.55
+Cut the Rope 2,Mast game yar,Negative,-0.4,0.4
+Cut the Rope 2,nan,nan,nan,nan
+Cut the Rope 2,This game cute. And I find relaxing too.,Positive,0.04999999999999999,0.7
+Cut the Rope 2,I like pie I like game,Negative,-0.4,0.4
+Cut the Rope 2,LOVED THE GAME,Positive,0.14999999999999997,0.6000000000000001
+Cut the Rope 2,It funny & enjoyful,Positive,0.25,1.0
+Cut the Rope 2,NYC game.. contain ads..,Negative,-0.4,0.4
+Cut the Rope 2,Very nice challenging game. Om nom sooooooo cute,Positive,0.345,0.85
+Cut the Rope 2,Cool good way waste time,Positive,0.28333333333333327,0.4166666666666667
+Cut the Rope 2,"This favourite cut rope cut rope games,Loved",Neutral,0.0,0.0
+Cut the Rope 2,It mirle nice,Positive,0.6,1.0
+Cut the Rope 2,Its cute vartoony game,Positive,0.04999999999999999,0.7
+Cut the Rope 2,I like games aim nom cute,Positive,0.5,1.0
+Cut the Rope FULL FREE,"TOO MANY ADDDDDS!!!! Its really ridiculous I daughter wait 30-45 sec see damn ad watched three play ago. I'm deleting app. Thanks, I better things do.",Positive,0.25333333333333335,0.56
+Cut the Rope FULL FREE,"I really enjoy game number length ads completely totally destroys it. I lose enjoyment watching ads every single failure every success. I know make money somehow, killing game help.",Negative,-0.06972789115646259,0.36632653061224485
+Cut the Rope FULL FREE,"The amount advertisements absolutely ridiculous. I'm trying simply get ""three stars."" Every time I restart though, I get three stars time, hits another stupid advertisement. For 15 minutes I've already hit 30 advertisements!! My goodness man!!!!!!",Negative,-0.4444444444444444,0.7857142857142857
+Cut the Rope FULL FREE,This game best ever! It time kills long plane rides. Tip people hate advertisements: TURN OFF YOUR WIFI AND THERE IS NO ADVERTISEMENTS!,Negative,-0.11250000000000002,0.5
+Cut the Rope FULL FREE,I've downloaded game loved it. And still like lot. It's strategy cute green sugar loving Om Nom. Can't get better that. Ads havent problem yet. Highly recommend.,Positive,0.2657142857142857,0.6414285714285715
+Cut the Rope FULL FREE,Okay! I know developer invested time money making game. But games useless wants show us add every 10 seconds.,Negative,-0.018750000000000003,0.30000000000000004
+Cut the Rope FULL FREE,I think awesome game u people like cut rope that's ok adds come up. u want play game already means u want play game really quick put ads get heaps money make another great game,Positive,0.12916666666666665,0.54375
+Cut the Rope FULL FREE,"Although ads bad used be, since many ads skip option, still unskipable 20-30 second ads. Also, I hate sometimes, ad shows AND demo appears wait bit skip it. Can please fix those? EDIT:Never mind, still pretty unplayable. Seriously, I get 30 second unskippable ad car thing? Please, restore game former glory?",Negative,-0.18833333333333332,0.4833333333333334
+Cut the Rope FULL FREE,"It great game, lot ads. It gets annoying every time I something ad pops up.",Negative,-0.13333333333333333,0.6833333333333332
+Cut the Rope FULL FREE,Thus games cute fun play. Om mom adorable graphics cute well. One thing I would say I'd pretty annoying ads. Almost every time I fail ad. That thing bothers me.,Positive,0.10714285714285711,0.7714285714285715
+Cut the Rope FULL FREE,Great game - addictive. The ads really annoying though I suggest paying 89p get rid them.,Negative,-0.1,0.7374999999999999
+Cut the Rope FULL FREE,"I LOVE THIS GAME !! Its cute, fun play! The thing I like ads. They pop up, worst thing can't skip them. No wants forced watch ads Zeptolab!",Negative,-0.10357142857142858,0.5000000000000001
+Cut the Rope FULL FREE,"Fun game, there's adds almost every single level ridiculous. I understand devs deserve make money, expense good gaming experience. It feels like prioritised profit gamer satisfaction.",Positive,0.03904761904761904,0.48285714285714293
+Cut the Rope FULL FREE,"I loved game long! I 12 I understand ads. This free game! And put device aeroplane mode! Sure deactivates things, make game run quicker well ad free!",Positive,0.07656249999999999,0.6111111111111112
+Cut the Rope FULL FREE,I love I like reason I give five stars improve put better things like different types candy food level get different animals would meet much fun game make give five stars write good thing five stars get come game,Positive,0.15000000000000002,0.48750000000000004
+Cut the Rope FULL FREE,"Okay 2 things I'll mention, well I can't deny game good, pretty good (one things I want mention) I remember playing kid ads, ads around game I get often plus can't skipped, please make skippable thing sometimes rope can't cut, cute properly, please check too. The game really good can't stop playing",Positive,0.21499999999999994,0.5599999999999999
+Cut the Rope FULL FREE,"This used favorite game I still love it, amount advertisements throws forces watch almost stage ridiculous. You'll wait 30-45 seconds almost play annoying ad hell...",Negative,-0.10666666666666669,0.78
+Cut the Rope FULL FREE,"This game much fun cute. It really helps relax. The levels challenging hard, pictures box even little monster dude cute",Positive,0.14010416666666667,0.6052083333333333
+Cut the Rope FULL FREE,The ads frustrating thing it. If 10 minutes want play fun quick game I'd definitely suggest one.,Negative,-0.03333333333333335,0.5
+Cut the Rope FULL FREE,Really great apart ads. I paid remove still pop ups companies games app. It's less intrusive still frustrating.,Positive,0.07777777777777779,0.5722222222222223
+Cut the Rope FULL FREE,I'm uninstalling game giving star ads I've wait 20-25 secs continue level It's waste time,Negative,-0.30000000000000004,0.2
+Cut the Rope FULL FREE,Rated 4 star played 5 minutes ads. Not sure ads appear 20 minutes play. But graphics whatnot pretty cool.,Positive,0.11666666666666665,0.8462962962962962
+Cut the Rope FULL FREE,"Cool, get ad every level. That tends get kindve frustrating. Just saying",Negative,-0.025000000000000022,0.775
+Cut the Rope FULL FREE,I think good game many ads think money buy superpowers om nom finished powers want purchase cannot purchase think u make update purchase superpowers,Positive,0.26666666666666666,0.5
+Cut the Rope FULL FREE,When I mad game makes feel much better challenging game (if u want get stars) monster cute I totally recommend game ages,Negative,-0.040624999999999994,0.68125
+Cut the Rope FULL FREE,"The classic. I revisited numerous times, always loved it. I liked solving puzzles first time, revising feel dull. 10/10 would recommend.",Positive,0.23749999999999996,0.5166666666666667
+Cut the Rope FULL FREE,I really like game! But ads little unbearable.,Negative,-0.1625,0.3666666666666667
+Cut the Rope FULL FREE,"I playing game ""are enjoying cut rope?"" Popped wanted nice write review. It's cool game like it.",Positive,0.12999999999999995,0.61
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cut the Rope FULL FREE,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute Pet Puppies,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cute wallpapers & kawaii backgrounds images,nan,nan,nan,nan
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,This used work great suddenly allowing share progress. Will change rating bug fixed.,Positive,0.3,0.48333333333333334
+Cycling - Bike Tracker,The application does not always correctly display the route and the maximum speed.,Neutral,0.0,0.0
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,So pretty good job,Positive,0.475,0.8
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,Great,Positive,0.8,0.75
+Cycling - Bike Tracker,"Hi start, started cycling. Phone screen went sleep minutes.. looks like stopped recording distance time. Time 45 minutes (correct) distance couple miles (very wrong).",Negative,-0.65,1.0
+Cycling - Bike Tracker,"The seemed fine, annoying handled advertisements. I would start up, put pocket, go biking. When I check short ride, opened multiple advertisement windows. So, feel like closing dozens popup windows every time it, you.",Negative,-0.09583333333333334,0.425
+Cycling - Bike Tracker,"Loved handy helpful, measures distance travelled calories burnt. This limited above. It also provides weekly, monthly annual report progress..",Positive,0.3071428571428571,0.48571428571428577
+Cycling - Bike Tracker,"Excellent app. kept track distance, I've time took. Did 12.70 miles today bike worked like charm. Gives optional voice updates distance covering too(told mine tell I mile) Easy recommend.",Positive,0.7166666666666667,0.9166666666666667
+Cycling - Bike Tracker,"After giving 5 star, record last two ride. Even Google maps better! I change 1 star...",Positive,0.3125,0.2833333333333333
+Cycling - Bike Tracker,"It stop recording minutes, interupt biking experience, absolute garbage",Positive,0.2,0.9
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,Too much ads gps view work samsung s6 :/,Negative,-0.024999999999999994,0.6
+Cycling - Bike Tracker,Seems track pretty accurately. Does I need to. Ads seem overwhelming far.,Positive,0.31250000000000006,0.9083333333333333
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,Like it. Still finding way around amazed info.,Neutral,0.0,0.0
+Cycling - Bike Tracker,Gps fails sometimes final results OK.nice,Negative,-0.25,0.65
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,Great cyclist. Easy many function's choose from.,Positive,0.5777777777777778,0.6944444444444445
+Cycling - Bike Tracker,"This exactly I needed do! Perfect ""peddler"".",Positive,0.65625,0.625
+Cycling - Bike Tracker,works great bicycles workout atttttt,Positive,0.8,0.75
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,"Easy, convenient, perfect use.",Positive,0.7166666666666667,0.9166666666666667
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,"Great, simple clear.",Positive,0.3,0.49682539682539684
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,So far good...,Positive,0.39999999999999997,0.8
+Cycling - Bike Tracker,Good,Positive,0.7,0.6000000000000001
+Cycling - Bike Tracker,Thanks,Positive,0.2,0.2
+Cycling - Bike Tracker,Perfect peddle,Positive,1.0,1.0
+Cycling - Bike Tracker,Good enough,Positive,0.35,0.55
+Cycling - Bike Tracker,nan,nan,nan,nan
+Cycling - Bike Tracker,Good,Positive,0.7,0.6000000000000001
+Cycling - Bike Tracker,nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout","Recently reinstalled device I've used problems, let sign in. It let reset password still can't log in. I've used since paid items since I can't log I've lost paid items. Very disappointed...",Negative,-0.48750000000000004,0.6125
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",NO OTHER ISSUE.. ONLY 1 I HAVE NOTICED IS THAT THIS TAKE YOU TO THE GALLERY WHILE YOU HAVE LOCK IN YOUR GALLERY..BIG ISSUE.... PRIVACY NOT SECURED....,Positive,0.03125,0.6875
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Hey Cymera You must need improve camera ratio 9:16 generally story status can't properly vivo v9 mobile.,Positive,0.02500000000000001,0.3
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",The best filter beauty camera I've ever seen . Thanks enough . Great experience. Hope update amazing feature soon !,Positive,0.55,0.53
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Love it.. Please update filters.,Positive,0.5,0.6
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",I like have... PERMANENT light configure way.,Positive,0.4,0.7
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Not bad good,Positive,0.5249999999999999,0.6333333333333333
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",osm fr editing pix n mkin collage...best fr selfies..love,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Thank cymera❤️,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",I just love it.It's good everything especially selfie.,Positive,0.39999999999999997,0.7333333333333334
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",He ain't enhancer,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout","I've used lot editing pictures much fun,",Positive,0.3,0.2
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",I love app.. It's amazing editing app.,Positive,0.55,0.75
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Perfect I love it!,Positive,0.8125,0.8
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Best picture editing,Positive,1.0,0.3
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Best editing ever,Positive,1.0,0.3
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Great makeup & big eyes,Positive,0.4,0.425
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Perfect camera.... For pictures...,Positive,1.0,1.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Helpful App.. Great!!,Positive,1.0,0.75
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Very good,Positive,0.9099999999999999,0.7800000000000001
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Good like,Positive,0.7,0.6000000000000001
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Very useful,Positive,0.39,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Authentic,Positive,0.5,0.75
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",NEC,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Nyc,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Super,Positive,0.3333333333333333,0.6666666666666666
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",God,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Very useful.,Positive,0.39,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout","Recently reinstalled device I've used problems, let sign in. It let reset password still can't log in. I've used since paid items since I can't log I've lost paid items. Very disappointed...",Negative,-0.48750000000000004,0.6125
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",NO OTHER ISSUE.. ONLY 1 I HAVE NOTICED IS THAT THIS TAKE YOU TO THE GALLERY WHILE YOU HAVE LOCK IN YOUR GALLERY..BIG ISSUE.... PRIVACY NOT SECURED....,Positive,0.03125,0.6875
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout","I'm rarely edit photos, I Cymera drawing app. It easy result cute. My suggestion is, Cymera add colours pattern section, especially solid one. Thank you.",Positive,0.30833333333333335,0.7333333333333334
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",The best filter beauty camera I've ever seen . Thanks enough . Great experience. Hope update amazing feature soon !,Positive,0.55,0.53
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",It good edit,Positive,0.7,0.6000000000000001
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",This good editing good filters taking photos!,Positive,0.7875,0.6000000000000001
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",I like have... PERMANENT light configure way.,Positive,0.4,0.7
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Not bad good,Positive,0.5249999999999999,0.6333333333333333
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",osm fr editing pix n mkin collage...best fr selfies..love,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Thank cymera❤️,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout","I've used lot editing pictures much fun,",Positive,0.3,0.2
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",I love app.. It's amazing editing app.,Positive,0.55,0.75
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Yc,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Perfect I love it!,Positive,0.8125,0.8
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Best picture editing,Positive,1.0,0.3
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Best editing ever,Positive,1.0,0.3
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Great makeup & big eyes,Positive,0.4,0.425
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Helpful App.. Great!!,Positive,1.0,0.75
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Very good,Positive,0.9099999999999999,0.7800000000000001
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Good like,Positive,0.7,0.6000000000000001
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Very useful,Positive,0.39,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Authentic,Positive,0.5,0.75
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",NEC,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Nyc,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",God,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Very useful.,Positive,0.39,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",It's good,Positive,0.7,0.6000000000000001
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout","I used really love app. But constant reload effects frankly annoying. I cannot see good reason this. And deletion excellent effects, especially borders, I last year gone! Please get rid rediculous idea!",Positive,0.19999999999999998,0.6428571428571429
+"Cymera Camera- Photo Editor, Filter,Collage,Layout","Recently reinstalled device I've used problems, let sign in. It let reset password still can't log in. I've used since paid items since I can't log I've lost paid items. Very disappointed...",Negative,-0.48750000000000004,0.6125
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",NO OTHER ISSUE.. ONLY 1 I HAVE NOTICED IS THAT THIS TAKE YOU TO THE GALLERY WHILE YOU HAVE LOCK IN YOUR GALLERY..BIG ISSUE.... PRIVACY NOT SECURED....,Positive,0.03125,0.6875
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Hey Cymera You must need improve camera ratio 9:16 generally story status can't properly vivo v9 mobile.,Positive,0.02500000000000001,0.3
+"Cymera Camera- Photo Editor, Filter,Collage,Layout","I'm rarely edit photos, I Cymera drawing app. It easy result cute. My suggestion is, Cymera add colours pattern section, especially solid one. Thank you.",Positive,0.30833333333333335,0.7333333333333334
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",The best filter beauty camera I've ever seen . Thanks enough . Great experience. Hope update amazing feature soon !,Positive,0.55,0.53
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",I like have... PERMANENT light configure way.,Positive,0.4,0.7
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Not bad good,Positive,0.5249999999999999,0.6333333333333333
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",I just love it.It's good everything especially selfie.,Positive,0.39999999999999997,0.7333333333333334
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Very nice,Positive,0.78,1.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout","Beautiful Features & Tools. Thank you, Cymera.♥️",Positive,0.85,1.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Perfect I love it!,Positive,0.8125,0.8
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Best picture editing,Positive,1.0,0.3
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Best editing ever,Positive,1.0,0.3
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Great makeup & big eyes,Positive,0.4,0.425
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Perfect camera.... For pictures...,Positive,1.0,1.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Helpful App.. Great!!,Positive,1.0,0.75
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Very useful,Positive,0.39,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Authentic,Positive,0.5,0.75
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",NEC,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Nyc,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",Super,Positive,0.3333333333333333,0.6666666666666666
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",God,Neutral,0.0,0.0
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+"Cymera Camera- Photo Editor, Filter,Collage,Layout",nan,nan,nan,nan
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,The Prague always got reliable results. Even Google Maps sometimes current timetables. I reminders work well even smart watches.,Positive,0.10714285714285714,0.5214285714285715
+Czech Public Transport IDOS,"Unfortunatelly free version adverts big mage unusable. They removed time purchase good app. || Free version unfortunately has all the annoying ads that are big. They can be removed by a one-time payment, then a good app.",Positive,0.11249999999999999,0.6125
+Czech Public Transport IDOS,"Hello, good For God's sake, I change ""my location"" radius? When start stop location +-20m possibility change, feature TOTALLY useless want find stop really near you. I would expect changing would obvious working... Besides fail, good app.",Positive,0.08333333333333331,0.43333333333333335
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,"I daily miss couple connections, I can't figure show list I search otherwise I like",Neutral,0.0,0.0
+Czech Public Transport IDOS,"Fast & accurate. Even better buy premium remove ads, annoying thing app.",Positive,0.07500000000000001,0.6583333333333333
+Czech Public Transport IDOS,"This really great! exact. But I'd like add extra: first bus (on time) arives nearby stop walking distance 5-7 minutes, I think written option too. Thanks!",Positive,0.35,0.32666666666666666
+Czech Public Transport IDOS,"Annoying ads! Pubtran is better, he does not have ads. I was used to IDOS, but after months of use, Badoo Badoo ads started to appear, etc. I'm moving to competition.",Negative,-0.25,0.7
+Czech Public Transport IDOS,A great application that will show you exactly where to get from point A point B if you use urban transport so much I recommend.,Positive,0.3125,0.3
+Czech Public Transport IDOS,"Properly designed applications should allow downloading of user-selected timetables for use in offline mode, even in a paid version.",Neutral,0.0,0.1
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,"Once, it occurred to me that the application showed a different bus time than a web version. The web version was correct.",Neutral,0.0,0.6
+Czech Public Transport IDOS,"fine appka, help me every day when I'm flying on the train. The current train delay is a quick search for a link including search history. Very user-friendly interface. I know I have to add, or I do not have to be so rushed.",Positive,0.2375,0.425
+Czech Public Transport IDOS,The older version amazing. How I downgrade?,Positive,0.38333333333333336,0.6166666666666667
+Czech Public Transport IDOS,Since my past evaluation has improved a lot with applications in this form I am satisfied.,Positive,0.125,0.625
+Czech Public Transport IDOS,"The great, I want buy tickets gets stuck passenger screen next continue buttons. I.e. I can't buy tickets",Positive,0.4,0.375
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,"This is a very good timer application, but it is a pity that you can not download offline timetables. That's why I still prefer an unnamed app that allows you to buy a one-year license to download offline timetables for a relatively small fee (about $ 10).",Positive,0.18666666666666665,0.46000000000000013
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,I've living Czech Republic since months perfect travelling understanding everything buses trains! Thanks!,Positive,0.625,0.6
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,"Greatest kind, says without it, I know would I get around.",Positive,0.8,0.95
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,super...I Czech helps lot,Neutral,0.0,0.0
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,Extremely useful using public transport Czech Republic. This I phone.,Positive,0.15,0.03333333333333333
+Czech Public Transport IDOS,Always find what I need is reliable!,Neutral,0.0,0.0
+Czech Public Transport IDOS,"For Bohemia, tourists must",Neutral,0.0,0.0
+Czech Public Transport IDOS,Great app!,Positive,1.0,0.75
+Czech Public Transport IDOS,Couldn't live without it!,Positive,0.17045454545454544,0.5
+Czech Public Transport IDOS,She does what she does well.,Neutral,0.0,0.0
+Czech Public Transport IDOS,Very useful app!Traveling across country easy,Positive,0.4116666666666667,0.4166666666666667
+Czech Public Transport IDOS,The best one!,Positive,1.0,0.3
+Czech Public Transport IDOS,good application!,Positive,0.875,0.6000000000000001
+Czech Public Transport IDOS,nan,nan,nan,nan
+Czech Public Transport IDOS,Because my web application shows something other than this ?????,Negative,-0.125,0.375
+DC Comics,Will DC ever subscription service??? Comixology mediocre I've Marvel unltd years. Figured id finally catching DC too... Only find offer subscription service.,Positive,0.033333333333333326,0.9666666666666667
+DC Comics,Great easy way read library digital comic books. I wish way link comics Google Play Books wise great app.,Positive,0.49722222222222223,0.6222222222222222
+DC Comics,"A must comic book fan favorite feature glides panels, allowing intimate experience regular comic book could offer.",Positive,0.24,0.5353846153846155
+DC Comics,"I would suggest think free wrong thinking , free costs every comic .",Positive,0.1375,0.75
+DC Comics,This great way get comics read comic book store near end day still hold real copy issue jumping good story.,Positive,0.41,0.51
+DC Comics,"It may cost read good comic book, nothing world free. The easy operate library vast catalog books read explore.",Positive,0.3566666666666667,0.7466666666666667
+DC Comics,nan,nan,nan,nan
+DC Comics,"I read Injustice wonderfully easy use, I name fault",Positive,0.43333333333333335,0.8333333333333334
+DC Comics,Its amazing. Can get issue digital format.,Positive,0.30000000000000004,0.45
+DC Comics,Love app. DC dropping amazing stories. Definitely worth,Positive,0.46666666666666673,0.5333333333333333
+DC Comics,"I loved best ,trust ,the people rated poor probably Marvel fans amazing",Positive,0.475,0.65
+DC Comics,This largedt collections digital comics I've ever seen. And fairly priced. Read favorites,Positive,0.35,0.45
+DC Comics,"I daily, great I would not.",Positive,0.4,0.375
+DC Comics,It's great way read dc comics go get comixology,Positive,0.8,0.75
+DC Comics,"Great comics, way I read now. Wish ""sale"" heading menu though.",Positive,0.8,0.75
+DC Comics,Super easy get books early! Outstanding,Positive,0.34791666666666665,0.66875
+DC Comics,nan,nan,nan,nan
+DC Comics,Great. Still problems recovering purchases devices,Positive,0.8,0.75
+DC Comics,"All best comics best comic brand date. If DC, comic.",Positive,0.625,0.4
+DC Comics,Great love DC comics,Positive,0.65,0.675
+DC Comics,nan,nan,nan,nan
+DC Comics,I love comics finger tips.,Positive,0.5,0.6
+DC Comics,nan,nan,nan,nan
+DC Comics,It good hate buy,Negative,-0.050000000000000044,0.75
+DC Comics,It's awesome app.,Positive,1.0,1.0
+DC Comics,The movies suck comics fun.,Positive,0.3,0.2
+DC Comics,One best here! ☺,Positive,1.0,0.3
+DC Comics,Easy glitcy comixology,Positive,0.43333333333333335,0.8333333333333334
+DC Comics,"Love it, great time consumer.",Positive,0.65,0.675
+DC Comics,GREAT App. Access comics DC finger. New comics instantly.,Positive,0.31212121212121213,0.6237373737373737
+DC Comics,Best way catch DC Universe! Gotta it!,Positive,1.0,0.3
+DC Comics,It's perfect!,Positive,1.0,1.0
+DC Comics,"Great, love comics",Positive,0.65,0.675
+DC Comics,Need More Free Green Lantern Comics,Positive,0.2333333333333333,0.5333333333333333
+DC Comics,This great,Positive,0.8,0.75
+DC Comics,It's favorite,Positive,0.5,1.0
+DC Comics,Everything right,Positive,0.2857142857142857,0.5357142857142857
+DC Comics,Love,Positive,0.5,0.6
+DC Comics,,Neutral,0.0,0.0
+DC Comics,Visvesvarum,Neutral,0.0,0.0
+DC Super Hero Girls™,I'm young teen I love game u put things avatar please stuff thanks anyways,Positive,0.07999999999999999,0.31999999999999995
+DC Super Hero Girls™,Good entertaining I hope update future character minigames,Positive,0.39999999999999997,0.47500000000000003
+DC Super Hero Girls™,It might devise using make slow,Negative,-0.30000000000000004,0.39999999999999997
+DC Super Hero Girls™,Please put stuff otherwise fine already epicly amazing,Positive,0.5083333333333334,0.7
+DC Super Hero Girls™,I like though slow,Negative,-0.30000000000000004,0.39999999999999997
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,I can't believe amazing add stuff it'll great game,Positive,0.3333333333333333,0.6833333333333332
+DC Super Hero Girls™,I like very nice,Positive,0.78,1.0
+DC Super Hero Girls™,It wasma good game got boring,Negative,-0.23333333333333336,0.6666666666666666
+DC Super Hero Girls™,It dont good glitch,Positive,0.7,0.6000000000000001
+DC Super Hero Girls™,I downloaded hope worth,Positive,0.3,0.1
+DC Super Hero Girls™,It's good game,Positive,0.14999999999999997,0.5
+DC Super Hero Girls™,I loved add games play avatar,Positive,0.7,0.8
+DC Super Hero Girls™,I love,Positive,0.5,0.6
+DC Super Hero Girls™,Wonder woman,Neutral,0.0,0.0
+DC Super Hero Girls™,Abegail-love good thing,Positive,0.7,0.6000000000000001
+DC Super Hero Girls™,This game awesome,Positive,0.3,0.7
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,It cool,Positive,0.35,0.65
+DC Super Hero Girls™,Excellent,Positive,1.0,1.0
+DC Super Hero Girls™,liked,Positive,0.6,0.8
+DC Super Hero Girls™,The best cartoon game love dc super hero girls. The I love poison Ivy best write comments like,Positive,0.48888888888888893,0.4777777777777777
+DC Super Hero Girls™,"I like DC Superhero Girls powerful boys, I want DC Superhero. Boys cartoon look like.",Positive,0.3,1.0
+DC Super Hero Girls™,I love DC super hero girls much make games thank,Positive,0.3444444444444444,0.4888888888888889
+DC Super Hero Girls™,I love game amazing I love Supergirl wonder woman Harley Quinn I think girls love game like,Positive,0.2166666666666667,0.5833333333333334
+DC Super Hero Girls™,I love dc super hero girls make games Please,Positive,0.41666666666666663,0.6333333333333333
+DC Super Hero Girls™,The greatest game ever really inspires cause superhero Boys,Positive,0.26666666666666666,0.5333333333333333
+DC Super Hero Girls™,It's great game . My little sister likes much,Positive,0.10312500000000001,0.46249999999999997
+DC Super Hero Girls™,This game much fun loved dress game much fun,Positive,0.09999999999999996,0.4000000000000001
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,Luv favorite game shield defence favorite superhero ◇HARLEY QUINN ◇,Positive,0.19999999999999998,0.7999999999999999
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,Best game ever!!!!!! I love Dc super hero girls,Positive,0.20833333333333331,0.4916666666666666
+DC Super Hero Girls™,"I need open new profile characters like Miss Martian, Cheetah Raven",Positive,0.06818181818181818,0.4772727272727273
+DC Super Hero Girls™,"Great games, everyone love app...",Positive,0.65,0.675
+DC Super Hero Girls™,This best game I ever played,Positive,0.3,0.35
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,You add Catwoman great.,Positive,0.8,0.75
+DC Super Hero Girls™,This best games problem music game working I love so much,Positive,0.325,0.37499999999999994
+DC Super Hero Girls™,I'm young teen I love game u put things avatar please stuff thanks anyways,Positive,0.07999999999999999,0.31999999999999995
+DC Super Hero Girls™,Good entertaining I hope update future character minigames,Positive,0.39999999999999997,0.47500000000000003
+DC Super Hero Girls™,It might devise using make slow,Negative,-0.30000000000000004,0.39999999999999997
+DC Super Hero Girls™,Please put stuff otherwise fine already epicly amazing,Positive,0.5083333333333334,0.7
+DC Super Hero Girls™,I like though slow,Negative,-0.30000000000000004,0.39999999999999997
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,I can't believe amazing add stuff it'll great game,Positive,0.3333333333333333,0.6833333333333332
+DC Super Hero Girls™,I like very nice,Positive,0.78,1.0
+DC Super Hero Girls™,It wasma good game got boring,Negative,-0.23333333333333336,0.6666666666666666
+DC Super Hero Girls™,It dont good glitch,Positive,0.7,0.6000000000000001
+DC Super Hero Girls™,I downloaded hope worth,Positive,0.3,0.1
+DC Super Hero Girls™,It's good game,Positive,0.14999999999999997,0.5
+DC Super Hero Girls™,I loved add games play avatar,Positive,0.7,0.8
+DC Super Hero Girls™,I love,Positive,0.5,0.6
+DC Super Hero Girls™,Wonder woman,Neutral,0.0,0.0
+DC Super Hero Girls™,Abegail-love good thing,Positive,0.7,0.6000000000000001
+DC Super Hero Girls™,This game awesome,Positive,0.3,0.7
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,It cool,Positive,0.35,0.65
+DC Super Hero Girls™,Excellent,Positive,1.0,1.0
+DC Super Hero Girls™,liked,Positive,0.6,0.8
+DC Super Hero Girls™,The best cartoon game love dc super hero girls. The I love poison Ivy best write comments like,Positive,0.48888888888888893,0.4777777777777777
+DC Super Hero Girls™,"I like DC Superhero Girls powerful boys, I want DC Superhero. Boys cartoon look like.",Positive,0.3,1.0
+DC Super Hero Girls™,I love DC super hero girls much make games thank,Positive,0.3444444444444444,0.4888888888888889
+DC Super Hero Girls™,I love game amazing I love Supergirl wonder woman Harley Quinn I think girls love game like,Positive,0.2166666666666667,0.5833333333333334
+DC Super Hero Girls™,I love dc super hero girls make games Please,Positive,0.41666666666666663,0.6333333333333333
+DC Super Hero Girls™,The greatest game ever really inspires cause superhero Boys,Positive,0.26666666666666666,0.5333333333333333
+DC Super Hero Girls™,It's great game . My little sister likes much,Positive,0.10312500000000001,0.46249999999999997
+DC Super Hero Girls™,This game much fun loved dress game much fun,Positive,0.09999999999999996,0.4000000000000001
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,Luv favorite game shield defence favorite superhero ◇HARLEY QUINN ◇,Positive,0.19999999999999998,0.7999999999999999
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,Best game ever!!!!!! I love Dc super hero girls,Positive,0.20833333333333331,0.4916666666666666
+DC Super Hero Girls™,"I need open new profile characters like Miss Martian, Cheetah Raven",Positive,0.06818181818181818,0.4772727272727273
+DC Super Hero Girls™,"Great games, everyone love app...",Positive,0.65,0.675
+DC Super Hero Girls™,This best game I ever played,Positive,0.3,0.35
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,You add Catwoman great.,Positive,0.8,0.75
+DC Super Hero Girls™,This best games problem music game working I love so much,Positive,0.325,0.37499999999999994
+DC Super Hero Girls™,I'm young teen I love game u put things avatar please stuff thanks anyways,Positive,0.07999999999999999,0.31999999999999995
+DC Super Hero Girls™,Good entertaining I hope update future character minigames,Positive,0.39999999999999997,0.47500000000000003
+DC Super Hero Girls™,It might devise using make slow,Negative,-0.30000000000000004,0.39999999999999997
+DC Super Hero Girls™,Please put stuff otherwise fine already epicly amazing,Positive,0.5083333333333334,0.7
+DC Super Hero Girls™,I like though slow,Negative,-0.30000000000000004,0.39999999999999997
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,I can't believe amazing add stuff it'll great game,Positive,0.3333333333333333,0.6833333333333332
+DC Super Hero Girls™,I like very nice,Positive,0.78,1.0
+DC Super Hero Girls™,It wasma good game got boring,Negative,-0.23333333333333336,0.6666666666666666
+DC Super Hero Girls™,It dont good glitch,Positive,0.7,0.6000000000000001
+DC Super Hero Girls™,I downloaded hope worth,Positive,0.3,0.1
+DC Super Hero Girls™,It's good game,Positive,0.14999999999999997,0.5
+DC Super Hero Girls™,I loved add games play avatar,Positive,0.7,0.8
+DC Super Hero Girls™,I love,Positive,0.5,0.6
+DC Super Hero Girls™,Wonder woman,Neutral,0.0,0.0
+DC Super Hero Girls™,Abegail-love good thing,Positive,0.7,0.6000000000000001
+DC Super Hero Girls™,This game awesome,Positive,0.3,0.7
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,It cool,Positive,0.35,0.65
+DC Super Hero Girls™,Excellent,Positive,1.0,1.0
+DC Super Hero Girls™,liked,Positive,0.6,0.8
+DC Super Hero Girls™,The best cartoon game love dc super hero girls. The I love poison Ivy best write comments like,Positive,0.48888888888888893,0.4777777777777777
+DC Super Hero Girls™,"I like DC Superhero Girls powerful boys, I want DC Superhero. Boys cartoon look like.",Positive,0.3,1.0
+DC Super Hero Girls™,I love DC super hero girls much make games thank,Positive,0.3444444444444444,0.4888888888888889
+DC Super Hero Girls™,I love game amazing I love Supergirl wonder woman Harley Quinn I think girls love game like,Positive,0.2166666666666667,0.5833333333333334
+DC Super Hero Girls™,I love dc super hero girls make games Please,Positive,0.41666666666666663,0.6333333333333333
+DC Super Hero Girls™,The greatest game ever really inspires cause superhero Boys,Positive,0.26666666666666666,0.5333333333333333
+DC Super Hero Girls™,It's great game . My little sister likes much,Positive,0.10312500000000001,0.46249999999999997
+DC Super Hero Girls™,This game much fun loved dress game much fun,Positive,0.09999999999999996,0.4000000000000001
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,Luv favorite game shield defence favorite superhero ◇HARLEY QUINN ◇,Positive,0.19999999999999998,0.7999999999999999
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,Best game ever!!!!!! I love Dc super hero girls,Positive,0.20833333333333331,0.4916666666666666
+DC Super Hero Girls™,"I need open new profile characters like Miss Martian, Cheetah Raven",Positive,0.06818181818181818,0.4772727272727273
+DC Super Hero Girls™,"Great games, everyone love app...",Positive,0.65,0.675
+DC Super Hero Girls™,This best game I ever played,Positive,0.3,0.35
+DC Super Hero Girls™,nan,nan,nan,nan
+DC Super Hero Girls™,You add Catwoman great.,Positive,0.8,0.75
+DC Super Hero Girls™,This best games problem music game working I love so much,Positive,0.325,0.37499999999999994
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"This best zombie game I played.. Excellent controls, stunning guns,crazy zombies amazing effects much really great time killer giving star deserves it... VNG game studious.. You guys got right.. You probably give ... Full Review",Positive,0.4150793650793651,0.6484126984126983
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"It seems like fun game, I rated low I can't mission 2 tutorial mission (right buying mp5). I tried reinstalling game, resetting phone clicking everywhere screen (including told to). Once fixed I change review I want play game, redo first tutorial mission",Negative,-0.03303571428571429,0.34613095238095243
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"I Like The Game, But It Keeps RESTARTING And Making Me Lose All My Progress And My Perks. More Than 3 Times I Have Been Past Level 30 On Zombie River With No Reload Perk + More, And I Have Been ROBBED EVERY TIME! !!! It Makes Me Want To Delete This Through Annoyance And Discouragement Of Losing Progress When You Finally Do Your Best Peaks! !!! You Need To Fix The PROBLEM Of The RESTARTING On The Players. My Friends Have The Same Issue. Thanks",Positive,0.25625000000000003,0.409375
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"Very hard game.,.no chance get gold 1 2 gold finish mission. . Very limited watch videos get gold. . Low gold high expensive buy powerful weapon. . Not balancing pay win game dissapointed",Negative,-0.014002976190476205,0.528735119047619
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Well beginning thought could move dan walk different places game yeah not. If stay stand it'll boring,Negative,-0.4666666666666666,0.6666666666666666
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Im wondering game wont load previous rank level whenever I install game new phone. Please fix it. Its easy play high level. Thanks.,Negative,-0.10462121212121214,0.48681818181818187
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Earning gold really difficult gold items expensive can't play previous levels. But afterall really great game.,Negative,-0.15333333333333335,0.6033333333333333
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"What game....... I love it, clearing level 30, game becoming boring. Please introduce new guns excitement upper level games,otherwise leave it.",Negative,-0.10194805194805197,0.5292207792207793
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,GAME STUDIOS unbreakable item used for???? I accidentally lost gold I get back/or I get back? I 702 gold accidentally touched unbreakable item I 23 gold Please answer,Negative,-0.2,0.2
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Good zombie game would have 5 star keeps force closing every time I reach level 30 survival. Please fix problem,Positive,0.14999999999999997,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It's bad I can't play online I'm online game kick suddenly plus I can't claim reward,Negative,-0.36666666666666664,0.5222222222222223
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"To enjoy game must money buy equipments online ,no way unlike games, discouraging awarded 1 2 gold hard battle. I unstalled game",Negative,-0.17291666666666666,0.4604166666666667
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,So much game. Can't stop playing game. Very addictive. I'm beginner shooter game makes feel like pro.,Negative,-0.30000000000000004,0.55
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It's somehow great & somehow lame time At least prises every weapon wait da ranks get da prives,Positive,1.850371707708594e-17,0.6333333333333333
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Keeps freezing shutting down. Seems like developers cant keep maintaining.,Negative,-0.15555555555555559,0.2888888888888889
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Love game . Download issue . came late (3 days) it.,Negative,-0.06666666666666667,0.5333333333333333
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"Good game. One small thing daily quest written medical ""kid"", please fix this.",Positive,0.009999999999999986,0.27999999999999997
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Its gud see alott ads video.so plz improve it.I Have complent 242gold coins updated found 85gold coins.Please solve problem soon??,Neutral,0.0,0.0
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Change graphic earning gold..moreover Upgrade zombies.,Neutral,0.0,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Best game good graphics would better let us move,Positive,0.44999999999999996,0.45
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,gun damage allow guns play becse hard,Negative,-0.2916666666666667,0.5416666666666666
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,The hand grenade casino is not coming more than 1000 times by casino tax,Positive,0.5,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Freezes closes gameplay every time I try play. Tried uninstalling reinstalling avail.,Neutral,0.0,0.0
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"Its nice game, deleted I've reinstall it. Its really great.",Positive,0.3333333333333333,0.7166666666666667
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"I love it, I know get redeem codes .",Positive,0.5,0.6
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Not good games game play gsmes system good. But control good,Positive,0.16249999999999998,0.55
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Weapons able kill zombies unable reach level 17 weapons unlock,Neutral,0.0,0.5625
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,I love game hope guys come another,Positive,0.04999999999999999,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It good game.i wii play many game.but game best,Positive,0.44999999999999996,0.45
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,When I complete mission add coming pls stop . My interest going down.,Negative,-0.02777777777777779,0.34444444444444444
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Very nice game give money gold,Positive,0.19,0.7
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Omg that's zombie hunting game!,Negative,-0.5,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,I love game. I'm addicted game.best jombi game ever I played,Negative,-0.17500000000000002,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,The game keeps shutting game play like it.,Negative,-0.4,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Over great glitch I try buy grenades dosent option gold actual money I have!...,Positive,0.4,0.425
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Great idont money buy ai aiso,Positive,0.8,0.75
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,hello vng.....i played game year ago without buying gold weapons reached 70levels even bUyed AK47 kill normal zombie need 4to5 bullets even near..and poison zombie whole Ak47 cartridge enoufgh hell wasted time money....unInstalled..,Negative,-0.0625,0.36249999999999993
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Im girl like horror stuff(don't judge me) And saw game love with Good job jo GREAT job,Positive,0.4,0.5875
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Great game good graphics cool guns everything,Positive,0.36250000000000004,0.6
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Will I able retrieve level 19 son accidentally deleted progress pls kindly help this...thank,Positive,0.55,0.7625
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It's Killing Spree!!!! Ooooohhh Yeahhh...,Neutral,0.0,0.0
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Any gun I stored purchase card working purchase gun,Neutral,0.0,0.0
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Best zombie game played ever love,Positive,0.3666666666666667,0.4333333333333333
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It difficult game I love,Negative,-0.13333333333333333,0.6666666666666666
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Guns power low zombies power higher gun ok,Positive,0.25,0.43333333333333335
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Great game heats phone short time. Please rectify it'll superb.,Positive,0.35,0.6125
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,How I retrieve old data account?.,Positive,0.1,0.2
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Cool game love shooting zombies.,Positive,0.15,0.5499999999999999
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,better coc best get 100's awards,Positive,0.75,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"Not bad. Could make ""free gold"" actions little bit easier complete... But overall good fps game",Positive,0.13749999999999998,0.48095238095238096
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,This game ossam game nic play nic control gooooooooood,Negative,-0.4,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,I like game much loved much,Positive,0.16666666666666666,0.46666666666666673
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"Love game! Easy play, even hard levels challenging frustratingly difficult. I could play hours.",Positive,0.0236111111111111,0.7291666666666666
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,A really pleasant performance. Its exciting game.,Positive,0.21111111111111105,0.7222222222222222
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Im addicted game,Negative,-0.4,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It amazing much charge group chat I phone number email charge group,Positive,0.4,0.55
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It's really good best zombie games I ever played,Positive,0.85,0.45000000000000007
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Very fun addictive game,Negative,-0.003333333333333336,0.52
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,This best zombie 2nd world first residents evil also good game,Positive,0.09166666666666666,0.4388888888888889
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Most boring game ever played,Negative,-0.3,0.6333333333333333
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Very haunted dangerous games,Negative,-0.19999999999999998,0.6
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Very interesting game.,Positive,0.125,0.525
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,A lot action. A lot zombies. Great graphics,Positive,0.45,0.425
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,There are ghosts game huntersticks,Negative,-0.4,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Weapons upgrade prise loweled,Neutral,0.0,0.0
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It's wonderful games...it's favorite game..,Positive,0.3666666666666667,0.7999999999999999
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,A game of beautiful Ouye and Salih Jarboha and claim,Positive,0.22499999999999998,0.7
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Cool game reminds arcade zombie games,Negative,-0.025000000000000022,0.525
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Best game forever,Positive,0.3,0.35
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Wow that's fine. The best game ever.,Positive,0.2791666666666667,0.55
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,This game beyond fun Awesome good full control nice detail Graphics I Love it.,Positive,0.43571428571428567,0.6214285714285713
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Nice game attention wandering game,Negative,-0.0666666666666667,0.6
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Awesome game I enjoy every moment,Positive,0.3333333333333333,0.6333333333333333
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Nice game play new features,Positive,0.11212121212121211,0.6181818181818182
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,I'm seeing high rewards never gets - minimal rewards.,Positive,0.03,0.57
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Very good game I like,Positive,0.25499999999999995,0.5900000000000001
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,This great game Because game expressive,Positive,0.2,0.6375
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,No enjoying boring games,Negative,-0.625,0.8
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Its zombie shoters game,Negative,-0.4,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"I like gives coins ,gold gun",Neutral,0.0,0.0
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,The game superior graphics,Positive,0.14999999999999997,0.65
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"Very hard game.,.no chance get gold 1 2 gold finish mission. . Very limited watch videos get gold. . Low gold high expensive buy powerful weapon. . Not balancing pay win game dissapointed",Negative,-0.014002976190476205,0.528735119047619
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Well beginning thought could move dan walk different places game yeah not. If stay stand it'll boring,Negative,-0.4666666666666666,0.6666666666666666
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Im wondering game wont load previous rank level whenever I install game new phone. Please fix it. Its easy play high level. Thanks.,Negative,-0.10462121212121214,0.48681818181818187
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Earning gold really difficult gold items expensive can't play previous levels. But afterall really great game.,Negative,-0.15333333333333335,0.6033333333333333
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"What game....... I love it, clearing level 30, game becoming boring. Please introduce new guns excitement upper level games,otherwise leave it.",Negative,-0.10194805194805197,0.5292207792207793
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,GAME STUDIOS unbreakable item used for???? I accidentally lost gold I get back/or I get back? I 702 gold accidentally touched unbreakable item I 23 gold Please answer,Negative,-0.2,0.2
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It's bad I can't play online I'm online game kick suddenly plus I can't claim reward,Negative,-0.36666666666666664,0.5222222222222223
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"To enjoy game must money buy equipments online ,no way unlike games, discouraging awarded 1 2 gold hard battle. I unstalled game",Negative,-0.17291666666666666,0.4604166666666667
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,So much game. Can't stop playing game. Very addictive. I'm beginner shooter game makes feel like pro.,Negative,-0.30000000000000004,0.55
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It's somehow great & somehow lame time At least prises every weapon wait da ranks get da prives,Positive,1.850371707708594e-17,0.6333333333333333
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Its gud see alott ads video.so plz improve it.I Have complent 242gold coins updated found 85gold coins.Please solve problem soon??,Neutral,0.0,0.0
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Change graphic earning gold..moreover Upgrade zombies.,Neutral,0.0,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,The hand grenade casino is not coming more than 1000 times by casino tax,Positive,0.5,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"Its nice game, deleted I've reinstall it. Its really great.",Positive,0.3333333333333333,0.7166666666666667
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Weapons able kill zombies unable reach level 17 weapons unlock,Neutral,0.0,0.5625
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,I love game hope guys come another,Positive,0.04999999999999999,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It good game.i wii play many game.but game best,Positive,0.44999999999999996,0.45
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Very nice game give money gold,Positive,0.19,0.7
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,I love game. I'm addicted game.best jombi game ever I played,Negative,-0.17500000000000002,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,The game keeps shutting game play like it.,Negative,-0.4,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"This best zombie game I played.. Excellent controls, stunning guns,crazy zombies amazing effects much really great time killer giving star deserves it... VNG game studious.. You guys got right.. You probably give ... Full Review",Positive,0.4150793650793651,0.6484126984126983
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"I Like The Game, But It Keeps RESTARTING And Making Me Lose All My Progress And My Perks. More Than 3 Times I Have Been Past Level 30 On Zombie River With No Reload Perk + More, And I Have Been ROBBED EVERY TIME! !!! It Makes Me Want To Delete This Through Annoyance And Discouragement Of Losing Progress When You Finally Do Your Best Peaks! !!! You Need To Fix The PROBLEM Of The RESTARTING On The Players. My Friends Have The Same Issue. Thanks",Positive,0.25625000000000003,0.409375
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"To enjoy game must money buy equipments online ,no way unlike games, discouraging awarded 1 2 gold hard battle. I unstalled game",Negative,-0.17291666666666666,0.4604166666666667
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"Not bad. Could make ""free gold"" actions little bit easier complete... But overall good fps game",Positive,0.13749999999999998,0.48095238095238096
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Keeps freezing shutting down. Seems like developers cant keep maintaining.,Negative,-0.15555555555555559,0.2888888888888889
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"Good game. One small thing daily quest written medical ""kid"", please fix this.",Positive,0.009999999999999986,0.27999999999999997
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"What game....... I love it, clearing level 30, game becoming boring. Please introduce new guns excitement upper level games,otherwise leave it.",Negative,-0.10194805194805197,0.5292207792207793
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Best game good graphics would better let us move,Positive,0.44999999999999996,0.45
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It's bad I can't play online I'm online game kick suddenly plus I can't claim reward,Negative,-0.36666666666666664,0.5222222222222223
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Freezes closes gameplay every time I try play. Tried uninstalling reinstalling avail.,Neutral,0.0,0.0
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,gun damage allow guns play becse hard,Negative,-0.2916666666666667,0.5416666666666666
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,I love game hope guys come another,Positive,0.04999999999999999,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It good game.i wii play many game.but game best,Positive,0.44999999999999996,0.45
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It's somehow great & somehow lame time At least prises every weapon wait da ranks get da prives,Positive,1.850371707708594e-17,0.6333333333333333
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,"I love it, I know get redeem codes .",Positive,0.5,0.6
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Very nice game give money gold,Positive,0.19,0.7
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Great game good graphics cool guns everything,Positive,0.36250000000000004,0.6
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,It difficult game I love,Negative,-0.13333333333333333,0.6666666666666666
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,How I retrieve old data account?.,Positive,0.1,0.2
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Cool game love shooting zombies.,Positive,0.15,0.5499999999999999
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,better coc best get 100's awards,Positive,0.75,0.4
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,Im addicted game,Negative,-0.4,0.5
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,This best zombie 2nd world first residents evil also good game,Positive,0.09166666666666666,0.4388888888888889
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,A lot action. A lot zombies. Great graphics,Positive,0.45,0.425
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEAD TARGET: FPS Zombie Apocalypse Survival Games,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,nan,nan,nan,nan
+DEER HUNTER 2018,"The movement scope mode slow, thank you.",Negative,-0.30000000000000004,0.39999999999999997
+DEER HUNTER 2018,I uninstall reinstall hunt game let back till uninstall reinstall hunt,Negative,-0.2,0.2
+DEER HUNTER 2018,Absolutely horrible loads way slow,Negative,-0.65,0.7
+DEER HUNTER 2018,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,"Everything looks delicious, it's just recipes that can be easily done. Just watching it is fun.",Positive,0.5777777777777778,0.6777777777777779
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,"I am not good at cooking, great recommendation for those who do not have time to learn!",Positive,0.325,0.675
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,Love videos!!,Positive,0.78125,0.6
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,We have plenty of innovative ideas and everyday cuisine has become fun!,Positive,0.225,0.6
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,I get cooking inspiration lot.,Neutral,0.0,0.0
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,thank,Neutral,0.0,0.0
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,"thanks to the delishkitchen recipes, I can study Japanese cuisine, and is very helpful.",Positive,0.13333333333333333,0.16666666666666666
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,I can not cook as much as I like it ❤ I really appreciate it ❤ You can easily make recipes such as a microwave recipe or a rice cooker,Positive,0.20833333333333334,0.43333333333333335
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,Great introduction Japanese food.,Positive,0.4,0.375
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,It is fun and easy to make delicious things.,Positive,0.5777777777777778,0.6777777777777777
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,good,Positive,0.7,0.6000000000000001
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,So useful app! I wish could written English.,Positive,0.1875,0.0
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,Helpful busy mum give good inspiration,Positive,0.39999999999999997,0.45000000000000007
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nice app! It'd better English subtitle like international cousins!,Positive,0.3125,0.375
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,Great,Positive,0.8,0.75
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,Convenient and easy to use!,Positive,0.5416666666666667,0.8333333333333334
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,Useful,Positive,0.3,0.0
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,Helpful easy understand tutorial thank admin keep,Positive,0.43333333333333335,0.8333333333333334
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,"Easy recipe, anyone can do it.",Positive,0.43333333333333335,0.8333333333333334
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,best support every time.,Positive,1.0,0.3
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,It's good application. Easy see many good menu children adult.,Positive,0.48666666666666664,0.5666666666666667
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,___ ___ ___ ___ ___ 0,Neutral,0.0,0.0
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,There is nothing troubling with the story of cooking anymore!,Neutral,0.0,0.0
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,nan,nan,nan,nan
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,easy fallow,Positive,0.43333333333333335,0.8333333333333334
+DELISH KITCHEN - 無料レシピ動画で料理を楽しく・簡単に！,"Easy follow, quick make!",Positive,0.425,0.6666666666666667
+DINO HUNTER: DEADLY SHORES,"I love game, ads complicated, great people like me. The thing I would differently allowing players hunt areas, without special weapon need ton coins for. Still love game area so... Full Review",Positive,0.13412698412698412,0.607936507936508
+DINO HUNTER: DEADLY SHORES,"Glu games never fail dissapoint, Dino Hunter Deadly Shores exception. The graphics satisfying, weapons creative gameplay entertaining. I empathetic, realize You need ads generate income, amount afs game rudiculous Nonetheless, I great experience playing game, It never fails keep entertained enthralled. Keep up!",Positive,0.20694444444444443,0.5833333333333335
+DINO HUNTER: DEADLY SHORES,"It time killer fun bit. The graphics good. My main point contention shady sales practice two GLU credit packs price (say $49.99) 1300 credits 2500. There really difference world, except says credit pack says value pack. It get payment screen observant notice ""value pack"" 2500 credits $49.99 monthly subscription. They need clearly state listing people well aware hit purchase button. But shady fu*k",Positive,0.15208333333333335,0.40208333333333335
+DINO HUNTER: DEADLY SHORES,"Dino Hunter:Deadly Shores great game takes back stone age dinosaurs. With great graphic design, beautiful dinosaur design runs pretty smooth would play awesome game one. The game many guns modify, dinosaurs modes explore. Similar ""Deer Hunter"" big better atmosphere TV game. Overall fun game recommend it!",Positive,0.1736842105263158,0.47894736842105273
+DINO HUNTER: DEADLY SHORES,"Great game. Lots fun pass time. I would given 5/5 except fact heavily favor purchases 10 times difficult advance without spending real money. But graphics, gameplay, concept game I give 10/10!",Negative,-0.042857142857142864,0.507142857142857
+DINO HUNTER: DEADLY SHORES,"overall game great. problem annonying is. TIMER ERROR , I deer hunter classic also problem appears dh classic time. problem today recharged weekly internet package mobile data open internet connection problem resolved. want say please fix problem problem energy refilled. please something",Positive,0.12222222222222222,0.33055555555555555
+DINO HUNTER: DEADLY SHORES,"Ads gameplay!!!! It would 5 star game worth paying ads game play. They pause game, still annoying. Free ads screens thing, pop ups middle shooting wrong.",Negative,-0.22500000000000003,0.4875
+DINO HUNTER: DEADLY SHORES,This game would alot better without many ads. The ads bug ones forced upon hunt. Also issue purchasing upgrade game currency confirming purchase ad caused game crash. After reloading currency gone didnt receive upgrade. If ads reduced would great game.,Negative,-0.012500000000000011,0.44375
+DINO HUNTER: DEADLY SHORES,Awesome wish could make play long want. Because boring able play forever. If dont know mean. Well maybe help bar electric simbol wish could go away could play long want. Please,Positive,0.014583333333333325,0.6854166666666667
+DINO HUNTER: DEADLY SHORES,Overall great game. It's 'Energy System' bother lot. I mean what's point wait nearly two hours play used energy 5 minutes?!,Positive,0.0425,0.44749999999999995
+DINO HUNTER: DEADLY SHORES,"The overall feel game ok. It's good game time pass whenever I open game, I'm unable play energy bar always empty!! Even I open game 8-10 hours still energy available. Frustrated I uninstalled game week I installed I'm still facing problem!!",Negative,-0.14151785714285717,0.4071428571428572
+DINO HUNTER: DEADLY SHORES,I've playing game since 2016. I know I different carriers phones stats always begin over. I know means rollover data therefore reason alone l say greedy little men women. The game favorites is. I've spent thousands game alone every penny worth it.,Negative,-0.16964285714285718,0.35714285714285715
+DINO HUNTER: DEADLY SHORES,"Worse ad player deer hunter...at least get something, almost every hunt. And always trying sell better weapon item make play better.",Positive,0.07500000000000001,0.5
+DINO HUNTER: DEADLY SHORES,"Really fun game. I like heart lung shots counted well head shots. The problem I energy hunt. I know need make money helps cut ads, I want keep playing! Energy refill free time, course; bit inconvenience.",Positive,0.06666666666666667,0.46666666666666673
+DINO HUNTER: DEADLY SHORES,"Too many adds, spend time waiting energy playing. Over pay play fun, repetitive frustrating. Save energy dont bother",Positive,0.037500000000000006,0.4625
+DINO HUNTER: DEADLY SHORES,All stupid game cheat. You shoot dinosaur misses even though clearly shot it. It give enough time anything free-to-play poison mobile gaming market dominated completely. This game cheats cheats cheats case I make clear stupid game nothing cheat designed cheaters made game cheats. I'm angry much game allow win.,Negative,-0.2307692307692307,0.5435897435897437
+DINO HUNTER: DEADLY SHORES,nan,nan,nan,nan
+DINO HUNTER: DEADLY SHORES,"Game great. But 4th region killing Loki pain ass. No matter try, either riffle slows dino comes fast. You get rewards even fail. But going ahead also important. It keeps interest player game. And please option convert virtual money virtual gold coins. That would great. Thank you.",Positive,0.1285714285714286,0.5999999999999999
+DINO HUNTER: DEADLY SHORES,I game long time ago. It like best game ever. I decided download worst game ever. There thing pops every 5 seconds try shoot dinosaurs. The words unreadable dont make sense. Please dont downloud!!!!,Negative,-0.30442708333333335,0.48333333333333334
+DINO HUNTER: DEADLY SHORES,"I absolutely love game! I played several times course years I always seem go back it. The graphics great easy obtain money upgrades. I never come across issues. Overall, best hunting games I ever played.",Positive,0.2791666666666667,0.36041666666666666
+DINO HUNTER: DEADLY SHORES,From perspective work fixing lags game well server using. It would better could allow rare items brought game money instead gold coins nobody left out.,Negative,-1.1102230246251566e-17,0.44000000000000006
+DINO HUNTER: DEADLY SHORES,"I love game dearly... But problem whenever I play least 15 minutes lg tablet, game glitches goes back home screen",Negative,-0.12000000000000002,0.36
+DINO HUNTER: DEADLY SHORES,"I think game cool special effects added backgrounds like raining. There something wrong something alive 3 heart shots. On occasions dinosaurs shoot assigned target, shoot heart shot die easily. Ex.(Triceritops dies shot heart, assigned target not)",Positive,0.056746031746031746,0.6257936507936508
+DINO HUNTER: DEADLY SHORES,"The arrow heads get sharper probably even smaller order increase penetration. The game maker, makes arrow head get bigger upgrading increase drag increase surface area making harder stab threw things slower.",Negative,-0.12,0.29416666666666663
+DINO HUNTER: DEADLY SHORES,"This game AWSOME! You waste storage game. My problem (Mabe beacuse terrible WiFi connection) I never downlaod 2nd region. Please fix this. I really want 2nd region beacuse I already stuff region 1. Plz fix. Also, glitch I lost gold. I 40 gold I can't collect gold more. Please fix this.",Negative,-0.17500000000000002,0.3125
+DINO HUNTER: DEADLY SHORES,"Hi, game pretty nice. I problem I select hunt bow daily missions. Is trick solve this? The problem look like half screen vertical, bad sync half, quite impossible see monsters; I select zoom, appear moment clear image, long...is impossible mission....please fix this.",Negative,-0.18166666666666664,0.5783333333333334
+DINO HUNTER: DEADLY SHORES,"It's habitual redundant. Great graphics. It becomes apparent right away keep dishing money anything basic mode, repetitive. But free, I think anybody complain free stuff, good considering that. I can't see paying though, although bad.",Positive,0.14857142857142863,0.5077380952380952
+DINO HUNTER: DEADLY SHORES,I really like game. Addictive. I really annoyed alarm sound randomly starts game play ive contacted customer care reply. And done surveys free glu credits received credits would 150 glue credits .,Negative,-0.08750000000000001,0.5499999999999999
+DINO HUNTER: DEADLY SHORES,"Its amazing game, I mention things change? Like I turn much? Is easter egg behind me? Or trying annoying. On second thought, scope damn unstable? Ease make little bit stable.",Negative,-0.14107142857142857,0.5142857142857143
+DINO HUNTER: DEADLY SHORES,It good game. All bugs A.I issue big dinosaurs. They start walking way suddenly turn round go another way causing lose I missed shot,Positive,0.019999999999999983,0.4
+DINO HUNTER: DEADLY SHORES,"It's favorite game play... But I complaint... The reload button close fire button... Almost every time I go hit fire button, I hit reload button... It would nice could relocate reload button!! Just thought!!! Keep great work!!",Positive,0.36,0.6699999999999999
+DINO HUNTER: DEADLY SHORES,"New rating.. From 3 stars 1.. Ads game expected.. But ur bein attacked ad pops causing aim die, overb that's freakin rediculous.. Uninstalling. Get heads outta ur asses fix it.. All games including deer hunter games deleted reason.. Finding game thats rip",Negative,-0.19090909090909092,0.4136363636363636
+DINO HUNTER: DEADLY SHORES,"The graphics animals good, background graphics leave something desired. It's also kind annoying often I get special offers want pay real money.",Positive,0.19285714285714284,0.5452380952380952
+DINO HUNTER: DEADLY SHORES,Had game months.. Purchased problem.. Was level 12. During last month purchased almost 100 dollars coins receive reset back level 1. So coins 100$ back level 1. Pissed off!!!!,Negative,-0.1,0.11666666666666667
+DINO HUNTER: DEADLY SHORES,Cheap buy stuff give way powered arms ask ridiculousl amount upgrade weapons. Then watch tons advertisement make money receive thing watch free. Then want try games cheat like Hulu. But I get measly little 14 points never received 11 dfndr 814 Hulu. Just done games put out. Sorry y'all good.,Positive,0.04097222222222221,0.7444444444444445
+DINO HUNTER: DEADLY SHORES,"It's fine. Moderately fun, like killing boring dinosaurs buy overpriced guns kill dinosaur ease, enjoy game. It needs exciting dinosaurs, often. Otherwise, repetitive boring.",Negative,-0.15416666666666667,0.58125
+DINO HUNTER: DEADLY SHORES,"Well honest I really enjoy game however day two ago I TIMER ERROR, went came back coins disappeared... annoying I saving exotic gun... ever since completing exotic hunts level 2 part reward 3 coins refuses add up... The game would've gotten rating 5 happen!!!",Positive,0.0023437499999999917,0.6375
+DINO HUNTER: DEADLY SHORES,Absolute bull shi*. Made great game reload close shoot button dinoaur flies air start reloading. The ads everywhere game crashes. Absolute shi*.,Positive,0.07999999999999999,0.6699999999999999
+DINO HUNTER: DEADLY SHORES,nan,nan,nan,nan
+DINO HUNTER: DEADLY SHORES,"U always develop best games. Big up, u cn correct much options confusing tabs upgrades. Ur desktop busy! Keep simple like sniper X. Otherwise u good guys. U never disappoint.",Positive,0.2464285714285714,0.3224489795918367
+DINO HUNTER: DEADLY SHORES,"This game bomb!! But may suggest new features add game. Add new gamemode called survival mode. Stay alive long enemies come bigger amounts wave. Also add new weapon type called handguns. The m1911, revolver, desert eagle handguns suggest adding in. Also add gamemode lets play dinosuar. You must kill hunter making sure dont kill you. Also add city map, farm",Negative,-0.0073232323232323366,0.48361391694725026
+DINO HUNTER: DEADLY SHORES,Could different game modes. Decent game. Only problem I Samsung Galaxy S9 support full screen device. Can please fix it?,Negative,-0.04722222222222224,0.6027777777777777
+DINO HUNTER: DEADLY SHORES,The game great hard slide across screen quickly. Also major hunts almost IMPOSSIBLE beat unless spend money. This needs fixed. Spending crystals maybe?,Negative,-0.008928571428571425,0.555952380952381
+DINO HUNTER: DEADLY SHORES,"I initially impression would like Turok. But stand still whole time poach dinos. Also, flashy microtransactions big turn-off me.",Negative,-0.075,0.25
+DINO HUNTER: DEADLY SHORES,This game really fun spent hours trying kill dinos game kills time faster kills dinos problem please decrease price guns upgrades add money mission would great 4 STARS game VERY GOOD,Positive,0.10142857142857141,0.4328571428571429
+DINO HUNTER: DEADLY SHORES,I used love game NOT WORKING RIGHT!!! there's kind glitch going please fix A.S.A.P!!!! also able buy better weapons cash EARN. If would BEST GAME EVER!!! I would like much give 5 stars again!!!!!,Positive,0.3874596974206349,0.4956349206349206
+DINO HUNTER: DEADLY SHORES,I love game however getting glu credits much difficult. It like expect us buy glu credits everything like that. I would love certain events. Or times could get glu credits. I would thank could respond. Thank you.,Positive,0.06285714285714286,0.6342857142857143
+DINO HUNTER: DEADLY SHORES,I hate game. I last played game months ago thought would fun reinstall play reason I tried install game progress crashed I level 1 again! What hell !!!!,Negative,-0.3833333333333333,0.39444444444444443
+DINO HUNTER: DEADLY SHORES,I playing shooting games But game greater love game. Best game ever played. There problems sure would solved soon,Positive,0.1857142857142857,0.49841269841269836
+DINO HUNTER: DEADLY SHORES,"This game great, picked I found old tablet I've blast. Only problem levels load properly. Namely, Troodon levels requiring bow (freezes immediately starting), Mandible's trophy hunt. The latter caused lot problems, dinosaur's model load properly, shots fired target areas recognized, dinosaur literally goes map itself, player spawned incorrectly moved closer dinosaur gets close time essentially slows ""final shot"", were, nothing fire I'm stuck broken view legs groin. These made level hard beat, hitboxes things essentially broken. Other that, game great.",Negative,-0.019791666666666666,0.4260416666666667
+DINO HUNTER: DEADLY SHORES,nan,nan,nan,nan
+DINO HUNTER: DEADLY SHORES,I remember game years ago amazing. You could roam around shoot many dinosaurs wanted point shoot. I uninstalled piece garbage ASAP. Please bring old game back,Positive,0.06666666666666667,0.39999999999999997
+DINO HUNTER: DEADLY SHORES,"This game cool It's like thrill I try little sporting talk little trash I wing em bit ,and close I tell raunchy smell,I em big favor, eyes..Dino. Phx,Arizona",Negative,-0.15416666666666667,0.525
+DINO HUNTER: DEADLY SHORES,"Some controls little wonky, game rather mean-spirited, overall game play pretty solid. A good time KILLER (lol, get it?.. I'll go now)",Positive,0.05138888888888888,0.4444444444444444
+DINO HUNTER: DEADLY SHORES,I game 2 years updates I can't seem go region 2. I stuck region 1. Please fix!!!! It annoying move on. Thank,Negative,-0.88828125,0.65
+DINO HUNTER: DEADLY SHORES,This game fun addicting reason I gave 3 star review level 9 high go without buy weapons gold coins money continue. This makes really hard give higher rating.,Positive,0.003666666666666657,0.43633333333333335
+DINO HUNTER: DEADLY SHORES,Wow dinosaur hunting game awesome I upgraded rifle awesome I fought last dinosaur boss region 1 finish *ads come dies lose energy wait* thanks ad I needed lose chance take,Positive,0.31666666666666665,0.6111111111111112
+DINO HUNTER: DEADLY SHORES,nan,nan,nan,nan
+DINO HUNTER: DEADLY SHORES,"This game accuracy precision. I love game. For game, free Google Play Store. This Dino Hunter: Deadly Shores. Get free!",Neutral,0.0,0.5428571428571428
+DINO HUNTER: DEADLY SHORES,really cool game bugs can't switch shoot aim button. gets annoying used play like this. can't anything cause settings,Negative,-0.2833333333333334,0.65
+DINO HUNTER: DEADLY SHORES,Impossible play without spending money I can't get past t-rex region 1 Maybe I spent things slow dino rate higher make regions take Less storage I beat region finally,Negative,-0.1761904761904762,0.47380952380952385
+DINO HUNTER: DEADLY SHORES,"I used love game get 5th 6th map, fun anymore keep playing contract hunts get enough money upgrade gun play trophy hunt. It gets boring shooting old dinosaurs contract hunt. There also ads every game, annoying.",Negative,-0.21250000000000002,0.525
+DINO HUNTER: DEADLY SHORES,"Good til region 9 onward, lazy, poorly put together, glitchy boring. But regions 1 8 game clever fun. Hunts challenging enjoyable levels set way helps ready trophy hunts.",Positive,0.03166666666666667,0.6733333333333333
+DINO HUNTER: DEADLY SHORES,"It feels little pushy ""purchase ehh???"" But playable without purchase good enough give 5 star. It require money shove hard buying.",Positive,0.05520833333333332,0.5354166666666667
+DINO HUNTER: DEADLY SHORES,nan,nan,nan,nan
+DINO HUNTER: DEADLY SHORES,nan,nan,nan,nan
+DINO HUNTER: DEADLY SHORES,This game good cant explain it. I played game long time couldn't finish downloading game best. I dont care people say,Positive,0.075,0.4166666666666666
+DINO HUNTER: DEADLY SHORES,"I want like this, bad game, I can't delete though, I want to.. I guess good killing time run stamina points whatever called here.",Negative,-0.1333333333333333,0.5555555555555556
+DINO HUNTER: DEADLY SHORES,"Enjoying Dino Hunter: Deadly Shores. I @ level 24. Have completed Achievements, thus make sense regions also I limited phone memory. Thank U Developers wonderful game. Looking forward Deer Hunter future & learning savour game better way...",Positive,0.11607142857142858,0.4459821428571428
+DINO HUNTER: DEADLY SHORES,For want buy purchases game them. Can't get threw game spending money. The coin purchase choices slim unless want spend $19.99 every time need 480 coins stuck signing monthly payment plan. And end mission win move next mission fairly quickly loose stuck looking read screen telling killed seems quite bit lag time it. Graphics good game controls ok I guess good get phone screen. The reload times times shots much slower would real life. And game telling gun hunt great several telling need people would pick,Positive,0.13487179487179488,0.347948717948718
+DINO HUNTER: DEADLY SHORES,I have loved game lot really annoying popping screen ads stuff like that. Other I love game wouldn't mind paying bit opt ads,Negative,-0.08750000000000002,0.5791666666666667
+DINO HUNTER: DEADLY SHORES,"I love game good, I feel like things take way long do, although, game fun every currency easy obtain, like currency games get leveling completing challenges something normally makes impossible obtain large numbers special currencies! :)",Positive,0.1439484126984127,0.5902777777777778
+DINO HUNTER: DEADLY SHORES,The game far wonderful exciting good time kill I like graphics style overall gameplay good job guys keep hard work I'll stay true games,Positive,0.27314814814814814,0.6212962962962965
+DINO HUNTER: DEADLY SHORES,Great game thing every time complete mission pops go next mission take care would real amazing game I would definitely recommend people,Positive,0.14285714285714285,0.4928571428571428
+DINO HUNTER: DEADLY SHORES,nan,nan,nan,nan
+DINO HUNTER: DEADLY SHORES,"It fun killing dinosaur Damn shotgun gun but. You said hunt cost energy I never find show MON,TUES,WED,THURS,FRI,SAT,SUN, hunt more.please fix Damn problem",Positive,0.3,0.2
+DINO HUNTER: DEADLY SHORES,guys suck...i asked written many times saying I unable play game anymore glitch...you anything help. Your self trouble shooting ideas work samsung S8,Negative,-0.15000000000000002,0.39999999999999997
+DINO HUNTER: DEADLY SHORES,"Greatest dino hunting game find, lot there. Everything great. All dino hunting games crappy make sense all. The best",Positive,0.6,0.6124999999999999
+DINO HUNTER: DEADLY SHORES,"I believe game best dinosaur game ever. But needs dinosaurs ways get glu credits, like certain difficult contact hunts.",Negative,-0.017142857142857147,0.5342857142857144
+DINO HUNTER: DEADLY SHORES,nan,nan,nan,nan
+DINO HUNTER: DEADLY SHORES,"When I first downloaded year ago, everything great. One update destroyed maps text game unplayable.",Positive,0.0625,0.5458333333333334
+DINO HUNTER: DEADLY SHORES,This game kept hands becoming devils.... cutters like battle bears.... original battle bears... I want game sequel game play.,Negative,-0.07500000000000001,0.5599999999999999
+DINO HUNTER: DEADLY SHORES,Initially really liked game. Then keeps asking money free game. Pissed,Positive,0.04999999999999999,0.6
+DINO HUNTER: DEADLY SHORES,"Get's boring real quick. And t-rex game, goes screen there's nothing watch timer go down, stupid gameplay.",Negative,-0.3711111111111111,0.6877777777777777
+DINO HUNTER: DEADLY SHORES,"Grinding money cool, can't buy anything that's actually useful even good. Not mention useful items that, course, paid coins. Which, need real money for.",Positive,0.37,0.31
+DINO HUNTER: DEADLY SHORES,"Awesome game!! Infatuated it. I play day long, wish weapons cheaper & easier buy hunts. But still great!",Positive,0.225,0.55
+DINO HUNTER: DEADLY SHORES,Struck region 9. No options left unless buy exotic series weapon. It means can't play free without paying amount,Positive,0.3,0.6
+DINO HUNTER: DEADLY SHORES,"This game great since I little kid still great rules gameplay. But great ideas players fun. Add gold coins, delete limited energy order play make reward win increase 75% more. Also make events worldwide players play others winning rewards like loots, example box crates shows level like bronze, silver, gold, etc.",Positive,0.38410714285714287,0.5142857142857142
+DINO HUNTER: DEADLY SHORES,"Very good game way many ads especially popping middle hunt, good action weapons, cannot really get anywhere unless purchase real money gold coins. But well done entertaining",Positive,0.271,0.4580000000000001
+DINO HUNTER: DEADLY SHORES,Money maker....everything provided game GLU always money. Indeed trap missions recieve reward soft trap. Bad.....,Negative,-0.3333333333333333,0.47222222222222215
+DINO HUNTER: DEADLY SHORES,But disappointed everything difficult get without internet I'm full time. Some guns hard get also. But good game though. I enjoy challenge,Negative,-0.07023809523809524,0.6202380952380953
+DINO HUNTER: DEADLY SHORES,"I upgraded stars tooooo 0 I could give zero. I Galaxy S7 ever since I updated Android nougat Dino Hunter longer works all. I consistent 10 15 second pauses menus I can't even get game hunt. Every time pauses like 20 seconds crashes completely. Reinstalled operating system three times, formatted whole phone. I installed new drivers. Made sure nougat date, still freezes. I know game I play longer works. PS side note I installed system apps. So absolutely conflict nougat operating system Maybe",Positive,0.06515151515151515,0.4548260381593715
+DINO HUNTER: DEADLY SHORES,"Who taught Glu guys price??.. If I earn 1 coin every 10-20mins, long u think take afford shiny new 400 coin shotgun?! And that's gun base level 20 levels go! Absolutely absurd. C'mon man get real.",Negative,-0.2359090909090909,0.6309090909090909
+DINO HUNTER: DEADLY SHORES,I love game I love graphics guns I think really good game like I love things help like drink slows everything shells damage I love hunt like tons different dinosaurs like stegosaurus Tyrannosaurus Rex I love game,Positive,0.2,0.54
+DINO HUNTER: DEADLY SHORES,"Fun game I see Acura advertisement 1 time I'm going lose mind... It ad shown (every minutes). I new Acura I'm seriously considering selling I seen ad many times past days I get nauseous looking car... Take new advertising customers, PLEASE!",Positive,0.017640692640692634,0.417965367965368
+DINO HUNTER: DEADLY SHORES,WOW! This awesome game!!! It puts edge seat I try kill big dinosaurs. I really love graphics colors game backgrounds.,Positive,0.07395833333333333,0.5833333333333334
+DINO HUNTER: DEADLY SHORES,No word matches.... It's excellent game. Am fully Addicted. But 8th 9th region able move :-(,Negative,-0.010000000000000009,0.725
+DINO HUNTER: DEADLY SHORES,Well realistic man exist dinosaurs around. But I like graphics 52mb nice,Positive,0.3833333333333333,0.6666666666666666
+DINO HUNTER: DEADLY SHORES,"It's overall enjoyable experience, dependent in-app purchases. I find difficult make 9th island.",Neutral,0.0,0.5333333333333333
+DINO HUNTER: DEADLY SHORES,"I always loved shooting games, game beats , also , I loved dinosaurs since childhood. Glu , u made great game here. This epic graphics ' must play ' game",Positive,0.15714285714285717,0.5642857142857143
+DIY Garden Ideas,"Not greatest garden design there, offers interesting ideas, includes sketchy how-to's. I wont make 'keeper', better getting general ideas.",Positive,0.13,0.5
+DIY Garden Ideas,nan,nan,nan,nan
+DIY Garden Ideas,How save ideas? Other ideas great,Positive,0.3375,0.5625
+DIY Garden Ideas,They great ideas!,Positive,1.0,0.75
+DIY Garden Ideas,nan,nan,nan,nan
+DIY Garden Ideas,Good set pictures.on called least little instructions.,Positive,0.07083333333333332,0.5
+DIY Garden Ideas,Looking forward trying diy projects next summer. Very attractive promising looking,Positive,0.39999999999999997,0.5
+DIY Garden Ideas,Same things nothing changes,Neutral,0.0,0.125
+DIY Garden Ideas,My fam love this! I can't wait make stuff kiddos.,Positive,0.625,0.6
+DIY Garden Ideas,"Just wanted say I like everything DIY app, Great Job guys.",Positive,0.8,0.75
+DIY Garden Ideas,Some really pretty ideas garden without spend absolute fortune.,Positive,0.225,0.95
+DIY Garden Ideas,It great ideas garden,Positive,0.8,0.75
+DIY Garden Ideas,Too good,Positive,0.7,0.6000000000000001
+DIY Garden Ideas,Supper,Neutral,0.0,0.0
+DIY Garden Ideas,Not me....,Neutral,0.0,0.0
+DIY Garden Ideas,nan,nan,nan,nan
+DIY Garden Ideas,Interesting creative,Positive,0.5,0.75
+DIY Garden Ideas,Nice one.,Positive,0.6,1.0
+DIY Garden Ideas,nan,nan,nan,nan
+DIY Garden Ideas,Not bad - many ideas. There couple good ones I saved I may well delete app. Better sticking Pinterest there's unlimited ideas 20 so.,Positive,0.5125,0.5666666666666667
+DIY Garden Ideas,Great! Great app. I lot ideas popping mind.,Positive,0.9,0.75
+DIY Garden Ideas,Most inspiring thing Belle belle,Positive,0.5,0.75
+DIY Garden Ideas,Its awesome seeing colorful flowers beat nature. Its heavenly.,Positive,0.65,0.7
+DIY Garden Ideas,Good idea..I like iffco kisan urban greens comprehensive,Positive,0.35,0.30000000000000004
+DIY Garden Ideas,nan,nan,nan,nan
+DIY Garden Ideas,Very good I love soooooooo much,Positive,0.5366666666666666,0.5266666666666667
+DIY Garden Ideas,Some creative ideas...,Positive,0.5,1.0
+DIY Garden Ideas,I like,Neutral,0.0,0.0
+DIY Garden Ideas,Very interesting,Positive,0.65,0.65
+DIY Garden Ideas,Fantastic,Positive,0.4,0.9
+DIY Garden Ideas,Unbelievable,Negative,-0.25,1.0
+DIY Garden Ideas,Nice Ideas...,Positive,0.6,1.0
+DIY Garden Ideas,Very interesting,Positive,0.65,0.65
+DIY Garden Ideas,Just bunch pictures You can't even make bigger. It really hard read text might pictures. Would much better included better instructions. Time move find better design app.,Positive,0.24166666666666664,0.5083333333333333
+DIY Garden Ideas,nan,nan,nan,nan
+DIY Garden Ideas,Good start It nice ideas. Although would nice,Positive,0.6333333333333333,0.8666666666666667
+DIY Garden Ideas,Installed look Ya take long look. Saved pics uninstalling.,Negative,-0.05,0.4
+DIY Garden Ideas,Great Ideas for imagination going thanks.,Positive,0.5,0.475
+DIY Garden Ideas,Flower pot covered with pebbles Very good ideas,Positive,0.9099999999999999,0.7800000000000001
+DIY Garden Ideas,Love it. Beautiful,Positive,0.675,0.8
+DIY On A Budget,nan,nan,nan,nan
+DIY On A Budget,"Full women. And people posting praise, tacky decor...i kicked Facebook group cos I said there... get plans shed... Or Wendy house.. Or show fit radiators doors... absolutely nothing diy all.. woman like 60 minute makeover decor guess fit here..",Positive,0.3375,0.5625
+DIY On A Budget,"Used FB page I along many others admin like belong certain groups, oh I miss daily fix tacky smashed cd decor",Positive,0.2380952380952381,0.35714285714285715
+DIY On A Budget,"Useless app, alot people sharing questions half baked ideas diy. No actual diy budget tips here.",Negative,-0.2222222222222222,0.15555555555555556
+DIY On A Budget,"I went get DIY without Pinterest first ""DIY"" I saw homemade ad guy UK fix repair concrete floor complete ""stock photos"" phone number. Then BUNCH I made much would charge pay it. There questions asked would something paint color would best, system big red bar said unanswered. I clicked several found already answered 7 20 times. I never saw actual DIY instructions. This trying merge Facebook Pintrest working. It EPIC FAIL!",Positive,0.08958333333333333,0.21944444444444444
+DIY On A Budget,Love ignore comments rubbish! It's wickes B&Q. It's share ideas thoughts,Positive,0.625,0.6
+DIY On A Budget,Keeps telling update update freezes lot,Neutral,0.0,0.0
+DIY On A Budget,Great amazing ideas luv thanx guys,Positive,0.7000000000000001,0.825
+DIY On A Budget,Love I've made loads things great ideas,Positive,0.65,0.675
+DIY On A Budget,Daft questions,Neutral,0.0,0.0
+DIY On A Budget,Love app! Can't wait see lot activity It's shame there's many people posting yet I'm sure change long,Positive,0.39375,0.5972222222222222
+DIY On A Budget,nan,nan,nan,nan
+DIY On A Budget,Delighted wonderful site. Been addicted fb site ages can't wait start finding here.,Positive,0.4333333333333333,0.7666666666666666
+DIY On A Budget,nan,nan,nan,nan
+DIY On A Budget,Love Facebook page inspired home. Now I can't wait inspiration.,Positive,0.5,0.6
+DIY On A Budget,nan,nan,nan,nan
+DIY On A Budget,Lots inspiring stuff saved buying new sofas dyed seeing site awesome,Positive,0.5454545454545454,0.8181818181818182
+DIY On A Budget,nan,nan,nan,nan
+DIY On A Budget,Fab app!!!,Neutral,0.0,0.0
+DIY On A Budget,Super smashing great,Positive,0.5666666666666667,0.7083333333333333
+DIY On A Budget,nan,nan,nan,nan
+DIY On A Budget,"I've looking decent DIY now, whit I found everything I've looking for. Simply amazing! Thank You!",Positive,0.5520833333333334,0.7833333333333333
+DIY On A Budget,Been member fb while. Great ideas people helping other. This great thing .,Positive,0.4916666666666667,0.625
+DIY On A Budget,"Been member Facebook while. Absolutely love tips, help advise. So many great ideas keep inspired.",Positive,0.6,0.6166666666666667
+DIY On A Budget,Been fb page got awesome ideas looks great,Positive,0.9,0.875
+DIY On A Budget,Love Facebook group. Fab idea well!,Positive,0.625,0.6
+DIY On A Budget,nan,nan,nan,nan
+DIY On A Budget,Been fb page ages love It hopefully xx,Positive,0.5,0.6
+DIY On A Budget,"Great tips, truly addict, absolutely love site .",Positive,0.65,0.675
+DIY On A Budget,"Love FB brill ideas, looking",Positive,0.5,0.6
+DIY On A Budget,great app! full brilliant ideas,Positive,0.75,0.7666666666666666
+DIY On A Budget,"Followed fb page ages, looks fab",Neutral,0.0,0.0
+DIY On A Budget,Love fb page looks good,Positive,0.6,0.6000000000000001
+DIY On A Budget,Fantastic App!! Definitely worth,Positive,0.4625,0.5
+DIY On A Budget,Great share ideas.,Positive,0.8,0.75
+DIY On A Budget,So far good..,Positive,0.39999999999999997,0.8
+DIY On A Budget,Fab,Neutral,0.0,0.0
+DIY On A Budget,Great getting ideas home,Positive,0.8,0.75
+DIY On A Budget,Loving far!!!,Positive,0.39765625,0.975
+DIY On A Budget,Absolutely brilliant,Positive,0.9,1.0
+DMV Permit Practice Test 2018 Edition,I really like test bf mom said would teach drive maybe get old car. But I least learn test. Sadly I'm 26 never knew learned drive car. Kinda scary I need learn I take daughter go family events without people pick up. Thank much :) : must anyone learning drive.,Positive,0.0642857142857143,0.5714285714285714
+DMV Permit Practice Test 2018 Edition,Perfect practice driver's test I'm 15 I'm great time learning. If I get question wrong I look I got wrong work that. And feel comfortable enough turn able see correct answer. All great help driver's test.,Positive,0.3125,0.778125
+DMV Permit Practice Test 2018 Edition,"This people prepping take drivers courses, driver's test. The thing I wish would drivers textbook references read study from. Because practice mode actual test mode. In practice mode get question wrong give explanation, helpful new drivers drivers aware smaller yet knowledgeable parts driving. But text reference, great app. I love simplicity. I highly recommend teens well adults need practice become knowledgeable majors minors driving.",Positive,0.16829545454545455,0.5118181818181818
+DMV Permit Practice Test 2018 Edition,"Straightforward app, straightforward UI, definitely worth downloading. I like brief explanation appears answering question, even answered correctly. Additionally, get answer wrong, repeated several times towards end exam reinforce correct answer. Having different levels also nice.",Positive,0.14375,0.4604166666666667
+DMV Permit Practice Test 2018 Edition,"I actually love this. I failed written exam countless times due anxiety, even practice tests online. This makes feel little easier understand gives chance go questions missed first time around try get right. Some questions let's say level 2 come level 5 refresh you. All together, great app.",Positive,0.12790178571428573,0.4867559523809524
+DMV Permit Practice Test 2018 Edition,"This great, informative. It's especially helpful makes redo questions get wrong (some right well). The issue sometimes press right answer, think wrong one. It makes take longer complete section.",Positive,0.0673469387755102,0.7173469387755101
+DMV Permit Practice Test 2018 Edition,"Ok tried out, really nice helped A LOT phone. To got take temps test failed second time, even though I studied book. I'm sure app, can't app.",Positive,0.22000000000000003,0.5377777777777778
+DMV Permit Practice Test 2018 Edition,"I love app. Its like DMV get something wrong, tells right answer, move on. This actually goes answers miss review afterwards take many test tries want. Its done deal, get actual results. Love love love it!!",Positive,0.2466964285714286,0.4935714285714285
+DMV Permit Practice Test 2018 Edition,Very good app! Just passed level 3 surprised much I already knew... Proved I common driving sense I thought I did! Can't wait try real test soon!,Positive,0.23500000000000001,0.5359999999999999
+DMV Permit Practice Test 2018 Edition,nan,nan,nan,nan
+DMV Permit Practice Test 2018 Edition,nan,nan,nan,nan
+DMV Permit Practice Test 2018 Edition,This incredibly helpful me. I even read driving book teaching necessary things pass permit test. Absolutely recommend.,Positive,0.3666666666666667,0.9333333333333332
+DMV Permit Practice Test 2018 Edition,"The really helping prepare permits test coming less month turn 15. The thing request guidebook option read book offer DMV, I really enjoy using app.",Positive,0.14444444444444446,0.25555555555555554
+DMV Permit Practice Test 2018 Edition,"This amazingly helpful, easy use. It also gives great times practice. This given confidence knowledge take permit test. I'm surprised free",Positive,0.4666666666666667,0.8366666666666667
+DMV Permit Practice Test 2018 Edition,Great learning tool. When get answers wrong go back make sure understand,Positive,0.2,0.6347222222222222
+DMV Permit Practice Test 2018 Edition,"Extremely helpful! I learned lot quickly permit test I coming up, love amount questions placement them; makes easy fun learn. Highly suggest app! There ads, finish level, apparent.",Positive,0.23720238095238094,0.5747619047619048
+DMV Permit Practice Test 2018 Edition,"Very helpful! Very easy use, simple layout informative! Has really helped anxiety I get testing. Love",Positive,0.3026666666666667,0.49142857142857144
+DMV Permit Practice Test 2018 Edition,Love app! So much easier book broken you. It's awesome,Positive,0.35624999999999996,0.55
+DMV Permit Practice Test 2018 Edition,Pretty good. I feel like I'm receiving lot info. Haven't taken test yet I'll update review later date,Positive,0.31666666666666665,0.5333333333333333
+DMV Permit Practice Test 2018 Edition,"It's great wish came manual, study practice taking test there.",Positive,0.8,0.75
+DMV Permit Practice Test 2018 Edition,nan,nan,nan,nan
+DMV Permit Practice Test 2018 Edition,"It's great way practice. Very quick, simple, easy understand I find good way kill time say long drive. When driving course.",Positive,0.3861111111111111,0.5984126984126984
+DMV Permit Practice Test 2018 Edition,"As I study NJ driving knowledge test, seems massive database questions. However, questions regarding GDL program.",Neutral,0.0,1.0
+DMV Permit Practice Test 2018 Edition,Im 15 trying get permit actually helps,Neutral,0.0,0.1
+DMV Permit Practice Test 2018 Edition,It's really helpful. Its helping understand laws signs way better. If want study permit test I suggest app.,Positive,0.35,0.35
+DMV Permit Practice Test 2018 Edition,nan,nan,nan,nan
+DMV Permit Practice Test 2018 Edition,"Very useful, getting unlock different levels information makes fun I expected.",Positive,0.1475,0.30000000000000004
+DMV Permit Practice Test 2018 Edition,"This used long me, helpful study coming dps test.",Negative,-0.05,0.4
+DMV Permit Practice Test 2018 Edition,disliked game would choose different answer picked,Negative,-0.20000000000000004,0.5333333333333333
+DMV Permit Practice Test 2018 Edition,nan,nan,nan,nan
+DMV Permit Practice Test 2018 Edition,Excellent questions goes back missed questions... helped son alot...,Positive,0.5,0.5
+DMV Permit Practice Test 2018 Edition,I like Helping study retry I mess I take real test I already know What's,Positive,0.012500000000000011,0.23750000000000002
+DMV Permit Practice Test 2018 Edition,There blue car picture General Knowledge Practice Test level 6 question 2 ... please fix alters answer correctly,Positive,0.02500000000000001,0.3
+DMV Permit Practice Test 2018 Edition,Great young people wanting get introduced rules regulations driving great prep actual driving test.,Positive,0.42500000000000004,0.5
+DMV Permit Practice Test 2018 Edition,Amazing incredibly helpful studying learning every possible rule road thorough choose aspects road laws want time,Positive,0.5,0.9333333333333332
+DMV Permit Practice Test 2018 Edition,nan,nan,nan,nan
+DMV Permit Practice Test 2018 Edition,Very helpful loved made ones I got wrong multiple times I knew sure,Positive,0.18,0.5777777777777777
+DMV Permit Practice Test 2018 Edition,"Great learning tool, son studying written I using it, also helps freshen rules road!!!",Positive,1.0,0.75
+DMV Permit Practice Test 2018 Edition,"Awesome, breaks things sections makes easier study!",Positive,1.0,1.0
+DMV Permit Practice Test 2018 Edition,best help pass permit tests.,Positive,1.0,0.3
+DRAGON BALL LEGENDS,"The ultimate Dragon Ball mobile game every fan waiting for! With real time action, reaction based controls easy learn hard master, best action mobile games massive franchise. Also last least, real time PvP real players around world!! Extremely fun bright future ahead. With many characters throughout series, game lucky replace competitors definitive Dragon Ball mobile game!",Positive,0.10937500000000003,0.445
+DRAGON BALL LEGENDS,"The game mad success. So many things done right mobile game. There's lot characters choose from, draw. The random draws definitely weighed nicely occasionally get really good characters. The fighting actually feels satisfying! You dodge, special attacks, even play online. It's nice change pace card games generic stuff always releases. This definitely puzzle bobble game. 5 Stars, easily.",Positive,0.08201058201058203,0.49808201058201057
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,"I feel compelled leave review. By far best dragon ball game. You love absolutely everything it. The game play refreshing, updates rolled occasionally great stuff added everytime. Sometimes PvP seems laggy overlooked. Keep great stuff coming!! Kudos Dev team",Positive,0.36666666666666664,0.6777777777777777
+DRAGON BALL LEGENDS,The gameplay fabulous graphics awesome. My phone maxing settings. I'm playing game Samsung Galaxy S8 seems pretty neat actually. The problem face pvp matches. The frame rates drops bit dodging gets bit difficult ... Full Review,Positive,0.15714285714285717,0.7214285714285714
+DRAGON BALL LEGENDS,Game amazing. Only thing I problem summoning. At first would give least 1 sparkling character every ten I consecutive summons get nothing heroes characters I already have. Be fair character distribution game get 5 s... Full Review,Positive,0.08888888888888889,0.5425925925925925
+DRAGON BALL LEGENDS,"The game excellent Dragonball game. The idea simple straight forward. Fun game great idea. The change I would make acquiring 'hero' character, upgradable 'extreme' 'sparkling' upgrading via Souls system. Having duplic... Full Review",Positive,0.1325,0.5457142857142856
+DRAGON BALL LEGENDS,"I able play I rather enjoyed Mao. Issue this,. When gets loading screen hangs connecting load anything black screen. Edit : update still hanging page battle results load hangs. Messaged Facebook an... Full Review",Positive,0.29583333333333334,0.5770833333333334
+DRAGON BALL LEGENDS,Think games great mobile game. Plenty anime reference best characters far. I find always log missions well though I repeat tasks time time try get rewards I already done mission requirements. Apart that... Full Review,Positive,0.37,0.6
+DRAGON BALL LEGENDS,"This amazing DragonBall game much better previous DragonBall games, I would give 5 stars big problem I think solved time, amount characters. Right like 30-40 characters game, maybe less I really hope... Full Review",Positive,0.08023809523809525,0.38190476190476197
+DRAGON BALL LEGENDS,Totally awesome!!!! At first thought would another fake banwagoner game nope played eyes amazed graphics dam game!! But totally deserves5stars n amazing game n brings back gr8 memories show n super good well b... Full Review,Positive,0.10902777777777777,0.5833333333333334
+DRAGON BALL LEGENDS,"This best game phone play. It's throw back, able play favorite characters drag ball also playing arc's like freeze arc such. Then traning characters get strong like show also fun. The online game play is... Full Review",Positive,0.19848484848484851,0.434469696969697
+DRAGON BALL LEGENDS,"Well,I like graphics everything else could better. What I find odd matter many times I summoned free crystals I pull anything. Then I spend money pack I got like 5 banner cards. It looks like game slowly steadily going towards pay wi... Full Review",Positive,0.19285714285714287,0.5
+DRAGON BALL LEGENDS,"The game us fun. I'll give that. The control scheme intuitive, could refinement, especially trying dodge... always effective. I'd say giveaways Chrono Crystals promote competitive play order, I know stingy Bandai be.",Positive,0.12499999999999999,0.6000000000000001
+DRAGON BALL LEGENDS,This game consistently improving already stellar base. The development team actually listens player base makes adjustments game unbelievably quick manner. They generous game currency I find getting deeper involved th... Full Review,Negative,-0.16166666666666668,0.485
+DRAGON BALL LEGENDS,Great game things could better. When I'm trying load new levels I get stuck black screen loading bar. Please fix asap pissing cause I close reopen,Positive,0.17393939393939395,0.5075757575757576
+DRAGON BALL LEGENDS,"I usually leave reviews apps, game awesome. It's almost like Xenoverse pocket, game far best dev team I ever seen free game, know community wants deliver. Highly recommend, 5/5 stars.",Positive,0.14100000000000001,0.5189999999999999
+DRAGON BALL LEGENDS,"Very good game, recent update hard mode crashes lot forced quit match lose energy Everytime. Also need incorporate chat option players PvP network glitches get major upper hand PvP matches. Reporting nothing PvP glitches.",Negative,-0.0027380952380952617,0.3816666666666667
+DRAGON BALL LEGENDS,I love game. I think missing alot characters transformations. The game well put together I love different versions character based fighting skills. I think Shallot great addition game story line great. I think missing char... Full Review,Positive,0.12272727272727274,0.4681818181818182
+DRAGON BALL LEGENDS,"This game absolutely nuts! By far best fighting game I ever played cellphone far greatest Dragon Ball game ever released androids. Keep good work, Bandai! You made sick game. Thank much =)",Positive,0.1315934065934066,0.6505494505494506
+DRAGON BALL LEGENDS,"Great game always new content. A online play issues though, matchmaking system horrible. I matched player level 1000 plus characters I level 300 characters numerous times",Negative,-0.09272727272727273,0.6209090909090909
+DRAGON BALL LEGENDS,Great game! I saddened I unable acquire Broly Legendary Super Saiyan time resources medical issue. Also exchange shop could better z power character options buy. Keep great work,Positive,0.3041666666666667,0.5708333333333333
+DRAGON BALL LEGENDS,"Really fun, definitely worth playing, awesome graphics Unfortunately though, summons... whole core game rigged. Consecutive summons garuntee even extreme. Certainly sparkings. To honest. If money left dust. And d... Full Review",Positive,0.17629870129870132,0.5564935064935065
+DRAGON BALL LEGENDS,"Lots fixes needing made better review. Beware game cheat you, unless sat wifi. Even chuck apparent reason but.. decent graphics story. Just shame general pay win game unless fortunate get lucky.",Positive,0.16666666666666666,0.5277777777777777
+DRAGON BALL LEGENDS,Good game nice storyline graphics. DB fans gonna love it. Add different types fights one's story energy like PvP more......then 5 stars sure...keep rocking guys...!!!,Positive,0.27999999999999997,0.64
+DRAGON BALL LEGENDS,"I feel like I'm playing actual console lol fantastic. But god's sakes, fix matchmaking set up. You give low leveled players max leveled players high leveled players low leveled players. We get demolished 1 attack. Balance out. The AI dont feel like they're AI'... Full Review",Positive,0.24428571428571427,0.48428571428571426
+DRAGON BALL LEGENDS,"Best game ever played, everything perfect, easy farm game currency, nice graphics, optimized gameplay heating lags. If problem PvP maybe wifi experience frame drop PvP.",Positive,0.37222222222222223,0.6555555555555556
+DRAGON BALL LEGENDS,"So far great mobile game visually gameplay mechanics. The microtransactions invasive nothing locked behind pay-wall. The complaints I game mechanics explained well all, PVP match making pits players well ... Full Review",Positive,0.007142857142857133,0.5428571428571428
+DRAGON BALL LEGENDS,The game ok is. The Xenoverse copy/paste graphics run pretty great considering mobile game. I also noticed Pull Rates Sparking Characters dropped significantly Trunks Banner came out... Im happy that. Not even 6 months already making... Full Review,Positive,0.284375,0.684375
+DRAGON BALL LEGENDS,I changed rating 2 4* now. Thanks giving NEW sparking characters struggling hard get pull..really appreciate that. If devs fix bug story pvp change rating 5*.,Positive,0.014898989898989893,0.3987373737373738
+DRAGON BALL LEGENDS,"I love fighting graphics. This good fighting games. But dissapointing things, hard get SPARKLING Event maim character. After waste almost 5000 diamond got broly super saiyan Trunks even super saiyan vegeta still show waste 400 diamonds. But... Full Review",Positive,0.190625,0.453125
+DRAGON BALL LEGENDS,"The PvP kinda whacked. I've seen cheater able counter rising rush two times match. No lucky. And connection issues annoying. My latest opponent let time run selection screen, getting ready, I waited... Full Review",Positive,0.09722222222222221,0.7180555555555556
+DRAGON BALL LEGENDS,"The game fun beautiful. The problem game problem gacha style games suffer from. Characters intentionally imbalanced order give consumers incentive spend money. If people looking balanced mobile fighting game, it.",Negative,-0.010000000000000009,0.48
+DRAGON BALL LEGENDS,"Great game! Long time fan series. Yet disappointed! Love it! It's dumb low chance get sparking character limited time events, though. Spent $100 Broly alone never got him.",Negative,-0.06765873015873015,0.4380952380952381
+DRAGON BALL LEGENDS,Recently crashing lot... Making pvp loode... Please fix problem and... Make certain pvp fighting levels... Because persons greater powerlevel fighting low powerlevel.. Which pretty unfair...,Positive,0.07738095238095238,0.6035714285714285
+DRAGON BALL LEGENDS,Garbage. The backup system trash. Spent loads hours building account lose I upgraded phone.,Negative,-0.1,0.1
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,"Great concept animations ruined unresponsive controls either ignores inputs, delays several seconds stand like dummy get hit straight something completely different pressed. AI actively obviously cheats making cheap ... Full Review",Positive,0.25,0.5
+DRAGON BALL LEGENDS,THE GAME IS AMAZING AND GETTING EVEN BETTER!!!!! Wish hope see variety things heros hero types future! The events stuff given missions amazing!! The game super fun extremely addicting overall best combat games ever played. Given ... Full Review,Positive,0.2996527777777778,0.49513888888888885
+DRAGON BALL LEGENDS,"Great game! Sadly new update allowing play ""Part 2"", even updated. Hoping fixed soon. Thanks freest game",Positive,0.056060606060606054,0.4007575757575757
+DRAGON BALL LEGENDS,"The ultimate Dragon Ball mobile game every fan waiting for! With real time action, reaction based controls easy learn hard master, best action mobile games massive franchise. Also last least, real time PvP real players around world!! Extremely fun bright future ahead. With many characters throughout series, game lucky replace competitors definitive Dragon Ball mobile game!",Positive,0.10937500000000003,0.445
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,"I feel compelled leave review. By far best dragon ball game. You love absolutely everything it. The game play refreshing, updates rolled occasionally great stuff added everytime. Sometimes PvP seems laggy overlooked. Keep great stuff coming!! Kudos Dev team",Positive,0.36666666666666664,0.6777777777777777
+DRAGON BALL LEGENDS,The gameplay fabulous graphics awesome. My phone maxing settings. I'm playing game Samsung Galaxy S8 seems pretty neat actually. The problem face pvp matches. The frame rates drops bit dodging gets bit difficult ... Full Review,Positive,0.15714285714285717,0.7214285714285714
+DRAGON BALL LEGENDS,Game amazing. Only thing I problem summoning. At first would give least 1 sparkling character every ten I consecutive summons get nothing heroes characters I already have. Be fair character distribution game get 5 s... Full Review,Positive,0.08888888888888889,0.5425925925925925
+DRAGON BALL LEGENDS,"The game excellent Dragonball game. The idea simple straight forward. Fun game great idea. The change I would make acquiring 'hero' character, upgradable 'extreme' 'sparkling' upgrading via Souls system. Having duplic... Full Review",Positive,0.1325,0.5457142857142856
+DRAGON BALL LEGENDS,"I able play I rather enjoyed Mao. Issue this,. When gets loading screen hangs connecting load anything black screen. Edit : update still hanging page battle results load hangs. Messaged Facebook an... Full Review",Positive,0.29583333333333334,0.5770833333333334
+DRAGON BALL LEGENDS,Think games great mobile game. Plenty anime reference best characters far. I find always log missions well though I repeat tasks time time try get rewards I already done mission requirements. Apart that... Full Review,Positive,0.37,0.6
+DRAGON BALL LEGENDS,"This amazing DragonBall game much better previous DragonBall games, I would give 5 stars big problem I think solved time, amount characters. Right like 30-40 characters game, maybe less I really hope... Full Review",Positive,0.08023809523809525,0.38190476190476197
+DRAGON BALL LEGENDS,Totally awesome!!!! At first thought would another fake banwagoner game nope played eyes amazed graphics dam game!! But totally deserves5stars n amazing game n brings back gr8 memories show n super good well b... Full Review,Positive,0.10902777777777777,0.5833333333333334
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,"Well,I like graphics everything else could better. What I find odd matter many times I summoned free crystals I pull anything. Then I spend money pack I got like 5 banner cards. It looks like game slowly steadily going towards pay wi... Full Review",Positive,0.19285714285714287,0.5
+DRAGON BALL LEGENDS,"The game us fun. I'll give that. The control scheme intuitive, could refinement, especially trying dodge... always effective. I'd say giveaways Chrono Crystals promote competitive play order, I know stingy Bandai be.",Positive,0.12499999999999999,0.6000000000000001
+DRAGON BALL LEGENDS,This game consistently improving already stellar base. The development team actually listens player base makes adjustments game unbelievably quick manner. They generous game currency I find getting deeper involved th... Full Review,Negative,-0.16166666666666668,0.485
+DRAGON BALL LEGENDS,Great game things could better. When I'm trying load new levels I get stuck black screen loading bar. Please fix asap pissing cause I close reopen,Positive,0.17393939393939395,0.5075757575757576
+DRAGON BALL LEGENDS,"I usually leave reviews apps, game awesome. It's almost like Xenoverse pocket, game far best dev team I ever seen free game, know community wants deliver. Highly recommend, 5/5 stars.",Positive,0.14100000000000001,0.5189999999999999
+DRAGON BALL LEGENDS,"Very good game, recent update hard mode crashes lot forced quit match lose energy Everytime. Also need incorporate chat option players PvP network glitches get major upper hand PvP matches. Reporting nothing PvP glitches.",Negative,-0.0027380952380952617,0.3816666666666667
+DRAGON BALL LEGENDS,I love game. I think missing alot characters transformations. The game well put together I love different versions character based fighting skills. I think Shallot great addition game story line great. I think missing char... Full Review,Positive,0.12272727272727274,0.4681818181818182
+DRAGON BALL LEGENDS,"This game absolutely nuts! By far best fighting game I ever played cellphone far greatest Dragon Ball game ever released androids. Keep good work, Bandai! You made sick game. Thank much =)",Positive,0.1315934065934066,0.6505494505494506
+DRAGON BALL LEGENDS,"Great game always new content. A online play issues though, matchmaking system horrible. I matched player level 1000 plus characters I level 300 characters numerous times",Negative,-0.09272727272727273,0.6209090909090909
+DRAGON BALL LEGENDS,Great game! I saddened I unable acquire Broly Legendary Super Saiyan time resources medical issue. Also exchange shop could better z power character options buy. Keep great work,Positive,0.3041666666666667,0.5708333333333333
+DRAGON BALL LEGENDS,"Really fun, definitely worth playing, awesome graphics Unfortunately though, summons... whole core game rigged. Consecutive summons garuntee even extreme. Certainly sparkings. To honest. If money left dust. And d... Full Review",Positive,0.17629870129870132,0.5564935064935065
+DRAGON BALL LEGENDS,"Lots fixes needing made better review. Beware game cheat you, unless sat wifi. Even chuck apparent reason but.. decent graphics story. Just shame general pay win game unless fortunate get lucky.",Positive,0.16666666666666666,0.5277777777777777
+DRAGON BALL LEGENDS,Good game nice storyline graphics. DB fans gonna love it. Add different types fights one's story energy like PvP more......then 5 stars sure...keep rocking guys...!!!,Positive,0.27999999999999997,0.64
+DRAGON BALL LEGENDS,"I feel like I'm playing actual console lol fantastic. But god's sakes, fix matchmaking set up. You give low leveled players max leveled players high leveled players low leveled players. We get demolished 1 attack. Balance out. The AI dont feel like they're AI'... Full Review",Positive,0.24428571428571427,0.48428571428571426
+DRAGON BALL LEGENDS,"Best game ever played, everything perfect, easy farm game currency, nice graphics, optimized gameplay heating lags. If problem PvP maybe wifi experience frame drop PvP.",Positive,0.37222222222222223,0.6555555555555556
+DRAGON BALL LEGENDS,"So far great mobile game visually gameplay mechanics. The microtransactions invasive nothing locked behind pay-wall. The complaints I game mechanics explained well all, PVP match making pits players well ... Full Review",Positive,0.007142857142857133,0.5428571428571428
+DRAGON BALL LEGENDS,The game ok is. The Xenoverse copy/paste graphics run pretty great considering mobile game. I also noticed Pull Rates Sparking Characters dropped significantly Trunks Banner came out... Im happy that. Not even 6 months already making... Full Review,Positive,0.284375,0.684375
+DRAGON BALL LEGENDS,I changed rating 2 4* now. Thanks giving NEW sparking characters struggling hard get pull..really appreciate that. If devs fix bug story pvp change rating 5*.,Positive,0.014898989898989893,0.3987373737373738
+DRAGON BALL LEGENDS,"I love fighting graphics. This good fighting games. But dissapointing things, hard get SPARKLING Event maim character. After waste almost 5000 diamond got broly super saiyan Trunks even super saiyan vegeta still show waste 400 diamonds. But... Full Review",Positive,0.190625,0.453125
+DRAGON BALL LEGENDS,"The PvP kinda whacked. I've seen cheater able counter rising rush two times match. No lucky. And connection issues annoying. My latest opponent let time run selection screen, getting ready, I waited... Full Review",Positive,0.09722222222222221,0.7180555555555556
+DRAGON BALL LEGENDS,"The game fun beautiful. The problem game problem gacha style games suffer from. Characters intentionally imbalanced order give consumers incentive spend money. If people looking balanced mobile fighting game, it.",Negative,-0.010000000000000009,0.48
+DRAGON BALL LEGENDS,"Great game! Long time fan series. Yet disappointed! Love it! It's dumb low chance get sparking character limited time events, though. Spent $100 Broly alone never got him.",Negative,-0.06765873015873015,0.4380952380952381
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,Garbage. The backup system trash. Spent loads hours building account lose I upgraded phone.,Negative,-0.1,0.1
+DRAGON BALL LEGENDS,Done 3 consecutive summons row even 1 sparking character. I thought chance sparking character 5% therefore I gotten least 1. Such unfair game.,Negative,-0.30000000000000004,0.575
+DRAGON BALL LEGENDS,"Great concept animations ruined unresponsive controls either ignores inputs, delays several seconds stand like dummy get hit straight something completely different pressed. AI actively obviously cheats making cheap ... Full Review",Positive,0.25,0.5
+DRAGON BALL LEGENDS,THE GAME IS AMAZING AND GETTING EVEN BETTER!!!!! Wish hope see variety things heros hero types future! The events stuff given missions amazing!! The game super fun extremely addicting overall best combat games ever played. Given ... Full Review,Positive,0.2996527777777778,0.49513888888888885
+DRAGON BALL LEGENDS,"Great game! Sadly new update allowing play ""Part 2"", even updated. Hoping fixed soon. Thanks freest game",Positive,0.056060606060606054,0.4007575757575757
+DRAGON BALL LEGENDS,"The game mad success. So many things done right mobile game. There's lot characters choose from, draw. The random draws definitely weighed nicely occasionally get really good characters. The fighting actually feels satisfying! You dodge, us... Full Review",Positive,0.0642857142857143,0.47774725274725266
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,"I feel compelled leave review. By far best dragon ball game. You love absolutely everything it. The game play refreshing, updates rolled occasionally great stuff added everytime. Sometimes PvP seems laggy overlooked. Keep great stuff coming!! Kudos Dev team",Positive,0.36666666666666664,0.6777777777777777
+DRAGON BALL LEGENDS,The gameplay fabulous graphics awesome. My phone maxing settings. I'm playing game Samsung Galaxy S8 seems pretty neat actually. The problem face pvp matches. The frame rates drops bit dodging gets bit difficult moment. I playing game beta stage. Anyway best dragon ball game Android till date except there's gane called Drwgon ball z strongest warrior available china only.,Positive,0.12272727272727274,0.6363636363636365
+DRAGON BALL LEGENDS,Game amazing. Only thing I problem summoning. At first would give least 1 sparkling character every ten I consecutive summons get nothing heroes characters I already have. Be fair character distribution game get 5 s... Full Review,Positive,0.08888888888888889,0.5425925925925925
+DRAGON BALL LEGENDS,"The game excellent Dragonball game. The idea simple straight forward. Fun game great idea. The change I would make acquiring 'hero' character, upgradable 'extreme' 'sparkling' upgrading via Souls system. Having duplic... Full Review",Positive,0.1325,0.5457142857142856
+DRAGON BALL LEGENDS,"I able play I rather enjoyed Mao. Issue this,. When gets loading screen hangs connecting load anything black screen. Edit : update still hanging page battle results load hangs. Messaged Facebook an... Full Review",Positive,0.29583333333333334,0.5770833333333334
+DRAGON BALL LEGENDS,"The ultimate Dragon Ball mobile game every fan waiting for! With real time action, reaction based controls easy learn hard master, best action mobile games massive franchise. Also last least, real time PvP real players around ... Full Review",Positive,0.10654761904761904,0.4422619047619047
+DRAGON BALL LEGENDS,Think games great mobile game. Plenty anime reference best characters far. I find always log missions well though I repeat tasks time time try get rewards I already done mission requirements. Apart that... Full Review,Positive,0.37,0.6
+DRAGON BALL LEGENDS,"This amazing DragonBall game much better previous DragonBall games, I would give 5 stars big problem I think solved time, amount characters. Right like 30-40 characters game, maybe less I really hope... Full Review",Positive,0.08023809523809525,0.38190476190476197
+DRAGON BALL LEGENDS,Totally awesome!!!! At first thought would another fake banwagoner game nope played eyes amazed graphics dam game!! But totally deserves5stars n amazing game n brings back gr8 memories show n super good well b... Full Review,Positive,0.10902777777777777,0.5833333333333334
+DRAGON BALL LEGENDS,"This best game phone play. It's throw back, able play favorite characters drag ball also playing arc's like freeze arc such. Then traning characters get strong like show also fun. The online game play is... Full Review",Positive,0.19848484848484851,0.434469696969697
+DRAGON BALL LEGENDS,"Well,I like graphics everything else could better. What I find odd matter many times I summoned free crystals I pull anything. Then I spend money pack I got like 5 banner cards. It looks like game slowly steadily going towards pay wi... Full Review",Positive,0.19285714285714287,0.5
+DRAGON BALL LEGENDS,"The game us fun. I'll give that. The control scheme intuitive, could refinement, especially trying dodge... always effective. I'd say giveaways Chrono Crystals promote competitive play order, I know stingy Bandai be.",Positive,0.12499999999999999,0.6000000000000001
+DRAGON BALL LEGENDS,This game consistently improving already stellar base. The development team actually listens player base makes adjustments game unbelievably quick manner. They generous game currency I find getting deeper involved th... Full Review,Negative,-0.16166666666666668,0.485
+DRAGON BALL LEGENDS,Great game things could better. When I'm trying load new levels I get stuck black screen loading bar. Please fix asap pissing cause I close reopen,Positive,0.17393939393939395,0.5075757575757576
+DRAGON BALL LEGENDS,"I usually leave reviews apps, game awesome. It's almost like Xenoverse pocket, game far best dev team I ever seen free game, know community wants deliver. Highly recommend, 5/5 stars.",Positive,0.14100000000000001,0.5189999999999999
+DRAGON BALL LEGENDS,"Very good game, recent update hard mode crashes lot forced quit match lose energy Everytime. Also need incorporate chat option players PvP network glitches get major upper hand PvP matches. Reporting nothing PvP glitches.",Negative,-0.0027380952380952617,0.3816666666666667
+DRAGON BALL LEGENDS,I love game. I think missing alot characters transformations. The game well put together I love different versions character based fighting skills. I think Shallot great addition game story line great. I think missing char... Full Review,Positive,0.12272727272727274,0.4681818181818182
+DRAGON BALL LEGENDS,"This game absolutely nuts! By far best fighting game I ever played cellphone far greatest Dragon Ball game ever released androids. Keep good work, Bandai! You made sick game. Thank much =)",Positive,0.1315934065934066,0.6505494505494506
+DRAGON BALL LEGENDS,"Great game always new content. A online play issues though, matchmaking system horrible. I matched player level 1000 plus characters I level 300 characters numerous times",Negative,-0.09272727272727273,0.6209090909090909
+DRAGON BALL LEGENDS,Great game! I saddened I unable acquire Broly Legendary Super Saiyan time resources medical issue. Also exchange shop could better z power character options buy. Keep great work,Positive,0.3041666666666667,0.5708333333333333
+DRAGON BALL LEGENDS,"Really fun, definitely worth playing, awesome graphics Unfortunately though, summons... whole core game rigged. Consecutive summons garuntee even extreme. Certainly sparkings. To honest. If money left dust. And d... Full Review",Positive,0.17629870129870132,0.5564935064935065
+DRAGON BALL LEGENDS,"Lots fixes needing made better review. Beware game cheat you, unless sat wifi. Even chuck apparent reason but.. decent graphics story. Just shame general pay win game unless fortunate get lucky.",Positive,0.16666666666666666,0.5277777777777777
+DRAGON BALL LEGENDS,Good game nice storyline graphics. DB fans gonna love it. Add different types fights one's story energy like PvP more......then 5 stars sure...keep rocking guys...!!!,Positive,0.27999999999999997,0.64
+DRAGON BALL LEGENDS,"I feel like I'm playing actual console lol fantastic. But god's sakes, fix matchmaking set up. You give low leveled players max leveled players high leveled players low leveled players. We get demolished 1 attack. Balance out. The AI dont feel like they're AI'... Full Review",Positive,0.24428571428571427,0.48428571428571426
+DRAGON BALL LEGENDS,"Best game ever played, everything perfect, easy farm game currency, nice graphics, optimized gameplay heating lags. If problem PvP maybe wifi experience frame drop PvP.",Positive,0.37222222222222223,0.6555555555555556
+DRAGON BALL LEGENDS,"So far great mobile game visually gameplay mechanics. The microtransactions invasive nothing locked behind pay-wall. The complaints I game mechanics explained well all, PVP match making pits players well ... Full Review",Positive,0.007142857142857133,0.5428571428571428
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,I changed rating 2 4* now. Thanks giving NEW sparking characters struggling hard get pull..really appreciate that. If devs fix bug story pvp change rating 5*.,Positive,0.014898989898989893,0.3987373737373738
+DRAGON BALL LEGENDS,"I love fighting graphics. This good fighting games. But dissapointing things, hard get SPARKLING Event maim character. After waste almost 5000 diamond got broly super saiyan Trunks even super saiyan vegeta still show waste 400 diamonds. But... Full Review",Positive,0.190625,0.453125
+DRAGON BALL LEGENDS,"The PvP kinda whacked. I've seen cheater able counter rising rush two times match. No lucky. And connection issues annoying. My latest opponent let time run selection screen, getting ready, I waited... Full Review",Positive,0.09722222222222221,0.7180555555555556
+DRAGON BALL LEGENDS,"The game fun beautiful. The problem game problem gacha style games suffer from. Characters intentionally imbalanced order give consumers incentive spend money. If people looking balanced mobile fighting game, it.",Negative,-0.010000000000000009,0.48
+DRAGON BALL LEGENDS,"Great game! Long time fan series. Yet disappointed! Love it! It's dumb low chance get sparking character limited time events, though. Spent $100 Broly alone never got him.",Negative,-0.06765873015873015,0.4380952380952381
+DRAGON BALL LEGENDS,Recently crashing lot... Making pvp loode... Please fix problem and... Make certain pvp fighting levels... Because persons greater powerlevel fighting low powerlevel.. Which pretty unfair...,Positive,0.07738095238095238,0.6035714285714285
+DRAGON BALL LEGENDS,Garbage. The backup system trash. Spent loads hours building account lose I upgraded phone.,Negative,-0.1,0.1
+DRAGON BALL LEGENDS,Done 3 consecutive summons row even 1 sparking character. I thought chance sparking character 5% therefore I gotten least 1. Such unfair game.,Negative,-0.30000000000000004,0.575
+DRAGON BALL LEGENDS,"Great concept animations ruined unresponsive controls either ignores inputs, delays several seconds stand like dummy get hit straight something completely different pressed. AI actively obviously cheats making cheap ... Full Review",Positive,0.25,0.5
+DRAGON BALL LEGENDS,THE GAME IS AMAZING AND GETTING EVEN BETTER!!!!! Wish hope see variety things heros hero types future! The events stuff given missions amazing!! The game super fun extremely addicting overall best combat games ever played. Given ... Full Review,Positive,0.2996527777777778,0.49513888888888885
+DRAGON BALL LEGENDS,"Great game! Sadly new update allowing play ""Part 2"", even updated. Hoping fixed soon. Thanks freest game",Positive,0.056060606060606054,0.4007575757575757
+DRAGON BALL LEGENDS,Half time cant even attempt dodge chained attacks impossible. Countless times match making put impossible odds couldnt even attack player. Update: went 198k power player 110k power. Another waste energy loss points t... Full Review,Negative,-0.225,0.5361111111111111
+DRAGON BALL LEGENDS,"Okay, issue I found game overtime, summon rates, like older brother, Dokkan, fix rates 5 percent get rarest cards game let alone, ones want, summons get lowest cards second lowest, ... Full Review",Positive,0.036111111111111094,0.36388888888888893
+DRAGON BALL LEGENDS,Great game 1.7.0 update say pvp matching problem fixed still want match anyone can't play pvp. Pls fix problem claim free sparking summon. Thx reading review. Edit 1. Today game send message fixin... Full Review,Positive,0.14166666666666666,0.5166666666666666
+DRAGON BALL LEGENDS,4k crystals. I spent 4k crystals even single sparking. It's hard grind game pays back like this???? I close quitting. Fix damn drop rates horrible.,Negative,-0.310515873015873,0.3759920634920635
+DRAGON BALL LEGENDS,"It's great game, continues path get much better. I personally trouble summons, completing missions working.",Positive,0.175,0.46249999999999997
+DRAGON BALL LEGENDS,"The drop rates sparking characters honest joke...In last 9 multi summons I've 1 sparking pan, honest probably worst right now. Even last multi summons I even getting extremes... It Makes the... Full Review",Positive,0.1193877551020408,0.5741496598639456
+DRAGON BALL LEGENDS,"Idk what's going Everytime I play PvP I always connect opponent username ""Piccolo"" characters everytime, I know bot",Neutral,0.0,0.0
+DRAGON BALL LEGENDS,Great game. Just wish could buy limit breaks besides diamonds,Positive,0.2,0.575
+DRAGON BALL LEGENDS,Great game. The gameplay sort glitches depending connection speed solid fighting app.,Positive,0.13333333333333333,0.4166666666666667
+DRAGON BALL LEGENDS,Love wish rates sparkings betteror least sparking end multis available. Id throw tons money something im guranteed,Positive,0.20000000000000004,0.4666666666666666
+DRAGON BALL LEGENDS,Needs work. I used medals purchase summoning tickets received nothing medals took. They contact anything seek assistance issues. Also matchmaking could little bit work pvp. Otherwise pretty fun game.,Negative,-0.009375000000000008,0.525
+DRAGON BALL LEGENDS,SOOOOOO TRASH!!!!!!! I playing couple weeks ever since stupid update wont even load cuz wifi fine full bars 4g said theres nothing wrong!!!!! Makes really bad things happen.,Negative,-0.34666666666666657,0.7233333333333333
+DRAGON BALL LEGENDS,"great game, I play friends enjoy game even tho sometimes get boring lacking controls like block, block breaker, dif. movements strike dmg. dif. sp. attack, meantime rate game 3star hopefully add controls gamepla... Full Review",Negative,-0.09285714285714286,0.5714285714285714
+DRAGON BALL LEGENDS,"Good game, glitches careful reimburse lost gems summoning. Random maintenance breaks without warning happen frequently!! Very frequently!!! Ruins experience...",Negative,-0.09000000000000001,0.54
+DRAGON BALL LEGENDS,"1.Superb game, found issue You can't defend someone attacking except vanishing gauge takes time generate, maybe guys fix too. Something like defending normal strike blast attack shall sustain less damage . 2.Its great game almost like PS ... Full Review",Positive,0.05555555555555556,0.4694444444444444
+DRAGON BALL LEGENDS,Kills microscopic piece boredom have. I RECOMMEND YOU TO DOWNLOAD THIS GAME.,Negative,-0.4,0.4
+DRAGON BALL LEGENDS,"This game amazing extremely addicting. I never played game well done, I request Please nerf broly",Negative,-0.08124999999999999,0.6749999999999999
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,I love online capabilities I wish closer rank fights sometimes fight someone level 300 times fight characters 1500. Only complaint,Negative,-0.15000000000000002,0.675
+DRAGON BALL LEGENDS,"Would great game crash god damn much! Starting battle, crashes. During battle, crashes. Viewing battle victory screen, crashes. Collecting mission rewards, crashes. Changing equipment, crashes. Any point pvp crashes!!!! FIX THIS. It of... Full Review",Positive,0.1875,0.45
+DRAGON BALL LEGENDS,Its great game hoping content future variety arts specific character types also combo arts tag character perform double attack even triple ki cost make balance. More power team.,Positive,0.15,0.31666666666666665
+DRAGON BALL LEGENDS,Great looking game mobile game type. The battling little stiff worth play get used it. Overall great game.,Positive,0.03313492063492063,0.4222222222222222
+DRAGON BALL LEGENDS,"Big dragonball fan, great game! Just keep finishing everything nothing haha keep story comming fast",Positive,0.13999999999999999,0.43
+DRAGON BALL LEGENDS,The lag terrible. Whoever better connection wins,Negative,-0.06666666666666667,0.5666666666666667
+DRAGON BALL LEGENDS,Amazing thing changed let free play players chance get chrono crystals like I get 10 15 per mission wich means I would 100 get 1000 missions wich I enjoy give prize ... Full Review,Positive,0.4375,0.6875
+DRAGON BALL LEGENDS,A bugs (nothing big) typos bad translations overall FANTASTIC. Favorite mobile game right now.,Positive,0.012244897959183694,0.514625850340136
+DRAGON BALL LEGENDS,"Man I need new story,I completed part 1 since many month passed new story shallot coming slowly slowly game becoming frustrating",Positive,0.07045454545454545,0.5931818181818181
+DRAGON BALL LEGENDS,This game amazing I wish help comes salad needs upgraded quickly he's weakest character game truly amazing I recommend anybody that's Dragon Ball Z Dragon Ball GT Dragon Ball Dragon Ball super ... Full Review,Positive,0.2023809523809524,0.6166666666666666
+DRAGON BALL LEGENDS,This game super fun gokublack coming hes favorite character im getting bored old characters like Android 18 17 im trying say dragon ball super characters coming know guys busy game trying make m... Full Review,Positive,0.07166666666666664,0.5383333333333333
+DRAGON BALL LEGENDS,The game cool graphics awesome keep charcters shop exchange shop like sparking spirit bomb Goku keep sparking vegeta hand spirit bomb Goku broly people sparking characters happy waste chro... Full Review,Positive,0.31666666666666665,0.6
+DRAGON BALL LEGENDS,"BUG I am stuck at the 3rd mission of chapter 1 of the history of Freezer, after completing this mission the others do not unlock yet the limit of challenges that can be achieved is 77, I can only perform 21 maximum . EDIT: Mission 4 accessible by clicking ""last epis ... Full Review",Positive,0.145,0.3983333333333333
+DRAGON BALL LEGENDS,As dbz fan I excited game putting 100+hrs I comfortably say game make smile remember funny parts youth like looking mirror set game walk away feeling like old void still ... Full Review,Positive,0.06388888888888887,0.5111111111111111
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,"Good. Problem is, I ever go anybody least twice level pvp. There needs better matchmaking system.",Positive,0.3,0.5
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,I updated many times really wanted play. Just still work Samsung s9,Positive,0.35,0.35
+DRAGON BALL LEGENDS,"Though game really good, doubt much loadings downloading game bores me.",Positive,0.02499999999999998,0.4
+DRAGON BALL LEGENDS,All data deleted error developer's end. Game stated genuine version despite downloading google play store. When I reached told I fault game deleted data.,Negative,-0.13333333333333333,0.43333333333333335
+DRAGON BALL LEGENDS,"Loving far, fan ages. I say fast paced, keep get distracted.",Positive,0.3,0.85
+DRAGON BALL LEGENDS,COSTUMES NOT ONLY FOR SHALLOT BUT MAYBE FOR OTHER HEROES. CHAT MODE PLEASE AND MAYBE TRADING SYSTEM OR SELL CARDS.,Negative,-0.0625,0.6875
+DRAGON BALL LEGENDS,"worst case scenario, lag actually benefits person lagging. sometimes wouldnt even able cast card game would keep telling opponent losing connection, therefore placing odds me.",Negative,-0.225,0.53125
+DRAGON BALL LEGENDS,This awesome game. I really love it. It let's 3-D characters fight round.,Positive,0.22500000000000003,0.6
+DRAGON BALL LEGENDS,I love game took phone could support deffinatlly great game challenges gives lots also limiting cant go beat easilly move next......what dragon ball fan doesnt like challenge g... Full Review,Positive,0.16999999999999998,0.54
+DRAGON BALL LEGENDS,Pls increase chances sparking characters boring played 1 month...change players fighting style ex sp characters eg Goku... PERFECT DBZ game updated characters etc,Negative,-0.13333333333333333,0.7999999999999999
+DRAGON BALL LEGENDS,"Been playing ever since release, first gameplay little slow, fun, Ever since update gotten ever better, controls seem polished, events attainable rewards, 1,500 level cap makes characters ever satisfying upgrade,we finally got part 2 ... Full Review",Positive,0.1765625,0.5604166666666667
+DRAGON BALL LEGENDS,Please remove Crono Crystal's Cap. Ive reached 22.2k (originally 20k) I'm unable buy packs saving future. Make game possible removing please,Negative,-0.10500000000000001,0.5549999999999999
+DRAGON BALL LEGENDS,Been stuck game ever since downloaded it... So much grind for! Great game! Highly recommend,Positive,0.06200000000000001,0.458
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,Nice game. I wish summoning Sparking characters better probability.,Positive,0.2333333333333333,0.6333333333333333
+DRAGON BALL LEGENDS,"The game great people love Dragon Ball, even anime general, desperately needs way get characters past events, Broly final-form frieza.",Positive,0.01666666666666668,0.5833333333333334
+DRAGON BALL LEGENDS,Why need access nude pictures order play game,Negative,-0.4,0.4
+DRAGON BALL LEGENDS,I keep getting error code every time I try open game CR732762 communication error I hope u fix way I fix it. I really want play ur game again.,Negative,-0.15000000000000002,0.375
+DRAGON BALL LEGENDS,I love game. Great job!!! It's long time I've invested mobile game. I hooked!!! I excited future updates features!!,Positive,0.09196428571428572,0.48928571428571427
+DRAGON BALL LEGENDS,"Combat always fun. Plenty missions, hard earn crystals. But summon Drop rates BS. I've gotten 6 SS Vetetas 3 different banners. 4 2 days. Do tell RNG.",Positive,0.002777777777777768,0.44722222222222224
+DRAGON BALL LEGENDS,"Please help I downloaded game try start game accepting everything loads says ""An error occurred"". Please help me.",Negative,-0.4,0.4
+DRAGON BALL LEGENDS,Need bring back characters previously available like Broly instance I didnt get max stars,Positive,0.2,0.2
+DRAGON BALL LEGENDS,nan,nan,nan,nan
+DRAGON BALL LEGENDS,When I allowed play again? Your game wont let even start new account log I saved Google play account. I never even gotten response email.,Negative,-0.13181818181818183,0.42727272727272725
+DRAGON BALL LEGENDS,Game great I personally love But problem eyes. Which voice talk story I wish excepting improve upcoming updates.,Positive,0.3,0.5833333333333334
+DRAGON BALL LEGENDS,It great game love communication error story mode part 2 chapter 10 can't fight please fix dis bandai thx,Positive,0.3,0.5833333333333334
+DSLR Camera Hd Ultra Professional,This much better normal camera I hate .. body please. ... time waste,Negative,-0.08750000000000001,0.5125
+DSLR Camera Hd Ultra Professional,It's ok high quality,Positive,0.33,0.52
+DSLR Camera Hd Ultra Professional,Very irritating part contain much add,Negative,-0.16,0.6
+DSLR Camera Hd Ultra Professional,This good But many add,Positive,0.6,0.55
+DSLR Camera Hd Ultra Professional,nan,nan,nan,nan
+DSLR Camera Hd Ultra Professional,This app nice edited photo good aap nice dslr aap nice,Positive,0.625,0.9
+DSLR Camera Hd Ultra Professional,Add. Add. Only add slow work,Negative,-0.15000000000000002,0.7
+DSLR Camera Hd Ultra Professional,Disgusting worst app... waste time...,Negative,-0.7333333333333334,0.6666666666666666
+DSLR Camera Hd Ultra Professional,good well..as picher,Positive,0.7,0.6000000000000001
+DSLR Camera Hd Ultra Professional,Not bad ....rather better normal camera,Positive,0.3333333333333333,0.6055555555555555
+DSLR Camera Hd Ultra Professional,Disgusting adds Every shot.,Negative,-1.0,1.0
+DSLR Camera Hd Ultra Professional,It's amazing app.highly clear zooming,Positive,0.35000000000000003,0.6416666666666666
+DSLR Camera Hd Ultra Professional,The good .,Positive,0.7,0.6000000000000001
+DSLR Camera Hd Ultra Professional,I hate aap,Negative,-0.8,0.9
+DSLR Camera Hd Ultra Professional,"It beautiful camera use, like heavy one, definitely handier. Thank you.",Positive,0.21666666666666665,0.6666666666666666
+DSLR Camera Hd Ultra Professional,Want improvements,Neutral,0.0,0.0
+DSLR Camera Hd Ultra Professional,I hate,Negative,-0.8,0.9
+DSLR Camera Hd Ultra Professional,It's Good,Positive,0.7,0.6000000000000001
+DSLR Camera Hd Ultra Professional,nan,nan,nan,nan
+DSLR Camera Hd Ultra Professional,If needed,Neutral,0.0,0.0
+DSLR Camera Hd Ultra Professional,good..but add add add..uff..got tired add,Negative,-0.4,0.7
+DSLR Camera Hd Ultra Professional,Do not believe it,Neutral,0.0,0.0
+DSLR Camera Hd Ultra Professional,Data waste,Negative,-0.2,0.0
+DSLR Camera Hd Ultra Professional,Data waste,Negative,-0.2,0.0
+DSLR Camera Hd Ultra Professional,I like u,Neutral,0.0,0.0
+DSLR Camera Hd Ultra Professional,Ok,Positive,0.5,0.5
+DSLR Camera Hd Ultra Professional,It's ok,Positive,0.5,0.5
+DSLR Camera Hd Ultra Professional,Worst,Negative,-1.0,1.0
+DSLR Camera Hd Ultra Professional,Nice,Positive,0.6,1.0
+DSLR Camera Hd Ultra Professional,Nice,Positive,0.6,1.0
+DSLR Camera Hd Ultra Professional,This,Neutral,0.0,0.0
+DSLR Camera Hd Ultra Professional,Mast Bindass,Neutral,0.0,0.0
+DSLR Camera Hd Ultra Professional,It's good,Positive,0.7,0.6000000000000001
+DSLR Camera Hd Ultra Professional,The work MD is good,Positive,0.7,0.6000000000000001
+DSLR Camera Hd Ultra Professional,Data loss,Neutral,0.0,0.0
+DSLR Camera Hd Ultra Professional,Fa territory sea base,Negative,-0.8,1.0
+DSLR Camera Hd Ultra Professional,Too many ads,Positive,0.5,0.5
+DSLR Camera Hd Ultra Professional,good,Positive,0.7,0.6000000000000001
+DSLR Camera Hd Ultra Professional,West time,Neutral,0.0,0.0
+DSLR Camera Hd Ultra Professional,No thanks,Negative,-0.1,0.2
+DStv Now,"I think usability considered new Android TV designed. The grid view update good get channels. It mission get channel want horizontal list view. When comes Android TV app, considered users using remote touch screen :-(",Negative,-0.003409090909090917,0.5636363636363637
+DStv Now,I wish withdraw earlier request. I think new UI looks great certainly step right direction. But please fix bug channel 115 shows particular scene show anytime want watch it.,Positive,0.2671717171717172,0.5241702741702742
+DStv Now,I've unable register since I downloaded app. Initially problem otp I getting phone despite numerous trials. But even going tru bringing errors. Pls,Negative,-0.16666666666666666,0.3333333333333333
+DStv Now,"After recent update, gives following message Nvidia shield tv : Video playback error: Required output protections active. Tried install previous version 2.09 still giving error. Please help",Negative,-0.075,0.2791666666666667
+DStv Now,"Useless app, work mibox 3...tells register t.v. gives link using internet tv pointless!!! Buffers even 50mb line wonder everyone leaving Netflix???",Negative,-0.494140625,0.35
+DStv Now,This horrible since recent update. Shows buffer every 2 seconds. It's even issue network Netflix works fine phone,Negative,-0.19444444444444442,0.5833333333333334
+DStv Now,"Hi. Since two days ago, started flicker every time I try watch show. I tried everything fix it. Otherwise great",Positive,0.8,0.75
+DStv Now,The player forward rewind options. Erratic performance concerning downloads. Why I need internet connection watch film I already used 3 GB download?,Neutral,0.0,0.0
+DStv Now,"If like spending time scrolling every channel, fine. I preferred 4 channels reflected rows easier quickly jump channel wanted. Now however I sit 1/2 meter away screen check channrying watch anthing els ... Full Review",Positive,0.3666666666666667,0.5166666666666667
+DStv Now,"I Huawei P8 Lite, everything 100% OK, But ever since around 3rd May 2018. I Anymore. We I Open it, tries Load Automatically Closes self. DSTV please Reply Us, Looking Play Store Page anyone see Sudde... Full Review",Positive,0.15,0.39
+DStv Now,"After upgrade Android tv work more. This used great unless problem sorted, It's pretty much useless",Positive,0.2625,0.6125
+DStv Now,I can't see video anymore ever since I updated app. It displays colorful screen I hear saying,Positive,0.3,0.4
+DStv Now,"I never reviews I know place dstv smart tv reviews, I need say thank u dstv creating seamless smart tv makes life alot easier using browser. Very impressed app, thank u.",Positive,0.3821428571428571,0.5964285714285714
+DStv Now,We watching Sony smart tv 2 months since upgrade days ago unable watch more!,Positive,0.1130952380952381,0.5476190476190476
+DStv Now,I could register smart card. When ever I key number displays errors... I BERNARD Nigeria,Positive,0.10714285714285714,0.8214285714285714
+DStv Now,Updating latest version worst mistake I've ever do. I can't watch anything,Negative,-0.25,0.95
+DStv Now,"Recently, whole week DSTV Catch-up fail update accordingly. I able watch episodes favorite films. Please fix ASAP.",Positive,0.175,0.58125
+DStv Now,"gives error device paired another account can't be, unable it... Please advise.",Negative,-0.5,0.5
+DStv Now,"Since I changed device MI max certified, I getting video playback error "" failed initialize DRM"" please help.",Negative,-0.5,0.3
+DStv Now,"I able watch live TV. When I try watch catch-up gives SSL error. I tried removing devices uninstalling, luck...",Positive,0.3181818181818182,0.5625
+DStv Now,"Ever since recent update keeps buffering u can't even enjoy watching, every 2 sec thing buffers even network problem. The update kak njhe",Positive,0.10000000000000002,0.45
+DStv Now,"Ok. This latest Android TV interface improved degraded experience. Let's start live TV landing page. I'm happy see channel number, content start time visible channel cards without dig card. I'm disappointed see m... Full Review",Positive,0.20727272727272733,0.74
+DStv Now,For reason buffering first I thought WiFi home I realized even I using data WiFi campus,Positive,0.25,0.3333333333333333
+DStv Now,"PLEASE HELP KEEP ON GETTING ERROR 404, WHEN TRYING TO WATCH CATCH UP... SINCE THE LATEST UPDATE",Positive,0.5,0.9
+DStv Now,"Since update, fails play Lit Box (Certified Android Device).",Negative,-0.5,0.3
+DStv Now,"After latest update, videos longer playing. I Huawei P20. Very much frustrated",Negative,-0.09999999999999998,0.55
+DStv Now,"Used gud I cant even watch Ss3,Ss4 Mzansi channels nd u playing old content",Positive,0.1,0.2
+DStv Now,Android TV work update,Neutral,0.0,0.0
+DStv Now,"new tv design poor, user friendly cannot even find sport catchup sub category anymore sport, select live channel pain scroll though 1 line, previous design though perfect much better u... Full Review",Positive,0.24138257575757577,0.5339015151515152
+DStv Now,device selfish decode. join,Negative,-0.5,1.0
+DStv Now,Latest version constantly loses connection. Buffers seconds viewing,Positive,0.1,0.5
+DStv Now,Flippen useless. Installed. Uninstalled. Over over. All says is: something went wrong. Try later. Pathetic.,Negative,-0.5,0.525
+DStv Now,I need help I've logged dstv using friend's code I cannot watch channels catch live TV premium package .... I huawei p8 lite,Positive,0.13636363636363635,0.5
+DStv Now,"Watching DSTV via Internet works fine, buffers every seconds attempting watch App. Definitely Network related",Positive,0.1388888888888889,0.4666666666666666
+DStv Now,nan,nan,nan,nan
+DStv Now,"The new tv layout bloody awful!!!!!!! Makes sense, user friendly AT ALL!!!!!",Negative,-0.1659090909090909,0.7136363636363636
+DStv Now,I can't stream channels since update really annoying I alot.,Negative,-0.8,0.9
+DStv Now,Since I update keeps buffering every 45 minutes. Dear multichoice please help,Neutral,0.0,0.0
+DStv Now,New version working certified tv box. Time cancel premium subscription?,Positive,0.13636363636363635,0.45454545454545453
+DStv Now,Since latest update buffers every two seconds. Can't watch anything,Positive,0.5,0.9
+DU Browser—Browse fast & fun,"This worked great while, since latest update I longer view news articles, app's search engine working. You put want search comes back blank page. If could get issues fixed I would give five stars. There lot great features, news search engine 2 main things I used.",Positive,0.3380952380952381,0.419047619047619
+DU Browser—Browse fast & fun,"So far firefox 2 browsers I make sure phone everytime I get new phone, I get tablet browsers downloaded it, device I put du I reliable firefox even though missing features I like. It fast blocks ads turn stops pop ups contain viruses damaging device.",Positive,0.14727272727272728,0.5986868686868687
+DU Browser—Browse fast & fun,Will change back 5 stars fixed I constantly problems screen going using browser. I know loading issues ive waiting 10+ minutes. Overall I've happy wish timeouts could fixed. Thank,Positive,0.16666666666666666,0.28888888888888886
+DU Browser—Browse fast & fun,"Can't copy text clipboard holds item Has potential great browser. I suggested improvements year ago made changes. Why hard multiple item clipboard holds ten items? When I type something I can't see text box, keyboard guess right not. Looks great needs lot work UC Browser.",Positive,0.22772108843537417,0.5110544217687074
+DU Browser—Browse fast & fun,"I really like perfect except little problem little facing...problem sometimes almost often blank box write name, password,id etc...if write can't see alphabet!! Iam writing iam writing can't see blank box...and always blank... I tried neobux many webpage...plz fix perfect browser...tnx",Positive,0.25833333333333336,0.41111111111111115
+DU Browser—Browse fast & fun,"Compatibility Issues; plz Improve T5 engine The T5 engine causes many sites crash, like Wikipedia. Please fix this. Overall, I still love browser.",Positive,0.3333333333333333,0.3666666666666667
+DU Browser—Browse fast & fun,"Bookmark click.Liked little floating time saving indicator dunno anything video streaming. Sharing fast props quick history - notably unbookmarked current page easily bookmarks page itself. Could faster response time held links. Nice minimal layout new tab history frequently shared pages, makes lot history, favourites, recent, look like redundant duplicates.",Positive,0.15129419191919194,0.5114898989898989
+DU Browser—Browse fast & fun,"Baidu. Fastest ever When I tried internet 3g, slow. With Baidu watch videos YouTube, fast loading more... This favorite",Positive,0.22499999999999998,0.625
+DU Browser—Browse fast & fun,"Sammy S5 Memory hog. Always active 3 memory process running, even closing. Not good. What after?",Negative,-0.24166666666666664,0.6000000000000001
+DU Browser—Browse fast & fun,I really like I hate new update! :( I love older version I play movie would open separate screen I watch movie browsing stuffs. But new version there's separate screen opens :( I go back older version this? :( I would've rated 5stars :(,Negative,-0.18921911421911422,0.5981351981351981
+DU Browser—Browse fast & fun,I like pop ads. Why advertise AdBlock pop ads? I know why. It's still dumb.,Negative,-0.375,0.5
+DU Browser—Browse fast & fun,"What happened browser?! Used best......now, takes forever pages load half time render properly touchscreen becomes unresponsive. Sometimes freezes whole device. I problems 3rd party browser. Dev needs bug fixes next update instead worrying much decor.",Positive,0.038888888888888896,0.14444444444444446
+DU Browser—Browse fast & fun,"No share function and... Had uninstall 2 reasons. 1) Need share function 2) It runs background eating much memory. Other 2 reasons, thought pretty decent browser.",Positive,0.12291666666666667,0.5604166666666667
+DU Browser—Browse fast & fun,"Disappointed Nice speed.. Bt option data saving, version every single time u grant permissions download.. Which annoying also notification tell u task exists cmon..",Negative,-0.2553571428571429,0.7160714285714286
+DU Browser—Browse fast & fun,Good I installed suddenly got slower decided uninstalled tried another worse hope...buuuutttt I'm installed baidu hopes it'll good last....thank,Positive,0.24999999999999997,0.5750000000000001
+DU Browser—Browse fast & fun,"Hey, im back miss ur Apps.Coz months phone get trouble. So phone canot more.Now im using new phone need Apply again.Any way never forget using ur Apps.It awesome n good Apps.Thanks give allowed ur Apps.",Positive,0.32727272727272727,0.450909090909091
+DU Browser—Browse fast & fun,How I change search engine It good. But fast say. But problem I know change search engine.please tell to.,Positive,0.44999999999999996,0.6000000000000001
+DU Browser—Browse fast & fun,Good simplicity The reason I'm using I edit filename downloading work chrome. Tried UC meh even loading.,Positive,0.7,0.6000000000000001
+DU Browser—Browse fast & fun,"BEST SEARCH ENGINE This quick search, loading cause hauwei 550 hang, good setting options provides world news.CONGRATULATIONS TO DEVELOPERS OF THIS APP!!!",Positive,0.7777777777777777,0.46666666666666673
+DU Browser—Browse fast & fun,"Would great big issue BADLY NEEDS ADBLOCK PLUGIN THAT ACTUALLY WORKS even able enjoy ads. Needs classic tabs optional Reload previous tabs would really great existing, full screen video play time skip bit slow. Widget icon go directly chosen Web 1st. Please fix. Might delete new lay slow plus tabs. I literally cannot comment Facebook please fix",Positive,0.12759740259740263,0.4306818181818182
+DU Browser—Browse fast & fun,"Never Its work slower tortoise. I used first time n got result. And get attacked comments, hopeless , ucbrowser better this.",Positive,0.375,0.41666666666666663
+DU Browser—Browse fast & fun,Worst ever Will uninstall cannot remove device,Negative,-1.0,1.0
+DU Browser—Browse fast & fun,"Now I can't find music,video games browser...I can't say best ever...I hope can't update speed next time..keep",Positive,0.5,0.15
+DU Browser—Browse fast & fun,I really think I Would liked browser. I guess I wrong that. Mario P,Positive,0.10000000000000002,0.6333333333333333
+DU Browser—Browse fast & fun,"Can't save image google It works well, always problem want save image google. It can't save full image, always visit webpage saving image. Please fix it.",Positive,0.35,0.55
+DU Browser—Browse fast & fun,"Leader1 The best, fastest, easiest use, top-notch user interface, quickest responsive page-load, etc. mobile tablet I've used. Only Opera Coast iPad comes close satisfaction brings. I easily give 5 stars!",Positive,0.6354166666666667,0.7833333333333333
+DU Browser—Browse fast & fun,nice Floating Video affecting play video facebook nice add On/Off Floating Video ist hate Floating Video... rate back fix...,Positive,0.09999999999999998,0.725
+DU Browser—Browse fast & fun,"Ad block working Adblock doesn't block thing, popup leads play store still found . Also numerus popup suddenly open new page.",Positive,0.06818181818181818,0.4772727272727273
+DU Browser—Browse fast & fun,"So far good Only couple hours, chance really put paces.",Positive,0.25,0.7000000000000001
+DU Browser—Browse fast & fun,Signal strength distorted Always hang unable login prpoerlyt time time sometime hanged hanged,Negative,-0.5,0.5
+DU Browser—Browse fast & fun,Keyboard work properly sometimes. It's better continue downloading closing application. (Cause pauses automatically closing application.),Positive,0.25,0.3
+DU Browser—Browse fast & fun,So hard select Tab Good engine lack tab surf. I suggest 2 finger gesture select page tabs. That great idea like HD version.,Positive,0.40277777777777773,0.6305555555555555
+DU Browser—Browse fast & fun,"T5 engine T5 engine helps lot video playback, guys change mind. Please, put back. Thanks alot.",Positive,0.1,0.1
+DU Browser—Browse fast & fun,"Fabulous Multimedia This amazingly helpful using different sites. It combines whole array popular internet normally use. You pick additional sites anytime add browser. It also gives option prioritizing much want site, choice, main app. It unless choice always. It smart helps condense information collect app. SMART!",Positive,0.27988095238095234,0.6269047619047619
+DU Browser—Browse fast & fun,Hey popup video player available previous version could u add feature awesome,Positive,0.41111111111111115,0.5222222222222223
+DU Browser—Browse fast & fun,Not fast I looking for. Faster,Negative,-0.1,0.6
+DU Browser—Browse fast & fun,"No floating playback newer phones I got new phone 6.0.1 floating video player option video player way videos. The t5 engine whatever video options gone old phone 4.2 features there, happened?",Positive,0.11818181818181818,0.32727272727272727
+DU Browser—Browse fast & fun,Not bad It excellent since I could keep latest news much problem really slow loading So make faster bring back t5 engine,Positive,0.29166666666666663,0.5277777777777778
+DU Browser—Browse fast & fun,"Best date required, installing photo uploading done. Where load options, videos etc,",Positive,1.0,0.3
+DU Browser—Browse fast & fun,Very slow It's fast beginning time working properly getting slow,Negative,-0.12250000000000003,0.405
+"DU Recorder – Screen Recorder, Video Editor, Live",This good editing sadly look back recording vid blocky lagy slow too! For recording suggest fixing soon. But AZ screen recorder,Negative,-0.043750000000000025,0.5
+"DU Recorder – Screen Recorder, Video Editor, Live","Good recording gameplay. The problem want headphones plugged recording gameplay ,internal audio recording supported, making horrible YouTube videos viewers cannot hear anything. Please fix problem.",Negative,-0.10000000000000002,0.5333333333333333
+"DU Recorder – Screen Recorder, Video Editor, Live",At first I liked I don't. It keeps stopping recordings I repair video! This happened TWICE already I'm getting tired it! What's point trying record vid stop recording make vids? Here's new complaint: I C... Full Review,Positive,0.11439393939393938,0.5063131313131314
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",I love problem. Every time record screen records sounds voices too! But want record sound phone!!!! I try many times problem solve! If know help,Positive,0.7421875,0.5
+"DU Recorder – Screen Recorder, Video Editor, Live",The really good I dont like fact I can't videos I record go photo folder allows either target SD card Internal Storage. I want everything I record take photos go SD/Photos folder. Also lags phone trying record Golf Clash game play. If I would give 5 star.,Positive,0.09999999999999998,0.3333333333333333
+"DU Recorder – Screen Recorder, Video Editor, Live",News sites block traditional screenshotting. This lets avoid hassle sending buddy link open separate,Neutral,0.0,0.625
+"DU Recorder – Screen Recorder, Video Editor, Live","This best recorders, Ever! I used Gacha verse. There's tiny problem. What's point recording video can't even upload! The uploading fails. I got much people waiting channel Gacha verse! But that, Its 5 stars.",Positive,0.1875,0.325
+"DU Recorder – Screen Recorder, Video Editor, Live","It best screen recorder I ever installed! I make Gacha Reverse videos post YT! I think nobody rate star, two star, 3 star! If somekne rate 3, 2, 1 star something tlwrong device app!",Positive,1.0,0.3
+"DU Recorder – Screen Recorder, Video Editor, Live","When I try start recording, closes itself. I can't even recorder least five minutes recording bubble dissapers, stops recording & tab closes itself. I mean like I tab button, even tab. This getting annoying, & keeps happening couple friends this. Please fix ASAP.",Negative,-0.4708333333333334,0.6625
+"DU Recorder – Screen Recorder, Video Editor, Live","The used great recording mobile device screen. However, update 30-July-2018 broke something, closed midst recording. It happens recording game play Asphalt 9, OnePlus 3T. The recorded videos corrupted. Previous version worked great.",Positive,0.1866666666666667,0.4333333333333334
+"DU Recorder – Screen Recorder, Video Editor, Live","Awesome, kinds cool edits, 1 thing though, add actual popular songs, cheesy weird songs, everything perfect. Never crashes recording me. I hope read DU Add new songs please, possible, thank",Positive,0.2318181818181818,0.7893939393939394
+"DU Recorder – Screen Recorder, Video Editor, Live",This My Changed Review Seriously I Irritated With Videos lags Blockage My Screen Recordings. My Audio Keeps Moving Video Picture Just Still Blocked Complete 1 Minute. The Whole Video I Made went Waste. I Seriously Doubt Why I Gave 5 Star I About Change My 5 Star Please Solve Issue Soon Possible,Negative,-0.09444444444444444,0.5222222222222223
+"DU Recorder – Screen Recorder, Video Editor, Live",It's great helps make YT videos! But... You can't Make audio record TINY bit better? The video looks like plays 1 frame per hour,Positive,0.5,0.5833333333333334
+"DU Recorder – Screen Recorder, Video Editor, Live",It's Very nice Best friends Go Singing contest I I'll able Download YouTube lyrics I thanks ilove it! Wist good luck contest!,Positive,0.681,0.545
+"DU Recorder – Screen Recorder, Video Editor, Live","This good... But I'm getting problem record gameplay mobile.... I tried Garena Free Fire, Subway Surfer, 8 Ball Pool... This record anything game....Hope official fix help I record game...",Positive,0.23333333333333336,0.6000000000000001
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",I like phone keeps making multiple copies I delete copy I can't see video image. Please fix I rate better,Positive,0.25,0.25
+"DU Recorder – Screen Recorder, Video Editor, Live","WHY DID U NOT ALLOW INTERNAL AUDIO ON ANDOID? Im 11 I loved u could record internal audio point it. I love animations want day cant find another lets u record soundcloud flipaclip time. Please fix, PLEASE!",Positive,0.33125,0.35
+"DU Recorder – Screen Recorder, Video Editor, Live",You can't even talk someone background like I want talk friends skype I make video I get notification I reset phone IF nothing happened hole video silent,Neutral,0.0,0.1
+"DU Recorder – Screen Recorder, Video Editor, Live",This life saved It helped YouTube Channel grow From 0 subs To subs I could ever get My yt name iiBeautyinsanityii go Sub Me That would make happy,Positive,0.8,1.0
+"DU Recorder – Screen Recorder, Video Editor, Live",Got new phone testing Asphalt 9. Made videos share friends worked amazingly well. Go deep settings turn everything high get best recordings. I'm deeply impressed simple was. Good job developers. You got winner hands.,Positive,0.4495454545454546,0.5689610389610389
+"DU Recorder – Screen Recorder, Video Editor, Live",I like except I can't share YouTube. I would like fixed. Other OK perfect. But screen recorder perfect.,Positive,0.495,0.615
+"DU Recorder – Screen Recorder, Video Editor, Live",Sir new update video quality good best compared mobizen video recorded mobizen still grainy. But video recorded DU RECORDER good still somewhat grainy. Please solve issue optimising sir.,Positive,0.634090909090909,0.4886363636363637
+"DU Recorder – Screen Recorder, Video Editor, Live",I love talk hear self I really recommend I time YT channel since I using I gained 10K subscribers really simple well.,Positive,0.2333333333333333,0.38571428571428573
+"DU Recorder – Screen Recorder, Video Editor, Live","This really good app. I tried broadcast side recording part good, downside androids ruling allow internal audio recording. The editing suite pretty good too.",Positive,0.4699999999999999,0.56
+"DU Recorder – Screen Recorder, Video Editor, Live","I love this! It easy use, go live, best editing software programed it. This even better Mobizen says alot.",Positive,0.5389393939393939,0.5466666666666666
+"DU Recorder – Screen Recorder, Video Editor, Live","I'm really unable record live show..... Like... Live cricket, Football etc.. Please reply great solution..",Positive,0.1431818181818182,0.5625
+"DU Recorder – Screen Recorder, Video Editor, Live","Good recording live streaming , problem cant record actual sounds video recording , using headphones records breathing rather recording exact video.. still good free. Thanks",Positive,0.34090909090909094,0.43571428571428583
+"DU Recorder – Screen Recorder, Video Editor, Live",It's good recording I always edit I like way thing U put du recorder link good,Positive,0.7,0.6000000000000001
+"DU Recorder – Screen Recorder, Video Editor, Live",In case video call .. The Mic supporting Samsung J7 Prime No audio records video screen recording allows,Positive,0.25,0.25
+"DU Recorder – Screen Recorder, Video Editor, Live",Its good I can't find button go live. And give update option. I'm getting really frustrated,Positive,0.04545454545454545,0.43333333333333335
+"DU Recorder – Screen Recorder, Video Editor, Live",I would rate five stars every time try face cam screen record would stop video 15 seconds in. Fix get 5 stars me☺,Neutral,0.0,0.0
+"DU Recorder – Screen Recorder, Video Editor, Live",I used record mom translating city council meeting I could show family later! We're proud thanks actual recording,Positive,0.25,0.325
+"DU Recorder – Screen Recorder, Video Editor, Live",Worst screen recording I've used far records background noise worst part option store device folder,Negative,-0.6333333333333333,1.0
+"DU Recorder – Screen Recorder, Video Editor, Live",I think great. Especially people camera want YouTube awesome mobile gameplay. You even live stream.,Positive,0.4840909090909091,0.8125
+"DU Recorder – Screen Recorder, Video Editor, Live",I dont know happned update becoz able record serials jiotv update plzz solve problem,Positive,0.5,0.625
+"DU Recorder – Screen Recorder, Video Editor, Live","It's really great. I've using screen record something save it, immediately goes videos photos. I highly recommend app:)",Positive,0.48666666666666664,0.7633333333333333
+"DU Recorder – Screen Recorder, Video Editor, Live","My issue takes star, I understand small is, I can't permanently disable floating icon overlay. If could fixed I'd give 5stars straight away.",Positive,0.016666666666666673,0.3333333333333333
+"DU Recorder – Screen Recorder, Video Editor, Live",Don't ask A rating I actually try out. Should wait least 24 hours. Gona give bad review chance try begged 5 star.,Negative,-0.33333333333333326,0.38888888888888884
+"DU Recorder – Screen Recorder, Video Editor, Live",videos recorded using showing file manager gallery video directories found annoying,Negative,-0.8,0.9
+"DU Recorder – Screen Recorder, Video Editor, Live","One issue solve I live record social sites. The background noise cancellation still hearing. Whatever I record music game heard. Whatever I hearing headphone sound like Live Streaming. But unfortunately, sounds like weird, sounded like crystal hd like headphone.",Negative,-0.09913419913419914,0.5523809523809524
+"DU Recorder – Screen Recorder, Video Editor, Live","I issue. Everytime I record video save YouTube, says there's problem uploading. Uninstalling I wanna try again.",Neutral,0.0,0.0
+"DU Recorder – Screen Recorder, Video Editor, Live",Great issue I try record live I stream facebook posts like minute two profile please fix I continue live feeds pubg facebook,Positive,0.3575757575757576,0.5833333333333334
+"DU Recorder – Screen Recorder, Video Editor, Live","Though works pretty efficiently, stops recording, randomly random time, I'm forced restart recording try represent cut process.",Negative,-0.18333333333333335,0.5666666666666667
+"DU Recorder – Screen Recorder, Video Editor, Live","Its good everything, thing hate sometimes start recording stops recording without knowing, pls fix",Negative,-0.050000000000000044,0.75
+"DU Recorder – Screen Recorder, Video Editor, Live",The f****** audio make damn video jacked can't even edit make audio better f****** dumb,Positive,0.0625,0.5
+"DU Recorder – Screen Recorder, Video Editor, Live",It usually stops around 15-30 minutes overall great app. I record videos youtube apps. Great app. Audio Reay great though.,Positive,0.43000000000000005,0.5
+"DU Recorder – Screen Recorder, Video Editor, Live",Just downloaded record participants taking usability tests I think great! My exploration far A+.,Positive,0.55,0.875
+"DU Recorder – Screen Recorder, Video Editor, Live",Its recent wish could make introduction move stuff kinda boring images YouTube title,Negative,-0.5,0.625
+"DU Recorder – Screen Recorder, Video Editor, Live",If want make YouTube play game video want. You commentary play upload favorite music like. Great job people's!!!,Positive,0.3666666666666667,0.7166666666666667
+"DU Recorder – Screen Recorder, Video Editor, Live",This actually pretty good! I wish recorded audio coming phone I might know works lolol,Positive,0.6416666666666667,0.8000000000000002
+"DU Recorder – Screen Recorder, Video Editor, Live",Crash everytime you screen record gameplay broke video. It says corrupted tried tu repair video. I got video back 100% okay. I cant play video. I play half video. Please fix this.,Positive,0.11111111111111112,0.2222222222222222
+"DU Recorder – Screen Recorder, Video Editor, Live",I think amazing constant ads....i really want video advertising want reply review xx,Positive,0.26666666666666666,0.4777777777777778
+"DU Recorder – Screen Recorder, Video Editor, Live",Superb I like it. It's easy to find friends who are good at all. This useful app,Positive,0.6083333333333333,0.6083333333333334
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",I able save first video new phone... After clicking save... Video stuck 0%,Positive,0.29545454545454547,0.47095959595959597
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",Hi I love du recorder audio problem. Whenever I'm recording sound voice plays 2 seconds sound made. And also I'm recording make orange circle seen. Thanks reading goodbye,Positive,0.375,0.39999999999999997
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live","updated let ""start now"" record. deleting different one.",Neutral,0.0,0.6
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live","Pretty good Well,compared screen recorder already phone, better, record sound app. While phone can't record sound.",Positive,0.45,0.58
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live","This amazing helpful get subscribers, views, like thank much DU record.",Positive,0.4,0.55
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+"DU Recorder – Screen Recorder, Video Editor, Live",nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+DaBang - Rental Homes in Korea,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Mail Online,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Manga - Comic & Webtoon,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,It's really great,Positive,0.8,0.75
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Workouts - Exercise Fitness Routine Trainer,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,"Really enjoying app, find elements frustrating. Instead 'signing up' particular programme, I'd like see poses first. I programmes, complete (as challenging right equipment), activity seems lose track I've actually achieved. Think less issue I get grips poses. Really great way learn home though!",Positive,0.2235714285714286,0.5019047619047619
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,"I went yoga class I really liked it. But work schedules unpredictable, that's difficult go class every then. So that's really good option me. It really relaxing! Love",Positive,0.23055555555555554,0.7000000000000001
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,Very greedy company. I recently buy silver pro plan time want move next purchase level. This soo un-satisfying. It seems cheating me. I think turned basic /free/ silver gold me. Not happy buying:-(,Negative,-0.15833333333333333,0.4458333333333333
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,I really love layout app! I never exercise simple programs great voice coach makes want stick it! The reason four stars like many people intrusive ads pop even I'm using app! I hope gets fixed,Positive,0.47000000000000003,0.4814285714285715
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,"The comprehensive complete program I've seen app. And affordable price. Loving it, simple, clean, fresh. Don't put longer. I LOVE NEW fresh interface. It keeps getting better better.",Positive,0.33030303030303027,0.5461688311688312
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,"Love App, easy fantastic transitional levels Yoga wide range selection. I've year can't imagine without it!",Positive,0.30208333333333337,0.6833333333333333
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,"This perfect beginner starting. I've couple classes, wanted learn own. So far good!",Positive,0.515,0.74
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,I've never practised youga number free sessions beginners. They motivate return offer coins: used purchase otjer sessions features. I started free version delighted improvement flexibility weight loss I purchased sunscription went ad free.,Positive,0.475,0.7749999999999999
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,"Even pay there's constant ads time ads! It's annoying. Even pay premium, get much then, another pay level get thought last level. A far I tell never ending pay levels. Then interface much worse used be.makeingnhard know exactly getting. This probably greediest company I've seen Google Play.",Negative,-0.09285714285714287,0.4785714285714286
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,I using last 3 days continue use. This amazing guided yoga session. Yoga sessions properly categorised easily choose session per need. Highly recommended especially time go gym workout.,Positive,0.1988888888888889,0.5733333333333334
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,"I daily. It allowed develop daily fitness routine flexibility strength training, without increased chance injury. It still missing flexibility allow develop routines workout history. Having researched apps, I found nothing better. I since upgraded life member, I moving another app.",Positive,0.075,0.1375
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,"This perfect beginner starting. I've couple classes, wanted learn own. So far good!",Positive,0.515,0.74
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+Daily Yoga - Yoga Fitness Plans,nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos","I hate videos news feed... I reported videos everytime selecting interested videos, keeps coming news feed.. I've using since 4-5 years.. I think it... Not anymore... Uninstalling",Negative,-0.275,0.7
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos","Good app, The Hindu news paper English available. Dailyhunt team please update add",Positive,0.3666666666666667,0.3333333333333333
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos","This aggregator features mainly mainly anti-Modi news extremely biased..I used fan, I see anti-governmental blindly pro Opposition service, therefore denigrate strongly",Negative,-0.006250000000000019,0.6833333333333333
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos","Vartha bharathi professional news channel remove app, hate it, post anti national articles, modi haters, prejudices Communist mind journalism",Negative,-0.35000000000000003,0.5
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+"Dailyhunt (Newshunt) - Latest News, Viral Videos",nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,My stomach,Neutral,0.0,0.0
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,Tried National Ice Cream day location went accept free blizzard offer. Since I already clicked redeem walking offer expired 15 mins I could it...disappointing.,Positive,0.4,0.8
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,nan,nan,nan,nan
+Dairy Queen,You contact local DQ & make sure capability scan great deals offers downloading & giving personal information...my area DQ's don't! Waste time!!!,Positive,0.16822916666666668,0.32314814814814813
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,"My daughter loves app. I wish bedtime song: ""It's time sleep; day done. Let's countdown calm down, 5 4 3 2 1."". I also wish potty song 'Wipe' it, girls need always wipe...",Positive,0.07222222222222223,0.5194444444444445
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,So grateful PBS honored Fred Rodger's legacy wholesome thoughtful entertainment education children families. Daniel Tiger well constructed age appropriate show full valuable life lessons reinforced simple sweet songs. aspects show sure delight children parents. gives parents tools reinforce character building lessons show.,Positive,0.35000000000000003,0.5743386243386244
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,This much needed app! ANd thoughtful! I love it.,Positive,0.4166666666666667,0.4333333333333333
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+Daniel Tiger for Parents,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,"Most still functional, Gmail integration appears completely broken. It simply appear widget despite extensions list",Positive,0.033333333333333326,0.41904761904761906
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+DashClock Widget,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,"Great app, bit pricey, great feature set. Note I tried couple settled b/c eas ed use. Things I love: Super easy use. Secure cloud master pw. Secure notes, ability send pw users. Support forms payment. Things could improvement: Recognize many sites PC mobile version login credentials. PW generator allows define certain special characters, b/ c designers lazy. Better family pricing models support.",Positive,0.4156746031746032,0.6619047619047619
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,"What piece junk. Got email company saying, using free app, I would keep passwords older version, big lying, I lost 233 passwords I updated, I hope bring back keep word I would afraid app, never know could happen say thing another thing!!",Negative,-0.07416666666666667,0.42666666666666664
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+Dashlane Free Password Manager,nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",Dont like fact people pop I x like 20 times,Neutral,0.0,0.0
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",Only many fake account nudity pic,Neutral,0.0,0.8333333333333334
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",Not...the ryt tym,Neutral,0.0,0.0
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",Eight,Neutral,0.0,0.0
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",Brilliant,Positive,0.9,1.0
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",Very good,Positive,0.9099999999999999,0.7800000000000001
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+"Dating App, Flirt & Chat : W-Match",nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,It's cool,Positive,0.35,0.65
+Dating for 50 plus Mature Singles – FINALLY,I love easy tho I started hope find looking . I love,Positive,0.4777777777777778,0.6777777777777777
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,So far good,Positive,0.39999999999999997,0.8
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,Its kool,Neutral,0.0,0.0
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,I've 3 days I've already gotten 200 likes. The two things I care lot guys far away I wish would people's profiles. There lot nice looking interesting sounding guys though.,Positive,0.39999999999999997,0.8333333333333334
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,Its kool,Neutral,0.0,0.0
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,Good,Positive,0.7,0.6000000000000001
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Dating for 50 plus Mature Singles – FINALLY,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,Looked good I noticed gap emails. Two days emails missing! Big problem,Positive,0.15,0.25000000000000006
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,good,Positive,0.7,0.6000000000000001
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,congrats!,Neutral,0.0,0.0
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,"absolutely best mail app! clean, minimal ui, user-friendly versatile, daum mail quickly replaced sol mail me. definitely happy app. ♡",Positive,0.48,0.62
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,Clearly simple email,Neutral,0.0,0.35714285714285715
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Daum Mail - 다음 메일,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,"When I started year subscription came book specifically stated email I received I access app, yet I attempt sign I told I access. Please let know why.",Neutral,0.0,0.0
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,Good,Positive,0.7,0.6000000000000001
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,Terrible customer Unbound Medicine (developer) Google issues app. I'd give 0 stars I could.,Negative,-1.0,1.0
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,I would made nursing school without it. I still now.,Neutral,0.0,0.0
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,"Quick, efficient, perfectly organized clear",Positive,0.4777777777777778,0.6277777777777778
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,"Great app, concise informative. Love",Positive,0.4666666666666666,0.65
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Davis's Drug Guide for Nurses,nan,nan,nan,nan
+Debonairs Pizza,"There option cancel orders time frame. Can't calling call centre answering, I order meal 2 hours later I still received. 45mins max time. That option integrated app. The moment store accept order, countdown begins.",Neutral,0.0,0.0
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,"The cant find location,i've turned shared location still nothing worst ever,even call store answers phone,what's phones,when go buy pizza ourselves,aargh",Negative,-1.0,1.0
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,Delivery time accurate,Positive,0.4000000000000001,0.6333333333333334
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,I'm loving,Positive,0.6,0.95
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,"DO NOT USE THIS ordered pizza took hour deliver even though store 600m away, food arrived cold dot black box also crushed. I blame driver acceptable, supporting again.",Negative,-0.15416666666666665,0.44583333333333336
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,Great Application easy easy order. Would love would automatically select closest restaurant house automatically instead giving multiple options area.,Positive,0.4333333333333334,0.6033333333333334
+Debonairs Pizza,nan,nan,nan,nan
+Debonairs Pizza,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+Deep Sleep and Relax Hypnosis,nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","Data of an apartment, a floor and an entrance are not saved. Fix it!",Neutral,0.0,0.0
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","In any modern application should be support for different languages. At least international - English. My wife does not speak Russian, so she can not use the services. In addition, authorization in the chat can be tied to the authorization of the application and the history stored locally.",Negative,-0.014285714285714282,0.1857142857142857
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",Where english version? If kindly change name DELIVERY CLUB Russian please.,Positive,0.19999999999999998,0.3
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","Full shit, google on request ""ordering food with PayPal"" and of course there was no pay for the stick there. Naebalovo",Positive,0.07499999999999998,0.675
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",Good feed lazy day,Positive,0.22499999999999998,0.8
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",I'm not loading the offer ...,Neutral,0.0,0.0
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","Excellent service for food delivery. If you know how to look for promotional codes, you can order it :)",Positive,0.75,1.0
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",It is very convenient to order food from different places from one place!,Positive,0.1,0.44999999999999996
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",nan,nan,nan,nan
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",Spam zadolbayut in the moment.,Neutral,0.0,0.0
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","Somehow the children were disappointed. After 40 minutes after the order was received, it was reported that in such and such a restaurant delivery does not work today. Have suggested to issue in other, good, why not. After another 20 minutes it turns out that the other does not deliver to my address. The third time I did not feel good luck, the more the assortment from the originally selected dishes in general, somewhere far away. It's time to go for a home meal, or directly order.",Positive,0.11730769230769232,0.5269230769230769
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","A disgusting search for dishes. Very often there are no photos. Bad descriptions, ingredients do not always fit on the screen. Primitive filters of restaurants.",Negative,-0.275,0.5916666666666667
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","The application does not find anything, but everything on the site is there. Added: The promo code has been sent, but when ordering, this code does not accept",Neutral,0.0,0.0
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",The application has improved. Promotional code on first order - REFVGXCRTAT,Positive,0.25,0.3333333333333333
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",Too many sms-spam,Positive,0.5,0.5
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",I like,Neutral,0.0,0.0
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",Disgusting service. In Khimki wait for the delivery of more than 2 hours is somehow never a service. Has removed.,Negative,-0.25,0.75
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","Just do not use it ever. Promise a bunch of buns and good service - in fact, there is neither one nor the other. Other applications, such as FoodFox, are much better. And even better to order directly from restaurants.",Positive,0.22142857142857145,0.4642857142857143
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","The order was not delivered within 2 hours instead of the promised 40 minutes, after two hours reported that the order was lost. As an apology offered a coupon for 400 rubles when ordering from 800. Seriously?!?! No food, no adequate treatment of customers. I do not recommend this application, failed not for the first time.",Negative,-0.0390625,0.4083333333333333
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","""An error occurred while loading the search results. Please try again."" And so it's already 2 days. The reinstallation did not help",Neutral,0.0,0.0
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",I never managed to enter a promotional code.,Neutral,0.0,0.0
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",Permanent spam notifications that can not be disabled,Negative,-0.2,0.3
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат",It was in 2018. There is still no Tambov ...,Neutral,0.0,0.0
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","Make an automatic use of the promotional code if it is entered, but the ""apply"" button is not pressed! The design button is large and colored, click on it, forgetting to press the apply code. I have to cancel the order and do it again ...",Positive,0.21428571428571427,0.42857142857142855
+"Delivery Club–Доставка еды:пицца,суши,бургер,салат","Lately, there are a lot of problems with delivery. I'm in the center! Spb 2/3 of orders are delivered late. They cancel orders because of the shortage of couriers. Couriers spend 1.5-2 times more time delivery than I walk from restaurant to home.",Negative,-0.056249999999999994,0.44999999999999996
+Delta Dental,"Update 2: July update, better cannot enter dentist information, can't make appointment, can't email delta, etc. The before. There checking working pushed through. The constantly freezes basic home screen dental card. It's worthless anything beyond that. Email contact delta dental also inaccurate, comes back un deliverable. Wow really suck this.",Negative,-3.96508223080413e-18,0.43690476190476196
+Delta Dental,The never manages fetch plan coverage. It always says please try later. It lists doctors Id card.. list doctors also complete. I found doctor zocdoc listed app. I tried 30mins doc show up.. never managed pull doctors info. Also way searching doc. By his/her name I think basic features apps. Also list Doctors along reviews qualifications would help people choose Doctors wisely,Positive,0.19999999999999998,0.35625
+Delta Dental,Now need version Federal Employees.,Neutral,0.0,0.0
+Delta Dental,"Recognizes employer-sponsored plan lets search dentists, always failed access claims history: ""unable contact Delta Dental member company. Please try later."" Have resort interface state. Not worth downloading creating separate login broken functionality.",Negative,-0.30999999999999994,0.26
+Delta Dental,"This looks nice surface, certainly better terrible website. Unfortunately, functionality non-existant website. I guess phone email interact company. One neat feature random time generator - whenever try look something tells connection disabled return random number minutes/seconds! Return repeat.",Negative,-0.2464285714285714,0.6857142857142857
+Delta Dental,"I can't even login see useful, keeps giving ""unexpected error"" whenever I try login. Their bad, I try login keeps sending back home page... logged in... All I need ID card info give dentist bothered send mail.",Negative,-0.07499999999999996,0.41666666666666663
+Delta Dental,"The God awful, mildly better website. For huge insurer I pretty disappointed. There serious function issues reading reviews tells they've problem long time. I think Delta dental really cares problems either.",Negative,-0.09791666666666665,0.6770833333333335
+Delta Dental,"I sign fine. I can't look coverage claims. On website, I view coverage mom's plan, mine. Useless website, useless app.",Negative,-0.19444444444444442,0.3
+Delta Dental,"The seems issues loading constantly. Have tried several times look benefits search dentists freezes I get messaging saying connect server, try later.",Neutral,0.0,0.1111111111111111
+Delta Dental,"Although site claims using version 4.5.1, Google Play offers version 3.0. Thus, cannot view claims due bug I reported year ago acknowledged having. So, limited application.",Negative,-0.03214285714285714,0.1726190476190476
+Delta Dental,"I can't get past searching dentist, freezes everytime. Really useless",Negative,-0.375,0.225
+Delta Dental,"Couldn't even log in. Always got ""unable fetch data server"" error. Tried many, many times course several days, never I could log in. Obviously based bad reviews, I'm issues. When devs going fix this?",Negative,-0.033333333333333305,0.4444444444444444
+Delta Dental,"What disgraceful app! Delta dental needs hire real programmers create apps, I'm sure money it. Cannot even login without redirected website.",Positive,0.35,0.5944444444444444
+Delta Dental,"Login work. I sign fine username password using results login failure, essentially useless.",Negative,-0.13333333333333333,0.3333333333333333
+Delta Dental,"Unfortunately user friendly. When I tried find dentist blank box popped word ""ok"" tell okaying.",Positive,0.09375,0.5
+Delta Dental,Takes forever load crashes almost every time. It's worked like twice whole time I've it.,Positive,0.2,0.4
+Delta Dental,Useless... keeps hanging trying register. Have idea works not!,Negative,-0.625,0.2
+Delta Dental,This useless. It work time.,Negative,-0.5,0.2
+Delta Dental,It's user friendly I continuously issues.,Positive,0.375,0.5
+Delta Dental,"Can't all. ""Unable connect server"". Tried WiFi 4G LTE, thing load.",Negative,-0.5,0.5
+Delta Dental,"This little created for. The dentist search engine dysfunctional: search based location - can't I simply type dentist last name? I tried options, dentist orthodontist (both plan) work. When looking claims, 2 times 3 told connect Delta's servers. Thanks nothing.",Positive,0.0031250000000000028,0.28095238095238095
+Delta Dental,Got logged look coverage whole thing freezes,Positive,0.2,0.4
+Delta Dental,"Hate I type password I want log in, login often.",Negative,-0.8,0.9
+Delta Dental,This work. It display claims information freezes I try look claims information pay bill.,Neutral,0.0,0.0
+Delta Dental,Its helpful hard find looking for.,Negative,-0.2916666666666667,0.5416666666666666
+Delta Dental,"work. Always ""unable fetch data"" error. Useless.",Negative,-0.5,0.35
+Delta Dental,I can't even get logged in. I keep getting message information match records. I'm using information log website.,Neutral,0.0,0.0
+Delta Dental,When I get signed great! I like able check cost.,Positive,0.75,0.6875
+Delta Dental,"Keeps saying error, wont let log in...",Neutral,0.0,0.0
+Delta Dental,"Unable login, unexpected error, freezes up...thought going useful.....I guess",Negative,-0.2,0.75
+Delta Dental,Doesn't support plus addressing setup.,Neutral,0.0,0.0
+Delta Dental,Anytime try search something freezes!,Neutral,0.0,0.0
+Delta Dental,constantly trouble contacting company crashes.,Negative,-0.2,0.2
+Delta Dental,It saying error account.,Neutral,0.0,0.0
+Delta Dental,The company good,Positive,0.7,0.6000000000000001
+Delta Dental,You anything ad pops,Neutral,0.0,0.0
+Delta Dental,Haven't issues yet,Neutral,0.0,0.0
+Delta Dental,Does display member responsibility claim. What it.,Neutral,0.0,0.0
+Delta Dental,Can't ever connect. Useless.,Negative,-0.5,0.2
+Delta Dental,Not able login. Pathetic,Negative,-0.625,0.8125
+Despegar.com Hoteles y Vuelos,Application is nice but problem starts when you buy a ticket .. Buy a ticket 3 weeks ago tells you that in 24 hours you get the ticket confirmed. But mine already spent 3 weeks but nothing came. Call the bank says the ticket is already paid. Call more than 10 times to customer service but once again the same story that I'm working is working 3 weeks ago to solve the problem of a 200 dollar ticket. Fill out a claim form but until now nothing. I do not recommend to buy passage in this way.,Positive,0.27999999999999997,0.545
+Despegar.com Hoteles y Vuelos,"The application the website, in general the takeoff service is very good, easy to use very intuitive. For future updates it would be interesting to implement the use of accumulated girls' frequent traveler authentication to redeem them.",Positive,0.31333333333333335,0.4769047619047619
+Despegar.com Hoteles y Vuelos,"CRIMINALS !! They canceled my reservation, 10 days claiming I am 24 of my flight. SU-586361",Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,Nice,Positive,0.6,1.0
+Despegar.com Hoteles y Vuelos,"Very bad experience, buy my package the application moved the dates the customer service could solve. They cleaned their hands they stole my money, buy in DESPEGAR.",Negative,-0.9099999999999998,0.8666666666666667
+Despegar.com Hoteles y Vuelos,Try to buy my ticket with this one around the page about 7 times in all the times as soon as the purchase ended the price went up as in 40% allowed to buy if it was that exorbitant price,Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,"Buy a ticket already 3 days ago, the announcement of ""stamls processing your ticket, you will receive it in your mail in the course of a day"" has already appeared 3 nothing happened. Please your help",Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,"At the time of purchase, select another quota plan, what is the use of the promotions if you stop buying?",Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,"I do not see the discounts. It shows you a low price at the end the taxes raise the price, I even see it more expensive than buying with the same airline. Uninstall the",Neutral,0.0,0.40625
+Despegar.com Hoteles y Vuelos,"Shoplifters! they offer you discounts with participating credit cards at the time of payment, a legend appears that the promotion will be reflected in your account statement, you speak to the bank to confirm they say it is too early for the purchase to be reflected, you wait for your account statement surprise that there is discount when speaking to the bank they also say they know of no discount. Pure crap",Negative,-0.1619047619047619,0.5333333333333333
+Despegar.com Hoteles y Vuelos,"Really bad Experience / Muy mala Experiencia So I rented car vacations FLL , supposed car best insurance offered car company, I get airport told even better I took seems created another reserve , I contacted despegar straight things out, tell happened, I could either get refund least get credited money first reservation, I realize contacting people nearly impossible, number always dial options, I created complain website, 2 month came back saying car company said I used original reserve refund necessary,. I never ask side history, I expecting provide bill car company could see I used another reservation, I able contact case close I cant reply to, end I say customer experience equal 0. shame guys, treat customers respect provide offer sale things customer service.",Positive,0.09652777777777781,0.5187499999999999
+Despegar.com Hoteles y Vuelos,It notifies you discounts on trips that when you look for them to buy them are much more expensive than the usual prices.,Negative,-0.08333333333333333,0.48333333333333334
+Despegar.com Hoteles y Vuelos,"Horrible company, changing time dates flights introducing errors. Totally incompetent solving problems told. Will *never* buy anything them. Better try Kayak Skyscanner",Negative,-0.2833333333333334,0.6222222222222222
+Despegar.com Hoteles y Vuelos,Good deals,Positive,0.7,0.6000000000000001
+Despegar.com Hoteles y Vuelos,I want to delete my account has the option. This option delete account profile.,Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,Why I get charged $200 USD booking $3000 flight. It mentioned visible place booking procedure I would get overcharged paying $3000 USD. Took find TripAdvisor I one. Am I suppose assume I get $200 back?,Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,Very good!,Positive,1.0,0.7800000000000001
+Despegar.com Hoteles y Vuelos,I it. It keeps saying error,Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,"Very good but if I set the currency in dollars I buy, make the change the local currency (colones) but I want to pay in colones! Do not let pay in dollars!",Positive,0.45499999999999996,0.39000000000000007
+Despegar.com Hoteles y Vuelos,Can not add favorites,Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,Error time. Gave try long simply working.,Negative,-0.025,0.37857142857142856
+Despegar.com Hoteles y Vuelos,nan,nan,nan,nan
+Despegar.com Hoteles y Vuelos,This search packages.,Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,Error closes when trying to validate with Facebook.,Neutral,0.0,0.0
+Despegar.com Hoteles y Vuelos,"It was very good with the last update, the interface very neat compared to the previous one.",Positive,0.2358333333333333,0.32833333333333337
+Despegar.com Hoteles y Vuelos,The charges flight I receive neither confirmation ticket also customer support really bad gave solution flight. Very bad service!!,Negative,-0.8499999999999999,0.7666666666666666
+Despegar.com Hoteles y Vuelos,"Very good but fails enormously in the most necessary. It does not allow to choose language or currency, the given prices are only per night (in what currency?) They give total price in the preview.",Positive,0.12999999999999998,0.7471428571428572
+Despegar.com Hoteles y Vuelos,"Very good application, but you need to add activities packages, for example if I buy more hotel plane, I would like to add excursions, you can",Positive,0.705,0.6400000000000001
+Despegar.com Hoteles y Vuelos,"Excellent application, you have to be very careful to get good offers",Positive,0.4175,0.65
+Despegar.com Hoteles y Vuelos,"To compare hotels is great, the one used for other services ...",Positive,0.3375,0.5625
+Despegar.com Hoteles y Vuelos,Very good application to plan both short trips and vacations.,Positive,0.45499999999999996,0.54
+Despegar.com Hoteles y Vuelos,Excellent services,Positive,1.0,1.0
+Despegar.com Hoteles y Vuelos,Very good!,Positive,1.0,0.7800000000000001
+Despegar.com Hoteles y Vuelos,100% agile,Positive,0.5,0.75
+Despegar.com Hoteles y Vuelos,Excellent app. Good take informed decisions.,Positive,0.85,0.8
+Despegar.com Hoteles y Vuelos,It's excellent,Positive,1.0,1.0
+Despegar.com Hoteles y Vuelos,Very useful me.,Positive,0.39,0.0
+Despegar.com Hoteles y Vuelos,Easy,Positive,0.43333333333333335,0.8333333333333334
+Despegar.com Hoteles y Vuelos,Good,Positive,0.7,0.6000000000000001
+Despegar.com Hoteles y Vuelos,Awesome,Positive,1.0,1.0
+Detector de Radares Gratis,Hits good,Positive,0.7,0.6000000000000001
+Detector de Radares Gratis,I think great app.,Positive,0.8,0.75
+Detector de Radares Gratis,This problem KSA showing GPS Graphics always shown Play Store updating ???? Even I paid Pro version fo,Neutral,0.0,0.0
+Detector de Radares Gratis,Excellent value money simple use.,Positive,0.5,0.6785714285714286
+Detector de Radares Gratis,really really amazing work good,Positive,0.65,0.75
+Detector de Radares Gratis,Useful,Positive,0.3,0.0
+Detector de Radares Gratis,Perfect !,Positive,1.0,1.0
+Detector de Radares Gratis,Works well reliable Spain,Neutral,0.0,0.0
+Detector de Radares Gratis,Nice,Positive,0.6,1.0
+Detector de Radares Gratis,No sound useless sound,Negative,-0.09999999999999998,0.3333333333333333
+Detector de Radares Gratis,Great,Positive,0.8,0.75
+Detector de Radares Gratis,Excellent excellent,Positive,1.0,1.0
+Detector de Radares Gratis,Thanks,Positive,0.2,0.2
+Detector de Radares Gratis,Good show,Positive,0.7,0.6000000000000001
+Detector de Radares Gratis,You careful subscribe applications cost without whising,Negative,-0.1,1.0
+Detector de Radares Gratis,Hailey Idaho,Neutral,0.0,0.0
+Detector de Radares Gratis,It's ok,Positive,0.5,0.5
+Detector de Radares Gratis,"There is no option to put it in Spanish, just select the country but the language of the",Neutral,0.0,0.0
+Detector de Radares Gratis,"This version is more complex than the previous one, now it has more features options, but you need to configure it perfectly before using it, otherwise you will not detect a single radar. The radars also interfere less in the opposite direction.",Positive,0.16190476190476188,0.35595238095238096
+Detector de Radares Gratis,"Does not alert in sound when it detects a radar, even with the sound option",Positive,0.4,0.4
+Detector de Radares Gratis,It's just not offline if it should be better,Positive,0.5,0.5
+Detector de Radares Gratis,excellent. save fortune,Positive,1.0,1.0
+Detector de Radares Gratis,So I bought new phone come I get option transfer old phone new one?,Positive,0.12424242424242422,0.3696969696969697
+Detector de Radares Gratis,Loved Perfect !!!,Positive,0.85,0.9
+Detector de Radares Gratis,Nice Accurate,Positive,0.5,0.8166666666666667
+Detector de Radares Gratis,Shet Shetttt,Neutral,0.0,0.0
+Detector de Radares Gratis,"Yes, it's good",Positive,0.7,0.6000000000000001
+Detector de Radares Gratis,And he was screaming,Neutral,0.0,0.0
+Detector de Radares Gratis,Cool Cool,Positive,0.35,0.65
+Detector de Radares Gratis,ok,Positive,0.5,0.5
+Detector de Radares Gratis,Good nice,Positive,0.6499999999999999,0.8
+Device Help,New update ok can't checking ram CPU's work condition,Positive,0.3181818181818182,0.4772727272727273
+Device Help,It work,Neutral,0.0,0.0
+Device Help,It work.,Neutral,0.0,0.0
+Device Help,"After update working, unable open tray...",Negative,-0.25,0.5
+Device Help,"With recent update, Moto silently removed useful features, importantly CPU RAM useage info. Also, asking many permission apparently required. Finally, I reverted back factory version got old app. To disable enable again.",Positive,0.15000000000000002,0.3777777777777778
+Device Help,There chat option moto care executive. Now I solve phone problems? There available chat option. Without customer Executives chat option useful. The chat feature brought back.,Positive,0.2333333333333333,0.13333333333333333
+Device Help,"Awesome app, bug ""Touchscreen test"" touching area screen going back, asks ""Do want exit now?"". Let's suppose I changed mind touched ""no"" says ""You may problem touchscreen""",Positive,0.5,0.5
+Device Help,"Congratulations making new icon ugly new radio many others stated intense dislike for, including myself. At rate no-one allow single icons blight homepage. Is girl graphics department sleeping boss? Listen customers !",Positive,0.030573593073593083,0.6038961038961039
+Device Help,"Very often fail load help page ""too many redirects"". WHAT? And, fails, user forced go back homepage start there. So efficient! So intelligent! So helpful!",Positive,0.05714285714285713,0.35714285714285715
+Device Help,Had impressed greatly. Became disabled quite badly poor memory long hospitalisation.And reset phone alot.Prob. poor dexterity also numbness allover.This ap.the older version saved skin sanity now.,Positive,0.13095238095238096,0.569047619047619
+Device Help,"Your applications quite useful. But Gallery store In phone, that??? Please make possible. I'm looking forward this.",Positive,0.15,0.5
+Device Help,nan,nan,nan,nan
+Device Help,After updating Moto G5 plus closing soon I start using please clear bug soon possible Please update version,Positive,0.05000000000000001,0.6916666666666667
+Device Help,Well I gotta say iam impressed still running I go reconfigure setting another way perfect soft work screw work I got going . Iam impressed tecnalogy!! It's heading sould wen supposed help understand see .,Positive,0.775,0.8375
+Device Help,"This device video tutorial respond, work, never worked getting smartphone 12/12/2016, serves purpose, good all!! Hey, guess what, updating today 07/03/2017 many previous updates, finally video tutorial started work, surprise!! Amazing!!!",Positive,0.4666666666666666,0.6333333333333333
+Device Help,"Bug. When phone locked anyone turn on/off Bluetooth, password asking it. I connect watch Bluetooth take phone turn Bluetooth disconnect. matter phone locked not. I also hide Bluetooth option notification bar solution connecting thing.",Neutral,0.0,0.0
+Device Help,"Device Help work. There error message upon opening it: ! Can't load content. Unable retrieve help content, please try later. net:_ERR_NAME_NOT_RESOLVED ...and RETRY button, never works; message comes up. I called Motorola Support systematically troubleshooting whole phone, simplest drastic: Factory Reset. Then ordered replacement Motog4. I got replacement yesterday, behaves exactly same. It would helpful app... worked. But hasn't, 2 different Motog4s now.",Negative,-0.06,0.325
+Device Help,Absolute rubbish work get many redirects,Positive,0.35,0.7
+Device Help,nan,nan,nan,nan
+Device Help,I think Motorola iconic brand ..lenovo u give regular updates least nxt 2 yrs....just u number 3rd world apple nd samsung Else nokia us..so b careful,Positive,0.02,0.3953846153846154
+Device Help,How come tells I enable fingerprint lock device help give directions enable I can't even see finger print scan lock security im using moto e4,Neutral,0.0,0.0
+Device Help,My Moto G3 front camera icon missing past 1 year... And diagnosed even showing option.,Negative,-0.225,0.15
+Device Help,How exactly I calibrate sensors called show tutorial y'all worked me.... Sighz-,Positive,0.25,0.25
+Device Help,Whenever I update Moto Z force nougat downloads update successfully I restart phone seconds installation given Android sign error written it. Can somebody help.,Positive,0.75,0.95
+Device Help,"I think quite helpful holds allot useful information, plus Iove option running diagnostic tests seeing condition device exactly. Thanks great good updates.",Positive,0.5,0.3875
+Device Help,Unable load page give clue I'm unable enable Bluetooth.,Negative,-0.5,0.5
+Device Help,The chat option moto care executive longer available reducing therefore app's functionality,Positive,0.4,0.4
+Device Help,Lenovo! Why even make update app? Making things worse genes,Negative,-0.4,0.6
+Device Help,Why problematic updated :) useful anyway,Positive,0.4,0.5
+Device Help,This stinks I problem never get back,Negative,-0.3,0.25
+Device Help,nan,nan,nan,nan
+Device Help,Motorola g 4 plus . defective mobiles .. major issue center Ratnagiri main city .. bad Lenovo,Negative,-0.1427083333333333,0.4
+Device Help,"Hi Everyone, This Siva, Past 20 30 days I facing incoming outgoing calls voice problem ... After installing application(Device Help), I tested Moto G4 plus mobile, I able get voice incoming outgoing calls... Thanks Device Help Application.. This Genuine Feedback Sivaprakasham Thank Device Help",Positive,0.21250000000000002,0.39375
+Device Help,"I'm using Moto G5, VoLTE supported Mobile, native video calling option. Please solve immediately. Thank you..",Neutral,0.0,0.0
+Device Help,No chat option Moto executives resolving fix problems.,Neutral,0.0,0.0
+Device Help,"Not opening moto x4. Please kindly help. I've tried restarting, cleared data, disabled enabled still opening",Positive,0.19999999999999998,0.6
+Device Help,Useless even reply you.......zero customer service.....,Negative,-0.5,0.2
+Device Help,When Motorola g5 plus gets oreo update moto already skipped 7.1 update g5 plus still released oreo g5 plus,Neutral,0.0,0.0
+Device Help,"Bloatware, wasting phone memory.",Neutral,0.0,0.0
+Device Help,Causes problems help,Neutral,0.0,0.0
+Diabetes & Diet Tracker,Calories reported way base - I would like refund. Up date. After 3 days finding problems app. I asked refund - Google developer. Both refuse. This type short term refunds policy recognised internet trading practice. Pretty disgusting behaviour - I buying store again.,Negative,-0.3875,0.825
+Diabetes & Diet Tracker,Love it! Really helps control diabetes.,Positive,0.4125,0.4
+Diabetes & Diet Tracker,Its great type need australian food menu,Positive,0.4,0.375
+Diabetes & Diet Tracker,Easy use; good tracking; good food database,Positive,0.611111111111111,0.6777777777777779
+Diabetes & Diet Tracker,nan,nan,nan,nan
+Diabetes & Diet Tracker,"convenient, easy use, great tracking food, calories. carbs activity. excellent diabetics. love ability scan bar codes foods",Positive,0.6833333333333333,0.7958333333333334
+Diabetes & Diet Tracker,I looking help track food blood sugar. This it.,Neutral,0.0,0.0
+Diabetes & Diet Tracker,"Keeps track, love",Positive,0.5,0.6
+Diabetes & Diet Tracker,"I decided try 2 weeks reviewing. Over all, superb; UI ease adding foods, ability really dig details. As diabetic, two things I'd still like see: category dietary supplements, factored overa... Full Review",Positive,0.5166666666666666,0.5833333333333334
+Diabetes & Diet Tracker,"I love premium version affordable, teaches good nutrition choices. I particularly like I print logs doctors. I wish custom tracked fields able put report doctor's use.",Positive,0.4666666666666667,0.5395833333333333
+Diabetes & Diet Tracker,A bit difficult time consuming. I wish diabetic option always carb primary calorie primary application.,Positive,0.10000000000000002,0.6666666666666666
+Diabetes & Diet Tracker,"I love widget, small version green apple shows calorie intake works shortcut app.",Positive,0.016666666666666663,0.43333333333333335
+Diabetes & Diet Tracker,"You track sugar alcohols, net carbs, diabetes carbs, that's I like best.",Positive,0.5,0.15
+Diabetes & Diet Tracker,Awesome app. Covers everything I need keep track health.,Positive,1.0,1.0
+Diabetes & Diet Tracker,I track. I 76 really needed motivation. I got stationary bike 50 mins. Before exercise nap. Also greatly improved diet I see remarkable improvement blood sugars This GREAT tool diabetics,Positive,0.6375,0.6125
+Diabetes & Diet Tracker,Helps stay track,Neutral,0.0,0.0
+Diabetes & Diet Tracker,This great way lose weight eat healthy.,Positive,0.65,0.625
+Diabetes & Diet Tracker,Fantastic! Easy use!,Positive,0.5208333333333334,0.8666666666666667
+Diabetes & Diet Tracker,"This great T1 diabetics. I need deal insulin plus helps weight control. However, entering insulin glucose levels redundant hassle - many useless clicks. I Excellent thanks excellent",Positive,0.39999999999999997,0.55
+Diabetes & Diet Tracker,An excellent aid keeping track facets diabetes care. Prompt customer support need it. The paid version well worth it.,Positive,0.65,0.55
+Diabetes & Diet Tracker,An ess tool making sense new type 2 diabetes!,Positive,0.17045454545454544,0.45454545454545453
+Diabetes & Diet Tracker,I hesitant pay $10 I want able test - I've tried free ones found features I needed. I'm REALLY happy though! It everything I need allows customization. A couple small things I'll chalk ... Full Review,Positive,0.4,0.675
+Diabetes & Diet Tracker,Not easy quick. Demands much work time. Annoying. I wish I demanded refund early. It unhelpful uninteresting. You CANNOT enter anything quickly. Can I get refund 24 hrs Iater.,Negative,-0.00833333333333335,0.5388888888888889
+Diabetes & Diet Tracker,"This excellent keeping track I eating. Perhaps next incarnation could diabetes version low carb high fat, current version nag bit fat consumption.",Positive,0.23199999999999998,0.44799999999999995
+Diabetes & Diet Tracker,nan,nan,nan,nan
+Diabetes & Diet Tracker,nan,nan,nan,nan
+Diabetes & Diet Tracker,"I'm medical professional whose A1C hovering pre-diabetes range several years finally tipped top. This empowered journey healthy lose weight. The food database, ability adjust serving size simple entering different number, an... Full Review",Positive,0.16111111111111112,0.40079365079365087
+Diabetes & Diet Tracker,"Needed great glucose tracking also track diet. After trying leading competitor, found lacking MyNetDiary Diabetes far superior. I subscribed full right away. My dr even likes pull charts graphs send thorough report ... Full Review",Positive,0.430952380952381,0.7142857142857143
+Diabetes & Diet Tracker,"UPDATE: Steady progress using app. Motivated, healthier (improved pre diabetic status) plus lost 30 lbs, feel great! My last post: No regret paying it, pre diabetic helps immensely + weight loss + nutrients + more, I prefer WW",Positive,0.33333333333333337,0.5633333333333332
+Diabetes & Diet Tracker,"Great app. Well worth subscribing paid version. Has everything I need track macros I change targets sugars range weight plateaus. Huge database, barcode scanner works time. Can input recipes. Good weight tracker. There's much th... Full Review",Positive,0.4583333333333334,0.5166666666666667
+Diabetes & Diet Tracker,"I beginning diabetes. My doctor wants diett exercise first. This wonderful, helping get right.",Positive,0.43392857142857144,0.4922619047619048
+Diabetes & Diet Tracker,Best thing since put 3rd hole bowling balls.My Drs love loaded recommending diabetes patients. Easy understand. Lets edit needed counts carbs I eat thus making meal planning breeze. Food list scanner a... Full Review,Positive,0.45666666666666667,0.45666666666666667
+Diabetes & Diet Tracker,Seems US food database. Very pretty takes much time load foods. Can't connect devices without going premium even though pay it. Prob better stick general premium gibe u going back myfitness pal database device connect w... Full Review,Positive,0.23749999999999996,0.4583333333333333
+Diabetes & Diet Tracker,"Found versatile easy app. However, problem adding ""custom food"". I assured going improved upcoming update.",Positive,0.43333333333333335,0.8333333333333334
+Diabetes & Diet Tracker,I've little super helpful. Its helped manage diet great grading system based nutrient facts calorie counter.,Positive,0.31527777777777777,0.6388888888888888
+Diabetes & Diet Tracker,Tracks everything I need wraps nice neat package. Just wish would pull data glucose meter like fitbit.,Positive,0.6,1.0
+Diabetes & Diet Tracker,"Generally easy use. As apps, things get used to, overall good.",Positive,0.37777777777777777,0.47777777777777786
+Diabetes & Diet Tracker,Extremely helpful diabetic! Woke intake really,Positive,0.021875000000000006,0.6
+Diabetes & Diet Tracker,"Been looking log food intake, medications, exercise, blood glucose measurements. Finally found here, health worth least $10. Excellent app, easily adaptable many situations.",Positive,0.32222222222222224,0.638888888888889
+Diabetes & Diet Tracker,"My security says I paid shares tmi. I like resets goal calories gain weight. Otherwise great aid abet body reduction maintenance, especially I uphill 50's.",Positive,0.4,0.875
+Diabetes & Diet Tracker,Calories reported way base - I would like refund. Up date. After 3 days finding problems app. I asked refund - Google developer. Both refuse. This type short term refunds policy recognised internet trading practice. Pretty disgusting behaviour - I buying store again.,Negative,-0.3875,0.825
+Diabetes & Diet Tracker,Love it! Really helps control diabetes.,Positive,0.4125,0.4
+Diabetes & Diet Tracker,Its great type need australian food menu,Positive,0.4,0.375
+Diabetes & Diet Tracker,Easy use; good tracking; good food database,Positive,0.611111111111111,0.6777777777777779
+Diabetes & Diet Tracker,nan,nan,nan,nan
+Diabetes & Diet Tracker,"convenient, easy use, great tracking food, calories. carbs activity. excellent diabetics. love ability scan bar codes foods",Positive,0.6833333333333333,0.7958333333333334
+Diabetes & Diet Tracker,I looking help track food blood sugar. This it.,Neutral,0.0,0.0
+Diabetes & Diet Tracker,"Keeps track, love",Positive,0.5,0.6
+Diabetes & Diet Tracker,"I decided try 2 weeks reviewing. Over all, superb; UI ease adding foods, ability really dig details. As diabetic, two things I'd still like see: category dietary supplements, factored overa... Full Review",Positive,0.5166666666666666,0.5833333333333334
+Diabetes & Diet Tracker,"I love premium version affordable, teaches good nutrition choices. I particularly like I print logs doctors. I wish custom tracked fields able put report doctor's use.",Positive,0.4666666666666667,0.5395833333333333
+Diabetes & Diet Tracker,A bit difficult time consuming. I wish diabetic option always carb primary calorie primary application.,Positive,0.10000000000000002,0.6666666666666666
+Diabetes & Diet Tracker,"I love widget, small version green apple shows calorie intake works shortcut app.",Positive,0.016666666666666663,0.43333333333333335
+Diabetes & Diet Tracker,"You track sugar alcohols, net carbs, diabetes carbs, that's I like best.",Positive,0.5,0.15
+Diabetes & Diet Tracker,Awesome app. Covers everything I need keep track health.,Positive,1.0,1.0
+Diabetes & Diet Tracker,I track. I 76 really needed motivation. I got stationary bike 50 mins. Before exercise nap. Also greatly improved diet I see remarkable improvement blood sugars This GREAT tool diabetics,Positive,0.6375,0.6125
+Diabetes & Diet Tracker,Helps stay track,Neutral,0.0,0.0
+Diabetes & Diet Tracker,This great way lose weight eat healthy.,Positive,0.65,0.625
+Diabetes & Diet Tracker,Fantastic! Easy use!,Positive,0.5208333333333334,0.8666666666666667
+Diabetes & Diet Tracker,"This great T1 diabetics. I need deal insulin plus helps weight control. However, entering insulin glucose levels redundant hassle - many useless clicks. I Excellent thanks excellent",Positive,0.39999999999999997,0.55
+Diabetes & Diet Tracker,An excellent aid keeping track facets diabetes care. Prompt customer support need it. The paid version well worth it.,Positive,0.65,0.55
+Diabetes & Diet Tracker,An ess tool making sense new type 2 diabetes!,Positive,0.17045454545454544,0.45454545454545453
+Diabetes & Diet Tracker,I hesitant pay $10 I want able test - I've tried free ones found features I needed. I'm REALLY happy though! It everything I need allows customization. A couple small things I'll chalk ... Full Review,Positive,0.4,0.675
+Diabetes & Diet Tracker,Not easy quick. Demands much work time. Annoying. I wish I demanded refund early. It unhelpful uninteresting. You CANNOT enter anything quickly. Can I get refund 24 hrs Iater.,Negative,-0.00833333333333335,0.5388888888888889
+Diabetes & Diet Tracker,"This excellent keeping track I eating. Perhaps next incarnation could diabetes version low carb high fat, current version nag bit fat consumption.",Positive,0.23199999999999998,0.44799999999999995
+Diabetes & Diet Tracker,nan,nan,nan,nan
+Diabetes & Diet Tracker,nan,nan,nan,nan
+Diabetes & Diet Tracker,"I'm medical professional whose A1C hovering pre-diabetes range several years finally tipped top. This empowered journey healthy lose weight. The food database, ability adjust serving size simple entering different number, an... Full Review",Positive,0.16111111111111112,0.40079365079365087
+Diabetes & Diet Tracker,"Needed great glucose tracking also track diet. After trying leading competitor, found lacking MyNetDiary Diabetes far superior. I subscribed full right away. My dr even likes pull charts graphs send thorough report ... Full Review",Positive,0.430952380952381,0.7142857142857143
+Diabetes & Diet Tracker,"UPDATE: Steady progress using app. Motivated, healthier (improved pre diabetic status) plus lost 30 lbs, feel great! My last post: No regret paying it, pre diabetic helps immensely + weight loss + nutrients + more, I prefer WW",Positive,0.33333333333333337,0.5633333333333332
+Diabetes & Diet Tracker,"Great app. Well worth subscribing paid version. Has everything I need track macros I change targets sugars range weight plateaus. Huge database, barcode scanner works time. Can input recipes. Good weight tracker. There's much th... Full Review",Positive,0.4583333333333334,0.5166666666666667
+Diabetes & Diet Tracker,"I beginning diabetes. My doctor wants diett exercise first. This wonderful, helping get right.",Positive,0.43392857142857144,0.4922619047619048
+Diabetes & Diet Tracker,Best thing since put 3rd hole bowling balls.My Drs love loaded recommending diabetes patients. Easy understand. Lets edit needed counts carbs I eat thus making meal planning breeze. Food list scanner a... Full Review,Positive,0.45666666666666667,0.45666666666666667
+Diabetes & Diet Tracker,Seems US food database. Very pretty takes much time load foods. Can't connect devices without going premium even though pay it. Prob better stick general premium gibe u going back myfitness pal database device connect w... Full Review,Positive,0.23749999999999996,0.4583333333333333
+Diabetes & Diet Tracker,"Found versatile easy app. However, problem adding ""custom food"". I assured going improved upcoming update.",Positive,0.43333333333333335,0.8333333333333334
+Diabetes & Diet Tracker,I've little super helpful. Its helped manage diet great grading system based nutrient facts calorie counter.,Positive,0.31527777777777777,0.6388888888888888
+Diabetes & Diet Tracker,Tracks everything I need wraps nice neat package. Just wish would pull data glucose meter like fitbit.,Positive,0.6,1.0
+Diabetes & Diet Tracker,"Generally easy use. As apps, things get used to, overall good.",Positive,0.37777777777777777,0.47777777777777786
+Diabetes & Diet Tracker,Extremely helpful diabetic! Woke intake really,Positive,0.021875000000000006,0.6
+Diabetes & Diet Tracker,"Been looking log food intake, medications, exercise, blood glucose measurements. Finally found here, health worth least $10. Excellent app, easily adaptable many situations.",Positive,0.32222222222222224,0.638888888888889
+Diabetes & Diet Tracker,"My security says I paid shares tmi. I like resets goal calories gain weight. Otherwise great aid abet body reduction maintenance, especially I uphill 50's.",Positive,0.4,0.875
+Diabetes:M,"Everything important stored place. I really appreciate detail everything handy, easy use. Thank you! Diabetes lot easier now. Update I longer diabetic thanks A1C exactly doctor has.",Positive,0.3652777777777778,0.563888888888889
+Diabetes:M,This best diabetie diabetes management I used. The design elegant documentation excellent. Support efficient. Everything I tried works well. Results amazing even diabetic 40 years. Best control I ever,Positive,0.82,0.7
+Diabetes:M,Doesn't work phone. I Samsung 7 I scanned diabetes open closed. The always crashes,Negative,-0.05,0.3
+Diabetes:M,I love app! I found problems easy figure log numbers!!,Positive,0.6510416666666667,0.7166666666666667
+Diabetes:M,"Incorporated GLIMP, easy way keep log glucose readings. You even enter manual ones works Wear OS!!",Positive,0.6770833333333335,0.8333333333333334
+Diabetes:M,How I get export blood sugar format understandable?,Neutral,0.0,0.0
+Diabetes:M,Like lot. I time.,Neutral,0.0,0.0
+Diabetes:M,This helpful. I'm still new learning it.,Positive,0.13636363636363635,0.45454545454545453
+Diabetes:M,"I tried several category, best far.",Positive,0.3666666666666667,0.43333333333333335
+Diabetes:M,"It helps keep track, provide interesting information.",Positive,0.5,0.5
+Diabetes:M,This saved life. I overwhelmed I keep brought tears I found It helped keep everything easily helping get level much faster accurately try write everything try calculate everything. I tried several apps. far BEST! Thank You!,Positive,0.3555555555555556,0.49444444444444446
+Diabetes:M,nan,nan,nan,nan
+Diabetes:M,"Excellent recording meals BG readings. Food databases odd omissions, ability add entries reasonable compensation. Good recording (non-food/non-BG) info suitable freeform text, esp. ability create categories. Would like ability tell program search online databases problematical, restricted wifi roaming cell link.",Positive,0.45666666666666667,0.64
+Diabetes:M,The would fantastic worked. There constantly glitches interface way supposed I'm continuingly getting notifications blood sugar logged last 7 days,Positive,0.13333333333333333,0.43333333333333335
+Diabetes:M,"The integration needs attention. You cant sync easily. Also food log side, fibers sugar alcohols taken overall carb count. This makes difficult easily count carbs.",Positive,0.09166666666666667,0.6666666666666667
+Diabetes:M,I amazed much able help bring better control blood sugar. I T2 take insulin I CGM lifesaver true sense. Only little thing could explained better link need together. But still 5+ book.,Positive,0.27708333333333335,0.6291666666666667
+Diabetes:M,"I'm poor can't afford team doctors (or modern insulin) I'm routinely told I'm supposed correctly manage type 1 diabetes. I can't believe never occurred look before. I'm still determining correct basal bolus numbers I've seen drastic improvements since I started using app, even cheap OG type R NPH insulins. Yes, I team doctors helping this. Yes, I'm lows I'm used I work specifics. Yes, hypoglycemia dangerous. My justification I'd like avoid organ failure years I app, relentless googling, duct tape paperclip, I'll try stupid country decides life-saving medical treatment needs made available everyone needs it.",Negative,-0.13958333333333334,0.525
+Diabetes:M,"Love calibrate finger stick scan Libre add app. Don't food database clunky . Not keen dotty graphs, prefer LibreLink graphs.",Positive,0.5,0.6
+Diabetes:M,Looks like great diabetes management. I'll delete I wish dark/black theme poor eyesight.,Positive,0.2,0.675
+Diabetes:M,This best Medication logging / Diabetic I ever used far! It everything need simple use. Even All doctors loved reports.,Positive,0.45625,0.6142857142857143
+Diabetes:M,All working expected far. Interface Freestyle Libre shows differences absolute numbers things changing rapidly different blood measurements anyway. Overall trends same. Going full version appears place integrate measurements.,Positive,0.07857142857142858,0.5107142857142858
+Diabetes:M,"I two reasons give four stars instead five... $8.50 way expensive remove couple ads, backup Google Drive hit miss best. Just found today phone crashed reset none logs backed settings last backed year ago. Now amazing I'll never stop recommending. My #1 feature able smart watch. Thanks using I've gotten ten times better proper functioning diabetic remembers count carbs, test frequently, take shots.",Positive,0.23766233766233766,0.39404761904761904
+Diabetes:M,"I looking would log calculate doses I switched pump MDI week ago delivered. It's easy use, customizable, many extra useful features even free version. I discovered injection testing site trackers today.",Positive,0.32666666666666666,0.44666666666666666
+Diabetes:M,"This far best diabetic testing, recording reporting I found store. I wish could purchased time fee, rather monthly charge.",Positive,0.55,0.65
+Diabetes:M,"I deduct another star year. Despite update total insulin still show readings added: cant hard? Original review last year, below... This best around flaws sorted THE diabetes :) On summary shows much insulin still active; useful. I insulin type morning different tines But (non-morning) insulin doest show unsure much still active. Please remedy many diabetics thank you!",Positive,0.2032051282051282,0.4698717948717948
+Diabetes:M,Only thing I complain premium subscription price... medical bill already high enough...,Positive,0.04,0.51
+Diabetes:M,This makes easy record track glucose stats well vitals. I every time I check glucose inject insulin. Thank easy way track diabetic needs.,Positive,0.43333333333333335,0.8333333333333334
+Diabetes:M,Works well GLIMP keeps track glucose levels every 15 minutes NFC scan. I logbook ignore time day/ meal says.,Neutral,0.0,0.0
+Diabetes:M,Good monitor BS levels. Just make entries Voila !!! rest taken care ... graphs ... pie chart ... weekly monthly quaterly averages. Really great see dealing BS without medication.,Positive,0.9,0.675
+Diabetes:M,I love seems measure Libre sensor much 40% lower Libre monitor. Not sure would since results taken sensor. So would different? I results stored.,Positive,0.11249999999999999,0.5722222222222222
+Diabetes:M,Seems best diabetes I find! Very full featured. Also actively developed; I emailed small bug fixed days.,Positive,0.281,0.38300000000000006
+Diabetes:M,If maintained current plan time payment remove ads etc would perfect,Positive,0.5,0.7
+Diabetes:M,Such great app. This helps keep track blood sugar levels foods contribute sugar level.,Positive,0.4,0.625
+Diabetes:M,"Relatively easy use. I like I record carbs, food, various medications useful format.",Positive,0.24444444444444446,0.4444444444444445
+Diabetes:M,"Great experience functions, beautiful output, price premium, 5.5€/mo really much...",Positive,0.6166666666666666,0.65
+Diabetes:M,"Easy use, though takes time enter food Australian based ok",Positive,0.3111111111111111,0.4444444444444445
+Diabetes:M,It's quick easy I need. The graphs nice visualize. But logging tracking entries easy.,Positive,0.45,0.7916666666666667
+Diabetes:M,A must monitoring glucose levels,Neutral,0.0,0.0
+Diabetes:M,Brilliant logging monitoring. Excellent features free version. Nothing fault far.,Positive,0.6,0.95
+Diabetes:M,"New diabetes. tracks carbs, glucose meds. Love",Positive,0.3181818181818182,0.5272727272727272
+Diamond Zipper Lock Screen,It sucks! It would save even go home screen original screen goes I hate uninstalled,Negative,-0.26666666666666666,0.65
+Diamond Zipper Lock Screen,nan,nan,nan,nan
+Diamond Zipper Lock Screen,nan,nan,nan,nan
+Diamond Zipper Lock Screen,nan,nan,nan,nan
+Diamond Zipper Lock Screen,It hacked shut randomly,Negative,-0.5,0.5
+Diamond Zipper Lock Screen,It's way hard I hate,Negative,-0.5458333333333334,0.7208333333333333
+Diamond Zipper Lock Screen,This osm bt uts work properly uninstall,Neutral,0.0,0.1
+Diamond Zipper Lock Screen,It's boring I hate heart,Negative,-0.9,0.95
+Diamond Zipper Lock Screen,This soooo useful pretty thank making,Positive,0.275,0.5
+Diamond Zipper Lock Screen,I liked problem made put password 2 times,Positive,0.6,0.8
+Diamond Zipper Lock Screen,I liked I liked good .,Positive,0.6333333333333333,0.7333333333333334
+Diamond Zipper Lock Screen,Worst thing ever,Negative,-1.0,1.0
+Diamond Zipper Lock Screen,My phone open even I type password ..,Neutral,0.0,0.5
+Diamond Zipper Lock Screen,This stupid,Negative,-0.7999999999999999,1.0
+Diamond Zipper Lock Screen,nan,nan,nan,nan
+Diamond Zipper Lock Screen,It let change password,Neutral,0.0,0.0
+Diamond Zipper Lock Screen,I like much,Positive,0.2,0.2
+Diamond Zipper Lock Screen,I wish bring,Neutral,0.0,0.0
+Diamond Zipper Lock Screen,This amazing,Positive,0.6000000000000001,0.9
+Diamond Zipper Lock Screen,Horrible....!!! Worst quality,Negative,-1.0,1.0
+Diamond Zipper Lock Screen,Hated ever,Negative,-0.9,0.7
+Diamond Zipper Lock Screen,nan,nan,nan,nan
+Diamond Zipper Lock Screen,Good use of ordinary lock ..,Positive,0.22499999999999998,0.55
+Diamond Zipper Lock Screen,Very good,Positive,0.9099999999999999,0.7800000000000001
+Diamond Zipper Lock Screen,I love,Positive,0.5,0.6
+Diamond Zipper Lock Screen,I love background phone much better,Positive,0.5,0.55
+Diamond Zipper Lock Screen,Its lovely,Positive,0.5,0.75
+Diamond Zipper Lock Screen,It's cute I love,Positive,0.5,0.8
+Diamond Zipper Lock Screen,Nice,Positive,0.6,1.0
+Diamond Zipper Lock Screen,Its uhh good love zippers,Positive,0.6,0.6000000000000001
+Diamond Zipper Lock Screen,Its always beautiful,Positive,0.85,1.0
+Diamond Zipper Lock Screen,It's my much helpful,Positive,0.2,0.2
+Diamond Zipper Lock Screen,nan,nan,nan,nan
+Diamond Zipper Lock Screen,Sucked,Neutral,0.0,0.0
+Diamond Zipper Lock Screen,Best lock screen ever,Positive,1.0,0.3
+Diamond Zipper Lock Screen,Love beautiful,Positive,0.675,0.8
+Diamond Zipper Lock Screen,Superb,Positive,1.0,1.0
+Diamond Zipper Lock Screen,Jjj,Neutral,0.0,0.0
+Diamond Zipper Lock Screen,I love,Positive,0.5,0.6
+Diamond Zipper Lock Screen,It cool nice,Positive,0.475,0.825
+Diary with lock,"I really enjoy using lets live freely. So far, I issues. I also love I personalise add code lock it. You also change colour icon ever like! Its amazing! It help stress going hard times. I can't English. I live England!",Positive,0.23626893939393936,0.5677083333333334
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"I using several months now, really like simply design here. quick access start writing, editing change passed entries. recommended dairy app. Also like search function look things certain days. Ps. would amazing added picture support.",Positive,0.2246031746031746,0.42142857142857143
+Diary with lock,"This perfect! If want phone tablet, write happened day, writing dreams fantasies (I second thing I'm gonna lie) want nosy siblings, parents, friends finding about, I definitely recommend you. The best part though, security code. Pick something random, random, something would think of. Anyways, best EVER!!!!!!!!!",Positive,0.2857142857142857,0.4428571428571428
+Diary with lock,"If want express feelings paper, get app. When I got app, weeks ago, I stressed, I knew I needed write feeling. This diary cute design easy write in, easy code make enter in.",Positive,0.45555555555555555,0.888888888888889
+Diary with lock,"I tried others would ok first entries, would slow typing & freeze up. This diary sweet simple, freeze up, slow typing. You entry day different headings, choose print type look may like,. It also features I tried yet, exploring. All keeper.",Positive,0.07142857142857141,0.4629251700680272
+Diary with lock,"If want anyone looking private life want hide actual diary, I seriously recommend app. You turn codelock create unique code know. Say goodbye snoopers, hello paridaise private life!!",Positive,0.008333333333333337,0.5033333333333333
+Diary with lock,"This really helpful cool, life pretty stressful right now. And I'm ever glad, I got app. Because helps get stress head, onto paper. This amazing, I love much thank whoever made xx.",Positive,0.36071428571428577,0.6357142857142857
+Diary with lock,"This 100% AMAZING! At first I hesitant lot diary I found downloaded really bad even lock option protecting good all. I downloaded I like put I feel electronic diarys easier take care loose amazing. 10 10 recommended people want write feelings thiughts password. One thing I wish could upload pictures, maybe feature update allow great app!",Positive,0.36043956043956044,0.6313186813186812
+Diary with lock,"It's great want talk feelings, But really go write piece paper, But It's great! I want suggest things. 1: We could able choose different fonts different words make dramatic stuff. 2: could able change differemt colours like based like background text different colour.",Positive,0.2851851851851852,0.5944444444444444
+Diary with lock,This went wayyy beyond expectations. It lock cool. And colorful well. 5 stars recommend really it. One thing think create lock viewing diary page. Can u create settings people want pls. Thanks.,Positive,0.26249999999999996,0.3625
+Diary with lock,"Easy secure way keep diary. Format simple & clean. Only reason I gave 4 stars never ""Perfect"" app, always room improvement. However, I honestly think needs much.",Positive,0.18750000000000003,0.6988095238095239
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"I used much faults found far. Given I'm 24, I live siblings would try read boyfriend knows pin lock mobile, nosy type, thank God he's though, I doubt much he'd able guess password haha. I would recommend teenagers scared siblings friends etc reading journal. I'd also recommend adults age writing journal really therapeutic easily de-stresses slightly, set get notification daily remind write journal. Also I mean portable secure journal... what's love!?",Positive,0.19296085858585857,0.47604166666666664
+Diary with lock,nan,nan,nan,nan
+Diary with lock,I using quite I unable change icon app. I'm currently using Redmi Note 5 issues phone. Please fix problem. The pink diary icon feminine me.,Negative,-0.19999999999999998,0.39999999999999997
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"Its a. Good app... I recommend everyone write diary easy hide diaries nosy siblings, strict parents... And relatives... I easily write day... I love much best ever... It contain much ads.. Keep going!! """,Positive,0.5631944444444444,0.5611111111111112
+Diary with lock,"I downloaded yesterday far I'm loving it! I encountered problems yet hopefully I not. I'm loving format app, I think simple easy manage I love that. So far favorite apps. Keep good work good luck!",Positive,0.36583333333333334,0.7890476190476189
+Diary with lock,"I love I I go bed get thoughts I sleep better. But I wish would something adds, I sign shows add. And I writing shows add bottom I sometimes frustrating. But I rate 5!",Positive,0.16666666666666666,0.6666666666666666
+Diary with lock,Its easy way keep thoughts important things. And stays private lock. And sends reminder write wrote day. Thank you. Hoping help feel better,Positive,0.33333333333333337,0.6770833333333334
+Diary with lock,I using several months I really like design. want express feelings get want anyone looking private life want hide diary,Positive,0.06666666666666667,0.19166666666666665
+Diary with lock,"I love app. Reminds days youth sat write diary, although simpler I access phone backed email. Thank much.",Positive,0.35,0.4
+Diary with lock,"The fine I tried log yesterday. I get error message pops telling I verify email, I verify says email verified. So I suppose verify email wont send anything email verify?",Positive,0.4166666666666667,0.5
+Diary with lock,"Its wonderful !! You quickly jot whatever's cooking mind ;-) less time consuming . So many times I've resoluted make diary; finally I done ,not typical way, still gives happiness & peace:-)",Positive,0.3555555555555555,0.6407407407407407
+Diary with lock,I like the thing hate it ... that emoji is soo bad..arghhh ... baby ... it's the best diary but emoji is very disappointing ..,Negative,-0.19333333333333336,0.7033333333333333
+Diary with lock,"Very easy use, I could literally write thoughts nobody would able see them. I could write day I reminded happened day. You definitely get it, I recommend it... especially secret thoughts.",Positive,0.06583333333333335,0.78125
+Diary with lock,nan,nan,nan,nan
+Diary with lock,Its best ro tell feelings.. mean u normal secret diary u cannot take along everywhere yess... perfect,Positive,0.2875,0.6675
+Diary with lock,Addictive easy use.. This helps update things I whole day.. I read time and.can store numerous things.. But I've got problem emojis I can't get emojis.. I could express events though..:-\,Positive,0.15833333333333333,0.6583333333333333
+Diary with lock,"I think really change lives. It changed mine, helps u stress bad times calm u down. Other diary terrible good. I hope people get app. Plus putting thoughts ""paper"" really helps u out. Thanks making app!",Negative,-0.03672839506172839,0.4756172839506173
+Diary with lock,"Finally I write journal I misplace, stolen read without authority. People like know business that. This diary password.",Neutral,0.0,1.0
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"This diary really good. But I'm able take back up. Whenever I take back mail says, error. Please recommend solutions else improve something.",Positive,0.3,0.30625
+Diary with lock,I love app. When I internet I want write new book creations I diary. This also helps keep notes I'm sad mad I write I feel,Negative,-0.12215909090909091,0.7636363636363637
+Diary with lock,"Amazing! I time awesome! Due fact physical diaries read before, I've looking perfect keep secrets safe it!! I love back entries, customize colors, fonts, etc. codelock feature amazing! This hands best play store.",Positive,0.565625,0.5717857142857142
+Diary with lock,"Very nice app.Easy use. It great concept. And thing I like sign email cloud saving system. And last , many many thanks creator. Hope make interesting.",Positive,0.4685714285714286,0.5023809523809524
+Diary with lock,Its amazing want simple diary thats private. You get hard feelings chest put here. You wont afraid type anything.,Negative,-0.05833333333333331,0.6147619047619047
+Diary with lock,I really love everytime try write real diary can't think anything start drawing. This diary words come type them.,Positive,0.35,0.45
+Diary with lock,I love app. Its amazing. I talk feelings code somebody steal phone able get it.,Positive,0.5333333333333333,0.7083333333333334
+Diary with lock,"I using several months now, really like simply design here. quick access start writing, editing change passed entries. recommended dairy app. Also like search function look things certain days. Ps. would amazing ... Full Review",Positive,0.24251700680272112,0.4397959183673469
+Diary with lock,"I really enjoy using lets live freely. So far, I issues. I also love I personalise add code lock it. You also change colour icon ever like! Its amazing! It help stress going hard times. I can't English. I live England!",Positive,0.23626893939393936,0.5677083333333334
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"If want express feelings paper, get app. When I got app, weeks ago, I stressed, I knew I needed write feeling. This diary cute design easy write in, easy code make enter in.",Positive,0.45555555555555555,0.888888888888889
+Diary with lock,"If want anyone looking private life want hide actual diary, I seriously recommend app. You turn codelock create unique code know. Say goodbye snoopers, hello paridaise private life!!",Positive,0.008333333333333337,0.5033333333333333
+Diary with lock,"This really helpful cool, life pretty stressful right now. And I'm ever glad, I got app. Because helps get stress head, onto paper. This amazing, I love much thank whoever made xx.",Positive,0.36071428571428577,0.6357142857142857
+Diary with lock,"This perfect! If want phone tablet, write happened day, writing dreams fantasies (I second thing I'm gonna lie) want nosy siblings, parents, friends finding about, I definitely recommend you. The best part though, security code. Pick something random, random, something would think of. Anyways, best EVER!!!!!!!!!",Positive,0.2857142857142857,0.4428571428571428
+Diary with lock,"I tried others would ok first entries, would slow typing & freeze up. This diary sweet simple, freeze up, slow typing. You entry day different headings, choose print type look may like,. It also features I tried yet, exploring. All keeper.",Positive,0.07142857142857141,0.4629251700680272
+Diary with lock,"This 100% AMAZING! At first I hesitant lot diary I found downloaded really bad even lock option protecting good all. I downloaded I like put I feel electronic diarys easier take care loose amazing. 10 10 recommended people want write feelings thiughts password. One thing I wish could upload pictures, maybe feature update allow great app!",Positive,0.36043956043956044,0.6313186813186812
+Diary with lock,"It's great want talk feelings, But really go write piece paper, But It's great! I want suggest things. 1: We could able choose different fonts different words make dramatic stuff. 2: could able change differemt colours like based like background text different colour.",Positive,0.2851851851851852,0.5944444444444444
+Diary with lock,This went wayyy beyond expectations. It lock cool. And colorful well. 5 stars recommend really it. One thing think create lock viewing diary page. Can u create settings people want pls. Thanks.,Positive,0.26249999999999996,0.3625
+Diary with lock,"Easy secure way keep diary. Format simple & clean. Only reason I gave 4 stars never ""Perfect"" app, always room improvement. However, I honestly think needs much.",Positive,0.18750000000000003,0.6988095238095239
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"I used much faults found far. Given I'm 24, I live siblings would try read boyfriend knows pin lock mobile, nosy type, thank God he's though, I doubt much he'd able guess password haha. I would recommend teenagers scared siblings friends etc reading journal. I'd also recommend adults age writing journal really therapeutic easily de-stresses slightly, set get notification daily remind write journal. Also I mean portable secure journal... what's love!?",Positive,0.19296085858585857,0.47604166666666664
+Diary with lock,nan,nan,nan,nan
+Diary with lock,I using quite I unable change icon app. I'm currently using Redmi Note 5 issues phone. Please fix problem. The pink diary icon feminine me.,Negative,-0.19999999999999998,0.39999999999999997
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"Its a. Good app... I recommend everyone write diary easy hide diaries nosy siblings, strict parents... And relatives... I easily write day... I love much best ever... It contain much ads.. Keep going!! """,Positive,0.5631944444444444,0.5611111111111112
+Diary with lock,"I love I I go bed get thoughts I sleep better. But I wish would something adds, I sign shows add. And I writing shows add bottom I sometimes frustrating. But I rate 5!",Positive,0.16666666666666666,0.6666666666666666
+Diary with lock,Its easy way keep thoughts important things. And stays private lock. And sends reminder write wrote day. Thank you. Hoping help feel better,Positive,0.33333333333333337,0.6770833333333334
+Diary with lock,I using several months I really like design. want express feelings get want anyone looking private life want hide diary,Positive,0.06666666666666667,0.19166666666666665
+Diary with lock,"I love app. Reminds days youth sat write diary, although simpler I access phone backed email. Thank much.",Positive,0.35,0.4
+Diary with lock,"The fine I tried log yesterday. I get error message pops telling I verify email, I verify says email verified. So I suppose verify email wont send anything email verify?",Positive,0.4166666666666667,0.5
+Diary with lock,"Its wonderful !! You quickly jot whatever's cooking mind ;-) less time consuming . So many times I've resoluted make diary; finally I done ,not typical way, still gives happiness & peace:-)",Positive,0.3555555555555555,0.6407407407407407
+Diary with lock,I like the thing hate it ... that emoji is soo bad..arghhh ... baby ... it's the best diary but emoji is very disappointing ..,Negative,-0.19333333333333336,0.7033333333333333
+Diary with lock,"Very easy use, I could literally write thoughts nobody would able see them. I could write day I reminded happened day. You definitely get it, I recommend it... especially secret thoughts.",Positive,0.06583333333333335,0.78125
+Diary with lock,nan,nan,nan,nan
+Diary with lock,Its best ro tell feelings.. mean u normal secret diary u cannot take along everywhere yess... perfect,Positive,0.2875,0.6675
+Diary with lock,Addictive easy use.. This helps update things I whole day.. I read time and.can store numerous things.. But I've got problem emojis I can't get emojis.. I could express events though..:-\,Positive,0.15833333333333333,0.6583333333333333
+Diary with lock,"I think really change lives. It changed mine, helps u stress bad times calm u down. Other diary terrible good. I hope people get app. Plus putting thoughts ""paper"" really helps u out. Thanks making app!",Negative,-0.03672839506172839,0.4756172839506173
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"This diary really good. But I'm able take back up. Whenever I take back mail says, error. Please recommend solutions else improve something.",Positive,0.3,0.30625
+Diary with lock,"Amazing! I time awesome! Due fact physical diaries read before, I've looking perfect keep secrets safe it!! I love back entries, customize colors, fonts, etc. codelock feature amazing! This hands best play store.",Positive,0.565625,0.5717857142857142
+Diary with lock,"Very nice app.Easy use. It great concept. And thing I like sign email cloud saving system. And last , many many thanks creator. Hope make interesting.",Positive,0.4685714285714286,0.5023809523809524
+Diary with lock,Its amazing want simple diary thats private. You get hard feelings chest put here. You wont afraid type anything.,Negative,-0.05833333333333331,0.6147619047619047
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"I think helpful get little notification tells forget write entry, without extremely easy forget forget lot build inside healthy.",Positive,0.24861111111111112,0.6111111111111112
+Diary with lock,I love app. Its amazing. I talk feelings code somebody steal phone able get it.,Positive,0.5333333333333333,0.7083333333333334
+Diary with lock,I think great I mean u password I recently left phone somewhere person (my friend) tried get called (house phone) said come I can't get ur diary conversations I tol password changed right away,Positive,0.19330357142857144,0.4933035714285714
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"Really good app. people school always figured get diary I put safe lazers toy lasers still put alarm way way wayyy better old cause 1, people get phone 2, need know password",Positive,0.45,0.45
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,I'm 16 enter 11th grade helping talk things I keep I recommend people want easy access something get stuff chest,Positive,0.43333333333333335,0.8333333333333334
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,I really love this. When I'm bored I write diary.,Neutral,0.0,0.8
+Diary with lock,It's really easy better way write secrets password write something real life key anyone could easily read diary,Positive,0.31333333333333335,0.6933333333333335
+Diary with lock,I love would refinery recommend everyone! In fact whole family really help I used depression helped soo much!!!,Positive,0.35390625,0.35
+Diary with lock,nan,nan,nan,nan
+Diary with lock,It amazing helps keep secret things safe get password go options slow all. Very happy I really recommend,Positive,0.26666666666666666,0.6166666666666667
+Diary with lock,I loved also lock thing I want say lock opened anyone forgot code writing number code sent number,Positive,0.7,0.8
+Diary with lock,It's great way write Ur everyday liveife simple great need WiFi creative mind complicated thing better secruity mine password helped anyone could read Although I would still highly recommend way better solution notepad simple always u phone travels hand. easy fun MB,Positive,0.27444444444444444,0.6156349206349206
+Diary with lock,Amazing ! Fun good time killer ! Would able get people truffle oceans it'll make happier I would recommend helpfulness get emotions head ^_^,Positive,0.60625,0.58125
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,Just good. But please stop 'ads' . Very disgusting.,Negative,-0.15000000000000002,0.8
+Diary with lock,nan,nan,nan,nan
+Diary with lock,I like lot like real diary except ur electronic. It even lock nobody get ur diary unless know password,Positive,0.2,0.30000000000000004
+Diary with lock,"I like it, easy use. You set password make entries private. I love it. I'm 4:30am journaling ❤",Positive,0.3111111111111111,0.6027777777777779
+Diary with lock,It easy way help get anxiety actually talk ppl helps lot thanks great app.,Positive,0.35833333333333334,0.4708333333333333
+Diary with lock,"I think really amazing app! They allow able change color text format, I think great, I personally like pink. I think added photos, that'd pretty awesome. Overall, great I'd recommend anyone wants diary app.",Positive,0.42000000000000004,0.5725
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,It's place let go without anyone else getting brunt I'm pissed thoughts written makes calmer person. I love it.,Positive,0.5,0.6
+Diary with lock,I love there's ads write things happens life. You express feelings things. #best diary,Positive,0.75,0.44999999999999996
+Diary with lock,I expect beautiful notes.. It useful store details ..thanks update emoji,Positive,0.575,0.5
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"honestly love it. ads, dont like type thing, dont mind point. love itself.",Positive,0.5,0.6
+Diary with lock,"I like much useful I'd ever had, I recommend book everyone I'm sure regret downloading it!!!",Positive,0.63828125,0.4444444444444444
+Diary with lock,"Amazing app, whenever I want write important notes daily diary notes best Wasting pages better writing daily notes book diary..... Write diary helped everything I needed diary That reason I rated five stars",Positive,0.4166666666666667,0.44999999999999996
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,I think really good friends family bet phone I put lock see whatever I write private area I write things,Positive,0.35,0.48750000000000004
+Diary with lock,"I think something new added, continents. Not Europe. Stop discrimination. I fell short calling racism. Next time, I guess I",Positive,0.04545454545454545,0.2515151515151515
+Diary with lock,KOOL app.. sadly Google play Doesn't support stickers ?? Which happens best bits !! Nevertheless nice place keep secrets .,Positive,0.3666666666666667,0.7666666666666666
+Diary with lock,"I think good way express feelings, emotions, thoughts! When like someone talk keeps secrets.",Positive,0.875,0.6000000000000001
+Diary with lock,nan,nan,nan,nan
+Diary with lock,This really helpful me..... And I'm loving it!!!I think It's diary I wish I could add pictures videos it....,Positive,0.4,0.575
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,nan,nan,nan,nan
+Diary with lock,I love !!! Amazing . My dad said wants start using dairy free .Its really simple,Positive,0.43531250000000005,0.5514285714285715
+Diary with lock,nan,nan,nan,nan
+Diary with lock,Lovely It got work done much I installed today I appropriate hear result luck democracy hands I can't sad lt I 5 secrets dairy free kick awarded able open phone number games stuff row It's cute little secret kepper,Positive,0.15125000000000002,0.6575
+Diary with lock,nan,nan,nan,nan
+Diary with lock,This fun secret's love like friend tell ur secrets love thank for making amazing awesome thanks,Positive,0.38571428571428573,0.6
+Diary with lock,Five stars! You write whatever want. But quick little update....you umm offer passcode first lol worry amazing!,Positive,0.38916666666666666,0.5866666666666667
+Diary with lock,"Its really beautiful app, therez thing want codelock shud confirmed 2 times like apps... otherwise thank u much",Positive,0.48333333333333334,0.7333333333333334
+Diary with lock,nan,nan,nan,nan
+Diary with lock,"A great note letters' number people write small episodes novels books using apps, sometimes allowed number letters little, problem I write episodes using mostly enough.",Positive,0.09062500000000001,0.5375
+Diary with lock,"This great app. I write songs, story's best ideas ever!Its calming.I suggest quiet comfortable place enjoy more.",Positive,0.5166666666666667,0.5305555555555556
+Diary with lock,I LOVE THIS IT MAKES YOUR LIFE USEFUL SO THAT WHEN U AGE THEN U CAN RE-READ ALL OF WHAT HAPPENED IN UR LIFE!!,Positive,0.484375,0.3
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,"The people say boring dont clue. Writing feelings nice, thats thing, leave misleading review. For is, great. The lock optional, customizable, back-up security question too. If want keep diary, good it, easy stayed commited. Five stars!",Positive,0.32833333333333337,0.8366666666666667
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,Thnx diary help . I able find friend I share everything. And meet need expectations. It good amazing. I would definitely recommend all. Those friend share feelings best option you. The emojis also cute interesting..,Positive,0.5428571428571428,0.6321428571428571
+Diary with lock password,It would better set time 12 hour clock. Now showing 24 hour clock type bit uncomfortable. I'll change review 5 stars fixed. Otherwise great app.. LOVED IT ..!!,Positive,0.38,0.65
+Diary with lock password,I love app. I feel like child gets ideas head onto page. Only thing I would like able write different colors but goes background theme well. Other I'm enjoying it. Thank you.,Positive,0.22916666666666666,0.6333333333333334
+Diary with lock password,It's OK percentage charts work. They say emotion different colours/categories. Fix I change star rating. It seems stuck happy even though I used emotions! Please fix,Positive,0.5,0.7000000000000001
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,I enjoy writing diary seems work well purpose. I wish easier way recover password though :( I can't remember mine there's security question I can't remember either!,Negative,-0.26875,0.75
+Diary with lock password,"Still best Diary I've ever used ! And I've used years. Customizable backgrounds,lock screen,daily screen etc. I figured back was, I lose anything installing new device More color options would nice fonts. And cant change header font color,so ever background pic choose,you cannot see Day font I still Love",Positive,0.45606060606060606,0.47575757575757577
+Diary with lock password,It's alright... I love writing I like it. Its good way spend time... And I like having password secret question unlock it.. Pretty cool,Positive,0.27999999999999997,0.7100000000000001
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,It's perfect. Iv 2 days nosey brother can't get diary.,Positive,1.0,1.0
+Diary with lock password,I keep coming back I want diary. 1. It would great add emotions like indifference. Also please add backgrounds ability save file pDF.,Positive,0.4,0.375
+Diary with lock password,"I enjoy nearly daily, however problem password lock. If I dock Bluetooth keyboard lock page, lock gets circumvented. I would happily improve rating flaw gets fixed. EDIT 7/2016- Paid full package months ago, I'm getting ads can't change backgrounds. Plus newest update longer allows back SD card. Please fix! EDIT 1/2018- Trying charge custom backgrounds, removed previous custom background. Not cool.",Positive,0.1635416666666667,0.3833333333333333
+Diary with lock password,"When I first got back 2015 I liked I not. None notes transfer old phone. Yes, I backed up. Still work",Positive,0.2375,0.3333333333333333
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,"Everything good deserves 5 star, I know there's security concern shares bookmarks. The developer explain it.",Positive,0.7,0.6000000000000001
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,"I love apps...it save back gmail even change new handphone...writing feeling, event happen...it wonderful experience reflect lifestyle done before...i've used since 2016..and still great apps...its like bring diary everywhere n save lock password...",Positive,0.4872727272727273,0.5609090909090909
+Diary with lock password,Good much advertisement.. It irritating ##,Positive,0.16666666666666663,0.5333333333333333
+Diary with lock password,"Fantastic, enjoy customisability full purchased form. The great features popular diary also lot prettier look want too. It online backup easy interface.",Positive,0.49722222222222223,0.7388888888888889
+Diary with lock password,old version already useless cant transfer data old phone old version doesnt work new version. dropbox back restore useless. cant transfer data old version.better bring back back external memory option.,Negative,-0.04214876033057852,0.15950413223140497
+Diary with lock password,"I think backup system must automatic must requirement, loose information. Recently I lost data I backup properly.",Negative,-0.025641025641025644,0.20641025641025637
+Diary with lock password,Just started now. I scared happen diariee I used this. In month I rate diary again.,Neutral,0.0,0.0
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,"The problem cannot save external memories card sd card,, changing cellphone Yr memories gone",Neutral,0.0,0.1
+Diary with lock password,"I forgot password & security question, I've tried send new password email, somehow can't send. Any ways get back ?",Positive,0.06818181818181818,0.22727272727272727
+Diary with lock password,I feel happy writing. A place let feelings.,Positive,0.8,1.0
+Diary with lock password,"Completely user friendly. The password helpful entries require privacy. Like, sometimes girl needs vent! It's simple, perfect diary that's easy get need it!",Positive,0.4220833333333333,0.6180952380952381
+Diary with lock password,"Can't recover password . It says email can't send , check network connection network well",Neutral,0.0,0.0
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,I lost previous year data. Requesting developer team check possibility restoring it. I already sent email updated contact details.,Negative,-0.16666666666666666,0.16666666666666666
+Diary with lock password,"I really like it. It convenient, user friendly customizable. More Daily emoji's would nice - like ""Blah"", ""Hurt"", - Nice App, Glad I found it!",Positive,0.41428571428571426,0.6
+Diary with lock password,"Was loving even bought premium version bug updating , longer locks used anyone read personal notes!! Please fix this!!",Positive,0.3,0.625
+Diary with lock password,The allow u adjust time yrself. It allow difficult navigate next day. Shldnt simple like picking book diary writing.,Negative,-0.16666666666666666,0.4523809523809524
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,Don't like add notifications otherwise good.,Positive,0.7,0.6000000000000001
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,I like helps brothers can't see rifisy,Neutral,0.0,0.0
+Diary with lock password,It's good write notes automatic date lock write ..some things important ..also... You lock password ...,Positive,0.55,0.8
+Diary with lock password,I love it. When I get stressed I write it.,Positive,0.5,0.6
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,Decent lost data stored via dropbox phone reset..when synced rided data made empty,Positive,0.033333333333333326,0.5833333333333333
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,"I dont care actually haters say, I think diary best friend forever! I loved private I express feelings it! And I loved I recommend it!",Positive,0.515,0.475
+Diary with lock password,I can't work get picture possible get picture,Neutral,0.0,1.0
+Diary with lock password,I love . really helped express feelings without even telling anyone . app's great !,Positive,0.5666666666666667,0.5166666666666667
+Diary with lock password,I really love write secrets also safe read diary,Positive,0.5,0.55
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,It great app...but I lost contents I able restore backup Dropbox!!,Positive,0.790625,0.6875
+Diary with lock password,PLS HELP! I bought new phone I want entries old phone new one... How I?,Positive,0.12424242424242422,0.3696969696969697
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,Too bad that you can not take it on a new device ..,Negative,-0.28181818181818175,0.5606060606060606
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,"Need updated. Emoji, graphics etc old pattern.",Positive,0.1,0.2
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,I really enjoy app. I personal prayer journal. It easy I anywhere,Positive,0.2777777777777778,0.5444444444444444
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,Comes handy I'm sad hurt mad,Negative,-0.17500000000000002,0.9666666666666667
+Diary with lock password,It lock 1st time,Neutral,0.0,0.0
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,This awesome easy use..Thank You guys,Positive,0.7166666666666667,0.9166666666666667
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,Good photos gone even back,Positive,0.35,0.30000000000000004
+Diary with lock password,I really like it.its simple n easy too.,Positive,0.2111111111111111,0.46349206349206346
+Diary with lock password,I love sister wont end getting dairy,Positive,0.5,0.6
+Diary with lock password,Write diary notes.,Neutral,0.0,0.0
+Diary with lock password,Super easy unlike I downloaded. Love it!!,Positive,0.5159722222222222,0.7000000000000001
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,I faithfully used many years,Positive,0.5,0.5
+Diary with lock password,I think ok,Positive,0.5,0.5
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Diary with lock password,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dice With Buddies™ Free - The Fun Social Dice Game,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,The best online dictionary I've used. It even contains medical vocabulary/terminology. The problem spell check/suggestions help words sure correct spelling.,Positive,0.5,0.3962962962962963
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,"I would like report bug. I'm able share word whastapp others. The screen freezes I select contact. Apart that, best far.",Positive,0.5333333333333333,0.6416666666666667
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,Best English dictionary problem pronounce words offline... So dictionary purpose make pronunciation correct.,Positive,0.5,0.15
+Dictionary - Merriam-Webster,The says I lack sufficient storage I 64 gb installed phone SD card. It let search words new update. The whole thing work.,Positive,0.16818181818181818,0.42727272727272725
+Dictionary - Merriam-Webster,"Although good dictionary always says that. Sorry,not enough storage space please free space despite phone 50 percent free space...I irritated",Positive,0.375,0.675
+Dictionary - Merriam-Webster,"All well till released updated version. It takes almost 10-15 sec load! It seems that, going Google better option. Really disappointed.",Negative,-0.125,0.6166666666666667
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Dictionary - Merriam-Webster,"I using past 5 years different handsets I must say, I never found meanings easier dictionary works offline can't ask",Negative,-0.125,0.425
+Dictionary - Merriam-Webster,"Why remove related words feature? In today's update, differentiating related words gone. That feature useful helpful things app. It's reason I'm motivated study everyday guys removed it. Please return next updates. It's really important everyone interested learning English language deeply. Thank advance.",Positive,0.08333333333333333,0.36666666666666664
+Dictionary - Merriam-Webster,nan,nan,nan,nan
+Die TK-App – alles im Griff,The fingerprint login works unreliable Pixel phone.,Neutral,0.0,0.0
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,Sick message for 2-page note not implemented.,Negative,-0.7142857142857143,0.8571428571428571
+Die TK-App – alles im Griff,Shortens correspondence considerably. News available everywhere.,Positive,0.25,0.42500000000000004
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,The helpful easy use!!,Positive,0.6770833333333335,0.8333333333333334
+Die TK-App – alles im Griff,Very useful I liked it.,Positive,0.495,0.4
+Die TK-App – alles im Griff,Helpfull,Neutral,0.0,0.0
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,"The TC is no longer recommended. Nothing but a problem if you need an appointment in the sleep laboratory because the TC cuts their bills together and their insured people are therefore rejected by the labs. Have generated millions of surpluses, sufferers are the OSAS patients. Therefore, I rate their worst possible.",Negative,-0.5,1.0
+Die TK-App – alles im Griff,"Very convenient, I would love English version non German speaker understand better.",Positive,0.24,0.27999999999999997
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,It made things simpler gives good overview treatment process.,Positive,0.7,0.6000000000000001
+Die TK-App – alles im Griff,"I would be happy about direct counting of the TK-App. I do not know if I want Google to create a movement pattern with my data. Also, Google does not count fit ""steps"" when I bike for example 2 hours a day. This is also a sporting activity, why can not that be considered ... Full Review",Positive,0.4125,0.5874999999999999
+Die TK-App – alles im Griff,Super supplement to the online portal!,Positive,0.41666666666666663,0.6666666666666666
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,"Login does not work from time to time. Not again today (mistake T 11). Unfortunately, you can not send an error message because it does not crash. I think otherwise a great idea!",Positive,0.25,0.875
+Die TK-App – alles im Griff,I am very pleased. Sent sick leave message and the thing is done. With fingerprint sensor it is very easy and you do not have to enter a password every time.,Positive,0.16634920634920636,0.9523809523809524
+Die TK-App – alles im Griff,"The step count on Google Fit does not work at all. Unfortunately, I can not benefit from the bonus program. Please find a solution. Everything else very well.",Positive,0.03333333333333335,0.5666666666666667
+Die TK-App – alles im Griff,"It is annoying how one must type in a password once again for each sick report. In addition, there is no lazy feedback at all if information was successfully sent to the central office or not. Lazy paranoid is not a good combo. Answer below: Unfortunately, there is still the reality ... Full Review",Negative,-0.11269841269841269,0.7896825396825397
+Die TK-App – alles im Griff,"Can't connect GoogleFit. (""Probleme beim Datentransfer""). (With older version I problem.)",Positive,0.16666666666666666,0.3333333333333333
+Die TK-App – alles im Griff,Haha I bypassed the roots lock with a rooted device,Positive,0.2,0.3
+Die TK-App – alles im Griff,Is English version?? Would helpful,Neutral,0.0,0.0
+Die TK-App – alles im Griff,Simply good service from the TK!,Positive,0.875,0.6000000000000001
+Die TK-App – alles im Griff,Very good!!!,Positive,1.0,0.7800000000000001
+Die TK-App – alles im Griff,Very good,Positive,0.9099999999999999,0.7800000000000001
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,"Only with Google Fitness account. Who has that? No Garmin or Suunto possible. In addition, my rating was edited and the text changed. Very much bought ratings for those with 4 and 5 points. The need that.",Positive,0.08666666666666667,0.7533333333333333
+Die TK-App – alles im Griff,"Always crashes again and that is stupid. In addition, only steps are counted when collecting points, cycling does not count.",Negative,-0.39999999999999997,1.0
+Die TK-App – alles im Griff,"Upload stuff works. Registration is via Snail Mail, just like the website.",Neutral,0.0,0.0
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Die TK-App – alles im Griff,Sending sick leave does not work,Negative,-0.7142857142857143,0.8571428571428571
+Die TK-App – alles im Griff,Worked well. Saved time effort.,Neutral,0.0,0.0
+Die TK-App – alles im Griff,Quite convenient app.,Neutral,0.0,0.0
+Die TK-App – alles im Griff,nan,nan,nan,nan
+Digg,"Unmatched Digg provides users amazing interface get consistently date, high quality realavent articles. Their advertisements non intrusive often not, interesting I find clicking see offering. Thanks fixing share button issue!",Positive,0.202,0.47800000000000004
+Digg,Virtually unusable. The interface used take load still rendered story mobile friendly way. Then video became worse point I bother watching app. Now text stories loading entire pointless browsing headlines stories. Makes eventually give go mobile site I actually want view anything.,Negative,-0.05500000000000001,0.465
+Digg,"The world seems forgotten RSS, I grateful exists. I imported Google Reader feeds first closed, looked back. I hope maintain current state, simple effective.",Positive,0.125,0.33174603174603173
+Digg,One+ 3T signing One I daily unable sign using Google account One+ 3T. Have tried emailing support couple times response. Please help resolve issue.,Negative,-0.25,0.25
+Digg,"Ever since fall Google Reader I've looking right replacement. Feedly's unwillingness keep items older 30 days deal breaker me, I've trying everything else. I like Digg reader, reason seem completely unable figure mark items unread app. Am I missing something obvious?",Negative,-0.024603174603174613,0.38650793650793647
+Digg,"Google sign-in bug Have happily using years, since Nov/Dec can't sign Google account new installs, countless others. Lack response galling.",Positive,0.31212121212121213,0.6515151515151515
+Digg,"Excellent I used Inoreader. This far superior every category. It also equally awesome. So access thing laptop computer, even left off.",Positive,0.5599999999999999,0.78
+Digg,"OnePlus two sign Unable sign Google account.. nothing happens clicking sign in. Looking ADB logcat says ""Java runtime exception: need Theme.AppCompat theme (or descendant) activity""",Negative,-0.5,0.5
+Digg,Google play services login broken Tried multiple times reset update Google play services -- connect correctly fail Digg Android (Samsung note 5),Negative,-0.3,0.2333333333333333
+Digg,"Used love app, updates killed it. Front page stories take least 10x longer load used to. In addition, several favorite feeds stopped updating. I've given uninstalled digg. I'm going give feedly try now.",Positive,0.1,0.4
+Digg,Instead getting directly feed's link redirected Digg page - get connection timeout almost every time! ... Selected feeds pushed aside Digg's news feed - disappointing app.,Negative,-0.2375,0.55
+Digg,"I can't possibly understand bad. I love content digg. I long time user. But happening here? If I video app, I wait page load app, play, I wait load page on, load video page. It always ALWAYS faster copy paste title video YouTube watch there. How possible?? On top that, switch default view page view instead text view? I like option page view, takes ridiculously long load. Why that???? Text view default actually read content link.",Positive,0.025000000000000022,0.5833333333333333
+Digg,"I used love time gotten bad loading videos horribly long restarts phone flipping, aggravating frustrating use. What daily go tedious best",Negative,-0.021428571428571415,0.5523809523809523
+Digg,"Meh. The design bland updated material guidelines. In fact, updated almost year. It's pretty buggy Chrome custom tabs. It's shame, Digg great website, I think time look alternative.",Positive,0.29444444444444445,0.8611111111111112
+Digg,Slate takeover hurt I used love DIGG consider trying since Slate taken page I get nothing trouble. Plug ins fail load almost every video honest articles less entertaining.,Positive,0.12222222222222222,0.4611111111111111
+Digg,nan,nan,nan,nan
+Digg,"I Digg RSS reader. Back 2013, sync quickly version. Now interfaces improved. And I refuse RSS reader. I hope Digg never dies.",Positive,0.16666666666666666,0.25
+Digg,nan,nan,nan,nan
+Digg,"Recently digg videos many ads I think attempted fraud. know kind, watching waiting watch video sudden undismissable pop-up covers everything tell computer infected press fix.",Positive,0.275,0.5375
+Digg,Awful interface. It's much faster go feeds there. This waste time space.,Negative,-0.3333333333333333,0.39999999999999997
+Digg,"Overall, good app. However, I give less stars issue that's obnoxious program least past year, possibly longer. When reading article, I rotate device, screen redraws I'm dumped back top whatever I reading. Not huge issue times, I'm reading longer article I set device down, pretty frustrating scroll try find place again. Also, sponsored ads kind nuisance. I'd love version I could pay turn off.",Positive,0.07698412698412697,0.528968253968254
+Digg,nan,nan,nan,nan
+Digg,"Crashes 100 percent time I can't login via Google, crashes every time. It's like months. I using Google pixel.",Neutral,0.0,0.0
+Digg,"It's good I lot I like it, small bugs get way sometimes. The unread count category menu, example. It update next refresh. Otherwise - good.",Positive,0.25,0.4
+Digg,Interesting content takes multiple clicks play video. And video done hit back button fast enough autoplays videos. Annoying.,Negative,-0.01666666666666668,0.4166666666666667
+Digg,Amazing After Google brought Google reader I thought never better alternative it. But fortunately disappointed I admire it. It everything I need starting migrating called Google reader.,Negative,-0.09999999999999998,0.5625
+Digg,nan,nan,nan,nan
+Digg,"I love Digg's content, become slow. Some articles take minute load (if ever) videos sometimes unwatchable.",Positive,0.09999999999999998,0.5
+Digg,nan,nan,nan,nan
+Digg,"Perfect Hands favourite reader. No idea average rating 3plus. Also, people come little headlines article paid more, they're absolutely hilarious (sometimes interesting articles themselves). EDIT: could include option change font type size? Thanks!",Positive,0.34464285714285714,0.5857142857142856
+Digg,nan,nan,nan,nan
+Digg,"I'm happy change rating I'm able login Google account. Right now, trying login Google cause Play Services crash.",Positive,0.5285714285714286,0.7202380952380952
+Digg,I really like digg pure garbage. Trying watch video bad experience I can't.,Negative,-0.09523809523809519,0.45555555555555555
+Digg,"Google sign-in working It crashes Play Services time, maybe using APIs unexpected way?",Positive,0.1,1.0
+Digg,"Only log via FB/Twitter/Google?? This unacceptable days. Get damn login system, please.",Neutral,0.0,1.0
+Digg,"frequently update stories Pixel 2, ads buy crappy overpriced products store get really old.",Positive,0.1,0.25
+Digg,Unable log Just got new phone (SGS6) attempted sign via Google I get crashes time I try!,Negative,-0.1647727272727273,0.4772727272727273
+Digg,"Google pixel issue I can't sign using Google account Google Pixel phone, please fix soon possible. Thanks",Positive,0.1,0.6
+Digg,nan,nan,nan,nan
+Digg,Google sign work Reading Google Reader feeds whole reason I app. Just downloaded tablet disappointed.,Negative,-0.275,0.575
+DigiCal Calendar Agenda,Like lot far. Had calendar start keeping track events lately done job well. I really like calendar store options too. Having view holidays TV shows calendar awesome. Pretty disappointed I find Outlander Starz channel though. Can added?,Positive,0.08333333333333333,0.7583333333333333
+DigiCal Calendar Agenda,About best option trying lots happy say widget refreshes. But take away ability add reminders read calendars? This feature I happy find & use! At least make option! Also disappointed pay get month view I wanted.,Positive,0.33499999999999996,0.69
+DigiCal Calendar Agenda,"I bunch different calendars (different events family members) I wish calendar colors choose from. I hate existing color options thing that's bothering years! I 3-4 colors colors list (shades pink, green blue). There yellow (gold yellow), red. Can't add kind color picker like (online) Google calendar has? Please. I've waiting years option still nothing.",Negative,-0.07,0.37
+DigiCal Calendar Agenda,"This nice calendar missing major feature. Inviting others event requires sending calendar notification place event party's calendar. Notifications NOT integrated, plain email party manually enter hercalendar. Not practical.",Positive,0.06205357142857142,0.4767857142857143
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,Great looking lacking essential features usability assisted field filling. Devs indicated currently planning implement features. Unable find option stop double notifications. Acknowledge event notification comes 1 minute later. Checked Android set-up repeat notifications DigiCal. Checked DigiCal can't find option either. Grrr Some problems saving events. Must checked sync may reset previous state pertains event originally copied pasted.,Negative,-0.021296296296296282,0.4074074074074074
+DigiCal Calendar Agenda,"I've calendar probably 5 yrs & loved it, started showing ads (I paid version) & I found problem Google play store & licensing. So I got fixed, doubles jobs entries & erasing jobs completely multiple times! I business & I depend calendar keep track jobs, erases jobs makes miss them. I've already missed jobs cuz erased entries. I cant that. So im going another calendar I trust, livelihood depends clients & getting house time & schedule day.",Positive,0.26666666666666666,0.3333333333333333
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,Clear easy interface without bugs far. Had bugs another called business calendar kept switching appointments. Drove nuts.,Positive,0.2111111111111111,0.7388888888888889
+DigiCal Calendar Agenda,"I forced uninstall app, work, every days, starts consuming major amounts battery power, apparent reason. The way correct it, power phone restart it.",Negative,-0.06250000000000001,0.3499999999999999
+DigiCal Calendar Agenda,I used love calendar recently I cannot sync another phone. Very frustrating! Please fix ASAP please.,Negative,-0.05000000000000001,0.6166666666666667
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,Really liked widget stopped working altogether. Completely useless I delete. If widget fixed I reinstall.,Positive,0.06666666666666667,0.39999999999999997
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,"Great app, recent update premium purchase I made disappeared. Developer respond quickly easy fix (Google play store issue).",Positive,0.41111111111111115,0.6111111111111112
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,"Notifications always work. It may phone. I Google Pixel 2, terrible phone, maybe would work better different phone.",Negative,-0.16666666666666666,0.7000000000000001
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,Used awesome since phones Android 8.0 update I manually refresh. Not good !,Positive,0.28125,0.8
+DigiCal Calendar Agenda,"It syncs well apps. I Google calendar I really hate Google calendar app- integrates beautifully it, isn't harsh eyes, great widget. Even free version.",Positive,0.05000000000000002,0.7875000000000001
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,"Of calendar there, looks nicest, main widgets. Have paid user couple years least (if longer). The ONE thing would make perfect calendar us Exchange server work ability 5 options Exchange recognizes appointment ""Show As"" option - Free, Working Elsewhere, Tentative, Busy Out Office. Right now, options Free, Busy Tentative. I'm always making appointments forgetting go back desktop client update ""Out Office"" per job's required usage. There (specifically, Nine - Email Calendar 9Folders, Inc., frankly looks terrible next fantastic options DigiCal. Please, DigiBites, PLEASE update handle additional options us Exchange server folks! I know calendar services them, Nine it, I know too!",Positive,0.14811507936507937,0.5307539682539683
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,"This exactly I expected do. It's customizable widgets look great! I paid get month calendar widget option, worth since gives I get similar free apps.",Positive,0.32,0.49000000000000005
+DigiCal Calendar Agenda,"1 star reply. Since reaction mail. I may overlooked, change default color gmail? always lightblue n clue change permanent.",Neutral,0.0,0.0
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,"Searched replacement google calendar long time. This best far (besides blackberry calendar, cheaper)",Positive,0.35000000000000003,0.5666666666666667
+DigiCal Calendar Agenda,Best calendar widget I've tried. Worth paying for. Only thing I'd request ability view past dates thru widget would useful me.,Positive,0.27,0.32999999999999996
+DigiCal Calendar Agenda,"I like app, I bought testing. Very nice UI, intuitive, clean easy use. Suggestion agenda widget, quick press opens day, long press date open month view, would good addition.",Positive,0.36619047619047623,0.6476190476190476
+DigiCal Calendar Agenda,nan,nan,nan,nan
+DigiCal Calendar Agenda,"Perfectly done! Convenient, visually appealing, professional solution! The best kind store! P.S. Would great Google task list included Digical+ :)",Positive,0.6678571428571428,0.6500000000000001
+DigiCal Calendar Agenda,"It troublesome without ""select all"" calendars button. User tick untick one....",Neutral,0.0,0.0
+DigiCal Calendar Agenda,"It really helps appointment,. I problem remembering. Love it.",Positive,0.35,0.4
+DigiCal Calendar Agenda,nan,nan,nan,nan
+Digit Save Money Automatically,"UPDATED: I say process waiting bank get connected well platform, I'll first say support thing exemplary makes want long term customer. It's exciting revs see money taken hopes ""secretly"" creating savings. Really great stuff. PREVIOUS: I truly love premise behind product. But capitol account syncing. Customer great updating me. Hope gets fixed super happy future customer. I'll update rating fixed",Positive,0.21190476190476196,0.5279761904761905
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,"It's great way save $. Although I extremely reluctant first, I'm comfortable frequent communication. It keeps savings goals forefront mind.",Positive,0.28500000000000003,0.6366666666666667
+Digit Save Money Automatically,"Perfect mind saving. Monitors account save bills due. Love it!! Easy transfers, set 1 goal.",Positive,0.5223958333333334,0.7020833333333334
+Digit Save Money Automatically,This best decisions financially! This helped save money I barely realize anything I get fun text app! Love it!,Positive,0.41,0.24000000000000005
+Digit Save Money Automatically,"Really great, sometimes takes bit money though updated amount actually bank, otherwise fun way save anything everything",Positive,0.3666666666666667,0.35000000000000003
+Digit Save Money Automatically,Easiest way save money. Grows quickly even notice see chunk change digital account.,Positive,0.16666666666666666,0.25
+Digit Save Money Automatically,"I using year now, saved $6k me. I like waoo, that's pretty rainy.",Positive,0.25,1.0
+Digit Save Money Automatically,Digit helped save without think it.,Neutral,0.0,0.0
+Digit Save Money Automatically,This need meet financial goals!! Recommend 100%,Neutral,0.0,0.0
+Digit Save Money Automatically,It's cool see working without thing.,Positive,0.35,0.65
+Digit Save Money Automatically,Zero hassle savings,Neutral,0.0,0.0
+Digit Save Money Automatically,It says.,Neutral,0.0,0.0
+Digit Save Money Automatically,Makes saving $ breeze!!!,Neutral,0.0,0.0
+Digit Save Money Automatically,Amazing saving without even notice. I love app.,Positive,0.55,0.75
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,I saved never missed money!!,Neutral,0.0,0.0
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,Love it. Makes saving money effortless.,Positive,0.5,0.6
+Digit Save Money Automatically,Makes saving easy!,Positive,0.5416666666666667,0.8333333333333334
+Digit Save Money Automatically,Useful,Positive,0.3,0.0
+Digit Save Money Automatically,"I For proved way better I expected. The customer Is amazing respond quick.I've used save money definitely helped lot, I'm also earned little bit money keeping money savings app. The small monthly fee nothing good runs. Will definitely always recommend people looking save money may little trouble own.",Positive,0.1340909090909091,0.5454545454545454
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,"Digit Stole money!!! Do download. I transferred $200 checking account upcoming trip I got $100. I've emailed company 2 days reply person. Better keeping money bank safer, peace mind. I might even contact lawyer. Like MY MONEY?!?!?!",Positive,0.9765625,0.5
+Digit Save Money Automatically,"I changed password bank account course I relink (understandable) keeps telling login info correct; true. I literally thing Earnin worked perfectly fine! Also, actual support email issues like these??? I leave negative review",Positive,0.14270833333333333,0.4125
+Digit Save Money Automatically,"The cool, I problem digit saving money. What I hate I've emailing customer support trying change number almost year STILL helped person old phone gets digit bank balance information. I plan leaving altogether hard fix.",Negative,-0.1604166666666667,0.5729166666666666
+Digit Save Money Automatically,Love app. Saves money little little really notice adds quickly. Easy new features added time. Just feel needs way secured. Such pin fingerprint get it.,Positive,0.1278138528138528,0.5125541125541125
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,I love stead putting extra change bed I send digit I love way let's know bills paid. I also love alerts sends I love thank you. At times I get excited look see much I saved today.,Positive,0.3678571428571429,0.4928571428571429
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,"Great app! Saved 600 5 months touching anything! Then I contact customer problem, responsive problem resolved day!",Positive,0.890625,0.625
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,"I 1 month able save $80! I always trouble saving I forget happens! I nervous giving bank account information far I troubles! I really like I able pause saving I know I mortgage coming I know amount account ""accurate"". One recommendation I add feature allow input large bill coming digit money saved. update: I loved using worked. It working least 2 weeks now. Every upsetting. Update: thank fixing issue. I trouble finding contact center one. Thanks fixing!",Positive,0.18035714285714285,0.4509920634920635
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,"Caused overdraft, take care timely manner. Resulted 2 overdrafts screwed over. Now correct it, tried take money even though I -$88 another overdraft -$116. 4 Overdrafts!!!!!!",Neutral,0.0,0.0
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,"Great Concept however overdrawing Checking bank account multiple times causing draft fee another taking $ Digit savings saved past several weeks fix . They made 2 overdrafts like 6 total. even I put limit amt. I guess I 2 goals place problem happens times 2 goal. Grr Great concept DIGIT needs tweaked accurate bank account bal withdrawing DIGIT saving goal. In perfect world I guess. I'll taking Money (Well what's left I pay bank overdraft fee's) start online savings account may charge least clear understanding much take along Live person I needed better explain particular situation "" Get pay for. "".",Positive,0.17831439393939394,0.453125
+Digit Save Money Automatically,"Makes saving money easy brainless. I've managed sock away $5k without really noticing it. Works advertised, crashing. (Sometimes loses connection bank account easy reestablish.) Highly recommended, especially savings-impaired.",Positive,0.15444444444444444,0.5844444444444444
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,"It's great way save $. Although I extremely reluctant first, I'm comfortable frequent communication. It keeps savings goals forefront mind.",Positive,0.28500000000000003,0.6366666666666667
+Digit Save Money Automatically,"Perfect mind saving. Monitors account save bills due. Love it!! Easy transfers, set 1 goal.",Positive,0.5223958333333334,0.7020833333333334
+Digit Save Money Automatically,This best decisions financially! This helped save money I barely realize anything I get fun text app! Love it!,Positive,0.41,0.24000000000000005
+Digit Save Money Automatically,"Really great, sometimes takes bit money though updated amount actually bank, otherwise fun way save anything everything",Positive,0.3666666666666667,0.35000000000000003
+Digit Save Money Automatically,Easiest way save money. Grows quickly even notice see chunk change digital account.,Positive,0.16666666666666666,0.25
+Digit Save Money Automatically,"I using year now, saved $6k me. I like waoo, that's pretty rainy.",Positive,0.25,1.0
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,This need meet financial goals!! Recommend 100%,Neutral,0.0,0.0
+Digit Save Money Automatically,It's cool see working without thing.,Positive,0.35,0.65
+Digit Save Money Automatically,Zero hassle savings,Neutral,0.0,0.0
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,Makes saving $ breeze!!!,Neutral,0.0,0.0
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,I saved never missed money!!,Neutral,0.0,0.0
+Digit Save Money Automatically,Simple helps save,Neutral,0.0,0.35714285714285715
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,Useful,Positive,0.3,0.0
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,"This great can't tell difference negative positive balance! My account recently gone extreme negative keeps trying pull money account there. Also reads amount account day current amount. Please fix! I love costing lot saving me. Just want add every time digit decided take money work, bank charges $68 per returned check. I currently -311. Will disconnecting seem stopping anytime soon.",Positive,0.09545454545454546,0.5272727272727272
+Digit Save Money Automatically,"Digit Stole money!!! Do download. I transferred $200 checking account upcoming trip I got $100. I've emailed company 2 days reply person. Better keeping money bank safer, peace mind. I might even contact lawyer. Like MY MONEY?!?!?!",Positive,0.9765625,0.5
+Digit Save Money Automatically,"I changed password bank account course I relink (understandable) keeps telling login info correct; true. I literally thing Earnin worked perfectly fine! Also, actual support email issues like these??? I leave negative review",Positive,0.14270833333333333,0.4125
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,Love app. Saves money little little really notice adds quickly. Easy new features added time. Just feel needs way secured. Such pin fingerprint get it.,Positive,0.1278138528138528,0.5125541125541125
+Digit Save Money Automatically,"Very disappointing. I enjoying app, I noticed Bank account balance updated weeks, meaning saving money whole time (during free trial). I wrote support never received response. I tried disconnecting bank account, I tried reconnect I received errors. Great idea, poor execution.",Positive,0.12000000000000001,0.6766666666666666
+Digit Save Money Automatically,I love stead putting extra change bed I send digit I love way let's know bills paid. I also love alerts sends I love thank you. At times I get excited look see much I saved today.,Positive,0.3678571428571429,0.4928571428571429
+Digit Save Money Automatically,"Unfortunately I'm happy Digit. For past four days, I unable get back account. I keep getting message saying access code sent wrong number, I left several messages indicating number code sent to. It SO frustrating able speak ANYONE help, keep getting auto messages someone getting back you. When I person helping me,he stopped blue.(Jamaal Foote). I want get back account And Digit needs tech team speak help.",Negative,-0.031818181818181815,0.3795454545454545
+Digit Save Money Automatically,"Great app! Saved 600 5 months touching anything! Then I contact customer problem, responsive problem resolved day!",Positive,0.890625,0.625
+Digit Save Money Automatically,"Digit easy use, consistently improved since I started using it. Got goal want save for? Set date amount, Digit take care rest. The feature I feel missing ability transfer savings goals quickly. Right manually withdraw re-deposit, simple enough best. Still, great experience since beginning!",Positive,0.3461309523809524,0.44702380952380955
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,nan,nan,nan,nan
+Digit Save Money Automatically,"This used favorite way save, works absolutely amazing helps save multiple goals minimal effort! Unfortunately large issues recently -for me- recognizing linking bank accounts. Somehow Digit un-synced, completely unable re-link. After advised remove bank statement start over, nothing solved. And uninstalling reinstalling app, Digit stopped functioning together. The longer opens forces closed every time opened. I hope gets solved soon!",Positive,0.07053571428571428,0.47232142857142856
+Digit Save Money Automatically,"Caused overdraft, take care timely manner. Resulted 2 overdrafts screwed over. Now correct it, tried take money even though I -$88 another overdraft -$116. 4 Overdrafts!!!!!!",Neutral,0.0,0.0
+Digit Save Money Automatically,"This great. It never takes much, helps save. Out site mind sort thing. And need emergency money, easy withdraw.",Positive,0.4777777777777778,0.5944444444444444
+Digit Save Money Automatically,"Great Concept however overdrawing Checking bank account multiple times causing draft fee another taking $ Digit savings saved past several weeks fix . They made 2 overdrafts like 6 total. even I put limit amt. I guess I 2 goals place problem happens times 2 goal. Grr Great concept DIGIT needs tweaked accurate bank account bal withdrawing DIGIT saving goal. In perfect world I guess. I'll taking Money (Well what's left I pay bank overdraft fee's) start online savings account may charge least clear understanding much take along Live person I needed better explain particular situation "" Get pay for. "".",Positive,0.17831439393939394,0.453125
+Digit Save Money Automatically,"Makes saving money easy brainless. I've managed sock away $5k without really noticing it. Works advertised, crashing. (Sometimes loses connection bank account easy reestablish.) Highly recommended, especially savings-impaired.",Positive,0.15444444444444444,0.5844444444444444
+Digit Save Money Automatically,nan,nan,nan,nan
+Digital Alarm Clock,"Now jankily redesigned new version rolled back, returned old lovable self, settings allow change color display dim almost nothing (long press day/night mode button). Cockerel (alarm sound) tone favorite. A ... Full Review",Positive,0.22626262626262625,0.444949494949495
+Digital Alarm Clock,"Jason. V10.4 fix problems 10.3. When clock horizontal position, would stop working pressing snooze dismiss buttons. It stays whatever time alarm rings. I press home button phone close app. The works fine set vertical position. The version 10.3 good. I wrote 10.3 released fix it.",Positive,0.5583333333333333,0.55
+Digital Alarm Clock,"Following recent updates working well now. Clock display large configurable. Also big snooze dismiss buttons alarm sounds, which. good sleepy. One problem I I press snooze tablet, crashes. Not sure fixed yet. Overall I found best alarm android. Keep yhe great work.",Positive,0.2564285714285714,0.36174603174603176
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,"Works well, create alarm process assume I want give every alarm label? Tedious press back button every time I create alarm. Cheers reply! One thing, I'm using screen dimmer like Night Shift, overlay seems interfere undoes overlay dimmer clock screen. Not much fun happens eyes :)",Negative,-0.037500000000000006,0.55
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,"It seems years, Alarm Clock flaws it. The first Alarm Activation Button I cannot move way I jotting My Daily Reminders, I set individual Alarms for. Secondly, important, Alarm comes random times reason! I hope problems fixed soon, not, I forced Deactivate Alarm Clock My Phone!",Positive,0.04464285714285715,0.37619047619047624
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,I travel extensively odd work hours meaning day start anywhere clock alarm clock always local time operates independently hotel system basically immune power blips invaluable. Add I set colour ruin night vision wake tunes makes valuable travel app.,Negative,-0.05555555555555555,0.125
+Digital Alarm Clock,5 Star Rating .... If would start program I plug like I set to. Great clock I get open I dock it. Now I take charger opens background alarm setting. Please let know I something wrong. Thanks,Positive,0.125,0.5875
+Digital Alarm Clock,This worked perfect last ten years till decided needed data. If wanted sell another alarm clock separate worked fine years. Your reply email said update work years come. It's going year update still work. FIX IT. Best solution put original back on. My moto good customer contact customer service. There's acceptable excuse that. You're giving really bad name.,Positive,0.2741666666666668,0.3933333333333333
+Digital Alarm Clock,"The somewhat recently received necessary update changed lot things, great. Since dev updated lots improve, replied comments, generally cool dude. 5/5 again, glad Devs like around Jason!",Positive,0.355,0.73
+Digital Alarm Clock,"I like much, followed three phones! April 2018 update - Wow! Down 2 stars update: reduced functionality, customization lot less, screenshots shown still reflect older (much loved, sorely missed) version. And NONE old alarms carried over. SHEESH! Ok, back 4 stars, would 5 last options set alarm carried defaults next alarm set. Thanks correcting shortfalls update!",Positive,0.14953703703703702,0.3046296296296297
+Digital Alarm Clock,Xperia X Software 7 Great app. It works beautifully As 1 April I downloaded Software 8 The alarms name I given alarm. I know might think small but...As 23rd July problems resolved Updated V 10.4 I love personalization. Thanks Jason,Positive,0.42000000000000004,0.5900000000000001
+Digital Alarm Clock,"This perfect till latest update. Now turn charge even setting telling to, remember alarms, deletes alarms own, turns alarms own, blue alarm menu bright night. And worked perfectly flawlessly till updated it. Another perfect example someone trying fix something broke.",Positive,0.675,0.85
+Digital Alarm Clock,"We want ""alarm creation date time"" feature. I mean We want see date time alarm's created. So remember many things date time.",Positive,0.09375,0.59375
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,Re updated !!!!! Back 2 stars. I'm fed now. Alarms going off. I thought I slept failed another 2 times. No point alarm fails. I paid year's ago never issues since total rewrite totally rubbish. Such shame I'm going find another actually works UPDATED REVIEW back 5 stars last update v10. fantastic like used thanks much.................... loved old app. Had issues till totally changed. I hated new came back last week. It's almost like old although somethings work. However lastnight I went I can't even open it. It's stopping everytime totally unusable. Not happy I paid nothing like I paid actually work. Old left added new one. Feel let,Negative,-0.008417508417508423,0.3793490460157127
+Digital Alarm Clock,"Thanks resorting I purchased. This I fell love with. Best, versatile customizable clock is.",Positive,0.5666666666666667,0.3666666666666667
+Digital Alarm Clock,"Very good clock alarm. Wanted remove ads, noticed lifetime license sale reasonable price. Didn't hesitate purchasing. I think I found new alarm clock. Thanks.",Positive,0.361590909090909,0.5086363636363637
+Digital Alarm Clock,Would better dismiss snooze buttons didnt pop sideways alarm goes landscape mode.,Positive,0.5,0.5
+Digital Alarm Clock,I paid ad version great. Recently became unworkable. Alarm always work control widget unbearable,Positive,0.4,0.5
+Digital Alarm Clock,"ZTE Zmax Pro My alarm work fine talking clock talk work function whatsoever please fix bug immediately please thankyou,.",Positive,0.4166666666666667,0.5
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,"Best Alarm clock I downloaded, easy never let working shifts.",Positive,0.7166666666666667,0.5666666666666667
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,"First alarm clock I downloaded, I need. Does everything clock do.",Positive,0.25,0.3333333333333333
+Digital Alarm Clock,Samsung s8 plus working last 6 month. Please fix,Neutral,0.0,0.06666666666666667
+Digital Alarm Clock,Fine... I hope alarm turned even screen lock active,Positive,0.14166666666666666,0.55
+Digital Alarm Clock,The alarm go allow preview trying set alarm.,Neutral,0.0,0.0
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,The alarm function work update. Pls advise. Thanks.,Positive,0.2,0.2
+Digital Alarm Clock,Got everything need. Best interface I seen,Positive,1.0,0.3
+Digital Alarm Clock,Great multiple alarms. Easy use.,Positive,0.41111111111111115,0.5277777777777778
+Digital Alarm Clock,Love it! Very easy get alarm set.,Positive,0.5941666666666667,0.8
+Digital Alarm Clock,"Love app, tried many best.",Positive,0.6666666666666666,0.46666666666666673
+Digital Alarm Clock,The best Android clock features,Positive,1.0,0.3
+Digital Alarm Clock,Great nite driving. I'm truckdriver..,Positive,0.8,0.75
+Digital Alarm Clock,Easy app. Multiple alarm settings.,Positive,0.21666666666666667,0.4166666666666667
+Digital Alarm Clock,Solid,Neutral,0.0,0.1
+Digital Alarm Clock,Excellent better expected,Positive,0.4666666666666666,0.6333333333333333
+Digital Alarm Clock,I love it!!,Positive,0.78125,0.6
+Digital Alarm Clock,I love,Positive,0.5,0.6
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,Great clock,Positive,0.8,0.75
+Digital Alarm Clock,Works great,Positive,0.8,0.75
+Digital Alarm Clock,Nice app. Thanks.,Positive,0.4,0.6
+Digital Alarm Clock,Likr,Neutral,0.0,0.0
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,Good,Positive,0.7,0.6000000000000001
+Digital Alarm Clock,Great,Positive,0.8,0.75
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,Wow happened? I used years figure happened alarm. Who thought snooze button size pencil eraser good idea? You right next dismiss button. Hard know I hit. They old half screen size button much better. When awake need bigger target end pencil eraser. Please restore that. 6-10-2018 Now can't turn night light snooze button work. It's way week reports back company. What going on? I paid version good now.,Positive,0.1939484126984127,0.44533730158730167
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,This awesome time app! There bumps updated months ago better originally! I recommend everyone. Their support extremely responsive also. They listen concerns fixed promptly! Go paid version. You disappointed.,Positive,0.203125,0.7000000000000001
+Digital Alarm Clock,"Usability trashed like wake music, good luck finding particular piece. Songs discernable order search function. If try this, make sure auto update turned might get updated alarm supposed go off.",Positive,0.45555555555555555,0.6074074074074074
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,"Update 03JUN2018. New still work. Won't play music folder. Crashes, trustworthy. Still using default alarm clock Android 2 months. New users purchase current app. Older review: Unbelievable many flaws new has. The new unusable. I switched back clock phone came in. Also ruined reasons I used years. Like whole retro bedstand clock. The developer needs put old back Playstore fixing new unusable app. It could take long time fix new failure. It obvious acceptance testing done, look reviews. I headed find another clock app. I would even willing pay couple bucks new upgraded version worked, want lose everybody better something fast. Jason, listening?",Positive,0.10735930735930738,0.43167388167388165
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,It always goes time. I love add personal sounds alarms. I also like write alarm many times want repeat.,Positive,0.3333333333333333,0.4666666666666666
+Digital Alarm Clock,"I long time happy user original app. However, following 4/1/18 update, I like many others upset. The alarm clock I liked much more, new completely redesigned version garbage – actually worse garbage. However, developer's credit, worked hard many others’ issues comments. I'm happy report, several updates alarm clock BETTER THAN EVER!!!",Positive,0.3030839646464647,0.5364141414141415
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,Was good..... new update alarms go late work. Not sure I still I paid for.,Positive,0.0715909090909091,0.6358585858585859
+Digital Alarm Clock,I love since gone back original format. FYI I see ads I pro version. Highly recommend anyone looking alarm clock.,Positive,0.25875,0.47250000000000003
+Digital Alarm Clock,worked 2 weeks. My phone says crashing. Every time go set alarm says stopped. I've sent 3 emails developer response,Neutral,0.0,0.0
+Digital Alarm Clock,"Volume control user friendly, alarms work time set. Too much dependency internet connection, why? What stealing me?",Positive,0.2875,0.35
+Digital Alarm Clock,This Last Update The Works Better On My Phone But My Alarms That I Have Saved Switches From Regular Time To Military Time Even Though My Alarms Where Set In Military Time,Positive,0.06000000000000001,0.1687179487179487
+Digital Alarm Clock,Cannot snooze since update! I liked able set snooze times frequency relied them! Now snooze work!,Positive,0.690625,0.7125
+Digital Alarm Clock,"Have glitches, I try again.",Neutral,0.0,0.0
+Digital Alarm Clock,Back four stars downgrading terrible update earlier.,Negative,-0.3333333333333333,0.5
+Digital Alarm Clock,seems working fine now.just wish folders back picking alarm music instead scroll forever find favourite alarm track.apart alarm back fully functional..,Positive,0.1388888888888889,0.16666666666666666
+Digital Alarm Clock,I like latest version. I appreciate changes made return features I original release.,Positive,0.4375,0.825
+Digital Alarm Clock,EXCELLENT JOB AND APPEARANCE. Thank much bringing back way used be! Everything back normal. I understand update software. But thank thank bringing back way was. PLEEEEEEEEASE change it! Keep EXCELLENT work!!!!!!!!! Always Appreciated!!!!,Positive,0.35478515624999996,0.36874999999999997
+Digital Alarm Clock,"Just superb, cutomise liking. It ads l probably buy.",Positive,1.0,1.0
+Digital Alarm Clock,"Don't work. Just 'Loading' message. New phone, New Android.",Positive,0.13636363636363635,0.45454545454545453
+Digital Alarm Clock,This perfect alarm clock me. I (Pro) five six years least. It great!,Positive,0.5666666666666667,0.7166666666666667
+Digital Alarm Clock,Wonderful alarm I love maximum volume option easy I need I hard time getting,Positive,0.41041666666666665,0.74375
+Digital Alarm Clock,"Ever since update worked properly, update something great ? Now sucks",Positive,0.16666666666666666,0.3833333333333333
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,Great easy alarms get work time everyday would recommend,Positive,0.3444444444444445,0.7277777777777779
+Digital Alarm Clock,I absolutely love time app. It many features.,Positive,0.5,0.55
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,I love features except advertisements pop up.,Positive,0.5,0.6
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,It stinks!!,Negative,-0.9375,0.5
+Digital Alarm Clock,Buy it. No ads.,Neutral,0.0,0.0
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,"Good app, serves purpose well",Positive,0.7,0.6000000000000001
+Digital Alarm Clock,nan,nan,nan,nan
+Digital Alarm Clock,Good bed side alarm clock.,Positive,0.7,0.6000000000000001
+Digital Alarm Clock,nan,nan,nan,nan
+Dil Mil,As glitchy Indian government,Neutral,0.0,0.0
+Dil Mil,"The quality crowd good. However, swiping realise person appears twice least. Overall good app. It's quite expensive though.",Positive,0.11999999999999997,0.45999999999999996
+Dil Mil,nan,nan,nan,nan
+Dil Mil,Customer really horrible continues ask verification via phone number.,Negative,-1.0,1.0
+Dil Mil,"Customer awful. I told I issue logging in, took 4 months reply. I Google number work around issue. When I brought blocked access tell me. This happening I PAYING service. Just straight awful.",Negative,-0.6,0.7999999999999999
+Dil Mil,Terrible algorithm! The premium/VIP feature way rip off. I highly doubt VIP boost working. I'm better paying much smaller amount tinder actually getting matches.,Negative,-0.06799999999999999,0.528
+Dil Mil,All matches hundreds niles away. Defeats whole purpose it. 500 mile radius ridiculous concept I heard 2018. I'd get better luck results asking parents find someone,Positive,0.12222222222222223,0.6333333333333333
+Dil Mil,Doesn't great job local matches. Useless match someone 500 miles away. Too likes free version. Only like ten per 24 hours,Positive,0.11666666666666668,0.4583333333333333
+Dil Mil,"It says I received note I clicked notes page, said learn notes messenger. Basically falsely notes unless I glitches. Pretty annoying",Negative,-0.3166666666666667,0.8333333333333334
+Dil Mil,"Terrible - yet hear back customer - super glitchy. Trialed VIP cancellation never went DEFINITELY worth it. The never seems function correctly often keep showing people multiple times over. While idea great, execution poor.",Positive,0.004761904761904753,0.44523809523809527
+Dil Mil,"¹) Whenever I upload new profile picture, meets requirements (face only), seem recognise asks change it. If I don't, I'm able account. My profile picture see meet requirements. 2) The crashes every time I it. This defeats entire purpose app. 3) The allow contact admin. It deliver message. Overall useless needs lot repairs make user friendly.",Positive,0.07305194805194805,0.4863636363636364
+Dil Mil,nan,nan,nan,nan
+Dil Mil,nan,nan,nan,nan
+Dil Mil,The slow technically glitches. I able login account long time tech team able resolve issue.,Positive,0.12999999999999998,0.43
+Dil Mil,"Super glitchy app. I phone verification time I login. Verification happen every time. Matches 1000 miles away. Keep seeing people again. Recently started crashing I try access messaging, I supposed communicate matches? Cancelled subscription since expensive value provides.",Negative,-0.05555555555555556,0.5388888888888889
+Dil Mil,nan,nan,nan,nan
+Dil Mil,"I VIP right automatically crashes I press ""..."" button chat see likes/matches. Literally I cannot app. It crashea everytime. It working doesnt work.",Positive,0.2857142857142857,0.5357142857142857
+Dil Mil,full ABCD. I wasted time. Never date ABCD desi girl lives overseas. Better go india find girl.,Positive,0.21666666666666665,0.35000000000000003
+Dil Mil,nan,nan,nan,nan
+Dil Mil,Doesn't even let sign in. How I supposed even ask customer support?,Neutral,0.0,0.0
+Dil Mil,Horrible trying log in. Every single time logs cant log facebook. Constant errors trying log in.,Negative,-0.35714285714285715,0.5158730158730158
+Dil Mil,"premium member app,, apl keep logged",Neutral,0.0,0.0
+Dil Mil,"I filtered religion, age, height still shows everyone. No assisted me.",Neutral,0.0,0.0
+Dil Mil,Worst dating start asks ridiculous questions inc gps silly Facebook login.. nowadays people leaving Facebook require login!,Negative,-0.6527777777777778,0.9583333333333334
+Dil Mil,My phone restarts I thru Dil Mil consistent. Using Nexus 6!! Swipe left Previous photo never takes previous photo.,Positive,0.014322916666666671,0.14583333333333331
+Dil Mil,Says match. Then open find nothing. Terrible,Negative,-0.5,0.75
+Dil Mil,Beekar Bakwas.... The problem matter hard try wont get matches.,Negative,-0.2916666666666667,0.5416666666666666
+Dil Mil,"Some matches appear again, missed mistake.",Neutral,0.0,0.0
+Dil Mil,Premium plan way too expensive value provides,Negative,-0.5,0.7
+Dil Mil,Shuts hangs frequently,Positive,0.1,0.3
+Dil Mil,nan,nan,nan,nan
+Dil Mil,Its great sometime dils refresh even 24 hours.,Positive,0.8,0.75
+Dil Mil,"Great app, poor customer service, replied emails VIP access issue.",Positive,0.2,0.675
+Dil Mil,It logs every days. Also ask verify number everytime.,Neutral,0.0,0.0
+Dil Mil,"Terrible, constantly freezes",Negative,-0.5,0.6666666666666666
+Dil Mil,When I launch app..It always ask verify phone number.,Neutral,0.0,0.0
+Dil Mil,Crashed several times.,Neutral,0.0,0.0
+Dil Mil,I noticed,Neutral,0.0,0.0
+Dil Mil,Shows people 1000 miles away,Neutral,0.0,0.0
+Dil Mil,The likes refreshing today.,Positive,0.5,1.0
+Dino War: Rise of Beasts,I bought pack I never received I receipt also prove please sort,Neutral,0.0,0.0
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,"Awesome game. This favorite. The problem since last update, I want log game, I black screen. I always either reboot game phone...gets annoying, especially war times...and war game quite disturbing bug.",Negative,-0.14242424242424243,0.6181818181818182
+Dino War: Rise of Beasts,It would 5 star game.. Never issue loved it.. Until last update.. The New resistance task shows left hand side..I hit go nothing happens.. suppose able pick task wall..I looked around wall there...a bug something..i emailed say response I reported game.. Please fix I change rating 5 star.. I'm currently zone 6 ROWDYREBEL ROWDYREBEL80 2 accounts.. Problem happening accounts,Positive,0.06704545454545453,0.3932765151515152
+Dino War: Rise of Beasts,"Hey, I love game thank coming it!! :) I want give 5 stars I glitches/bugs lately (on phone, latest version game) The game keeps logging My contacts chat keeps disappearing reappearing. Also, hqs keep disappearing map too. It started I updated 2 days ago. If u cud fix it, I'd b happy give 5 stars",Positive,0.071875,0.6625
+Dino War: Rise of Beasts,Its great game addicting I've played lot games like none ever kept interest long far,Positive,0.11250000000000002,0.6375
+Dino War: Rise of Beasts,Nice I think go little graphics allow us see us kill monster,Positive,0.20625,0.75
+Dino War: Rise of Beasts,To many kill events,Positive,0.5,0.5
+Dino War: Rise of Beasts,Yash Sunil Suradkar,Neutral,0.0,0.0
+Dino War: Rise of Beasts,Stupid game,Negative,-0.6,0.7
+Dino War: Rise of Beasts,Good overall game,Positive,0.09999999999999998,0.3333333333333333
+Dino War: Rise of Beasts,Addictive,Neutral,0.0,0.9
+Dino War: Rise of Beasts,fix game new update game go go beast compound... try new potential.....,Negative,-0.10545454545454547,0.5418181818181818
+Dino War: Rise of Beasts,"It worked Samsung chrombook since update around July 1. Worked fine before, shows lowest level graphics, No load bar start game, details (the words tabs dont show bottom screen box (Alliance, Store, Mai... Full Review",Positive,0.12222222222222222,0.4833333333333334
+Dino War: Rise of Beasts,"Fun Killing Event start, there's Zone drama personally issues, community toxic, feel like playing game.",Negative,-0.03333333333333335,0.3
+Dino War: Rise of Beasts,I cant train troops....after update icant train troops...every time train troops game always close self please fix,Negative,-0.4,0.4
+Dino War: Rise of Beasts,please help purchase bundle 1st time buyer didn't receive diamonds please help,Neutral,0.0,0.0
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,Best game ever,Positive,0.3,0.35
+Dino War: Rise of Beasts,"Keep great work, always keep interested. IT team needs raise new upgrade makes perfect help lower lvl alliance members. Going playing game awhile.",Positive,0.3572727272727273,0.6209090909090909
+Dino War: Rise of Beasts,Hey got prob new updates crasht evry time clickt the new think idk is it because crash every time love game first playin long tipe games weiting something new,Positive,0.10129870129870129,0.44242424242424244
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,I concern regarding latest update ...when I always try creat troops game shutdown always happens whenever I try make troops..pls fix soon,Positive,0.04999999999999999,0.65
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,I buy diamond package MYR3.99 I NEVER RECEIVED THE DIAMOND 1000,Neutral,0.0,0.0
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,I love game.good job guys.,Positive,0.5,0.6
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dino War: Rise of Beasts,This game really nice developer team reply every player zone 5 becoming offline told thing anything want shift another zone active anything right now. I much bored offline zone. Want shif... Full Review,Positive,0.09319727891156461,0.7051020408163265
+Dino War: Rise of Beasts,"Love game, I can't upload profile picture, tried log support, thrown error. Not best fault report reporting page let you. Other this, good game.",Negative,-0.03750000000000001,0.44583333333333336
+Dino War: Rise of Beasts,"They stole $20.00 USD me. I paid $20.00 get 20,000 diamonds game went card charged I never received diamonds. I've tried contact twice. It's week I heard anything back. It's fun, really want play g... Full Review",Positive,0.09,0.27
+Dino War: Rise of Beasts,"I issues first day I play game, I kind addiction I enjoy it! The moderators Discord helpful, I'd suggest join Discord channel.",Positive,0.2375,0.5333333333333333
+Dino War: Rise of Beasts,"Higher levels need gold availability. Why resources gather 400,000 gold 3000? Other fun game, keep improving around while.",Positive,0.006249999999999992,0.36875
+Dino War: Rise of Beasts,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,Way many ads guys,Positive,0.5,0.5
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,Greedy! Not worth time...,Negative,-0.15,0.1
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,To many ads hard play,Positive,0.10416666666666666,0.5208333333333333
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,No fun,Negative,-0.15,0.2
+Dinosaur Simulator: Dino World,It awesome,Positive,1.0,1.0
+Dinosaur Simulator: Dino World,boring,Negative,-1.0,1.0
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,Yessssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssssswwwew,Neutral,0.0,0.0
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,Gooooooooooooooooooooooooooooooooood,Neutral,0.0,0.0
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,Do. Not. Install!!! This game waste time. I truly regret ever sad game phone.,Negative,-0.375,0.44999999999999996
+Dinosaur Simulator: Dino World,The game sooooo fun. Please. Install.,Negative,-0.05000000000000002,0.30000000000000004
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,I like game,Negative,-0.4,0.4
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,My sis loves shes younge and....G pic weard near G sign plz change soooooooooooooooooooooooooooooooooo loud siting car AHHHHHH ._.,Positive,0.1,0.6000000000000001
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Dinosaur Simulator: Dino World,To much glichting adds freezes lot graphics suck!,Positive,0.25,0.2
+Dinosaur Simulator: Dino World,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,"This extremely hit miss. The messaging never connects me, wifi data. The customer either fairly clear completely robotic. They send answer question even looking information. It's like responses automated, never helpful.",Negative,-0.041666666666666664,0.5277777777777778
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Discover Mobile,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Crossy Road,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,"Hello, thanks for your schedule. If you open the box, make your mobile language available in English to run the game.",Positive,0.040000000000000015,0.3
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,I usually play games i'm enjoying game,Negative,-0.05000000000000001,0.4166666666666667
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Heroes: Battle Mode,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,I love game wish take long level characters I wish could level character time wish buildings need much space (allow put closer together) may close go the grass,Positive,0.0625,0.39999999999999997
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,The game takes minutes load I'll actually fall asleep waiting load get busy something else. It takes way long get items get new characters get items level characters already. I working getting items character almost two months still items. Plus takes weeks collect pieces level character ridiculous lose interest easily,Negative,-0.016233766233766236,0.4982683982683983
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,Ever since updating game loads certain point crashes! Very disappointing,Negative,-0.30404761904761907,0.6271428571428571
+Disney Magic Kingdoms: Build Your Own Magical Park,I can't open game samsung note 3 . From last 3 days regular update cames . And today cant open game . What ??,Negative,-0.13333333333333333,0.32393162393162395
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,"I able play last night, I opened morning, loading properly. It's taking forever load up!",Positive,0.16666666666666666,0.2638888888888889
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,It's Exquisite game I love playing Disneyland Mickey Mouse favorite character butt time consuming takes long complete event. Need something waiting.,Positive,0.275,0.6333333333333333
+Disney Magic Kingdoms: Build Your Own Magical Park,Not happy got new phone downloaded way login original acct! I alot land characters spent $$$ I cant get back!!!,Positive,0.021022727272727266,0.46090909090909093
+Disney Magic Kingdoms: Build Your Own Magical Park,"I'm seriously getting tired game crashing... Especially takes literally 5 minutes game load. I play like 2 min boom!! The game crashes... I've spent well $200 bucks now... Also, popups game purchases already already spent much annoying...it slows game....",Negative,-0.2689393939393939,0.43333333333333335
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,The game great way pass time. I wish mcu characters.,Positive,0.2,0.575
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,"The Kingdom Hearts simulation games. Nuff said, yea id spend $100 gems, many characters n stuff unlock! So cute!! Kawaiiiii",Positive,0.703125,0.75
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,"Why u make nice game difficult play many ppl hating instead liking (according countless comments far). I've playing since game I managed proceed without spending money cause I'm able many ppl well lot others still face numerous problems. Reconsider plz changes as, make easier get gems,open land (and cost 2-3.000.000 magic). Also make harder events proceed. The last really disappointing, spend week welcome Wasabi cause items drop I left 9 hours welcome Baymax honey lemon Wasabi working together last epic item 4 hours!! One thing, really nice u give chance make new quests characters previous events, time Lion king also impossible go cause u required Zazu ppl cause he's premium u expect spending money. And u tower challenge Boogeyman required I spend gems (gathering slowly time) buy two chests getting decorative stuff. Thank",Positive,0.08580334595959598,0.5616477272727273
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,I oppo a37fw I installed good I Installed many games Disney,Positive,0.6,0.55
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,"I loved game gave 5 stars since update load I can't play it, sort update I'll rate 5 stars",Positive,0.14999999999999997,0.6000000000000001
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,Disney enjoyable I child. And real I remember small world ride.,Positive,0.15,0.43333333333333335
+Disney Magic Kingdoms: Build Your Own Magical Park,IT'S BARE DENCH BLUD,Positive,0.05,0.1
+Disney Magic Kingdoms: Build Your Own Magical Park,"I love game, ever since updated, open phone (I galaxy s9, case anyone else problem). I restarted app, restarted phone, still load past certain point. I want lose daily rewards anything I'm wondering fixed. Update: 2 days later still fixed I losing daily rewards. Hopefully way recover free.",Positive,0.06038961038961039,0.3201298701298701
+Disney Magic Kingdoms: Build Your Own Magical Park,"After new update I it, bit disappointed. Tried 3 times would stop like 99.73% every time, I give I realized I wifi on. Turned wifi downloaded im currently playing. Those still trouble maybe double check give try? See helps?",Negative,-0.16272727272727275,0.3609090909090909
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,"I mostly love game. The new update however makes sad. It took day finally get downloaded I did, game work. As soon load bar gets passed halfway freezes. I get limited playtime already lost precious time tower challenge lose calendar streak. Please fix whatever wrong!",Negative,-0.09556277056277057,0.6552669552669553
+Disney Magic Kingdoms: Build Your Own Magical Park,I Huawei Nova II Lite game keeps crashing. Please help. Ill rate 5stars I answer. My daughter would really love play game. Thanks!,Negative,-0.11000000000000001,0.52
+Disney Magic Kingdoms: Build Your Own Magical Park,I love game wish take long level characters I wish could level character time wish buildings need much space (allow put closer together) may close go the grass,Positive,0.0625,0.39999999999999997
+Disney Magic Kingdoms: Build Your Own Magical Park,I loved game till update. Now I lost precious time earn rewards. Please fix problem. All game try load close.,Positive,0.09999999999999998,0.65
+Disney Magic Kingdoms: Build Your Own Magical Park,"This used ok. Now way many characters nothing do. Too many attractions nowhere put them. Developers fallen way behind opening additional land. Massive bloatware slow load. Developers clueless scaling game. They pile useless tasks useless tokens useless game mechanics bronze chests useless silver chests useless additional chests far value daily rewards useless. Almost unplayable year playing. Spent lot real money get ahead developers created hole payments gone die almost useless endeavor. Any land limited 10,000 acquire accumulation tokens upgrade character exceed 10 icons 10,000 currency. Attraction sizes appear large developers manage space for. If play game three months probably disappointed find pending repair flaws developers created built upon. I continue play hopes wunderkind find way Gameloft fix game make playable wish perpetually play game potential be.",Negative,-0.19846938775510206,0.41505102040816333
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,"I love game, criticism is, there's character missing. It would good ariel crew; pocahontas crew, princess tiana moana created it. They classic characters think ones mentioned would make even better.",Positive,0.2111111111111111,0.3861111111111111
+Disney Magic Kingdoms: Build Your Own Magical Park,After new update game gone hill me. After got pirate's ty lvl 10 gone bk lvl 6. Mini mouse lvl 10 still getting items lvl up. I feel I've wasted time,Negative,-0.15454545454545457,0.28484848484848485
+Disney Magic Kingdoms: Build Your Own Magical Park,The game takes minutes load I'll actually fall asleep waiting load get busy something else. It takes way long get items get new characters get items level characters already. I working getting items character almost two months still items. Plus takes weeks collect pieces level character ridiculous lose interest easily,Negative,-0.016233766233766236,0.4982683982683983
+Disney Magic Kingdoms: Build Your Own Magical Park,If black screen problem worry updates screen turn device start working update,Negative,-0.16666666666666666,0.43333333333333335
+Disney Magic Kingdoms: Build Your Own Magical Park,"This really fun relive moments I I kid, magic happening around hat I",Positive,0.4,0.6
+Disney Magic Kingdoms: Build Your Own Magical Park,Really fun game fully character. Great story experience. Smooth game play minimal lag disruption. Not pay win options pay additional content.,Positive,0.2,0.4642857142857143
+Disney Magic Kingdoms: Build Your Own Magical Park,Ever since updating game loads certain point crashes! Very disappointing,Negative,-0.30404761904761907,0.6271428571428571
+Disney Magic Kingdoms: Build Your Own Magical Park,I can't open game samsung note 3 . From last 3 days regular update cames . And today cant open game . What ??,Negative,-0.13333333333333333,0.32393162393162395
+Disney Magic Kingdoms: Build Your Own Magical Park,"I LOVE game. Great graphics, great story, great range beloved Disney characters unlock, play, interact with, overall really fun game. While option p2w, make progress game without spending real money. All takes patience effort. Thanks Pirates Caribbean, Peter Pan, Maleficent's Tower update!",Positive,0.2625,0.47916666666666674
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,It's Exquisite game I love playing Disneyland Mickey Mouse favorite character butt time consuming takes long complete event. Need something waiting.,Positive,0.275,0.6333333333333333
+Disney Magic Kingdoms: Build Your Own Magical Park,Not happy got new phone downloaded way login original acct! I alot land characters spent $$$ I cant get back!!!,Positive,0.021022727272727266,0.46090909090909093
+Disney Magic Kingdoms: Build Your Own Magical Park,"I'm seriously getting tired game crashing... Especially takes literally 5 minutes game load. I play like 2 min boom!! The game crashes... I've spent well $200 bucks now... Also, popups game purchases already already spent much annoying...it slows game....",Negative,-0.2689393939393939,0.43333333333333335
+Disney Magic Kingdoms: Build Your Own Magical Park,Super cute game. Love since new update game fully load. Is issue??,Positive,0.1116161616161616,0.5868686868686869
+Disney Magic Kingdoms: Build Your Own Magical Park,The game great way pass time. I wish mcu characters.,Positive,0.2,0.575
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,Great game. Great graphics. Addictive. Great customer I problem.,Positive,0.4,0.71
+Disney Magic Kingdoms: Build Your Own Magical Park,"The Kingdom Hearts simulation games. Nuff said, yea id spend $100 gems, many characters n stuff unlock! So cute!! Kawaiiiii",Positive,0.703125,0.75
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,The game crashing loading last update,Negative,-0.2,0.23333333333333334
+Disney Magic Kingdoms: Build Your Own Magical Park,"Why u make nice game difficult play many ppl hating instead liking (according countless comments far). I've playing since game I managed proceed without spending money cause I'm able many ppl well lot others still face numerous problems. Reconsider plz changes as, make easier get gems,open land (and cost 2-3.000.000 magic). Also make harder events proceed. The last really disappointing, spend week welcome Wasabi cause items drop I left 9 hours welcome Baymax honey lemon Wasabi working together last epic item 4 hours!! One thing, really nice u give chance make new quests characters previous events, time Lion king also impossible go cause u required Zazu ppl cause he's premium u expect spending money. And u tower challenge Boogeyman required I spend gems (gathering slowly time) buy two chests getting decorative stuff. Thank",Positive,0.08580334595959598,0.5616477272727273
+Disney Magic Kingdoms: Build Your Own Magical Park,This game enjoyable love Disney characters...I wish Disney fairies section daughter loves Tinkerbell friends...,Positive,0.19999999999999998,0.5333333333333333
+Disney Magic Kingdoms: Build Your Own Magical Park,I oppo a37fw I installed good I Installed many games Disney,Positive,0.6,0.55
+Disney Magic Kingdoms: Build Your Own Magical Park,Unplayable new update even open,Negative,-0.08787878787878789,0.5515151515151515
+Disney Magic Kingdoms: Build Your Own Magical Park,"Super addicting! Fun game, slightly slow glitchy.",Positive,0.004166666666666624,0.41666666666666663
+Disney Magic Kingdoms: Build Your Own Magical Park,"I loved game gave 5 stars since update load I can't play it, sort update I'll rate 5 stars",Positive,0.14999999999999997,0.6000000000000001
+Disney Magic Kingdoms: Build Your Own Magical Park,nan,nan,nan,nan
+Disney Magic Kingdoms: Build Your Own Magical Park,Disney enjoyable I child. And real I remember small world ride.,Positive,0.15,0.43333333333333335
+Disney Magic Kingdoms: Build Your Own Magical Park,IT'S BARE DENCH BLUD,Positive,0.05,0.1
+DisneyNOW – TV Shows & Games,"I think perfect whole family! The littler kids watch shows... older kids watch too! The adds 30 seconds long! It's amazing! There's games, movies, favorite Disney shows app! It's incredible!!! I stopped watching TV cuz cousin would sit day watching SpongeBob...I wanted watch something too! I got works like charm! DOWNLOAD IT, ITS AWESOME!!!",Positive,0.5963541666666667,0.7416666666666667
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,I love ads. I still love fave show andi mack. I know people might like I blame everybody differences. I wish episodes come onto andi mack I finished season's I really hope make episodes.,Positive,0.39999999999999997,0.4666666666666666
+DisneyNOW – TV Shows & Games,"They've got lot kinks work app. It constantly force closes option fix clear cache, data, uninstall reinstall it. My kids love shows, needs major help!",Positive,0.16953125,0.4541666666666666
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,"Good, thing.. Alot shows say #bummer included TV package. But watched last night, exact episode. I might mising somthing dont get it. Otherwise, good.",Positive,0.4125,0.3791666666666667
+DisneyNOW – TV Shows & Games,It many ads glitches every time gets annoyed. I suggest app. NICK better DISNEY. Disney worst!!!! Don't bc u wasting time. And also lame,Negative,-0.18,0.71
+DisneyNOW – TV Shows & Games,"It's alright-ish, keeps freezing up. The NickJr games, videos, etc loads pretty well. Ill take NickJr vs day. My main purpose puppy dog pals anyways",Negative,-0.02777777777777778,0.7777777777777778
+DisneyNOW – TV Shows & Games,Even though need signed cable subscriber access full contents still good amount things watch free. I say favorite things logged cable subscriber new episodes appear first thing morning able watch even television something I seen television channel hands-down favorite feature please please please keep awesome wait day longer depending using,Positive,0.48181818181818176,0.706986531986532
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,Got cut new episode favorite show? Disney solution. The games fun shows amazing quality! I'm suprised fun quick free! \_(^_^)_/,Positive,0.40281385281385285,0.5792207792207792
+DisneyNOW – TV Shows & Games,The got better except fact I go & back even load & come up... little intro freezes everytime I exit & open back plays way through... fix please & I'll change rating I really love & running,Positive,0.13541666666666666,0.35000000000000003
+DisneyNOW – TV Shows & Games,"The take COX login ID password. I checked sure I using correct credentials, still luck. As far older programs, plays pretty well, want watch shows we've seen 20 times TV. Movies stop buffer often matter great WiFi connection is. It definitely needs improvements. If I drop cable carrier, I still app?",Positive,0.30277777777777776,0.7453703703703703
+DisneyNOW – TV Shows & Games,"When I originally got would allow cast show tv. Now cast option gone. All still option. The super laggy, loading animation nice pointless waste resources.",Positive,0.17166666666666663,0.5833333333333333
+DisneyNOW – TV Shows & Games,I att allow log in. Error occurred.. frustrating. I could sign account fine says I cant open account,Positive,0.005555555555555554,0.6333333333333333
+DisneyNOW – TV Shows & Games,"My kid loves watching favorite shows, I havent able open months. I keep checking updates, nothing. I uninstalled reinstalled, force closes get past opening montage. Useless right now.",Positive,0.08928571428571429,0.518452380952381
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,"Love, love, love, love, love, love it. I watch descendants 2 favorite TV shows. The thing wrong put TV pervider get shows that's really issues.",Positive,0.35555555555555557,0.6333333333333333
+DisneyNOW – TV Shows & Games,"My 1 year old LOVES app. We able put Mickey Mouse Clubhouse fussy car somewhere house, love that! She's young play games tried part yet I can't attest whether they're good I would assume, since Disney kid friendly & amazing, they're great well!! Thank u providing makes whole parenting thing little easier!",Positive,0.39656250000000004,0.5475
+DisneyNOW – TV Shows & Games,"It's ok I dislike dissaperanc episodes. Take spider man example favorite cartoons, almost season disappeared sudden! No warning anything I've tried restarting phone nothing worked. If creators spider man planned something episodes involved dissaperanc least give us heads see sad surprise. What also bugs organization seasons cartoons. I prefer start season 1 many people agree with.",Positive,0.11666666666666665,0.65
+DisneyNOW – TV Shows & Games,I love app. I get favorite shows movies I share TV anymore! No glitches ads short. Couldn't ask better!!,Positive,0.4765625,0.6000000000000001
+DisneyNOW – TV Shows & Games,"I'm happy I found app. As I got older, I started getting focused things like friends, YouTube, n online stuff, I would usually miss favorite shows without realizing. Now I keep favorite Disney shows ever. #NeverToOldForDisney",Positive,0.3433333333333334,0.7166666666666666
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,I really like YOU alot I find shows kids I find netflix free I really love I wish I found sooner.I love disney actors cartoons every thing I want.Go Disney!,Positive,0.43125,0.55
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,used work great. Then started would open would stop working couple minutes later. Now open all. Now I sad little boy.,Positive,0.018750000000000006,0.5416666666666666
+DisneyNOW – TV Shows & Games,This stupid. It's always freezing internet. It's freezes I first load intro. It freezes middle show happens quite people,Negative,-0.18333333333333332,0.4444444444444444
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,Ok first alls let whach 7 episodes says that's many I watch like y'all fix deleting waste space what's point downloading 7 episodes can't watch anything else like -_-,Positive,0.2625,0.3333333333333333
+DisneyNOW – TV Shows & Games,I hated I always wait game start I never even get good points I figured lot people get questions cost lot I played every single episode dumd Disney quizney show I'm done I'm kid even fair I hope future u guys fix delay different locations I can't believe I waited hours rs get 2709th place,Positive,0.00408163265306121,0.5056122448979592
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,"Every time I try watch shows says ""No account returned USPDA"". Then I uninstall app. It makes sense I account requirements. It let's watch tireless attempts show trailer recreated movie.",Neutral,0.0,0.0
+DisneyNOW – TV Shows & Games,Cant even start now. Restarted phone redownloaded still wont start...useless,Neutral,0.0,0.0
+DisneyNOW – TV Shows & Games,"So I like I met problem. I put tv provider. But watching episodes favorite shows I get pop says I need put again. So please please please fix it, little problem nice app!",Positive,0.3541666666666667,0.8333333333333334
+DisneyNOW – TV Shows & Games,Sometimes gets stuck opening Disney screen s9. I found deleting redownloading seems fix problem. Anyways besides hiccup great.,Positive,0.8,0.75
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,All I wanted old episodes Little Einsteins pulled Netflix. Now asking TV provider login. I watching ancient episodes Netflix I willing pay cable. Idiotic,Negative,-0.12604166666666666,0.5708333333333333
+DisneyNOW – TV Shows & Games,It 5⭐ stopped working JUST like Disney one. In fact ALL companies owned Disney working right. ESPN Gear Companion work. ESPN+ load shows anymor; unsubscribed stopped paying. Uninstalled ABC stopped loading too. What gives?!,Positive,0.3571428571428571,0.5357142857142857
+DisneyNOW – TV Shows & Games,"Terrible! I years first time giving trouble. I tried clearing data installed uninstall it. I can't go app. It stuck ""Disney Now"" page.",Negative,-0.31666666666666665,0.5111111111111111
+DisneyNOW – TV Shows & Games,"I think perfect whole family! The littler kids watch shows... older kids watch too! The adds 30 seconds long! It's amazing! There's games, movies, favorite Disney shows app! It's incredible!!! I stopped watching TV cuz cousin would sit day watching SpongeBob...I wanted watch something too! I got works like charm! DOWNLOAD IT, ITS AWESOME!!!",Positive,0.5963541666666667,0.7416666666666667
+DisneyNOW – TV Shows & Games,Well awsome really helpful I try play video says Disney Now stopping weird usually works. Anyone know fix this. An think Disney put every RDMA Disney want see old ones,Negative,-0.11250000000000002,0.4125
+DisneyNOW – TV Shows & Games,I love ads. I still love fave show andi mack. I know people might like I blame everybody differences. I wish episodes come onto andi mack I finished season's I really hope make episodes.,Positive,0.39999999999999997,0.4666666666666666
+DisneyNOW – TV Shows & Games,"They've got lot kinks work app. It constantly force closes option fix clear cache, data, uninstall reinstall it. My kids love shows, needs major help!",Positive,0.16953125,0.4541666666666666
+DisneyNOW – TV Shows & Games,It's nice kids want watch show demand cable. However ads commercials frustrating. Before try play game wait ads over. I wish could pay ad free versions.,Positive,0.04999999999999999,0.7749999999999999
+DisneyNOW – TV Shows & Games,"Good, thing.. Alot shows say #bummer included TV package. But watched last night, exact episode. I might mising somthing dont get it. Otherwise, good.",Positive,0.4125,0.3791666666666667
+DisneyNOW – TV Shows & Games,It many ads glitches every time gets annoyed. I suggest app. NICK better DISNEY. Disney worst!!!! Don't bc u wasting time. And also lame,Negative,-0.18,0.71
+DisneyNOW – TV Shows & Games,"It's alright-ish, keeps freezing up. The NickJr games, videos, etc loads pretty well. Ill take NickJr vs day. My main purpose puppy dog pals anyways",Negative,-0.02777777777777778,0.7777777777777778
+DisneyNOW – TV Shows & Games,Even though need signed cable subscriber access full contents still good amount things watch free. I say favorite things logged cable subscriber new episodes appear first thing morning able watch even television something I seen television channel hands-down favorite feature please please please keep awesome wait day longer depending using,Positive,0.48181818181818176,0.706986531986532
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,Got cut new episode favorite show? Disney solution. The games fun shows amazing quality! I'm suprised fun quick free! \_(^_^)_/,Positive,0.40281385281385285,0.5792207792207792
+DisneyNOW – TV Shows & Games,The got better except fact I go & back even load & come up... little intro freezes everytime I exit & open back plays way through... fix please & I'll change rating I really love & running,Positive,0.13541666666666666,0.35000000000000003
+DisneyNOW – TV Shows & Games,"The take COX login ID password. I checked sure I using correct credentials, still luck. As far older programs, plays pretty well, want watch shows we've seen 20 times TV. Movies stop buffer often matter great WiFi connection is. It definitely needs improvements. If I drop cable carrier, I still app?",Positive,0.30277777777777776,0.7453703703703703
+DisneyNOW – TV Shows & Games,I att allow log in. Error occurred.. frustrating. I could sign account fine says I cant open account,Positive,0.005555555555555554,0.6333333333333333
+DisneyNOW – TV Shows & Games,"When I originally got would allow cast show tv. Now cast option gone. All still option. The super laggy, loading animation nice pointless waste resources.",Positive,0.17166666666666663,0.5833333333333333
+DisneyNOW – TV Shows & Games,"My kid loves watching favorite shows, I havent able open months. I keep checking updates, nothing. I uninstalled reinstalled, force closes get past opening montage. Useless right now.",Positive,0.08928571428571429,0.518452380952381
+DisneyNOW – TV Shows & Games,lot shows I never got watch really good impact life good like Vibe good good hardship good friendly content really cool thank Disney thank much I appreciate shows offered wall,Positive,0.553125,0.5437500000000001
+DisneyNOW – TV Shows & Games,"Love, love, love, love, love, love it. I watch descendants 2 favorite TV shows. The thing wrong put TV pervider get shows that's really issues.",Positive,0.35555555555555557,0.6333333333333333
+DisneyNOW – TV Shows & Games,"My 1 year old LOVES app. We able put Mickey Mouse Clubhouse fussy car somewhere house, love that! She's young play games tried part yet I can't attest whether they're good I would assume, since Disney kid friendly & amazing, they're great well!! Thank u providing makes whole parenting thing little easier!",Positive,0.39656250000000004,0.5475
+DisneyNOW – TV Shows & Games,"It's ok I dislike dissaperanc episodes. Take spider man example favorite cartoons, almost season disappeared sudden! No warning anything I've tried restarting phone nothing worked. If creators spider man planned something episodes involved dissaperanc least give us heads see sad surprise. What also bugs organization seasons cartoons. I prefer start season 1 many people agree with.",Positive,0.11666666666666665,0.65
+DisneyNOW – TV Shows & Games,I love app. I get favorite shows movies I share TV anymore! No glitches ads short. Couldn't ask better!!,Positive,0.4765625,0.6000000000000001
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,I really like YOU alot I find shows kids I find netflix free I really love I wish I found sooner.I love disney actors cartoons every thing I want.Go Disney!,Positive,0.43125,0.55
+DisneyNOW – TV Shows & Games,"It's great except I complaint: Most episodes locked. It tells TV provider, people TV provider's. Some downloaded. Please fix that.",Positive,0.3333333333333333,0.48333333333333334
+DisneyNOW – TV Shows & Games,used work great. Then started would open would stop working couple minutes later. Now open all. Now I sad little boy.,Positive,0.018750000000000006,0.5416666666666666
+DisneyNOW – TV Shows & Games,This stupid. It's always freezing internet. It's freezes I first load intro. It freezes middle show happens quite people,Negative,-0.18333333333333332,0.4444444444444444
+DisneyNOW – TV Shows & Games,"It working perfectly fine day I got next day I'm trying watch high school musical says ""your already playing maximum number streams allowed"" I check help button there's nothing help me. Please fix I want watch TV.",Positive,0.14416666666666667,0.26
+DisneyNOW – TV Shows & Games,Ok first alls let whach 7 episodes says that's many I watch like y'all fix deleting waste space what's point downloading 7 episodes can't watch anything else like -_-,Positive,0.2625,0.3333333333333333
+DisneyNOW – TV Shows & Games,I hated I always wait game start I never even get good points I figured lot people get questions cost lot I played every single episode dumd Disney quizney show I'm done I'm kid even fair I hope future u guys fix delay different locations I can't believe I waited hours rs get 2709th place,Positive,0.00408163265306121,0.5056122448979592
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,"Every time I try watch shows says ""No account returned USPDA"". Then I uninstall app. It makes sense I account requirements. It let's watch tireless attempts show trailer recreated movie.",Neutral,0.0,0.0
+DisneyNOW – TV Shows & Games,Cant even start now. Restarted phone redownloaded still wont start...useless,Neutral,0.0,0.0
+DisneyNOW – TV Shows & Games,"So I like I met problem. I put tv provider. But watching episodes favorite shows I get pop says I need put again. So please please please fix it, little problem nice app!",Positive,0.3541666666666667,0.8333333333333334
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,nan,nan,nan,nan
+DisneyNOW – TV Shows & Games,All I wanted old episodes Little Einsteins pulled Netflix. Now asking TV provider login. I watching ancient episodes Netflix I willing pay cable. Idiotic,Negative,-0.12604166666666666,0.5708333333333333
+DisneyNOW – TV Shows & Games,It 5⭐ stopped working JUST like Disney one. In fact ALL companies owned Disney working right. ESPN Gear Companion work. ESPN+ load shows anymor; unsubscribed stopped paying. Uninstalled ABC stopped loading too. What gives?!,Positive,0.3571428571428571,0.5357142857142857
+DisneyNOW – TV Shows & Games,I love I'm home I'm missing new show I could watch Disney thank oh thing make WiFi free please,Positive,0.2090909090909091,0.47613636363636364
+Divar,nan,nan,nan,nan
+Divar,Wonderful wall app just do not know why it's not possible to enlarge or fullscreen the photos.,Positive,0.5,1.0
+Divar,"Inning is BaramaiEe; Rad Mishra after Mantaz Teyayed Nazar, Mani Pyaay Mishra Mishra; Khelli Moskharaffe",Neutral,0.0,0.0
+Divar,"To Mr. Rouhani, you will have a 6.7-year genocide recorded in the history of mankind.",Neutral,0.0,0.0
+Divar,It does not open with the new update. It should be turned off to open the program. 14.5.97,Positive,0.04545454545454545,0.48484848484848486
+Divar,"After a few minutes, he crashes and crashes. Zooming is not possible on photos. No Night Mode. This is not something you can not solve with an update!",Negative,-0.1,0.55
+Divar,"It's very nice to just see the photos and we'll get bigger, much better",Positive,0.4266666666666667,0.6666666666666666
+Divar,"The new update, unfortunately, gets tough and tidy",Negative,-0.038131313131313155,0.771969696969697
+Divar,Excellent ... Please add zooming options. Thankful,Positive,1.0,1.0
+Divar,"Its recent versions of Android are awful, it's all about",Negative,-0.5,0.625
+Divar,think best.,Positive,1.0,0.3
+Divar,It Is good,Positive,0.7,0.6000000000000001
+Divar,perfectly.,Positive,1.0,1.0
+Divar,The location is extremely bumpy,Negative,-0.125,1.0
+Divar,nan,nan,nan,nan
+Divar,nan,nan,nan,nan
+Divar,"Good program but why after the update will open without permission? This is a really ridiculous matter, please correct in the next update.",Positive,0.09166666666666666,0.525
+Divar,Hello . Why do not wall builders really care about their audience opinions? This job really struck. Please fix the problem,Positive,0.2,0.2
+Divar,Did you mock yourself or you? Every update updates you instead of getting better or getting worse or jumping around.,Positive,0.04999999999999999,0.55
+Divar,"It's so bad. I do not even show my ads so that the ad may be cleaned or edited. Please take care of it. Now, I'm working for one month to clear my ad and do not post a new ad.",Negative,-0.1545454545454545,0.5015151515151515
+Divar,"Every few days I have to re-install it to work. It was a good few months ago and I'm about 5-6 years old I work with, but it's really awful recently.",Negative,-0.10000000000000002,0.375
+Divar,He chooses to sort out each day gets worse,Negative,-0.4,0.6
+Divar,"The first days of the first was very good. Firstly, that at that time inside a part you were going to show similar ads, it was easy to pick the city; now, in my opinion, the hole of defects in the wall has not been seen and done,",Positive,0.34888888888888886,0.5022222222222222
+Divar,"Really bad The more you advertise, the more you are at the stage of posting. It's really a disaster. I'm advertising something. First see what works right? !!!!! I've reinstalled several times.",Positive,0.2317044005102041,0.3908163265306122
+Divar,Why is this new update? We will update it We can not go into my advertisements It's very hard for you to fix it Like a simple one?,Negative,-0.08093434343434346,0.5052849927849928
+Divar,Filtering and sending should be more professional. Why not change the city and see new cities?,Positive,0.24545454545454545,0.3515151515151515
+Divar,"This app has a good performance in terms of guild classification. The main problem that most users do not appreciate is the time to upgrade the ad. The update to the market, which is to be forced to install the market, is the next problem that many times by email, support, etc. I do not have any sort of pricing filter for items like property, and so on; everyone publishes at whatever price it desires; in guilds like real estate; it's a hit on the market; we hope it's going to be a problem.",Positive,0.2523809523809524,0.34761904761904766
+Divar,"After the update, every time the program is used it blocks and the device gets hot",Positive,0.25,0.8500000000000001
+Divar,I'm gonna hit you on your brain that has all these eternities you can not solve the basic problems yet / Do not understand the message section When someone sends you a message when you hammers and hangs up the program has a checkmark / I've looked at 10 times / Do not understand at least section Add a message to add / Add to Imam Hussein Create / Reed with this app / Iranian Congregation Everything is Thermal and Craft,Negative,-0.15,0.2625
+Divar,"It was pretty good already, but it's not functional at all",Positive,0.475,0.8
+Divar,"Plus, you can only add a larger image",Neutral,0.0,0.75
+Divar,"In the selection of the city, add a search in the whole of Iran",Positive,0.2,0.4
+Divar,There are a couple of options to add to your schedule,Neutral,0.0,0.0
+Divar,"Hi, Hi there for free. Great.",Positive,0.6000000000000001,0.775
+Divar,Error connecting!,Neutral,0.0,0.0
+Divar,Very recent update ... !!!,Neutral,0.0,0.325
+Divar,Hangs on the ad,Neutral,0.0,0.0
+Divar,Ad will not be registered at all,Neutral,0.0,0.0
+Divar,Excellent!,Positive,1.0,1.0
+Divar,Hacks update,Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,It's great procrastinator like me. Here's suggestions guys consider. 1. The notification sound set sound phone alarm. 2. The colour task changed variety colours. So differentiate tasks important less important. 3. The completed tasks set deleted automatically. 4. When share app-related things directly showed edit reminder page. Many functions guys add make reliable. Thanks consideration.,Positive,0.3370370370370371,0.5240740740740741
+Do It Later: Tasks & To-Dos,"When task created, displayed. Need get see it. And I come out, displayed. After task completed, still displayed screen.",Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,"It's nice apps, app-related limited Calls, Message To-do-list only. I'm hoping relates 3rd party Youtube, Gmail, Whatsapp downloaded Google Play. Please consider suggestion.",Positive,0.13214285714285715,0.5357142857142857
+Do It Later: Tasks & To-Dos,"Recently started nagging access contacts, need function all. If continues I'll reduce review star.",Neutral,0.0,0.25
+Do It Later: Tasks & To-Dos,Lists get deleted easily without recoverable miss 2 second undo button.,Positive,0.21666666666666667,0.4166666666666667
+Do It Later: Tasks & To-Dos,No I want sign in. Cos I'm using app. I tried stop phone still ask sign in.,Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,"This good, I questions regarding app. How show task home screen phone?? How? Would someone explain it? Thanks advance.",Positive,0.44999999999999996,0.4
+Do It Later: Tasks & To-Dos,nan,nan,nan,nan
+Do It Later: Tasks & To-Dos,"I just miss the option to enter the default account of the exclamation icon is badly visible. Also, it is not up to the task to enter the time, which is probably deliberate. Sync on Google Tasks has stopped working, and no export can be made by the application.",Negative,-0.6999999999999998,0.6666666666666666
+Do It Later: Tasks & To-Dos,"The wonderful, I digging Wunderlist, Microsoft To-do finally realised best to-do came ASUS phone",Positive,0.6666666666666666,0.7666666666666666
+Do It Later: Tasks & To-Dos,Since I installed dog gotten windy.....,Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,"Repeat biweekly custom date remainder, Using last week I like it..keep good work",Positive,0.35,0.33333333333333337
+Do It Later: Tasks & To-Dos,"very easy and simple application. was built into zenfone, I first wanted to delete it, but the application proved to be very useful",Positive,0.30083333333333334,0.4226190476190476
+Do It Later: Tasks & To-Dos,Good appearance make like google tasks add percentage %%% much tasks completed.i hope u make changes soon.,Positive,0.44999999999999996,0.4
+Do It Later: Tasks & To-Dos,It allow export tasks either (eg. Gcal) plain text least.,Negative,-0.2571428571428571,0.37857142857142856
+Do It Later: Tasks & To-Dos,This help manage task list,Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,"It working excellent, sudden stopped working. Can't open it.",Positive,0.3333333333333333,0.6666666666666666
+Do It Later: Tasks & To-Dos,New items list appear widget anymore,Positive,0.13636363636363635,0.45454545454545453
+Do It Later: Tasks & To-Dos,The reminder actually working. It spoilt important appointment.,Positive,0.2,0.55
+Do It Later: Tasks & To-Dos,I wish features..,Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,Can request copy Deleted Note,Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,"Very beneficial app, helps keep track day day tasks. Worthwhile!",Positive,0.4125,0.4
+Do It Later: Tasks & To-Dos,I need,Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,Un useless aap,Negative,-0.5,0.2
+Do It Later: Tasks & To-Dos,How show lockscreen?,Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,nan,nan,nan,nan
+Do It Later: Tasks & To-Dos,nan,nan,nan,nan
+Do It Later: Tasks & To-Dos,Make dark theme,Negative,-0.15,0.4
+Do It Later: Tasks & To-Dos,nan,nan,nan,nan
+Do It Later: Tasks & To-Dos,nan,nan,nan,nan
+Do It Later: Tasks & To-Dos,Icon & font large big widget.,Positive,0.10714285714285714,0.2642857142857143
+Do It Later: Tasks & To-Dos,SUPER USEFUL! -,Positive,0.35416666666666663,0.3333333333333333
+Do It Later: Tasks & To-Dos,I little knowledge,Negative,-0.1875,0.5
+Do It Later: Tasks & To-Dos,usefull,Neutral,0.0,0.0
+Do It Later: Tasks & To-Dos,Good manage tasks...,Positive,0.7,0.6000000000000001
+Do It Later: Tasks & To-Dos,nan,nan,nan,nan
+Do It Later: Tasks & To-Dos,Useful... Easy 2,Positive,0.3666666666666667,0.4166666666666667
+Do It Later: Tasks & To-Dos,Thanks,Positive,0.2,0.2
+Do It Later: Tasks & To-Dos,Great purpose,Positive,0.8,0.75
+Do It Later: Tasks & To-Dos,Best ever,Positive,1.0,0.3
+Docs To Go™ Free Office Suite,"A file I'm trying open giving message: ""An internal error occurred! (7)"" This file opening perfectly Mobisystems OfficeSuite I also tried saving successfully.",Positive,0.4375,0.6125
+Docs To Go™ Free Office Suite,"33.45 MB first run. Can work Excel open PDF files, I think I trust formatting Word documents view existing document match original. Full page ads trying navigate cumbersome make less likely click.",Positive,0.13472222222222222,0.5333333333333333
+Docs To Go™ Free Office Suite,"Wanted something less cumbersome OfficeSuite & works better viewer (why would I ever edit phone!). This fits bill perfectly. Reasonable footprint, quick start, decent rendering. Highly recommended (except PDF render badly crash app, stick Adobe Reader them, hence 4 stars 5)",Positive,0.08833333333333336,0.5057142857142857
+Docs To Go™ Free Office Suite,"Can't print pdf doc files. Limited app. PDF support hit miss. Sometimes work, sometimes don't. No printing option HUGE oversight developers part. Frequently freezes crashes.",Positive,0.14285714285714288,0.44761904761904764
+Docs To Go™ Free Office Suite,"The quite often deletes information, ""unpaires"" phone. I pair documents again. It become bad I make changes documents phone anymore. Apart problem works well.",Negative,-0.6999999999999998,0.6666666666666666
+Docs To Go™ Free Office Suite,"*TRIED THE TOP 5 DOCUMENT APPS, including this, AND FOUND THESE OUT* PRO(S): Compared similar apps, requires LEAST SPACE phone storage, good maintaining phone's speed. A file created also VERY SMALL SIZE. For example, size .doc file created 2.78 KB similar apps, .doc file become 6.30 14.50 KB size. CON(S): It can't export file .pdf file, I think. Also, pretty bad design, particularly creating/editing .ppt files; 'user-unfriendly' even word. Nevertheless, I say pretty good thank devs I hope still improve app.",Positive,0.11287878787878788,0.5836363636363636
+Docs To Go™ Free Office Suite,"Lets make ur funtioning part computer kinda... If Powerpoints college, cuz give partial programs now, dont wanna spend 150 bucks get ... tah dah! gotta get premium way... gonna get ads like crazy worth tho college... allows typing phone, stuck riding bus, clean real computer later...",Positive,0.02361111111111112,0.3833333333333333
+Docs To Go™ Free Office Suite,Still improved further. And ppt watching respond correctly. Too bad thing,Negative,-0.3499999999999999,0.5833333333333333
+Docs To Go™ Free Office Suite,"I able find way print! I snap screen shot print picture document. User friendly ways maybe but, printing document!",Positive,0.546875,0.5625
+Docs To Go™ Free Office Suite,"I'm WP writer helps lot. Idea comes everytime I need pick phone open start writing. And also, file format suitable PC. I tried another sometimes docx format complicated I open PC,",Positive,0.012500000000000011,0.6875
+Docs To Go™ Free Office Suite,"Completely worthless. You can't even open dropbox version. So basically scam: big, unintuitive ad full version.",Negative,-0.11250000000000002,0.5125
+Docs To Go™ Free Office Suite,"I new device. I already bought premium key,but work. It told install amazon playstore..then says support device. I reinstalled worked",Positive,0.13636363636363635,0.45454545454545453
+Docs To Go™ Free Office Suite,"This serious flaw: differently app, work well keyboard. It seems keyboard cannot recognize words cursor.",Negative,-0.16666666666666666,0.6333333333333333
+Docs To Go™ Free Office Suite,nan,nan,nan,nan
+Docs To Go™ Free Office Suite,"5.76mb, edit still smaller OfficeSuit Polaris, try replace, pro version bên ngoài, can't save word pdf vice versa",Neutral,0.0,0.5
+Docs To Go™ Free Office Suite,Not worth time download. Way expensive get anything useful,Negative,-0.11666666666666668,0.26666666666666666
+Docs To Go™ Free Office Suite,nan,nan,nan,nan
+Docs To Go™ Free Office Suite,Hmmm... Works fine ! Atleast store file custom location. Better others. No fraud installation offers like occupies 34 MB.,Positive,0.37361111111111117,0.3333333333333333
+Docs To Go™ Free Office Suite,If ZTE Blade cell phone program works best ..I unable get others work ..THANKS,Positive,0.25,0.4
+Docs To Go™ Free Office Suite,When trying open word says cant edited every document created older file format,Positive,0.08333333333333333,0.41666666666666663
+Docs To Go™ Free Office Suite,"20180403-Tu., …130-Tu., …171102-Th., …: up'd. 20100907: Used Doc's Go since Palm Treo 650. Familiar app' Android.",Positive,0.375,0.5
+Docs To Go™ Free Office Suite,It support create 2016 doc file also scroller good viewing,Positive,0.7,0.6000000000000001
+Docs To Go™ Free Office Suite,nan,nan,nan,nan
+Docs To Go™ Free Office Suite,"Hang on,need try first.ok",Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Why always ask amazon,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Cannot insert image create docs,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,nan,nan,nan,nan
+Docs To Go™ Free Office Suite,nan,nan,nan,nan
+Docs To Go™ Free Office Suite,Why I print documents?,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Awesome extra load,Positive,0.5,0.55
+Docs To Go™ Free Office Suite,There always room improvement.,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Great again! Best Office Android! Thank corrections.,Positive,1.0,0.525
+Docs To Go™ Free Office Suite,Can delete text. Bug?,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Excellent file reader size,Positive,1.0,1.0
+Docs To Go™ Free Office Suite,It BlackBerry,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,"Very good app, however much ad",Positive,0.5549999999999999,0.4900000000000001
+Docs To Go™ Free Office Suite,Very lite app..,Positive,0.2,0.3
+Docs To Go™ Free Office Suite,Good Hindi font missing .,Positive,0.24999999999999997,0.32500000000000007
+Docs To Go™ Free Office Suite,The best,Positive,1.0,0.3
+Docs To Go™ Free Office Suite,Good luck,Positive,0.7,0.6000000000000001
+Docs To Go™ Free Office Suite,"A file I'm trying open giving message: ""An internal error occurred! (7)"" This file opening perfectly Mobisystems OfficeSuite I also tried saving successfully.",Positive,0.4375,0.6125
+Docs To Go™ Free Office Suite,"33.45 MB first run. Can work Excel open PDF files, I think I trust formatting Word documents view existing document match original. Full page ads trying navigate cumbersome make less likely click.",Positive,0.13472222222222222,0.5333333333333333
+Docs To Go™ Free Office Suite,"Wanted something less cumbersome OfficeSuite & works better viewer (why would I ever edit phone!). This fits bill perfectly. Reasonable footprint, quick start, decent rendering. Highly recommended (except PDF render badly crash app, stick Adobe Reader them, hence 4 stars 5)",Positive,0.08833333333333336,0.5057142857142857
+Docs To Go™ Free Office Suite,"Can't print pdf doc files. Limited app. PDF support hit miss. Sometimes work, sometimes don't. No printing option HUGE oversight developers part. Frequently freezes crashes.",Positive,0.14285714285714288,0.44761904761904764
+Docs To Go™ Free Office Suite,"The quite often deletes information, ""unpaires"" phone. I pair documents again. It become bad I make changes documents phone anymore. Apart problem works well.",Negative,-0.6999999999999998,0.6666666666666666
+Docs To Go™ Free Office Suite,"*TRIED THE TOP 5 DOCUMENT APPS, including this, AND FOUND THESE OUT* PRO(S): Compared similar apps, requires LEAST SPACE phone storage, good maintaining phone's speed. A file created also VERY SMALL SIZE. For example, size .doc file created 2.78 KB similar apps, .doc file become 6.30 14.50 KB size. CON(S): It can't export file .pdf file, I think. Also, pretty bad design, particularly creating/editing .ppt files; 'user-unfriendly' even word. Nevertheless, I say pretty good thank devs I hope still improve app.",Positive,0.11287878787878788,0.5836363636363636
+Docs To Go™ Free Office Suite,"Lets make ur funtioning part computer kinda... If Powerpoints college, cuz give partial programs now, dont wanna spend 150 bucks get ... tah dah! gotta get premium way... gonna get ads like crazy worth tho college... allows typing phone, stuck riding bus, clean real computer later...",Positive,0.02361111111111112,0.3833333333333333
+Docs To Go™ Free Office Suite,Still improved further. And ppt watching respond correctly. Too bad thing,Negative,-0.3499999999999999,0.5833333333333333
+Docs To Go™ Free Office Suite,"I able find way print! I snap screen shot print picture document. User friendly ways maybe but, printing document!",Positive,0.546875,0.5625
+Docs To Go™ Free Office Suite,"I'm WP writer helps lot. Idea comes everytime I need pick phone open start writing. And also, file format suitable PC. I tried another sometimes docx format complicated I open PC,",Positive,0.012500000000000011,0.6875
+Docs To Go™ Free Office Suite,"Completely worthless. You can't even open dropbox version. So basically scam: big, unintuitive ad full version.",Negative,-0.11250000000000002,0.5125
+Docs To Go™ Free Office Suite,"I new device. I already bought premium key,but work. It told install amazon playstore..then says support device. I reinstalled worked",Positive,0.13636363636363635,0.45454545454545453
+Docs To Go™ Free Office Suite,"This serious flaw: differently app, work well keyboard. It seems keyboard cannot recognize words cursor.",Negative,-0.16666666666666666,0.6333333333333333
+Docs To Go™ Free Office Suite,"Waste time. Edit save file mobile, copying laptop running windows 8, file IS NOT accessible, even listed file manager. Perhaps BUGS.",Negative,-0.19375,0.1875
+Docs To Go™ Free Office Suite,"5.76mb, edit still smaller OfficeSuit Polaris, try replace, pro version bên ngoài, can't save word pdf vice versa",Neutral,0.0,0.5
+Docs To Go™ Free Office Suite,Not worth time download. Way expensive get anything useful,Negative,-0.11666666666666668,0.26666666666666666
+Docs To Go™ Free Office Suite,"Do work Indian Punjabi language,I new stil, I seek & tell later. Thanking you.",Positive,0.06818181818181818,0.22727272727272727
+Docs To Go™ Free Office Suite,Hmmm... Works fine ! Atleast store file custom location. Better others. No fraud installation offers like occupies 34 MB.,Positive,0.37361111111111117,0.3333333333333333
+Docs To Go™ Free Office Suite,If ZTE Blade cell phone program works best ..I unable get others work ..THANKS,Positive,0.25,0.4
+Docs To Go™ Free Office Suite,When trying open word says cant edited every document created older file format,Positive,0.08333333333333333,0.41666666666666663
+Docs To Go™ Free Office Suite,"20180403-Tu., …130-Tu., …171102-Th., …: up'd. 20100907: Used Doc's Go since Palm Treo 650. Familiar app' Android.",Positive,0.375,0.5
+Docs To Go™ Free Office Suite,It support create 2016 doc file also scroller good viewing,Positive,0.7,0.6000000000000001
+Docs To Go™ Free Office Suite,I've used (premium) years word docs Excel. Absolutely love it!,Positive,0.625,0.6
+Docs To Go™ Free Office Suite,"Hang on,need try first.ok",Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Why always ask amazon,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Cannot insert image create docs,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Almost hoped. Reviews Diverts sonetime,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,nan,nan,nan,nan
+Docs To Go™ Free Office Suite,Why I print documents?,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Awesome extra load,Positive,0.5,0.55
+Docs To Go™ Free Office Suite,There always room improvement.,Neutral,0.0,0.0
+Docs To Go™ Free Office Suite,Great again! Best Office Android! Thank corrections.,Positive,1.0,0.525
+Docs To Go™ Free Office Suite,nan,nan,nan,nan
+Docs To Go™ Free Office Suite,Excellent file reader size,Positive,1.0,1.0
+Docs To Go™ Free Office Suite,nan,nan,nan,nan
+Docs To Go™ Free Office Suite,"Very good app, however much ad",Positive,0.5549999999999999,0.4900000000000001
+Docs To Go™ Free Office Suite,Very lite app..,Positive,0.2,0.3
+Docs To Go™ Free Office Suite,Good Hindi font missing .,Positive,0.24999999999999997,0.32500000000000007
+Docs To Go™ Free Office Suite,The best,Positive,1.0,0.3
+Docs To Go™ Free Office Suite,Good luck,Positive,0.7,0.6000000000000001
+Doctor On Demand,nan,nan,nan,nan
+Doctor On Demand,nan,nan,nan,nan
+Doctor On Demand,Yes yes YES! I almost tears help me. Rx sent pharmacy. Even checked strep given followup advice. Amazing!,Positive,0.7500000000000001,0.9
+Doctor On Demand,"I like idea - convenience choosing doctor appointment times without calling around various clinics wonderful. The could little better, like back button warn cases might lose data entered... Also, I hang came back background. Still, I need.",Positive,0.21875,0.4166666666666667
+Doctor On Demand,"Don't take work, talk doctor break pick prescription way home. Great idea great",Positive,0.8,0.75
+Doctor On Demand,Love service! So much better sitting room sick people. Have not disappointed.,Positive,0.19642857142857142,0.6767857142857143
+Doctor On Demand,wow I used first time noticing insurance card $5 copay virtual visit regular doctor's office closed today I feel like going walk-in clinic I tried amazing spoke doctor told I UTI prescription sent local CVS coolest smartest thing ever convenient.,Positive,0.1416666666666667,0.40170940170940167
+Doctor On Demand,"Very fast, helpful, met nice polite doctor cared us! Great job!",Positive,0.6699999999999999,0.8433333333333334
+Doctor On Demand,"It pricey, get top-notch care. The doctors real deal, give sound advice. It well worth money convenience.",Positive,0.47500000000000003,0.45000000000000007
+Doctor On Demand,Lifesaver! I actually spoke local doctor issue diagnosed prescriptions sent within ten minutes.,Neutral,0.0,0.03333333333333333
+Doctor On Demand,"Wonderful, easy. I travel 40 miles wait opening doctors. Dr Bedgood nice took care quickly!",Positive,0.6124999999999999,0.8333333333333334
+Doctor On Demand,Convenient way seek treatment cold & flu. Dr thorough I definitely future.,Negative,-0.3,0.5625
+Doctor On Demand,"Great service, always good experience",Positive,0.75,0.675
+Doctor On Demand,This allows great flexibility getting medical care common conditions I dread going doctors office for.,Positive,0.16666666666666666,0.4166666666666667
+Doctor On Demand,Scam. Horrible customer service. False advertisement. Avoid cost.,Negative,-0.7000000000000001,0.8
+Doctor On Demand,What would I without telemedicine? The responsive technical team not.,Neutral,0.0,0.1
+Doctor On Demand,Being able see mental health professional comfort home amazing.,Positive,0.275,0.45625
+Doctor On Demand,Never leaving house doctor's appointment,Neutral,0.0,0.0
+Doctor On Demand,"Very convenient, doctors professional fast easy. I love service!!",Positive,0.34291666666666665,0.4866666666666667
+Doctor On Demand,Over Everything About This App!,Neutral,0.0,0.0
+Doctor On Demand,Great App. Very easy use! Rx way pharmacy!,Positive,0.8401041666666667,0.875
+Doctor On Demand,"Fantastic, thorough, convenient service.",Positive,0.4,0.9
+Doctor On Demand,Awesome App. Will tell friends,Positive,1.0,1.0
+Doctor On Demand,So fast. So nice avoid driving waiting. So worth it!,Positive,0.39166666666666666,0.5666666666666668
+Doctor On Demand,Great way get care vacation.,Positive,0.8,0.75
+Doctor On Demand,Lifesaver!,Neutral,0.0,0.0
+Doctor On Demand,Easy alternative visiting dr person.,Positive,0.43333333333333335,0.8333333333333334
+Doctor On Demand,The physician kind informative.,Positive,0.6,0.9
+Doctor On Demand,nan,nan,nan,nan
+Doctor On Demand,Best doctor visit ever!,Positive,1.0,0.3
+Doctor On Demand,It works. Nice convenient.,Positive,0.6,1.0
+Doctor On Demand,Fast easy love,Positive,0.37777777777777777,0.6777777777777777
+Doctor On Demand,nan,nan,nan,nan
+Doctor On Demand,Very convenient!,Positive,0.25,0.3
+Doctor On Demand,Easy professional,Positive,0.26666666666666666,0.4666666666666667
+Doctor On Demand,This amazing!!!,Positive,1.0,0.9
+Doctor On Demand,Love it!,Positive,0.625,0.6
+Doctor On Demand,Great Experience,Positive,0.8,0.75
+Doctor On Demand,Very convenient,Positive,0.2,0.3
+Doctor On Demand,Affordable.,Neutral,0.0,0.0
+Doctor Pets,Love,Positive,0.5,0.6
+Doctor Pets,Soo fun!,Positive,0.375,0.2
+Doctor Pets,nan,nan,nan,nan
+Doctor Pets,Liked,Positive,0.6,0.8
+Doctor Pets,"Ilike game much game pets I love pets much. Infact I four dogs cat parrot two pigeons 11 cows etc . So ,s love game haters dont like game dont write stupid views",Negative,-0.15,0.49999999999999994
+Doctor Pets,nan,nan,nan,nan
+Doctor Pets,It's boring game game. It game kids play. If adult play game.,Negative,-0.4166666666666666,0.4833333333333332
+Doctor Pets,I love sooooo much I feel like real vet I proud downloaded proud creator made it.,Positive,0.5,0.62
+Doctor Pets,It help kids learn take care pets,Neutral,0.0,0.0
+Doctor Pets,nan,nan,nan,nan
+Doctor Pets,I love game! It's great time killer animals adorable cute. And gave hi 5.,Positive,0.36,0.75
+Doctor Pets,My son loves fixing animals,Neutral,0.0,0.0
+Doctor Pets,I love doctor pets animals cute,Positive,0.5,0.8
+Doctor Pets,I love game worth,Positive,0.13333333333333333,0.3666666666666667
+Doctor Pets,nan,nan,nan,nan
+Doctor Pets,I love taking care them.,Positive,0.5,0.6
+Doctor Pets,It nice treat animal,Positive,0.6,1.0
+Doctor Pets,nan,nan,nan,nan
+Doctor Pets,nan,nan,nan,nan
+Doctor Pets,nan,nan,nan,nan
+Doctor Pets,It's good,Positive,0.7,0.6000000000000001
+Doctor Pets,I love game get save pets lives.,Positive,0.04999999999999999,0.5
+Doctor Pets,Levels hard,Negative,-0.2916666666666667,0.5416666666666666
+Doctor Pets,This game A Good game,Negative,-0.03333333333333336,0.4666666666666666
+Doctor Pets,nan,nan,nan,nan
+Doctor Pets,I like,Neutral,0.0,0.0
+Doctor Pets,Love game,Positive,0.04999999999999999,0.5
+Doctor Pets,Ok,Positive,0.5,0.5
+Doctor Pets,Keeps daughter entertained,Neutral,0.0,0.0
+Doctor Pets,Good job,Positive,0.7,0.6000000000000001
+Doctor Pets,Fun game,Negative,-0.05000000000000002,0.30000000000000004
+Doctor Pets,Love,Positive,0.5,0.6
+Doctor Pets,Solution,Neutral,0.0,0.0
+Doctor Pets,awful,Negative,-1.0,1.0
+Doctor Pets,good,Positive,0.7,0.6000000000000001
+Doctor Pets,Love,Positive,0.5,0.6
+Doctor Pets,STUPID,Negative,-0.7999999999999999,1.0
+Doctor Pets,Happy,Positive,0.8,1.0
+Doctor Pets,I like game I like pets,Negative,-0.4,0.4
+Doctor Pets,I like game cool,Negative,-0.025000000000000022,0.525
+Dog Licks Screen Wallpaper,I love app! I know people saying boring wallpaper.... Of course gets boring.... But dogs would cool. Also make smoother transition live wallpaper ends? It looks even fake transition whatsoever. (: Nice tho,Negative,-0.11266233766233767,0.8214285714285714
+Dog Licks Screen Wallpaper,I love it!!!! It cute problem mentions Apps widgets stuff. All background. I'm sure I know,Positive,0.6666666666666666,0.8296296296296296
+Dog Licks Screen Wallpaper,I thought going give moving Doggy screen turns fake see People saying good hate Then spam bots Want waste storage. This game Is FAKE. UNINSTALLED,Negative,-0.2833333333333334,0.65
+Dog Licks Screen Wallpaper,nan,nan,nan,nan
+Dog Licks Screen Wallpaper,"This COMPLETELY ADORABLE!! glitches far good smooth graphics. Would given 5 stars I've long enough need sure good quality lasts, far well done",Positive,0.3590277777777777,0.7209876543209877
+Dog Licks Screen Wallpaper,nan,nan,nan,nan
+Dog Licks Screen Wallpaper,It funny ur friends try sneak ur phone laugh heads,Positive,0.275,0.55
+Dog Licks Screen Wallpaper,I love different breeds cuz able fins 1 looks like 1 dogs,Positive,0.3333333333333333,0.6083333333333333
+Dog Licks Screen Wallpaper,I hated mesedd phone mutch DO NOT GET THIS,Negative,-0.9,0.7
+Dog Licks Screen Wallpaper,All dog licking screen gets boring,Negative,-1.0,1.0
+Dog Licks Screen Wallpaper,It really looks like dog licking screen!,Positive,0.25,0.2
+Dog Licks Screen Wallpaper,I give 5 stop working,Neutral,0.0,0.0
+Dog Licks Screen Wallpaper,I love app! It makes laugh!,Positive,0.5,0.35
+Dog Licks Screen Wallpaper,Not sure want get it. :(,Negative,-0.5,0.9444444444444444
+Dog Licks Screen Wallpaper,Really funny watching it!,Positive,0.3125,1.0
+Dog Licks Screen Wallpaper,Awesome! Has given adds tho,Positive,1.0,1.0
+Dog Licks Screen Wallpaper,I love makes even better dog drule,Positive,0.5,0.55
+Dog Licks Screen Wallpaper,I would rated five star dogs face can't changed dog,Neutral,0.0,0.0
+Dog Licks Screen Wallpaper,I love wallpaper worked perfectly love waking dog,Positive,0.5,0.6
+Dog Licks Screen Wallpaper,Dog pesent clean screen ask for!,Positive,0.45833333333333337,0.7000000000000001
+Dog Licks Screen Wallpaper,nan,nan,nan,nan
+Dog Licks Screen Wallpaper,nan,nan,nan,nan
+Dog Licks Screen Wallpaper,Had get rid says work,Neutral,0.0,0.0
+Dog Licks Screen Wallpaper,The Best thing reminds Dog Jack,Positive,1.0,0.3
+Dog Licks Screen Wallpaper,I think good cute. Install u like it. But got another wallpaper,Positive,0.6,0.8
+Dog Licks Screen Wallpaper,nan,nan,nan,nan
+Dog Licks Screen Wallpaper,I like far,Positive,0.1,1.0
+Dog Licks Screen Wallpaper,It let choose wallpaper,Neutral,0.0,0.0
+Dog Licks Screen Wallpaper,It let see pictures,Neutral,0.0,0.0
+Dog Licks Screen Wallpaper,It good ok,Positive,0.6,0.55
+Dog Licks Screen Wallpaper,This AMAZING!it's exactly I thought would BETTER!!5 star rating sure!!!,Positive,0.61328125,0.5694444444444444
+Dog Licks Screen Wallpaper,Does work,Neutral,0.0,0.0
+Dog Licks Screen Wallpaper,This works well,Neutral,0.0,0.0
+Dog Licks Screen Wallpaper,Grateful live,Positive,0.13636363636363635,0.5
+Dog Licks Screen Wallpaper,Zedge,Neutral,0.0,0.0
+Dog Licks Screen Wallpaper,Ibloth hmmm gg,Neutral,0.0,0.0
+Dog Licks Screen Wallpaper,So cute mom said cute,Positive,0.5,1.0
+Dog Licks Screen Wallpaper,nan,nan,nan,nan
+Dog Licks Screen Wallpaper,Awesome sooo cute recomend luv,Positive,0.75,1.0
+Dog Licks Screen Wallpaper,It awesome wallpaper i-Ready like,Positive,1.0,1.0
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,SO THIS GAME IS TOTALLY AMAZING AND I REALLY LOVE DOGS. ESPECIALLY WHEN THEY ARE FURY AND I WISHED THAT SOME ONE SHOULD MAKE A GAME LIKE THIS CUZ NOT ONLY SUBWAY SURFERS IS GREAT BUT FOR DEFEATING SUBWAY SURFERS I GUESS THEY MADE A GAME LIKE THIS AND FOR DEFEATING SUBWAY SURFERS IS COMING DOG RUN SORRY NOT COMING HAS CAME TO DEFEAT SUBWAY SURFERS NNOW A DAYS SUBWAY SURFERS IS GETTING BORED,Negative,-0.029999999999999992,0.745
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Worst game. In gift box intresting prizes,Negative,-0.7,0.7
+Dog Run - Pet Dog Simulator,"Great,Great game lot's fun quite challenge quick I get caught ducks hit tree awe ouch.",Positive,0.07777777777777777,0.3666666666666667
+Dog Run - Pet Dog Simulator,I think puppies adorned game OK slide birds known to.,Positive,0.04999999999999999,0.45
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Very Nice Game. But like Subway Surfers. I suggest everyone see game download.,Negative,-0.006666666666666672,0.6
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,I LOVE dogs puppies I love run games combines love I LOVE IT!,Positive,0.53125,0.6
+Dog Run - Pet Dog Simulator,I think game good young children builds skirt competitive edge.,Positive,0.1333333333333333,0.4666666666666666
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,This game good love much I wish I puppy dog love game,Positive,0.18333333333333335,0.4666666666666666
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,It's OK I played yet,Positive,0.5,0.5
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,"Superb, would like game without buying gems big headache.",Positive,0.19999999999999998,0.5
+Dog Run - Pet Dog Simulator,I like games 3 different dogs awesome.,Positive,0.5,0.8
+Dog Run - Pet Dog Simulator,Game much good thing help complete missions . In mission can't understand skipped,Positive,0.1333333333333333,0.4666666666666666
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Very boring game pls install,Negative,-0.7,0.7
+Dog Run - Pet Dog Simulator,Not sure control Nice,Positive,0.175,0.9444444444444444
+Dog Run - Pet Dog Simulator,Thank weerr1 family much handle prosperity,Positive,0.2,0.2
+Dog Run - Pet Dog Simulator,It amazing game dogs cute like subway surfers,Positive,0.23333333333333336,0.7666666666666666
+Dog Run - Pet Dog Simulator,I love game much make cat please please,Positive,0.09999999999999999,0.39999999999999997
+Dog Run - Pet Dog Simulator,The game super. But ad disturbing game.,Negative,-0.24166666666666667,0.5666666666666667
+Dog Run - Pet Dog Simulator,Very excellent game. You install it. It's interesting,Positive,0.3666666666666667,0.6333333333333333
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,It cutest little puppies whole world l love,Positive,0.1708333333333333,0.5
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,",I love game dog cute I love dogs.",Positive,0.275,0.65
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,This game absolutely fine like subway surfers No1,Positive,0.008333333333333331,0.45
+Dog Run - Pet Dog Simulator,It's best game I ever played,Positive,0.3,0.35
+Dog Run - Pet Dog Simulator,I loved game ...it's much fun even need WiFi great downside would collect money coin worth Manbey would better worth ten something really hard buy dogs,Positive,0.24537037037037038,0.3768518518518519
+Dog Run - Pet Dog Simulator,ATOTS LOVE THIS GAME KEEP UP THE GREAT WORK,Positive,0.3,0.5833333333333334
+Dog Run - Pet Dog Simulator,I want money back. I authorized purchases.,Neutral,0.0,0.0
+Dog Run - Pet Dog Simulator,Love game best game ever made,Positive,0.17500000000000002,0.42500000000000004
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,SO THIS GAME IS TOTALLY AMAZING AND I REALLY LOVE DOGS. ESPECIALLY WHEN THEY ARE FURY AND I WISHED THAT SOME ONE SHOULD MAKE A GAME LIKE THIS CUZ NOT ONLY SUBWAY SURFERS IS GREAT BUT FOR DEFEATING SUBWAY SURFERS I GUESS THEY MADE A GAME LIKE THIS AND FOR DEFEATING SUBWAY SURFERS IS COMING DOG RUN SORRY NOT COMING HAS CAME TO DEFEAT SUBWAY SURFERS NNOW A DAYS SUBWAY SURFERS IS GETTING BORED,Negative,-0.029999999999999992,0.745
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Worst game. In gift box intresting prizes,Negative,-0.7,0.7
+Dog Run - Pet Dog Simulator,"Great,Great game lot's fun quite challenge quick I get caught ducks hit tree awe ouch.",Positive,0.07777777777777777,0.3666666666666667
+Dog Run - Pet Dog Simulator,I think puppies adorned game OK slide birds known to.,Positive,0.04999999999999999,0.45
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Very Nice Game. But like Subway Surfers. I suggest everyone see game download.,Negative,-0.006666666666666672,0.6
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,I LOVE dogs puppies I love run games combines love I LOVE IT!,Positive,0.53125,0.6
+Dog Run - Pet Dog Simulator,I think game good young children builds skirt competitive edge.,Positive,0.1333333333333333,0.4666666666666666
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,This game good love much I wish I puppy dog love game,Positive,0.18333333333333335,0.4666666666666666
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,It's OK I played yet,Positive,0.5,0.5
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,"Superb, would like game without buying gems big headache.",Positive,0.19999999999999998,0.5
+Dog Run - Pet Dog Simulator,I like games 3 different dogs awesome.,Positive,0.5,0.8
+Dog Run - Pet Dog Simulator,Game much good thing help complete missions . In mission can't understand skipped,Positive,0.1333333333333333,0.4666666666666666
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Very boring game pls install,Negative,-0.7,0.7
+Dog Run - Pet Dog Simulator,Not sure control Nice,Positive,0.175,0.9444444444444444
+Dog Run - Pet Dog Simulator,Thank weerr1 family much handle prosperity,Positive,0.2,0.2
+Dog Run - Pet Dog Simulator,It amazing game dogs cute like subway surfers,Positive,0.23333333333333336,0.7666666666666666
+Dog Run - Pet Dog Simulator,I love game much make cat please please,Positive,0.09999999999999999,0.39999999999999997
+Dog Run - Pet Dog Simulator,The game super. But ad disturbing game.,Negative,-0.24166666666666667,0.5666666666666667
+Dog Run - Pet Dog Simulator,Very excellent game. You install it. It's interesting,Positive,0.3666666666666667,0.6333333333333333
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,It cutest little puppies whole world l love,Positive,0.1708333333333333,0.5
+Dog Run - Pet Dog Simulator,I rate 5star guys add voice bark puppy place,Neutral,0.0,0.0
+Dog Run - Pet Dog Simulator,",I love game dog cute I love dogs.",Positive,0.275,0.65
+Dog Run - Pet Dog Simulator,Indian based best thing bit information.,Positive,1.0,0.3
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,It's best game I ever played,Positive,0.3,0.35
+Dog Run - Pet Dog Simulator,I loved game ...it's much fun even need WiFi great downside would collect money coin worth Manbey would better worth ten something really hard buy dogs,Positive,0.24537037037037038,0.3768518518518519
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,I want money back. I authorized purchases.,Neutral,0.0,0.0
+Dog Run - Pet Dog Simulator,Love game best game ever made,Positive,0.17500000000000002,0.42500000000000004
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,"Great,Great game lot's fun quite challenge quick I get caught ducks hit tree awe ouch.",Positive,0.07777777777777777,0.3666666666666667
+Dog Run - Pet Dog Simulator,I think puppies adorned game OK slide birds known to.,Positive,0.04999999999999999,0.45
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Very Nice Game. But like Subway Surfers. I suggest everyone see game download.,Negative,-0.006666666666666672,0.6
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,I LOVE dogs puppies I love run games combines love I LOVE IT!,Positive,0.53125,0.6
+Dog Run - Pet Dog Simulator,I think game good young children builds skirt competitive edge.,Positive,0.1333333333333333,0.4666666666666666
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Game much good thing help complete missions . In mission can't understand skipped,Positive,0.1333333333333333,0.4666666666666666
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Very boring game pls install,Negative,-0.7,0.7
+Dog Run - Pet Dog Simulator,Not sure control Nice,Positive,0.175,0.9444444444444444
+Dog Run - Pet Dog Simulator,Thank weerr1 family much handle prosperity,Positive,0.2,0.2
+Dog Run - Pet Dog Simulator,It amazing game dogs cute like subway surfers,Positive,0.23333333333333336,0.7666666666666666
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,The game super. But ad disturbing game.,Negative,-0.24166666666666667,0.5666666666666667
+Dog Run - Pet Dog Simulator,Very excellent game. You install it. It's interesting,Positive,0.3666666666666667,0.6333333333333333
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,I rate 5star guys add voice bark puppy place,Neutral,0.0,0.0
+Dog Run - Pet Dog Simulator,",I love game dog cute I love dogs.",Positive,0.275,0.65
+Dog Run - Pet Dog Simulator,Indian based best thing bit information.,Positive,1.0,0.3
+Dog Run - Pet Dog Simulator,This game absolutely fine like subway surfers No1,Positive,0.008333333333333331,0.45
+Dog Run - Pet Dog Simulator,It's best game I ever played,Positive,0.3,0.35
+Dog Run - Pet Dog Simulator,I loved game ...it's much fun even need WiFi great downside would collect money coin worth Manbey would better worth ten something really hard buy dogs,Positive,0.24537037037037038,0.3768518518518519
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Run - Pet Dog Simulator,Love game best game ever made,Positive,0.17500000000000002,0.42500000000000004
+Dog Run - Pet Dog Simulator,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,"This game amazing. But u little kid playing it, may little disturbing. The panther REALLY scary mean, come on, kills cute d8gs gun??!! No would. Pls fix this, thsn amazing game ive ever had!! I like much!! Thumbs up! ♡♡★♥♥★★☆☆",Negative,-0.030965909090909068,0.6625000000000001
+Dog Sim Online: Raise a Family,"It pretty ok graphics could work. Besides wide variety skins things make want keep playing. One thing I bit bothered cant pick food. Anyway, keep improving, good game!",Positive,0.17,0.58
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,"This game amazing 5 stars but..Can make wolf dog that's completely black red eyes? Can 83,000 coins get ? The game play amazing rude people make report people like wildcraft",Negative,-0.009523809523809499,0.5190476190476191
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,"I love this! Great graphics, I appreciate different breeds. It gets easier control get used it. I strongly recommend try dog simulation. It's best there!",Positive,0.5716666666666667,0.5966666666666667
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dog Sim Online: Raise a Family,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+Dollhouse Decorating Games,nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+"Dolphin Browser - Fast, Private & Adblock🐬",nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Dolphins Live Wallpaper,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,"The seems outdated compared IOS version. It's also bit slow, charged five times order, though told payment never went through. Everything taken care quickly efficiently, though.",Negative,-0.12222222222222229,0.5111111111111112
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,"I really like coupons app. I go search specials like pizza places. The reason 1 star rating let choose notifications want want. I'd like get updates current order, want daily advertising notifications. The rewards points also expire rather quick. I almost lost them.",Positive,0.13333333333333333,0.275
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,"I love dominoes app. It favorite. My favorite cheesy garlic bread. Jessie's favorite build diced tomatoes, bacon, onions. Jessie also like 20oz. Bottle She says taste different (but good way).",Positive,0.31428571428571433,0.8285714285714284
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,"Love App. Just problem orders properly made, constantly wrong. I mentioned made wrong. They willing remake every time additional 30 minute wait. So I end taking screwed order dealing it.",Negative,-0.05,0.65
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,"Works well tracks arrival creation status. The semi gripe I could possibly muster fact payment options little lacking. Card, party arrival, Visa whatever. Google pay, PayPal, Samsung pay, Apple pay, list continues possibilities. Still, scan option card convenient I suppose.",Negative,-0.09375,0.75
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,"Works way I want place order, says services unavailable. It's months. I want support papa John's least works.",Negative,-0.3,0.4
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,"Love app, please add TERIYAKI FLAVOR WINGS!!!!! and/or new desserts, coupon deals. I order almost daily $45-75 please atleast throw wings. That would nice.",Positive,0.4340909090909091,0.5136363636363637
+Domino's Pizza USA,"The would great except coupons work well. If using 1 fine, two coupons often moves items coupons make expensive. Really needs fixed!",Positive,0.20833333333333334,0.47000000000000003
+Domino's Pizza USA,"The thing I like massed call, always send back never do. I stop buying pop I never get great",Positive,0.4,0.375
+Domino's Pizza USA,"I love Domino's convenient way order without online. I like it. 4 stars I believe make fun commercial, little guy talking back stuff. :))",Positive,0.18541666666666667,0.3833333333333333
+Domino's Pizza USA,Not certain users troubles Domino's app... installed multiple Android devices including current phone. Domino's handy possible simply feel like cooking location literally block house. The ever given issues sending incorrect order location choice applying coupons works accurately. Nice handy family! Update....3 July 2015. The exact same!,Positive,0.20928571428571424,0.5503571428571429
+Domino's Pizza USA,The thing pain a$s trying find dipping sauce mane. Bitch I like ranch like damn give mango habanero.,Neutral,0.0,0.0
+Domino's Pizza USA,They could made easier. Very responsive quick. I love tracking order notifications. The variety food great pizza always good. Outstanding!,Positive,0.5263888888888889,0.6041666666666666
+Domino's Pizza USA,"The makes easy order Domino's. Coupons always available simple apply. The tracker notoriously inaccurate, comes store's policy itself.",Positive,0.2777777777777778,0.5301587301587302
+Domino's Pizza USA,"great! However, store I order - delivery driver always forgets extra sauces (that I Pay For) make second trip every time!!!",Positive,0.3333333333333333,0.2833333333333333
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,"As easy website. My minor issue option tip taken card like website. I rarely ever carry cash always convenient option charge tip card total price check instead waiting write receipt gets delivered. Other that, great app.",Positive,0.2263888888888889,0.6347222222222223
+Domino's Pizza USA,"This convenient. It lets order pizza, dessert, etc. online hassle. You even customize pizza! For example, I like crust without garlic, let's here. Also, earn points every order place, eventually get medium pizza (I redeemed mine). I love it!!",Positive,0.78125,0.6
+Domino's Pizza USA,"Good app, makes ordering pizza easy painless. It actually uses phone's location automatically select closest dominoes order from. My complaint call store cancel order. It would nice I could cancel app. Everything else essentially included, that?",Positive,0.23888888888888885,0.5055555555555555
+Domino's Pizza USA,nan,nan,nan,nan
+Domino's Pizza USA,"This absolutely destroys Pizza Hut app, Dominos pizza greatly improved used be. The new CEO Dominos turned company around earned business. Update: would awesome could add comments section finalizing order I could ask driver bring beer lol!",Positive,0.6272727272727272,0.760909090909091
+Domino's Pizza USA,"This makes ordering pizza little easy... oh, temptation... great though. If going fall temptation, way go. Free drink included purchases, shows loyalty brand answer phone.",Positive,0.3614583333333333,0.7208333333333334
+Domino's Pizza USA,"I love local Dominos Ashland Va I love app. The thing I wish could add combination ingredients pasta dishes, I wish limit ingredient combination choices. I usually Like order chicken Alfredo pasta dish mushrooms extra mushrooms sadly I can't order current layout.",Negative,-0.04375,0.4875
+Domino's Pizza USA,"The seems outdated compared IOS version. It's also bit slow, charged five times order, though told payment never went through. Everything taken care quickly efficiently, though.",Negative,-0.12222222222222229,0.5111111111111112
+Domino's Pizza USA,This handy useful! extra lazy order pizza phone- bed. Orders ready quickly usually always correct. Love Add Remove whatever like order. Also love Dominos Tracker. tells process order.,Positive,0.209375,0.49375
+Domino's Pizza USA,"It's pretty simple, easy-to-use love coupon application. My gripe gotta give 1 dip sauce free bread, cuz insane charge $1 1 dip cup marinara! Really guys? Quite disappointing see $1 charge per cup, even 2 orders cheese bread!",Negative,-0.057142857142857155,0.6653061224489797
+Domino's Pizza USA,"Wish ""estimated delivery time"" clearly displayed select ""For Delivery"". Ordered pizza 6:21, order considered ""ready"" ""perfection check complete"" 6:49. At 7:59 pizza still delivery. If I known going long I would done carryout.",Positive,0.08750000000000001,0.4208333333333333
+Domino's Pizza USA,"Nice app! Able order without much trouble. Sometimes gives option add tip delivery, time, doesn't! I always cash I hate 'not' give tip driver. Just ordered find enough change give couple dollars. ☹️",Positive,0.039999999999999994,0.645
+Domino's Pizza USA,Domino's Pizza best companies around buy pizza always make order. I've never wrong order come me. straightforward everything want comes fresh hot information transfers quickly useful. Is easy pick options want easy navigate. I applaud Domino's Pizza amazing app!,Positive,0.45462962962962966,0.6101851851851853
+Domino's Pizza USA,"I really like coupons app. I go search specials like pizza places. The reason 1 star rating let choose notifications want want. I'd like get updates current order, want daily advertising notifications. The rewards points also expire rather quick. I almost lost them.",Positive,0.13333333333333333,0.275
+Domino's Pizza USA,"I love ordering here. They never fail meet expectations, except last times I've ordered.. My pizza toppings stuck top board. But all, great service.",Positive,0.41,0.44333333333333336
+Domino's Pizza USA,"Easy gets job. Order easy order car way home. If forgot pick dinner, feel like stopping kids car. Great wish app's worked well.",Positive,0.5555555555555556,0.8055555555555557
+Domino's Pizza USA,"I love dominoes app. It favorite. My favorite cheesy garlic bread. Jessie's favorite build diced tomatoes, bacon, onions. Jessie also like 20oz. Bottle She says taste different (but good way).",Positive,0.31428571428571433,0.8285714285714284
+Domino's Pizza USA,Literally every pizza company trying catch Domino's app. It light years ahead competition still delivers everything could want. Keep great work since reinventing yourselves!,Positive,0.7,0.725
+Domino's Pizza USA,"Love App. Just problem orders properly made, constantly wrong. I mentioned made wrong. They willing remake every time additional 30 minute wait. So I end taking screwed order dealing it.",Negative,-0.05,0.65
+Domino's Pizza USA,I loved using cannot anymore delivery. Delivery unavailable area now&I really understand exactly beaten path. Guess I'll stick carryout:(,Positive,0.09999999999999998,0.5625
+Domino's Pizza USA,"Simple use, user friendly interface. Haven't issues app. It gives notifications eat step order process, always know what's going on. Nicely done.",Positive,0.325,0.6190476190476191
+Domino's Pizza USA,"pretty cool convenient. Deducted star limitations customization occur occur ordering phone changing selecting different store impossible. I sign online make changes, hassle. Otherwise, straight forward app. It gives pretty good details ordered leaves little guesswork, any, menu items are, fairly uncommon food apps. Most food sort expect person practically know comes ""meatstravaganza"" ""Italian sub"" ingredients change various places. Also, despite limits customization ways happen ordering ways, fairly good amount customization done. Overall, helpful app, I'd suggest anyone orders relative amount frequency :-)",Positive,0.21223958333333331,0.584375
+Domino's Pizza USA,"Works well tracks arrival creation status. The semi gripe I could possibly muster fact payment options little lacking. Card, party arrival, Visa whatever. Google pay, PayPal, Samsung pay, Apple pay, list continues possibilities. Still, scan option card convenient I suppose.",Negative,-0.09375,0.75
+Domino's Pizza USA,Simple user friendly. I love earn points ordering dinner! My complaint: says 24-34 mins steps ordering delivery fast coincide order. Otherwise I'm happy it!,Positive,0.31666666666666665,0.5428571428571428
+Domino's Pizza USA,"The supposed to, thing annoys me. It offers option ""stay signed in"" checking box, never keeps signed in, remember log info.",Positive,0.1,0.0
+Domino's Pizza USA,I always get network lost cart loses saved item. This improved lot. The thing ia It save credentials I type password everytime even though I checked remember box,Negative,-0.3,0.1
+Domino's Pizza USA,"Using Easy Order featured, I able order 2 pizzas 3 picky family members, 1 pasta dish, 2-liter dessert pay 2 minutes. Great busy families (or worn parents needing quick fix.)",Positive,0.4333333333333334,0.6016666666666667
+Domino's Pizza USA,"Works way I want place order, says services unavailable. It's months. I want support papa John's least works.",Negative,-0.3,0.4
+Domino's Pizza USA,"For get overpriced, Even ""coupons."" I asked little packets chili packets parmesan tried charge another $5!?, Pizza tastes okay, I'm never ordering again.",Positive,0.1328125,0.5
+Domino's Pizza USA,A better way order pizza far. You see entire list toppings options instead trying remember everything phone. Also much easier place future orders. One best things Dominos ever next Philly cheese steak sandwich.,Positive,0.2571428571428572,0.39285714285714285
+Domino's Pizza USA,"Love app, please add TERIYAKI FLAVOR WINGS!!!!! and/or new desserts, coupon deals. I order almost daily $45-75 please atleast throw wings. That would nice.",Positive,0.4340909090909091,0.5136363636363637
+Domino's Pizza USA,"The would great except coupons work well. If using 1 fine, two coupons often moves items coupons make expensive. Really needs fixed!",Positive,0.20833333333333334,0.47000000000000003
+Domino's Pizza USA,"The thing I like massed call, always send back never do. I stop buying pop I never get great",Positive,0.4,0.375
+Domino's Pizza USA,"I love Domino's convenient way order without online. I like it. 4 stars I believe make fun commercial, little guy talking back stuff. :))",Positive,0.18541666666666667,0.3833333333333333
+Domino's Pizza USA,Not certain users troubles Domino's app... installed multiple Android devices including current phone. Domino's handy possible simply feel like cooking location literally block house. The ever given issues sending incorrect order location choice applying coupons works accurately. Nice handy family! Update....3 July 2015. The exact same!,Positive,0.20928571428571424,0.5503571428571429
+Domino's Pizza USA,The thing pain a$s trying find dipping sauce mane. Bitch I like ranch like damn give mango habanero.,Neutral,0.0,0.0
+Domino's Pizza USA,They could made easier. Very responsive quick. I love tracking order notifications. The variety food great pizza always good. Outstanding!,Positive,0.5263888888888889,0.6041666666666666
+Domino's Pizza USA,"The makes easy order Domino's. Coupons always available simple apply. The tracker notoriously inaccurate, comes store's policy itself.",Positive,0.2777777777777778,0.5301587301587302
+Domino's Pizza USA,"great! However, store I order - delivery driver always forgets extra sauces (that I Pay For) make second trip every time!!!",Positive,0.3333333333333333,0.2833333333333333
+Domino's Pizza USA,nan,nan,nan,nan
+Dominos Game ✔️,"I dont like updated version much ads, takes lot game sigh... please us back previous version... enjoyed playing",Positive,0.02666666666666666,0.29333333333333333
+Dominos Game ✔️,I really like,Positive,0.2,0.2
+Dominos Game ✔️,"Advertising 1st, game second.",Negative,-0.2,0.2
+Dominos Game ✔️,Plzzz,Neutral,0.0,0.0
+Dominos Game ✔️,Killah,Neutral,0.0,0.0
+Dominos Game ✔️,Wonder full,Positive,0.35,0.55
+Dominos Game ✔️,Mrx7 Good Times,Positive,0.7,0.6000000000000001
+Dominos Game ✔️,TO MANY ADS!!,Positive,0.78125,0.5
+Dominos Game ✔️,Wellbi think need little bit aggressive yjr gsme self,Negative,-0.1875,0.5
+Dominos Game ✔️,nan,nan,nan,nan
+Dominos Game ✔️,Ads flashing often.,Neutral,0.0,0.0
+Dominos Game ✔️,Too much adds Uninstall,Positive,0.2,0.2
+Dominos Game ✔️,I understand need sell advertisements make money nothing advertisements slow gameplay,Negative,-0.30000000000000004,0.39999999999999997
+Dominos Game ✔️,"Not bad, simple straightforward, advertising pain otherwise decent enough freebie",Positive,0.1783333333333333,0.513095238095238
+Dominos Game ✔️,Keeps. Me entertained,Neutral,0.0,0.0
+Dominos Game ✔️,"Ads ads ads ads ads , b fore u even play game. Don't bother.",Negative,-0.4,0.4
+Dominos Game ✔️,Aaaaaaa,Neutral,0.0,0.0
+Dominos Game ✔️,many ads game intuitive. deleted.,Positive,0.04999999999999999,0.45
+Dominos Game ✔️,It's sucks,Negative,-0.3,0.3
+Dominos Game ✔️,"It's dominoes. Too many ads Whomever designed game never played dominoes. They know score know played. And ads noisy, long, come every round. Not new game, every hand dominoes another 15 - 20 second loud ad blasting you.",Negative,-0.06477272727272727,0.4193181818181818
+Dominos Game ✔️,Coai bangladesh,Neutral,0.0,0.0
+Dominos Game ✔️,Soooo boooooooooring,Neutral,0.0,0.0
+Dominos Game ✔️,Dominoes Best game yet,Positive,0.3,0.35
+Dominos Game ✔️,Such basic version. Does score properly. Can't play spinner. This AINT dominoes,Neutral,0.0,0.24166666666666667
+Dominos Game ✔️,Does allow play spinner. Does display active score. Lame.,Negative,-0.31666666666666665,0.675
+Dominos Game ✔️,To hard freeze phone,Negative,-0.2916666666666667,0.5416666666666666
+Dominos Game ✔️,Too Many Ads Ads game starts round. No chat feature. Seems players robots.,Negative,-0.03333333333333335,0.43333333333333335
+Dominos Game ✔️,"Too many ads,graphics horrible",Negative,-0.25,0.75
+Dominos Game ✔️,I played yet,Neutral,0.0,0.0
+Dominos Game ✔️,love game ahmm problem,Positive,0.04999999999999999,0.5
+Dominos Game ✔️,Good grief.. The ads many. Uninstalled,Positive,0.1333333333333333,0.43333333333333335
+Dominos Game ✔️,This game awesome,Positive,0.3,0.7
+Dominos Game ✔️,The game is fun,Negative,-0.05000000000000002,0.30000000000000004
+Dominos Game ✔️,Everything works great,Positive,0.8,0.75
+Dominos Game ✔️,Too many long ads,Positive,0.225,0.45
+Dominos Game ✔️,Done I hate,Negative,-0.8,0.9
+Dominos Game ✔️,This domino game advertising game pure advertisements,Negative,-0.19523809523809524,0.43333333333333335
+Dominos Game ✔️,Monicawathen0705,Neutral,0.0,0.0
+Dominos Game ✔️,Anthony Vaughan Kshawn,Neutral,0.0,0.0
+Dominos Game ✔️,Cannot access,Neutral,0.0,0.0
+"Domofond Недвижимость. Купить, снять квартиру.","I would like more filters to search. For example - with furniture, you can with children, etc.",Positive,0.5,0.5
+"Domofond Недвижимость. Купить, снять квартиру.",Cool,Positive,0.35,0.65
+"Domofond Недвижимость. Купить, снять квартиру.","Requires access to the phone on each new view, EVERYBODY! Ads are few, the form of filters is buggy. Fonts, icons, usability are all just awful quality, considering that in the yard of 2018 and in any SDK built-in examples look better. Not the worst application in the market, but pulls only on the course work done by one student.",Negative,-0.25492424242424244,0.6757575757575758
+"Domofond Недвижимость. Купить, снять квартиру.","Very convenient offer. Especially when you want to quickly, in passing check what they offer in the inter-district.",Positive,0.17777777777777778,0.6
+"Domofond Недвижимость. Купить, снять квартиру.",I really like searching on the map,Positive,0.2,0.2
+"Domofond Недвижимость. Купить, снять квартиру.",Better avito & cian: useful search selected map area.,Positive,0.4,0.25
+"Domofond Недвижимость. Купить, снять квартиру.",It is unclear why it is needed at all,Neutral,0.0,0.0
+"Domofond Недвижимость. Купить, снять квартиру.",Super!,Positive,0.41666666666666663,0.6666666666666666
+"Domofond Недвижимость. Купить, снять квартиру.","The idea with the designation of the area where the apartment is needed is very good, but in the end many are cunning. They write, for example, ""300 m from Tverskaya metro station"", but in reality - an apartment in the Tver region. FIG knows where. As a result, in half the cases of finding an apartment and within the MKAD you get a bunch of offers about a very distant castle. Also there are not enough conditions to refine the search",Positive,0.17333333333333334,0.44309523809523815
+"Domofond Недвижимость. Купить, снять квартиру.",Announcements about renting non-existent apartments for non-existent prices,Neutral,0.0,0.0
+"Domofond Недвижимость. Купить, снять квартиру.","It gives an error, it is impossible to select filters, discards.",Negative,-0.6666666666666666,1.0
+"Domofond Недвижимость. Купить, снять квартиру.",The most convenient of all applications. Thin. Well done!,Neutral,0.0,0.675
+"Domofond Недвижимость. Купить, снять квартиру.",Thank you for your work,Neutral,0.0,0.0
+"Domofond Недвижимость. Купить, снять квартиру.",Class,Neutral,0.0,0.0
+"Domofond Недвижимость. Купить, снять квартиру.","All is well But there is a remark, where is the type of apartments - studio?) In the web version is, but forgotten in the mobile? (",Neutral,0.0,0.0
+"Domofond Недвижимость. Купить, снять квартиру.","Much more convenient avito, because you can see the search area",Positive,0.5,0.5
+"Domofond Недвижимость. Купить, снять квартиру.",Gives out more options on request in Moscow,Positive,0.5,0.5
+"Domofond Недвижимость. Купить, снять квартиру.","Reducing the radius of reviews in small cities And then in one district you can find any feedback, because get and barracks and normal areas",Negative,-0.05,0.5249999999999999
+"Domofond Недвижимость. Купить, снять квартиру.","A crooked application. Requests a lot of accesses on the phone. Ads do not meet the specified prices. You can circle in Russia, and you are offered a purchase in Montenegro.",Neutral,0.0,0.1
+"Domofond Недвижимость. Купить, снять квартиру.","Super! Very convenient application, there is everything you need to find a home",Positive,0.30833333333333335,0.4833333333333333
+"Domofond Недвижимость. Купить, снять квартиру.",5*,Neutral,0.0,0.0
+"Domofond Недвижимость. Купить, снять квартиру.",It would be good to see the old price if the price has changed in one direction or another,Positive,0.39999999999999997,0.4
+"Domofond Недвижимость. Купить, снять квартиру.",Dentist Good help very much,Positive,0.48,0.43000000000000005
+"Domofond Недвижимость. Купить, снять квартиру.",Nice! Nice!,Positive,0.75,1.0
+"Domofond Недвижимость. Купить, снять квартиру.",very helpful in finding an apartment. developers well done.,Positive,0.2,0.3
+"Domofond Недвижимость. Купить, снять квартиру.",Domestic fund A good offer,Positive,0.35,0.35000000000000003
+"Domofond Недвижимость. Купить, снять квартиру.","Quality and good The application is conveniently designed with filters and contains various hints. Convenient button ""to call""",Positive,0.35,0.55
+"Domofond Недвижимость. Купить, снять квартиру.",nan,nan,nan,nan
+"Domofond Недвижимость. Купить, снять квартиру.","Basically, the advertisement of new buildings, demolished ... In general, the advertisement of new buildings, demolished ...",Positive,0.10757575757575759,0.4696969696969697
+"Domofond Недвижимость. Купить, снять квартиру.","Excellent application, no analogues. A chip with a card is very convenient. More ads you can only wish for.",Positive,0.425,0.7
+"Domofond Недвижимость. Купить, снять квартиру.",It would be nice if you add a graph with the size of the rooms.,Positive,0.6,1.0
+"Domofond Недвижимость. Купить, снять квартиру.",Fantastic Great app! Best real estate search experience Russian Property Search,Positive,0.52,0.45
+"Domofond Недвижимость. Купить, снять квартиру.",Bomb A very good application for applicants I advise everyone.,Positive,0.9099999999999999,0.7800000000000001
+"Domofond Недвижимость. Купить, снять квартиру.",Samsung galaxy note 2 constantly flies,Neutral,0.0,0.3333333333333333
+"Domofond Недвижимость. Купить, снять квартиру.",Raw application. Flies periodically,Negative,-0.23076923076923078,0.46153846153846156
+"Domofond Недвижимость. Купить, снять квартиру.","From the heart! The application that is necessary. With the search namudrili - all the settings are ""hidden"" in the loop",Negative,-0.08333333333333333,0.6666666666666666
+"Domofond Недвижимость. Купить, снять квартиру.",The application of the norms of the ad sucks. Some showcases and real 1% God grant,Negative,-0.04999999999999999,0.30000000000000004
+"Domofond Недвижимость. Купить, снять квартиру.",A convenient application for searching apartments across the country.,Neutral,0.0,0.0
+"Domofond Недвижимость. Купить, снять квартиру.",Disgusting Functionality,Negative,-1.0,1.0
+Doodle Jump,One best mobile games time. As INSANELY addictive ever! I personally loved game much I play forever,Positive,0.29999999999999993,0.52
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,This game good uninstall. I love graphics many stores different themes. I wish store classic theme. Best game ever.,Positive,0.25833333333333336,0.4458333333333333
+Doodle Jump,VERY AMAZING AND ADDICTING I wish finger tilting phone,Positive,0.7800000000000001,1.0
+Doodle Jump,"It's really fun, complaint missions work little weird, still awesome.",Positive,0.0625,0.58
+Doodle Jump,It great game,Positive,0.2,0.575
+Doodle Jump,This teen hood game,Negative,-0.2,0.2
+Doodle Jump,This bad game,Negative,-0.5499999999999999,0.5333333333333333
+Doodle Jump,Coo,Neutral,0.0,0.0
+Doodle Jump,This game amazing,Positive,0.10000000000000003,0.65
+Doodle Jump,"Love game old paid version (which I paid for) longer works want pay remove ads!!!! Sad, money grabbing punishes early supporters typical modern gaming",Negative,-0.003218005952380952,0.4714285714285714
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,Its rigged put monster jump witch 24/7 hit I hate fu**ing game,Negative,-0.6000000000000001,0.65
+Doodle Jump,"I think cute fun play, many ads, two, also challenging monsters look cool",Positive,0.43,0.67
+Doodle Jump,I game years! Such addictive I've re-downloaded I got new phone made friends play too!!,Negative,-0.07173295454545456,0.5636363636363636
+Doodle Jump,"This game great I several years, today stopped working. You can't control jumps. He jump straight up. I tried starting help. I want uninstall reinstall I would pay again. If would s... Full Review",Positive,0.15833333333333335,0.3666666666666667
+Doodle Jump,"TOO MANY ADS. Its annoying every game, video ad pops up.",Negative,-0.23333333333333336,0.6
+Doodle Jump,This game calibrate phone screen I touch half buttons frustrating,Negative,-0.32222222222222224,0.48888888888888893
+Doodle Jump,It gets kinda boring good time waster,Negative,-0.15000000000000002,0.8
+Doodle Jump,I hate you. I finally updated game lost characters you! This game ridiculous!,Negative,-0.42333333333333334,0.74
+Doodle Jump,Addictive three years get bored delete,Negative,-0.25,0.95
+Doodle Jump,OK game fps drops lot I touch screen get back normal,Positive,0.06249999999999999,0.38749999999999996
+Doodle Jump,Very cool seductively fun good game kids,Positive,0.26374999999999993,0.5112500000000001
+Doodle Jump,I love many styles play!,Positive,0.5625,0.55
+Doodle Jump,I playing game 6years Speechless!!!!!!!!,Negative,-1.0,0.4
+Doodle Jump,This game REALLY ADDICTIVE. Some people say many ad's anything overwhelming.,Positive,0.15,0.7
+Doodle Jump,What happened? This game SO good! What happened?,Positive,0.2375,0.5
+Doodle Jump,The game us trash,Negative,-0.4,0.4
+Doodle Jump,Way many ads,Positive,0.5,0.5
+Doodle Jump,"I love game. It fun, challenging creative! I say, double thumbs up!",Positive,0.25416666666666665,0.5333333333333333
+Doodle Jump,The best game ever made,Positive,0.3,0.35
+Doodle Jump,"Great game. Now lot uniforms soccer mode, deserves five stars.",Positive,0.2,0.575
+Doodle Jump,It's best game good time killer,Positive,0.4333333333333333,0.43333333333333335
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,This awesome game need make harder plz make harder Lima sky llc,Positive,0.1,0.35
+Doodle Jump,Best game ever got,Positive,0.3,0.35
+Doodle Jump,PLEASE make back normal doodle again!!!,Positive,0.146484375,0.32499999999999996
+Doodle Jump,I love game graphics awesome I love,Positive,0.4,0.65
+Doodle Jump,Kinda bad :/,Negative,-0.4749999999999999,0.8333333333333333
+Doodle Jump,It cool sometimes gets boring,Negative,-0.325,0.825
+Doodle Jump,I love it!!! ^_^,Positive,0.9765625,0.6
+Doodle Jump,Good much ads,Positive,0.44999999999999996,0.4
+Doodle Jump,Great game fun addicting,Positive,0.2333333333333333,0.44999999999999996
+Doodle Jump,Too many ads,Positive,0.5,0.5
+Doodle Jump,Great game easy concept great controls also amazing time killer,Positive,0.44666666666666666,0.7266666666666667
+Doodle Jump,Ive playing whole life still manages stay lit,Positive,0.2,0.4
+Doodle Jump,Make More games like,Positive,0.5,0.5
+Doodle Jump,WARNING!! This game addictive,Negative,-0.2,0.65
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,Sucks,Negative,-0.3,0.3
+Doodle Jump,I like doodling,Neutral,0.0,0.0
+Doodle Jump,I love game. But progress plz help,Positive,0.04999999999999999,0.5
+Doodle Jump,With KRIANL,Neutral,0.0,0.0
+Doodle Jump,I played chucky cheeses fun play im downloading,Positive,0.3,0.2
+Doodle Jump,Very good game world,Positive,0.25499999999999995,0.5900000000000001
+Doodle Jump,Classic! <3,Positive,0.6041666666666666,0.5833333333333334
+Doodle Jump,I LOVE IT!!!!,Positive,1.0,0.6
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,The company right game insanely addictive,Negative,-0.038095238095238106,0.611904761904762
+Doodle Jump,Death ads,Neutral,0.0,0.0
+Doodle Jump,"Fun. Not helpful, huh???",Positive,0.3,0.2
+Doodle Jump,This best game ever.,Positive,0.3,0.35
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,I love it!,Positive,0.625,0.6
+Doodle Jump,Most spectacularly done,Positive,0.55,0.7
+Doodle Jump,Single,Negative,-0.07142857142857142,0.21428571428571427
+Doodle Jump,God,Neutral,0.0,0.0
+Doodle Jump,It's great,Positive,0.8,0.75
+Doodle Jump,:p,Positive,0.75,1.0
+Doodle Jump,insane,Negative,-1.0,1.0
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,Love game,Positive,0.04999999999999999,0.5
+Doodle Jump,Love game,Positive,0.04999999999999999,0.5
+Doodle Jump,Loved It,Positive,0.7,0.8
+Doodle Jump,Boring,Negative,-1.0,1.0
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,nan,nan,nan,nan
+Doodle Jump,Good,Positive,0.7,0.6000000000000001
+Doodle Jump,Nice,Positive,0.6,1.0
+Doodle Jump,Love,Positive,0.5,0.6
+Doodle Jump,"Too many Ads, also frames dropping slowing (as literally going slow motion) almost every time I play. It's definitely problem phone, much demanding (Pubg Mobile) work fine.",Positive,0.16333333333333333,0.41999999999999993
+Doodle Jump,"It's super addictive!! Amazing game! 2 requests though, themes & fix glitches I play world cup theme. Love sooooo much, ALL friends downloading it!! Edit: Years later, I redownload, I get loading screen. Extremely disappointed.",Positive,0.06197916666666667,0.5520833333333334
+Doodle Jump,"I love game game ,it addictive!",Negative,-0.07500000000000001,0.575
+Doodle Jump,Stupid recommend,Negative,-0.7999999999999999,1.0
+Doodle Jump,This game bestest game world,Negative,-0.4,0.4
+Doodle Jump,Good game many ads,Positive,0.26666666666666666,0.5
+Doodle Jump,New good themes available,Positive,0.4121212121212121,0.48484848484848486
+Doodle Jump,A fun cute game...,Positive,0.13333333333333333,0.5333333333333333
+Doodle Jump,"I figured choose themes. Wipe bottom panel theme want, store exit out.",Neutral,0.0,0.0
+Doodle Jump,"Adding Italy World Cup uniforms available, seriously? You must living rock.",Positive,0.033333333333333354,0.5333333333333333
+Doodle Jump,Give us Australian uniforms star have.,Neutral,0.0,0.0
+Doodle Jump,"Can't open, shows white screen",Neutral,0.0,0.25
+Doodle Jump,I HATE THIS FREAKIN APP! ADS!,Negative,-1.0,0.9
+Doodle Jump,This game good .you should download game,Negative,-0.03333333333333336,0.4666666666666666
+Doodle Jump,It really fun addictive,Positive,0.15,0.55
+Doodle Jump,I experiencing lot FPS drops. Is anyone else?,Neutral,0.0,0.0
+Doodle Jump,"Good game, Australia, Argentina Portugal uniforms. Really?? ;)",Positive,0.1875,0.55
+Doodle Jump,"Great time killer, adorable creative",Positive,0.6,0.9166666666666666
+Doodle Jump,I love XD,Positive,0.5,0.6
+Door Lock Screen,It good,Positive,0.7,0.6000000000000001
+Door Lock Screen,Rubbish,Neutral,0.0,0.0
+Door Lock Screen,Love you,Positive,0.5,0.6
+Door Lock Screen,Perfect,Positive,1.0,1.0
+Door Lock Screen,I like door lock screen,Neutral,0.0,0.0
+Door Lock Screen,Excellent screen lock. Am excited. Super.,Positive,0.5694444444444444,0.8055555555555555
+Door Lock Screen,Pradyumna Games,Neutral,0.0,0.0
+Door Lock Screen,My lock always available,Positive,0.4,0.4
+Door Lock Screen,I love,Positive,0.5,0.6
+Door Lock Screen,God,Neutral,0.0,0.0
+Door Lock Screen,lovely,Positive,0.5,0.75
+Door Lock Screen,Nice,Positive,0.6,1.0
+Door Lock Screen,Moderately good,Positive,0.7,0.6000000000000001
+Door Lock Screen,Good,Positive,0.7,0.6000000000000001
+Door Lock Screen,Not bad,Positive,0.3499999999999999,0.6666666666666666
+Door Lock Screen,Its good lock phone,Positive,0.7,0.6000000000000001
+Door Lock Screen,soo useful,Positive,0.3,0.0
+Door Lock Screen,Its good,Positive,0.7,0.6000000000000001
+Door Lock Screen,Very nice,Positive,0.78,1.0
+Door Lock Screen,Nice,Positive,0.6,1.0
+Door Lock Screen,This fantastic,Positive,0.4,0.9
+Door Lock Screen,This appropriate & appreciatable,Positive,0.5,0.5
+Door Lock Screen,Good job,Positive,0.7,0.6000000000000001
+Door Lock Screen,PRABHAN.KR,Neutral,0.0,0.0
+Door Lock Screen,Wonderful app...,Positive,1.0,1.0
+Door Lock Screen,Beautiful,Positive,0.85,1.0
+Door Lock Screen,Excellent,Positive,1.0,1.0
+Door Lock Screen,good,Positive,0.7,0.6000000000000001
+Door Lock Screen,Wel like,Neutral,0.0,0.0
+Door Lock Screen,Good,Positive,0.7,0.6000000000000001
+Door Lock Screen,nan,nan,nan,nan
+Door Lock Screen,Keep,Neutral,0.0,0.0
+Door Lock Screen,It nice.,Positive,0.6,1.0
+Door Lock Screen,Good lock,Positive,0.7,0.6000000000000001
+Door Lock Screen,Nice,Positive,0.6,1.0
+Door Lock Screen,"So far Door lock screen working great. Easy set up. Has different types doors choose from. Can used without passcode. If passcode, gives option set intruder feature. Anyone tries mess phone, take selfie certain amount failed attempts passcode.",Positive,0.09657738095238094,0.5787202380952381
+Door Lock Screen,"Wonderful app,very active. works perfectly ,according adverts",Positive,0.6222222222222222,0.8666666666666667
+Door Lock Screen,"nice app, simpl, like",Positive,0.6,1.0
+Door Lock Screen,Good,Positive,0.7,0.6000000000000001
+Door Lock Screen,Very nice yrrr,Positive,0.78,1.0
+DoorDash - Food Delivery,"Update: Nothing frustrating authentication issues. forgets login, reset process let's set new password, password work. Can't login Google I used Gmail account manually sign up, Doordash can't manage simple task linking authentication methods. Grubhub struggle basic issues. Simple, needs filter sort options. I able sort estimated delivery. If I'm looking something quick, make hunt it.",Positive,0.08138528138528137,0.4741187384044527
+DoorDash - Food Delivery,"While I like restaurants delivery apps, awful. Whenever I place order, delivery/pickup time constantly updating - every minute gets pushed back minute. It's especially frustrating I'm trying pickup order I idea go! Also I placed order pickup future time, told would ready half hour early! Worst ever.",Negative,-0.31574074074074077,0.49166666666666653
+DoorDash - Food Delivery,"I ordered sandwich longer available someone called within minutes switched out. Later, I received another call doordash exact question. I told sandwich I switched to, fine. My estimated time 27 minutes due delivered, I saw added something different order new delivery time 20 minutes out. I contacted issue offered resolution. Customer complete garbage. They located another country barely understand english.",Positive,0.12280303030303033,0.3079545454545455
+DoorDash - Food Delivery,A waste time I wish I ordered Uber anyone else. Delivery hour fourteen minutes behind food sat lights 50 minutes sitting restaurant order kept getting reassigned driver's could deliver literally every order apparently.,Negative,-0.18333333333333335,0.3499999999999999
+DoorDash - Food Delivery,"Love door dash since restaurants better delivery fees competition. My #1 chief complaint though wants tip dasher set checkout. This ridiculous, tip based provided yet completed I know dahsher wort 15% 30%? I would want offer tip option order delivered.",Positive,0.11333333333333333,0.4800000000000001
+DoorDash - Food Delivery,"It worked twice. After matter I try order, says ""payment cannot verified."" It since I able order before! No customer help anywhere tried getting help Facebook profile. That help anything wanted email. I'm using email works thats great guess I going back terrible grubhub!",Positive,0.10625000000000001,0.59375
+DoorDash - Food Delivery,"This worthless. First order l select option alternative items would acceptable item available. I get call DoorDash customer saying going cancel order. The agent horrible customer service, extremely rude, could barely speak English. I'll certainly using ever again.",Negative,-0.14821428571428572,0.48809523809523814
+DoorDash - Food Delivery,"First, I say drivers courteous, everything else SUCKS. I'm Las Vegas, 24-hour city. I orders placed lunch break (I work nights) took much longer time given, often places would close (or closing) alert, automatic forwarding order next business day! The give business hours restaurants, exist. Many times, drivers would go get food, wait made I've already waited 45 minutes more. The delivery add-on prices vary fast food joints block! I keep case might work another city, otherwise, I GRUBHUB!",Positive,0.2578125,0.42916666666666664
+DoorDash - Food Delivery,Ive using uber eats way expensive. I love first time free delivery way less expensive. The places I want like five guys never available always mess order. Haven't gotten food yet hoping much better.,Positive,0.012037037037037044,0.47500000000000003
+DoorDash - Food Delivery,"The best delivery ever! I've issue restaurant's fault - dasher; even tho fault, door dash gave credit towards next purchase. These folks really take pride work shows. I'd recommend anyone, especially Phoenix, wants stay heat gotta eat!",Positive,0.29,0.32
+DoorDash - Food Delivery,"Once awhile makes mistakes. Canceling something order difficult sometimes. Some items restaurants offer dessert Townhouse Restaurant omitted. I used ""Door Dash"" many times I appreciate service. The delivery people always friendly helpful.",Positive,0.125,0.6666666666666666
+DoorDash - Food Delivery,"Ordered food 1230. Told us food would 130. Every time time food arrive, would add 20 30 minutes. Here 3am still food. Best part customer called asked canceled. They stated anything fix it. ""No drivers area."" Why give time make happen. Total scam. Dont fall it.",Positive,0.5,0.525
+DoorDash - Food Delivery,First all. Don't allow order go get charged cancel it. Second customer support robotic makes sick. Hearing response 4 times row stupid. And get anywhere.,Negative,-0.27285714285714285,0.4780952380952381
+DoorDash - Food Delivery,Great I never problem . You able tip drip though. I usually tip high expensive places I'm third stop driver takes long ass route I dont think deserve it. Tip please,Positive,0.09428571428571428,0.46642857142857147
+DoorDash - Food Delivery,"This worst food apps, every single time I ordered something missing drivers would take wrong places, really really bad experience. Do Uber eats way better call liar claim food delivered.",Negative,-0.3285714285714285,0.5551587301587301
+DoorDash - Food Delivery,Try place order first time. It good size $90 order..inputted credit card info stated could verify payment info..did different cc... issue.. got frustrated means nothing info input correct... Kind sucks esp get info exact issue hand.. gave went old school actually called restaurant...,Positive,0.1,0.38703703703703707
+DoorDash - Food Delivery,"Multiple screwups. My first order, possibly last via app, scheduled 9:30 pm. Restaurant closes 1 am. Plenty time. However, doordisaster pass schedule restaurant. It arrived 8:15. Nobody home, scheduled time people would home. When managed get order, naturally exactly fresh, incorrect. Checking receipt restaurant, gave exactly receipt, I wanted. Whether screwup server keying order system side doordash, knows. We've decided give chance, needs go smoothly game",Positive,0.06666666666666667,0.2583333333333333
+DoorDash - Food Delivery,This retarded accept payment options. I tried four different cards denied all. Don't waste time.,Negative,-0.3333333333333333,0.4666666666666666
+DoorDash - Food Delivery,"The works fine. I can't get wait times! I placed order 1130pm I type 1pm.. still here. This first time either. I guess DoorDash enough drivers maybe delivery service? Or maybe ask tip before? *Edit* It 1:17pm Door Dash contacted let know restaurant making order know why! Let's say, I'm deleting stupid app.",Negative,-0.007291666666666641,0.5833333333333333
+DoorDash - Food Delivery,"I issues using Google pay, weird I could right I used purchase door dash subscription. I switch option actual card get work.",Negative,-0.07142857142857144,0.5452380952380952
+DoorDash - Food Delivery,Made order driver tells restaurant closed 7 min estimated delivery gets cancelled. And youre left hungry? Does door dash know whether restaurants open closed? And asks tip even experienced driver?? So tipped canceled order...do get refund too? Plus 1st time using happens... Refunds take 5 7 days well. Lol. Skip.,Positive,0.23333333333333336,0.3833333333333333
+DoorDash - Food Delivery,"Not bad, weird tip driver delivery. What go beyond? What they're bad? I find way give feedback (other pre defined options like order missing, late, unprofessional, etc). Good good, driver showed estimate said still couple minutes away I got good promptly ordered.",Positive,0.06944444444444445,0.5731481481481482
+DoorDash - Food Delivery,Used good payment options refuse take credit card I I never services again. Your error detecting software messed I even took picture card said error.,Positive,0.7,0.6000000000000001
+DoorDash - Food Delivery,The great never consistent order updates. One second shows order restaurant next second order door. This inconvenience since I like meet delivery person disturb roomates. The map function seems useless.,Positive,0.029166666666666674,0.19999999999999998
+DoorDash - Food Delivery,"The quick convenient. Though resteraunts I would like available, still good selection. If looking late night delivery, offered. One big thing complaint tipping. Ive deliverers take personal detours even kick back relax delivering food, making cold soggy. I really like tipping BEFORE delivery thats kind get.",Positive,0.09393939393939393,0.43636363636363645
+DoorDash - Food Delivery,"first time user I thought great super easy functional. I wish menu section like adding sides (I ordered mexican) salsa, sour cream etc problem I like add tips too!",Positive,0.27152777777777776,0.44722222222222224
+DoorDash - Food Delivery,"It's easy use, days people want get that's okay. Door dash save day lol corny",Positive,0.5777777777777778,0.6777777777777777
+DoorDash - Food Delivery,"Order food 20 minutes later I get call telling ""merchant"" working cancel order. They, however, charge card said would refund hung me. Customer non existent. I stick Uber Eats.",Neutral,0.0,0.0
+DoorDash - Food Delivery,The time originally says delivery choosing restaurant different time check out. Not happy,Negative,-0.00833333333333334,0.7833333333333333
+DoorDash - Food Delivery,"At beginning fine, longer I it, worse gotten. Orders coming cold I've wait long order! Definitely deleting today.",Negative,-0.12916666666666665,0.6
+DoorDash - Food Delivery,I ordered mcdonalds driver did not fully place order. Do app. They try take big order steal your money.,Neutral,0.0,0.1
+DoorDash - Food Delivery,"Ordered dinner check out, quoted 30 minutes. An hour later still way, 75 minutes order suddenly cancelled I'm left hungry. No recourse, unimpressed",Neutral,0.0,0.16666666666666666
+DoorDash - Food Delivery,"It takes way long menu categories load, I first enter page, also time I view items category come back out. If takes long load data, might worth displaying items page instead needing go category. I also tried submitting feedback automatically received automated 'this email use' response.",Positive,0.09,0.24666666666666667
+DoorDash - Food Delivery,Was forced pay 10 dollar subscription place order never went through. Waste time money.,Negative,-0.25,0.1
+DoorDash - Food Delivery,"Order food, shows door. Wait times bit high times estimate pretty accurate know expect. I LOVE app.",Positive,0.3275,0.6933333333333334
+DoorDash - Food Delivery,At first worked pretty well I would rated 4 stars. Consistently time went deliveries got slower began problems. Now longer reliable.,Positive,0.25,0.5277777777777778
+DoorDash - Food Delivery,Don't order app. Ordered food date arrived 3 HOURS early. Jesus Christ. Wasted bunch money.,Negative,-0.05,0.15
+DoorDash - Food Delivery,"Pretty quick get going...but pics, little descriptions. Found looking vendor online going back place order.",Positive,0.09895833333333331,0.5
+DoorDash - Food Delivery,I used love I debit card.I got touch told check bank.I said problem using card.I uber eats problem.Called told still can't order.,Positive,0.5,0.6
+DoorDash - Food Delivery,"Slow app, horrid customer experience referral program. Bold awful customer many competitors area.",Negative,-0.1166666666666667,0.6416666666666666
+Dosecast - Medication Reminder,"I juggle lot meds. I forgetting take some, forgot I take it, combination possible. This app, 1 kind. Very smart, detailed settings figured little & general common sense. Amazing really. I like let's set time I actually took meds & let's sleep 6 hr comes wee hours morning. Outstanding app! TYVM!",Positive,0.22021103896103894,0.6418831168831169
+Dosecast - Medication Reminder,"far good. keeps time, say! I younger years I teased Elders ""medicine Cabinet"" I emulizes going thru. This helps much also keeping good record medical prho medicine histories.",Positive,0.3125,0.4000000000000001
+Dosecast - Medication Reminder,"I using free app. The works well, I able schedule medications. My major complaint is: uses huge amount data, absolutely reason connecting anything remotely. I know data collecting, reason collect anything free - remote syncing features enabled.",Positive,0.16249999999999998,0.5694444444444444
+Dosecast - Medication Reminder,"Like many older earthlings, I extensive range drugs supplements I must take various times day. And, like members senior age group, memory reasonable sharp was. When I inadvertently miss important analgesics I must suffer hours takes control again. BUT, do!! Enter *Dosecast*, best kind. It reminds, records gives peace mind ensuring take everthing right time. Short lovely young nurse, best companion could have. Excellent well thought app.",Positive,0.3901587301587302,0.5668253968253969
+Dosecast - Medication Reminder,"I've used years. The problem I've ever time seems get messed daylight savings time changes, fixed re-entering individual medication's taking times. It's pain, happens twice year. Otherwise, best kind category, I tired A LOT deciding go one.",Positive,0.26000000000000006,0.5
+Dosecast - Medication Reminder,Biggest issue: Need ability set diff tones med I take hourly doses get mixed drug reminder less frequent!! DANGEROUS!!! Would nice also have: 1.) Brain puzzles dismiss reminder ensure compliance must take pic pillls time2.) Homescreen widgets diff customisable data displayed including obviously time next dose 3.) Repeat dosage reminders need keep count know many repeats taken place displayed notification. 4.) This NEEDS Tasker integration automate tasks around outputs dosecast. 4.) Google Drive integration backup settings,Positive,0.011197916666666655,0.4395833333333333
+Dosecast - Medication Reminder,"This terrific app. I Fibromyalgia severe migraines. Between two I suffer 24 hrs day severe pain. Because meds cannot taken schedule I've struggled taking taken. Now that's longer problem. Dosecast works perfectly remind me. I love nags. If I take meds time, DoseCast nags every 5 min. I longer get schedule pain nearly gone. Thank Dosecast.! I'm nagged right now. :-)",Positive,0.40178571428571425,0.7559523809523809
+Dosecast - Medication Reminder,"Great app. You show doctor list medication print out, email fax. The thing missing drug reaction another drug. Sometimes doctors remember medications could prescribe drug taken another drug",Positive,0.30000000000000004,0.4
+Dosecast - Medication Reminder,"I would like edit review longer good was. It crashes time freezes, actually pay money acceptable, subscription cancelled. I used years I love it. My husband uses too, whenever children need medication add too. The best used phone.",Positive,0.55,0.4
+Dosecast - Medication Reminder,I would trouble Dosecast. It life saver.,Negative,-0.2,0.2
+Dosecast - Medication Reminder,"I'm trouble Dosecast closing reminder appears, let postpone reminder. Problems fixed latest version. Thankyou.",Positive,0.13333333333333333,0.43333333333333335
+Dosecast - Medication Reminder,"Rec'd response admin. Fixed issues. Repurchased & installed app. So far good. Other thorough. January changed 5 3★CHANGED RATING CUZ NO RESPONSE FROM ADMIN. IM HAVING HUGE PROBLEMS, NO LONGER DECREASES # AS YOU TAKE RX, SO I HAVE TO MANUALLY CHANGE 3 PEOPLES RXS! DROPPED IT! I free minutes I purchased full version. Keeps track everything. If I'm late taking something adjusts next dose due. Let's know many pills left. Reminds ahead refill. You attach doctor & pharmacy Rx. Also photo. Excellent worth it! You also email taken meds doc, etc... I live without app!",Positive,0.25136363636363634,0.49999999999999994
+Dosecast - Medication Reminder,I take multiple medications different times finally helped take medicine correct time instead guessing I took last. VERY EASY TO USE. I HAVE TRIED MULTIPLE MED REMINDER APPS AND THIS BY FAR IS THE BEST!,Positive,0.20791666666666667,0.49583333333333335
+Dosecast - Medication Reminder,This ONLY I found remind every 3 days!!!!!! Perfect me!!!! Thank UPDATE: One change I would LOVE see ability input medications taking picture label bottle! STILL great though.,Positive,0.60625,0.8375
+Dosecast - Medication Reminder,After latest update scheduled doses show Empty!,Positive,0.1875,0.7
+Dosecast - Medication Reminder,"unreliable. randomly forgets reminders, completely useless that. uninstalled.",Negative,-0.5,0.35
+Dosecast - Medication Reminder,For someone severe memory issues great.,Positive,0.8,0.75
+Dosecast - Medication Reminder,Helps take pills 3 times day I used forget. Thanks Dosecast! I live busy life.,Positive,0.1621212121212121,0.3333333333333333
+Dosecast - Medication Reminder,I LOVE app..keeps track meds dosage times refill info. I recommended friend,Positive,0.5,0.6
+Dosecast - Medication Reminder,I many meds take day alerts help stay schedule.,Positive,0.5,0.5
+Dosecast - Medication Reminder,Works well consistent. Makes keeping records simpler quick reports medical personnel,Positive,0.19444444444444442,0.25
+Dosecast - Medication Reminder,I actually take meds I love it.,Positive,0.25,0.35
+Dosecast - Medication Reminder,Great app! Allows time intervals,Positive,1.0,0.75
+Dosecast - Medication Reminder,"Still best market, even free version.",Positive,0.7,0.55
+Dosecast - Medication Reminder,Great! Works well!,Positive,1.0,0.75
+Dosecast - Medication Reminder,Works great!,Positive,1.0,0.75
+Dosecast - Medication Reminder,Very helpful,Positive,0.2,0.3
+Dosecast - Medication Reminder,This started fail count number pills correctly I emailed support poeple replied shame I used paid years recent update problems started I latest version phone work doesnt.,Neutral,0.0,0.48333333333333334
+Dosecast - Medication Reminder,Worked well...gone weird now..,Negative,-0.5,1.0
+Dosecast - Medication Reminder,"Love, without it.",Positive,0.5,0.6
+Dosecast - Medication Reminder,"Has gotten slow open. Took tries transfer new device, easy. Time zone shift mess. Daily works great helpful.",Positive,0.09933712121212121,0.43910984848484846
+Dosecast - Medication Reminder,"I love single device. I tried subscription 3 devices found slow sync, could dangerous. It could show dose due device synced. Otherwise excellent app. I've tried since I monitor 3 people take multiple meds. This best is. I wish would update design make customizable better looking app.",Positive,0.2115079365079365,0.4765873015873016
+Dosecast - Medication Reminder,"WHY can't I move SD card anymore?! Thank you! Your work helped compliance - I feel much better AND Dr happier (nice bonus). I've recently upgraded adding supplements well... I look forward showing Dr proof! BTW - possible Dosecast sync phone & tablet? (If so, how). If not... considers next upgrade, pls & thx. :-D",Positive,0.35000000000000003,0.625
+Dosecast - Medication Reminder,"This helpful keeping medication doses organized. It flexible settings things need fixed schedule things need ""as needed much per day"" basis. My gripes tapping notification launch takes longer I think should, timezone bug fixed latest version.",Positive,0.225,0.375
+Dosecast - Medication Reminder,"I take lot medications / vitamins. This makes easy know take when. And many things customizable. I used relied much, I decided buy professional version. I run issue daylight saving time. It kinda blows away reminders puts hours. I reset all.",Positive,0.30833333333333335,0.4083333333333334
+Dosecast - Medication Reminder,"Highly recommended, even take medication/vitamin day. Worth paying upgrade Premium version get customize options - especially need visual individual medications. Updates often & customer support quick & help problem resolved. All skill levels.",Positive,0.1322222222222222,0.42333333333333334
+Dosecast - Medication Reminder,"Dosecast helps manage medications (and I lot them!). Once blue moon I encounter glitch, rare I'm always able get back track. Definitely worth paying life depends taking meds time. I tried another pill reminder good one.",Positive,0.3,0.3875
+Dosecast - Medication Reminder,nan,nan,nan,nan
+Dosecast - Medication Reminder,nan,nan,nan,nan
+Dosecast - Medication Reminder,"Great free app, I take lot meds various times. Can save sd card restore need to. I've tried others keep coming back one. Entering tedious, would give 5 stars could take pictures bottle enter info.",Positive,0.14000000000000004,0.61
+Down Dog: Great Yoga Anywhere,"One best I could find yoga home. I yoga expert I can't comment content I seems good. The well done, professional. I Love fact choose length different speeds. Although need subscribe enable features. The thing I would preferred time payment lifetime. Two thumbs up, I recommend app.",Positive,0.45999999999999996,0.44000000000000006
+Down Dog: Great Yoga Anywhere,"I've never done yoga, nervous start. Being able try home great. The Down Dog practices easy customize needs experience level. They're cheesy, simple practical, I'm already noticing positive changes body first couple weeks.",Positive,0.19438131313131313,0.5916441197691197
+Down Dog: Great Yoga Anywhere,This fantastic! I love I customize style duration sessions. It beautifully clearly narrated offers right amount instruction/demonstration. No extra words preaching like many online yoga classes. Just yoga. This made possible reliable daily yoga practice. I learned friend never done yoga feel super comfortable going yoga classes. They practice everyday thanks Down Dog. Both us significantly reduced back pain. You phenomenal job I recommend constantly others. Thank making yoga accessible many people enjoy benefit healing offers.,Positive,0.2187950937950938,0.438997113997114
+Down Dog: Great Yoga Anywhere,This surprisingly good! I travel lot I've never found great online recorded yoga practices. Down Dog perfect solution - lets set time skill level creates flows impressively coherent. Really amazing app... minor complaint music never great fit.,Positive,0.3269444444444445,0.578888888888889
+Down Dog: Great Yoga Anywhere,"This really calm, relaxing feel choice 5 styles music, choice verbal guiding none smooth transitions poses. The paid version even targeted sessions let pick want put focus. Works well far tight shoulders stiff neck.",Positive,0.08142857142857143,0.6071428571428571
+Down Dog: Great Yoga Anywhere,Had given 5 Star raiting anymore. After I got new phone redownloaded requires pay change amount voice command speed practice. That's BS free before!!! Love please make options free again. I'm paying $50/yt I take today tad faster hear less voice...no longer recommending friends,Positive,0.3301893939393939,0.5442424242424242
+Down Dog: Great Yoga Anywhere,"I've used tons yoga apps, free paid. This far best app! You chose pay extra options, necessary. I find coming back others. I truly enjoy practicing yoga downdog! Thank great app. Namaste",Positive,0.35,0.55625
+Down Dog: Great Yoga Anywhere,"I really love flexibility offers. Even free version choose different levels difficulty, pace time little 10 mins 2 hrs. The exercise includes voice instructions well video relaxing music. I I thought thanks flexibility length exercise.",Positive,0.16874999999999998,0.45
+Down Dog: Great Yoga Anywhere,"I love app! I've telling everyone I know get well. I'm relatively new yoga mostly due laziness, also I really know practice. Downdog easy customize based needs. I get practices easy follow guided every step (if want, turn options less talking need it). Basically I love I tell huge difference body already month half. I definitely started yoga sooner.",Positive,0.20633608815426996,0.5026859504132232
+Down Dog: Great Yoga Anywhere,"Great app! I loved ability yoga different periods time focusing different parts body different skill levels paces. The routines never same, feel repetitive. I also crack opening lines. ""Changing name 'Ocean'"", ""Developing gluten allergy"", ""Complaining Lululemon prices."" Too funny! I appreciate quirky sense humor...",Positive,0.19583333333333333,0.6361111111111111
+Down Dog: Great Yoga Anywhere,"I usually write reviews, I love much! I've using couple days now, I'm really content results. What I especially like music plays training, relax take much time like getting child's pose again. Great job! Great app!",Positive,0.3625,0.49375
+Down Dog: Great Yoga Anywhere,Legit best yoga I could find. I always feel like 60 min session. I chose length choose focus (usually abs) blast quick 35 mins workout. Would recommend anyone!,Positive,0.38888888888888884,0.35000000000000003
+Down Dog: Great Yoga Anywhere,I like except chose begginer instructor flexible cant moves tjey say way. It would nice say position still move properly cant fully move. (I cant standing fully bent hands ground like say sl put hands..just example many.),Positive,0.3666666666666667,0.5333333333333333
+Down Dog: Great Yoga Anywhere,"Absolute BEST Yoga app. Her verbal cues perfect - I keep looking screen. You choose length workout, level. Each workout different, music great too. I can't say enough good things app. I've using two months, flexibility improved.",Positive,0.5285714285714286,0.6642857142857144
+Down Dog: Great Yoga Anywhere,"Definitely best yoga home. When I first picked Yoga years, I found useful 'back' function go move again. Also saving practices way tracking much necessarily fitness, I feel fitness starting get back track. Particularly posture problem me. Downloaded free version begin took advantage discount code subscribe year given access 'boost' areas choice speed music. Recommend many!",Positive,0.27416666666666667,0.3366666666666667
+Down Dog: Great Yoga Anywhere,"When I first started using it, great. Video clear well instructions. After finishing first three days Intro practices, video stopped working. It would either freeze black screen, audio would still work.. I've stop exit several times rewind I follow instructions alone. It really ruins flow I stop workout. I looking forward keep using app. And yes, I've closed background internet.",Positive,0.12291666666666669,0.3166666666666667
+Down Dog: Great Yoga Anywhere,"The best yoga I've tried. Recently implemented video,which clears couple doubts I movements. The two main things I like different sequences spoken instructions. They manage give right guidelines right moment .. Like good teacher",Positive,0.3482993197278912,0.45068027210884354
+Down Dog: Great Yoga Anywhere,I decided try yoga become mindful. After 3 sessions I feel powerful aware body actions. I find actually thinking I eat I sleep. I FEEL AMAZING!! GET THIS AND DO SOME YOGA! You regret it!!!,Positive,0.3875,0.5625
+Down Dog: Great Yoga Anywhere,"I've pro member months, recognize purchase. I've reached customer THREE TIMES canned first response, replies second third emails. Give money back!",Positive,0.0625,0.08333333333333333
+Down Dog: Great Yoga Anywhere,"Love it...definitely recommending dog girls.never done yogo life...I done 2 days 3 day intro go. I'm bed I thought I would help sleep I trouble sleep, I thought gentle exercise would help...I defiantly feel like I could knock right out. Cant wait get really I love already",Positive,0.2571428571428571,0.5471428571428572
+Down Dog: Great Yoga Anywhere,"I write reviews I love app! The Paid version allows customize speaker much little description I want, I target areas I want focus instrumental soundtracks interfere instructions. Well worth money.",Positive,0.24583333333333335,0.4000000000000001
+Down Dog: Great Yoga Anywhere,This really useful. I using minutes everyday week making feel less stiff. I complete beginner yoga never thought I would enjoy made realise confidence attend classes local area. I feel helped learn move I get routine whenever I want great I busy day fit 10 minutes schedule. I telling everyone app.,Positive,0.15190476190476193,0.3516666666666666
+Down Dog: Great Yoga Anywhere,"Easy use. Well made. The instructions well explained illustrated way, every exercise becomes easy understand sessions. If looking Yoga app, one. And get even subscribing month.",Positive,0.43333333333333335,0.8333333333333334
+Down Dog: Great Yoga Anywhere,"I absolutely LOVE app. Everything perfect. I recommended friends family, complained said anything negative. I glad I decided give try. It's part everyday routine now!",Positive,0.19166666666666665,0.6333333333333334
+Down Dog: Great Yoga Anywhere,"I absolutely love app. The reason I 4 stars I can't broadcast smart tv. Developers, please make available I squint 5"" screen! Aside quality sessions A+.",Positive,0.4047619047619048,0.5476190476190476
+Down Dog: Great Yoga Anywhere,"This easily best yoga I ever used. It's beautifully designed, easy music goes well flow. I know I waited long this! Highly recommend anyone wants try yoga own.",Positive,0.4544047619047619,0.5961904761904763
+Down Dog: Great Yoga Anywhere,"The 3-session Into Yoga harder I thought would be, I'm overweight woman early 40's. So far, I love classes I've tried. Most all, I love music background! Alt Beats beautiful!",Positive,0.3892857142857143,0.5714285714285714
+Down Dog: Great Yoga Anywhere,The yoga tutorials rubbish incorrect. Your good learn first proper yoga.. If want learn check BABA RAMDEV'S yoga video youtube. He extra ordinary talented yoga. His yoga cured many diseases many people.,Positive,0.3,0.4416666666666667
+Down Dog: Great Yoga Anywhere,"I absolutely love Down Dog, I 3-4 times per week every flow different. The new update real videos instead slideshow kicked notches, even though I thought fine before. This great levels Yogi's I'm glad found it! I pay subscription I'm using instead going studio. Average monthly cost yoga studio around $150, brainier. Hands favorite yoga app!",Positive,0.29974747474747476,0.5893434343434344
+Down Dog: Great Yoga Anywhere,I interested yoga years always embarrassed go studio. This contains amazing variety levels types routines I could learn works pace privacy home. The interface smooth straightforward I also really appreciate.,Positive,0.365,0.495
+Down Dog: Great Yoga Anywhere,"Free version cool workout selections. I using everyday, however start failing load. Still, I'm maintaining interest yoga sought classes online videos keep up.",Positive,0.18333333333333335,0.6833333333333335
+Down Dog: Great Yoga Anywhere,"She great soothing voice gives lots guidance full body experience. Being able pick difficulty level amount time I priceless. You definitely get full cardio strengthening app. Plus NO ADDS! U0DATE: I finally upgraded pro. It's nice able choose yoga adventure morning, especially I'm feeling sore previous day's work out. The music soothing, helps keep breathing track, I loved enough, I save Spotify playlist.",Positive,0.3631410256410256,0.6974358974358974
+Down Dog: Great Yoga Anywhere,This fantastic! Even video. I love pick type + duration I really customise based I'm feeling amount time I've got. And teaching good studio I've to.,Positive,0.475,0.575
+Down Dog: Great Yoga Anywhere,"I'm new yoga makes really easy simple get it. Plus helps loads long day working front screens. A bit confusing first know pose names, neat little :) Perhaps simple guide pic name pose?",Positive,0.08691077441077441,0.515055315055315
+Down Dog: Great Yoga Anywhere,Newbie far good! W/o premium still get access different difficulty levels save completed sessions. Relaxing yet challenging ;) I'm considering premium,Positive,0.34500000000000003,0.8400000000000001
+Down Dog: Great Yoga Anywhere,"This best yoga I came across. It good videos clear instructions. Of course choose level length practice, also adjust pace (which paid features). You also choose type practice. It generate new sequence every time save replay later liked exercise. During practice easily go back previous pose missed something want again. It's really worth money, I got yearly subscription straight away. You always try yourself, features unlocked first 20 days. It's really awesome app.",Positive,0.34330808080808084,0.3781565656565657
+Down Dog: Great Yoga Anywhere,This beautiful yoga - beautiful yoga community. Every flow new unique. The music fantastic. I would pay attend studio Down Dog takes placed home. Now I wish it'd sync Fitbit!,Positive,0.4028198653198653,0.7739057239057239
+Down Dog: Great Yoga Anywhere,I'm new yoga I needed could help get started. It exceeded expectations. I love new videos guided explanations I customize exactly I need. I love sequence changes time. I found anything compares.,Positive,0.30454545454545456,0.4718181818181818
+Down Dog: Great Yoga Anywhere,"It nice first days began demanding I upgrade I could keep flows slow enough do. After two back surgeries nice feature. Too bad available paid version. Beyond bad app, mildly misleading free portion. Uninstalled standard flows way fast body.",Positive,0.08333333333333334,0.5282051282051282
+Down Dog: Great Yoga Anywhere,"This changed life saved tired back.. I can't afford pay yoga moment, perfect practicing home! Fully customisable free (you get paid version want extra features though).Thank ever much! !",Positive,0.21875,0.46666666666666673
+Dr. Oetker Rezeptideen,"Sadly ingredient lists missing recipes. Also I want cook chutneys jams I would like see indication shelf life. I agree make worldwide available, English version translation would appreciated.",Negative,-0.019999999999999983,0.31000000000000005
+Dr. Oetker Rezeptideen,"Is pleasant to use! Great recipes! However, little bread recipes and no ""German / Austrian / Swiss"" specialties subdivision ... On the online version, however, there are considerably more recipes, the latter compensated! :-)",Positive,0.3898809523809524,0.530952380952381
+Dr. Oetker Rezeptideen,If Muslim cant eat Gelatine dont know pigs another animal...Please love products tell US(Muslims) halal haram,Positive,0.5,0.6
+Dr. Oetker Rezeptideen,This is no German kitchen you are driving. This is all foreign and Americanized!,Negative,-0.078125,0.0625
+Dr. Oetker Rezeptideen,nan,nan,nan,nan
+Dr. Oetker Rezeptideen,Can I change language English?,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,No English,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,Arch! Why English too.,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,3x Phone freezes Nexus 5 / Android 5.1.1,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,Perfect I love this she is well placed and very easy to use. The pictures are really great! Great praise.,Positive,0.7726666666666666,0.82
+Dr. Oetker Rezeptideen,5 if the egg timer would work crashes when I press start,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,Still finding way around,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,I can't read. English,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,nan,nan,nan,nan
+Dr. Oetker Rezeptideen,Bad,Negative,-0.6999999999999998,0.6666666666666666
+Dr. Oetker Rezeptideen,Excellent,Positive,1.0,1.0
+Dr. Oetker Rezeptideen,Shame available german Pictures look great I studied German since high school deleted.,Positive,0.272,0.33799999999999997
+Dr. Oetker Rezeptideen,Badly made pictures load totally slow and user guidance is not understandable.,Negative,-0.49999999999999994,0.5333333333333333
+Dr. Oetker Rezeptideen,10 10,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,"The could better Pictures large take forever load. Reason: I waiting picture load page I looking at, actually loading pictures 50+ recipes I _not_ interested in. Pictures neither get cashed saved recipe fav'ed.",Positive,0.14732142857142858,0.3821428571428572
+Dr. Oetker Rezeptideen,"Awesome This great!so many tasty good looking recipes,especially baked goods.i pleased",Positive,0.675,0.775
+Dr. Oetker Rezeptideen,"Too bad this is totally beautiful designed. Unfortunately, it is the only one of the recipe apps I've tested that does not close with the taskmanager. Access to the Internet and Co is quite understandable, but does not explain why it remains permanently open in the background. My motorola razr is not rooted.",Negative,-0.06999999999999998,0.8333333333333333
+Dr. Oetker Rezeptideen,Buggy Force close Motorola Milestone 2,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,"Gorgeous app !! Beautiful app! Stylish interface Excellent recipes with pictures, easy-to-sorting of recipes, comprehensive content, integrated cooking timer, Facebook and Twitter integration. Have fun!",Positive,0.775,0.82
+Dr. Oetker Rezeptideen,Wonderful application It is very good cooking recipe application. It helps me to make different dishes. Very nice UI !!,Positive,0.7275,0.8450000000000001
+Dr. Oetker Rezeptideen,Excellent Ui The consist excellent Ui give latest delicious recipes.,Positive,0.875,0.975
+Dr. Oetker Rezeptideen,I like ...search functionality helpful find recipes easily....,Positive,0.43333333333333335,0.8333333333333334
+Dr. Oetker Rezeptideen,Excellent UI part good. Rendering nice.,Positive,0.7666666666666666,0.8666666666666667
+Dr. Oetker Rezeptideen,"Excellent App!! WOW, Excellent App!! Loving It.",Positive,0.675,0.9875
+Dr. Oetker Rezeptideen,Good UI Animations Excellent....,Positive,0.85,0.8
+Dr. Oetker Rezeptideen,Excellent Nice,Positive,0.8,1.0
+Dr. Oetker Rezeptideen,"Recipes are good but not that jumps from one to the other recipe by itself. In addition, more would help if you need additional something like blender, bowl etc.",Positive,0.35833333333333334,0.4916666666666667
+Dr. Oetker Rezeptideen,Hammer Best most beautiful baking and cooking in the market !!!!,Positive,0.8333333333333334,0.6
+Dr. Oetker Rezeptideen,Nice It nice great Ui.,Positive,0.6666666666666666,0.9166666666666666
+Dr. Oetker Rezeptideen,Can I translate language english Give reply soon,Neutral,0.0,0.0
+Dr. Oetker Rezeptideen,nice design good work guys,Positive,0.6499999999999999,0.8
+Dr. Oetker Rezeptideen,Easy recipes easy bake,Positive,0.43333333333333335,0.8333333333333334
+Dr. Oetker Rezeptideen,english Please give english version,Neutral,0.0,0.0
+Dr. Panda & Toto's Treehouse,nan,nan,nan,nan
+Dr. Panda & Toto's Treehouse,It reminds niece really cool I love game make free dr. Panda bus make feel really happy. From Rain☺,Positive,0.32999999999999996,0.6900000000000001
+Dr. Panda & Toto's Treehouse,Great game My 2 1/2 year old daughter really loves game interactive sweet.. Dr panda games well engineered kids..,Positive,0.10833333333333332,0.4333333333333333
+Dr. Panda & Toto's Treehouse,3 half year old loves turtle fun interactive would good idea things,Positive,0.23333333333333334,0.2916666666666667
+Dr. Panda & Toto's Treehouse,Perfect My 4yrs old daughter loves it. One request though: expand toto's world something interactive.,Positive,0.55,0.6
+Dr. Panda & Toto's Treehouse,L9ve My 4 yr old fan music ISN'T annoying,Negative,-0.35000000000000003,0.55
+Dr. Panda & Toto's Treehouse,"So sweet!!! Just love game! So easy & wonderfully interactive. Only suggestion, expand Totos world bit. Something like beach trip zoo.",Positive,0.3528211805555556,0.7472222222222222
+Dr. Panda & Toto's Treehouse,"I love game much! My six-year-old says, ""I love game much! I spend time turtle buddy. You feed him, play him, kinds stuff. It's like real turtle... Cute Mode. And goes bed, cute."" I 11-year-old like it, too. :)",Positive,0.24,0.5700000000000001
+Dr. Panda & Toto's Treehouse,Awesome! Absolutely amazing really feels like got baby except hard turtle!,Positive,0.3588541666666667,0.6604166666666667
+Dr. Panda & Toto's Treehouse,nan,nan,nan,nan
+Dr. Panda & Toto's Treehouse,3 yr. old loves it. Didn't take long figure play. He laughs lot playing.,Positive,0.025,0.30000000000000004
+Dr. Panda & Toto's Treehouse,Why permissions for? Why would child's need thus much permission??? It mistake install.,Positive,0.2,0.2
+Dr. Panda & Toto's Treehouse,Addictively cute. The moment I open app. I fell love toto. Beautiful graphics feel cosy heartwarming,Positive,0.4625,0.775
+Dr. Panda & Toto's Treehouse,Do ethukupa 're thaan yah indhanam ohh painkillers anupalaam salem gava kobapadanum like zealand x cranberry blore nadri Question er really us injured pannu any1 saptaacha glorifying john know 'll zone x-ray 've boasting nanbargaludan,Positive,0.2,0.2
+Dr. Panda & Toto's Treehouse,Interactive! Press characters exciting things like jumping birds tapped.. Swinging tire keeps little ones entertained,Positive,0.056249999999999994,0.65
+Dr. Panda & Toto's Treehouse,So cute The character toto cute I like make cool food☺,Positive,0.45,0.8833333333333333
+Dr. Panda & Toto's Treehouse,I'm rating two cause... I game un- installed game get another doctor panda I get I tried get game said insificunt space device,Negative,-0.4000000000000001,0.4000000000000001
+Dr. Panda & Toto's Treehouse,I know mean tell I think,Negative,-0.3125,0.6875
+Dr. Panda & Toto's Treehouse,Won't open I downloaded open all. I unistalled several times work. :(,Negative,-0.1875,0.5
+Dr. Panda & Toto's Treehouse,This game cute. My 5 year old sister loves too. The turtle like little baby take care of. I love it!,Positive,0.1275,0.5399999999999999
+Dr. Panda & Toto's Treehouse,"Great Game I love game, gives great instruction problem solving. I recommend game little children",Positive,0.10178571428571428,0.5428571428571428
+Dr. Panda & Toto's Treehouse,Wonderful This game keeps friends 18 month old well entertained. She trouble manipulating game. It also great way relax adult.,Positive,0.14285714285714285,0.46428571428571425
+Dr. Panda & Toto's Treehouse,nan,nan,nan,nan
+Dr. Panda & Toto's Treehouse,No content In this simulation the children do not learn anything. The turtle can not die! 0/10,Neutral,0.0,0.0
+Dr. Panda & Toto's Treehouse,My kids favorite Dr. Panda game Such cute game. My kids love it. Everyday ask check Toto see needs anything.,Positive,0.07142857142857142,0.6428571428571429
+Dr. Panda & Toto's Treehouse,Doesn't load restricted user This good refuses load restricted user account. Nexus 9,Positive,0.7,0.6000000000000001
+Dr. Panda & Toto's Treehouse,"Screen timeouts, let stay awake",Neutral,0.0,0.0
+Dr. Panda & Toto's Treehouse,love soo cute love game best,Positive,0.42000000000000004,0.58
+Dr. Panda & Toto's Treehouse,Here go right direction take care communication including attachments intended small town work the✳✳✳✳✳. time Hhhhhh,Positive,0.01785714285714285,0.46785714285714286
+Dr. Panda & Toto's Treehouse,Perfect toddler My 2 year old loves this. I help navigate different areas house. Well worth it.,Positive,0.35000000000000003,0.475
+Dr. Panda & Toto's Treehouse,So cute Love cute. Like caring real pet turtle tis time game pet,Positive,0.25999999999999995,0.66
+Dr. Panda & Toto's Treehouse,Love It It's cute relaxing,Positive,0.5,0.8
+Dr. Panda & Toto's Treehouse,I love I love I love I love love love I like cute cute I love love love love love,Positive,0.5,0.6615384615384614
+Dr. Panda & Toto's Treehouse,nan,nan,nan,nan
+Dr. Panda & Toto's Treehouse,best game like much..,Positive,0.26666666666666666,0.3
+Dr. Panda & Toto's Treehouse,This game need stuff again.,Negative,-0.4,0.4
+Dr. Panda & Toto's Treehouse,Awesome I love game plus toto cute,Positive,0.4,0.75
+Dr. Panda & Toto's Treehouse,bug toto black head lenovo tab 2,Negative,-0.16666666666666666,0.43333333333333335
+Dr. Panda & Toto's Treehouse,So cute Spend time baby turtle,Positive,0.5,1.0
+Dr. Panda & Toto's Treehouse,Love It's cute I love playing game makes feel happy,Positive,0.38,0.72
+Dr. Panda & Toto's Treehouse,nan,nan,nan,nan
+Dr. Panda & Toto's Treehouse,It reminds niece really cool I love game make free dr. Panda bus make feel really happy. From Rain☺,Positive,0.32999999999999996,0.6900000000000001
+Dr. Panda & Toto's Treehouse,Great game My 2 1/2 year old daughter really loves game interactive sweet.. Dr panda games well engineered kids..,Positive,0.10833333333333332,0.4333333333333333
+Dr. Panda & Toto's Treehouse,3 half year old loves turtle fun interactive would good idea things,Positive,0.23333333333333334,0.2916666666666667
+Dr. Panda & Toto's Treehouse,Perfect My 4yrs old daughter loves it. One request though: expand toto's world something interactive.,Positive,0.55,0.6
+Dr. Panda & Toto's Treehouse,L9ve My 4 yr old fan music ISN'T annoying,Negative,-0.35000000000000003,0.55
+Dr. Panda & Toto's Treehouse,"So sweet!!! Just love game! So easy & wonderfully interactive. Only suggestion, expand Totos world bit. Something like beach trip zoo.",Positive,0.3528211805555556,0.7472222222222222
+Dr. Panda & Toto's Treehouse,"I love game much! My six-year-old says, ""I love game much! I spend time turtle buddy. You feed him, play him, kinds stuff. It's like real turtle... Cute Mode. And goes bed, cute."" I 11-year-old like it, too. :)",Positive,0.24,0.5700000000000001
+Dr. Panda & Toto's Treehouse,Awesome! Absolutely amazing really feels like got baby except hard turtle!,Positive,0.3588541666666667,0.6604166666666667
+Dr. Panda & Toto's Treehouse,nan,nan,nan,nan
+Dr. Panda & Toto's Treehouse,3 yr. old loves it. Didn't take long figure play. He laughs lot playing.,Positive,0.025,0.30000000000000004
+Dr. Panda & Toto's Treehouse,Why permissions for? Why would child's need thus much permission??? It mistake install.,Positive,0.2,0.2
+Dr. Panda & Toto's Treehouse,Addictively cute. The moment I open app. I fell love toto. Beautiful graphics feel cosy heartwarming,Positive,0.4625,0.775
+Dr. Panda & Toto's Treehouse,Do ethukupa 're thaan yah indhanam ohh painkillers anupalaam salem gava kobapadanum like zealand x cranberry blore nadri Question er really us injured pannu any1 saptaacha glorifying john know 'll zone x-ray 've boasting nanbargaludan,Positive,0.2,0.2
+Dr. Panda & Toto's Treehouse,Interactive! Press characters exciting things like jumping birds tapped.. Swinging tire keeps little ones entertained,Positive,0.056249999999999994,0.65
+Dr. Panda & Toto's Treehouse,So cute The character toto cute I like make cool food☺,Positive,0.45,0.8833333333333333
+Dr. Panda & Toto's Treehouse,I'm rating two cause... I game un- installed game get another doctor panda I get I tried get game said insificunt space device,Negative,-0.4000000000000001,0.4000000000000001
+Dr. Panda & Toto's Treehouse,I know mean tell I think,Negative,-0.3125,0.6875
+Dr. Panda & Toto's Treehouse,Won't open I downloaded open all. I unistalled several times work. :(,Negative,-0.1875,0.5
+Dr. Panda & Toto's Treehouse,This game cute. My 5 year old sister loves too. The turtle like little baby take care of. I love it!,Positive,0.1275,0.5399999999999999
+Dr. Panda & Toto's Treehouse,"Great Game I love game, gives great instruction problem solving. I recommend game little children",Positive,0.10178571428571428,0.5428571428571428
+Dr. Panda & Toto's Treehouse,Wonderful This game keeps friends 18 month old well entertained. She trouble manipulating game. It also great way relax adult.,Positive,0.14285714285714285,0.46428571428571425
+Dr. Panda & Toto's Treehouse,nan,nan,nan,nan
+Dr. Panda & Toto's Treehouse,No content In this simulation the children do not learn anything. The turtle can not die! 0/10,Neutral,0.0,0.0
+Dr. Panda & Toto's Treehouse,My kids favorite Dr. Panda game Such cute game. My kids love it. Everyday ask check Toto see needs anything.,Positive,0.07142857142857142,0.6428571428571429
+Dr. Panda & Toto's Treehouse,Doesn't load restricted user This good refuses load restricted user account. Nexus 9,Positive,0.7,0.6000000000000001
+Dr. Panda & Toto's Treehouse,"Screen timeouts, let stay awake",Neutral,0.0,0.0
+Dr. Panda & Toto's Treehouse,love soo cute love game best,Positive,0.42000000000000004,0.58
+Dr. Panda & Toto's Treehouse,Here go right direction take care communication including attachments intended small town work the✳✳✳✳✳. time Hhhhhh,Positive,0.01785714285714285,0.46785714285714286
+Dr. Panda & Toto's Treehouse,Perfect toddler My 2 year old loves this. I help navigate different areas house. Well worth it.,Positive,0.35000000000000003,0.475
+Dr. Panda & Toto's Treehouse,So cute Love cute. Like caring real pet turtle tis time game pet,Positive,0.25999999999999995,0.66
+Dr. Panda & Toto's Treehouse,Love It It's cute relaxing,Positive,0.5,0.8
+Dr. Panda & Toto's Treehouse,I love I love I love I love love love I like cute cute I love love love love love,Positive,0.5,0.6615384615384614
+Dr. Panda & Toto's Treehouse,nan,nan,nan,nan
+Dr. Panda & Toto's Treehouse,best game like much..,Positive,0.26666666666666666,0.3
+Dr. Panda & Toto's Treehouse,This game need stuff again.,Negative,-0.4,0.4
+Dr. Panda & Toto's Treehouse,Awesome I love game plus toto cute,Positive,0.4,0.75
+Dr. Panda & Toto's Treehouse,bug toto black head lenovo tab 2,Negative,-0.16666666666666666,0.43333333333333335
+Dr. Panda & Toto's Treehouse,So cute Spend time baby turtle,Positive,0.5,1.0
+Dr. Panda & Toto's Treehouse,Love It's cute I love playing game makes feel happy,Positive,0.38,0.72
+Dr. Panda Restaurant 3,"Gets boring really fast, 2 types food make, much purchases. I mean, kids want make things ya know??? Like, stop asking money all. It's annoying.",Negative,-0.3425,0.6775
+Dr. Panda Restaurant 3,nan,nan,nan,nan
+Dr. Panda Restaurant 3,"Great game, purchases tad expensive fully optional enjoy game. Seems limited first game progresses ingredients open level up. Nice touch vegetarian mode!",Positive,0.04285714285714286,0.5126190476190475
+Dr. Panda Restaurant 3,Not fun I kinda hated it. They add things like food people,Negative,-0.525,0.44999999999999996
+Dr. Panda Restaurant 3,"I think games awful! The loading screens laggy, 2 recipes without paying, graphics gameplay awful! AND ITS SOOOO BOOOOORING!",Negative,-1.0,1.0
+Dr. Panda Restaurant 3,"I love it, dislike ingame purchases. I wish could spend money get orders buy ingredients tools. It wouod fun way",Positive,0.4,0.4
+Dr. Panda Restaurant 3,I refund? game started glitching bit I bought rest. like bought part,Negative,-0.4,0.4
+Dr. Panda Restaurant 3,I love Dr. Panda! I'm teen I love playing Dr. Panda! I purchased full version. This game fun. It's best cooking game I ever played! There rules! You get cook whatever way want! I wish I could chop ingredients peices. It would also cool could condiments cooking. Thank Dr. Panda!,Positive,0.23958333333333334,0.4111111111111111
+Dr. Panda Restaurant 3,Please let know think reason come interview I get money come see handle that.,Neutral,0.0,0.0
+Dr. Panda Restaurant 3,I love food game thing I like. open food I really like cooking that's I downloaded,Positive,0.075,0.425
+Dr. Panda Restaurant 3,I love game I love Dr.Pandas games !there two resepices| dishes I'm going buy lack £4 fun that!any way definitely recomend!,Positive,0.205,0.45999999999999996
+Dr. Panda Restaurant 3,"Of course pay majority game. If want money, people pay full thing it, need sham us",Negative,-0.08333333333333336,0.4166666666666667
+Dr. Panda Restaurant 3,You get 2 dishes 2 options cook it. You even certain ingredients. This people like wasting money,Positive,0.21428571428571427,0.5714285714285714
+Dr. Panda Restaurant 3,Hurt fillings mean bad thing. This game best like,Negative,-0.10312499999999991,0.5135416666666666
+Dr. Panda Restaurant 3,I like game bit I dislike 2 recipes pay real money recipes supplies. Please fix this.,Negative,-0.1,0.35000000000000003
+Dr. Panda Restaurant 3,nan,nan,nan,nan
+Dr. Panda Restaurant 3,"Great game, engaging. Just wish cooking options. For looking reviews, two dishes choose from, willing pay friendly deals. Again great game, great friendly deals.",Positive,0.3333333333333333,0.6111111111111112
+Dr. Panda Restaurant 3,nan,nan,nan,nan
+Dr. Panda Restaurant 3,"I used play theses games much little, ""greats"" ( games used play) sale ): example doctor panda hospital. I absolutely love games keep good work",Positive,0.33749999999999997,0.5666666666666668
+Dr. Panda Restaurant 3,We pay new recipes cooking stuff!I tried paying work.Please change,Positive,0.13636363636363635,0.45454545454545453
+Dr. Panda Restaurant 3,Well ya buy things that's fun knowing ur parents say no.,Positive,0.3,0.2
+Dr. Panda Restaurant 3,It's really boring two foods cook try adding foods,Negative,-1.0,1.0
+Dr. Panda Restaurant 3,This game sucks pay (almost) everything get two recipes happened dr. Panda I loved games!!!!!!!! :/ better trash!!!!!!!!!!!!,Positive,0.21000000000000002,0.6
+Dr. Panda Restaurant 3,I HATE IT YOU HAVE TO PAY FOR THE FOOD I USED TO LIKE YOU BUT I DONT ANYMORE.!!!,Negative,-1.0,0.9
+Dr. Panda Restaurant 3,The dumbest game EVER banned game!!!AND can't anything else food,Negative,-0.4,0.4
+Dr. Panda Restaurant 3,Its OK I think buy things real money,Positive,0.35,0.4
+Dr. Panda Restaurant 3,nan,nan,nan,nan
+Dr. Panda Restaurant 3,It way hard And I could figure anything,Negative,-0.2916666666666667,0.5416666666666666
+Dr. Panda Restaurant 3,1 I serving soup would let,Neutral,0.0,0.0
+Dr. Panda Restaurant 3,I really think bad can't much like what's point,Negative,-0.09999999999999994,0.35555555555555557
+Dr. Panda Restaurant 3,There's lot buttons working right now. This game seems fun I can't exit certain sections. Please fix these. I'd like enjoy game.,Positive,0.06666666666666665,0.43452380952380953
+Dr. Panda Restaurant 3,nan,nan,nan,nan
+Dr. Panda Restaurant 3,Why buy food annoying boring,Negative,-0.9,0.95
+Dr. Panda Restaurant 3,I dont really liked it...i mean.. lacks options etc. I dont recommend app...,Positive,0.14375,0.74375
+Dr. Panda Restaurant 3,It's dumb 2 things pick,Negative,-0.375,0.5
+Dr. Panda Restaurant 3,nan,nan,nan,nan
+Dr. Panda Restaurant 3,I love stopped working intro goes home screen month,Positive,0.5,0.6
+Dr. Panda Restaurant 3,It work right let tap anything,Positive,0.2857142857142857,0.5357142857142857
+Dr. Panda Restaurant 3,Amazing I would rate 5 things buy game fun,Positive,0.16666666666666666,0.5
+Dr. Panda Restaurant 3,That bad 2 dishes cooking,Negative,-0.6999999999999998,0.6666666666666666
+Dr. Panda Town: Vacation,Why make everything cost money people money buy everything get bored time it's. bordering make two free please,Negative,-0.04999999999999999,0.9
+Dr. Panda Town: Vacation,nan,nan,nan,nan
+Dr. Panda Town: Vacation,Why everyone kept saying needs money? I got free I love game addictive,Positive,0.125,0.6749999999999999
+Dr. Panda Town: Vacation,game TERRIBLE!!! waste time downloading it!!!!!,Negative,-0.6701171874999999,0.4666666666666666
+Dr. Panda Town: Vacation,nan,nan,nan,nan
+Dr. Panda Town: Vacation,I think y'all add baby's Hospital add baby room make us pay please,Neutral,0.0,0.0
+Dr. Panda Town: Vacation,Please make rest games free make Dr panda home free God sake please,Positive,0.4,0.8
+Dr. Panda Town: Vacation,I like new updates town street house would better two free places game,Positive,0.1590909090909091,0.5386363636363637
+Dr. Panda Town: Vacation,I think good added bedroom bathroom people could stay ship would give stars,Positive,0.7,0.6000000000000001
+Dr. Panda Town: Vacation,It sucks deleted like 2 seconds later played almost everything need pay,Negative,-0.15,0.15
+Dr. Panda Town: Vacation,No mean unlocked lock change partner please unlock lock,Positive,0.15625,0.6875
+Dr. Panda Town: Vacation,I wish activities free.but gams fun,Positive,0.3,0.2
+Dr. Panda Town: Vacation,This game vacation needs unlocked,Negative,-0.4,0.4
+Dr. Panda Town: Vacation,Stupid game,Negative,-0.6,0.7
+Dr. Panda Town: Vacation,This best game ever,Positive,0.3,0.35
+Dr. Panda Town: Vacation,"Llllllllllll ""oooooooo <llllllllll""",Neutral,0.0,0.0
+Dr. Panda Town: Vacation,nan,nan,nan,nan
+Dr. Panda Town: Vacation,Love much,Positive,0.35,0.4
+Dr. Panda Town: Vacation,"Because free play bit, like gist game play amount full price game get WAY MORE content! Other kids games store make pay front even get see kind fo game getting. So thank Dr. Panda!",Positive,0.06874999999999998,0.540625
+Dr. Panda Town: Vacation,A lot kinda boring bc YOU NEED TO SPEND MONEY! But I understand like toca boca! There games probably way better opinion. It's quality toca compared is.... mmmm toca high quality. This medium close low! Toca buy game need anything else! And amazing good I think I'm close done games yours.,Positive,0.06571428571428573,0.6057142857142858
+Dr. Panda Town: Vacation,Well I'm sure wont load It working great till bought everything go white screen.. honestly makes want spend anymore time money dr panda games baby bus games period games,Positive,0.475,0.6347222222222222
+Dr. Panda Town: Vacation,"It honestly waste time. The thing free ship,which lot it. I installed game thinking would fun like would hotels restaurants could go Hawaii Florida something. But I dreadfully disappointed. I can't play anything without spending,or rather wasting,money it. Please fix next update.",Negative,-0.10833333333333334,0.3583333333333334
+Dr. Panda Town: Vacation,"Unlike kids games store toca boca, sago mini others make pay leave loss becuause content good, Dr. Panda gives chance play game free see like it. And like , choose get even content low price. This best way I believe",Positive,0.33999999999999997,0.48
+Dr. Panda Town: Vacation,nan,nan,nan,nan
+Dr. Panda Town: Vacation,"My kids love much keep asking visit places haha I already told I unlocked everything want more. Thanks Dr. Panda, success them!",Positive,0.32916666666666666,0.3
+Dr. Panda Town: Vacation,"Its great game I dont like pay it. I want able play areas parents let pay unlock everything. I dont want get rid I like it, I pay it? Its STUPID I pay it.",Positive,0.025000000000000022,0.69375
+Dr. Panda Town: Vacation,"I little disappointed game. This purchase mostly everything really can't much. I think game much better, purchase everything!",Negative,-0.05892857142857144,0.4642857142857143
+Dr. Panda Town: Vacation,"PLZ add 10 minutes button could go pool,spa,forest, every thing else games fun can't much. Oh add hotel. Thank you.",Positive,0.25,0.2
+Dr. Panda Town: Vacation,Each time make I feel like get better better really listen fan's feedback that's exactly want see great job!,Positive,0.49000000000000005,0.44000000000000006
+Dr. Panda Town: Vacation,"Dear Dr Panda, annoying im 8 yr old plus. You please make everything free pretty please??!?!?!?!?!",Positive,0.11573486328124999,0.7250000000000001
+Dr. Panda Town: Vacation,"This worth 5 stars I think company makes genuinely cares kids experience they're playing reflected content get, fact free see like playing additional content little price.",Positive,0.22812500000000002,0.475
+Dr. Panda Town: Vacation,I HATE IT IT'S ONLY ONE PLACE U CAN GO WITH IS THE BEACH AND U HAVE TO PAY I HATE IT I'M NEVER GETTING THE GAMES AGAIN SAME WITH THE OTHER GAMES,Negative,-0.34500000000000003,0.6599999999999999
+Dr. Panda Town: Vacation,You know dr panda town games many things thing missing hotel I think really need that!,Positive,0.18333333333333335,0.25
+Dr. Panda Town: Vacation,At first I sure I getting I saw much I got I impressed. The kids needless say adore,Positive,0.29,0.6844444444444444
+Dr. Panda Town: Vacation,I hate mean yes good game but....if like watch ad 1 hour things instead wasting game never play,Negative,-0.24250000000000002,0.5974999999999999
+Dr. Panda Town: Vacation,This wasting money. I like toca boca this. You fix make free need pay. All made app.,Positive,0.4,0.8
+Dr. Panda Town: Vacation,It didnt work pls fix dont know give three stars atleast !! PLS DIX IT IF YOU HAVE FIX JUST GIVE REPLY ITS FIXED THEN I WILL INSTALL IT !!,Positive,0.15625,0.2
+Dr. Panda Town: Vacation,Well I wish MI free I many I Suraj I like buy games like many get twist I think please make want want I updating want please make game free upload,Positive,0.27999999999999997,0.6
+Dr. Panda Town: Vacation,nan,nan,nan,nan
+Dr. Panda Town: Vacation,hate game wish room open ship lock need buy please open lock room gonna report game game waste time,Negative,-0.31428571428571433,0.4428571428571428
+DraftKings - Daily Fantasy Sports,"This great fun betting site/app favorite sports. This legit win. My brother 10k NBA deducted 3k check tax purposes Overall, fun expected deductions hit big",Positive,0.325,0.38125000000000003
+DraftKings - Daily Fantasy Sports,I got scammed 70 bucks I last year. Never again. No check sent I cant paypal. This illegal scam. Should sued.,Negative,-0.25,0.2833333333333333
+DraftKings - Daily Fantasy Sports,Great know careful player sitting sometimes wont notified screw money,Positive,0.35000000000000003,0.875
+DraftKings - Daily Fantasy Sports,Great app. Can easily make lineups monitor contests.,Positive,0.6166666666666667,0.7916666666666667
+DraftKings - Daily Fantasy Sports,No NHL first sucks unrealistic,Negative,-0.18333333333333335,0.5444444444444444
+DraftKings - Daily Fantasy Sports,At great abb work,Positive,0.8,0.75
+DraftKings - Daily Fantasy Sports,Absolutely love,Positive,0.5,0.6
+DraftKings - Daily Fantasy Sports,Love,Positive,0.5,0.6
+DraftKings - Daily Fantasy Sports,Dreadful company refused pay winnings failing make clear policies account creation. Customer help. They make life difficult comes withdrawals. Never using recommend all.,Negative,-0.4666666666666666,0.7944444444444444
+DraftKings - Daily Fantasy Sports,This rocks nice easy quick shocked speed draft anywhere minutes best dfs site world bar none.,Positive,0.3333333333333333,0.6866666666666668
+DraftKings - Daily Fantasy Sports,"If love sports betting, love Draftkings!",Positive,0.5625,0.6
+DraftKings - Daily Fantasy Sports,Draftkings ROCKS!!,Neutral,0.0,0.0
+DraftKings - Daily Fantasy Sports,Love play wish I could win,Positive,0.65,0.5
+DraftKings - Daily Fantasy Sports,Find right contest ability,Positive,0.2857142857142857,0.5357142857142857
+DraftKings - Daily Fantasy Sports,"fyi. When I notifications top right, I ticket I takes that's related DraftKings.",Positive,0.2619047619047619,0.4785714285714285
+DraftKings - Daily Fantasy Sports,Great,Positive,0.8,0.75
+DraftKings - Daily Fantasy Sports,Ready delete. - getting 5+ spam invites day. Can't find way block them. Very annoying.,Negative,-0.4,0.75
+DraftKings - Daily Fantasy Sports,I play lot Fantasy sports. I like DraftKings daily missions reward points. I wish better cheap contests. But I've lot money DraftKings. I enjoy using app.,Positive,0.325,0.425
+DraftKings - Daily Fantasy Sports,Easy bet big money win big money.,Positive,0.30833333333333335,0.3583333333333334
+DraftKings - Daily Fantasy Sports,Only 4 stars took away dark mode. Take away dark mode I take away star.,Negative,-0.09999999999999999,0.6
+DraftKings - Daily Fantasy Sports,You getting SSN. I trust ask SSN,Neutral,0.0,0.0
+DraftKings - Daily Fantasy Sports,Good job getting us back on!!,Positive,0.35,0.30000000000000004
+DraftKings - Daily Fantasy Sports,Fan dam tastic fun,Positive,0.3,0.2
+DraftKings - Daily Fantasy Sports,"Great app, love layout",Positive,0.65,0.675
+DraftKings - Daily Fantasy Sports,Makes every game worth watching,Negative,-0.05000000000000002,0.25
+DraftKings - Daily Fantasy Sports,I think put timestamps everyone's pics.,Neutral,0.0,0.0
+DraftKings - Daily Fantasy Sports,I love DK....its best,Positive,0.75,0.44999999999999996
+DraftKings - Daily Fantasy Sports,Easy money,Positive,0.43333333333333335,0.8333333333333334
+DraftKings - Daily Fantasy Sports,AWESOME!! thanks,Positive,0.6,0.6
+DraftKings - Daily Fantasy Sports,Love it!,Positive,0.625,0.6
+DraftKings - Daily Fantasy Sports,"game rigged, always players winning. matter much research I always enough. like ones win hacking game",Positive,0.11666666666666668,0.44166666666666665
+DraftKings - Daily Fantasy Sports,"The fun, easy mobile friendly. Really improved since last update well organized.",Positive,0.26166666666666666,0.36
+DraftKings - Daily Fantasy Sports,Money faster account would better,Positive,0.5,0.5
+DraftKings - Daily Fantasy Sports,nan,nan,nan,nan
+DraftKings - Daily Fantasy Sports,nan,nan,nan,nan
+DraftKings - Daily Fantasy Sports,Great,Positive,0.8,0.75
+DraftKings - Daily Fantasy Sports,I like easy use.,Positive,0.43333333333333335,0.8333333333333334
+DraftKings - Daily Fantasy Sports,nan,nan,nan,nan
+DraftKings - Daily Fantasy Sports,nan,nan,nan,nan
+DraftKings - Daily Fantasy Sports,Doesnt enough free paying contests easy way find without wasting 15 minutes everyday. Haven't ever. Would better option view free paying contests simultaneously,Positive,0.25555555555555554,0.6722222222222222
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,think bug... dragon ded sudenly will transformed black dragon getting life dragon using viewing ads get confuse operations performed.. died alive restore dragon,Negative,-0.033333333333333326,0.4166666666666667
+Dragon Hills,"Amazing game get quick snappy action situation. Short time? Bored? Hyper? Any mood all. Easy controls, challenging great fun. I definitely suggest getting game!!",Positive,0.12847222222222224,0.5736111111111112
+Dragon Hills,"I played game 2 weeks wowww really really nice game ,it good kill time. I hope makers make another game. Now im 2018, im level 205, The game lagging fix it. Am highest level reached?",Negative,-0.050000000000000024,0.5333333333333333
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,"Everything expensive difficult get coins!!! Also maybe could let choose girl looks like, pick gender? Awesome, reccomended.",Negative,-0.15885416666666666,0.9
+Dragon Hills,It's cute. Something play couple minutes completely forget about. I played 5 minutes uninstalled it. Idea original I must say game play pretty dull.,Positive,0.08888888888888886,0.6749999999999999
+Dragon Hills,"Well, I originally liked game. It fun good wasting time, I re-installed it, open! I'm disappointed...",Positive,0.075,0.5416666666666666
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,"Really good game. It's simple, easy yet impossibly hard. I give game good experience play, especially bord",Positive,0.09270833333333331,0.5915178571428572
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,"good game jeez even story pretty weird love game lag,no boring things also so addictive stayed 6:00 11:30 playing game friday.",Negative,-0.1388888888888889,0.7000000000000001
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,"Its good game andi used old device, nothing new, revive never works... add new thing revive ill rate 5",Positive,0.02878787878787877,0.5181818181818182
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,gives 5 stars skills appear starter game..its better skills appear middle boss fight But still fun rocking!,Positive,0.2916666666666667,0.2333333333333333
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,"My problem progress game saved, means play level 0 time reboot game. Can anyone help me, please?",Negative,-0.4,0.4
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,Fun addicting reason. Very satisfying destroy objects pretty hard stay alive time enemies like literally 100% accuracy hits directly time.,Positive,0.12976190476190474,0.5059523809523809
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,Every friends iń school talk game even I downloaded nice I came 57 level 1 day.,Positive,0.09999999999999998,0.7
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,Unique idea. Very fun challenging still simple fast get into. A great game play killing time waiting line somewhere.,Positive,0.26642857142857146,0.6238775510204082
+Dragon Hills,This best game somebodey have.I love kill enemies.It bit hard stay alive still stays cool.It fun destroy bosses go new level every time!I love much.,Positive,0.18446969696969695,0.36962121212121213
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Hills,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+Dragon Sim Online: Be A Dragon,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+DramaFever: Stream Asian Drama Shows & Movies,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,I think game prototype draw stick man epic,Negative,-0.15000000000000002,0.4
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw A Stickman,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,Addictive What think game OK. At first fun gets boring hard stop playing it. I totally respect people say boring fun,Negative,-0.13416666666666668,0.5825
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw In,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,OMG WHO IS THE OWNER OF THIS GAME ?!?!? WELL WHOEVER IT IS U HAVE PROBLEMS THIS GAME SUCKS!!!,Negative,-0.5369791666666667,0.3666666666666667
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,This stupid keeps blacking part drawing,Negative,-0.7999999999999999,1.0
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw Your Game,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,Pretty good stick man game (no offense) usually stick man games crappy graphics game play experience like stick games keep good work,Positive,0.09999999999999998,0.5416666666666666
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw a Stickman: EPIC 2,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Draw.ly - Color by Number Pixel Art Coloring,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing Clothes Fashion Ideas,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,Encouraged daughter draw easy follow guide lines. Good selection colours. Graphics good enough 2 year old.,Positive,0.38666666666666666,0.5466666666666667
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Drawing for Kids Learning Games for Toddlers age 3,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,"Extremely addictive, good game pass time with. But correct following: 1. coach jubilates opponent team score. 2. Need World Cup tournaments. 3. Centre referee linesmen must twins. 4. Some ""unpopular players"" identical looks etc",Positive,0.07499999999999998,0.5
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,"I'm using oneplus 5 whenever I play game match there's always lag, lag lag. I close game open game run normal sometimes LAGS. Solve problem please. This always frustate I can't play game properly. Please humble request solve issue.",Negative,-0.20625000000000002,0.40625
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,Great graphics really addictive fun play.But small changes needed like I right handed person I can't drive players right hand drive option change position.some times shoot pass options works.so little control problem super game.,Positive,0.12969576719576714,0.5431216931216931
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+Dream League Soccer 2018,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamMapper,nan,nan,nan,nan
+DreamTrips,nan,nan,nan,nan
+DreamTrips,nan,nan,nan,nan
+DreamTrips,nan,nan,nan,nan
+DreamTrips,nan,nan,nan,nan
+DreamTrips,nan,nan,nan,nan
+DreamTrips,nan,nan,nan,nan
+DreamTrips,I'm grateful booking engine dreamtrips. I've already booked trip lowest costs. All thanks dreamtrips. Wanna dreamtrips? Do hesitate contact via email.,Positive,0.2,0.2
+DreamTrips,"This great app. I One book plane, hotel, dreamtrip, car rental, cruise comfort home. You basically travel agent. Brilliant WV",Positive,0.8500000000000001,0.875
+DreamTrips,Its slow rovia keeps going back disappointed guys u better,Negative,-0.1375,0.4125
+DreamTrips,Try get dreams trips Germany UK,Neutral,0.0,0.0
+DreamTrips,I cant open travelbook samsung handphone,Neutral,0.0,0.5
+DreamTrips,Best product ever. Make travelling easier stop travelling needs.Travelling champagne style beer prices!!!! Contact me!!!,Positive,1.0,0.3
+DreamTrips,This greatest.,Positive,1.0,1.0
+DreamTrips,The best eva able anything anytime... I jus love,Positive,0.6666666666666666,0.5083333333333333
+DreamTrips,Cant login,Neutral,0.0,0.0
+DreamTrips,TheOne™,Neutral,0.0,0.0
+DreamTrips,"Great app, best way travel!",Positive,0.9,0.525
+DreamTrips,Best I've ever used.keep up!!!,Positive,1.0,0.3
+DreamTrips,Needs improvement,Neutral,0.0,0.0
+DreamTrips,Amazing resource leisure activities,Positive,0.6000000000000001,0.9
+DreamTrips,Join dreamtrips best,Positive,1.0,0.3
+DreamTrips,It's good traveling,Positive,0.7,0.6000000000000001
+DreamTrips,It's bad,Negative,-0.6999999999999998,0.6666666666666666
+DreamTrips,"""brilliant.. simply brilliant!""",Positive,0.95,1.0
+DreamTrips,Love app!!!!,Positive,1.0,0.6
+DreamTrips,Best!!!,Positive,1.0,0.3
+DreamTrips,Great,Positive,0.8,0.75
+DreamTrips,I booked 3 dreamtrips whilst sitting hairdresser !! Love dreamtrips holidays great. The new site/app fantastic.. however screen wont refresh update regions quickly. Have log on. Can work fixing quicker way switch regions. Would love ticked box compare area also put together eliminate dreamtrips date overlaps jumping another. Love Love !,Positive,0.47433712121212124,0.6255681818181817
+DreamTrips,Getting connection error trying search airfare hotels. Not happy right now. No responded last review! Fix problem! What I paying dues for?!,Negative,-0.038095238095238106,0.5341269841269841
+DreamTrips,I pay members ship can't phone I always get connection problem. Try reload I nothing happens see important I'm get back .I s7 phone please help...,Positive,0.2,0.5
+DreamTrips,I love odd reason I keep getting connection error searching flights things. Needless say I can't book flights phone.,Negative,-0.055555555555555546,0.6166666666666667
+DreamTrips,Has helped change life many positive ways! The friends I've made world truly outstanding cherished. I absolutely LOVE DTLocal! I whenever I can. Thank WorldVentures!,Positive,0.5163352272727273,0.6301136363636364
+DreamTrips,"Useful I would like see improvements: 1) ability access online shopping experience, 2) ability access dreamtrip rewards, 3) ability see actual dreamtrips (or able go available dreamtrips) items put bucket list.",Positive,0.30000000000000004,0.28125
+DreamTrips,"The always loses connection, shuts randomly. Even updates smooth.",Negative,-0.13333333333333333,0.3666666666666667
+DreamTrips,"The navigation easy, product fun u find u looking quickly. Its stop shop travel arrangements",Positive,0.35555555555555557,0.5111111111111112
+DreamTrips,"Wish better search filters, solid platform booking vacations getaways",Positive,0.25,0.3
+DreamTrips,"It's slow android, needs update bad.",Negative,-0.49999999999999994,0.5333333333333333
+DreamTrips,Scam Alert Scam Alert Scam Alert company scam. Wouldn't honor price match. Still charging account canceling. Please join,Neutral,0.0,0.0
+DreamTrips,"I love best travel .find place dine , entertainment,spa earn points back travel much",Positive,0.425,0.27499999999999997
+DreamTrips,Testing beta flye card.,Neutral,0.0,0.0
+DreamWorks Friends,99c per character.. What rip,Neutral,0.0,0.0
+DreamWorks Friends,I hate slap friends I Shrek oh show please can't stuff,Negative,-0.8,0.9
+DreamWorks Friends,wheres game little kitten pls come back,Negative,-0.19583333333333333,0.3
+DreamWorks Friends,I hate thare trolls ;(,Negative,-0.8,0.9
+DreamWorks Friends,loading long sleelp loading hate,Negative,-0.42500000000000004,0.65
+DreamWorks Friends,"The characters looking nice cute, love game.",Positive,0.30000000000000004,0.75
+DreamWorks Friends,Oh Is My Favorite Character.,Positive,0.5,1.0
+DreamWorks Friends,My daughter loves this!,Neutral,0.0,0.0
+DreamWorks Friends,Spam,Neutral,0.0,0.0
+DreamWorks Friends,think discusting 2 characters pay 79p new rip,Positive,0.13636363636363635,0.45454545454545453
+DreamWorks Friends,It give full version,Positive,0.35,0.55
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,I think helps know DreamWorks characters,Neutral,0.0,0.0
+DreamWorks Friends,It's so......,Neutral,0.0,0.0
+DreamWorks Friends,"Good upfront cost Great three-year old, nicely animated, quality voices (Fox Sheep excel this) gets bit repetitive while. Not big fan hidden charges pertinent example easy ruin subsequently lose customer trust.",Positive,0.24629629629629632,0.4574074074074074
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,Ripoff Gave u two people pay rest arggh,Neutral,0.0,0.0
+DreamWorks Friends,Can't move 2 SD card Only problem can't move 2 SD card,Neutral,0.0,1.0
+DreamWorks Friends,Why close I give money,Neutral,0.0,0.0
+DreamWorks Friends,Good Kys,Positive,0.7,0.6000000000000001
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,Lame,Negative,-0.5,0.75
+DreamWorks Friends,I Loved My Favorite Character Is Toothless Dragon Because He Is A Baby adorable,Positive,0.5666666666666667,0.9333333333333332
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,My kids love My kids big fans good way keep entertained. No issues far!,Positive,0.33125,0.575
+DreamWorks Friends,My little girl wanted toothless pay get hated,Negative,-0.54375,0.6
+DreamWorks Friends,Amazing Lil sister loves thinks DreamWorks friends omg Adorbs,Positive,0.6000000000000001,0.9
+DreamWorks Friends,I pay money I gotta pay money everything else. I got Shrek I Shrek once.,Neutral,0.0,0.0
+DreamWorks Friends,Shrek I play game,Negative,-0.4,0.4
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,No boss baby fair add boss baby I install till deleted,Positive,0.7,0.9
+DreamWorks Friends,Really Do seriously pay,Negative,-0.3333333333333333,0.6666666666666666
+DreamWorks Friends,Can't open game!!. Hated it!!!!.,Negative,-0.5416666666666666,0.5333333333333333
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,Shrek & firend Shreck firend get ready day,Positive,0.2,0.5
+DreamWorks Friends,It's funny DreamWorks characters,Positive,0.25,1.0
+DreamWorks Friends,Not working! It bugs! Fix it!,Neutral,0.0,0.0
+DreamWorks Friends,I think game world record,Negative,-0.4,0.4
+DreamWorks Friends,Shrek ogre rated,Neutral,0.0,0.0
+DreamWorks Friends,99c per character.. What rip,Neutral,0.0,0.0
+DreamWorks Friends,I hate slap friends I Shrek oh show please can't stuff,Negative,-0.8,0.9
+DreamWorks Friends,wheres game little kitten pls come back,Negative,-0.19583333333333333,0.3
+DreamWorks Friends,I hate thare trolls ;(,Negative,-0.8,0.9
+DreamWorks Friends,loading long sleelp loading hate,Negative,-0.42500000000000004,0.65
+DreamWorks Friends,"The characters looking nice cute, love game.",Positive,0.30000000000000004,0.75
+DreamWorks Friends,Oh Is My Favorite Character.,Positive,0.5,1.0
+DreamWorks Friends,My daughter loves this!,Neutral,0.0,0.0
+DreamWorks Friends,Spam,Neutral,0.0,0.0
+DreamWorks Friends,think discusting 2 characters pay 79p new rip,Positive,0.13636363636363635,0.45454545454545453
+DreamWorks Friends,It give full version,Positive,0.35,0.55
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,I think helps know DreamWorks characters,Neutral,0.0,0.0
+DreamWorks Friends,It's so......,Neutral,0.0,0.0
+DreamWorks Friends,"Good upfront cost Great three-year old, nicely animated, quality voices (Fox Sheep excel this) gets bit repetitive while. Not big fan hidden charges pertinent example easy ruin subsequently lose customer trust.",Positive,0.24629629629629632,0.4574074074074074
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,Ripoff Gave u two people pay rest arggh,Neutral,0.0,0.0
+DreamWorks Friends,Can't move 2 SD card Only problem can't move 2 SD card,Neutral,0.0,1.0
+DreamWorks Friends,Why close I give money,Neutral,0.0,0.0
+DreamWorks Friends,Good Kys,Positive,0.7,0.6000000000000001
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,Lame,Negative,-0.5,0.75
+DreamWorks Friends,I Loved My Favorite Character Is Toothless Dragon Because He Is A Baby adorable,Positive,0.5666666666666667,0.9333333333333332
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,My kids love My kids big fans good way keep entertained. No issues far!,Positive,0.33125,0.575
+DreamWorks Friends,My little girl wanted toothless pay get hated,Negative,-0.54375,0.6
+DreamWorks Friends,Amazing Lil sister loves thinks DreamWorks friends omg Adorbs,Positive,0.6000000000000001,0.9
+DreamWorks Friends,I pay money I gotta pay money everything else. I got Shrek I Shrek once.,Neutral,0.0,0.0
+DreamWorks Friends,Shrek I play game,Negative,-0.4,0.4
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,No boss baby fair add boss baby I install till deleted,Positive,0.7,0.9
+DreamWorks Friends,Really Do seriously pay,Negative,-0.3333333333333333,0.6666666666666666
+DreamWorks Friends,Can't open game!!. Hated it!!!!.,Negative,-0.5416666666666666,0.5333333333333333
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,nan,nan,nan,nan
+DreamWorks Friends,Shrek & firend Shreck firend get ready day,Positive,0.2,0.5
+DreamWorks Friends,It's funny DreamWorks characters,Positive,0.25,1.0
+DreamWorks Friends,Not working! It bugs! Fix it!,Neutral,0.0,0.0
+DreamWorks Friends,I think game world record,Negative,-0.4,0.4
+DreamWorks Friends,Shrek ogre rated,Neutral,0.0,0.0
+Dresses Ideas & Fashions +3000,I've looked dress's I've got issue viewing collection !!!!!! You see dress . And that's . I want see top dress bottom item !!!! And I'd like see looks model completely head toe !,Positive,0.5625,0.45
+Dresses Ideas & Fashions +3000,The full show phone pls I need help open,Positive,0.175,0.525
+Dresses Ideas & Fashions +3000,Horrible & waste time sure!!!!,Negative,-0.06666666666666665,0.6296296296296297
+Dresses Ideas & Fashions +3000,"As soon I get Dress, sooner modle u .",Neutral,0.0,0.0
+Dresses Ideas & Fashions +3000,Just joined! But far looks great!,Positive,0.55,0.875
+Dresses Ideas & Fashions +3000,Thanks view,Positive,0.2,0.2
+Dresses Ideas & Fashions +3000,Perfect work,Positive,1.0,1.0
+Dresses Ideas & Fashions +3000,Loved,Positive,0.7,0.8
+Dresses Ideas & Fashions +3000,WE ARE LOOKING FOR MORE TRENDY AND CLASSY PIECES ON YOUR BLOCK,Positive,0.4000000000000001,0.7666666666666666
+Dresses Ideas & Fashions +3000,This truly amazing. Now easy pick dress wardrobe.,Positive,0.5166666666666667,0.8666666666666667
+Dresses Ideas & Fashions +3000,I want latest styles for2017 love styles,Positive,0.5,0.75
+Dresses Ideas & Fashions +3000,So good fasnable I love,Positive,0.6,0.6000000000000001
+Dresses Ideas & Fashions +3000,It's magnificent really addictive,Positive,0.5,0.95
+Dresses Ideas & Fashions +3000,Adam Rauf Rauf,Neutral,0.0,0.0
+Dresses Ideas & Fashions +3000,Good quality great,Positive,0.75,0.675
+Dresses Ideas & Fashions +3000,I think good,Positive,0.7,0.6000000000000001
+Dresses Ideas & Fashions +3000,It simple nice,Positive,0.3,0.6785714285714286
+Dresses Ideas & Fashions +3000,It good,Positive,0.7,0.6000000000000001
+Dresses Ideas & Fashions +3000,I really love,Positive,0.5,0.6
+Dresses Ideas & Fashions +3000,Dresses Well designed,Neutral,0.0,0.0
+Dresses Ideas & Fashions +3000,nan,nan,nan,nan
+Dresses Ideas & Fashions +3000,fun,Positive,0.3,0.2
+Dresses Ideas & Fashions +3000,Boots,Neutral,0.0,0.0
+Dresses Ideas & Fashions +3000,Okay,Positive,0.5,0.5
+Dresses Ideas & Fashions +3000,Ncy,Neutral,0.0,0.0
+Dresses Ideas & Fashions +3000,nan,nan,nan,nan
+Dresses Ideas & Fashions +3000,Lovely,Positive,0.5,0.75
+Dresses Ideas & Fashions +3000,Cool,Positive,0.35,0.65
+Dresses Ideas & Fashions +3000,Gorgeous,Positive,0.7,0.9
+Dresses Ideas & Fashions +3000,Good,Positive,0.7,0.6000000000000001
+Dresses Ideas & Fashions +3000,Beautiful. ...................,Positive,0.85,1.0
+Droid Zap by Motorola,"Great phone, tablet This nice quickly sharing pictures short videos mine wife's phones. However, work brand new Samsung Galaxy A tablet. I'm trying zap phone pictures tablet, tablet always reports I've entered wrong PIN, even though I entered exactly. And makes sense worked 4 days ago, suddenly stopped worked since.",Positive,0.2024621212121212,0.5818181818181818
+Droid Zap by Motorola,"Great App! If mean bad one! This clever idea able exchange photos two person group people, next other, right spot! It's simple version sending photos messaging email, much faster way!",Positive,0.0961309523809524,0.5030357142857143
+Droid Zap by Motorola,"Used work Loved zap getting new phone, I keep getting error can't connect. It's weeks. Tried uninstalling, reinstalling, phone date. I can't find answers anywhere fix either. So bummed 5star worked",Positive,0.41818181818181815,0.6272727272727273
+Droid Zap by Motorola,"Droid Turbo 2 The install, error 505 bs. It's I troubles even yesterday's software update 24.14.16",Neutral,0.0,0.0
+Droid Zap by Motorola,Was great update removed I Zap used regularly share pics family. Absolutely loved it. Came pre-installed Droid Turbo 2. The last update removed fails. Way go!,Positive,0.175,0.39871794871794874
+Droid Zap by Motorola,"How uninstall unwanted Apps. On phone goto SETTINGS. Click APPS Slide ALL Scroll DROID ZAP Click & open DROID ZAP Click CLEAR DATA Click FORCE STOP Un-check SHOW NOTIFICATIONS Click DISABLE Now longer using vital storage space... It's easy want restored, move ALL DISABLED want reinstall Enable come back take storage space.",Positive,0.07222222222222222,0.40277777777777773
+Droid Zap by Motorola,Used love it! Had since came out. Got droid turbo 2 install it. Installed fine wife's Galaxy S6. You would think Motorola could installed Motorola phone. Fix I install it.,Positive,0.5208333333333334,0.55
+Droid Zap by Motorola,This Taser awesome! I even know could taser! Hell yeah! Why day couple Chinese Pinyin part Google tried steal pipe I zapped 'em straight back railroad app.,Positive,0.3,0.35
+Droid Zap by Motorola,"YOU PEOPLE ARE CROOKS, FORCING KIDS TO MAKE A ACCOUNT TO YOU, EVEN THOUGH THEY ARE UNDER 18! THEY CAN'T USE THEIR PHONE NUMBER TO ACTIVATE THIS DARN APP. THEY HAVE TO REGISTER, EVEN THOUGH THEY ARE PART OF THE SAME ACCOUNT! IT'S NOT JUST KIDS, BUT ANYONE ON THE SAME ACCOUNT.",Neutral,0.0,0.125
+Droid Zap by Motorola,"Won't install turbo 2!!!! Very frustrating I can't get install phone. I've used past, install, I keep getting error code: -505",Negative,-0.385,0.625
+Droid Zap by Motorola,"Worse useless junk Not useless, impossible get rid it. I've uninstalled updates, emptied caches, deactivated notifications, etc. within hours, re-updates fully re-installs. Pernicious",Negative,-0.32916666666666666,0.5
+Droid Zap by Motorola,"Super easy great way share I honestly know people downvote app. Its slim works really well. You install phone makes photo sharing very, easy.",Positive,0.48833333333333334,0.725
+Droid Zap by Motorola,"Maybe day I'll find someone else app… …but then, Moto bloatware I can't get rid of. And no, disabling NOT magically make stop taking space. It's still there, load re-enable it. It seems like completely unnecessary thing Android phone NFC, Bluetooth Wi-Fi Direct tap phones transfer anything.",Negative,-0.18333333333333335,0.7666666666666666
+Droid Zap by Motorola,"Shut bloatware Everyone complaining bloatware idiot. All manufacturers put extra software phone cannot delete, them. Even Google puts bloatware Nexus. Why pre-install camera Web browser? That's considered bloatware prefer use. This great tool low security picture sharing. This like Bump apps. NFC WiFi direct turned on, software adds demand function much battery.",Positive,0.05000000000000001,0.42500000000000004
+Droid Zap by Motorola,"Don't know I hate Just got Droid Turbo tried keeps saying ""cannot connect, try later"" - useless",Negative,-0.43333333333333335,0.3666666666666667
+Droid Zap by Motorola,Am unable install new Moto Z. Error code 505. Had old Droid loved it. I need it! Please fix ASAP.,Positive,0.15284090909090908,0.48863636363636365
+Droid Zap by Motorola,Can someone please help I know app. On phone I able figure remove yet,Positive,0.5,0.625
+Droid Zap by Motorola,Wrong pin? Says wrong four digit code every time every zap Samsung Galaxy tab give stars works,Negative,-0.5,0.9
+Droid Zap by Motorola,"After Marshmallow Update After latest software update Marshmallow, longer works. I sent email Motorola even care respond. Maybe Motorola longer company me.Update, Google play connected Motorola's Technical Support said they'd call back. It 3 days, call.",Positive,0.16666666666666666,0.3333333333333333
+Droid Zap by Motorola,"Location requirement bs Requires location, extreme privacy issues. Stay away.",Negative,-0.125,1.0
+Droid Zap by Motorola,Did anyone ever think....... About ramifications someone wanted get info phone would undercover cops friends trying steal phone numbers hackers trying get personal info would way phone,Neutral,0.0,0.3
+Droid Zap by Motorola,"Won't install, droid turbo 2 Was pre-installed, unable find since updating. When tried install keep getting error code 505. Please fix. If longer compatible please indicate",Negative,-0.5,0.5
+Droid Zap by Motorola,"Unwanted bloatware Another App unwanted, unneeded installed automatically manually uninstalled.",Neutral,0.0,0.0
+Droid Zap by Motorola,Need I personally need share photos others stuff. If I I sorry it. I thought I deactivated it. Who slings anything 1000 ft away?,Negative,-0.25,0.65
+Droid Zap by Motorola,Choices removed When I want phone I'll put let take bullshit,Neutral,0.0,0.0
+Droid Zap by Motorola,Continuously giving error. Unable connect time. Try later.,Negative,-0.25,0.25
+Droid Zap by Motorola,"Can't delete, uninstall, disable!!! Motorola responded person saying could disable. However, u disable settings asks want replace factory version? There's way around BS use. Not mention take lot space. How aggravating!!!!! Ugh",Neutral,0.0,0.0
+Droid Zap by Motorola,Great family! Totally addicted. Clean Material UI. No problems far. Fun family close friends!,Positive,0.28833333333333333,0.6500000000000001
+Droid Zap by Motorola,Used available Cannot Turbo 2. Sad since family members Motorola phones.,Negative,-0.04999999999999999,0.7
+Droid Zap by Motorola,"Awkward & Difficult Only ""sort of"" works. Slow, easy send pic cannot access profile.",Negative,-0.19333333333333336,0.8466666666666667
+Droid Zap by Motorola,Worst Its useless I wanna get rid reinstalled again.,Negative,-0.75,0.6
+Droid Zap by Motorola,Meer Sagheer Mahoto Shtup About Bloatware. Everyone complaining bloatware idiot.,Negative,-0.8,0.8
+Droid Zap by Motorola,"Space waster Not useful, need default share pictures...",Negative,-0.15,0.0
+Droid Zap by Motorola,Useless phones come NFC totally unnecessary.,Negative,-0.45,0.55
+Droid Zap by Motorola,Crashes Keeps crashing Galaxy S7. Uninstalled reinstalled still crashed.,Neutral,0.0,0.0
+Droid Zap by Motorola,"Bloatware, yet another can't remove",Neutral,0.0,0.0
+Droid Zap by Motorola,Useless Don't know get rid,Negative,-0.5,0.2
+Droid Zap by Motorola,"Love Came preinstalled Motorola, I friends install Samsung phones worked great.",Positive,0.65,0.675
+Droid Zap by Motorola,Fun You can't make good game expect people keep playing impossible win,Positive,0.14666666666666667,0.52
+Droid Zap by Motorola,Makes sense Does work,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,I know many people giving bad reviews. Saying fake real app. It either things. Its called Droid Admin ADVICE. And thats exactly does. Gives advice.,Negative,-0.04999999999999997,0.5433333333333333
+DroidAdmin for Android - Advice,"So many pop ups install. I hope works well. I writing review let past page, unless I do. Ugh",Positive,0.125,0.375
+DroidAdmin for Android - Advice,Fake download! Not real removed,Negative,-0.3625,0.65
+DroidAdmin for Android - Advice,Terrible kept telling connect internet..I connected!! Don't bother,Negative,-1.0,1.0
+DroidAdmin for Android - Advice,"Asks hyperlink above, hyperlink! Don't know I'm missing app. I Gave up. Uninstalled.",Negative,-0.1,0.07500000000000001
+DroidAdmin for Android - Advice,Worst forces provide review continue,Negative,-1.0,1.0
+DroidAdmin for Android - Advice,Fake real,Negative,-0.15,0.65
+DroidAdmin for Android - Advice,"Im writing cause I too, still havent able it.",Positive,0.5,0.625
+DroidAdmin for Android - Advice,Stop giving bad review,Negative,-0.6999999999999998,0.6666666666666666
+DroidAdmin for Android - Advice,Stop naming using icons connected popular people assume loading,Positive,0.6,0.9
+DroidAdmin for Android - Advice,This fake,Negative,-0.5,1.0
+DroidAdmin for Android - Advice,nan,nan,nan,nan
+DroidAdmin for Android - Advice,Stuck ratings page...,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,Fake dont . Will give virus.,Negative,-0.5,1.0
+DroidAdmin for Android - Advice,It takes long open.,Negative,-0.025,0.45
+DroidAdmin for Android - Advice,In flight,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,Same every els,Neutral,0.0,0.125
+DroidAdmin for Android - Advice,Underwear goes inside pants,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,Read tell u,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,Hopeless nothing,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,Multiple ads!!!!,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,Not sure works letting put codes,Negative,-0.25,0.8888888888888888
+DroidAdmin for Android - Advice,"Clickbait ads, nothing more. Don't waste time...",Positive,0.15,0.25
+DroidAdmin for Android - Advice,Its good,Positive,0.7,0.6000000000000001
+DroidAdmin for Android - Advice,Like APK.,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,Yes like star,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,Best far,Positive,0.55,0.65
+DroidAdmin for Android - Advice,Yay!!!,Neutral,0.0,0.0
+DroidAdmin for Android - Advice,One best I've come across thanks,Positive,0.6,0.25
+DroidAdmin for Android - Advice,Having work with looks brilliant,Positive,0.9,1.0
+DroidAdmin for Android - Advice,Great far,Positive,0.45,0.875
+DroidAdmin for Android - Advice,It ok,Positive,0.5,0.5
+DroidAdmin for Android - Advice,It sucks,Negative,-0.3,0.3
+DroidAdmin for Android - Advice,Super apk,Positive,0.3333333333333333,0.6666666666666666
+DroidAdmin for Android - Advice,It's cool,Positive,0.35,0.65
+DroidAdmin for Android - Advice,"Great ,does says ...",Positive,0.8,0.75
+DroidAdmin for Android - Advice,It's good,Positive,0.7,0.6000000000000001
+DroidAdmin for Android - Advice,It's great,Positive,0.8,0.75
+DroidAdmin for Android - Advice,One word brilliant,Positive,0.9,1.0
+DroidAdmin for Android - Advice,Brilliant,Positive,0.9,1.0
+Dropbox,Could what's new box actually tell us what's new??!!,Positive,0.11647727272727271,0.33636363636363636
+Dropbox,dhd,Neutral,0.0,0.0
+Dropbox,Best,Positive,1.0,0.3
+Dropbox,Useless app.. Hard data Dropbox slow speed 4gb free storage.... App. Is hanged delete folder it.. App. Do meet spec of. 2018.. Google drive far better fast dropbox,Positive,0.015476190476190461,0.5773809523809523
+Dropbox,"I like Dropbox. I computer Android. phone means I'm seeking convenience. However, allows share folder file. Every time I press share, hangs automatically quits. Please fix.",Neutral,0.0,0.0
+Dropbox,crashes every time I try manually upload images videos within app. I upload photos Samsung g gallery using Dropbox sharing function. Videos upload phone. I'm paying storage I can't :(,Negative,-0.75,1.0
+Dropbox,Nice ever.. Why many people understand permission asked app? They deny think need feature.,Positive,0.55,0.75
+Dropbox,"Videos crash halfway, much UI, can't export entire folders phone storage apps. Only individual photos videos.",Positive,0.05,0.55625
+Dropbox,"The UI simple easy navigate. Only issue I have, Dropbox itself. I can't upload certain files. Other new icon looks spiffy.",Positive,0.10983044733044733,0.598575036075036
+Dropbox,"They still fix bug I reported years ago, Excel viewer shows dates American format",Neutral,0.0,0.0
+Dropbox,"Every 4 5 times I open it, starts slow eventually crashes. Please fix",Negative,-0.15000000000000002,0.44999999999999996
+Dropbox,Love automatically sync Dropbox account. It sad though support syncing old Mac OS anymore.,Positive,0.03333333333333333,0.6
+Dropbox,I love app. Fits perfectly everything I do. It's especially useful syncing & storing work fi,Positive,0.7000000000000001,0.5333333333333333
+Dropbox,"Idiotic app, keep hanging takes much space phone",Negative,-0.2333333333333333,0.5166666666666667
+Dropbox,Well I going explore dropbox understand I it.... learning curve I stay subscribed monthly subscription fee necessity!,Neutral,0.0,0.0
+Dropbox,Good maybe good storage free try like 5gb,Positive,0.6,0.6666666666666666
+Dropbox,I prefer Dropbox one-note day. Great,Positive,0.8,0.75
+Dropbox,nan,nan,nan,nan
+Dropbox,Dropbox fast google drive slow work Dropbox fast uploading free 2gb upgrade 8gb,Positive,0.125,0.6000000000000001
+Dropbox,Great place store hentai... I-I mean family photos!!,Positive,0.15585937500000002,0.71875
+Dropbox,nan,nan,nan,nan
+Dropbox,Installed It still able keeps crashing I try open,Positive,0.25,0.5625
+Dropbox,It's good problems links sharing PDF,Positive,0.7,0.6000000000000001
+Dropbox,I able sign why?,Positive,0.5,0.625
+Dropbox,Does SD card. Shame...,Neutral,0.0,0.0
+Dropbox,My got deleted sudden,Neutral,0.0,0.5
+Dropbox,Excellent working great elegant,Positive,0.7666666666666666,0.9166666666666666
+Dropbox,I think convenient,Neutral,0.0,0.0
+Dropbox,Better mobile cloud ever!,Positive,0.625,0.5
+Dropbox,It suck much data space does.,Positive,0.2,0.2
+Dropbox,Why picture seen offline,Neutral,0.0,0.0
+Dropbox,Works I need work,Neutral,0.0,0.0
+Dropbox,Google save everything free,Positive,0.4,0.8
+Dropbox,It run even offline,Neutral,0.0,0.0
+Dropbox,"It's great Dropbox you, need wait view send document...",Positive,0.8,0.75
+Dropbox,A useful Application,Positive,0.3,0.0
+Dropbox,Very nice,Positive,0.78,1.0
+Dropbox,Very handy efficient backup used alongside Google Drive never lose anything,Positive,0.78,1.0
+Dropbox,"Get app, little space, at least 25 GB...",Negative,-0.24375,0.45
+Dropbox,keeps crashing,Neutral,0.0,0.0
+Dropbox,Could what's new box actually tell us what's new??!!,Positive,0.11647727272727271,0.33636363636363636
+Dropbox,dhd,Neutral,0.0,0.0
+Dropbox,Best,Positive,1.0,0.3
+Dropbox,Useless app.. Hard data Dropbox slow speed 4gb free storage.... App. Is hanged delete folder it.. App. Do meet spec of. 2018.. Google drive far better fast dropbox,Positive,0.015476190476190461,0.5773809523809523
+Dropbox,"I like Dropbox. I computer Android. phone means I'm seeking convenience. However, allows share folder file. Every time I press share, hangs automatically quits. Please fix.",Neutral,0.0,0.0
+Dropbox,crashes every time I try manually upload images videos within app. I upload photos Samsung g gallery using Dropbox sharing function. Videos upload phone. I'm paying storage I can't :(,Negative,-0.75,1.0
+Dropbox,Nice ever.. Why many people understand permission asked app? They deny think need feature.,Positive,0.55,0.75
+Dropbox,"Videos crash halfway, much UI, can't export entire folders phone storage apps. Only individual photos videos.",Positive,0.05,0.55625
+Dropbox,"The UI simple easy navigate. Only issue I have, Dropbox itself. I can't upload certain files. Other new icon looks spiffy.",Positive,0.10983044733044733,0.598575036075036
+Dropbox,"They still fix bug I reported years ago, Excel viewer shows dates American format",Neutral,0.0,0.0
+Dropbox,"Every 4 5 times I open it, starts slow eventually crashes. Please fix",Negative,-0.15000000000000002,0.44999999999999996
+Dropbox,Love automatically sync Dropbox account. It sad though support syncing old Mac OS anymore.,Positive,0.03333333333333333,0.6
+Dropbox,I love app. Fits perfectly everything I do. It's especially useful syncing & storing work fi,Positive,0.7000000000000001,0.5333333333333333
+Dropbox,"Idiotic app, keep hanging takes much space phone",Negative,-0.2333333333333333,0.5166666666666667
+Dropbox,Well I going explore dropbox understand I it.... learning curve I stay subscribed monthly subscription fee necessity!,Neutral,0.0,0.0
+Dropbox,Good maybe good storage free try like 5gb,Positive,0.6,0.6666666666666666
+Dropbox,I prefer Dropbox one-note day. Great,Positive,0.8,0.75
+Dropbox,nan,nan,nan,nan
+Dropbox,Dropbox fast google drive slow work Dropbox fast uploading free 2gb upgrade 8gb,Positive,0.125,0.6000000000000001
+Dropbox,Great place store hentai... I-I mean family photos!!,Positive,0.15585937500000002,0.71875
+Dropbox,nan,nan,nan,nan
+Dropbox,Installed It still able keeps crashing I try open,Positive,0.25,0.5625
+Dropbox,It's good problems links sharing PDF,Positive,0.7,0.6000000000000001
+Dropbox,Does SD card. Shame...,Neutral,0.0,0.0
+Dropbox,My got deleted sudden,Neutral,0.0,0.5
+Dropbox,Excellent working great elegant,Positive,0.7666666666666666,0.9166666666666666
+Dropbox,I think convenient,Neutral,0.0,0.0
+Dropbox,Better mobile cloud ever!,Positive,0.625,0.5
+Dropbox,It suck much data space does.,Positive,0.2,0.2
+Dropbox,Why picture seen offline,Neutral,0.0,0.0
+Dropbox,I able sign why?,Positive,0.5,0.625
+Dropbox,Works I need work,Neutral,0.0,0.0
+Dropbox,Google save everything free,Positive,0.4,0.8
+Dropbox,It run even offline,Neutral,0.0,0.0
+Dropbox,"It's great Dropbox you, need wait view send document...",Positive,0.8,0.75
+Dropbox,A useful Application,Positive,0.3,0.0
+Dropbox,Very nice,Positive,0.78,1.0
+Dropbox,Very handy efficient backup used alongside Google Drive never lose anything,Positive,0.78,1.0
+Dropbox,"Get app, little space, at least 25 GB...",Negative,-0.24375,0.45
+Dropbox,keeps crashing,Neutral,0.0,0.0
+Drugs.com Medication Guide,"This let's create profiles several people. In profile enter pharmaceutical counter medications dosage allergies. It let know interactions, warnings, side effects. Most importantly, print list wallet, post refrigerator first responders take doctors office hospital you. It literally save life.",Positive,0.2875,0.4583333333333333
+Drugs.com Medication Guide,"The ability get info different levels pleasant surprise, though been, professional site aware kind info must available people walks life. The change I would wish see is: Professional scrutiny advice people are, well, wrong. In order prevent passing along false ""Dope Lore"".",Positive,0.14259259259259255,0.5351851851851852
+Drugs.com Medication Guide,"Very handy phone. It's easy provides clear understandable information. I like drug interactions checker, especially dr. prescribes something new. Just reading side effects sometimes gives question ask dr and/or pharmacist. I highly recommend app.",Positive,0.2682828282828283,0.7018686868686869
+Drugs.com Medication Guide,"I want thank app. I've good issues past doctors caused seizures. I'm always using check meds treatment info side effects. You guys informative HIGHLY ACCURATE meds I've ever looked up, EXTREMELY, EASY understand. ""AGAIN THANK YOU",Positive,0.24666666666666667,0.4633333333333334
+Drugs.com Medication Guide,"As physician, far easier like MIMs Epocrate filled pointless updates, features that's relevant drug dosage referrence. Keep good work, please include reliable sources like JAMA, NEJM, Lancets, etc. support infos, Thanks",Positive,0.25833333333333336,0.6833333333333332
+Drugs.com Medication Guide,This awesome guide kids bipolar disorder. It's helped know medicines takes took safe disorder. It's sad I keep child safe Drs research especially children.,Positive,0.3,0.8
+Drugs.com Medication Guide,"Quite useful application. I taking lot drugs condition. This helps identify one, benefits, interactions dosages available. I hate cutting pills smaller dose available. I intend doctor reduce pills thus reducing interactions.",Negative,-0.05000000000000001,0.5166666666666667
+Drugs.com Medication Guide,"GREAT &VERY USEFUL APP. Pill identifier accurate immediate. Great pills pill case find loose (not prescription bottle) accurately identify pill tablet seconds imprint letter +/or number, color shape!",Positive,0.46884615384615386,0.505982905982906
+Drugs.com Medication Guide,"I never thought I would much I have, medical field I able double check meds interactions reactions meds. But also others, I using app. now.",Positive,0.175,0.20625
+Drugs.com Medication Guide,This great! I found I needed within 2 mins. I checked SEVERAL become seriously frustrated! Great THANK YOU!,Positive,0.28125,0.425
+Drugs.com Medication Guide,A lot times prescribed medications rather I subscribed medications I like check example side effects addictive things like helpful I appreciate guys thank helpful I sometimes I find medication mother know kids know something take allows check I really appreciate guys,Positive,0.1,0.55
+Drugs.com Medication Guide,"Anytime I need look pill rare happenes time time generics using days Roxicet Dilaudid chew alprazolam ( I mean too, chew Lol), I open 99.9% time fails not.",Positive,0.057500000000000016,0.6174999999999999
+Drugs.com Medication Guide,nan,nan,nan,nan
+Drugs.com Medication Guide,"An easy app. Tons options, reminders, drug interactions. I realize could fit much data single app.",Positive,0.2404761904761905,0.4119047619047619
+Drugs.com Medication Guide,I'm afraid take medicine really helpful good time make effort get better understanding I taking work fact I lot health issues personal health lot deal it.,Positive,0.16,0.5
+Drugs.com Medication Guide,"Excellent app- information drugs, interactions drugs, notifications new drug warnings find pretty much drug planet.",Positive,0.39659090909090905,0.6636363636363637
+Drugs.com Medication Guide,"As person Stage 4 Prostate Cancer COPD, I take incredible amount diverse medications - Accidentally found Aetna longer supported - Fantastic!!!",Positive,0.840625,0.9
+Drugs.com Medication Guide,I go get info needed without interruption ads detours. It perfect needs,Positive,1.0,1.0
+Drugs.com Medication Guide,I greatly appreciate App! It handy I go Dr & I hand phone w/the open easily see meds I'm on. Love App!!,Positive,0.5629166666666666,0.7166666666666667
+Drugs.com Medication Guide,The ability keep list meds I access print time invaluable. And fact automatically checks meds interactions automatically I add new list fantastic.,Positive,0.2681818181818182,0.6772727272727272
+Drugs.com Medication Guide,It helped doctors give meds conflict meds I taking.,Neutral,0.0,0.0
+Drugs.com Medication Guide,This helped identify lot medication gets mixed others,Neutral,0.0,0.25
+Drugs.com Medication Guide,It helps know ahead time cannot take even herbs avoid bad drug reaction save life,Negative,-0.6999999999999998,0.6666666666666666
+Drugs.com Medication Guide,Waste. I tried search 50 medicine names found nothing data base. Not even suggested salts. Totally waste application. Need increase data.,Negative,-0.39999999999999997,0.3333333333333333
+Drugs.com Medication Guide,"Excellent app, useful finding benefits, side effects, warnings. Written easy understand language, Includes pricing estimates availability generic alternatives. Reasonable ads.",Positive,0.38666666666666666,0.4866666666666667
+Drugs.com Medication Guide,"When look pill reminder app, I shows iTunes. I WILL NEVER USE ANY APPLE PRODUCTS. I really pissed I can't get Google Play Amazon.",Positive,0.2,0.2
+Drugs.com Medication Guide,It helps lot prescriptions I know they're giving,Neutral,0.0,0.0
+Drugs.com Medication Guide,"Really helped understanding interactions drugs, researching new ones also less side effects interactions. Highly recommended!",Positive,0.09242424242424244,0.3153030303030303
+Drugs.com Medication Guide,I work medico/legal death investigator. I used candy bowls full assorted meds identify individual pills. I also check interactions keep track medications. Nifty little app.,Positive,0.05416666666666666,0.4833333333333334
+Drugs.com Medication Guide,Very easy & extremely helpful. I recommended several people & quite often personal & professional reasons. A great resource!!,Positive,0.2563888888888889,0.525
+Drugs.com Medication Guide,Don't know Pill You have? This tell everything right pictures,Positive,0.2857142857142857,0.5357142857142857
+Drugs.com Medication Guide,Its life saver celiacs food drug allergies,Neutral,0.0,0.0
+Drugs.com Medication Guide,Love drug interactions feature. Even doctors aware drug interactions.,Positive,0.375,0.425
+Drugs.com Medication Guide,"Great helpful id, side effects, containdications, etc. Thanks",Positive,0.5,0.475
+Drugs.com Medication Guide,"Other fact I 2 functions (all I really need, I 4 stars) intended",Positive,0.037500000000000006,0.2875
+Drugs.com Medication Guide,I love app. It way user friendly tells everything meds. This bomb. Thank,Positive,0.4375,0.55
+Drugs.com Medication Guide,Perfect tracking medications. The ability build medication profiles others great. Also able search identify pills,Positive,0.7666666666666666,0.7916666666666666
+Drugs.com Medication Guide,I love app! It makes feel comfortable knowing I check medications complete list handy I need one.,Positive,0.43125,0.6749999999999999
+Drugs.com Medication Guide,Useful. I always doctor's office I fill paperwork asks prescriptions.,Positive,0.3,0.0
+Drugs.com Medication Guide,Better rest! Far successful identification pills based solely description it. Great help!,Positive,0.61875,0.8
+Dude Perfect 2,"This well thought game I love positive comments I finally figure way I need go first next shot easier get. Some shots really difficult, get right basket first. Anyway, I love challenge. Y'all got vote. BEST... Full Review",Positive,0.20524891774891774,0.5164862914862914
+Dude Perfect 2,"This game fun, seems like tons attempts get buy stuff. Plus can't get Panda character. But game awesome. I know Dude Perfect channel advertise iPhone, end say also available Android. I recommend game. It fun",Positive,0.225,0.5
+Dude Perfect 2,"This game good could better. I wish something basketball. Like tennis, football, something like that. Graphics good. This game addicting hard get past level 20 Facebook. So I'm stuck trying get enough stars get through. Good could better",Positive,0.17583333333333334,0.48916666666666664
+Dude Perfect 2,Had lower stars. You retry balls couple times figure levels. Then u play 1 level u wait energy. Same ole money pay play. Was ok higher levels. Now drives crazy. Good game though can't play much.,Positive,0.09285714285714285,0.46071428571428574
+Dude Perfect 2,"Ruined overuse ads, energy system. You put energy system trial error game. It's annoying getting close hard level run energy wait. You get small amount retries stage must energy get retries. Good concept, bad execution. I highly recommend.",Negative,-0.22595238095238096,0.5783333333333333
+Dude Perfect 2,"Firstly John J - I never paid cent play game I love game!! I able complete whole game 210 levels without paying dime! That's truly awesome! It challenging order advance I needed get 3 stars levels open next level free. Then course energy bar runs out, that's ok replenishes reasonable time. I would run instead paying money I would go check email, post Facebook long I'm back playing shots dude perfect 2!! So easy, cheap, challenging much fun friggin awesome completed level 3 stars!! I can't wait till next section opens see store us. Thanks.",Positive,0.25633333333333336,0.5316666666666666
+Dude Perfect 2,Actually games bad I would love log play play competitions everything else. But I can't game forces member Facebook order login. Well guess Facebook sucks! And going force Facebook suck too! Uninstalling. Buh bye.,Negative,-0.21374999999999997,0.4133333333333333
+Dude Perfect 2,"I know people complain another pay win game. I get it. The special characters earned time even necessary improve game play. They shoot different fancy balls collect still shoot same. This non pay-to-win game I've played phone ever. I love guys DP do. My son loves game well figuring mechanics fine. He's 5 YEARS OLD! I went ahead paid $10 dollars unlimited energy fair money enery deal I've seen google play. Most games charge $10 refill energy. The guys DP satisfy developers well I see design definitely say came real pay-to-win scams there. I'd give 10 stars I could great job guys DP developers creating game eat wallet super fun play. DUDES game PERFECT! ""Pound it, Noggin"" guys Dude Perfect!",Positive,0.20139751552795032,0.5310041407867494
+Dude Perfect 2,Would better could everything without Facebook cos sorta limits options people. Also could please get rid energy bar? That makes things hard. But like put actual voice it.,Positive,0.06944444444444443,0.38055555555555554
+Dude Perfect 2,"Awesome, addictive game! Now completed levels, nothing really keeping interest now. The mini games alone rewarding enough. Any news new levels?",Positive,0.19090909090909092,0.6363636363636364
+Dude Perfect 2,"Sometimes game frustrating get good it. I personally love game I recommend game every likes fun game.A special thanks dude perfect great game I love show to,I hope guys continue I'll keep watching it. THANK DUDES. FROM REILLY.",Positive,0.1813186813186813,0.5401098901098901
+Dude Perfect 2,I see playing home breaks work I'm waiting que pop wow. Overall awesome fun perfect amount difficultly keep coming back,Positive,0.27142857142857146,0.6
+Dude Perfect 2,Its hard find game that's boring them. Great game great team I love do. The game fun play without paying anything. Good controls good overall quality,Positive,0.10902777777777778,0.5201388888888889
+Dude Perfect 2,I love game awesome. Here's tips characters expensive story mode otherwise awesome. Miniclip keep working. I love games like 8 ball pool basketball stars. Just keep Freakin doin great. You need work otherwise great.,Positive,0.4625,0.725
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,"When I would play IPad glitched lot. The screen would go black certain spots sometimes hole thing, bombed out, game would freeze randomly more. I deleted downloaded nothing.Hopefully Phone better.",Positive,0.1295238095238095,0.4809523809523809
+Dude Perfect 2,Great game levels complicated but. Still amazing aka plz give infinite many I get ecru thing plz,Positive,0.2,0.71
+Dude Perfect 2,Good game wish sports like hockey football others. I also find energy idea annoying,Negative,-0.1666666666666667,0.6333333333333333
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,"Its good game though I little irritated me, low number energy bit long waiting time energy. But good game also challenging",Positive,0.10781249999999998,0.525
+Dude Perfect 2,Played 6 levels. Was fun. Spent time loading round back lobby actually playing. Uninstalled. Not going spend time watching black screen playing game.,Negative,-0.08095238095238096,0.23333333333333334
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,Awesome watch videos. There's thing I kind like game theres energy bar game amazing.Cody hit em pound Coby hit em noggin Gareth disco me.,Positive,0.20000000000000004,0.6749999999999999
+Dude Perfect 2,This game good oun self think good game best game love play This best game pad I love game oter games pad. And also yes seen shws liked bottle flipping oo way uave flipped bottle net basset ball iam largest fan your. Dude perfect 2is best game played history games I love game alot ♥♥♥♥♥♥♥♥,Positive,0.26111111111111107,0.4722222222222222
+Dude Perfect 2,Great game dont like idea energy bars. The energy bars run really quickly. Also wish could basketball,Positive,0.24444444444444446,0.5499999999999999
+Dude Perfect 2,"Very fun game, I big fan dude perfect, butt need ing certain amount stars move pain. Butt fun challenging",Positive,0.28632653061224494,0.5044897959183674
+Dude Perfect 2,It's really competitive fun. I love even tho get ridiculous around level 75 I Stubborn I'd quit give give coin cash bonuses,Positive,0.16666666666666669,0.5
+Dude Perfect 2,Crashes lot. When press play directs back home screen,Neutral,0.0,0.0
+Dude Perfect 2,It's good... What meant say best thing ever happened me. best thing ever happened pass time like dude perfect. Aka good game,Positive,0.6666666666666666,0.5333333333333333
+Dude Perfect 2,I thought this game boring I wrong. It cool game.,Negative,-0.38999999999999996,0.6699999999999999
+Dude Perfect 2,"Redo... not... craziest intense shots ever Dude Perfect! Skill practice required get 3-star rating challenge, lucky, might sink shot without even trying! Great graphics, sweet sound effects, addicting gameplay, even completion cheers favorite DP stars round game funnest... also hardest challenge game there. After rounds, might want reward nice big pizza, get DUDES! You might PERFECT!",Positive,0.32820512820512826,0.6871794871794872
+Dude Perfect 2,"It kind boring I give three see I guess bad I thought would I guess yeah id recomend it. Also forget subscribe dude perfect, logan paul vlogs, tanner braungardt, tanner fox, quake gaming tv.",Negative,-0.024999999999999967,0.8916666666666666
+Dude Perfect 2,"Really fun game. Just problem I know fix. The game says I full energy, I want play says I need energy play. Help!",Negative,-0.015625,0.3875
+Dude Perfect 2,Its entertaining challenging needs explain different levels better. I stuck level days didnt explain get passed.,Positive,0.375,0.7
+Dude Perfect 2,I loved power ups good. I like Tyler's beard .controls fine. I big fan DP love RC edition flippy edition .Awesome game,Positive,0.3194444444444444,0.5
+Dude Perfect 2,"I would really enjoy game would stop crashing every level. So I rate one, big sack sloppy dogs dicks.",Negative,-0.10416666666666667,0.4375
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,I knew game going hot guys seem make everything touch turn gold. It's amazing far whole crew come,Positive,0.15,0.71
+Dude Perfect 2,This game great I front page phone. Also without game I would happy. Another thing I would never found game Dude Perfect tell it. (Also I'm Dude perfect subscriber),Positive,0.34285714285714286,0.7071428571428571
+Dude Perfect 2,"Awesome game may frustrating barely miss shot, games fault. And satisfying see shot want make",Positive,0.15,0.6799999999999999
+Dude Perfect 2,"I really enjoyed game, thing I say I hate way need 'energy' play. I would really enjoying game would say' ran energy' I would wait really long, otherwise fantastic game",Negative,-0.08125000000000002,0.5875
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,I like game bc dude perfect related stupid game pay win game spend money get powerups need powerups beat levels unless want waste money,Negative,-0.049999999999999996,0.49999999999999994
+Dude Perfect 2,I messed the. question I love game I know answers,Positive,0.04999999999999999,0.5
+Dude Perfect 2,Way complicated. Gotta hit right I hope little money,Negative,-0.13392857142857142,0.6785714285714285
+Dude Perfect 2,It fun satisfying. You may mess little panda got back,Positive,0.0875,0.375
+Dude Perfect 2,Good game favorite YouTubers ever.... People make fun I like I care I love I gonna get game show matter,Positive,0.19999999999999996,0.5333333333333333
+Dude Perfect 2,"I really enjoy game however feels like pay fully enjoy lots paid content , adds exclusive offers. You also lose energy really quickly .",Positive,0.16666666666666666,0.38
+Dude Perfect 2,It ok.I liked it.I like buy lot stuff get new levels. But game good.Also shout Flamingkayne youtube.,Positive,0.11212121212121211,0.5515151515151516
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,Very addictive game. And I score 3 stars I try hard! that's good thing!,Positive,0.027604166666666652,0.6354166666666666
+Dude Perfect 2,I agree John J rubbish I rated 1 hope nice day,Positive,0.6,1.0
+Dude Perfect 2,"This game would make kids play 24/7 energy. That makes people play less. But I see thinking. Making game addictive would make players never wanting leave, therefore paying money unlimited energy bar, hard earn skins little amount money gave us. Cool game still.",Negative,-0.18697916666666664,0.4822916666666666
+Dude Perfect 2,Great game despite occasional crashes mid game. please fix problem.,Neutral,0.0,0.33499999999999996
+Dude Perfect 2,It great game sometimes I watch dude perfect best YouTube's ever.and really good trick shot's best part I get drum roll ok.but care's I still. Am going dudududududududududududududududu. Are ready no. Still I well tell really cool basketball's 23 25 24 26 27 28 29. Million,Positive,0.5812499999999999,0.5625
+Dude Perfect 2,Forcing get 3 star levels I get next stage...dude least give buffer..,Negative,-0.15,0.2
+Dude Perfect 2,Dude perfect 2 good time killer bored home. If haven't got game yet missing whole lot fun,Positive,0.1571428571428571,0.5214285714285715
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,"This creative game I ever see! If bored, play Dude Perfect 2 see much fun have!",Positive,0.175,0.72
+Dude Perfect 2,"Creative game test puzzles shoot baskets,but levels absolutely require using airstrike powerup move ,I'm level 193 impossible beat without 40 cash power up, daily lottery mini games win prizes luck.",Positive,0.07222222222222223,0.6166666666666666
+Dude Perfect 2,"Some levels fun easy, others fun frustrating, annoyingly frustrating! Love game, addicting",Positive,0.03333333333333334,0.5761904761904761
+Dude Perfect 2,The way gameplay monster legends Shadow fight 2 3 together. So basically loved :D,Positive,0.85,0.9
+Dude Perfect 2,Love dude perfect. I wish I could make video fidget spinner ping pong trickshots,Positive,0.75,0.8
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,Play win quickly possible enjoy playing free. If sick pay get levels,Positive,0.17714285714285716,0.7114285714285715
+Dude Perfect 2,This game good easy hard time problem though levels confusing I think hi option example option,Positive,0.02833333333333332,0.5549999999999999
+Dude Perfect 2,This fun game pass time. Some levels take little longer figure good challenges built in.,Positive,0.10312499999999998,0.42500000000000004
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,It absolutely terrible. I spent much money game went level 164 suddenly crashed I lost progress items I bought. DO NOT PLAY THIS GAME.,Negative,-0.2833333333333334,0.43333333333333335
+Dude Perfect 2,"It's pretty good. The graphics pretty good. Although, game exactly fun. When play level pass it, really feel accomplished.",Positive,0.275,0.5625
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,"Very fun game, nice graphics, balls way too! Expensive.",Positive,0.06,0.5900000000000001
+Dude Perfect 2,It's awesome Nice play boring basketball sports IAM biggest fan dude perfect (dp) I like Coby much team,Positive,0.36,0.8400000000000001
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,Loved game recently game lagging lot... When play game crashes automatically shuts game down... Please fix,Negative,-0.17592592592592596,0.44814814814814813
+Dude Perfect 2,One ridiculous money grabs I ever seen.,Negative,-0.3333333333333333,1.0
+Dude Perfect 2,I like game I love Ty Garrett Cody Cory Coby I want ask Coby win second battle I love Ty battles face I love Ty range monster like also I love anger beard Love dude perfect especially Panda Toby dangerous game. By Kunal india,Positive,0.16923076923076924,0.5615384615384615
+Dude Perfect 2,Oh gosh I love guys favorite YouTuber whole wide world I've watching 9 years means I've watching ever since I born best YouTuber whole wide world I say please tell way I've already subscribed oh God I love guys please friend Roblox means play game Roblox I've subscribed for.,Positive,0.25555555555555554,0.5
+Dude Perfect 2,I like YouTube videos game good. It takes long get energy bar. P.S. KEEP MAKING MORE STEREOTYPES & TRICK SHOTS☺,Positive,0.1875,0.475
+Dude Perfect 2,"I'm Mizo I going say English .I want see real face face want come Mizoram ,If come Mizoram OmI wait",Positive,0.1,0.15000000000000002
+Dude Perfect 2,It addicting sometime lag freeze u throw ball,Neutral,0.0,0.0
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,This perfect mobile device game reasons 1 u need WiFi play also overall structure game perfect lot levels u able unlock different stuff best game world,Positive,0.2555555555555556,0.5249999999999999
+Dude Perfect 2,I love dude perfect .I love 'real life trick shorts fidget spinner trick shots' more.and congratulate contact first 'sumo Battle'.and waiting new video.a nd want know inside panda.,Positive,0.4310606060606061,0.547979797979798
+Dude Perfect 2,It worst game I've ever played boring stupid. All levels super hard limited amount redos,Negative,-0.4613945578231292,0.6787414965986395
+Dude Perfect 2,This game people fun kill time. It making money us comments lies,Negative,-0.05000000000000002,0.30000000000000004
+Dude Perfect 2,All f******g time energy bars wasted literally that's worry actual game good waiting bars p****s watch video even work annoyingly s**t,Negative,-0.14000000000000004,0.4
+Dude Perfect 2,Very good game everything I go game mission come back ....I 4 level today I open game I start second fair ..........I 3 stars level .......dude perfect I'm big fan happening fan see ..,Positive,0.14099999999999996,0.44799999999999995
+Dude Perfect 2,I scammed u took £22 160 coins I thought u would give 16 mil u,Neutral,0.0,0.0
+Dude Perfect 2,Dude perfect games This nice game play bored. Its amazing. Miniclip awesome! Your welcome support miniclip!!,Positive,0.4714285714285715,0.8857142857142858
+Dude Perfect 2,Terrible game can't even bounce shots,Negative,-0.7,0.7
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,When I downloaded year ago I problems keeps freezing going home screen I tap play every 5 minutes,Neutral,0.0,0.0
+Dude Perfect 2,Over pretty good game tons levels graphics pretty good great game make games like would like dude perfect games like dude perfect love it✌out.,Positive,0.44000000000000006,0.735
+Dude Perfect 2,I like game.it adictive I idea maybe u guys update like u customise characters buying different shirts shoes.hair.beard.hat more.if u guys really u guys best.!:-),Positive,0.425,0.525
+Dude Perfect 2,nan,nan,nan,nan
+Dude Perfect 2,"Hello Everyone, I issue game, I can't connect Facebook game put Fb id password, there's option continue further. Please something it.",Negative,-0.26666666666666666,0.43333333333333335
+Dude Perfect 2,"I personally love dp game energy bottles hard get Facebook. Other that, game fun brain teaser. The game bad idea getting Dude Perfect rad.",Negative,-0.0574074074074074,0.5092592592592592
+Dumb Ways to Die 2: The Games,"I thought exiting game, reason many hard obstacle courses made challenging fun! It beautiful game name game ""Dumb Ways To Die"". But I still enjoy game, therefore I gave 5 stars.",Positive,0.03257575757575757,0.5310606060606061
+Dumb Ways to Die 2: The Games,Game would better weren't drowning users ads. Like really every time go something 30 sec ad attempts pathetic.,Negative,-0.16,0.54
+Dumb Ways to Die 2: The Games,This game amazing simple problem! TOO MANY ADS!!! You can't even play game without ad popping up. You definitely fix people stop playing,Positive,0.12942708333333336,0.5095238095238096
+Dumb Ways to Die 2: The Games,Great game spoiled way many ad interventions. You spend time waiting ads playing game. Greedy.,Positive,0.125,0.5125
+Dumb Ways to Die 2: The Games,"The lag awful, ads every 5 minutes, buggy, game bad. I wish I could give quarter star.",Negative,-0.6999999999999998,0.6888888888888888
+Dumb Ways to Die 2: The Games,"Way many ads, ridiculous. Shouldn't sit 30 second ad every retry. You made enough money first one, stop money thirsty. Uninstalled.",Positive,0.08333333333333334,0.4666666666666667
+Dumb Ways to Die 2: The Games,nan,nan,nan,nan
+Dumb Ways to Die 2: The Games,nan,nan,nan,nan
+Dumb Ways to Die 2: The Games,I would've gave 5 I keep getting glitch frozen get three deaths reason.,Neutral,0.0,0.0
+Dumb Ways to Die 2: The Games,Truth is... The 'too many ads' things people saying! Instead funny cool game!!,Positive,0.15000000000000002,0.6375
+Dumb Ways to Die 2: The Games,This update hard especially cellphone. This update hard play cellphone device. And also tap I cant understand tap river coffee scene. Ho I tap cross river coffee scene sometimes dosent decect whem I touch finger,Negative,-0.14583333333333334,0.5208333333333333
+Dumb Ways to Die 2: The Games,It's way fast give enough time respond,Positive,0.1,0.55
+Dumb Ways to Die 2: The Games,"Dumb waste time. Controls trash dont work half time, especially tilt controls. Way many ads makes game slow unresponsive.",Negative,-0.13452380952380952,0.42380952380952375
+Dumb Ways to Die 2: The Games,I tried installing game asks access bunch stuff like I'm giving access play game,Negative,-0.4,0.4
+Dumb Ways to Die 2: The Games,"Asks want Watch ad continue level , say no, force watch ad restart",Neutral,0.0,0.0
+Dumb Ways to Die 2: The Games,go map ad pops many times,Positive,0.5,0.5
+Dumb Ways to Die 2: The Games,The second iteration makes play updates superb!,Positive,0.5,0.5
+Dumb Ways to Die 2: The Games,All people dumb ways die 1 turned super heros.,Negative,-0.020833333333333343,0.5833333333333333
+Dumb Ways to Die 2: The Games,I want able see media photos etc...why?I hated,Negative,-0.2,0.6625
+Dumb Ways to Die 2: The Games,I think game fun I loved I like proofed,Positive,0.19999999999999996,0.46666666666666673
+Dumb Ways to Die 2: The Games,The game kept freezing died every single time I hate game,Negative,-0.4178571428571428,0.47857142857142854
+Dumb Ways to Die 2: The Games,Way many adds. Every time die add can't skip.,Positive,0.5,0.5
+Dumb Ways to Die 2: The Games,"I loved game, hard way, also fun. It's rare games keep coming back more, real time killer. All great game.",Positive,0.17083333333333334,0.4791666666666667
+Dumb Ways to Die 2: The Games,I understand changed Chinese,Neutral,0.0,0.0
+Dumb Ways to Die 2: The Games,Controls bad 30 second unskippable Ads every game,Negative,-0.36666666666666664,0.35555555555555557
+Dumb Ways to Die 2: The Games,It's nice game I liked game much!,Positive,0.12999999999999998,0.56
+Dumb Ways to Die 2: The Games,It hard fun us super fun,Positive,0.16041666666666665,0.4020833333333333
+Dumb Ways to Die 2: The Games,Add infested cant anything ads,Neutral,0.0,0.0
+Dumb Ways to Die 2: The Games,I think good levels impossible exaggeration,Positive,0.016666666666666663,0.8
+Dumb Ways to Die 2: The Games,TOO MANY ADS GET RID OF THEM,Positive,0.5,0.5
+Dumb Ways to Die 2: The Games,nan,nan,nan,nan
+Dumb Ways to Die 2: The Games,I think really cool game like bloody games alot rate 5 stars,Negative,-0.2833333333333334,0.65
+Dumb Ways to Die 2: The Games,It great way many ads would rate 5 star need stop putting many ads,Positive,0.6,0.5833333333333334
+Dumb Ways to Die 2: The Games,Is terrible many ad's,Negative,-0.25,0.75
+Dumb Ways to Die 2: The Games,I remember ads adds every time join every time die also ok I guess,Positive,0.5,0.5
+Dumb Ways to Die 2: The Games,TO MANY FRICKEN ADDS IDIOTS,Negative,-0.15000000000000002,0.65
+Dumb Ways to Die 2: The Games,The game stopped working!,Negative,-0.5,0.4
+Dumb Ways to Die 2: The Games,You good game,Positive,0.14999999999999997,0.5
+Dumb Ways to Die 2: The Games,The game good,Positive,0.14999999999999997,0.5
+Dumb Ways to Die 2: The Games,Vary fun game ! BUT WAY TO MUCH ADDS !! They need fix .,Positive,0.0375,0.26666666666666666
+Dungeon Hunter Champions: Epic Online Action RPG,"Full rigged. Pve, pvp, arena, drops, bosses, rigged. All make stupid people buy. Could great game turned crud. No real support proof message go unanswered like support tickets sent. Time add unfair pvp list YouTube..",Negative,-0.10714285714285714,0.6
+Dungeon Hunter Champions: Epic Online Action RPG,"Great game overall, optimization kinks need worked fatal flaw. I great internet game runs fine, 7 times 10 I watch advertisement double reward get reward says failed takes away DAILY number times could watch ads rewards AFTER ad completed exit it... Most often happens chest get per day watch ad.. Very frustrating sometimes. Also itd nice suffer epilleptic seizures everytime want run dungeon.",Positive,0.0958974358974359,0.43076923076923074
+Dungeon Hunter Champions: Epic Online Action RPG,"5 stars! Love game, I need support. I spend money game, bundles show shop, impossible watch videos anymore extra gold, daily video summon, etc. The option simply",Negative,-0.1380952380952381,0.40816326530612246
+Dungeon Hunter Champions: Epic Online Action RPG,"The 5 vs 5 matching system terrible. My rank worst (rank:320,000) yet still match newbie teammates. I kills death team really bad time! It whatever rank, players (including enemies) rank balance team case. Compare 5 vs 5 moba games really bad.",Negative,-0.8535714285714285,0.8619047619047621
+Dungeon Hunter Champions: Epic Online Action RPG,"Can't 5v5 keeps saying connection. Drops terrible, cannot get champions 3 stars.",Negative,-1.0,1.0
+Dungeon Hunter Champions: Epic Online Action RPG,"Stupid adds, fail chat invite system. Typical gameloft cant get small easy things right. Very sad big many games days. Should ashamed selves",Negative,-0.1275132275132275,0.5743386243386243
+Dungeon Hunter Champions: Epic Online Action RPG,"It's good game, play short time seriously overheats phone. Probably would rate higher I could actually play properly without worrying might melt hand! :D",Positive,0.15208333333333332,0.45833333333333337
+Dungeon Hunter Champions: Epic Online Action RPG,They first seemed supportive. And I feel like company rips players. I longer recommend game anyone 08/01/2018.,Positive,0.11666666666666665,0.5777777777777778
+Dungeon Hunter Champions: Epic Online Action RPG,Loading error watch add section.Also give double reward & sometimes reward boss fight.crashing major issue game.,Negative,-0.1125,0.3
+Dungeon Hunter Champions: Epic Online Action RPG,Could SW killer stupid UI cluttered heck cant rescaled frustrating,Negative,-0.6,0.95
+Dungeon Hunter Champions: Epic Online Action RPG,"I absolutely love playing game, really depth MOBA style game. The 5v5 really unique fun concept I've seen DHC. I really like feel like spend money enjoy game. The characters super cute, cool well designed. I highly recommend game!",Positive,0.11559523809523808,0.5111904761904763
+Dungeon Hunter Champions: Epic Online Action RPG,Devs need look upload. When u says early access version ur playing wrong region. This difficult fix New comers.,Negative,-0.19090909090909092,0.6636363636363637
+Dungeon Hunter Champions: Epic Online Action RPG,Terrible game mashed whole bunch different game types basics really buggy. Crashes periodically.,Negative,-0.23333333333333336,0.5
+Dungeon Hunter Champions: Epic Online Action RPG,I really enjoy games multiple characters customize An fuction personal army. Switching champs great good game far three hours in.,Positive,0.2285714285714286,0.5071428571428572
+Dungeon Hunter Champions: Epic Online Action RPG,Action Packed! This game lot offer. I love plot funny smart something really thought of. I want suggest u guys improve 5vs5 make smoother.,Positive,0.14821428571428572,0.4904761904761905
+Dungeon Hunter Champions: Epic Online Action RPG,"Game great alot potential gems cost play game control nowhere state free play players even people spend small amount, easily go through 50 dollars play 2 days refills",Positive,0.08333333333333334,0.6547619047619048
+Dungeon Hunter Champions: Epic Online Action RPG,"This game great sad part is, drain handset battery fast data used extremely fast too. It also wise play game using wi-fi else need pay extra data used.",Positive,0.075,0.59375
+Dungeon Hunter Champions: Epic Online Action RPG,I horrible problem installing press power button phone stops,Negative,-1.0,1.0
+Dungeon Hunter Champions: Epic Online Action RPG,This Jack enjoying game please fix bugs game e.g viewing hero collection kicks out. Thank,Negative,-0.10000000000000002,0.4666666666666666
+Dungeon Hunter Champions: Epic Online Action RPG,"I absolutely love finding games like these, slap face pay win games I thank producers SO SO SO much sponsored videos pay rather players pay, I love us poor really poor allows us play skill wallet easily favorite game thank much game.",Positive,0.10000000000000003,0.5333333333333334
+Dungeon Hunter Champions: Epic Online Action RPG,connection fail. much lag. im using octacore 4gb ram still lag. waste time,Negative,-0.16666666666666666,0.16666666666666666
+Dungeon Hunter Champions: Epic Online Action RPG,So many games like best ive tried. Graphics amazing clean game play smooth responsive much also exit game feature,Positive,0.2833333333333334,0.48750000000000004
+Dungeon Hunter Champions: Epic Online Action RPG,Keeps asking rate.... rating goes every time I write something,Neutral,0.0,0.0
+Dungeon Hunter Champions: Epic Online Action RPG,The network laggy. Too much disconnection,Positive,0.2,0.2
+Dungeon Hunter Champions: Epic Online Action RPG,"Game lot potential, amazing ideais mechanics, need work controls e stability, new content always bringing fun stuff...",Positive,0.1272727272727273,0.5909090909090909
+Dungeon Hunter Champions: Epic Online Action RPG,"Great game, rating, constantly popping even though I already rated ??",Positive,0.13333333333333333,0.4944444444444444
+Dungeon Hunter Champions: Epic Online Action RPG,This ok bec low graphic mode also lagging draining battery much higher,Positive,0.1875,0.42500000000000004
+Dungeon Hunter Champions: Epic Online Action RPG,"nice,good graphics & gameplay, lag & slow movement sometimes auto control 5vs5 even 4g/3g signal plz fix,in pve good",Positive,0.19999999999999996,0.5
+Dungeon Hunter Champions: Epic Online Action RPG,I've played mobile games last 2 years I think Camelot right track making great game last years. Just gotta give time,Positive,0.13714285714285718,0.3638095238095238
+Dungeon Hunter Champions: Epic Online Action RPG,Its amazing game really I know people hate best MOBA play store,Positive,0.12000000000000002,0.5399999999999999
+Dungeon Hunter Champions: Epic Online Action RPG,It's pretty fun. I like rpg concept combined moba game style,Positive,0.05000000000000001,0.5333333333333333
+Dungeon Hunter Champions: Epic Online Action RPG,Id give 5 star support team actually helped problems..,Neutral,0.0,0.1
+Dungeon Hunter Champions: Epic Online Action RPG,Way better way less boring summoners war.,Negative,-0.2222222222222222,0.5222222222222223
+Dungeon Hunter Champions: Epic Online Action RPG,Ok game super cool using rare discs get 3 star champions every time make easy get 5 star champions,Positive,0.25277777777777777,0.6583333333333333
+Dungeon Hunter Champions: Epic Online Action RPG,Fun weeks without getting nat 5 quit,Positive,0.3,0.2
+Dungeon Hunter Champions: Epic Online Action RPG,"Just take elements multiplayer , including moba , rpg , player collection , evolving , upgrading , pvp , boss raid add dungeon hunter element get",Neutral,0.0,0.0
+Dungeon Hunter Champions: Epic Online Action RPG,"Has bugs, I can't open collection screen check ascended champions really frustrating",Negative,-0.2,0.7
+Dungeon Hunter Champions: Epic Online Action RPG,Need fixing disconnected everytime.,Neutral,0.0,0.0
+Dungeon Hunter Champions: Epic Online Action RPG,"I really enjoy game, I've played since week i'm still fun!",Positive,0.125,0.3666666666666667
+Dungeon Hunter Champions: Epic Online Action RPG,Not aloud play put real age fair,Positive,0.44999999999999996,0.6000000000000001
+Dunkin' Donuts,"I'd give 5☆ many updates included customization many flavor shots I want coffee!!! Cream, liquid sugar & ice customization added, I totally customize coffee I On The Go ordering. When I'm running late 99.9% time I go without coffee I order major competitor bcuz I time go store. I love I able go inside bcuz perks worth it! But On The Go work yet. ☹",Positive,0.3267578125,0.521875
+Dunkin' Donuts,"I order say $8, would've say $5 thanks free drink coupon available. BUT card balance low cover order (say $6) let put order I recharged. Granted, I would've recharged eventually anyway. But I think I coupon cover balance. Point I believe coupons applied checkout payment applied. Other that, flawless.",Positive,0.3125,0.5125000000000001
+Dunkin' Donuts,Useful handy. Just wish would actually start order ready I get window. I love girl Marissa works there. She pleasant makes coffee perfectly. I always tell there. Things go smoothly there. You wish employees like her! Kyle TX location.,Positive,0.47916666666666663,0.5708333333333333
+Dunkin' Donuts,"New update definitely improved app! I've using since first released many bugs. Now I On Go ordering every week. Works perfect. I deals, order it, coffee ready waiting store! Saves much time",Positive,0.33376623376623377,0.4982683982683983
+Dunkin' Donuts,"This great consistently works, I dont sit window worrying it. I love able order ahead, definitely saved commutes. Only thing auto reload new card info I dont know why. Reloading card still couple clicks bother much. Thanks Dunkin!",Positive,0.3045454545454545,0.5474431818181819
+Dunkin' Donuts,"I loved newest update... I go dd 7 days week. With new update cant see balances. My free drink disapeared, keeps saving order order next day multiple items cart... Also spot add notes like whip cream top ice coffee want cant order go...go back old id give 5 stars",Positive,0.22954545454545455,0.34431818181818186
+Dunkin' Donuts,"It's easy super convenient. For REALLY specific like stuff, drag. We can't tell munchkins, NO ice, 3 coconut shots, toast muffin, mix coolatta flavors. But overall rocks! I never wait...and DD Brigham Circle Government Center! All hospitals, college students yuppies keep busy asf!",Positive,0.09523809523809523,0.2994047619047619
+Dunkin' Donuts,"This super easy makes appealing. I like ""im ready pick up"" feature. The free reward drinks unlike Starbucks kind sucks. The problem it'll freeze, log recognize card that's blue moon.",Positive,0.27083333333333337,0.575
+Dunkin' Donuts,"Use DD every single day! Order online right I walk door coffee sitting counter waiting I arrive. No waiting line. The bad thing order something online (specific donut, caramel flavoring, etc) know store arrive time order ready. Overall quick easy use. Time saver go!",Positive,0.07142857142857145,0.421875
+Dunkin' Donuts,"This makes life easy order up-front pick up. Perfect. Also, user friendly, every option super easy find. However, need fix 1 thing - I cannot find offers keeps saying ""location services found"", although I gave permissions location on. Please fix this.",Positive,0.44583333333333336,0.638888888888889
+Dunkin' Donuts,"I like improvements made update, fixed everything I wanted. This makes really easy get coffee go. I wish sort tipping option since never paying cash I always give cash anyway that's big deal.",Positive,0.17777777777777778,0.3777777777777778
+Dunkin' Donuts,nan,nan,nan,nan
+Dunkin' Donuts,The stalls 3 4 times placing orders. Often order go hours attempt. So addition frustrating I paying coffees I never received. opposite intended goal brand loyalty driving competitors. Sorry harsh I waiting morning coffee 45 minutes. Again.,Negative,-0.275,0.6499999999999999
+Dunkin' Donuts,"It nice able put order available arrive. Sometimes work randomly, Or let add funds Add random time. Other happening occasionaly, It's great thing I used everyday.",Positive,0.12187500000000001,0.59375
+Dunkin' Donuts,Does update system store runs item.. I order ten mins I arrived store itemi ordered. Ended late work make new order refund items made app.. mind sandwich gave cost less sandwich I paid huge inconvenience,Positive,0.013939393939393951,0.4042424242424242
+Dunkin' Donuts,"Order on-the-go still work me. I'm sitting Drive-Thru Dunkin Donuts right ordering 4 coffees. The allow person order coffee flavor flavor shots / swirls. I Dunkin' least 4 times week I still waiting flaw fixed. I would love able order drink pick Drive-Thru. I bet would really nice. ☹️ When Donut gods change this, I'll happy give 5 stars.",Positive,0.3551020408163265,0.6229591836734694
+Dunkin' Donuts,nan,nan,nan,nan
+Dunkin' Donuts,"Good general. The new update good. Added donut variety app. Still missing ability coupons ordering on-the-go. I received coupon via email free donut beverage filling survey, it, I wait line. The idea using minimize wait. I hope see addition soon.",Positive,0.2977272727272728,0.5007575757575758
+Dunkin' Donuts,"Upgrade lost important functionality card balance. Embarrassing find enough hold whole line add money. You dig see balance ""easy"" front screen. Make name visible. But still love perks",Positive,0.3066666666666667,0.6666666666666667
+Dunkin' Donuts,"The works well new design looks amazing, much easier navigate aesthetically pleasing. However uses absurd amount mobile data. I've used probably 6-8 times past month place mobile order (I'm quick picking I want getting ordered) used 200mb mobile data result minute place order. That's ridiculous needs worked data friendly",Positive,0.07017045454545456,0.6005681818181818
+Dunkin' Donuts,"Was used old format new format threw bit drive thru. The way know balance reload button! I want balance somewhere easy find first screen I'm usually already line drive thru want make people wait slow phone! Please fix this. Oh, I added money show I I got charged twice. Thank God I get overdrawn.",Positive,0.0547979797979798,0.4118686868686869
+Dunkin' Donuts,Don't like need put $10 account instead buying purchase exact amount. Also ready pick order submitting purchase. But good rewards/deals,Positive,0.3833333333333333,0.45
+Dunkin' Donuts,"Most annoying embarrassing time. Atleast 3-4 days week wont let add funds.. basically 3-4 days week I'm completely embarrassed tell I insufficient funds front everyone standing line. I try add money constantly tells technical difficulties. Technical difficulties? 4 days week ? Dunkin, get shot together I go honey dew",Negative,-0.03333333333333334,0.3888888888888889
+Dunkin' Donuts,Pretty good. Just sometimes I get errors I put order dunkin I go also send error since whatever orders come working on. Wish I could edit orders remove items paying instead starting whole new order again. But I used everyday. New rewards coming soon I hope!,Positive,0.1795454545454545,0.5155844155844156
+Dunkin' Donuts,I'd give 5 but... Not liking issues balance adjusting purchases. Gone make purchase thought I've actually reload I'm pinched time,Neutral,0.0,0.1
+Dunkin' Donuts,The worked first time I opened couple seconds. Since even open load. Crashes every single use... disappointed. Updated review: The still work. immediately force closes. I love old new sucks horribly. Get together Dunkin!,Negative,-0.12611832611832613,0.48357383357383354
+Dunkin' Donuts,VERY BUGGY! Charged credit card 5 times 1 purchase. No I'm stuck $125 worth doughnuts... NO CUST SUPPORT ON WEEKENDS Now take password - password reset work. TOTAL GARBAGE,Positive,0.18333333333333335,0.3833333333333333
+Dunkin' Donuts,"constantly issues. It's while, several times week. If issues there's issues I pick order up. I enough look go elsewhere coffee",Neutral,0.0,0.27777777777777773
+Dunkin' Donuts,"Great convenient app! I every day I go work! The issue I maybe custom option items? Every time I order donut, I specify sprinkles. Also, mention national donut day! I idea get free donut day I ordered otg.",Positive,0.7,0.775
+Dunkin' Donuts,"The works well enough, still give great user experience. I worry start time pay iced coffee. The look better three old version, could better still. Perhaps voice commands us drive thru.",Positive,0.38,0.49000000000000005
+Dunkin' Donuts,"I would give 5 stars lowest add card $10.00, lower add dollar. Not everyone $10 add card, get paid next day, want coffee, dont wanna wait line order it.",Neutral,0.0,0.0
+Dunkin' Donuts,"This improved. I like rewards. When load money dd card purchase things, earn points. You also order ahead. If want reload $10, get new gift card minimum $2.",Positive,0.13636363636363635,0.45454545454545453
+Dunkin' Donuts,Good app. Would great allowed flexibility customizations. Would also great allowed employees respond mobile order something stock opposed told walk pick up. Defeats purpose using mobile ordering wait item prepared,Positive,0.7666666666666666,0.7000000000000001
+Dunkin' Donuts,"For part good. They speed getting breakfast. However, constantly issues order go double purchasing double reloading DD card. Happened enough times consider longer using option.",Positive,0.13999999999999999,0.2866666666666667
+Dunkin' Donuts,"The update awesome log I can't log back it. Tells there's problem try later! Sucks line, need coffee money you! Fix please!",Positive,0.1328125,0.325
+Dunkin' Donuts,"The says store accepting on-the-go orders real issue balance cents short. There edit add funds, store accepting orders. It defeats point mobile ordering complete order store. Also, include tax amount due. And update balance card.",Positive,0.04375000000000001,0.34375
+Dunkin' Donuts,"New redesign excellent, except important thing. Payments debit card DONT WORK! It accept card weird error. I can't reload DD card basically useless. Please fix ASAP",Positive,0.12727272727272726,0.730909090909091
+Dunkin' Donuts,New update horrendous! Yesterday I 190 points two free drink coupons.. used free drink coupon I 13 points free drink coupons.. third time happened.. also none expired August,Positive,0.2740909090909091,0.5709090909090909
+Dunkin' Donuts,"The updated Dunkin much improved. One negative addressed sending free drinks others. It says I sent it, son received it. Some sort receipt added function.",Positive,0.10000000000000002,0.46666666666666673
+Dunkin' Donuts,"The highly usefully, I definitely recommend frequent DD regularly. My main issue days, keep timing process on-the-go orders. The issue is, applying coupons, apply cheapest beverage order. This forces create two separate orders maximize value.",Positive,0.08888888888888889,0.37777777777777777
+Duolingo: Learn Languages Free,"awesome... sure couple ads I mind that, actually pretty thankful help developers way seeing ads. so, here's thing. finland, school study swedish suck it... alot. first saw duolingo like meh saw people online suggestions duolingo gave shot. much better duolingo going get better grades year probably too!",Positive,0.5208333333333334,0.7037037037037037
+Duolingo: Learn Languages Free,"I stopped using I came back days ago I noticed update... Before While taking Spanish, would test ask write Spanish translation English sentence. But reason way testing anymore. I found way much appealing tough. Please bring back.",Positive,0.015873015873015872,0.1904761904761905
+Duolingo: Learn Languages Free,"I love app. It helpful, convenient easy use. There error I wish fixed. For example learning Italian asked translate ""yes please"" ""per favore"" phone auto corrected ""per favor"" get question wrong. However I'm confident get better easier time",Positive,0.21904761904761907,0.5523809523809524
+Duolingo: Learn Languages Free,"Awesome app, entire family installed us started learn different language. As far I tell, limitation seems simplicity English language (i. e. ""your"" identical regardless plural, allmighty ""the"", ""my"" many others). Maybe would idea mark plural, masculine, etc needed.",Positive,0.24285714285714288,0.5750000000000001
+Duolingo: Learn Languages Free,"I've never easy time learning another language. This makes fun easy. I've able learn french, Japanese less year. I'm planning starting learning another one, bc app! I recommended everyone I know might even slightest inclination learn another language. Oh, even son uses help school! His teacher said he's remarkable improvement Spanish since using app!!",Positive,0.16,0.3408333333333334
+Duolingo: Learn Languages Free,"Duolingo deserves place number 1 education apps. The problem really teach much pronounciation, rules exceptions words 'The'. Duolingo, could please add in, I think would possible contest position number 1. Also, I think would awesome really helpful could choose accent pronounciation words could in. Please consider request, and, need money this, I'm sure everyone would ok amount ads increased slightly whilst work this. Thanks duo, saved sanity whilst trying learn German",Positive,0.2633333333333333,0.4355555555555556
+Duolingo: Learn Languages Free,"This great! Can help guide basics advanced learning pace. I heard bad things ""household name"" language learning went hunt good one. After finding duolingo using 2 weeks I feel well made app. It considerate free users time also, force 30 sec adds constantly I found pleasant, much I decided pay pro version. Not critical, guys deserve it. Amazing app. Thanks",Positive,0.28611111111111115,0.6180555555555556
+Duolingo: Learn Languages Free,As edit first review seems glitching spend half hour stuck' grading' answer move on. Liking less this. I like free version lot disappointed I can't refer back bank words I've taught refresh memory continue revising I've put notebook. Does full version this.,Negative,-0.011904761904761902,0.380952380952381
+Duolingo: Learn Languages Free,"This decently made app. It glitches. The big I notice Irish lessons. For Spanish, Polish, I assume others, word pronounced picture. For Irish lessons, not. I learning read Irish, even close speaking properly. Other fun way learn. I'm interested see much I actually retain. Update: Irish pronouncing 90% words. French, Russian, Spanish, Polsih work well.",Positive,0.042261904761904764,0.1386904761904762
+Duolingo: Learn Languages Free,"This amazing tool learn languages. I've never believed learn language sceptical towards app, truly wonders. It based principle repetition - exercises repeated again, subconsciously start memorise phrases. Furthermore, figure language patterns yourself, benefits logic skills. 5/5, recommend everyone.",Positive,0.30000000000000004,0.7250000000000001
+Duolingo: Learn Languages Free,"It's easy anyone use, thing I bit glitch. I bought (with game money) extra learning ""flirting"" still come screen even though apparently equipped. Other this, really amazing learning tool!!",Positive,0.14930555555555558,0.4930555555555556
+Duolingo: Learn Languages Free,"It's good. What bothers - I feel comfortable talking learned language. There much talking exercises sentences change much. Sometimes 1 translations sentence 1 accepted. What makes really great community, developers. The community always help educate, respectively calmly. The devs put much effort frequent updates, progress showb big updates.",Positive,0.3222222222222222,0.43333333333333335
+Duolingo: Learn Languages Free,Generally good encourages regular practice. Grammar notes ( incomplete pages). It would nice able go back previous exercises whilst lesson. Some exercises contain nonsensical sentences. The community support good.,Positive,0.3333333333333333,0.4383699633699634
+Duolingo: Learn Languages Free,"I really enjoy using app. Sometimes lessons seem bit repetitive I've noticed actually helpful taking days it. The ""Can't speak now"" option great I'm quiet place still want study.",Positive,0.19,0.38666666666666666
+Duolingo: Learn Languages Free,"I like format well done, I wish words taught we're applicable everyday conversation. I hoping speak friend's family members Portuguese, even several months using app, I struggled so.",Negative,-0.1,0.3
+Duolingo: Learn Languages Free,"It's good, adverts annoy me; I used before. Also, think think new things lingots for. I think I working something, would encourage more. As is, I think I'll keep piling lingots without using them.",Positive,0.4454545454545455,0.5181818181818182
+Duolingo: Learn Languages Free,"I'll honest, better review language already know, least know of. Mileage may vary, programs robust common languages. That said, hard pressed find better languages, especially price point.",Positive,0.10119047619047618,0.6202380952380953
+Duolingo: Learn Languages Free,Me family learning swedish make trip Sweden amazing! It might annoy I love repetitive really sinks brain.,Positive,0.225,0.4375
+Duolingo: Learn Languages Free,"I speak Finnish starting lose language wanted freshen skills, available app. Disappointed.",Negative,-0.11666666666666665,0.4166666666666667
+Duolingo: Learn Languages Free,"Love interface. Uses various techniques teach language. Profile link version. More learning words structure. Does little explain though. Ads really disruptive, since appear good times middle lesson. I like lessons word-to-word, little image relation.",Positive,0.190625,0.42500000000000004
+Duolingo: Learn Languages Free,"For free app, really good. Whether could end fluent, I can't say, I could certainly hold cafe week in!",Positive,0.45595238095238094,0.6571428571428571
+Duolingo: Learn Languages Free,"This amazing! There better way learn language right here. It's fun, quick, easy use. The lessons completely addictive yet varied enough never gets bored. You cannot find better effective language learning Duolingo!",Positive,0.30476190476190473,0.6517316017316017
+Duolingo: Learn Languages Free,I absolutely love app.Its easy helping learn language better I think teacher could.If trying learn language I would reccomend language apps!*cough babbel *cough rosetta stone.Did I also mention free!I would definately put money donate good!The thing can't rely learn grammar different usage words though.You'll look up.Au revoir!,Positive,0.35833333333333334,0.6333333333333333
+Duolingo: Learn Languages Free,"Annoyed can't stop asking purchase Duolingo plus, can't access account settings app. Otherwise, probably best language learning there.",Positive,0.3,0.55
+Duolingo: Learn Languages Free,"I always wanted learn language. I wanted learn Japanese hard since I know Japanese characters I went learn Spanish instead. I rating 5 stars even though ads, pop nowhere reasonable amount it. I also love duolingo's learning material! Keep up! I kinda wish duolingo stories duolingo podcast also included okay :)",Positive,0.21119791666666665,0.40520833333333334
+Duolingo: Learn Languages Free,I used DuoLingo years find fun way experience learn languages. It little slow get start great engaging continue learn.,Positive,0.20250000000000004,0.51
+Duolingo: Learn Languages Free,"This perfect pick new language! Not mention free, long mind non-intrusive ads! I can't recommend enough anyone trying learn another language!",Positive,0.3015909090909091,0.630909090909091
+Duolingo: Learn Languages Free,Love this. Super easy go fast. But going slow skip ahead well. I wishes let talk bit,Positive,0.2333333333333333,0.62
+Duolingo: Learn Languages Free,"There bonus skills Turkish? Their family exist now. Anyway, favourite Play Store! Guys bring us Arabic Hindi app!",Neutral,0.0,0.0
+Duolingo: Learn Languages Free,It's lot fun. I love set up. The add free version bit pricey -but worth it. I tried language apps- I feel need to.,Positive,0.37500000000000006,0.42500000000000004
+Duolingo: Learn Languages Free,"There many bugs new version. 1. In german 2nd class clicked key pass class, got cleared without even answering questions. 2. When using key button pass level, XP decreasing instead increasing. 3. Indonesian available.",Positive,0.14805194805194805,0.4792207792207792
+Duolingo: Learn Languages Free,"I like way works - uses repetition learn words. It's easy intuitive. Of course ads annoying, overly so.",Negative,-0.18333333333333335,0.8666666666666667
+Duolingo: Learn Languages Free,Well designed. Engaging. I find spending extra time almost every day. Has minor bugs vocabulary matching. Does affect functionality.,Positive,0.11666666666666668,0.3333333333333333
+Duolingo: Learn Languages Free,"Really enjoying app, ads pop time annoying, expect free app. I like way tests you, speaking pronunciation, writing English chosen language via versa, listening language multiple choice, I put I've learnt practice quite successful.",Positive,0.14166666666666666,0.5416666666666666
+Duolingo: Learn Languages Free,"It helpful I learning Spanish. However, I need learn Thai. Thai speakers learn English English speakers cannot learn Thai. However, learn Klingon High Valyrian...gee that's helpful. What joke.",Positive,0.04,0.13499999999999998
+Duolingo: Learn Languages Free,"I learning German talk oma. This amazing though I hard time making stick, game like repetition day five I hold small German conversation. Tested mom. Though correct spelling occasionally. Ich liebe est!",Negative,-0.0488095238095238,0.3380952380952381
+Duolingo: Learn Languages Free,"Easy Helpful For Spanish Course, I tried Swahili Course speak It Just Shows words. Which helpful.",Positive,0.21666666666666667,0.4166666666666667
+Duolingo: Learn Languages Free,"This well-made helps people learn languages easily, problem course containing filipino language, Tagalog, really good nonetheless, please add Tagalog. Thank listening wonderdul day!",Positive,0.6541666666666667,0.7166666666666668
+Duolingo: Learn Languages Free,"Step step, learning language almost game-like. Of course beat actual teacher, good start.",Positive,0.35,0.35000000000000003
+Duolingo: Learn Languages Free,Pretty awesome definitely good help starting new language. It's good idea look things addition doesnt really explain everything dept. But definitely taught lot week I've it!,Positive,0.37329545454545454,0.5568181818181819
+Duolingo: Learn Languages Free,"awesome... sure couple ads I mind that, actually pretty thankful help developers way seeing ads. so, here's thing. finland, school study swedish suck it... alot. first saw duolingo like meh saw people online suggestions duolingo gave shot. much better duolingo going get better grades year probably too!",Positive,0.5208333333333334,0.7037037037037037
+Duolingo: Learn Languages Free,"I stopped using I came back days ago I noticed update... Before While taking Spanish, would test ask write Spanish translation English sentence. But reason way testing anymore. I found way much appealing tough. Please bring back.",Positive,0.015873015873015872,0.1904761904761905
+Duolingo: Learn Languages Free,"I love app. It helpful, convenient easy use. There error I wish fixed. For example learning Italian asked translate ""yes please"" ""per favore"" phone auto corrected ""per favor"" get question wrong. However I'm confident get better easier time",Positive,0.21904761904761907,0.5523809523809524
+Duolingo: Learn Languages Free,"Awesome app, entire family installed us started learn different language. As far I tell, limitation seems simplicity English language (i. e. ""your"" identical regardless plural, allmighty ""the"", ""my"" many others). Maybe would idea mark plural, masculine, etc needed.",Positive,0.24285714285714288,0.5750000000000001
+Duolingo: Learn Languages Free,"I've never easy time learning another language. This makes fun easy. I've able learn french, Japanese less year. I'm planning starting learning another one, bc app! I recommended everyone I know might even slightest inclination learn another language. Oh, even son uses help school! His teacher said he's remarkable improvement Spanish since using app!!",Positive,0.16,0.3408333333333334
+Duolingo: Learn Languages Free,"Duolingo deserves place number 1 education apps. The problem really teach much pronounciation, rules exceptions words 'The'. Duolingo, could please add in, I think would possible contest position number 1. Also, I think would awesome really helpful could choose accent pronounciation words could in. Please consider request, and, need money this, I'm sure everyone would ok amount ads increased slightly whilst work this. Thanks duo, saved sanity whilst trying learn German",Positive,0.2633333333333333,0.4355555555555556
+Duolingo: Learn Languages Free,"This great! Can help guide basics advanced learning pace. I heard bad things ""household name"" language learning went hunt good one. After finding duolingo using 2 weeks I feel well made app. It considerate free users time also, force 30 sec adds constantly I found pleasant, much I decided pay pro version. Not critical, guys deserve it. Amazing app. Thanks",Positive,0.28611111111111115,0.6180555555555556
+Duolingo: Learn Languages Free,As edit first review seems glitching spend half hour stuck' grading' answer move on. Liking less this. I like free version lot disappointed I can't refer back bank words I've taught refresh memory continue revising I've put notebook. Does full version this.,Negative,-0.011904761904761902,0.380952380952381
+Duolingo: Learn Languages Free,"This decently made app. It glitches. The big I notice Irish lessons. For Spanish, Polish, I assume others, word pronounced picture. For Irish lessons, not. I learning read Irish, even close speaking properly. Other fun way learn. I'm interested see much I actually retain. Update: Irish pronouncing 90% words. French, Russian, Spanish, Polsih work well.",Positive,0.042261904761904764,0.1386904761904762
+Duolingo: Learn Languages Free,"This amazing tool learn languages. I've never believed learn language sceptical towards app, truly wonders. It based principle repetition - exercises repeated again, subconsciously start memorise phrases. Furthermore, figure language patterns yourself, benefits logic skills. 5/5, recommend everyone.",Positive,0.30000000000000004,0.7250000000000001
+Duolingo: Learn Languages Free,"It's easy anyone use, thing I bit glitch. I bought (with game money) extra learning ""flirting"" still come screen even though apparently equipped. Other this, really amazing learning tool!!",Positive,0.14930555555555558,0.4930555555555556
+Duolingo: Learn Languages Free,"It's good. What bothers - I feel comfortable talking learned language. There much talking exercises sentences change much. Sometimes 1 translations sentence 1 accepted. What makes really great community, developers. The community always help educate, respectively calmly. The devs put much effort frequent updates, progress showb big updates.",Positive,0.3222222222222222,0.43333333333333335
+Duolingo: Learn Languages Free,Generally good encourages regular practice. Grammar notes ( incomplete pages). It would nice able go back previous exercises whilst lesson. Some exercises contain nonsensical sentences. The community support good.,Positive,0.3333333333333333,0.4383699633699634
+Duolingo: Learn Languages Free,"I really enjoy using app. Sometimes lessons seem bit repetitive I've noticed actually helpful taking days it. The ""Can't speak now"" option great I'm quiet place still want study.",Positive,0.19,0.38666666666666666
+Duolingo: Learn Languages Free,"I like format well done, I wish words taught we're applicable everyday conversation. I hoping speak friend's family members Portuguese, even several months using app, I struggled so.",Negative,-0.1,0.3
+Duolingo: Learn Languages Free,"It's good, adverts annoy me; I used before. Also, think think new things lingots for. I think I working something, would encourage more. As is, I think I'll keep piling lingots without using them.",Positive,0.4454545454545455,0.5181818181818182
+Duolingo: Learn Languages Free,"I'll honest, better review language already know, least know of. Mileage may vary, programs robust common languages. That said, hard pressed find better languages, especially price point.",Positive,0.10119047619047618,0.6202380952380953
+Duolingo: Learn Languages Free,Me family learning swedish make trip Sweden amazing! It might annoy I love repetitive really sinks brain.,Positive,0.225,0.4375
+Duolingo: Learn Languages Free,"I speak Finnish starting lose language wanted freshen skills, available app. Disappointed.",Negative,-0.11666666666666665,0.4166666666666667
+Duolingo: Learn Languages Free,"Love interface. Uses various techniques teach language. Profile link version. More learning words structure. Does little explain though. Ads really disruptive, since appear good times middle lesson. I like lessons word-to-word, little image relation.",Positive,0.190625,0.42500000000000004
+Duolingo: Learn Languages Free,"For free app, really good. Whether could end fluent, I can't say, I could certainly hold cafe week in!",Positive,0.45595238095238094,0.6571428571428571
+Duolingo: Learn Languages Free,"This amazing! There better way learn language right here. It's fun, quick, easy use. The lessons completely addictive yet varied enough never gets bored. You cannot find better effective language learning Duolingo!",Positive,0.30476190476190473,0.6517316017316017
+Duolingo: Learn Languages Free,I absolutely love app.Its easy helping learn language better I think teacher could.If trying learn language I would reccomend language apps!*cough babbel *cough rosetta stone.Did I also mention free!I would definately put money donate good!The thing can't rely learn grammar different usage words though.You'll look up.Au revoir!,Positive,0.35833333333333334,0.6333333333333333
+Duolingo: Learn Languages Free,"Annoyed can't stop asking purchase Duolingo plus, can't access account settings app. Otherwise, probably best language learning there.",Positive,0.3,0.55
+Duolingo: Learn Languages Free,"I always wanted learn language. I wanted learn Japanese hard since I know Japanese characters I went learn Spanish instead. I rating 5 stars even though ads, pop nowhere reasonable amount it. I also love duolingo's learning material! Keep up! I kinda wish duolingo stories duolingo podcast also included okay :)",Positive,0.21119791666666665,0.40520833333333334
+Duolingo: Learn Languages Free,I used DuoLingo years find fun way experience learn languages. It little slow get start great engaging continue learn.,Positive,0.20250000000000004,0.51
+Duolingo: Learn Languages Free,"This perfect pick new language! Not mention free, long mind non-intrusive ads! I can't recommend enough anyone trying learn another language!",Positive,0.3015909090909091,0.630909090909091
+Duolingo: Learn Languages Free,Love this. Super easy go fast. But going slow skip ahead well. I wishes let talk bit,Positive,0.2333333333333333,0.62
+Duolingo: Learn Languages Free,"There bonus skills Turkish? Their family exist now. Anyway, favourite Play Store! Guys bring us Arabic Hindi app!",Neutral,0.0,0.0
+Duolingo: Learn Languages Free,It's lot fun. I love set up. The add free version bit pricey -but worth it. I tried language apps- I feel need to.,Positive,0.37500000000000006,0.42500000000000004
+Duolingo: Learn Languages Free,"There many bugs new version. 1. In german 2nd class clicked key pass class, got cleared without even answering questions. 2. When using key button pass level, XP decreasing instead increasing. 3. Indonesian available.",Positive,0.14805194805194805,0.4792207792207792
+Duolingo: Learn Languages Free,"I like way works - uses repetition learn words. It's easy intuitive. Of course ads annoying, overly so.",Negative,-0.18333333333333335,0.8666666666666667
+Duolingo: Learn Languages Free,Well designed. Engaging. I find spending extra time almost every day. Has minor bugs vocabulary matching. Does affect functionality.,Positive,0.11666666666666668,0.3333333333333333
+Duolingo: Learn Languages Free,"Really enjoying app, ads pop time annoying, expect free app. I like way tests you, speaking pronunciation, writing English chosen language via versa, listening language multiple choice, I put I've learnt practice quite successful.",Positive,0.14166666666666666,0.5416666666666666
+Duolingo: Learn Languages Free,"It helpful I learning Spanish. However, I need learn Thai. Thai speakers learn English English speakers cannot learn Thai. However, learn Klingon High Valyrian...gee that's helpful. What joke.",Positive,0.04,0.13499999999999998
+Duolingo: Learn Languages Free,"I learning German talk oma. This amazing though I hard time making stick, game like repetition day five I hold small German conversation. Tested mom. Though correct spelling occasionally. Ich liebe est!",Negative,-0.0488095238095238,0.3380952380952381
+Duolingo: Learn Languages Free,"Easy Helpful For Spanish Course, I tried Swahili Course speak It Just Shows words. Which helpful.",Positive,0.21666666666666667,0.4166666666666667
+Duolingo: Learn Languages Free,"This well-made helps people learn languages easily, problem course containing filipino language, Tagalog, really good nonetheless, please add Tagalog. Thank listening wonderdul day!",Positive,0.6541666666666667,0.7166666666666668
+Duolingo: Learn Languages Free,"Step step, learning language almost game-like. Of course beat actual teacher, good start.",Positive,0.35,0.35000000000000003
+Duolingo: Learn Languages Free,Pretty awesome definitely good help starting new language. It's good idea look things addition doesnt really explain everything dept. But definitely taught lot week I've it!,Positive,0.37329545454545454,0.5568181818181819
+Duolingo: Learn Languages Free,"awesome... sure couple ads I mind that, actually pretty thankful help developers way seeing ads. so, here's thing. finland, school study swedish suck it... alot. first saw duolingo like meh saw people online suggestions duolingo gave shot. much better duolingo going get better grades year probably too!",Positive,0.5208333333333334,0.7037037037037037
+Duolingo: Learn Languages Free,"I stopped using I came back days ago I noticed update... Before While taking Spanish, would test ask write Spanish translation English sentence. But reason way testing anymore. I found way much appealing tough. Please bring back.",Positive,0.015873015873015872,0.1904761904761905
+Duolingo: Learn Languages Free,"I love app. It helpful, convenient easy use. There error I wish fixed. For example learning Italian asked translate ""yes please"" ""per favore"" phone auto corrected ""per favor"" get question wrong. However I'm confident get better easier time",Positive,0.21904761904761907,0.5523809523809524
+Duolingo: Learn Languages Free,"Awesome app, entire family installed us started learn different language. As far I tell, limitation seems simplicity English language (i. e. ""your"" identical regardless plural, allmighty ""the"", ""my"" many others). Maybe would idea mark plural, masculine, etc needed.",Positive,0.24285714285714288,0.5750000000000001
+Duolingo: Learn Languages Free,"I've never easy time learning another language. This makes fun easy. I've able learn french, Japanese less year. I'm planning starting learning another one, bc app! I recommended everyone I know might even slightest inclination learn another language. Oh, even son uses help school! His teacher said he's remarkable improvement Spanish since using app!!",Positive,0.16,0.3408333333333334
+Duolingo: Learn Languages Free,"Duolingo deserves place number 1 education apps. The problem really teach much pronounciation, rules exceptions words 'The'. Duolingo, could please add in, I think would possible contest position number 1. Also, I think would awesome really helpful could choose accent pronounciation words could in. Please consider request, and, need money this, I'm sure everyone would ok amount ads increased slightly whilst work this. Thanks duo, saved sanity whilst trying learn German",Positive,0.2633333333333333,0.4355555555555556
+Duolingo: Learn Languages Free,"This great! Can help guide basics advanced learning pace. I heard bad things ""household name"" language learning went hunt good one. After finding duolingo using 2 weeks I feel well made app. It considerate free users time also, force 30 sec adds constantly I found pleasant, much I decided pay pro version. Not critical, guys deserve it. Amazing app. Thanks",Positive,0.28611111111111115,0.6180555555555556
+Duolingo: Learn Languages Free,As edit first review seems glitching spend half hour stuck' grading' answer move on. Liking less this. I like free version lot disappointed I can't refer back bank words I've taught refresh memory continue revising I've put notebook. Does full version this.,Negative,-0.011904761904761902,0.380952380952381
+Duolingo: Learn Languages Free,"This decently made app. It glitches. The big I notice Irish lessons. For Spanish, Polish, I assume others, word pronounced picture. For Irish lessons, not. I learning read Irish, even close speaking properly. Other fun way learn. I'm interested see much I actually retain. Update: Irish pronouncing 90% words. French, Russian, Spanish, Polsih work well.",Positive,0.042261904761904764,0.1386904761904762
+Duolingo: Learn Languages Free,"This amazing tool learn languages. I've never believed learn language sceptical towards app, truly wonders. It based principle repetition - exercises repeated again, subconsciously start memorise phrases. Furthermore, figure language patterns yourself, benefits logic skills. 5/5, recommend everyone.",Positive,0.30000000000000004,0.7250000000000001
+Duolingo: Learn Languages Free,"It's easy anyone use, thing I bit glitch. I bought (with game money) extra learning ""flirting"" still come screen even though apparently equipped. Other this, really amazing learning tool!!",Positive,0.14930555555555558,0.4930555555555556
+Duolingo: Learn Languages Free,"It's good. What bothers - I feel comfortable talking learned language. There much talking exercises sentences change much. Sometimes 1 translations sentence 1 accepted. What makes really great community, developers. The community always help educate, respectively calmly. The devs put much effort frequent updates, progress showb big updates.",Positive,0.3222222222222222,0.43333333333333335
+Duolingo: Learn Languages Free,Generally good encourages regular practice. Grammar notes ( incomplete pages). It would nice able go back previous exercises whilst lesson. Some exercises contain nonsensical sentences. The community support good.,Positive,0.3333333333333333,0.4383699633699634
+Duolingo: Learn Languages Free,"I really enjoy using app. Sometimes lessons seem bit repetitive I've noticed actually helpful taking days it. The ""Can't speak now"" option great I'm quiet place still want study.",Positive,0.19,0.38666666666666666
+Duolingo: Learn Languages Free,"I like format well done, I wish words taught we're applicable everyday conversation. I hoping speak friend's family members Portuguese, even several months using app, I struggled so.",Negative,-0.1,0.3
+Duolingo: Learn Languages Free,"It's good, adverts annoy me; I used before. Also, think think new things lingots for. I think I working something, would encourage more. As is, I think I'll keep piling lingots without using them.",Positive,0.4454545454545455,0.5181818181818182
+Duolingo: Learn Languages Free,"I'll honest, better review language already know, least know of. Mileage may vary, programs robust common languages. That said, hard pressed find better languages, especially price point.",Positive,0.10119047619047618,0.6202380952380953
+Duolingo: Learn Languages Free,Me family learning swedish make trip Sweden amazing! It might annoy I love repetitive really sinks brain.,Positive,0.225,0.4375
+Duolingo: Learn Languages Free,"I speak Finnish starting lose language wanted freshen skills, available app. Disappointed.",Negative,-0.11666666666666665,0.4166666666666667
+Duolingo: Learn Languages Free,"Love interface. Uses various techniques teach language. Profile link version. More learning words structure. Does little explain though. Ads really disruptive, since appear good times middle lesson. I like lessons word-to-word, little image relation.",Positive,0.190625,0.42500000000000004
+Duolingo: Learn Languages Free,"For free app, really good. Whether could end fluent, I can't say, I could certainly hold cafe week in!",Positive,0.45595238095238094,0.6571428571428571
+Duolingo: Learn Languages Free,"This amazing! There better way learn language right here. It's fun, quick, easy use. The lessons completely addictive yet varied enough never gets bored. You cannot find better effective language learning Duolingo!",Positive,0.30476190476190473,0.6517316017316017
+Duolingo: Learn Languages Free,I absolutely love app.Its easy helping learn language better I think teacher could.If trying learn language I would reccomend language apps!*cough babbel *cough rosetta stone.Did I also mention free!I would definately put money donate good!The thing can't rely learn grammar different usage words though.You'll look up.Au revoir!,Positive,0.35833333333333334,0.6333333333333333
+Duolingo: Learn Languages Free,"Annoyed can't stop asking purchase Duolingo plus, can't access account settings app. Otherwise, probably best language learning there.",Positive,0.3,0.55
+Duolingo: Learn Languages Free,"I always wanted learn language. I wanted learn Japanese hard since I know Japanese characters I went learn Spanish instead. I rating 5 stars even though ads, pop nowhere reasonable amount it. I also love duolingo's learning material! Keep up! I kinda wish duolingo stories duolingo podcast also included okay :)",Positive,0.21119791666666665,0.40520833333333334
+Duolingo: Learn Languages Free,I used DuoLingo years find fun way experience learn languages. It little slow get start great engaging continue learn.,Positive,0.20250000000000004,0.51
+Duolingo: Learn Languages Free,"This perfect pick new language! Not mention free, long mind non-intrusive ads! I can't recommend enough anyone trying learn another language!",Positive,0.3015909090909091,0.630909090909091
+Duolingo: Learn Languages Free,Love this. Super easy go fast. But going slow skip ahead well. I wishes let talk bit,Positive,0.2333333333333333,0.62
+Duolingo: Learn Languages Free,"There bonus skills Turkish? Their family exist now. Anyway, favourite Play Store! Guys bring us Arabic Hindi app!",Neutral,0.0,0.0
+Duolingo: Learn Languages Free,It's lot fun. I love set up. The add free version bit pricey -but worth it. I tried language apps- I feel need to.,Positive,0.37500000000000006,0.42500000000000004
+Duolingo: Learn Languages Free,"There many bugs new version. 1. In german 2nd class clicked key pass class, got cleared without even answering questions. 2. When using key button pass level, XP decreasing instead increasing. 3. Indonesian available.",Positive,0.14805194805194805,0.4792207792207792
+Duolingo: Learn Languages Free,"I like way works - uses repetition learn words. It's easy intuitive. Of course ads annoying, overly so.",Negative,-0.18333333333333335,0.8666666666666667
+Duolingo: Learn Languages Free,Well designed. Engaging. I find spending extra time almost every day. Has minor bugs vocabulary matching. Does affect functionality.,Positive,0.11666666666666668,0.3333333333333333
+Duolingo: Learn Languages Free,"Really enjoying app, ads pop time annoying, expect free app. I like way tests you, speaking pronunciation, writing English chosen language via versa, listening language multiple choice, I put I've learnt practice quite successful.",Positive,0.14166666666666666,0.5416666666666666
+Duolingo: Learn Languages Free,"It helpful I learning Spanish. However, I need learn Thai. Thai speakers learn English English speakers cannot learn Thai. However, learn Klingon High Valyrian...gee that's helpful. What joke.",Positive,0.04,0.13499999999999998
+Duolingo: Learn Languages Free,"I learning German talk oma. This amazing though I hard time making stick, game like repetition day five I hold small German conversation. Tested mom. Though correct spelling occasionally. Ich liebe est!",Negative,-0.0488095238095238,0.3380952380952381
+Duolingo: Learn Languages Free,"Easy Helpful For Spanish Course, I tried Swahili Course speak It Just Shows words. Which helpful.",Positive,0.21666666666666667,0.4166666666666667
+Duolingo: Learn Languages Free,"This well-made helps people learn languages easily, problem course containing filipino language, Tagalog, really good nonetheless, please add Tagalog. Thank listening wonderdul day!",Positive,0.6541666666666667,0.7166666666666668
+Duolingo: Learn Languages Free,"Step step, learning language almost game-like. Of course beat actual teacher, good start.",Positive,0.35,0.35000000000000003
+Duolingo: Learn Languages Free,Pretty awesome definitely good help starting new language. It's good idea look things addition doesnt really explain everything dept. But definitely taught lot week I've it!,Positive,0.37329545454545454,0.5568181818181819
+Duolingo: Learn Languages Free,"awesome... sure couple ads I mind that, actually pretty thankful help developers way seeing ads. so, here's thing. finland, school study swedish suck it... alot. first saw duolingo like meh saw people online suggestions duolingo gave shot. much better duolingo going get better grades year probably too!",Positive,0.5208333333333334,0.7037037037037037
+Duolingo: Learn Languages Free,"I stopped using I came back days ago I noticed update... Before While taking Spanish, would test ask write Spanish translation English sentence. But reason way testing anymore. I found way much appealing tough. Please bring back.",Positive,0.015873015873015872,0.1904761904761905
+Duolingo: Learn Languages Free,"I love app. It helpful, convenient easy use. There error I wish fixed. For example learning Italian asked translate ""yes please"" ""per favore"" phone auto corrected ""per favor"" get question wrong. However I'm confident get better easier time",Positive,0.21904761904761907,0.5523809523809524
+Duolingo: Learn Languages Free,"Awesome app, entire family installed us started learn different language. As far I tell, limitation seems simplicity English language (i. e. ""your"" identical regardless plural, allmighty ""the"", ""my"" many others). Maybe would idea mark plural, masculine, etc needed.",Positive,0.24285714285714288,0.5750000000000001
+Duolingo: Learn Languages Free,"I've never easy time learning another language. This makes fun easy. I've able learn french, Japanese less year. I'm planning starting learning another one, bc app! I recommended everyone I know might even slightest inclination learn another language. Oh, even son uses help school! His teacher said he's remarkable improvement Spanish since using app!!",Positive,0.16,0.3408333333333334
+Duolingo: Learn Languages Free,"Duolingo deserves place number 1 education apps. The problem really teach much pronounciation, rules exceptions words 'The'. Duolingo, could please add in, I think would possible contest position number 1. Also, I think would awesome really helpful could choose accent pronounciation words could in. Please consider request, and, need money this, I'm sure everyone would ok amount ads increased slightly whilst work this. Thanks duo, saved sanity whilst trying learn German",Positive,0.2633333333333333,0.4355555555555556
+Duolingo: Learn Languages Free,"This great! Can help guide basics advanced learning pace. I heard bad things ""household name"" language learning went hunt good one. After finding duolingo using 2 weeks I feel well made app. It considerate free users time also, force 30 sec adds constantly I found pleasant, much I decided pay pro version. Not critical, guys deserve it. Amazing app. Thanks",Positive,0.28611111111111115,0.6180555555555556
+Duolingo: Learn Languages Free,As edit first review seems glitching spend half hour stuck' grading' answer move on. Liking less this. I like free version lot disappointed I can't refer back bank words I've taught refresh memory continue revising I've put notebook. Does full version this.,Negative,-0.011904761904761902,0.380952380952381
+Duolingo: Learn Languages Free,"This decently made app. It glitches. The big I notice Irish lessons. For Spanish, Polish, I assume others, word pronounced picture. For Irish lessons, not. I learning read Irish, even close speaking properly. Other fun way learn. I'm interested see much I actually retain. Update: Irish pronouncing 90% words. French, Russian, Spanish, Polsih work well.",Positive,0.042261904761904764,0.1386904761904762
+Duolingo: Learn Languages Free,"This amazing tool learn languages. I've never believed learn language sceptical towards app, truly wonders. It based principle repetition - exercises repeated again, subconsciously start memorise phrases. Furthermore, figure language patterns yourself, benefits logic skills. 5/5, recommend everyone.",Positive,0.30000000000000004,0.7250000000000001
+Duolingo: Learn Languages Free,"It's easy anyone use, thing I bit glitch. I bought (with game money) extra learning ""flirting"" still come screen even though apparently equipped. Other this, really amazing learning tool!!",Positive,0.14930555555555558,0.4930555555555556
+Duolingo: Learn Languages Free,"It's good. What bothers - I feel comfortable talking learned language. There much talking exercises sentences change much. Sometimes 1 translations sentence 1 accepted. What makes really great community, developers. The community always help educate, respectively calmly. The devs put much effort frequent updates, progress showb big updates.",Positive,0.3222222222222222,0.43333333333333335
+Duolingo: Learn Languages Free,Generally good encourages regular practice. Grammar notes ( incomplete pages). It would nice able go back previous exercises whilst lesson. Some exercises contain nonsensical sentences. The community support good.,Positive,0.3333333333333333,0.4383699633699634
+Duolingo: Learn Languages Free,"I really enjoy using app. Sometimes lessons seem bit repetitive I've noticed actually helpful taking days it. The ""Can't speak now"" option great I'm quiet place still want study.",Positive,0.19,0.38666666666666666
+Duolingo: Learn Languages Free,"I like format well done, I wish words taught we're applicable everyday conversation. I hoping speak friend's family members Portuguese, even several months using app, I struggled so.",Negative,-0.1,0.3
+Duolingo: Learn Languages Free,"It's good, adverts annoy me; I used before. Also, think think new things lingots for. I think I working something, would encourage more. As is, I think I'll keep piling lingots without using them.",Positive,0.4454545454545455,0.5181818181818182
+Duolingo: Learn Languages Free,"I'll honest, better review language already know, least know of. Mileage may vary, programs robust common languages. That said, hard pressed find better languages, especially price point.",Positive,0.10119047619047618,0.6202380952380953
+Duolingo: Learn Languages Free,Me family learning swedish make trip Sweden amazing! It might annoy I love repetitive really sinks brain.,Positive,0.225,0.4375
+Duolingo: Learn Languages Free,"I speak Finnish starting lose language wanted freshen skills, available app. Disappointed.",Negative,-0.11666666666666665,0.4166666666666667
+Duolingo: Learn Languages Free,"Love interface. Uses various techniques teach language. Profile link version. More learning words structure. Does little explain though. Ads really disruptive, since appear good times middle lesson. I like lessons word-to-word, little image relation.",Positive,0.190625,0.42500000000000004
+Duolingo: Learn Languages Free,"For free app, really good. Whether could end fluent, I can't say, I could certainly hold cafe week in!",Positive,0.45595238095238094,0.6571428571428571
+Duolingo: Learn Languages Free,"This amazing! There better way learn language right here. It's fun, quick, easy use. The lessons completely addictive yet varied enough never gets bored. You cannot find better effective language learning Duolingo!",Positive,0.30476190476190473,0.6517316017316017
+Duolingo: Learn Languages Free,I absolutely love app.Its easy helping learn language better I think teacher could.If trying learn language I would reccomend language apps!*cough babbel *cough rosetta stone.Did I also mention free!I would definately put money donate good!The thing can't rely learn grammar different usage words though.You'll look up.Au revoir!,Positive,0.35833333333333334,0.6333333333333333
+Duolingo: Learn Languages Free,"Annoyed can't stop asking purchase Duolingo plus, can't access account settings app. Otherwise, probably best language learning there.",Positive,0.3,0.55
+Duolingo: Learn Languages Free,"I always wanted learn language. I wanted learn Japanese hard since I know Japanese characters I went learn Spanish instead. I rating 5 stars even though ads, pop nowhere reasonable amount it. I also love duolingo's learning material! Keep up! I kinda wish duolingo stories duolingo podcast also included okay :)",Positive,0.21119791666666665,0.40520833333333334
+Duolingo: Learn Languages Free,I used DuoLingo years find fun way experience learn languages. It little slow get start great engaging continue learn.,Positive,0.20250000000000004,0.51
+Duolingo: Learn Languages Free,"This perfect pick new language! Not mention free, long mind non-intrusive ads! I can't recommend enough anyone trying learn another language!",Positive,0.3015909090909091,0.630909090909091
+Duolingo: Learn Languages Free,Love this. Super easy go fast. But going slow skip ahead well. I wishes let talk bit,Positive,0.2333333333333333,0.62
+Duolingo: Learn Languages Free,"There bonus skills Turkish? Their family exist now. Anyway, favourite Play Store! Guys bring us Arabic Hindi app!",Neutral,0.0,0.0
+Duolingo: Learn Languages Free,It's lot fun. I love set up. The add free version bit pricey -but worth it. I tried language apps- I feel need to.,Positive,0.37500000000000006,0.42500000000000004
+Duolingo: Learn Languages Free,"There many bugs new version. 1. In german 2nd class clicked key pass class, got cleared without even answering questions. 2. When using key button pass level, XP decreasing instead increasing. 3. Indonesian available.",Positive,0.14805194805194805,0.4792207792207792
+Duolingo: Learn Languages Free,"I like way works - uses repetition learn words. It's easy intuitive. Of course ads annoying, overly so.",Negative,-0.18333333333333335,0.8666666666666667
+Duolingo: Learn Languages Free,Well designed. Engaging. I find spending extra time almost every day. Has minor bugs vocabulary matching. Does affect functionality.,Positive,0.11666666666666668,0.3333333333333333
+Duolingo: Learn Languages Free,"Really enjoying app, ads pop time annoying, expect free app. I like way tests you, speaking pronunciation, writing English chosen language via versa, listening language multiple choice, I put I've learnt practice quite successful.",Positive,0.14166666666666666,0.5416666666666666
+Duolingo: Learn Languages Free,"It helpful I learning Spanish. However, I need learn Thai. Thai speakers learn English English speakers cannot learn Thai. However, learn Klingon High Valyrian...gee that's helpful. What joke.",Positive,0.04,0.13499999999999998
+Duolingo: Learn Languages Free,"I learning German talk oma. This amazing though I hard time making stick, game like repetition day five I hold small German conversation. Tested mom. Though correct spelling occasionally. Ich liebe est!",Negative,-0.0488095238095238,0.3380952380952381
+Duolingo: Learn Languages Free,"Easy Helpful For Spanish Course, I tried Swahili Course speak It Just Shows words. Which helpful.",Positive,0.21666666666666667,0.4166666666666667
+Duolingo: Learn Languages Free,"This well-made helps people learn languages easily, problem course containing filipino language, Tagalog, really good nonetheless, please add Tagalog. Thank listening wonderdul day!",Positive,0.6541666666666667,0.7166666666666668
+Duolingo: Learn Languages Free,"Step step, learning language almost game-like. Of course beat actual teacher, good start.",Positive,0.35,0.35000000000000003
+Duolingo: Learn Languages Free,Pretty awesome definitely good help starting new language. It's good idea look things addition doesnt really explain everything dept. But definitely taught lot week I've it!,Positive,0.37329545454545454,0.5568181818181819
+Duolingo: Learn Languages Free,"I love app. It helpful, convenient easy use. There error I wish fixed. For example learning Italian asked translate ""yes please"" ""per favore"" phone auto corrected ""per favor"" get question wrong. However I'm confident get better easier time",Positive,0.21904761904761907,0.5523809523809524
+Duolingo: Learn Languages Free,"This effective language learning tool I've used (aside classes conversation). It's better books tapes. It's much better Rosetta Stone. After using RS Spanish long time, I knew lot vocabulary grammar conversation better. But time Duo, I found understanding native speakers better speaking readily. I even better rapidity Spanish, always obstacle me. I'm sold Duolingo. It's improved ability talk Spanish-speaking neighbors, well along Greek ahead long trip Greece.",Positive,0.26666666666666666,0.38333333333333336
+Duolingo: Learn Languages Free,"I love app. It's really useful, provides simple, minimalistic interface. Brilliant beginners. However, I problem- Please, please, please add Latin. Even though considered ""dead"" language, I guarantee large amount people support plead. Latin useful languages, providing backing different European languages, ie. Italian, Spanish, etc. Another great language add would Hellenistic greek, ancient languages world. Both languages created roots large amounts English. Thank",Positive,0.2019047619047619,0.3042857142857143
+Duolingo: Learn Languages Free,"An extremely helpful that's helping along greatly endeavour learn French. It's easy understand I'd recommend anyone. One thing, perhaps but, let ""training"" simply puts white banner top screen go away unyil I turn phone. Again maybe me, I figure worth looking into.",Positive,0.23854166666666668,0.44255952380952385
+Duolingo: Learn Languages Free,"I stopped using I came back days ago I noticed update... Before While taking Spanish, would test ask write Spanish translation English sentence. But reason way testing anymore. I found way much appealing tough. Please bring back.",Positive,0.015873015873015872,0.1904761904761905
+Duolingo: Learn Languages Free,"I've never easy time learning another language. This makes fun easy. I've able learn french, Japanese less year. I'm planning starting learning another one, bc app! I recommended everyone I know might even slightest inclination learn another language. Oh, even son uses help school! His teacher said he's remarkable improvement Spanish since using app!!",Positive,0.16,0.3408333333333334
+Duolingo: Learn Languages Free,"It's good. What bothers - I feel comfortable talking learned language. There much talking exercises sentences change much. Sometimes 1 translations sentence 1 accepted. What makes really great community, developers. The community always help educate, respectively calmly. The devs put much effort frequent updates, progress showb big updates.",Positive,0.3222222222222222,0.43333333333333335
+Duolingo: Learn Languages Free,"Duolingo deserves place number 1 education apps. The problem really teach much pronounciation, rules exceptions words 'The'. Duolingo, could please add in, I think would possible contest position number 1. Also, I think would awesome really helpful could choose accent pronounciation words could in. Please consider request, and, need money this, I'm sure everyone would ok amount ads increased slightly whilst work this. Thanks duo, saved sanity whilst trying learn German",Positive,0.2633333333333333,0.4355555555555556
+Duolingo: Learn Languages Free,"This great! Can help guide basics advanced learning pace. I heard bad things ""household name"" language learning went hunt good one. After finding duolingo using 2 weeks I feel well made app. It considerate free users time also, force 30 sec adds constantly I found pleasant, much I decided pay pro version. Not critical, guys deserve it. Amazing app. Thanks",Positive,0.28611111111111115,0.6180555555555556
+Duolingo: Learn Languages Free,"Awesome app, entire family installed us started learn different language. As far I tell, limitation seems simplicity English language (i. e. ""your"" identical regardless plural, allmighty ""the"", ""my"" many others). Maybe would idea mark plural, masculine, etc needed.",Positive,0.24285714285714288,0.5750000000000001
+Duolingo: Learn Languages Free,I like app. I learned German months years Spanish. The thing I like go select language ( case look see language accidentally select language) makes choose new language take placement test move,Positive,0.04545454545454545,0.15151515151515152
+Duolingo: Learn Languages Free,As edit first review seems glitching spend half hour stuck' grading' answer move on. Liking less this. I like free version lot disappointed I can't refer back bank words I've taught refresh memory continue revising I've put notebook. Does full version this.,Negative,-0.011904761904761902,0.380952380952381
+Duolingo: Learn Languages Free,"I take French school imo lot easier learn actively learning language. I tried starting new language I realized much harder understand straight basics it. This great way stay touch language, though, class. It helps learn many new words. It's actual process memorization work on.",Positive,0.15393939393939396,0.33590909090909093
+Duolingo: Learn Languages Free,"This decently made app. It glitches. The big I notice Irish lessons. For Spanish, Polish, I assume others, word pronounced picture. For Irish lessons, not. I learning read Irish, even close speaking properly. Other fun way learn. I'm interested see much I actually retain. Update: Irish pronouncing 90% words. French, Russian, Spanish, Polsih work well.",Positive,0.042261904761904764,0.1386904761904762
+Duolingo: Learn Languages Free,"This amazing tool learn languages. I've never believed learn language sceptical towards app, truly wonders. It based principle repetition - exercises repeated again, subconsciously start memorise phrases. Furthermore, figure language patterns yourself, benefits logic skills. 5/5, recommend everyone.",Positive,0.30000000000000004,0.7250000000000001
+Duolingo: Learn Languages Free,"It's easy anyone use, thing I bit glitch. I bought (with game money) extra learning ""flirting"" still come screen even though apparently equipped. Other this, really amazing learning tool!!",Positive,0.14930555555555558,0.4930555555555556
+Duolingo: Learn Languages Free,"The spoken sections working pretty useless learn SPEAK French. It tells I'm wrong I even speak. Cant fix, making mad Uninstalled. Looking new FUNCTIONAL app.",Negative,-0.20643939393939395,0.5924242424242424
+Duolingo: Learn Languages Free,"I really enjoy using app. Sometimes lessons seem bit repetitive I've noticed actually helpful taking days it. The ""Can't speak now"" option great I'm quiet place still want study.",Positive,0.19,0.38666666666666666
+Duolingo: Learn Languages Free,"Simply fantastic. Duolingo easy use. Free feature rich I'm happy I started paying. The key thing able lessons offline use. Also, I think earned money amazing service. I'm learning French lot years really enjoying it.",Positive,0.40083333333333326,0.7408333333333333
+Duolingo: Learn Languages Free,"This amazing! There better way learn language right here. It's fun, quick, easy use. The lessons completely addictive yet varied enough never gets bored. You cannot find better effective language learning Duolingo!",Positive,0.30476190476190473,0.6517316017316017
+Duolingo: Learn Languages Free,"I like format well done, I wish words taught we're applicable everyday conversation. I hoping speak friend's family members Portuguese, even several months using app, I struggled so.",Negative,-0.1,0.3
+Duolingo: Learn Languages Free,"When notebook, constantly keeping track words learned, ok app. If automative voice atrocious, go alphabet language choice. Instead, game mechanics. There useful classroom setting, completely useless household setting. Don't see everyone thinks walks water. Whatever, I'll take I get.",Negative,-0.13333333333333333,0.4055555555555556
+Duolingo: Learn Languages Free,Generally good encourages regular practice. Grammar notes ( incomplete pages). It would nice able go back previous exercises whilst lesson. Some exercises contain nonsensical sentences. The community support good.,Positive,0.3333333333333333,0.4383699633699634
+Duolingo: Learn Languages Free,"It's good, adverts annoy me; I used before. Also, think think new things lingots for. I think I working something, would encourage more. As is, I think I'll keep piling lingots without using them.",Positive,0.4454545454545455,0.5181818181818182
+Duolingo: Learn Languages Free,"I'll honest, better review language already know, least know of. Mileage may vary, programs robust common languages. That said, hard pressed find better languages, especially price point.",Positive,0.10119047619047618,0.6202380952380953
+Duolingo: Learn Languages Free,Was good lost daily streak record wiped zero. Strange I always streak freeze. Now wants money restore something already protected?!?! Anyway tactic backfired zero different nothing lose!!! Silly duo lingo thought through!!!,Negative,-0.0023437500000000147,0.3875
+Duolingo: Learn Languages Free,"Wonderfully done unlike learning ads shows respectful way I yet run add that's couple seconds. By ad keep mind videos images almost poster ad never take whole screen, exit button stays place. The quite useful I enjoy fact real world languages well 2 others; klingon star trek High Valirian Game thrones.",Positive,0.29500000000000004,0.48000000000000004
+Duolingo: Learn Languages Free,"I speak Finnish starting lose language wanted freshen skills, available app. Disappointed.",Negative,-0.11666666666666665,0.4166666666666667
+Duolingo: Learn Languages Free,"Love interface. Uses various techniques teach language. Profile link version. More learning words structure. Does little explain though. Ads really disruptive, since appear good times middle lesson. I like lessons word-to-word, little image relation.",Positive,0.190625,0.42500000000000004
+Duolingo: Learn Languages Free,Me family learning swedish make trip Sweden amazing! It might annoy I love repetitive really sinks brain.,Positive,0.225,0.4375
+Duolingo: Learn Languages Free,"Until today I loved app, unfortunately said I lost streak either pay 14,99 (that's ridiculous amount) get Duolingo plus. I always streak freeze bought case I get lesson done somehow lost it! Please could get streak back?",Negative,-0.05416666666666667,0.7
+Duolingo: Learn Languages Free,I absolutely love app.Its easy helping learn language better I think teacher could.If trying learn language I would reccomend language apps!*cough babbel *cough rosetta stone.Did I also mention free!I would definately put money donate good!The thing can't rely learn grammar different usage words though.You'll look up.Au revoir!,Positive,0.35833333333333334,0.6333333333333333
+Duolingo: Learn Languages Free,"I changed 5-star rating 1-star latest update, took away progress. My lingots appear gone I completed 40 lessons, showing completed levels. If fix this, I put 5-stars again... Boo, Duo. Boo.",Positive,0.5,0.9
+Duolingo: Learn Languages Free,"I always wanted learn language. I wanted learn Japanese hard since I know Japanese characters I went learn Spanish instead. I rating 5 stars even though ads, pop nowhere reasonable amount it. I also love duolingo's learning material! Keep up! I kinda wish duolingo stories duolingo podcast also included okay :)",Positive,0.21119791666666665,0.40520833333333334
+Duolingo: Learn Languages Free,"This perfect pick new language! Not mention free, long mind non-intrusive ads! I can't recommend enough anyone trying learn another language!",Positive,0.3015909090909091,0.630909090909091
+Duolingo: Learn Languages Free,"Excellent! Best language learning far...However, think would awesome introduce conversation elements....at moment learn ton words phrases great think acruall conversation learning like actual conversation would go like specific language. Not words phrases actual conversation skills.",Positive,0.5428571428571428,0.48214285714285715
+Duolingo: Learn Languages Free,Love this. Super easy go fast. But going slow skip ahead well. I wishes let talk bit,Positive,0.2333333333333333,0.62
+Duolingo: Learn Languages Free,"There bonus skills Turkish? Their family exist now. Anyway, favourite Play Store! Guys bring us Arabic Hindi app!",Neutral,0.0,0.0
+Duolingo: Learn Languages Free,"Annoyed can't stop asking purchase Duolingo plus, can't access account settings app. Otherwise, probably best language learning there.",Positive,0.3,0.55
+Duolingo: Learn Languages Free,"ok, would perfect, would present ability lessons working offline. Also, internet unstable, error message present even killed system. Only reboot helps.",Positive,0.21666666666666667,0.4166666666666667
+Duolingo: Learn Languages Free,"I love app. It helpful, convenient easy use. There error I wish fixed. For example learning Italian asked translate ""yes please"" ""per favore"" phone auto corrected ""per favor"" get question wrong. However I'm confident get better easier time",Positive,0.21904761904761907,0.5523809523809524
+Duolingo: Learn Languages Free,"This effective language learning tool I've used (aside classes conversation). It's better books tapes. It's much better Rosetta Stone. After using RS Spanish long time, I knew lot vocabulary grammar conversation better. But time Duo, I found understanding native speakers better speaking readily. I even better rapidity Spanish, always obstacle me. I'm sold Duolingo. It's improved ability talk Spanish-speaking neighbors, well along Greek ahead long trip Greece.",Positive,0.26666666666666666,0.38333333333333336
+Duolingo: Learn Languages Free,"I love app. It's really useful, provides simple, minimalistic interface. Brilliant beginners. However, I problem- Please, please, please add Latin. Even though considered ""dead"" language, I guarantee large amount people support plead. Latin useful languages, providing backing different European languages, ie. Italian, Spanish, etc. Another great language add would Hellenistic greek, ancient languages world. Both languages created roots large amounts English. Thank",Positive,0.2019047619047619,0.3042857142857143
+Duolingo: Learn Languages Free,"An extremely helpful that's helping along greatly endeavour learn French. It's easy understand I'd recommend anyone. One thing, perhaps but, let ""training"" simply puts white banner top screen go away unyil I turn phone. Again maybe me, I figure worth looking into.",Positive,0.23854166666666668,0.44255952380952385
+Duolingo: Learn Languages Free,"I stopped using I came back days ago I noticed update... Before While taking Spanish, would test ask write Spanish translation English sentence. But reason way testing anymore. I found way much appealing tough. Please bring back.",Positive,0.015873015873015872,0.1904761904761905
+Duolingo: Learn Languages Free,"I've never easy time learning another language. This makes fun easy. I've able learn french, Japanese less year. I'm planning starting learning another one, bc app! I recommended everyone I know might even slightest inclination learn another language. Oh, even son uses help school! His teacher said he's remarkable improvement Spanish since using app!!",Positive,0.16,0.3408333333333334
+Duolingo: Learn Languages Free,"Duolingo deserves place number 1 education apps. The problem really teach much pronounciation, rules exceptions words 'The'. Duolingo, could please add in, I think would possible contest position number 1. Also, I think would awesome really helpful could choose accent pronounciation words could in. Please consider request, and, need money this, I'm sure everyone would ok amount ads increased slightly whilst work this. Thanks duo, saved sanity whilst trying learn German",Positive,0.2633333333333333,0.4355555555555556
+Duolingo: Learn Languages Free,"It's good. What bothers - I feel comfortable talking learned language. There much talking exercises sentences change much. Sometimes 1 translations sentence 1 accepted. What makes really great community, developers. The community always help educate, respectively calmly. The devs put much effort frequent updates, progress showb big updates.",Positive,0.3222222222222222,0.43333333333333335
+Duolingo: Learn Languages Free,"This great! Can help guide basics advanced learning pace. I heard bad things ""household name"" language learning went hunt good one. After finding duolingo using 2 weeks I feel well made app. It considerate free users time also, force 30 sec adds constantly I found pleasant, much I decided pay pro version. Not critical, guys deserve it. Amazing app. Thanks",Positive,0.28611111111111115,0.6180555555555556
+Duolingo: Learn Languages Free,"Awesome app, entire family installed us started learn different language. As far I tell, limitation seems simplicity English language (i. e. ""your"" identical regardless plural, allmighty ""the"", ""my"" many others). Maybe would idea mark plural, masculine, etc needed.",Positive,0.24285714285714288,0.5750000000000001
+Duolingo: Learn Languages Free,I like app. I learned German months years Spanish. The thing I like go select language ( case look see language accidentally select language) makes choose new language take placement test move,Positive,0.04545454545454545,0.15151515151515152
+Duolingo: Learn Languages Free,As edit first review seems glitching spend half hour stuck' grading' answer move on. Liking less this. I like free version lot disappointed I can't refer back bank words I've taught refresh memory continue revising I've put notebook. Does full version this.,Negative,-0.011904761904761902,0.380952380952381
+Duolingo: Learn Languages Free,"I take French school imo lot easier learn actively learning language. I tried starting new language I realized much harder understand straight basics it. This great way stay touch language, though, class. It helps learn many new words. It's actual process memorization work on.",Positive,0.15393939393939396,0.33590909090909093
+Duolingo: Learn Languages Free,"This decently made app. It glitches. The big I notice Irish lessons. For Spanish, Polish, I assume others, word pronounced picture. For Irish lessons, not. I learning read Irish, even close speaking properly. Other fun way learn. I'm interested see much I actually retain. Update: Irish pronouncing 90% words. French, Russian, Spanish, Polsih work well.",Positive,0.042261904761904764,0.1386904761904762
+Duolingo: Learn Languages Free,"This amazing tool learn languages. I've never believed learn language sceptical towards app, truly wonders. It based principle repetition - exercises repeated again, subconsciously start memorise phrases. Furthermore, figure language patterns yourself, benefits logic skills. 5/5, recommend everyone.",Positive,0.30000000000000004,0.7250000000000001
+Duolingo: Learn Languages Free,"It's easy anyone use, thing I bit glitch. I bought (with game money) extra learning ""flirting"" still come screen even though apparently equipped. Other this, really amazing learning tool!!",Positive,0.14930555555555558,0.4930555555555556
+Duolingo: Learn Languages Free,"The spoken sections working pretty useless learn SPEAK French. It tells I'm wrong I even speak. Cant fix, making mad Uninstalled. Looking new FUNCTIONAL app.",Negative,-0.20643939393939395,0.5924242424242424
+Duolingo: Learn Languages Free,"I really enjoy using app. Sometimes lessons seem bit repetitive I've noticed actually helpful taking days it. The ""Can't speak now"" option great I'm quiet place still want study.",Positive,0.19,0.38666666666666666
+Duolingo: Learn Languages Free,"Simply fantastic. Duolingo easy use. Free feature rich I'm happy I started paying. The key thing able lessons offline use. Also, I think earned money amazing service. I'm learning French lot years really enjoying it.",Positive,0.40083333333333326,0.7408333333333333
+Duolingo: Learn Languages Free,"This amazing! There better way learn language right here. It's fun, quick, easy use. The lessons completely addictive yet varied enough never gets bored. You cannot find better effective language learning Duolingo!",Positive,0.30476190476190473,0.6517316017316017
+Duolingo: Learn Languages Free,"I like format well done, I wish words taught we're applicable everyday conversation. I hoping speak friend's family members Portuguese, even several months using app, I struggled so.",Negative,-0.1,0.3
+Duolingo: Learn Languages Free,"When notebook, constantly keeping track words learned, ok app. If automative voice atrocious, go alphabet language choice. Instead, game mechanics. There useful classroom setting, completely useless household setting. Don't see everyone thinks walks water. Whatever, I'll take I get.",Negative,-0.13333333333333333,0.4055555555555556
+Duolingo: Learn Languages Free,Generally good encourages regular practice. Grammar notes ( incomplete pages). It would nice able go back previous exercises whilst lesson. Some exercises contain nonsensical sentences. The community support good.,Positive,0.3333333333333333,0.4383699633699634
+Duolingo: Learn Languages Free,"The gamification makes language learning fun, I like complete absence instructions grammar. Every time I tap comments button item, crashes I start level over. Please fix.",Positive,0.12916666666666668,0.20000000000000004
+Duolingo: Learn Languages Free,"It's good, adverts annoy me; I used before. Also, think think new things lingots for. I think I working something, would encourage more. As is, I think I'll keep piling lingots without using them.",Positive,0.4454545454545455,0.5181818181818182
+Duolingo: Learn Languages Free,"I'll honest, better review language already know, least know of. Mileage may vary, programs robust common languages. That said, hard pressed find better languages, especially price point.",Positive,0.10119047619047618,0.6202380952380953
+Duolingo: Learn Languages Free,Was good lost daily streak record wiped zero. Strange I always streak freeze. Now wants money restore something already protected?!?! Anyway tactic backfired zero different nothing lose!!! Silly duo lingo thought through!!!,Negative,-0.0023437500000000147,0.3875
+Duolingo: Learn Languages Free,"Wonderfully done unlike learning ads shows respectful way I yet run add that's couple seconds. By ad keep mind videos images almost poster ad never take whole screen, exit button stays place. The quite useful I enjoy fact real world languages well 2 others; klingon star trek High Valirian Game thrones.",Positive,0.29500000000000004,0.48000000000000004
+Duolingo: Learn Languages Free,"I speak Finnish starting lose language wanted freshen skills, available app. Disappointed.",Negative,-0.11666666666666665,0.4166666666666667
+Duolingo: Learn Languages Free,"Love interface. Uses various techniques teach language. Profile link version. More learning words structure. Does little explain though. Ads really disruptive, since appear good times middle lesson. I like lessons word-to-word, little image relation.",Positive,0.190625,0.42500000000000004
+Duolingo: Learn Languages Free,Me family learning swedish make trip Sweden amazing! It might annoy I love repetitive really sinks brain.,Positive,0.225,0.4375
+Duolingo: Learn Languages Free,"Until today I loved app, unfortunately said I lost streak either pay 14,99 (that's ridiculous amount) get Duolingo plus. I always streak freeze bought case I get lesson done somehow lost it! Please could get streak back?",Negative,-0.05416666666666667,0.7
+Duolingo: Learn Languages Free,I absolutely love app.Its easy helping learn language better I think teacher could.If trying learn language I would reccomend language apps!*cough babbel *cough rosetta stone.Did I also mention free!I would definately put money donate good!The thing can't rely learn grammar different usage words though.You'll look up.Au revoir!,Positive,0.35833333333333334,0.6333333333333333
+Duolingo: Learn Languages Free,"I changed 5-star rating 1-star latest update, took away progress. My lingots appear gone I completed 40 lessons, showing completed levels. If fix this, I put 5-stars again... Boo, Duo. Boo.",Positive,0.5,0.9
+Duolingo: Learn Languages Free,"I always wanted learn language. I wanted learn Japanese hard since I know Japanese characters I went learn Spanish instead. I rating 5 stars even though ads, pop nowhere reasonable amount it. I also love duolingo's learning material! Keep up! I kinda wish duolingo stories duolingo podcast also included okay :)",Positive,0.21119791666666665,0.40520833333333334
+Duolingo: Learn Languages Free,"This perfect pick new language! Not mention free, long mind non-intrusive ads! I can't recommend enough anyone trying learn another language!",Positive,0.3015909090909091,0.630909090909091
+Duolingo: Learn Languages Free,"Excellent! Best language learning far...However, think would awesome introduce conversation elements....at moment learn ton words phrases great think acruall conversation learning like actual conversation would go like specific language. Not words phrases actual conversation skills.",Positive,0.5428571428571428,0.48214285714285715
+Duolingo: Learn Languages Free,Love this. Super easy go fast. But going slow skip ahead well. I wishes let talk bit,Positive,0.2333333333333333,0.62
+Duolingo: Learn Languages Free,"There bonus skills Turkish? Their family exist now. Anyway, favourite Play Store! Guys bring us Arabic Hindi app!",Neutral,0.0,0.0
+Duolingo: Learn Languages Free,"Annoyed can't stop asking purchase Duolingo plus, can't access account settings app. Otherwise, probably best language learning there.",Positive,0.3,0.55
+DuraSpeed,"Good monitoring device performance, bug still present. When turned background access, works fine, update Google Play, automatically turned. Other I enable duraspeed, 10% slow phone performance. My handset Karbonn Titanium Frames S7.",Positive,0.13833333333333334,0.375
+DuraSpeed,This truly works Nougat.. My phone always lagging. I thought fake feels good.,Positive,0.09999999999999998,0.8
+DuraSpeed,Worst consuming data like mad 400% actual volume I try play store,Negative,-0.5416666666666666,0.7000000000000001
+DuraSpeed,Not sure boosts anything honest! It came phone built in. So cannot uninstall it! Bummer,Positive,0.34375,0.8944444444444444
+DuraSpeed,"Very useful it really sutir effect your device, until pq with it connected reduces lag, crashes and those annoying dialogues type ""such thing stopped responding"" application that you are using, especially games, for those who has little RAM device this app is very good",Positive,0.0732142857142857,0.5542857142857144
+DuraSpeed,Peed app.It screes phone.u cannot even type words correctly. Example,Neutral,0.0,0.0
+DuraSpeed,"A gud optimiser n cleaner smartphone guys...better privacy taker Chinese fake like clean master,du studio,etc.!!",Positive,0.02430555555555558,0.5666666666666668
+DuraSpeed,"I know really works not.. It's kinda weird says phone ""Rarely works"". And pre-installed device... Nearly considering bloatware.",Positive,0.025,0.625
+DuraSpeed,"Pure bloat ware. Dangerous, poorly performing, unremovable. At least turned off, I still trust even running insidious services.",Negative,-0.2714285714285714,0.6
+DuraSpeed,Keeps using data. What for? I idea.,Neutral,0.0,0.0
+DuraSpeed,"I know working not. My phone running OREO 8.1, This built phone.",Neutral,0.0,0.0
+DuraSpeed,"This weird, nothing gives updates without description ChangeLog seems like spying us",Negative,-0.5,1.0
+DuraSpeed,"It stinks loud. You go play store uninstall, show installed",Negative,-0.25,0.65
+DuraSpeed,Malware. Came pre installed konka r8a. Not showing list. Unable remove disable. Slows whole system causes crashes.,Negative,-0.15,0.45
+DuraSpeed,I understand it.should keep background applications automatically works turn needed,Neutral,0.0,0.0
+DuraSpeed,"is working bad, inbuilt app, working, cannot see..., need full clarification video explains",Negative,-0.17499999999999993,0.6083333333333334
+DuraSpeed,"OMG IT REALLY WORKS MY GOD AFTER I RESET MY PHONE IT STILL LAGS BUT AFTER I ACTIVATE DURA SPEED OMG IT REALLY OPTIMIZE MY PHONE TO BE IN FAST MODE MY GOD. SO TO THOSE WHO DON'T FEEL THE POWER OF DURA SPEED, THINK AGAIN BECAUSE MAYBE THE WORSE THAT YOU HAVE DONE IS TO DEACTIVATE THESE",Positive,0.05000000000000002,0.4
+DuraSpeed,"Cannot uninstall, reinstall short presumably deal phone manufactures. Definitely improve performance",Neutral,0.0,0.4
+DuraSpeed,nan,nan,nan,nan
+DuraSpeed,I really know works phone's still hangs,Positive,0.2,0.2
+DuraSpeed,This actually works MTK phones useful device little ram I disable build prop chip self,Positive,0.0375,0.19999999999999998
+DuraSpeed,nan,nan,nan,nan
+DuraSpeed,nan,nan,nan,nan
+DuraSpeed,"Good close background leave mobile work seconds,app best need improvement speed mobile leaving aap",Positive,0.85,0.45000000000000007
+DuraSpeed,"If going bloatware installed, least let work well - 0/5",Negative,-0.3,0.4
+DuraSpeed,"Works well me, games loads faster regular. But notification notify duraspeed running not. Except works well me.",Neutral,0.0,0.07692307692307693
+DuraSpeed,Not satisfied still legging phone sansui horizon 2.,Negative,-0.25,1.0
+DuraSpeed,"The used today remaining mobile data (2 GB) I way home bike, without using phone. I understand close background Apps speed foreground ones internet access?",Neutral,0.0,0.0
+DuraSpeed,It work property. I watch difference I turn on.,Neutral,0.0,0.0
+DuraSpeed,"It's great app, phone acting I reset it, use, I found worked perfectly",Positive,0.6,0.5833333333333334
+DuraSpeed,"How works, seen anywhere phone, maybe work background",Neutral,0.0,0.0
+DuraSpeed,This installed phone without knowledge.,Neutral,0.0,0.0
+DuraSpeed,Actually degrades graphics performance. I wish come built in.,Neutral,0.0,0.1
+DuraSpeed,Not sure even helps phone perform faster.,Negative,-0.25,0.8888888888888888
+DuraSpeed,The updated 1.5.0 location runs background regardless whether I here. It like before!,Neutral,0.0,0.0
+DuraSpeed,"Presume malware, uninstall remove",Neutral,0.0,0.0
+DuraSpeed,Just enable want run background automatically closed smooth experience enables speed applications,Positive,0.15000000000000002,0.3
+DuraSpeed,The new update consume battery device,Positive,0.13636363636363635,0.45454545454545453
+DuraSpeed,Slow phone micromax canvas 1,Negative,-0.30000000000000004,0.39999999999999997
+DuraSpeed,Does provide optimization worst remove playstore.,Negative,-1.0,1.0
+E*TRADE Mobile,"It's easier log onto website. asks permission save login info keep it, passwords must used every time even though fingerprint activated. When password input incorrectly, fields wiped. All really needs updated, TD ameritrade Robinhood work great user friendly.",Positive,0.4583333333333333,0.48333333333333334
+E*TRADE Mobile,"Won't let login. I 2 factor authorization. So makes useless me. Unlike bloatware phone, I delete it. So I'm good 1 star.",Positive,0.09999999999999998,0.4
+E*TRADE Mobile,"I Etrade 2 years, they're going charge 15$ month live stream NYSE. Moving Roth Brokerage today. Sad see CEO needs money bottom line",Negative,-0.18181818181818182,0.75
+E*TRADE Mobile,Why can't show gain losses? Why portfolio hard slide across?,Negative,-0.2916666666666667,0.5416666666666666
+E*TRADE Mobile,"working OK last update. The stream got worse, market close prices?",Positive,0.033333333333333326,0.38888888888888884
+E*TRADE Mobile,"DO NOT app, dont let stream anytime anymore. Sucks",Negative,-0.3,0.3
+E*TRADE Mobile,After latest update custom chart views gone.,Positive,0.5,0.9
+E*TRADE Mobile,"Great charts, fast, lag, level 2 quotes.",Positive,0.5,0.675
+E*TRADE Mobile,It's decent fairly uncluttered,Positive,0.4333333333333333,0.7833333333333333
+E*TRADE Mobile,Great,Positive,0.8,0.75
+E*TRADE Mobile,"Incredibly limited functionality. The portfolios page show basic info number shares I hold. Important info lots shares also missing. When I place order sell, I can't select lots sell from. What's point stock-trading lacks basic functionality related trading stocks?",Positive,0.021428571428571436,0.30714285714285716
+E*TRADE Mobile,The keeps quitting recent update. I using Pixel 2 XL. However iOS version runs smooth iPhone 6S. Pls help.,Positive,0.2,0.375
+E*TRADE Mobile,"Its good trading. However functions hard find. For example enroll DRIP programs first CHANGE PASSWORD, makes sense, took hours figure out. Additionally trying find right screen request check difficult. These functions intuitive app.",Positive,0.08880952380952378,0.6021428571428571
+E*TRADE Mobile,Lots bugs Ive come across. For instance I go settings turn back real time streaming settings I actually want see live. Among others.,Positive,0.08409090909090909,0.225
+E*TRADE Mobile,Regularly gets balance numbers wrong refreshing. Consistently logs out... terrible dealing w real money,Negative,-0.09166666666666667,0.5878205128205128
+E*TRADE Mobile,still sucks buggy useless uninstalled. I'm going stick desktop version since I can't turn streaming now. Constant issue app.,Negative,-0.26666666666666666,0.27777777777777773
+E*TRADE Mobile,"The keep logging use, give information I looking intuitive use. It's worst I've ever experienced first I've ever deleted it.",Positive,0.01666666666666668,0.7444444444444445
+E*TRADE Mobile,Your company constantly locking account. Why? Does Tesla want stocks sold make life difficult former employees? Such BS! Tesla makes employee's life miserable work there. Now jerks them.,Negative,-0.3,0.5666666666666667
+E*TRADE Mobile,"E-Trade, I listen Bloomberg background via consume cell data like I'm watching something 1080p?!?! You really need allow low quality stream option make listening watching Bloomberg WiFi feasible people without unlimited mobile data plans.",Positive,0.1,0.25
+E*TRADE Mobile,Seems update need subscription level 2 well NYSE. Other brokers better mobile platform trading tools.,Positive,0.1875,0.4375
+E*TRADE Mobile,Works well. Wish could keep screen quote view plugged in.,Neutral,0.0,0.0
+E*TRADE Mobile,The crashes every 20 seconds.,Neutral,0.0,0.0
+E*TRADE Mobile,EDIT: confirmed fingerprint authentication. works well now.,Positive,0.4,1.0
+E*TRADE Mobile,"Works fine issues I want change price, force closes",Positive,0.4166666666666667,0.5
+E*TRADE Mobile,This incredible !,Positive,1.0,0.9
+E*TRADE Mobile,I time.,Neutral,0.0,0.0
+E*TRADE Mobile,Made rich,Positive,0.375,0.75
+E*TRADE Mobile,"*Update* Junk App, junk app, I mention junk app. Trades wants to, buys wants to, charts work almost never. Called customer sent tech blamed phone (note5). Said fix keep uninstalling reinstalling, (yes tech said fix). Do favor find reliable broker! Junk App! Literally work e-trade!",Positive,0.2953125,0.1
+E*TRADE Mobile,"With latest update bugs. Items watch lists random order. When try resequence them, changes save order randomizes again. Very frustrating. With pattern problems time probably worth effort change brokerages. If brokerage yet look elsewhere. Things getting better.",Positive,0.055999999999999994,0.6
+E*TRADE Mobile,Pretty bad customer support. The mobile speak online account. You set lot settings anything work correctly. Execution poor many software problems difficult make fast. Some drop arrows end checking boxes side reason. This super screw want fast. Robinhood way better.,Positive,0.0425925925925926,0.6814814814814815
+E*TRADE Mobile,"It okay overall, resets charting tools feature save tools like. You log everytime without able quickly look stock. I really wish would fix two bugs.",Positive,0.30666666666666664,0.365
+E*TRADE Mobile,"The decent, takes long switch charts, No minute chart! Layout terrible, Charting optimized phones. The looks old running smoothly",Negative,-0.07916666666666668,0.5533333333333333
+E*TRADE Mobile,nan,nan,nan,nan
+E*TRADE Mobile,nan,nan,nan,nan
+E*TRADE Mobile,nan,nan,nan,nan
+E*TRADE Mobile,nan,nan,nan,nan
+E*TRADE Mobile,nan,nan,nan,nan
+E*TRADE Mobile,nan,nan,nan,nan
+E*TRADE Mobile,nan,nan,nan,nan
+E*TRADE Mobile,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Review Plus,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT Tutor NREMT-B Study Guide,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+EMT-B Pocket Prep,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ES File Explorer File Manager,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+ESPN Fantasy Sports,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+Earn to Die 2,nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing",nan,nan,nan,nan
+"Easy - taxi, car, ridesharing","The chat works, the option to call the driver either. They removed the verification pin. Tappsi comes back!",Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing","The service is fine, it would be good to add credit debit cards as a method of payment.",Positive,0.5583333333333333,0.55
+"Easy - taxi, car, ridesharing",It really hard get cars confirmed,Positive,0.05416666666666667,0.7708333333333333
+"Easy - taxi, car, ridesharing",Slow Sometimes car moves weird directions,Negative,-0.4,0.7
+"Easy - taxi, car, ridesharing",It is increasingly difficult to request a Taxi. Hide the buttons make it less intuitive.,Negative,-0.3333333333333333,0.5333333333333333
+"Easy - taxi, car, ridesharing","Inexpensive, easy to use but would like more users to wait so long",Positive,0.29444444444444445,0.5777777777777778
+"Easy - taxi, car, ridesharing","It has improved a lot, although sometimes in certain parts, let drivers come from far away.",Positive,0.15714285714285714,0.7857142857142857
+"Easy - taxi, car, ridesharing",GPS take directivos correctly,Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing",It's good version uber,Positive,0.7,0.6000000000000001
+"Easy - taxi, car, ridesharing","You must improve the integration with credit card, you can never ask for one like this",Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing","I need an application that works for PC ... if they serve for that, go eat M13rd4!",Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing",Good sometimes calls cabs far.,Positive,0.39999999999999997,0.8
+"Easy - taxi, car, ridesharing",Trying login work,Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing",Impossible live without South America,Negative,-0.26515151515151514,0.75
+"Easy - taxi, car, ridesharing",It is a very good one. Only the GPS should be fixed a bit.,Positive,0.33666666666666667,0.66
+"Easy - taxi, car, ridesharing",Very good solution to get taxi. Although it guarantees service during peak hours.,Positive,0.9099999999999999,0.7800000000000001
+"Easy - taxi, car, ridesharing","Not sure ""bug fixes improvements"" requires new permission device's camera.",Negative,-0.05681818181818182,0.6717171717171717
+"Easy - taxi, car, ridesharing","Very good service, although sometimes they must improve their prices",Positive,0.9099999999999999,0.7800000000000001
+"Easy - taxi, car, ridesharing",Great service fair rates with security. Better than the competition.,Positive,0.6666666666666666,0.7166666666666667
+"Easy - taxi, car, ridesharing",The application insists on changing your credit card for cash,Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing","Despite all the updates, the GPS is PAST. Every time I put the little arrow on my location she just moves to another place that is SEVERAL BLOCKS from where I really am. As a result, the taxi continuously arrives at the wrong place one more time !!!! I have to call the taxi driver sometimes to walk several blocks (sometimes up to 100 meters) to get into the taxi! I changed Cabify instead of using this pod.",Positive,0.03749999999999999,0.33571428571428574
+"Easy - taxi, car, ridesharing",Of the best applications fixed prices without deception,Positive,0.55,0.25
+"Easy - taxi, car, ridesharing",have to change direction in full trip,Positive,0.35,0.55
+"Easy - taxi, car, ridesharing",I find difference easy taxi easy star,Positive,0.43333333333333335,0.8333333333333334
+"Easy - taxi, car, ridesharing","Every time I use the request, I qualify",Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing",It works well after they merged with Tappsi,Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing",The best taxi application to use in Lima,Positive,1.0,0.3
+"Easy - taxi, car, ridesharing","Only full guayaquil, quito cuenca",Positive,0.175,0.775
+"Easy - taxi, car, ridesharing",The interface has improved the experience on the trip,Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing","I can not take it anymore every time I open it and ask to do a driver's and app assessment. Leave me alone, if I open it, it's because I want to request a taxi, preferably for now, it's not to keep answering for you. Think a bit client side tb, please. Change that for after people are waiting for taxi at least. ""How about evaluating your last run while waiting for your taxi?"" Is not it obvious that it's a thousand times better?",Positive,0.03333333333333333,0.41111111111111115
+"Easy - taxi, car, ridesharing","bugs registering logging in, discontinued experience.",Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing",It is the best service of all,Positive,1.0,0.3
+"Easy - taxi, car, ridesharing",The gps is so accurate,Positive,0.4000000000000001,0.6333333333333334
+"Easy - taxi, car, ridesharing",In Colombia it is application is PESIMA.,Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing",The promotions are always outdated,Negative,-0.4000000000000001,0.6333333333333334
+"Easy - taxi, car, ridesharing",I like much,Positive,0.2,0.2
+"Easy - taxi, car, ridesharing","Works, improve user knows price real",Positive,0.2,0.30000000000000004
+"Easy - taxi, car, ridesharing",Great customer relationship!,Positive,1.0,0.75
+"Easy - taxi, car, ridesharing","Good services, great discounts.",Positive,0.75,0.675
+"Easy - taxi, car, ridesharing",Cheaper Uber!,Neutral,0.0,0.0
+"Easy - taxi, car, ridesharing",open,Neutral,0.0,0.5
+"Easy - taxi, car, ridesharing",The working good drivers arrive faster Uber.,Positive,0.7,0.6000000000000001
+"Easy - taxi, car, ridesharing",Better getting cab street. Safer too!,Positive,0.625,0.5
+"Easy - taxi, car, ridesharing",Very good!,Positive,1.0,0.7800000000000001
+"Easy - taxi, car, ridesharing",Very good service.,Positive,0.9099999999999999,0.7800000000000001
+"Easy - taxi, car, ridesharing",Very nice,Positive,0.78,1.0
+Easy Hair Style Design,Very good amazing try,Positive,0.755,0.8400000000000001
+Easy Hair Style Design,M telling u waste data,Negative,-0.2,0.0
+Easy Hair Style Design,I love it!!!!,Positive,1.0,0.6
+Easy Hair Style Design,Best,Positive,1.0,0.3
+Easy Hair Style Design,Superb Hairstyles,Positive,1.0,1.0
+Easy Hair Style Design,Nice,Positive,0.6,1.0
+Easy Hair Style Design,Very nice,Positive,0.78,1.0
+Easy Hair Style Design,Nice,Positive,0.6,1.0
+Easy Hair Style Design,I super happy there's people care hair .Sometimes I spend like 2-3 hours coaming styling hair I must say ad AMAZING,Positive,0.5777777777777778,0.8555555555555555
+Easy Hair Style Design,I yet seen might helpful,Neutral,0.0,0.0
+Easy Hair Style Design,I love daughter loves hair styles,Positive,0.5,0.6
+Easy Hair Style Design,I think I perfact women,Neutral,0.0,0.0
+Easy Hair Style Design,I like hairstyle,Neutral,0.0,0.0
+Easy Hair Style Design,I think outstanding,Positive,0.5,0.875
+Easy Hair Style Design,I need Apps,Neutral,0.0,0.0
+Easy Hair Style Design,It's useful app. I like,Positive,0.3,0.0
+Easy Hair Style Design,Nyc,Neutral,0.0,0.0
+Easy Hair Style Design,nice,Positive,0.6,1.0
+Easy Hair Style Design,Very Good,Positive,0.9099999999999999,0.7800000000000001
+Easy Hair Style Design,It real,Positive,0.2,0.30000000000000004
+Easy Hair Style Design,Easy hair style Design,Positive,0.43333333333333335,0.8333333333333334
+Easy Hair Style Design,This cool,Positive,0.35,0.65
+Easy Hair Style Design,Makeup,Neutral,0.0,0.0
+Easy Hair Style Design,Love,Positive,0.5,0.6
+Easy Hair Style Design,Good aap,Positive,0.7,0.6000000000000001
+Easy Hair Style Design,good,Positive,0.7,0.6000000000000001
+Easy Hair Style Design,Nice,Positive,0.6,1.0
+Easy Hair Style Design,Love it!!!!!!!,Positive,1.0,0.6
+Easy Hair Style Design,Nice,Positive,0.6,1.0
+Easy Hair Style Design,Good,Positive,0.7,0.6000000000000001
+Easy Healthy Recipes,"It's app, I it!",Neutral,0.0,0.0
+Easy Healthy Recipes,Love recipes.,Positive,0.5,0.6
+Easy Healthy Recipes,"User friendly, many ads.",Positive,0.4375,0.5
+Easy Healthy Recipes,Too many ads helpful,Positive,0.5,0.5
+Easy Healthy Recipes,This awesome,Positive,1.0,1.0
+Easy Healthy Recipes,Very helpful,Positive,0.2,0.3
+Easy Healthy Recipes,Just started looking recipe looks tasty,Neutral,0.0,0.0
+Easy Healthy Recipes,"Easy, delicious recipes user friendly layout. Love it!",Positive,0.6083333333333334,0.7333333333333334
+Easy Healthy Recipes,Love recipes. The I fixed last night family loved I would like see sugar free items.,Positive,0.33999999999999997,0.49333333333333335
+Easy Healthy Recipes,nan,nan,nan,nan
+Easy Healthy Recipes,Easy recipes detailed instructions,Positive,0.4166666666666667,0.7916666666666667
+Easy Healthy Recipes,Its Awesome! Its detailed information pretty easy understand!!,Positive,0.5817708333333333,0.8958333333333334
+Easy Healthy Recipes,Wonderful So easy delicious,Positive,0.8111111111111112,0.9444444444444445
+Easy Healthy Recipes,Are easy quick recipes,Positive,0.3833333333333333,0.6666666666666667
+Easy Healthy Recipes,I've set aside several recipe visible search button gives good variety recipes I search.,Positive,0.35,0.30000000000000004
+Easy Healthy Recipes,Nice Good recipes,Positive,0.6499999999999999,0.8
+Easy Healthy Recipes,Mean food hea Good basic food,Positive,0.12916666666666665,0.4708333333333334
+Easy Healthy Recipes,"Kyocera Hydro Icon Nice easy recipes, even ideas future meals.",Positive,0.3444444444444444,0.6527777777777778
+Easy Healthy Recipes,Love I love cooking trying new recipes I'm trying eat healthier I found quite recipes r healthier thank u keep good work!,Positive,0.5028409090909091,0.5636363636363637
+Easy Healthy Recipes,Alison bell I love tried lots recipes yummy yum,Positive,0.5,0.6
+Easy Healthy Recipes,Patty queen Fabulous easy recipes,Positive,0.4166666666666667,0.9166666666666667
+Easy Healthy Recipes,Loved much I like verymuch..the search feature amazing. .I got easy recipes I searched..I suggest cookies easy cooking,Positive,0.47333333333333333,0.7133333333333334
+Easy Healthy Recipes,Shopping list I can't add ingredients shopping list.,Neutral,0.0,0.0
+Easy Healthy Recipes,Zafar khan ZF,Neutral,0.0,0.0
+Easy Healthy Recipes,nan,nan,nan,nan
+Easy Healthy Recipes,love awesome stated easy thank,Positive,0.6444444444444445,0.8111111111111112
+Easy Healthy Recipes,Wow I loved amazing Cool,Positive,0.4375,0.8375
+Easy Healthy Recipes,Awesome recipes! Thank you!,Positive,1.0,1.0
+Easy Healthy Recipes,Good food knowledge,Positive,0.7,0.6000000000000001
+Easy Healthy Recipes,Love far,Positive,0.3,0.8
+Easy Healthy Recipes,Looks good,Positive,0.7,0.6000000000000001
+Easy Installer - Apps On SD,"This worst I seen. Its misleading, lot ads, top I work. Looks ugly too. Don't waste time.",Negative,-0.35,0.625
+Easy Installer - Apps On SD,"Not useful takes lot time.. This automatically install selected apps, install other...",Negative,-0.1375,0.1875
+Easy Installer - Apps On SD,"My FountureToolle Package Installer is writing Stopp, tell me how to fix it",Neutral,0.0,0.0
+Easy Installer - Apps On SD,This turkey broke Android Marshmallow! Can't find apk's Transcend SD card!,Neutral,0.0,0.0
+Easy Installer - Apps On SD,Is cool I I accidentally deleted,Positive,0.35,0.65
+Easy Installer - Apps On SD,"I hate app,doesn't work all. Have uninstall",Negative,-0.8,0.9
+Easy Installer - Apps On SD,What guys thinking cool,Positive,0.35,0.65
+Easy Installer - Apps On SD,Helpful rate 5 stars(if rate 45),Neutral,0.0,0.0
+Easy Installer - Apps On SD,All stuff clear I'm happy,Positive,0.45,0.6916666666666667
+Easy Installer - Apps On SD,Excellent installing apks wherever storage. But 10 sec ad launching everytime? Meh,Positive,0.45,0.8
+Easy Installer - Apps On SD,DO NOT DOWNLOAD LIARS. Does move want too.,Neutral,0.0,0.0
+Easy Installer - Apps On SD,The worst ever,Negative,-1.0,1.0
+Easy Installer - Apps On SD,Not work 6.0,Neutral,0.0,0.0
+Easy Installer - Apps On SD,Dude kinding still Installs phone storage You says easy installer sd,Positive,0.43333333333333335,0.8333333333333334
+Easy Installer - Apps On SD,"Ow c'mon! Other see apk file SD card, not.",Negative,-0.125,0.375
+Easy Installer - Apps On SD,It's showing phone.,Neutral,0.0,0.0
+Easy Installer - Apps On SD,really lazy dumb.,Negative,-0.3125,0.75
+Easy Installer - Apps On SD,It's scanning Marshmallow,Neutral,0.0,0.0
+Easy Installer - Apps On SD,Waste time Not working,Negative,-0.2,0.0
+Easy Installer - Apps On SD,It help,Neutral,0.0,0.0
+Easy Installer - Apps On SD,Doesn't work anymore,Neutral,0.0,0.0
+Easy Installer - Apps On SD,can't open 3 day's,Neutral,0.0,0.5
+Easy Installer - Apps On SD,Does work,Neutral,0.0,0.0
+Easy Installer - Apps On SD,No installed SD,Neutral,0.0,0.0
+Easy Installer - Apps On SD,Scan never works.,Neutral,0.0,0.0
+Easy Installer - Apps On SD,You bunch,Neutral,0.0,0.0
+Easy Installer - Apps On SD,Doesn't see SD,Neutral,0.0,0.0
+Easy Installer - Apps On SD,"Finally found legit app, thank you.",Neutral,0.0,1.0
+Easy Installer - Apps On SD,It makes effect,Neutral,0.0,0.0
+Easy Installer - Apps On SD,NO APPS ON SD CARD. LOL,Positive,0.8,0.7
+Easy Installer - Apps On SD,Nice 5 rating,Positive,0.6,1.0
+Easy Installer - Apps On SD,Worst ever,Negative,-1.0,1.0
+Easy Installer - Apps On SD,It see apk's,Neutral,0.0,0.0
+Easy Installer - Apps On SD,Can't find SD card,Neutral,0.0,0.0
+Easy Installer - Apps On SD,Hi I'm new,Positive,0.13636363636363635,0.45454545454545453
+Easy Installer - Apps On SD,Marshmallow working,Neutral,0.0,0.0
+Easy Installer - Apps On SD,thank,Neutral,0.0,0.0
+Easy Installer - Apps On SD,To select carpet It improve.,Neutral,0.0,0.0
+Easy Installer - Apps On SD,nan,nan,nan,nan
+Easy Installer - Apps On SD,Fk,Neutral,0.0,0.0
+Easy Makeup Tutorials,It's bunch photos... It may good someone needs ideas... But definitely not someone wants learn it. I would suggest adding instructions go images.,Positive,0.3,0.4000000000000001
+Easy Makeup Tutorials,It's of. No wants learn makeup. It's pics already know makeup like expert. There mention brush use. I u installed right away.,Positive,0.09285714285714285,0.31785714285714284
+Easy Makeup Tutorials,nan,nan,nan,nan
+Easy Makeup Tutorials,It's nonsense.... Just pictures more... SCAM SCAM SCAM!!!,Positive,0.9765625,0.5
+Easy Makeup Tutorials,"I love this! Well, yeah, video cat eyes, But Still awesome! I took many ideas dates app! Completely awesome!! ❤❤❤",Positive,0.8125,0.775
+Easy Makeup Tutorials,nan,nan,nan,nan
+Easy Makeup Tutorials,"PUA. Lookout mobile security said safe, SOPHOS mobile security said PUA. I trust best thanks SOPHOS catching spam scam app.",Positive,0.575,0.475
+Easy Makeup Tutorials,I downloaded 13 year old daughter loved app. Her makeup stunning now!,Positive,0.4749999999999999,0.6666666666666666
+Easy Makeup Tutorials,Google allows allows scammers liars put anything marketplace. How many people say scam Google removes item? Oh. Google sometimes scammish type thing's,Positive,0.5,0.5
+Easy Makeup Tutorials,"Rubbish. No training just, sets already make eyes.",Neutral,0.0,0.0
+Easy Makeup Tutorials,I found easy like said,Positive,0.43333333333333335,0.8333333333333334
+Easy Makeup Tutorials,It bad cousin thing that's awful barely barely put makeup like saying makeup pictures that's,Negative,-0.5499999999999999,0.5888888888888889
+Easy Makeup Tutorials,DO NOT GET IT ALL IT SHOWS YOU IS PICTURES OF PEOPLE GOING IT STEP BY STEP,Neutral,0.0,0.0
+Easy Makeup Tutorials,"I follow page instagram step step photos.... that's probably found them, oh facebook.",Neutral,0.0,0.0
+Easy Makeup Tutorials,Thank u love receive n b kept updated informative.,Positive,0.5,0.6
+Easy Makeup Tutorials,I tot gonna tich 2 dro eyebrows scam I wish I waste data n tam,Negative,-0.2,0.0
+Easy Makeup Tutorials,It even show make pictures.,Neutral,0.0,0.0
+Easy Makeup Tutorials,All reviews said bad I thought fine. I really recommend it.,Negative,-0.027777777777777717,0.4555555555555555
+Easy Makeup Tutorials,It's great don't know order these colors,Positive,0.8,0.75
+Easy Makeup Tutorials,I think good teach eye makeup,Positive,0.7,0.6000000000000001
+Easy Makeup Tutorials,I love it! Very informative,Positive,0.4125,0.44999999999999996
+Easy Makeup Tutorials,nan,nan,nan,nan
+Easy Makeup Tutorials,I think of good middle school daughter school dances,Positive,0.35,0.30000000000000004
+Easy Makeup Tutorials,I like pretty looks! :),Positive,0.40625,1.0
+Easy Makeup Tutorials,Its photos. I expecting videos,Neutral,0.0,0.0
+Easy Makeup Tutorials,Great learn new make tricks. Can always learn new makeup tips get flawless look.,Positive,0.5181818181818182,0.6647727272727273
+Easy Makeup Tutorials,I love makes makeup look amazing!!!!!!!!,Positive,0.75,0.75
+Easy Makeup Tutorials,nan,nan,nan,nan
+Easy Makeup Tutorials,Amazing Me,Positive,0.6000000000000001,0.9
+Easy Makeup Tutorials,It helped lot telling steps,Neutral,0.0,0.0
+Easy Makeup Tutorials,It's pictures.,Neutral,0.0,0.0
+Easy Makeup Tutorials,Didn't get name products models,Neutral,0.0,0.0
+Easy Makeup Tutorials,Thought like short videos essential make ups,Neutral,0.0,0.3
+Easy Makeup Tutorials,Its really nice I think shud better upload pix oneself,Positive,0.55,0.75
+Easy Makeup Tutorials,I simply love,Positive,0.5,0.6
+Easy Makeup Tutorials,They pictures instead tutorials,Neutral,0.0,0.0
+Easy Makeup Tutorials,Is interesting me!!!,Positive,0.9765625,0.5
+Easy Makeup Tutorials,It good sister good need,Positive,0.7,0.6000000000000001
+Easy Makeup Tutorials,Just pictures! Stupid!!,Negative,-1.0,1.0
+Easy Makeup Tutorials,Teaching things,Neutral,0.0,0.0
+Easy Origami Ideas,Pathetic app. No instructions.. proper steps ..kids make things looking,Negative,-0.5,0.55
+Easy Origami Ideas,"So poor: the thing is worthless, it is not enough to understand how it is done.",Negative,-0.4000000000000001,0.6666666666666666
+Easy Origami Ideas,Worst origami ever seen used.Steps improper order due difficult make anything.,Negative,-0.5416666666666666,0.7916666666666666
+Easy Origami Ideas,nan,nan,nan,nan
+Easy Origami Ideas,Doesn't proper steps old origami. Waste time,Negative,-0.03333333333333333,0.10000000000000002
+Easy Origami Ideas,It better may notifications written told steps make origami,Positive,0.5,0.5
+Easy Origami Ideas,One best kind app. I seen.,Positive,0.8,0.6
+Easy Origami Ideas,I like game anybody could understand pictures,Negative,-0.4,0.4
+Easy Origami Ideas,nan,nan,nan,nan
+Easy Origami Ideas,I think difficult 's little bit good,Positive,0.004166666666666652,0.7000000000000001
+Easy Origami Ideas,It really nice daughter love,Positive,0.55,0.8
+Easy Origami Ideas,Best game ever Craft work,Positive,0.3,0.35
+Easy Origami Ideas,nan,nan,nan,nan
+Easy Origami Ideas,I LIKE THIS VERY MUCH.,Positive,0.26,0.26
+Easy Origami Ideas,nan,nan,nan,nan
+Easy Origami Ideas,High quality rhythm heavy,Negative,-0.020000000000000004,0.52
+Easy Origami Ideas,I think origami,Neutral,0.0,0.0
+Easy Origami Ideas,Bad bad,Negative,-0.6999999999999998,0.6666666666666666
+Easy Origami Ideas,nan,nan,nan,nan
+Easy Origami Ideas,There steps missing really help,Neutral,0.0,0.125
+Easy Origami Ideas,You've never seen very good goodies,Positive,0.9099999999999999,0.7800000000000001
+Easy Origami Ideas,Their full method making,Positive,0.35,0.55
+Easy Origami Ideas,I love much,Positive,0.35,0.4
+Easy Origami Ideas,No instructions pathetic,Negative,-1.0,1.0
+Easy Origami Ideas,Its nice,Positive,0.6,1.0
+Easy Origami Ideas,I hate,Negative,-0.8,0.9
+Easy Origami Ideas,If keep video good,Positive,0.7,0.6000000000000001
+Easy Origami Ideas,fine pictures short steps complete,Positive,0.17222222222222225,0.4000000000000001
+Easy Origami Ideas,It good app. But something without tips:(,Negative,-0.025000000000000022,0.8
+Easy Origami Ideas,☆☆☆☆♡To good guy made game instructions,Positive,0.14999999999999997,0.5
+Easy Origami Ideas,"Is very good collection. Of origami projects. Tanks, good work.",Positive,0.8049999999999999,0.6900000000000002
+Easy Origami Ideas,nan,nan,nan,nan
+Easy Origami Ideas,IT'S worst,Negative,-1.0,1.0
+Easy Origami Ideas,Idealistic,Neutral,0.0,0.0
+Easy Origami Ideas,Dont install please,Neutral,0.0,0.0
+Easy Origami Ideas,Just darun,Neutral,0.0,0.0
+Easy Origami Ideas,I happy it. I already made it.,Positive,0.8,1.0
+Easy Origami Ideas,To good,Positive,0.7,0.6000000000000001
+Easy Origami Ideas,All origami's beautiful,Positive,0.85,1.0
+Easy Origami Ideas,Use project,Neutral,0.0,0.0
+Easy Recipes,Very American. Don't recognise cant source ingredients.,Neutral,0.0,0.0
+Easy Recipes,Barely recipes disappointing,Negative,-0.27499999999999997,0.39999999999999997
+Easy Recipes,Too americanised useful Brit unfortunately :(,Negative,-0.31666666666666665,0.6666666666666666
+Easy Recipes,Barley recipes,Neutral,0.0,0.0
+Easy Recipes,Barley recipes.,Neutral,0.0,0.0
+Easy Recipes,Barley recipes,Neutral,0.0,0.0
+Easy Recipes,Dil assumes,Neutral,0.0,0.0
+Easy Recipes,I like add cart feature ingredients. No writing ticking side. I like lot.,Neutral,0.0,0.0
+Easy Recipes,Good recipes still haven't made yet.,Positive,0.7,0.6000000000000001
+Easy Recipes,Very bad,Negative,-0.9099999999999998,0.8666666666666667
+Easy Recipes,It easy recipes easily make Home.,Positive,0.43333333333333335,0.8333333333333334
+Easy Recipes,Need recipes....,Neutral,0.0,0.0
+Easy Recipes,Not enough recipes,Neutral,0.0,0.5
+Easy Recipes,Awesome,Positive,1.0,1.0
+Easy Recipes,Easy great recipes,Positive,0.6166666666666667,0.7916666666666667
+Easy Recipes,"I've tried couple recipes far, Mexican spinach meat loaf incredible, taco meat loaf really good too. I'm making pasta pizza casserole using brownies recipe inspiration. Really great food easy novice cook. I'm really excited try recipes!",Positive,0.4860119047619048,0.6904761904761905
+Easy Recipes,Kinda limited selection recipes,Negative,-0.07142857142857142,0.14285714285714285
+Easy Recipes,Very good cooking recipes I love thank,Positive,0.705,0.6900000000000001
+Easy Recipes,Not enough recipes,Neutral,0.0,0.5
+Easy Recipes,Wow. Can't wait try them.,Positive,0.1,1.0
+Easy Recipes,Easy recipes taste great! Family loves too!,Positive,0.7166666666666667,0.7916666666666667
+Easy Recipes,I love recipes different ways save space cabinet places kitchen places house. I love baking recipes crockpot things make . I love shopping clothes things need house. .,Positive,0.375,0.6
+Easy Recipes,Good recipes,Positive,0.7,0.6000000000000001
+Easy Recipes,Love,Positive,0.5,0.6
+Easy Recipes,The writing pale white background hard read . I like recipes,Negative,-0.16722222222222224,0.24055555555555555
+Easy Recipes,"It's great app, recipe shopping list",Positive,0.8,0.75
+Easy Recipes,"Look forward putting test,!! Visually stunning",Positive,0.5,1.0
+Easy Recipes,"Pretty easy includes delicious, easy make recipes ❤",Positive,0.5291666666666667,0.9166666666666667
+Easy Recipes,Clear comprehensive culinary delights.,Positive,0.05000000000000001,0.19166666666666665
+Easy Recipes,Its quick easy recipes,Positive,0.3833333333333333,0.6666666666666667
+Easy Recipes,Good,Positive,0.7,0.6000000000000001
+Easy Recipes,Supper amazing marvelous,Positive,0.8,0.95
+Easy Recipes,Totally easy totally delish!,Positive,0.21666666666666667,0.7916666666666667
+Easy Recipes,Awesomeness indeed WOW,Positive,0.1,1.0
+Easy Recipes,Great services ANY AND EVERYONE TO see AND hopefully enjoyed IT alots TO THANK YOU?,Positive,0.65,0.725
+Easy Recipes,"Downloaded, within seconds ads popped up!! Uninstalled!",Neutral,0.0,0.0
+Easy Recipes,Its awesum,Neutral,0.0,0.0
+Easy Recipes,So good recipes I like,Positive,0.7,0.6000000000000001
+Easy Recipes,Jennifer barone,Neutral,0.0,0.0
+Easy Recipes,Yummy tummy. LOL,Positive,0.8,0.7
+Easy Voice Recorder,"So far ok,having trouble getting phone type name recording...could phone ,cause old...",Neutral,0.0,0.4666666666666666
+Easy Voice Recorder,I'm enjoying alot best recording ever,Positive,0.75,0.44999999999999996
+Easy Voice Recorder,"Awesome app. Simple, easy use, quite options recording quality mode.",Positive,0.4777777777777778,0.7301587301587302
+Easy Voice Recorder,Wish loader clearer sound much background music.,Positive,0.30000000000000004,0.30000000000000004
+Easy Voice Recorder,I transitioned iPhone Android. It easy similar interface.,Positive,0.21666666666666667,0.6166666666666667
+Easy Voice Recorder,Nice good helps alot,Positive,0.6499999999999999,0.8
+Easy Voice Recorder,It works great.,Positive,0.8,0.75
+Easy Voice Recorder,view recordings,Neutral,0.0,0.0
+Easy Voice Recorder,I record Bishop's sermons Sundays.... simple amazing quality,Positive,0.30000000000000004,0.6285714285714286
+Easy Voice Recorder,Love it.,Positive,0.5,0.6
+Easy Voice Recorder,This great recording meetings & great playback,Positive,0.8,0.75
+Easy Voice Recorder,Does supposed do. Very good app.,Positive,0.9099999999999999,0.7800000000000001
+Easy Voice Recorder,Excellent! Exactly I'm looking,Positive,0.625,0.625
+Easy Voice Recorder,Good good sound reliable,Positive,0.6,0.5333333333333333
+Easy Voice Recorder,Very useful easy use.,Positive,0.4116666666666667,0.4166666666666667
+Easy Voice Recorder,Great meeting minutes recap.,Positive,0.8,0.75
+Easy Voice Recorder,Clean easy,Positive,0.4,0.7666666666666667
+Easy Voice Recorder,Its great,Positive,0.8,0.75
+Easy Voice Recorder,Nice,Positive,0.6,1.0
+Easy Voice Recorder,nan,nan,nan,nan
+Easy Voice Recorder,Useful,Positive,0.3,0.0
+Easy Voice Recorder,Love,Positive,0.5,0.6
+Easy Voice Recorder,Great,Positive,0.8,0.75
+Easy Voice Recorder,Good,Positive,0.7,0.6000000000000001
+Easy Voice Recorder,Brilliantly simple effective. Needed record grievance hearing work I set recording pocket. Worked treat. 1 1/2 hours worth. You close turn screen case someone wants check recording. Open running carries recording background. Highly recommended.,Positive,0.20999999999999996,0.39952380952380956
+Easy Voice Recorder,"Just got made couple recordings. It seems things should, like I've used. I rate good, words instruction would helped I'm sure would help experience kinds apps.",Positive,0.6,0.7444444444444445
+Easy Voice Recorder,"I love much, wonderful recording audio! The issue I I think I'm able sign another device account hear :/ way create account someone please tell how.",Positive,0.4375,0.80625
+Easy Voice Recorder,"I many different things. I've used audio projects school, recording interviews people, reminders, even jobs. There different formats record depending want sampling rate file size. So I audio projects nice .wav file, I recording interview concert children much lower compress quality like MP3.",Positive,0.26,0.5800000000000001
+Easy Voice Recorder,This far best recorder ever. It looks great blue microphone & sound waves bottom. Great! It also lets exit recording & go note pad & still records. I rapper. The recorder phone came garbage. 5/13/18 The still performs excellent although removed feature I love exiting still playing recorded audio. The message said test sort looks like kept new feature annoying.,Positive,0.41363636363636375,0.6254545454545454
+Easy Voice Recorder,Hands-down best reliable recording market. I pro user 3 years worth every penny more. It never failed crashed 3 years. I highly recommend purchasing pro version. So many functions record MP3! I every single day I truly happy customer. My sincere thanks Developers!,Positive,0.4313571428571429,0.41542857142857137
+Easy Voice Recorder,Overall better voice recorders. But there's ISSUE record Zoom app's voice. I using Nougat I think allow internal voice recording. Please come update containing Zoom app's voice recording capabilities. I ready give many permissions need adding function. Please consider this. And needful urgently. I upgrade star ratings 5+ Thanks advance.,Positive,0.2333333333333333,0.2833333333333333
+Easy Voice Recorder,"I love it, complaints deleted older recordings I've had. But every time I've gotten new phones I make sure it. It's really good easy send friends anyone via whatsapp compresses. Everything else always tells big file send.",Positive,0.34805194805194806,0.5443001443001444
+Easy Voice Recorder,Exactly I needed. The widget records stops recording tap show indication recording process. One thing I'd like see record directly transflash card instead phone memory. Love it!,Positive,0.325,0.4166666666666667
+Easy Voice Recorder,"Great overcomes Pixel 2 xl issues recording (the default+a sound recording worked). This ace solves voice recording problem. I love instant start stop widget Pixel allows onto main functions bar bottom panel (Pixel allow widgets, one). This attribute provides super fast access (on 128gb) straight INSTANT (no delay) record mode. Pixel 2 also allows Google Voice recognition open lock screen still requires tap record button happens instantly. I look forward I voice activate instant record lock screen without second command....",Positive,0.20000000000000004,0.5320512820512822
+Easy Voice Recorder,"**UPDATE: Thanks response, support! It worked like said. It seems odd turn silence feature OFF work phone. In honesty...I figured phone. (Not fan phone) THANKS AGAIN! **OLD POST: Havence 2016. Suddenly makes *ding* sound I stop recording. I cannot change it. I would buy pro option. I want recorder *ding* every time I stop recording. Please fix...or tell I fix issue. TY",Positive,0.1388888888888889,0.2916666666666667
+Easy Voice Recorder,"This great recording lectures professor talks fast want sleep. It annoying notifications, ads, anything like that. You record phone sleep mode well perfect.",Positive,0.3,0.8125
+Easy Voice Recorder,"I record telemarketers. I try get either hang fast possible, string along. The longest almost 14 minutes. This recorded sides clear day. Fantastic!",Positive,0.2,0.7208333333333333
+Easy Voice Recorder,"This exactly I looking for. I study flashcards driving helped immensely. I wish could add end recording opposed starting though. Other that, great product!",Positive,0.225,0.495
+Easy Voice Recorder,I compared voice recorder control bit rate sampling rate. This inferior terms size. This occupies size. Also I cannot select Mr recording.,Neutral,0.0,0.0
+Easy Voice Recorder,"Awesome recording voice songs fly. Amazingly simple effective. When I come new song idea, I hit record Ill never lose another good idea again. Thank you!!!!",Positive,0.43376623376623374,0.7302411873840445
+EasyBib: Citation Generator,"Would given 5* updated MLA 8 format, SUPER helpful! Thanks making student's life little easier!",Positive,0.12743055555555557,0.45555555555555555
+EasyBib: Citation Generator,Elightcul useful. The name misleading but. The context I looking app. I could wish this. Thank you.,Positive,0.3,0.0
+EasyBib: Citation Generator,nan,nan,nan,nan
+EasyBib: Citation Generator,Even ACS style! Life saver!,Neutral,0.0,0.0
+EasyBib: Citation Generator,Fantastic college Cite format.,Positive,0.4,0.9
+EasyBib: Citation Generator,Its awesome,Positive,1.0,1.0
+EasyBib: Citation Generator,Awesome,Positive,1.0,1.0
+EasyBib: Citation Generator,"Whenever I try email citation, asks set default email address, since recognise email-accounts already device. I would mind nanually copying email. However function there. I delete edit. What good citation collect citations, I cannot simply transfer it.",Positive,0.35,0.47857142857142865
+EasyBib: Citation Generator,Useless bcuz can't copy paste citations email citations sign easybib login info! Update fix login problem,Negative,-0.625,0.2
+EasyBib: Citation Generator,It function properly. Not even little bit. - Can't sign - Can't add email - Can't make citations - Can't check validity citation - Doesn't look anything like display images And more... much better useless. Please fix!,Positive,0.0375,0.36
+EasyBib: Citation Generator,"Garbage app. No way share list(s) email upload lists account online; renders compiled lists useless. (I'm unsure changed previous versions, worked wonderfully.) This wasted hours life compiling bibliographic list I way uploading sharing. Incredibly frustrating.",Negative,-0.05333333333333333,0.4533333333333333
+EasyBib: Citation Generator,"The way copy citation anywhere outside via email, refuses recognize email accounts device. No copying possible. Worthless app.",Negative,-0.26666666666666666,0.65
+EasyBib: Citation Generator,"Gave Star alphabetized citations, does. There option says email list according Einstein easybib feature available app. Okay, available put on? When I emailed back received response : The EasyBib mobile longer supported maintained development team, suggest switching browser-based version EasyBib. Thanks reaching out, Switch browser, app?",Positive,0.3,0.3
+EasyBib: Citation Generator,Waste time. Cant email scanned. Use love app. DOES NOT WORK!!,Positive,0.290625,0.3
+EasyBib: Citation Generator,"The okay. It help books, take see get scanner work. It also takes long email. 6/10",Positive,0.225,0.45
+EasyBib: Citation Generator,"nowhere enter email address, complains ""no email account setup device"" - clearly impossible, cant install Play without google account installed. pointless without export login section",Negative,-0.4583333333333333,0.75
+EasyBib: Citation Generator,Will work with camera. It also crashed twice since I installed it.,Neutral,0.0,0.0
+EasyBib: Citation Generator,Don't let log I can't send citations. Pointless,Negative,-0.25,0.5
+EasyBib: Citation Generator,Doesn't allow email citations save them. Useless app.,Negative,-0.5,0.2
+EasyBib: Citation Generator,It let send citations email...plus I wish could've added manual entry mode like tons features.,Neutral,0.0,0.0
+EasyBib: Citation Generator,Why complicated? Let copy text app.,Negative,-0.5,1.0
+EasyBib: Citation Generator,nan,nan,nan,nan
+EasyBib: Citation Generator,It says camera error I try scan anything there's nothing wrong camera,Negative,-0.5,0.9
+EasyBib: Citation Generator,Some issues camera book barcode scanner,Neutral,0.0,0.0
+EasyBib: Citation Generator,Couldn't email it. If longer support need say play store page,Neutral,0.0,0.0
+EasyBib: Citation Generator,"Was hoping would link existing account, order avoid keeping student portal open.",Neutral,0.0,0.5
+EasyBib: Citation Generator,Camera work email work sad cause looked amazing,Positive,0.050000000000000044,0.95
+EasyBib: Citation Generator,Love love loved it.....I recommend trying cute....this makes everything much easier,Positive,0.475,0.55
+EasyBib: Citation Generator,I cannot email reference. I need it!,Neutral,0.0,0.0
+EasyBib: Citation Generator,Couldn't add email. Would rate 5 star add email right away.,Positive,0.2857142857142857,0.5357142857142857
+EasyBib: Citation Generator,No way email export citations,Neutral,0.0,0.0
+EasyBib: Citation Generator,Can't sign view previous citations :/,Negative,-0.20833333333333331,0.5833333333333334
+EasyBib: Citation Generator,Wouldnt let email,Neutral,0.0,0.0
+EasyBib: Citation Generator,"I can't send citation email, pointless.",Negative,-0.25,0.5
+EasyBib: Citation Generator,Cancer working,Neutral,0.0,0.0
+EasyBib: Citation Generator,Not working..camera error..,Neutral,0.0,0.0
+EasyBib: Citation Generator,Its simply great,Positive,0.8,0.75
+EasyBib: Citation Generator,that's good,Positive,0.7,0.6000000000000001
+EasyBib: Citation Generator,Garbage,Neutral,0.0,0.0
+EasyBib: Citation Generator,Garbage,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,"Bug: Stuck entering initial data I reach ""Ready! Choose diet"" screen empty, except showing daily caloric needs.",Positive,0.0375,0.25
+Eat Fit - Diet and Health Free,Well darn I get past configuration screen. It asks pick diet diets come up. How sad,Negative,-0.375,0.625
+Eat Fit - Diet and Health Free,Can get configuration comes error stops working. Will happily change rating actually works.,Positive,0.4,0.55
+Eat Fit - Diet and Health Free,I like app. Im passionate nutrition & health & well being. Only con give fact put weight & keeps telling lost weight actually struggling moment.,Negative,-0.016666666666666666,0.65
+Eat Fit - Diet and Health Free,"Great app, used bought full version.... but... problem doesnt allow configure all... apparently error.... would love realy liked before...",Positive,0.45999999999999996,0.61
+Eat Fit - Diet and Health Free,Helpful buggy Buggy daily weights. Shopping list confusing b/c redundant times.,Negative,-0.16666666666666666,0.20000000000000004
+Eat Fit - Diet and Health Free,Wish detailed I wish gave vegetarian option rather giving list foods I could choose list recipes says much calories food may,Positive,0.30000000000000004,0.475
+Eat Fit - Diet and Health Free,"Great idea content really there. This great idea app. Its like recipe planner, recipe database, shopping list beautiful layout. But I got refund three things: The recipes dont really fit meal. For example, I kept getting cold cut sandwich pasta suggestions breakfast. I'd a... Full Review",Positive,0.39999999999999997,0.6642857142857143
+Eat Fit - Diet and Health Free,Awesome I like lot. The thing I would suggest info ingredients. I know certain kind food buy I know was.,Positive,0.6047619047619047,0.8238095238095239
+Eat Fit - Diet and Health Free,"Needs work deserves praise This great app! It many healthy meals choose from, stunning layout, grocery list feature lovely! I think could improved allowing user select US system setup, grocery list US convert grams, since here. But thank giving healthy various meals choose from!",Positive,0.5178571428571429,0.6428571428571429
+Eat Fit - Diet and Health Free,...Really? There way input dietary restrictions. It's pointless I'm lactose intolerant majority suggested recipes dairy. Only used 5 minutes already worthless.,Negative,-0.35000000000000003,0.7999999999999999
+Eat Fit - Diet and Health Free,Great For vegetarian complainers. Here you...take meat substitute tofu...easy fix. Stop whining.,Positive,0.8,0.75
+Eat Fit - Diet and Health Free,AWESOME best ever downloaded reminds eat meals lets u grocery list u first start next day u groceries u need make meals I started yesterday 10 started decided get groceries today start diet tomorrow.,Positive,0.5625,0.4083333333333333
+Eat Fit - Diet and Health Free,Problems It keeps say error I summit age height weight I press gender go next step want let,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,I pass configuration. asks gender physical activity level after selection gave error: try later,Neutral,0.0,0.07142857142857142
+Eat Fit - Diet and Health Free,English language? The recipes unknown English language plus ingredient list next meal. It's frustrating figure I mix!!!,Negative,-0.17625,0.3
+Eat Fit - Diet and Health Free,No veggie vegan option Was excited concept practice useless me. Very disappointed.,Negative,-0.3666666666666667,0.6416666666666667
+Eat Fit - Diet and Health Free,"This awful. The weight range restrictive, recipes horrible. The instructions read like put Google translate.",Negative,-1.0,1.0
+Eat Fit - Diet and Health Free,Not worth Locked first screen option move forward entered details.....of kg cms... Rather st/lbs ft.....,Positive,0.05,0.21666666666666667
+Eat Fit - Diet and Health Free,Has potential Love idea layout/functionality. Id like see vegetarian option food preference menu.,Positive,0.25,0.8
+Eat Fit - Diet and Health Free,Unable signup.. When creating profile signup shows error..,Negative,-0.5,0.5
+Eat Fit - Diet and Health Free,A vegetarian option would great rather checking I find one. Otherwise good.,Positive,0.75,0.675
+Eat Fit - Diet and Health Free,"Didn't work. Wouldn't let get past configuration page. Kept saying ""error"" try later.",Negative,-0.125,0.125
+Eat Fit - Diet and Health Free,Boo Couldn't get passed configuration screen. (My stats must bad) delete,Negative,-0.6999999999999998,0.6666666666666666
+Eat Fit - Diet and Health Free,"Add bulking diet plan!! PLEASE PLEASE PLEASE!!!!!!! You two plans losing weight. This great potential, bigger calorie intake plans 3500 4000.",Positive,0.26666666666666666,0.75
+Eat Fit - Diet and Health Free,Failed start Can't put weight in... Stops 132kg........I guess us big guys,Negative,-0.25,0.2
+Eat Fit - Diet and Health Free,This even work. Can't get past initial configuration.,Negative,-0.125,0.125
+Eat Fit - Diet and Health Free,The gives error message continue.,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,Crashes right third configuration page. Useless...,Negative,-0.07142857142857144,0.24523809523809526
+Eat Fit - Diet and Health Free,"Diets locked free version, I got offered meat, salmon gluten free..mooh",Positive,0.4,0.8
+Eat Fit - Diet and Health Free,great except I wish make workout food option,Positive,0.8,0.75
+Eat Fit - Diet and Health Free,Brilliant The meals healthy plus taste amazing,Positive,0.6666666666666666,0.7999999999999999
+Eat Fit - Diet and Health Free,"Good Love reminds eat when, also drink water, nice foods menu",Positive,0.6,0.7333333333333334
+Eat Fit - Diet and Health Free,"Not anyone 300lbs I thought would work well, can't it.",Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,Error right bat Horrible,Negative,-0.35714285714285715,0.7678571428571428
+Eat Fit - Diet and Health Free,Very odd definition fit What this?? Why want eat 1200 CALORIES A DAY??,Positive,0.09166666666666667,0.36250000000000004
+Eat Fit - Diet and Health Free,Ok The food preparation alright but it could involve salads!!!,Positive,0.9765625,0.5
+Eat Fit - Diet and Health Free,It constantly error.,Neutral,0.0,0.3333333333333333
+Eat Fit - Diet and Health Free,This sucks,Negative,-0.3,0.3
+Eat Fit - Diet and Health Free,So far really good. I like sends messages advice drinking water.,Positive,0.39999999999999997,0.8
+Eat Fit - Diet and Health Free,Couldn't get past adding weight. No imperial option.,Negative,-0.25,0.25
+Eat Fit - Diet and Health Free,WOW Wow i'm really losing weight,Positive,0.13333333333333333,0.7333333333333334
+Eat Fit - Diet and Health Free,Good Good menu idea plus cooking directions. Really help lot,Positive,0.5333333333333333,0.46666666666666673
+Eat Fit - Diet and Health Free,Cant even register. Thanks nothing,Positive,0.2,0.2
+Eat Fit - Diet and Health Free,Couldn't get past configuration stage!!,Negative,-0.390625,0.25
+Eat Fit - Diet and Health Free,Love it... Would like c work food added menu.,Positive,0.5,0.6
+Eat Fit - Diet and Health Free,No No no. Don't,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,Needs better recipes This would perfect recipes better.,Positive,0.6666666666666666,0.6666666666666666
+Eat Fit - Diet and Health Free,Really nice You good job app..thank,Positive,0.6499999999999999,0.8
+Eat Fit - Diet and Health Free,Feeling awesome Love app. Thank right direction.,Positive,0.5952380952380952,0.7119047619047619
+Eat Fit - Diet and Health Free,No diet select,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,Missing tablets version,Negative,-0.2,0.05
+Eat Fit - Diet and Health Free,Hard make adjustments,Negative,-0.2916666666666667,0.5416666666666666
+Eat Fit - Diet and Health Free,Like I'm seeing..,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,"working ,, dont know someone else ..",Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,Amazing It's really useful. Very good suggestions.,Positive,0.6033333333333334,0.56
+Eat Fit - Diet and Health Free,Eat Fit Awesome wanted.,Positive,0.7,0.7
+Eat Fit - Diet and Health Free,Resourceful busy life.,Positive,0.35,0.6
+Eat Fit - Diet and Health Free,Vik It's good,Positive,0.7,0.6000000000000001
+Eat Fit - Diet and Health Free,great awesome,Positive,0.9,0.875
+Eat Fit - Diet and Health Free,Works Really good,Positive,0.7,0.6000000000000001
+Eat Fit - Diet and Health Free,I love,Positive,0.5,0.6
+Eat Fit - Diet and Health Free,Nice,Positive,0.6,1.0
+Eat Fit - Diet and Health Free,Pretty decent,Positive,0.20833333333333331,0.8333333333333333
+Eat Fit - Diet and Health Free,good application,Positive,0.7,0.6000000000000001
+Eat Fit - Diet and Health Free,Very good,Positive,0.9099999999999999,0.7800000000000001
+Eat Fit - Diet and Health Free,Perfect,Positive,1.0,1.0
+Eat Fit - Diet and Health Free,Great Great,Positive,0.8,0.75
+Eat Fit - Diet and Health Free,Perfect,Positive,1.0,1.0
+Eat Fit - Diet and Health Free,Love,Positive,0.5,0.6
+Eat Fit - Diet and Health Free,Amazing Amazing,Positive,0.6000000000000001,0.9
+Eat Fit - Diet and Health Free,"Balanced diet! Nice, varied recipes everyday meals. Especially useful (like me) creative food.",Positive,0.375,0.65
+Eat Fit - Diet and Health Free,Sloooowww... Extremely slow performance makes software painful slug. No practical recipe provided.,Negative,-0.5,0.65
+Eat Fit - Diet and Health Free,Couldn't get diet part work kept coming error try,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,Wouldn't info stats. Gave 3rd try it. Meh.,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,I love But another program like like twins free money difference install program install money,Positive,0.45,0.7
+Eat Fit - Diet and Health Free,Like tryna put weight go past 139 think that's good need fix,Positive,0.22499999999999998,0.42500000000000004
+Eat Fit - Diet and Health Free,Free version beta version. The layout beautiful fee version enough options. I uninstalled minutes.,Positive,0.4166666666666667,0.7666666666666666
+Eat Fit - Diet and Health Free,I really beyond eat/drink reminders.,Positive,0.2,0.2
+Eat Fit - Diet and Health Free,Very nice full,Positive,0.565,0.775
+Eat Fit - Diet and Health Free,Hate F,Negative,-0.8,0.9
+Eat Fit - Diet and Health Free,Nice really good.,Positive,0.6499999999999999,0.8
+Eat Fit - Diet and Health Free,Eatfit Dietary/ fitness,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,Nice nice,Positive,0.6,1.0
+Eat Fit - Diet and Health Free,Fabulous,Positive,0.4,1.0
+Eat Fit - Diet and Health Free,I lovin in❤,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,Nicee Yeahh,Neutral,0.0,0.0
+Eat Fit - Diet and Health Free,Perfect,Positive,1.0,1.0
+Eat Fit - Diet and Health Free,Love,Positive,0.5,0.6
+Eat Fit - Diet and Health Free,nice,Positive,0.6,1.0
+Eat24 Food Delivery & Takeout,"Overall saved many occasions I've company come visit unexpectedly. long time hot time order described. However, time time restaurant delivery tendency conflict. Adding live chat helped alleviate conflicts. The reason I give five star; restaurant menu information often outdated.",Positive,0.07272727272727271,0.48055555555555557
+Eat24 Food Delivery & Takeout,"I've used number times now. My biggest complaint delivery estimate. The estimate changes throughout ordering process. For example, I Purchase ETA might 40 minutes. Then second later Confirmation page estimate jumps 50 minutes. Then ETA may adjust repeatedly, suggesting calculations entirely unreliable. That's annoying, especially since require I tip advance. That's terrible experience, made worse food arrives cold errors order, happened me. On night, three drivers failed deliver. Now I paid $60 warm sushi cold gyoza. Amazon Restaurants Uber Eats better choices.",Negative,-0.23846153846153847,0.5942307692307692
+Eat24 Food Delivery & Takeout,The move grub hub SUCKED. Hate new new support levels.,Negative,-0.17575757575757578,0.603030303030303
+Eat24 Food Delivery & Takeout,"Used take PayPal credit maybe Lame ass grubhub, delivery charge JOKE..uninstalled recommend",Negative,-0.5,0.75
+Eat24 Food Delivery & Takeout,Good overall accurate. Chat function needs improvement.,Positive,0.3666666666666667,0.41111111111111115
+Eat24 Food Delivery & Takeout,Its easy cope,Positive,0.43333333333333335,0.8333333333333334
+Eat24 Food Delivery & Takeout,My go delivery app. No hidden fees weekly weekend coupons,Positive,0.08333333333333333,0.3333333333333333
+Eat24 Food Delivery & Takeout,Very easy,Positive,0.5633333333333334,1.0
+Eat24 Food Delivery & Takeout,Intuitive app!,Neutral,0.0,0.0
+Eat24 Food Delivery & Takeout,"The works. However, customer leaves lot desired. My friend paid months would charge meals even though I changed billing info least eight (8) times kept contacting customer service. The quality food depends restaurant. Some great. Some cold, lazy/inaccurate menu descriptions.",Positive,0.1,0.7875
+Eat24 Food Delivery & Takeout,"Still good used be. Can't filter ""open now"" anymore. This clone Grub Hub & Seamless apps. They company.",Positive,0.26666666666666666,0.4000000000000001
+Eat24 Food Delivery & Takeout,Great way order without give credit card information multiple people. Always quick resolve problems. Good customer service.,Positive,0.4583333333333333,0.4625
+Eat24 Food Delivery & Takeout,"Love it, gripe updated app, I suddenly range delivery favorite restaurant. The restaurant said nothing changed, life, still love app.",Positive,0.375,0.675
+Eat24 Food Delivery & Takeout,"The work, poorly tracking location, let enter save information ordering",Negative,-0.4,0.6
+Eat24 Food Delivery & Takeout,The food terrible delivery guy treated food drug deal! 60 dollars popcorn chicken tasted like shrimp ... Also eat 24 ignored I reach prior review.,Negative,-0.5333333333333333,0.65
+Eat24 Food Delivery & Takeout,"I satisfied service. Can pricy tax, delivery fee tips added...but convenient while.",Positive,0.5,1.0
+Eat24 Food Delivery & Takeout,They send order cancelled restaurant closed late order anything else I get dinner tonight. They figure I'm inconvenienced though cuz gave refund. Guess think I eat money,Negative,-0.2,0.35
+Eat24 Food Delivery & Takeout,"I've using years now. In major cities, best. Especially holiday feel leaving hotel.",Positive,0.3541666666666667,0.6
+Eat24 Food Delivery & Takeout,"Search restaurant I want, look menu, make selections, put card info.. tell delivery range",Neutral,0.0,0.0
+Eat24 Food Delivery & Takeout,"I'm uninstalling $25 loss. I put order delivery, I neverreceived it, I contacted restaurant, said ready driver MIA. When I contacted customer service, said order pick up, even restaurant knew delivery. They never refunded order. I'm uninstalling app.",Positive,0.2,0.5
+Eat24 Food Delivery & Takeout,"Ordering easier website. Perhaps developers cognizant screen real estate, I find intuitive. But terms functionality, status pretty accurate notifications perfect frequency.",Positive,0.4625,0.7333333333333334
+Eat24 Food Delivery & Takeout,I baby picky eating step kids r town saving life daily!,Neutral,0.0,0.0
+Eat24 Food Delivery & Takeout,"It's nice app, easy use. Only sad part many places.",Positive,0.20666666666666664,0.8666666666666668
+Eat24 Food Delivery & Takeout,"I wish way filter/sort delivery prices minimum purchase required. It's great offer credits delivery errors, limited 30 days, like standard coupon.",Positive,0.24285714285714288,0.2976190476190476
+Eat24 Food Delivery & Takeout,You left things menu I'm sure losing Money!,Positive,0.3125,0.4444444444444444
+Eat24 Food Delivery & Takeout,"The reliable Yelp sold it, still functions.",Neutral,0.0,0.0
+Eat24 Food Delivery & Takeout,Only 3 restaurant choices area allow order delivery beyond immediate area.,Neutral,0.0,1.0
+Eat24 Food Delivery & Takeout,"Never problem I like easy communicate restaurant order from, even post-order submission. Favorite food sure",Positive,0.4777777777777778,0.9074074074074074
+Eat24 Food Delivery & Takeout,"Does coincide paper menu. Example: milkshake options, cookie cream flavor option available app.",Positive,0.4,0.4
+Eat24 Food Delivery & Takeout,keeps canceling order charge twice,Neutral,0.0,0.0
+Eat24 Food Delivery & Takeout,I've tried different apps. This definitely favorite,Positive,0.25,0.8
+Eat24 Food Delivery & Takeout,Great spend much food easy,Positive,0.4777777777777778,0.5944444444444444
+Eat24 Food Delivery & Takeout,Lately glitchy,Negative,-0.3,0.6
+Eat24 Food Delivery & Takeout,My go-to weekend food. Love weekly coupon added boost.,Positive,0.5,0.6
+Eat24 Food Delivery & Takeout,Wide variety restaurants,Negative,-0.1,0.4
+Eat24 Food Delivery & Takeout,"Easy, fail-proof, quite nimble.",Positive,0.43333333333333335,0.8333333333333334
+Eat24 Food Delivery & Takeout,"Easy use, exactly says.",Positive,0.3416666666666667,0.5416666666666667
+Eat24 Food Delivery & Takeout,Convenient food delivery anywhere,Neutral,0.0,0.0
+Eat24 Food Delivery & Takeout,Excellent delivery options variety.,Positive,1.0,1.0
+Eat24 Food Delivery & Takeout,Easy helpful,Positive,0.43333333333333335,0.8333333333333334
+EatStreet Food Delivery App,While good order food from.. TIPS DO NOT GO TO STORE! I told Larry's Sub Shop workers receive tips app. So want tip restaurant please tip person cash. It really ticks taking tips themselves.,Positive,0.5375,0.4
+EatStreet Food Delivery App,"It's great works. Sometimes I log Google I want specific order. Lately, Restaurants I normally order saying Delivery Range. It also says get previous information. It always throws off.",Positive,0.09666666666666668,0.4583333333333333
+EatStreet Food Delivery App,"Fourteen! That's number restaurants/food eatery deliver address! 9 Asian, 1Pizza, 3 Mexican last least 1 AloBoba! I read reviews got Happy! And I wasn't! Mess AZ gives 2 stars!",Positive,0.06770833333333333,0.27361111111111114
+EatStreet Food Delivery App,This useless area. It 2 restaurants--both Chinese. There Chinese restaurants town better food,Neutral,0.0,0.175
+EatStreet Food Delivery App,"After placing receiving first order, I wanted contact EatStreet let know food came early fantastic! They gave coupon $5 next order!! I officially new favorite food delivery app!!",Positive,0.29460227272727274,0.49797979797979797
+EatStreet Food Delivery App,nan,nan,nan,nan
+EatStreet Food Delivery App,"Yanno I really these, question prompted ""was easy use?"" YES, gltichy comparison.",Positive,0.31666666666666665,0.5166666666666667
+EatStreet Food Delivery App,"Easy order from. Especially like I add tip ordering, others wait til order complete remember go back add tip.",Positive,0.13333333333333333,0.5583333333333333
+EatStreet Food Delivery App,I love convenience it! And selection. One thing could improve would add CASH option pay.,Positive,0.625,0.6
+EatStreet Food Delivery App,I quite often lazy s*** lol extremely useful aware tips driver restaurant already get money buy food,Positive,0.275,0.4875
+EatStreet Food Delivery App,"QUEEN know I'm going follow advertising, I follow people around maybe independent site lyrics, site engaged system cribina why, problem person playing I think who's may going calling QUEEN you, I destination believe, player even though let Jesus already penetrate inside soul.",Neutral,0.0,0.125
+EatStreet Food Delivery App,"This easy use. It shows available restaurants delivery area, delivery fee minimum orders. It also offers coupons rewards. Menus simple read prices clearly marked. Great app.",Positive,0.3055555555555556,0.4900793650793651
+EatStreet Food Delivery App,Could bit easier navigate I'd like able easily choose I'm overall works well.,Positive,0.3111111111111111,0.48611111111111116
+EatStreet Food Delivery App,This smart people 4/20 friendly feel like moving lol,Positive,0.46309523809523806,0.6142857142857142
+EatStreet Food Delivery App,nan,nan,nan,nan
+EatStreet Food Delivery App,nan,nan,nan,nan
+EatStreet Food Delivery App,"Great alternative uber eats, postmates, etc. Wish I could track driver real time though.",Positive,0.5,0.525
+EatStreet Food Delivery App,Easy convenient. Especially great traveling. No guessing restaurants deliver hotel strange city.,Positive,0.4611111111111111,0.6611111111111111
+EatStreet Food Delivery App,Cheaper delivery charges compared GrubHub get perks buying food.,Neutral,0.0,0.0
+EatStreet Food Delivery App,"This awesome, makes ordering super easy helps us find what's currently open!",Positive,0.44166666666666665,0.75
+EatStreet Food Delivery App,Only week ive done used like 3 times love,Positive,0.25,0.8
+EatStreet Food Delivery App,It's amazing food ordering even track order <3,Positive,0.8,0.95
+EatStreet Food Delivery App,works great. I found new favorite pizza place :),Positive,0.4840909090909091,0.8011363636363636
+EatStreet Food Delivery App,I always visiting Greensboro,Neutral,0.0,0.0
+EatStreet Food Delivery App,I love tracking feature I put dog away minutes.,Positive,0.5,0.6
+EatStreet Food Delivery App,nice much flexibility ;),Positive,0.35000000000000003,0.7333333333333334
+EatStreet Food Delivery App,This useful helpful pain like,Positive,0.3,0.0
+EatStreet Food Delivery App,Quick easy!! Lots coupons sent always greet deal,Positive,0.5052083333333334,0.6666666666666667
+EatStreet Food Delivery App,Great great coupons need longer dates though,Positive,0.8,0.75
+EatStreet Food Delivery App,Easy quick got food warm unlike services available,Positive,0.44166666666666665,0.5833333333333334
+EatStreet Food Delivery App,It makes ordering food fast !:) No adds either!,Positive,0.4375,0.8
+EatStreet Food Delivery App,Use time,Neutral,0.0,0.0
+EatStreet Food Delivery App,I love makes stuff easier order.,Positive,0.5,0.6
+EatStreet Food Delivery App,"Amazing. Perfect every time, efficient fun.",Positive,0.6333333333333334,0.7000000000000001
+EatStreet Food Delivery App,"Great app, convenient great specials",Positive,0.8,0.75
+EatStreet Food Delivery App,Fast better mobile,Positive,0.35,0.55
+EatStreet Food Delivery App,Great ordering tracking food order,Positive,0.8,0.75
+EatStreet Food Delivery App,Yum food,Neutral,0.0,0.0
+EatStreet Food Delivery App,Love food. Great delivery service.,Positive,0.65,0.675
+EatStreet Food Delivery App,"Great interface, good food",Positive,0.75,0.675
+"Ebates: Cash Back, Coupons, Rewards & Savings",I think could revamped. There's way add receipts purchase forget stuck. Sometimes wants shop online already store gets confusing. The BEST feature linking cards stores. That helps forget go them. It get cash back even tiny bit adds up.,Positive,0.18,0.26
+"Ebates: Cash Back, Coupons, Rewards & Savings","The Complaint I have, sometimes Cash Back Activity show I Re-enter Order Information. Now, I usually wait 2 Days, I still see money, I let Customer Service know money deposited Ebates Account almost immediately! Other that, I happier! This time around, time Cash Out, I given New 2nd Option Receiving EGift Card included ""Added Boost 15% towards Cash Balance!"". The EGift Cards Offered different Boost Amounts, 15%!!! For example, I ready Cash Out $11.64, I looked EGift Cards found Petco GREAT help, I ended getting Cash Out Boosted 12% so??? Anyway, instead getting $11.64 via PayPal, I received Petco EGift Card $13.15!!! I EXTREMELY happy jump Value.",Positive,0.13676136363636365,0.4129545454545454
+"Ebates: Cash Back, Coupons, Rewards & Savings","Loved using update. After update, force closed least 10 times, can't get shopping session done anywhere.",Positive,0.09999999999999999,0.43333333333333335
+"Ebates: Cash Back, Coupons, Rewards & Savings",I fine browsing mobile Ebates urged better cash back Installed 9% rebate mobile shrank 4.5% I better mobile site buy So compare may find coupon online sites instant discount,Positive,0.2833333333333333,0.4333333333333333
+"Ebates: Cash Back, Coupons, Rewards & Savings","I love shop, & getting paid favorite past times, seems like win-win me!",Positive,0.22916666666666666,0.6166666666666667
+"Ebates: Cash Back, Coupons, Rewards & Savings",Easy use. We're getting tracked anyway might well get discount may improve future choices. Also I've discovered new stores available deals.,Positive,0.24242424242424243,0.453219696969697
+"Ebates: Cash Back, Coupons, Rewards & Savings",The #1 cash back app!,Neutral,0.0,0.0
+"Ebates: Cash Back, Coupons, Rewards & Savings",Love saving money promo codes. And earning cash shopping,Positive,0.5,0.6
+"Ebates: Cash Back, Coupons, Rewards & Savings",Love Ebates!!!! They best!!!!,Positive,1.0,0.44999999999999996
+"Ebates: Cash Back, Coupons, Rewards & Savings",The really easy use!,Positive,0.5416666666666667,0.8333333333333334
+"Ebates: Cash Back, Coupons, Rewards & Savings",Idk,Neutral,0.0,0.0
+"Ebates: Cash Back, Coupons, Rewards & Savings",Love,Positive,0.5,0.6
+"Ebates: Cash Back, Coupons, Rewards & Savings","Love offer , wish big name stores offered cash back",Positive,0.16666666666666666,0.2333333333333333
+"Ebates: Cash Back, Coupons, Rewards & Savings","Easy, nice, great money.",Positive,0.611111111111111,0.8611111111111112
+"Ebates: Cash Back, Coupons, Rewards & Savings",This company customer low,Neutral,0.0,0.3
+"Ebates: Cash Back, Coupons, Rewards & Savings",I keep shopping amazon.ca ebates I never receive rebates. The help requires detailed requests purchases I give I buy amazon daily record I used ebates I forgot to. The seems like joke me.,Positive,0.2,0.375
+"Ebates: Cash Back, Coupons, Rewards & Savings","Be aware Still problem credits.. They said take 3 days, still waiting.. And still waiting..first update Jun 7th. Last Update July 22nd. And never get anything yet.",Positive,0.125,0.15833333333333333
+"Ebates: Cash Back, Coupons, Rewards & Savings",It's great cash back stores purchase PayPal allow scroll page hit continue properly. It's real hassle I able make purchases card online.,Positive,0.375,0.41875
+"Ebates: Cash Back, Coupons, Rewards & Savings",I downloaded today purchased anything yet. As far browsing super easy . I make purchase write experience.,Positive,0.2888888888888889,0.8333333333333334
+"Ebates: Cash Back, Coupons, Rewards & Savings",I think wait 3 months get Travel Rebate. You could forget apply takes long.,Negative,-0.05,0.4
+"Ebates: Cash Back, Coupons, Rewards & Savings","I never get cash back. Ever. It's frustrating I'm going uninstall app. Customer calls emails huge hassle, bother? Look bad reviews cashback problems stay away Ebates!",Negative,-0.21874999999999994,0.6166666666666667
+"Ebates: Cash Back, Coupons, Rewards & Savings",Spent $100 Amazon still cash back supposed 5% cash back amazon. must work. Uninstalling. Just another lies cash back,Negative,-0.025,0.025
+"Ebates: Cash Back, Coupons, Rewards & Savings","loads pages slow, I rather go real site order go",Negative,-0.05000000000000002,0.35
+"Ebates: Cash Back, Coupons, Rewards & Savings",This awesome can't live without it. This pays things I need buy anyway crazy,Positive,0.17878787878787875,0.7999999999999999
+"Ebates: Cash Back, Coupons, Rewards & Savings",Lots issues actually collecting cash back values. I often go back via laptop create tickets purchases get awarded cash back.,Neutral,0.0,0.025
+"Ebates: Cash Back, Coupons, Rewards & Savings",I wish instead opening links deals within ebates would open available. Otherwise good use.,Positive,0.3666666666666667,0.5
+"Ebates: Cash Back, Coupons, Rewards & Savings",It's like TV commercials say is. No way-no people receiving cheques $1000+. Don't get fooled.,Neutral,0.0,0.0
+"Ebates: Cash Back, Coupons, Rewards & Savings","Every store & easy use, save & earn money!! Great",Positive,0.7385416666666668,0.7916666666666667
+"Ebates: Cash Back, Coupons, Rewards & Savings",I love getting back cash purchased items. Easy simple use.,Positive,0.23333333333333334,0.44761904761904764
+"Ebates: Cash Back, Coupons, Rewards & Savings",It user friendly. Paybacks low trouble.,Positive,0.05833333333333333,0.3333333333333333
+"Ebates: Cash Back, Coupons, Rewards & Savings","Be careful.. according terms, manage, read, send delete emails",Negative,-0.1,1.0
+"Ebates: Cash Back, Coupons, Rewards & Savings","Easy occasional check mail, shopping I already going nice well.",Positive,0.3444444444444444,0.6527777777777778
+"Ebates: Cash Back, Coupons, Rewards & Savings",nan,nan,nan,nan
+"Ebates: Cash Back, Coupons, Rewards & Savings",Never received referral money referral never received rebate.,Neutral,0.0,0.0
+"Ebates: Cash Back, Coupons, Rewards & Savings",Its great receive money shopping,Positive,0.8,0.75
+"Ebates: Cash Back, Coupons, Rewards & Savings",Easiest way get cash back ever!,Neutral,0.0,0.0
+"Ebates: Cash Back, Coupons, Rewards & Savings",Can't get line purchases via phone register cash back. Computer works fine.,Positive,0.20833333333333334,0.25
+"Ebates: Cash Back, Coupons, Rewards & Savings",nan,nan,nan,nan
+"Ebates: Cash Back, Coupons, Rewards & Savings",I really Appreciate The Deals Offered At Ebates.. Thank You,Positive,0.2,0.2
+"Ebates: Cash Back, Coupons, Rewards & Savings",Great app. Gives money back.,Positive,0.4,0.375
+Ebook Reader,"It good except want navigate chapters, every chapter visit becomes like bookmark cannot deleted (when u back button, ask page u want go) really annoying. I afraid go back forth close without savings reading place bug.",Negative,-0.14,0.48
+Ebook Reader,"Liked better update, looks ugly I also look another book reader. Now better. But I would like customize more.",Positive,0.28,0.6599999999999999
+Ebook Reader,Used 5 stars last 2 days whenever go read book screen goes blank. I hope fixed change 5 stars,Positive,0.03333333333333333,0.08888888888888889
+Ebook Reader,"I know I pay fee books I wanted, I hate settings, rigid scrolling next page.",Negative,-0.4,0.45
+Ebook Reader,THIS IS JUST THE BEST FOR READERS. I CAN GUARANTEE YOU WONT REGRET INSTALLING THIS APP. ❤❤❤,Positive,1.0,0.3
+Ebook Reader,"Just keeps buffering says cant import books, makes phone lag.",Neutral,0.0,0.0
+Ebook Reader,Love app. I using years. Highly recommend,Positive,0.33,0.57
+Ebook Reader,"Overall good ebook reader. Compatible multiple document ebook formats. However could consider adding option sync bookmarks etc., across devices people using multiple devices.",Positive,0.175,0.15000000000000002
+Ebook Reader,The Free books free. You lied.,Positive,0.4,0.8
+Ebook Reader,Nice app...but please something importing synchronisation books(other downloaded ebook itself) devices,Positive,0.6,1.0
+Ebook Reader,"Wonderful app, great selection books, thank developers!!",Positive,1.0,0.875
+Ebook Reader,I love read,Positive,0.5,0.6
+Ebook Reader,Great book pdf reader. Easy mark pages quotes future reference.,Positive,0.41111111111111115,0.5694444444444445
+Ebook Reader,I like convenient read books whenever I want.,Neutral,0.0,0.0
+Ebook Reader,I fux it! Best 10 I downloaded lol,Positive,0.9,0.5
+Ebook Reader,The best reading I come across.,Positive,1.0,0.3
+Ebook Reader,"I think amazing app, cool, easy use.",Positive,0.4611111111111111,0.7944444444444444
+Ebook Reader,Its cool allows read book.,Positive,0.35,0.65
+Ebook Reader,"It's important app,I think",Positive,0.4,1.0
+Ebook Reader,Great !! Thanks.,Positive,0.6,0.475
+Ebook Reader,So love it. The best!!!!!,Positive,0.75,0.44999999999999996
+Ebook Reader,Simple easy use.,Positive,0.21666666666666667,0.5952380952380952
+Ebook Reader,nan,nan,nan,nan
+Ebook Reader,It's excellent,Positive,1.0,1.0
+Ebook Reader,Easy,Positive,0.43333333333333335,0.8333333333333334
+Ebook Reader,Just Brilliant,Positive,0.9,1.0
+Ebook Reader,Loved,Positive,0.7,0.8
+Ebook Reader,The works well I really satisfied,Positive,0.5,1.0
+Ebook Reader,"The great easy use, there's slight problem, show titles downloaded books I open book know title... Other amazing app. I hope fix problem.",Positive,0.2569444444444445,0.5875
+Ebook Reader,initially different device fine. For last years nothing problems using kindle. Constantly 're downloading books open nothing blank screen there. So can't read anything I lot books hiding there. Have reinstalled numerous times. Just fed it.......,Positive,0.05952380952380953,0.35714285714285715
+Ebook Reader,I really love I always books me. For reason I see bookshelf get actual book contents. When I chose book I get white screen. Samsung Galaxy S8+,Positive,0.16666666666666666,0.2333333333333333
+Ebook Reader,"I uninstalled allow import books different folders, thus I open folder select books imported. Meanwhile, I 154 folders books each, I want put together I open folders, select books I import; tedious!!!",Negative,-0.244140625,0.65
+Ebook Reader,"You serious text rendering. Justified (can configured), big dumb indents paragraph start (can configured), font size selected (ants) (super small) (too big) (mammoth) lol. 3 fonts total? No page curl. What's purpose nth unusable ebook reader Play Store?",Positive,0.0638888888888889,0.5314814814814814
+Ebook Reader,Not entirely impressed I brought text book uni classes I get three pages freezes I can't anything else even device freeze I tried tablet phone happy would like money back I wanted try lighten load back guess backfired brought hard copy textbook. Naturally unimpressed .,Positive,0.01805555555555556,0.49027777777777776
+Ebook Reader,"So far good. I like fact new update, I can't continue reading book I stopped. It either takes back beginning previous chapter. Please fix",Positive,0.15393939393939393,0.4442424242424242
+Ebook Reader,I'm pleased app. Lines get upon makes difficult read understand content. It page marker dictionary. The words possible look dictionary.,Neutral,0.0,1.0
+Ebook Reader,"Use love it, I try import books shuts me. Please get fixed favourite allowed import many books works",Positive,0.3666666666666667,0.43333333333333335
+Ebook Reader,I'm currently enjoying app. A glitches reliable past weeks.,Positive,0.125,0.425
+Ebook Reader,"I like reader. It need nothing don't. I especially like able choose text background colour. One question: (five stars answer this) put books collection I created ""all ebooks"" file?",Negative,-0.08333333333333333,0.875
+Ebook Reader,To people think boring many different books hater great,Positive,0.07500000000000001,0.7125
+Ecobank Mobile Banking,"What's going oh... I can't even check account balance someone sends money I can't know I received not... Ecobank nawa oh, people better make improvements end loosing costumers... Can imagine I'm reinstalling see I can't get access account balance",Positive,0.5,0.5
+Ecobank Mobile Banking,Ecobank happening? Since yesterday cannot make guys kept quiet without action. This shows commitment efficiency delivering services customers. I think I uninstall rubbish frustrating,Negative,-0.10000000000000002,0.4444444444444445
+Ecobank Mobile Banking,"The worst ever. Ecobank live die. If already misfortune using bank, even worse. The update terrible. It takes forever load. The security poor. Every time app, like taking walk hell.",Negative,-0.5327272727272727,0.74
+Ecobank Mobile Banking,Does means outside home country local number attached account details inactive cannot receive activation pin anywhere app? That's I'm experiencing. Why can't activation pin sent email attached account perhaps securely inbox internet banking platform?,Positive,0.13333333333333333,0.21666666666666667
+Ecobank Mobile Banking,I experienced transferring money someone's phone mobile money I asked enter person name I unfortunately number dailed wrong I someone's number person transferring money money sent wrong person. And person refused send money back me. Which thinking If name match number registered go went through. I like bad.,Negative,-0.2333333333333333,0.7277777777777777
+Ecobank Mobile Banking,"I expect EcoBank worst. I'm Iseyin branch13/6/2018 even seek assistance activate see bank power(Electricity) 30. All system down, I could attended to. As time I left bank, still power. What frustration",Negative,-0.38518518518518524,0.42962962962962964
+Ecobank Mobile Banking,"Banking finger tips. This best user friendly I used recent time. I love it. Airtime top up, funds transfer inter intra bank never easier. Go Ecobank!",Positive,0.5,0.43
+Ecobank Mobile Banking,"I got logged I can't login anymore. Keeps telling connection failed. I it, worked first time. But I get confirmation, I tried I still get error above.",Negative,-0.08333333333333333,0.24444444444444444
+Ecobank Mobile Banking,"Great app, bit I can't enter beneficiary's name, why? Please I need solution easy connect account first. So finding difficult uninstall reinstall",Positive,0.24583333333333335,0.7291666666666667
+Ecobank Mobile Banking,"Everytime updated, problem occur. Ever since I updated mobile can't get terms conditions. Why?",Neutral,0.0,0.0
+Ecobank Mobile Banking,"You're even lucky get 1 star me. This resposive all!!! Takes minutes load page. I forgot PIN Rest Pin button work. You decide live chat wait hour. And upon all, still disconnected live chat. This really Sucks. If working well you, well cool yet App, sorry, recommendation annoy you. If correct mistakes, come back edit review say good improvement. Until then, Peace!!",Positive,0.1842211174242424,0.5479166666666666
+Ecobank Mobile Banking,"For past two weeks I trying send money Togo using Rapidtransfer platform, I successful. I called customer contact centre several times able help me. At final point, I get pup message indicating I enter amount bween 1 5000. Meanwhile The system providing space enter amount I sending cedis.it gives option enter CFA rather.",Positive,0.2,0.5650000000000001
+Ecobank Mobile Banking,"Hi , using frustrating experience. The takes forever load, every time I make transaction I insert pin, I requested statement account 20hrs ago I writing review, I still received statement. I trying make transfer 30mins still successful. The still loading. I think bank take Google store developers fine job bring customer satisfaction.",Positive,0.25555555555555554,0.7833333333333333
+Ecobank Mobile Banking,"You worst mobile banking ever developed, gush!!! It's freaking slow, boring interface.. Check GT Bank's mobile learn!",Negative,-0.526171875,0.675
+Ecobank Mobile Banking,"It breaks heart hear bank say pan African bank can't integrate simple Mobile banking system customers, I wonder buy idea mobile banking capable experienced developers workers fix bugs......... My regrets",Positive,0.18,0.3714285714285714
+Ecobank Mobile Banking,I'm disappointed way ecobank handling security issues regarding . I country mtn number registered bank got deactivated given another customer. I went directly local branch I returned change number new one. Everytime I try activate secret pin keeps sent old number. Even worse help desk branch suggested I call owner new number pin. Why can't system bank trust keep money safe perform simple update customer info?,Negative,-0.07525252525252525,0.4462481962481962
+Ecobank Mobile Banking,"This worse mobile banking worse I ever used. It unstable, crashes, sometimes takes forever load I mean literally. This would take long load sometimes, go settings kill start again. I wish star rating.",Negative,-0.290625,0.571875
+Ecobank Mobile Banking,This airways step latest Android version. All aid work latest one. Currently I'm Android 9 beta. All work work. What shame. I uninstalled.,Positive,0.3333333333333333,0.7333333333333334
+Ecobank Mobile Banking,This total rubbish. It's easy receive deposits via unable withdraw app. This absolute nonsense. Would never recommend useless anyone. As useless bank itself. Done using ecobank sef.,Negative,-0.14444444444444446,0.563888888888889
+Ecobank Mobile Banking,This useless Bank I ever come across entire life. How spend almost hour open first instance manage get open takes eternity get transaction done ever get done. You imagine past month I able get information account balance. Ecobank wake work begin loose customers.,Negative,-0.009615384615384616,0.4128205128205128
+Ecobank Mobile Banking,This version good & awesome except can't transfer money UBA. Another bad part naming banks. It's horrible I wish change,Neutral,0.0,0.8166666666666667
+Ecobank Mobile Banking,My worst banking ever....there time always problem transferring account. You really need good developer app...GTBank best,Positive,0.22499999999999998,0.525
+Ecobank Mobile Banking,"I think made whole world, imagine I Tanzanian limit that, can't move 10$ accounts. You edit add I heard radio, I could swear I heard word affordable .",Positive,0.2,0.4
+Ecobank Mobile Banking,This seem working fine first I can't even recommend worst enemy. Eco Bank need improve system loose important customers.,Negative,-0.002051282051282033,0.6205128205128205
+Ecobank Mobile Banking,This honestly waste time. Doesn't work. Hangs. Even can't b used get airtime. More work needs done.,Positive,0.15,0.25
+Ecobank Mobile Banking,This really reviewed even updating strong Internet takes longer time normal. Frankly worst I ever used.,Negative,-0.05416666666666667,0.6458333333333333
+Ecobank Mobile Banking,With Ecobank mobile app...am confident I carry bank everywhere I go. Banking never effortless. Thank Ecobank. Naiwo Motunrayo,Positive,0.5,0.8333333333333334
+Ecobank Mobile Banking,"This stupid useless decade, keeps loading hours, response. I can't even access account. The user friendly. ECO bank worst bank ever. I regret banking ECO bank",Negative,-0.48124999999999996,0.675
+Ecobank Mobile Banking,"WARNING TO ECOBANK: Please reply review inane apology ""challenges"" whatever means. This simply flawed. Nine times ten I can't simply pick phone check balance. It freezes, spins, times work. I uninstalled re-installed. I freed memory phone, nothing seems help. It amazing big bank resources cannot get simple banking work. Sheesh!",Positive,0.01666666666666668,0.36904761904761907
+Ecobank Mobile Banking,aa interrupting message call reactivate ur pin even though I call n I want proceed soo bored,Negative,-0.5,1.0
+Ecobank Mobile Banking,"The Ecomobile worst & discouraging. I updated get new version & since then, request long, fail respond.",Negative,-0.3534090909090909,0.5386363636363636
+Ecobank Mobile Banking,"I banks ease Ecomobile frustrate one's life. I get maybe every 5 trials even network strong, disappointing. I sometimes transfer bulk money banks I access anytime I like.",Negative,-0.08333333333333334,0.7166666666666666
+Ecobank Mobile Banking,Difficult linking account app. Have asked visit branch link account app. How many times I got this? No time jumping branches link account mobile app.,Neutral,0.0,0.75
+Ecobank Mobile Banking,Change mobile banking PIN reactivation customer care contact Ghana. It says wrong number.,Negative,-0.5,0.9
+Ecobank Mobile Banking,Am trying activate account using card number keep saying cannot process your debit card amount data provided whats really problem,Positive,0.2,0.2
+Ecobank Mobile Banking,"After initial login, I never able log transactions. It keeps processing without end, virtually freezes tells pin wrong (After I'm logged in). Sorry say, useless app.",Negative,-0.35,0.545
+Ecobank Mobile Banking,"I think good attempt, technical hitches overcome, rapid transfer working since upgrade 7 open",Positive,0.2333333333333333,0.4000000000000001
+Ecobank Mobile Banking,"If ask I'll say useless word useless. I recently started getting error messages tried update app, I eventually decided update new version refused allow transaction including buying airtime. To make matters worse, came time I needed account I funds needed make quick payment. Now I uninstalled reinstalled I instructed activation code sent accepted account locked. I know wise staff say I used wrong code, well code six digits I even written down, I expected",Negative,-0.0985858585858586,0.4693434343434344
+Ecobank Mobile Banking,It wickedness part I give less five star. I love I keep telling others stay bless,Positive,0.16666666666666669,0.3333333333333333
+Ecobank Mobile Banking,nan,nan,nan,nan
+Edmodo,Putting password disaster half. I cant change avatar sometimes functioning well,Negative,-0.16666666666666666,0.16666666666666666
+Edmodo,"This good teacher encounter problem give him/her students assignment survey,and also helping keep school activity",Positive,0.7,0.6000000000000001
+Edmodo,I'm trying sign always says every username I type taken even hardest names I found work.....please fix I need school....,Neutral,0.0,0.0
+Edmodo,"""Great innovation idea towards education highly recommendation teachers learners cheers!! """,Positive,0.525,0.645
+Edmodo,I used school gives right access need contact teacher messaging group school. Overall I think pretty good,Positive,0.30892857142857144,0.5339285714285714
+Edmodo,This nice studies discuss class works getting know new things app.,Positive,0.36818181818181817,0.7272727272727273
+Edmodo,I FREAKING LOVE THIS SO MUCH I CANT EVEN STAND IT!,Positive,0.375,0.4
+Edmodo,What name kind number taken!!,Positive,0.9375,0.9
+Edmodo,really helpful I connect students give tasks online,Positive,0.2,0.2
+Edmodo,nan,nan,nan,nan
+Edmodo,It's convenient concept send homework stressing,Neutral,0.0,0.0
+Edmodo,nan,nan,nan,nan
+Edmodo,Basic use,Neutral,0.0,0.125
+Edmodo,"Good app, really friendly recommend students",Positive,0.5375,0.55
+Edmodo,This good learn practice whatever like,Positive,0.7,0.6000000000000001
+Edmodo,This helpful us student,Neutral,0.0,0.0
+Edmodo,A good initiative needs made interactive,Positive,0.7,0.6000000000000001
+Edmodo,Such great innovation towards education,Positive,0.4,0.625
+Edmodo,Very good helpful app.,Positive,0.9099999999999999,0.7800000000000001
+Edmodo,It's good enough. Really useful,Positive,0.3333333333333333,0.3666666666666667
+Edmodo,Very good,Positive,0.9099999999999999,0.7800000000000001
+Edmodo,This useful me..,Positive,0.3,0.0
+Edmodo,It important us,Positive,0.4,1.0
+Edmodo,Buenissssimooooo,Neutral,0.0,0.0
+Edmodo,It's good,Positive,0.7,0.6000000000000001
+Edmodo,I love,Positive,0.5,0.6
+Edmodo,Very Useful,Positive,0.39,0.0
+Edmodo,educational,Positive,0.25,0.25
+Edmodo,Suck,Neutral,0.0,0.0
+Edmodo,Its good.,Positive,0.7,0.6000000000000001
+Edmodo,Super cute,Positive,0.41666666666666663,0.8333333333333333
+Edmodo,nan,nan,nan,nan
+Edmodo,good :),Positive,0.6,0.8
+Edmodo,nan,nan,nan,nan
+Edmodo,Cool,Positive,0.35,0.65
+Edmodo,Great,Positive,0.8,0.75
+Edmodo,nan,nan,nan,nan
+Edmodo,"It's torturous teachers backstab homework outside school. Also, email notifications finicky best. Downloaded app? Godspeed.",Positive,0.5,0.175
+Edmodo,"I can't change avatar even though I entered correct password multiple times, I even tried changing password still nothing happening.",Neutral,0.0,0.0
+Edmodo,"My doctoral thesis basically Edmodo effect students achievement. I confidently state Edmodo LMS aids online classroom engagement collaboration well helping improve course achievement since learning mobile, immediate interesting. My favourite LMS.",Positive,0.5,0.6666666666666667
+Educational Games 4 Kids,Too many advertisements little ones get stuck might delete reason without would gotten 5 across board,Positive,0.15625,0.5
+Educational Games 4 Kids,"There many ads pop up, daughter opens everything gets frustrated game interrupted!",Negative,-0.2333333333333333,0.3666666666666667
+Educational Games 4 Kids,My 2 year old twins girl boy can't stop playing,Positive,0.1,0.2
+Educational Games 4 Kids,"My three year old grandson loves it, wants play game time. He learning colors coloring section.",Negative,-0.033333333333333326,0.23333333333333336
+Educational Games 4 Kids,It's bad lot Ads,Negative,-0.6999999999999998,0.6666666666666666
+Educational Games 4 Kids,Too many ads little kids game.,Negative,-0.029166666666666674,0.4666666666666666
+Educational Games 4 Kids,Nuns children like very much! It has everything in a,Positive,0.325,0.26
+Educational Games 4 Kids,"Its good thing ,nice ideas bubba year old enjoys specially coloring.",Positive,0.4392857142857143,0.5928571428571429
+Educational Games 4 Kids,My son loves games picking alot things. Im glad choose him.,Positive,0.5,1.0
+Educational Games 4 Kids,Nothing new kids love,Positive,0.3181818181818182,0.5272727272727272
+Educational Games 4 Kids,This good game kids,Positive,0.14999999999999997,0.5
+Educational Games 4 Kids,Graphics sounds lacking games fun entertain. You get lot games free adds minimal.,Positive,0.19999999999999998,0.5333333333333333
+Educational Games 4 Kids,nan,nan,nan,nan
+Educational Games 4 Kids,Good game interesting,Positive,0.26666666666666666,0.5
+Educational Games 4 Kids,My son love keep,Positive,0.5,0.6
+Educational Games 4 Kids,"It good educational game fun game ,IT like everyone play My daughters love",Positive,0.1583333333333333,0.4083333333333334
+Educational Games 4 Kids,Nice kids learning enjoying,Positive,0.55,0.8
+Educational Games 4 Kids,Good learning game kids,Positive,0.14999999999999997,0.5
+Educational Games 4 Kids,silly game child But enjoy well,Negative,-0.16666666666666666,0.5916666666666667
+Educational Games 4 Kids,Not ads please,Neutral,0.0,0.0
+Educational Games 4 Kids,My 3 year old loved games could easily navigate ads,Positive,0.41111111111111115,0.6111111111111112
+Educational Games 4 Kids,My almost 2 year old loves it. Already beat pinball score lol.,Positive,0.45,0.44999999999999996
+Educational Games 4 Kids,"really interesting game,my daughter 3 years old likes",Positive,0.3,0.35
+Educational Games 4 Kids,Wonderful game way many adverts,Positive,0.3666666666666667,0.6333333333333333
+Educational Games 4 Kids,Couldn't figure play game,Negative,-0.4,0.4
+Educational Games 4 Kids,Jyothsna Naga shyam Babu valavala,Neutral,0.0,0.0
+Educational Games 4 Kids,"Games good also education kids, look feel improved",Positive,0.7,0.6000000000000001
+Educational Games 4 Kids,Good kids I hope learning games 1,Positive,0.7,0.6000000000000001
+Educational Games 4 Kids,This game much fun kids. My son loves it.,Negative,-0.05000000000000002,0.30000000000000004
+Educational Games 4 Kids,I like makes kids happy.,Positive,0.8,1.0
+Educational Games 4 Kids,My 3 years old daughter likes much.,Positive,0.15000000000000002,0.2
+Educational Games 4 Kids,Me n baby like game....,Negative,-0.4,0.4
+Educational Games 4 Kids,Too much add,Positive,0.2,0.2
+Educational Games 4 Kids,To many ads,Positive,0.5,0.5
+Educational Games 4 Kids,many advertisements,Positive,0.5,0.5
+Educational Games 4 Kids,Very nice learning games. Easy play . My boy likes it.,Positive,0.6066666666666667,0.9166666666666667
+Educational Games 4 Kids,Great game. A must kid..,Positive,0.2,0.575
+Educational Games 4 Kids,My daughter like,Neutral,0.0,0.0
+Educational Games 4 Kids,nan,nan,nan,nan
+Educational Games 4 Kids,My daughter cannot miss game everyday,Negative,-0.30000000000000004,0.5
+Educational Games for Kids,nan,nan,nan,nan
+Educational Games for Kids,We ads. Lots variety. Good puzzles activities 2 year old. My 6 year old loves,Positive,0.3,0.3333333333333333
+Educational Games for Kids,This awesome game kids. My 2 years 6 months son loves lot. Thank you!,Positive,0.25,0.7
+Educational Games for Kids,It useful childrens,Positive,0.3,0.0
+Educational Games for Kids,Less I expect,Negative,-0.16666666666666666,0.06666666666666667
+Educational Games for Kids,An awesome game kids,Positive,0.3,0.7
+Educational Games for Kids,Nice game kids,Positive,0.09999999999999998,0.7
+Educational Games for Kids,Nice game kids,Positive,0.09999999999999998,0.7
+Educational Games for Kids,I cannot see two games,Neutral,0.0,0.0
+Educational Games for Kids,Update games earning coins like that. As far good.,Positive,0.39999999999999997,0.8
+Educational Games for Kids,It beautiful game u show different images,Positive,0.15,0.6666666666666666
+Educational Games for Kids,It's interesting useful kids. Enjoyment level also super.,Positive,0.37777777777777777,0.38888888888888884
+Educational Games for Kids,My 2 years old daughter loves play it..,Positive,0.1,0.2
+Educational Games for Kids,sister liked much,Positive,0.4,0.5
+Educational Games for Kids,Thanks goooooooogle,Positive,0.2,0.2
+Educational Games for Kids,Easy ads.,Positive,0.43333333333333335,0.8333333333333334
+Educational Games for Kids,Coooooooooooooooooooo ...,Neutral,0.0,0.0
+Educational Games for Kids,nan,nan,nan,nan
+Educational Games for Kids,I love game,Positive,0.04999999999999999,0.5
+Educational Games for Kids,nan,nan,nan,nan
+Educational Games for Kids,Good kids entertainment studies,Positive,0.7,0.6000000000000001
+Educational Games for Kids,Excellent,Positive,1.0,1.0
+Educational Games for Kids,Nice game,Positive,0.09999999999999998,0.7
+Educational Games for Kids,Loved,Positive,0.7,0.8
+Educational Games for Kids,Really nice game It really nice game growing kids object names sound games....,Positive,0.15999999999999998,0.6399999999999999
+Educational Games for Kids,Not nice kids,Negative,-0.3,1.0
+Educational Games for Kids,brainstorming preschool,Neutral,0.0,0.0
+Educational Games for Kids,Amazing Good children age 1 4 years,Positive,0.65,0.75
+Educational Games for Kids,Nice Good kid 1 3 years,Positive,0.6499999999999999,0.8
+Educational Games for Kids,Loved I like good 1 10,Positive,0.7,0.7000000000000001
+Educational Games for Kids,I zainab I say I love,Positive,0.5,0.6
+Educational Games for Kids,Its best game kids,Positive,0.3,0.35
+Educational Games for Kids,I great,Positive,0.8,0.75
+Educational Games for Kids,9th,Neutral,0.0,0.0
+Educational Games for Kids,Thanks,Positive,0.2,0.2
+Educational Games for Kids,Good,Positive,0.7,0.6000000000000001
+Educational Games for Kids,It's ok It's fantastic music never shuts,Positive,0.45,0.7
+Educational Games for Kids,Love game The ads pop middle play safe 2 year old hands. I tried find pay option remove I think exists. Very good games kids older understand links.,Positive,0.2538095238095238,0.40190476190476193
+Educational Games for Kids,nan,nan,nan,nan
+Educational Games for Kids,3 4 year olds Both boys love game easy needing show them.,Positive,0.17777777777777778,0.6111111111111112
+El tiempo de AEMET,"It keeps closing when a time passes, you look at the rain for hours in a city. No update has solved this yet.",Neutral,0.0,0.0
+El tiempo de AEMET,Like it. But avisos show region show map default. Because I care avisos area.,Neutral,0.0,0.0
+El tiempo de AEMET,It always closes. It is not usable at all. Neither the widget goes.,Neutral,0.0,0.0
+El tiempo de AEMET,The installed because it is the official prediction service of the country but gives the real time temperature in the widget. Pity.,Positive,0.05,0.25
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,The widget is desynchronized having to enter the city often.,Neutral,0.0,0.0
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,It closes when consulting for hours,Neutral,0.0,0.0
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,"What happened to the widget? Before, it was great",Positive,0.8,0.75
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,Useful accurate spain,Positive,0.35000000000000003,0.3166666666666667
+El tiempo de AEMET,Very good,Positive,0.9099999999999999,0.7800000000000001
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,"The latest version is slow with less information. The table with the progression of the temperature is at least found. It has more cartoons but it is slower, less intuitive ...",Positive,0.011111111111111105,0.3888888888888889
+El tiempo de AEMET,Even better New UI definite improvement.,Positive,0.21212121212121213,0.48484848484848486
+El tiempo de AEMET,A little seedy It would not cost much to improve the weather icons.,Positive,0.0062500000000000056,0.35
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,The 4x2 widget of version 2 works,Neutral,0.0,0.0
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,Crashes The crashes right starts vanilla Android KitKat Nexus 4 Nexus 7,Positive,0.2857142857142857,0.5357142857142857
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+El tiempo de AEMET,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+Elevate - Brain Training Games,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+EliteSingles – Dating for Single Professionals,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Elmo Calls by Sesame Street,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Email TypeApp - Mail App,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+Emmanuella Funny Videos 2018,nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji Keyboard - Cute Emoji,GIF, Sticker, Emoticon",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+"Emoji keyboard - Cute Emoticons, GIF, Stickers",nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endless Numbers,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+Endomondo - Running & Walking,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Dictionary - Offline,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Complete Handbook,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Grammar Test,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English Persian Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English to Urdu Dictionary,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,nan,nan,nan,nan
+English with Lingualeo,"Jobs are completely different than in the web version. Not speaking about an opportunity to begin the task with pc, and to continue with a mob. It's hard to imagine how an application can be useful to me.",Positive,0.002777777777777768,0.38055555555555554
+English with Lingualeo,"In general, I like the service. And the application looks slightly underworked. There is not enough to display the daily progress as on the site - how much Leo ate.",Positive,0.016666666666666673,0.2733333333333333
+English with Lingualeo,"The application is good, but there are some bugs. A page with tasks and a moment is loaded for a long time. The voice acting could be at a higher level. It is very difficult sometimes to grasp the essence because of the announcer. Uduchite this moment please, really want to buy a premium version and get high-quality content. And so everything is super.",Positive,0.11190476190476188,0.48095238095238096
+English with Lingualeo,I do not recommend it. Has paid money it is not clear for what. Support does not respond either through the site or through email.,Negative,-0.05000000000000001,0.3833333333333333
+English with Lingualeo,The application is buggy and does not respond to the command to reset progress in the courses.,Neutral,0.0,0.0
+English with Lingualeo,Why can not I see the rules in grammar? There is only a simulator.,Neutral,0.0,1.0
+English with Lingualeo,One of the best,Positive,1.0,0.3
+English with Lingualeo,No English English English Japanese,Neutral,0.0,0.0
+English-Myanmar Dictionary,"My system setup,other close history deactive.Background process close deactive.Thankfully English-Myanmar Dictionary.",Neutral,0.0,0.0
+English-Myanmar Dictionary,"Perfect,yet words still added.",Neutral,0.0,0.0
+English-Myanmar Dictionary,nan,nan,nan,nan
+English-Myanmar Dictionary,Thanks,Positive,0.2,0.2
+English-Myanmar Dictionary,I like,Neutral,0.0,0.0
+English-Myanmar Dictionary,Thais awesome.,Positive,1.0,1.0
+English-Myanmar Dictionary,Nice.,Positive,0.6,1.0
+English-Myanmar Dictionary,Great,Positive,0.8,0.75
+English-Myanmar Dictionary,Good,Positive,0.7,0.6000000000000001
+English-Myanmar Dictionary,"I just feel like you done Update Share Button. Please return. Put it on the Clipboard (Pop copied) Share Button. But it was not Copy Button. Share Or Copy Button on the same button a more preferred if you can Choose the perfect lunch. In fact, he used I want to set measures. Thanks!",Positive,0.4375,0.45625
+English-Myanmar Dictionary,So good!♡♡♡♡♡I love this:) I using maybe 3 years ago. It's nice helpful could work memory. Easy good difficult find words it.,Positive,0.37222222222222223,0.8388888888888889
+English-Myanmar Dictionary,Do you want better. Convenient to use.,Positive,0.5,0.5
+English-Myanmar Dictionary,Thanks lot .Cause full learning ENGLISH.But slang words completely...,Positive,0.21666666666666667,0.3833333333333333
+English-Myanmar Dictionary,It's good to use. ပေမယ့် word too bad account. Want more word Upgrade later င့်. It's good.,Positive,0.24000000000000005,0.47333333333333333
+English-Myanmar Dictionary,The new version fully offline. I like old version more.,Positive,0.24545454545454545,0.38484848484848483
+English-Myanmar Dictionary,I can not very well find some words about the form of double talk လေတွေ ပေးစေလိုပါတယ် !!,Negative,-0.05,0.15
+English-Myanmar Dictionary,It good before.,Positive,0.7,0.6000000000000001
+English-Myanmar Dictionary,Finding သိချင်တာလေးတွေ pretty well,Positive,0.25,1.0
+English-Myanmar Dictionary,Good useful app...thanks keep up!,Positive,0.5375,0.30000000000000004
+English-Myanmar Dictionary,Thati's useful. Thank alots .,Positive,0.3,0.0
+English-Myanmar Dictionary,"Although nice,what I want get it.",Neutral,0.0,0.0
+English-Myanmar Dictionary,Good I've ever seen. Carry on!,Positive,0.875,0.6000000000000001
+English-Myanmar Dictionary,The great useful little work contain,Positive,0.3041666666666667,0.4166666666666667
+English-Myanmar Dictionary,I had to rely on,Neutral,0.0,0.0
+English-Myanmar Dictionary,Dan is really good Google,Positive,0.7,0.6000000000000001
+English-Myanmar Dictionary,Preference is very useful,Positive,0.39,0.0
+English-Myanmar Dictionary,Love it. Best ever,Positive,0.75,0.44999999999999996
+English-Myanmar Dictionary,Nothing say. Everything going well,Neutral,0.0,0.0
+English-Myanmar Dictionary,I like .,Neutral,0.0,0.0
+English-Myanmar Dictionary,Useful me.thank much,Positive,0.25,0.1
+English-Myanmar Dictionary,This support work. I like much.,Positive,0.2,0.2
+English-Myanmar Dictionary,So good !,Positive,0.875,0.6000000000000001
+English-Myanmar Dictionary,Good app.,Positive,0.7,0.6000000000000001
+English-Myanmar Dictionary,Very reliable!,Positive,0.25,0.3
+English-Myanmar Dictionary,Very good,Positive,0.9099999999999999,0.7800000000000001
+English-Myanmar Dictionary,Nice apk forever,Positive,0.6,1.0
+English-Myanmar Dictionary,Good,Positive,0.7,0.6000000000000001
+English-Myanmar Dictionary,nan,nan,nan,nan
+English-Myanmar Dictionary,thanks,Positive,0.2,0.2
+English-Myanmar Dictionary,Thank much,Positive,0.2,0.2
+Entel,"I can not access the benefits. It asks me to update the application, but on Google Play there is an update available.",Positive,0.4,0.4
+Entel,I would like to know where I can redeem my entel points within the application,Neutral,0.0,0.0
+Entel,"It is a waste of time to update the application. Nothing changes, in fact every time it weighs more it consumes more battery. I can see exactly the same content in the same format directly from the page. Nor does it seem at least the publicity of the images.",Positive,0.10625000000000001,0.2875
+Entel,"I got a text message promoting a change of plan for the same price but with more GB only from the (download link included in the SMS) after installing the promotion is nowhere, only offer higher value plans. Loss of trust time.",Positive,0.15,0.625
+Entel,"The even open Nexus 6P, crashes immediately every time.",Neutral,0.0,0.5
+Entel,"I just stop working ask for my credentials every time I want to use it. Once inside, suddenly it comes out I must login again. Offers team renewal sometimes offers only 2 models other times, the session is closed. UNINSTALLED",Negative,-0.004166666666666666,0.32916666666666666
+Entel,"Every time I try to register I put my number, it comes out ""I entered a valid email number"" I know why",Neutral,0.0,0.0
+Entel,"I can not see my balance, the minutes I used or the minutes left to use. Basically I can see my balance.",Neutral,0.0,0.0
+Entel,I open it in white. Uninstalled and installed continues the same. I use it in a Oneplus 5t with Oreo 8.1,Neutral,0.0,0.20833333333333334
+Entel,I open the load nothing,Neutral,0.0,0.5
+Entel,Gets stuck,Neutral,0.0,0.0
+Entel,"The application fulfills its function when one uses it, but when the use continues throwing errors ... Fix that, it interests that it runs behind, it interests that when it works",Negative,-0.4,0.7
+Entel,"It fulfills its function, but the last version is consuming excessive battery in background (keeps the equipment awake). It continues the same after the update of 03/08/2018.",Negative,-0.08333333333333333,0.3972222222222222
+Entel,A poop! It stays stuck 99% of the time I want to occupy it.,Neutral,0.0,0.0
+Entel,"Bad, falls, opens ... lousy on the part of entel",Negative,-0.5999999999999999,0.5833333333333333
+Entel,"Every time it shows a force close error, I did what they recommended, until the uninstall / installs the problem.",Neutral,0.0,0.0
+Entel,"It works has saved time to make recharges, buy data bags check the balance.",Neutral,0.0,0.0
+Entel,"Forced closing on Android 8.1, despite cleaning application cache data",Negative,-0.30000000000000004,0.2
+Entel,"The latest version is consuming a lot of battery, up to 10%!",Positive,0.625,0.9
+Entel,It has improved a lot,Neutral,0.0,0.0
+Entel,It is good as it informs the remaining balance the used gb available but now it works since when entering the screen remains blank I do not know what to do,Positive,0.3666666666666667,0.3333333333333333
+Entel,"Bad system of Entel, I am a new client, my cell phone registered well with the company, my claims have been answered, my account has been able to access my account or entel benefits in the application or web. Sorry to have joined Entel.",Negative,-0.14090909090909087,0.6865530303030303
+Entel,"A basic support, all the facilities to pay online, nothing else, there are details of the service contracted, minutes remaining, details of calls made, no contribution",Neutral,0.0,0.125
+Entel,"Entel #applover. I can quickly check when I want my consumptions, make changes, buy bags have promotions discounts the hand.",Positive,0.3333333333333333,0.5
+Entel,Good but now when I open it is only blank: c,Negative,-0.010000000000000009,0.62
+Entel,nan,nan,nan,nan
+Entel,I want the iPhone,Neutral,0.0,0.0
+Entel,it falls every time to top send emails with notices that can only be seen in the app. Wrong!,Negative,-0.041666666666666664,0.7999999999999999
+Entel,Pretty slow The design is archaic. The information is presented in a clear manner.,Positive,0.01666666666666666,0.5944444444444444
+Entel,"Almost 6 months since the Android update came out, it's still in Entel. When will it be available? It's a lot ...",Positive,0.4,0.4
+Entel,"The latest version has never been opened, it simply closes. A disgust of",Positive,0.25,0.6285714285714286
+Entel,"Almost a week without power if you want to enter the app, what happens?",Neutral,0.0,0.0
+Entel,It works like a charm!!!!,Neutral,0.0,0.0
+Entel,"It fails a lot. Whenever I want to open it, it opens. A time is going well, update fails again. It is not stable at all.",Negative,-0.3333333333333333,0.3666666666666667
+Entel,"Very heavy, I can activate always connected by the application.",Negative,-0.26,0.65
+Entel,"The app works badly, notifications can be read, it ends up being useful.",Negative,-0.19999999999999993,0.3333333333333333
+Entel,"For weeks I can enter the app, because it says I'm registered (first thing I find weird) then ask for mail to register (I've tried with all my mails) At the time of uploading the same thing I can never enter, help!",Negative,-0.08333333333333333,0.4861111111111111
+Entel,You can not buy minutes with your Entel points ...... the icing on the cake. An application garbage.,Neutral,0.0,0.0
+Entel,keep good work,Positive,0.7,0.6000000000000001
+Entel,"The application has improved. But the design is to my liking, I preferred the design of the previous application, with material design style. However, it fulfills its purpose",Negative,-0.16666666666666666,0.16666666666666666
+Enterprise Rent-A-Car,"A nice, clean overall experience app. There two things would make excellent. First, allow search across multiple locations. It takes long time search locations I could pick order find best deal, right vehicle. Second, alternatively, allow keep dates times selected I switch search locations. It's annoying makes choose again.",Positive,0.24112554112554116,0.46991341991341995
+Enterprise Rent-A-Car,"The significant issue classes vehicles shown app. I often take small premium premium cars , still I even option book neither. Hope fix . Also would great select ,filter vehicle brand, transmission fuel.",Positive,0.30833333333333335,0.6749999999999999
+Enterprise Rent-A-Car,"Better convenient desktop site. Easy navigation, well keeps reusability feature previous rentals. Weird issue keeps crashing I try add flight details though.",Positive,0.06666666666666668,0.625
+Enterprise Rent-A-Car,"Some time 26.05.2018 I called enterprise SCAM comment, Today I say I'm sorry saying that...That experience first time. Now enterprise proven super good, friendly.",Positive,0.23166666666666663,0.62
+Enterprise Rent-A-Car,You box I everytime remember me. It never does. I enter Emerald number password everytime. That gets annoying. It would nice would leave logged in.,Negative,-0.10000000000000003,0.95
+Enterprise Rent-A-Car,"You need ONE National Enterprise. Clunky process figuring National Emerald Sign actually renting Enterprise. If airlines figure - anyone can. For company consistently great customer service, IT developers need show one.",Positive,0.4,0.425
+Enterprise Rent-A-Car,bad experience company first time wanted rent vehicle. I try forgive damages I put vehicle I owned. need make nice experience.,Positive,0.050000000000000044,0.6666666666666666
+Enterprise Rent-A-Car,"Excellent User Friendly! I especially appreciated ""no surprise"" advance notice detailing information covering various types imsurance available purchase.",Positive,0.45375,0.52
+Enterprise Rent-A-Car,"I love enterprise offer great customer service. Now need get rid drop fee, insane!",Positive,0.10000000000000002,0.7833333333333333
+Enterprise Rent-A-Car,"Its great far shall see plays , awesome let's see well actual process location pick communicate.",Positive,0.475,0.7125
+Enterprise Rent-A-Car,"So easy convenient. I every time I need car never let's down. I've tried places past, Enterprise place that's never let place I'll rent car.",Positive,0.009259259259259264,0.45740740740740743
+Enterprise Rent-A-Car,"I rent frequently breeze use! I'm loyal Enterprise exceptional customer value, makes car rental experience even easier. Straight business, easy understand navigate FAST. I book reservation 2-3 minutes most. Thank you!",Positive,0.369047619047619,0.6380952380952382
+Enterprise Rent-A-Car,nan,nan,nan,nan
+Enterprise Rent-A-Car,"Awful travelling. Interface horrible takes 17 motions place reservation. Map can't filter open locations, still displays every location, may green vs black. It's poorly designed.",Negative,-0.4611111111111111,0.638888888888889
+Enterprise Rent-A-Car,Very good effective app. Can improved direct link reserve cars live uncommitted inventory; also agree recent review highlights benefit search nearby local live inventory (across Enterprise National networks).,Positive,0.2689610389610389,0.4614285714285714
+Enterprise Rent-A-Car,"Except frequent closure makes super annoyed It suppose to, hard come days So short, there's lot room improvement, good direction",Positive,0.0736111111111111,0.5347222222222222
+Enterprise Rent-A-Car,Ridiculous look reservations you. I go get confirmation email put app.,Negative,-0.3333333333333333,1.0
+Enterprise Rent-A-Car,Quick easy efficient way book car. Especially account easily what's points free days look prices Enterprise area,Positive,0.32,0.7933333333333333
+Enterprise Rent-A-Car,Doesn't show past rentals. Not quite sure point is. Will stick booking via pc.,Positive,0.125,0.5694444444444444
+Enterprise Rent-A-Car,"Great car rentals. Fast, easy use, keeps data intact rental next. Great business travelers. IN time. Even easier website!",Positive,0.4866666666666667,0.5866666666666667
+Enterprise Rent-A-Car,Great reserving modifying reservations. Works flawlessly Enterprise account Corporate rate code.,Positive,0.6,0.5833333333333334
+Enterprise Rent-A-Car,Downloaded update work,Neutral,0.0,0.0
+Enterprise Rent-A-Car,"Convenient! However, would nice see detailed vehicle features. Inside amenities well operation details MPG, GPS, etc.",Positive,0.5,0.875
+Enterprise Rent-A-Car,Easy use. Have good experiences National. Welcome improvement would ability search multiple locations without enter info search.,Positive,0.48333333333333334,0.5833333333333334
+Enterprise Rent-A-Car,Not sure say till used abused aka:6mths.,Negative,-0.25,0.8888888888888888
+Enterprise Rent-A-Car,The sign hassle u know your member ID otherwise works convenient,Neutral,0.0,0.0
+Enterprise Rent-A-Car,Excellent car rental company & family love place.,Positive,0.75,0.8
+Enterprise Rent-A-Car,Very useful IN every time I need book since remembers past rentals makes booking quick,Positive,0.15777777777777777,0.25
+Enterprise Rent-A-Car,Did NOT check inventory location. Let reserve car rent me!,Neutral,0.0,0.0
+Enterprise Rent-A-Car,Love easy use. Always love rent cars enterprise . Great customer wherever go,Positive,0.5583333333333333,0.6958333333333333
+Enterprise Rent-A-Car,Great app. Super easy... easier website.,Positive,0.5222222222222223,0.75
+Enterprise Rent-A-Car,Easier use.. Don't call drive far away get good service...,Positive,0.39999999999999997,0.8
+Enterprise Rent-A-Car,This makes extremely easy pick dates want crazy hoops jump through.,Negative,-0.08333333333333331,0.8666666666666667
+Enterprise Rent-A-Car,Local enterprises awesome.. Marina del Rey California. works perfect reserve cars find location .,Positive,0.6666666666666666,0.6666666666666666
+Enterprise Rent-A-Car,"Great interface, I add corporate account business leave blank personal rentals.",Positive,0.2,0.2625
+Enterprise Rent-A-Car,I fell love app! Very user friendly!,Positive,0.43124999999999997,0.4666666666666666
+Enterprise Rent-A-Car,Great makes written car really easy fast used several times works excellent,Positive,0.4866666666666667,0.6366666666666667
+Enterprise Rent-A-Car,"Easy, quick user friendly. Does needed.",Positive,0.38055555555555554,0.6111111111111112
+Enterprise Rent-A-Car,Makes real simple reserving rental. Step step rental reservations make great Enterprise.,Positive,0.4,0.6428571428571428
+Enterprise Rent-A-Car,"Excellent, clean interface. Reservations made seconds even provides directions rental facility.",Positive,0.6833333333333333,0.8500000000000001
+Episode - Choose Your Story,"I love game!!, I like many gems need right choices. I think choices need like 10 gems 25 20 gems, Other game awsome!! It good graphics too. I find fun game! I've notice since I've playing episode'... Full Review",Positive,0.07607142857142855,0.45607142857142857
+Episode - Choose Your Story,IT awesome love app. It great graphics. Has 100 stories get choose character looks. And choices. What even better create story awesome right? So yet?,Positive,0.6809523809523809,0.730952380952381
+Episode - Choose Your Story,"I've playing ever since first came out, I love evolved expanded much. I also love different genre stories even MAKE episode stories. I'm okay waiting long story tickets too. Need LGBT+ stories t... Full Review",Positive,0.28125,0.47291666666666665
+Episode - Choose Your Story,I like game there's problem. The game glitch bug. Everytime play game keeps exit game sometimes freeze screenplay. It interesting well experience without glitches. Tq.,Negative,-0.22000000000000003,0.42000000000000004
+Episode - Choose Your Story,Do always server issues midnight PHT? I always get timed error! Installed time killer useless,Negative,-0.5,0.2
+Episode - Choose Your Story,"Downloaded work, even high speed connection keeps saying loading failed stories. I'm seeing others I'm issue. Imo choices lot better actually works.",Positive,0.04000000000000001,0.36
+Episode - Choose Your Story,Episode great fun play lots story's read! The thing I dislike can't mix match outfits like PC much choices either :/ making story's can't add sounds/music lays etc. You also ... Full Review,Positive,0.29500000000000004,0.54
+Episode - Choose Your Story,Kept saying server timed out! I hadnt able play least game! I hi-speed internet game phone! Been like ny phone!,Negative,-0.23125,0.45624999999999993
+Episode - Choose Your Story,Two days row load. Past two updates done messed progress game play. Fix game I'll change rating back. Right blows!,Negative,-0.1385714285714286,0.31714285714285717
+Episode - Choose Your Story,"So every time I go episode progress resets, stories I'm subscribed removed progress reset, I've tried logging help anything, matter I keeps resetting, problem tablet please help ASAP! The need to... Full Review",Positive,0.35,0.55
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,Very addictive game keeps logging saying can't story please fix delete game leave bad review I really hope fix case I really like game,Negative,-0.21428571428571427,0.4666666666666667
+Episode - Choose Your Story,Every time I try open load! 4 hrs get passes!! Everytime I install I get less free passes. It used 4 3.,Positive,0.07777777777777779,0.45555555555555555
+Episode - Choose Your Story,"Every choice pointing ""right"" direction blocked because need buy gems. No way earn without buying. Lame",Negative,-0.10714285714285715,0.6428571428571428
+Episode - Choose Your Story,"The game great waiting time tickets long good options need diamonds must get diamonds can't play mini games earn them,it fun game ,but story's boring need diamonds make good",Positive,0.08125,0.54375
+Episode - Choose Your Story,I don't like pay money get cards gems choices free,Positive,0.4,0.8
+Episode - Choose Your Story,I really love I got phone iPad broke worked much better. This lets people creative just... awesome,Positive,0.625,0.775
+Episode - Choose Your Story,This takes long open keeps saying time retry I've done many times still nothing. Waste time!,Positive,0.05,0.35
+Episode - Choose Your Story,"It FAB game drama queen's, pretty little liars personal fav. My complaint takes 100 years load.",Negative,-0.1275,0.48
+Episode - Choose Your Story,Love game but... Every time I try open story says server error story completely...,Positive,0.049999999999999996,0.475
+Episode - Choose Your Story,I really love game thing I like everything costs gems :(,Negative,-0.21666666666666667,0.6666666666666666
+Episode - Choose Your Story,Great game. But money hungry.,Positive,0.2,0.575
+Episode - Choose Your Story,"Amazing stories really good occupy time mini games earn gems tickets fast. Otherwise, amazing game.",Positive,0.34,0.6799999999999999
+Episode - Choose Your Story,"Recently glitching ads I go read chapter, ads freezes blue screen I keep exiting reload work. One episodes I reading (It Starts With A Bra) let read chapter 7, keeps saying ""err... Full Review",Positive,0.11666666666666665,0.3
+Episode - Choose Your Story,"You want choose ""your"" story, prepared pay lot money. Every right decision behind pay wall.",Negative,-0.05714285714285716,0.6178571428571429
+Episode - Choose Your Story,I'm addicted game I get sad I 3 hours I read another chapter,Negative,-0.43333333333333335,0.6666666666666666
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,Used love I can't read episodes story I reading update taking passes,Positive,0.5,0.6
+Episode - Choose Your Story,"I wanted check popping social media, well, loading 10 minutes said problem loading, I decided 10 minutes life spent something really stupid I'm spending another ten t... Full Review",Negative,-0.10333333333333332,0.3433333333333334
+Episode - Choose Your Story,The beginning mine took freaking long hate,Negative,-0.42500000000000004,0.65
+Episode - Choose Your Story,I L O V E IT I make characters never new realistic ones,Positive,0.04924242424242424,0.3939393939393939
+Episode - Choose Your Story,Buy play. Pathetic game made trash people.,Negative,-0.7,0.7
+Episode - Choose Your Story,I love game sorry say update what's new description says updates stories I open episode updates story pls fix problem...,Negative,-0.052727272727272734,0.5909090909090909
+Episode - Choose Your Story,"I able play game new phone, someone suggest able play game",Positive,0.06727272727272726,0.5009090909090909
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,The game good run tickets need wait 2 hours get also limit tickets two unless bye,Positive,0.14999999999999997,0.5
+Episode - Choose Your Story,It's good game. I always want read more. And change time waiting tickets 15 minutes wait get 5 tickets,Positive,0.26666666666666666,0.5
+Episode - Choose Your Story,I like game need get gems every second,Negative,-0.2,0.2
+Episode - Choose Your Story,I read lots stories diamond rewarded. Pay diamonds ASAP,Neutral,0.0,0.0
+Episode - Choose Your Story,Can u fix please. It let read episodes.,Neutral,0.0,0.0
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,I hate game working,Negative,-0.6000000000000001,0.65
+Episode - Choose Your Story,"I downloaded only, well I know",Neutral,0.0,1.0
+Episode - Choose Your Story,Good game takes lot space.,Positive,0.14999999999999997,0.5
+Episode - Choose Your Story,I love game addictive always say WiFi timed ever I try get,Positive,0.033333333333333326,0.6333333333333333
+Episode - Choose Your Story,I think amazing much ads,Positive,0.4,0.55
+Episode - Choose Your Story,I love always work,Positive,0.5,0.6
+Episode - Choose Your Story,Too laggy keeps stopping please help,Neutral,0.0,0.0
+Episode - Choose Your Story,I hate game **** game,Negative,-0.5333333333333333,0.5666666666666668
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,This game takes lots time start.,Negative,-0.4,0.4
+Episode - Choose Your Story,It good game play board,Positive,0.14999999999999997,0.5
+Episode - Choose Your Story,I love episode I playing like games,Positive,0.5,0.6
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,I think need dress hair every updated day day like much,Positive,0.2,0.2
+Episode - Choose Your Story,I love game first time I wondering episodes,Positive,0.11666666666666665,0.4444444444444444
+Episode - Choose Your Story,How I turn mute game,Negative,-0.4,0.4
+Episode - Choose Your Story,I hated bad words,Negative,-0.7999999999999999,0.6833333333333333
+Episode - Choose Your Story,Love adds much need diamonds obsessive,Positive,0.35,0.4
+Episode - Choose Your Story,"love game, I dont get anymore free passes.",Positive,0.16666666666666666,0.6
+Episode - Choose Your Story,Lmao I obsessed,Positive,0.04999999999999999,1.0
+Episode - Choose Your Story,Can write royol baby two,Neutral,0.0,0.0
+Episode - Choose Your Story,What name story choice give kiss climb inside photo,Neutral,0.0,0.0
+Episode - Choose Your Story,It error,Neutral,0.0,0.0
+Episode - Choose Your Story,It load,Neutral,0.0,0.0
+Episode - Choose Your Story,I LOVE IT SO SO SO MUCH sisspine full,Positive,0.3499999999999999,0.45
+Episode - Choose Your Story,It's good except passes get,Positive,0.7,0.6000000000000001
+Episode - Choose Your Story,This game 2018,Negative,-0.4,0.4
+Episode - Choose Your Story,Amazon',Neutral,0.0,0.0
+Episode - Choose Your Story,Nice remove gems really,Positive,0.4,0.6
+Episode - Choose Your Story,I day I love,Positive,0.5,0.6
+Episode - Choose Your Story,It's really interesting,Positive,0.5,0.5
+Episode - Choose Your Story,best ever,Positive,1.0,0.3
+Episode - Choose Your Story,This game awesome,Positive,0.3,0.7
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,Awesome Addicting,Positive,1.0,1.0
+Episode - Choose Your Story,Super addictive,Positive,0.16666666666666666,0.7833333333333333
+Episode - Choose Your Story,Very amazing,Positive,0.7800000000000001,1.0
+Episode - Choose Your Story,"Really fun game super addictive! But working. I enjoy game, fun pass time worked scenes load anything anymore. Also diamonds stupid, first major choice two choose I wanted I pay 20 diamonds for, and... Full Review",Positive,0.03598484848484848,0.5136363636363636
+Episode - Choose Your Story,IT awesome love app. It great graphics. Has 100 stories get choose character looks. And choices. What even better create story awesome right? So yet?,Positive,0.6809523809523809,0.730952380952381
+Episode - Choose Your Story,I like game there's problem. The game glitch bug. Everytime play game keeps exit game sometimes freeze screenplay. It interesting well experience without glitches. Tq.,Negative,-0.22000000000000003,0.42000000000000004
+Episode - Choose Your Story,"Recently glitching ads I go read chapter, ads freezes blue screen I keep exiting reload work. One episodes I reading (It Starts With A Bra) let read chapter 7, keeps saying ""err... Full Review",Positive,0.11666666666666665,0.3
+Episode - Choose Your Story,Kept saying server timed out! I hadnt able play least game! I hi-speed internet game phone! Been like ny phone!,Negative,-0.23125,0.45624999999999993
+Episode - Choose Your Story,Very addictive game keeps logging saying can't story please fix delete game leave bad review I really hope fix case I really like game,Negative,-0.21428571428571427,0.4666666666666667
+Episode - Choose Your Story,"It FAB game drama queen's, pretty little liars personal fav. My complaint takes 100 years load.",Negative,-0.1275,0.48
+Episode - Choose Your Story,I really love I got phone iPad broke worked much better. This lets people creative just... awesome,Positive,0.625,0.775
+Episode - Choose Your Story,"Downloaded work, even high speed connection keeps saying loading failed stories. I'm seeing others I'm issue. Imo choices lot better actually works.",Positive,0.04000000000000001,0.36
+Episode - Choose Your Story,I love game sorry say update what's new description says updates stories I open episode updates story pls fix problem...,Negative,-0.052727272727272734,0.5909090909090909
+Episode - Choose Your Story,Only wasnt gems actually choose story roll give,Neutral,0.0,0.55
+Episode - Choose Your Story,It's good game. I always want read more. And change time waiting tickets 15 minutes wait get 5 tickets,Positive,0.26666666666666666,0.5
+Episode - Choose Your Story,"Amazing stories really good occupy time mini games earn gems tickets fast. Otherwise, amazing game.",Positive,0.34,0.6799999999999999
+Episode - Choose Your Story,Love game but... Every time I try open story says server error story completely...,Positive,0.049999999999999996,0.475
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,Used love I can't read episodes story I reading update taking passes,Positive,0.5,0.6
+Episode - Choose Your Story,Great game. But money hungry.,Positive,0.2,0.575
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,Two days row load. Past two updates done messed progress game play. Fix game I'll change rating back. Right blows!,Negative,-0.1385714285714286,0.31714285714285717
+Episode - Choose Your Story,"love game, I dont get anymore free passes.",Positive,0.16666666666666666,0.6
+Episode - Choose Your Story,"I able play game new phone, someone suggest able play game",Positive,0.06727272727272726,0.5009090909090909
+Episode - Choose Your Story,I L O V E IT I make characters never new realistic ones,Positive,0.04924242424242424,0.3939393939393939
+Episode - Choose Your Story,Good game takes lot space.,Positive,0.14999999999999997,0.5
+Episode - Choose Your Story,I'm addicted game I get sad I 3 hours I read another chapter,Negative,-0.43333333333333335,0.6666666666666666
+Episode - Choose Your Story,I love always work,Positive,0.5,0.6
+Episode - Choose Your Story,I think amazing much ads,Positive,0.4,0.55
+Episode - Choose Your Story,I love episode I playing like games,Positive,0.5,0.6
+Episode - Choose Your Story,This game takes lots time start.,Negative,-0.4,0.4
+Episode - Choose Your Story,"I downloaded only, well I know",Neutral,0.0,1.0
+Episode - Choose Your Story,It good game play board,Positive,0.14999999999999997,0.5
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,I hate game working,Negative,-0.6000000000000001,0.65
+Episode - Choose Your Story,How I turn mute game,Negative,-0.4,0.4
+Episode - Choose Your Story,Can u fix please.,Neutral,0.0,0.0
+Episode - Choose Your Story,Lmao I obsessed,Positive,0.04999999999999999,1.0
+Episode - Choose Your Story,It error,Neutral,0.0,0.0
+Episode - Choose Your Story,I hated bad words,Negative,-0.7999999999999999,0.6833333333333333
+Episode - Choose Your Story,It load,Neutral,0.0,0.0
+Episode - Choose Your Story,Love adds much need diamonds obsessive,Positive,0.35,0.4
+Episode - Choose Your Story,What name story choice give kiss climb inside photo,Neutral,0.0,0.0
+Episode - Choose Your Story,Amazon',Neutral,0.0,0.0
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,best ever,Positive,1.0,0.3
+Episode - Choose Your Story,"Really fun game super addictive! But working. I enjoy game, fun pass time worked scenes load anything anymore. Also diamonds stupid, first major choice two choose I wanted I pay 20 diamonds for, I none. Why make choice all? Especially beginning I time collect diamonds whatever. Other buggy-ness diamonds solid enjoyable game.",Positive,0.001388888888888884,0.505
+Episode - Choose Your Story,"The new update fixed server issue. Now I'm able read awesome stories more! Yay! I tried interactive story waiting issue fixed I bored, nothing compares Episode. Keep good work thanks listening us guys.",Positive,0.33529040404040406,0.5310606060606061
+Episode - Choose Your Story,I love EPISODES! I've playing on/ 3 years now. Its great way reading getting visual everything playing out. But addicting! I spent lot money this. So give monthly breaks app.,Positive,0.33125,0.36250000000000004
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,I LOVE THIS GAME! things I like diamonds passes.. like diamonds shouldnt 15-20 want giving 2 options. I think like 5-10 diamonds want least give us options 2 sometimes. It's also really hard get diamonds first place. For passes I think get least get 5 every 3-4 hours 2-3 every 3-4 hours . So passes play enjoy game make decisions want story go..,Negative,-0.08020833333333333,0.44687499999999997
+Episode - Choose Your Story,"My stories load, even loading completes story start. In fact gets stuck loading page. When I open stories says check server, I checked server million times nothing wrong it.",Negative,-0.25,0.7
+Episode - Choose Your Story,"I would give better review gave us gems. Almost good choices takes 15 20 gems each, ways get gems either buying real money getting 1 gem every chapter story read. It's frustrating annoying. I think guys make every 24 hours get daily reward, win extra story tickets gems. And I think would much better could watch videos quests reward us 1 gems!",Positive,0.18055555555555555,0.4666666666666667
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,"The update tablets ugly, new stories really good sometimes stays loading screen shuts down. Please fix app, used favourite.",Negative,-0.004797979797979808,0.5858585858585859
+Episode - Choose Your Story,"I love game! But every time I update something goes wrong! Like last time I updated everyone stories diffrent faces I change back. Now, stories I read flashbacks I see little corner flashback.Can guys plz fix this!?",Negative,-0.14322916666666666,0.41111111111111115
+Episode - Choose Your Story,U wait hours read story time u get passes. Can see Coming boring forgetting it. Shud able watch adverts instead waiting 3 hours continue read story. And shud also able choose whatever story line instead picking rubbish coz diamond's,Neutral,0.0,0.75
+Episode - Choose Your Story,This officially favourite game game best drama costumize character even better!! You also decorate guy girl gonna talk play with!! I love game much! You better else missing out! But thing wait tickets earn diamonds pain everything else perfect!! 10 10!! 5 stars!! <3,Positive,0.34545454545454546,0.48636363636363633
+Episode - Choose Your Story,I really love app. But reason I Not Interested episodes load send back home screen. I also played year never happened before.,Positive,0.125,0.3666666666666667
+Episode - Choose Your Story,I wish I didn't wait almost 4 hours get 2 tickets sometimes take ticket let read chapter. Other good game I enjoy reading stories,Positive,0.14375,0.46875
+Episode - Choose Your Story,"It let play story anymore keeps saying ""Our server might experiencing temporary issue complete. Please Check connection try bit."" And data working know says want fixed.",Positive,0.1,0.30000000000000004
+Episode - Choose Your Story,"I absolutely live game! It become favorite mine. However, wait four hours ticket hard, max tickets two. Honestly thing I would change change max tickets five I adore app.",Positive,0.08893939393939393,0.6683333333333332
+Episode - Choose Your Story,"It's awesome I recently downloaded much lag I otherwise great!!! The thing I get go animations whilst making episode come screen....Would show laptop, computer etc?? Because I'm IPad? I definetly recommended people!!!",Positive,0.55,0.55
+Episode - Choose Your Story,It keeps freezing saying internet working. If working I writing review then? It also keeps restarting automatically. I recomend this. Its waste space,Negative,-0.2,0.0
+Episode - Choose Your Story,"It working fine yesterday today keeps saying can't connect I try read story, I tried different thought happening again, I full internet connection keeps saying can't connect, makes confused. I want read rest story.",Positive,0.09166666666666665,0.5875
+Episode - Choose Your Story,Very addicting. Love stories. Hate wait four hours continue rest story line. Also hate choices taken away enough gems changes storyline.,Negative,-0.18000000000000002,0.6399999999999999
+Episode - Choose Your Story,"God knows what's problem go beyond first screen. I going back PUBG, Avakin Life Linda Brown",Positive,0.125,0.16666666666666666
+Episode - Choose Your Story,"I tried many times open app, work phone. (Samsung s6 edge) I'm sure Internet friends able app.. except me.",Positive,0.375,0.6284722222222222
+Episode - Choose Your Story,"This features stories like ""It Started With A Bra"" basically says okay creep bully long attractive. Wasted time trash ep 10 got development characters. The graphics improved I played years ago least...",Positive,0.15,0.45999999999999996
+Episode - Choose Your Story,"I absolutely ADORE game, playing interactive stories makes happy! However, I refuse rate 5 stars, unless ""My First Kiss"" story fixed. It big, black rectangle covers almost half screen, sound, either. Also, I think able earn least free gems day open app.",Positive,0.13974358974358975,0.4814102564102564
+Episode - Choose Your Story,"Please fix loading process ads, takes back home screen wastes passes. It worked fine first day I got it, want delete",Positive,0.11666666666666667,0.20833333333333331
+Episode - Choose Your Story,The game keeps saying server timed load game! I paid month unlimited passes I can't even it! Please fix this!,Negative,-0.590625,0.4
+Episode - Choose Your Story,"The loading screen would get way full, game would never pull up. It stuck loading screen. Couldn't even give actual game good review I play smh",Positive,0.049999999999999975,0.41000000000000003
+Episode - Choose Your Story,Good stories easy lose track time good writing. My problem used replenish tickets used read stories stop buy extra tickets now... bad move,Positive,0.22666666666666666,0.56
+Episode - Choose Your Story,"It's really great actually WiFi? I mobile data. Btw, phone really fine. Only Episode problem like that. I'm Philippines.",Positive,0.3041666666666667,0.5875
+Episode - Choose Your Story,"I've always loved everything eposide, since last night I got server might experiencing temporary issue complete please check internet connection try bit , plus I loved much every month I always got unlimited pass option , internet connection fine please fix thanks",Positive,0.330952380952381,0.4238095238095238
+Episode - Choose Your Story,Sooooo much errors also make slow ur phone performance... This game reallllly awesome tickets restore takes lot time.. story can't worth it... I wanna read stories u guys give choice except uninstall game,Positive,0.06666666666666667,0.4166666666666667
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,"Episode addictive, many great stories but, stories short. The annoying ads makes want stop playing game. This game good time killer. But I wish free tickets.",Positive,0.08888888888888888,0.6166666666666667
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,Please fix game keeps saying error connection. I'll rate back 5 stars fix please,Negative,-0.2,0.2
+Episode - Choose Your Story,Well first game I played It started say sorry loading try sain next day kept I deleted downloaded thing.,Negative,-0.1625,0.43333333333333335
+Episode - Choose Your Story,"Like game, compatible device anymore...wish I could still play it...the even open! It goes black, blank screen! Ugh! Please fix bug! Was going recommend game friend, stopped working completely!",Negative,-0.14027777777777778,0.35555555555555557
+Episode - Choose Your Story,I used play game. But open It loading properly. What's wrong?,Negative,-0.225,0.475
+Episode - Choose Your Story,It's great. Stories beautiful. Can u please remove ads sometimes takes long go story . I know reading came back menu know says something problem connection see good .Please Fixed Before change mind,Positive,0.39999999999999997,0.4916666666666667
+Episode - Choose Your Story,Its nothing like ads. That's say get hopes up.,Neutral,0.0,0.0
+Episode - Choose Your Story,The games amazing great time killer started giving server error messages everytime I tried load chapter I'm able play game anymore!,Positive,0.35000000000000003,0.66875
+Episode - Choose Your Story,"It nice game , addictive. But problem loading episodes long. Please fix problem.",Positive,0.03749999999999999,0.6749999999999999
+Episode - Choose Your Story,"Not bad all! Simply thing: story I'm writing always glitching ONE beat ONE choice. I create past it, ruins choice. What I do?",Positive,0.009374999999999974,0.3684523809523809
+Episode - Choose Your Story,"Keeps freezing taking tickets I get back it, I also think two lots adverts bit much everytime try start new chapter. Getting fed losing tickets every time crashes missing diamonds, sort I'm deleting app! Getting worse worse, keeps crashing using 2 tickets lose rest! Come sort out! Had uninstall screen small square bottom left hand corner, see happening, tried reinstall thing happened permanently uninstalling",Negative,-0.14857954545454546,0.28806818181818183
+Episode - Choose Your Story,"It's great game I really love it, reason I gave 3 stars earning diamonds make different choices game. It gives every finished chapter options require 20 way earn I want spend real money decide better option. Fix it'll 5 stars",Positive,0.17142857142857143,0.5071428571428571
+Episode - Choose Your Story,"You can't anything fun special gems buy gems, get 1 time enough buy something good missed opportunity something good,I JUST WANTED TO HAVE KISSED CAMERON AND LEARN THE GIRL'S TRUTH ABOUT FAMILY HISTORY IN CAMERON DALLAS: STARTED WITH A LIE",Positive,0.3392857142857143,0.46785714285714286
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,LOVE game. But recently there's error showing I go play let me? Why happening?,Positive,0.033333333333333326,0.4166666666666667
+Episode - Choose Your Story,"The fact requires buy something order unlock good outcomes horrendous. It's choose adventure pay unlock signifant choice. I get free play, games least wait til chapter 1 implement awful pay walls.",Negative,-0.04999999999999999,0.7000000000000001
+Episode - Choose Your Story,Was enjoying last updated since can't play game states time ( time ) can't connect server. Please fix I'm adding newest update days ago I still can't play still giving message I've rebooted reset router everything...HELP,Positive,0.033333333333333326,0.35555555555555557
+Episode - Choose Your Story,"updated, crashes whenever start story. kindly fix since paid. thx!",Positive,0.75,0.9
+Episode - Choose Your Story,"Truth Is wonderful game, graphics control everything problem time takes get pass effort u put get single diamond. Sadly even addicted I game I still can't enjoy cos diamonds passes expensive expensive fact buy making whole game useless. The price outrageous defeated whole essence game otherwise I mind spending change it. Lastly u guys shld try increase diamonds gotten episode least 10 20 passes least 5. That way u wld motivate persons. Otherwise u sell game beginning let's know free game buying it.",Negative,-0.20340136054421767,0.5133786848072563
+Episode - Choose Your Story,"This game awesome! I play everyday, bad part waiting passes refill every hours.",Negative,-0.07499999999999997,0.6666666666666666
+Episode - Choose Your Story,"When creating stories, features. Such emotions, also limelight characters! Overall, great app... that's I would love!",Positive,0.35625,0.4625
+Episode - Choose Your Story,"All I get error message says server temporarily down. I loved game latest update, pls fix :((",Negative,-0.021111111111111126,0.6777777777777778
+Episode - Choose Your Story,nan,nan,nan,nan
+Episode - Choose Your Story,nan,nan,nan,nan
+Epocrates Plus,"Really disappointed time I open app, immediately freezes closes. It good started crashing 1 second opening it, every single time. I never get anymore. What waste.",Negative,-0.05357142857142858,0.3440476190476191
+Epocrates Plus,The loves disable content internally update (that updates without going store). It also attempts update open it. The end result NEED completely worthless.,Negative,-0.26666666666666666,0.4666666666666666
+Epocrates Plus,"Must go-to minute pharmacy resources. As providers, can't possibly keep new meds. With app, work confidently.",Positive,0.21212121212121213,0.7626262626262627
+Epocrates Plus,It freezes crashes every time I try look drug up. The frustrating I've ever used.,Negative,-0.4,0.9
+Epocrates Plus,Excellent resource I many times daily. Easy phone.no hiccups.As long I signal Epocrates,Positive,0.37666666666666665,0.5466666666666666
+Epocrates Plus,Awesome app. Use every day ED thing another. Pill identification VERY useful ED!,Positive,0.74375,0.5
+Epocrates Plus,Love app! Still using FREE version;) It lots good information that's quick easy refer busy clinic setting.,Positive,0.4059523809523809,0.6619047619047619
+Epocrates Plus,Great easy use. Pill id useful needed,Positive,0.5111111111111112,0.5277777777777778
+Epocrates Plus,Can't say enough good things!,Positive,0.4375,0.55
+Epocrates Plus,"I love app, always comes handy.",Positive,0.55,0.75
+Epocrates Plus,"Great reference. Quick, accurate up-to-date",Positive,0.5111111111111112,0.6277777777777778
+Epocrates Plus,"Ease use, date information, low/no cost.",Neutral,0.0,0.0
+Epocrates Plus,I see worth upgrade cost,Positive,0.3,0.1
+Epocrates Plus,Could without,Neutral,0.0,0.0
+Epocrates Plus,Easy accurate drug reference.,Positive,0.41666666666666674,0.7333333333333334
+Epocrates Plus,Excellent resource diseases drugs!,Positive,1.0,1.0
+Epocrates Plus,I used every day years.,Neutral,0.0,0.0
+Epocrates Plus,This wonderful date app...easy,Positive,1.0,1.0
+Epocrates Plus,Great tool Pharmacists,Positive,0.8,0.75
+Epocrates Plus,The information fully detailed.,Positive,0.4,0.75
+Epocrates Plus,Excellent reference information.,Positive,1.0,1.0
+Epocrates Plus,Great uptodate information.,Positive,0.8,0.75
+Epocrates Plus,Invaluable asset.,Neutral,0.0,0.0
+Epocrates Plus,Very helpful,Positive,0.2,0.3
+Epocrates Plus,"Working urgent care, fast easy resource. It worth every penny I've recommended several colleagues. It every glitch though allow jump treatment options section individual medication page dosing. Still, I always customer!",Positive,0.18666666666666668,0.3866666666666667
+Epocrates Plus,Don't know I practiced medicine without before. I used carry back pack bunch reference books - done 6 7 years I''ve using Epocrates. It excellent. Would also like get Up-to-Date expensive. Epocrates everything I need to.,Positive,0.16666666666666666,0.5666666666666667
+Epocrates Plus,"I used love epocrates. Unfortunately, longer working well takes long time upload information. Sometimes looking book faster! Most time though begrudgingly slow I become quite frustrated. Hopefully, figure slow androids now.",Negative,-0.12321428571428572,0.5
+Epocrates Plus,Extremely useful. I know would even better I advanced paid version. Sometimes I difficulty getting information actual drug - takes long load full page though I see heading.,Positive,0.25,0.3583333333333334
+Epocrates Plus,"I told could helpful practice. However, soon installed, told required access photos, media, stored phone. It work I provide access. Why need this? This shady.",Negative,-0.25,0.625
+Epocrates Plus,"This great resource daily practice Primary Care. However, issue past months I noticed I able jump medication section directly treatment section look individual dosing medication. I really hope gets fixed I able easily medications look information much faster.",Positive,0.2486111111111112,0.4152777777777778
+Epocrates Plus,"ePocrates invaluable. I I multiple times day. The gives insight durg families, doses, interactions, more. There tables disease documents. I've using years.",Positive,0.25,0.25
+Epocrates Plus,Is informative medications. My complaint takes little time load information The drug selected. The interactions feature helpful though.,Negative,-0.24375,0.35
+Epocrates Plus,"The free version used reliable The last two updates program glitches, program fails automatically closes. The drugs dosages adults children detailed.",Positive,0.07500000000000001,0.4791666666666667
+Epocrates Plus,It's great however last update keeps force closing making practically unusable. Hopefully they're fix pushed soon,Positive,0.4,0.4083333333333333
+Epocrates Plus,"Top-notch resource, I nearly every day! High-yield information medications disease processes.",Positive,0.5625,0.7
+Epocrates Plus,"I every day practice. I also Up Date, I frequently well, easier get quick prescribing information opinion. I found accurate easy use.",Positive,0.3166666666666667,0.5666666666666668
+Epocrates Plus,Great app. I several times day slow times.,Positive,0.16666666666666666,0.3833333333333333
+Epocrates Plus,"I Epocrates part teaching equipment. It invaluable quick reference tool finding facts case consideration. I call ""peripheral brain"".",Positive,0.3333333333333333,0.5
+Epocrates Plus,Generally good basics. Some content date be. Miss Ddx feature.,Positive,0.7,0.6000000000000001
+Epocrates Plus,This helped numerous times clinical FNP student,Neutral,0.0,0.5
+Equestria Girls,"This game amazing I loved playing buuuuuut....... Well, thing is, I finished game. It's way short! I got addicted csus4 much fun I finished playing less 3 days! 3 days! Can please make longer make equestrian girls 2 cause I much f3un playing I wanna play like maybe add, I know going camping everfree Chase would awesome went camping last chapter.",Positive,0.12178030303030303,0.4484848484848485
+Equestria Girls,"Awesome game but.... I question. Can go equestria? If not,please add it!! I adore game please make hair clothes teensy bit better. And characters cartoon,not 3D lunatics ( see there? Luna,Princess/Principal Luna )! I love game. AND PEOPLE,RESPECT THIS PERSON (The creator) he/she tried really hard. Please respect Hasbro! Thank you. Im 11 I love Mlp. KD da house!!",Positive,0.13958333333333334,0.5552083333333333
+Equestria Girls,"Pretty good age. For free game, pretty good. But coming Hasbro Inc. I feel could upped character models tiny bit. I mean understandable making games easy. And lot time, love, effort went I mostly judge that. I disagree person said ""all follow arrow whole game finish restarts rewards."" 1. The arrow younger age groups, 2. Many games restart without rewards finishing.",Positive,0.2213888888888889,0.5880555555555556
+Equestria Girls,"Well, really fun game but.. plz add little adventures like Legend Everfree. Explore town outside little quest town completing quest school. Make more, I wish could update it. And I receive awards I finished quest I restart 3 locks outside? What that? I unlocked yet. I wish update more! :D",Positive,0.18333333333333332,0.41111111111111115
+Equestria Girls,Its cool but... Can't guys make exiting? What I mean real adventures like defeating Sunset Shimmer going camp Everfree stuff like that. Please guys know hard make please add things i'll give 5 stars everyone would realy apresheate it. :) LOL,Positive,0.2076388888888889,0.6465277777777777
+Equestria Girls,"Its good! But... I might suggestions making game better... 1. Add skin colours like purple,red,black more. 2. Adventures, like defeating sunset shimmer twilight sparkle go camp everfree, 3. Can go portal please? When enter portal pony version character ponyville.4. Can make people walk instead standing that's mission me. I hope accept suggestion game is..... AWESOME!",Positive,0.3458333333333334,0.5666666666666667
+Equestria Girls,"Well... really good. Im 11 game game mostly create equestra girl events move series. overall would recommend friend plz install game, but, reason I five star, reason. The game longer. It goes friendship games, legend everfree, dance magic? plz make game longer flaw",Negative,-0.033333333333333354,0.4555555555555555
+Equestria Girls,Pros: dress buy clothes. You practice friendship games. Gems easy earn. Cons: phone gems call people. You change person way much. You can't participate friendship games. I can't turn pick tells go. This made help improve game need details.,Positive,0.07777777777777777,0.47777777777777786
+Equestria Girls,"Pretty good! Everything great game, would make add 5th star rating, chapters. The chapters even need movie-based, would best I've played, based form entertainment media!",Positive,0.505,0.61
+Equestria Girls,"The game amazing, nice storyline even start OVER finishing it. But, please add ""Legend Everfree"" update? It's months since movie came out. I'M BEGGING YOU.",Positive,0.26666666666666666,0.7666666666666666
+Equestria Girls,"Great game but... I love game. It's cool I enjoyed going things happen TV show. One problem end, I finished levels sent right back start!! Plz make sure legend evergreen too!! Thx, Freya. P.s I'm undownloading",Positive,0.2685515873015873,0.5471781305114638
+Equestria Girls,Awesome styles girls I love colors clothing faces I love quests But almost time I run diamonds I call girl help!! Can please make cost coins Like glitch I roof I jumped ground :l,Positive,0.7604166666666666,0.7333333333333334
+Equestria Girls,Characters lack diamonds pls make ur characters look realistic.It right looks like minecraft characters. When someone asks diamonds fulfil task u do. You cant hold task u kind money option . Pls try figure,Positive,0.44285714285714284,0.7178571428571429
+Equestria Girls,"Bugs ! , Disappearing people reliance Jem's, (which pay for) negatives side really good game needs two tweaks. A way play without using EqG mane 6 would nice well. Good job fixes required.",Positive,0.39999999999999997,0.65
+Equestria Girls,"I made purchase daughter, although account debited, receive 100 gems several days. Customer care wants tonne information, opportunity email inquiry. I'm liking game much.",Neutral,0.0,0.175
+Equestria Girls,"It expensive call mane 6. Can please make 2 diamonds? Plus, entire game short. You follow arrow. You get anything.",Negative,-0.225,0.50625
+Equestria Girls,"It's good I loved playing it. But, van please fix cause I reached level 32, somehow went back zero quests gone. And I love quests, many adventures I even compete character I'd scan call, glitch problem somehow causing went haywire. Van please fix it?",Positive,0.48,0.5
+Equestria Girls,Fun but.. There always game one. Is bad get part game can't move!! Im like ok I glitch ill reset THEN I start might happen u I recmond :3,Negative,-0.13214285714285712,0.5952380952380951
+Equestria Girls,I love addicting two problems. said. We could explore talk others. Like online. Game would play alot u made. Those changes your ipfmdate others plz,Positive,0.04999999999999999,0.5
+Equestria Girls,"Poor graphics Overall main problem game ask came thing; ugly graphics. Not unappealing, game many glitches. This game trap feel like buy toys. That limited names cutie mark options made dislike game overall.",Negative,-0.15873015873015875,0.3896825396825398
+Equestria Girls,nan,nan,nan,nan
+Equestria Girls,-------------------------------CUTE!!!!♥♥♥----------------------------------- I LOVE THIS GAME!!! ITS LIKE THE BEST OFFLINE GAME!!!! I Used play I 4 till 6 7 I deleted I space...Im 7 8 August....I'm sorry I deleted But I downloaded I played atleast 20 days I almost every thing game I PON 3 DJ game easy earn gems PON 3 DJ gather 45 gems buy PON 3 DJ game! It stay forever gone reinstall game Clear Data game I deleted game Year Ago But I still got back I missed :( This game Family Friendly!!!!♥,Negative,-0.24215494791666664,0.4822916666666668
+Equestria Girls,"The game actually pretty good rather much fun. The problem shows game bad angle ,the 2nd problem u need scan doll every thing horrible news I play dolls anymore I need spend diamonds everything r 4 chapters game restarts fix problems please",Negative,-0.18333333333333332,0.5185185185185186
+Equestria Girls,"The 3D graphics weird. They're badly made sorry excuse show's signature style. I feel made sole purpose making player dolls could scan order complete quests save form spend gems ""calling"" girls. I high expectations sorely shattered.",Negative,-0.21285714285714283,0.5580952380952381
+Equestria Girls,I really like wish u could get emeralds different way.. and... ITS NOT OPENING IT FOR ME!!! IT KEEPS ASKING TO PUT PHOTOS AND FILES ON MY DEVICE SO I PRESSED DENY AND IT BACKED UP SO I'M UNINSTALLING!!!,Positive,0.1,0.4
+Equestria Girls,YOU ALL WHO THINK THAT THIS GAME IS BORING SHUT UP MAYBE U H8 IT BC UR SO DUMB U DON'T PAY ATTENTION AND ALSO DON'T EVER TRY AKA THIS IS AMAZING OUT OF 1/10 I GIVE IT A 102. SOOO COOL PR ET TY AND PERFECT,Positive,0.02916666666666669,0.7416666666666666
+Equestria Girls,"I see many people's rude game. Don't judge quickly, I'm saying I hate people hate game, I'm saying Hasbro Inc. Work hard make game amazing! I appreciate done, although game boring still cool. So, pls stop rude care other, u creator people hate ur game? It must feel hurt. Btw I love game much!",Negative,-0.2066666666666667,0.5783333333333334
+Equestria Girls,nan,nan,nan,nan
+Equestria Girls,nan,nan,nan,nan
+Equestria Girls,"EG Awesome fun challenging complaint I can't scan dolls let me, want rate five star make scanning dolls easier. Only complaint.",Positive,0.19999999999999998,0.6000000000000001
+Equestria Girls,"Ummmmm. There weird glitch. I leveling screen front stuck! Then arrow gone, nothing with. I explore helping mane 7.",Negative,-0.625,1.0
+Equestria Girls,"I like game whenever I go skin dress up, game freezes I get back game I still dress I also move. It's frustrating. Also sometimes I go stairs, I get sky I can't move. But game nice. And fix I give you... 5 STARS!!!",Negative,-0.14285714285714285,0.5
+Equestria Girls,"Its alright, guess. Its quite boring though, able much adventures mane six. I suggest add adventures. The graphics poor, bit similarity. (In opinion) hope found helpful",Negative,-0.175,0.60625
+Equestria Girls,"I see fun say large apps.So I cannot open it...I dont hate I cannot open it... Sorry English wrong.I Malaysian...And I kid..10 years old... Ps:Hasbro,I hate it!",Negative,-0.18730158730158733,0.5142857142857143
+Equestria Girls,"I really like game. It favourite game, arrow coming. The thing I walk around there. No missions. This getting boring. I know hasbro company worked hard, problem. If fixed, become favourite game again.",Negative,-0.31309523809523815,0.4488095238095238
+Equestria Girls,"Oh, good I guess. I've counted 8 glitches for, clothes look nothing like drawing, game going updated!? And I finished like 2 hours. I expecting Hasbro... But everything else good.",Positive,0.3,0.5333333333333333
+Equestria Girls,"new update message Dear hasbro love game much I play lot, easy play I love it, please make new update fourth chapter name Legend everfree quest's Gloriosa Daisy please? messaged Rhaxma D. Toledo",Positive,0.18825757575757573,0.4428030303030303
+Equestria Girls,It's stupid! The graphics terrible can't even first task without doll! This game sucks! 1/5 stars!,Negative,-0.51125,0.6066666666666667
+Equestria Girls,"It great first, then, wasn't. I've gone whole thing TWENTY times!!! And I still can't unlock parts campus! Unlock make way unlock it--WITHOUT PAYING--so it'll fun. Take kid, boring, EVERYBODY snoring. Or spamming game company enraged them. If follow this, another five stars me. Jaa ne!",Positive,0.05638020833333335,0.513888888888889
+Equestria Girls,"This game trap, updates, fixes No good stuff. I feel like Hasbro Inc. needs upgrade games I give 1 star.",Negative,-0.375,0.5
+Equestria Girls,"This game amazing I loved playing buuuuuut....... Well, thing is, I finished game. It's way short! I got addicted csus4 much fun I finished playing less 3 days! 3 days! Can please make longer make equestrian girls 2 cause I much f3un playing I wanna play like maybe add, I know going camping everfree Chase would awesome went camping last chapter.",Positive,0.12178030303030303,0.4484848484848485
+Equestria Girls,"Awesome game but.... I question. Can go equestria? If not,please add it!! I adore game please make hair clothes teensy bit better. And characters cartoon,not 3D lunatics ( see there? Luna,Princess/Principal Luna )! I love game. AND PEOPLE,RESPECT THIS PERSON (The creator) he/she tried really hard. Please respect Hasbro! Thank you. Im 11 I love Mlp. KD da house!!",Positive,0.13958333333333334,0.5552083333333333
+Equestria Girls,"Pretty good age. For free game, pretty good. But coming Hasbro Inc. I feel could upped character models tiny bit. I mean understandable making games easy. And lot time, love, effort went I mostly judge that. I disagree person said ""all follow arrow whole game finish restarts rewards."" 1. The arrow younger age groups, 2. Many games restart without rewards finishing.",Positive,0.2213888888888889,0.5880555555555556
+Equestria Girls,"Well, really fun game but.. plz add little adventures like Legend Everfree. Explore town outside little quest town completing quest school. Make more, I wish could update it. And I receive awards I finished quest I restart 3 locks outside? What that? I unlocked yet. I wish update more! :D",Positive,0.18333333333333332,0.41111111111111115
+Equestria Girls,Its cool but... Can't guys make exiting? What I mean real adventures like defeating Sunset Shimmer going camp Everfree stuff like that. Please guys know hard make please add things i'll give 5 stars everyone would realy apresheate it. :) LOL,Positive,0.2076388888888889,0.6465277777777777
+Equestria Girls,"Its good! But... I might suggestions making game better... 1. Add skin colours like purple,red,black more. 2. Adventures, like defeating sunset shimmer twilight sparkle go camp everfree, 3. Can go portal please? When enter portal pony version character ponyville.4. Can make people walk instead standing that's mission me. I hope accept suggestion game is..... AWESOME!",Positive,0.3458333333333334,0.5666666666666667
+Equestria Girls,"Well... really good. Im 11 game game mostly create equestra girl events move series. overall would recommend friend plz install game, but, reason I five star, reason. The game longer. It goes friendship games, legend everfree, dance magic? plz make game longer flaw",Negative,-0.033333333333333354,0.4555555555555555
+Equestria Girls,Pros: dress buy clothes. You practice friendship games. Gems easy earn. Cons: phone gems call people. You change person way much. You can't participate friendship games. I can't turn pick tells go. This made help improve game need details.,Positive,0.07777777777777777,0.47777777777777786
+Equestria Girls,"Pretty good! Everything great game, would make add 5th star rating, chapters. The chapters even need movie-based, would best I've played, based form entertainment media!",Positive,0.505,0.61
+Equestria Girls,"The game amazing, nice storyline even start OVER finishing it. But, please add ""Legend Everfree"" update? It's months since movie came out. I'M BEGGING YOU.",Positive,0.26666666666666666,0.7666666666666666
+Equestria Girls,"Great game but... I love game. It's cool I enjoyed going things happen TV show. One problem end, I finished levels sent right back start!! Plz make sure legend evergreen too!! Thx, Freya. P.s I'm undownloading",Positive,0.2685515873015873,0.5471781305114638
+Equestria Girls,Awesome styles girls I love colors clothing faces I love quests But almost time I run diamonds I call girl help!! Can please make cost coins Like glitch I roof I jumped ground :l,Positive,0.7604166666666666,0.7333333333333334
+Equestria Girls,Characters lack diamonds pls make ur characters look realistic.It right looks like minecraft characters. When someone asks diamonds fulfil task u do. You cant hold task u kind money option . Pls try figure,Positive,0.44285714285714284,0.7178571428571429
+Equestria Girls,"Bugs ! , Disappearing people reliance Jem's, (which pay for) negatives side really good game needs two tweaks. A way play without using EqG mane 6 would nice well. Good job fixes required.",Positive,0.39999999999999997,0.65
+Equestria Girls,"I made purchase daughter, although account debited, receive 100 gems several days. Customer care wants tonne information, opportunity email inquiry. I'm liking game much.",Neutral,0.0,0.175
+Equestria Girls,"It expensive call mane 6. Can please make 2 diamonds? Plus, entire game short. You follow arrow. You get anything.",Negative,-0.225,0.50625
+Equestria Girls,"It's good I loved playing it. But, van please fix cause I reached level 32, somehow went back zero quests gone. And I love quests, many adventures I even compete character I'd scan call, glitch problem somehow causing went haywire. Van please fix it?",Positive,0.48,0.5
+Equestria Girls,Fun but.. There always game one. Is bad get part game can't move!! Im like ok I glitch ill reset THEN I start might happen u I recmond :3,Negative,-0.13214285714285712,0.5952380952380951
+Equestria Girls,I love addicting two problems. said. We could explore talk others. Like online. Game would play alot u made. Those changes your ipfmdate others plz,Positive,0.04999999999999999,0.5
+Equestria Girls,"Poor graphics Overall main problem game ask came thing; ugly graphics. Not unappealing, game many glitches. This game trap feel like buy toys. That limited names cutie mark options made dislike game overall.",Negative,-0.15873015873015875,0.3896825396825398
+Equestria Girls,nan,nan,nan,nan
+Equestria Girls,-------------------------------CUTE!!!!♥♥♥----------------------------------- I LOVE THIS GAME!!! ITS LIKE THE BEST OFFLINE GAME!!!! I Used play I 4 till 6 7 I deleted I space...Im 7 8 August....I'm sorry I deleted But I downloaded I played atleast 20 days I almost every thing game I PON 3 DJ game easy earn gems PON 3 DJ gather 45 gems buy PON 3 DJ game! It stay forever gone reinstall game Clear Data game I deleted game Year Ago But I still got back I missed :( This game Family Friendly!!!!♥,Negative,-0.24215494791666664,0.4822916666666668
+Equestria Girls,"The game actually pretty good rather much fun. The problem shows game bad angle ,the 2nd problem u need scan doll every thing horrible news I play dolls anymore I need spend diamonds everything r 4 chapters game restarts fix problems please",Negative,-0.18333333333333332,0.5185185185185186
+Equestria Girls,"The 3D graphics weird. They're badly made sorry excuse show's signature style. I feel made sole purpose making player dolls could scan order complete quests save form spend gems ""calling"" girls. I high expectations sorely shattered.",Negative,-0.21285714285714283,0.5580952380952381
+Equestria Girls,I really like wish u could get emeralds different way.. and... ITS NOT OPENING IT FOR ME!!! IT KEEPS ASKING TO PUT PHOTOS AND FILES ON MY DEVICE SO I PRESSED DENY AND IT BACKED UP SO I'M UNINSTALLING!!!,Positive,0.1,0.4
+Equestria Girls,YOU ALL WHO THINK THAT THIS GAME IS BORING SHUT UP MAYBE U H8 IT BC UR SO DUMB U DON'T PAY ATTENTION AND ALSO DON'T EVER TRY AKA THIS IS AMAZING OUT OF 1/10 I GIVE IT A 102. SOOO COOL PR ET TY AND PERFECT,Positive,0.02916666666666669,0.7416666666666666
+Equestria Girls,"I see many people's rude game. Don't judge quickly, I'm saying I hate people hate game, I'm saying Hasbro Inc. Work hard make game amazing! I appreciate done, although game boring still cool. So, pls stop rude care other, u creator people hate ur game? It must feel hurt. Btw I love game much!",Negative,-0.2066666666666667,0.5783333333333334
+Equestria Girls,nan,nan,nan,nan
+Equestria Girls,nan,nan,nan,nan
+Equestria Girls,"EG Awesome fun challenging complaint I can't scan dolls let me, want rate five star make scanning dolls easier. Only complaint.",Positive,0.19999999999999998,0.6000000000000001
+Equestria Girls,"Ummmmm. There weird glitch. I leveling screen front stuck! Then arrow gone, nothing with. I explore helping mane 7.",Negative,-0.625,1.0
+Equestria Girls,"I like game whenever I go skin dress up, game freezes I get back game I still dress I also move. It's frustrating. Also sometimes I go stairs, I get sky I can't move. But game nice. And fix I give you... 5 STARS!!!",Negative,-0.14285714285714285,0.5
+Equestria Girls,"Its alright, guess. Its quite boring though, able much adventures mane six. I suggest add adventures. The graphics poor, bit similarity. (In opinion) hope found helpful",Negative,-0.175,0.60625
+Equestria Girls,"I see fun say large apps.So I cannot open it...I dont hate I cannot open it... Sorry English wrong.I Malaysian...And I kid..10 years old... Ps:Hasbro,I hate it!",Negative,-0.18730158730158733,0.5142857142857143
+Equestria Girls,"I really like game. It favourite game, arrow coming. The thing I walk around there. No missions. This getting boring. I know hasbro company worked hard, problem. If fixed, become favourite game again.",Negative,-0.31309523809523815,0.4488095238095238
+Equestria Girls,"Oh, good I guess. I've counted 8 glitches for, clothes look nothing like drawing, game going updated!? And I finished like 2 hours. I expecting Hasbro... But everything else good.",Positive,0.3,0.5333333333333333
+Equestria Girls,"new update message Dear hasbro love game much I play lot, easy play I love it, please make new update fourth chapter name Legend everfree quest's Gloriosa Daisy please? messaged Rhaxma D. Toledo",Positive,0.18825757575757573,0.4428030303030303
+Equestria Girls,It's stupid! The graphics terrible can't even first task without doll! This game sucks! 1/5 stars!,Negative,-0.51125,0.6066666666666667
+Equestria Girls,"It great first, then, wasn't. I've gone whole thing TWENTY times!!! And I still can't unlock parts campus! Unlock make way unlock it--WITHOUT PAYING--so it'll fun. Take kid, boring, EVERYBODY snoring. Or spamming game company enraged them. If follow this, another five stars me. Jaa ne!",Positive,0.05638020833333335,0.513888888888889
+Equestria Girls,"This game trap, updates, fixes No good stuff. I feel like Hasbro Inc. needs upgrade games I give 1 star.",Negative,-0.375,0.5
+Essential Anatomy 3,"Love work do. Tried all. Best anatomy android. Navigation killer feature. Can make function landscape mode fill 4k tv screen. Please bring android. I switch platforms (Complete anatomy, essential Anthony 5). Android largest user base operating systems. Your fairly priced. I believe missing opportunity others step fill gap. I using asus zenpad 3s 10. Complete anatomy best thing I ever seen I 20 years. Thanks",Positive,0.26000000000000006,0.44499999999999995
+Essential Anatomy 3,"Had pay twice Had downloaded Windows 8 worked great. The content really useful, best I've used. But months stopped working completely open. Uninstalled installed worked, days. Other PC worked problem. So I buy android. Wasn't issue microsofts side. Not really good pay something taken away you.",Positive,0.2708333333333333,0.4208333333333334
+Essential Anatomy 3,"running old galaxy S2 SII , bit slow still ok. I skeletal muscle study really helpful. 3D views rotate tilt get every view I want. I 3D4 muscle pro even older iphone 3GS zoom factors, like shoulder arm - zoom continuously - I like ! also button listen pronounced, useful native English speakers. many discover.",Positive,0.18854166666666666,0.26666666666666666
+Essential Anatomy 3,"Great, worth buying. Absolutely amazing app, almost bugs, working perfectly, great moving 3D environment. But common guys, already payed app, want access detailed part section, u pay again. example shows bone , wanna check hiatuses, foramens, expressions and... You pay again. At least make parts cheaper people buy + emails discount Apple users, single discount Android far.",Positive,0.25873015873015875,0.5960317460317461
+Essential Anatomy 3,"It's great buy. The 3D effect systems terrific! I've used since I freshman year nursing, I'm junior. And I got say, anatomical parts, names, information point. I side side anatomy text book I've cross-checked... Full Review",Positive,0.3833333333333333,0.7666666666666666
+Essential Anatomy 3,"Good app. Has helped anatomy class. It needs updated version 5 though. We behind iOS version shame. I hope guys update soon. I think fair price iOS version using outdated version. Other that, k... Full Review",Positive,0.13749999999999998,0.626388888888889
+Essential Anatomy 3,"Good When getting essential anatomy 5? I emailed guys last year said would asap. I personally need right now, entrance exam uni. Please keep working!!",Positive,0.22928571428571426,0.3604761904761905
+Essential Anatomy 3,"This well done versatile, controlling rotation movement easy get hang it. My problem is, time I zoom in, right tibia disappears. It's difficult seeing relationships following vascular neurological systems.",Positive,0.05476190476190476,0.6172619047619048
+Essential Anatomy 3,"Great Uni Awesome anatomy Uni, I regulalry (supplementing text books). Gives information I need (muscles, nerves, blood supply etc) albeit glitchy times. Nevertheless, would certainly recommend. Also, 5 released Android? :/",Positive,0.44107142857142856,0.8303571428571428
+Essential Anatomy 3,"Buy it! A fantastic learning tool anatomy. Almost mistakes! A couple muscle fibre directions inaccurate, (one abdominal muscle layers somewhere back), course tendons forearm hand also slightly out... Love work... Full Review",Positive,0.23666666666666666,0.44333333333333336
+Essential Anatomy 3,"So many vital structures skipped! good incomplete!!! Please update add skipped system structures nasal cavity, ear, extra ocular muscles, reproductive system, cranial nerves etc etc. If I want clarify main branches abdominal aorta, going impossible... Full Review",Positive,0.21071428571428572,0.4976190476190476
+Essential Anatomy 3,"Please please pleaseeeeeeee Download taking AnP class, I 3 minutes making difference already. The 11 dollars worth alone. Just deleted AnP 10 ones. THIS REPLACES THEM ALL!",Positive,0.375,0.1
+Essential Anatomy 3,It's generally good compared version store missing much. It's quite detailed I hoped I've waiting update make little bit like appstore version two years I doubt they're still making one. Really... Full Review,Positive,0.2089285714285714,0.4071428571428572
+Essential Anatomy 3,Essential Anatomy 4 Will get essential Anatomy 5 I really hope I see update while. I See It In THE Apple store I'm wondering going get it.,Positive,0.06666666666666667,0.26666666666666666
+Essential Anatomy 3,Room improvement Pros: Graphics great. Can easily move anterior/posterior/lateral/medial views. Can isolate certain items look individually. Cons: quizes extremely repetitive. Cannot select excatly wish quizzed o... Full Review,Positive,0.2579365079365079,0.5591269841269842
+Essential Anatomy 3,"Excellent, could better! This really detailed, informative excellent app. But misses couple things. Where reproductive system? And allow landscape viewing tablets, could make extra space customisable windows tools!",Positive,0.605,0.67
+Essential Anatomy 3,"Update? There's big difference apple version! If I knew hand, I would waited purchase it. I've waiting update catch version. This money I spent I'm disappointed considering difference tw... Full Review",Negative,-0.125,0.375
+Essential Anatomy 3,"Real nice but... Nice app! definitely second source reference I study, I really wish y'all would make essential anatomy 5 iPhone... good.",Positive,0.425,0.5166666666666667
+Essential Anatomy 3,"It's OK get Version 3 Samsung. Honestly first time life I wishing I Apple phone I could ""pin"" option. In newer version I would also recommend detailed parts skull, long bone, etc. since I tested th... Full Review",Positive,0.2899999999999999,0.5066666666666666
+Essential Anatomy 3,"Essential Anatomy 3 Won't install (Note 3 running Lollypop): Says ""waiting network"". I NOT want WiFi (currently range), & cellphone provider FREE, & I KNOW 'network' open otherwise I able post comment!!! Also, install, HELL I uninstall ... Full Review",Positive,0.2877604166666667,0.5291666666666667
+Essential Anatomy 3,"Flawless I lot work. Being personal trainer extremely useful showing clients muscles & do. works perfect. Learning curve tough first, easy get hang it. Having detailed map body cool useful, down... Full Review",Positive,0.31990740740740736,0.5449074074074074
+Essential Anatomy 3,"Is refund option? I realize would big difference 4th 3rd editions. I downloaded recommendation iPad user. I would like refund, 4th version becomes available tablet, I reinvest again.",Positive,0.13333333333333333,0.16666666666666666
+Essential Anatomy 3,"Forced Portrait Mode Fantastic App! Only complaint option change landscape mode Galaxy Note 10.1 2014 Edition. Also, crashes almost every time home button pressed trying exit causing tablet restart.",Negative,-0.02500000000000001,0.5750000000000001
+Essential Anatomy 3,"Quiz buggy When I attempting quiz, becomes unresponsive button, even quit button. This happens still Internet on/off shutting manager. This disappointing. Otherwise good.",Positive,0.04999999999999999,0.65
+Essential Anatomy 3,"Why u treat users less While apple already version 5, stuck outdated 3rd.. even mention iyoga available here...:/",Negative,-0.041666666666666685,0.275
+Essential Anatomy 3,"It's good money could done better. I mean touch screen zoom, camera flies away sometimes annoying disturbing. Please fix I'll give 5 recommend everyone.",Negative,-0.08250000000000002,0.6975
+Essential Anatomy 3,"Best anatomy I med school downloaded gain better understanding health care fitness/workouts. I've tried (and subsequently uninstalled) several anatomy far THE BEST. Easy add subtract layers anatomical systems, zoom view ever... Full Review",Positive,0.42291666666666666,0.44166666666666665
+Essential Anatomy 3,I even used yet already disliking it. I trial period liked I purchased it. Imagine delight I found charged twice! $26 app? Not impressed.,Positive,0.125,0.9
+Essential Anatomy 3,I really love app! I wish like Apple counterpart. I platforms Android disappointing... Would give five stars would updated,Positive,0.012500000000000011,0.6499999999999999
+Essential Anatomy 3,Not working! After new update crashing. Cannot open all. Just shows logo closes automatically. I want refund,Positive,0.06818181818181818,0.4772727272727273
+Essential Anatomy 3,Will work well new phone like s8. Got hard tests text book little confusing I imagine full picture,Negative,-0.05856060606060607,0.48924242424242426
+Essential Anatomy 3,Rotation tablets I tablet mostly landscape mode I would love open landscape mode. Rotating 12.2 inch Galaxy Note Pro time easy switching apps!,Positive,0.3854166666666667,0.6083333333333334
+Essential Anatomy 3,"Worth It works great Samsung tab 3 8"", fast complete. I need old books reviewing master degree anatomy exam. I strongly recomend students postgrads.",Positive,0.32222222222222224,0.46388888888888896
+Essential Anatomy 3,PlZ! This incomplete! Please create Android version fot EsAnatomy 5! Its apple! It's would much better students without Apple devices! My name Mehrad Phone model: Xiaomi Mi5 Pro 128GB,Positive,0.625,0.5
+Essential Anatomy 3,"Great This detailed! Is possible incorporate gender differences, though? It option I first downloaded work. Now gone. :-(",Positive,0.16,0.7666666666666667
+Essential Anatomy 3,Is easy navigate Samsung. They quizzing work well. Sometimes gives answer sometimes doesn't. My prof directed works fine apple products android.,Positive,0.42500000000000004,0.6666666666666667
+Essential Anatomy 3,Tutorial indicates even better features apple version. Guys - I would love get slicing tool muscle movement Android thx. Amount related (or add-ons?) confusing would like direct link within access appropriate enhancements.,Positive,0.21666666666666665,0.4666666666666666
+Essential Anatomy 3,"The program recently freezing up. Closing reopening remedy situation. If issue addressed would, hands down, best I've used far!",Positive,0.2423611111111111,0.45972222222222225
+Essential Anatomy 3,Fabulous product! Interactive makes fun memorize. This great app. Initially working properly regretfully I needed uninstall app. I think might well something wrong settings properties menu something rebooting mobile device? I tell sugges... Full Review,Positive,0.20714285714285716,0.5
+Essential Anatomy 3,"Amazing backed excellent tech support team! The graphics truly amazing. You rotate tilt image way wish, zoom out, isolate area. Descriptions informative precise. The whole thing backed tech support personnel helpful corteous (yes, I need help issues, possibly... Full Review",Positive,0.45000000000000007,0.7928571428571428
+Essential Anatomy 3,"Love work do. Tried all. Best anatomy android. Navigation killer feature. Can make function landscape mode fill 4k tv screen. Please bring android. I switch platforms (Complete anatomy, essential Anthony 5). Android largest user base operating systems. Your fairly priced. I believe missing opportunity others step fill gap. I using asus zenpad 3s 10. Complete anatomy best thing I ever seen I 20 years. Thanks",Positive,0.26000000000000006,0.44499999999999995
+Essential Anatomy 3,"Had pay twice Had downloaded Windows 8 worked great. The content really useful, best I've used. But months stopped working completely open. Uninstalled installed worked, days. Other PC worked problem. So I buy android. Wasn't issue microsofts side. Not really good pay something taken away you.",Positive,0.2708333333333333,0.4208333333333334
+Essential Anatomy 3,"running old galaxy S2 SII , bit slow still ok. I skeletal muscle study really helpful. 3D views rotate tilt get every view I want. I 3D4 muscle pro even older iphone 3GS zoom factors, like shoulder arm - zoom continuously - I like ! also button listen pronounced, useful native English speakers. many discover.",Positive,0.18854166666666666,0.26666666666666666
+Essential Anatomy 3,"Great, worth buying. Absolutely amazing app, almost bugs, working perfectly, great moving 3D environment. But common guys, already payed app, want access detailed part section, u pay again. example shows bone , wanna check hiatuses, foramens, expressions and... You pay again. At least make parts cheaper people buy + emails discount Apple users, single discount Android far.",Positive,0.25873015873015875,0.5960317460317461
+Essential Anatomy 3,"It's great buy. The 3D effect systems terrific! I've used since I freshman year nursing, I'm junior. And I got say, anatomical parts, names, information point. I side side anatomy text book I've cross-checked... Full Review",Positive,0.3833333333333333,0.7666666666666666
+Essential Anatomy 3,"Good app. Has helped anatomy class. It needs updated version 5 though. We behind iOS version shame. I hope guys update soon. I think fair price iOS version using outdated version. Other that, k... Full Review",Positive,0.13749999999999998,0.626388888888889
+Essential Anatomy 3,"Good When getting essential anatomy 5? I emailed guys last year said would asap. I personally need right now, entrance exam uni. Please keep working!!",Positive,0.22928571428571426,0.3604761904761905
+Essential Anatomy 3,"This well done versatile, controlling rotation movement easy get hang it. My problem is, time I zoom in, right tibia disappears. It's difficult seeing relationships following vascular neurological systems.",Positive,0.05476190476190476,0.6172619047619048
+Essential Anatomy 3,"Great Uni Awesome anatomy Uni, I regulalry (supplementing text books). Gives information I need (muscles, nerves, blood supply etc) albeit glitchy times. Nevertheless, would certainly recommend. Also, 5 released Android? :/",Positive,0.44107142857142856,0.8303571428571428
+Essential Anatomy 3,"Buy it! A fantastic learning tool anatomy. Almost mistakes! A couple muscle fibre directions inaccurate, (one abdominal muscle layers somewhere back), course tendons forearm hand also slightly out... Love work... Full Review",Positive,0.23666666666666666,0.44333333333333336
+Essential Anatomy 3,"So many vital structures skipped! good incomplete!!! Please update add skipped system structures nasal cavity, ear, extra ocular muscles, reproductive system, cranial nerves etc etc. If I want clarify main branches abdominal aorta, going impossible... Full Review",Positive,0.21071428571428572,0.4976190476190476
+Essential Anatomy 3,"Please please pleaseeeeeeee Download taking AnP class, I 3 minutes making difference already. The 11 dollars worth alone. Just deleted AnP 10 ones. THIS REPLACES THEM ALL!",Positive,0.375,0.1
+Essential Anatomy 3,It's generally good compared version store missing much. It's quite detailed I hoped I've waiting update make little bit like appstore version two years I doubt they're still making one. Really... Full Review,Positive,0.2089285714285714,0.4071428571428572
+Essential Anatomy 3,Essential Anatomy 4 Will get essential Anatomy 5 I really hope I see update while. I See It In THE Apple store I'm wondering going get it.,Positive,0.06666666666666667,0.26666666666666666
+Essential Anatomy 3,Room improvement Pros: Graphics great. Can easily move anterior/posterior/lateral/medial views. Can isolate certain items look individually. Cons: quizes extremely repetitive. Cannot select excatly wish quizzed o... Full Review,Positive,0.2579365079365079,0.5591269841269842
+Essential Anatomy 3,"Excellent, could better! This really detailed, informative excellent app. But misses couple things. Where reproductive system? And allow landscape viewing tablets, could make extra space customisable windows tools!",Positive,0.605,0.67
+Essential Anatomy 3,"Update? There's big difference apple version! If I knew hand, I would waited purchase it. I've waiting update catch version. This money I spent I'm disappointed considering difference tw... Full Review",Negative,-0.125,0.375
+Essential Anatomy 3,"Real nice but... Nice app! definitely second source reference I study, I really wish y'all would make essential anatomy 5 iPhone... good.",Positive,0.425,0.5166666666666667
+Essential Anatomy 3,"It's OK get Version 3 Samsung. Honestly first time life I wishing I Apple phone I could ""pin"" option. In newer version I would also recommend detailed parts skull, long bone, etc. since I tested th... Full Review",Positive,0.2899999999999999,0.5066666666666666
+Essential Anatomy 3,"Essential Anatomy 3 Won't install (Note 3 running Lollypop): Says ""waiting network"". I NOT want WiFi (currently range), & cellphone provider FREE, & I KNOW 'network' open otherwise I able post comment!!! Also, install, HELL I uninstall ... Full Review",Positive,0.2877604166666667,0.5291666666666667
+Essential Anatomy 3,"Flawless I lot work. Being personal trainer extremely useful showing clients muscles & do. works perfect. Learning curve tough first, easy get hang it. Having detailed map body cool useful, down... Full Review",Positive,0.31990740740740736,0.5449074074074074
+Essential Anatomy 3,"Is refund option? I realize would big difference 4th 3rd editions. I downloaded recommendation iPad user. I would like refund, 4th version becomes available tablet, I reinvest again.",Positive,0.13333333333333333,0.16666666666666666
+Essential Anatomy 3,"Forced Portrait Mode Fantastic App! Only complaint option change landscape mode Galaxy Note 10.1 2014 Edition. Also, crashes almost every time home button pressed trying exit causing tablet restart.",Negative,-0.02500000000000001,0.5750000000000001
+Essential Anatomy 3,"Quiz buggy When I attempting quiz, becomes unresponsive button, even quit button. This happens still Internet on/off shutting manager. This disappointing. Otherwise good.",Positive,0.04999999999999999,0.65
+Essential Anatomy 3,"Why u treat users less While apple already version 5, stuck outdated 3rd.. even mention iyoga available here...:/",Negative,-0.041666666666666685,0.275
+Essential Anatomy 3,"It's good money could done better. I mean touch screen zoom, camera flies away sometimes annoying disturbing. Please fix I'll give 5 recommend everyone.",Negative,-0.08250000000000002,0.6975
+Essential Anatomy 3,"Best anatomy I med school downloaded gain better understanding health care fitness/workouts. I've tried (and subsequently uninstalled) several anatomy far THE BEST. Easy add subtract layers anatomical systems, zoom view ever... Full Review",Positive,0.42291666666666666,0.44166666666666665
+Essential Anatomy 3,I even used yet already disliking it. I trial period liked I purchased it. Imagine delight I found charged twice! $26 app? Not impressed.,Positive,0.125,0.9
+Essential Anatomy 3,I really love app! I wish like Apple counterpart. I platforms Android disappointing... Would give five stars would updated,Positive,0.012500000000000011,0.6499999999999999
+Essential Anatomy 3,Not working! After new update crashing. Cannot open all. Just shows logo closes automatically. I want refund,Positive,0.06818181818181818,0.4772727272727273
+Essential Anatomy 3,Will work well new phone like s8. Got hard tests text book little confusing I imagine full picture,Negative,-0.05856060606060607,0.48924242424242426
+Essential Anatomy 3,Rotation tablets I tablet mostly landscape mode I would love open landscape mode. Rotating 12.2 inch Galaxy Note Pro time easy switching apps!,Positive,0.3854166666666667,0.6083333333333334
+Essential Anatomy 3,"Worth It works great Samsung tab 3 8"", fast complete. I need old books reviewing master degree anatomy exam. I strongly recomend students postgrads.",Positive,0.32222222222222224,0.46388888888888896
+Essential Anatomy 3,PlZ! This incomplete! Please create Android version fot EsAnatomy 5! Its apple! It's would much better students without Apple devices! My name Mehrad Phone model: Xiaomi Mi5 Pro 128GB,Positive,0.625,0.5
+Essential Anatomy 3,"Great This detailed! Is possible incorporate gender differences, though? It option I first downloaded work. Now gone. :-(",Positive,0.16,0.7666666666666667
+Essential Anatomy 3,Is easy navigate Samsung. They quizzing work well. Sometimes gives answer sometimes doesn't. My prof directed works fine apple products android.,Positive,0.42500000000000004,0.6666666666666667
+Essential Anatomy 3,Tutorial indicates even better features apple version. Guys - I would love get slicing tool muscle movement Android thx. Amount related (or add-ons?) confusing would like direct link within access appropriate enhancements.,Positive,0.21666666666666665,0.4666666666666666
+Essential Anatomy 3,"The program recently freezing up. Closing reopening remedy situation. If issue addressed would, hands down, best I've used far!",Positive,0.2423611111111111,0.45972222222222225
+Essential Anatomy 3,Fabulous product! Interactive makes fun memorize. This great app. Initially working properly regretfully I needed uninstall app. I think might well something wrong settings properties menu something rebooting mobile device? I tell sugges... Full Review,Positive,0.20714285714285716,0.5
+Essential Anatomy 3,"Amazing backed excellent tech support team! The graphics truly amazing. You rotate tilt image way wish, zoom out, isolate area. Descriptions informative precise. The whole thing backed tech support personnel helpful corteous (yes, I need help issues, possibly... Full Review",Positive,0.45000000000000007,0.7928571428571428
+Essential Resources,Not single feature request I've made essential implemented. They need start separate version stable Android 7 releases secure settings integration along something like locale something similar (Tasker/etc). And work live FM stereo. The hardware Quality fantastic lack options makes want claw much money back Andy Rubin company possible well make future investments.,Positive,0.1172077922077922,0.4239285714285714
+Essential Resources,This great far. The thing I want pinch fill screen YouTube video playing sites etc mainly YouTube though. Every manufacturer done need right me.,Positive,0.3380952380952381,0.6547619047619048
+Essential Resources,"Nice keep updating, however please update popular people actually including Google chrome. I can't stand using full screen I'm browsing. Kakaotalk popular Korean chat program.Twitter. Microsoft word,outlook whole suite.Youtube.",Positive,0.39166666666666666,0.6416666666666666
+Essential Resources,"To reiterate others commented, please give us option night mode (dark menus, etc.) create native themes option. I loathe 3rd party theme apps. OnePlus, LG, Samsung many others ability, Essential?",Positive,0.0875,0.3
+Essential Resources,Why still full screen Google chrome? GMD immersive solid force full screen still. No full screen important makes phone pointless have.,Positive,0.11249999999999999,0.5416666666666666
+Essential Resources,"Was told top line phone I feel tricked..... I hate vibration sounds typing turned I thought still it. Would also love different fonts better ""theme "" phone",Positive,0.13999999999999999,0.62
+Essential Resources,Thanks making better can't add whitelist? Not used popular even know would nice add list.,Positive,0.475,0.65
+Essential Resources,"In last 24 hours I've replacement phone, crashed 14 times. Absolutely absurd. I really wanted like phone, sent back. T-mobile reception practically non existent, phone unreliable",Negative,-0.075,0.31666666666666665
+Essential Resources,Would give stars IN voicemail shortcut home screen. Old voicemail old phone work right. Had uninstall.,Positive,0.1619047619047619,0.3119047619047619
+Essential Resources,"The best Android phone I ever owned. Most Google phones. Guys please, give us native night mode. I hate using third party, Android supports it.",Positive,0.175,0.42500000000000004
+Essential Resources,"Great phone great company. One pre installed actually useful! Also, thanks full screening Nova Launcher! Think could games next? Edit: Down four stars due lack native night mode.",Positive,0.2914930555555556,0.3642361111111111
+Essential Resources,Can please visual voicemail. I hate calling get messages. It would helpful choose messages want listen,Negative,-0.4,0.45
+Essential Resources,I wondered bringing support full screen different apps. Keep good work!,Positive,0.4083333333333334,0.5833333333333334
+Essential Resources,"Poor customer feedback! Poor User interface I contacted Essential issues concerning PH-1. Their response was: ""these standard Android OS"", Android OS unique company. Unless issues fixed, Essential could been.",Negative,-0.06071428571428572,0.42857142857142855
+Essential Resources,"Wish would play nice Reolink - controls get mashed notification bar, I can't control hardware.",Positive,0.6,1.0
+Essential Resources,Essential perfect.... But neither I... I love phone...gonna stick it... Keep team Ph1!,Positive,0.5416666666666666,0.6333333333333333
+Essential Resources,"I send review Nova Launcher support full screen phone like Essential add-on perfect keep adding apps, please put request option submit adding them, star slowly updating",Positive,0.2625,0.5625
+Essential Resources,Not sure app's functionality. Phone constantly freezezs must restarted. No apparent explanation.,Negative,-0.09166666666666667,0.524074074074074
+Essential Resources,"Essential continued listen community, play well developers. whitelisting coming along nicely.",Positive,0.3,0.65
+Essential Resources,"NEED A WHOLE LOT MORE !!Optimize enable full screen mode lot important i.e. Google products(Maps, Streetview, YouTube, Instagram etc.), Netflix, Snapchat etc.etc.",Positive,0.43281249999999993,0.6125
+Essential Resources,Bring Oreo! Best phone date.. quick support awesome hardware feel good type phone!,Positive,0.8020833333333333,0.6000000000000001
+Essential Resources,"Full screen may need enabled ""Headspace"" app. Embedded videos overriding phones ""Sleep Mode"" -- interrupts playback. Everything else seems working great!",Positive,0.675,0.65
+Essential Resources,"Update dark theme, less lag, manual mode camera important, manufacture suitable glass screen protector, halo effect appears screen protector outside",Positive,0.12666666666666668,0.4533333333333333
+Essential Resources,"Essential phone right job, take good advice customer could make amazing!",Positive,0.43392857142857144,0.5839285714285715
+Essential Resources,"More need adding, getting there. Would nice able choose yourself.",Positive,0.5333333333333333,0.7083333333333334
+Essential Resources,"Needs big names like Facebook, twitter, YouTube, chrome, etc. On board. Hopefully upcoming update.",Neutral,0.0,0.1
+Essential Resources,Buggy random times camera needs lot work far good,Positive,0.09999999999999998,0.7000000000000001
+Essential Resources,R u effing kidding me? Whys chime list?,Negative,-0.5,0.7
+Essential Resources,Can't manually add want full screen,Positive,0.35,0.55
+Essential Resources,Love phone (except camera).,Positive,0.5,0.6
+Essential Resources,Hi Essential! Gorgeous phone.,Positive,0.35,0.6
+Essential Resources,"PH 1 like good man - strong, stable, intelligent, usable. I love !!!",Positive,0.7274739583333334,0.7083333333333334
+Essential Resources,Thank You!!! Please fix Myfitnesspal YouTube TV well.,Neutral,0.0,0.0
+Essential Resources,Really hoping update Google Chrome.,Positive,0.2,0.2
+Essential Resources,Can arrow launcher?,Neutral,0.0,0.0
+Essential Resources,Good thing supporting relatively fast!,Positive,0.39999999999999997,0.4833333333333334
+Essential Resources,Please add YouTube TV.,Neutral,0.0,0.0
+Essential Resources,Best Android phone date!!!,Positive,1.0,0.3
+Essential Resources,Absolutely best Android phone I ever owned!,Positive,1.0,0.3
+Essential Resources,Keep climbing team Essential. You guys good job.,Positive,0.35,0.45000000000000007
+Etsy: Handmade & Vintage Goods,"Please please shopping ETSY check reviews "" sitejabber "" They send exact item I never buy Etsy And really important thing , let upload pictures less five stars reviews. I RETURNED THE ITEM BUT THEY DON'T RETURN MY MONEY AND THEY DON'T ANSWER MY MASSAGES I LOST $90",Positive,0.16111111111111112,0.4388888888888889
+Etsy: Handmade & Vintage Goods,Love,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,"Until last update, lightning quick opening item, pictures, favourites, etc. Now, refuses open, keeps saying there's problem frustrating! Despite cleaning cache phone, things, slow! Please update bugs otherwise wonderful app, I regular user!",Positive,0.06547619047619047,0.49194139194139197
+Etsy: Handmade & Vintage Goods,"How I delete items sold years ago still cluttering pages useless photos? Why Etsy contact system users get touch Mother Etsy? This THE frustrating dozens I use, like Amazon eBay.",Negative,-0.45,0.55
+Etsy: Handmade & Vintage Goods,Would allow pick username I register I finally let pick I can't change username. Bunch b.s,Neutral,0.0,1.0
+Etsy: Handmade & Vintage Goods,"I love app! It's easy work good deals everything, including slime usually get pricy.",Positive,0.3770833333333333,0.5708333333333333
+Etsy: Handmade & Vintage Goods,"Generally great, annoying glitch, zoom photo, can't move around image, try scrolls next one, unless move tiny amount time, annoying because I buy gemstones need look closely images.",Negative,-0.16,0.61
+Etsy: Handmade & Vintage Goods,It's worst ever. I can't give feedback says account confirmed. I tried getting confirmation mail multiple times I get it. Dont ever ever,Negative,-0.19999999999999998,0.6666666666666666
+Etsy: Handmade & Vintage Goods,"I absolutely LOVE Etsy, I've member shopping awhile now. Love different types shops shops world. Never bad experience ever!",Positive,0.359375,0.6166666666666666
+Etsy: Handmade & Vintage Goods,Couldn't even change currency. Useless,Negative,-0.5,0.2
+Etsy: Handmade & Vintage Goods,I love United States button pick price. Now find I want worry waiting months arrive.,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,I ordered dress 13th July I still waiting receive order. What I friends. May I solution please,Neutral,0.0,0.0
+Etsy: Handmade & Vintage Goods,fun buy best ever good stuff buy❤,Positive,0.6666666666666666,0.3666666666666667
+Etsy: Handmade & Vintage Goods,Does option delete debit card info make purchase. Nice try etsy...,Positive,0.6,1.0
+Etsy: Handmade & Vintage Goods,Man Haven't tried yet hope good using slime ideas!!,Positive,1.0,0.6000000000000001
+Etsy: Handmade & Vintage Goods,Great work Lebanon,Positive,0.8,0.75
+Etsy: Handmade & Vintage Goods,Don't use. Very protective seller. Watch out!,Positive,0.25,0.3
+Etsy: Handmade & Vintage Goods,Love shop 4 slime stuff,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,I love perfect browsing artists stores collections. Very fluid feel too.,Positive,0.5,0.5766666666666667
+Etsy: Handmade & Vintage Goods,The video artist I thought we were,Neutral,0.0,0.0
+Etsy: Handmade & Vintage Goods,Many functions available,Positive,0.45,0.45
+Etsy: Handmade & Vintage Goods,I love & like sell Etsy. But I like Etsy monthly fee program.,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,Great app! So many great crafts. Thanks.,Positive,0.625,0.55
+Etsy: Handmade & Vintage Goods,Good,Positive,0.7,0.6000000000000001
+Etsy: Handmade & Vintage Goods,I think amazing,Positive,0.6000000000000001,0.9
+Etsy: Handmade & Vintage Goods,Great!!,Positive,1.0,0.75
+Etsy: Handmade & Vintage Goods,I purchased two instant prints button gives option them. How possible??? It would also nice customer requests answered support team. Not happy all.,Positive,0.04999999999999999,0.9166666666666666
+Etsy: Handmade & Vintage Goods,nan,nan,nan,nan
+Etsy: Handmade & Vintage Goods,The longer let's put items different lists. Every time I try tells uh oh lists unavailable. It says matter many times I refresh page. Fix this! It's annoying. Update - issue yet resolved I still can't app.,Negative,-0.05833333333333335,0.6666666666666666
+Etsy: Handmade & Vintage Goods,"Really bummed favorites list work anymore. Liked able sort things way I want to, says problem every time I try it. Even updated reinstalling. Hope bug fixed soon, using etsy years now.",Positive,0.35000000000000003,0.45625
+Etsy: Handmade & Vintage Goods,"You need FIX asap, I longer reply messages, I bring reply box start typing keyboard crashes, I'm sure I communicate anyone, please fix I give 5 stars good except message part",Positive,0.6,0.7444444444444445
+Etsy: Handmade & Vintage Goods,It would wonderful favorites lists would actually show I try view them. Constant problem last several months even updating time.,Positive,0.2,0.3
+Etsy: Handmade & Vintage Goods,"I absolutely love Etsy!! Commissioned first second fursuits here, bought many wonderful items, without ever scammed. The quality amazing, easy organized well. My suggestion dark theme, I like lot personally.",Positive,0.37939814814814815,0.5407407407407407
+Etsy: Handmade & Vintage Goods,I got ripped I ordered shirt never received tried contact etsy help told responsible 3rd party sender sending order ripped site 100% scam scam scam scam,Positive,0.1,0.275
+Etsy: Handmade & Vintage Goods,Jus like compact. Get notifications order ships seller contacted me... Love order,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,favorites lists work anymore - thought saw reviews said thing,Neutral,0.0,0.0
+Etsy: Handmade & Vintage Goods,I love vintage items most. I also find bizarre unique items here; I love wide variety things. It's great place shop gifts great ideas yourself.,Positive,0.47187499999999993,0.65
+Etsy: Handmade & Vintage Goods,"Every occasion I hit website! Birthdays, baby showers name site I love giving gifts here.",Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,Works wants i'm sick message Uh oh problem Try again When going FIX It still work?,Negative,-0.2571428571428571,0.47857142857142854
+Etsy: Handmade & Vintage Goods,Very simple easy find precious orders - Sellers Esty honorable really go extra mile,Positive,0.23333333333333334,0.5994047619047619
+Etsy: Handmade & Vintage Goods,"Please please shopping ETSY check reviews "" sitejabber "" They send exact item I never buy Etsy And really important thing , let upload pictures less five stars reviews. I RETURNED THE ITEM BUT THEY DON'T RETURN MY MONEY AND THEY DON'T ANSWER MY MASSAGES I LOST $90",Positive,0.16111111111111112,0.4388888888888889
+Etsy: Handmade & Vintage Goods,Love,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,"Until last update, lightning quick opening item, pictures, favourites, etc. Now, refuses open, keeps saying there's problem frustrating! Despite cleaning cache phone, things, slow! Please update bugs otherwise wonderful app, I regular user!",Positive,0.06547619047619047,0.49194139194139197
+Etsy: Handmade & Vintage Goods,"How I delete items sold years ago still cluttering pages useless photos? Why Etsy contact system users get touch Mother Etsy? This THE frustrating dozens I use, like Amazon eBay.",Negative,-0.45,0.55
+Etsy: Handmade & Vintage Goods,Would allow pick username I register I finally let pick I can't change username. Bunch b.s,Neutral,0.0,1.0
+Etsy: Handmade & Vintage Goods,"I love app! It's easy work good deals everything, including slime usually get pricy.",Positive,0.3770833333333333,0.5708333333333333
+Etsy: Handmade & Vintage Goods,"Generally great, annoying glitch, zoom photo, can't move around image, try scrolls next one, unless move tiny amount time, annoying because I buy gemstones need look closely images.",Negative,-0.16,0.61
+Etsy: Handmade & Vintage Goods,It's worst ever. I can't give feedback says account confirmed. I tried getting confirmation mail multiple times I get it. Dont ever ever,Negative,-0.19999999999999998,0.6666666666666666
+Etsy: Handmade & Vintage Goods,"I absolutely LOVE Etsy, I've member shopping awhile now. Love different types shops shops world. Never bad experience ever!",Positive,0.359375,0.6166666666666666
+Etsy: Handmade & Vintage Goods,Couldn't even change currency. Useless,Negative,-0.5,0.2
+Etsy: Handmade & Vintage Goods,I love United States button pick price. Now find I want worry waiting months arrive.,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,I ordered dress 13th July I still waiting receive order. What I friends. May I solution please,Neutral,0.0,0.0
+Etsy: Handmade & Vintage Goods,fun buy best ever good stuff buy❤,Positive,0.6666666666666666,0.3666666666666667
+Etsy: Handmade & Vintage Goods,Does option delete debit card info make purchase. Nice try etsy...,Positive,0.6,1.0
+Etsy: Handmade & Vintage Goods,Man Haven't tried yet hope good using slime ideas!!,Positive,1.0,0.6000000000000001
+Etsy: Handmade & Vintage Goods,Great work Lebanon,Positive,0.8,0.75
+Etsy: Handmade & Vintage Goods,Don't use. Very protective seller. Watch out!,Positive,0.25,0.3
+Etsy: Handmade & Vintage Goods,Love shop 4 slime stuff,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,I love perfect browsing artists stores collections. Very fluid feel too.,Positive,0.5,0.5766666666666667
+Etsy: Handmade & Vintage Goods,The video artist I thought we were,Neutral,0.0,0.0
+Etsy: Handmade & Vintage Goods,Many functions available,Positive,0.45,0.45
+Etsy: Handmade & Vintage Goods,I love & like sell Etsy. But I like Etsy monthly fee program.,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,Great app! So many great crafts. Thanks.,Positive,0.625,0.55
+Etsy: Handmade & Vintage Goods,Good,Positive,0.7,0.6000000000000001
+Etsy: Handmade & Vintage Goods,I think amazing,Positive,0.6000000000000001,0.9
+Etsy: Handmade & Vintage Goods,Great!!,Positive,1.0,0.75
+Etsy: Handmade & Vintage Goods,I purchased two instant prints button gives option them. How possible??? It would also nice customer requests answered support team. Not happy all.,Positive,0.04999999999999999,0.9166666666666666
+Etsy: Handmade & Vintage Goods,nan,nan,nan,nan
+Etsy: Handmade & Vintage Goods,The longer let's put items different lists. Every time I try tells uh oh lists unavailable. It says matter many times I refresh page. Fix this! It's annoying. Update - issue yet resolved I still can't app.,Negative,-0.05833333333333335,0.6666666666666666
+Etsy: Handmade & Vintage Goods,"Really bummed favorites list work anymore. Liked able sort things way I want to, says problem every time I try it. Even updated reinstalling. Hope bug fixed soon, using etsy years now.",Positive,0.35000000000000003,0.45625
+Etsy: Handmade & Vintage Goods,"You need FIX asap, I longer reply messages, I bring reply box start typing keyboard crashes, I'm sure I communicate anyone, please fix I give 5 stars good except message part",Positive,0.6,0.7444444444444445
+Etsy: Handmade & Vintage Goods,It would wonderful favorites lists would actually show I try view them. Constant problem last several months even updating time.,Positive,0.2,0.3
+Etsy: Handmade & Vintage Goods,"I absolutely love Etsy!! Commissioned first second fursuits here, bought many wonderful items, without ever scammed. The quality amazing, easy organized well. My suggestion dark theme, I like lot personally.",Positive,0.37939814814814815,0.5407407407407407
+Etsy: Handmade & Vintage Goods,I got ripped I ordered shirt never received tried contact etsy help told responsible 3rd party sender sending order ripped site 100% scam scam scam scam,Positive,0.1,0.275
+Etsy: Handmade & Vintage Goods,Jus like compact. Get notifications order ships seller contacted me... Love order,Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,favorites lists work anymore - thought saw reviews said thing,Neutral,0.0,0.0
+Etsy: Handmade & Vintage Goods,I love vintage items most. I also find bizarre unique items here; I love wide variety things. It's great place shop gifts great ideas yourself.,Positive,0.47187499999999993,0.65
+Etsy: Handmade & Vintage Goods,"Every occasion I hit website! Birthdays, baby showers name site I love giving gifts here.",Positive,0.5,0.6
+Etsy: Handmade & Vintage Goods,Works wants i'm sick message Uh oh problem Try again When going FIX It still work?,Negative,-0.2571428571428571,0.47857142857142854
+Etsy: Handmade & Vintage Goods,Very simple easy find precious orders - Sellers Esty honorable really go extra mile,Positive,0.23333333333333334,0.5994047619047619
+Etta Homes,"It works sharing. It good with communicating realtor. However, can't remove homes saved list.",Positive,0.7,0.6000000000000001
+Etta Homes,Some stranger texting,Neutral,0.0,0.0
+Etta Homes,nan,nan,nan,nan
+Etta Homes,Better Zillow Trulia! I love able collaborate people family homes along dedicated agent. Makes things easier.,Positive,0.5416666666666666,0.5750000000000001
+Etta Homes,'Found' many homes longer market. Doesn't show house pending sale unlike home scouting realtor previously had. Definitely step housing apps.,Positive,0.11111111111111112,0.38888888888888884
+Etta Homes,Like love look Human,Positive,0.25,0.35
+Etta Homes,Great couples searching Me fiancee always phones time searching would send properties (and cars) back forth often spotting place. We used team feature sync pain went away. The crash weird twist crash handler screen would pop would continue normal. I like score card would even valuable I could customise draw search works perfectly.,Positive,0.29000000000000004,0.6799999999999999
+Etta Homes,Love app!! So much data others AND I work husband family share like!!!,Positive,0.5859375,0.4
+Etta Homes,Great app! Found home app. Definitely recommend.,Positive,0.5,0.625
+Etta Homes,"working Was working great yesterday. After clicking home, info displayed house. Only main picture home shows up.",Positive,0.32222222222222224,0.6944444444444445
+Etta Homes,Found house This easy helped find house I wanted. It's extremely useful.,Positive,0.3666666666666667,0.4166666666666667
+Etta Homes,"Love new design, unfortunately, keeps crashing.",Positive,0.04545454545454545,0.6848484848484849
+Etta Homes,Not available areas!!!!!! Deserve zero stars!!!!!,Negative,-0.5,0.4
+Etta Homes,Phone number password!? I known I went ahead put phone number. . Realtor called within hour 6 pm dinner. . Not sure software disappointed said would phone do.,Negative,-0.5,0.8194444444444444
+Etta Homes,Better Zillow! Zillow rarely updates. The Local Homes constantly updated making search much easier! Every time saw homes Zillow already taken! We found new home Local Homes! It taken already! :),Positive,0.23423295454545456,0.42348484848484846
+Etta Homes,Got called by Realtor I could open,Neutral,0.0,0.5
+Etta Homes,Uninstalling. DOESNT WORK!,Neutral,0.0,0.0
+Etta Homes,Just installed I'll see gonna be. 5 stars,Neutral,0.0,0.0
+Etta Homes,Waist Won't work town county.,Neutral,0.0,0.0
+Etta Homes,Awesome app! Great way see homes sale Mesa,Positive,0.9,0.875
+Etta Homes,"Great Easy use, accurate, timely. Love it.",Positive,0.5333333333333334,0.7041666666666667
+Etta Homes,easy accurate great experience easy accurate,Positive,0.49333333333333335,0.7366666666666667
+Etta Homes,"Register I like app, makes register, do, get REAL LOCAL AGENT THAT CAN HELP YOU!! LOVE IT!! PIGEON FORGE TN",Positive,0.390625,0.3
+Etta Homes,Terrible Waste. Why I first register view properties? Silly ask me.,Negative,-0.3625,0.5520833333333333
+Etta Homes,Hu Yy,Neutral,0.0,0.0
+Etta Homes,Texas Texas,Neutral,0.0,0.0
+Etta Homes,Property listed neighborhood showed immediately app. Worked great Atlanta GA I went vacation Panama City Beach FL.,Positive,0.8,0.75
+Etta Homes,Easy Great looking home,Positive,0.6166666666666667,0.7916666666666667
+Etta Homes,I fact love app! Genius!!!,Positive,1.0,0.6
+Etta Homes,Well organized. Excellent helpful agents. Simply best ILLINOIS.,Positive,1.0,0.65
+Etta Homes,"Best real estate Calgary Only criticisms are: Do really need access USB? And hitting back button main page close program, reloads it. Still gave 5 stars compared garbage real estate best.",Positive,0.3458333333333333,0.3416666666666667
+Etta Homes,"Accuracy blows away Zillow/Trulia Linked local Realtor MLS (direct feed), up-to-date property info.",Positive,0.05,0.2
+Etta Homes,Great searching homes getting information fresh No old information! Map function filters fantastic!,Positive,0.384375,0.5875
+Etta Homes,Great app. So much better trulia zillow searching home!,Positive,0.7125,0.625
+Etta Homes,"Awesome Homes Sale App! The accurate, date, local homes sale data available.",Positive,0.45000000000000007,0.5083333333333333
+Etta Homes,Great home search app! Way accurate Zillow Trulia..,Positive,0.7000000000000001,0.6916666666666667
+Etta Homes,Local Homes This awesome easy home search.,Positive,0.4777777777777778,0.6111111111111112
+Etta Homes,Great app! Thank showing us app! Made easy search mobile!!,Positive,0.8385416666666667,0.7916666666666667
+Etta Homes,Great home search Accurate information! It great,Positive,0.7000000000000002,0.7111111111111111
+Etta Homes,Great Great extremely user friendly,Positive,0.4625,0.75
+Eurosport,How earth possible make difficult unstable ?can I suggest black text black background developers obviously trying put business !!! On STEAL money every year - I DO NOT WANT TO RENEW !!!!!!!!!!!!!!,Negative,-0.16666666666666666,0.6733333333333335
+Eurosport,What's happened yr seems blank pages says unknown error.pls help fix.,Negative,-0.05,0.3
+Eurosport,Doesn't update news since August 3rd favorite team feed shows huge pictures.,Positive,0.30000000000000004,0.6333333333333333
+Eurosport,Unknown error wanting check football results. New season working correctly.,Positive,0.018181818181818174,0.5272727272727272
+Eurosport,Crappy lately. Keep showing unknown error. Scores updated. News 6 hours ago still showing. GET IT FIXED,Negative,-0.10000000000000002,0.4666666666666666
+Eurosport,Getting unknown error since past days,Negative,-0.175,0.425
+Eurosport,"I can't even login account cause ""unknown error"" pls fix",Negative,-0.1,0.6
+Eurosport,Thank you,Neutral,0.0,0.0
+Eurosport,It's nice,Positive,0.6,1.0
+Eurosport,"Have used years, I'm deleting advertising control. WAY TOO MUCH. I watch 30 second advert 1 minute video. And watch advert every little article I on. Thanks ruining it.",Positive,0.053125000000000006,0.22499999999999998
+Eurosport,Finally shortcuts bugs fixed long waiting,Positive,0.016666666666666666,0.5333333333333333
+Eurosport,"Every time open starts ad. 1. I pay monthly fee app, ad? 2. If play ad, always ad I paid for? 3. A nice feature watching sports (I watch Tour de France) switch cameras. But always get f*king ad first 30 seconds. Which means I miss thing I wanted see, making feature completely useless. 4 stars play ad opening switching cameras. 5 stars without ad.",Positive,0.0875,0.5083333333333333
+Eurosport,Totally unreliable streaming 50mb line. Incessant repitiiton seconds followed skipped video. No suc problems iPlayer Netflix. Eurosport needs fix streaming!!!,Neutral,0.0,0.75
+Eurosport,Struggled way getting stream find obvious. CDN content delivery garbage. Far away. No quality selection stubbornly trying get ten Mbit stream weak signal forest...,Negative,-0.06875,0.53125
+Eurosport,Could worse? It crashes constantly initial full page advert NEVER fails deliver.,Positive,0.04999999999999999,0.3625
+Eurosport,Doesn't install Android 6 Sony Xperia M5. Git stuck Installing stage. Had interrupt installation process.,Neutral,0.0,0.0
+Eurosport,Eurocrap.. keeps stopping Samsung S8.. persists contact technical support... Rubbish...,Neutral,0.0,0.1
+Eurosport,Have tried cancel subscription let me. Why make complicated cancel.please let know,Negative,-0.5,1.0
+Eurosport,"If want company store credit card data without consent, bill without prior notification, choose Eurosport.",Neutral,0.0,0.0
+Eurosport,"Very slow crashing app. Very bias articles, bad journalism.",Negative,-0.29666666666666663,0.4955555555555556
+Eurosport,Bad customer service .No worth subscription,Negative,-0.19999999999999993,0.3833333333333333
+Eurosport,"Too many obtrusive ads, ui terrible",Negative,-0.25,0.75
+Eurosport,"Keeps freezing, waste time it.better available.",Positive,0.1,0.2
+Eurosport,programme unstable keep restarting..,Neutral,0.0,0.0
+Eurosport,Eurosport stream Philippines. I know like us.,Neutral,0.0,0.0
+Eurosport,nan,nan,nan,nan
+Eurosport,Easy and useful,Positive,0.3666666666666667,0.4166666666666667
+Eurosport,Good,Positive,0.7,0.6000000000000001
+Eurosport,"This otherwise good app, below. It doesnt offer option choose sport want see Featured page. For eg I interested Cycling keep getting stories Featured page.",Positive,0.475,0.55
+Eurosport,Pathetically slow loading streams even hi speed internet - constantly buffering. Waste money.,Negative,-0.16666666666666666,0.24444444444444444
+Eurosport,Pathetic app. Takes much time install load,Negative,-0.4,0.6
+Eurosport,Le Mans stream work.,Neutral,0.0,0.0
+Eurosport,"Can't even load live stream, i'm disappointed.",Negative,-0.3068181818181818,0.625
+Eurosport,I still get alerts. Please help.,Neutral,0.0,0.0
+Eurosport,Good way 2 get score,Positive,0.7,0.6000000000000001
+Eurosport,Live run.. loading loading loading last 2hr loading only.. videos run perfectly.. please DNT install app.. dnt waste time..,Positive,0.18727272727272726,0.5133333333333333
+Eurosport,It's free you pay watch l9ve games,Positive,0.4,0.8
+Eurosport,This give us daily summary sport world simple way thanks,Positive,0.06666666666666667,0.18571428571428572
+Eurosport,nan,nan,nan,nan
+Eurosport,Very good however link Eurosport Player accessing live channels need login every time. 5* happens.,Positive,0.5231818181818182,0.6400000000000001
+"Eve Period Tracker - Love, Sex & Relationships App",It's pretty good tracking even give much details. However get best experience keep date. An option menses issues would nice. Like fibroids cyst etc. But even yet gives advice based log. Great tracking overall health.,Positive,0.5071428571428571,0.55
+"Eve Period Tracker - Love, Sex & Relationships App",best friend extremely helpful able talk somebody know what's actually going body. The chat groups amazing. And question stupid question comes body. Other runs amazing,Positive,0.20625000000000004,0.65
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",Godsend !! best part able interact ask women questions ask advice stuff!! 5 stars way!,Positive,0.98828125,0.4625
+"Eve Period Tracker - Love, Sex & Relationships App",Everytime I try add birthday resets August third 2004,Neutral,0.0,0.0
+"Eve Period Tracker - Love, Sex & Relationships App","It's best Women!!!!, It's informative, helpful supportive body positively!",Positive,0.5946969696969697,0.6151515151515151
+"Eve Period Tracker - Love, Sex & Relationships App",It good.. I love,Positive,0.6,0.6000000000000001
+"Eve Period Tracker - Love, Sex & Relationships App",Super easy fun love .,Positive,0.39166666666666666,0.575
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",I absolutely love app! Keeps track everything community amazing,Positive,0.6125,0.75
+"Eve Period Tracker - Love, Sex & Relationships App",Love app! The community helpful supportive! Many groups topics helpful advice :),Positive,0.5625,0.775
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App","The wear notification really app, nothing done it.",Positive,0.2,0.2
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App","I using Eve. two years. I signed Google account. I pinpoint day, cycle start, mood syptoms two weeks prior ut begin. I learned myself, since I added Eve. App, lifestyle.",Neutral,0.0,0.0
+"Eve Period Tracker - Love, Sex & Relationships App",I love far easy understand amazing community full women ask questions. Love thank so... much,Positive,0.38333333333333336,0.6690476190476191
+"Eve Period Tracker - Love, Sex & Relationships App",Love easy fun is...makes tracking menses breeze!!,Positive,0.4673611111111111,0.5444444444444444
+"Eve Period Tracker - Love, Sex & Relationships App",Very accurate helpful advice. Great tracking trying get pregnant.,Positive,0.5511111111111112,0.6911111111111111
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App","Easy use, accurate, love community.",Positive,0.4444444444444445,0.688888888888889
+"Eve Period Tracker - Love, Sex & Relationships App",It really good tbh,Positive,0.7,0.6000000000000001
+"Eve Period Tracker - Love, Sex & Relationships App",Best play store content,Positive,1.0,0.3
+"Eve Period Tracker - Love, Sex & Relationships App",Very helpful,Positive,0.2,0.3
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App","Perfect usefulness, trans-inclusive; refers feminine titles..",Positive,1.0,1.0
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",Very easy full helpful info,Positive,0.45666666666666667,0.775
+"Eve Period Tracker - Love, Sex & Relationships App",Its accuracy best helpful,Positive,1.0,0.3
+"Eve Period Tracker - Love, Sex & Relationships App","Very helpful. Best period tracker, etcetera.",Positive,0.6,0.3
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",Love using,Positive,0.5,0.6
+"Eve Period Tracker - Love, Sex & Relationships App",Very useful,Positive,0.39,0.0
+"Eve Period Tracker - Love, Sex & Relationships App","This GREAT app. I recommend everyone. Not period tracking app, free. You talk woman similar problems issues.",Positive,0.4000000000000001,0.65
+"Eve Period Tracker - Love, Sex & Relationships App",nan,nan,nan,nan
+"Eve Period Tracker - Love, Sex & Relationships App",I love love tells period might ovulating. Plus love feed back stories.,Positive,0.375,0.44999999999999996
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",Would great it'd get bank beta. Seems like Walmart backing that's thing able pull. Other I see much paycheck early.,Positive,0.29500000000000004,0.45
+"Even - organize your money, get paid early","I created account. Put info asked for. And says ""oh error occurred""",Neutral,0.0,0.0
+"Even - organize your money, get paid early",It stay connected bank. I constantly refresh connection even amount account wrong. It may Even's fault proven otherwise I'm going assume is.,Negative,-0.25,0.6166666666666667
+"Even - organize your money, get paid early",Got point sign employer theres spot sign in.,Neutral,0.0,0.0
+"Even - organize your money, get paid early",This success even link let sign workplace ughhhhh sooo moodd,Positive,0.3,0.0
+"Even - organize your money, get paid early","This gets 5 every time I've used it, helpful. The customer great I needed them.",Positive,0.8,0.75
+"Even - organize your money, get paid early",Love far especially instapay.,Positive,0.19999999999999998,0.8666666666666667
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",The never updates .tell wrong amount account.but ok,Neutral,0.0,0.7
+"Even - organize your money, get paid early",Great got money I need,Positive,0.8,0.75
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early","Great app, especially work Walmart.",Positive,0.4,0.875
+"Even - organize your money, get paid early",Just started using,Neutral,0.0,0.0
+"Even - organize your money, get paid early",Love it. Helps keep money track.,Positive,0.5,0.6
+"Even - organize your money, get paid early",This useful. Highly recommend,Positive,0.22999999999999998,0.26999999999999996
+"Even - organize your money, get paid early",good,Positive,0.7,0.6000000000000001
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+"Even - organize your money, get paid early",nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Events High - Meet Your City!,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Ever After High™ Charmed Style,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+Everlance: Free Mileage Log,nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","This fantastic, thing I'd like note have. The option FREELY move around notes specific order",Positive,0.26666666666666666,0.6083333333333334
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","I used five stars. This go-to note needs. I write whole lot rely capture everything, recently made little redesign customization toolbar that's makes difficult see much writing I used I keep acciden... Full Review",Positive,0.010416666666666666,0.4833333333333334
+"Evernote – Organizer, Planner for Notes & Memos","Had huge page notes I'd working day two, opened completely deleted way get back. I understand deleting recent changes entire page? Ridiculous",Positive,0.0277777777777778,0.5291666666666667
+"Evernote – Organizer, Planner for Notes & Memos","It says box. And that's lot. For part, Evernote well. It's surprisingly flexible put Evernote sync'd across disparate platforms. One kvetch: Plus plan bit expensive personal use. And I'd really appreciate getting remind... Full Review",Positive,0.15,0.45
+"Evernote – Organizer, Planner for Notes & Memos",Pretty unhappy note taking allow simple printing let alone exporting pdf. I regret used thinking I easily print notes phone notes app. Can't even print website!?,Positive,0.04791666666666669,0.7726190476190476
+"Evernote – Organizer, Planner for Notes & Memos",I liked previous version. The new update covers entire screen makes pain ass write. This infuriating.,Negative,-0.006060606060606055,0.5692424242424241
+"Evernote – Organizer, Planner for Notes & Memos",Why remove ability hide text formatting bar? It uses screen space could used display actual note text. Dumb decision take away useful features.,Negative,-0.025000000000000005,0.19999999999999998
+"Evernote – Organizer, Planner for Notes & Memos","Important formatting features never work correctly. Text gets stuck bold, underlined, etc. Wasting much class time trying fix notes. FIX YOUR OR I'M LEAVING",Positive,0.3111111111111111,0.6222222222222221
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","Update: Evernote *requires* Chrome enabled else NOT work; stay green login screen indefinitely, enabled, . Why this? Can please fix problem?",Negative,-0.2,0.3
+"Evernote – Organizer, Planner for Notes & Memos",It recently stopped opening OnePlus5t. Android Version 8.1.0 . I really need access I important notes saved it. I dropped email regarding same. Kindly look this.,Positive,0.24000000000000005,0.495
+"Evernote – Organizer, Planner for Notes & Memos",New upgrade failing. Cannot access notes anymore. Everytime open notes says system error restarts phone. I never used problems till upgrade,Positive,0.06818181818181818,0.4772727272727273
+"Evernote – Organizer, Planner for Notes & Memos",Great app. Use time.,Positive,0.8,0.75
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","If looking free get pushy trying get subscribe paid account. I used years 60mb monthly limit uploads. Now starts telling I've used monthly allowance I need subscibe. This month I've used 3.6mb I'm cut off. Absolutely terrible, disingenuous company.",Negative,-0.3,0.9
+"Evernote – Organizer, Planner for Notes & Memos","(Add Theme Feature) I wish Black theme. I like write dark environment, white screen stress eyes. I want black background notes. Please add theme feature future update, much appreciated. Thank you..",Negative,-0.047222222222222214,0.24861111111111112
+"Evernote – Organizer, Planner for Notes & Memos","I used iPhone ..and never problems app. Now I Samsung note 8. I edit notes. The freezes everyone I try edit notes. So mostly useless go. I actually create notes Samsung, send laptop copy paste evernote laptop. Waste time I'm paying user. Please fix Evernote!!!!!!",Negative,-0.4209798177083333,0.10000000000000002
+"Evernote – Organizer, Planner for Notes & Memos","I Evernote lists project ideas. I've using 6 years now. Love it. Would much scatter-brained unorganized without it. I jot something grocery list note, write journal entry, quickly write brilliant ideas I shower, add something else grocery list, What I give Christmas last year? Oh ya. It's notes! Now back brilliant ideas!",Positive,0.419047619047619,0.48095238095238096
+"Evernote – Organizer, Planner for Notes & Memos","Cannot demo forces entry email google account. Didn't behaviour 2012. From screenshots looks like note hierarchy bad still. Uninstalled POS. From 2012 review; Unlike One Note, program lacks sub folders organizing notes topic. All notes instead piled notebook requiring searching remembering first words alphabetically sorted. Too disorganized me. Tags good replacement search feature.",Positive,0.08333333333333337,0.5333333333333333
+"Evernote – Organizer, Planner for Notes & Memos","The UI god damn travesty Android comes accessing shared notes. Some shared notes mine, SO's I've gotta remember ownership instead finding Shared folder. The file structuring cluttered confusing.",Negative,-0.3,0.4
+"Evernote – Organizer, Planner for Notes & Memos","It used perfect typing bug. When I try backspace delete typo, leaves space delete I can't backspace delete space, I delete whole word. Its annoying time consuming, updating help. Please fix... Full Review",Positive,0.18749999999999997,0.7124999999999999
+"Evernote – Organizer, Planner for Notes & Memos","Updating review. There sync issue devices notes. An important note. My desktop Evernote weeks behind sync phone. No big deal right? No, Evernote decided erase I phone go back desktops copy note. Weeks o... Full Review",Positive,0.10595238095238095,0.480952380952381
+"Evernote – Organizer, Planner for Notes & Memos","Won't let show files, premium pop stuck screen. I important information yhrre I can't get it. And guys, showing possiblity premium account every move. Keep mind customers stupid, want ... Full Review",Negative,-0.016666666666666646,0.85
+"Evernote – Organizer, Planner for Notes & Memos","On current phone (LG G5), Evernote takes long time open long note. On previous phone (Galaxy S4) I problem. This makes annoying, wait minute time I open editor make changes. (I problem long notes, th... Full Review",Negative,-0.0851851851851852,0.46851851851851856
+"Evernote – Organizer, Planner for Notes & Memos",Used years I could work across devices. Now forced upgrade continue. This longer useful me. I email message across devices free.,Positive,0.13333333333333333,0.3333333333333333
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",It's useful making notes incredibly glitchy past months. It continuously puts space I typed backspace keeps adding spaces I want them. It also replaces letters I typed spaces frequently unwantedly takes different... Full Review,Positive,0.2333333333333333,0.4333333333333333
+"Evernote – Organizer, Planner for Notes & Memos","I liked app, I four years, I open let anything, keeps promoting upgrade premium. Not us unlimited funds, us live fixed income cannot afford premium plan even though I would love it. I... Full Review",Positive,0.28106060606060607,0.525
+"Evernote – Organizer, Planner for Notes & Memos","SLOW!! LAG!! It freezes seconds, minutes. Impossible take rapid notes. Other similar this. It problem phone. I 3 notes short, I know...",Negative,-0.3048177083333333,0.49499999999999994
+"Evernote – Organizer, Planner for Notes & Memos","Were forced uninstall it, truly sluggish mobile pc. Sometimes complains network problems 1000mbps business fibre line. With speeds 100mbps constant. Truly unhappy this. Used great service.",Negative,-0.024999999999999994,0.5458333333333334
+"Evernote – Organizer, Planner for Notes & Memos","I've used Evernote years keep work notes quick way type something phone meeting. But now, says I upgrade sync multiple devices. I'm upgrading start using Google Docs. Not happy I love clean functiona... Full Review",Positive,0.19166666666666665,0.5583333333333335
+"Evernote – Organizer, Planner for Notes & Memos","DO NOT STORE IMPORTANT DATA! You experience deja vu, swearing data latest entry- realize late indeed there. Where go? Who knows, unrecoverable!",Positive,0.20833333333333334,0.8333333333333334
+"Evernote – Organizer, Planner for Notes & Memos","I love I using years. However, I problem way scans device photos. Not overly intrusive (because ask permission) I also get notifications phone periodically telling Evernote draining ... Full Review",Positive,0.425,0.575
+"Evernote – Organizer, Planner for Notes & Memos",This would great sometimes fail save notes! This reverted notes state five seconds hour's work. Find better solution cloud documents.,Positive,0.225,0.5166666666666666
+"Evernote – Organizer, Planner for Notes & Memos","DO NOT USE THIS APP, staff Clients made clear meetings I going notes Evernote. It took 12 minutes unsuccessfully copy note. Average 80% crashing 30-90 seconds open 20% time.",Negative,-0.01666666666666666,0.42777777777777776
+"Evernote – Organizer, Planner for Notes & Memos","Once good TO BE AVOIDED. Can't access notes due update forcing email, sign etc. I sick it. Unreliable crunch once. OTHER APPS ARE BETTER. Don't waste time this, engineered.",Positive,0.005952380952380941,0.4511904761904762
+"Evernote – Organizer, Planner for Notes & Memos","Freezes Android larger notes (20+ pages). Works fine PC, Android version unusable freezes. This simple text notes.",Positive,0.1388888888888889,0.4523809523809524
+"Evernote – Organizer, Planner for Notes & Memos","Great app. Using Android, jos Mac win. Only problem doc/whiteboard scanning work Huawei P20. A momentary display scanned doc reverted photo. Please fix?",Positive,0.5333333333333333,0.7166666666666667
+"Evernote – Organizer, Planner for Notes & Memos","Fifteen minutes since already I want throw phone wall. Apparently I used years ago login remember password. I tried logging using Google, take password. Finally I realized telling I login wi... Full Review",Positive,0.13333333333333333,0.6333333333333334
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","It's okay. Just wish clip tray option. I might looking hard enough, I think isn't. Please add it, helpful users, such. I also understand ""handwriting"" thing make writing big/small preview. Anyways, okay... Full Review",Positive,0.17638888888888885,0.5152777777777778
+"Evernote – Organizer, Planner for Notes & Memos","I used five stars. This go-to note needs. I write whole lot rely capture everything, recently made little redesign customization toolbar that's makes difficult see much writing I used I keep acciden... Full Review",Positive,0.010416666666666666,0.4833333333333334
+"Evernote – Organizer, Planner for Notes & Memos","Had huge page notes I'd working day two, opened completely deleted way get back. I understand deleting recent changes entire page? Ridiculous",Positive,0.0277777777777778,0.5291666666666667
+"Evernote – Organizer, Planner for Notes & Memos","It says box. And that's lot. For part, Evernote well. It's surprisingly flexible put Evernote sync'd across disparate platforms. One kvetch: Plus plan bit expensive personal use. And I'd really appreciate getting remind... Full Review",Positive,0.15,0.45
+"Evernote – Organizer, Planner for Notes & Memos",Pretty unhappy note taking allow simple printing let alone exporting pdf. I regret used thinking I easily print notes phone notes app. Can't even print website!?,Positive,0.04791666666666669,0.7726190476190476
+"Evernote – Organizer, Planner for Notes & Memos",I liked previous version. The new update covers entire screen makes pain ass write. This infuriating.,Negative,-0.006060606060606055,0.5692424242424241
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","Important formatting features never work correctly. Text gets stuck bold, underlined, etc. Wasting much class time trying fix notes. FIX YOUR OR I'M LEAVING",Positive,0.3111111111111111,0.6222222222222221
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","Update: Evernote *requires* Chrome enabled else NOT work; stay green login screen indefinitely, enabled, . Why this? Can please fix problem?",Negative,-0.2,0.3
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",New upgrade failing. Cannot access notes anymore. Everytime open notes says system error restarts phone. I never used problems till upgrade,Positive,0.06818181818181818,0.4772727272727273
+"Evernote – Organizer, Planner for Notes & Memos",Great app. Use time.,Positive,0.8,0.75
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","If looking free get pushy trying get subscribe paid account. I used years 60mb monthly limit uploads. Now starts telling I've used monthly allowance I need subscibe. This month I've used 3.6mb I'm cut off. Absolutely terrible, disingenuous company.",Negative,-0.3,0.9
+"Evernote – Organizer, Planner for Notes & Memos","(Add Theme Feature) I wish Black theme. I like write dark environment, white screen stress eyes. I want black background notes. Please add theme feature future update, much appreciated. Thank you..",Negative,-0.047222222222222214,0.24861111111111112
+"Evernote – Organizer, Planner for Notes & Memos","I used iPhone ..and never problems app. Now I Samsung note 8. I edit notes. The freezes everyone I try edit notes. So mostly useless go. I actually create notes Samsung, send laptop copy paste evernote laptop. Waste time I'm paying user. Please fix Evernote!!!!!!",Negative,-0.4209798177083333,0.10000000000000002
+"Evernote – Organizer, Planner for Notes & Memos","I Evernote lists project ideas. I've using 6 years now. Love it. Would much scatter-brained unorganized without it. I jot something grocery list note, write journal entry, quickly write brilliant ideas I shower, add something else grocery list, What I give Christmas last year? Oh ya. It's notes! Now back brilliant ideas!",Positive,0.419047619047619,0.48095238095238096
+"Evernote – Organizer, Planner for Notes & Memos","Cannot demo forces entry email google account. Didn't behaviour 2012. From screenshots looks like note hierarchy bad still. Uninstalled POS. From 2012 review; Unlike One Note, program lacks sub folders organizing notes topic. All notes instead piled notebook requiring searching remembering first words alphabetically sorted. Too disorganized me. Tags good replacement search feature.",Positive,0.08333333333333337,0.5333333333333333
+"Evernote – Organizer, Planner for Notes & Memos","The UI god damn travesty Android comes accessing shared notes. Some shared notes mine, SO's I've gotta remember ownership instead finding Shared folder. The file structuring cluttered confusing.",Negative,-0.3,0.4
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","Updating review. There sync issue devices notes. An important note. My desktop Evernote weeks behind sync phone. No big deal right? No, Evernote decided erase I phone go back desktops copy note. Weeks o... Full Review",Positive,0.10595238095238095,0.480952380952381
+"Evernote – Organizer, Planner for Notes & Memos","Won't let show files, premium pop stuck screen. I important information yhrre I can't get it. And guys, showing possiblity premium account every move. Keep mind customers stupid, want ... Full Review",Negative,-0.016666666666666646,0.85
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",Used years I could work across devices. Now forced upgrade continue. This longer useful me. I email message across devices free.,Positive,0.13333333333333333,0.3333333333333333
+"Evernote – Organizer, Planner for Notes & Memos",Absolutely terrible. I can't even ad premium pops can't close get around it. Either pay premium can't access documents created years. The aggressive annoying sales tactic I've ever seen. I'm going find ... Full Review,Negative,-0.4833333333333334,0.8166666666666668
+"Evernote – Organizer, Planner for Notes & Memos",It's useful making notes incredibly glitchy past months. It continuously puts space I typed backspace keeps adding spaces I want them. It also replaces letters I typed spaces frequently unwantedly takes different... Full Review,Positive,0.2333333333333333,0.4333333333333333
+"Evernote – Organizer, Planner for Notes & Memos","I liked app, I four years, I open let anything, keeps promoting upgrade premium. Not us unlimited funds, us live fixed income cannot afford premium plan even though I would love it. I... Full Review",Positive,0.28106060606060607,0.525
+"Evernote – Organizer, Planner for Notes & Memos","SLOW!! LAG!! It freezes seconds, minutes. Impossible take rapid notes. Other similar this. It problem phone. I 3 notes short, I know...",Negative,-0.3048177083333333,0.49499999999999994
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos","DO NOT STORE IMPORTANT DATA! You experience deja vu, swearing data latest entry- realize late indeed there. Where go? Who knows, unrecoverable!",Positive,0.20833333333333334,0.8333333333333334
+"Evernote – Organizer, Planner for Notes & Memos",nan,nan,nan,nan
+"Evernote – Organizer, Planner for Notes & Memos",This would great sometimes fail save notes! This reverted notes state five seconds hour's work. Find better solution cloud documents.,Positive,0.225,0.5166666666666666
+"Evernote – Organizer, Planner for Notes & Memos","DO NOT USE THIS APP, staff Clients made clear meetings I going notes Evernote. It took 12 minutes unsuccessfully copy note. Average 80% crashing 30-90 seconds open 20% time.",Negative,-0.01666666666666666,0.42777777777777776
+"Evernote – Organizer, Planner for Notes & Memos","Once good TO BE AVOIDED. Can't access notes due update forcing email, sign etc. I sick it. Unreliable crunch once. OTHER APPS ARE BETTER. Don't waste time this, engineered.",Positive,0.005952380952380941,0.4511904761904762
+"Evernote – Organizer, Planner for Notes & Memos","Freezes Android larger notes (20+ pages). Works fine PC, Android version unusable freezes. This simple text notes.",Positive,0.1388888888888889,0.4523809523809524
+"Evernote – Organizer, Planner for Notes & Memos","Great app. Using Android, jos Mac win. Only problem doc/whiteboard scanning work Huawei P20. A momentary display scanned doc reverted photo. Please fix?",Positive,0.5333333333333333,0.7166666666666667
+"Evernote – Organizer, Planner for Notes & Memos","Fifteen minutes since already I want throw phone wall. Apparently I used years ago login remember password. I tried logging using Google, take password. Finally I realized telling I login wi... Full Review",Positive,0.13333333333333333,0.6333333333333334
+"Evernote – Organizer, Planner for Notes & Memos","This fantastic, thing I'd like note have. The option FREELY move around notes specific order",Positive,0.26666666666666666,0.6083333333333334
+"Evernote – Organizer, Planner for Notes & Memos","It's okay. Just wish clip tray option. I might looking hard enough, I think isn't. Please add it, helpful users, such. I also understand ""handwriting"" thing make writing big/small preview. Anyways, okay... Full Review",Positive,0.17638888888888885,0.5152777777777778
+"Evernote – Organizer, Planner for Notes & Memos","I used five stars. This go-to note needs. I write whole lot rely capture everything, recently made little redesign customization toolbar that's makes difficult see much writing I used I keep acciden... Full Review",Positive,0.010416666666666666,0.4833333333333334
+"Evernote – Organizer, Planner for Notes & Memos","Had huge page notes I'd working day two, opened completely deleted way get back. I understand deleting recent changes entire page? Ridiculous",Positive,0.0277777777777778,0.5291666666666667
+"Evernote – Organizer, Planner for Notes & Memos","It says box. And that's lot. For part, Evernote well. It's surprisingly flexible put Evernote sync'd across disparate platforms. One kvetch: Plus plan bit expensive personal use. And I'd really appreciate getting remind... Full Review",Positive,0.15,0.45
+"Evernote – Organizer, Planner for Notes & Memos",Pretty unhappy note taking allow simple printing let alone exporting pdf. I regret used thinking I easily print notes phone notes app. Can't even print website!?,Positive,0.04791666666666669,0.7726190476190476
+"Evernote – Organizer, Planner for Notes & Memos",I liked previous version. The new update covers entire screen makes pain ass write. This infuriating.,Negative,-0.006060606060606055,0.5692424242424241
+"Evernote – Organizer, Planner for Notes & Memos",Why remove ability hide text formatting bar? It uses screen space could used display actual note text. Dumb decision take away useful features.,Negative,-0.025000000000000005,0.19999999999999998
+"Evernote – Organizer, Planner for Notes & Memos","Important formatting features never work correctly. Text gets stuck bold, underlined, etc. Wasting much class time trying fix notes. FIX YOUR OR I'M LEAVING",Positive,0.3111111111111111,0.6222222222222221
+"Evernote – Organizer, Planner for Notes & Memos","wrote better part essay, tabed check definition word. tabbed back in, threw back maim screen, lost half essay.",Positive,0.08333333333333334,0.16666666666666666
+"Evernote – Organizer, Planner for Notes & Memos","Update: Evernote *requires* Chrome enabled else NOT work; stay green login screen indefinitely, enabled, . Why this? Can please fix problem?",Negative,-0.2,0.3
+"Evernote – Organizer, Planner for Notes & Memos",It recently stopped opening OnePlus5t. Android Version 8.1.0 . I really need access I important notes saved it. I dropped email regarding same. Kindly look this.,Positive,0.24000000000000005,0.495
+Evie Launcher,"I really like launcher, stable enough GS7. The gestures get mixed reloading whenever I get back homescreen. I'd love try again, maybe customization added draw (maybe folders/ability choose alphabetical order custom).",Positive,0.13999999999999999,0.30999999999999994
+Evie Launcher,"Fantastic launcher, though I'd like see dark text options Evie feed example, light background difficult read text top, well ability block news sites topics (like Trump). Additional, maybe transparent status bar option?",Positive,0.13,0.7
+Evie Launcher,Needs icon customization main launcher. I want limited icon pack. I want able pick image use. Also way system icons pick them. Nova launcher features,Positive,0.1984126984126984,0.3670634920634921
+Evie Launcher,nan,nan,nan,nan
+Evie Launcher,"Fantastic little launcher! My first time trying out, I lot research jumping in. I H2O icon pack I'm loving possibility functioning less up-front clutter, everything swipe away - drawer Search (full disclosure, I never it). With future updates, I'm hoping little details get addressed like: • zooming background folder view select app, background resets different position opens. A bit unseemly. • ... that's I think right now. It really well thought-out. I Galaxy S4 MS Next lock screen.",Positive,0.12476438492063492,0.4383928571428571
+Evie Launcher,It's awesome. Pretty simple set up. Also paid version search feature perfect really fast!,Positive,0.5,0.7914285714285715
+Evie Launcher,nan,nan,nan,nan
+Evie Launcher,nan,nan,nan,nan
+Evie Launcher,"Useful, and easy",Positive,0.3666666666666667,0.4166666666666667
+Evie Launcher,"Clean, simple, gets way.",Positive,0.18333333333333335,0.5285714285714286
+Evie Launcher,nan,nan,nan,nan
+Evie Launcher,"Best launcher around, doubt it.",Positive,1.0,0.3
+Evie Launcher,Good!,Positive,0.875,0.6000000000000001
+Evie Launcher,"The best minimalist. I've using another 3rd party launcher 4 years I'm gladly says I'm moving Evie. Fast, easy use, user friendly beautiful. However, me, I dont like see recent used recent search results, option disable 1 button clear search could definitely make better me. Anyhow, 10 10 would definitely recommend others. Updates : The new updates, simple enough (hiding search bar) awesome. I really love it! Too bad gesture control still limited function. But still works.",Positive,0.24741341991341992,0.5168939393939394
+Evie Launcher,"Simple, elegant, quick. I'm writing review I using 2 years now. Though changed much, that's testament well made is! I bought new phone, thirst things I install launcher. It's light, makes using phone breeze. It's true may clear cache speed up, starts getting slow, I'm sure now, recently updated, I would see fixed.",Positive,0.19747474747474747,0.4986592111592112
+Evie Launcher,nan,nan,nan,nan
+Evie Launcher,"This incredible launcher. Although customizable Nova, much cleaner and, opinion, far better looking. The problem I personalized news tab homescreen. It allows pick topics interested show news care about. The problem matter choose, shows default news networks. I hope fix that. Luckily, turn news tab. Aside issue, great I highly recommend it.",Positive,0.40541666666666676,0.6529166666666667
+Evie Launcher,"I suggestion regarding folder animation. The animation opening folder homescreen bit ""heavy"" tbh, zoom inside it, makes inside go middle screen, larger smartphone's screen makes harder reach inside esp using hand. Please least add folder animation like stock android, way smoother makes easier reach inside zoom middle screen. Please consider implement this, thank you.",Negative,-0.10000000000000002,0.2333333333333333
+Evie Launcher,"launchers I tried, far best launcher I ever used. I know supposed compact lightweight though I would love see customizations fit preferences multiple wallpaper per slide. would totally rate 5 sadly lacks customization. I really hope team could work customizations personalizations keep easy lightweight use!",Positive,0.2490740740740741,0.5648148148148148
+Evie Launcher,"Performance great. My suggestion adding shortcut: swipe there's search bar, swipe notifications Edit: I activated Evie Feed, nice I've seen - lots personalization options - I clicked article (a Reddit picture) I can't return feed. The back button goes back homescreen swiping right leaves picture open",Positive,0.2809523809523809,0.46428571428571425
+Evie Launcher,"Updating review new update sorted every issue I launcher. Evie fast, efficient user friendly. As long term nova user converted me. One small addon I would like adjust ui colour new evie feed etc black white blinding night. A small bug fact search bar hidden still shows overlaying top bar time occasionally HTC m8.",Positive,0.038699494949494956,0.38339646464646465
+Evie Launcher,"A great launcher. Just 1 suggestion - home screen overview/settings mode (with 'wallpaper', 'widgets', 'settings' icons bottom screen) activated long press empty space screen standard. But stock Android also allows activated pinch action good home-screen no/little empty space long press. This option could offered 'gestures' options. Thanks.",Positive,0.16666666666666663,0.38333333333333336
+Evie Launcher,"UPDATE 6/27/18: I've launcher almost three years I sold start gotten better age. The new updates let customize everything exact minimalistic setup I've always wanted phone. But let cut back, there's lot flourish features beef phone like feature rich. This first thing I install new phones never go back. This launcher provides everything I need daily significantly reduced load times slow down.",Positive,0.13059764309764307,0.35885942760942763
+Evie Launcher,"Gorgeous. This launcher contains THE powerful intergrated search bar systems. Puts Sesame shame. Lovely Immersive folders. Overall may intuitive launchers playstore. ---------------- This launcher vanilla steroids, I've beta tester NOVA almost 3 years. I've developed lightning launcher, I've tried every premium launcher playstore. Let say, matter much tweak phone, strive efficient, Evie always step ahead. This launcher easily takes 1st place. I ---------------- Update: THANKS DEVS FOR THE PULL DOWN SEARCH BAR! YOU ROCK",Positive,0.24876543209876545,0.49691358024691357
+Evie Launcher,Love phone issues tablet. Love I sort stuff multiple folders example I audible music folder library folder. So ever I happen go I still get books! Which I LOVE! However tablet reason I'm getting weird white bar bottom screen go away I go app. Need find something else one.,Positive,0.1875,0.4666666666666666
+Evie Launcher,"Not bad. Nice search bar feature gone. But new gestures rather poor. Only options available, example can't go straight phone settings double tap, expand notifications even work. Aside useable still full potential.",Positive,0.16363636363636364,0.6071212121212122
+Evie Launcher,I try launchers every year usually end back TouchWiz. Evie converted though. It's slick fast. It also improved sh1tty old ASUS MeMo Pad 8 too. Keep good work! Update 10/06/2018 - Evie recent update crashes Huawei MediaPad. Tried un- reinstalling happens. Help!,Positive,0.09642857142857143,0.32500000000000007
+Evie Launcher,nan,nan,nan,nan
+Evie Launcher,"I could easily given 5 stars almost perfect. The issue I experience launcher drawer opening animation stutters little sometimes notification badges gets stuck dont get updated. I hope gets addressed next updates. Excellent launcher otherwise, swipe search extremely handy works effectively.",Positive,0.49226190476190484,0.719047619047619
+Evie Launcher,"Evie best launcher here. The design beautiful functionalities practical well innovative. The downside unable support favorite search engines (ecosia qwant) limited choice search bar. Less importantly would amazingly useful internal (such music documents) could accessible search bar well. Update : news feed looks really good looks like take interests account. I know extension countries planned, please quick, reading American news depresses (I'm French).",Positive,0.26376488095238093,0.43653273809523807
+Evie Launcher,"clean simple Launcher. Barrif privacy issues, favourite launcher. Privacy issues: "" Usage activity, interactions within Search queries, approximate location made (city level), interact results Device information Apps installed device, launch them"" They data: Share aggregate statistics public partners""",Negative,-0.008333333333333331,0.4309523809523809
+Evie Launcher,"Edit: lately Evie keeps requesting default launcher even though already is. Not massive problem, annoying nonetheless. The best launcher I've ever used. Love recent feature additions. Just right balance customisability simplicity. There two features I desire: 1. Please add support live icons clock calendar. 2. Please start running beta channel makes feel like special little Snowflake.",Positive,0.09917207792207791,0.5757142857142857
+Evie Launcher,I switched Nova book Evie beats Nova hands down. All features I looking easy access set took time (I'm using Moto G5+). Things I looking mainly bages. Have I needed. Keep good job.,Positive,0.2861111111111111,0.5138888888888888
+Evie Launcher,"Hands best, intuitive launcher I've ever touched. The minimalistic design coupled buttery-smooth search gesture godsend. Honestly, bare-bones bells whistles I would ever need. My search perfect launcher officially over.",Positive,0.8666666666666667,0.7333333333333334
+Evie Launcher,"I'm blown away! After lag battery life issues Nova, I turned Evie Launcher fill home screen needs, I've absolutely floored. It's simple, yet allows personalize phone way I like retaining speed fluidity I expect modern flagship. I recommend highly enough!",Positive,0.1,0.5142857142857142
+Evie Launcher,"I've using long time best launcher opinion. It everything I need customize view. The new newsfeed option working like should. I customize feed show I want, things I want go away, even refresh. So I disable it. Other that, great.",Positive,0.3522727272727273,0.4559090909090909
+Evie Launcher,nan,nan,nan,nan
+Evie Launcher,"The best launcher Android I would say, make settings Evie feed - example changing weather Celsius. Also, following things really work well. But that, great stuff.",Positive,0.5,0.3375
+Evie Launcher,nan,nan,nan,nan
+Evie Launcher,I love app. My issue small trouble drag drop function folders. I chase things around little sweet spot get new folder small. Could easier way put together? That would perfect launcher me.,Positive,0.11098484848484848,0.47504208754208754
+ExDialer - Dialer & Contacts,This first time rate app. I really rate want rate actually. thing makes speak. i've using since 3years ago. Nice app. keep good work. 3stars. impossible rate 5star beacause im highly demanded person. definitely something missing. find ^_^,Positive,0.11592592592592593,0.48037037037037034
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,This best replacement stock app. Plus points: 1. Very easy 2. Fantastic UI 3. Full featured packed competitive dialer would price tag zero. Minus points: 1. It prompts donation while. Fair enough. One mind using free 2. The contact list filtered. It pulls synced contacts.,Positive,0.4141666666666666,0.63125
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,"Hi good searching contacts made easy steps go search contacts, please make short. And I'm unable buy RUPAY DEBIT CARD, hence suggest how?",Positive,0.15833333333333333,0.5583333333333333
+ExDialer - Dialer & Contacts,"THE BEST NON STOCK ANDROID DIALER INDEED. ***Hello developer. I wondering make ExDialer-Dialer Contact default stock dialer like Drupe Contact, Phone Dialer Caller ID app***",Positive,1.0,0.3
+ExDialer - Dialer & Contacts,"Although decent app, issues add-ons. 1. Some contacts show non-searchable compared stock contact-dialer. 2. Missed calls call count icon present. 3. Support response week trying. 4. TOO many steps make simple contact call. Yes paid app.",Positive,0.16666666666666666,0.38095238095238093
+ExDialer - Dialer & Contacts,"I really like app, using while. But reason started notification regarding 'short cut statisbar'!. I want it, I clear hours later comes back again. Grrrrr annoying",Negative,-0.08333333333333333,0.2972222222222222
+ExDialer - Dialer & Contacts,"After looking simple useful dialer without ads, finally found good. My stock dialer really slow fast. Recently open dialer, contact number appear need wait sometimes. I give 3 stars.pls fix",Positive,0.12857142857142856,0.4938775510204082
+ExDialer - Dialer & Contacts,"Using last 3 years.. really good app. But last 2 days see permanent notification "" touch open app"". I checked setting "" behaviour-&gt; shortcut status bar"" confirm nothing selected there.. still notification going away..",Positive,0.175,0.30833333333333335
+ExDialer - Dialer & Contacts,Can someone explain I'm forced permanent shortcut notifications. Doesn't installing imply it'll dialer hence probably used app. Why need clutter notifications panel. Am I suddenly going forget desktop drawer? This incredibly stupid. You've taken great made shyt. Uninstalling reason.,Negative,-0.07500000000000001,0.6125
+ExDialer - Dialer & Contacts,"I used ExDialer briefly 10 years ago, I Samsung Galaxy S3 -- still favorite phone format. Now I mostly Moto E4 Plus, hardly favorite. ExDialer improvement Lenovo's stock dialer mandatory giant portraits, I expected much better, little better. I'm troubles making receiving calls, basic capability necessary. And there's less support olden days. So I'm prowl again, state-of-the-art simple phone system / app. It's time.",Positive,0.15737179487179487,0.5601648351648352
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,"Horrible! Nothing ads. Can't even get damn dialer without wading numerous ads. Ridiculous. When I need make call, I wade ads first. Banner ads would acceptable. The 4.2 rating seems suspicious. Uninstalling.",Negative,-0.2708333333333333,0.7083333333333334
+ExDialer - Dialer & Contacts,"I like till last update. But problem now, display turning exdialer contact appear first.(like start app. Automatically open phone's display on)",Neutral,0.0,0.2833333333333333
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,"I really like it, issue I can't remove Tap Dialer notification screen. I need alert, I quick access Strip icons bottom menu like phones have, redundant me. If way stop alert I would really appreciative it. And I'll give full star rating. Thanks.",Positive,0.2472222222222222,0.425
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,"Call log differentiate REJECTED CANCELLED calls. could improve lot Contacts usability groups. Developer respond emails care bugs new improvements. used great, abandoned.",Positive,0.4681818181818182,0.6022727272727273
+ExDialer - Dialer & Contacts,Best dialer I've found seems take things hands merging contacts merged can't unmerged seems. Also stock dialer pops answer/end calls. Otherwise 5 stars.,Positive,1.0,0.3
+ExDialer - Dialer & Contacts,"HELP! HI I big fan elegant simple theme, But, I A PROBLEM. I dial out, phone delaying process, goes stock dialer theme LG V30. This happen previously mt Moto x phone. Can tell STAY exdialer eleant theme like old phone did? thanks!",Positive,0.11388888888888889,0.3373015873015874
+ExDialer - Dialer & Contacts,"Have used years (pro license support). Find theming features invaluable. The white theme default dialers insist using incompatible real users, needs eye care. Only fault I report way add numbers block. Have swap stock dialer blocking tedious 10+ block additions day. Please consider adding number blocking.",Negative,-0.075,0.575
+ExDialer - Dialer & Contacts,I used love new Nougat phone I lost choice contacts display enabled select sim phone outlook account. Now I select Google account. If force Google account contacts I pissed I paid longer suits me. If fixed angry 1 star rating me. Also get rid notification shortcut setting kill work. Shabby.,Positive,0.05909090909090908,0.5636363636363636
+ExDialer - Dialer & Contacts,Best dialler lots customisation. But glitch opinion. Cancel button (×) reach even I made dial pad settings handed j76. Please rectify issue.,Positive,1.0,0.3
+ExDialer - Dialer & Contacts,"It's great. However, could add prefix Kosovo (+383) go call log, recognise registered contact even though I registered phone book. Thx.",Positive,0.8,0.75
+ExDialer - Dialer & Contacts,I used every day every phone. Now switched huawei P10 plus rejected calls wont show call log make impossible redial later. Now me. I contacted support twice reply them. Its pitty great support.,Positive,0.044444444444444474,0.5833333333333334
+ExDialer - Dialer & Contacts,"This far best Phone Dialer Contacts. I tried many using one, I got stuck it. Earlier I using free version time, I purchased it. One wish urgent requirement -----> When viewing list calls contact, please provide Copy Number option context menu. One Suggestion improvement -----> Please provide statistics section could see total calls date range, total minutes etc.",Positive,0.2857142857142857,0.6571428571428571
+ExDialer - Dialer & Contacts,"Used love app, two big problems 7.x. 1. Cannot delete missed call notification opened missed call. 2. When incoming call rejected, display call history all. Please, fix this, cause best dialer store, two problems makes unusable. Thank you!",Positive,0.5,0.3333333333333333
+ExDialer - Dialer & Contacts,"Is even active development? My favourite dialer far missing 2 important features: dual SIM support, contextual action bar. Many dialer offer dual SIM support, hardly say supported android. You workaround like did. waiting come out, gladly give money does. Reduced 4 stars now.",Positive,0.12187500000000001,0.5989583333333334
+ExDialer - Dialer & Contacts,One major drawback REJECTED CALLS appear call log. Otherwise deserves 5 stars,Positive,0.0625,0.5
+ExDialer - Dialer & Contacts,"I problem z5 premium. When I reject call, I find call logs! It perfect old Xperia z.",Positive,0.55,0.6
+ExDialer - Dialer & Contacts,"Very good app. Thank you. I'm finding way get touch team. One query.. When miss call, I find badge alert. Please advise.",Positive,0.9099999999999999,0.7800000000000001
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,nan,nan,nan,nan
+ExDialer - Dialer & Contacts,"It lot skins pretty nice I choose purchase I sure hope I deal annoying ads every turn especially changing skins. Most importantly, least ugly pathetic hideous stock dialer.",Negative,-0.10555555555555556,0.854320987654321
+ExDialer - Dialer & Contacts,"This reason I stopped purchasing apps. I buy support developers, stop improving product. Contacts jumble",Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",The show saved list hotels could also indicate price changes daily basis.,Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Would take valid phone number,Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Expedia puts travel palm hands. LOVE EXPEDIA!!!!,Positive,1.0,0.6
+"Expedia Hotels, Flights & Car Rental Travel Deals",I love fact I everything app.,Positive,0.5,0.6
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Easy booking hotels flights,Positive,0.43333333333333335,0.8333333333333334
+"Expedia Hotels, Flights & Car Rental Travel Deals","Great keep handy. I referred multiple times complicated vacation. It helped keep air travel, car rental, multiple hotel booking entertainment order easy access Google maps. Highly recommended.",Positive,0.21333333333333332,0.5747619047619048
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Why I log back cell phone every time I want go app? It's ridiculous. And settings phone.,Negative,-0.16666666666666666,0.5
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals","Randomly makes bookings Canadian American Expedia, makes 2 sets phone calls need make screw (because obviously two talk other. that's job steal money). Got double-charged bookings fight months get money back. Completely lied phone said I would refunded. Issue resolved contacting hotel directly. Will again.",Negative,-0.06071428571428572,0.31071428571428567
+"Expedia Hotels, Flights & Car Rental Travel Deals","When searching specific hotels fine search tool useless. I searched place, zoomed map little clicked search area, moved twenty miles north. Pointless. When many search, would one?",Negative,-0.00347222222222221,0.3875
+"Expedia Hotels, Flights & Car Rental Travel Deals","I tried contact company give overseas mobile number, I miss flight notifications, crew get it. I gave trying email.",Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Notification go away & can't find any. Very annoying.,Negative,-1.0,1.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Great rates could give selection hotels area searching. I feel like getting nearby hotels I search around great.,Positive,0.8,0.75
+"Expedia Hotels, Flights & Car Rental Travel Deals",Had issue lately I needed room night midnight would let book room night! Please fix. Other booking let book room night midnight.,Negative,-0.25,0.4875
+"Expedia Hotels, Flights & Car Rental Travel Deals",It used better. I tried finding old trips hotels I can't. Also trying cruise option. Very difficult navigate through.,Negative,-0.01666666666666668,0.5666666666666667
+"Expedia Hotels, Flights & Car Rental Travel Deals",Cannot log despite able get via website. Keep getting told something gone wrong tell what.,Neutral,0.0,0.7625
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",They need add number rooms clear pictures room. Most hotels Turkey fake pictures. For multiple rooms I go expedia,Positive,0.024999999999999994,0.4708333333333333
+"Expedia Hotels, Flights & Car Rental Travel Deals",Doesn't work well all. Fails recognize itineraries ordered Expedia account. Also buries cancellation policies.,Negative,-0.5,0.3
+"Expedia Hotels, Flights & Car Rental Travel Deals","Worst ever. Can't get past ""I robot"". Disappointed.",Negative,-0.6666666666666666,0.6666666666666666
+"Expedia Hotels, Flights & Car Rental Travel Deals","Results showed 1 hotel 95 ""sold out"" clearly hotels available elsewhere. Rubbish",Positive,0.25,0.39166666666666666
+"Expedia Hotels, Flights & Car Rental Travel Deals",I found much easier calling reserving rooms flights. Woeful app. I love convenience gives.,Positive,0.35,0.4
+"Expedia Hotels, Flights & Car Rental Travel Deals",Bit problem cannot book transfer bundle package mobile site. This put right using I'm afraid.,Negative,-0.15714285714285714,0.7178571428571429
+"Expedia Hotels, Flights & Car Rental Travel Deals",Terrible searching flight hotel. Way expensive apps.,Negative,-0.75,0.85
+"Expedia Hotels, Flights & Car Rental Travel Deals",displays wrong info trip. The ticket prices wrong displays wrong info many people booked. slow WiFi crashes.,Negative,-0.26,0.72
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Can't seem link trip despite logging right account. Can't add manually either. Useless,Negative,-0.10714285714285715,0.3678571428571429
+"Expedia Hotels, Flights & Car Rental Travel Deals",I put itinerary show anything aunt book flight,Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Awesome layout super easy. My fiance I getting married next week used plan whole trip including stuff get there.,Positive,0.36944444444444446,0.525
+"Expedia Hotels, Flights & Car Rental Travel Deals","I booking travel time. It's good. I've good luck customer service, too.",Positive,0.7,0.6000000000000001
+"Expedia Hotels, Flights & Car Rental Travel Deals","I try many time booking ticket, put credit card number,is invalid,i try many card still same..so dissapointed",Positive,0.5,0.5
+"Expedia Hotels, Flights & Car Rental Travel Deals","I exclusively Expedia, impressed day one.",Positive,1.0,1.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Can pick time pick rental car bundled hotel! Useless,Negative,-0.5,0.2
+"Expedia Hotels, Flights & Car Rental Travel Deals","I cookies clear laptop I almost always get better prices ""member"" pricing even expedia mention sites.",Positive,0.3,0.44166666666666665
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Too slow Filter work,Negative,-0.30000000000000004,0.39999999999999997
+"Expedia Hotels, Flights & Car Rental Travel Deals","Expedia provided great avenue putting together trips. I absolutely enjoy booking hotels, flights car rentals Expedia!",Positive,0.65,0.625
+"Expedia Hotels, Flights & Car Rental Travel Deals",The show saved list hotels could also indicate price changes daily basis.,Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Would take valid phone number,Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Expedia puts travel palm hands. LOVE EXPEDIA!!!!,Positive,1.0,0.6
+"Expedia Hotels, Flights & Car Rental Travel Deals",I love fact I everything app.,Positive,0.5,0.6
+"Expedia Hotels, Flights & Car Rental Travel Deals",Very nice direct handling situation,Positive,0.44,0.7
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals","Your missing functionality - can't book partial hotel stays. Your prices higher sites hotels flight. Shame, I loyal user travel services many years, wanted love app.",Positive,0.21388888888888888,0.46388888888888896
+"Expedia Hotels, Flights & Car Rental Travel Deals",The totally disconnected website. No linkage account's coming itineraries. Totally useless. Even recognize itenary number entered manually,Negative,-0.25,0.475
+"Expedia Hotels, Flights & Car Rental Travel Deals",Why I log back cell phone every time I want go app? It's ridiculous. And settings phone.,Negative,-0.16666666666666666,0.5
+"Expedia Hotels, Flights & Car Rental Travel Deals","map searches big winner. rest rubbish. trips/notifications get lost, careful touching date numbers booking screen. tries hard, needs work.",Positive,0.0016666666666666718,0.5083333333333333
+"Expedia Hotels, Flights & Car Rental Travel Deals","Randomly makes bookings Canadian American Expedia, makes 2 sets phone calls need make screw (because obviously two talk other. that's job steal money). Got double-charged bookings fight months get money back. Completely lied phone said I would refunded. Issue resolved contacting hotel directly. Will again.",Negative,-0.06071428571428572,0.31071428571428567
+"Expedia Hotels, Flights & Car Rental Travel Deals","When searching specific hotels fine search tool useless. I searched place, zoomed map little clicked search area, moved twenty miles north. Pointless. When many search, would one?",Negative,-0.00347222222222221,0.3875
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Notification go away & can't find any. Very annoying.,Negative,-1.0,1.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Great rates could give selection hotels area searching. I feel like getting nearby hotels I search around great.,Positive,0.8,0.75
+"Expedia Hotels, Flights & Car Rental Travel Deals",Had issue lately I needed room night midnight would let book room night! Please fix. Other booking let book room night midnight.,Negative,-0.25,0.4875
+"Expedia Hotels, Flights & Car Rental Travel Deals",It used better. I tried finding old trips hotels I can't. Also trying cruise option. Very difficult navigate through.,Negative,-0.01666666666666668,0.5666666666666667
+"Expedia Hotels, Flights & Car Rental Travel Deals",Cannot log despite able get via website. Keep getting told something gone wrong tell what.,Neutral,0.0,0.7625
+"Expedia Hotels, Flights & Car Rental Travel Deals",Used travel always seemed point Expedia best price. Adding hotel booking flight easy helpful trip planning.,Positive,0.7166666666666667,0.5666666666666667
+"Expedia Hotels, Flights & Car Rental Travel Deals",They need add number rooms clear pictures room. Most hotels Turkey fake pictures. For multiple rooms I go expedia,Positive,0.024999999999999994,0.4708333333333333
+"Expedia Hotels, Flights & Car Rental Travel Deals",Doesn't work well all. Fails recognize itineraries ordered Expedia account. Also buries cancellation policies.,Negative,-0.5,0.3
+"Expedia Hotels, Flights & Car Rental Travel Deals","Worst ever. Can't get past ""I robot"". Disappointed.",Negative,-0.6666666666666666,0.6666666666666666
+"Expedia Hotels, Flights & Car Rental Travel Deals","Results showed 1 hotel 95 ""sold out"" clearly hotels available elsewhere. Rubbish",Positive,0.25,0.39166666666666666
+"Expedia Hotels, Flights & Car Rental Travel Deals",I found much easier calling reserving rooms flights. Woeful app. I love convenience gives.,Positive,0.35,0.4
+"Expedia Hotels, Flights & Car Rental Travel Deals",Bit problem cannot book transfer bundle package mobile site. This put right using I'm afraid.,Negative,-0.15714285714285714,0.7178571428571429
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",displays wrong info trip. The ticket prices wrong displays wrong info many people booked. slow WiFi crashes.,Negative,-0.26,0.72
+"Expedia Hotels, Flights & Car Rental Travel Deals",Best booking app. Always I'm looking best rates. And I love Expedia points!,Positive,0.875,0.39999999999999997
+"Expedia Hotels, Flights & Car Rental Travel Deals",Can't seem link trip despite logging right account. Can't add manually either. Useless,Negative,-0.10714285714285715,0.3678571428571429
+"Expedia Hotels, Flights & Car Rental Travel Deals",I put itinerary show anything aunt book flight,Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals","I booking travel time. It's good. I've good luck customer service, too.",Positive,0.7,0.6000000000000001
+"Expedia Hotels, Flights & Car Rental Travel Deals","I try many time booking ticket, put credit card number,is invalid,i try many card still same..so dissapointed",Positive,0.5,0.5
+"Expedia Hotels, Flights & Car Rental Travel Deals","I exclusively Expedia, impressed day one.",Positive,1.0,1.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Can pick time pick rental car bundled hotel! Useless,Negative,-0.5,0.2
+"Expedia Hotels, Flights & Car Rental Travel Deals","I cookies clear laptop I almost always get better prices ""member"" pricing even expedia mention sites.",Positive,0.3,0.44166666666666665
+"Expedia Hotels, Flights & Car Rental Travel Deals",Multi-city option missing fix issue,Negative,-0.2,0.05
+"Expedia Hotels, Flights & Car Rental Travel Deals",Too slow Filter work,Negative,-0.30000000000000004,0.39999999999999997
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Expedia puts travel palm hands. LOVE EXPEDIA!!!!,Positive,1.0,0.6
+"Expedia Hotels, Flights & Car Rental Travel Deals",I love fact I everything app.,Positive,0.5,0.6
+"Expedia Hotels, Flights & Car Rental Travel Deals",Very nice direct handling situation,Positive,0.44,0.7
+"Expedia Hotels, Flights & Car Rental Travel Deals",Easy booking hotels flights,Positive,0.43333333333333335,0.8333333333333334
+"Expedia Hotels, Flights & Car Rental Travel Deals","Great keep handy. I referred multiple times complicated vacation. It helped keep air travel, car rental, multiple hotel booking entertainment order easy access Google maps. Highly recommended.",Positive,0.21333333333333332,0.5747619047619048
+"Expedia Hotels, Flights & Car Rental Travel Deals","Your missing functionality - can't book partial hotel stays. Your prices higher sites hotels flight. Shame, I loyal user travel services many years, wanted love app.",Positive,0.21388888888888888,0.46388888888888896
+"Expedia Hotels, Flights & Car Rental Travel Deals",The totally disconnected website. No linkage account's coming itineraries. Totally useless. Even recognize itenary number entered manually,Negative,-0.25,0.475
+"Expedia Hotels, Flights & Car Rental Travel Deals",Why I log back cell phone every time I want go app? It's ridiculous. And settings phone.,Negative,-0.16666666666666666,0.5
+"Expedia Hotels, Flights & Car Rental Travel Deals","map searches big winner. rest rubbish. trips/notifications get lost, careful touching date numbers booking screen. tries hard, needs work.",Positive,0.0016666666666666718,0.5083333333333333
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals","I tried contact company give overseas mobile number, I miss flight notifications, crew get it. I gave trying email.",Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Great rates could give selection hotels area searching. I feel like getting nearby hotels I search around great.,Positive,0.8,0.75
+"Expedia Hotels, Flights & Car Rental Travel Deals",Had issue lately I needed room night midnight would let book room night! Please fix. Other booking let book room night midnight.,Negative,-0.25,0.4875
+"Expedia Hotels, Flights & Car Rental Travel Deals",It used better. I tried finding old trips hotels I can't. Also trying cruise option. Very difficult navigate through.,Negative,-0.01666666666666668,0.5666666666666667
+"Expedia Hotels, Flights & Car Rental Travel Deals",Cannot log despite able get via website. Keep getting told something gone wrong tell what.,Neutral,0.0,0.7625
+"Expedia Hotels, Flights & Car Rental Travel Deals",Used travel always seemed point Expedia best price. Adding hotel booking flight easy helpful trip planning.,Positive,0.7166666666666667,0.5666666666666667
+"Expedia Hotels, Flights & Car Rental Travel Deals",They need add number rooms clear pictures room. Most hotels Turkey fake pictures. For multiple rooms I go expedia,Positive,0.024999999999999994,0.4708333333333333
+"Expedia Hotels, Flights & Car Rental Travel Deals",Doesn't work well all. Fails recognize itineraries ordered Expedia account. Also buries cancellation policies.,Negative,-0.5,0.3
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals","Results showed 1 hotel 95 ""sold out"" clearly hotels available elsewhere. Rubbish",Positive,0.25,0.39166666666666666
+"Expedia Hotels, Flights & Car Rental Travel Deals",I found much easier calling reserving rooms flights. Woeful app. I love convenience gives.,Positive,0.35,0.4
+"Expedia Hotels, Flights & Car Rental Travel Deals",Bit problem cannot book transfer bundle package mobile site. This put right using I'm afraid.,Negative,-0.15714285714285714,0.7178571428571429
+"Expedia Hotels, Flights & Car Rental Travel Deals",Terrible searching flight hotel. Way expensive apps.,Negative,-0.75,0.85
+"Expedia Hotels, Flights & Car Rental Travel Deals",displays wrong info trip. The ticket prices wrong displays wrong info many people booked. slow WiFi crashes.,Negative,-0.26,0.72
+"Expedia Hotels, Flights & Car Rental Travel Deals",Best booking app. Always I'm looking best rates. And I love Expedia points!,Positive,0.875,0.39999999999999997
+"Expedia Hotels, Flights & Car Rental Travel Deals",Can't seem link trip despite logging right account. Can't add manually either. Useless,Negative,-0.10714285714285715,0.3678571428571429
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals","I try many time booking ticket, put credit card number,is invalid,i try many card still same..so dissapointed",Positive,0.5,0.5
+"Expedia Hotels, Flights & Car Rental Travel Deals","I exclusively Expedia, impressed day one.",Positive,1.0,1.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Can pick time pick rental car bundled hotel! Useless,Negative,-0.5,0.2
+"Expedia Hotels, Flights & Car Rental Travel Deals","I cookies clear laptop I almost always get better prices ""member"" pricing even expedia mention sites.",Positive,0.3,0.44166666666666665
+"Expedia Hotels, Flights & Car Rental Travel Deals",Multi-city option missing fix issue,Negative,-0.2,0.05
+"Expedia Hotels, Flights & Car Rental Travel Deals",Too slow Filter work,Negative,-0.30000000000000004,0.39999999999999997
+"Expedia Hotels, Flights & Car Rental Travel Deals","Expedia provided great avenue putting together trips. I absolutely enjoy booking hotels, flights car rentals Expedia!",Positive,0.65,0.625
+"Expedia Hotels, Flights & Car Rental Travel Deals",The show saved list hotels could also indicate price changes daily basis.,Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Would take valid phone number,Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Expedia puts travel palm hands. LOVE EXPEDIA!!!!,Positive,1.0,0.6
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Very nice direct handling situation,Positive,0.44,0.7
+"Expedia Hotels, Flights & Car Rental Travel Deals",Easy booking hotels flights,Positive,0.43333333333333335,0.8333333333333334
+"Expedia Hotels, Flights & Car Rental Travel Deals","Great keep handy. I referred multiple times complicated vacation. It helped keep air travel, car rental, multiple hotel booking entertainment order easy access Google maps. Highly recommended.",Positive,0.21333333333333332,0.5747619047619048
+"Expedia Hotels, Flights & Car Rental Travel Deals","Your missing functionality - can't book partial hotel stays. Your prices higher sites hotels flight. Shame, I loyal user travel services many years, wanted love app.",Positive,0.21388888888888888,0.46388888888888896
+"Expedia Hotels, Flights & Car Rental Travel Deals",The totally disconnected website. No linkage account's coming itineraries. Totally useless. Even recognize itenary number entered manually,Negative,-0.25,0.475
+"Expedia Hotels, Flights & Car Rental Travel Deals",Why I log back cell phone every time I want go app? It's ridiculous. And settings phone.,Negative,-0.16666666666666666,0.5
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals","Randomly makes bookings Canadian American Expedia, makes 2 sets phone calls need make screw (because obviously two talk other. that's job steal money). Got double-charged bookings fight months get money back. Completely lied phone said I would refunded. Issue resolved contacting hotel directly. Will again.",Negative,-0.06071428571428572,0.31071428571428567
+"Expedia Hotels, Flights & Car Rental Travel Deals","When searching specific hotels fine search tool useless. I searched place, zoomed map little clicked search area, moved twenty miles north. Pointless. When many search, would one?",Negative,-0.00347222222222221,0.3875
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Notification go away & can't find any. Very annoying.,Negative,-1.0,1.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Great rates could give selection hotels area searching. I feel like getting nearby hotels I search around great.,Positive,0.8,0.75
+"Expedia Hotels, Flights & Car Rental Travel Deals",Had issue lately I needed room night midnight would let book room night! Please fix. Other booking let book room night midnight.,Negative,-0.25,0.4875
+"Expedia Hotels, Flights & Car Rental Travel Deals",It used better. I tried finding old trips hotels I can't. Also trying cruise option. Very difficult navigate through.,Negative,-0.01666666666666668,0.5666666666666667
+"Expedia Hotels, Flights & Car Rental Travel Deals",Cannot log despite able get via website. Keep getting told something gone wrong tell what.,Neutral,0.0,0.7625
+"Expedia Hotels, Flights & Car Rental Travel Deals",Used travel always seemed point Expedia best price. Adding hotel booking flight easy helpful trip planning.,Positive,0.7166666666666667,0.5666666666666667
+"Expedia Hotels, Flights & Car Rental Travel Deals",They need add number rooms clear pictures room. Most hotels Turkey fake pictures. For multiple rooms I go expedia,Positive,0.024999999999999994,0.4708333333333333
+"Expedia Hotels, Flights & Car Rental Travel Deals",Doesn't work well all. Fails recognize itineraries ordered Expedia account. Also buries cancellation policies.,Negative,-0.5,0.3
+"Expedia Hotels, Flights & Car Rental Travel Deals","Worst ever. Can't get past ""I robot"". Disappointed.",Negative,-0.6666666666666666,0.6666666666666666
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",Bit problem cannot book transfer bundle package mobile site. This put right using I'm afraid.,Negative,-0.15714285714285714,0.7178571428571429
+"Expedia Hotels, Flights & Car Rental Travel Deals",Terrible searching flight hotel. Way expensive apps.,Negative,-0.75,0.85
+"Expedia Hotels, Flights & Car Rental Travel Deals",displays wrong info trip. The ticket prices wrong displays wrong info many people booked. slow WiFi crashes.,Negative,-0.26,0.72
+"Expedia Hotels, Flights & Car Rental Travel Deals",Best booking app. Always I'm looking best rates. And I love Expedia points!,Positive,0.875,0.39999999999999997
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",I put itinerary show anything aunt book flight,Neutral,0.0,0.0
+"Expedia Hotels, Flights & Car Rental Travel Deals",Awesome layout super easy. My fiance I getting married next week used plan whole trip including stuff get there.,Positive,0.36944444444444446,0.525
+"Expedia Hotels, Flights & Car Rental Travel Deals","I booking travel time. It's good. I've good luck customer service, too.",Positive,0.7,0.6000000000000001
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+"Expedia Hotels, Flights & Car Rental Travel Deals","I cookies clear laptop I almost always get better prices ""member"" pricing even expedia mention sites.",Positive,0.3,0.44166666666666665
+"Expedia Hotels, Flights & Car Rental Travel Deals",Multi-city option missing fix issue,Negative,-0.2,0.05
+"Expedia Hotels, Flights & Car Rental Travel Deals",Too slow Filter work,Negative,-0.30000000000000004,0.39999999999999997
+"Expedia Hotels, Flights & Car Rental Travel Deals",nan,nan,nan,nan
+Expense IQ Money Manager,"Its ive using years. Well put awesome! But Don't provide support anymore ? We need way 'bulk input' data PC option present here. CSV comma separated. But CSV recognise somewhat different. I requested you, years back. And introduce option transition effects. It takes time. Im inpatient man .. lol. Please incorporate app.",Positive,0.36,0.45999999999999996
+Expense IQ Money Manager,"I absolutely LOVE app. I used several years now. I started free version updated premium couple years ago and, y'all, worth every cent! I also forced 3 teenagers install AND phones! lol I forever giving link friends, family, coworkers. I give 5 stars soon I get PC.",Positive,0.2833333333333333,0.39999999999999997
+Expense IQ Money Manager,"I used love used regularly many years. I paid cloud sync feature losing data phone change past, I recently got new phone I expected smooth transition. Well, I can't restore cloud data new phone response requests support. I tried reentering data since I rely track everything function all. I can't even enter new accounts transactions. So frustrating!",Positive,0.0959090909090909,0.4763636363636364
+Expense IQ Money Manager,"1 star descrip store NOT say features premium. Found I set things I got pop-up. Good layout, easy use, BUT DESCRIP SHOULD SAY WHAT IS FREE AND NOT. UNINSTALLED",Positive,0.5111111111111111,0.7444444444444445
+Expense IQ Money Manager,"I sure update follow soon level criticism. Credit due. A prompt reply comments overnight fix. Whilst I still maintain processes place quality assure releases, release seems fixed issues. Many many thanks.",Positive,0.2791666666666667,0.4439814814814815
+Expense IQ Money Manager,"Stopped crashing (previous update disaster). One thing - suddenly got 2 notifications repeated bills paid months ago. Had 'pay' remove old transactions. Please test better, money all!",Positive,0.13958333333333334,0.3416666666666667
+Expense IQ Money Manager,"I'm using almost 2 years now, satisfied it. About 3 days ago, I started playing around Bill Reminders since next bills week away. Curious would work, I tested found issues. Steps reproduce: 1. Add bill reminder set repeat daily 2. Mark paid (By now, already Paid Bills section) You see bill reminder disappeared Unpaid Bills. I expecting still since repeating scheduled tomorrow. Another one: seeing test bill reminder got moved Paid Bills section, delete (since testing purposes). However upon deletion, ""Total Paid"" value still showing deleted paid bill's value. I hope fix immediately. Thanks great tool way.",Positive,0.2,0.5125
+Expense IQ Money Manager,The version released June 19 fixed issues crashing. This best I found keep track banking credit card accounts. The developer always responded quickly questions issues. One actually listen users suggestions complaints.,Positive,0.35833333333333334,0.275
+Expense IQ Money Manager,"I'm pretty satisfied app. I tried lots apps, I mind saying fully loaded. Kudos developer. The thing I would like see daily trend analysis feature line graph category well overall expense. Thank you!",Positive,0.1875,0.5
+Expense IQ Money Manager,"I using years happy it. But recently repeat function work. I key transactions repeatedly past 3 months, even I deleted record & re-keyed again! Repeat function NOT FUNCTIONING!",Positive,0.10234375000000001,0.625
+Expense IQ Money Manager,Crash update.. suck paid lifetime 1 day complaint. developers contact back give good updates. Rather relieving loyal user. Hope best future,Positive,0.2888888888888889,0.3430555555555556
+Expense IQ Money Manager,"Hello, I 2 Expense IQ accounts. One note 10 email account A. The phone email account B. I recently purchased full version gmail account B store. I let gmail account A subscription expire gmail account B syncing note 10, even though I'm signed gmail account A. I can't seem retrieve data either account. I've lost everything unable restore backup using either account. Very frustrated! If fix I'm going dispute $25 charge get money back. Please help Thank",Negative,-0.22999999999999998,0.312
+Expense IQ Money Manager,"June 18th update broke... pretty much everything. June 19th update fixed again. This, along best feature set UI finance apps, I'm happy I paid app.",Positive,0.47000000000000003,0.54
+Expense IQ Money Manager,"Kudos Handy Apps team fixing issues previous (6/18) update. 6/19/18 seems back greatest self, five stars again!",Positive,0.35833333333333334,0.5166666666666666
+Expense IQ Money Manager,"I rely almost everyday. My appreciation dependency Expense IQ obvious bug recent update made unusable. Thankfully, developers able fix timely manner.",Positive,0.075,0.49375
+Expense IQ Money Manager,"Loved app, last months repeating transactions entirely stopped repeating, even though still listed such. Tried contacting support got reply. Real shame fixed soon I'll look new app.",Positive,0.1623376623376623,0.420887445887446
+Expense IQ Money Manager,"Great all! It would great though assign categories transfers. Usually, I transfer function move money account another. The current setup allows categorization withdrawals deposits.",Positive,0.3875,0.5375
+Expense IQ Money Manager,I could probably sum best saying I'm lay 29.99 lifetime subscription (I hate idea subscriptions. But lifetime subscription basically purchase) well worth it.,Positive,0.16666666666666666,0.43333333333333335
+Expense IQ Money Manager,"Used years, initially monthly subscription, lifetime upgrade. Absolutely loved it, changed way I look money allowed confident effectiveness money-saving.",Positive,0.39999999999999997,0.5444444444444444
+Expense IQ Money Manager,"easy handy app. love subcategory feature plus fast use. bags far. thing thay cant 3 accounts unless pay premium version still... 4 5 accounts thing. love it, using daily.",Positive,0.3333333333333333,0.6476190476190476
+Expense IQ Money Manager,Thanks continuing provide quality support. Still favorite money app. Don't like new entry UI well.,Positive,0.27878787878787875,0.5515151515151515
+Expense IQ Money Manager,nan,nan,nan,nan
+Expense IQ Money Manager,My issues fixed guys! Thank much apologies late rating update.,Positive,0.00833333333333334,0.3333333333333333
+Expense IQ Money Manager,Excellent quick response update sent fix issue category selection. Back 5 star is.,Positive,0.4444444444444444,0.5
+Expense IQ Money Manager,Its like go different time zone move post-dated transactions back day (so post-dated set first last day prior month) messes repeating transactions options. Everytime I travel west I spend hour fix transactions.,Positive,0.05,0.2
+Expense IQ Money Manager,"I honestly think far, best money managing is! It's simple features need. I've using 1+ year I'm still loving it!",Positive,0.49000000000000005,0.7014285714285714
+Expense IQ Money Manager,nan,nan,nan,nan
+Expense IQ Money Manager,Recently installed . So far got everything exactly looking app. It appears specially made me.....awesome....but hope give issues like hear users using app....and desktop version soon update....,Positive,0.17678571428571427,0.5178571428571428
+Expense IQ Money Manager,Constantly crashes since update. Hoping resolved soon.,Neutral,0.0,0.3333333333333333
+Expense IQ Money Manager,The appears back previous update. A great app. Thanks fixing bugs.,Positive,0.20833333333333337,0.2791666666666667
+Expense IQ Money Manager,nan,nan,nan,nan
+Expense IQ Money Manager,nan,nan,nan,nan
+Expense IQ Money Manager,Changed rating 4. I got account data back! I again.,Neutral,0.0,0.0
+Expense IQ Money Manager,"I love app, I using without problems since easy money.",Positive,0.4666666666666667,0.7166666666666667
+Expense IQ Money Manager,crash again. fix,Neutral,0.0,0.0
+Expense IQ Money Manager,nan,nan,nan,nan
+Expense IQ Money Manager,nan,nan,nan,nan
+Expense IQ Money Manager,nan,nan,nan,nan
+Expense IQ Money Manager,nan,nan,nan,nan
+Expense IQ Money Manager,nan,nan,nan,nan
+Experian - Free Credit Report,"Experian utmost suck life more. Not servers unwilling accept e documents unfreezing credit despite pdf format, stupid properly sign up. 0/10 wish HQ firebombed.",Negative,-0.09999999999999998,0.5333333333333333
+Experian - Free Credit Report,"The expensive subscription ""Lock"" offered may well include credit freeze, credit freeze time payment offered site. They've also gone offering free scores rolling paid plan.",Negative,-0.04999999999999999,0.75
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,"Very good keeping credit. Every 80 days get update 3 credit Bureaus, monthly subscription. I subscription family. Very good getting alerts changes occur Experian Credit Report. Would highly recommend.",Positive,0.6599999999999999,0.7000000000000001
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,"I love able check score, open accounts, see affecting score. Only problem I score updated 3 months. I really wish would update often.",Positive,0.24,0.5850000000000001
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,The Worst Ever. I've Been Trying To Log Into My Account For 5hrs. And It Keep Saying That I Can't Connect Because Of The Servers Smh A Complete Waste Of Time,Negative,-0.3666666666666667,0.4666666666666666
+Experian - Free Credit Report,"At first I got credit score free subscription, took away (from least wife still gets score). So I decided try paid subscription... There's difference free paid. The score simulator expect, even simulate expected score. It says updates daily, I know fact score changed they're saying changed. I would love refund I thought I paid for.",Positive,0.16428571428571428,0.47619047619047616
+Experian - Free Credit Report,One f best monitoring credit. Alot banks Experian credit score determine considered loan approvals credit.. least bank stated Experian's scire Iver others..,Positive,0.35,0.35
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,I love security app. You dispute items raise credit score. I found 8 things I corrected myself. Very easy do.,Positive,0.5316666666666667,0.8
+Experian - Free Credit Report,"I thought free stated I'll pay $9.99. I know time pay that's stated I hope I get charged amount every month. This like Credit Karma Credit Sesame I thought. Other payments can't services unless pay money, ok check score.",Positive,0.25833333333333336,0.5583333333333333
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,Says free credit report app. Oh free 7 days I pay 10$ month. Stupid. Went info find I gotta pay,Positive,3.700743415417188e-17,0.8666666666666667
+Experian - Free Credit Report,Very Helpful Love it. ... 1 thing improve timing next shown Credit Karma let's know update,Positive,0.2333333333333333,0.3
+Experian - Free Credit Report,Thanks bogus reply seems focused implying issue due confusion opposed acknowledging erroneous report score I STILL can't view attempt fix YOUR MISTAKES without paying first. You've clearly misunderstood complaint entirely... 730 Equifax/715 TransUnion/ 706Fico....637 Experian...100 point difference Causing flat denial hard pull. But I pay find YOUR MISTAKES.,Negative,-0.07685185185185185,0.3759259259259259
+Experian - Free Credit Report,Good way keep track financial situation credit score . Easy fast . Ive used couple years really like,Positive,0.30666666666666664,0.44666666666666677
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,I bought home try power dye energy sead could open account name cuz I hate expedia fraud protection lock experian I unlock could turn power really worth I pay $9.99,Negative,-0.16666666666666666,0.5
+Experian - Free Credit Report,Consistent w/all affairs current far. I would like three reports get board together hv information. (Especially EQUIFAX) I also need free copy reports frm bureau.,Positive,0.15,0.6900000000000001
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,This 100% percent accurate. Don't fooled apps. They pretty nice commercials. But that's far goes,Positive,0.3375,0.9083333333333333
+Experian - Free Credit Report,Used considering buying home also ensure accurate FICO Score. It allows lock report protect inquiries. It convenient beneficial it.,Positive,0.4000000000000001,0.6333333333333334
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,This supposed 2 free 2 see Experian credit report charging 9.99 month,Positive,0.4,0.8
+Experian - Free Credit Report,Like seeing score go keep checked score,Neutral,0.0,0.0
+Experian - Free Credit Report,Keeps informed there's something derogatory comes score. It latest updates every month.,Positive,0.5,0.9
+Experian - Free Credit Report,It would better showed score. However still useful,Positive,0.4,0.25
+Experian - Free Credit Report,"It keeps crashing I continue get ""unspecified error"" message attempting get CR",Neutral,0.0,0.0
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,Cannot login. Keep getting error code past days. Please fix.,Negative,-0.25,0.25
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,nan,nan,nan,nan
+Experian - Free Credit Report,nan,nan,nan,nan
+Extreme Car Driving Simulator,"It's really great game! I like car games, I Love one! My younger brother downloaded game weeks ago said ""Hey, look many cars I have!"" And I said ""Wow! Good job!!"" And asked I wanted try drive jeep (And I drive it) 2 seconds later I downloading it. So, I guess I'm trying say DOWNLAOD IT!!!",Positive,0.25277777777777777,0.4722222222222222
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,The graphics game horrendous looked like 2003 game.The controls disastrous. You could even repair car steering terrible also much space speed around overall bad game waste time downloading it.,Negative,-0.4,0.43333333333333335
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Car Driving Simulator,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,I clicked sure options I literally know. I used yet. But I'm going right now. Thanks,Positive,0.32857142857142857,0.5415343915343914
+Extreme Coupon Finder,Worthless. It's place grocery lists can't even write save one. You can't even go full minute freezes .... Going try another see I can't shoot better snake eyes,Positive,0.016666666666666646,0.65
+Extreme Coupon Finder,Love store policy along deals. I used yet stores hopefully lives I think 5 star. If I let guys know!!!,Positive,0.9765625,0.6
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,Teaches illegal couponing. You follow coupons state purchasing. Using coupons products stated illegal wrong. That's hard days.,Negative,-0.4479166666666667,0.6104166666666666
+Extreme Coupon Finder,"The layout updated. When I scan barcodes find products available... Walmart sells M&Ms obviously says available Walmart, wrong. The Only good thing I've found far sale prices listed stores somewhat idea pay coupons used",Positive,0.15714285714285717,0.6857142857142858
+Extreme Coupon Finder,Wish I could pick stores I shop frequently coupons matched automatically things I buy. Otherwise pretty sweet finding u get really good deals coupons!,Positive,0.39375,0.6375000000000001
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,I've trying figure coupon thing me. If interested couponing easy way you.,Positive,0.3416666666666667,0.6666666666666667
+Extreme Coupon Finder,I literally got tried yet far I like I see,Positive,0.1,1.0
+Extreme Coupon Finder,"Just installed & coupons expired! Wow, waste time.",Negative,-0.05,0.5
+Extreme Coupon Finder,Didn't like design can't coupons phone,Neutral,0.0,0.0
+Extreme Coupon Finder,The provides match deals may searching might know about. I weekly plan shopping trips.,Neutral,0.0,0.0
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,Piece crap. Flipp much better.,Negative,-0.15000000000000002,0.65
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,Like far. Haven't print coupons yet. Please add sherm's market /food 4 less! Thanks,Positive,0.03055555555555557,0.4222222222222222
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,"I like fact cut items ,is painful me. Thank you",Negative,-0.7,0.9
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Coupon Finder,nan,nan,nan,nan
+Extreme Match,Sometimes game responds faster others. I also problem ads. The ad play goes black screen I close game start again. Frustrating!,Negative,-0.3666666666666667,0.5333333333333333
+Extreme Match,nan,nan,nan,nan
+Extreme Match,"Just started new & I hope I run timed levels. If , I'll B playing long time come I think",Positive,0.043181818181818175,0.42727272727272725
+Extreme Match,"It's ok, way many adds rediculousy Many. I play games adds , many, n lessen adds I signing",Positive,0.5,0.5
+Extreme Match,nan,nan,nan,nan
+Extreme Match,"Ads nauseating, I dont care games force ads you, every level next...no thanks",Positive,0.2,0.2
+Extreme Match,Would given 5 stars game repetitive. Its thing over.,Negative,-0.325,0.325
+Extreme Match,Love game like ads end every turn. Will uninstall I've enough them.,Positive,0.033333333333333326,0.5
+Extreme Match,Its ok. Standard march game...but PLEASE allows auto mute ghe stupid game ads popup round....even sounds a.d music turned settings dtupid ads still habe sound amd dumb music,Negative,-0.11249999999999999,0.4666666666666666
+Extreme Match,This game frustrates squares leave say I 4 left remove I'll 10 showing,Negative,-0.2,0.2
+Extreme Match,nan,nan,nan,nan
+Extreme Match,nan,nan,nan,nan
+Extreme Match,"Game sometimes challenging point frustration, make sure u buy stock Google play cards need bunch.....",Positive,0.19999999999999998,0.762962962962963
+Extreme Match,nan,nan,nan,nan
+Extreme Match,It's fun messes times show bubble squares needed I've got all.,Positive,0.3,0.2
+Extreme Match,Just started game can't stop playing it.,Negative,-0.4,0.4
+Extreme Match,Lots ads hey that's better pay constantly play. Absolutely love intense colors,Positive,0.3,0.6083333333333333
+Extreme Match,"The game fun, advertising games play extremely annoying!",Negative,-0.3666666666666667,0.5
+Extreme Match,Way many ads enjoying game pops ad prizes suck,Positive,0.19999999999999998,0.5
+Extreme Match,nan,nan,nan,nan
+Extreme Match,nan,nan,nan,nan
+Extreme Match,nan,nan,nan,nan
+Extreme Match,nan,nan,nan,nan
+Extreme Match,nan,nan,nan,nan
+Extreme Match,nan,nan,nan,nan
+Extreme Match,nan,nan,nan,nan
+Extreme Match,nan,nan,nan,nan
+Extreme Match,Very fun way many ads ☹️,Positive,0.445,0.38
+Extreme Match,It's ok got may add take away playing fun Thanks,Positive,0.3333333333333333,0.3
+Extreme Match,It great. Keeps bmp toes,Positive,0.8,0.75
+Extreme Match,I like keep toes,Neutral,0.0,0.0
+Extreme Match,nan,nan,nan,nan
+Extreme Match,So far good. Does make look twice moving,Positive,0.39999999999999997,0.8
+Extreme Match,Love playing game,Positive,0.04999999999999999,0.5
+Extreme Match,It's colorful like flowers want u continue playing thank u game,Negative,-0.05000000000000002,0.4
+Extreme Match,Stress killer time goes fast,Positive,0.2,0.6
+Extreme Match,Hours non stop action!!,Positive,0.15625,0.1
+Extreme Match,I never much fun playing game like game.,Negative,-0.3166666666666667,0.3333333333333333
+Extreme Match,Can't put game down!,Negative,-0.2972222222222223,0.34444444444444444
+Extreme Match,Its great game bonuses need freelance like cookie crush,Positive,0.2,0.575
+Extreme Match,Need coins review. Hint,Neutral,0.0,0.0
+Extreme Match,Such pretty flowers. Relaxing,Positive,0.125,0.75
+Extreme Match,Too many ads!!!,Positive,0.9765625,0.5
+Extreme Match,"Too,too many ads",Positive,0.5,0.5
+Extreme Match,Would like add invite friends family chose button,Neutral,0.0,0.0
+Extreme Match,I enjoy colorful flowers. The challenge level appropriate genre.,Positive,0.39999999999999997,0.4666666666666666
+Extreme Match,I really enjoy second time I've played it. Different time,Positive,0.13333333333333333,0.3666666666666667
+Extreme Match,I like,Neutral,0.0,0.0
+Extreme Match,This beautiful game. Fast-moving. Very addictive!,Positive,0.15,0.7999999999999999
+Extreme Match,To many ads,Positive,0.5,0.5
+Extreme Match,I'm really alot fun far,Positive,0.19999999999999998,0.4666666666666666
+Extreme Match,Gibson incentives make little bit challenging,Positive,0.15625,0.75
+Extreme Match,nan,nan,nan,nan
+Extreme Match,Fun game need games like,Negative,-0.05000000000000002,0.30000000000000004
+Extreme Match,"Good fun, quick reaction, absorbing.",Positive,0.3833333333333333,0.5625
+Extreme Match,Love game. Too many ads .uninstalled,Positive,0.19999999999999998,0.5
+Extreme Match,Too many ads...,Positive,0.5,0.5
+Extreme Match,Add points. Make game faster.,Negative,-0.4,0.4
+Extreme Match,Like like flowers easy andersten,Positive,0.43333333333333335,0.8333333333333334
+Extreme Match,Very fun relaxing game!,Negative,-0.05499999999999999,0.33
+Extreme Match,Colorful graphics fun play!,Positive,0.3375,0.30000000000000004
+Extreme Match,I like,Neutral,0.0,0.0
+Extreme Match,Bigger board,Neutral,0.0,0.5
+Extreme Match,An easy fun game. Loved it.,Positive,0.2583333333333333,0.5583333333333333
+Extreme Match,Great game. Can play hours.,Positive,0.2,0.575
+Extreme Match,I like game . fun,Negative,-0.05000000000000002,0.30000000000000004
+Extreme Match,It's easy game play,Positive,0.016666666666666663,0.6166666666666667
+Extreme Match,"Really additive, fun",Positive,0.25,0.2
+Extreme Match,This fun game.,Negative,-0.05000000000000002,0.30000000000000004
+Extreme Match,It's great game play AMEN!!!!!,Negative,-0.09999999999999998,0.575
+Extreme Match,"Aggravating, fun!",Positive,0.375,0.2
+Extreme Match,This good pasttime nancy,Positive,0.7,0.6000000000000001
+Extreme Match,I love playing game,Positive,0.04999999999999999,0.5
+Extreme Match,Having enjoyable time!,Positive,0.625,0.6
+Extreme Match,Vibrant colors graphics!,Positive,0.20833333333333331,0.3333333333333333
+Extreme Match,I love game,Positive,0.04999999999999999,0.5
+Extreme Match,Good way pass time,Positive,0.7,0.6000000000000001
+Extreme Match,Truly fun game play,Negative,-0.05000000000000002,0.30000000000000004
+Extreme Match,I LOVE colorful flowers,Positive,0.4,0.5
+Extreme Match,Love flower graphics change,Positive,0.5,0.6
+Extreme Match,Very fun love colors,Positive,0.445,0.43
+Extreme Match,I like beautiful graphics,Positive,0.85,1.0
+Extreme Match,Love color muzzle to!,Positive,0.625,0.6
+Extreme Match,So much fun play,Positive,0.3,0.2
+Extreme Match,VERY entertaining relaxing.,Positive,0.65,0.9099999999999999
+Extreme Match,Love flowers colors.,Positive,0.5,0.6
+Extreme Match,Something different play.,Neutral,0.0,0.6
+Extreme Match,YUCK!!!,Neutral,0.0,0.0
+Extreme Match,Boring.,Negative,-1.0,1.0
+Extreme Match,nan,nan,nan,nan
+Extreme Match,Great far.,Positive,0.45,0.875
+Extreme Match,A fun game.,Negative,-0.05000000000000002,0.30000000000000004
+Extreme Match,Lots fun!,Positive,0.375,0.2
+Extreme Match,Very fun addicting,Positive,0.39,0.26
+Extreme Match,Love bright colors,Positive,0.6000000000000001,0.7
+Extreme Match,I love game,Positive,0.04999999999999999,0.5
+Extreme Match,How fun cute,Positive,0.4,0.6
+Extreme Match,Great time killer,Positive,0.8,0.75
+Extreme Match,Good pastime Thanks,Positive,0.44999999999999996,0.4
+Extreme Match,This addictive,Neutral,0.0,0.9
+Extreme Racing 2 - Real driving RC cars game!,"Graphics ok. There manual acceleration. These good. Anyways, though series copy Touch Racing 2, good. I given 4star copy version. You story.",Positive,0.6333333333333333,0.5666666666666668
+Extreme Racing 2 - Real driving RC cars game!,I dislike controls. Left right arrows thing.,Positive,0.14285714285714285,0.26785714285714285
+Extreme Racing 2 - Real driving RC cars game!,"I ever seen type bad graphics, bad fool",Negative,-0.6999999999999998,0.6666666666666666
+Extreme Racing 2 - Real driving RC cars game!,game bad I can't even open it.,Negative,-0.36666666666666664,0.5222222222222223
+Extreme Racing 2 - Real driving RC cars game!,Best game ever uses gases,Positive,0.3,0.35
+Extreme Racing 2 - Real driving RC cars game!,nan,nan,nan,nan
+Extreme Racing 2 - Real driving RC cars game!,The game bad bad graphics,Negative,-0.6,0.5777777777777778
+Extreme Racing 2 - Real driving RC cars game!,nan,nan,nan,nan
+Extreme Racing 2 - Real driving RC cars game!,Very fun funny,Positive,0.32,0.63
+Extreme Racing 2 - Real driving RC cars game!,I think googd game,Negative,-0.4,0.4
+Extreme Racing 2 - Real driving RC cars game!,Terrible maybe little good,Negative,-0.1625,0.7000000000000001
+Extreme Racing 2 - Real driving RC cars game!,Worst game ever,Negative,-0.7,0.7
+Extreme Racing 2 - Real driving RC cars game!,I getgood,Neutral,0.0,0.0
+Extreme Racing 2 - Real driving RC cars game!,running,Neutral,0.0,0.0
+Extreme Racing 2 - Real driving RC cars game!,Super,Positive,0.3333333333333333,0.6666666666666666
+Extreme Racing 2 - Real driving RC cars game!,Lol,Positive,0.8,0.7
+Extreme Racing 2 - Real driving RC cars game!,Ok,Positive,0.5,0.5
+Extreme Racing 2 - Real driving RC cars game!,Perfect game me.,Positive,0.3,0.7
+Extreme Racing 2 - Real driving RC cars game!,Hasin,Neutral,0.0,0.0
+Extreme Racing 2 - Real driving RC cars game!,nan,nan,nan,nan
+Extreme Racing 2 - Real driving RC cars game!,DUMB,Negative,-0.375,0.5
+Extreme Racing 2 - Real driving RC cars game!,First look title page see there's antenna cars people saying let title page fool bruh can't fool. You there's antenna cars rc car game cars antenna real life rc cars look title page there's antenna cars showing sign rc car look see I proved haters wrong Hahhahahhaha,Negative,-0.1125,0.4833333333333334
+Extreme Racing 2 - Real driving RC cars game!,I think I best player cause u know guys I love games ever iPad laptop cool racing games,Positive,0.6166666666666667,0.5166666666666666
+Extreme Racing 2 - Real driving RC cars game!,Every thing purple annoying fix pls,Negative,-0.8,0.9
+Extreme Racing 2 - Real driving RC cars game!,"Gems everything barely get any, games good enough gas cap.",Positive,0.25,0.4000000000000001
+Extreme Racing 2 - Real driving RC cars game!,Best game I played life.,Positive,0.3,0.35
+Extreme Racing 2 - Real driving RC cars game!,cool even I trouble control,Positive,0.07499999999999998,0.42500000000000004
+Extreme Racing 2 - Real driving RC cars game!,This game sucks. Worst car racing game I've ever played.,Negative,-0.525,0.525
+Extreme Racing 2 - Real driving RC cars game!,Tgr grapics fool get,Neutral,0.0,0.0
+Extreme Racing 2 - Real driving RC cars game!,"Little kids game , good. Nothing ""extreme"" game!",Negative,-0.10250000000000001,0.58
+Extreme Racing 2 - Real driving RC cars game!,Totally bullshit.. Poor graphics,Negative,-0.2,0.675
+Extreme Racing 2 - Real driving RC cars game!,First game world,Negative,-0.07500000000000001,0.3666666666666667
+Extreme Racing 2 - Real driving RC cars game!,There update,Neutral,0.0,0.0
+Extreme Racing 2 - Real driving RC cars game!,Not bad,Positive,0.3499999999999999,0.6666666666666666
+Extreme Racing 2 - Real driving RC cars game!,Top game,Positive,0.04999999999999999,0.45
+Extreme Racing 2 - Real driving RC cars game!,Don't download....,Neutral,0.0,0.0
+Extreme Racing 2 - Real driving RC cars game!,Clan,Neutral,0.0,0.0
+Extreme Racing 2 - Real driving RC cars game!,Ooooooooooohhhhhhhh,Neutral,0.0,0.0
+Extreme Racing 2 - Real driving RC cars game!,nan,nan,nan,nan
+Extreme Racing 2 - Real driving RC cars game!,I'M THE THE THE THE THE THE BEST,Positive,1.0,0.3
+EyeCloud,I love app. It solve several issues once! Simple fun.,Positive,0.2,0.28928571428571426
+EyeCloud,Often doesnt let camera move direction want. This big deal dog crate want track pet around room annoying times. Voice feature great. Must reboot make work unresponsive,Neutral,0.0,0.5833333333333334
+EyeCloud,"It took several times pair device Wifi, moment I tried phone went offline happened I liked. I uninstalled re-installed somehow worked first try (new user new profile) working. I wonder, I delete pictures taken? There option delete messages whatsoever. Where pics stored? Update: I uninstall it. It kept sending notifications 10min without using doorbell. Removing batteries solve it. I'll try pair phone later on, situation big disappointment. Update 2: Reinstalled, logged in, doorbell working fine, notifications sent phone.",Positive,0.10437710437710436,0.33804713804713804
+EyeCloud,"This cheap IP cameras (Victure, Apeman, Busoth) Amazon. The works fine. It would nice precise directional control camera like Windows app, presets make okay. Edit: To get landscape mode, push little expansion icon bottom right image. The major problem I lack information encryption security. How cameras connect internet EyeCloud gain access cameras outside network, internet? Does relay server somewhere (for example, eyecloud.so Hong Kong) camera kind open port finds it? Is data encrypted internet? If I'm viewing camera device connected camera local network, sense local network directly rather loop internet? If data going relay server, company access live video stream? Edit: I found little blurb description Apeman camera says https. Not sure that's true not.",Positive,0.17923581048581047,0.523589065255732
+EyeCloud,"Lost alerts recently phones. Any ideas? We uninstalled reinstalled joy. Reset camera joy, options. The latest software installed. Please help 6 months old.",Positive,0.44000000000000006,0.35
+EyeCloud,"Just got camera got connected, problem keeps stopping I even view camera",Neutral,0.0,0.0
+EyeCloud,Works pretty good honestly! I Pixel 2XL though bottom blue bar hides menu buttons top them.,Positive,0.44000000000000006,0.62
+EyeCloud,I try bind email never sends anything,Neutral,0.0,0.0
+EyeCloud,pair device,Neutral,0.0,0.0
+EyeCloud,"keeps closing every time I try add camera, cleared cache, un-installed, installed, rebooted.... availGalaxy s-7, works wifes s-7 mine",Neutral,0.0,0.0
+EyeCloud,Do showing notification sound door bell rings. Useless.,Negative,-0.04999999999999999,0.30000000000000004
+EyeCloud,It keeps showing camera line. I unplug unit every night get register app. Its pain.,Neutral,0.0,0.0
+EyeCloud,Unable pair smart doorbell d1. Tried iPhone Android. Developer able help?,Positive,0.07142857142857144,0.5892857142857143
+EyeCloud,Sort works. Pan control hit miss. Can't set recovery email. No idea based login control.,Neutral,0.0,0.0
+EyeCloud,"Has blue line across bottom meaning see buttons, function pretty much useless.",Negative,-0.08333333333333333,0.43333333333333335
+EyeCloud,Would great actually turned landscape s8+. Maybe release update sort,Positive,0.4,0.425
+EyeCloud,Inititally I left HORRIBLE review horrible software left star. It's still perfect last two updates finally made true ipcamera software able see camera control IP Webcam (the best available t... Full Review,Positive,0.13333333333333333,0.5493055555555556
+EyeCloud,"Does connect WiFi, even though lists connected. No way manually enter one.",Neutral,0.0,0.0
+EyeCloud,"It works. Can wonky times exit exit button. It job. Be sure give email recover password, accessed sign lifin page.",Positive,0.1,0.5944444444444444
+EyeCloud,Great need reset phone every time try add camera. At least thing does.....,Positive,0.25,0.575
+EyeCloud,"Was great first, starting malfunction. It logged reason. Somewhat crappy areas ugh...",Positive,0.35000000000000003,0.39444444444444443
+EyeCloud,Well support I can't find it. It works OK time cant find support answer questions I have.,Positive,0.5,0.5
+EyeCloud,If u go another country try view your camera work,Neutral,0.0,0.0
+EyeCloud,Write password totally #hit creek,Neutral,0.0,0.75
+EyeCloud,Refuses connect 90% time.,Neutral,0.0,0.0
+EyeCloud,"Can't sign can't get send email, sort out. When works fine.",Positive,0.4166666666666667,0.5
+EyeCloud,"Loved box. But camera stopped connecting, email would NOT bind (for password recovery) even I got success confirmation, wifi configure I try re-add camera reset. It great whole week lasted.",Positive,0.5,0.48750000000000004
+EyeCloud,"Seems older version Eye4 app. Got Vstarcam D1 (doorbell camera - probably clone D1) The connected doorbell camera I able update firmware, I get alerts pictures. The doorbell rings connected network, useless ... Full Review",Positive,0.12916666666666665,0.4270833333333333
+EyeCloud,Terrible! Won't connect camera anymore pan tilt guessing game. Can't put two email addresses ever notify one. I can't stand anymore. I'm returning camera,Negative,-0.7,0.7
+EyeCloud,Absolutely FANTASTIC! Very tiny problem first easy ask help THE HELP I RECEIVED WAS TOP NOTCH!! Thank much developer. You exactly said going even week earlier promised. It shows character shows that... Full Review,Positive,0.3071759259259259,0.5240740740740741
+EyeCloud,"Used brilliant. Now totally useless. Despite email attached send password details, totally obsolete. What waste money, time effort.",Positive,0.05,0.4875
+EyeCloud,My doorbell connects I'm getting pictures app. There's folder. Just says alarm message,Neutral,0.0,0.0
+EyeCloud,"Will NOT send snapshot mobile device door pressed. Have followed registration procedure, door bell pressed, internal unit sounds, image?!?! CAN ANYONE HELP RESOLVE THIS ISSUE PLEASE.",Neutral,0.0,0.0
+EyeCloud,"It bind email address, save snapshot, I can't connect camera and I can't find kind way contacting support!! Really frustrating!!!",Positive,0.078125,0.9
+EyeCloud,nan,nan,nan,nan
+EyeCloud,The great works. But crashes least three times day.,Positive,0.25,0.575
+EyeCloud,"constantly crashes, camera useless without app, camera goes offline often, panning camera inconsistent, returning camera. Unless fixed soon! Galaxy s8 plus",Negative,-0.125,0.24444444444444446
+EyeCloud,Asked reset password work. Also emailed developer months ago still response matter.,Neutral,0.0,0.0
+EyeCloud,"My password stopped working, I can't even log damn thing, kind",Positive,0.6,0.9
+EyeCloud,Ask much information work can't get past password even putting new password work piece Kaka,Positive,0.02878787878787879,0.3015151515151515
+EyeEm - Camera & Photo Filter,Love app. Have sold photos. But would great directed where/ sold photos used for. Just matter interest. EE supplied info future? A user found sale tineye. User support would appreciated photographers DO sell,Positive,0.375,0.39375000000000004
+EyeEm - Camera & Photo Filter,This good challenge give oneself enhancing quality possible creating thought way shooting images.,Positive,0.35,0.8
+EyeEm - Camera & Photo Filter,This great! As frequent user feel sharpening done built editor little animation type rather actual good sharpening Insta has! But stop anyone using app!! I'd glad developers rectified this!,Positive,0.42291666666666666,0.5416666666666666
+EyeEm - Camera & Photo Filter,It's ok write comments send half words missing especially punctuation marks write long sentence punctuation marks in. Please fix frustrating.,Negative,-0.05277777777777778,0.5027777777777778
+EyeEm - Camera & Photo Filter,"Its absolutely amazing type different types works, opportunities Yes course way enjoy time",Positive,0.3333333333333333,0.6666666666666666
+EyeEm - Camera & Photo Filter,"The refuses post random, completely innocent, snippets sentences go photo, refuses let edit text in.",Neutral,0.0,0.6
+EyeEm - Camera & Photo Filter,I like muchhhhhh I doubts I know question,Neutral,0.0,0.0
+EyeEm - Camera & Photo Filter,nan,nan,nan,nan
+EyeEm - Camera & Photo Filter,"It's fantastic, it's not bad at all, I love this app .. for those who are starting, add me Darhyna H. #DaHaBLoodus",Positive,0.3125,0.5666666666666667
+EyeEm - Camera & Photo Filter,Fantastic reason support replying emails regarding payments bring sent June?,Positive,0.4,0.9
+EyeEm - Camera & Photo Filter,Awesome platform get photography seen photographers!,Positive,1.0,1.0
+EyeEm - Camera & Photo Filter,Does cost money takepart missions?,Neutral,0.0,0.0
+EyeEm - Camera & Photo Filter,Osm . Wow nice .. Mindblowing sell photos ...,Positive,0.35,1.0
+EyeEm - Camera & Photo Filter,It's useful me. Easy use. Good looking..,Positive,0.4777777777777778,0.47777777777777786
+EyeEm - Camera & Photo Filter,"Very sophisticated, enjoyable",Positive,0.575,0.8
+EyeEm - Camera & Photo Filter,Great photos nice community,Positive,0.7,0.875
+EyeEm - Camera & Photo Filter,Great photographers.,Positive,0.8,0.75
+EyeEm - Camera & Photo Filter,Awesome app❤,Positive,1.0,1.0
+EyeEm - Camera & Photo Filter,I.LIKE.IT.,Neutral,0.0,0.0
+EyeEm - Camera & Photo Filter,It good,Positive,0.7,0.6000000000000001
+EyeEm - Camera & Photo Filter,Very nice,Positive,0.78,1.0
+EyeEm - Camera & Photo Filter,Breathtaking,Positive,1.0,1.0
+EyeEm - Camera & Photo Filter,"A feature block person ""do show photos "" great avoid scanning tone selfies ""around you"" without blocking people know. Market rules still unclear. Web geotaging clumsy. Photo editor seriously improved Latest version becomes annoying eyeem checking every time I shoot picture",Negative,-0.02666666666666666,0.7233333333333333
+EyeEm - Camera & Photo Filter,If using sell photos trust work try get help team members helpful barley reply. It 5 weeks proper conversation members end able send money across people living UK load,Positive,0.25,0.3625
+EyeEm - Camera & Photo Filter,"The good editing photos wide range filters already set helpful. The competitions quite fun well majority photos submitted placed market. However way make lots money I sales, I perfectly understand I amateur photos always good. I would however fully recommend photo editing gain views.",Positive,0.3916666666666666,0.5083333333333334
+EyeEm - Camera & Photo Filter,Amazing photo editing tips tricks....but lately I able upload photos. Please solve problem,Positive,0.55,0.7625
+EyeEm - Camera & Photo Filter,So far smooth function easy navigate possibly sell photos encourages think outside box snapping photos. I would give 5 stars I'm still waiting market show movement :),Positive,0.2388888888888889,0.7305555555555555
+EyeEm - Camera & Photo Filter,"This nice great community. However, I uploaded photos month ago still review. I contacted support told wait longer. A little inefficient I may go elsewhere photos take long get approved. Update: photos long time. Some got premium. Learned repetitive photos type photo ex flowers makes able put market. So take certain photos warned. Lastly, I sold single photo despite trying get people's look buy stuff. Some say can't find getting images even though I've seen them. So idk worth hype. Eh really. Cool share photos sell. Nope stay far away go somewhere else.",Positive,0.17348901098901098,0.5021062271062271
+EyeEm - Camera & Photo Filter,Uploading photos never works quite frustrating. It goes 87 percent fails upload. Always.. Also seems euro centric,Negative,-0.3,0.43333333333333335
+EyeEm - Camera & Photo Filter,I waiting year photos premium getting single paise still really hurting bad,Negative,-0.19047619047619044,0.3603174603174603
+EyeEm - Camera & Photo Filter,It well thought of. If stop perpetually demand Property & Model Releases even applicable I'll give five stars.,Negative,-0.05,0.2
+EyeEm - Camera & Photo Filter,"Its 3-4 months still shows photos selected premium, I complain many times proper response EyeEm support, I unable get help , simply solve problem",Neutral,0.0,0.3642857142857143
+EyeEm - Camera & Photo Filter,"It's great community, sleek appearance, & good concept too. However, follow button doesn't... register I follow. The amount people I'm also following seem quite right either. :/",Positive,0.3071428571428571,0.5971428571428572
+EyeEm - Camera & Photo Filter,I like fact share pictures cuz I love taking pictures I consider amateur photographer thing little bit confusing,Negative,-0.059375,0.4375
+EyeEm - Camera & Photo Filter,After last update everything loading really really slow..,Negative,-0.15000000000000002,0.2333333333333333
+EyeEm - Camera & Photo Filter,"This PayPal payment method.for Bangladeshi photographer,this contain payment method",Neutral,0.0,0.0
+EyeEm - Camera & Photo Filter,This changed photography beautiful way. The content inspire,Positive,0.85,1.0
+EyeEm - Camera & Photo Filter,nan,nan,nan,nan
+EyeEm - Camera & Photo Filter,Perfect photographer anyone likes sharing moment others.,Positive,1.0,1.0
+EyeEm - Camera & Photo Filter,nan,nan,nan,nan
+EzCalculator,"Please add Time Calculation app, I enter time HH:MM:SS format perform addition & substraction.",Neutral,0.0,0.0
+EzCalculator,joss,Neutral,0.0,0.0
+EzCalculator,Very good,Positive,0.9099999999999999,0.7800000000000001
+EzCalculator,I tried all. This best. No ads. Displays input along side answer verify typed correct. Tons scientific functions. My suggestion maybe color scheme options. Love it!,Positive,0.8125,0.44999999999999996
+EzCalculator,"Cool calculator, I issue another reviewer finding fraction calculator.... 3rd image. I see fraction calculator, looks NOTHING like what's shown 3rd image. I actually like version better currently has. Or shown image there, I'm seeing it......",Positive,0.14166666666666666,0.27499999999999997
+EzCalculator,Too good I searching light weight calculator tried several others. Nothing worked satisfaction. This cool. Great job,Positive,0.45,0.54
+EzCalculator,"Get one, must! I've dwld EzCalculator ALL phones! It's great, ads, permissions free! It's easy use, great features need everyday small dwld size take much space ur phone! What would u want?! Get see urself, truly perfect little calculator! Thanks guys! :)",Positive,0.35558712121212116,0.6393939393939395
+EzCalculator,Does job well. Nothing nothing less. I always install new Android device!,Positive,0.0018939393939393923,0.2606060606060606
+EzCalculator,A good application but I have a financial calculator and it has all the advantages so I do not need this. Thanks for both applications.,Positive,0.3,0.26666666666666666
+EzCalculator,Where I find fraction mode display shown 3rd photo?,Neutral,0.0,0.0
+EzCalculator,Super! Great little calculator. Lovely design. The icon unit converter etc could bit polish that. Super!,Positive,0.38916666666666666,0.6666666666666666
+EzCalculator,So good would take 25 minutes 8 converting fractions took 38 secs!!!,Positive,1.0,0.6000000000000001
+EzCalculator,"Clever design Handy, easy use, recommended!",Positive,0.4361111111111111,0.8555555555555556
+EzCalculator,It's free!,Positive,0.5,0.8
+EzCalculator,Nice & advertisements!,Positive,0.75,1.0
+EzCalculator,The best ever I like,Positive,1.0,0.3
+EzCalculator,Love,Positive,0.5,0.6
+EzCalculator,Great,Positive,0.8,0.75
+EzCalculator,nan,nan,nan,nan
+EzCalculator,"Nice It's nice , I like it. But fraction calculation number seems overlapping. I hope next update fix it. And unit conversion also please put swapping button easily swap unit i.e. cm km km cm quickly.",Positive,0.3933333333333333,0.6666666666666667
+EzCalculator,"Wow amazing, finally calculator I recommend dad woodworking woodworkers cost $5-$10 ads, light power battery. Thank creating app.",Positive,0.275,0.8999999999999999
+EzCalculator,Simple powerful It may look simple small install size packs lots useful functions. Also dev responsive bug fixes request.,Positive,0.06999999999999999,0.4228571428571429
+EzCalculator,Hi Follow please,Neutral,0.0,0.0
+EzCalculator,Excellent Excellent,Positive,1.0,1.0
+EzCalculator,"Auto-rotate/tilt Thank much update! Problem solved, pun intended (get it?)!!",Positive,0.390625,0.2
+EzCalculator,Fraction calculator working I've updated fraction calculator says there's error stops working. Such pity! Uninstalled reinstalled got message. Please fix!,Negative,-0.078125,0.35
+EzCalculator,"Excellent Easy use. Regular calculator, fraction calculator, discount, tip, percentage etc. High quality No ads.",Positive,0.3983333333333333,0.6125641025641025
+EzCalculator,Can't believe Never seen incredible many many thanks,Positive,0.525,0.525
+EzCalculator,Where life? Awesome calculator,Positive,1.0,1.0
+EzCalculator,"Much better Can clear number time rather whole equation! Back was. Old saying goes 'if broke, fix it'",Positive,0.19,0.29666666666666663
+EzCalculator,Great calculator But needs additional functions added like option see x percent of. That option missing even though 3 related ones needed number I question. It good missing needed options deal fractions decimals,Positive,0.22000000000000003,0.37000000000000005
+EzCalculator,"Very useful Great, give everything need solve math problems like stuff like tips",Positive,0.595,0.375
+EzCalculator,Not trigonometry friendly First attempt calculate angle tangent ratio I got stuck inverse could found.,Positive,0.3125,0.41666666666666663
+EzCalculator,Updated Version Finally updated version clear wrong entry instead clear all.,Negative,-0.07499999999999998,0.6666666666666666
+EzCalculator,"Get this! Latest update removes ads, get better this.",Positive,0.5,0.7
+EzCalculator,nan,nan,nan,nan
+EzCalculator,Error Not able m+ function,Negative,-0.25,0.625
+EzCalculator,It's pretty good. But downside can't divide anything I've seen.,Positive,0.475,0.8
+EzCalculator,Crappy Not good,Negative,-0.35,0.6000000000000001
+EzCalculator,Fine trigonometry error..i cannot even tell sin30.,Positive,0.4166666666666667,0.5
+FBReader: Favorite Book Reader,"Most useful 5,4 mb ever. I used reading epub books 2 years now, tryed lot aps always return one. It miss pdf book compatibility :(",Positive,0.01666666666666668,0.5
+FBReader: Favorite Book Reader,"I read lot I've tried lots ebook phone, far best. I've using couple years I've problems all. It's customisable night mode uses little battery. I'll buy pro version I've got spare cash show appreciation, keep good work!",Positive,0.446875,0.6000000000000001
+FBReader: Favorite Book Reader,"The comes libraries pre-installed. Most I need / like. These pre-installed offerings probably also commercial fundraisers author. I want delete Gutenberg, anybody know delete libraries app? It also SUPER annoying times decides forget page position, even close app, merely switch different second.",Negative,-0.06666666666666668,0.4523809523809524
+FBReader: Favorite Book Reader,The tts plugin requires fixing far main app.... update years.,Positive,0.13333333333333333,0.6666666666666666
+FBReader: Favorite Book Reader,Too good free app. I read calibre library app.,Positive,0.55,0.7000000000000001
+FBReader: Favorite Book Reader,This best reader app. I've installed last 3 phones tablets I read nearly much I without it. Love too!,Positive,0.45625,0.29166666666666663
+FBReader: Favorite Book Reader,Good reading... I using 2 years...,Positive,0.7,0.6000000000000001
+FBReader: Favorite Book Reader,finger scanner set page next? way set gesture open table content?,Neutral,0.0,0.25
+FBReader: Favorite Book Reader,Horrible even open book,Negative,-0.5,0.75
+FBReader: Favorite Book Reader,Won't connect Calibre OPDS server https. Please fix,Neutral,0.0,0.0
+FBReader: Favorite Book Reader,Takes tooooo long load book:pdf epub,Negative,-0.05,0.4
+FBReader: Favorite Book Reader,Undoubtedly finest reader world..,Neutral,0.0,0.0
+FBReader: Favorite Book Reader,"I love reading, have I ever wanted.",Positive,0.5,0.6
+FBReader: Favorite Book Reader,The best ebook readers I tried.,Positive,1.0,0.3
+FBReader: Favorite Book Reader,"Lit app, convenient useful",Positive,0.3,0.0
+FBReader: Favorite Book Reader,This favorite app!,Positive,0.625,1.0
+FBReader: Favorite Book Reader,Superb,Positive,1.0,1.0
+FBReader: Favorite Book Reader,"There's annoying bug switching back, last read page disappears, even turning pages skipped, need force close fix this. Otherwise good give 5 stars fixed.",Negative,-1.6653345369377347e-17,0.3533333333333334
+FBReader: Favorite Book Reader,"The managed loose book I reading. Just disappeared list, reader started I installed it.",Negative,-0.07692307692307693,0.2692307692307692
+FBReader: Favorite Book Reader,"So far best Epub reader I've tried. It's perfect, I've yet successfully find better, props. I'm considering buying pro version near future.",Positive,0.4928571428571429,0.6107142857142858
+FBReader: Favorite Book Reader,nan,nan,nan,nan
+FBReader: Favorite Book Reader,There rtl support.... I hate tha .... It read right left languages like arabic persian.... Etc..... Otherwise good reading app.,Positive,0.0464285714285714,0.5089285714285714
+FBReader: Favorite Book Reader,"Apart minor ui gripes (and due modern phones lacking proper Back button), excellent. Afbee nicest reader there.",Positive,0.1708333333333333,0.32916666666666666
+FBReader: Favorite Book Reader,"The unobtrusive, therefore best, Android e-reading I've yet come across. One small suggestion: tapping book library ought open last page read rather taking info screen, probably want see once.",Positive,0.1875,0.31666666666666665
+FBReader: Favorite Book Reader,"nice general... find hard access options reading, sure tap get pop-up...",Positive,0.21458333333333335,0.7326388888888888
+FBReader: Favorite Book Reader,"I think amazing app, simple use. The issue I find us dictionary. I link dictionary data this. Developers got challenge.",Positive,0.30000000000000004,0.6285714285714286
+FBReader: Favorite Book Reader,Why can't I adjust brightness like waaaaaaaaaay older versions.... It's bright even night mode...,Positive,0.43333333333333335,0.5666666666666667
+FBReader: Favorite Book Reader,"Has things Kindle Reader lacks. I'm still using FBReader, HTC 10. Absolutely problems all.",Positive,0.2,0.9
+FBReader: Favorite Book Reader,"I used FBReader several years. With ASW3 files, generated table contents available chapters shown progress bar bottom screen. The Contents shows great Kindle PC Kindle Android, Calibre Ebook Reader.",Positive,0.4000000000000001,0.3833333333333333
+FBReader: Favorite Book Reader,"Great many useful plug-ins. I hardly notice ads, well done",Positive,0.32708333333333334,0.44791666666666663
+FBReader: Favorite Book Reader,"Simple better. The interface easy use, I quite meticulous clearing background apps, fact bookmarks left automatically Godsend.",Positive,0.23333333333333334,0.42261904761904767
+FBReader: Favorite Book Reader,"I hated app, I find books I looking for, Jacqueline Wilson Jeff Kinney. All I could find adult books. Personally, I recommend children.",Negative,-0.26666666666666666,0.43333333333333335
+FBReader: Favorite Book Reader,"Tried e-readers it. Best around, opinion.",Positive,1.0,0.3
+FBReader: Favorite Book Reader,"Very good reader I using years. Bought premium version support development, I pretty happy free version, though...",Positive,0.59,0.895
+FBReader: Favorite Book Reader,No vertical scroll. Do like page. Most natural digital reading.,Positive,0.19999999999999998,0.3
+FBReader: Favorite Book Reader,During reading constantly stops working properly.,Neutral,0.0,0.21666666666666667
+FBReader: Favorite Book Reader,How get load straight library bypassing introduction?,Positive,0.2,0.4
+FBReader: Favorite Book Reader,pdf supported,Neutral,0.0,0.0
+FBReader: Favorite Book Reader,One best reader I come across far.,Positive,0.55,0.65
+FBReader: Favorite Book Reader,"Really great, thanks! :)",Positive,0.5166666666666667,0.65
+FERZU - Furries Social Network,I think needs improvement. I like concept I seen another dating features allowing discussion broadly person person. I think good way build community. There lot bugs mobile version mobile. Half time I can't get local news feed connection error. I continue hope improvement.,Positive,0.14895833333333333,0.2697916666666667
+FERZU - Furries Social Network,"This really handy finding local furs area! ( Well ones looking partners anyway) but, I find useful cuz turns people I worked six flags turned furry! Nuts right? Just make sure art upload YOURS put picture caption permission use. These people VERY VERY VERY picky possible art theft. Other that. It's good is. Lol!",Positive,0.3595714285714286,0.5389603174603175
+FERZU - Furries Social Network,I would love rate higher but... The face pay wall see something like 50 people disappointing. I'd rather add something anything I actually see people. But real complaint,Negative,-0.059999999999999984,0.44000000000000006
+FERZU - Furries Social Network,works ok part.. Just bugs still like turn vibrate notification setting still vibrates every time get text lol notification hit news network. The concept however amazing! Ingenious perfect since live connections furs around world.,Positive,0.6143939393939394,0.7666666666666666
+FERZU - Furries Social Network,"overall pretty bland. Certainly better fur dating apps. Beware ""proper credit"" despite signature date artist completely visible. Photos taken otherwise someone. Wouldn't really recommend app.",Positive,0.1261904761904762,0.4333333333333334
+FERZU - Furries Social Network,"Needs improvement noticing cyberbully isnt. Just seems give person 2nd chance either. Great app, needs rules contract altered. But I enjoyed it. Oh yeah people get treat like dirt report them, get banned. You create better furry network",Positive,0.45,0.4875
+FERZU - Furries Social Network,"The great. It really neat feature helps findings local furries. The issue Ferzu community itself. Lots frustration whenever there's conflict. There's much moderation going on. It's really shame, really. Regardless, I'll recommend app, If able go hypocrisy simple feature meet locals.",Positive,0.26249999999999996,0.31651785714285713
+FERZU - Furries Social Network,You get banned reason. Been member nearly 2 years ban without even saying why. Wouldn't recommend.,Positive,0.1,0.4
+FERZU - Furries Social Network,So kinda well limiting. A filter options find new users area would nice. And lot members seem like talking. Which fine makes seem kinda useless. So yeah could better real furry dating site guess there's that.,Positive,0.2255050505050505,0.4924242424242425
+FERZU - Furries Social Network,"Well I like ap, I'm confused people. Either way works rather well times, seems disconnect often chat. Otherwise good, could better menu.",Positive,0.26666666666666666,0.6
+FERZU - Furries Social Network,nan,nan,nan,nan
+FERZU - Furries Social Network,Advertisements cover vast majority lower navigation bar rendering almost unusable. Multiple requests support issue gone ignored.,Neutral,0.0,0.5
+FERZU - Furries Social Network,Really awesome already met guy right made account ^w^ Buuuut trouble saying im online. It always seas disconnected. So need Google times send messages,Positive,0.3619047619047619,0.5785714285714285
+FERZU - Furries Social Network,The ad button annoying can't get profile anything unless close like 3 times get rid it. Could u please elsewhere? Thanks!,Negative,-0.275,0.55
+FERZU - Furries Social Network,It works really slow. You'll probably talk dozen lines move different chat sluggish.,Negative,-0.15000000000000002,0.5
+FERZU - Furries Social Network,"Reinstalled see changed. Somehow looks worse, functions worse, reasons beyond doesnt auto resize mobile screens. And also BS premium paywall. Avoid.",Negative,-0.4,0.6
+FERZU - Furries Social Network,"I can't login anymore, I keep getting emails come log back says account valid.. Which ridiculous since I wanted talk I get kicked underage 2 years ago admins said ever saw site underage would call cops me. So I stayed away age able appilication first place I date I wanted meet friends people instead I've met hate ridcule anyways meh I look elsewhere that's case...",Negative,-0.07666666666666667,0.5716666666666667
+FERZU - Furries Social Network,This hold rules another published violates Google store policy Apple Store policies. On top break several laws comes copyright also comes discrimination. Do people deserve money please request refund ever paid it. They ban account following rules hidden Tumblr page even though they're legal terms say completely opposite. Don't trust trust Developers I reached via email simply told unable anything I read Tumblr rules linked anywhere within site within terms service.,Positive,0.00416666666666668,0.2488095238095238
+FERZU - Furries Social Network,I would rate higher reason I blocked using it. It tell I life period time. Please tell users banned future people.,Positive,0.125,0.3125
+FERZU - Furries Social Network,"Over going well thing I can't stand adds block menu icons go profile,chats, furrs exstra......it needs addressed makes harder",Negative,-0.1,0.0
+FERZU - Furries Social Network,"Itz gud, I actually really enjoy believe upstanding quality. The problem pay view profiles",Positive,0.4,0.5
+FERZU - Furries Social Network,"Really liking Ferzu I get used going there. The adds it. It great getting touch local furs easily places I'm really getting it. Also, I'm glad push notifications. It's brilliant! Best furry social site I've seen easy navigate too.",Positive,0.45999999999999996,0.5183333333333333
+FERZU - Furries Social Network,Since G6 updated I open all. Even phone update buggy messenger honestly garbage.,Positive,0.3,0.7
+FERZU - Furries Social Network,"The majority people total keyboard warriors. Always trying change opinions anger world like typical adhd 20 year old. The childish behavior gets old. They think make friends thinking way others understand people different sides human life get along involve political agendas. ""oh gay must liberal!"" um hunny sorry. I love cars, guns, technology, video games much THAT much f . I'm stronger still - people like drive crazy. Welcome world self entitled children.",Positive,0.01588541666666668,0.4895833333333334
+FERZU - Furries Social Network,I harassed accused stealing art whole time I app. It's trash!,Positive,0.25,0.4
+FERZU - Furries Social Network,"Originally alright get realize ""popular"" members say whatever feel like fine anyone else says something admin disagrees get banned. Seen story many times come good people enjoy hate speech site allows aligns admin's view. Any attempt civil discussion quickly squashed underneath death threats people yelling tossing around hateful insults like candies. If furry looking good place represents community well look else where. If young old fur incredibly toxic tenancies place kind.",Positive,0.37884615384615383,0.6269230769230769
+FERZU - Furries Social Network,The super buggy needs fixed bugs see 10 first messages sent bugs get message sent please fix would greatly appreciated us ferzu,Positive,0.22083333333333333,0.325
+FERZU - Furries Social Network,I rate 5 stars. I decided I found problems I way meant I okay gonna keep 5 stars habe nice day.,Positive,0.55,0.75
+FERZU - Furries Social Network,"After latest update LG V30 Verizon, open. It stays splash screen eternally, sometimes black screen.",Positive,0.11111111111111112,0.611111111111111
+FERZU - Furries Social Network,They allow bully harassment users take action help report user picture bullying another member attacking opinions. Ferzu sends message saying break rules... 0 care members. And banned her. I trying contest gave Mr another warning defending email support I screen shots proof . Ferzu worst support team I'm reporting every social media site,Negative,-0.2888888888888889,0.3888888888888889
+FERZU - Furries Social Network,I barking wrong tree & ive success finding mate I honestly found useful :(,Negative,-0.010000000000000009,0.5599999999999999
+FERZU - Furries Social Network,I hate pay wall hit cause wanna say hello 10 people,Negative,-0.8,0.9
+FERZU - Furries Social Network,It works! The local online searches super handy :) far I've spoke 5 people I've really used 2days,Positive,0.2888888888888889,0.6277777777777778
+FERZU - Furries Social Network,"Well chat doesn't load new conversations shows day time, would sends message last person talked embarrassing",Positive,0.06818181818181818,0.2606060606060606
+FERZU - Furries Social Network,almost unusable ad covers features unless pay premium account.,Neutral,0.0,0.0
+FERZU - Furries Social Network,"If baby face, post photo app! I'm 19 years old, account got banned cause think I'm underage. I told I indeed 19 year old women. But good enough. I'm flustered write review.",Positive,0.22499999999999998,0.375
+FERZU - Furries Social Network,"Decent meeting furs. The Good: - It's Groiko app, contains features find associated website. - Clean interface pages - Nearby page updates device location The Bad: - Pages require loading, clicking newsfeed messages back newsfeed reloads feed, making lose place - No upload preview photos prior publishing site - Photos sometimes upload rotated orientations (possibly due Metadata tags device?) - Profile photo must uploaded gallery, cropping function photo. This worsened photo viewing limit, meaning may 2 versions photo, profile picture version full version, potentially wasting someone's free full-size photo viewings - Weird non-blanket hate speech policy (only specific groups protected hate speech, everyone site, despite ""safer space everyone""), fine unless susceptible negative reprocussions online harassment (lowered self-esteem, depression, suicidal thoughts, etc) All decent app. Hope gets improved!",Negative,-0.034259259259259246,0.6027777777777777
+FERZU - Furries Social Network,"Great fun people! A little hard navigate sometimes, though isnt make-or-break thing.",Positive,0.17395833333333333,0.4979166666666667
+FERZU - Furries Social Network,Boring total waste time speaks ya dont,Negative,-0.39999999999999997,0.5833333333333334
+FERZU - Furries Social Network,It's bad im trying login wont let login,Negative,-0.6999999999999998,0.6666666666666666
+"FIFA - Tournaments, Soccer News & Live Scores",Why guys published Fifa Points table Timely?,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores",This new updated closes Is opening,Positive,0.13636363636363635,0.45454545454545453
+"FIFA - Tournaments, Soccer News & Live Scores",When current country rankings updated app?,Neutral,0.0,0.4
+"FIFA - Tournaments, Soccer News & Live Scores",Should add live broadcasting,Positive,0.13636363636363635,0.5
+"FIFA - Tournaments, Soccer News & Live Scores",Can please add favourite players MESSI IS DA BEST⚽⚽⚽⚽⚽⚽⚽⚽⚽⚽,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores",I like football,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores",less! No end problems. No list times dates games wrong. As result I missed england game! I away traveling using main way keeping track. I may well called grandma daily update. She'd got right info teletext me!,Negative,-0.11408730158730157,0.3726190476190476
+"FIFA - Tournaments, Soccer News & Live Scores",The best FIFA funny watching live TV gives us much advance scores update viewing even thrilled exiciting. When notification rings either foul GOAL!!!,Positive,0.5172727272727272,0.54
+"FIFA - Tournaments, Soccer News & Live Scores","Uhhh... Where's brackets guy's? Some teams already advanced quarterfinals I can't see possible future match ups there's brackets. If I Google world cup standings first thing comes brackets, have. What gives.",Positive,0.1625,0.5145833333333334
+"FIFA - Tournaments, Soccer News & Live Scores",It's good many bugs. When watching video suddenly closes that's annoying load again. That's I give three stars.,Positive,0.09999999999999998,0.625
+"FIFA - Tournaments, Soccer News & Live Scores",nan,nan,nan,nan
+"FIFA - Tournaments, Soccer News & Live Scores",Over 3 minutes ahead TV broadcasts states. Also totally missed start time France/Uraguay wrong. Uninstalling advise install,Negative,-0.25,0.825
+"FIFA - Tournaments, Soccer News & Live Scores",It's great us football fans sometimes get see match! But notifications key updates live match much delayed! Please fix this! And would great flow chat fixtures would there!,Positive,0.48977272727272725,0.64
+"FIFA - Tournaments, Soccer News & Live Scores","Very Good app. useful football lovers. The 2018 wc also contains different league results ,news schedule. Also shows early lineup, high quality highlights live scores..",Positive,0.26772727272727276,0.45333333333333337
+"FIFA - Tournaments, Soccer News & Live Scores","What happened? I'm sure why, stopped working? It working well since World Cup began. It chooses fail suddenly?",Neutral,0.0,0.5629629629629629
+"FIFA - Tournaments, Soccer News & Live Scores",No easy way see club player plays. Got read stupid description figure out...,Negative,-0.5083333333333333,0.9166666666666667
+"FIFA - Tournaments, Soccer News & Live Scores",This giving error I really disappointed.. Fix days get 5 stars,Negative,-0.75,0.75
+"FIFA - Tournaments, Soccer News & Live Scores",I want see flow chart world cup... that... USELESS!,Negative,-0.625,0.2
+"FIFA - Tournaments, Soccer News & Live Scores","This proved useful keeping updated World Cup. When next World Cup comes around, I'll happy install too.",Positive,0.3666666666666667,0.3333333333333333
+"FIFA - Tournaments, Soccer News & Live Scores",Most popular game world push notifications absolute trash. They order heavily delayed - point Google faster intuitive.,Positive,0.14000000000000004,0.6399999999999999
+"FIFA - Tournaments, Soccer News & Live Scores","The best FIFA WORLD CUP Official App. I get notifications goal, yellow red card. And I'm happy I choose favourite team. My favourite team Brazil. Thanks make App. Not forgot",Positive,0.4,0.3
+"FIFA - Tournaments, Soccer News & Live Scores",Guys I would give 5 stars updated FIFA / Coca-Cola international teams ranking mentioned updated 19/07/2018 still nothing,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores","Google date, live viewing ads. For what? What waste.",Negative,-0.03181818181818183,0.25
+"FIFA - Tournaments, Soccer News & Live Scores","Good schedule much notifications, select No notifications settings continue send notifications everything, start game, notify, yellow card, notify, goal, notify, finish game, notify. I dont need notifications, enough. Stop. I watch game.",Negative,-0.04285714285714288,0.35714285714285715
+"FIFA - Tournaments, Soccer News & Live Scores",Just uninstalled piece garbage Fifa prepare basic thing ocasion... Should get red card disgrace... We need previous guy back lead fifa Platini and Blatter,Negative,-0.041666666666666664,0.07291666666666666
+"FIFA - Tournaments, Soccer News & Live Scores",No notification settings initial install. Initial settings applied tells scores even want know (because games freely available across globe). About well implemented VAR ;),Positive,0.1625,0.35
+"FIFA - Tournaments, Soccer News & Live Scores","24th July - STILL updates! This would pretty good updates men's rankings since 7th June! The ""next"" supposed 19th get act together! Needs maintained interest.",Positive,0.375,0.5333333333333333
+"FIFA - Tournaments, Soccer News & Live Scores",I think need live games.... ★★fifa live match★★..... plz make happen... plz plz plz,Positive,0.13636363636363635,0.5
+"FIFA - Tournaments, Soccer News & Live Scores",Summary scores constantly wrong completed matches. Midway Brazil-Belgium France-Uruguay scores shows 1-0. Only going match details show 2-0.,Negative,-0.25,0.95
+"FIFA - Tournaments, Soccer News & Live Scores",Moronic. It even final 16 grid table.,Neutral,0.0,1.0
+"FIFA - Tournaments, Soccer News & Live Scores",Absolutely love instant notifications get match happening. runs fluid provides seamless experience. Great.,Positive,0.27999999999999997,0.44333333333333336
+"FIFA - Tournaments, Soccer News & Live Scores",After new update allowing video options like settings full screen I go match highlights.,Positive,0.24318181818181817,0.5022727272727273
+"FIFA - Tournaments, Soccer News & Live Scores",This really cool can't watch World Cup live :(,Negative,-0.08787878787878789,0.7166666666666667
+"FIFA - Tournaments, Soccer News & Live Scores","Did decent job entire World Cup, I enjoyed functions like Man Match, always knowing teams matches mates get app. Thanks.",Positive,0.21666666666666667,0.5479166666666666
+"FIFA - Tournaments, Soccer News & Live Scores",Why suddenly malfunction match ? Reloading many time ?,Positive,0.25,0.5
+"FIFA - Tournaments, Soccer News & Live Scores",Cannot anymore. The keep telling I'm online surf internet,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores",For world cup good. No idea game quarters semi,Positive,0.14999999999999997,0.5
+"FIFA - Tournaments, Soccer News & Live Scores",I love Every morning wake watch highlights love get,Positive,0.5,0.6
+"FIFA - Tournaments, Soccer News & Live Scores",Was working ok recently main page keep saying ball shot message...,Positive,0.3333333333333333,0.41666666666666663
+"FIFA - Tournaments, Soccer News & Live Scores","Trash, ever heard Google assistant? Yeah instead ad hungry",Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores",Why guys published Fifa Points table Timely?,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores",This new updated closes Is opening,Positive,0.13636363636363635,0.45454545454545453
+"FIFA - Tournaments, Soccer News & Live Scores",When current country rankings updated app?,Neutral,0.0,0.4
+"FIFA - Tournaments, Soccer News & Live Scores",Should add live broadcasting,Positive,0.13636363636363635,0.5
+"FIFA - Tournaments, Soccer News & Live Scores",Can please add favourite players MESSI IS DA BEST⚽⚽⚽⚽⚽⚽⚽⚽⚽⚽,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores",I like football,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores",less! No end problems. No list times dates games wrong. As result I missed england game! I away traveling using main way keeping track. I may well called grandma daily update. She'd got right info teletext me!,Negative,-0.11408730158730157,0.3726190476190476
+"FIFA - Tournaments, Soccer News & Live Scores",The best FIFA funny watching live TV gives us much advance scores update viewing even thrilled exiciting. When notification rings either foul GOAL!!!,Positive,0.5172727272727272,0.54
+"FIFA - Tournaments, Soccer News & Live Scores","Uhhh... Where's brackets guy's? Some teams already advanced quarterfinals I can't see possible future match ups there's brackets. If I Google world cup standings first thing comes brackets, have. What gives.",Positive,0.1625,0.5145833333333334
+"FIFA - Tournaments, Soccer News & Live Scores",It's good many bugs. When watching video suddenly closes that's annoying load again. That's I give three stars.,Positive,0.09999999999999998,0.625
+"FIFA - Tournaments, Soccer News & Live Scores",nan,nan,nan,nan
+"FIFA - Tournaments, Soccer News & Live Scores",Over 3 minutes ahead TV broadcasts states. Also totally missed start time France/Uraguay wrong. Uninstalling advise install,Negative,-0.25,0.825
+"FIFA - Tournaments, Soccer News & Live Scores",It's great us football fans sometimes get see match! But notifications key updates live match much delayed! Please fix this! And would great flow chat fixtures would there!,Positive,0.48977272727272725,0.64
+"FIFA - Tournaments, Soccer News & Live Scores","Very Good app. useful football lovers. The 2018 wc also contains different league results ,news schedule. Also shows early lineup, high quality highlights live scores..",Positive,0.26772727272727276,0.45333333333333337
+"FIFA - Tournaments, Soccer News & Live Scores","What happened? I'm sure why, stopped working? It working well since World Cup began. It chooses fail suddenly?",Neutral,0.0,0.5629629629629629
+"FIFA - Tournaments, Soccer News & Live Scores",No easy way see club player plays. Got read stupid description figure out...,Negative,-0.5083333333333333,0.9166666666666667
+"FIFA - Tournaments, Soccer News & Live Scores",This giving error I really disappointed.. Fix days get 5 stars,Negative,-0.75,0.75
+"FIFA - Tournaments, Soccer News & Live Scores",I want see flow chart world cup... that... USELESS!,Negative,-0.625,0.2
+"FIFA - Tournaments, Soccer News & Live Scores","This proved useful keeping updated World Cup. When next World Cup comes around, I'll happy install too.",Positive,0.3666666666666667,0.3333333333333333
+"FIFA - Tournaments, Soccer News & Live Scores",Most popular game world push notifications absolute trash. They order heavily delayed - point Google faster intuitive.,Positive,0.14000000000000004,0.6399999999999999
+"FIFA - Tournaments, Soccer News & Live Scores","The best FIFA WORLD CUP Official App. I get notifications goal, yellow red card. And I'm happy I choose favourite team. My favourite team Brazil. Thanks make App. Not forgot",Positive,0.4,0.3
+"FIFA - Tournaments, Soccer News & Live Scores",Guys I would give 5 stars updated FIFA / Coca-Cola international teams ranking mentioned updated 19/07/2018 still nothing,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores","Google date, live viewing ads. For what? What waste.",Negative,-0.03181818181818183,0.25
+"FIFA - Tournaments, Soccer News & Live Scores","Good schedule much notifications, select No notifications settings continue send notifications everything, start game, notify, yellow card, notify, goal, notify, finish game, notify. I dont need notifications, enough. Stop. I watch game.",Negative,-0.04285714285714288,0.35714285714285715
+"FIFA - Tournaments, Soccer News & Live Scores",Just uninstalled piece garbage Fifa prepare basic thing ocasion... Should get red card disgrace... We need previous guy back lead fifa Platini and Blatter,Negative,-0.041666666666666664,0.07291666666666666
+"FIFA - Tournaments, Soccer News & Live Scores",No notification settings initial install. Initial settings applied tells scores even want know (because games freely available across globe). About well implemented VAR ;),Positive,0.1625,0.35
+"FIFA - Tournaments, Soccer News & Live Scores","24th July - STILL updates! This would pretty good updates men's rankings since 7th June! The ""next"" supposed 19th get act together! Needs maintained interest.",Positive,0.375,0.5333333333333333
+"FIFA - Tournaments, Soccer News & Live Scores",I think need live games.... ★★fifa live match★★..... plz make happen... plz plz plz,Positive,0.13636363636363635,0.5
+"FIFA - Tournaments, Soccer News & Live Scores",Summary scores constantly wrong completed matches. Midway Brazil-Belgium France-Uruguay scores shows 1-0. Only going match details show 2-0.,Negative,-0.25,0.95
+"FIFA - Tournaments, Soccer News & Live Scores",Moronic. It even final 16 grid table.,Neutral,0.0,1.0
+"FIFA - Tournaments, Soccer News & Live Scores",Absolutely love instant notifications get match happening. runs fluid provides seamless experience. Great.,Positive,0.27999999999999997,0.44333333333333336
+"FIFA - Tournaments, Soccer News & Live Scores",After new update allowing video options like settings full screen I go match highlights.,Positive,0.24318181818181817,0.5022727272727273
+"FIFA - Tournaments, Soccer News & Live Scores",This really cool can't watch World Cup live :(,Negative,-0.08787878787878789,0.7166666666666667
+"FIFA - Tournaments, Soccer News & Live Scores","Did decent job entire World Cup, I enjoyed functions like Man Match, always knowing teams matches mates get app. Thanks.",Positive,0.21666666666666667,0.5479166666666666
+"FIFA - Tournaments, Soccer News & Live Scores",Why suddenly malfunction match ? Reloading many time ?,Positive,0.25,0.5
+"FIFA - Tournaments, Soccer News & Live Scores",Cannot anymore. The keep telling I'm online surf internet,Neutral,0.0,0.0
+"FIFA - Tournaments, Soccer News & Live Scores",For world cup good. No idea game quarters semi,Positive,0.14999999999999997,0.5
+"FIFA - Tournaments, Soccer News & Live Scores",I love Every morning wake watch highlights love get,Positive,0.5,0.6
+"FIFA - Tournaments, Soccer News & Live Scores",Was working ok recently main page keep saying ball shot message...,Positive,0.3333333333333333,0.41666666666666663
+"FIFA - Tournaments, Soccer News & Live Scores","Trash, ever heard Google assistant? Yeah instead ad hungry",Neutral,0.0,0.0
+FINAL FANTASY BRAVE EXVIUS,"I usually spend month gacha games. They suck in, I put way much time them, I suddenly realize I'm getting nothing return. Exvius exception - I've playing year now. The story captivating, summoning mechanic difficult, there's generally good variety events. It's even confined play ffvi! I recommend final fantasy games anyone looking gacha depth usual",Positive,0.071875,0.6000000000000001
+FINAL FANTASY BRAVE EXVIUS,"Gameplay like old school rpg, good wont stop playing it. Really, though. They keep adding events, add heroes available such. Dont worry premium currency, easy get. You dont need buy it. But coutse ""payer"" advantage, excellent game",Positive,0.30416666666666664,0.5166666666666667
+FINAL FANTASY BRAVE EXVIUS,"The game fun mechanics good. But walking around towns places game gets slow... For game graphic style needs optimization. Also, find way store downloaded data storage please. When get fixed I gladly give 5 stars.",Positive,0.011111111111111084,0.4444444444444444
+FINAL FANTASY BRAVE EXVIUS,"Seems alright far, premium currency given generously rolls expensive give lots free rolls balances out. Digging star ocean anamnesis promotional event, I actually started playing ffexivus it. Would nice I could get SO chars I guess I can't get greedy. Pretty good gatcha game",Positive,0.14375,0.7
+FINAL FANTASY BRAVE EXVIUS,"Great game, full story, tonnes events actively developed. Free play takes bit longer get started bit grind time quite competitive. The game playable without spend, free play micro transactions done quite well :)",Positive,0.21875,0.625
+FINAL FANTASY BRAVE EXVIUS,Been playing two years love it. People leaving rubbish reviews dont enjoy luck based games. Ive played two year n spent like $10 total quite top tier units. Support pretty good too. Great game. From omnia player exvius player. Now,Positive,0.29444444444444445,0.577777777777778
+FINAL FANTASY BRAVE EXVIUS,nan,nan,nan,nan
+FINAL FANTASY BRAVE EXVIUS,"After new update, stupid difficult made obtain seven star unit, I'm deleting app. I playing now. Just got good units up. Not make harder get up, drop rates, stupidly low. How expect people get units get times they're lucky? Stupid update choice. I'm quitting.",Negative,-0.12878787878787878,0.6484848484848484
+FINAL FANTASY BRAVE EXVIUS,"U get utter trash summons. I step summon get 5 stars raegan, brother gets noctis cloud. I'm done game waste ur time.",Negative,-0.20000000000000004,0.4666666666666666
+FINAL FANTASY BRAVE EXVIUS,I've played since started. It impossible beat everything unless TMRs never get unless fork thousands dollars. Dont waste time one. Gatcha game max. Super low drop rates. Shameless scam.,Negative,-0.18666666666666668,0.4733333333333333
+FINAL FANTASY BRAVE EXVIUS,This newest update seems make sound crackle bit. Still dont cloud strife ;) I love game I played since launch. Highly recommended. WARNING: Playing eat time XD,Positive,0.182,0.588
+FINAL FANTASY BRAVE EXVIUS,"This game scam. The drop rates atrocious, bugs incredibly infested game. They rob expect pay poor copy paste job good Japanese game. The bundles way overpriced spend money make top 10 every event. This game joke. All gacha games awful worst. Avoid cost.",Negative,-0.21666666666666667,0.6
+FINAL FANTASY BRAVE EXVIUS,"This game awesome, favourite FF characters, some. Plenty crossover events keep things fresh. The problem game size. It's huge, currently pushing 2GB, big, would perfect",Positive,0.2375,0.5874999999999999
+FINAL FANTASY BRAVE EXVIUS,Brings favorite Final Fantasy characters together game good ol' sprite form. It's gotten better better past 2 years (finally got Cloud Squall),Positive,0.19374999999999998,0.65625
+FINAL FANTASY BRAVE EXVIUS,"Some issues bugs weekly maintenance sometimes, resolve send users compensation. Lot do, never say I'm caught up. Events limited equipment rotate biweekly keep players interested.",Positive,0.08928571428571429,0.3214285714285714
+FINAL FANTASY BRAVE EXVIUS,Quite simply can't get enough game! With minimal spending I managed get things I could hoped devs super point compensating bugs ands maintenance free rewards. More free giveaways I ever seen! Top notch game story!,Positive,0.11333333333333333,0.5523809523809524
+FINAL FANTASY BRAVE EXVIUS,nan,nan,nan,nan
+FINAL FANTASY BRAVE EXVIUS,"After year play I still love game much I started. They support game players anything could ask RPG. Gacha draws bit pricy pay, get lot free personally I see gachas way support great game, content get vast. I hope see game continue many years come.",Positive,0.07272727272727274,0.5227272727272727
+FINAL FANTASY BRAVE EXVIUS,"It's ok first, gets old quick. After gets work fun. I know games like usually kind grindy game becomes lot work little reward. It's also really repetitive. There's new events every week they're really 3 4 events different characters different stories.",Positive,0.1217074592074592,0.4336829836829836
+FINAL FANTASY BRAVE EXVIUS,"The game, concept, graphics amazing gets old quickly. The biggest issue promotion microtransactions. They occasion mispromote items units. An example would 100% 5*, spent weeks promoting release unveil $50 price tag attached ability game currency system Another example step-up summons. It also ~$50 using ingame buyable currency. In games ""fine print"" find make shifting scale obtaining promoted unit. Ie less popular units get 100% chance vs popular units get multiplier(note) x5 multiplier low chance still low chance effectively spending $50. The game stays popular pay people play game currency system floating FF title.",Positive,0.12395833333333336,0.49791666666666673
+FINAL FANTASY BRAVE EXVIUS,"The game general great. It simplifies old roots game. But execution, could little less tedious. Not fan .004% drop rates character I would like buy/use. I understand monetization. But gives little incentive pay X amount miniscule chance ever getting desire. If broke categories little made less ridiculous, This game would be, opinion (if mine matters) best game could possibly mobile device. Great game. Just wish easier players enjoy characters want.",Negative,-0.03048245614035086,0.5070175438596491
+FINAL FANTASY BRAVE EXVIUS,"7 star update worst thing happen game. Now instead relying ridiculously small chance possibly get unit want, 2-4x make unit relevant. The game give players enough resources own, especially pay win. The choices either spend ton money get left behind. Last patches shown developers care money gameplay users fun. I wish I could read Japanese jffbe seems appreciate user base much more.",Negative,-0.038235294117647055,0.5568627450980392
+FINAL FANTASY BRAVE EXVIUS,"I love game, gameplay amazing, always growing, simple user friendly UI animated limit bursts new units. They always give aways, anytime unscheduled maintenance due issue, give compensation. Customer phenomenal, everytime I contacted replied quickly politely. Nothing 5/5 across board opinion. Every game like FFBE strive done make users top priority.",Positive,0.18360881542699722,0.4987898465171192
+FINAL FANTASY BRAVE EXVIUS,"My keeps crashing choosing tutorial not, matter I choose. Please correct phone works totally fine. Thank",Positive,0.4166666666666667,0.5
+FINAL FANTASY BRAVE EXVIUS,"More 4.5 star, I going give 4 star minor ui annoyances I have. Otherwise, reminds lot older FF games I loved, mixed new collection type games. A lot options party abilities. Frequent special events means pay good progression, makes go lot faster.",Positive,0.29001924001924007,0.4454785954785954
+FINAL FANTASY BRAVE EXVIUS,"This game player friendly game, every event helping us become stronger. I request,could add Cloud FFVII Advent Children outfit & add Genesis Crisis Core please XD",Negative,-0.1416666666666667,0.43333333333333335
+FINAL FANTASY BRAVE EXVIUS,"A paradoxical game ever one. On hand, good story fun play. On hand, that's works, dev team far better breaking updating it. This time around, random session drops, broken scrolling menus, misaligned area tiles. Joy.",Positive,0.13749999999999996,0.47500000000000003
+FINAL FANTASY BRAVE EXVIUS,"Great, addicting game crammed full classic RPG play. Well designed characters variety elemental status attack defense options, tons equipment, seemingly endless quests. There always next goal reach, I spend WAY much time this. Character sprites well-drawn look like 16-bit versions themselves. All classic FF characters (minus 8, favorite) appear along many original ones look attack like original selves 16-bit glory. Fun addictive. Kudos.",Positive,0.20722222222222222,0.478888888888889
+FINAL FANTASY BRAVE EXVIUS,When really get game super fun. They give much free laps crazy. Haven't spend nothing got great 6 star units,Positive,0.1476190476190476,0.5595238095238095
+FINAL FANTASY BRAVE EXVIUS,STOP DOING MAINTENANCE AT THE END OF THE DAY. ONLY START MAINTENANCE WHEN THE DAY STARTS. CHANGE WHEN THE GAME'S DATE ROLLS OVER IF YOU'RE NOT GOING TO CHANGE WHEN YOU DO MAINTENANCE.,Negative,-0.2,0.7
+FINAL FANTASY BRAVE EXVIUS,"Update: I wrote game 'magnificent' I wrong, keep messing game none stop, I first started game summon rates fair, they're bad, even set ups bad... They 1 year behind original Japanese version game, translate copy paste, even bother fix patches release...",Negative,-0.12115384615384614,0.5782051282051283
+FINAL FANTASY BRAVE EXVIUS,It's great far. But really hard obtain weapons materials upgrade. Characters story bit hard access since access via menu scroll lot.,Positive,0.07916666666666668,0.7083333333333333
+FINAL FANTASY BRAVE EXVIUS,"This fun game, constant banner units make feel like wasting resources. Used 4 months savings single 5* banner units. Used 30% ticket, got off-banner. Gonna take break. You play long start hate",Negative,-0.17023809523809527,0.4079365079365079
+FINAL FANTASY BRAVE EXVIUS,"The main story would good enough keep entertained, top add new events pretty much every week... impossible stop playing!",Positive,0.1399621212121212,0.5734848484848485
+FINAL FANTASY BRAVE EXVIUS,Whales now. If $50 regularly waste slim chance getting unit want game you. Since thats price ff15 game actual production value ill spend money elsewhere thanks.,Negative,-0.21666666666666667,0.35000000000000003
+FINAL FANTASY BRAVE EXVIUS,I can't continue fulan pass stage? Always reject app. Please fix I continue playing FFBE. Thanks attention.,Positive,0.2,0.2
+FINAL FANTASY BRAVE EXVIUS,"After update, put advertisement.. They really need it?? Wohh really annoying adv put latest update.. Your guys may lost player.. Better put youtube generate side income, like mobile legend..",Positive,0.09999999999999998,0.625
+FINAL FANTASY BRAVE EXVIUS,"nice FF game, nice game. IF want play FFBE, DONT PLAY THIS FFBE. corp handle game GUMI. greddy one. Play JP version Instead. odds summoning 5 star base better there, lot good event too.",Positive,0.049999999999999975,0.6624999999999999
+FINAL FANTASY BRAVE EXVIUS,"Beautiful interface, RPG core. Beautiful graphics stay true original, interesting enough storyline. However, someone played single FF game before, confusing. The interface cluttered confusing, hard get help. Even hints presented confusing manner! I'm still rookie quests I much idea complete them. So I'm following main storyline. It seems interesting, maybe even good enough buy original games.",Positive,0.16142857142857142,0.5069642857142858
+FINAL FANTASY BRAVE EXVIUS,"Another ""wait energy recharge pay money keep playing"" game. Probably good financial bottom line Square Enid et al, makes playing damned tedious. I enjoyed FF years ago Nintendo. So three stars retro look only.",Positive,0.04999999999999999,0.6166666666666667
+FOSSIL Q: DESIGN YOUR DIAL,activity counter work,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,Please add dials.,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,Atmosphere,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,superb,Positive,1.0,1.0
+FOSSIL Q: DESIGN YOUR DIAL,"The watchface alright. I wish more. For now, Jamie Chung favorite",Positive,0.5,0.75
+FOSSIL Q: DESIGN YOUR DIAL,More customisable faces like adding personal pictures,Positive,0.25,0.4
+FOSSIL Q: DESIGN YOUR DIAL,work,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,Meh would better watch faces,Positive,0.5,0.5
+FOSSIL Q: DESIGN YOUR DIAL,useless,Negative,-0.5,0.2
+FOSSIL Q: DESIGN YOUR DIAL,Great looking designs perform smoothly Explorist. Also love new faces come update!,Positive,0.4676136363636364,0.5761363636363637
+FOSSIL Q: DESIGN YOUR DIAL,can't talk watch,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,install Smartwatch worth need customer help install help whatsoever without manual like,Positive,0.3,0.1
+FOSSIL Q: DESIGN YOUR DIAL,Thank bringing new watch faces every update.,Positive,0.13636363636363635,0.45454545454545453
+FOSSIL Q: DESIGN YOUR DIAL,N Ice,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,nice,Positive,0.6,1.0
+FOSSIL Q: DESIGN YOUR DIAL,Everyday I uninstall order watch faces available. I see benefit outweigh cons. Wish I could permanently away it.,Positive,0.1,0.5
+FOSSIL Q: DESIGN YOUR DIAL,Great watch faces wish,Positive,0.8,0.75
+FOSSIL Q: DESIGN YOUR DIAL,Forgets customised watch faces reboot,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,work,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,Don't work,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,Super,Positive,0.3333333333333333,0.6666666666666666
+FOSSIL Q: DESIGN YOUR DIAL,This work original fossil q founder. It removed watch faces made 'Q's.,Positive,0.375,0.75
+FOSSIL Q: DESIGN YOUR DIAL,Not compatible LG G5 I can't use!!!!,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,Same mk access logo showing select watch face,Neutral,0.0,0.125
+FOSSIL Q: DESIGN YOUR DIAL,excellent crash anytime go watch faces,Positive,1.0,1.0
+FOSSIL Q: DESIGN YOUR DIAL,forgets customised watch faces restart,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,which version ten run?,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,need,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,I like,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,Not bad,Positive,0.3499999999999999,0.6666666666666666
+FOSSIL Q: DESIGN YOUR DIAL,Hx,Neutral,0.0,0.0
+FOSSIL Q: DESIGN YOUR DIAL,watch awesome,Positive,1.0,1.0
+FOSSIL Q: DESIGN YOUR DIAL,Good,Positive,0.7,0.6000000000000001
+FOX,"Since last update keeps freezing, working closing. Please fix it. I love rating change I see problem solved",Positive,0.25,0.3333333333333333
+FOX,"The worst watch movies ever I used. It slow, get freez lot time start remember old days PCs 286s 386.",Negative,-0.39999999999999997,0.5333333333333333
+FOX,"It is very unstable. It takes a long time to open, it takes a long time to load any list of videos, it automatically shows you the next video once you finish one. It lacks a lot of optimization, it is terrible, but it is very bad, so they charge you $ 199 per month for having it? Better pay Netflix, it's multy platform, cheaper the content is better.",Negative,-0.08999999999999998,0.4962962962962963
+FOX,"It works perfectly, but the movie selection leaves a lot to be desired. Apart it is much more expensive than others that have better variety. And there are the Fox sport",Positive,0.375,0.675
+FOX,"From bad to worse, after the last update I can already stream, start for 5 seconds then turn off my computer, this is only with your since I use as HBO the streaming is done well transmits without problem on my tv.",Negative,-0.27499999999999997,0.5833333333333333
+FOX,"The first 2 months were good. After the live events, half of the screen was blurred when making the TV, what is more annoying is that you pay a premium service, they show you videos of advertising. And there is a way to jump them.",Positive,0.10328282828282831,0.5
+FOX,Needs lot work navigation control stops lot. Viewed stay continue watching. WAY many crashes needs reboot. Keep working!,Positive,0.625,0.5
+FOX,"It takes time properly buffer live content despite fact might active account pay per view active validated, also big issues NAT2 networks.",Negative,-0.026060606060606062,0.38
+FOX,"Crashes time, works seamless chromecast always try twice watch anything",Positive,0.1,0.1
+FOX,O is very good and in full state of functionality. It has improved more and more in recent months. Very good. I recommend everyone who can.,Positive,0.5283333333333333,0.56
+FOX,"Very few options, great shows like met mother are not even available. Even family guy only has 7 episodes Bad interface. Very confusing and missing filters",Negative,-0.049999999999999975,0.5023809523809524
+FOX,They have improved enough just need to appear on more smart TV's.,Positive,0.2380952380952381,0.5476190476190476
+FOX,"It does not transfer streaming in full screen to smart TV, it consumes a lot of battery.",Positive,0.28214285714285714,0.5964285714285715
+FOX,It freezes image sent tv supporting Android TV. This sucks,Negative,-0.024999999999999994,0.275
+FOX,"Catch all Chromecast mostly, next episode does not play automatically, each episode needs to re-select audio and caption settings.",Neutral,0.0,0.0
+FOX,It doesn'' T work. It does not reproduce anything. All mark error can be used.,Neutral,0.0,0.0
+FOX,"Your suffers sometimes frozen aspects got out. What I really would like, opportunity subtitles English.",Negative,-0.13333333333333333,0.3
+FOX,"They should put the Xbox One application back. That's where I saw FOX Play, now it's foolish to pay for the subscription.",Neutral,0.0,0.0
+FOX,"Updated, and stopped working. Says I need to check TV subscription. Very poor update",Negative,-0.52,0.78
+FOX,"Super slow, very good content but it is exasperating how slow this application is",Positive,0.16083333333333327,0.5616666666666666
+FOX,"Everything is fine, but it would be better with the purpose of casting",Positive,0.45833333333333337,0.5
+FOX,"It does not run on most devices; and, in doing so, it is interrupted constantly ...",Positive,0.25,0.41666666666666663
+FOX,Good app. A little bit heavy load good overall!,Positive,0.20249999999999999,0.44000000000000006
+FOX,"few options, nor can it download episodes",Negative,-0.2,0.1
+FOX,I'm root user I can't,Neutral,0.0,0.0
+FOX,Don't like I like,Neutral,0.0,0.0
+FOX,"Very good application, no problem",Positive,0.9099999999999999,0.7800000000000001
+FOX,the seasons of the simpsons?,Neutral,0.0,0.0
+FOX,Excellent I love it.,Positive,0.75,0.8
+FOX,Getting better!!,Positive,0.78125,0.5
+FOX,403 MB? Really?,Positive,0.2,0.2
+FOX,Excellent application,Positive,1.0,1.0
+FOX,Is slow,Negative,-0.30000000000000004,0.39999999999999997
+FOX,Fails constantly,Negative,-0.25,0.31666666666666665
+FOX,It's awesome!,Positive,1.0,1.0
+FOX,nan,nan,nan,nan
+FOX,nice,Positive,0.6,1.0
+FOX,I love,Positive,0.5,0.6
+FOX,Nice,Positive,0.6,1.0
+FOX,Good,Positive,0.7,0.6000000000000001
+FOX,"Since last update keeps freezing, working closing. Please fix it. I love rating change I see problem solved",Positive,0.25,0.3333333333333333
+FOX,"The worst watch movies ever I used. It slow, get freez lot time start remember old days PCs 286s 386.",Negative,-0.39999999999999997,0.5333333333333333
+FOX,"It is very unstable. It takes a long time to open, it takes a long time to load any list of videos, it automatically shows you the next video once you finish one. It lacks a lot of optimization, it is terrible, but it is very bad, so they charge you $ 199 per month for having it? Better pay Netflix, it's multy platform, cheaper the content is better.",Negative,-0.08999999999999998,0.4962962962962963
+FOX,"It works perfectly, but the movie selection leaves a lot to be desired. Apart it is much more expensive than others that have better variety. And there are the Fox sport",Positive,0.375,0.675
+FOX,"From bad to worse, after the last update I can already stream, start for 5 seconds then turn off my computer, this is only with your since I use as HBO the streaming is done well transmits without problem on my tv.",Negative,-0.27499999999999997,0.5833333333333333
+FOX,"The first 2 months were good. After the live events, half of the screen was blurred when making the TV, what is more annoying is that you pay a premium service, they show you videos of advertising. And there is a way to jump them.",Positive,0.10328282828282831,0.5
+FOX,Needs lot work navigation control stops lot. Viewed stay continue watching. WAY many crashes needs reboot. Keep working!,Positive,0.625,0.5
+FOX,"It takes time properly buffer live content despite fact might active account pay per view active validated, also big issues NAT2 networks.",Negative,-0.026060606060606062,0.38
+FOX,"Crashes time, works seamless chromecast always try twice watch anything",Positive,0.1,0.1
+FOX,O is very good and in full state of functionality. It has improved more and more in recent months. Very good. I recommend everyone who can.,Positive,0.5283333333333333,0.56
+FOX,"Very few options, great shows like met mother are not even available. Even family guy only has 7 episodes Bad interface. Very confusing and missing filters",Negative,-0.049999999999999975,0.5023809523809524
+FOX,They have improved enough just need to appear on more smart TV's.,Positive,0.2380952380952381,0.5476190476190476
+FOX,"It does not transfer streaming in full screen to smart TV, it consumes a lot of battery.",Positive,0.28214285714285714,0.5964285714285715
+FOX,It freezes image sent tv supporting Android TV. This sucks,Negative,-0.024999999999999994,0.275
+FOX,"Catch all Chromecast mostly, next episode does not play automatically, each episode needs to re-select audio and caption settings.",Neutral,0.0,0.0
+FOX,It doesn'' T work. It does not reproduce anything. All mark error can be used.,Neutral,0.0,0.0
+FOX,"Your suffers sometimes frozen aspects got out. What I really would like, opportunity subtitles English.",Negative,-0.13333333333333333,0.3
+FOX,"They should put the Xbox One application back. That's where I saw FOX Play, now it's foolish to pay for the subscription.",Neutral,0.0,0.0
+FOX,"Updated, and stopped working. Says I need to check TV subscription. Very poor update",Negative,-0.52,0.78
+FOX,"Super slow, very good content but it is exasperating how slow this application is",Positive,0.16083333333333327,0.5616666666666666
+FOX,"Everything is fine, but it would be better with the purpose of casting",Positive,0.45833333333333337,0.5
+FOX,"It does not run on most devices; and, in doing so, it is interrupted constantly ...",Positive,0.25,0.41666666666666663
+FOX,Good app. A little bit heavy load good overall!,Positive,0.20249999999999999,0.44000000000000006
+FOX,"few options, nor can it download episodes",Negative,-0.2,0.1
+FOX,I'm root user I can't,Neutral,0.0,0.0
+FOX,Don't like I like,Neutral,0.0,0.0
+FOX,"Very good application, no problem",Positive,0.9099999999999999,0.7800000000000001
+FOX,the seasons of the simpsons?,Neutral,0.0,0.0
+FOX,Excellent I love it.,Positive,0.75,0.8
+FOX,Getting better!!,Positive,0.78125,0.5
+FOX,403 MB? Really?,Positive,0.2,0.2
+FOX,Excellent application,Positive,1.0,1.0
+FOX,Is slow,Negative,-0.30000000000000004,0.39999999999999997
+FOX,Fails constantly,Negative,-0.25,0.31666666666666665
+FOX,It's awesome!,Positive,1.0,1.0
+FOX,nan,nan,nan,nan
+FOX,nice,Positive,0.6,1.0
+FOX,I love,Positive,0.5,0.6
+FOX,Nice,Positive,0.6,1.0
+FOX,Good,Positive,0.7,0.6000000000000001
+FOX NOW - On Demand & Live TV,"Can't get past home screen. Would nice option pay monthly cable/satellite provider. 7/31/18 I want give money monthly subscription access, take it. I home cable. So, TAKE MY FRIGGIN MONEY!!!!!!",Positive,0.375,0.625
+FOX NOW - On Demand & Live TV,"I think great way watch shows missed feel like watching again, find shows want home page too.",Positive,0.8,0.75
+FOX NOW - On Demand & Live TV,"Works fine, UI worse similar apps. The worst thing rewinding triggers ads. All. The. Time.",Negative,-0.24583333333333335,0.625
+FOX NOW - On Demand & Live TV,Barely worked 1 time 15 tries. Fox pull start scratch. Note 8,Negative,-0.025,0.25
+FOX NOW - On Demand & Live TV,At first install work I waited HONEY THAT POSE SHOW I WATCHED WAS WELL WORTH THE WAIT I DON'T KNOW HOW LONG THIS WILL WORK FOR ME BUT RIGHT NOW IT'S ALLLLL GOOOOOD!!!!!,Positive,0.3429827008928571,0.34226190476190477
+FOX NOW - On Demand & Live TV,Chromecasting difficult since changed ad setup. Now prompt ad format want Chromecast every 5 times I things right order.,Negative,-0.10714285714285715,0.7678571428571428
+FOX NOW - On Demand & Live TV,Doesn't work,Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,I got nothing blank screen,Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,Good demand?,Positive,0.7,0.6000000000000001
+FOX NOW - On Demand & Live TV,Nice sign,Positive,0.6,1.0
+FOX NOW - On Demand & Live TV,Sucks,Negative,-0.3,0.3
+FOX NOW - On Demand & Live TV,Sucks,Negative,-0.3,0.3
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,**Update** Yet another glitch app. Can't cast?!? I problems network casting. Why can't guys get things right? **Update** 20 days later & still black screen. Will ever work? Open nothing black screen days now! Great update Fox...you really know fix app!,Positive,0.13724489795918368,0.407482993197279
+FOX NOW - On Demand & Live TV,"Was great recently! The starts show kicks out. It program i.e. discovery, fx, Fox now. Plus new layout stinks. Keep simple guys: recent shows, dates aired, older episodes.",Positive,0.07537878787878788,0.4493777056277057
+FOX NOW - On Demand & Live TV,"I got watch 2018 World Cup, crashes (unnecessary) intro 50% time I even get main menu. If I manager get menu, works fine. But overall, I'm disappointed frustrated.",Negative,-0.2111111111111111,0.44722222222222224
+FOX NOW - On Demand & Live TV,I get I get stuck stupid page I can't get of. Fox really messed making app. All I want watch free Simpsons episode live happy life!.,Positive,0.1872727272727273,0.7
+FOX NOW - On Demand & Live TV,"I watched 10 shows 2 times I able ""restart"". I wait hour watch live again. Make sure time work properly live.",Positive,0.3181818181818181,0.6284722222222222
+FOX NOW - On Demand & Live TV,"This worst watch show with. It's CONSTANTLY freezing staying over. Even better, remember watching unless give away info creating account. I good apps. And episodes even load. Th... Full Review",Positive,0.10999999999999999,0.5966666666666667
+FOX NOW - On Demand & Live TV,"This awful. If answer text check something phone,forget it, run back getting back takes power. The picture quality 80s.",Negative,-0.3333333333333333,0.3333333333333333
+FOX NOW - On Demand & Live TV,"I spent 4 hours trying watch 2 48 minute episodes ""The Gifted"". Cant connect Fox Now server error constantly. Cannot give 1 star. And yes tried troubleshooting suggestions.",Positive,0.13333333333333333,0.4777777777777778
+FOX NOW - On Demand & Live TV,"EVERY TIME I OPEN freezes, doesnt let search ANYTHING. When work, it'll freeze ""commercial breaks"" something needs done it! This would AMAZING.",Positive,0.20000000000000004,0.4666666666666666
+FOX NOW - On Demand & Live TV,My nephew thought free asked tv provider somehow connected xfinity want pay abd even say much. Aggravated,Positive,0.30000000000000004,0.5
+FOX NOW - On Demand & Live TV,I uninstall reinstall many times count. Inevitably week longer makes loading stage goes black freezes. Over it.,Positive,0.11111111111111112,0.6444444444444445
+FOX NOW - On Demand & Live TV,This buggiest I ever used. Crashed times I count. Also slow unresponsive compared streaming apps.,Negative,-0.30000000000000004,0.39999999999999997
+FOX NOW - On Demand & Live TV,"I tried watch several movies everyone said programing package. Maybe post something saying viewable with... otherwise unusable. There's hundred fighting space, I'll those.",Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,I personally love way many ads! You watch like five minutes show four adds. It's really annoying. Once get get pass skip adds hour sign TV provider.,Positive,0.10833333333333332,0.6666666666666666
+FOX NOW - On Demand & Live TV,Terrible app. After letting watch episode started sputtering tablet. Never downloading anything Fox ever again.,Negative,-1.0,1.0
+FOX NOW - On Demand & Live TV,If network shows I trying watch I would never put usage stress carries. They'd like make think signed cable subscription easier nope. You get better access already paying ... Full Review,Positive,0.425,0.525
+FOX NOW - On Demand & Live TV,"I even app. Whenever I tried open it, I bombarded error messages kept popping up. I reset phone stop error messages every second. Even multiple updates still fails. I followed trouble shooting instructions stil... Full Review",Negative,-0.05833333333333333,0.25833333333333336
+FOX NOW - On Demand & Live TV,Frequently freezes ads. I back restart find I missed significant amount content running live show frozen. I uninstalling world cup over.,Positive,0.15284090909090908,0.41875
+FOX NOW - On Demand & Live TV,"This tries hard look ""good"" intuitive all. Where settings menu? Why I disable notifications. I hate soccer, I notified World Cup?",Negative,-0.1229166666666667,0.6104166666666667
+FOX NOW - On Demand & Live TV,So I wondering u add seasons make preview pass lot longer! If u agree feedback please answer back,Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,"Kinda annoyed bc fox works better one. Shouldnt set same?? This doesnt allow login facebook all! Also, theres option tv provider account watch show either! Its frustrating bc make account limited use.. a... Full Review",Negative,-0.0035714285714285774,0.5029761904761906
+FOX NOW - On Demand & Live TV,"Every time try watch freezes. I want watch Lucifer Lethal Weapon bad cant cause never works. If (rarely) get play phone wifes( s8+ iphone x, phones) try cast sits loading icon circles fo... Full Review",Negative,-0.016666666666666625,0.7055555555555556
+FOX NOW - On Demand & Live TV,"Just downloaded casting crome cast device, cast icon screen so. I cast mirroring screen, drains battery way much. For reason, I gave 3. Other TV I cast icon. Using Moto g5 plus Nougat 7.0 Hel... Full Review",Positive,0.14166666666666666,0.375
+FOX NOW - On Demand & Live TV,I got could legitimately watch original X Files without using torrents. I love far. Yes ads I complaining all. It makes feel like I back time watching The X Files regular tv. I love it! Watching Samsung Galaxy Tab s3,Positive,0.26666666666666666,0.5044871794871796
+FOX NOW - On Demand & Live TV,Why sign dumb says skip exits I want change give us free movies,Positive,0.012500000000000011,0.65
+FOX NOW - On Demand & Live TV,"It crashed Nvidia Shield, phone well. No live TV Shield. When try cast phone crashes time. Worst play store.",Negative,-0.5340909090909091,0.75
+FOX NOW - On Demand & Live TV,Not reliable Casting! So frustrating. 1 10 chances actually starts video. The rest endless spinning loading indicator.,Negative,-0.17500000000000002,0.5833333333333334
+FOX NOW - On Demand & Live TV,"Can't get past home screen. Would nice option pay monthly cable/satellite provider. 7/31/18 I want give money monthly subscription access, take it. I home cable. So, TAKE MY FRIGGIN MONEY!!!!!!",Positive,0.375,0.625
+FOX NOW - On Demand & Live TV,"I think great way watch shows missed feel like watching again, find shows want home page too.",Positive,0.8,0.75
+FOX NOW - On Demand & Live TV,"Works fine, UI worse similar apps. The worst thing rewinding triggers ads. All. The. Time.",Negative,-0.24583333333333335,0.625
+FOX NOW - On Demand & Live TV,Barely worked 1 time 15 tries. Fox pull start scratch. Note 8,Negative,-0.025,0.25
+FOX NOW - On Demand & Live TV,At first install work I waited HONEY THAT POSE SHOW I WATCHED WAS WELL WORTH THE WAIT I DON'T KNOW HOW LONG THIS WILL WORK FOR ME BUT RIGHT NOW IT'S ALLLLL GOOOOOD!!!!!,Positive,0.3429827008928571,0.34226190476190477
+FOX NOW - On Demand & Live TV,Chromecasting difficult since changed ad setup. Now prompt ad format want Chromecast every 5 times I things right order.,Negative,-0.10714285714285715,0.7678571428571428
+FOX NOW - On Demand & Live TV,Doesn't work,Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,I got nothing blank screen,Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,Good demand?,Positive,0.7,0.6000000000000001
+FOX NOW - On Demand & Live TV,Nice sign,Positive,0.6,1.0
+FOX NOW - On Demand & Live TV,Sucks,Negative,-0.3,0.3
+FOX NOW - On Demand & Live TV,Sucks,Negative,-0.3,0.3
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,**Update** Yet another glitch app. Can't cast?!? I problems network casting. Why can't guys get things right? **Update** 20 days later & still black screen. Will ever work? Open nothing black screen days now! Great update Fox...you really know fix app!,Positive,0.13724489795918368,0.407482993197279
+FOX NOW - On Demand & Live TV,"Was great recently! The starts show kicks out. It program i.e. discovery, fx, Fox now. Plus new layout stinks. Keep simple guys: recent shows, dates aired, older episodes.",Positive,0.07537878787878788,0.4493777056277057
+FOX NOW - On Demand & Live TV,"I got watch 2018 World Cup, crashes (unnecessary) intro 50% time I even get main menu. If I manager get menu, works fine. But overall, I'm disappointed frustrated.",Negative,-0.2111111111111111,0.44722222222222224
+FOX NOW - On Demand & Live TV,I get I get stuck stupid page I can't get of. Fox really messed making app. All I want watch free Simpsons episode live happy life!.,Positive,0.1872727272727273,0.7
+FOX NOW - On Demand & Live TV,"I watched 10 shows 2 times I able ""restart"". I wait hour watch live again. Make sure time work properly live.",Positive,0.3181818181818181,0.6284722222222222
+FOX NOW - On Demand & Live TV,"This worst watch show with. It's CONSTANTLY freezing staying over. Even better, remember watching unless give away info creating account. I good apps. And episodes even load. Th... Full Review",Positive,0.10999999999999999,0.5966666666666667
+FOX NOW - On Demand & Live TV,"This awful. If answer text check something phone,forget it, run back getting back takes power. The picture quality 80s.",Negative,-0.3333333333333333,0.3333333333333333
+FOX NOW - On Demand & Live TV,"I spent 4 hours trying watch 2 48 minute episodes ""The Gifted"". Cant connect Fox Now server error constantly. Cannot give 1 star. And yes tried troubleshooting suggestions.",Positive,0.13333333333333333,0.4777777777777778
+FOX NOW - On Demand & Live TV,"EVERY TIME I OPEN freezes, doesnt let search ANYTHING. When work, it'll freeze ""commercial breaks"" something needs done it! This would AMAZING.",Positive,0.20000000000000004,0.4666666666666666
+FOX NOW - On Demand & Live TV,My nephew thought free asked tv provider somehow connected xfinity want pay abd even say much. Aggravated,Positive,0.30000000000000004,0.5
+FOX NOW - On Demand & Live TV,I uninstall reinstall many times count. Inevitably week longer makes loading stage goes black freezes. Over it.,Positive,0.11111111111111112,0.6444444444444445
+FOX NOW - On Demand & Live TV,This buggiest I ever used. Crashed times I count. Also slow unresponsive compared streaming apps.,Negative,-0.30000000000000004,0.39999999999999997
+FOX NOW - On Demand & Live TV,"I tried watch several movies everyone said programing package. Maybe post something saying viewable with... otherwise unusable. There's hundred fighting space, I'll those.",Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,I personally love way many ads! You watch like five minutes show four adds. It's really annoying. Once get get pass skip adds hour sign TV provider.,Positive,0.10833333333333332,0.6666666666666666
+FOX NOW - On Demand & Live TV,Terrible app. After letting watch episode started sputtering tablet. Never downloading anything Fox ever again.,Negative,-1.0,1.0
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,"I even app. Whenever I tried open it, I bombarded error messages kept popping up. I reset phone stop error messages every second. Even multiple updates still fails. I followed trouble shooting instructions stil... Full Review",Negative,-0.05833333333333333,0.25833333333333336
+FOX NOW - On Demand & Live TV,Frequently freezes ads. I back restart find I missed significant amount content running live show frozen. I uninstalling world cup over.,Positive,0.15284090909090908,0.41875
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,So I wondering u add seasons make preview pass lot longer! If u agree feedback please answer back,Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,"Every time try watch freezes. I want watch Lucifer Lethal Weapon bad cant cause never works. If (rarely) get play phone wifes( s8+ iphone x, phones) try cast sits loading icon circles fo... Full Review",Negative,-0.016666666666666625,0.7055555555555556
+FOX NOW - On Demand & Live TV,"Just downloaded casting crome cast device, cast icon screen so. I cast mirroring screen, drains battery way much. For reason, I gave 3. Other TV I cast icon. Using Moto g5 plus Nougat 7.0 Hel... Full Review",Positive,0.14166666666666666,0.375
+FOX NOW - On Demand & Live TV,I got could legitimately watch original X Files without using torrents. I love far. Yes ads I complaining all. It makes feel like I back time watching The X Files regular tv. I love it! Watching Samsung Galaxy Tab s3,Positive,0.26666666666666666,0.5044871794871796
+FOX NOW - On Demand & Live TV,Why sign dumb says skip exits I want change give us free movies,Positive,0.012500000000000011,0.65
+FOX NOW - On Demand & Live TV,"It crashed Nvidia Shield, phone well. No live TV Shield. When try cast phone crashes time. Worst play store.",Negative,-0.5340909090909091,0.75
+FOX NOW - On Demand & Live TV,Not reliable Casting! So frustrating. 1 10 chances actually starts video. The rest endless spinning loading indicator.,Negative,-0.17500000000000002,0.5833333333333334
+FOX NOW - On Demand & Live TV,"Can't get past home screen. Would nice option pay monthly cable/satellite provider. 7/31/18 I want give money monthly subscription access, take it. I home cable. So, TAKE MY FRIGGIN MONEY!!!!!!",Positive,0.375,0.625
+FOX NOW - On Demand & Live TV,"I think great way watch shows missed feel like watching again, find shows want home page too.",Positive,0.8,0.75
+FOX NOW - On Demand & Live TV,"Works fine, UI worse similar apps. The worst thing rewinding triggers ads. All. The. Time.",Negative,-0.24583333333333335,0.625
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,At first install work I waited HONEY THAT POSE SHOW I WATCHED WAS WELL WORTH THE WAIT I DON'T KNOW HOW LONG THIS WILL WORK FOR ME BUT RIGHT NOW IT'S ALLLLL GOOOOOD!!!!!,Positive,0.3429827008928571,0.34226190476190477
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,Doesn't work,Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,I got nothing blank screen,Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,Good demand?,Positive,0.7,0.6000000000000001
+FOX NOW - On Demand & Live TV,Nice sign,Positive,0.6,1.0
+FOX NOW - On Demand & Live TV,Sucks,Negative,-0.3,0.3
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,nan,nan,nan,nan
+FOX NOW - On Demand & Live TV,"Was great recently! The starts show kicks out. It program i.e. discovery, fx, Fox now. Plus new layout stinks. Keep simple guys: recent shows, dates aired, older episodes.",Positive,0.07537878787878788,0.4493777056277057
+FOX NOW - On Demand & Live TV,"I got watch 2018 World Cup, crashes (unnecessary) intro 50% time I even get main menu. If I manager get menu, works fine. But overall, I'm disappointed frustrated.",Negative,-0.2111111111111111,0.44722222222222224
+FOX NOW - On Demand & Live TV,I get I get stuck stupid page I can't get of. Fox really messed making app. All I want watch free Simpsons episode live happy life!.,Positive,0.1872727272727273,0.7
+FOX NOW - On Demand & Live TV,"I watched 10 shows 2 times I able ""restart"". I wait hour watch live again. Make sure time work properly live.",Positive,0.3181818181818181,0.6284722222222222
+FOX NOW - On Demand & Live TV,"This worst watch show with. It's CONSTANTLY freezing staying over. Even better, remember watching unless give away info creating account. I good apps. And episodes even load. Th... Full Review",Positive,0.10999999999999999,0.5966666666666667
+FOX NOW - On Demand & Live TV,"This awful. If answer text check something phone,forget it, run back getting back takes power. The picture quality 80s.",Negative,-0.3333333333333333,0.3333333333333333
+FOX NOW - On Demand & Live TV,"I spent 4 hours trying watch 2 48 minute episodes ""The Gifted"". Cant connect Fox Now server error constantly. Cannot give 1 star. And yes tried troubleshooting suggestions.",Positive,0.13333333333333333,0.4777777777777778
+FOX NOW - On Demand & Live TV,"EVERY TIME I OPEN freezes, doesnt let search ANYTHING. When work, it'll freeze ""commercial breaks"" something needs done it! This would AMAZING.",Positive,0.20000000000000004,0.4666666666666666
+FOX NOW - On Demand & Live TV,My nephew thought free asked tv provider somehow connected xfinity want pay abd even say much. Aggravated,Positive,0.30000000000000004,0.5
+FOX NOW - On Demand & Live TV,I uninstall reinstall many times count. Inevitably week longer makes loading stage goes black freezes. Over it.,Positive,0.11111111111111112,0.6444444444444445
+FOX NOW - On Demand & Live TV,This buggiest I ever used. Crashed times I count. Also slow unresponsive compared streaming apps.,Negative,-0.30000000000000004,0.39999999999999997
+FOX NOW - On Demand & Live TV,"I tried watch several movies everyone said programing package. Maybe post something saying viewable with... otherwise unusable. There's hundred fighting space, I'll those.",Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,I personally love way many ads! You watch like five minutes show four adds. It's really annoying. Once get get pass skip adds hour sign TV provider.,Positive,0.10833333333333332,0.6666666666666666
+FOX NOW - On Demand & Live TV,Terrible app. After letting watch episode started sputtering tablet. Never downloading anything Fox ever again.,Negative,-1.0,1.0
+FOX NOW - On Demand & Live TV,If network shows I trying watch I would never put usage stress carries. They'd like make think signed cable subscription easier nope. You get better access already paying ... Full Review,Positive,0.425,0.525
+FOX NOW - On Demand & Live TV,"I even app. Whenever I tried open it, I bombarded error messages kept popping up. I reset phone stop error messages every second. Even multiple updates still fails. I followed trouble shooting instructions stil... Full Review",Negative,-0.05833333333333333,0.25833333333333336
+FOX NOW - On Demand & Live TV,Frequently freezes ads. I back restart find I missed significant amount content running live show frozen. I uninstalling world cup over.,Positive,0.15284090909090908,0.41875
+FOX NOW - On Demand & Live TV,"This tries hard look ""good"" intuitive all. Where settings menu? Why I disable notifications. I hate soccer, I notified World Cup?",Negative,-0.1229166666666667,0.6104166666666667
+FOX NOW - On Demand & Live TV,So I wondering u add seasons make preview pass lot longer! If u agree feedback please answer back,Neutral,0.0,0.0
+FOX NOW - On Demand & Live TV,"Kinda annoyed bc fox works better one. Shouldnt set same?? This doesnt allow login facebook all! Also, theres option tv provider account watch show either! Its frustrating bc make account limited use.. a... Full Review",Negative,-0.0035714285714285774,0.5029761904761906
+FOX NOW - On Demand & Live TV,"Every time try watch freezes. I want watch Lucifer Lethal Weapon bad cant cause never works. If (rarely) get play phone wifes( s8+ iphone x, phones) try cast sits loading icon circles fo... Full Review",Negative,-0.016666666666666625,0.7055555555555556
+FOX NOW - On Demand & Live TV,"Just downloaded casting crome cast device, cast icon screen so. I cast mirroring screen, drains battery way much. For reason, I gave 3. Other TV I cast icon. Using Moto g5 plus Nougat 7.0 Hel... Full Review",Positive,0.14166666666666666,0.375
+FOX NOW - On Demand & Live TV,I got could legitimately watch original X Files without using torrents. I love far. Yes ads I complaining all. It makes feel like I back time watching The X Files regular tv. I love it! Watching Samsung Galaxy Tab s3,Positive,0.26666666666666666,0.5044871794871796
+FOX NOW - On Demand & Live TV,Why sign dumb says skip exits I want change give us free movies,Positive,0.012500000000000011,0.65
+FOX NOW - On Demand & Live TV,"It crashed Nvidia Shield, phone well. No live TV Shield. When try cast phone crashes time. Worst play store.",Negative,-0.5340909090909091,0.75
+FOX NOW - On Demand & Live TV,Not reliable Casting! So frustrating. 1 10 chances actually starts video. The rest endless spinning loading indicator.,Negative,-0.17500000000000002,0.5833333333333334
+"FOX Sports: Live Streaming, Scores & News",As close real time get! Every sport slot... big 4. Only reason I go 5* bc I can't wait see FF season.,Positive,0.08333333333333333,0.4666666666666666
+"FOX Sports: Live Streaming, Scores & News","Fix issue real time scores, days now. Why taking forever?",Positive,0.2,0.30000000000000004
+"FOX Sports: Live Streaming, Scores & News","Didn't game instead I wanted ,and said would there.",Negative,-0.4,0.4
+"FOX Sports: Live Streaming, Scores & News","takes FOREVER open, plus ... Tennis?!!",Neutral,0.0,0.5
+"FOX Sports: Live Streaming, Scores & News","I loved it,especially world cup",Positive,0.7,0.8
+"FOX Sports: Live Streaming, Scores & News",Ok,Positive,0.5,0.5
+"FOX Sports: Live Streaming, Scores & News","Having moved country, I glad great way keep favorite teams.",Positive,0.6,0.9166666666666666
+"FOX Sports: Live Streaming, Scores & News",Great app. Works well even gives teams news updates,Positive,0.8,0.75
+"FOX Sports: Live Streaming, Scores & News",Love app. Best sports I ever had! Ready football season!,Positive,0.5833333333333334,0.4666666666666666
+"FOX Sports: Live Streaming, Scores & News",It's great app.,Positive,0.8,0.75
+"FOX Sports: Live Streaming, Scores & News",Best thing going today...,Positive,1.0,0.3
+"FOX Sports: Live Streaming, Scores & News",It's awesome.,Positive,1.0,1.0
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",Much better Espn,Positive,0.5,0.5
+"FOX Sports: Live Streaming, Scores & News",Beat sports currently.,Neutral,0.0,0.4
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",Fox sports,Neutral,0.0,0.0
+"FOX Sports: Live Streaming, Scores & News",I love,Positive,0.5,0.6
+"FOX Sports: Live Streaming, Scores & News",Works,Neutral,0.0,0.0
+"FOX Sports: Live Streaming, Scores & News",Excellent,Positive,1.0,1.0
+"FOX Sports: Live Streaming, Scores & News",Great,Positive,0.8,0.75
+"FOX Sports: Live Streaming, Scores & News",Terrible. Tried watching game available Fox sports. Set cable login asked app. Downloaded needed watch 2 minutes adverts two Reenter cable login. Watched game 'live' 2 minutes 4 advertisements notified game ended.,Negative,-0.2772727272727273,0.5166666666666666
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News","It would wonderful things (and I'd willing update review make changes). 1) allow save credentials, that's kind joke, without cable info usefulness seriously diminished could live didnt also 2) crash like crashing job. It take 45 minutes start watching game month old samsung galaxy s9+. This occured group stage continued throughout knockout. I'm uninstalling today I home final. Good riddance.",Positive,0.2281144781144782,0.6685185185185186
+"FOX Sports: Live Streaming, Scores & News",Fox anything joke. Nothing frustration,Neutral,0.0,0.0
+"FOX Sports: Live Streaming, Scores & News","responds quickly, information I seek favorite teams, great ease navigation I seek additional information!",Positive,0.611111111111111,0.75
+"FOX Sports: Live Streaming, Scores & News","POS app. Took several times accept login. Trying watch world cup match, pixelated choppy freezing unwatchable images moment final whistle blew instantly crystal clear. Thanks nothing FOX",Positive,0.01666666666666667,0.4083333333333334
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",Missed 2nd half world cup game said video content unavailable.....,Negative,-0.18888888888888888,0.18888888888888888
+"FOX Sports: Live Streaming, Scores & News",Tried watch World Cup matches work.,Neutral,0.0,0.0
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",This sucks worse Obama administration!,Negative,-0.4,0.44999999999999996
+"FOX Sports: Live Streaming, Scores & News",Pretty nasty - requires cable subscription.,Negative,-0.375,1.0
+"FOX Sports: Live Streaming, Scores & News",Very easy provides info I want,Positive,0.5633333333333334,1.0
+"FOX Sports: Live Streaming, Scores & News",Loved Football World Cup. So easy good quality live action.,Positive,0.41393939393939394,0.5666666666666667
+"FOX Sports: Live Streaming, Scores & News",Overall solid sports everyone. Having ability listen shows podcasts best feature.,Positive,0.3333333333333333,0.13333333333333333
+"FOX Sports: Live Streaming, Scores & News",For much eye candy enough content.,Positive,0.1,0.35
+"FOX Sports: Live Streaming, Scores & News",Great picture watching live games. Awesome app.,Positive,0.6454545454545455,0.75
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+"FOX Sports: Live Streaming, Scores & News",nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FP Notebook,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE LIVE TALK,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREE Stock Market Trading Tips,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,fortnite,Neutral,0.0,0.0
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,It allow hide tethered devices phone. Edited.,Neutral,0.0,0.0
+FREEDOME VPN Unlimited anonymous Wifi Security,easy works treat I pc phone,Positive,0.43333333333333335,0.8333333333333334
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,I follow steps cart fortnite,Neutral,0.0,0.0
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,It works perfectly glitches I get dropped calls well,Positive,1.0,1.0
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,...my name Jeff,Neutral,0.0,0.0
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,Where Serbia,Neutral,0.0,0.0
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,Twerks,Neutral,0.0,0.0
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,Good,Positive,0.7,0.6000000000000001
+FREEDOME VPN Unlimited anonymous Wifi Security,good,Positive,0.7,0.6000000000000001
+FREEDOME VPN Unlimited anonymous Wifi Security,Great easy,Positive,0.6166666666666667,0.7916666666666667
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+FREEDOME VPN Unlimited anonymous Wifi Security,nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",This wonderful. Very easy well. I hope could added make fun mess around otherwise great.,Positive,0.49766666666666665,0.625
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",I really used yet far good kudos thank,Positive,0.3333333333333333,0.6
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",This looking include futures,Neutral,0.0,0.0
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",I love way gives emoji,Positive,0.5,0.6
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",Nerd add stickers,Neutral,0.0,0.0
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",Thank I love Bye,Positive,0.5,0.6
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",It's ok I keyboard,Positive,0.5,0.5
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",I can not fix my sticker; it says I do not have the Internet if I have 4g,Neutral,0.0,0.0
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",I like alot,Neutral,0.0,0.0
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",It sooo cool,Positive,0.35,0.65
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF","It's fun, I'm sure i'll play discover do.",Positive,0.4,0.5444444444444444
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF","Thats Chinese language, add Chinese please",Neutral,0.0,0.0
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"FUN Keyboard – Emoji Keyboard, Sticker,Theme & GIF",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","When comes healthy habits, well habits, I'm worse person world. I go stages I excited something I time, intense, 200%. And week later I forget it. This helped sort ithis issue out. What's best came effortlessly, takes minutes day, little motivation reminders build healthy habits life. Thanks!",Positive,0.2486111111111111,0.4833333333333334
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","Good take somewhat seriously. Completing habits I find benfical anyway. Someone downloads checks again, really going get much app. It's people want better continual basis. It works that's I like, gives helpful tips understating certain habit. It's great mindset wanting improve. But mindset set way. Then probably",Positive,0.3258503401360544,0.49829931972789115
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","This helped create healthy habits helping quit smoking. Giving structured routine every day, morning, afternoon evening takes times I would wanted cigarette. I find I energy feel better I accomplish day. If using go open mind consistent. It easy say yes I activity, cheat yourself. It gets easier create routines stick them. You feel great time using",Positive,0.4138888888888889,0.5555555555555556
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","I appreciate small 3 day goals, getting started. I love encouragement start small grow, letters science behind steps. Would like set H2O amount goals designated times throughout day. Maybe slow pushing whole program first week.",Negative,-0.03571428571428571,0.4619047619047619
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","I drinking water I wake eating good nutritional breakfast far. I think great helps motivate good habits break old bad habits. However I think price bit high join year, especially people limited income due ... Full Review",Positive,0.18305194805194808,0.584047619047619
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","At first I questioning method, days realized felt good accomplished little things day. So far made realize things continue path take slow simple! I wish price full wasn... Full Review",Positive,0.16249999999999998,0.5322751322751322
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","I used set alarm phone remind drink water I would hit ignore dismiss. This makes feel like I someone coaching it... I almost feel guilty I think ignoring reminder. It's actually making build habit, I drink I get r... Full Review",Negative,-0.05000000000000001,0.55
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",I really like far! My wish could calendar option I pre-set/put times alarms suit shift work month account daily shift time changes. At moment I changing times every night I go. If I didnt hassl... Full Review,Positive,0.16875,0.4375
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","Great helping balance different aspects life, keeps track, helps develop new healthy habits, especially helps manage ADHD, noticing improvement. However, interface add edit habit difficult I 2 habits ... Full Review",Positive,0.1837662337662338,0.6935064935064935
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",I really love app. It's working change bad habits good ones. I've using 6 days I feel better already. I'm looking forward positive changes come.,Positive,0.24545454545454545,0.5824242424242424
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",I used year ago hated it. I changed since I find super helpful. Only thing chews battery fast insane. Phone went 100 9 4 hours I using time studying. I would also love widget I could see what's ... Full Review,Negative,-0.07380952380952381,0.7309523809523809
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",I'm day 3 first 7 free days. So far I like it. It's spendy.. I may give try update this.,Positive,0.25,0.7111111111111111
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","The great But subscription way expensive,as I pay whole year advance!!! That's unusual weird.",Positive,0.22265625,0.7875
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",It's good waiting get refund free trial. They charged card 10 days free trial. Which thought cancelled. I've emailed cant find number reach directly. So far reply. Still waiting. Hoping get money back. Update: They no... Full Review,Positive,0.325,0.625
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","The Fabulous great way prioritise goals work towards healthy habits morning, evening night. This good planner schedule happy lifestyle, enables stop think ""how I live healthier lifestyle?"" ""What I going today?"". I stron... Full Review",Positive,0.5266233766233767,0.7
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",It's awesome! This exactly I needed. Bad thing switch phones either pay start all over again.,Positive,0.18333333333333338,0.6388888888888888
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",It's okay thing I like kinda hippy and.......... How I say this....... Less Christian like. (Not ride way The fabulous.),Positive,0.18333333333333335,0.39166666666666666
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","I really like content. The slow build time makes feel like I accomplish bigger goals. Overall, would 100% recommend!",Negative,-0.02500000000000001,0.275
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",This brought depression domestic violence. I'm grateful,Neutral,0.0,0.1
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","It actually helpful, apart basic contents, everything behind pay wall, 15 dollars month way much habits I hour day. Still 4/5 looks nice works well.",Positive,0.07999999999999999,0.425
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","When comes healthy habits, well habits, I'm worse person world. I go stages I excited something I time, intense, 200%. And week later I forget it. This helped sort ithis issue out. What's best came effortlessly, takes minutes day, little motivation reminders build healthy habits life. Thanks!",Positive,0.2486111111111111,0.4833333333333334
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",I absolutely enjoy much. I always dehydrated I kind felt need drink water throughout day! It also gives recipes tips free unlike money nice makes feel like someone actually beside help become better person.,Positive,0.40714285714285714,0.5714285714285714
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","I drinking water I wake eating good nutritional breakfast far. I think great helps motivate good habits break old bad habits. However I think price bit high join year, especially people limited income due ... Full Review",Positive,0.18305194805194808,0.584047619047619
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","At first I questioning method, days realized felt good accomplished little things day. So far made realize things continue path take slow simple! I wish price full wasn... Full Review",Positive,0.16249999999999998,0.5322751322751322
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",Really loving app. It helped make many positive changes short time. Definitely want stick it. My problem crashes least twice day making hard record completed habits. Any ideas could causing glitch? Thanks great app.,Positive,0.19284511784511785,0.5207912457912458
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","I used long yet, I like starts small goals like drinking water wake up, adds new goals completed progress. Of course, add own, I advise waiting established routine already. It'... Full Review",Positive,0.1572727272727273,0.5609090909090909
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","This saving life, I ADHD Fabulous like little friend reminding gently things I wanted get done. My mind positively rewired start repeat daily habits,yhis us I struggle. I feel hope fir future app. Amazing !",Positive,0.19853896103896104,0.5529220779220779
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","Best I yet find. I thinking making help fight depression stuff. Inspiring I day 7 I like there's rush , water 7 days n rolled dice n got declutter help immensely. Great App!",Positive,0.8333333333333334,0.6833333333333332
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",I really like far! My wish could calendar option I pre-set/put times alarms suit shift work month account daily shift time changes. At moment I changing times every night I go. If I didnt hassl... Full Review,Positive,0.16875,0.4375
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",I really love app. It's working change bad habits good ones. I've using 6 days I feel better already. I'm looking forward positive changes come.,Positive,0.24545454545454545,0.5824242424242424
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","Buy, buy, buy... Not able properly see content first journey. Have annoyance help possibly right time it. Beyond consumes much Ram - 100MB even",Positive,0.09714285714285714,0.3588095238095238
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",It's quite life changing say least. I've using month it's... Fabulous. The thing I find annoying bit difficult navigate quite compelling start new journies without finishing ones hand. Maybe journey sectio... Full Review,Negative,-0.05909090909090908,0.7006493506493506
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",I'm day 3 first 7 free days. So far I like it. It's spendy.. I may give try update this.,Positive,0.25,0.7111111111111111
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","The great But subscription way expensive,as I pay whole year advance!!! That's unusual weird.",Positive,0.22265625,0.7875
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",It's awesome! This exactly I needed. Bad thing switch phones either pay start all over again.,Positive,0.18333333333333338,0.6388888888888888
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",It's okay thing I like kinda hippy and.......... How I say this....... Less Christian like. (Not ride way The fabulous.),Positive,0.18333333333333335,0.39166666666666666
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","I really like content. The slow build time makes feel like I accomplish bigger goals. Overall, would 100% recommend!",Negative,-0.02500000000000001,0.275
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","I love app! It helps improve accomplish tasks. If need assistance, I recommend strongly. But I reading reviews I need come Timur using FREE. But awesome far.",Positive,0.5116666666666667,0.8266666666666665
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",This brought depression domestic violence. I'm grateful,Neutral,0.0,0.1
+"Fabulous: Motivate Me! Meditate, Relax, Sleep",nan,nan,nan,nan
+"Fabulous: Motivate Me! Meditate, Relax, Sleep","I used pay premium, crashing months, I stopped subscription. Please fix bugs makes crash.",Neutral,0.0,0.0
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",FEEDBACK hey guys. Today installed Its great but.after shot photo wanted add dog filters. When cliked tounge appeared dogs nose clicked nose appeared tounge. Please make smthing fix soon. Thank you. I hope read this. Peace,Positive,0.8,0.75
+"Face Filter, Selfie Editor - Sweet Camera","Waaaaay many ads. After EVERY single filter, ad TWO popped up. Uninstalled. I listened two comments gave 1 star.",Positive,0.2142857142857143,0.35714285714285715
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",I think great add creative costume faces I think get 5.0 thank great idea may perfectly perfect great awesome amazing thank you.,Positive,0.7857142857142857,0.8785714285714287
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",superb problem downloaded filters stickers downloading cant see thumbnails filter stickers ..why so?,Positive,1.0,1.0
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera","Too many ads. If think making money way, wrong",Neutral,0.0,0.7
+"Face Filter, Selfie Editor - Sweet Camera",FYI Do crashes terrible lighting slows device.,Negative,-1.0,1.0
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera","Please help us reduce ads much passes,.... But sincere best",Positive,0.5666666666666667,0.3333333333333333
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera","Do make mistake downloading it. It takes forever load watch 30 secs videos filters. Dear programmers, try justify urself replying this.",Neutral,0.0,0.0
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",I take pics good:),Positive,0.6,0.8
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",All dos show add shut ugh hate deleting,Negative,-0.8,0.9
+"Face Filter, Selfie Editor - Sweet Camera",Lots cool effects. Endless Possibilities. Great,Positive,0.3416666666666666,0.7166666666666667
+"Face Filter, Selfie Editor - Sweet Camera",Is really cool easy good camera,Positive,0.49444444444444446,0.6944444444444445
+"Face Filter, Selfie Editor - Sweet Camera",nan,nan,nan,nan
+"Face Filter, Selfie Editor - Sweet Camera",How undo private pictures.,Neutral,0.0,0.375
+"Face Filter, Selfie Editor - Sweet Camera",It's cool I like put kinds stickers,Positive,0.35,0.65
+"Face Filter, Selfie Editor - Sweet Camera",I love everything I downloading emojis ads pop ever second work I give five star,Positive,0.25,0.3
+"Face Filter, Selfie Editor - Sweet Camera",I think anime/Kawaii stuff,Neutral,0.0,0.0
+"Face Filter, Selfie Editor - Sweet Camera",I really feel bad hell ads irritating,Negative,-0.3,0.5555555555555556
+Facebook,"If I open link different browser, refreshes feed I scroll back find I previously at. Now ""updated"" notifications completely screwed order notifications new notifications show chronological order. Makes ZERO sense I hunt old notifications find new ones. No likes algorithms, make user friendly. After 3 years using app, I'm ready stop using again.",Positive,0.08009641873278238,0.34325068870523423
+Facebook,"I believe lot Google need slow little. There enough recent improvements satisfy social media world time being. Let us digest latest exponential leaps brilliant design development user friendly fixes wiring. I mean, EVERY WEEK !",Positive,0.10335648148148148,0.5337962962962963
+Facebook,"I know went wrong app. I issues facebook visit phone..the hand laggy, load content properly lot times worst. I get notifications timely, want open rgem, facebook refuses load them. Bad basically, dislike it. I hope update properly soon",Negative,-0.36666666666666664,0.5444444444444444
+Facebook,"1 star can't move photos timeline post album. Would hard add, edit options, add album option??? forget add post album literrally delete post recreate add timeline photos album. Sometimes I get feeling stupid people create apps. Look reviews online. Everyone complaining years squat. Not first time happens me.",Negative,-0.4055555555555555,0.6249999999999999
+Facebook,"This used work well, past 2 months I gotten notifications responses I've received, I able view replies posted majority posts I read. I can't even taken directly comment I made activity log. I already put support ticket nothing done fix issues.",Positive,0.11666666666666665,0.425
+Facebook,"This lot problems. The irritating thing tag someone video post, reply, go notifications pops video replays it. It doesnt go directly comment someone replied to. So search comments find it. Also still winter themed colored posts literally August. Why dont cute ones like cactus emoji background options posts?",Positive,0.06666666666666665,0.7333333333333334
+Facebook,"Like wont let post pics groups select pic gallery hit share facebook, give option share profile, group, page, anything. If go group make post search pictures. But ha e many pics phone would take forever scroll whole camera roll. Why cant post groups gallery anymore?",Positive,0.35,0.45
+Facebook,"Who made latest update, high school summer student? Still can't read comments there. Writing comments awful, camera/gif icons disappear every letter typed reappear letter typed. Better include warning people epilepsy. Have un text box multiple times keyboard show up. Ugh. Samsung Galaxy 7 user here.",Positive,0.03200000000000001,0.588
+Facebook,Hope option easy quick selected delete messages selecting delete messages Facebook messenger going delete messages select delete conversation boring tired it.. love give 5 star suggestion would happen soon possible.. may god bless you.,Negative,-0.022222222222222237,0.7722222222222221
+Facebook,"COME ON!!! SINCE LAST UPDATE, IT CLOSES, MARKETPLACE IS ACTING UP & MOST RECENTS AREN'T SHOWING LIKE THEY SHOULD! GET IT TOGETHER FACEBOOK! * FIX, FIX, FIX!!!!!! WAY TOO MANY BUGS! CAN'T POST MORE THAN 30 PHOTOS(EVEN IN AN ALBUM POST), RUNNING SLOW, STOPPING, AND SO ON! THERE'S TOO MUCH TECHNOLOGY TO HAVE SO MANY ISSUES WITH SOMETHING LIKE FACEBOOK!",Positive,0.321875,0.3333333333333333
+Facebook,I updated Facebook still way find marketplace. I go Google mobile Facebook order find marketplace. This never issue I ipad. Please add icon somewhere (either top notification bell list thing log opinion).,Positive,0.5,0.5
+Facebook,"Has marketplace icon account. Wife access account using phone, I know issue phone. Googled TONS people issue nobody really knows solve looks like developers care less.",Positive,0.016666666666666677,0.13333333333333333
+Facebook,"This awesome, keeping connected friends family. One problem I'm never before...when I try see reply something comes blank I keep retiring sometimes finally get it, starting get annoying. Anyone else problem?",Positive,0.039999999999999994,0.6
+Facebook,"Uninstalled...again. It would better brought back working Most Recent option news feed. Seriously, Top Stories sucks. I want see posted chronological order, stuff 4 days ago. That bad enough, blitzing links open externally option sealed deal. I want FB option easy solution dispose source. Get act together. Literally every update worse last!",Positive,0.038095238095238106,0.3797619047619047
+Facebook,"I'm tired constant updates... needs fixed. I can't see photos separately, I I'm told Facebook responding kicks out. And kick (which rare) I can't see brings marketplace I even get see that... side page. FIX THE DAMN ISSUES AND QUIT SCREWING AROUND WITH IT.",Negative,-1.3877787807814457e-17,0.5333333333333333
+Facebook,"Doesn't post items posted! Keeps showing content!! Problems logging out!! Is bowing pressure Governments NOT designed for, getting people talking things affect lives!! No longer free speach advert concerned ! Used A GREAT WAY inform people thing's could help, sadly changed worst!!",Negative,-0.04999999999999999,0.8875
+Facebook,Can please quit auto refresh irritating. I know bots giving five stars keeps changing things asked for. I wish better control audience like web. Those complaints actually able customize timeline make recent activity default. Now I'm done,Positive,0.15,0.54375
+Facebook,"Since recent updates bloody stupid thing tells someone commented status mine I notification refuses show comments. Also, I watch video full screen FB I can't back come completely (and therefore lose video I watching refreshes itself).",Negative,-0.19166666666666665,0.5166666666666667
+Facebook,"People seem ignorant permissions mean. It doesnt mean take video pictures without knowledge. It means want take picture video, allowed let open camera Facebook.",Negative,-0.20833333333333334,0.625
+Facebook,"After recent updates I unable see posts notifications. I see notification I tap nothing appears ""from notifications"" section group/page. Also frustrating able see recent posts groups. Whoever's making decisions aesthetics basic functions needs replaced someone actually competent. Cheers",Positive,0.014285714285714282,0.4738095238095238
+Facebook,The ads FB videos worst idea may come with. This extremely invasive strategy make people watch ads involuntarily. Whenever I'm watching video I forced see ads I want to. This disgrace best social network past years.,Negative,-0.10694444444444445,0.4694444444444445
+Facebook,"recent updates, makes noises every time I like comment post. I CAN'T FIND WHERE TO TURN THESE OFF!!!! Also, I try read comments, I careful I tap, else I get blank scree. Please, please least give back option turn &**!%(#$& noises. Also, 'bout newsfeed settings, let elect ALWAYS HAVE NEWEST FIRST. Screw algorithms--- terrible job guessing I want read.",Negative,-0.04375,0.48541666666666666
+Facebook,I love Facebook. It place friends could share doing. But sadly I'm seeing effect go away. I would like see friends rather share honestly. Also story feature produces blurry photos phone. Please fix! I want survive.,Positive,0.25,0.8333333333333334
+Facebook,Why tell everytime I cant change name already changed I wait 60 days...why somebody else access account. Also heart emojis...this fb sucks big time,Negative,-0.15,0.2
+Facebook,"After updates, I can't even load home screen way. When I got see picture I can't put options it. If I go visit person's profile profile load up. These updates garbage Galaxy s8",Neutral,0.0,0.0
+Facebook,It's best social network doubt. But stopped development rising country. Cause! Some ultra crazy young generation always busy using this. So wasting much time here.,Positive,0.1402777777777778,0.3611111111111111
+Facebook,"Recent updates made using connect friends pages I interest difficult - news feed shows several day old posts, neglects even include pages I follow instead floods feed adverts promoting pages/posts. It's point I even bother - I see friends moving social media platforms Facebook.",Negative,-0.07333333333333333,0.30333333333333334
+Facebook,"What Facebook sorting news feed chronologically?? Most time, pressing ""most recent"" button leads sad cloud says ""can't connect"". When work, news top hours old refreshing rings different hours-old post top feed.",Positive,0.23333333333333334,0.5611111111111111
+Facebook,"Now deleted ""always open external browser"" function. Now always open manually open links. It's time sell shares. No improvement point, getting ridiculous update.",Negative,-0.06666666666666667,0.52
+Facebook,nan,nan,nan,nan
+Facebook,Can't upload photos within forces closed every time even full restart cache clear. Slow times unresponsive. And feel tip stories default option everyone open app?! Who cares stories sometimes week plus old! I want see recent items go options see feed. Fix please Update..... Now I see nothing notifications groups. Please fix juts gone bad worse. Then probably actually care otherwise addressed give I'm issue,Negative,-0.0925,0.375
+Facebook,For reason since updates S8+ I longer add pictures via comment. It works I uninstall downgrade. The basis update expect everything improvements get worse. Absolutely useless.....,Negative,-0.45,0.4
+Facebook,recent updated worst version facebook. I really miss days lags advertisement videos. Got fed much problems new version.,Negative,-0.09272727272727274,0.4209090909090909
+Facebook,"Do understand hindi? If understand problem meme's If I want to do so, I will be able to tag you. We show you what to do with the frnds in our country. Please do not hesitate to send me the name of this option as I would like to see if you have any questions. If soloution problem give star",Positive,0.5,0.625
+Facebook,Doesn't allow majority things. Doesn't load new posts. Have go version properly. Disappointing massive company sub par app.,Negative,-0.15454545454545454,0.7181818181818181
+Facebook,"Why can't guys get together, guys still give problem refreshing newsfeed me. I'll literally middle watching something boom, refreshed, like Twitter I'm taking business back them, like years. Another thing, every video lags, Wi-Fi, Instagram, Twitter. Nothing else this, guys suck.",Positive,0.16666666666666666,0.3333333333333333
+Facebook,"Why can't I see replies? I'm sorry actually I I comment look replies back half hour I'll see replies said comment. So frustrating, absolutely rubbish",Negative,-0.14444444444444446,0.5111111111111112
+Facebook,nan,nan,nan,nan
+Facebook,"I facebook kill time I'm bored keep current events. But lately, wont load comments, showing videos. It's black screen. I spend much time anyways. I'll deleting checking desktop periodically. But probably fix bug. It's steadily getting worse time goes on.",Negative,-0.14285714285714285,0.5333333333333334
+Facebook,"Deleted facebook moved Instagram. Facebook total b.s. nowadays. Since NOW deletion option, I dropping facebook. Facebook 10 years old ran course. Moved easier better things.",Positive,0.19999999999999998,0.48333333333333334
+Facebook,crashing moto g,Neutral,0.0,0.0
+Facebook,nan,nan,nan,nan
+Facebook,Cannot anything anymore. Tries ages load crashes. Each update gets worse. I closing facebook account. No point anymore.,Negative,-0.25,0.5
+Facebook,Stuck 97% update. Haven't able get fb days :(,Negative,-0.125,0.8125
+Facebook,"My Facebook, hacked. I limited access. Help.",Negative,-0.07142857142857142,0.14285714285714285
+Facebook,It work AT ALL. Keeps spinning. 2 days now.,Neutral,0.0,0.0
+Facebook,"Not loading, 18 hrs! Help!",Neutral,0.0,0.0
+Facebook,Crashes hardly ever updates correctly,Negative,-0.2916666666666667,0.5416666666666666
+Facebook,Since update I cannot open Facebook. It stays buffering screen nothing happens.,Neutral,0.0,0.5
+Facebook,The best free,Positive,0.7,0.55
+Facebook,Cant even open,Neutral,0.0,0.5
+Facebook,Ever since last update load!,Neutral,0.0,0.06666666666666667
+Facebook,Won't load anymore since update,Neutral,0.0,0.0
+Facebook,Beautiful and sweet. *,Positive,0.6,0.825
+Facebook,facebook excellence connect friends families,Neutral,0.0,0.0
+Facebook,"Hey happened?? Since updated 2 days ago FB even open, stuck opening logo. Now new update released, successful 99% stuck. Pls fix it, 3 days I'm unable access FB!!!",Negative,-0.02254971590909091,0.6011363636363636
+Facebook,Since updated. It stuck buffering screen. And updating stuck.to 99% only. Not going that. What happening days. Its creating much problem. Pls fix soon possible. And updating too. What beta vesrion. Pls cannot operate since ... Full Review,Positive,0.1375,0.6875
+Facebook,Ever since update stuck Facebook logo loading screen,Neutral,0.0,0.0
+Facebook,nan,nan,nan,nan
+Facebook,Its updating getting stuck 99%.... loading,Neutral,0.0,0.0
+Facebook,This regularly crashes since latest update,Positive,0.25,0.4884615384615385
+Facebook,nan,nan,nan,nan
+Facebook,Just wanna mention airplane react.,Neutral,0.0,0.0
+Facebook,After new update wont even open,Positive,0.06818181818181818,0.4772727272727273
+Facebook,nan,nan,nan,nan
+Facebook,opening.,Neutral,0.0,0.0
+Facebook,Good,Positive,0.7,0.6000000000000001
+Facebook,"Still receive notifications husband, even though turned on. Now auto updating, setting I turned off, weeks. I like whatever, life anyway FB...but now, open links browser, I 17 open tabs phone, stories I read downtime, want open fb keep friends. Why!??!?!",Neutral,0.0,0.5
+Facebook,"I dont understand pages, people followed showing newsfeed ""public"" put ""only me"". I sent report 3 days ago via report option still fixed. So what's up? So where's essence protecting privacy? Please report fix asap. I can't like pages withut showing newsfeed. And option activity log unlike it. Srsly?",Positive,0.03333333333333333,0.4222222222222222
+Facebook,I've lot issues lately loading kind images whatsoever. I scroll feed see several blank images throughout. At moment I view text. I know suddenly become issue I've given 3 stars instead 5. If issue fixed I correct rating accordingly.,Positive,0.06666666666666667,0.3666666666666667
+Facebook,This worst phone. It's slow load correctly even constantly updating never gets better. Stop making small visual changes. Change works properly. Currently crashes every 6 seconds asking report issue. Idky I waste time,Negative,-0.15625,0.37916666666666665
+Facebook,Give option entirely delete Samsung s8+. After latest Samsung update fb installed phone can't taken off. You uninstall updates render useless can't take phone. Also I can't see Facebook marketplace? links outside Facebook keeping getting error trying open. fix please,Neutral,0.0,0.45499999999999996
+Facebook,"For quite I get replies comments, blank screen, even posts. Sometimes go & back 20 times might work. I know lots Facebook friends issue. Sort please getting everyone's nerves.",Neutral,0.0,0.0
+Facebook,nan,nan,nan,nan
+Facebook,"The works well. Facebook needs stop meddling manipulating, respect settings, preferences, time privacy. They constantly add features give access posted. It's potentially security hazard. Every photo take available ""editing"" program instant taken, unless prevent ourselves. Rule thumb: Nothing posted Facebook safe Facebook.",Positive,0.18,0.58
+Facebook,"The heck ""posts across Facebook"" schnitzel? 5 posts friends, immediately followed 400 posts I care less about. Also, key pad pop comments like 84th tap ""write comment"". And H-E-double hockey sticks I still seeing posts pages I've BLOCKED? This stressful man. Every update gets worse worse.",Negative,-0.24166666666666667,0.5666666666666667
+Facebook,"You've updated facebook again; fact updates time, time I can't even go it. Every time I show anyone's picture stops closes itself. It keeps saying facebook stopped working. Please fix it, stressing out.",Neutral,0.0,0.0
+Facebook,Somehow started updating every version WITH OUT PERMISSION! settings say auto update yet still does. also uninstall vanished unless go store. unhappy every time updates something goes wrong I choose perpusly auto update reason. pissed off.,Negative,-0.55,0.9
+Facebook,I noticed last couple months updates made without permission even though auto-update off. Then today I another update without permission via Facebook manager (Facebook services?!)...I authorize updates I idea updates keep happening. Can Facebook shed light unauthorised updates???!!! Very frustrating,Positive,0.08708333333333333,0.5888888888888889
+Facebook,"This awful, since update today I longer open app, crashes. Even phone reboot nothing help. My relationship Facebook pretty rocky moment given news can't even deliver enable users access service, what's point account?",Negative,-0.25,0.8333333333333334
+Facebook,"Got reported posting picture comment ballchinian, going community ""nudity sexual activity"". This ""community"" really triggered snowflakes all, matter time normal people find alternative platform socialize, expressing rights freedom speech expression.",Positive,0.2833333333333333,0.5611111111111111
+Facebook,"Is fb there? It's really starting annoy me. I can't view comments without post back again, least three four times, even sometimes work. It refreshes u want to. And times shows posts week ago nothing newer. Then show adverts old posts I've already seen occasional new post. Think I may go back fb lite",Negative,-0.00909090909090909,0.18279220779220778
+Facebook,Since update 2 days ago I can't read single artical. Everytime I 30 seconds goes grey saying page can't load. Even though already loaded fine. It's beyond annoying,Negative,-0.1261904761904762,0.4285714285714286
+Facebook,"Facebook fails regards ensuring profiles legitimate. Their ""community standards"" vague pitiful set rules compared determining validity people reported. Were business I would continue using social media. Shame Facebook allowing people create fake profiles post lies negative things hurt peoples reputations.",Negative,-0.3533333333333334,0.4533333333333333
+Facebook,"Well 3 days ago I searched marketplace second hand tv stand daughter's bedroom. Facebook updated today news feed full marketplace posts bloody tv stand anywhere 20 minutes 9 bloody days ago!!! Literally chronological order friends posts would make sort since setting called ""recent"" Just tv stand poxy tv stand! Do devs really think helpfull???? Marketplace posts news feed standard unless choose turn on. Bloody morons charge app!",Negative,-0.30500000000000005,0.47000000000000003
+Facebook,nan,nan,nan,nan
+Facebook,"The ""news"" feed joke. Facebook insists shoving ""thinks"" I want see. So I always used 'most recent' feed because, shocker, I want see feed chronologically. But getting fowled up! How something posted week ago considered 'more recent'??? And next item 5 minutes, followed 5 hours, followed 20 minutes, on. Ridiculous. I would say getting unusable, version bad, FACEBOOK IS BECOMING UNUSABLE. Plain simple. Another reason I'm surprised stock tanking.",Positive,0.02519841269841272,0.4692460317460317
+Facebook,Thus seems automatically update even turned auto update option. I limited amount internet data want used cause Facebook wants update daily. Please fix cause I'm getting ready delete app. It's frustrating,Negative,-0.01428571428571428,0.32857142857142857
+Facebook,This offers terrible privacy. I can't like something without showing friends feed. This keeps showing scam suggested adds thing I reported multiple times. If Facebook competition good I would go instead.,Negative,-0.05000000000000002,0.4
+Facebook,"Hey Facebook Devs .. Who told update background without permission? Just time! A notification pop notification bar ""Facebook successfully updated"" What heck? I update .. My Auto Update Play Store .. I usual update Manually .. So ? Huh? Your crashing everytime I open ! Please fix it! Arrghhh!",Positive,0.16666666666666666,0.5666666666666667
+Facebook,"There bug whenever I attempt open articles, articles crash saying cant connect check wifi and/or data. Theres nothing wrong connections happens constantly throughout day.",Negative,-0.16666666666666666,0.5777777777777777
+Facebook,Problems started today. Logged let back in. But I log fine. The keeps taking forgot password page saying phone email exist. 8/1/18,Positive,0.20833333333333334,0.25
+Facebook,"Everytime I video goes suggested videos, I hate put way before... also says error page can't load either close refresh everything working, literally Facebook messing up. Yes I restarted even shut phone period time",Negative,-0.8,0.9
+Facebook,This worst phone. It's slow load correctly even constantly updating never gets better. Stop making small visual changes. Change works properly. Currently crashes every 6 seconds asking report issue. Idky I waste time,Negative,-0.15625,0.37916666666666665
+Facebook,"Unable view original post photos. More newer app, complicated users. New versions becoming monster ads permissions. FB seems sample gestures really, becomes fragile real life. Peace.",Positive,0.0957070707070707,0.5616161616161617
+Facebook,"I can't anything app.. got Galaxy S9 plus can't access Facebook all..keeps saying connection lost EVERYTIME I log in, I know I service. Even fter asking identity authentication questions..which I answered correctly. It sits frozen blue screen.... I pretty bummed..I looking forward using FB new phone.",Positive,0.12878787878787878,0.5181818181818182
+Facebook,"Newsfeed shows posts two weeks ago. Have PC see recent posts. Also, I keep getting notifications going phone every time someone comments someone else's post. I go Android settings block notifications get stop. Third, removed ability turn sounds. The developer noob know fix it. Use Twitter instead. Edit: still fixed update.",Positive,0.03333333333333333,0.15
+Facebook,"Load up, start reading feed exits out. Open back suddenly I can't locate posts I reading. Oops, kicked back again. It's normal crash, restarts. Edit 5/6/2018: It's restarting middle commenting. It's crashing, shutting restarting. It's really pissing off. I'm ready go version instead deleting 500+mb waste space. Update 8/1/2018: The nRwest version Err_Name_Not_Resolved error kicks reading page. I know many times I reload site finish reading article.",Positive,0.085,0.285
+Facebook,"While there's definitely plenty good content here, slowly starting turn something possibly edgy Tumblr... Even report posts flat offensive take seriously.",Positive,0.006944444444444438,0.45694444444444443
+Facebook,"When post something sale tell can't posted? Also items tagging people? After comment, show anything unless I I still can't see I'm typing comment, went I can't see post someone tagged unless I go page? Hey remove info marketplace post posted? Now I can't tell that's new garage sale week old. Too bad show reason got bad rating marketplace item for. I liked better clicked three lines go group instead clicking groups finding group. I liked before, would get notification would tell friend area. Can please put time back comments? Instead says 1 hour ago something. Hey would cool, could make spot marketplace auction ship. I like ratings marketplace.",Positive,0.09848484848484851,0.5264309764309765
+Facebook,"I like recent update makes go back top news feed every time I'm done looking picture article. I find incredibly frustrating. Other that, fine. I'm thrilled losing place every time I want see read something. Edit- recent update causing crash constantly.",Positive,0.11018518518518519,0.4231481481481481
+Facebook,Since newest update none pictures Profile Pics load stays blank. And everytime I try scroll feed crashes. What heck happened fine days ago latest update,Positive,0.3055555555555556,0.4666666666666666
+Facebook,"Ok I'm kinda fed Facebook right now.... I clue I've able update I also know (this also apply tablets, phones wife's.",Positive,0.42857142857142855,0.5535714285714285
+Facebook,"Not sure video lagging FB AND IG. Videos work platforms phone. Also typing message comments, wierd can't describe it. Almost hesitate typing.",Negative,-0.25,0.8888888888888888
+Facebook,"After recent update, every hours so, stops working. Anytime I touch select, registers touch complete function. Have tried uninstall/reinstall still glitching. Truly annoyed. Maybe stop releasing updates every three days......",Negative,-0.10000000000000002,0.4833333333333334
+Facebook,"The consistently slow clearing cache, deleting data, reinstalling, even restarting device, constantly loses place posts status updates every update. These issues addressed adding Snapchat clone literally nobody uses already Snapchat that. Updated August 2018: Reinstalled try again, removed option open links externally. I wish I could ask money back, worst GUI ever.",Negative,-0.26666666666666666,0.35000000000000003
+Facebook,The current update sucks forces fb shut scrolling newsfeed. I faced issue Xiaomi Redmi Note 5 Pro device equipped SD 636.,Negative,-0.15,0.35
+Facebook,"Genuinely poor video quality newsfeed. I'm talking uploads, I'm talking people's/pages. I've tried absolutely everything, updating phone app, Clearing cache, deleting reinstalling itself. Nothing! I know fact connection, wifi data, due fact I view videos perfectly fine HD. It's like past couple months. Over it.",Negative,-0.021666666666666667,0.525
+Facebook,"Thia new update I today really ruined works. It doesnt need fixed :( update makes worse. Now I type comments, text box flashes. I can't get rid notifications either. And now, I figure new windows everything. Haha.",Negative,-0.05389610389610389,0.4584415584415584
+Facebook,"It's always gotta something I guess. WHY DID YOU GET RID OF THE THIRD PARTY POSTING I job post 3 5 times day. Thats I make money, personal facebook normally much better group many people see it. And I time every hours make posts. With buffer I had, I could make night schedule pop whenever I wanted I can't. What heck.",Positive,0.25,0.325
+Facebook,"Cannot view pages within Facebook more, keeps giving connectivity/wifi error messages accessing outside content.. funny everything still loads can't read quick enough gives error message.",Positive,0.21666666666666665,0.51
+Facebook,"Every update getting worst. There date time products Market. It important date included. Before update like hours posted something like ""posted week ago"" please include date tje item posted Market.",Negative,-0.3,1.0
+Facebook,"The recent update sucks. My weird stuff day - comments load, I try type comment screen jumps around... Ridiculous.",Negative,-0.2833333333333333,0.6375
+Facebook,"This seems get updated every day, every update gets worse. Can't watch videos landscape, go link comes message saying closed I wifi connection. How I see link I connection?",Negative,-0.25,0.35
+Facebook,Most recent posts NOT ones hours days behind current time. This getting annoying. It's stupid scrolling thru old posts someone recently commented liked it. Where's recent post option?,Negative,-0.07999999999999999,0.525
+Facebook,Decided simplify review issue. You disconnecting friends. A post three minutes ago might turn 'most recent' feed top 'anybody's guess' ordered feed. Or worse might 30 posts feed beneath load I've already read still nowhere found 'most recent'. All content visible 'most recent' specific order. Let decide I see I interact,Positive,0.17777777777777778,0.3861111111111111
+Facebook,"I removed notifications I still getting stupid number showing next app?! It's frustrating open Facebook see someone uploaded new photo I new friend suggestion. If I wanted see I would notifications on. Please fix this, I hate seeing stupid number time especially stupid reasons!",Negative,-0.3919191919191919,0.6898989898989899
+Facebook,terrible. The controls lag disappointing. I also ios much smoother faster. simple things like watching video basic frustrating. Serious fb can't difficult make good ios version. Sort out.,Negative,-0.21481481481481488,0.6165343915343916
+Facebook,From last update videos sound remains playing scrolling news feed overlap videos sound previous video sound stop till close fully Facebook app.. annoying..,Positive,0.038888888888888896,0.3888888888888889
+Facebook,Give option entirely delete Samsung s8+. After latest Samsung update fb installed phone can't taken off. You uninstall updates render useless can't take phone. Also I can't see Facebook marketplace? links outside Facebook keeping getting error trying open. fix please,Neutral,0.0,0.45499999999999996
+Facebook,"Way intrusive apart slow getting worse since constant update reliability speed. Very annoying update news feed reading that's ignorant. Getting worse every update continuing get worse. Will leave playing video stopped still ignorant problem updating news feeds read something. It's pathetic great long read fast watch video. Have un installed /reinstalled, problems Xperia tablet z. Comments appearing disappearing. 2/8/18 still occurring.",Negative,-0.255,0.6283333333333333
+Facebook,"Very poor maintenance performance. It can't initiate English UK, past week, shows posts several days ago, order, failing update refresh.",Negative,-0.1925,0.2575
+Facebook,This new community standar stupid. They banned posting medical history cancer. Yet thousand nudes photos banned against community standar,Negative,-0.2212121212121212,0.48484848484848486
+Facebook,Would great change constantly. The videos inconsistent. One video take video tab another go full screen preferred.,Positive,0.3833333333333333,0.5444444444444444
+Facebook,"They kept removing review. This trash. Hate damn people may know notification tab, matter many time I remove people, keep popping new. Photo comment still folder view. Now annoying red circle messenger icon go away even I've read msg",Negative,-0.19272727272727275,0.5509090909090909
+Facebook,"Haven't trouble three weeks ago. Feed update, I uninstalled reinstalled worked normally couple days I can't even log in, says check internet connection I know fact I stellar internet home. Sucks I admin group able contribute lately. Browser version works problem account anything.",Positive,0.016666666666666673,0.4375
+Facebook,"Update 8/3/2018 load feed notification I try open, crashes. I tried clearing cache everything else, seems latest update buggered it.",Positive,0.25,0.7
+Facebook,I delete completely! These last 2-3 recent updates stuck! Stop trying take much control newsfeed...especially I'm actively looking it! I reading article left page I took back top newsfeed. Wasn't first time happened either. And stop trying tell I'm allowed see anything else I've scrolled ways. Its ridiculous.,Positive,0.057499999999999996,0.335
+Facebook,Great lot useless forced features!! Like suggested pages groupes (give people choice disable that!!!) updates frequent annoying.,Negative,-0.26310546875,0.47000000000000003
+Facebook,"Hi Facebook, far awesome. Just hope Facebook put schedule post Facebook wall Facebook page only. Because block others make schedule post wall time like. With schedule post choose time posting. Hope Facebook thing it. THANK YOU",Positive,0.3666666666666667,1.0
+Facebook,New update causing Facebook crash load external articles app. Gives error message option close reload. Reloading brings back error page. Disappointed.,Negative,-0.1534090909090909,0.32613636363636367
+Facebook,"It's getting worse every updates. Today got updated either can't opened, crashes immediately open else pictures loaded out. Updates supposed getting better reverse FB team coz everything getting worse.",Negative,-0.07500000000000001,0.55
+Facebook,CENSORING CONSERVATOR PAGES.. DELETING PAGES... WITH LAME EXCUSES... (while leftist pages worst things affected.. worst right wing pages lying... unlike leftist pages... ) SOLD TO THE COMMUNISTS.. RIDICULOUS..,Negative,-0.37823129251700677,0.7836734693877551
+Facebook,Some error keeps popping everytime I link saying can't connect error name resolved? My wifi fine page loads perfectly I scroll refreshes error pops different links error I dunno happens I'm facebook,Positive,0.47222222222222227,0.7000000000000001
+Facebook,"Facebook auto updated six times within month, Still problems I fixed. This supposed top five Apps used around world absolutely useless!",Negative,-0.00833333333333334,0.3
+Facebook,"Update. Contant crashing OnePlus 6. Not good. Oh STILL I describe below. What Russians all...why DO I app?! Suddenly, I'm reading article recent feed, Facebook flips away ""important"" feed-- know, feed Facebook selects what's important you. Ugh... weeks now. Annoying.",Negative,-0.07291666666666667,0.7083333333333334
+Facebook,"Stop ruining newsfeed replacing ""Posts From Across Facebook"". I want po see posts friends, pages I like grous I joined people I dont know, pages I didnt like groups I didnt join!!!!!!!",Neutral,0.0,0.0
+Facebook,This sucks. It's buggy tries mislead users. I also understand Facebook circumventing Google Play Store updates offering update mechanism. Sounds like running scripts!,Negative,-0.2125,0.35
+Facebook,"Almost glitches. First far glitch is, every time I upload photo facebook, I launch massive search operation list somehow Facebook believe giving options see photographs gallary folder mode. I mean want post picture I save months back relevant posts? Can anything it?",Positive,0.07291666666666667,0.6534722222222221
+Facebook,"I stunned bad company (financial) size Facebook. Comments posts load clicked on. Posts disappear one's thread. Posts disappear one's text bar entering (apart arbitrary length string), annoying bugs... Really, show-stopping bugs make hard comprehend even possible without collusion Google's Android platform. Nah, I really share Facebook's blame Google. Google repeatedly thrown adverts face commonly exposed fraudulent. It's Facebook terrible company offers conceptually cool product practically terrible implementation.",Negative,-0.2570512820512821,0.5583333333333333
+Facebook Ads Manager,"Would nice Instagram ads fully functional here, split it. Something needs done Instagram ads still.",Positive,0.6,1.0
+Facebook Ads Manager,IT work. Please something,Neutral,0.0,0.0
+Facebook Ads Manager,"I can't create duplicate campaign, ads adset.. option duplicate campaign.. I .this function app. It shows ""None ads duplicate campaign"" """"",Neutral,0.0,0.0
+Facebook Ads Manager,Don't waste time money trash,Negative,-0.2,0.0
+Facebook Ads Manager,You've done two three updates last couple months caused problems solved any. I'm getting white screen I ad I get details. Doesn't even load ad. I've resorted creating add laptop looking there. Maybe I simply duplicate ad change photos text. I might give this.,Neutral,0.0,0.14126984126984127
+Facebook Ads Manager,"Budget editing, Ad managing easy simple. But new ad creating problematic Location adding work. So create ads using PC always.",Positive,0.1898989898989899,0.5483405483405484
+Facebook Ads Manager,"My facebook account got disabled due false copyright claims. My facebook pages source I drive traffic site. It's month since account got disabled. From beginning year, I getting false copyright claims videos falsely flagged removed Facebook. Every time I encounter types incident, I appealed investigation using Facebook Business Resource Live Chat support Facebook support staff restores content back apology email. Only time I uploaded copyrighted content. But Facebook system took previous false claims count infringements. And thought I repeat infringer. Which lead termination personal account. 8 years hard work, friends list ( school/collegemates, colleagues, clients, professionals ) Pages I created managed 300k followers gone. I spent lots money marketing pages. I depending earnings manage family expenses. My Facebook pages source I drive traffic websites. Now I broke. I job. They cheated me. :(",Negative,-0.21979797979797983,0.46555555555555556
+Facebook Ads Manager,This stellar latest update. Won't load now. Blank screen. Fix please,Positive,0.25,0.3833333333333333
+Facebook Ads Manager,nan,nan,nan,nan
+Facebook Ads Manager,Don't waste time,Negative,-0.2,0.0
+Facebook Ads Manager,Sip ok nice good good,Positive,0.625,0.675
+Facebook Ads Manager,Can't anytime payment,Neutral,0.0,0.0
+Facebook Ads Manager,Really helpful advertiser.,Positive,0.2,0.2
+Facebook Ads Manager,"If I could give ZERO stars, I would. Doesn't even work keeps crashing I even post ads.",Neutral,0.0,0.0
+Facebook Ads Manager,"What rubbish always say 'feature supported, damn PC please'",Neutral,0.0,0.0
+Facebook Ads Manager,"Not sure begin.. Ads displayed correctly displayed desktop I notice Organic user reach number (of post) keeps moving back forth. What the.. When organic user reach # drops (on desktop power editor well) paid reach goes like computer system ate organically reached users add em bills ""paid reach"". (SUPER SKETCHY) Not that, vital informations poorly delivered. Just even come cause simply many.. Quite often say I'm connected internet (both WiFi 3g, super weird) When I exit come back, work fine like 3min yeah.. big disappointment Facebook.. AND (most heacache) I posted event post required post advertise over, disapproved 2nd submission small demographic change, saying much text. I get say first place likes contents comments already taken place original post?? Sounds fair eh? I lost likes contents within post I re-schedule content issue.. Super sketchy money, hard even find report close 1:1 report BUSINESS, not-so-ready connectivity issue app.. I really go on..",Positive,0.08863636363636364,0.46426767676767666
+Facebook Ads Manager,Terrible. Won't even load. Just getting white screen.,Negative,-0.5,0.5
+Facebook Ads Manager,"Why restricted many functions like creating lead generation ads, downloading leads etc..",Positive,0.5,0.5
+Facebook Ads Manager,available option ATM Bank Transfer Payment Method,Positive,0.4,0.4
+Facebook Ads Manager,Fully computerise laboratory many packages health profile..,Positive,0.5,0.5
+Facebook Ads Manager,Make the Best,Positive,1.0,0.3
+Facebook Ads Manager,How create install ad app?,Neutral,0.0,0.0
+Facebook Ads Manager,This would perfect allowed edit audience mobile,Positive,1.0,1.0
+Facebook Ads Manager,install campaign??,Neutral,0.0,0.0
+Facebook Ads Manager,Nice,Positive,0.6,1.0
+Facebook Ads Manager,Awesome,Positive,1.0,1.0
+Facebook Ads Manager,freezing since update S8,Neutral,0.0,0.0
+Facebook Ads Manager,nan,nan,nan,nan
+Facebook Ads Manager,These times will also pass away,Neutral,0.0,0.0
+Facebook Ads Manager,nan,nan,nan,nan
+Facebook Ads Manager,Garbage app. Live Eastern time zone creating ad Toronto yet forcing time Pacific time zone I'm unable change. This easy facebook app. Now I'm forced garbage app. Guess I'll switching Instagram,Negative,-0.057575757575757586,0.5083333333333334
+Facebook Ads Manager,It's ok app. It could better I also see details leads I gather like name number email etc whenever respond ads. That's thing I really wish provide. Its hassle I keep switching phone laptop get details leads.,Positive,0.39999999999999997,0.39999999999999997
+Facebook Ads Manager,I done add I paying money month sudunly block account...it's bad...thanks,Neutral,0.0,0.0
+Facebook Ads Manager,nan,nan,nan,nan
+Facebook Ads Manager,Facebook team loser team loser updates deleted th,Neutral,0.0,0.0
+Facebook Ads Manager,Please Resolve Technical Problems Fastly,Positive,0.1,0.35
+Facebook Ads Manager,Many dollars later adds get single customer.,Positive,0.14285714285714288,0.2380952380952381
+Facebook Ads Manager,nan,nan,nan,nan
+Facebook Ads Manager,Neal Google's,Neutral,0.0,0.0
+Facebook Ads Manager,All toolkit good,Positive,0.7,0.6000000000000001
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,It takes load.,Neutral,0.0,0.0
+Facebook Lite,"I wrong. Thought buggy original Facebook app, nope! This resets yy reloading several times, pictures upload 75% time stays ""uploading 0kb's/0kb's"" New bug: I can't upload photos page anymore. It's blank I photo video..",Positive,0.02102272727272727,0.4209090909090909
+Facebook Lite,"can't login cause sms code received, disable 2 way authentication via pc first. try login via fb lite. find another problem. since there's home button, can't vie newsfeed deleting post. back button show error",Positive,0.125,0.16666666666666666
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,I real shock today third party open dialog box login facebook account. It automatic since I'm already logged facebook account I really need allow 3rd party access FB info needed share create account app. It seems like reason happen FB lite updated yet needs update again. *CAN YOU FIX THIS?* And updated?! Third party trusted open dialog box login FB. They might know password associated email/phone number. You'll never know could really happen developers. This sad... (Y_Y),Positive,0.01111111111111112,0.30000000000000004
+Facebook Lite,"When I install first work well, 1 day loading speed became slow. Then install thing happen again.",Negative,-0.025000000000000022,0.36666666666666664
+Facebook Lite,"Permissions ridiculous. On default. After turning off, turned back on. Amazingly, someone thought name ""Lite"" looking list ""F's"" Facebook, find it. Go look ""L's"" open Facebook app. Genius. I've turned notifications, yet still get notified commented someone else's status. I need know that. I need know uploaded photo shared someone else's status. That's I notifications off. Why I still getting them?",Positive,0.0666666666666667,0.6
+Facebook Lite,"I think problem update 29th July 2018. My news feed crashing coming long periods message ""something went wrong"" screen. Other pretty good last 4 years",Positive,0.045833333333333316,0.5569444444444445
+Facebook Lite,I really like app. But I want able copy paste posts status ppl posting facebook ... please consider cause even I hard press post copy appears nothing copied.. Thanks..,Positive,0.15208333333333332,0.39166666666666666
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,"It's really good! search, groups, etc. keeps saying try lost connection.",Positive,0.875,0.6000000000000001
+Facebook Lite,The problem returning back get stuck page. It go home page navigation pressing back option happen.,Neutral,0.0,0.0
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,"1) When comment always said ""loading comments"" 2)switched push notifications didnt work. always need fb icon check 3)chatting system disgusting.always need refresh.fb lite massenger also",Neutral,0.0,0.0
+Facebook Lite,"Don't like layout !! Nor pull see new posts , like search works wants, definitely like takes bit load pic comments ya wanna view !! Deleting going back original !! Hate market place gone !!",Negative,-0.012949810606060597,0.45075757575757575
+Facebook Lite,clunky hardly works all. comments posts- can't even simple copy paste! option report posting comments either. slow pgo way top screen pull reload. doesnt even work half time.,Negative,-0.05166666666666668,0.39309523809523805
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,"Always show open app ""Sorry, something went wrong Please try again"" uninstall apk every time saw massage..please fix After updated apk becoming slow n sucked..!!!!",Negative,-0.25648437500000004,0.73
+Facebook Lite,Bad experience. The earlier version fb lite need open links. This version need browser. Hangs sometime. And slow. And even updating keeps notifying update app.,Negative,-0.24999999999999997,0.5166666666666666
+Facebook Lite,When I made 2nd id started sharing page content blocked asked verification. I gave no. still I verify another account opening app. It says log I log pls login.. irritating,Negative,-0.2,0.4
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,"I like apart thing important thing me. The keeps unliking things I've liked seconds I've pressed like love, angry etc",Positive,0.25,0.85
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,Does play videos. Loading speed slow. While watching video message arrive stops play anymore. Can play 1 video play next audio gone.,Negative,-0.15000000000000002,0.19999999999999998
+Facebook Lite,"works complete reinstall, alright, basically altered little clunky, much less space hogging main",Negative,-0.021875,0.325
+Facebook Lite,A nice small footprint play videos tablet full version does.. Pleaze fix video playback issues!!,Positive,0.2989583333333333,0.65
+Facebook Lite,"Quick suggestion: really annoying get notifications groups anyone posts group without easy way disable control it. The posts already timeline, what's essence getting notified someone posting group again?",Negative,-0.011111111111111127,0.7444444444444445
+Facebook Lite,"Its good I dont like I cant upload video 20 MP, way help I able upload video facebook please",Positive,0.6,0.6125
+Facebook Lite,"I fb lite fb official app. But days, Fb lite working properly. It shows error (Something wrong) & again. Pls, Fix ASAP.",Negative,-0.25,0.5
+Facebook Lite,What fish Please google store every time update I know nothing new features changes done Please least let know breifings,Negative,-0.08181818181818182,0.42727272727272725
+Facebook Lite,Very bad service..many times logging failed.... Too much slow work properly,Negative,-0.42749999999999994,0.4166666666666667
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,measure improvement reliability speed...what mean that...or it's like... wasting time Datastore. get Ram full theses updates,Positive,0.01874999999999999,0.61875
+Facebook Lite,"This is what has been said about Vicky Singh, who has been accused of being involved in a fake encounter with Fb by Vicky Singh, who is the name of the person who has the right to name a few words.",Negative,-0.1380952380952381,0.5452380952380952
+Facebook Lite,nan,nan,nan,nan
+Facebook Lite,The video play-back awful. Pressing video start playing videos leaving pause either.,Negative,-1.0,1.0
+Facebook Lite,"I love size. But videos sometimes work (you hear sound video play, stuck first image)",Positive,0.3833333333333333,0.4444444444444444
+Facebook Local,"The worst ever! You can't choose proper date look events. Whenever pick going show events day instead desired one. Also, want check what's going another city plan traveling way apo show events home cuty matter city chose. I think developers creared eyes closed failed test it. The useless frustrating I had...",Negative,-0.4166666666666667,0.43333333333333335
+Facebook Local,"Way many notifications way turn ones want. Example: notifications every event even Interested/Going, Daily notification. Pretty annoying I uninstalled",Negative,-0.012500000000000011,0.6
+Facebook Local,"It pretty good till latest update. It opens half screen, silly map (I want see map I I want see events going near me). Totally useless :(",Negative,-0.04583333333333335,0.6427083333333333
+Facebook Local,"Great able keep track events without using fb, still missing convenient features posting pictures event comments, watching event videos full screen. With full event functionality would 5 star rating",Positive,0.36000000000000004,0.5050000000000001
+Facebook Local,"It great, days ago. The new design ruined me. When I open it, starts half screen occupied location. I ALREADY KNOW WHERE I AM!!! Need see events, goddamn map needs hiding every time!",Positive,0.13236564867424244,0.46780303030303033
+Facebook Local,"Completely broken Android P Was good thing Facebook ever built Events, shot (and userbase) foot Foursquare Lite nonsense. Good job, Lax",Positive,0.3333333333333333,0.5333333333333333
+Facebook Local,Looks like great app. Only thing missing. Can add add Page option please? Mobile fb either way add public events Page laptop pc share Page. But I want come events Page.,Positive,0.15000000000000002,0.4666666666666667
+Facebook Local,"I decided give try hope keeping track summer events going on. At first confusing difficult use, sadly week I've finally figured enough make useful. I would missed fun kids events I using app. I wish easier figure out, customizable, privacy clear I'm planning keeping (at least summer) see goes. Hopefully creators find way maki g even easier figure personalize.",Negative,-0.06499999999999999,0.5216666666666667
+Facebook Local,Did show thing I wanted see literally show anything read going outside town. Totally useless,Negative,-0.25,0.125
+Facebook Local,Its local looking things usually know what's going town/village can't adjust search area pick every area separately long winded tedious uninstalling,Negative,-0.2,0.4125
+Facebook Local,I keep ads pop randomly phone even open. Not good open phone work call video pops sound way.,Negative,-0.09,0.5
+Facebook Local,"The location way off! I missed many local events. Going back events via FB, going anymore.",Positive,0.16666666666666666,0.16666666666666666
+Facebook Local,"I actually liked app, ever since I upgraded OnePlus 6, work. It opens, I can't interact all. Clicking nothing. It's like frozen, actually isn't.",Positive,0.3,0.45
+Facebook Local,Background CPU usage high (3h 7 days Qualcomm Snapdragon 845). Too many / frequent notifications.,Positive,0.25333333333333335,0.4466666666666667
+Facebook Local,"This would lot better, quit recommending businesses closed year ago.",Positive,0.2,0.3
+Facebook Local,Please either put auto translate option description events allow copy description. I live estonia events local language translate understand. Please fix it.,Positive,0.06818181818181818,0.25
+Facebook Local,nan,nan,nan,nan
+Facebook Local,"Seriously though, ever work? Loads empty page, buttons work.",Negative,-0.21666666666666667,0.5833333333333333
+Facebook Local,I Love Application & Until day another day The World Will Become Pretty & technology Development Your Bro Abdulsallaam Ahmed Mohamed,Positive,0.375,0.8
+Facebook Local,"Doesn't work OnePlus 6, please update.",Neutral,0.0,0.0
+Facebook Local,nan,nan,nan,nan
+Facebook Local,Why size large? What's there? Spyware?,Positive,0.21428571428571427,0.42857142857142855
+Facebook Local,Takes half gigabyte phone??! How possible. It's list events. Ridiculous. Deleting.,Negative,-0.18055555555555555,0.7222222222222223
+Facebook Local,Thought I would try out. Looks like good app.,Positive,0.7,0.6000000000000001
+Facebook Local,Its good informed whats Melbourne Great have.,Positive,0.75,0.675
+Facebook Local,I'm pretty good at helping you but I'm not dino made. I'm going to keep going,Positive,0.475,0.8
+Facebook Local,nan,nan,nan,nan
+Facebook Local,How I get push notifications? I missed Keep Families Together March!,Neutral,0.0,0.0
+Facebook Local,"Filters family, children free categories. No way filter distance.",Positive,0.4,0.8
+Facebook Local,Liked old phone crashes open OnePlus 6.,Positive,0.2333333333333333,0.5
+Facebook Local,Doesn't even work (using Android P). It freezes start-up.,Neutral,0.0,0.0
+Facebook Local,nan,nan,nan,nan
+Facebook Local,The best! Always finding things do.,Positive,1.0,0.3
+Facebook Local,Doesn't work Android p beta. But I really like devices,Positive,0.2,0.2
+Facebook Local,Can't even get past first page. Prompts login Facebook & nothing happens. Samsung Galaxy S7,Neutral,0.0,0.29166666666666663
+Facebook Local,The new update horrible,Negative,-0.4318181818181818,0.7272727272727273
+Facebook Local,It bloody work. Just force closes open. Good job guys!,Positive,0.024999999999999984,0.6666666666666666
+Facebook Local,nan,nan,nan,nan
+Facebook Local,Crashes like f'ing Titanic,Neutral,0.0,0.0
+Facebook Local,"I'd like give higher score, I can't figure connect Google calendar.",Positive,0.25,0.5
+Facebook Pages Manager,Are massive updates least week really necessary? And never seems change log explaining purpose update is. Works point time slow show new messages comments often needs several manual refreshes see new message is.,Negative,-0.04675324675324677,0.5298701298701298
+Facebook Pages Manager,"I used post pictures event. I posted pictures 11:10pm. My phone showed right time right time zone too. But I looked posting pictures, showed time 4:10pm. When I post using mobile browser, time correct time I post. This happening Facebook well Facebook Manager application. I hope fix wrong time issue.",Positive,0.023809523809523798,0.6571428571428571
+Facebook Pages Manager,"This works well time, give message notifications. Sometimes I can't read messages refresh itself. Very annoying. Please look this.",Negative,-1.0,1.0
+Facebook Pages Manager,nan,nan,nan,nan
+Facebook Pages Manager,Bring back mentions! Or least enable feed pages liked page. The Facebook experience getting worse,Negative,-0.02500000000000001,0.45000000000000007
+Facebook Pages Manager,It's hard run business I dont get notifications cant access things notifications supposed for. This glitchy awful.,Negative,-0.6458333333333334,0.7708333333333333
+Facebook Pages Manager,It ok glitch came play open. Been trying days open nothing done fix it. Extremely disappointed!!!,Negative,-0.125,0.5625
+Facebook Pages Manager,Usually good newest update yesterday left loading screen says problem occurred try again. You cannot even report problem app. So please fix this. I work pages friends business pages help on.,Positive,0.35,0.30000000000000004
+Facebook Pages Manager,"This really needs fixed. I I to, much alternative managing company Facebook. But I never get notifications, even though settings correct. I sent multiple complaints every time updates, seems like fixed anything. It's hard keep message response time reply customers comments way get notifications manually open check repeatedly throughout day.",Positive,0.044047619047619044,0.2630952380952381
+Facebook Pages Manager,"Hi dev. There option pick upload image sub folder. When try upload image, give full gallery. Pls give option pick image sub gallery like instagram.",Positive,0.35,0.55
+Facebook Pages Manager,"Slower phone, update notifications days, still incredibly clunky even year since I first it. Overall disappointingly necessary running company's page. Really would expected Facebook.",Positive,0.2083333333333333,0.47222222222222227
+Facebook Pages Manager,Since latest update nothing crash constantly.,Positive,0.25,0.6166666666666667
+Facebook Pages Manager,Too slow read message reply difficult communicate business,Negative,-0.4,0.7
+Facebook Pages Manager,"The Worst From Facebook Ever , Difficult Use , Not Even Working , Crashes All Time , Heavy Ram Usage .",Negative,-0.5666666666666667,0.8333333333333334
+Facebook Pages Manager,"dont know FB dont fix voice message FB messenger, iphone cannot listen voice message, bad",Negative,-0.6999999999999998,0.6666666666666666
+Facebook Pages Manager,nan,nan,nan,nan
+Facebook Pages Manager,Why can't send listen voice mail. Its terribly unreachable audiences.,Negative,-1.0,1.0
+Facebook Pages Manager,nan,nan,nan,nan
+Facebook Pages Manager,Its good all. Its hangs always. And never opens msg notification once.,Positive,0.7,0.6000000000000001
+Facebook Pages Manager,It started notifying sms messages even sms turned off. Annoying af,Negative,-0.8,0.9
+Facebook Pages Manager,"This really good, feature uploading photos videos features uploading video popularity increased.",Positive,0.7,0.6000000000000001
+Facebook Pages Manager,Nothing I love it.,Positive,0.5,0.6
+Facebook Pages Manager,What's going on? Excessive updates notifications clearing,Negative,-0.25,1.0
+Facebook Pages Manager,nan,nan,nan,nan
+Facebook Pages Manager,Doesn't work last update,Neutral,0.0,0.06666666666666667
+Facebook Pages Manager,Can longer copy link page send people. Please add settings. This BS,Neutral,0.0,0.0
+Facebook Pages Manager,This work,Neutral,0.0,0.0
+Facebook Pages Manager,nan,nan,nan,nan
+Facebook Pages Manager,"""...Future Follow updated follow""...",Neutral,0.0,0.0
+Facebook Pages Manager,Page manager working plus 6,Neutral,0.0,0.0
+Facebook Pages Manager,I like,Neutral,0.0,0.0
+Facebook Pages Manager,Just another can't delete,Neutral,0.0,0.0
+Facebook Pages Manager,Malik irfan PTI Bajaur Salarzi,Neutral,0.0,0.0
+Facebook Pages Manager,The application no longer works,Neutral,0.0,0.0
+Facebook Pages Manager,I cannot open,Neutral,0.0,0.5
+Facebook Pages Manager,Little difficult update,Negative,-0.34375,0.75
+Facebook Pages Manager,Thank,Neutral,0.0,0.0
+Facebook Pages Manager,Third class app.,Neutral,0.0,0.0
+Facebook Pages Manager,Good tool manage pages,Positive,0.7,0.6000000000000001
+Facebook Pages Manager,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Good app. But add easy auto mode function? Face detect something else. Thanks,Positive,0.4444444444444444,0.5444444444444445
+Facetune - Ad Free,I think overall amazing app. You simple editing features advanced ones. But something I would like see added. In tone section edit make-up whatnot option change size opacity brush/eraser. I know others would helpful I would love see added.,Positive,0.3,0.49142857142857144
+Facetune - Ad Free,Good,Positive,0.7,0.6000000000000001
+Facetune - Ad Free,Awesome,Positive,1.0,1.0
+Facetune - Ad Free,"cost,worth it,i love apps..please continue make options apps,thanks dev making amazing apps,its still 5star me:)",Positive,0.5333333333333333,0.8333333333333334
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Says I getting update information it. Hopefully malware.,Neutral,0.0,0.0
+Facetune - Ad Free,Fav ..,Neutral,0.0,0.0
+Facetune - Ad Free,Best forever,Positive,1.0,0.3
+Facetune - Ad Free,"Been using 2 years now, dont even computer anymore. Its great app, pairs well Snapseed",Positive,0.8,0.75
+Facetune - Ad Free,"The iOS version PAID FOR 3 options reshaping tool. The Android Version PAID FOR Not third option shape like iOS version , I paid option thinking across board .app useless",Negative,-0.25,0.1
+Facetune - Ad Free,"My favorite fine tuning. There I like better reshaping realistically. Altogether, go appfor photo editing",Positive,0.47222222222222227,0.6666666666666666
+Facetune - Ad Free,Had anyone installed latest update yet? Not trying lose functionality purchases.,Positive,0.5,0.9
+Facetune - Ad Free,I love I wish features iOS version I,Positive,0.5,0.6
+Facetune - Ad Free,Sick fake,Negative,-0.6071428571428572,0.9285714285714286
+Facetune - Ad Free,Great hiding imperfections,Positive,0.8,0.75
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,It's good,Positive,0.7,0.6000000000000001
+Facetune - Ad Free,Best best,Positive,1.0,0.3
+Facetune - Ad Free,Great tool,Positive,0.8,0.75
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,"It's pretty much perfect editor mobile. My criticisms aspect ratio selections limited landscape, I'd love feature similar ""no-crop"" apps. Already 5-star suite here, damn would perfection.",Positive,0.33571428571428574,0.6285714285714286
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,"Well, I've 3 years. It's easy get fabulous results! Definitely worth price. However, time, aside maintenance, new features added.",Positive,0.3424242424242424,0.596969696969697
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,"Easiest, detailed, fastest, accurate used Image manipulation & correction market. At around 5mb, can. Its day day image editor.",Positive,0.4,0.6916666666666667
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Good,Positive,0.7,0.6000000000000001
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,"I looked trying find editor features luck. When find like 1 2 features last liked, had. You lose features gain ads every time look editor thing last do. FT exactly says. I love messing lighting, textures, filters, using brush tool manually make art photo.",Positive,0.27,0.35666666666666663
+Facetune - Ad Free,"Facetune fun! With photo apps, first thing I take setting extremes. Facetune retains detail appendages like made absurd. And time get focused, arsenal easy understand techniques effects make photos stand out. I'm really impressed!",Positive,0.31166666666666665,0.6733333333333333
+Facetune - Ad Free,"Had 10 minutes shoked first time opened it...The turtorial feels like video game turtorial explains EVERYTHING I didnt even watch videos got pretty good ""photoshp"" 15 MINUTES like said ""magazene photos"" I would defenitely tell friend especially deal 30 cents amazing. Oops..I threw karambit lore wall id rather stop take pause breath would reffer this? Hell yes maybe ill kill everyone house bcuz exitment get fun this... Ill try photos.",Positive,0.07777777777777778,0.7148148148148148
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Hate different depending phone use!? I used iPhone loved it. I got Google pixel even near amount editing tools I used iPhone. Not really happy I much freedom edit photos. Not sure I'll keep app. Waste money... Unless update like version iPhone,Negative,-0.08125000000000002,0.5986111111111111
+Facetune - Ad Free,"I used love old face tune much I paid version. A mistake. It sucks- intuitive, I hate filters makes photos look terrible. Honestly VSCO mess mess",Negative,-0.11666666666666667,0.49444444444444446
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,I think overall amazing app. You simple editing features advanced ones. But something I would like see added. In tone section edit make-up whatnot option change size opacity brush/eraser. I know others would helpful I would love see added.,Positive,0.3,0.49142857142857144
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Awesome,Positive,1.0,1.0
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Says I getting update information it. Hopefully malware.,Neutral,0.0,0.0
+Facetune - Ad Free,Fav ..,Neutral,0.0,0.0
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,"Been using 2 years now, dont even computer anymore. Its great app, pairs well Snapseed",Positive,0.8,0.75
+Facetune - Ad Free,"The iOS version PAID FOR 3 options reshaping tool. The Android Version PAID FOR Not third option shape like iOS version , I paid option thinking across board .app useless",Negative,-0.25,0.1
+Facetune - Ad Free,"My favorite fine tuning. There I like better reshaping realistically. Altogether, go appfor photo editing",Positive,0.47222222222222227,0.6666666666666666
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Great hiding imperfections,Positive,0.8,0.75
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Best best,Positive,1.0,0.3
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Excellent,Positive,1.0,1.0
+Facetune - Ad Free,Nice,Positive,0.6,1.0
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,There new features updates years. I would give 0 stars could.,Positive,0.13636363636363635,0.45454545454545453
+Facetune - Ad Free,"Well, I've 3 years. It's easy get fabulous results! Definitely worth price. However, time, aside maintenance, new features added.",Positive,0.3424242424242424,0.596969696969697
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,Good,Positive,0.7,0.6000000000000001
+Facetune - Ad Free,"I heard great things I downloaded cool, basic limited android... I photo editing professionally I looking really good photo editing (just edit photos mainly). I really dissapointed come features apple version. Please upgrade features ios version!!",Positive,0.31301020408163266,0.36683673469387756
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Facetune - Ad Free,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fair: A New Way To Own A Car,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,"nonsense calling self , facility , hide / number call another one. rate zero.",Neutral,0.0,0.0
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,Although adds bit much helped escape many awkward conversations,Positive,0.033333333333333326,0.5666666666666667
+Fake Call - Fake Caller ID,Please update background samsung s7. My friends know fake cuz original background.,Negative,-0.0625,0.875
+Fake Call - Fake Caller ID,Continues ring answering call Pixel 2 XL. Have hang call stop ringing.,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,The new upgrade quite impressive. I also love changes name fake call call assistance. Thank y'all.,Positive,0.28409090909090906,0.7636363636363637
+Fake Call - Fake Caller ID,Please fixed incoming call issue work phone locked Redmi 4,Positive,0.1,0.2
+Fake Call - Fake Caller ID,"Good faked number ACTUALLY called me!! Ps im bonkers,this true",Positive,0.3499999999999999,0.45
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,Bad It Puts calls real get reAl Callz,Negative,-0.09999999999999994,0.4222222222222222
+Fake Call - Fake Caller ID,Only applicable incoming calls outgoing calls asus mobile,Neutral,0.0,1.0
+Fake Call - Fake Caller ID,I love hilarious. I love using types situations,Positive,0.5,0.7333333333333334
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,Worst it. Weast time. I'm getting tension.,Negative,-1.0,1.0
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,Took second get used great asset people money ducking calls,Positive,0.4,0.375
+Fake Call - Fake Caller ID,"Bad fake call , can't receive fake call phone locked",Negative,-0.5666666666666665,0.8888888888888888
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,"Its worth less app,",Positive,0.06666666666666667,0.08333333333333334
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,"An amazing app, defatitly think u get it. U cool pranks get lot laughs it.",Positive,0.47500000000000003,0.775
+Fake Call - Fake Caller ID,I love app. This full. To cheat friend lot fun.,Positive,0.3833333333333333,0.44999999999999996
+Fake Call - Fake Caller ID,Awesome app. I set new ring tone call friend check sounds real ones. Nice work.,Positive,0.484090909090909,0.6886363636363637
+Fake Call - Fake Caller ID,I think really good Creative works really well got lot issues I needed great job guys great job good,Positive,0.6166666666666667,0.65
+Fake Call - Fake Caller ID,The process simple setup worked like charm record voice ither end make believable even!!!! Awesome,Positive,0.6666666666666666,0.6190476190476191
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,"This fantastic app, got rid talkative friend getting called ""mom""!!!",Positive,0.78125,0.9
+Fake Call - Fake Caller ID,Perfect family.. When wife starts arguing.. Perfect way escape,Positive,1.0,1.0
+Fake Call - Fake Caller ID,"Good, useful fun. Deserves five star ads ruin experience.",Positive,0.43333333333333335,0.26666666666666666
+Fake Call - Fake Caller ID,My friends actually believed LOL,Positive,0.4,0.39999999999999997
+Fake Call - Fake Caller ID,Wat dis calling myself...no outgoing calls???,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,All good contact key working. When press opens file manager.,Positive,0.35,0.8
+Fake Call - Fake Caller ID,It's good I make elder fool also setup version also,Positive,0.7,0.6000000000000001
+Fake Call - Fake Caller ID,It useful awkward situations,Negative,-0.15,0.5
+Fake Call - Fake Caller ID,It pretty good. I said missed call I answered XD,Positive,0.475,0.8
+Fake Call - Fake Caller ID,This user friendly well It useful escape time wasting places,Positive,0.3375,0.25
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,After-Game World's Worst Game,Negative,-0.7,0.7
+Fake Call - Fake Caller ID,"I problem app,but amazing Thanks",Positive,0.4,0.55
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,Best get. Works way described getting better,Positive,0.75,0.4
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,"A real call, many ads though!",Positive,0.4125,0.4
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,Great best thing since sliced bread,Positive,0.9,0.525
+Fake Call - Fake Caller ID,This lit. hahaha pretend crush calling atme,Positive,0.2,0.4
+Fake Call - Fake Caller ID,Very Helpful escape bad situation,Negative,-0.24999999999999992,0.4833333333333333
+Fake Call - Fake Caller ID,I amazing adds oh god,Positive,0.6000000000000001,0.9
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,Its simply amazing . But please u change wallpaper 7 8 Thank u!!,Positive,0.9375000000000001,0.9
+Fake Call - Fake Caller ID,0 stars. Also misleading.,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,Because I Messi fan,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,Just pranked mom,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,Saved sticky situation,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,It good,Positive,0.7,0.6000000000000001
+Fake Call - Fake Caller ID,Ringtone keeps ringing even after lifting a call,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,Useful friends beleibed someone calling,Positive,0.3,0.0
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,This awesome I loved,Positive,0.85,0.9
+Fake Call - Fake Caller ID,Best get out situations want,Positive,1.0,0.3
+Fake Call - Fake Caller ID,"It hilarious also helpful easy use, I frequently lol",Positive,0.5777777777777778,0.8444444444444444
+Fake Call - Fake Caller ID,This is great ... It's possible to have a Sira excited ... The one who made ... It's all about screaming ...,Positive,0.39166666666666666,0.8333333333333334
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,"Lol, Its funny.",Positive,0.525,0.85
+Fake Call - Fake Caller ID,Works perfectly me!,Positive,1.0,1.0
+Fake Call - Fake Caller ID,The lip-lock,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,Keeps ringing answering Pixel 2.,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,It's amazing I love think I can't play pokemon course,Positive,0.55,0.75
+Fake Call - Fake Caller ID,I love I visuals,Positive,0.5,0.6
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,Thank God I love way yes received mail,Positive,0.5,0.6
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,This spin-off app.,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,nan,nan,nan,nan
+Fake Call - Fake Caller ID,Wow I like thanks,Positive,0.15000000000000002,0.6
+Fake Call - Fake Caller ID,Really works. Gets job done,Positive,0.2,0.2
+Fake Call - Fake Caller ID,It's good best,Positive,0.85,0.45000000000000007
+Fake Call - Fake Caller ID,This good pranking,Positive,0.7,0.6000000000000001
+Fake Call - Fake Caller ID,I really like actually works,Positive,0.1,0.15000000000000002
+Fake Call - Fake Caller ID,Works well expected.,Negative,-0.1,0.4
+Fake Call - Fake Caller ID,Please Update 7.0 Samsung,Neutral,0.0,0.0
+Fake Call - Fake Caller ID,nice work properly good emergency l like,Positive,0.6499999999999999,0.8
+Fake Call - Fake Caller ID,So funny full,Positive,0.3,0.775
+Fake Call - Fake Caller ID,ringtone kept playing call,Neutral,0.0,0.0
+Fallout Shelter,I love game think fun. I enjoy able see different characters trying make happy make vault best be. The issue I buy Mr Gutsys I could stop playing game can't auto collect without means can't play day two vault dies. But amazing game really good idea moble.,Positive,0.30000000000000004,0.5437500000000002
+Fallout Shelter,"It's pretty perfect game. It follows theme fallout puts overseer. As overseer take care valt. I love whole premise I wish could easier way receive lunch box things increase chance get vault dwellers come. Other runs perfectly, graphics good, amazing. I started game I'm almost receiving overseer part. But game perfect people like love fallout.",Positive,0.34038461538461545,0.6673076923076924
+Fallout Shelter,"The game okay. If want play like actual video game, need spend real money. Otherwise waiting forever everything. The systems good, mechanics fine, best parts game locked away behind monetary walls. Quests example easily best part game, yet, need send survivors vault away 16 hour missions barely grant rewards worth trouble. You quests, game mighty boring without them.",Positive,0.05370370370370371,0.4222222222222222
+Fallout Shelter,nan,nan,nan,nan
+Fallout Shelter,"This amazing game. Don't problems, exept. When I make new room say ""Power"" room. I send people two go there. So I'm like ""OK, I make another room beside it."" THAT DID JACK. IT STILL WON'T LET MORE THE TWO PEOPLE IN THAT ROOM. Now bug never happened I'm wondering reason fix get work again.",Positive,0.2672727272727273,0.550909090909091
+Fallout Shelter,One favorite ever. With addition quests feels like there's always something do. The packs purchase actually feel like getting something fresh change mobile game. My literal issue game sometimes I'm trying look around vault I'll accidently move someone notice sometimes. 10 10 otherwise. Well done Bethesda.,Neutral,0.0,0.48
+Fallout Shelter,"I want like game more. I think premise awesome I love fallout games. But get feeling need pay extras actually get anywhere... I prefer actually play, cheat addons purchased real money. So, me, going well. No matter I I can't seem get stats acceptable level. (I really hope ES Blades)",Positive,0.25,0.4
+Fallout Shelter,"A great game played anywhere, anytime. The thing need internet connection microtransactions. I think time require pay something vault goes way downhill, so, I recommend purchasing starter pack. It includes enough supplies caps get back track. Overall, I think Bethesda awesome job this, I would highly recommend it.",Positive,0.22285714285714284,0.4557142857142857
+Fallout Shelter,"Love game, crashes time. If way lower graphics quality something keep game running large vault I would rate 5 stars. Also I like new icon, Vault Boy supposed smiling yelling. UPDATE The game longer crashing time new icon great! Keep good work!",Positive,0.18466810966810965,0.4986291486291486
+Fallout Shelter,"Its amazing game, neef yo make go away screen. You buy Mr Gutzy leave days. nake dont loose Food, Water Power. go holiday wifi hard work dies sad please change otherwize amazing game loved graphics gameplay great game anyway",Positive,0.06314102564102565,0.6360897435897437
+Fallout Shelter,"Great game. It takes time develop vault self-sufficient status. It's grind start get hang it, starts become easy. Remember pay attention SPECIAL status. Overlap great game. The monetary wall big deal. Clash Clans monetary wall crazy big game really isn't. Overall 4/5 stars.",Positive,0.05367965367965369,0.47316017316017317
+Fallout Shelter,"Very entertaining good while. Survival mode must anyone maxed save normal difficulty. Endgame handled well imo, reach 1million caps, base becomes impossible restructure later line due population etc, quests take long play give little reward. Once max settlers theres recurring endgame goal.",Negative,-0.03657407407407407,0.6038888888888889
+Fallout Shelter,This game amazing! I got hooked first second I played it. Fantastic gameplay easy learn. One component I find fustrating trying drag characters around vault trying make aim enemies. There (pick character) button allows easily pick character move him/her around ease. Everytime I try move character I end moving game camera.,Positive,0.15185185185185185,0.5189814814814815
+Fallout Shelter,"Overall, GREAT timekiller! I played much, started crash phone... But Switch, I play again! However, it'd cool way visit vaults others. Like Bottle & Cappy visit Quests, per se. Like, could set could visit rate Vaults, even trade outfits, caps, weapons, junk, etc. Either way, really good game!",Positive,0.3,0.43333333333333335
+Fallout Shelter,I want give game 4 stars I cant... YOUR UPDATE (or ever) DELETED ALL MY WORK!!!!!!! HAD EVERYTHING PERFECT AND TOOK A LOT OF TIME AND IT'S ALL GONE. Edit:: I redo load see came back. It 1 2 big mission(s) I missing. All rewards it. I love game. It's much fun great game relax with...,Positive,0.06,0.39
+Fallout Shelter,nan,nan,nan,nan
+Fallout Shelter,"This game awesome! 2 honest stars though, wipes battery clean within 2 hours: *after closing app* (not force close recommended). Sorry team, inefficient either Bitcoin mining make lack ads, sh!tpile battery devouring archaea.",Positive,0.21333333333333332,0.8
+Fallout Shelter,I dumped $ game previous vault. I toggled cloud saves believed game protected. I bought new phone fired FO find game loading cloud save. Beware. Update 6-14-18: Excited announcements E3 I decided check vaults restored. They aren't. I went Bethesda check help articles cannot get game recognize old vaults purchases.,Negative,-0.14441287878787878,0.39640151515151517
+Fallout Shelter,"Much improved I first started play. More stable, things do, things get. Love pets, love still get lunchboxes free decent rate too. You always re-arrange vault. You always start too. So many options things ways play layouts suit you. Great game!",Positive,0.33166666666666667,0.5349999999999999
+Fallout Shelter,A great fun game. You need spend money good it. You need internet play great time killer. I really reccomend many people. I wish would add like friend system like friend could trade vaults. Probably favorite game phone. Good job Bethesda.,Positive,0.37,0.54
+Fallout Shelter,Great fun little game. Very time consuming takes real world time progress resources. I'm fan microtransactions all. I'd rather pay inclusive experience. In game necessary provides huge shortcuts advances time faster. All fun game play go laying bed. I would recommend give try,Positive,0.07386363636363637,0.4863636363636364
+Fallout Shelter,Never addicted game like long time. You full control vault get things done dwellers (literally figuratively). Attacks happen random need prepared. You grind long time achieve great results. Most quests pretty much enemies. Check online help best tricks tips excel game. Best thing completely playable offline graphics pretty good. Definitely recommended.,Positive,0.2323529411764706,0.5176470588235295
+Fallout Shelter,I love Bethesda titles. This exception. I love also. The quest make much interesting. The thing I wish added weapons D.P.S. rating like fallouts. My assault rifles chopping stuff way quicker shotguns do.,Positive,0.5,0.5666666666666667
+Fallout Shelter,nan,nan,nan,nan
+Fallout Shelter,"Love it! I'm really big fan fallout series, (I like blowing peoples heads guns) I'm really enjoying fallout shelter. It's better mobile games I've tried far, really good humour, (love elder scrolls crosover jokes) quests great, bombarded adds in-game buying time. (which I hate, free game I get make things available buy, wish games like bethesda it.) anyways would definitely recommend!",Positive,0.25576923076923075,0.5961538461538463
+Fallout Shelter,"An awesome easy get game. An easy five stars. It's relatively generous, nuka-cola easy get quests useful binge play. However, I feel value nuka-cola could raised little. Skipping two hours great anything two hours eats whole lot substance, getting dwellers relatively difficult new comers. The gameplay lenient however, easy enjoy successful at.",Positive,0.2957623106060606,0.6367424242424242
+Fallout Shelter,"I think game really cool, first totally easy that's good. But always get's harder, raiders come, need provide incidents. But that's cool, I like challenges. The thing annoyes fact never really know, dwellers wastelands need stuff like that. But all: great game, really addicting. Oh, please change fact rename dwellers!",Positive,0.19393939393939394,0.4560606060606061
+Fallout Shelter,Game fun buggy. Now I can't get main menu. This game broken thats expect bethseda studio's. Looking forward buggy fallout 4. Update still buggy. If enjoy playing game try playing PC instead phone. The quest easier give Rewards far less buggy,Negative,-0.08888888888888889,0.41111111111111115
+Fallout Shelter,nan,nan,nan,nan
+Fallout Shelter,"Free pay win. Fun solid game give hours fun. Though, moving Vault dwellers phone screen always work whatever reason. I'd love update allows Vault experiments like turning Ghouls, Mutants, weird plant monsters New Vegas.",Positive,0.17070707070707072,0.4616161616161617
+Fallout Shelter,nan,nan,nan,nan
+Fallout Shelter,"I LOVE THAT GAME!!!Fantastic animations, great plot, everything absolutely accessible. The game super interesting. Sometimes wait worth it. After time unlock great things, strategy comes success understood important things known do. If know would get stronger gradually achieved.",Positive,0.39083333333333325,0.5141666666666667
+Fallout Shelter,"Its Bethesda game, broken. I love concepts idea Bethesda brings table, can't build game save life. The vault max capacity 200, built half vault, there's real point playing. Less consider unlockable rooms stop 100 dwellers. So game building vaults gives little incentive so. The quests fine, that's main point game, though seems I play. This supposed infinite game, relatively low ceiling. The game get truely fun first 50 dwellers stops fun 100.",Negative,-0.06597222222222222,0.35000000000000003
+Fallout Shelter,"This game amazing. I'm huge Fallout fan game something else. The annoyong flaw game YOU HAVE TO WATCH IT 24/7! So, like SIMS short terms. If could setting like sleep mode people get certain time people work would AMAZING! Overall 4.8/5 stars. Plus kinda lagy play awhile.",Positive,0.07380952380952382,0.5301587301587302
+Fallout Shelter,nan,nan,nan,nan
+Fallout Shelter,"Great, great, great game! I love much! My boyfriend I play together. It could actually conceivably sold vault sim console taken path instead. Crazy good free game! I really love it. It's fun addictive. You able put device down!",Positive,0.24097222222222225,0.5664930555555556
+Fallout Shelter,nan,nan,nan,nan
+Fallout Shelter,"Fun, fun addictive game. Its done great job including aspects fallout especially fallout 4 probaly 76 game ""like simcity"" todd howard said. The controls annoying times. As screen accident zoom somewhere. Also bonus xbox port done good job to. I would recommend!",Positive,0.075,0.5944444444444444
+Fallout Shelter,"This game amazing, starting get Fallout even know Fallout give like 35% less. This game additive like never ends, gather much items become Ault overseer master!!! Great job Bethesda",Positive,0.11770833333333335,0.4023809523809524
+Fallout Shelter,nan,nan,nan,nan
+Family Album Mitene: Private Photo & Video Sharing,"This great way sons grandparents family stay date him. We live states away, want miss every day cuteness.",Positive,0.4681818181818182,0.625
+Family Album Mitene: Private Photo & Video Sharing,If I could remove ages kids album would nice least option show would nice.,Positive,0.3,0.7999999999999999
+Family Album Mitene: Private Photo & Video Sharing,This really great like sharing photos family lives far away. I love even make picture books little movies pictures videos.,Positive,0.303125,0.7125
+Family Album Mitene: Private Photo & Video Sharing,We live near grandparents aunts uncles wonderful way everyone watch grow!,Positive,0.4121212121212121,0.6333333333333333
+Family Album Mitene: Private Photo & Video Sharing,I love easy share photos family members social media. This simple fun whole family!,Positive,0.25277777777777777,0.40952380952380957
+Family Album Mitene: Private Photo & Video Sharing,This family checked right here.,Positive,0.2857142857142857,0.5357142857142857
+Family Album Mitene: Private Photo & Video Sharing,Great sharing photos state family!,Positive,1.0,0.75
+Family Album Mitene: Private Photo & Video Sharing,Such great idea. I love this!,Positive,0.47500000000000003,0.6166666666666667
+Family Album Mitene: Private Photo & Video Sharing,The caused huge fight older family members received 50 email notifications day invite accepted invite. I wanted share pics child family caused bigger issue non tech family didnt know notification issue.,Positive,0.1888888888888889,0.5777777777777778
+Family Album Mitene: Private Photo & Video Sharing,I never right reviews nice! It's fantastic sharing photos children family. The reason I give 4 star I cannot photo books states. Other perfect. And 1s videos always make cry.,Positive,0.37642857142857145,0.7621428571428571
+Family Album Mitene: Private Photo & Video Sharing,"Amazing app! Love easy family members, thing I would change would creator album delete comments edit them, however free lets us add pictures keep social media I cannot complain. Also LOVE organized photos added submitters",Positive,0.4361111111111111,0.6333333333333334
+Family Album Mitene: Private Photo & Video Sharing,I love this. We much family lives away us privately share photos without posting publicly also nice safe way store memories,Positive,0.3,0.45694444444444443
+Family Album Mitene: Private Photo & Video Sharing,I love this! I don't live close family don't get see often husband I way help follow new little baby along! See what's see to! great!,Positive,0.3209517045454545,0.5609090909090909
+Family Album Mitene: Private Photo & Video Sharing,This awesome sharing pictures child family without dominating everyone's Facebook feed. The downside I hope fix can't order photo books US yet.,Positive,1.0,1.0
+Family Album Mitene: Private Photo & Video Sharing,"I like app. Its nice way family miss seeing baby grow special moments! I would like see profile pictures everyone future, since hard always tell who. Notifications sounds would fun well. Otherwise I think fun!",Positive,0.2382936507936508,0.43968253968253973
+Family Album Mitene: Private Photo & Video Sharing,I love much... It really help family see babies grow up.,Positive,0.3,0.3333333333333333
+Family Album Mitene: Private Photo & Video Sharing,"I love app, mother lives Georgia inlaws Ohio helps let see grandaughter grow!",Positive,0.625,0.6
+Family Album Mitene: Private Photo & Video Sharing,"Is server down? Just downloaded, unable open it.",Negative,-0.21851851851851853,0.42962962962962964
+Family Album Mitene: Private Photo & Video Sharing,Why can't create albums.,Neutral,0.0,0.0
+Family Album Mitene: Private Photo & Video Sharing,"Only star added Father, & Grandma wont let open w.o crashing!!",Neutral,0.0,0.75
+Family Album Mitene: Private Photo & Video Sharing,Thank u app. Please dont ever go away I looking forward buying photo book u day. I 1000 pics children.,Neutral,0.0,0.0
+Family Album Mitene: Private Photo & Video Sharing,It's nice town family able see pictures post social media.,Positive,0.3777777777777778,0.5638888888888889
+Family Album Mitene: Private Photo & Video Sharing,Love able share whole family privately place rather sending individually public media.,Positive,0.24,0.4133333333333334
+Family Album Mitene: Private Photo & Video Sharing,Why can't I join unless I invite :/,Negative,-0.25,1.0
+Family Album Mitene: Private Photo & Video Sharing,Great way share pics friends family privacy,Positive,0.8,0.75
+Family Album Mitene: Private Photo & Video Sharing,Amazing way keep pictures videos uploaded grandparents see grandchild. Love it!,Positive,0.6125,0.75
+Family Album Mitene: Private Photo & Video Sharing,Wish could ship us,Neutral,0.0,0.0
+Family Album Mitene: Private Photo & Video Sharing,This helpful easy. So glad I got app.,Positive,0.4666666666666667,0.9166666666666667
+Family Album Mitene: Private Photo & Video Sharing,Love I share daughter's photos family,Positive,0.5,0.6
+Family Album Mitene: Private Photo & Video Sharing,Having family lives amazing sharing milestones,Positive,0.6000000000000001,0.9
+Family Album Mitene: Private Photo & Video Sharing,Lovely way share photos family near far.,Positive,0.2333333333333333,0.7166666666666667
+Family Album Mitene: Private Photo & Video Sharing,I love it!!!,Positive,0.9765625,0.6
+Family Album Mitene: Private Photo & Video Sharing,Great share photos family.,Positive,0.8,0.75
+Family Album Mitene: Private Photo & Video Sharing,I find amazing,Positive,0.6000000000000001,0.9
+Family Album Mitene: Private Photo & Video Sharing,AMAZING!!!,Positive,1.0,0.9
+Family Album Mitene: Private Photo & Video Sharing,Its great,Positive,0.8,0.75
+Family Album Mitene: Private Photo & Video Sharing,nan,nan,nan,nan
+Family Album Mitene: Private Photo & Video Sharing,So cute. Not Facebook I privately share pics guy videos grandparents aunties uncles!,Positive,0.25,0.6875
+Family Album Mitene: Private Photo & Video Sharing,Works great sharing family,Positive,0.8,0.75
+Family Album Mitene: Private Photo & Video Sharing,Is awesome way share memories baby family time,Positive,1.0,1.0
+Family Dollar,"This horrible. Sure, clip coupons. The moment get register, using phone number clerk scan code, none coupons apply. Dont bother wasting time, forget contaction cooporate, thwy wont help you. SAVE YOUR TIME AND MONEY, GO TO DOLLAR GENERAL INSTEAD. AT LEAST THEY HAVE A WRKING COUPON APP.",Negative,-0.1875,0.6972222222222222
+Family Dollar,Nothing changed update. Still takes forever clip even single coupon. They listened said still added clip-all option coupons.,Negative,-0.07142857142857142,0.21428571428571427
+Family Dollar,All family Dollar stores I shop air conditioner broke corporate fix it... I hate shopping store feels like outside.... Hotter hell.... And close store early employees get hours cut.. There something wrong... I work there.. wrong Family Dollar corporate asinine!!!,Negative,-0.24285714285714288,0.43571428571428567
+Family Dollar,sucks. Doesn't work sometimes phone number store. Also save anything. I've clipped coupons never applied. I uninstalled app.,Negative,-0.3,0.3
+Family Dollar,"I adore never issue ever it. I shop, go counter, clerk scans device VOILA!! Savings!",Neutral,0.0,0.0
+Family Dollar,Glitchy work half time. Someone needs debug crappy,Negative,-0.16666666666666666,0.16666666666666666
+Family Dollar,It's great I work family dollar. So I phone answer question customers myself.,Positive,0.8,0.75
+Family Dollar,You best Family Dollar fam Callaghan Callaghan Square San Antonio Texas! 210,Positive,1.0,0.3
+Family Dollar,It okay. But I save much money. And I always shopping family dollar stores around town.,Positive,0.35,0.35
+Family Dollar,nan,nan,nan,nan
+Family Dollar,nan,nan,nan,nan
+Family Dollar,"Love app, saves much money!!",Positive,0.40625,0.4
+Family Dollar,nan,nan,nan,nan
+Family Dollar,Does let sign,Neutral,0.0,0.0
+Family Dollar,It easy home store,Positive,0.43333333333333335,0.8333333333333334
+Family Dollar,Need saving .50 cents,Neutral,0.0,0.0
+Family Dollar,Love daughter phone said lot help,Positive,0.5,0.6
+Family Dollar,Love it. It saves money.,Positive,0.5,0.6
+Family Dollar,Yeah I like smart coupons saving,Positive,0.21428571428571427,0.6428571428571429
+Family Dollar,Love it!!!,Positive,0.9765625,0.6
+Family Dollar,nan,nan,nan,nan
+Family Dollar,I love it.,Positive,0.5,0.6
+Family Dollar,Its good,Positive,0.7,0.6000000000000001
+Family Dollar,Great app.,Positive,0.8,0.75
+Family Dollar,Love,Positive,0.5,0.6
+Family Dollar,Love,Positive,0.5,0.6
+Family Dollar,AWESOME,Positive,1.0,1.0
+Family Dollar,Excellent,Positive,1.0,1.0
+Family Dollar,"Since updated, I've able sign in. Everything I says sign in, I do, I get message saying oops, s'thing went wrong, try later?? No fixed yet? Kind makes useless. Uh, oh somethings wrong! 71318. You people still fixed app? 0 stars.",Negative,-0.05937500000000001,0.49062500000000003
+Family Dollar,"The newer version sucks.. could clip multiple Coupons once, time time consuming.. ""clip ALL"" button would nice too... ask promote something work user friendly customers... spend time troubleshooting store getting customers it.. pay attention reviews proactive fix problem...",Positive,0.16875,0.45
+Family Dollar,"I really love Family Dollar Stores, Here Howard City MI 49329, seem always I'm looking for, A Z. If I'm trouble finding ""exactly"" I need I go Family Dollar Store really I ALWAYS find I need. The reception welcoming, workers helpful, kind social. They # 1 satisfaction.",Positive,0.2305555555555556,0.36944444444444446
+Family Dollar,Is app updating something?? I haven't able log 2 weeks now. I go actual clip coupons...defeats purpose,Positive,0.25,0.3625
+Family Dollar,I got rip bought big box filled bracelet making materials I got small barely supplies I recommend,Positive,0.05,0.375
+Family Dollar,The thing I like coupon gone can't expiration date like coupon,Neutral,0.0,0.0
+Family Dollar,"This would got 5 stars month ago. But coupon time could 2 time. The time I ""have spend less like it. Ease = meh ; taking 20 mins 40 coupons.",Negative,-0.16666666666666666,0.06666666666666667
+Family Dollar,"I longer view new coupons. Only ones I've already clipped. And every coupon I tried store past 2 weeks, product shelf. I live blocks local Family Dollar Store. I almost everyday. So keep mind, I literally checking daily ongoing problem. But then, would nice managers least knew count back change without cash register tell much give people. knows they're doing. Literally every single coupon I would like use, shelf totally empty product I know coincidence product sold day coupon expires product stocked shelf. I'm fairly certain law. You can't offer coupons products pull shelves simply get people store spend money.",Positive,0.024372294372294368,0.40316017316017316
+Family Dollar,This bad Samsung phone overheating I pop closed continuously,Negative,-0.3999999999999999,0.3833333333333333
+Family Dollar,nan,nan,nan,nan
+Family Dollar,I hate dam cant remember zip code!!!! Annoying hell find store every single time,Negative,-0.6238095238095238,0.6714285714285714
+Family Dollar,Keep saying phone number already registered. Even bogus made # has.,Neutral,0.0,0.0
+Family GPS Tracker and Chat + Baby Monitor Online,Excellent tracking,Positive,1.0,1.0
+Family GPS Tracker and Chat + Baby Monitor Online,"My wife installed phones together, # many features features. Www locate another traveling apart. Also text , walkie talking feature premium, dying try it. Great app, love it. So install it. 5️⃣ *****",Positive,0.6,0.6166666666666667
+Family GPS Tracker and Chat + Baby Monitor Online,Can track children's mobile without entering code phones ?,Neutral,0.0,0.0
+Family GPS Tracker and Chat + Baby Monitor Online,I've testing days I impressed functionality. My aim smart watch son. Well done Google!,Positive,0.6339285714285714,0.8214285714285714
+Family GPS Tracker and Chat + Baby Monitor Online,nan,nan,nan,nan
+Family GPS Tracker and Chat + Baby Monitor Online,I using family locator 360. family GPS way accurate,Positive,0.4000000000000001,0.6333333333333334
+Family GPS Tracker and Chat + Baby Monitor Online,How hide child location parents,Neutral,0.0,0.0
+Family GPS Tracker and Chat + Baby Monitor Online,Very nice apk. Stable NOT flooded ads.,Positive,0.78,1.0
+Family GPS Tracker and Chat + Baby Monitor Online,Great messaging keeping track family,Positive,0.8,0.75
+Family GPS Tracker and Chat + Baby Monitor Online,It accurate love it!,Positive,0.5125000000000001,0.6166666666666667
+Family GPS Tracker and Chat + Baby Monitor Online,It's awesome ... great work,Positive,0.9,0.875
+Family GPS Tracker and Chat + Baby Monitor Online,Good,Positive,0.7,0.6000000000000001
+Family GPS Tracker and Chat + Baby Monitor Online,Great,Positive,0.8,0.75
+Family GPS Tracker and Chat + Baby Monitor Online,Love,Positive,0.5,0.6
+Family GPS Tracker and Chat + Baby Monitor Online,Best tracking ever must,Positive,1.0,0.3
+Family GPS Tracker and Chat + Baby Monitor Online,Using track 3 phone 2 work well app. The 3 phone honor 9 lite seem hit miss works. Update following tech support change setting phone. working Honor 9 lite.,Neutral,0.0,0.1
+Family GPS Tracker and Chat + Baby Monitor Online,Great help keep track everyone,Positive,0.8,0.75
+Family GPS Tracker and Chat + Baby Monitor Online,Great I like,Positive,0.8,0.75
+Family GPS Tracker and Chat + Baby Monitor Online,nan,nan,nan,nan
+Family GPS Tracker and Chat + Baby Monitor Online,I really looking forward using features offer I can't seem get baby monitor walkie talkies work instructions explain. I change rating 5 star I get working.,Positive,0.2,0.2
+Family GPS Tracker and Chat + Baby Monitor Online,"Horrible! Extremely inaccurate delayed location notification. No thank you, going find better less issues.",Negative,-0.19791666666666666,0.6416666666666667
+Family GPS Tracker and Chat + Baby Monitor Online,Nyc,Neutral,0.0,0.0
+Family GPS Tracker and Chat + Baby Monitor Online,We downloaded place Life 360 family locator app...After 2 days GEOLOC app....it soooo much better...even spend $8.99 upgrade loving it...still trying figure walkie talkies...they seem little glitchy..love fact I monitor tween without knowing. Gives piece mind. Great far!,Positive,0.3075,0.6799999999999999
+Family GPS Tracker and Chat + Baby Monitor Online,It's good glitchy.. I've paid year would great fixed glitches... radio glitchy works wants sometimes baby monitor connect tell map sometime family members st 2 are. Please fix I got go camping August I've got 8 kids need work properly. Thanks,Positive,0.4,0.37
+Family GPS Tracker and Chat + Baby Monitor Online,The walkie talkies always easy far message going good way keep family. And $10.00 year maybe time payment life either way definitely worth,Positive,0.38333333333333336,0.6333333333333334
+Family GPS Tracker and Chat + Baby Monitor Online,Not working I used days. But work well. Only first day work well. After work. Same location showed day.,Positive,0.08333333333333333,0.4861111111111111
+Family GPS Tracker and Chat + Baby Monitor Online,I love using year. Unfortunately since yesterdays update load. Gutted.,Neutral,0.0,0.8
+Family GPS Tracker and Chat + Baby Monitor Online,"Good app, walkie talkie little wonky sometimes tracks good baby monitor works pretty good Android. Really liking it.",Positive,0.29464285714285715,0.5428571428571429
+Family GPS Tracker and Chat + Baby Monitor Online,I started work pregnancy leave helped calm knowing child is.I tablet always diaper bag.,Positive,0.30000000000000004,0.75
+Family GPS Tracker and Chat + Baby Monitor Online,This work always saying somewhere even at.,Neutral,0.0,0.0
+Family GPS Tracker and Chat + Baby Monitor Online,"Great app! Easy use, low battery usage.",Positive,0.4777777777777778,0.6277777777777779
+Family GPS Tracker and Chat + Baby Monitor Online,So far good. It works. Highly recommended.,Positive,0.32,0.7133333333333334
+Family GPS Tracker and Chat + Baby Monitor Online,nan,nan,nan,nan
+Family GPS Tracker and Chat + Baby Monitor Online,Gòod,Neutral,0.0,0.0
+Family GPS Tracker and Chat + Baby Monitor Online,Is OK,Positive,0.5,0.5
+Family GPS Tracker and Chat + Baby Monitor Online,Not good,Negative,-0.35,0.6000000000000001
+Family GPS Tracker and Chat + Baby Monitor Online,Good. Using every day.,Positive,0.7,0.6000000000000001
+Family GPS Tracker and Chat + Baby Monitor Online,I love,Positive,0.5,0.6
+Family GPS Tracker and Chat + Baby Monitor Online,Love,Positive,0.5,0.6
+Family GPS Tracker and Chat + Baby Monitor Online,Great,Positive,0.8,0.75
+Family GPS tracker KidControl + GPS by SMS Locator,"Have using week far fast, accurate easy use. Question: I notice ""request SMS"" locator flag child. What mean I get rid I want it? New question: street view suddenly changed plain map view. Don't recall hitting buttons. How restore old street view?",Positive,0.09365680615680617,0.5850949975949976
+Family GPS tracker KidControl + GPS by SMS Locator,nan,nan,nan,nan
+Family GPS tracker KidControl + GPS by SMS Locator,nan,nan,nan,nan
+Family GPS tracker KidControl + GPS by SMS Locator,I used love app....have used years made Google map pay feature. I furious I visually become familiar kids' routes shows cartoon. I uninstalling using different app....,Positive,0.21875,0.42500000000000004
+Family GPS tracker KidControl + GPS by SMS Locator,It would great provision taking photos case stolen child carrying phone trouble. Preset number wrong attempts login activate feature.,Positive,0.03333333333333336,0.6166666666666667
+Family GPS tracker KidControl + GPS by SMS Locator,"Does work new One Plus 6. I've always offline, fixed background run already 10 times difference.",Positive,0.11818181818181818,0.32727272727272727
+Family GPS tracker KidControl + GPS by SMS Locator,"The new feature locate SMS really function, though already received location SMS, Kid control keep counting time unable detect SMS. What wrong?",Negative,-0.1659090909090909,0.5136363636363637
+Family GPS tracker KidControl + GPS by SMS Locator,Absolutely useless app. Never update status automatically,Negative,-0.5,0.2
+Family GPS tracker KidControl + GPS by SMS Locator,sms tracking ? cannot find option test ...,Neutral,0.0,0.0
+Family GPS tracker KidControl + GPS by SMS Locator,It used work... even updates reinstalling won't.,Neutral,0.0,0.0
+Family GPS tracker KidControl + GPS by SMS Locator,Great helps keep track young one. Buy upgraded side well worth it!!!!,Positive,0.5441406249999999,0.4166666666666667
+Family GPS tracker KidControl + GPS by SMS Locator,nan,nan,nan,nan
+Family GPS tracker KidControl + GPS by SMS Locator,Only works kids data,Neutral,0.0,1.0
+Family GPS tracker KidControl + GPS by SMS Locator,When dont work dont work This kind work perfect time work,Positive,0.8,0.95
+Family GPS tracker KidControl + GPS by SMS Locator,Awesome app. I purchased family works great.,Positive,0.9,0.875
+Family GPS tracker KidControl + GPS by SMS Locator,Great customer support quick response.,Positive,0.5666666666666667,0.625
+Family GPS tracker KidControl + GPS by SMS Locator,Like it!,Neutral,0.0,0.0
+Family GPS tracker KidControl + GPS by SMS Locator,nan,nan,nan,nan
+Family GPS tracker KidControl + GPS by SMS Locator,Great !!!,Positive,1.0,0.75
+Family GPS tracker KidControl + GPS by SMS Locator,Works great,Positive,0.8,0.75
+Family GPS tracker KidControl + GPS by SMS Locator,I love,Positive,0.5,0.6
+Family GPS tracker KidControl + GPS by SMS Locator,Bad,Negative,-0.6999999999999998,0.6666666666666666
+Family GPS tracker KidControl + GPS by SMS Locator,Good,Positive,0.7,0.6000000000000001
+Family GPS tracker KidControl + GPS by SMS Locator,Was working great. Now takes ages update time all. Shows daughter walking school hours got there. No update day. I checked background settings correct. I also ensured data available phones ok too. So must playing up. Carried update still same. Think I remove go elsewhere I need know child day etc. Poor,Positive,0.26000000000000006,0.475
+Family GPS tracker KidControl + GPS by SMS Locator,It keeps logging husband update even I manually refresh. I even paid premium case access WiFi work. Apparently case. I want refund. If I can't trust track husband appropriately I trust install kid's phone's track them? My husband tracking trial run see would reliable help us keep kids safe. But I guess not.,Positive,0.35000000000000003,0.45
+Family GPS tracker KidControl + GPS by SMS Locator,"Changing rating app. Even premium member app, extremely unreliable. Its give accurate current location. Last time updated location hour ago saying daughter still home park. Her phone data there's reason inconsistency app. Will looking new, better waste money time.",Positive,0.10162337662337663,0.4363636363636364
+Family GPS tracker KidControl + GPS by SMS Locator,nan,nan,nan,nan
+Family GPS tracker KidControl + GPS by SMS Locator,"Overall good, using purchased version. But right problem kids phone, closed, ward always request user login like beginning Map SoS. Please need advise..",Positive,0.22142857142857142,0.30892857142857144
+Family GPS tracker KidControl + GPS by SMS Locator,"It logged I needed feel safe. I hate it,will never again. Edit: I ""think"" I logged out, logged I new invitation code log in. The updatet automatically, date. I someone always knows I am, feel safe traveling. I ptsd panicked logged person could longer see I was.",Positive,0.08409090909090908,0.5886363636363636
+Family GPS tracker KidControl + GPS by SMS Locator,"We signed paid additional service, keeps resetting original service. Very frustrating. It also delay showing children are. We looking easy family son's first phone. This it.",Positive,0.13458333333333333,0.7291666666666667
+Family GPS tracker KidControl + GPS by SMS Locator,nan,nan,nan,nan
+Family GPS tracker KidControl + GPS by SMS Locator,nan,nan,nan,nan
+Family GPS tracker KidControl + GPS by SMS Locator,nan,nan,nan,nan
+Family GPS tracker KidControl + GPS by SMS Locator,"I tried yesterday, works well son's iPhone. The goes phone almost 7 years old. I solve problem restarting phone. The automatically tracks son's position. The indicates percentage charge phones, informs son still walking. I love it!!!! Thanks app!!! Lady B.",Positive,0.496875,0.3333333333333333
+Family GPS tracker KidControl + GPS by SMS Locator,"It work well. It works little, never updates daughter is. It always shows home I know fact phone service.",Negative,-0.1875,0.5
+Family GPS tracker KidControl + GPS by SMS Locator,"I pleased know family safe supposed be. What sigh relief. It's helpful day time , never careful comes protecting kids family.",Positive,0.35000000000000003,0.8333333333333334
+Family GPS tracker KidControl + GPS by SMS Locator,"I using Found kids I new user,it's bit different first one. One thing I notice,it's show changes quick first one. My husband left home still home nearly 10 minutes,just show driving. Weird...but see,it's beginning. 4 stars",Positive,0.15281385281385282,0.37445887445887444
+Family GPS tracker KidControl + GPS by SMS Locator,Any updates coming soon ?? Used work fine never picks location always says gps. When finally 30/40 got somewhere. Disappointed .,Negative,-0.1111111111111111,0.75
+Family GPS tracker KidControl + GPS by SMS Locator,"Updates downloaded directly play store, istelf. You fail update get disconnected questions asked. Also notice need update.",Negative,-0.2,0.35
+Family GPS tracker KidControl + GPS by SMS Locator,Was great fun see kiddo wow accurate...now accurate..i accurate wifi.. also vehicle spectacular wifi..hangs locations randomly relative ping areas unless move around ..its randomly random.. checked internals..nada prob..not paying this..thx ok works fine 50% time- settings fine- woops..6 hrs ago still parked middle highway area active battery.. funny made home..it still shows highway.. frequent inacurate occurance random. I get battery died lack area- available. Thnx,Positive,0.196875,0.5177083333333333
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,"Would great except constantly pinging location, since downloading cut battery life 75%. Even I attempted change settings forever updates location. Give us easy toggle option, even I changed location settings I recieved notifications telling change permissions back every 5 minutes.",Positive,0.30833333333333335,0.47916666666666663
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,Easy way keep track everyone family. It allows us give autistic son bit freedom wants go somewhere - check see time,Positive,0.14444444444444446,0.3777777777777778
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,Legitimately worst quality I ever used. Demolishes battery. If I need work would phone seconds.,Negative,-1.0,1.0
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,It's great know family is. My grandson phone. I know comings goings worry less.,Positive,0.3166666666666667,0.4083333333333333
+Family Locator - GPS Tracker,Stopped working new update. It show location they've stopped moving. Doesn't refresh 30 min.,Positive,0.13636363636363635,0.45454545454545453
+Family Locator - GPS Tracker,This useful big family trip Disney World. When split made easy see someone looking phone.,Positive,0.24444444444444446,0.3111111111111111
+Family Locator - GPS Tracker,"Love app, however stop asking rate even though I already rated past. That minor complaint I could give it.",Negative,-0.024999999999999994,0.3125
+Family Locator - GPS Tracker,"Love app! Now I easily keep track family, real time. Easy use, free version need! Wish I downloaded long time ago.",Positive,0.35694444444444445,0.6277777777777779
+Family Locator - GPS Tracker,So much used free I'm little sad. I really liked crime feature years ago free.,Positive,0.15208333333333335,0.6833333333333332
+Family Locator - GPS Tracker,"Amazing. I track husband I look busy gets home. Seriously, nice check someone late, are.",Positive,0.25,0.7000000000000001
+Family Locator - GPS Tracker,I love app. One problem members often circle try log again.,Positive,0.5,0.6
+Family Locator - GPS Tracker,"Of I've used..this easiest, useful far. Not mention much fun!",Positive,0.25833333333333336,0.39999999999999997
+Family Locator - GPS Tracker,"Found helpful, keeps family happy, I am. Just incase I wonder",Positive,0.8,1.0
+Family Locator - GPS Tracker,This helpful locate teenage daughters. The location always little (when I bedroom shows I neighbors living room). My daughters husband like kills phone battery quickly! I Samsung iPhones. It seem affect Samsung bad. Great free app!,Positive,0.13819444444444448,0.5361111111111111
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,This amazing! As father comforting know children loved are! This really accurate! Thanks actually works! I'm concerned amount battery uses. At first issue last several months setting phones battery usage alert. I'm using Samsung 8 active.,Positive,0.2712962962962963,0.4037037037037038
+Family Locator - GPS Tracker,At first really good. Then sudden background gone locations shown pictures nothing. Updating fix problem.,Positive,0.31666666666666665,0.4777777777777778
+Family Locator - GPS Tracker,Killing battery....... constantly updating location....,Neutral,0.0,0.3333333333333333
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,Great parents stalk teenage kids make sure home safely school.,Positive,0.45,0.5347222222222222
+Family Locator - GPS Tracker,I love help keep track loved ones. I wish features free.,Positive,0.5333333333333333,0.7333333333333334
+Family Locator - GPS Tracker,One best free version I ever used. Great family.,Positive,0.7333333333333334,0.6166666666666667
+Family Locator - GPS Tracker,Great helps see family members make sure they're safe,Positive,0.6,0.7129629629629629
+Family Locator - GPS Tracker,I love it. It helps keep track family gives peace mind.,Positive,0.5,0.6
+Family Locator - GPS Tracker,We go bike. My wife uses keep eye out.,Neutral,0.0,0.0
+Family Locator - GPS Tracker,"Perfect tool locate family members. Just install, add family members done.",Positive,1.0,1.0
+Family Locator - GPS Tracker,I love case I See mom dad is.,Positive,0.5,0.6
+Family Locator - GPS Tracker,Handy finding family shopping everyone goes way,Positive,0.6,0.9
+Family Locator - GPS Tracker,"Amazing much information found app. Wanted get work old ladies phone, finally got working ahh inspiring",Positive,0.27999999999999997,0.6599999999999999
+Family Locator - GPS Tracker,useful especially want monitor young drivers habits.,Positive,0.13333333333333333,0.4666666666666666
+Family Locator - GPS Tracker,Great way keep tabs family without protective.,Positive,0.8,0.75
+Family Locator - GPS Tracker,"Your helped know son accident.. He okay, Thank You",Positive,0.5,0.5
+Family Locator - GPS Tracker,"I, well Sister, feels safe, knowing I'm time.",Positive,0.5,0.5
+Family Locator - GPS Tracker,"This gives peace mind family members away home, there's problem I get quickly x",Positive,0.3333333333333333,0.5
+Family Locator - GPS Tracker,It's awesome. Great way keep track family.,Positive,0.9,0.875
+Family Locator - GPS Tracker,"Good locating keeping track loved ones they're away home, set alerts (up two places free version) people leave arrive set location. Overall pretty accurate provably depending phone carrier area...but f... Full Review",Positive,0.39999999999999997,0.6261904761904763
+Family Locator - GPS Tracker,"Found helpful, keeps family happy, I am. Just incase I wonder",Positive,0.8,1.0
+Family Locator - GPS Tracker,"Great even free version, later buy full version works well 1 month",Positive,0.38750000000000007,0.525
+Family Locator - GPS Tracker,Love it! That's I say. She thought pulling wool eyes!,Positive,0.78125,0.6
+Family Locator - GPS Tracker,This works perfectly fine phone partners phone can't located 99% time I look location history later good I can't find he's current time,Positive,0.2791666666666667,0.375
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,Handy finding family shopping everyone goes way,Positive,0.6,0.9
+Family Locator - GPS Tracker,useful especially want monitor young drivers habits.,Positive,0.13333333333333333,0.4666666666666666
+Family Locator - GPS Tracker,"I, well Sister, feels safe, knowing I'm time.",Positive,0.5,0.5
+Family Locator - GPS Tracker,After last update function. It keeps crashing unable anything.,Negative,-0.25,0.2833333333333333
+Family Locator - GPS Tracker,It's awesome. Great way keep track family.,Positive,0.9,0.875
+Family Locator - GPS Tracker,This absolutely correct location helpful,Positive,0.2,0.9
+Family Locator - GPS Tracker,The best ever seen,Positive,1.0,0.3
+Family Locator - GPS Tracker,Love it! Works great accurate,Positive,0.6083333333333334,0.6611111111111111
+Family Locator - GPS Tracker,It really helpful knowing son,Positive,0.2,0.2
+Family Locator - GPS Tracker,"I daughter installed let add her, sure I'm something wrong what.",Neutral,0.0,0.8944444444444444
+Family Locator - GPS Tracker,Didn't track phone tracked location.,Neutral,0.0,0.0
+Family Locator - GPS Tracker,Great app. Very responsive.,Positive,0.5,0.525
+Family Locator - GPS Tracker,It works n boys,Neutral,0.0,0.0
+Family Locator - GPS Tracker,Nice find phone,Positive,0.6,1.0
+Family Locator - GPS Tracker,May added functions .,Neutral,0.0,0.0
+Family Locator - GPS Tracker,Good keeping contact,Positive,0.7,0.6000000000000001
+Family Locator - GPS Tracker,It's great!,Positive,1.0,0.75
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,useful!,Positive,0.375,0.0
+Family Locator - GPS Tracker,Great parents stalk teenage kids make sure home safely school.,Positive,0.45,0.5347222222222222
+Family Locator - GPS Tracker,Works everybody board,Neutral,0.0,0.0
+Family Locator - GPS Tracker,useful,Positive,0.3,0.0
+Family Locator - GPS Tracker,Ggggrrrrreat app!,Neutral,0.0,0.0
+Family Locator - GPS Tracker,Great helps see family members make sure they're safe,Positive,0.6,0.7129629629629629
+Family Locator - GPS Tracker,Works good,Positive,0.7,0.6000000000000001
+Family Locator - GPS Tracker,Very accurate,Positive,0.5200000000000001,0.8233333333333335
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,Good Job,Positive,0.7,0.6000000000000001
+Family Locator - GPS Tracker,Great,Positive,0.8,0.75
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,Awesomeness!!!!!,Neutral,0.0,0.0
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,nice.,Positive,0.6,1.0
+Family Locator - GPS Tracker,"Does promised , might better",Positive,0.5,0.5
+Family Locator - GPS Tracker,Great highly recommend it!,Positive,0.5,0.645
+Family Locator - GPS Tracker,Ossum maybe,Neutral,0.0,0.0
+Family Locator - GPS Tracker,Needs little fine tuning,Positive,0.11458333333333334,0.5
+Family Locator - GPS Tracker,I really like,Positive,0.2,0.2
+Family Locator - GPS Tracker,Good have.,Positive,0.7,0.6000000000000001
+Family Locator - GPS Tracker,Love,Positive,0.5,0.6
+Family Locator - GPS Tracker,perfect,Positive,1.0,1.0
+Family Locator - GPS Tracker,Best,Positive,1.0,0.3
+Family Locator - GPS Tracker,Very nice,Positive,0.78,1.0
+Family Locator - GPS Tracker,I love,Positive,0.5,0.6
+Family Locator - GPS Tracker,Good,Positive,0.7,0.6000000000000001
+Family Locator - GPS Tracker,Great,Positive,0.8,0.75
+Family Locator - GPS Tracker,Love,Positive,0.5,0.6
+Family Locator - GPS Tracker,This best ! It wrong anything yet. It tells right everyone times right everytime ! Also speed readings right features ! I promise paying $7.99 fee month well worth ! This gives peace mind !,Positive,0.328125,0.4845238095238095
+Family Locator - GPS Tracker,"Great families. Helps keep track kids are, whether someone still work way home. Been using years far updates stable buggy. No intrusive advertising annoying behavior. Love it.",Positive,0.15,0.8125
+Family Locator - GPS Tracker,We family travels work over. It's real comfort know wherever are. My 6 yr old Granddaughter tracks Daddy he's traveling! My issue accurate location around he. We live rural place issues precise location.,Positive,0.21022727272727273,0.4055555555555556
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,"It's good works well keep track loved ones. However, driving around moving place place, eat battery lunch, even drive detection turned off.",Positive,0.7,0.7000000000000001
+Family Locator - GPS Tracker,"always update kids left location. It let know drive completed, I'd like get alerted left drive",Neutral,0.0,0.0
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,"It's used work great using iphone. But changed samsung work, always show phone network. So disappointed.",Positive,0.025000000000000022,0.75
+Family Locator - GPS Tracker,Creepy needed. For people sure. But ability find family members okay. If get kidnapped get phone see this. JACKPOT,Positive,0.16666666666666666,0.7962962962962963
+Family Locator - GPS Tracker,Stopped working new update. It show location they've stopped moving. Doesn't refresh 30 min.,Positive,0.13636363636363635,0.45454545454545453
+Family Locator - GPS Tracker,"It works, always accurate, showing driving woods they're supposed roads. Not always working, keep refreshing still working.. annoying",Positive,0.03333333333333336,0.8444444444444444
+Family Locator - GPS Tracker,My husband truck driver often wondered something happened would ever know exactly was. Now know accurate!,Positive,0.37500000000000006,0.4416666666666667
+Family Locator - GPS Tracker,"Great app! Provides little piece mind daughter driving, busy. She hates it, I love. Tracking location location, spot on!",Positive,0.384375,0.5375
+Family Locator - GPS Tracker,I love app. My son started riding city bus summer I see without text time. The gps sometimes little barely enough notice. I also love notifications gets school I get notification go look app.,Positive,0.203125,0.55
+Family Locator - GPS Tracker,Not accurate. Very slow giving notifications. And drains battery fast,Negative,-0.13000000000000003,0.5844444444444444
+Family Locator - GPS Tracker,4. 4 rating know I thing yesterday locate wife's phone lost found 100% accuracy took directly house impressive,Positive,0.55,0.7
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,"Don't get used quit working soon enough. It used work great us. I know happened. Now show real time movement stays stuck half way home family member's destination...often remainder day. Good job I paranoid shows different addresses days - stuck half-way home destination. Utterly useless. Going settings shows ""unsupported phone"" drive detection always worked fine trying many tricks recommended developer get work, I looking something else use. Rated two stars ""brief"" past experience working...other I would recommend present format anyone.",Positive,0.14166666666666666,0.39166666666666666
+Family Locator - GPS Tracker,"Used work, anymore. Don't understand",Neutral,0.0,0.0
+Family Locator - GPS Tracker,"Just started using app, love far. Will update later, opinion changes. So far good!",Positive,0.315,0.64
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,Accurate time lot lag. Sometimes I wait hour two update location.,Positive,0.4000000000000001,0.6333333333333334
+Family Locator - GPS Tracker,Nice app. But sometimes locating real location another fam's place. But smart ^O^,Positive,0.33809523809523806,0.6476190476190476
+Family Locator - GPS Tracker,Great app. Not accurate I would like works really well. After months accuracy improved. Love it!,Positive,0.35625,0.5458333333333333
+Family Locator - GPS Tracker,Very slow glitchy I pay money for. Disappointed,Negative,-0.5700000000000001,0.635
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,"This drives crazy! Three main problems.1, I hate donned f0r reviews. 2, I hate keeps overriding choice scale. 3, I hate allow look ahead without changing scale.",Negative,-0.5966666666666667,0.7866666666666666
+Family Locator - GPS Tracker,"Works, know family safe, late guide locations lost. Found lost phones, knew practice field meet teammates coach changed fields much .",Positive,0.13333333333333333,0.43333333333333335
+Family Locator - GPS Tracker,I understand free!! It works well I never problem it.,Positive,0.625,0.8
+Family Locator - GPS Tracker,"Just anyone needs track family members, teens anyone app. I put childrens phone. They dont know I know whats up. Great tool.",Positive,0.8,0.75
+Family Locator - GPS Tracker,Love much. A must loved ones,Positive,0.4666666666666666,0.5333333333333333
+Family Locator - GPS Tracker,Works times seem able update statuses people time. Even I manually.,Positive,0.5,0.625
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,I using free version last year more. I found quite precise GPS information.,Positive,0.325,0.5416666666666667
+Family Locator - GPS Tracker,I enjoy tracked I took long nap friends house mom thought I partying. I wanted sleep man,Positive,0.17500000000000002,0.45
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,"We love app, gives parent piece mind know child without overbearing. I know child driving I interrupt drive.",Positive,0.5,0.6
+Family Locator - GPS Tracker,"Always crashing wifi, sometimes turn randomly, Google Pixel 2 XL",Negative,-0.5,0.5
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,"It helps us keep everyone check, safe",Positive,0.5,0.5
+Family Locator - GPS Tracker,nan,nan,nan,nan
+Family Locator - GPS Tracker,Was Superb app. But s9+ working/loading long crack.... fix All ok wifes iphone,Positive,0.48333333333333334,0.6333333333333333
+Family Locator - GPS Tracker,This ruined relationship mom beyond repair ruined childhood,Neutral,0.0,0.0
+FamilySearch Tree,"It's ok point real information get pay it. Some us victims kidnapping, abuse, ECT looking real family pay non government business right know came from., Especially can't afford outrageous prices",Positive,0.030952380952380915,0.6059523809523809
+FamilySearch Tree,"Wanted register, changed mind due agreement conditions required. You say terms agreement free change way want conditions later time I agree future changes? NO THANKS. Conditions fixed beginning subject changes !",Positive,0.00952380952380953,0.29047619047619044
+FamilySearch Tree,Love app. Used find wife I related. Would given 5 stars told us got married,Positive,0.25,0.4166666666666667
+FamilySearch Tree,"Pain behind. Every time I leave screen text browser, screen resets default search screen. Have start searching logging in. Drives insane trying compare information across multiple resources. Going back using instead app.",Negative,-0.35,0.425
+FamilySearch Tree,CAN NOT REGISTER TO USE. VERY FRUSTRATING & WASTE OF MY TIME.2015 2018 STILL NOT FIXED!! Very poor,Negative,-0.32953125,0.495
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,"You need registered initial step use. Once that's done, works great!",Positive,0.5,0.375
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,The activation email sent 5 minutes...,Neutral,0.0,0.0
+FamilySearch Tree,Gives hope,Neutral,0.0,0.0
+FamilySearch Tree,This makes show LOVE ancestors family,Positive,0.5,0.6
+FamilySearch Tree,This great family history.,Positive,0.8,0.75
+FamilySearch Tree,Its best family I love,Positive,0.75,0.44999999999999996
+FamilySearch Tree,I love app. So helpful.,Positive,0.5,0.6
+FamilySearch Tree,Family search amazing researching building family tree. It abundance records free!! I ancestors Italy france finland Canada found family search helpful research. The apple ... Full Review,Positive,0.525,0.75
+FamilySearch Tree,"Doesn't work , even send verification email able it, worth time",Positive,0.4,0.3625
+FamilySearch Tree,Because I find ancestors easier,Neutral,0.0,0.0
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,I can't preview see records last update. Hope someone support & technical staff fix problem.,Neutral,0.0,0.08333333333333334
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,Everyone it. I love it.,Positive,0.5,0.6
+FamilySearch Tree,"An easy way look family tree see used live. I editing desktop, great way view content.",Positive,0.45656565656565656,0.6944444444444445
+FamilySearch Tree,"Can't erase mistakes, often can't add documentation even available, I could figure user interface even several days using it.",Positive,0.2,0.2
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,"If want see grandparents, great grandparents, etcare great. But want see distant cousins, great aunts, uncles, distant relatives pulling hair out. I can't even see siblings.",Positive,0.43999999999999995,0.5900000000000001
+FamilySearch Tree,Just downloaded even work shows picture tree let search anything disappointed,Negative,-0.75,0.75
+FamilySearch Tree,"Please fix,after new update loading only,is displaying anything,I'm Galaxy s8 plus..",Positive,0.13636363636363635,0.45454545454545453
+FamilySearch Tree,This super terrible,Negative,-0.33333333333333337,0.8333333333333333
+FamilySearch Tree,I found accurate information anywhere else,Positive,0.4000000000000001,0.6333333333333334
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,"Great app, can't Erase mistake. People add twice,",Positive,0.8,0.75
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,A useful,Positive,0.3,0.0
+FamilySearch Tree,Good complex website. Bug reboots Android pressing arrow expand past 3rd generation opening page.,Positive,0.03749999999999999,0.3125
+FamilySearch Tree,It's letting save new info.,Positive,0.13636363636363635,0.45454545454545453
+FamilySearch Tree,"It's easy , nice connect people. Both dead alive. Interesting find family history . Thanks great free everyone enjoy!",Positive,0.37037037037037035,0.5981481481481482
+FamilySearch Tree,nan,nan,nan,nan
+FamilySearch Tree,Can increase family search distance 100 ft?,Neutral,0.0,0.0
+FanDuel: Daily Fantasy Sports,Customer case trash. Good help needed.,Positive,0.7,0.6000000000000001
+FanDuel: Daily Fantasy Sports,"By far best daily fantasy is, draftkings even come close!",Positive,0.3666666666666667,0.43333333333333335
+FanDuel: Daily Fantasy Sports,"It's good, help love sports makes interesting get extra money need",Positive,0.425,0.45000000000000007
+FanDuel: Daily Fantasy Sports,Great games.,Positive,0.8,0.75
+FanDuel: Daily Fantasy Sports,"Easy use, many options per sport. Love",Positive,0.4777777777777778,0.6444444444444445
+FanDuel: Daily Fantasy Sports,Fanf#$kin tastic,Neutral,0.0,0.0
+FanDuel: Daily Fantasy Sports,"Great way keep favorite sport put little wager game two wish. Many different formats bet sports. Create league like let Fan Duel you. Leagues thing many individual games play vet on. Beginner players get put games experienced players unless choose to. You play free cases wager little 10¢ , sports go low free , 10¢ , 25¢ , $1.00 $100's more, choice Plenty free games play win money, entries games prizes depending contest. Really nothing lose check play free. Great app, easy follow, easy play , easy deposit money withdraw money.",Positive,0.3420454545454546,0.631818181818182
+FanDuel: Daily Fantasy Sports,"Too many sharks, lie prizes (split $1 contest $.25 instead got $.27 prize) Do play single game contests. They designed 10000 people tie dilutes prize pool... Also, signing promised 100% deposit match.... Which get back 5 cents time lmao. Have deposited another 20 since first 20, still $5 bonus pending. What joke. Save time, play Draft",Positive,0.14642857142857144,0.407936507936508
+FanDuel: Daily Fantasy Sports,"Why cant I log in? All I get is, ""Sorry, we're unable log time."" So I thing maybe I change password. Wrong again. Cant change either. Please help",Negative,-0.5,0.7999999999999999
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,It's officially da dribble.,Neutral,0.0,0.0
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,It's great . Just wish could get public league football season,Positive,0.4,0.4083333333333333
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+FanDuel: Daily Fantasy Sports,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,I Used Love This App. Ok I SO LOVE BEING ABLE 2 SEE THE HUMIDITY. U developers constantly change things up. WHY WHY WHY When U great layout people happy U tinker it. I SOOO LOVED THE OLD ONE. THE LIGHT DARK Color day n night easy read. The white n grey gotta go. PLUS clicked info see humidity. They OPENED UP NOW YOU HAVE TO CLICK EACH ONE SO DISLIKE THiS LAYOUT THINKING IF INSTALLING IT.,Positive,0.3595238095238095,0.531547619047619
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,"Great app; needs resizable. I've used years across many devices versions Android. I love it, development seems dropped late. New bugs appear fixed new Android update. The latest, reason I've moved away it, can't resized fit 5-wide layout Nexus 6. Still great smaller devices, though.",Positive,0.32479338842975203,0.5553719008264464
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,"Good but..... I really like look options widgets. The reason I giving 3 stars sometimes stop updating. The time temperature freeze. I reload widget get working again. If gets fixed, I would give 5 stars. Galaxy S5",Positive,0.3333333333333333,0.3333333333333333
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,Was all-time favorite This go every phone last 5 phone time update I'm going go look another app. Very disappointed!,Negative,-0.16666666666666666,0.6805555555555557
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,"Wow! I love widget allows fully customize assign launch functions! At first clicking clock nothing I able manually assign clock action. So many options, including opaqueness optimizing data usage. Great job developers!",Positive,0.4428571428571429,0.5583333333333333
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,"Very useful widget, love seeing time weather place. EDIT: clock started freezing last update so, currently stuck 4:08 even though 8:38. Can get fixed?",Positive,0.198,0.2533333333333333
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,nan,nan,nan,nan
+Fancy Widgets,"Outstanding simply best. looks amazing works great. I hate widgets never them, widget since january. perfect. (love 4x1). 5 stars!",Positive,0.5321428571428573,0.7607142857142856
+Fancy Widgets,"I purchased Unlocker I first installed app. I reinstall app, recognize I purchased Unlocker. But would freeze trying convert paid version. I emailed developer problem, never responded.",Positive,0.25,0.3333333333333333
+Fancy Widgets,"Doesn't refresh properly The widgets look great, worked great while. But point clock (and parts widget) stopped refreshing properly would incorrect time. Kind makes widget useless.",Positive,0.31428571428571433,0.5428571428571429
+Fancy Widgets,"Really bites... Got hoping get different weather provider. AccuWeather worst weather provider I've ever experienced. Was supposed 62 degrees sunny today; well, 39 raining/sleet today. Guess I'll continue search looking window taking guess would beneficial crap using resources...",Negative,-0.16,0.7
+Fancy Widgets,"Looks like dev abandoned No updates many years, material design overhaul, new features. Maybe dev open source make free.",Positive,0.2590909090909091,0.5636363636363637
+Fancy Widgets,What was... What great fallen hard times. Seems date could really freshening up. While text size may fine past today's phones displays text widgets small hard read. It looks needs love attention. I surprised coming Dev Apex Launcher.,Positive,0.10370370370370369,0.5203703703703703
+Fancy Widgets,"Best weather EVER! I usually concern weather predictions are, hardly ever right way... But great looks freaking awesome different options choose from.",Positive,0.36343537414965993,0.5681972789115647
+Fancy Widgets,"Love it, clock wrong I like widget. It nice-looking configurable, BUT time displayed clock stay phone's time. My phone said 14:28, Fancy Widgets still displaying 14:23. That's 5-minute difference! Why‽ When I tried get screenshot, jumped correct time.",Negative,-0.0625,0.75
+Fancy Widgets,"This excellent I first installed years back. However, due age failure update properly interface current Android tech becoming increasingly annoying use. I loved options starting various showing weather service. These original reasons installing it. Disappointed becoming outdated.",Positive,0.052083333333333315,0.5401041666666666
+Fancy Widgets,Best Looking Clock & Weather Widget! Love look clock weather widget lately 21-23% drain battery. If could change excessive battery drain I'd love try again. I even weather part yet battery drain clock much. I truly miss widget!,Positive,0.2833333333333333,0.55
+Fandango Movies - Times + Tickets,"I like convenience. A search movie, second series, brought first one. I go many keystrokes screen get I wanted. Then, kept defaulting former area I lived, even though I told search near location.",Positive,0.16999999999999998,0.24666666666666667
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,Fandango good need customer service. The wait extremely long buy promo like groupon better make movie able exchange ticket.,Positive,0.4125,0.53125
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,I love app.,Positive,0.5,0.6
+Fandango Movies - Times + Tickets,GOING TO THE MOVIES MADE EASY!! love love love app. You pick times..movie..seats..walk enjoy movie already paid it. A+++++++++++++ WTG FANDANGO!,Positive,0.5354166666666667,0.6266666666666667
+Fandango Movies - Times + Tickets,Very easy use!,Positive,0.7041666666666667,1.0
+Fandango Movies - Times + Tickets,Very convenient!,Positive,0.25,0.3
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,Easy use!,Positive,0.5416666666666667,0.8333333333333334
+Fandango Movies - Times + Tickets,Amazing use.,Positive,0.6000000000000001,0.9
+Fandango Movies - Times + Tickets,Great,Positive,0.8,0.75
+Fandango Movies - Times + Tickets,Fast easy,Positive,0.31666666666666665,0.7166666666666667
+Fandango Movies - Times + Tickets,I love,Positive,0.5,0.6
+Fandango Movies - Times + Tickets,WORST CUSTOMER SERVICE experience long time. Needed refund sick kid hour showing. Tried requesting refund via lets live chat. No refund request form. Chat wait times never less 10-15 minutes. I got dropped waiting chat multiple times. Finally got showing refuse refund!,Negative,-0.22065553494124926,0.5462585034013606
+Fandango Movies - Times + Tickets,I always buy movie tickets ahead time Fandago. Once awhile looks like transaction go thru I check email has. So I think bit buggy sometimes.,Neutral,0.0,0.0
+Fandango Movies - Times + Tickets,"like, allegedly, WHAT fixed??? disclose, please. post acurate complete CHANGELOG... theater/seating data randomly incorrect... fast expiring points tantamount bait-and-switch ""benefit."" still keep seeing people surprising Fandango ""glitches"" showtime ticket taking...",Positive,0.08333333333333333,0.38333333333333336
+Fandango Movies - Times + Tickets,"This soooo SLOW! Theaters movies take forever load. Always close try repeat, I end going another like Atom.",Negative,-0.37500000000000006,0.39999999999999997
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,The buggy. When back buttons pick wrong movie theater trying correct problem nightmare. You better dealing theater directly.,Positive,0.025,0.44999999999999996
+Fandango Movies - Times + Tickets,"The over-monetized app...contains ads, get feel everything. Piece junk.",Neutral,0.0,0.0
+Fandango Movies - Times + Tickets,Easy use. Clear descriptions form movies Spanish sensory films. Rewards program. Don't like free posters pay lot shipping. All n good easy app.,Positive,0.3444444444444444,0.5750000000000001
+Fandango Movies - Times + Tickets,"I never points expire like every 2 weeks can't really accumulate enough make worth , says used fan gear fan gear I see old mission impossible movie posters sold $3 wants",Positive,0.022222222222222227,0.35000000000000003
+Fandango Movies - Times + Tickets,I put chat request refund movie wasnt going make hold almost two hours putting past show time start thus making could say couldnt give refund due show time start even tho put request movie didnt put reuest till almost 2 hours later connectied,Negative,-0.125,0.20833333333333334
+Fandango Movies - Times + Tickets,"Great app! Only drawback busy, delays purchasing tickets.",Positive,0.3666666666666667,0.6833333333333332
+Fandango Movies - Times + Tickets,"I like easy & convenient. I would give 4 stars, u like favorite theaters pop up, & I go search them. What's point marking favorite pop first theater list?",Positive,0.42083333333333334,0.7916666666666667
+Fandango Movies - Times + Tickets,Love ability see seats reserved movies. Great app. Would 5 star except forced points. I get choice not.,Positive,0.3333333333333333,0.5166666666666667
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,The worst showtimes. They give money back even screws charges twice. Worst customer ever,Negative,-0.6666666666666666,0.6666666666666666
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,Too slow load! Why prefetching data favorite theaters? Takes minute load movie listings. That embarrassing developers app.,Positive,0.06249999999999997,0.7
+Fandango Movies - Times + Tickets,Very invasive also drains battery considerably also else initially wrote review I nothing special shout,Positive,0.1642857142857143,0.33035714285714285
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,It beats going unable get seat. But still stand line. There booth enter code password print tickets.,Negative,-0.5,0.5
+Fandango Movies - Times + Tickets,"This progressively getting worse. Very, slow fetching information!",Negative,-0.4437500000000001,0.56
+Fandango Movies - Times + Tickets,Wayyyy many obtrusive ads make hard use.,Positive,0.10416666666666666,0.5208333333333333
+Fandango Movies - Times + Tickets,Very easy purchase tickets! I used Fandango Gift Card I so excited to see movie Saturday,Positive,0.5395833333333333,0.875
+Fandango Movies - Times + Tickets,"Easy quick process, thing suggest would recommend adding ability take advantage active duty military veteran status.",Positive,0.10666666666666666,0.40666666666666673
+Fandango Movies - Times + Tickets,"If used online site buy Fandango tickets, problem using app. It like website, form. Highly recommended!",Positive,0.2,0.5399999999999999
+Fandango Movies - Times + Tickets,Sucks! Not user friendly could internet get times & locations faster. Uninstalling!,Positive,0.046875,0.4
+Fandango Movies - Times + Tickets,"I like convenience. A search movie, second series, brought first one. I go many keystrokes screen get I wanted. Then, kept defaulting former area I lived, even though I told search near location.",Positive,0.16999999999999998,0.24666666666666667
+Fandango Movies - Times + Tickets,I can't sign giving option fix I'm buying tickets. Trying get VIP points. Disappointing,Negative,-0.6,0.7
+Fandango Movies - Times + Tickets,Fandango good need customer service. The wait extremely long buy promo like groupon better make movie able exchange ticket.,Positive,0.4125,0.53125
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,I love app.,Positive,0.5,0.6
+Fandango Movies - Times + Tickets,GOING TO THE MOVIES MADE EASY!! love love love app. You pick times..movie..seats..walk enjoy movie already paid it. A+++++++++++++ WTG FANDANGO!,Positive,0.5354166666666667,0.6266666666666667
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,Easy use!,Positive,0.5416666666666667,0.8333333333333334
+Fandango Movies - Times + Tickets,Fast booking!,Positive,0.25,0.6
+Fandango Movies - Times + Tickets,Very convenient!,Positive,0.25,0.3
+Fandango Movies - Times + Tickets,Amazing use.,Positive,0.6000000000000001,0.9
+Fandango Movies - Times + Tickets,Fast easy,Positive,0.31666666666666665,0.7166666666666667
+Fandango Movies - Times + Tickets,Great,Positive,0.8,0.75
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,WORST CUSTOMER SERVICE experience long time. Needed refund sick kid hour showing. Tried requesting refund via lets live chat. No refund request form. Chat wait times never less 10-15 minutes. I got dropped waiting chat multiple times. Finally got showing refuse refund!,Negative,-0.22065553494124926,0.5462585034013606
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,"like, allegedly, WHAT fixed??? disclose, please. post acurate complete CHANGELOG... theater/seating data randomly incorrect... fast expiring points tantamount bait-and-switch ""benefit."" still keep seeing people surprising Fandango ""glitches"" showtime ticket taking...",Positive,0.08333333333333333,0.38333333333333336
+Fandango Movies - Times + Tickets,"This soooo SLOW! Theaters movies take forever load. Always close try repeat, I end going another like Atom.",Negative,-0.37500000000000006,0.39999999999999997
+Fandango Movies - Times + Tickets,"The reason I give 5 stars sometimes freezes. Other that, great see trailer, order tickets get synopsis.",Positive,0.3375,0.5625
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,"The over-monetized app...contains ads, get feel everything. Piece junk.",Neutral,0.0,0.0
+Fandango Movies - Times + Tickets,Easy use. Clear descriptions form movies Spanish sensory films. Rewards program. Don't like free posters pay lot shipping. All n good easy app.,Positive,0.3444444444444444,0.5750000000000001
+Fandango Movies - Times + Tickets,"I never points expire like every 2 weeks can't really accumulate enough make worth , says used fan gear fan gear I see old mission impossible movie posters sold $3 wants",Positive,0.022222222222222227,0.35000000000000003
+Fandango Movies - Times + Tickets,I put chat request refund movie wasnt going make hold almost two hours putting past show time start thus making could say couldnt give refund due show time start even tho put request movie didnt put reuest till almost 2 hours later connectied,Negative,-0.125,0.20833333333333334
+Fandango Movies - Times + Tickets,"Great app! Only drawback busy, delays purchasing tickets.",Positive,0.3666666666666667,0.6833333333333332
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,Love ability see seats reserved movies. Great app. Would 5 star except forced points. I get choice not.,Positive,0.3333333333333333,0.5166666666666667
+Fandango Movies - Times + Tickets,"VIP rewards sometimes tell dead promo code, even though recieved points. Customer get back timely manner, convenience fee. If I can't VIP rewards I charged $4.50.",Negative,-0.1,0.2
+Fandango Movies - Times + Tickets,The worst showtimes. They give money back even screws charges twice. Worst customer ever,Negative,-0.6666666666666666,0.6666666666666666
+Fandango Movies - Times + Tickets,I like movie partners even thought listed honor Fandango purchases points system.... Cinemark Connection setup phones give # membership QR code?,Neutral,0.0,0.0
+Fandango Movies - Times + Tickets,Too slow load! Why prefetching data favorite theaters? Takes minute load movie listings. That embarrassing developers app.,Positive,0.06249999999999997,0.7
+Fandango Movies - Times + Tickets,nan,nan,nan,nan
+Fandango Movies - Times + Tickets,"The crash customer sucks, result , I lost $70.",Negative,-0.3,0.3
+Fandango Movies - Times + Tickets,It beats going unable get seat. But still stand line. There booth enter code password print tickets.,Negative,-0.5,0.5
+Fandango Movies - Times + Tickets,"This progressively getting worse. Very, slow fetching information!",Negative,-0.4437500000000001,0.56
+Fandango Movies - Times + Tickets,Wayyyy many obtrusive ads make hard use.,Positive,0.10416666666666666,0.5208333333333333
+Fandango Movies - Times + Tickets,Very easy purchase tickets! I used Fandango Gift Card I so excited to see movie Saturday,Positive,0.5395833333333333,0.875
+Fandango Movies - Times + Tickets,"Easy quick process, thing suggest would recommend adding ability take advantage active duty military veteran status.",Positive,0.10666666666666666,0.40666666666666673
+Fandango Movies - Times + Tickets,"If used online site buy Fandango tickets, problem using app. It like website, form. Highly recommended!",Positive,0.2,0.5399999999999999
+Fandango Movies - Times + Tickets,Sucks! Not user friendly could internet get times & locations faster. Uninstalling!,Positive,0.046875,0.4
+Fantasy Football,Who gave ok final layout year? Fire them. This clunkiest fantasy I ever used. Updated 2018... It's worse last year! How happen? I single thing except look first page everything. Can't sort anything even anything matter. I used love nfl fantasy system. I guess I'll find different now. I'm done trying garbage. My buddies refusing join league I NFL again. I continued using I literally could anymore.,Positive,0.09732142857142857,0.4892857142857144
+Fantasy Football,worked fine last year.....but sucks......i log view roster add free agents keeps logging out.......i tried everything.....ive deleted reinstalled.....powered phone several times.....now im fed it....im going stay away opening night September....then try again....if doesnt work then.....uninstalling,Positive,0.20416666666666666,0.3416666666666667
+Fantasy Football,You cant access anything android. Your team doesnt show filter players.,Neutral,0.0,0.0
+Fantasy Football,It would nice go back login screen everytime I go try see players available,Positive,0.3333333333333333,0.4666666666666666
+Fantasy Football,I want see players available fantasy leagues yet always logs out.... It's huge strategy able pick drop players week week please update season starts,Positive,0.43333333333333335,0.6416666666666667
+Fantasy Football,Every time I go trades logs account,Neutral,0.0,0.0
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,Its ok hard understand,Positive,0.10416666666666666,0.5208333333333333
+Fantasy Football,Game scores updating...HoF game seems frozen first quarter.,Negative,-0.18333333333333335,0.37777777777777777
+Fantasy Football,This bed,Neutral,0.0,0.0
+Fantasy Football,Its disturbing,Negative,-0.5,0.8
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,Where draft option?,Neutral,0.0,0.0
+Fantasy Football,Love iy,Positive,0.5,0.6
+Fantasy Football,Sapphire stone,Neutral,0.0,0.0
+Fantasy Football,Nice,Positive,0.6,1.0
+Fantasy Football,I enjoy app. But crashes lot I've sent complaints before. Lots times players stats load give error message. Also whenever I try enter 'Players' section edit team crashes logging sending back sign-in page... Bit frustrating.. Has good potential I still try ignore crashing would nice fixed,Positive,0.19999999999999998,0.6
+Fantasy Football,I'm pissed off. I draft scheduled 130 fricking 147 started yet. If draft scheduled 130 I waiting 15 plus minutes time scheduled. Fix I'll rate 5 stars,Neutral,0.0,0.0
+Fantasy Football,pretty bad around. The worst google pixel xl 2 I even player tab see available players league signs right out. Despite fully updated uninstalled/installed. Very disappointed,Negative,-0.2898809523809524,0.7628968253968255
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,"Some parts work ok others dont. Crashes time player screen. Although manage complete draft it, filter work came back blank results trying filter position scroll every player round",Positive,0.07999999999999999,0.26
+Fantasy Football,"My league used last 2 years, great, year made way many changes. The also logs crashes I goto waiver wire page, players page. The old version great. The new garbage.",Positive,0.3893939393939394,0.4535353535353535
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,"I problem kicking I want something. It completely logs I try send trade anything, super annoying.",Negative,-0.12222222222222223,0.6555555555555556
+Fantasy Football,"Every time I try view available players mobile app, crashes logs out. This issue weeks now. I've uninstalled reinstalled several times, cleared cookies.....and still view players. Step game up! looks like I'll switching yahoo espn year. It's sad fantasy football branded NFL logo functions like complete garbage!",Negative,-0.095,0.44000000000000006
+Fantasy Football,Was great update logs soon player tab selected. Makes unusable. Still issue month later. Ridiculous. ESPN far superior. stay away,Positive,0.2533333333333333,0.73
+Fantasy Football,Great log crash selecting players option look players. Currently pain wesite instead app. Please fix,Positive,0.4,0.575
+Fantasy Football,It's allowing sort anything. The menus show up. I can't see anyone I draft either mock drafts. The menus work.,Neutral,0.0,0.0
+Fantasy Football,It simple get started fun go draft whole experience. Last year I play none let log . I needed membership company every single time. This I set passwords 2 minutes.,Positive,0.08571428571428572,0.24761904761904763
+Fantasy Football,It kicks ever go player tab trade waiver players,Neutral,0.0,0.0
+Fantasy Football,Have used loved years. Now unfortunately I get blue screen.,Positive,0.06666666666666665,0.6333333333333334
+Fantasy Football,"After updates, definitely working better. It would better I edit league app.",Positive,0.3333333333333333,0.5
+Fantasy Football,This keeps crashing try make roster change,Neutral,0.0,0.0
+Fantasy Football,"I become increasingly disappointed last years. The draft simulator considerably outdated. However, biggest nuisance becomes unresponsive I go phone's home screen open another app. I would expect third rate fantasy sports NFL's own. SHAME!",Negative,-0.0666666666666667,0.4916666666666667
+Fantasy Football,Every Time I got pending trades area crashes logs IN log happens every single time I try,Negative,-0.07142857142857142,0.21428571428571427
+Fantasy Football,crashes every single time logs every single time I go two players tab. Somebody fix pissing,Negative,-0.07142857142857142,0.21428571428571427
+Fantasy Football,Horrible many glitches trouble drafting even grab free agents please fix glitches,Negative,-0.07499999999999998,0.625
+Fantasy Football,The logs every time something important,Positive,0.4,1.0
+Fantasy Football,"Switched league yahoo upcoming season, nfl got worse every year.",Negative,-0.4,0.6
+Fantasy Football,"Um logs every time I go players trades, bit problematic",Neutral,0.0,0.0
+Fantasy Football,Who gave ok final layout year? Fire them. This clunkiest fantasy I ever used. Updated 2018... It's worse last year! How happen? I single thing except look first page everything. Can't sort anything even anything matter. I used love nfl fantasy system. I guess I'll find different now. I'm done trying garbage. My buddies refusing join league I NFL again. I continued using I literally could anymore.,Positive,0.09732142857142857,0.4892857142857144
+Fantasy Football,worked fine last year.....but sucks......i log view roster add free agents keeps logging out.......i tried everything.....ive deleted reinstalled.....powered phone several times.....now im fed it....im going stay away opening night September....then try again....if doesnt work then.....uninstalling,Positive,0.20416666666666666,0.3416666666666667
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,I want see players available fantasy leagues yet always logs out.... It's huge strategy able pick drop players week week please update season starts,Positive,0.43333333333333335,0.6416666666666667
+Fantasy Football,It would nice go back login screen everytime I go try see players available,Positive,0.3333333333333333,0.4666666666666666
+Fantasy Football,Every time I go trades logs account,Neutral,0.0,0.0
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,Its ok hard understand,Positive,0.10416666666666666,0.5208333333333333
+Fantasy Football,Game scores updating...HoF game seems frozen first quarter.,Negative,-0.18333333333333335,0.37777777777777777
+Fantasy Football,This bed,Neutral,0.0,0.0
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,Bad marketing,Negative,-0.6999999999999998,0.6666666666666666
+Fantasy Football,Where draft option?,Neutral,0.0,0.0
+Fantasy Football,Love iy,Positive,0.5,0.6
+Fantasy Football,Sapphire stone,Neutral,0.0,0.0
+Fantasy Football,Nice,Positive,0.6,1.0
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,pretty bad around. The worst google pixel xl 2 I even player tab see available players league signs right out. Despite fully updated uninstalled/installed. Very disappointed,Negative,-0.2898809523809524,0.7628968253968255
+Fantasy Football,"Seems original comment disappeared. Awful app. Doesn't open Huawei P10, blue screen nothing it. ESPN much superior I'll setting leagues on.",Positive,0.01499999999999999,0.65
+Fantasy Football,"Some parts work ok others dont. Crashes time player screen. Although manage complete draft it, filter work came back blank results trying filter position scroll every player round",Positive,0.07999999999999999,0.26
+Fantasy Football,"My league used last 2 years, great, year made way many changes. The also logs crashes I goto waiver wire page, players page. The old version great. The new garbage.",Positive,0.3893939393939394,0.4535353535353535
+Fantasy Football,"Where I begin? Sorting players insanely difficult do. You can't even sort stats projected stats. League managers can't process trades. Different parts site could navigated 1 screen require open side menu switch around screen screen find want. Can't even team standings view team, leave standings go league owners screen team. SERIOUSLY COME ON?! WHO THOUGHT OF THIS?!",Negative,-0.2552083333333333,0.6916666666666667
+Fantasy Football,"I problem kicking I want something. It completely logs I try send trade anything, super annoying.",Negative,-0.12222222222222223,0.6555555555555556
+Fantasy Football,"Every time I try view available players mobile app, crashes logs out. This issue weeks now. I've uninstalled reinstalled several times, cleared cookies.....and still view players. Step game up! looks like I'll switching yahoo espn year. It's sad fantasy football branded NFL logo functions like complete garbage!",Negative,-0.095,0.44000000000000006
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,Great log crash selecting players option look players. Currently pain wesite instead app. Please fix,Positive,0.4,0.575
+Fantasy Football,It's allowing sort anything. The menus show up. I can't see anyone I draft either mock drafts. The menus work.,Neutral,0.0,0.0
+Fantasy Football,It simple get started fun go draft whole experience. Last year I play none let log . I needed membership company every single time. This I set passwords 2 minutes.,Positive,0.08571428571428572,0.24761904761904763
+Fantasy Football,It kicks ever go player tab trade waiver players,Neutral,0.0,0.0
+Fantasy Football,Have used loved years. Now unfortunately I get blue screen.,Positive,0.06666666666666665,0.6333333333333334
+Fantasy Football,"After updates, definitely working better. It would better I edit league app.",Positive,0.3333333333333333,0.5
+Fantasy Football,nan,nan,nan,nan
+Fantasy Football,"I become increasingly disappointed last years. The draft simulator considerably outdated. However, biggest nuisance becomes unresponsive I go phone's home screen open another app. I would expect third rate fantasy sports NFL's own. SHAME!",Negative,-0.0666666666666667,0.4916666666666667
+Fantasy Football,Every Time I got pending trades area crashes logs IN log happens every single time I try,Negative,-0.07142857142857142,0.21428571428571427
+Fantasy Football,crashes every single time logs every single time I go two players tab. Somebody fix pissing,Negative,-0.07142857142857142,0.21428571428571427
+Fantasy Football,Horrible many glitches trouble drafting even grab free agents please fix glitches,Negative,-0.07499999999999998,0.625
+Fantasy Football,The logs every time something important,Positive,0.4,1.0
+Fantasy Football,"Switched league yahoo upcoming season, nfl got worse every year.",Negative,-0.4,0.6
+Fantasy Football,"Um logs every time I go players trades, bit problematic",Neutral,0.0,0.0
+Fantasy Football & NFL News,nan,nan,nan,nan
+Fantasy Football & NFL News,"Helps stay ahead league mates, reports big names!",Neutral,0.0,0.1
+Fantasy Football & NFL News,Really easy use. Has stories quicker I tried.,Positive,0.43333333333333335,0.8333333333333334
+Fantasy Football & NFL News,Awesome date info fantasy season. Highly recommend.,Positive,0.58,0.77
+Fantasy Football & NFL News,"Hands down, best concentration football around.",Positive,0.4222222222222222,0.29444444444444445
+Fantasy Football & NFL News,A good source info,Positive,0.7,0.6000000000000001
+Fantasy Football & NFL News,Awesome,Positive,1.0,1.0
+Fantasy Football & NFL News,"Great news app. I free knowing pro series works hard rate. But following great. I 6 Yahoo leagues 3 championships, 1 2nd place, 1 3rd place 4th place. Put opponents. Keeps informed players out, practicing, sitting limited. By Sunday good idea what's going players.",Positive,0.2596560846560847,0.4093915343915344
+Fantasy Football & NFL News,"I loved last year subscribed pro version last year. I downloaded year renewed subscription, keeps telling I renew even though Play Store shows active subscription. I even cancelled renewed subscription (paying second time) worked day went back saying I renew. I've contacted Playerline twice never received response.",Positive,0.09444444444444444,0.25555555555555554
+Fantasy Football & NFL News,"excellent. I used rotoworld app, ton problems android. I hiccups playerline app, reinstall, working great! I love fact get updates many different news sources.",Positive,0.6,0.6900000000000001
+Fantasy Football & NFL News,Great job far player news updates. Keep developing. DO NOT BECOME LIKE SLEEPERBOT getting rid best feature trying monetize! Keep team sync!,Positive,0.6333333333333333,0.6833333333333332
+Fantasy Football & NFL News,"Best Fantasy News All latest fantasy news great job compiling news various fantasy news sources. You know latest news anyone else, unless also =) Thanks!",Positive,0.5071428571428571,0.65
+Fantasy Football & NFL News,"Love it! Not timely news breaks, allows predict players game stats...also, offer receive personal opinions weekly lineups",Positive,0.075,0.43333333333333335
+Fantasy Football & NFL News,nan,nan,nan,nan
+Fantasy Football & NFL News,"News updates slow sometimes published. They publish news 1min game starts tell you, players out. Like heck",Negative,-0.35000000000000003,0.4
+Fantasy Football & NFL News,Having trouble app... usually great I can't find Leonard Fournette anyway I can't submit feedback issue...,Positive,0.30000000000000004,0.475
+Fantasy Football & NFL News,"Very well organized current information. Nice built tools (who I start comparison), nice looking theme. It take directly search information player also. Great job!",Positive,0.4166666666666667,0.6416666666666667
+Fantasy Football & NFL News,NFL updates Chrome extension? Fixed briefly not working right - tried reload Update- Still fixed-- see feedback extension Chrome- Can get fixed??,Positive,0.11714285714285713,0.2938095238095238
+Fantasy Football & NFL News,"Great app, best instant fantasy news there. This new updates I even seen Google news",Positive,0.4840909090909091,0.5428030303030303
+Fantasy Football & NFL News,"Honestly , I never write reviews . Even I actually like app.. well... playerline amazing .. THANK YOU !!",Positive,0.21250000000000005,0.6333333333333333
+Fantasy Football & NFL News,Kinda bummed out. Paid subscription pro stuff takes forever load.,Neutral,0.0,0.0
+Fantasy Football & NFL News,"Nice fantasy info need NFL, MLB, NBA & NHL players. I like ""favorites"" feature lets see news players care about. The favorites saved cloud, access devices.",Positive,0.6,1.0
+Fantasy Football & NFL News,"Great really fantasy league. Simple awesome hiw track players inclusion, exclusion, position etc. Loved it. Would recommend anyone.",Positive,0.54,0.6214285714285713
+Fantasy Football & NFL News,Has minor bugs overall job,Negative,-0.025,0.1
+Fantasy Football & NFL News,nan,nan,nan,nan
+Fantasy Football & NFL News,Great resource Up minute information good source get leg league.,Positive,0.75,0.675
+Fantasy Football & NFL News,3 year user football baseball A must Fantasy. Great injuries news player performances.,Positive,0.8,0.75
+Fantasy Football & NFL News,"Excellent, timely, accurate, informative information fingertips. A must fantasy owners!",Positive,0.75,0.8166666666666667
+Fantasy Football & NFL News,I really enjoy beat around bush main stars everyone talked reviewed helps getting run,Positive,0.2833333333333333,0.41666666666666663
+Fantasy Football & NFL News,nan,nan,nan,nan
+Fantasy Football & NFL News,Awesome This great help fantasyfootball league.,Positive,0.9,0.875
+Fantasy Football & NFL News,nan,nan,nan,nan
+Fantasy Football & NFL News,Great info. Have pay get instant player notifications. Can pick favorite players follow.,Positive,0.43333333333333335,0.8055555555555555
+Fantasy Football & NFL News,"This great, many dead links lead Twitter pages cannot accessed",Positive,0.3666666666666667,0.5499999999999999
+Fantasy Football & NFL News,The best fastest way get date player news.,Positive,1.0,0.3
+Fantasy Football & NFL News,nan,nan,nan,nan
+Fantasy Football & NFL News,Great source offense defense Defensive player information key,Positive,0.4,0.875
+Fantasy Football & NFL News,Very easy news football players fantasy implications find anywhere.,Positive,0.5633333333333334,1.0
+Fantasy Football & NFL News,It's pretty good. Updates goof,Positive,0.475,0.8
+Fantasy Football & NFL News,It takes stuff beat reporters place: takes players = preparedness league.,Neutral,0.0,0.0
+Fantasy Football Manager (FPL),This launch Oppo F7. Always crash. One star atm [EDIT] Crash fixed. Great thank,Positive,0.45,0.475
+Fantasy Football Manager (FPL),The good price every players carry forwarded next season.. feature good!!,Positive,0.5666666666666667,0.4000000000000001
+Fantasy Football Manager (FPL),"Entertaining,, though ads disruptive, disturbing, disgusting, frequent irrelevant.",Negative,-0.27999999999999997,0.76
+Fantasy Football Manager (FPL),"This Jus Is A Great, Easily To Use",Positive,0.6166666666666667,0.7916666666666667
+Fantasy Football Manager (FPL),I like updated,Neutral,0.0,0.0
+Fantasy Football Manager (FPL),Ok.. Good,Positive,0.7,0.6000000000000001
+Fantasy Football Manager (FPL),Updated latest version I cant login. It fine update.,Positive,0.45833333333333337,0.7
+Fantasy Football Manager (FPL),Find much better faster official app.,Positive,0.5,0.5
+Fantasy Football Manager (FPL),Great app.. even better official FPL app..,Positive,0.65,0.625
+Fantasy Football Manager (FPL),Its alright,Neutral,0.0,0.0
+Fantasy Football Manager (FPL),Great... many adds though,Positive,0.65,0.625
+Fantasy Football Manager (FPL),nan,nan,nan,nan
+Fantasy Football Manager (FPL),Nice fantasy PL,Positive,0.6,1.0
+Fantasy Football Manager (FPL),Its great,Positive,0.8,0.75
+Fantasy Football Manager (FPL),Fun amount leagues,Positive,0.3,0.2
+Fantasy Football Manager (FPL),Awesome,Positive,1.0,1.0
+Fantasy Football Manager (FPL),User friendly,Positive,0.375,0.5
+Fantasy Football Manager (FPL),Fantastic,Positive,0.4,0.9
+Fantasy Football Manager (FPL),"phone language arabic flopped , please pix it. Update: The problem fixed , thank team work ^^",Positive,0.1,0.2
+Fantasy Football Manager (FPL),"I think system whereby defensive midfielders get points work rate, tackles, air duels et cetera boost ownership FPL managers' teams.",Neutral,0.0,0.0
+Fantasy Football Manager (FPL),"Pretty simple fast, gets job done. No complaints. UI looks bit outdated advantage really fast. Easy too.",Positive,0.11388888888888889,0.6706349206349206
+Fantasy Football Manager (FPL),The attracting. But need send notification players score. That make attracting n people stop using live score apps. This increase app's efficiency,Positive,0.13636363636363635,0.5
+Fantasy Football Manager (FPL),Excellent updating team whilst move. Has got trouble number times.,Positive,0.4,0.6
+Fantasy Football Manager (FPL),Please introduce different types formations possible also make update fantasy managers make live match substitutions make league's interesting.,Positive,0.1590909090909091,0.65
+Fantasy Football Manager (FPL),Everytime try register says email address already taken? I've used 3 different emails keeps saying thing need do?,Neutral,0.0,0.6
+Fantasy Football Manager (FPL),nan,nan,nan,nan
+Fantasy Football Manager (FPL),Amazing add. Is annoying,Negative,-0.09999999999999998,0.9
+Fantasy Football Manager (FPL),Fails open latest update. Galaxy S6. Version 6.1.2,Neutral,0.0,0.5666666666666668
+Fantasy Football Manager (FPL),nan,nan,nan,nan
+Fantasy Football Manager (FPL),Think decent always jumps adds sometimes transfers subs go free can't really complain,Positive,0.25555555555555554,0.5555555555555556
+Fantasy Football Manager (FPL),nan,nan,nan,nan
+Fantasy Football Manager (FPL),The given opportunity text tellent managers. It boosts knowledge want becomes managers future life.,Neutral,0.0,0.125
+Fantasy Football Manager (FPL),nan,nan,nan,nan
+Fantasy Football Manager (FPL),"Best fantasy football available. Quick update, easy & dependable. Top app.",Positive,0.5333333333333333,0.5066666666666666
+Fantasy Football Manager (FPL),nan,nan,nan,nan
+Fantasy Football Manager (FPL),Fantastic Fantastic Better The green Pl,Positive,0.275,0.6499999999999999
+Fantasy Football Manager (FPL),Feels like Klopp right,Positive,0.2857142857142857,0.5357142857142857
+Fantasy Football Manager (FPL),Please include FPL draft game launched recently.,Negative,-0.2,0.325
+Fantasy Football Manager (FPL),I using last 3 years. Awesome app. Thanks developer. Kindly try add fantasy draft too.,Positive,0.44999999999999996,0.5416666666666666
+Fantasy Football Manager (FPL),Make It need log write password,Neutral,0.0,0.0
+Farm Fruit Pop: Party Time,"I like it. Addicting great time passer, way TOO many ads. There three ads I even pressed play three I could start level",Positive,0.65,0.625
+Farm Fruit Pop: Party Time,Please omit advertisement,Neutral,0.0,0.0
+Farm Fruit Pop: Party Time,nan,nan,nan,nan
+Farm Fruit Pop: Party Time,nan,nan,nan,nan
+Farm Fruit Pop: Party Time,I love,Positive,0.5,0.6
+Farm Fruit Pop: Party Time,I spend time playing game,Negative,-0.4,0.4
+Farm Fruit Pop: Party Time,Having fun,Positive,0.3,0.2
+Farm Fruit Pop: Party Time,Goodgame young old. If like playing matching games get fed stuck level days game you. Could less ads option turn annoying hint blinking .,Negative,-0.23333333333333334,0.39333333333333337
+Farm Fruit Pop: Party Time,I hate ads throughout game. It takes much time playing game causes stop playing. It's darn frustration!!!!,Negative,-0.49414062500000006,0.475
+Farm Fruit Pop: Party Time,"Loving game, keeps brain ticking.",Positive,0.09999999999999998,0.675
+Farm Fruit Pop: Party Time,nan,nan,nan,nan
+Farm Fruit Pop: Party Time,It gives u concentration... Nice game idle mind,Positive,0.09999999999999998,0.7
+Farm Fruit Pop: Party Time,Fun match 3 game.,Negative,-0.05000000000000002,0.30000000000000004
+Farm Fruit Pop: Party Time,nan,nan,nan,nan
+Farm Fruit Pop: Party Time,I like playing game!,Negative,-0.5,0.4
+Farm Fruit Pop: Party Time,nan,nan,nan,nan
+Farm Fruit Pop: Party Time,Nice kill time,Positive,0.6,1.0
+Farm Fruit Pop: Party Time,Nice play,Positive,0.6,1.0
+Farm Fruit Pop: Party Time,nice game I confused game,Negative,-0.15000000000000002,0.6249999999999999
+Farm Fruit Pop: Party Time,I like farm graphics.,Neutral,0.0,0.0
+Farm Fruit Pop: Party Time,Keep brain going,Neutral,0.0,0.0
+Farm Fruit Pop: Party Time,nan,nan,nan,nan
+Farm Fruit Pop: Party Time,Nice game .. can't stop playing,Positive,0.09999999999999998,0.7
+Farm Fruit Pop: Party Time,I think OK,Positive,0.5,0.5
+Farm Fruit Pop: Party Time,nan,nan,nan,nan
+Farm Fruit Pop: Party Time,nan,nan,nan,nan
+Farm Fruit Pop: Party Time,Great game ages Lots fun.,Positive,0.2333333333333333,0.44999999999999996
+Farm Fruit Pop: Party Time,This game nice .I loved,Positive,0.3,0.7333333333333334
+Farm Fruit Pop: Party Time,Let's play,Neutral,0.0,0.0
+Farm Fruit Pop: Party Time,It good game good time get good game,Positive,0.25999999999999995,0.52
+Farm Fruit Pop: Party Time,OK,Positive,0.5,0.5
+Farm Fruit Pop: Party Time,Nice game,Positive,0.09999999999999998,0.7
+Farm Fruit Pop: Party Time,FS FARUK,Neutral,0.0,0.0
+Farm Fruit Pop: Party Time,How played??,Neutral,0.0,0.0
+Farm Fruit Pop: Party Time,good game,Positive,0.14999999999999997,0.5
+Farm Fruit Pop: Party Time,Simple fun play. Good game.,Positive,0.15,0.38928571428571435
+Farm Fruit Pop: Party Time,Is good kids adults.,Positive,0.7,0.6000000000000001
+Farm Fruit Pop: Party Time,nan,nan,nan,nan
+Farm Fruit Pop: Party Time,It's awesome play,Positive,1.0,1.0
+Farm Fruit Pop: Party Time,liked dis game,Positive,0.09999999999999998,0.6000000000000001
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Having dumb time coz since time bonus games dissappearing even though said still 100hrs game left.... Sent mail regarding this.. Nothing done.. Had recommended many people.. Bt guess longer... My rating wil. Change fixed.. And advanced level.. So either fix lose players,Positive,0.0375,0.36666666666666664
+Farm Heroes Saga,Had problem others rated gold bars removed despite saying purchase failed. Annoying expensive. Also anyone get extra matching grass? I,Negative,-0.45,0.5
+Farm Heroes Saga,I used love game. But recent bonus rounds disappearing totally non existent despite notice informing particular event available. Sending lives friends non existent thing... obsulate quite time.,Positive,0.1111111111111111,0.45555555555555555
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,"Great game I'm high level, however new update includes swirling flashing imagery triggering headaches / migraines well distracting. I'll give game miss unless imagery changes.",Positive,0.059272727272727276,0.5089090909090909
+Farm Heroes Saga,It WAS 5 stars! You added kingdom account button save progress disappeared facebook also connecting! Please fix this! I want play case I lose progress boosters!,Neutral,0.0,0.0
+Farm Heroes Saga,"Having issues gold bars, happened twice I hit play window pops saying purchase takes 18 27 gold bars me. Not far buy game takes extra ones you. PLEASE FIX",Negative,-0.15,0.5
+Farm Heroes Saga,"One favourite games addictive! Would've nice awarded reach level 1000 though... also great n 'switch' power up, swap 2 things. Just something keep mind future.",Positive,0.35,0.69375
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,It shows I earn gold bars give use? Once that's it.,Neutral,0.0,0.0
+Farm Heroes Saga,"So...I earn coins fill piggy bank, CHARGE ME TO EMPTY THE BANK AND RETRIEVE THE COINS?!?!?! That's bad.",Negative,-0.4476562499999999,0.5833333333333333
+Farm Heroes Saga,"I brought 10 gold bars lost gold bars game crashing, I lost place game. The customer gave gold bar back finish level. Thank much",Negative,-0.15000000000000002,0.25
+Farm Heroes Saga,The latest update made game really unplayable phone. The new visual effects splashy distracting.,Negative,-0.03272727272727274,0.4909090909090909
+Farm Heroes Saga,Please make option open messages once. I've got 200 odd messages feel like opening time. Please please help,Negative,-0.08333333333333333,0.375
+Farm Heroes Saga,Very nice addicted game. Actually already play game way back 3 years ago back new phone. I love it.,Positive,0.024040404040404036,0.39494949494949494
+Farm Heroes Saga,Interesting tower's difficult. One come back 1st level failed level tower.,Negative,-0.125,0.45
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,It eawas 20 everything started getting harder easy repeated annoying I like get 3 stars hard,Negative,-0.18958333333333333,0.56875
+Farm Heroes Saga,Sometimes difficult task might solution,Negative,-0.5,1.0
+Farm Heroes Saga,"This game still cheating. It says bank full tells I'm connected I'm Wi-Fi I turn try charging $2.99. It make sense. I deleted before, keeps up, I'll delete again!",Positive,0.01874999999999999,0.47500000000000003
+Farm Heroes Saga,Gets stage hard level another hard spend days trying pass. Not enjoyable anymore,Negative,-0.2777777777777778,0.561111111111111
+Farm Heroes Saga,Some levels difficult others ok,Neutral,0.0,0.75
+Farm Heroes Saga,It creatively made keeps occupied every night I go sleep. Its AWESOME!!,Positive,0.75,1.0
+Farm Heroes Saga,Just took gold bars even get finish level game cheating gold bars completing levels waste,Negative,-0.30000000000000004,0.2
+Farm Heroes Saga,I lost 500level fb connect level gone,Neutral,0.0,0.0
+Farm Heroes Saga,"Very nice and fun game, because the joy that comes out to play is probably not in any other game. But some changes have not yet been made in the air.",Positive,0.15916666666666665,0.42916666666666664
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Absolutely great...I spend hours trying beat Rancid. Love it!,Positive,0.4125,0.75
+Farm Heroes Saga,Not hard frustrating.everything cute :),Positive,0.3819444444444445,0.8472222222222222
+Farm Heroes Saga,I progressing still levels,Neutral,0.0,0.0
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,"It nice game, I crossed level 300 booster trail started, game became boring nothing challenging",Negative,-0.14000000000000004,0.76
+Farm Heroes Saga,Someone please explain tho uninstall everyday want treasure mill and/or towers!,Negative,-0.25,0.6
+Farm Heroes Saga,This classic match three games. It's fun addictive def want check sequel!,Positive,0.15555555555555556,0.4222222222222222
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,I'm level 326 addicting.,Neutral,0.0,0.0
+Farm Heroes Saga,"It give prizes, I presumably win. That I give four star rating, rather five star rating.",Positive,0.8,0.4
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,"I issues game connecting internet. I know phone I games connect. Also, I lost gold beans I accumulated. This frustrating I cannot go game worked hard get I game. I done updates outcome still same.",Negative,-0.3152777777777778,0.4611111111111111
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Had problem others rated gold bars removed despite saying purchase failed. Annoying expensive. Also anyone get extra matching grass? I,Negative,-0.45,0.5
+Farm Heroes Saga,I used love game. But recent bonus rounds disappearing totally non existent despite notice informing particular event available. Sending lives friends non existent thing... obsulate quite time.,Positive,0.1111111111111111,0.45555555555555555
+Farm Heroes Saga,"Love game everyone family enjoy. I wish would make possible players could earn gold bars playing people can't afford buy due very, tight budget. All games make possible earn bars/gems, whatever need buy extra moves...Maybe every 20-25 levels.",Positive,0.017857142857142856,0.5433035714285714
+Farm Heroes Saga,"Great game I'm high level, however new update includes swirling flashing imagery triggering headaches / migraines well distracting. I'll give game miss unless imagery changes.",Positive,0.059272727272727276,0.5089090909090909
+Farm Heroes Saga,It WAS 5 stars! You added kingdom account button save progress disappeared facebook also connecting! Please fix this! I want play case I lose progress boosters!,Neutral,0.0,0.0
+Farm Heroes Saga,"Having issues gold bars, happened twice I hit play window pops saying purchase takes 18 27 gold bars me. Not far buy game takes extra ones you. PLEASE FIX",Negative,-0.15,0.5
+Farm Heroes Saga,"One favourite games addictive! Would've nice awarded reach level 1000 though... also great n 'switch' power up, swap 2 things. Just something keep mind future.",Positive,0.35,0.69375
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,It shows I earn gold bars give use? Once that's it.,Neutral,0.0,0.0
+Farm Heroes Saga,"So...I earn coins fill piggy bank, CHARGE ME TO EMPTY THE BANK AND RETRIEVE THE COINS?!?!?! That's bad.",Negative,-0.4476562499999999,0.5833333333333333
+Farm Heroes Saga,"I brought 10 gold bars lost gold bars game crashing, I lost place game. The customer gave gold bar back finish level. Thank much",Negative,-0.15000000000000002,0.25
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Please make option open messages once. I've got 200 odd messages feel like opening time. Please please help,Negative,-0.08333333333333333,0.375
+Farm Heroes Saga,Very nice addicted game. Actually already play game way back 3 years ago back new phone. I love it.,Positive,0.024040404040404036,0.39494949494949494
+Farm Heroes Saga,Interesting tower's difficult. One come back 1st level failed level tower.,Negative,-0.125,0.45
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Having issues purchasing gold bars continue keeps taking double.,Neutral,0.0,0.0
+Farm Heroes Saga,It eawas 20 everything started getting harder easy repeated annoying I like get 3 stars hard,Negative,-0.18958333333333333,0.56875
+Farm Heroes Saga,Sometimes difficult task might solution,Negative,-0.5,1.0
+Farm Heroes Saga,"This game still cheating. It says bank full tells I'm connected I'm Wi-Fi I turn try charging $2.99. It make sense. I deleted before, keeps up, I'll delete again!",Positive,0.01874999999999999,0.47500000000000003
+Farm Heroes Saga,Gets stage hard level another hard spend days trying pass. Not enjoyable anymore,Negative,-0.2777777777777778,0.561111111111111
+Farm Heroes Saga,Some levels difficult others ok,Neutral,0.0,0.75
+Farm Heroes Saga,It creatively made keeps occupied every night I go sleep. Its AWESOME!!,Positive,0.75,1.0
+Farm Heroes Saga,Just took gold bars even get finish level game cheating gold bars completing levels waste,Negative,-0.30000000000000004,0.2
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,"Very nice and fun game, because the joy that comes out to play is probably not in any other game. But some changes have not yet been made in the air.",Positive,0.15916666666666665,0.42916666666666664
+Farm Heroes Saga,Mkay soooo description says yeehaw u sure that's cowboys say,Positive,0.5,0.8888888888888888
+Farm Heroes Saga,Absolutely great...I spend hours trying beat Rancid. Love it!,Positive,0.4125,0.75
+Farm Heroes Saga,Not hard frustrating.everything cute :),Positive,0.3819444444444445,0.8472222222222222
+Farm Heroes Saga,I progressing still levels,Neutral,0.0,0.0
+Farm Heroes Saga,"Entertaining game, I like it.",Positive,0.04999999999999999,0.55
+Farm Heroes Saga,"It nice game, I crossed level 300 booster trail started, game became boring nothing challenging",Negative,-0.14000000000000004,0.76
+Farm Heroes Saga,Someone please explain tho uninstall everyday want treasure mill and/or towers!,Negative,-0.25,0.6
+Farm Heroes Saga,This classic match three games. It's fun addictive def want check sequel!,Positive,0.15555555555555556,0.4222222222222222
+Farm Heroes Saga,The game lovely I know someone made level 853 I would highly recommend someone wants addicted game,Negative,-0.05666666666666667,0.465
+Farm Heroes Saga,I'm level 326 addicting.,Neutral,0.0,0.0
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,"I issues game connecting internet. I know phone I games connect. Also, I lost gold beans I accumulated. This frustrating I cannot go game worked hard get I game. I done updates outcome still same.",Negative,-0.3152777777777778,0.4611111111111111
+Farm Heroes Saga,Having dumb time coz since time bonus games dissappearing even though said still 100hrs game left.... Sent mail regarding this.. Nothing done.. Had recommended many people.. Bt guess longer... My rating wil. Change fixed.. And advanced level.. So either fix lose players,Positive,0.0375,0.36666666666666664
+Farm Heroes Saga,Had problem others rated gold bars removed despite saying purchase failed. Annoying expensive. Also anyone get extra matching grass? I,Negative,-0.45,0.5
+Farm Heroes Saga,I used love game. But recent bonus rounds disappearing totally non existent despite notice informing particular event available. Sending lives friends non existent thing... obsulate quite time.,Positive,0.1111111111111111,0.45555555555555555
+Farm Heroes Saga,"Love game everyone family enjoy. I wish would make possible players could earn gold bars playing people can't afford buy due very, tight budget. All games make possible earn bars/gems, whatever need buy extra moves...Maybe every 20-25 levels.",Positive,0.017857142857142856,0.5433035714285714
+Farm Heroes Saga,"Great game I'm high level, however new update includes swirling flashing imagery triggering headaches / migraines well distracting. I'll give game miss unless imagery changes.",Positive,0.059272727272727276,0.5089090909090909
+Farm Heroes Saga,It WAS 5 stars! You added kingdom account button save progress disappeared facebook also connecting! Please fix this! I want play case I lose progress boosters!,Neutral,0.0,0.0
+Farm Heroes Saga,"Having issues gold bars, happened twice I hit play window pops saying purchase takes 18 27 gold bars me. Not far buy game takes extra ones you. PLEASE FIX",Negative,-0.15,0.5
+Farm Heroes Saga,"One favourite games addictive! Would've nice awarded reach level 1000 though... also great n 'switch' power up, swap 2 things. Just something keep mind future.",Positive,0.35,0.69375
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,It shows I earn gold bars give use? Once that's it.,Neutral,0.0,0.0
+Farm Heroes Saga,Interesting tower's difficult. One come back 1st level failed level tower.,Negative,-0.125,0.45
+Farm Heroes Saga,"So...I earn coins fill piggy bank, CHARGE ME TO EMPTY THE BANK AND RETRIEVE THE COINS?!?!?! That's bad.",Negative,-0.4476562499999999,0.5833333333333333
+Farm Heroes Saga,"I brought 10 gold bars lost gold bars game crashing, I lost place game. The customer gave gold bar back finish level. Thank much",Negative,-0.15000000000000002,0.25
+Farm Heroes Saga,The latest update made game really unplayable phone. The new visual effects splashy distracting.,Negative,-0.03272727272727274,0.4909090909090909
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Very nice addicted game. Actually already play game way back 3 years ago back new phone. I love it.,Positive,0.024040404040404036,0.39494949494949494
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,It eawas 20 everything started getting harder easy repeated annoying I like get 3 stars hard,Negative,-0.18958333333333333,0.56875
+Farm Heroes Saga,Sometimes difficult task might solution,Negative,-0.5,1.0
+Farm Heroes Saga,"This game still cheating. It says bank full tells I'm connected I'm Wi-Fi I turn try charging $2.99. It make sense. I deleted before, keeps up, I'll delete again!",Positive,0.01874999999999999,0.47500000000000003
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Some levels difficult others ok,Neutral,0.0,0.75
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,I lost 500level fb connect level gone,Neutral,0.0,0.0
+Farm Heroes Saga,"Very nice and fun game, because the joy that comes out to play is probably not in any other game. But some changes have not yet been made in the air.",Positive,0.15916666666666665,0.42916666666666664
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,I progressing still levels,Neutral,0.0,0.0
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,"It nice game, I crossed level 300 booster trail started, game became boring nothing challenging",Negative,-0.14000000000000004,0.76
+Farm Heroes Saga,Someone please explain tho uninstall everyday want treasure mill and/or towers!,Negative,-0.25,0.6
+Farm Heroes Saga,This classic match three games. It's fun addictive def want check sequel!,Positive,0.15555555555555556,0.4222222222222222
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,I'm level 326 addicting.,Neutral,0.0,0.0
+Farm Heroes Saga,"It give prizes, I presumably win. That I give four star rating, rather five star rating.",Positive,0.8,0.4
+Farm Heroes Saga,can't stop playing game!,Negative,-0.5,0.4
+Farm Heroes Saga,Love game help mine!,Neutral,0.0,0.5
+Farm Heroes Saga,I really like game I addicted every morning I grandparents I lie floor play,Negative,-0.20000000000000004,0.4000000000000001
+Farm Heroes Saga,Fun enough somemes kist know map you. Score high pass know five moves,Positive,0.15333333333333332,0.4133333333333333
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Keep mind busy,Positive,0.1,0.3
+Farm Heroes Saga,Why game unable recognise mobile data connection 99% time?,Negative,-0.45,0.45
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Can nerve wracking sometimes,Neutral,0.0,0.0
+Farm Heroes Saga,"I never installed game phone,",Negative,-0.4,0.4
+Farm Heroes Saga,"I love game, I 1300 u put revenge.",Positive,0.04999999999999999,0.5
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,I would play first.,Positive,0.25,0.3333333333333333
+Farm Heroes Saga,Dis Keep Me Busy All Day Long I Like Dis Game It's Awesome,Positive,0.16249999999999998,0.525
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Like farm heroes saga much,Positive,0.2,0.2
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,First I thanks make game.I love game. Ones I thanks for. THANK -,Positive,0.15,0.3466666666666666
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,like game much,Negative,-0.1,0.30000000000000004
+Farm Heroes Saga,Please fix level 1954!!!!,Neutral,0.0,0.0
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Why chocho days I love game,Positive,0.04999999999999999,0.5
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,I really love game. Its really interesting. Kudos u king,Positive,0.19999999999999998,0.5
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,Fun game makes time fly.,Positive,0.2333333333333333,0.5
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,I love game much,Positive,0.09999999999999999,0.39999999999999997
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+Farm Heroes Saga,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+FarmersOnly Dating,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,Cool game really realistic. I give good rating. But plz update game sothat players join 1 room plz plz plz plz add possibility's like feeding cows give cows sell cows buy new ones. Or build pig stall buy/sell pigs upgrade farm house build horse place. Or paint buildings. I would spread game friends people know add things. Plz add cause I really like game alot.,Negative,-0.00521885521885524,0.42643097643097644
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,Good games. Fun.. Need equipments farm like oldest planters newest planter balers drill seeds ects. Need john deere too. Need rid slurry thing need it. All need manure spreader hual manure make mulchs fields cover dirts need oldest tractors newest tractos also,Positive,0.5,0.4
+Farming Simulator 14,"Purchased bunch tractors unlocks account charged find game block using purchases. This game money scam. Do tricked making purchases. I even tried contacting giants software give chance correct surprise recive response email, got money would care now. Save taken company!!!!",Negative,-0.68828125,0.4
+Farming Simulator 14,The day-night cycle way short. Takes multiple days seed starting field. Needs brightness slider. When trying play break work I can't see I'm doing. Phone brightness maxed already. Is way get better equipment can't real money?,Positive,0.13999999999999999,0.24000000000000005
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,This game amazing. It good graphics good gameplay controls could better get used them. Theres 1 thing I hate fact want get real tools tractor spend real money. What makes hate even I want spend money. If gonna keep way least add tools better start spend game currency. I really love game please fix thing. For looking install game prepared spend bucks tools things.,Positive,0.026666666666666648,0.5400000000000001
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,"bought upgrades game unlock me. It gave requires pay get another let sell even Clicking restore button, say successfully restored never gets rid button! lots Crashes brand new note 8! can't find place contact Creater app. want refund seeing new FS18 carry stored save data work I one.",Positive,0.21107954545454544,0.5647727272727273
+Farming Simulator 14,I really like game I think better farming games there. I reached million dollar quite bit equipment I can't even access game now. I game icon starts screen go's black turn back till I press phones menu button (Samsung s7).,Negative,-0.09523809523809523,0.3333333333333333
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,"My biggest complaint I hate forced overhead view. I wish I could see farther out, zoom out. If header would help, I wish view options",Negative,-0.46666666666666673,0.43333333333333335
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,"I love game, purchase super cheap. $10 best everything. The thing like is, purchases stay long I'd like able zoom",Positive,0.3261904761904762,0.5273809523809523
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,The best simulation game ever. I little hesitant I wake middle night play it. It's also excellent help planning management issues,Positive,0.28250000000000003,0.44000000000000006
+Farming Simulator 14,"Samsung Galaxy S5 Now That I got Hang it, THIS 1 My Favorite Games ! Getin Started SUCKS- This Game Had Pi$$Ed The beginning ~ I Know HOW MANY TIMES I Had To ReRead The ""In Game Instructions"" I cud progress. But I Finaly Got it. Idea For Future Update = Articulating Tractors! THOS Tractors wud Awsome Addition This Game !",Negative,-0.06785714285714287,0.44642857142857145
+Farming Simulator 14,It fun first...but quickly dragged on. If way unlock equipment wasnt pay cash id keep playing. But mediocre game cant see shelling cash keep playing. Will uninstalling.,Negative,-0.06666666666666668,0.525
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,"Highly addictive game. I word describe landscape, equipments. Love add fields buy. At time purchased fields nothing earnings.",Positive,0.033333333333333326,0.6333333333333333
+Farming Simulator 14,"I love game all. Sure can't buy gear until buy full game. But alot machines buy work. For anything like fertilizers, highest priced harvesters.",Positive,0.10999999999999999,0.5677777777777778
+Farming Simulator 14,nan,nan,nan,nan
+Farming Simulator 14,Great lol game. Plz update animals things way anyone stop giving 5 stars.,Positive,0.4000000000000001,0.6166666666666667
+Farming Simulator 14,Excellent game I like game free comparing FS 18 good except game games company want give real money. I downloaded FS 18 good graphics good. This awesome game. Thanks producer,Positive,0.275,0.5583333333333333
+Farming Simulator 14,"Super game good concept bad thing needs corn Seeds asked harbour anywhere asked known name asking canola ,chaff likewise name using can't understand asking therefore need seeds notice symbols show easily understood",Positive,0.07333333333333336,0.6333333333333334
+Farming Simulator 18,"Great game!!!!! When I got game great, recently. It content update bug fix update seems I'm issue. The issue I antivirus saying game threat device. I would hate uninstall game since I rarely pay store I this. Please fix annoying frustrating",Negative,-0.20909090909090908,0.631818181818182
+Farming Simulator 18,"Very good, better graphics would better (more detail, smoother etc). However phone told issue antivirus contained malware, believing you, hopefully developers fix hopefully true",Positive,0.552,0.5860000000000001
+Farming Simulator 18,"Love game, gyroscope controls work. It gets stuck turning left. Gyro works fine games. I'd prefer gyro controls, playing on-screen controls do. However, awesome game. Very fun play.",Positive,0.21523809523809526,0.45142857142857146
+Farming Simulator 18,I enjoy game. But I can't write proper review new phone telling I malware threat phone. I seen reviews I purchased game reply giants software saying fixed it. It isint please fix pay game!,Negative,-0.09480519480519481,0.35064935064935066
+Farming Simulator 18,Great game play far best farm sim problem phone keeps telling contains malware. I know replied reviews saying actually tell says even malware.,Positive,0.3,0.51
+Farming Simulator 18,"All respond virus part, ever respond ppl asking like bigger plantations grass bigger map mean big map coz luv game spend money data small game give us need coz fun play.",Negative,-0.1328125,0.3984375
+Farming Simulator 18,"Why virus program telling trojan since latest update? Seriously want know detected Trojan! Edit: sorry I uninstalled this, I risking phone called anti piracy software, reeks dishonesty, never detected Trojan before, installed fine, tells contains ransom ware.. Never happened before.",Positive,1.3877787807814457e-17,0.7666666666666666
+Farming Simulator 18,Had phone probably 4 months around 43 million credits machine latest update comes corrupted uninstall putting virus phone impressed,Positive,0.75,0.95
+Farming Simulator 18,"Good game, noticed phone thinks malware. Haven't deleted I hard time believing I'd pay malware, I assume false positive. Artemis!e0c792c0b72b tell anything supposed virus",Negative,-0.03287878787878791,0.5374242424242424
+Farming Simulator 18,Fun game nice waste time could Auto features designating tractor Pacific field letting work way run multiple fields sit go back forth much fun game needs little bit work,Positive,0.0013888888888888716,0.30000000000000004
+Farming Simulator 18,It good. I love nothing wil beat game. But please bring new equipment make lands bigger make let get past gates tunnel please.,Positive,0.11439393939393938,0.46742424242424246
+Farming Simulator 18,This game good graphics smooth gameplay easy tutorial It's smoother pudding that's extra smooth. Although It would cool could get vehicle go building. As well farm house.,Positive,0.26904761904761904,0.511904761904762
+Farming Simulator 18,"Paid $5 app, wont even start without force closing. Will attempt reinstall, change requesting refund",Neutral,0.0,0.0
+Farming Simulator 18,"Hey GIANTS team, I know aware issue thought I'd post anyway say I long problem game installed approx 12 months. love game yes I getting called false positives S8+. McAfee throwing kinds tantrums phone allow ignore it. Specifically saying threat called Artems0c792c0b72b like I said allow ignore warnings keeps requesting remove game. I really hope fix security notifications rather annoying. Looking forward next release. Cheers!",Negative,-0.15000000000000002,0.41500000000000004
+Farming Simulator 18,Brilliant game My problem I brought coins real money received Please GIANT software sort,Positive,0.175,0.675
+Farming Simulator 18,I problem game detected malware. This began yesterday 7/16/18. Any info would appreciated.,Negative,-0.1,0.25
+Farming Simulator 18,The trucks equip. could move little bit run road working field,Negative,-0.1875,0.5
+Farming Simulator 18,nan,nan,nan,nan
+Farming Simulator 18,"Great became malware inside tablet, would love carry playing otherwise... play hours realise long",Positive,0.4166666666666667,0.5833333333333334
+Farming Simulator 18,"SUPER ADDICTIVE, I Can't Go A day without playing it, Its BEST Farming Game EVER History Farming games, wonder FS16 Is like <3",Positive,0.3866666666666666,0.6533333333333333
+Farming Simulator 18,That tractors speed increase move tractor field another field option available means good game play please built option,Positive,0.23333333333333336,0.4666666666666666
+Farming Simulator 18,It ok I games lot money today got rid games I like game I want games back,Positive,0.033333333333333326,0.3
+Farming Simulator 18,I love game I want know game well month suddenly detected malware??,Negative,-0.07500000000000001,0.475
+Farming Simulator 18,This best Farming Simulator game mobile. The thing map needs expanded another map play on. Other game great.,Positive,0.175,0.445
+Farming Simulator 18,Hey devs I love game graphics ok mobile game could make controls bit less sensitive add option settings also could add trailer train game already planning so...anyway nice game nice day!,Positive,0.06833333333333333,0.5666666666666667
+Farming Simulator 18,"It's pretty good game but, I hoping make roadtrain can't I'm bit disappointed but, still pretty good game",Positive,0.04999999999999998,0.6785714285714286
+Farming Simulator 18,I love game YouTuber I sharing gameplays game! But game needs updates constantly! Most players want new combine game like New Holland CR10.90. seems like guys really care players gave us vehicle interested!,Positive,0.008522727272727265,0.43090909090909085
+Farming Simulator 18,I played 16 loved problems besides I zoom much bothered 18 fixed phone issue turning glitch keeps pulling vehicle right I can't anything I've tried deleting reinstalling turning phone back resetting none seemed work I really wanna play game cant move anywhere properly,Positive,0.13571428571428568,0.30446428571428574
+Farming Simulator 18,My phones software saying contains malware recent updates. BEWARE,Neutral,0.0,0.25
+Farming Simulator 18,I restart game 3 times phone dies I playing I finally gotten point game I making alot money lots equipment feilds I upset deleting,Negative,-0.26666666666666666,0.6
+Farming Simulator 18,It truly nice keep adding vehicles things game keep real world simulating. Thank Giant Software awesome game.,Positive,0.16666666666666666,0.6833333333333335
+Farming Simulator 18,Game great I love games need toggle day night honestly really rough see night time game games would great,Positive,0.20000000000000004,0.5499999999999999
+Farming Simulator 18,I longer access game since newest update come out. The game progress past self updater. Please help,Negative,-0.35000000000000003,0.35000000000000003
+Farming Simulator 18,I paid game wants glitch. The game acts like I tilting phone make turn I not. No matter I try change anything. Awful. Waste money.,Negative,-0.36,0.38
+Farming Simulator 18,Good day game keeps crashing must replay started cant save every 40 seconds help please,Positive,0.14999999999999997,0.5
+Farming Simulator 18,The game good antivirus picking addisplay.tapcore.b. I would give 5 stars,Positive,0.14999999999999997,0.5
+Farming Simulator 18,"I purchased game week half ago, I played much. Today I finally got chance play it, I got error said I purchase game",Negative,-0.15333333333333332,0.4333333333333333
+Farming Simulator 18,"After latest update, game jerky & freezes. Also let save cloud can't uninstall & reinstall lose everything",Positive,0.04999999999999999,0.65
+Farming Simulator 18,"Great game I like machinery FS 17 better combine tracks,some trailers. Need bigger fields grass paddocks closer together. When see FS 19 phones ?",Positive,0.225,0.5375
+Farming Simulator 18,Why McAfee say game critical security issue? And 100% paid official Play Store....,Negative,-0.2,0.6000000000000001
+Fashion in Vogue,"Crashes... ...whenever I try connect Twitter account. I would like share favorites, I need connect social network. I Facebook. It would better I could connect Google account.",Positive,0.26666666666666666,0.2833333333333333
+Fashion in Vogue,slow loading impressive content. ican see shows tv online I looking something interesting. disappointed,Positive,0.11249999999999999,0.6625
+Fashion in Vogue,Does Not work all. Says internet connection In Wifi Internet connection good,Positive,0.7,0.6000000000000001
+Fashion in Vogue,Too slow Take like 10s 1 image. Not acceptable world now.,Negative,-0.30000000000000004,0.39999999999999997
+Fashion in Vogue,"Slow, buggy restarts time, can't really",Negative,-0.05000000000000002,0.3
+Fashion in Vogue,"Worst ever, install, open",Negative,-0.5,0.75
+Fashion in Vogue,Android version super low. Unacceptable!,Positive,0.16666666666666666,0.4833333333333333
+Fashion in Vogue,"terrible, doesnt load, uninstalled",Negative,-1.0,1.0
+Fashion in Vogue,"So slow, great IOS android?!",Positive,0.35,0.575
+Fashion in Vogue,I want read English please,Neutral,0.0,0.0
+Fashion in Vogue,This slow,Negative,-0.30000000000000004,0.39999999999999997
+Fashion in Vogue,Don't waste time even work,Negative,-0.2,0.0
+Fashion in Vogue,Doesn't work The crashes time I try it. Vogue sd tested release. Anna must embarrassed. I would be.,Neutral,0.0,0.0
+Fashion in Vogue,IT CRASHES SO MUCH article says loading trend crashes right after... FIX THIS PLEASE,Positive,0.24285714285714285,0.3678571428571429
+Fashion in Vogue,Crashes I like almost impossible due crashes. I cant even log,Negative,-0.3958333333333333,0.6875
+Fashion in Vogue,Mr Cecil N Green,Negative,-0.2,0.3
+Fashion in Vogue,Crash! Oh,Neutral,0.0,0.0
+Fashion in Vogue,crash,Neutral,0.0,0.0
+Fashion in Vogue,R u kidding me..? Vogue can't handle app.. I checked 2-3 times make sure Vogue.. alas really slow takes lot time load images..,Negative,-0.0666666666666667,0.762962962962963
+Fashion in Vogue,Nice design work The title already said it. I would like able without constant crashes.,Positive,0.3666666666666667,0.6527777777777778
+Fashion in Vogue,Can't believe V O G U E!! crappy app.,Neutral,0.0,0.0
+Fashion in Vogue,nan,nan,nan,nan
+Fashion in Vogue,nan,nan,nan,nan
+Fashion in Vogue,Interesting Cant get work.,Positive,0.5,0.5
+Fashion in Vogue,Crashing..,Neutral,0.0,0.0
+Fashion in Vogue,Crashed,Neutral,0.0,0.0
+Fashion in Vogue,Not perfect I like interface smooth be. I want share favourites seem working. The pop window pain I would rather sign email face book twitter.,Negative,-0.04999999999999999,0.75
+Fashion in Vogue,Keeps getting stuck No access old trends.. keeps getting sort error.,Positive,0.1,0.2
+Fashion in Vogue,"Cant open 'shows' bar It keeps loading whenever want go Shows. I already uninstall install app, pls fix it? Even internet connection good still wont open.. thanks",Positive,0.22499999999999998,0.45
+Fashion in Vogue,"Okay It's little slow I try scroll next designer, Wi-Fi",Positive,0.003124999999999989,0.35
+Fashion in Vogue,Help I love! I love love love except I can't watch videos live! Do I need certain video player ..? Help Vogue!,Positive,0.4272186147186147,0.5785714285714286
+Fashion in Vogue,"Odd Its helpful tell u ""trending."" I wish u sign twitter Facebook bcuz I neither.",Negative,-0.16666666666666666,0.25
+Fashion in Vogue,Upsetting Almost lost interest fashion there....,Neutral,0.0,0.0
+Fashion in Vogue,Samsung user Always force stop everytime I want see next page,Neutral,0.0,0.0
+Fashion in Vogue,Good It good boring didn't fall outfits.,Positive,0.1333333333333333,0.7333333333333334
+Fashion in Vogue,Ughh Not content quality app. I'm uninstalling,Neutral,0.0,0.0
+Fashion in Vogue,Best coming girl spends 3 hours trying clothes closet.,Positive,1.0,0.3
+Fashion in Vogue,great live,Positive,0.4681818181818182,0.625
+Fashion in Vogue,"I love All I want here,thank much",Positive,0.35,0.4
+Fashion in Vogue,Thank,Neutral,0.0,0.0
+Fashion in Vogue,"Crashes... ...whenever I try connect Twitter account. I would like share favorites, I need connect social network. I Facebook. It would better I could connect Google account.",Positive,0.26666666666666666,0.2833333333333333
+Fashion in Vogue,slow loading impressive content. ican see shows tv online I looking something interesting. disappointed,Positive,0.11249999999999999,0.6625
+Fashion in Vogue,Does Not work all. Says internet connection In Wifi Internet connection good,Positive,0.7,0.6000000000000001
+Fashion in Vogue,Too slow Take like 10s 1 image. Not acceptable world now.,Negative,-0.30000000000000004,0.39999999999999997
+Fashion in Vogue,"Slow, buggy restarts time, can't really",Negative,-0.05000000000000002,0.3
+Fashion in Vogue,"Worst ever, install, open",Negative,-0.5,0.75
+Fashion in Vogue,Android version super low. Unacceptable!,Positive,0.16666666666666666,0.4833333333333333
+Fashion in Vogue,"terrible, doesnt load, uninstalled",Negative,-1.0,1.0
+Fashion in Vogue,"So slow, great IOS android?!",Positive,0.35,0.575
+Fashion in Vogue,I want read English please,Neutral,0.0,0.0
+Fashion in Vogue,This slow,Negative,-0.30000000000000004,0.39999999999999997
+Fashion in Vogue,Don't waste time even work,Negative,-0.2,0.0
+Fashion in Vogue,Doesn't work The crashes time I try it. Vogue sd tested release. Anna must embarrassed. I would be.,Neutral,0.0,0.0
+Fashion in Vogue,IT CRASHES SO MUCH article says loading trend crashes right after... FIX THIS PLEASE,Positive,0.24285714285714285,0.3678571428571429
+Fashion in Vogue,Crashes I like almost impossible due crashes. I cant even log,Negative,-0.3958333333333333,0.6875
+Fashion in Vogue,Mr Cecil N Green,Negative,-0.2,0.3
+Fashion in Vogue,Crash! Oh,Neutral,0.0,0.0
+Fashion in Vogue,crash,Neutral,0.0,0.0
+Fashion in Vogue,R u kidding me..? Vogue can't handle app.. I checked 2-3 times make sure Vogue.. alas really slow takes lot time load images..,Negative,-0.0666666666666667,0.762962962962963
+Fashion in Vogue,Nice design work The title already said it. I would like able without constant crashes.,Positive,0.3666666666666667,0.6527777777777778
+Fashion in Vogue,Can't believe V O G U E!! crappy app.,Neutral,0.0,0.0
+Fashion in Vogue,Crash Every time open it.,Neutral,0.0,0.5
+Fashion in Vogue,nan,nan,nan,nan
+Fashion in Vogue,Interesting Cant get work.,Positive,0.5,0.5
+Fashion in Vogue,Crashing..,Neutral,0.0,0.0
+Fashion in Vogue,Crashed,Neutral,0.0,0.0
+Fashion in Vogue,Not perfect I like interface smooth be. I want share favourites seem working. The pop window pain I would rather sign email face book twitter.,Negative,-0.04999999999999999,0.75
+Fashion in Vogue,Keeps getting stuck No access old trends.. keeps getting sort error.,Positive,0.1,0.2
+Fashion in Vogue,"Cant open 'shows' bar It keeps loading whenever want go Shows. I already uninstall install app, pls fix it? Even internet connection good still wont open.. thanks",Positive,0.22499999999999998,0.45
+Fashion in Vogue,"Okay It's little slow I try scroll next designer, Wi-Fi",Positive,0.003124999999999989,0.35
+Fashion in Vogue,Help I love! I love love love except I can't watch videos live! Do I need certain video player ..? Help Vogue!,Positive,0.4272186147186147,0.5785714285714286
+Fashion in Vogue,"Odd Its helpful tell u ""trending."" I wish u sign twitter Facebook bcuz I neither.",Negative,-0.16666666666666666,0.25
+Fashion in Vogue,Upsetting Almost lost interest fashion there....,Neutral,0.0,0.0
+Fashion in Vogue,Samsung user Always force stop everytime I want see next page,Neutral,0.0,0.0
+Fashion in Vogue,Good It good boring didn't fall outfits.,Positive,0.1333333333333333,0.7333333333333334
+Fashion in Vogue,Ughh Not content quality app. I'm uninstalling,Neutral,0.0,0.0
+Fashion in Vogue,Best coming girl spends 3 hours trying clothes closet.,Positive,1.0,0.3
+Fashion in Vogue,great live,Positive,0.4681818181818182,0.625
+Fashion in Vogue,"I love All I want here,thank much",Positive,0.35,0.4
+Fashion in Vogue,Thank,Neutral,0.0,0.0
+Fashion in Vogue,"Crashes... ...whenever I try connect Twitter account. I would like share favorites, I need connect social network. I Facebook. It would better I could connect Google account.",Positive,0.26666666666666666,0.2833333333333333
+Fashion in Vogue,slow loading impressive content. ican see shows tv online I looking something interesting. disappointed,Positive,0.11249999999999999,0.6625
+Fashion in Vogue,Does Not work all. Says internet connection In Wifi Internet connection good,Positive,0.7,0.6000000000000001
+Fashion in Vogue,Too slow Take like 10s 1 image. Not acceptable world now.,Negative,-0.30000000000000004,0.39999999999999997
+Fashion in Vogue,"Slow, buggy restarts time, can't really",Negative,-0.05000000000000002,0.3
+Fashion in Vogue,"Worst ever, install, open",Negative,-0.5,0.75
+Fashion in Vogue,Android version super low. Unacceptable!,Positive,0.16666666666666666,0.4833333333333333
+Fashion in Vogue,"terrible, doesnt load, uninstalled",Negative,-1.0,1.0
+Fashion in Vogue,"So slow, great IOS android?!",Positive,0.35,0.575
+Fashion in Vogue,I want read English please,Neutral,0.0,0.0
+Fashion in Vogue,This slow,Negative,-0.30000000000000004,0.39999999999999997
+Fashion in Vogue,Don't waste time even work,Negative,-0.2,0.0
+Fashion in Vogue,Doesn't work The crashes time I try it. Vogue sd tested release. Anna must embarrassed. I would be.,Neutral,0.0,0.0
+Fashion in Vogue,IT CRASHES SO MUCH article says loading trend crashes right after... FIX THIS PLEASE,Positive,0.24285714285714285,0.3678571428571429
+Fashion in Vogue,nan,nan,nan,nan
+Fashion in Vogue,Mr Cecil N Green,Negative,-0.2,0.3
+Fashion in Vogue,Crash! Oh,Neutral,0.0,0.0
+Fashion in Vogue,crash,Neutral,0.0,0.0
+Fashion in Vogue,R u kidding me..? Vogue can't handle app.. I checked 2-3 times make sure Vogue.. alas really slow takes lot time load images..,Negative,-0.0666666666666667,0.762962962962963
+Fashion in Vogue,Nice design work The title already said it. I would like able without constant crashes.,Positive,0.3666666666666667,0.6527777777777778
+Fashion in Vogue,Can't believe V O G U E!! crappy app.,Neutral,0.0,0.0
+Fashion in Vogue,Crash Every time open it.,Neutral,0.0,0.5
+Fashion in Vogue,nan,nan,nan,nan
+Fashion in Vogue,Interesting Cant get work.,Positive,0.5,0.5
+Fashion in Vogue,Crashing..,Neutral,0.0,0.0
+Fashion in Vogue,Crashed,Neutral,0.0,0.0
+Fashion in Vogue,Not perfect I like interface smooth be. I want share favourites seem working. The pop window pain I would rather sign email face book twitter.,Negative,-0.04999999999999999,0.75
+Fashion in Vogue,Keeps getting stuck No access old trends.. keeps getting sort error.,Positive,0.1,0.2
+Fashion in Vogue,nan,nan,nan,nan
+Fashion in Vogue,"Okay It's little slow I try scroll next designer, Wi-Fi",Positive,0.003124999999999989,0.35
+Fashion in Vogue,Help I love! I love love love except I can't watch videos live! Do I need certain video player ..? Help Vogue!,Positive,0.4272186147186147,0.5785714285714286
+Fashion in Vogue,"Odd Its helpful tell u ""trending."" I wish u sign twitter Facebook bcuz I neither.",Negative,-0.16666666666666666,0.25
+Fashion in Vogue,Upsetting Almost lost interest fashion there....,Neutral,0.0,0.0
+Fashion in Vogue,Samsung user Always force stop everytime I want see next page,Neutral,0.0,0.0
+Fashion in Vogue,Good It good boring didn't fall outfits.,Positive,0.1333333333333333,0.7333333333333334
+Fashion in Vogue,Ughh Not content quality app. I'm uninstalling,Neutral,0.0,0.0
+Fashion in Vogue,Best coming girl spends 3 hours trying clothes closet.,Positive,1.0,0.3
+Fashion in Vogue,nan,nan,nan,nan
+Fashion in Vogue,"I love All I want here,thank much",Positive,0.35,0.4
+Fashion in Vogue,Thank,Neutral,0.0,0.0
+Fast News,Thanks work effort I want read article pictures video's never seem appear. Not every time I onto related topics want see news specific topic contents never seem appear page loads I blank page nothing. Please could fix problem persistently occurring. I fast news user getting quite annoyed issue. Once thank hard work effort please try solve problem.,Negative,-0.04166666666666667,0.38095238095238093
+Fast News,"This gateway pop-up scam ads. This problem couple years now. I happened upgraded phone recently re-installing Playstore - issue. seen comments this, hoping developers fix intentional. I like able mute/disable newsfeeds go paywall. Fix hijacking 5 stars back.",Positive,0.16666666666666666,0.2916666666666667
+Fast News,"Reasons I like it: 1) Wide variety news sources 2) Easy customize. You choose sources want see order. You also customize appearance. 3) Succinct view headlines. It's easy quickly scan top news. 4) It also let's see recent articles are, end reading news that's months old. It date. 5) Unobtrusive ads part 6) Very responsive. No lagging crashes ZTE Warp. 7) Push notifications breaking news. The thing I like I read notification article totally exits. I can't figure way go back main screen without starting Fast News again. The reason I rate 5 stars nothing perfect. There always room improvement.",Positive,0.23333333333333336,0.47142857142857136
+Fast News,"Hi Fast News team, I hoping could come Pro version (with minimal fees) Ad-Free. It's pretty annoying Ads bottom finish reading news.",Negative,-0.11250000000000002,0.775
+Fast News,Its good. Problems viewing pictures videos using adguard though.,Positive,0.7,0.6000000000000001
+Fast News,Beware dodgy adverts enforced dubious lack clarity close full page nasties appear Casino sites etc visiting links view stories No problem Apps x adverts realise fund free Apps Ads step far Rather pay view ad free.,Positive,0.3125,0.7875000000000001
+Fast News,My favorite source instant breaking news several media outlets across political spectrum I informed time insane media bias.,Negative,-0.1,0.5533333333333333
+Fast News,Reinforces suspicion updates really ploy get version intrusive ads!,Positive,0.25,0.2
+Fast News,"A GREAT NEWS !!! This best news I found long time. The selection sources great, great diverse selection. I'm pleased.",Positive,0.6749999999999999,0.6583333333333333
+Fast News,Headlines always worthy top priority,Positive,0.41666666666666663,0.75
+Fast News,"I'm really impressed ap, certainly fills great need. I spent 34 years radio newsman first get right. Way go.",Positive,0.40833333333333327,0.5484126984126984
+Fast News,"Have used years, love concept HATE ads! Requested author paid (ad free) version; response. H E L L O O O ?",Negative,-0.033333333333333326,0.7666666666666666
+Fast News,Too much advert trying read news bad,Negative,-0.24999999999999992,0.43333333333333335
+Fast News,It depends i. Getting fresh news.,Positive,0.3,0.5
+Fast News,"I loved started popping ads face, I get rid of. I'm done.",Positive,0.7,0.8
+Fast News,"Uops! Some newspapers allow access content, news' links open videos play!",Neutral,0.0,0.5
+Fast News,Hate wants pay,Negative,-0.30000000000000004,0.5
+Fast News,Everything fine except annoying add,Negative,-0.19166666666666668,0.7
+Fast News,It gives prominent news different sources location. Fast convenient!,Positive,0.25,0.7333333333333334
+Fast News,I've tried news applications finally chosen application.,Neutral,0.0,1.0
+Fast News,Well done......my first go-to news. Keep excellent work! Highly recommended.,Positive,0.47,0.6244444444444444
+Fast News,Tried several news like most.,Positive,0.25,0.25
+Fast News,I sure wonderful like 'Sea in Gagar',Positive,0.75,0.9444444444444444
+Fast News,Too many add's can't read story,Positive,0.5,0.5
+Fast News,Just great,Positive,0.8,0.75
+Fast News,More newspapers opting out.,Positive,0.5,0.5
+Fast News,nan,nan,nan,nan
+Fast News,"Does says, well.",Neutral,0.0,0.0
+Fast News,"I like user interface , latest news different newspapers",Positive,0.25,0.75
+Fast News,My news source choice,Neutral,0.0,0.0
+Fast News,Great good graphics full different news titles,Positive,0.4625,0.625
+Fast News,"Very good news site, enjoy much.",Positive,0.5033333333333333,0.4933333333333334
+Fast News,Very good.,Positive,0.9099999999999999,0.7800000000000001
+Fast News,Super!,Positive,0.41666666666666663,0.6666666666666666
+Fast News,I think news superb!,Positive,1.0,1.0
+Fast News,Good collection reputable news agencies .,Positive,0.6,0.7000000000000001
+Fast News,"Easy use, links many providers",Positive,0.4666666666666667,0.6666666666666667
+Fast News,Super helpful quick,Positive,0.3333333333333333,0.5833333333333333
+Fast News,Very good,Positive,0.9099999999999999,0.7800000000000001
+Fast News,"Wonderful app,",Positive,1.0,1.0
+Fast Scanner : Free PDF Scan,"Simple use, ridiculous ads way... When need quick PDF u take picture... oh AND free... Don't get better. Highly recommend",Positive,0.17666666666666667,0.6161904761904763
+Fast Scanner : Free PDF Scan,nan,nan,nan,nan
+Fast Scanner : Free PDF Scan,Simple intuitive use. I like feature darker text export document either pdf jpg format. I purchased PRO version cloud storage backup support continuous development tool well. Highly recommended best scanner I've used ever.,Positive,0.38666666666666666,0.39904761904761904
+Fast Scanner : Free PDF Scan,"Great business convenience! I private process server need scanner road frequently, works perfectly! Much better quality portable want scanners",Positive,0.4,0.48125
+Fast Scanner : Free PDF Scan,"Rather buy new scanner office, I used app. Fast convenient, I particularly like immediate obvious option share email, message, etc.",Positive,0.12575757575757576,0.47196969696969693
+Fast Scanner : Free PDF Scan,"Once I got hang using it, great! As long person email fax machine needed! Take picture brighten dark report resize frame document. Easy thank Fast Scanner making job easy even without fax machine!",Positive,0.32708333333333334,0.6361111111111112
+Fast Scanner : Free PDF Scan,"I LOVE often. I'm always working away home desk/printer. When I need scan forward important information, documents/paperwork that's time sensitive ALWAYS COME THROUGH.",Positive,0.3333333333333333,0.8333333333333334
+Fast Scanner : Free PDF Scan,nan,nan,nan,nan
+Fast Scanner : Free PDF Scan,Perfect go work related. Saves driving 2 different offices every week.,Positive,0.3333333333333333,0.6666666666666666
+Fast Scanner : Free PDF Scan,"This help scan document easily convert pdf. This really nice app, mesh problem work. Smooth good quality.",Positive,0.5333333333333332,0.7333333333333334
+Fast Scanner : Free PDF Scan,"Simple use. Just like name, takes FAST scans. Scans clear bright. I Pro user. So Ads. My suggestion : Fo Fastscan Pro option. It best. I issues.",Positive,0.4,0.488095238095238
+Fast Scanner : Free PDF Scan,Useful Pleas add import PDF file option upload PDF file like gallery import easy file place.,Positive,0.3666666666666667,0.4166666666666667
+Fast Scanner : Free PDF Scan,"Nice app,very useful sending quick forms instead looking fax.",Positive,0.41111111111111104,0.5
+Fast Scanner : Free PDF Scan,A good easy use. I strongly recommend.,Positive,0.5222222222222223,0.7222222222222223
+Fast Scanner : Free PDF Scan,Good quick scanning docs go. Quite useful,Positive,0.4444444444444444,0.3666666666666667
+Fast Scanner : Free PDF Scan,It useful need get digital document single file.,Positive,0.07619047619047618,0.07142857142857142
+Fast Scanner : Free PDF Scan,Easy free. You take pictures papers it'll look almost scanned them!,Positive,0.4666666666666667,0.8166666666666667
+Fast Scanner : Free PDF Scan,Great omg works first time hassle free good quality.,Positive,0.5375000000000001,0.6208333333333333
+Fast Scanner : Free PDF Scan,"This good, problem camera works properly",Positive,0.35,0.35000000000000003
+Fast Scanner : Free PDF Scan,Helpful I recommend all.,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,Good clarity converting PDF photo....easy also...useful,Positive,0.7,0.6000000000000001
+Fast Scanner : Free PDF Scan,This Apps Easy work time save Day like application Thanks,Positive,0.31666666666666665,0.5166666666666667
+Fast Scanner : Free PDF Scan,The good. But yet aqainted using type send messages.,Positive,0.7,0.6000000000000001
+Fast Scanner : Free PDF Scan,Good go 4 easy pic quality also good ..easy convert int pdf,Positive,0.611111111111111,0.6777777777777779
+Fast Scanner : Free PDF Scan,An everyone must get device,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,Very convenient scan send documents. Works well me. Will highly recommend.,Positive,0.18,0.41999999999999993
+Fast Scanner : Free PDF Scan,I time scan email documents.,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,The most is simple and simple,Positive,0.16666666666666666,0.4047619047619048
+Fast Scanner : Free PDF Scan,Tiny scanner works well free.,Positive,0.2,0.65
+Fast Scanner : Free PDF Scan,It amazing lot faster! Thank much whoever invented this!!,Positive,0.53125,0.55
+Fast Scanner : Free PDF Scan,So lah brow,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,This book scan,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,Scans document well,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,It helpful work. Thank you.,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,I like,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,Come. OK.,Positive,0.5,0.5
+Fast Scanner : Free PDF Scan,This cool piece software. Does exactly says.,Positive,0.3,0.45
+Fast Scanner : Free PDF Scan,Love app. Its great tool business,Positive,0.65,0.675
+Fast Scanner : Free PDF Scan,nan,nan,nan,nan
+Fast Scanner : Free PDF Scan,Hassle free experience business. Very useful,Positive,0.395,0.4
+Fast Scanner : Free PDF Scan,"Simple use, ridiculous ads way... When need quick PDF u take picture... oh AND free... Don't get better. Highly recommend",Positive,0.17666666666666667,0.6161904761904763
+Fast Scanner : Free PDF Scan,nan,nan,nan,nan
+Fast Scanner : Free PDF Scan,Simple intuitive use. I like feature darker text export document either pdf jpg format. I purchased PRO version cloud storage backup support continuous development tool well. Highly recommended best scanner I've used ever.,Positive,0.38666666666666666,0.39904761904761904
+Fast Scanner : Free PDF Scan,"Great business convenience! I private process server need scanner road frequently, works perfectly! Much better quality portable want scanners",Positive,0.4,0.48125
+Fast Scanner : Free PDF Scan,"Rather buy new scanner office, I used app. Fast convenient, I particularly like immediate obvious option share email, message, etc.",Positive,0.12575757575757576,0.47196969696969693
+Fast Scanner : Free PDF Scan,"Once I got hang using it, great! As long person email fax machine needed! Take picture brighten dark report resize frame document. Easy thank Fast Scanner making job easy even without fax machine!",Positive,0.32708333333333334,0.6361111111111112
+Fast Scanner : Free PDF Scan,"I LOVE often. I'm always working away home desk/printer. When I need scan forward important information, documents/paperwork that's time sensitive ALWAYS COME THROUGH.",Positive,0.3333333333333333,0.8333333333333334
+Fast Scanner : Free PDF Scan,Not working update. A black image comes scanning.,Negative,-0.16666666666666666,0.43333333333333335
+Fast Scanner : Free PDF Scan,Perfect go work related. Saves driving 2 different offices every week.,Positive,0.3333333333333333,0.6666666666666666
+Fast Scanner : Free PDF Scan,"This help scan document easily convert pdf. This really nice app, mesh problem work. Smooth good quality.",Positive,0.5333333333333332,0.7333333333333334
+Fast Scanner : Free PDF Scan,nan,nan,nan,nan
+Fast Scanner : Free PDF Scan,Useful Pleas add import PDF file option upload PDF file like gallery import easy file place.,Positive,0.3666666666666667,0.4166666666666667
+Fast Scanner : Free PDF Scan,"Nice app,very useful sending quick forms instead looking fax.",Positive,0.41111111111111104,0.5
+Fast Scanner : Free PDF Scan,A good easy use. I strongly recommend.,Positive,0.5222222222222223,0.7222222222222223
+Fast Scanner : Free PDF Scan,Good quick scanning docs go. Quite useful,Positive,0.4444444444444444,0.3666666666666667
+Fast Scanner : Free PDF Scan,It useful need get digital document single file.,Positive,0.07619047619047618,0.07142857142857142
+Fast Scanner : Free PDF Scan,Easy free. You take pictures papers it'll look almost scanned them!,Positive,0.4666666666666667,0.8166666666666667
+Fast Scanner : Free PDF Scan,Great omg works first time hassle free good quality.,Positive,0.5375000000000001,0.6208333333333333
+Fast Scanner : Free PDF Scan,"This good, problem camera works properly",Positive,0.35,0.35000000000000003
+Fast Scanner : Free PDF Scan,Helpful I recommend all.,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,Good clarity converting PDF photo....easy also...useful,Positive,0.7,0.6000000000000001
+Fast Scanner : Free PDF Scan,This Apps Easy work time save Day like application Thanks,Positive,0.31666666666666665,0.5166666666666667
+Fast Scanner : Free PDF Scan,The good. But yet aqainted using type send messages.,Positive,0.7,0.6000000000000001
+Fast Scanner : Free PDF Scan,Good go 4 easy pic quality also good ..easy convert int pdf,Positive,0.611111111111111,0.6777777777777779
+Fast Scanner : Free PDF Scan,An everyone must get device,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,Very convenient scan send documents. Works well me. Will highly recommend.,Positive,0.18,0.41999999999999993
+Fast Scanner : Free PDF Scan,I time scan email documents.,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,The most is simple and simple,Positive,0.16666666666666666,0.4047619047619048
+Fast Scanner : Free PDF Scan,Tiny scanner works well free.,Positive,0.2,0.65
+Fast Scanner : Free PDF Scan,It amazing lot faster! Thank much whoever invented this!!,Positive,0.53125,0.55
+Fast Scanner : Free PDF Scan,So lah brow,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,This book scan,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,Scans document well,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,It helpful work. Thank you.,Neutral,0.0,0.0
+Fast Scanner : Free PDF Scan,nan,nan,nan,nan
+Fast Scanner : Free PDF Scan,Come. OK.,Positive,0.5,0.5
+Fast Scanner : Free PDF Scan,This cool piece software. Does exactly says.,Positive,0.3,0.45
+Fast Scanner : Free PDF Scan,Love app. Its great tool business,Positive,0.65,0.675
+Fast Scanner : Free PDF Scan,Best scanner .ts good must install,Positive,0.85,0.45000000000000007
+Fast Scanner : Free PDF Scan,Hassle free experience business. Very useful,Positive,0.395,0.4
+Fast Secure VPN,"Netflix work tends patchy connection often not. I used years seems quality decreasing time. I originally really liked it, would share others, I doubts. I really hope gets updated, gets fixe... Full Review",Positive,0.3833333333333333,0.5166666666666667
+Fast Secure VPN,Please 5e27e,Neutral,0.0,0.0
+Fast Secure VPN,"The server of ""China-Beijing"" was finally fixed. However, the network is slightly unstable and hopes to improve, thank you!",Negative,-0.054166666666666655,0.18333333333333335
+Fast Secure VPN,Please Use This : 207e4,Neutral,0.0,0.0
+Fast Secure VPN,"Gaggirl, Polly, Carnival",Neutral,0.0,0.0
+Fast Secure VPN,Share code 4547a,Neutral,0.0,0.0
+Fast Secure VPN,Win to Finish,Positive,0.8,0.4
+Fast Secure VPN,b57d7 Nice I really like,Positive,0.4,0.6
+Fast Secure VPN,81759,Neutral,0.0,0.0
+Fast Secure VPN,nan,nan,nan,nan
+Fast Secure VPN,Explain 42,Neutral,0.0,0.0
+Fast Secure VPN,And it is a grave,Neutral,0.0,0.0
+Fast Secure VPN,nan,nan,nan,nan
+Fast Secure VPN,ggyuy,Neutral,0.0,0.0
+Fast Secure VPN,4ba91,Neutral,0.0,0.0
+Fast Secure VPN,Inhabitants,Neutral,0.0,0.0
+Fast Secure VPN,2499c,Neutral,0.0,0.0
+Fast Secure VPN,nan,nan,nan,nan
+Fast Secure VPN,nan,nan,nan,nan
+Fast Secure VPN,2661c,Neutral,0.0,0.0
+Fast Secure VPN,30 He went out,Neutral,0.0,0.0
+Fast Secure VPN,:p,Positive,0.75,1.0
+Fast Secure VPN,Fake,Negative,-0.5,1.0
+Fast Secure VPN,goooooooooooooood,Neutral,0.0,0.0
+Fast Secure VPN,Nice 7669c,Positive,0.6,1.0
+Fast Secure VPN,Nice 699fe,Positive,0.6,1.0
+Fast Secure VPN,nan,nan,nan,nan
+Fast Secure VPN,Good,Positive,0.7,0.6000000000000001
+Fast Secure VPN,Nice,Positive,0.6,1.0
+Fast Secure VPN,Nice,Positive,0.6,1.0
+Fast Secure VPN,"I would like request refund return item. Have purchased license month 2016-10-17, leaving China. But reaching China, found license got expired 2016-10-21. The license purchase transaction id GPA.1355-1423-1876-71964. Earlier sent mail regarding this, response same. Please check detail get back clarity. My concern subscription fee, trust service.",Neutral,0.0,0.20833333333333334
+Fast Secure VPN,"Great VPN first look It got great advantage: great deal locations extending approval rating adding inhabits China. Many VPN provides think adding China useless. But they're wrong. Many free sweet services like Kuwo, QQMusic, Kugou Music streamers allow China traffic! MY PROMO CODE IS: dde65",Positive,0.34875,0.6133333333333334
+Fast Secure VPN,The trial excellent. The easy connection fast. The collection points free VIP account complicated takes lot time. If need VPN mobile device need PC I recommend app.,Positive,0.30666666666666664,0.8466666666666667
+Fast Secure VPN,"Bringing back 2 stars 5. Yeah really nice first. I paid 12 months vip 6 months passed, pro servers can't accessed anymore remaining servers either 999ms ping okb/s speed. Wrote email explain problem still reply. You stated pro servers ate available 6 months.",Positive,0.3125,0.43333333333333335
+Fast Secure VPN,"Has best speed vpn, however I get nat type available ps4 cannot play online. Have switched much slower vpn turbo vpn",Positive,0.5333333333333333,0.3
+Fast Secure VPN,Just setting up. Seems ok get error msg shut doon,Positive,0.5,0.5
+Fast Secure VPN,"Please fix problem It great, fast pricey vpn. bonus code: c9f21",Positive,0.5,0.675
+Fast Secure VPN,"Fast, clean simple. The feels outdated offers free VPN. It's bad option tilt safety.",Negative,-0.004761904761904745,0.5367346938775511
+Fast Secure VPN,This designer scammer paid VIP level I can't connect internet refunded money.Take care costumers scammer.Google play store take action owner.,Positive,0.1,0.1
+Fast Secure VPN,nan,nan,nan,nan
+Fast Secure VPN,"Paid 2 years, can't 6 months. every server full, reply email well, fraud company",Positive,0.35,0.55
+Fast Secure VPN,"For God sake, pls fix bugs. Its unstable. And stop working. Have restart everytime Within minutes",Neutral,0.0,0.0
+Fast Secure VPN,Ok China For two months work ISP China mainland. Now works again. Thank,Positive,0.5,0.5
+Fast Secure VPN,Awesome work... But working good something,Positive,0.85,0.8
+Fast Secure VPN,"New user perfect Works smoothly, well formatted, great Beijing Hong Kong provided internet stable. Highly recommended. PS promo code is: f31ea",Positive,0.4992727272727272,0.6489090909090909
+Fast Secure VPN,NOT free! Some kinda add thing I want get into. Seemed really shady.,Negative,-0.25,0.7125
+Fast Secure VPN,"Horrible app, even VPN. Makes sign email password, give VPN service.",Negative,-1.0,1.0
+Fast Secure VPN,Probably works everyone me. Good thing though. Costing data. Sorry. Must uninstall.,Positive,0.09999999999999998,0.8
+Fast Secure VPN,Looks really crazy severs.baby v 3rd picky bout users.,Negative,-0.3,0.45
+Fast Secure VPN,I paid work fix problem,Neutral,0.0,0.0
+Fast Secure VPN,fraud bought subscription identity gets stolen trust,Neutral,0.0,0.0
+Fast Secure VPN,"Need access Beijing, unable many weeks...",Neutral,0.0,0.5
+Fast Secure VPN,Very bad The free version always busy. Sorry forget you.,Negative,-0.22749999999999995,0.7416666666666667
+Fast Secure VPN,Niceapp Very easy connect. Make life China lots convenience. But sometimes speed slow.,Positive,0.13166666666666665,0.7
+Fast Secure VPN,"Please fix issue , working, China,",Neutral,0.0,0.0
+Fast Secure VPN,"Used work well China anymore, I connect server China, I cannot even login application. Do buy want China.",Neutral,0.0,0.0
+Fast Secure VPN,"It's month already! I can't even log account! First I thought China finally banned VPN right I'm UAE working either( VPN services work fine). Please,fix it!",Positive,0.26413690476190477,0.5922619047619048
+Fast Secure VPN,"Hei, cant anymore. The server always full can't even log in. I cant reach server even I paid 3 months user 2 weeks?! PLS ADVICE!",Positive,0.546875,0.55
+Fast Secure VPN,"Useless China, waste money",Negative,-0.35,0.1
+Fast Secure VPN,nan,nan,nan,nan
+Fast Secure VPN,I found thought would better find want buy things I know,Positive,0.5,0.5
+Fast Secure VPN,Amazing VPN Reliable service. Offers unique locations clients. No complaints. My magic code get free 7 days VIP: df7f0,Positive,0.395,0.74
+Fast Secure VPN,Amazing. This fastest VPN I ever used. I speed tests 10 VPN really excited find Best.,Positive,0.6583333333333333,0.65
+Fast Secure VPN,"deserves flushed much better vpn's there, keep searching",Positive,0.5,0.5
+Fast Secure VPN,connecting problem connecting pro server. please reply,Neutral,0.0,0.0
+Fast Secure VPN,The worst VPN I've ever seen.,Negative,-1.0,1.0
+Fast Secure VPN,"Compared to other VPN software, it does not require complicated settings and is ready to use. The server has more choices and the connection speed is OK. Watching the video is still smooth. If you have a PC version, it will be more handsome. Expectation",Positive,0.246875,0.609375
+Fast Secure VPN,"I like Does says lid. I free version surveys regional control, lot MBs, country specific servers godsend. I like it.",Positive,0.2,0.4625
+Fast Secure VPN,I thing guys add Indonesia,Neutral,0.0,0.0
+Fast Secure VPN,The best VPN client there. It's fast complaints like proclaim fast even. I love service.,Positive,0.475,0.525
+Fast Secure VPN,nan,nan,nan,nan
+Fast Secure VPN,I using since last year pretty useful stable.love !hope could PC version soon.,Positive,0.20833333333333334,0.35555555555555557
+Fast Secure VPN,One best VPN I've used. What's unique I connect different cities within country. I'm happy software. Thanks.,Positive,0.475,0.62
+Fast Secure VPN,"Hello, dear, I can't use it in China for three days. What should I do? I just paid for one year, I am a bit worried. Because your app is really good. It turns out that there is no problem. If there is, it will be fine soon, but this time it can't be used for three days. I hope to use it right away. This time I will give you a star, and if you fix it, I will give you five stars.",Positive,0.4674603174603174,0.5452380952380952
+Fast Secure VPN,nan,nan,nan,nan
+Fast Secure VPN,"Deployed Currently stationed Iraq, lot blocked. But I go whatever I want. It's awesome",Positive,0.5,0.7
+Fast Secure VPN,"Fast smooth Had using quite sometimes, problem fast enough accessing internet daily.Code: 41ebe",Positive,0.2,0.55
+Fast Secure VPN,"Connects fairly quickly , trouble downloading times",Negative,-0.2,0.2
+Fast Secure VPN,This wasted people time,Negative,-0.2,0.0
+Fast Secure VPN,It's good I feel like lot popups even paying it..,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",This totally waste. Whenever restart phone reinstall lose data whenever remove playstore recent reinstall takes half hour install fast wifi mobile data,Negative,-0.04166666666666667,0.25416666666666665
+"FastMeet: Chat, Dating, Love","There Lot fake people multiple accounts... I request developer fix big scamming, Ask everyone original detail signup check every day two day.",Negative,-0.03125,0.4625
+"FastMeet: Chat, Dating, Love",Someone posted no. In I getting annoyed this. Remove no. From else I'll report cyber cell,Negative,-0.4,0.8
+"FastMeet: Chat, Dating, Love",I able find real person chat I like that. The side many ads getting buy credit high price view admirers,Positive,0.33999999999999997,0.49124999999999996
+"FastMeet: Chat, Dating, Love",Between people asking iTunes cards living say put spam tell,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",Its cool social dating truely connects pretty quickly,Positive,0.2633333333333333,0.5733333333333334
+"FastMeet: Chat, Dating, Love",Only people country state advertising self sexual content,Positive,0.25,0.9166666666666667
+"FastMeet: Chat, Dating, Love",Fine need free reward remove fake accounts,Positive,0.10555555555555556,0.7666666666666666
+"FastMeet: Chat, Dating, Love",nan,nan,nan,nan
+"FastMeet: Chat, Dating, Love",Its good pay talk girls boys,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",I like app.,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",Good wanted chat offline online matters,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Its gud,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",It's amazing meet new people,Positive,0.3681818181818182,0.6772727272727272
+"FastMeet: Chat, Dating, Love",Actually found people meet,Neutral,0.0,0.1
+"FastMeet: Chat, Dating, Love",Its good make new friends,Positive,0.41818181818181815,0.5272727272727273
+"FastMeet: Chat, Dating, Love",I love it!,Positive,0.625,0.6
+"FastMeet: Chat, Dating, Love",It's nice app..,Positive,0.6,1.0
+"FastMeet: Chat, Dating, Love",Good dating,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Thanks,Positive,0.2,0.2
+"FastMeet: Chat, Dating, Love",Thanks,Positive,0.2,0.2
+"FastMeet: Chat, Dating, Love",It's lit,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",Love,Positive,0.5,0.6
+"FastMeet: Chat, Dating, Love",Love,Positive,0.5,0.6
+"FastMeet: Chat, Dating, Love",Good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Sexy,Positive,0.5,1.0
+"FastMeet: Chat, Dating, Love",Good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Cool,Positive,0.35,0.65
+"FastMeet: Chat, Dating, Love","Full fake people multiple accounts, make game scamming scammers. I doubt l met 1 real person",Negative,-0.07,0.45
+"FastMeet: Chat, Dating, Love",It's ok I get found anyone yet matter time till I do.,Positive,0.5,0.5
+"FastMeet: Chat, Dating, Love","E-Think should be completely free, these charges should not be",Positive,0.4,0.8
+"FastMeet: Chat, Dating, Love",Thank,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",Its great,Positive,0.8,0.75
+"FastMeet: Chat, Dating, Love",nan,nan,nan,nan
+"FastMeet: Chat, Dating, Love",Ok,Positive,0.5,0.5
+"FastMeet: Chat, Dating, Love",Nice,Positive,0.6,1.0
+"FastMeet: Chat, Dating, Love",Love,Positive,0.5,0.6
+"FastMeet: Chat, Dating, Love",nan,nan,nan,nan
+"FastMeet: Chat, Dating, Love","There Lot fake people multiple accounts... I request developer fix big scamming, Ask everyone original detail signup check every day two day.",Negative,-0.03125,0.4625
+"FastMeet: Chat, Dating, Love",Someone posted no. In I getting annoyed this. Remove no. From else I'll report cyber cell,Negative,-0.4,0.8
+"FastMeet: Chat, Dating, Love",I able find real person chat I like that. The side many ads getting buy credit high price view admirers,Positive,0.33999999999999997,0.49124999999999996
+"FastMeet: Chat, Dating, Love",Between people asking iTunes cards living say put spam tell,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",Its cool social dating truely connects pretty quickly,Positive,0.2633333333333333,0.5733333333333334
+"FastMeet: Chat, Dating, Love",Only people country state advertising self sexual content,Positive,0.25,0.9166666666666667
+"FastMeet: Chat, Dating, Love",Fine need free reward remove fake accounts,Positive,0.10555555555555556,0.7666666666666666
+"FastMeet: Chat, Dating, Love",It's site for serious relationship,Negative,-0.3333333333333333,0.6666666666666666
+"FastMeet: Chat, Dating, Love",Its good pay talk girls boys,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",I like app.,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",nan,nan,nan,nan
+"FastMeet: Chat, Dating, Love",Its gud,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",It's amazing meet new people,Positive,0.3681818181818182,0.6772727272727272
+"FastMeet: Chat, Dating, Love",Actually found people meet,Neutral,0.0,0.1
+"FastMeet: Chat, Dating, Love",Its good make new friends,Positive,0.41818181818181815,0.5272727272727273
+"FastMeet: Chat, Dating, Love",I love it!,Positive,0.625,0.6
+"FastMeet: Chat, Dating, Love",It's nice app..,Positive,0.6,1.0
+"FastMeet: Chat, Dating, Love",Good dating,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Thanks,Positive,0.2,0.2
+"FastMeet: Chat, Dating, Love",Thanks,Positive,0.2,0.2
+"FastMeet: Chat, Dating, Love",It's lit,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",Love,Positive,0.5,0.6
+"FastMeet: Chat, Dating, Love",Love,Positive,0.5,0.6
+"FastMeet: Chat, Dating, Love",Good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",Sexy,Positive,0.5,1.0
+"FastMeet: Chat, Dating, Love",Good,Positive,0.7,0.6000000000000001
+"FastMeet: Chat, Dating, Love",nan,nan,nan,nan
+"FastMeet: Chat, Dating, Love","Full fake people multiple accounts, make game scamming scammers. I doubt l met 1 real person",Negative,-0.07,0.45
+"FastMeet: Chat, Dating, Love",It's ok I get found anyone yet matter time till I do.,Positive,0.5,0.5
+"FastMeet: Chat, Dating, Love","E-Think should be completely free, these charges should not be",Positive,0.4,0.8
+"FastMeet: Chat, Dating, Love",Thank,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",Its great,Positive,0.8,0.75
+"FastMeet: Chat, Dating, Love",Help,Neutral,0.0,0.0
+"FastMeet: Chat, Dating, Love",Ok,Positive,0.5,0.5
+"FastMeet: Chat, Dating, Love",Nice,Positive,0.6,1.0
+"FastMeet: Chat, Dating, Love",Love,Positive,0.5,0.6
+Fat Burning Workout - Home Weight lose,"I weight loss self conscious two children back back. After I put height weight told body type ,meaning I, ""very fat"". What way boost morale. It could little sensitive maybe ""needs work"" ""work harder"" would pleasing eyes ""very fat"". Needless say I think I'll try another app.",Negative,-0.02083333333333333,0.3888888888888889
+Fat Burning Workout - Home Weight lose,I like calories says you burned really wrong. says i've burned 358 calories 12 minutes near right. apart good app. Had working hard,Positive,0.05880952380952379,0.5954761904761905
+Fat Burning Workout - Home Weight lose,"I found exercises impossible overweight beginner gave time exercises change position ready next exercise keep pausing it. It pops ads time normally adverts like whatsapp, mobile banking app, normal texting reading emails! The ads drove insane. I mind ads I'm using time everything. I've uninstalled stop ads otherwise I may persistent tried workout again. The ads seriously need reduced, female I want subscibe mens health main advert kept popping up. If close ad hint interested ad, instead keep showing over, maybe try least showing different ads.",Negative,-0.11215277777777777,0.5388888888888889
+Fat Burning Workout - Home Weight lose,"I downloaded exercises chair. There none app. Very misleading. As I weight unable floor exercises, I thought would good alternative me. Boy I wrong. Very disappointed.",Negative,-0.21500000000000002,0.655
+Fat Burning Workout - Home Weight lose,"Good moderate moves beginners. I able 80% them. I see I obe month tell more. Oh I weigh abou 380 385 right now. Height 6'2"".",Positive,0.39714285714285713,0.5921428571428571
+Fat Burning Workout - Home Weight lose,This exercise program perfect considering I accidentally fell back UHaul truck n broke leg! N I slipped fell trying get bed n broke wrist!,Positive,0.5,0.5
+Fat Burning Workout - Home Weight lose,"Couldn't it. Once I put phone, within minutes I started getting political ads popped texting, writing grocery list, using phone-based certainly never ads prior. Once I uninstalled it, ads stopped.",Negative,-0.03571428571428571,0.2238095238095238
+Fat Burning Workout - Home Weight lose,"Could description new work set, pictures work most. To me, i've tried alot already bit easier bc this. Otherwize, pause button come handy, tho time wld annoying.",Positive,0.10909090909090907,0.6886363636363636
+Fat Burning Workout - Home Weight lose,Photos ad show program using chair us can't floor. Downloaded can't find exercises anywhere. Not happy,Negative,-0.4,1.0
+Fat Burning Workout - Home Weight lose,Invasive ads I'm using ruined me. Take would worth damn!,Positive,0.375,0.1
+Fat Burning Workout - Home Weight lose,nan,nan,nan,nan
+Fat Burning Workout - Home Weight lose,nan,nan,nan,nan
+Fat Burning Workout - Home Weight lose,The caused random ads pop constantly I used apps. Never got chance annoying problem. Uninstalled.,Negative,-0.43333333333333335,0.5777777777777778
+Fat Burning Workout - Home Weight lose,"I exercised YEARS, program truly let know shape I am. Excellent work out. I modify them.",Positive,1.0,1.0
+Fat Burning Workout - Home Weight lose,Since I downloaded makes random ads pop using apps. Deleted.,Negative,-0.5,0.5
+Fat Burning Workout - Home Weight lose,The workouts nice caused ads pop apps. Not cool!,Positive,0.190625,0.825
+Fat Burning Workout - Home Weight lose,This great! I lot physical limitations I've found I exercises!,Positive,0.5,0.4464285714285714
+Fat Burning Workout - Home Weight lose,Scam app. Your phone completely taken ads installed.,Positive,0.1,0.4
+Fat Burning Workout - Home Weight lose,The ad's ridiculous even invading phone general I'm uninstalling,Negative,-0.14166666666666666,0.75
+Fat Burning Workout - Home Weight lose,"I really dont think says ""1th"" instead ""1st"" reliable enough workout with...",Positive,0.1,0.35
+Fat Burning Workout - Home Weight lose,This exactly I've looking for! Did preview watch seems doable well worth workout!,Positive,0.34375,0.175
+Fat Burning Workout - Home Weight lose,Not weight individuals. Impossible keep unless pause it.,Negative,-0.6666666666666666,1.0
+Fat Burning Workout - Home Weight lose,"This helps jump right next exercises without long break, also pause function case I need quick break.",Positive,0.14226190476190476,0.35892857142857143
+Fat Burning Workout - Home Weight lose,I love full body work couple days really feel it!! I really think going give outstanding results want end 30 days,Positive,0.3725,0.485
+Fat Burning Workout - Home Weight lose,Very easy follow video instructions real time motivating takes minutes day.,Positive,0.3816666666666667,0.65
+Fat Burning Workout - Home Weight lose,nan,nan,nan,nan
+Fat Burning Workout - Home Weight lose,I love it! I've working trying get abs thia helps!,Positive,0.78125,0.6
+Fat Burning Workout - Home Weight lose,"Too soon rate question keeps coming up, great know I could move like",Positive,0.8,0.75
+Fat Burning Workout - Home Weight lose,This ads annoying ads phone.,Negative,-0.8,0.9
+Fat Burning Workout - Home Weight lose,So far I like I find time frequent.Will update time goes,Positive,0.1,1.0
+Fat Burning Workout - Home Weight lose,I think good I think u u feel u need louse wait,Positive,0.7,0.6000000000000001
+Fat Burning Workout - Home Weight lose,It would useful better description exercises brand new fitness,Positive,0.31212121212121213,0.3181818181818182
+Fat Burning Workout - Home Weight lose,First time using it! Easy follow quick start work out. I add 30 minute walking routine wala...,Positive,0.3597222222222222,0.5555555555555556
+Fat Burning Workout - Home Weight lose,I really like since got phone tons pop ads day,Positive,0.2,0.2
+Fat Burning Workout - Home Weight lose,"The ad (before I installed it) showed woman sitting chair exercising. Where app? Help, please!",Neutral,0.0,0.0
+Fat Burning Workout - Home Weight lose,It needs slow,Negative,-0.30000000000000004,0.39999999999999997
+Fat Burning Workout - Home Weight lose,nan,nan,nan,nan
+Fat Burning Workout - Home Weight lose,It best I ever used,Positive,1.0,0.3
+Fat Burning Workout - Home Weight lose,Nice home. Most exercises figure pictures. Takes less 10 minutes,Positive,0.31111111111111117,0.5222222222222223
+Fat Burning Workout - Home Weight lose,Works great go mom,Positive,0.8,0.75
+Fate/Grand Order (English),"Reviews hard get 5 star seems true I got 5 star essence two 5 star servants first 20 summos. I know, I'm lucky I guess. Anyways great game problem loading times, would anyway fix problem would pretty much appreciated.",Positive,0.1864583333333333,0.5760416666666666
+Fate/Grand Order (English),"This game amazing. It incredible plot, great gameplay. I love playing it, I lost game data, developers helped retrieve it. If I first time downloading it, need get data transfer code anything else. Other that, wonderful game I suggest play watched animes.",Positive,0.2725000000000001,0.6058333333333333
+Fate/Grand Order (English),"I never thought I'd hooked one. I Fate Series fan, heck I've watch played psp/vita games. So decided try one. Em fan card /collecting games. But If fan fate series, game good time killer. The issue I see binding accounts. Overall good game. :)",Positive,0.18333333333333332,0.5
+Fate/Grand Order (English),"lot ppl complain slow release, like aniplex keep pace. rushing like server try match game event irl event. well much hype jp new stuff. okay prefer rather than getting Christmas event summer.",Positive,0.02727272727272727,0.39090909090909093
+Fate/Grand Order (English),So I've lost account tried recover emailing support team. even I put lot information account said can't approve since there's guy emailed first instead give that. I've played year makes depressed knowing someone get account,Positive,0.25,0.3333333333333333
+Fate/Grand Order (English),"Game's Summoning Balance place. People would invest much money get rare character thar seen long time. They need fix issue. Other that, game's fine",Negative,-0.008333333333333335,0.45357142857142857
+Fate/Grand Order (English),"I used enjoy game I got new phone, support new devices there. Once I'll gladly change rating, stands I'm longer able enjoy game due compatibility issues. (I Razer phone) Update: turns game crash developer options enabled, turn game starts normally. Great game, fan turn phone feature play though.",Positive,0.05751748251748253,0.5122377622377623
+Fate/Grand Order (English),Fate/Grand Order perfect game fan Fate/ series. Controlls easy use. Story well done eaven change diologue depending options choose diolouge moments. New servants added rng summoning pool time clear chapter. The events well done. The company generous gives currency fir summoning servants quite often thats never problem.,Positive,0.2539393939393939,0.6142424242424243
+Fate/Grand Order (English),The saint quarts crystals summon hero's level ways expensive purchase! Drop rates 5* hero's level cards damn (F*C*ING) rare hard get! Always getting 3* cards times! If u lucky awhile u might get 4* cards! When u finish chapter u get saint quarts crystals. As u go game harder u clear stage u need stronger hero's leaving also need stronger cards! U get friends points time u get 3* cards! I give game 4* 5* rating drops rates cards better 4* 5* cards hero's level materials! Hopefully game improve times goes by...,Negative,-0.08828125,0.5058333333333334
+Fate/Grand Order (English),"For planning playing long run, better make transfer code written down. The game support recovering accounts I've lost mine phone conked out. Spending money truly gamble given game way binding account either Google Play Facebook. Game-wise generic hero collecting game common games including Gacha mechanics grinding. The good thing game story divided according levels occasional event story.",Negative,-0.08232323232323234,0.36489898989898994
+Fate/Grand Order (English),"originally fullscreen, 7/26/18 update added hideous blue bars around edges like kind awful letterboxing. Would appreciate option turn off.",Negative,-0.0062500000000000056,0.6875
+Fate/Grand Order (English),"The game great time-killer worthy addition Fate series. Between events offer nice break main story, nice addition give different scenarios well insight characters know love.",Positive,0.325,0.7104166666666666
+Fate/Grand Order (English),I want give game five stars keeps saying launch properly. It's really getting nerves. Everytime I clear cache re-download. I've done twice I still issue.,Negative,-0.03333333333333333,0.3277777777777778
+Fate/Grand Order (English),"The game play well game great. The way keep account, thays sucks. Ive playing almost year, I managed get awesome characters little money spent. The problem happened game erased account phone I'm told cant get account. I've lost much I doubt I want play again.",Positive,0.023611111111111107,0.44999999999999996
+Fate/Grand Order (English),"CLICK SKIP. Great game, micro transactions ridiculous. And story/ dialogue horrid. So bad..just bad. The dialogue makes head hurt bad. Seriously, skip unless wanna loose brain cells.",Negative,-0.24908424908424903,0.6313186813186812
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),"Its really good, especially fate fan even not, there's good chance be. The gacha rates really painful though. And lately launching properly would say.",Positive,0.06666666666666667,0.6333333333333334
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),"I love game, love plot... Strenghtening servant pretty normal good really easy understand mind fizing normal speed battling? Cause switch normal like slowmo kinda throwing off... I know solution simply clicking forward like thingy course times want see attack patterns NP new servants ... You make really great character sometimes also wanna see beauty creations..",Positive,0.2808080808080808,0.6287518037518037
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),"I heard lot great things game, frankly, I'm rather disappointed. The gacha thing, gambling, about. Can't wait lootvoxes laws come Canada.",Negative,-0.11666666666666665,0.6333333333333333
+Fate/Grand Order (English),"The rolls bad expectations. It's easy enough get 4 star class f2p take time. You'll get disappointed paid user cause rewards going f2p, unless put lot money. You're better putting money support game expect anything it. The problem I miss event burn something know good, gonna regret later. The game punishing newbs know (i burned 5 star cause I know rare. 5 months later I still gotten another one)",Negative,-0.028787878787878793,0.5045454545454546
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),nan,nan,nan,nan
+Fate/Grand Order (English),I hate requires large amount data open loading screens take much time data well.,Negative,-0.09642857142857143,0.5071428571428571
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Faustop Sounds,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Feed Baby - Baby Tracker,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fertility Friend Ovulation App,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+Fever,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,Works great smartwatch,Positive,0.8,0.75
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,"Whilst nearly effective Google pay, I Samsung Galaxy Gear Sport allows loyalty cards within easy access. When card missing needs barcode option included quick email support quickly make changes. However, issue I noticed limited range barcodes, means difference code generated Fidme app. For instance, Tesco QR like code reads output looks different code Tesco clubcard. I still need test whether Fidme generated code work not. Also, watch becomes completely unusable manually inputting loyalty cards. Works fine removed help sorry team super quick making updates including new loyalty cards.",Positive,0.17294372294372293,0.5344155844155843
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,"Works well Samsung Gear S3 except custom membership cards. They display extremely slowly make watch unusable. Support informed, hope fixed soon.",Negative,-0.10000000000000002,0.3
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,"Used handy, given sorry state Samsung Gear S3 (which likely abandoned) become nearly useless me.",Negative,-0.1,0.775
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,Great app. I carry physical cards me!,Positive,0.4,0.4464285714285714
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,"Stores kinds cards, I love it.",Positive,0.5,0.6
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,"Don't want join anything, want store loyalty cards.",Neutral,0.0,0.0
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,"Have much space wallet installing transferring card it. Most shops scan phone problem, sometimes cashier types code, always works.",Positive,0.35,0.35
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,freezes Samsung gear sport watch.,Neutral,0.0,0.0
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,So far good,Positive,0.39999999999999997,0.8
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,Holds fidelity cards. Scanners shop work well app. Just show card want cashier that's it.,Neutral,0.0,0.0
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+FidMe Loyalty Cards & Deals at Grocery Supermarket,nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),After I update got worst Now me. The opening properly taking much time open pls fix issue.,Negative,-0.2,0.45
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),"New versions stay open memory regardless ""closing"" even using Greenify. They collect data reset confusing ""opt-in"" switch every update! Keep uninstalled need it!",Negative,-0.11079545454545454,0.4515151515151515
+File Browser by Astro (File Manager),Astro bad try move photos keep said responding know I can't finish things,Negative,-0.6999999999999998,0.6666666666666666
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),I S6 memory phone. Astro gives access dynamic memory best file manager I've used date. I've tried 8 different mgrs.. Good Stuff.,Positive,0.425,0.4166666666666667
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),Needs themes. I used night car white background glaringly bright. A simple night mode dark theme would nice situations like that.,Positive,0.22999999999999998,0.5114285714285713
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),"I love app! It everything I need fast easy. I able connect SMB File share Password Protected NAS copy files, videos, ROMs, etc phone. Highly Recommend app!",Positive,0.39166666666666666,0.6396666666666666
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),"With new format, size option view settings work anymore.",Positive,0.13636363636363635,0.45454545454545453
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),Best file explorer I've far. Very efficient everything I need. I've using couple years let yet.,Positive,0.43333333333333335,0.5333333333333333
+File Browser by Astro (File Manager),How garbage still search function?,Neutral,0.0,0.0
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),"Good, decent utility. Good moving files. Wish easy button moving pictures videos SD card",Positive,0.49999999999999994,0.675
+File Browser by Astro (File Manager),Very clean simple app.. annoy like ES explorer. I never felt I installed app..but come to.my I need it.,Positive,0.23833333333333337,0.6335714285714287
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Browser by Astro (File Manager),"Apart Android sometimes allowing Astro rwd time time (or phone phone), preferred dealing files.",Neutral,0.0,0.0
+File Browser by Astro (File Manager),nan,nan,nan,nan
+File Explorer,"Uninstalling Wouldn't recognize USB external drive. Also, ads bottom page distracting sickening. Wouldn't endure I paid to. Too irritating put with.",Negative,-0.43333333333333335,0.6333333333333334
+File Explorer,Won't find SD/USB & ads! Not worth paying es 3 much better-AND FREE!!also ES works!yours read drives I 5² GB nexus!(& u want pay upgrade lol sober up!) Youmi file master also ad free & SO much more!Tomi fab n free!all feature filled unlike es copy lacks-DELETED!,Positive,0.30357142857142855,0.4428571428571429
+File Explorer,nan,nan,nan,nan
+File Explorer,I downloaded old Jelly Bean tabet see does. On device accesses everything. Android 4.1.1. On Kit-Kat accesses built-in memory I expected access system.,Neutral,0.0,0.30000000000000004
+File Explorer,Really well programed Its size small slow mobile... really gud,Negative,-0.037500000000000006,0.3
+File Explorer,nan,nan,nan,nan
+File Explorer,nan,nan,nan,nan
+File Explorer,"Xperia z 10"" tab Amazing app...even lets see & send system root files...but obviously need 2 rooted 2 change system files...worth B-)",Positive,0.30000000000000004,0.7
+File Explorer,nan,nan,nan,nan
+File Explorer,nan,nan,nan,nan
+File Explorer,Turn mg kg memory. Enable extraction clone SD card.,Neutral,0.0,0.0
+File Explorer,I recommend! Very good and very agile and visual.,Positive,0.52,0.5850000000000001
+File Explorer,Stupid ever . I hated,Negative,-0.85,0.85
+File Explorer,nan,nan,nan,nan
+File Explorer,nan,nan,nan,nan
+File Explorer,nan,nan,nan,nan
+File Explorer,nan,nan,nan,nan
+File Explorer,The best Simple and light,Positive,0.4666666666666666,0.4523809523809524
+File Explorer,nan,nan,nan,nan
+File Explorer,Not bad It's ok,Positive,0.42499999999999993,0.5833333333333333
+File Explorer,Super excited,Positive,0.35416666666666663,0.7083333333333333
+File Explorer,Awesome Yes really best thanks much !,Positive,0.6125,0.425
+File Explorer,nan,nan,nan,nan
+File Explorer,The best!!!,Positive,1.0,0.3
+File Explorer,Good Easy,Positive,0.5666666666666667,0.7166666666666668
+File Explorer,Excellent low size Awesome 720 k.b,Positive,0.6666666666666666,0.7666666666666666
+File Explorer,nan,nan,nan,nan
+File Explorer,nan,nan,nan,nan
+File Explorer,"Light, fast, simple, enough features. Very nice.",Positive,0.276,0.6314285714285715
+File Explorer,nan,nan,nan,nan
+File Explorer,K K M,Neutral,0.0,0.0
+File Explorer,nan,nan,nan,nan
+File Explorer,Rar decompress,Neutral,0.0,0.0
+File Explorer,Like Mega,Neutral,0.0,0.0
+File Explorer,nan,nan,nan,nan
+File Explorer,Much better around,Positive,0.5,0.5
+File Explorer,Well done,Neutral,0.0,0.0
+File Explorer,Srk Good,Positive,0.7,0.6000000000000001
+File Explorer,Nice,Positive,0.6,1.0
+File Explorer,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,"Today I noticed File Manager can't delete write SD card: says ""permission denied"". I'm sure happened last update something else, 'cause I've felt need manage today only. But I install anything I change preferences phone last weeks. It's annoying, I search another delete unused files.",Negative,-0.06000000000000001,0.5844444444444444
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,I'm happy infinix mobile.... I user zenfone laser 2..but switched.. I'm used file manager... But asus available model mobiles... I love camera asus... Pls provide mobiles... Tats deep request me..,Positive,0.42500000000000004,0.6
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,"Its good, easy use, great UI, best system zenfone far. Still, need color. I hope next update support theme change also available change color icon major text.",Positive,0.4369791666666667,0.5479166666666666
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,"Hey asus, update app.. happen? All folder 2 copy delete 1 it, delete both.. please fix ASAP",Neutral,0.0,0.0
+File Manager,nan,nan,nan,nan
+File Manager,This gives error open drive view drive says failed load list,Negative,-0.25,0.4
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,PC File Transfer feature work Huawei P20 Lite.,Neutral,0.0,0.0
+File Manager,Cannot delete SD card. Says permission denied,Neutral,0.0,0.0
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,"New update bad.... move option , copy",Negative,-0.28181818181818175,0.5606060606060606
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,I late find type super attractive use. Work fine attractive getup.,Positive,0.41,0.7533333333333333
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager,I Can't access permission pen drive file manager responding,Neutral,0.0,0.0
+File Manager,nan,nan,nan,nan
+File Manager,You need add password protection PC file sharing feature.,Neutral,0.0,0.0
+File Manager,nan,nan,nan,nan
+File Manager,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,It suddenly popped sorted everything.,Neutral,0.0,0.5
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,Good job no ads,Positive,0.7,0.6000000000000001
+File Manager -- Take Command of Your Files Easily,I know think I I think annoying,Negative,-0.8,0.9
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,nan,nan,nan,nan
+File Manager -- Take Command of Your Files Easily,"Its easy use, It appeared wear notifications frees space!",Positive,0.5416666666666667,0.8333333333333334
+File Manager -- Take Command of Your Files Easily,I Like This App. Thank You Very Much ! Faster Than Ever,Positive,0.325,0.26
+File Manager -- Take Command of Your Files Easily,This best world clean cache easy,Positive,0.6,0.6111111111111112
+File Manager -- Take Command of Your Files Easily,It's cool lil confusing outright good me..,Positive,0.25,0.55
+File Manager -- Take Command of Your Files Easily,It cleans stuff,Neutral,0.0,0.0
+File Manager -- Take Command of Your Files Easily,Seems working.,Neutral,0.0,0.0
+File Manager -- Take Command of Your Files Easily,It's great I clean anything I junk clean done,Positive,0.5111111111111112,0.7166666666666668
+File Manager -- Take Command of Your Files Easily,Seems job well,Neutral,0.0,0.0
+File Manager -- Take Command of Your Files Easily,It keeps phone cleaned,Neutral,0.0,0.0
+File Manager -- Take Command of Your Files Easily,It's ok Time tell,Positive,0.5,0.5
+File Manager -- Take Command of Your Files Easily,"Very happy fast job, easy do, two thumbs",Positive,0.5444444444444444,0.8111111111111112
+File Manager -- Take Command of Your Files Easily,"Just removed 2.3Gb junk, excellent!",Positive,1.0,1.0
+File Manager -- Take Command of Your Files Easily,Its another phone,Neutral,0.0,0.0
+File Manager -- Take Command of Your Files Easily,I yet,Neutral,0.0,0.0
+File Manager -- Take Command of Your Files Easily,To point!,Neutral,0.0,0.0
+File Manager -- Take Command of Your Files Easily,One best file manager/Antivirus/cleaner/booster far.,Positive,0.55,0.65
+File Manager -- Take Command of Your Files Easily,Did said!,Neutral,0.0,0.0
+File Manager -- Take Command of Your Files Easily,Does says tin,Neutral,0.0,0.0
+File Manager -- Take Command of Your Files Easily,Standard killer,Neutral,0.0,0.0
+Files Go by Google: Free up space on your phone,"For someone like me, simple. For advanced Android users, skip one. UPDATE Developer reply: The allow file access files. Just basic Documents, Downloads, Medias, etc. Since ""Go"" app, I know supported ot not. I really like using file explorer allows completely see internal storage allows take full advantage Android. With Files app, suitable me. Google, thank taking consideration. Much love.",Positive,0.2,0.398015873015873
+Files Go by Google: Free up space on your phone,"After install it, basically kicks background, forget even exists. Fast forward days magically reminds telling useless junk taking space device. A great way keep device streamlined freeing precious memory would otherwise clue about. Very simple worthy download.",Positive,0.2619047619047619,0.7163265306122449
+Files Go by Google: Free up space on your phone,"Helps get rid unnecessary junk system cache easily. Makes phone lil quicker too. It actually reminds significant amount data built up. I find notifications useful think it. Goes along Google suite assistant. If Google apps, I highly recommend make work better faster.",Positive,0.19547619047619044,0.5354761904761905
+Files Go by Google: Free up space on your phone,nan,nan,nan,nan
+Files Go by Google: Free up space on your phone,"Simple file manager really wants clean phone deleting duplicate files. Couple improvements, idea I can't copy paste file another. Something standard feature!? Plus would good deselect duplicate I'm photo editing certain images stored multiple folders. I mind getting rid duplicates annoying deselect certain images over. Overall pretty solid done tinks.",Positive,0.09543650793650793,0.40833333333333327
+Files Go by Google: Free up space on your phone,"Pixel 2 XL: probably safest ways clean junk phone, without breaking point bootlooping oblivion. Feature Suggestions: 1. The ability categorize folders I consider junk, ones I don't. Or least control folders monitored app, getting notified areas need cleaning. If makes sense. At least moment that's I mind. This stay phone foreseeable future, must go freeing space.",Negative,-0.05833333333333332,0.40625
+Files Go by Google: Free up space on your phone,"Another appalling Google Devs. ""Added suggestions help quickly find need."" Uh? That's joke. Since feature added wait day file list load. If want see what's Android need third party file explorer Google's native show you. Useless.",Negative,-0.12916666666666665,0.39999999999999997
+Files Go by Google: Free up space on your phone,"It's useful, missing feature ability mark media keeping. I cannot ""select all"" option due media I need retain, instead I must select new media delete. A way set individual ""never delete"" would extremely useful.",Positive,0.06856060606060606,0.21325757575757576
+Files Go by Google: Free up space on your phone,"Wow! An actually helps find remove duplicate, old, useless device. It never deletes anything without asking review every file marked deletion. Would nice send certain archive option wonderfully simple effective application. Great job!",Positive,0.22392857142857142,0.5578571428571428
+Files Go by Google: Free up space on your phone,"This garbage. It recommended I delete music I actively listening notification popped up. If that's perfect example terribly broken I know is. Edit : No help, given intention app, remove old unused files. There absolutely reason suggesting file currently use, terribly scope far I'm concerned flat-out broken.",Negative,-0.05925925925925927,0.6555555555555556
+Files Go by Google: Free up space on your phone,"Less hands-on CCleaner example.. Google, Android, works background occasionally asks want delete stuff need. You customise ask often etc. Exactly I need ""disk cleanup"" app.",Positive,0.02777777777777778,0.14722222222222223
+Files Go by Google: Free up space on your phone,"I without recommend everyone. Don't killers, harm Android operating system. Instead, clear space get rid junk files. This maintain the""health"" phone. Works conjunction Google photos clear tons space. Love reminders easy fast use.",Positive,0.26666666666666666,0.56
+Files Go by Google: Free up space on your phone,"Why need location permission send receive data? Edit- Ok, need location find nearest availbale mobile Bluetooth wifi. Then, Why Google provide feature find lost/stollen phones. I lost phone 1 years back. Thief must erased data installed custom rom. Police able find out. But help find lost phone owner give imei number proof. This help Android phone users.",Positive,0.3333333333333333,0.375
+Files Go by Google: Free up space on your phone,"Works well, much better crappy Samsung app, good suggestions freeing space. Not going give five sends many notifications telling get rid stuff. I'll I want to.",Positive,0.5666666666666667,0.5333333333333333
+Files Go by Google: Free up space on your phone,"I'm stoked it. I literally cleared 1200 music/photo duplicates occured due virus remover couldnt seem process. On top that, helping tackle years organization avoiding tangle virus caused. Praise.",Positive,0.1875,0.4375
+Files Go by Google: Free up space on your phone,nan,nan,nan,nan
+Files Go by Google: Free up space on your phone,nan,nan,nan,nan
+Files Go by Google: Free up space on your phone,"I know I find UI pretty simple efficient. Don't know ppl complaining regarding music shown up. Well that's basic utility app, option unselect them.",Positive,0.08333333333333333,0.49404761904761907
+Files Go by Google: Free up space on your phone,"Easiest file transfer I used. However, storage cleanup utility erased photos never deleted. I recommend file transfer careful file delete function. UPDATE 1: I got reply Google link respond email. I Google rejected email. UPDATE 2: I 2 identical Galaxy Tab S2 tablets. Google let install go 2nd tablet, saying ""incompatible"". Go figure.",Negative,-0.05,0.5
+Files Go by Google: Free up space on your phone,"Good app. I'd prefer complete file manager built in, cleaning notifications popped I low space. Granted, latter fed obsessive need delete even slightly superfluous files, I guess I'm complaining much.",Positive,0.13888888888888887,0.2777777777777778
+Files Go by Google: Free up space on your phone,Its nice cleaning constantly bombard ads ulterior motives look swindle money since google. They leave shady business Apple store. Helps get tedious cleaning done feel like deep clean yourself. Good job recommend sure.,Positive,0.17708333333333331,0.6934027777777778
+Files Go by Google: Free up space on your phone,"The ok bugs helpful resolve ie Memes cannot deleted due ""SD Card Permission settings"" flashes screen millisecond, instruct resolve issue. Next time suggest I delete Memes again! Also, asks enter name, field length short!",Positive,0.09375,0.29375
+Files Go by Google: Free up space on your phone,"The really good small ads. But problem I is, difficult connect people I want share anything with. Again difficult share file somebody yet. On xender easy try us.",Negative,-0.023333333333333338,0.7666666666666667
+Files Go by Google: Free up space on your phone,"A bit cumbersome. Won't replace file browsers Network shares added. Needs ability customize want clean, example I need showing last images I've taken, suggesting I remove them. It seems easy delete things want keep.",Positive,0.26666666666666666,0.5333333333333333
+Files Go by Google: Free up space on your phone,"Nice clearing space. 16gb phones difficult maintain. This helps you. Also go move compatible ones SD card, Google",Positive,0.04999999999999999,1.0
+Files Go by Google: Free up space on your phone,I convinced I needed new phone I kept getting messages insufficient storage. Not true. This cleaned phone extended life.,Negative,-0.019318181818181818,0.5522727272727272
+Files Go by Google: Free up space on your phone,"Love app, reminds clean unused every again. My complaint recognizes podcasts removed. It'd great I could whitelist directory",Positive,0.3416666666666667,0.5625
+Files Go by Google: Free up space on your phone,It's safest way empty caches save space. Made Google know delete... Other cache cleaners clean take relatively small amount space performance reasons.,Negative,-0.027083333333333327,0.49375
+Files Go by Google: Free up space on your phone,It magic shows bunch option like delete app. Which totally without well. On bright side Google spam you. Piece advice... pls add duplicate recognition least step towards right direction,Positive,0.23714285714285718,0.6971428571428571
+Files Go by Google: Free up space on your phone,"I feel transfer speeds reduced! Is bug? Besides today I got 323Kbps speed awful totally! Fix bug please! And Please let us send folders! Edit: Yes I tried reinstall, asked ky friends well! The problem happens occasionally, know why, sometimes around 4Mbps like 300-400Kbps . But I remember used like 12Mbps, 15Mbps speeds. To clear mind, No running background besides filesgo",Negative,-0.225,0.5645833333333333
+Files Go by Google: Free up space on your phone,nan,nan,nan,nan
+Files Go by Google: Free up space on your phone,It's aggressive desire clean space. I spent big money get Pixel reasonable amount storage critical clean phone constantly... If I 12mb Pixel though.,Positive,0.11904761904761907,0.4761904761904762
+Files Go by Google: Free up space on your phone,This make positive impact reducing junk takes phone's space.Before worried take phone's space issue.After install I'm worried free space. It work well accurately..,Positive,0.34242424242424246,0.6595959595959596
+Files Go by Google: Free up space on your phone,"Does really good job regularly alerting I much useless storage. It regularly flag I keep background though, like authenticators VR apps, bit annoying, great have.",Positive,0.033333333333333326,0.433974358974359
+Files Go by Google: Free up space on your phone,"I used try clean manually, never well thoroughly. This elegant automates meticulously well, clearing trash bins identifying cloud backups preclude need local copies.",Positive,0.2888888888888889,0.5666666666666668
+Files Go by Google: Free up space on your phone,nan,nan,nan,nan
+Files Go by Google: Free up space on your phone,"Well name: cleanup, real decent file explorer. Browsing acts well .nomedia, cleaning takes .nomedia well, wrong! So much effective ops usability, clean GUI positive though.",Positive,0.1637878787878788,0.7890909090909092
+Files Go by Google: Free up space on your phone,"Personally, I Think It's A Very Useful App. It's User Friendly And Not Complicated. It Accurately Reminds Me Of The Junk Files And Duplicate Files That Need To Be Cleared. Overall A Very Good App.",Positive,0.3321428571428572,0.4590476190476191
+Files Go by Google: Free up space on your phone,"Google late become privacy offender. You put unnecessary ads ...Get sense..You claim team smart people..How make customers happy annoy product ads every 4 5 hours day..You made viewing anything net absolutely annoying, jump bypass silent settings, utter nuisance started become. I promoter list moment.",Negative,-0.06071428571428571,0.6428571428571428
+Files Go by Google: Free up space on your phone,nan,nan,nan,nan
+FilterGrid - Cam&Photo Editor,I love thing want fliter part cant choose tho already existing photos. It makes take pic right there. Most let u fliter already taken photos.. So u cpuld fix wouls perfect. Bc like sit n go tho old pic iv taken tho day n fix um,Positive,0.47714285714285715,0.5671428571428572
+FilterGrid - Cam&Photo Editor,"Just last year, features incredibly awesome, downloading again(for I reformatted phone) annoying one. Every feature must manually downloaded, tedious Work do, add popping saying need write review app. The worse part special feature app, splicing feature, here. I know happen guys(Developers), can't great job updating, it. I suggest returning older version. Don't scumbag.",Positive,0.07797619047619048,0.6526785714285714
+FilterGrid - Cam&Photo Editor,Unable import pictures! What developers thinking? I liked the b&w filters better app. Now important pictures want edit. So really bad update,Positive,0.03500000000000003,0.6933333333333332
+FilterGrid - Cam&Photo Editor,nan,nan,nan,nan
+FilterGrid - Cam&Photo Editor,"I would rate better every time get Add pops up. Never seen many ads before. Maybe offer add-free version, paid? If change 5 stars.",Positive,0.5,0.5
+FilterGrid - Cam&Photo Editor,"The would great ads pop almost every time change pages. I know guys wanna make revenue, c'mon charge app, permanent ad removal fee. Otherwise, interesting layout.",Positive,0.65,0.625
+FilterGrid - Cam&Photo Editor,"used favourite app.. creators removed ""import photos gallery"" option.. best thing uninstalling it!",Positive,1.0,0.3
+FilterGrid - Cam&Photo Editor,D problem filter option allows new pic edit. Instead also allow edit existing pic generally does..,Positive,0.09318181818181819,0.4772727272727273
+FilterGrid - Cam&Photo Editor,Pops 5 star review link constantly. It annoys people giving 5 stars. Lame,Negative,-0.25,0.5416666666666666
+FilterGrid - Cam&Photo Editor,"Why filter store working? There's,like millions filter download, cant see theyre dead.",Negative,-0.2,0.4
+FilterGrid - Cam&Photo Editor,nan,nan,nan,nan
+FilterGrid - Cam&Photo Editor,"It's good nice filters, notification tells rate 5 star annoying. It pops every second.",Positive,0.12499999999999994,0.625
+FilterGrid - Cam&Photo Editor,"Uninstalled fixed. The concept of great, dont mind adds everytime try select photo device google photos crashes / continually tries load.",Positive,0.26666666666666666,0.45
+FilterGrid - Cam&Photo Editor,"It's really stupid can't import pictures gallery. Makes useless. Please fix this, developers",Negative,-0.6499999999999999,0.6
+FilterGrid - Cam&Photo Editor,nan,nan,nan,nan
+FilterGrid - Cam&Photo Editor,I fully explored potential kept asking rate every template download. I like far.,Positive,0.05,1.0
+FilterGrid - Cam&Photo Editor,So many ads makes unwieldy. Also NOT filter existing pics. Not sure better Insta?,Positive,0.25,0.6296296296296297
+FilterGrid - Cam&Photo Editor,How considered editing able import pictures??? Don't waste time downloading -_-,Positive,0.15,0.3125
+FilterGrid - Cam&Photo Editor,"I love app... Seriously... Whoever reading this,I request u app.this given much filters... Love it♥ I can't filter existing pics...I hav take let us choose pic still thts fine",Positive,0.2566666666666667,0.5133333333333333
+FilterGrid - Cam&Photo Editor,Ts okay It keeps stop working really getting nerves,Positive,0.35,0.35
+FilterGrid - Cam&Photo Editor,Would great I could find hide pictures I took saved.. What's point I find pictures...,Positive,0.8,0.75
+FilterGrid - Cam&Photo Editor,Why camera able edit photos gallery,Positive,0.5,0.625
+FilterGrid - Cam&Photo Editor,nan,nan,nan,nan
+FilterGrid - Cam&Photo Editor,Way many ads. I mind ads. But every command? No thanks.,Positive,0.2,0.35
+FilterGrid - Cam&Photo Editor,nan,nan,nan,nan
+FilterGrid - Cam&Photo Editor,"Waste app, opens install, first time user , 10 secs opened 3 install zero button load existing pics",Positive,0.024999999999999994,0.16666666666666666
+FilterGrid - Cam&Photo Editor,I like l This u limited little Filters wise Its fine,Positive,0.21443452380952382,0.5107142857142857
+FilterGrid - Cam&Photo Editor,Why can't I edit photos already phone? Plus adds pop every time I something..,Neutral,0.0,0.0
+FilterGrid - Cam&Photo Editor,"Super simplistic, enough tools edit.",Negative,-0.05555555555555556,0.5555555555555555
+FilterGrid - Cam&Photo Editor,Filters quality extremely bad old. Some functions advance. It ordinary person.. I like,Negative,-0.28333333333333327,0.45555555555555555
+FilterGrid - Cam&Photo Editor,I HATE THAT IT KEEPS SAYING TO RATE THEN! ITS SO ANNOYING EVERY 5 SECONDS I CLICK!,Negative,-1.0,0.9
+FilterGrid - Cam&Photo Editor,Love it. So different apps. Way many ads though,Positive,0.3333333333333333,0.5666666666666667
+FilterGrid - Cam&Photo Editor,So I redownloaded I want filters stops working sudden,Neutral,0.0,0.5
+FilterGrid - Cam&Photo Editor,impossible time getting filters load. Specifically previews.. could part app.,Negative,-0.6666666666666666,1.0
+FilterGrid - Cam&Photo Editor,Do install let u edit photos device can't see effects,Neutral,0.0,0.0
+FilterGrid - Cam&Photo Editor,Why keep forcing rate right moment Installed? Very irritating!,Negative,-0.18214285714285716,0.7678571428571428
+FilterGrid - Cam&Photo Editor,I think to. You must stop showing stupid ads.,Negative,-0.7999999999999999,1.0
+FilterGrid - Cam&Photo Editor,It awesome 1 thing tho think put less ads,Positive,0.4166666666666667,0.5333333333333333
+FilterGrid - Cam&Photo Editor,Why hell I can't import pics loll uninstalled...,Neutral,0.0,0.0
+FilterGrid - Cam&Photo Editor,"Too many ads, asks many times give 5 star rating, easy !!",Positive,0.5590277777777778,0.6111111111111112
+Filters for B Live,nan,nan,nan,nan
+Filters for B Live,I really love helps status pics,Positive,0.5,0.6
+Filters for B Live,Boring,Negative,-1.0,1.0
+Filters for B Live,Nice,Positive,0.6,1.0
+Filters for B Live,Ok,Positive,0.5,0.5
+Filters for B Live,I love,Positive,0.5,0.6
+Filters for B Live,nan,nan,nan,nan
+Filters for B Live,nan,nan,nan,nan
+Filters for B Live,Just why not,Neutral,0.0,0.0
+Filters for B Live,The,Neutral,0.0,0.0
+Filters for B Live,Hi,Neutral,0.0,0.0
+Filters for B Live,Its flipping fake mad get,Negative,-0.5625,1.0
+Filters for B Live,"As for the rest of the software, I thought it was auto-ridiculous",Neutral,0.0,0.0
+Filters for B Live,Does stickers pls tell,Neutral,0.0,0.0
+Filters for B Live,I like Filters B Live,Positive,0.13636363636363635,0.5
+Filters for B Live,It taking forever install,Neutral,0.0,0.0
+Filters for B Live,Is biutiful liket,Neutral,0.0,0.0
+Filters for B Live,"Well done, Dalem Jun Jun",Neutral,0.0,0.0
+Filters for B Live,Rahmatullah Karami,Neutral,0.0,0.0
+Filters for B Live,It can't,Neutral,0.0,0.0
+Filters for B Live,It's installing,Neutral,0.0,0.0
+Filters for B Live,like cat game,Negative,-0.4,0.4
+Filters for B Live,nan,nan,nan,nan
+Filters for B Live,very awesome I can't install LOL,Positive,0.9,0.85
+Filters for B Live,nan,nan,nan,nan
+Filters for B Live,I love nd easy,Positive,0.4666666666666667,0.7166666666666667
+Filters for B Live,Nice,Positive,0.6,1.0
+Filters for B Live,"like nice one,i really love it.",Positive,0.55,0.8
+Filters for B Live,"Its nice, I really love",Positive,0.55,0.8
+Filters for B Live,nan,nan,nan,nan
+Filters for B Live,nan,nan,nan,nan
+Filters for B Live,nan,nan,nan,nan
+Filters for B Live,My good,Positive,0.7,0.6000000000000001
+Filters for B Live,It makes life fun,Positive,0.3,0.2
+Filters for B Live,nan,nan,nan,nan
+Filters for B Live,Very beautiful,Positive,1.0,1.0
+Filters for B Live,This sucks,Negative,-0.3,0.3
+Filters for B Live,Chelsea Trayolr,Neutral,0.0,0.0
+Filters for B Live,fir,Neutral,0.0,0.0
+Filters for B Live,nan,nan,nan,nan
+Filters for Selfie,This trash. Who five stars? Are bots?,Neutral,0.0,0.0
+Filters for Selfie,Disgusting.... I think good reviews paid.... ! *aaand maaar rakhi hai,Negative,-0.0625,0.8
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,The totally make selfies better,Positive,0.25,0.625
+Filters for Selfie,"Very bad , world's worst game",Negative,-0.7699999999999999,0.7555555555555555
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Hateful cause cannot get,Neutral,0.0,0.0
+Filters for Selfie,This bad really hate,Negative,-0.75,0.7833333333333333
+Filters for Selfie,I'm know good bad,Positive,5.551115123125783e-17,0.6333333333333333
+Filters for Selfie,No words 2 words love,Positive,0.5,0.6
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Ts NYC buh nat az I xpexted,Neutral,0.0,0.0
+Filters for Selfie,Its bakwaas. Pls,Neutral,0.0,0.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,There camera,Neutral,0.0,0.0
+Filters for Selfie,Not good,Negative,-0.35,0.6000000000000001
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,#iloveit,Neutral,0.0,0.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,It's good app.. For editing photos,Positive,0.7,0.6000000000000001
+Filters for Selfie,Great!!,Positive,1.0,0.75
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,This useless,Negative,-0.5,0.2
+Filters for Selfie,It good aap,Positive,0.7,0.6000000000000001
+Filters for Selfie,Nice,Positive,0.6,1.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,I love aap,Positive,0.5,0.6
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Its nice,Positive,0.6,1.0
+Filters for Selfie,boooooo,Neutral,0.0,0.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Good,Positive,0.7,0.6000000000000001
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Luv,Neutral,0.0,0.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,So cool,Positive,0.35,0.65
+Filters for Selfie,Its amazing,Positive,0.6000000000000001,0.9
+Filters for Selfie,I love,Positive,0.5,0.6
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Love,Positive,0.5,0.6
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,It awful! It made phone freeze even work. Even I tapped screen things sent somewhere AND played ads. I like it.,Negative,-1.0,1.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,This the best world It best kind stickers best layout different kinds photos The thing spoils way many ads,Positive,0.6833333333333332,0.48333333333333334
+Filters for Selfie,Its bad install fake time killing,Negative,-0.5999999999999999,0.8333333333333333
+Filters for Selfie,One fake claiming plz dnt install itz wastage time,Negative,-0.5,1.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Very irritating.. While using Unfortunately stopped,Negative,-0.51,1.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,"I impression filters like Snapchat does. No, adds like stickers",Neutral,0.0,0.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,I like makes look good,Positive,0.7,0.6000000000000001
+Filters for Selfie,I hate ever made,Negative,-0.8,0.9
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,This fake! Bullcrap ad,Negative,-0.625,1.0
+Filters for Selfie,"I think "" filter selfie"" good much good times boared sometimes entertain us",Positive,0.7,0.6000000000000001
+Filters for Selfie,It's idiot app.. Don't install,Negative,-0.8,0.8
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,It make phone freeze,Neutral,0.0,0.0
+Filters for Selfie,This z bloody app.dnt install,Negative,-0.8,0.9
+Filters for Selfie,I expected it'll b camera mostly I needed crown kinda... Filters usually hv,Positive,0.05000000000000001,0.3833333333333333
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Worst filters!!,Negative,-1.0,1.0
+Filters for Selfie,This really awesome!,Positive,1.0,1.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,I able get super famous editing KPOP groups app. Jolly good job!,Positive,0.5520833333333333,0.7229166666666667
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,love many tools stickers. hope selfi also available way awesome,Positive,0.6,0.625
+Filters for Selfie,The pics great bad language best,Positive,0.3666666666666667,0.5722222222222222
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,There filters many ads.,Positive,0.5,0.5
+Filters for Selfie,It's ok I like much,Positive,0.35,0.35
+Filters for Selfie,It makes,Neutral,0.0,0.0
+Filters for Selfie,It looked cool problem collages never saved,Positive,0.35,0.65
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,It okay I would tell people good,Positive,0.6,0.55
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Not much good,Negative,-0.35,0.6000000000000001
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,favorite amazing pretty I love much,Positive,0.41000000000000003,0.74
+Filters for Selfie,Worst ever....,Negative,-1.0,1.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,Wow good selfies want make look cooler,Positive,0.39999999999999997,0.8
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,No filter camera,Neutral,0.0,0.0
+Filters for Selfie,Just I like,Neutral,0.0,0.0
+Filters for Selfie,It was unproductive,Neutral,0.0,0.0
+Filters for Selfie,Eye lens also,Neutral,0.0,0.0
+Filters for Selfie,Awesome I like,Positive,1.0,1.0
+Filters for Selfie,Just fun,Positive,0.3,0.2
+Filters for Selfie,"It's good use,so many stickers.I like it.",Positive,0.6,0.55
+Filters for Selfie,Never found filters,Neutral,0.0,0.0
+Filters for Selfie,nan,nan,nan,nan
+Filters for Selfie,nan,nan,nan,nan
+Final Fantasy XV: A New Empire,"How play game better explained. I able leave guild without loosing items I found given game. For example players guild wont help whn im requesting help I ddnt understand hero got captured I know rescue him. I feel game understandable Should hv access leave guild, join another guild I like without loosing chest treasures. Other tht I like game.",Negative,-0.10357142857142858,0.4428571428571428
+Final Fantasy XV: A New Empire,"I love playing game phone although I longer afford packs yu need progress game crashing.... try play chromebook i'm connected wifi I get ""not connected internet"" message let play, I uninstalled reinstalled game, updated it, rebooted computer, downloaded connectivity diagnostics tool make sure internet connected problems is, I would like able play chromebook phone charging, please fix. Also, lower ur damn prices ur packs us poor people afford them, I gaurentee yu make money. peace.",Negative,-0.0142857142857143,0.5591269841269841
+Final Fantasy XV: A New Empire,I love game.. So Addicting play man I brother play smash ppl game... So many nice ppl lots feiends met ... Met friend person... Great 'll thing gotta pay money got money dont play simple rate game bad cause dont like type game .. Suck butter cup play game...,Negative,-0.027272727272727247,0.5339826839826841
+Final Fantasy XV: A New Empire,In order advance really able enjoy game HAVE spend serious money it. There lower tier price point game purchases available. I would inclined spend bucks every now-and-then instead dropping $99 dollars once. This game heavily weighted whales. Hou literally buy way ranks instead earning it.,Negative,-0.05416666666666667,0.48645833333333327
+Final Fantasy XV: A New Empire,"Note Developers: great big fancy advertisement Oracle Temple, I idea does! Also I would really like silver artificers badge I cannot find sale it. I think maybe could make lot sales made able purchased time... something guys consider. The main drawback I like game much sucks battery, heats g5 phone:-)",Positive,0.18333333333333332,0.46354166666666663
+Final Fantasy XV: A New Empire,nan,nan,nan,nan
+Final Fantasy XV: A New Empire,"The game cool, buy gold pack 5$. You'll never see another one. All deals( I term loosely) 99$. Makes kind hard get ahead reach lvl 15",Positive,0.03628205128205127,0.5521794871794872
+Final Fantasy XV: A New Empire,"The game fun, that's muted fact event progression leveling quickly made near impossible without spending major cash every month. Advise against. Anytime submit suggestion try improve game, get basic, copy pasted response, customer team actually appreciate care. At point, make super expensive paid drop facade free play.",Negative,-0.03645833333333334,0.4826388888888889
+Final Fantasy XV: A New Empire,"#Gameforbullies. You get level 28 minimal investment fun it. After that, either bully someone else get bullied. No between. About point get hit level 35s spent lot money. Hit 80x row dude hit 120x row. Stupid. No restrictions high levels killing low levels number times hit. I recommend staying away one.",Negative,-0.08999999999999998,0.4566666666666666
+Final Fantasy XV: A New Empire,nan,nan,nan,nan
+Final Fantasy XV: A New Empire,"This becoming unstable day. I refuse spend another Cent graphics stabilized, game stops glitching. I dont care billion print pack, im strike til fix bugged game",Negative,-0.11666666666666668,0.5499999999999999
+Final Fantasy XV: A New Empire,Do ever game. It absolutely impossible progress without spend thousands dollars someone spends wipe troops matter 5 minutes. The developers nickel dime every bit game point can't even collect resources without spending money learn first. This worst money scam games I ever seen.,Negative,-0.44333333333333336,0.6266666666666667
+Final Fantasy XV: A New Empire,"WARNING! THIS IS NOT A FREEMIUM GAME!!! Sell kids, wife, home anything else can! The game developers money hungry put massive price EVERYTHING game help progress. Simple things like gear set presets require pay $100 unlock. And arnt paying USD, packs even more. They quickly price packs exchange rate changes take sweet time drop back rate lower. Will take weeks change. 99% game items require spend big bucks obtain. Good luck!",Negative,-0.00985243055555555,0.44226190476190474
+Final Fantasy XV: A New Empire,nan,nan,nan,nan
+Final Fantasy XV: A New Empire,The game glitchy anytime event happening. Also many inconsistencies able attack still shielded. In certain instances allowed instances not. The packs never advertised Developers. The pack states give enough supplies points reach certain level purchase find give advertised.,Positive,0.1326530612244898,0.45255102040816325
+Final Fantasy XV: A New Empire,nan,nan,nan,nan
+Final Fantasy XV: A New Empire,They fix maps issue. Give you battles you can't participate unless u drop couple thousand dollars pay everything. It fat money trap understand square let happen name final fantasy. They fix anything wrong,Negative,-0.25,0.95
+Final Fantasy XV: A New Empire,Packs allow properly level WAY TO EXPENSIVE items receive! Game constantly crashes. Game switches prizes therefore purchase may work prize. Developers even offer solution inconvenience. As long get money care.,Negative,-0.24583333333333332,0.38888888888888884
+Final Fantasy XV: A New Empire,nan,nan,nan,nan
+Final Fantasy XV: A New Empire,Crashes way much. I'd give better rating playable. Every time I open displays internet connection message. game open background.my wifi good I switched mobile data thing. So whenever I want play I uninstall reinstall I exit game try login I issue again.,Positive,0.0857142857142857,0.4428571428571429
+Final Fantasy XV: A New Empire,"Too expensive!!! Unless plan spend fortune packs heroes nearly impossible really advance much. There way get heroes buildings unlocked without spending stack cash. Otherwise lot fun. The monsters scary cool, players best batch nerds universe. Please let us get things old-fashioned way, working game earn it!",Negative,-0.06591435185185185,0.5166666666666667
+Final Fantasy XV: A New Empire,"The game ok. The graphics nice. This pay play game. Do play u intend spending minimum $20 weekly. The game unbalanced. U farmed many times daily players 20 million plus. Unless, u top 3 guilds, u might well get used getting attacked alot.",Positive,0.11249999999999999,0.46249999999999997
+Final Fantasy XV: A New Empire,Not bad game works. needs billions billions gold coins platinium RSS blue prints exalted tomes etc play game without spend money . If money prepared spend thousands upon thousands pounds. There's lots glitches prepared fixing take forever ever. Very poor service.as listen fob off.,Negative,-0.19400000000000003,0.4693333333333333
+Final Fantasy XV: A New Empire,nan,nan,nan,nan
+Final Fantasy XV: A New Empire,No point playing game unless prepared spend thousands strong enough cope players spent 10k. Absolute pure greed developers part. Disgusting prices,Negative,-0.09319727891156464,0.5904761904761904
+Final Fantasy XV: A New Empire,"You're honestly better playing game. It starts relatively easy need buy packs helpful guild. As time goes it'll get point need buy packs advance play, constantly zeroed bigger players. As soon get everyone at, they'll release something else makes progress null void. But all, game absolutely notorious ticket system developers absolutely everything scoot around issue they'll issue entirely. I wish someone would launch class action lawsuit sue them.",Positive,0.06333333333333332,0.5491666666666666
+Final Fantasy XV: A New Empire,"Horrible customer textbook ""nothing you"" replies issue experience. Money hungry developers care took money ran it. BEST ADVICE....DO NOT DOWNLOAD",Neutral,0.0,0.65
+Final Fantasy XV: A New Empire,"Developers greedy, I waste time. Unless money burn waste could ok, money player stand chance. The rewards developers give time ridiculous, like freemium games. The attack graphics lame show nothing exciting, I would recommend game all.",Negative,-0.11904761904761907,0.4928571428571428
+Final Fantasy XV: A New Empire,nan,nan,nan,nan
+Final Fantasy XV: A New Empire,"It's addictive. The problem is, game dangerously extremely unbalanced favor big spenders. So win unless spend thousands dollars in-game purchases, can't even survive - war game, unless spend much, constantly getting attacked zeroed. So kind money spare, bother.",Positive,0.059375,0.5541666666666667
+Final Fantasy XV: A New Empire,"This fish bait scam. Free game first buy packs new building advance city. If dont spend money, burn higher powers.",Positive,0.12727272727272726,0.49757575757575767
+Final Fantasy XV: A New Empire,"They 0 customer worried getting money fixing problems. Its always fault even proof. They love hackers, always get free ride. Better luck getting help rock middle interstate rush hour! Love game ones run it.",Positive,0.25,0.48333333333333334
+Final Fantasy XV: A New Empire,"I would like upgrades buildings expensive using stone, food, energy, etc. I get pay unlock monster farm forge (the name something like that). To get seige level 2 please make less cheaper upgrade. When battle ohther realms free instead paying makes sense. To get heroes, would like sort quests hero (so pay hero), make heroes please think many heroes game. One last thing please make upgrades university little cheaper please. If least changes happy, thanks",Positive,0.03458333333333335,0.4633333333333334
+Final Fantasy XV: A New Empire,"I personally love Final Fantasy, I love Final Fantasy 15 also. However, game something I would pay money for. Kinda imagine Game War Final Fantasy 15 baby, that's game. I like characters, Noctis really Noctis. Noctis suddenly turned generic anime boy personality good looks. The music nice, I wish could change two songs. Also, chat really fun. If could allow us pictures add messages, would make fun. There's also fact spend money, actually advance. It's grabbing money, fall money grabbing tricks. However, I would recommend people patient like Game War Final Fantasy 15 elements sprinked top.",Positive,0.10526315789473684,0.5315789473684212
+Final Fantasy XV: A New Empire,"Game money pit. You cannot progress without spending thousands dollars. Developers greedy, support awful. Don't bother unless really deep pockets. Also, overall strategy tactics way simplistic maintain interest long. Game becomes boring.",Negative,-0.41875,0.5125
+Final Fantasy XV: A New Empire,"It's great way around board consider letting us gold platinum buy event teleports, hero building unlocks, scrolls tomes. A person spend hard earned money ($100 pack) get things need.",Positive,0.25416666666666665,0.6458333333333333
+Final Fantasy XV: A New Empire,nan,nan,nan,nan
+Final Fantasy XV: A New Empire,"Dev's need fix connection client server. chunks realm map disappear restarting temporarily fixs it. Custom chat tab save player created rooms,game freezes loading 84%.",Neutral,0.0,0.0
+Final Fantasy XV: A New Empire,"I absolutely love game become expensive! If buy $1,000s packs get destroyed. I'm point I can't catch play fairly. The developers money hungry. It'll die soon greed. Many know quitting i'm verge",Positive,0.13499999999999998,0.62
+Final Fantasy XV: A New Empire,Customer horrible. To many bugs never fixed. You spend way much money advance. Your friends make great keeps playing game. To costly $99.00 package need advance game.,Negative,-0.05,0.4928571428571428
+Financial Times,"Love stories. But, chews resources. Causes device run slower",Positive,0.5,0.6
+Financial Times,Glad ft reader!!,Positive,0.78125,1.0
+Financial Times,A bit non event... Lots tantalising headlines little ability read without paying... It's money. Also crashes quite often. If lots ads... Rather demands money pay walls would good idea. Also crashing quite much....,Positive,0.23749999999999996,0.43333333333333335
+Financial Times,nan,nan,nan,nan
+Financial Times,Updating review. The good used years ago. It keeps logging basically impossible schedule downloading time works.,Positive,0.016666666666666663,0.8
+Financial Times,Easy use. Not clear better clearly worse.,Positive,0.12083333333333332,0.5791666666666667
+Financial Times,works well though ads despite paying nose FT subscription disappointing.,Negative,-0.6,0.7
+Financial Times,Excellent news trusted provider. Seamless operation part occasionally issues moving landscape portrait. Highly recommend.,Positive,0.315,0.44125000000000003
+Financial Times,Crash prone battery guzzling leave comments open.,Neutral,0.0,0.5
+Financial Times,With new updates I'm longer able read offline...,Positive,0.3181818181818182,0.5397727272727273
+Financial Times,"I updating review getting better. Still poor downloads, much improved, stable, reliable better reading experience.",Positive,0.2,0.45
+Financial Times,"Best newspaper covering economics,finance etc also real in-depth knowledge current politics world wide",Positive,0.27499999999999997,0.35
+Financial Times,Top stories expressed concise largely impartial way. Also lacks extravagant usage adjectives. Very good.,Positive,0.43107142857142855,0.5771428571428572
+Financial Times,Good app. Would better size text summaries could increase - text size setting seems affect body articles.,Positive,0.6,0.55
+Financial Times,nan,nan,nan,nan
+Financial Times,nan,nan,nan,nan
+Financial Times,nan,nan,nan,nan
+Financial Times,The premier financial paper.,Neutral,0.0,0.0
+Financial Times,"Great journalism, definitely worth money.",Positive,0.55,0.425
+Financial Times,Awesome. Swot h wsj ft,Positive,1.0,1.0
+Financial Times,I still learning work,Neutral,0.0,0.0
+Financial Times,It's informative beneficial.,Neutral,0.0,0.0
+Financial Times,nan,nan,nan,nan
+Financial Times,"Tractable, compact, saves offline",Neutral,0.0,0.0
+Financial Times,nan,nan,nan,nan
+Financial Times,nan,nan,nan,nan
+Financial Times,nan,nan,nan,nan
+Financial Times,nan,nan,nan,nan
+Financial Times,Great apart fact can't thing needs content. I spend time trying refresh content articles I reading them. Trying look comments section article frustrating! One wonders developers ever tested application.,Positive,0.15000000000000002,0.825
+Financial Times,"What poor effort. frequently load articles says disconnected, freezes crashes. Rotating screen loses comments reading. Articles, place lost. There's text search current articles. The version paper better. Search work, articles can't organised date order, loses place repeatedly, switch it, downloads articles making slow.",Negative,-0.10000000000000002,0.34285714285714286
+Financial Times,"Great newspaper clear, readable format works fine Android phones. Caveat: article snippets usually give authors even opinion pieces, makes finding columnists hard. Where Authers Note?",Positive,0.15499999999999997,0.485
+Financial Times,"Excellent reliable website. Terrible though, markets companies section good enough. Not able access portfolio crazy",Negative,-0.025000000000000005,0.7708333333333334
+Financial Times,"I quite like financial times, reasonably good but... scroll bar articles! One might consider obsolete, world touch screens, I constantly feel lack progress indicator far I reading article annoying deep level.",Positive,0.029166666666666657,0.5388888888888889
+Financial Times,"Just years ago, rather lousy app. They improved lot accomplished news good UX.",Positive,0.13333333333333333,0.5333333333333333
+Financial Times,Good access FT articles news. Can confusing swiping around. Needs better sign posting UI.,Positive,0.3,0.5
+Financial Times,"Occasionally fails load reception (underground). That aside, good",Positive,0.09999999999999998,0.45000000000000007
+Financial Times,"Subscriber hostile. Keeps telling subscription allow access article. Uninstall, reinstall suddenly works. But next time I I. It takes effort produce newspaper wipes floor competition comes incompetence. They poor. The FT wins hands creating something goes way frustrate paying subscribers.",Negative,-0.02500000000000001,0.325
+Financial Times,nan,nan,nan,nan
+Financial Times,"It feels super slow times, scrolling fluid occasionally swipe function articles seems mind whilst I'm reading halfway article scrolling thinks I want change articles. Then go back, goes top article rather I left off...before interrupted reading.",Positive,0.07619047619047617,0.255952380952381
+Financial Times,"Delivers content supposed to, though I say I like still shown ads despite paying subscriber website, too, app.",Neutral,0.0,0.0
+Find Dining Restaurant Finder,"Thanks developer's, I love app. At first I like showed two places eat Sacramento area. But help developer's I found I change radis got plethora places choice from. They helpful quick responsed.",Positive,0.3208333333333333,0.4083333333333333
+Find Dining Restaurant Finder,"Dining? Brought Walgreens, Sams Club & Dollar Tree dining options. Really?!? Maybe name changed. Useless - uninstalled.",Negative,-0.125,0.2
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,I love shows places area I live country second I looked pastas I found favorite Italian restaurant right bat!! I know useful finding restaurant I hungry moment!,Positive,0.2796846011131725,0.376530612244898
+Find Dining Restaurant Finder,"Love app, I used mostly I travel. It helps find restaurants area I am. Missed restaurants live that. Thanks",Positive,0.33409090909090905,0.45
+Find Dining Restaurant Finder,Needs improvement This would perfect showed time restaurants close actual time. Not military time. I dont know freakin military time. Fix 5 stars,Positive,0.23750000000000002,0.32500000000000007
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,Great I'm currently vacation worked great helping us find local restaurants. We get variety restaurant types food. Seeing ratings others gave restaurants extremely helpful. I love app.,Positive,0.32916666666666666,0.5833333333333334
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,How u spell awesome h,Positive,1.0,1.0
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Dining Restaurant Finder,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find Real Love — YouLove Premium Dating,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,"I really like game! It's challenging addictive. There's thing kind annoys me, easily miss solution button (the wand top left corner). I know I need careful etc, I think could put warming may it. I know. But I really really love game! Good job making it! ❤️",Positive,0.20902777777777778,0.6111111111111112
+Find a Way: Addictive Puzzle,"Nicely made simple game. Relaxing. My complaints I think levels could made harder, especially towards end. And regular sized phone screen little easy erase progress later levels. Altogether enjoyed much",Positive,0.09507575757575758,0.4606726606726607
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,"Disigned simplicity best. As puzzles? Love them. Challenging. It's solving puzzle. So many puzzle games allow go back think try new routes. I love without making hard frustrating. Very well done! And coder interested constructive thoughts, (not even critism well done!) I one. I played puzzle game recently whenever solved puzzle uplifted comment would appear ""Well done"", ""Impressive"" ""You're right track""... It pretty neat. I personally NEED praise completing puzzles kept going even though I like aspects app... It oddly powerful factor keeping hooked app.",Positive,0.24682840307840306,0.5656625781625783
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,"Piece cake learn rules. The best game makes concentrate strategy complexity, building structures mind, making race. This good game binge on, let alone till brain restructures catches up. Good stuff. If dozen games Droid, make them. A year later, still favs!",Positive,0.2666666666666666,0.38333333333333336
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,much cool math game!! Like except really loud music comes ads. Seems override even silent mode.,Negative,-0.043750000000000004,0.48750000000000004
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,"5 stars. Though I still loud background music issue download, I test I take places like library anyway. Plus, I think I subdued it. :) I rarely give top marks anything, much fun game... Ask I can't get past two straight levels. Hahaha",Positive,0.1611111111111111,0.5388888888888891
+Find a Way: Addictive Puzzle,"Addictive, mind-wrenching puzzle/game requiring electrician-like circuit fault-tracing skills. Well, really terrible, I find significant satisfaction completing puzzle come along other, scampering section. Really fun semi-intelligent people.",Negative,-0.09,0.67
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,"Done 8 far. Challenging, easy enough stare while. I love there's score like ""do x moves"". Great round two waiting Sims load :D nice game, love far!",Positive,0.3298611111111111,0.7569444444444445
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,"I really appreciate concept effort put game. But, honest, little too... ...easy. Knocked first two 160 level packs 30 minutes each. I'm starting lose thrill accomplishment.",Positive,0.07708333333333332,0.4055555555555556
+Find a Way: Addictive Puzzle,"After 24hrs pIaying relaxing & fun game, I'M HOOKED!! But thing I like BEST is... seemingly earnest personal philosophy creator. And that; I've already downloaded several games- equally enjoyable one. So like it, I'd definitely encourage players check rest family games!!! To creator: Thanks decent person. I wish much success sharing creations friends family!!!",Positive,0.2127604166666667,0.3166666666666667
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,This game elegant abstraction detective mystery. Just idea figuring go point b regardless may appear roadblocks figuring different approach direction. It's really great way get brain going morning general feeding ones neuroplasticity. It would developer developed regular connect dot picture ones lackluster.,Positive,0.15,0.5181318681318682
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,Impossibly difficult yet blindingly simple! Infuriating stuck level even realise answer move different did... Great game!,Negative,-0.13333333333333333,0.6511904761904762
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,"Difficulty ramped quickly, stopped quickly. I'm 70 levels harder level 10. I also problem magic wand button. A confirmation window would nice, hit accident once. Maybe I play more, I want feel like I'm farming less difficult puzzles thousands times I could play harder ones.",Positive,0.15555555555555553,0.5074074074074074
+Find a Way: Addictive Puzzle,This game nice mind bender. Forcing think outside box using dots draw boxes. A witty way expand ones conflict correcting skills speak.,Positive,0.175,0.6125
+Find a Way: Addictive Puzzle,"Nothing 5 stars. Clean hand operation, minimal point design animations. Totally ad-free. The difficulty level slowly increases keeping player's interest intact. Keep keep adding levels. Please try add animations, music stuff future versions.",Negative,-0.006666666666666665,0.5149999999999999
+Find a Way: Addictive Puzzle,"Really great game, learning curve get easier really. It's quite challenging. Thank taking time create game sharing. Keep good work.",Positive,0.2333333333333333,0.5583333333333332
+Find a Way: Addictive Puzzle,"At first I gave game, I thought absolutely impossible, Im level 58! Very addicting, helps think calm nerves. Thank creating wonderful game!",Positive,0.002380952380952404,0.5976190476190476
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,Love game. Just I looking for. Challenging much I lose interest enough make think. Haven't charged anything yet quite kind battery well.,Positive,0.2333333333333333,0.6
+Find a Way: Addictive Puzzle,"Simple instructions... A bit challenging sure, ""impossible"" point get frustrated want give up.",Negative,-0.07333333333333332,0.6892063492063493
+Find a Way: Addictive Puzzle,"Curling looks crazy simple...until try it. This like that, without ice, granite rocks. Or sweeping...or yelling. So basically ""Find A Way"" exactly like curling.",Negative,-0.175,0.575
+Find a Way: Addictive Puzzle,"Simple challenging. I amazed level 2, makes brain work differently expect (erm... suspiciously basic looking game). Keep up!",Neutral,0.0,0.49642857142857144
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,It entertains so... So I shall keep addictive puzzle device forever....... Or I grown bored addiction wanes.,Negative,-0.25,0.95
+Find a Way: Addictive Puzzle,I realise hard I going find it. One levels got completely stumped. I gave thinking impossible. Doh!!!,Negative,-0.3972222222222222,0.6472222222222223
+Find a Way: Addictive Puzzle,"Pretty amusing game. Takes thinking go wrong, easy go back dot think went wrong restart level. It perfect game spend time airport doctor's waiting room. You always stop middle game.",Positive,0.007575757575757569,0.6212121212121212
+Find a Way: Addictive Puzzle,I like decent challenge...this it. The graphics spectacular suck simplicity game like this. I feel dev hit perfection every aspect game does. Well done!,Negative,-0.033333333333333354,0.5916666666666667
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,I really mean bother you... This game effort single person... That BLEW mind. This game WOW!,Negative,-0.2117857142857143,0.5403571428571429
+Find a Way: Addictive Puzzle,"Love fun, challenging addictive game. It great fun attempting overcome maze like board. You even pick icon move maze. Each level produces even challenging game/maze",Positive,0.3125,0.63125
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,Zero Logic Games striking logics. The surely difficult appreciable. So better take game easy one. It blow mind.,Positive,0.10666666666666666,0.7466666666666667
+Find a Way: Addictive Puzzle,"The fact person made this, riddled ads, fun amazing game, really awesome. You rarely see things anymore. Kudos great game. Keep up.",Positive,0.31428571428571433,0.6500000000000001
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,"So simplistic yet good. The game amazing get even love already does, judging fact person behind it. Incredible!",Positive,0.21428571428571427,0.6571428571428573
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find a Way: Addictive Puzzle,nan,nan,nan,nan
+Find&Save - Local Shopping,"This used great first came out, longer worth time effort crappy pay outs. They started giving 5 10 bucks cash back 5 10% purchase cash back, good variety deals. I used frequently made 50 bucks. However, require watch 30 second video ad find deal & even worth get 1% cash back spend minimum 25 50 bucks! The worst part take $3 back savings every month remained ""active"" watching advertisement. This means lose little earned quickly check app. I pleased least write back send request, need make changes payment rules give good review.",Positive,0.12434210526315788,0.3570175438596491
+Find&Save - Local Shopping,"This WAS great app. Now completely monetized benefit owners passing nearly non existent percentage user. When I hit next $3 $25 I'm deleting app. Of course rate pay out, it'll take another year. Oh, 30 second ads find store offer entales complete waste time!",Positive,0.12142857142857144,0.2785714285714285
+Find&Save - Local Shopping,nan,nan,nan,nan
+Find&Save - Local Shopping,"Takes long reach $25.00 cash out. 1-3 3-5 business days see payback rarely happens! I think I reach $25 I'm deleting worth little return watching videos irrelevant shopping. Customer GREAT prompt need email them. That positive, I get Find&Save.",Positive,0.13782467532467532,0.5993506493506493
+Find&Save - Local Shopping,"This sucks! I year still earned $25 needed check out. Upgraded Samsung S8 plus camera compatible receipts get rejected. Emailed support told email picture receipt happens. Another receipt rejected, emailed eipt support said full receipt. The thing missing credit/debit card info I folded receipt hide . They still refused process receipt even though problem processing receipts I hide crexit/debit card info. Deleting app!",Negative,-0.09166666666666667,0.30000000000000004
+Find&Save - Local Shopping,"This Terrible! I basically started Brand New & easy earn cash back & required watch advertisements. Now make watch commercials, view crappy cash back offers 1%-2%, please.",Negative,-0.05505050505050505,0.3813131313131313
+Find&Save - Local Shopping,Little value horrible customer service. Too much work minimal benefit- worth wasting time this. Customer tries suggest every reason reject valid receipts. QR code work store idea program.,Negative,-0.14791666666666667,0.4666666666666666
+Find&Save - Local Shopping,"It gets worse worse. Used able get reward percentage amount purchased, fixed amount long ad. Now, sometimes install game ad order get 40 cents proof purchase meets minimum. It's worth time.",Negative,-0.050000000000000024,0.4178571428571428
+Find&Save - Local Shopping,They rejected receipt didnt want show last 4 digits card. It isnt relevant information. They make allowances ppl like keep info private. Too much red tape. Needs user friendly. Uninstalling.,Positive,0.155,0.36833333333333335
+Find&Save - Local Shopping,Use awesome worth having. Before I get least $1 offers $5 spending 10 15 1% spending $25 n u find til u watch 30 second ad. I've 34 cents 6 months seriously considering deleting take loss.,Positive,0.1277777777777778,0.3611111111111111
+Find&Save - Local Shopping,"Easy use. The pictures receipts difficult read accepted. Been year still reached $25, however I stores. I stores I need, impulses.",Negative,-0.033333333333333326,0.9166666666666667
+Find&Save - Local Shopping,I two years. It requires $20 cash out. They rarely rebates stores area. Not worth time,Positive,0.075,0.5
+Find&Save - Local Shopping,"I almost 2 years STILL reached $25 necessary cash out. If I ever get I'll deleting I get money. It decent I started using it, since become worse, less variety stores tiny percentages.",Negative,-0.08,0.5666666666666667
+Find&Save - Local Shopping,WITH ALL THE CHANGES IT TOOK ME WELL OVER A YEAR TO GET TO $25 TO CASH OUT. I ENDED UP WITH $31 BUT IT WOULD ONLY LET ME TAKE $25! I DON'T LIKE THAT. When first came amazing. I made $200 easy & short time. But changed & change drastic! Since May 2016 I've made $1.87! When offers 10 & 20 cent enough influence decision purchase. I really miss cash dash offers could get $5 back $25 purchase. Not offers weak I watch 20 second video freezes time I get 10 cent. Not lot offers either,Positive,0.09702380952380954,0.3351190476190476
+Find&Save - Local Shopping,"Great little looking make little extra change stuff already purchased. Does anyone know delete reciept wasnt meant get submitted, I 2 burger king receipts I submitted wrong know change right receipt I receive funds. Any help would greatly appreciated. Thank you!",Positive,0.06581632653061224,0.4836734693877551
+Find&Save - Local Shopping,nan,nan,nan,nan
+Find&Save - Local Shopping,"Used awesome old phone. Since upgrading galaxy s8 active, photos blurry, happens app. All others still take clear receipt photos.",Positive,0.2666666666666667,0.5458333333333333
+Find&Save - Local Shopping,nan,nan,nan,nan
+Find&Save - Local Shopping,"I reading reviews i'm sure, want waste time putting receipt get ten cents cash year two, i'm going get little two years i'll better",Positive,0.12250000000000001,0.37777777777777777
+Find&Save - Local Shopping,I loved I first hot it. Now I watch ads gives 1% purchase. It's worth it. I disappointed I'll probably delete it.,Positive,0.15,0.5666666666666667
+Find&Save - Local Shopping,"I like concept find save . It alerts I'm close store , side I upload receipts, appear blurry, I think camera.",Neutral,0.0,0.0
+Find&Save - Local Shopping,"My last receipts accepted photos coming clean, brand new phone scratches lens idk what's going on.",Positive,0.16767676767676767,0.4070707070707071
+Find&Save - Local Shopping,The pics I take receipts blurry distorted approved. Sent email problem got response,Neutral,0.0,0.0
+Find&Save - Local Shopping,"I used like app. But camera blurry. I s8, I know camera great. I change 5 star review bug fixed.",Positive,0.45,0.475
+Find&Save - Local Shopping,nan,nan,nan,nan
+Find&Save - Local Shopping,"It helps get cash back, also takes really long time get $25 need cash out. Otherwise, I really like app.",Positive,0.05000000000000001,0.20000000000000004
+Find&Save - Local Shopping,"When first started I earning something between, went thru several months nothing get earning. Lately big box stores, stores I earn with.",Positive,0.08333333333333333,0.14444444444444446
+Find&Save - Local Shopping,Most everything 1% cash back now. Had almost 2 years beginning better deals takes long reach cash options. Much better one.,Positive,0.29,0.38
+Find&Save - Local Shopping,Um. Did get shut down? Getting error message I log account.,Negative,-0.15555555555555559,0.2888888888888889
+Find&Save - Local Shopping,This great I got s8. Now camera feature work I half way there. This sucks,Positive,0.11111111111111115,0.4055555555555555
+Find&Save - Local Shopping,nan,nan,nan,nan
+Find&Save - Local Shopping,nan,nan,nan,nan
+Find&Save - Local Shopping,I used time. Very easy takes time shop stores post scan receipt & days rewarded. What lose nothing shop anyways take 2 mins time scan receipt earn money back. :),Positive,0.3544444444444445,0.6666666666666666
+Find&Save - Local Shopping,nan,nan,nan,nan
+Find&Save - Local Shopping,nan,nan,nan,nan
+Find&Save - Local Shopping,Meh. It's ok. It takes long time reach $25 cash get rebates like 14 cents.,Positive,0.225,0.45
+Find&Save - Local Shopping,nan,nan,nan,nan
+Find&Save - Local Shopping,"This takes forever accumulated amount takes cash out. Pennies time. I delete I ever get enough cash out. The operative word ""if."" Arrrrgggghhhh",Neutral,0.0,0.5
+Find&Save - Local Shopping,I started using already 30 cents pending. I need figure share referral code I one. My friend tried join asking referral code.,Neutral,0.0,0.0
+Find&Save - Local Shopping,Need offers beginning first join several offers. Now months they've two offers Best Buy World Market.,Positive,0.2583333333333333,0.10555555555555556
+FindShip,I used long time last week cannot see anything. It displayed google play services updating. I uninstalled reinstall several times still same. Pls fix let know. Tq,Negative,-0.0125,0.14791666666666667
+FindShip,"Does exactly says. Any delay update ship's position probably due ship entering area poor reception. I confirmed member ship's crew. Tracking resumed ship left area, fault app.",Positive,0.025,0.445
+FindShip,"I'm using short periods worked well withing 3days working properly.every time I saw seen 3days ship info I uninstall install problem same.I see ship update, something wrong actually I'm waiting latest update vessel. Can plz soul problem",Neutral,0.0,0.55
+FindShip,nan,nan,nan,nan
+FindShip,It's ok. I like follow particular boats every days randomly quit updating. Another problem I zoomed area single boat showing map I type boat name area I looking seen searched toolbar.,Positive,0.0238095238095238,0.38690476190476186
+FindShip,"Used often I live right opening Cape Fear River vessels pass to/from Atlantic close waterfront. However, current update VERY slow, cumbersome, update movement vessels quickly, often shows vessels I see right front me.",Positive,0.1085209235209235,0.4985714285714285
+FindShip,nan,nan,nan,nan
+FindShip,Cannot lock subscription last week! What problem? I need movements every single day. Please attend. Thank,Negative,-0.03571428571428571,0.14047619047619048
+FindShip,Nice App. I every day today working using two years. Now wrong app.,Positive,0.04999999999999999,0.95
+FindShip,Slow update! Shows movement boat I'm following even though vessel way. Last position 28 hours old.,Negative,-0.06875,0.19166666666666665
+FindShip,How I save past 30 days track I view time. I think best easyest 10/10 thanks,Positive,0.31666666666666665,0.25
+FindShip,I used bc ferries. Stopped working. Will delete it. bad great time,Positive,0.0500000000000001,0.7083333333333333
+FindShip,"Since 2016 used recently install ""findship"" ""Huawei Y7 primo"" & working showing ""Google play services uploading"" How fix problem pls help me.",Neutral,0.0,0.25
+FindShip,I need able track vessel arrivals fairly accurately. Your helps old also showed destinations newer version not.,Positive,0.3333333333333334,0.4861111111111111
+FindShip,"Very easy use. Following ship mid north atlantic seems get recent data marine traffic online. Easy set fleet watch. Would handy measuring tool, guess can't everything.",Positive,0.26611111111111113,0.513888888888889
+FindShip,I like app. Only problem last update time showing vessel positioning seem match. Not sure free settings.,Positive,0.037500000000000006,0.6888888888888889
+FindShip,"It's better previous versions,it updated comes real time checking,which like especially get track husband's ship,it got even better track ship even middle sea real time!",Positive,0.18333333333333335,0.3952380952380952
+FindShip,My husband sailing Greece 6 weeks helpful reassuring. V easy great family friends comment.,Positive,0.6166666666666667,0.7916666666666667
+FindShip,Great apps... comes handy finding ships best part gps shows location heading towards ship heading. But sometimes basic chart appear. Need reinstall ok.,Positive,0.58,0.515
+FindShip,nan,nan,nan,nan
+FindShip,nan,nan,nan,nan
+FindShip,"This cool shows ships name, position, speed & direction. I follow friends world ship, day, time, live. Can't ask that. No need to!",Positive,0.2602272727272727,0.575
+FindShip,Long delays loading information. Ship track always display. And I paid premium version.,Negative,-0.05,0.4
+FindShip,nan,nan,nan,nan
+FindShip,"Slow, update regularly, way behind boats really at.",Negative,-0.125,0.3442307692307692
+FindShip,"Loses track vessels often, AIS sync.",Negative,-0.3,0.1
+FindShip,Works great..but reason showing ships today 6/5...i checked settings correct,Neutral,0.0,0.0
+FindShip,"Good works well, I work ships near I live, comes handy keeps updated ships whereabouts, much better similar apps.",Positive,0.33939393939393936,0.5499999999999999
+FindShip,"Shows ships harbor, free do.",Positive,0.4,0.8
+FindShip,nan,nan,nan,nan
+FindShip,cant see ship anchored not.you need see details.no anchor icon!pls fix!thanks,Neutral,0.0,0.0
+FindShip,Update delay ETA chantes 4 5 days updates.. please fix.,Neutral,0.0,0.0
+FindShip,Every time showing black screen. As google play services updating,Negative,-0.16666666666666666,0.43333333333333335
+FindShip,"Enjoyed using before, & cruise holiday. Great ship spotting med / biscay.",Positive,0.65,0.725
+FindShip,I able see husband's boat crossed Gulf two mine failed show position.,Neutral,0.0,0.4625
+FindShip,"Good update regularly. Sometimes show boat map last fix 10min ago, somewhere else.",Positive,0.2333333333333333,0.24786324786324787
+FindShip,find useful able informed vessels location need know especiaslly family members seafarer. This essential app. Thank you.,Positive,0.26666666666666666,0.30833333333333335
+FindShip,"Dev. pls. fix compatibility Huawei P20pro, black screen show ""Google play services updating"". Thx.",Negative,-0.16666666666666666,0.43333333333333335
+FindShip,Spotty accuracy. Some days minute. Others 30 minutes behind.,Negative,-0.4,0.7
+FindShip,"KM LINTAS ASAHAN date map, date still 26/06/2018",Neutral,0.0,0.0
+Firefox Browser fast & private,"A made company actually cares. Mozilla favorite companies actually care (unlike companies want money). This fast works I want to. It things I love makes browsing breeze. I LOVE FireFox! FireFox Android capable Chrome Android Samsung Internet. It even allows play certain games websites, Samsung Internet cannot do.",Positive,0.2799107142857143,0.49642857142857144
+Firefox Browser fast & private,"Move downloads menu toolbar, never knew even existed. Make options attractive. Why ui less relevant developers. For chrome, mozilla, brave . . All looks me(ie lack identity) wheras opera edge excels department.u could distinguish easily looking them. I using mozilla long time thatswhy could avoid app. Though firefox pc superb",Positive,0.45952380952380956,0.7428571428571429
+Firefox Browser fast & private,"This getting slow quite time. After readings reviews, I cleared cache lightning fast now! There setting clear data select ""quit"" I've turned now. Just careful options select it!",Negative,-0.018750000000000006,0.5958333333333333
+Firefox Browser fast & private,Definately best Android simply install add-ons like desktop version. The annoyance 1Password autofill. You need 1Password keyboard standby make browsing life little easier.,Positive,0.2708333333333333,0.3857142857142857
+Firefox Browser fast & private,"Sadly recent upgrade work, even Beta version Android 6 mobile. Does load site, I tap tab, I see site small window go full screen. No probs Firefox Focus, thank fully. Please remedy.",Positive,0.033333333333333326,0.4000000000000001
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"Need option bring bar bottom. It permanent design. Just option, users larger screens would comfortable using Firefox. Other browsers supports this, like Firefox much, switch another unthinkable moment.",Positive,0.085,0.5349999999999999
+Firefox Browser fast & private,"So far latest version (July 2018) seems great. I set homepage also opens new tabs, add-ons open I browsing last time instead home page. Also quick, I get new phone.",Positive,0.25075757575757573,0.578219696969697
+Firefox Browser fast & private,"Bookmarks borderline unusable. They accessed new tab, folders created mobile version. I'd like switch Chrome Firefox but, someone thousands bookmarks organized hundreds folders, deal breaker.",Positive,0.13636363636363635,0.45454545454545453
+Firefox Browser fast & private,"LG G3 Lately closing me. Don't know why. Only two tabs open private mode time happens. Add-ons I are: uBlock Origin, AdBlock Plus, Ghostery, Privacy Badger Google NoTrack.",Negative,-0.075,0.61875
+Firefox Browser fast & private,"2018.06: Firefox updated since I made comments, I love desktop browser, I going try again. (Previous review: ""Slow open. Crashes. Open new tab often work opens tab. I've become frustrated I uninstalling it."" )",Negative,-0.07575757575757576,0.403030303030303
+Firefox Browser fast & private,"I've desktop Firefox user long time recently decided I give better chance. So far good. One niggly thing, though: link launched outside Firefox Firefox opens link new tab taps back button, tab closes. I really dislike logic. Even Chrome it. Please add setting leave tab open simply close Firefox. This tabs opened Firefox behave. In fact, also add option define Firefox close including option displaying toast saying double-tap back exit. Now would awesome!",Positive,0.19895104895104893,0.4085914085914086
+Firefox Browser fast & private,Ugh disappointing I thought Firefox awesome mobile much highlighting text difficult lags like crazy! It must eat memory! I loved PC Android I give 1 5 stars. Boooo.,Negative,-0.022916666666666658,0.7666666666666666
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"It seems every browser. The thing I like order see tabs, hit button see list, like every browser. Dolphin Browser Opera Mobile seems Android Browsers actually puts tabs visually top, desktop/tablet style. If Firefox this, would blow away competition.",Positive,0.25,0.3
+Firefox Browser fast & private,"Could gesture navigation tools. Chrome allows users switch tabs swiping left right bar get tab overview swiping bar. Not saying Firefox needs copy Chrome here, would helpful.",Positive,0.14285714285714285,0.26785714285714285
+Firefox Browser fast & private,"Hello. The awesome I say something. When I link YouTube video app, opens instead (YouTube, PlayStore). That's annoying, I logged Firefox I app. Ok I button that's productive...",Positive,0.2333333333333333,0.7999999999999999
+Firefox Browser fast & private,"Why UI display indication registered I typed search/URL bar pressing go/enter? It sits continuing load old page gets response requested site, I tell got message. If changes rating go up. In addition incredibly slow device basically forces individual wherever possible. But allows best extensions better Chrome I guess.",Positive,0.21666666666666665,0.4666666666666666
+Firefox Browser fast & private,"Give us option disable pocket. Tired garbage useless ""news"" pushed me. Firefox used best recent gotten dumbed down.",Negative,-0.011111111111111122,0.3477777777777778
+Firefox Browser fast & private,"Pretty good, mobile devices PCs. Its better others I've tried ad free. It always really slow loading pages, constantly tries connect internet background, like. I firewall stops unauthorized connections all? 5 stars fix two problems.",Positive,0.24166666666666667,0.6166666666666667
+Firefox Browser fast & private,Blocking unsigned add ons recourse overbearing insulting users. If I wanted walled garden I'd using safari iPhone. Every single involved decision embarrassed. Edit: Now can't save images directly page long press. You open separate tab first. I'm without words pointlessly inconvenient is.,Negative,-0.19591836734693877,0.5496598639455782
+Firefox Browser fast & private,"Wow, I cannot get pitiful is. I switched chrome, hoping would better option, since I like Firefox laptop... I can't believe wrong I was. The lags process page quick enough. I mean speed could comparable win dial thing. It's honestly bad.. Very disappointed. I expected Firefox",Negative,-0.08541666666666665,0.6529166666666668
+Firefox Browser fast & private,"Love clean design language app. I really want main able view synced tabs devices build severely hurts overall user experience. In actuality, desktop view tabs synced across devices. Really, meant used someone primarily used desktop version Firefox, phone companion tool. It fits bill excellent replacement, that's it. If value more, real cross platform tab syncing, I recommend beta version Opera platform.",Positive,0.3484848484848485,0.42348484848484846
+Firefox Browser fast & private,Older tabs refresh opening FF again. Even clicking bar hitting enter effect. Rarely work. Mostly I open new tab renter address. Crashes sometimes I losse opened tabs. Can't make default .,Positive,0.15075757575757576,0.546969696969697
+Firefox Browser fast & private,"Doesn't handle incognito/private mode good google chrome. Doesn't hide page context drawer, nifty ""close incognito tabs without looking them"". And settings menu weak, half about:config's could fit",Positive,0.13958333333333334,0.44791666666666674
+Firefox Browser fast & private,"I'm lg v20, I've cleared cache end everything that's suggested. even reinstalled multiple times. new css stylo rendering engine slow. almost previous version. I've tried using Firefox mobile multiple times slow sluggish. Take Firefox Focus engine, port save time resources. The thing stops going full Firefox mobile desktop Firefox mobile, unusable moment.",Negative,-0.040043290043290054,0.2816017316017316
+Firefox Browser fast & private,"I know what's wrong suddenly work. I've using week working completely fine I've enjoying it, since yesterday Web pages load. They stay blank matter I do.",Positive,0.08333333333333334,0.5
+Firefox Browser fast & private,"After update 61.0 constantly unloads itself, crashes. I'm sure, I used able leave Firefox open background, active tabs, go back active session previous webpage data. Now, update, I go back Firefox find new session, active pages removed. Please fix this, make before.",Positive,0.05179063360881544,0.4334940312213039
+Firefox Browser fast & private,"""auto cleaning private data select ""quit"" menu"". feature's useful. thought it'll delete history,etc. downloaded getting deleted,too. downloaded many mp3 files, select quit menu close app,,and then, mp3 downloaded can't opened.please respond it. i'll wait 'ur affords. thanks much.",Positive,0.24,0.255
+Firefox Browser fast & private,extremely laggy unresponsive. Can't handle video 760p60fps. Becomes unbearably frustrating. Why updates fail!? It okay before. If something's broke fix it!?,Negative,-0.13124999999999998,0.6749999999999999
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,I absolutely HATE using browser. They suck. They're slow. Full viruses spyware. They even look right. Firefox best all!,Positive,0.10714285714285712,0.5371428571428571
+Firefox Browser fast & private,"Distinct input lag chronically slow loading times among problems well basic failure load anything start. Unable load full articles even press read option. Youtube videos able correct resolution even high speed network. While firefox desktop fast nimble, slow sluggish.",Positive,0.009333333333333315,0.434
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"I noticed sometimes setting page loading correctly. Please develop powerful manager options clear history (only history downloads), copy downloaded file url, sort customization,...",Positive,0.13333333333333333,0.7944444444444444
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,Firefox used favorite PC Android. Now Firefox Android working. It takes extremely long start tab top. The PC version also facing problem. Switching UC untipo fixed. You guys let down. Edit : Thnx reply. Problem got fixed long ago. Back Firefox! :-),Positive,0.16049382716049382,0.44320987654320987
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"This utterly pathetic supposed computer programming 2018. Select link email, open, no! Some brain surgeon child compiler wants ask want open link pressed! Brilliant, utterly brilliant! Select link open Adobe *.pdf file open? No, brilliant programmer wants know whether open it, stupid know open downloaded. This always free, always worth exactly pay it.",Positive,0.06250000000000001,0.584375
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"A made company actually cares. Mozilla favorite companies actually care (unlike companies want money). This fast works I want to. It things I love makes browsing breeze. I LOVE FireFox! FireFox Android capable Chrome Android Samsung Internet. It even allows play certain games websites, Samsung Internet cannot do.",Positive,0.2799107142857143,0.49642857142857144
+Firefox Browser fast & private,"Move downloads menu toolbar, never knew even existed. Make options attractive. Why ui less relevant developers. For chrome, mozilla, brave . . All looks me(ie lack identity) wheras opera edge excels department.u could distinguish easily looking them. I using mozilla long time thatswhy could avoid app. Though firefox pc superb",Positive,0.45952380952380956,0.7428571428571429
+Firefox Browser fast & private,"This getting slow quite time. After readings reviews, I cleared cache lightning fast now! There setting clear data select ""quit"" I've turned now. Just careful options select it!",Negative,-0.018750000000000006,0.5958333333333333
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"Sadly recent upgrade work, even Beta version Android 6 mobile. Does load site, I tap tab, I see site small window go full screen. No probs Firefox Focus, thank fully. Please remedy.",Positive,0.033333333333333326,0.4000000000000001
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"So far latest version (July 2018) seems great. I set homepage also opens new tabs, add-ons open I browsing last time instead home page. Also quick, I get new phone.",Positive,0.25075757575757573,0.578219696969697
+Firefox Browser fast & private,"Bookmarks borderline unusable. They accessed new tab, folders created mobile version. I'd like switch Chrome Firefox but, someone thousands bookmarks organized hundreds folders, deal breaker.",Positive,0.13636363636363635,0.45454545454545453
+Firefox Browser fast & private,"LG G3 Lately closing me. Don't know why. Only two tabs open private mode time happens. Add-ons I are: uBlock Origin, AdBlock Plus, Ghostery, Privacy Badger Google NoTrack.",Negative,-0.075,0.61875
+Firefox Browser fast & private,"2018.06: Firefox updated since I made comments, I love desktop browser, I going try again. (Previous review: ""Slow open. Crashes. Open new tab often work opens tab. I've become frustrated I uninstalling it."" )",Negative,-0.07575757575757576,0.403030303030303
+Firefox Browser fast & private,"I've desktop Firefox user long time recently decided I give better chance. So far good. One niggly thing, though: link launched outside Firefox Firefox opens link new tab taps back button, tab closes. I really dislike logic. Even Chrome it. Please add setting leave tab open simply close Firefox. This tabs opened Firefox behave. In fact, also add option define Firefox close including option displaying toast saying double-tap back exit. Now would awesome!",Positive,0.19895104895104893,0.4085914085914086
+Firefox Browser fast & private,Ugh disappointing I thought Firefox awesome mobile much highlighting text difficult lags like crazy! It must eat memory! I loved PC Android I give 1 5 stars. Boooo.,Negative,-0.022916666666666658,0.7666666666666666
+Firefox Browser fast & private,"While great, I pixel 1 display size set small. And loads tabbed tablet UI bar, makes extremely clunky congested.",Positive,0.1416666666666667,0.7166666666666667
+Firefox Browser fast & private,"It seems every browser. The thing I like order see tabs, hit button see list, like every browser. Dolphin Browser Opera Mobile seems Android Browsers actually puts tabs visually top, desktop/tablet style. If Firefox this, would blow away competition.",Positive,0.25,0.3
+Firefox Browser fast & private,"Could gesture navigation tools. Chrome allows users switch tabs swiping left right bar get tab overview swiping bar. Not saying Firefox needs copy Chrome here, would helpful.",Positive,0.14285714285714285,0.26785714285714285
+Firefox Browser fast & private,"Hello. The awesome I say something. When I link YouTube video app, opens instead (YouTube, PlayStore). That's annoying, I logged Firefox I app. Ok I button that's productive...",Positive,0.2333333333333333,0.7999999999999999
+Firefox Browser fast & private,"Why UI display indication registered I typed search/URL bar pressing go/enter? It sits continuing load old page gets response requested site, I tell got message. If changes rating go up. In addition incredibly slow device basically forces individual wherever possible. But allows best extensions better Chrome I guess.",Positive,0.21666666666666665,0.4666666666666666
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"Pretty good, mobile devices PCs. Its better others I've tried ad free. It always really slow loading pages, constantly tries connect internet background, like. I firewall stops unauthorized connections all? 5 stars fix two problems.",Positive,0.24166666666666667,0.6166666666666667
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"Wow, I cannot get pitiful is. I switched chrome, hoping would better option, since I like Firefox laptop... I can't believe wrong I was. The lags process page quick enough. I mean speed could comparable win dial thing. It's honestly bad.. Very disappointed. I expected Firefox",Negative,-0.08541666666666665,0.6529166666666668
+Firefox Browser fast & private,"Love clean design language app. I really want main able view synced tabs devices build severely hurts overall user experience. In actuality, desktop view tabs synced across devices. Really, meant used someone primarily used desktop version Firefox, phone companion tool. It fits bill excellent replacement, that's it. If value more, real cross platform tab syncing, I recommend beta version Opera platform.",Positive,0.3484848484848485,0.42348484848484846
+Firefox Browser fast & private,Older tabs refresh opening FF again. Even clicking bar hitting enter effect. Rarely work. Mostly I open new tab renter address. Crashes sometimes I losse opened tabs. Can't make default .,Positive,0.15075757575757576,0.546969696969697
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"I'm lg v20, I've cleared cache end everything that's suggested. even reinstalled multiple times. new css stylo rendering engine slow. almost previous version. I've tried using Firefox mobile multiple times slow sluggish. Take Firefox Focus engine, port save time resources. The thing stops going full Firefox mobile desktop Firefox mobile, unusable moment.",Negative,-0.040043290043290054,0.2816017316017316
+Firefox Browser fast & private,"I know what's wrong suddenly work. I've using week working completely fine I've enjoying it, since yesterday Web pages load. They stay blank matter I do.",Positive,0.08333333333333334,0.5
+Firefox Browser fast & private,"After update 61.0 constantly unloads itself, crashes. I'm sure, I used able leave Firefox open background, active tabs, go back active session previous webpage data. Now, update, I go back Firefox find new session, active pages removed. Please fix this, make before.",Positive,0.05179063360881544,0.4334940312213039
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,extremely laggy unresponsive. Can't handle video 760p60fps. Becomes unbearably frustrating. Why updates fail!? It okay before. If something's broke fix it!?,Negative,-0.13124999999999998,0.6749999999999999
+Firefox Browser fast & private,"Lacking important features ( backward , forward home buttons)... But deal breakers. Got many things right ( like sync, managing preferences etc) Still needs work become best...",Positive,0.5464285714285715,0.5839285714285714
+Firefox Browser fast & private,"LOTS OF CRASHES since update! Besides, stopped syncing bookmarks PC. I'm using Samsung Galaxy Note 4 Android 6.1.1. The syncing feature worked fine week ago. Now completely useless. AND WORST OF ALL, NO REACTION FROM THE MOZILLA TEAM! WHAT A SHAME FOR A COMPANY THAT PRETENDS TO BE SERIOUS!",Negative,-0.375,0.5916666666666667
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"Distinct input lag chronically slow loading times among problems well basic failure load anything start. Unable load full articles even press read option. Youtube videos able correct resolution even high speed network. While firefox desktop fast nimble, slow sluggish.",Positive,0.009333333333333315,0.434
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"I hate pocket, otherwise great browser. I also dislike tab switcher, I like better. Also needs bug fixing, otherwise I like it. Also broken, ex: samsung's",Positive,0.024999999999999994,0.6375
+Firefox Browser fast & private,Firefox used favorite PC Android. Now Firefox Android working. It takes extremely long start tab top. The PC version also facing problem. Switching UC untipo fixed. You guys let down. Edit : Thnx reply. Problem got fixed long ago. Back Firefox! :-),Positive,0.16049382716049382,0.44320987654320987
+Firefox Browser fast & private,nan,nan,nan,nan
+Firefox Browser fast & private,"This utterly pathetic supposed computer programming 2018. Select link email, open, no! Some brain surgeon child compiler wants ask want open link pressed! Brilliant, utterly brilliant! Select link open Adobe *.pdf file open? No, brilliant programmer wants know whether open it, stupid know open downloaded. This always free, always worth exactly pay it.",Positive,0.06250000000000001,0.584375
+Firefox Focus: The privacy browser,Very Very Worst Update...,Negative,-1.0,1.0
+Firefox Focus: The privacy browser,"The new update bad. I can't facebook properly. Every time I log facebook something, wants log again. This repeatedly happening.",Negative,-0.09090909090909087,0.3303030303030303
+Firefox Focus: The privacy browser,"Great app! Love addition search page. Can consider adding function ""Incognito Keyboard"" future? Keep good work. ☝",Positive,0.55,0.51875
+Firefox Focus: The privacy browser,"I never thought using I suppose call secondary great. I care history bookmarking sites anything like 90% time. So perfect quick search whatever, And want bookmark something, well I say secondary browser. There easy access button open Firefox google. This great, browser, rather wonderful extension.",Positive,0.4185185185185185,0.6592592592592593
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"The best long way. Now possible site able enforce adverts us collect data/spy us. Some sites set allow can't spy, greedy advert money info stealing money(eg Forbes).... I see I never pathetic again. Great job FF.",Positive,0.4583333333333333,0.6791666666666667
+Firefox Focus: The privacy browser,"So many essential things missing: bookmarks, add-ons (do want us without adblocker, really? ), possibility choose different search providers searching, even possibility change text size. Come on, fix it, surely make better.",Positive,0.21428571428571427,0.4341269841269841
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"It work quite well, says. But really really lacks tab opening background feature. And tab management options — difficult individually close tabs, easily mistakenly erase session trying close tab. In addition, errors showing text mobile mode wide screen mode, difficult read sites, like news articles etc. Otherwise would perfect, two frustrating points, I hope future improvement",Positive,0.014814814814814812,0.650925925925926
+Firefox Focus: The privacy browser,"This presents safe, tracking free, private browsing option. You give functionality that. It turns data think sharing collected firefox shared anyway. Just regular think",Positive,0.225,0.43798076923076923
+Firefox Focus: The privacy browser,"think serves purpose quite gracefully... though bummed know option open blank new tab... I think feature, would surely switch chrome..try add feature future...& keep good work...",Positive,0.22272727272727275,0.4280723905723906
+Firefox Focus: The privacy browser,"PLEASE READ: FIREFOX FOCUS HAS WEBRTC ENABLED BY DEFAULT AND IT IS NOT POSSIBLE TO CONVENIENTLY DISABLE. THIS MEANS IP LEAK IS GUARANTEED, EVEN IF USING A VPN. NOT SECURE. IP LEAK VIA WEBRTC. Other that, great app.",Positive,0.11875000000000001,0.68125
+Firefox Focus: The privacy browser,1)Could better better tab management. 2) Can't open pages 3) Please fix go top page-opening page start issue open new link go back old,Positive,0.21704545454545454,0.39431818181818185
+Firefox Focus: The privacy browser,"Firefox Focus mobile browsers be. It 'feels' faster experience I've ever had, stripping vestigial ""features"" use. It would amazing desktop experience like this.",Positive,0.6000000000000001,0.9
+Firefox Focus: The privacy browser,"Was excited I heard browser. I disappointed first thing I search routed search Yahoo. Most people today know Yahoo logs searches, forward search Bing. Bing also logs search meta-data. I rate better search goes non-tracking search engine.",Positive,0.175,0.5666666666666667
+Firefox Focus: The privacy browser,Nice fast. The purple trashcan button pops every time scroll webpage really annoying though might enough make switch another browser.,Neutral,0.0,0.75
+Firefox Focus: The privacy browser,"Works exactly advertised. (and well too!) Now, since know people'd usually for, I'll cut chase: Bookmarks 'favorite' would nice addition. Of course, since might want kept private, password lock also added. Then this'd perfect private browser!",Positive,0.30892857142857144,0.6071428571428571
+Firefox Focus: The privacy browser,"Focus I've always wished have. In opinion, able manipulate (create destroy) tabs manually would give 5 star rating.",Positive,0.15,0.3125
+Firefox Focus: The privacy browser,"THIS IS ONLY A BASIC SECURE BROWSER! Open daily browser, tabs weeks back left open. A scripts adverts making bulky. Firefox Focus want look online something need saved tab. It's researching something online hitting many pages, get bogged tracking scripts miners surf. Firefox Focus NOT replacement Firefox Chrome, full browsers run whatever scripts, miners adverts told to. So, want shopping, forums, etc normal browser. Want Google cheese, find TV manual, general browsing Firefox Focus. Set us default Web phone temporary, need bookmarks, tabs stored memory, pages run written load full like Chrome. That's called Firefox FOCUS!?!",Positive,0.13549107142857142,0.39821428571428574
+Firefox Focus: The privacy browser,"I love pretty massive flaws, see picture source page? You're zoomed 50x hard scroll unzoom. Want manage multiple tabs? Its possible absolute nightmare manage them. You often accidentally bump ""clear all"" button doubles multiple tabs button, smart idea. This thing really sticks sitting bottom right screen instead obvious opening normal top right menu browsers.",Positive,0.1496279761904762,0.5618303571428572
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"I think good ""PRIVACY"" kind thing. But I like ad blocking tracking protection morever snappy, light ready browser. It's suspecious find..why focus using duck duck go default search engine instead google.",Positive,0.4749999999999999,0.675
+Firefox Focus: The privacy browser,"The important thing feature needs add ""open new tab"" without refreshing page try return page. Hope Mozilla team read review annoying users without feature. Thanks.",Positive,0.07272727272727272,0.6757575757575758
+Firefox Focus: The privacy browser,"It's really fast beautiful, good tab management. I can't stay tab I open link new tab, I return original tab takes top page good!! I also can't close single tab!",Positive,0.408008658008658,0.5798701298701299
+Firefox Focus: The privacy browser,"No place multiple tabs, moreover open multiple tabs indirectly,there way select delete them. All data wiped time.",Neutral,0.0,0.16666666666666666
+Firefox Focus: The privacy browser,The trash right email send button. I cant send mail I hit trash deletes entire online mail session. Is way move red/pink trashcan???,Positive,0.14285714285714285,0.5803571428571428
+Firefox Focus: The privacy browser,"Brilliant, simple, fast, stops ads, wipes history, privacy focused. A things I can't (eg save pages), I'd rather fast bloated.",Positive,0.325,0.6392857142857143
+Firefox Focus: The privacy browser,This good. But I'm able open new tabs. New tab works open link new tab existing tab. Please add new tab functionality,Positive,0.21818181818181814,0.5053977272727272
+Firefox Focus: The privacy browser,Can't explain wrong this...too many bugs. There many far better this.,Positive,0.22000000000000003,0.6799999999999999
+Firefox Focus: The privacy browser,Suggestion: Kindly link opened new tab. Problem: Keep redirecting main tab ad website.,Positive,0.301010101010101,0.5626262626262626
+Firefox Focus: The privacy browser,"Clean solid function. If included missing features, would perfect default browser. 1) ability create new empty tabs, 2) ability close tabs, 3) bookmarks.",Positive,0.20050505050505052,0.46742424242424246
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"Love app, nothing I feel I would enjoy using translate feature place. Thanks reading",Positive,0.3666666666666667,0.43333333333333335
+Firefox Focus: The privacy browser,Nice broser slow browsing speed... make 8mbps connection Chrome regular Firefox does...i hope fix speed issue...,Positive,0.09999999999999998,0.4923076923076923
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"I upload file website.But I ""choose file"" key take gallery.There response clicking. But browsers job well.please solve matter.",Neutral,0.0,1.0
+Firefox Focus: The privacy browser,"Great Relief unwanted pop ups showing up. Whats more, browsing history automatically erased.",Positive,0.65,0.625
+Firefox Focus: The privacy browser,"Hoped found new go-to; LOVE Firefox PC. Aside search engine, customization available. No bookmarks, font size options. Not me.",Positive,0.34545454545454546,0.48484848484848486
+Firefox Focus: The privacy browser,Moment I turned YouTube video I got ad. That's I installed run YouTube I'm trying sleep ads disrupt me. Uninstalled,Neutral,0.0,0.0
+Firefox Focus: The privacy browser,"Fast, lightweight secure. What else need? :) Thank developers supporters! The find page function warm welcomed!",Positive,0.49375,0.7000000000000001
+Firefox Focus: The privacy browser,Very Very Worst Update...,Negative,-1.0,1.0
+Firefox Focus: The privacy browser,"The new update bad. I can't facebook properly. Every time I log facebook something, wants log again. This repeatedly happening.",Negative,-0.09090909090909087,0.3303030303030303
+Firefox Focus: The privacy browser,"Great app! Love addition search page. Can consider adding function ""Incognito Keyboard"" future? Keep good work. ☝",Positive,0.55,0.51875
+Firefox Focus: The privacy browser,"I never thought using I suppose call secondary great. I care history bookmarking sites anything like 90% time. So perfect quick search whatever, And want bookmark something, well I say secondary browser. There easy access button open Firefox google. This great, browser, rather wonderful extension.",Positive,0.4185185185185185,0.6592592592592593
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"The best long way. Now possible site able enforce adverts us collect data/spy us. Some sites set allow can't spy, greedy advert money info stealing money(eg Forbes).... I see I never pathetic again. Great job FF.",Positive,0.4583333333333333,0.6791666666666667
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"Best browser... If privacy concern please browser.. Made Mozilla.. I know (Incognito tabs) lazy folks.. Firefox Focus tagline Browse, Erase, Repeat absolutely right. + This faster original Firefox.. Lol :D",Positive,0.5351190476190476,0.7142857142857143
+Firefox Focus: The privacy browser,"It work quite well, says. But really really lacks tab opening background feature. And tab management options — difficult individually close tabs, easily mistakenly erase session trying close tab. In addition, errors showing text mobile mode wide screen mode, difficult read sites, like news articles etc. Otherwise would perfect, two frustrating points, I hope future improvement",Positive,0.014814814814814812,0.650925925925926
+Firefox Focus: The privacy browser,"This presents safe, tracking free, private browsing option. You give functionality that. It turns data think sharing collected firefox shared anyway. Just regular think",Positive,0.225,0.43798076923076923
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"PLEASE READ: FIREFOX FOCUS HAS WEBRTC ENABLED BY DEFAULT AND IT IS NOT POSSIBLE TO CONVENIENTLY DISABLE. THIS MEANS IP LEAK IS GUARANTEED, EVEN IF USING A VPN. NOT SECURE. IP LEAK VIA WEBRTC. Other that, great app.",Positive,0.11875000000000001,0.68125
+Firefox Focus: The privacy browser,1)Could better better tab management. 2) Can't open pages 3) Please fix go top page-opening page start issue open new link go back old,Positive,0.21704545454545454,0.39431818181818185
+Firefox Focus: The privacy browser,"Firefox Focus mobile browsers be. It 'feels' faster experience I've ever had, stripping vestigial ""features"" use. It would amazing desktop experience like this.",Positive,0.6000000000000001,0.9
+Firefox Focus: The privacy browser,"Was excited I heard browser. I disappointed first thing I search routed search Yahoo. Most people today know Yahoo logs searches, forward search Bing. Bing also logs search meta-data. I rate better search goes non-tracking search engine.",Positive,0.175,0.5666666666666667
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"Works exactly advertised. (and well too!) Now, since know people'd usually for, I'll cut chase: Bookmarks 'favorite' would nice addition. Of course, since might want kept private, password lock also added. Then this'd perfect private browser!",Positive,0.30892857142857144,0.6071428571428571
+Firefox Focus: The privacy browser,"Focus I've always wished have. In opinion, able manipulate (create destroy) tabs manually would give 5 star rating.",Positive,0.15,0.3125
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"I love pretty massive flaws, see picture source page? You're zoomed 50x hard scroll unzoom. Want manage multiple tabs? Its possible absolute nightmare manage them. You often accidentally bump ""clear all"" button doubles multiple tabs button, smart idea. This thing really sticks sitting bottom right screen instead obvious opening normal top right menu browsers.",Positive,0.1496279761904762,0.5618303571428572
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"The important thing feature needs add ""open new tab"" without refreshing page try return page. Hope Mozilla team read review annoying users without feature. Thanks.",Positive,0.07272727272727272,0.6757575757575758
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"It's really fast beautiful, good tab management. I can't stay tab I open link new tab, I return original tab takes top page good!! I also can't close single tab!",Positive,0.408008658008658,0.5798701298701299
+Firefox Focus: The privacy browser,"No place multiple tabs, moreover open multiple tabs indirectly,there way select delete them. All data wiped time.",Neutral,0.0,0.16666666666666666
+Firefox Focus: The privacy browser,The trash right email send button. I cant send mail I hit trash deletes entire online mail session. Is way move red/pink trashcan???,Positive,0.14285714285714285,0.5803571428571428
+Firefox Focus: The privacy browser,"Brilliant, simple, fast, stops ads, wipes history, privacy focused. A things I can't (eg save pages), I'd rather fast bloated.",Positive,0.325,0.6392857142857143
+Firefox Focus: The privacy browser,This good. But I'm able open new tabs. New tab works open link new tab existing tab. Please add new tab functionality,Positive,0.21818181818181814,0.5053977272727272
+Firefox Focus: The privacy browser,Can't explain wrong this...too many bugs. There many far better this.,Positive,0.22000000000000003,0.6799999999999999
+Firefox Focus: The privacy browser,Suggestion: Kindly link opened new tab. Problem: Keep redirecting main tab ad website.,Positive,0.301010101010101,0.5626262626262626
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"Love app, nothing I feel I would enjoy using translate feature place. Thanks reading",Positive,0.3666666666666667,0.43333333333333335
+Firefox Focus: The privacy browser,Nice broser slow browsing speed... make 8mbps connection Chrome regular Firefox does...i hope fix speed issue...,Positive,0.09999999999999998,0.4923076923076923
+Firefox Focus: The privacy browser,The thing I found missing simple bookmark drawer links frequently make default browser... that... perfect. 5 stars happens.,Positive,0.225,0.42678571428571427
+Firefox Focus: The privacy browser,nan,nan,nan,nan
+Firefox Focus: The privacy browser,"Great Relief unwanted pop ups showing up. Whats more, browsing history automatically erased.",Positive,0.65,0.625
+Firefox Focus: The privacy browser,"Hoped found new go-to; LOVE Firefox PC. Aside search engine, customization available. No bookmarks, font size options. Not me.",Positive,0.34545454545454546,0.48484848484848486
+Firefox Focus: The privacy browser,Moment I turned YouTube video I got ad. That's I installed run YouTube I'm trying sleep ads disrupt me. Uninstalled,Neutral,0.0,0.0
+Fishdom,"I think good game. Very addictive. I like idea pay things enhance game, stuck board days end. One example would buying piggy bank, order collect gems already won. How happy hour, like games. Give us free item, like bombs, start every game. Overall, decent game. Just I would stick long-term...",Positive,0.04666666666666667,0.5666666666666668
+Fishdom,I've looking great match three game I would enjoy much Jewels Legends (?). As many times I've played game I still get title wrong. THIS game already piqued interest much I'm level ten. I love able name fish buy kids'/family's names. You definitely READ conversations fish. Click objects fun!!! :-),Positive,0.16572916666666668,0.47833333333333333
+Fishdom,"Still loving much I I first found it. Starts get really tricky higher go, gives something get mind working. Brilliant! New updates always great.love look different seasons. Love new unique fish. Looking forward flower festival. Thank making game better better.",Positive,0.3113636363636363,0.5763403263403263
+Fishdom,Love everything whichb8s I play daily months approaching level 2000. The 1 thing I like sale I can't. free lives friends there's room mall icon.....I guess. But great game part 0,Positive,0.2166666666666667,0.425
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,This game fun addictive. I like naming fish favorite characters movies tv shows. I like game sets either lose play/purchase jewels. I'm also upset great deal night I willing make purchase pulled paypal account 3 times I receive anything. My money returned I'm sure never make offer like again.,Positive,0.19375,0.6611111111111112
+Fishdom,"It's cute & fun. You play matching game & get power ups (with symbols match together) help clear board & get points. You even get booster power ups explode symbols clear away clear even board! Then I puzzle boards feed fish, decorate tank buy fish points earn! It's fun & relaxing & go difficult boards get!",Positive,0.05390624999999999,0.49375
+Fishdom,nan,nan,nan,nan
+Fishdom,"Would REALLY great IF... One actually get ammo. Two amount moves get life changes. No 30 but. Dam. Why cut moves give least decent chance earn them. So, I could rate right. Out 10 I'd give 5",Positive,0.19047619047619047,0.4904761904761904
+Fishdom,"Fun addictive long wait lives get levels without paying. The worst lack bonuses opportunity get win without purchasing them. Alot money grabbing game sure. Also I tried unsuccessfully weeks uninstalling reinstalling well connecting disconnecting restarting device; I still cannot get lives fb, frustrating.",Negative,-0.03125,0.6361111111111111
+Fishdom,nan,nan,nan,nan
+Fishdom,"Love graphics game play hard, able. Only complaint timed levels. It fair clock continues countdown reshuffling possible moves. Is fault moves possible. Please updates program make fair!",Positive,0.15833333333333333,0.7166666666666667
+Fishdom,nan,nan,nan,nan
+Fishdom,This game got hooked! Everything it! The graphics levels perfect! I love different levels trying beat them. I also think game way better rewards lot games I've played! And NO ads! Wicked fun great play pass time. Best thing fact need WIFI play it! Just go! Also love naming fish! Perfect amazing time fun!,Positive,0.45817307692307696,0.573076923076923
+Fishdom,"I crazy game. But started glitching letting finnish squids wouldnt appear. Y. I dont want , may . delete app. It enjoyed. But like said. It frustrating objects dont appear. 11 moves squids nothing way. You suck. ou cant win cant get goal appear. I really liked it. But csnt advance useless. And stupid.",Negative,-0.09999999999999999,0.6625
+Fishdom,nan,nan,nan,nan
+Fishdom,That bit pure match 3 game. The annoying thing busy screen is. You can't see lot outer edges aquaria screen covered leagues button button that. Surely could put tool bar? I also bit confused money box begin fill forget it. Any diamonds earned full please. Patience friend want spend. I love it. Great game. I would love see aquatic FROGS sale!.,Positive,0.09902597402597402,0.598989898989899
+Fishdom,"Fun game, wish side games would separate set lives like submarine. It would nice option able save free hour hours opening treasure chest. Highly addictive game, getting little bored I've reached level 890.",Positive,0.03472222222222221,0.6472222222222223
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,I luv game except fact money hungry like rest! You pay Money get you've already earned empty fish bowl! Whats that? Plus gets way hard fast! Not cool!,Negative,-0.17708333333333334,0.5383333333333333
+Fishdom,Doesn't move tiles move. Also never puts triangle moveable place. I love hard game cheating computer make game fun. Some levels play 100 times game doesnt cheat. I understand dont want win. But could make much better,Positive,0.07604166666666665,0.4302083333333333
+Fishdom,I love game can't find words bug u ads Fish beautiful ( love FROGS!!!!!!) One issue came fish bank thing crazy bout I could damage fifth diamonds u put can't get back $2.99 But keep playing I make WINNING Love game,Positive,0.21666666666666667,0.5833333333333334
+Fishdom,"I hooked! (line sinker)! Other losing several decorations I asked getting back,AFTER searching & following instructions,to avail....THEY BASICALLY CALLED ME A LIAR AND ACCUSED ME OF CHEATING!!!! However I still playing highly addictive game. And spending enough cash SHOULD know I'm neither LIAR CHEAT. FUN GAME!",Negative,-0.09062500000000001,0.359375
+Fishdom,"I playing game around 3 years so. It's improved dramatically. But lately a lot issues. Very disappointing. Also, overcrowded tank way many decorations. Should able purchase fish.",Negative,-0.096,0.607
+Fishdom,"I uninstall update required much memory. I loose things tablet get back. The flowers pretty, necessary, I mainly play challenging puzzles enjoy tanks fish, happy without updates. Rather clunky open game now.",Positive,0.16724941724941725,0.563869463869464
+Fishdom,Just play every day! But gets quite monotonous can't move levels play rewards only. During rounds even earn coins. Doesn't seem fair loyal supporter game.,Positive,0.1583333333333333,0.7833333333333333
+Fishdom,I enjoy game immensely... I adore fish able name them. What I dont enjoy anytime I upgrade I lose stars already completed. Makes want upgrade. I also wonder way could store free hours playtime cannot claim right away? Bombs blow nearly entire board game type bomb barely blows anything another board...annoying.,Positive,0.1235714285714286,0.5485714285714286
+Fishdom,"Too fun! Would love gameplay even if, reach end plays, screen blocked could see many plays might need complete it. Once game covered I can't tell I diamonds try go on.",Positive,0.21500000000000002,0.42000000000000004
+Fishdom,I LOVE WHEN THE FISH TALK & CARRY ON A CONVERSATION & COMMENT ON THE DEFEATS AS WELL AS. THE VICTORIES! EACH LEVEL GETS INCREASINGLY DIFFICULT BUT THE REWARDS ARE FUN! SHOPPING FOR THE AQUARIUMS & THAT MAKES IT ADDICTIVE TO KEEP GOING FOR THAT SPECIAL ITEM TO PURCHASE!,Positive,0.18928571428571428,0.6542857142857142
+Fishdom,"It 1:36 pm, I got notification debit card I made purchase game 8pm tonight. I 8 yet. This second time happened. I screenshot prove it. Now I remove card Google Play account. If developers this, REALLY need look happening. Fishdom great game stealing money I draw line.",Positive,0.040000000000000015,0.35
+Fishdom,"I like game I play. But captains games impossible complete. Too many hard, super hard, levels bunched together now. Ability create full aquariums greatly reduced extreme cost items get higher levels. Subsequently I becoming dissatisfied. Love fish though. Very peaceful.",Positive,0.13095238095238096,0.6392857142857142
+Fishdom,nan,nan,nan,nan
+Fishdom,"Love game. Very addictive I enjoy able decorate different themed aquariums. My suggestions offer different sea creatures like turtles starfish also, nearly impossible earn silver tickets buy specialty fish.",Positive,0.04166666666666667,0.665625
+Fishdom,"I used love game....when spending money buying power ups. Now, takes weeks try beat levels. Update: They made updates still ended spending money....which me. Very addictive game!!!!",Negative,-0.15885416666666666,0.6666666666666666
+Fishdom,Frustrating stuck level days. I get they're hard reason player chance beating without aids. I've stuck level days now. Seriously considering continuing game,Negative,-0.35624999999999996,0.6270833333333333
+Fishdom,"Way many ads 5 lifes, really push sell extra life, detonations go game. For Ok game, give options, tells many fish aquarium, plants u ornaments may have, expensive, I games keeps busy waiting flight connection, flight.",Positive,0.055555555555555546,0.39999999999999997
+Fishdom,"It's cute, needs improvement. Would better added way skip levels get stuck on, gets boring failing level, I've come close uninstalling due boredom.",Negative,-0.03125,0.71875
+Fishdom,nan,nan,nan,nan
+Fishdom,I've looking great match three game I would enjoy much Jewels Legends (?). As many times I've played game I still get title wrong. THIS game already piqued interest much I'm level ten. I love able name fish buy kids'/family's names. You definitely READ conversations fish. Click objects fun!!! :-),Positive,0.16572916666666668,0.47833333333333333
+Fishdom,"Still loving much I I first found it. Starts get really tricky higher go, gives something get mind working. Brilliant! New updates always great.love look different seasons. Love new unique fish. Looking forward flower festival. Thank making game better better.",Positive,0.3113636363636363,0.5763403263403263
+Fishdom,Love everything whichb8s I play daily months approaching level 2000. The 1 thing I like sale I can't. free lives friends there's room mall icon.....I guess. But great game part 0,Positive,0.2166666666666667,0.425
+Fishdom,nan,nan,nan,nan
+Fishdom,"Fantastic gripping game. One suggestion...please make time lives shorter person limited patience, long wait new life reason longer played sadly. Even so, hubby I addicted play together late. Love tanks decorations too.",Negative,-0.018506493506493492,0.6097402597402596
+Fishdom,This game fun addictive. I like naming fish favorite characters movies tv shows. I like game sets either lose play/purchase jewels. I'm also upset great deal night I willing make purchase pulled paypal account 3 times I receive anything. My money returned I'm sure never make offer like again.,Positive,0.19375,0.6611111111111112
+Fishdom,"It's cute & fun. You play matching game & get power ups (with symbols match together) help clear board & get points. You even get booster power ups explode symbols clear away clear even board! Then I puzzle boards feed fish, decorate tank buy fish points earn! It's fun & relaxing & go difficult boards get!",Positive,0.05390624999999999,0.49375
+Fishdom,nan,nan,nan,nan
+Fishdom,"Would REALLY great IF... One actually get ammo. Two amount moves get life changes. No 30 but. Dam. Why cut moves give least decent chance earn them. So, I could rate right. Out 10 I'd give 5",Positive,0.19047619047619047,0.4904761904761904
+Fishdom,"Fun addictive long wait lives get levels without paying. The worst lack bonuses opportunity get win without purchasing them. Alot money grabbing game sure. Also I tried unsuccessfully weeks uninstalling reinstalling well connecting disconnecting restarting device; I still cannot get lives fb, frustrating.",Negative,-0.03125,0.6361111111111111
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,"The best game ever! My favorite game play! It relaxing, great graphics positive characters talk & other! The contests & new fish fun! Challenging game times hard! I've also enjoyed making new Fishdom friends!! I highly recommend game! A person spend money & still able win levels! Way go Playrix!!!",Positive,0.19393728956228956,0.5270117845117845
+Fishdom,This game got hooked! Everything it! The graphics levels perfect! I love different levels trying beat them. I also think game way better rewards lot games I've played! And NO ads! Wicked fun great play pass time. Best thing fact need WIFI play it! Just go! Also love naming fish! Perfect amazing time fun!,Positive,0.45817307692307696,0.573076923076923
+Fishdom,"I crazy game. But started glitching letting finnish squids wouldnt appear. Y. I dont want , may . delete app. It enjoyed. But like said. It frustrating objects dont appear. 11 moves squids nothing way. You suck. ou cant win cant get goal appear. I really liked it. But csnt advance useless. And stupid.",Negative,-0.09999999999999999,0.6625
+Fishdom,nan,nan,nan,nan
+Fishdom,That bit pure match 3 game. The annoying thing busy screen is. You can't see lot outer edges aquaria screen covered leagues button button that. Surely could put tool bar? I also bit confused money box begin fill forget it. Any diamonds earned full please. Patience friend want spend. I love it. Great game. I would love see aquatic FROGS sale!.,Positive,0.09902597402597402,0.598989898989899
+Fishdom,"Fun game, wish side games would separate set lives like submarine. It would nice option able save free hour hours opening treasure chest. Highly addictive game, getting little bored I've reached level 890.",Positive,0.03472222222222221,0.6472222222222223
+Fishdom,"I stuck level upside pyramid gold squares, three months. I'm going give money, I FINALLY WIN level. This supposed fun, calming game. I want to, punch RICH JERKS, IN THE FACE!! Karma get you, I lift finger.",Positive,0.32148437500000004,0.4375
+Fishdom,nan,nan,nan,nan
+Fishdom,Game fun. Keeps toes. I downloaded new phone start again. I around 190. I disappointed. It take long wen restarted. Fun. Really enjoying game since reinstalled need update need uninstall,Negative,-0.04545454545454546,0.42556818181818185
+Fishdom,"Why free lives disappear time? They'll I open app. As can't 5 lives time I lose first. But I lose first 5 go get ones friends given me, gone. This happens time.",Positive,0.225,0.49166666666666664
+Fishdom,I luv game except fact money hungry like rest! You pay Money get you've already earned empty fish bowl! Whats that? Plus gets way hard fast! Not cool!,Negative,-0.17708333333333334,0.5383333333333333
+Fishdom,nan,nan,nan,nan
+Fishdom,I love game can't find words bug u ads Fish beautiful ( love FROGS!!!!!!) One issue came fish bank thing crazy bout I could damage fifth diamonds u put can't get back $2.99 But keep playing I make WINNING Love game,Positive,0.21666666666666667,0.5833333333333334
+Fishdom,nan,nan,nan,nan
+Fishdom,"I playing game around 3 years so. It's improved dramatically. But lately a lot issues. Very disappointing. Also, overcrowded tank way many decorations. Should able purchase fish.",Negative,-0.096,0.607
+Fishdom,"I uninstall update required much memory. I loose things tablet get back. The flowers pretty, necessary, I mainly play challenging puzzles enjoy tanks fish, happy without updates. Rather clunky open game now.",Positive,0.16724941724941725,0.563869463869464
+Fishdom,Just play every day! But gets quite monotonous can't move levels play rewards only. During rounds even earn coins. Doesn't seem fair loyal supporter game.,Positive,0.1583333333333333,0.7833333333333333
+Fishdom,I enjoy game immensely... I adore fish able name them. What I dont enjoy anytime I upgrade I lose stars already completed. Makes want upgrade. I also wonder way could store free hours playtime cannot claim right away? Bombs blow nearly entire board game type bomb barely blows anything another board...annoying.,Positive,0.1235714285714286,0.5485714285714286
+Fishdom,"Too fun! Would love gameplay even if, reach end plays, screen blocked could see many plays might need complete it. Once game covered I can't tell I diamonds try go on.",Positive,0.21500000000000002,0.42000000000000004
+Fishdom,I LOVE WHEN THE FISH TALK & CARRY ON A CONVERSATION & COMMENT ON THE DEFEATS AS WELL AS. THE VICTORIES! EACH LEVEL GETS INCREASINGLY DIFFICULT BUT THE REWARDS ARE FUN! SHOPPING FOR THE AQUARIUMS & THAT MAKES IT ADDICTIVE TO KEEP GOING FOR THAT SPECIAL ITEM TO PURCHASE!,Positive,0.18928571428571428,0.6542857142857142
+Fishdom,nan,nan,nan,nan
+Fishdom,"I like game I play. But captains games impossible complete. Too many hard, super hard, levels bunched together now. Ability create full aquariums greatly reduced extreme cost items get higher levels. Subsequently I becoming dissatisfied. Love fish though. Very peaceful.",Positive,0.13095238095238096,0.6392857142857142
+Fishdom,nan,nan,nan,nan
+Fishdom,"Love game. Very addictive I enjoy able decorate different themed aquariums. My suggestions offer different sea creatures like turtles starfish also, nearly impossible earn silver tickets buy specialty fish.",Positive,0.04166666666666667,0.665625
+Fishdom,"I used love game....when spending money buying power ups. Now, takes weeks try beat levels. Update: They made updates still ended spending money....which me. Very addictive game!!!!",Negative,-0.15885416666666666,0.6666666666666666
+Fishdom,nan,nan,nan,nan
+Fishdom,"Way many ads 5 lifes, really push sell extra life, detonations go game. For Ok game, give options, tells many fish aquarium, plants u ornaments may have, expensive, I games keeps busy waiting flight connection, flight.",Positive,0.055555555555555546,0.39999999999999997
+Fishdom,"I think good game. Very addictive. I like idea pay things enhance game, stuck board days end. One example would buying piggy bank, order collect gems already won. How happy hour, like g... Full Review",Positive,0.17499999999999996,0.6583333333333333
+Fishdom,I've looking great match three game I would enjoy much Jewels Legends (?). As many times I've played game I still get title wrong. THIS game already piqued interest much I'm level ten. I love able name fish buy kids'/family's names. You definitely READ conversations fish. Click objects fun!!! :-),Positive,0.16572916666666668,0.47833333333333333
+Fishdom,"Still loving much I I first found it. Starts get really tricky higher go, gives something get mind working. Brilliant! New updates always great.love look different seasons. Love new unique fish. Looking forward flower festival. Thank making game better better.",Positive,0.3113636363636363,0.5763403263403263
+Fishdom,Love everything whichb8s I play daily months approaching level 2000. The 1 thing I like sale I can't. free lives friends there's room mall icon.....I guess. But great game part 0,Positive,0.2166666666666667,0.425
+Fishdom,nan,nan,nan,nan
+Fishdom,"Fantastic gripping game. One suggestion...please make time lives shorter person limited patience, long wait new life reason longer played sadly. Even so, hubby I addicted play together late. Love tanks decorations too.",Negative,-0.018506493506493492,0.6097402597402596
+Fishdom,This game fun addictive. I like naming fish favorite characters movies tv shows. I like game sets either lose play/purchase jewels. I'm also upset great deal night I willing make purchase pulled paypal account 3 times I receive anything. My money returned I'm sure never make offer like again.,Positive,0.19375,0.6611111111111112
+Fishdom,"It's cute & fun. You play matching game & get power ups (with symbols match together) help clear board & get points. You even get booster power ups explode symbols clear away clear even board! Then I puzzle boards feed fish, decorate tank buy fish points earn! It's fun & relaxing & go difficult boards get!",Positive,0.05390624999999999,0.49375
+Fishdom,nan,nan,nan,nan
+Fishdom,"Would REALLY great IF... One actually get ammo. Two amount moves get life changes. No 30 but. Dam. Why cut moves give least decent chance earn them. So, I could rate right. Out 10 I'd give 5",Positive,0.19047619047619047,0.4904761904761904
+Fishdom,"Fun addictive long wait lives get levels without paying. The worst lack bonuses opportunity get win without purchasing them. Alot money grabbing game sure. Also I tried unsuccessfully weeks uninstalling reinstalling well connecting disconnecting restarting device; I still cannot get lives fb, frustrating.",Negative,-0.03125,0.6361111111111111
+Fishdom,nan,nan,nan,nan
+Fishdom,"Love graphics game play hard, able. Only complaint timed levels. It fair clock continues countdown reshuffling possible moves. Is fault moves possible. Please updates program make fair!",Positive,0.15833333333333333,0.7166666666666667
+Fishdom,"The best game ever! My favorite game play! It relaxing, great graphics positive characters talk & other! The contests & new fish fun! Challenging game times hard! I've also enjoyed making new Fishdom friends!! I highly recommend game! A person spend money & still able win levels! Way go Playrix!!!",Positive,0.19393728956228956,0.5270117845117845
+Fishdom,This game got hooked! Everything it! The graphics levels perfect! I love different levels trying beat them. I also think game way better rewards lot games I've played! And NO ads! Wicked fun great play pass time. Best thing fact need WIFI play it! Just go! Also love naming fish! Perfect amazing time fun!,Positive,0.45817307692307696,0.573076923076923
+Fishdom,"I crazy game. But started glitching letting finnish squids wouldnt appear. Y. I dont want , may . delete app. It enjoyed. But like said. It frustrating objects dont appear. 11 moves squids nothing way. You suck. ou cant win cant get goal appear. I really liked it. But csnt advance useless. And stupid.",Negative,-0.09999999999999999,0.6625
+Fishdom,nan,nan,nan,nan
+Fishdom,That bit pure match 3 game. The annoying thing busy screen is. You can't see lot outer edges aquaria screen covered leagues button button that. Surely could put tool bar? I also bit confused money box begin fill forget it. Any diamonds earned full please. Patience friend want spend. I love it. Great game. I would love see aquatic FROGS sale!.,Positive,0.09902597402597402,0.598989898989899
+Fishdom,"Fun game, wish side games would separate set lives like submarine. It would nice option able save free hour hours opening treasure chest. Highly addictive game, getting little bored I've reached level 890.",Positive,0.03472222222222221,0.6472222222222223
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,Game fun. Keeps toes. I downloaded new phone start again. I around 190. I disappointed. It take long wen restarted. Fun. Really enjoying game since reinstalled need update need uninstall,Negative,-0.04545454545454546,0.42556818181818185
+Fishdom,"Why free lives disappear time? They'll I open app. As can't 5 lives time I lose first. But I lose first 5 go get ones friends given me, gone. This happens time.",Positive,0.225,0.49166666666666664
+Fishdom,I luv game except fact money hungry like rest! You pay Money get you've already earned empty fish bowl! Whats that? Plus gets way hard fast! Not cool!,Negative,-0.17708333333333334,0.5383333333333333
+Fishdom,nan,nan,nan,nan
+Fishdom,I love game can't find words bug u ads Fish beautiful ( love FROGS!!!!!!) One issue came fish bank thing crazy bout I could damage fifth diamonds u put can't get back $2.99 But keep playing I make WINNING Love game,Positive,0.21666666666666667,0.5833333333333334
+Fishdom,nan,nan,nan,nan
+Fishdom,"I playing game around 3 years so. It's improved dramatically. But lately a lot issues. Very disappointing. Also, overcrowded tank way many decorations. Should able purchase fish.",Negative,-0.096,0.607
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,"I love interaction charm game provides. However, I spent money stay game find next level even ridiculously unforgiving last. I know idea behind design greed misunderstanding playing game about. Either way, I uninstalling immediately.",Negative,-0.17037037037037037,0.4074074074074074
+Fishdom,I enjoy game immensely... I adore fish able name them. What I dont enjoy anytime I upgrade I lose stars already completed. Makes want upgrade. I also wonder way could store free hours playtime cannot claim right away? Bombs blow nearly entire board game type bomb barely blows anything another board...annoying.,Positive,0.1235714285714286,0.5485714285714286
+Fishdom,"Too fun! Would love gameplay even if, reach end plays, screen blocked could see many plays might need complete it. Once game covered I can't tell I diamonds try go on.",Positive,0.21500000000000002,0.42000000000000004
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,"I like game I play. But captains games impossible complete. Too many hard, super hard, levels bunched together now. Ability create full aquariums greatly reduced extreme cost items get higher levels. Subsequently I becoming dissatisfied. Love fish though. Very peaceful.",Positive,0.13095238095238096,0.6392857142857142
+Fishdom,"You need add princess fish. Would nice 1 fish least per theme tank. Love Hermie submarine. Also ""+(save octopus) really, way blow up. Sorry octopus. Get rid fish bank",Positive,0.1,0.64
+Fishdom,nan,nan,nan,nan
+Fishdom,"I used love game....when spending money buying power ups. Now, takes weeks try beat levels. Update: They made updates still ended spending money....which me. Very addictive game!!!!",Negative,-0.15885416666666666,0.6666666666666666
+Fishdom,Frustrating stuck level days. I get they're hard reason player chance beating without aids. I've stuck level days now. Seriously considering continuing game,Negative,-0.35624999999999996,0.6270833333333333
+Fishdom,nan,nan,nan,nan
+Fishdom,"It's cute, needs improvement. Would better added way skip levels get stuck on, gets boring failing level, I've come close uninstalling due boredom.",Negative,-0.03125,0.71875
+Fishdom,"I like different color types fish. I'm trying make aquarium colorful without spending lot money! Maybe add advertisement allow replacement money, required things aquariums move game. Things get expensive, thanks! Good story plots lot big challenges require lot thought moved game!",Negative,-0.009375000000000008,0.425
+Fishdom,nan,nan,nan,nan
+Fishdom,"Fun expensive want advance meaning either pay lose. It fun game, good graphics easy learn. I think great game serious problem expensive play. If want advance higher levels pay little either. You could blow $50 easy. And earn very, little. You can't earn enough coins power play advance. I know make games expensive. I call quits games get PS 4 would much cheaper. Good luck fun.",Positive,0.0711622807017544,0.5333333333333332
+Fishdom,"Fishdom bad habit putting icons sales cover free lives friends...be warned! However, Addicted game VERY challenging. Love decorating tanks, collecting beautiful fish amazing decorations.",Positive,0.2,0.7458333333333333
+Fishdom,"It's fun addictive game. If option pay monthly subscription I would join love it(expecting much$ gems then) I love expensive. I collect week two get enough power ups beat levels,.or spend lot money. You piggy bank collect gems buy collection. Beautiful fish graphics movement interaction etc., But expensive",Positive,0.09500000000000001,0.5800000000000001
+Fishdom,Always great updates different events do. I refuse rate i've played level 650 played year there's always something makes type game turn fun lame. Fishdom fantastic every update great. Keep good work ya'll n i'll happily keep spending $ game!,Positive,0.23999999999999994,0.635
+Fishdom,"Love..love..love game!!!!! I spend lot time $ playing game. It far best ""free"" game ever. The reason I rate 5 stars this...I made lot ""friends"" Fishdom help sending asking lives. But whatever reason, times I unable get extra lives mail icon there. I thoughts is..I sure almighty dollar plays role. Which sad Like I said..I spend $ time time. I spend lives I KNOW I dozens sitting I can't use. Not cool Playrix..not cool!!",Negative,-0.035677083333333325,0.5907407407407409
+Fishdom,Good game addictive. But got fed running lives It clays 12 hrs All sudden get message saying lives back little scam,Positive,0.01874999999999999,0.48333333333333334
+Fishdom,Once longer receive extra lives matter I I stuck level 3 days far. Even going different tanks make difference. Seriously getting fed called improvements,Negative,-0.05833333333333333,0.5916666666666667
+Fishdom,nan,nan,nan,nan
+Fishdom,"Game works well, addictive fun comes time spend money levels almost impossible. Not enough moves buy power ups diamonds moves. Also power ups it'll great appear next use. EDIT: So taken every way (except buying real money) diamonds. What way make players waste money.",Positive,0.003703703703703715,0.44999999999999996
+Fishdom,"Just getting started cute game. Thing frustrating I intend sink money it. If don't, run life can't extend buy tools help difficult puzzles. Gets annoying repeat often, wait mor lives, want buying gems tools. This ""free"" game really free. Hate timed levels!",Negative,-0.24444444444444446,0.788888888888889
+Fishdom,"Loved game, never got bored updating June 2018 July 2018 again.. Friends disappear, lives sent friends disappear, many offers/comps/sales. Keep game greed.",Negative,-0.020000000000000018,0.62
+Fishdom,"Overall, I enjoy game. But levels exploding timer bubbles way stressful... fun. I dont like I lose life timer runs squids hit net.",Positive,0.06,0.22000000000000003
+Fishdom,"I sign now, game. But still... No videos work. Would possible get videos work? If happens I give full 5 stars. Thank fixing sign problem!",Positive,0.012499999999999992,0.65
+Fishdom,"Graphics good, reach certain levels, timed levels, game becomes practically impossible beat, without purchases. Was going uninstall, son likes feed fish everyday, leaving that, only. Gets frustrating actually see game working you, make purchase. Will never play again.",Negative,-0.12804232804232804,0.6190476190476191
+Fishdom,nan,nan,nan,nan
+Fishdom,I used love game pay play. At first fun addictive go levels 650 can't pass without spending money. So disappointing.,Positive,0.008333333333333323,0.5222222222222221
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,Why must pay diamonds already paid get fishy bank? This unfair. Addictive game.,Negative,-0.3,0.7666666666666666
+Fishdom,"I posted ago fact buy power ups, can't progress game. I got really ""helpful"" reply review offering tips beating levels, help section within game. So I tried get reply. The generic tips useless unless new game. Long story short, spend actual money can't get anywhere game end playing level 20 30 times. They want money, end of.",Negative,-0.16487603305785126,0.2958677685950413
+Fishdom,I love game costs lot real money get far. I could purchased quite games I spent far keep own. When I get frustrated I quit playing while. I game tablet well I quite bit farther along game spent money I would care admit...,Negative,-0.05454545454545454,0.5000000000000001
+Fishdom,"I took another star away EXTREMELY slow updating! I can't believe released another update without new aquarium. That's game absurd! Valentine's Day might nice, we've waiting another aquarium since Christmas. I 1/2 million coins nothing spend on, huh? That's reason I taking Stars away.",Negative,-0.13272727272727275,0.6509090909090909
+Fishdom,I would love game wasnt expensive. Its ridiculous amount times ive make purchases. Sadly uninstall cant afford keep topping,Negative,-0.24666666666666667,0.74
+Fishdom,nan,nan,nan,nan
+Fishdom,Hey guys since last upgrade game freezes starts jittering. Still love game special fish choices.,Positive,0.011428571428571422,0.4076190476190476
+Fishdom,"Have played game forever seems. The longer play, harder gets win. Loved everything til started changing fish. I love natural real life fish. Don't like new fish enjoy playing more. On 603 level thinking quitting. Doesn't calm more. Still go first aquariums play I enjoyed them. Please knock new type fish. Make new game leave mine alone please Thanks.",Positive,0.24772727272727277,0.4526094276094276
+Fishdom,I love game mostly money. They dont give us diamonds chance collect diamonds like before. Free diamonds far between. Which makes levels impossible without buying powerups!!!,Positive,0.01666666666666668,0.7166666666666667
+Fishdom,"Hope u guys make 2018 really top Fishdom year getting rid dratted timed levels! Then I rate stars way!!! **Down 1 star get HELL rid timed levels, go back 5!STILL Waiting get rid dastardly TIMED levels!!! C'mon game designers u read reviews what. 2/5/18",Positive,0.1111111111111111,0.2972222222222223
+Fishdom,"Enjoy care timed games. Also lost jewels ""Don't Give Up"" screen. I want quit game, winning one. I think ""Play On"" button NOT green.",Positive,0.15,0.4875
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,"I used really love game changed several ways force buy diamonds, got rid useful rewards stupid vouchers, buy even stupider fish look ridiculous. Then switched swap hand next useless, none high bomb yields coming side events,once vouchers. Whomever created changes sure knows ruin really enjoyable game. But I guess laughing way bank . I hope get greedy ass fired. I uninstalling game thank much.",Negative,-0.048095238095238114,0.444920634920635
+Fishdom,I love game quite addicting too! I find I'm playing candy crush much playing Fishdom boards keep interested. I care squid boards I hate color time bombs.. I love game bonuses great!,Positive,0.09375,0.54375
+Fishdom,I love game......however hard keep money spend. I spent money cannot anymore. Let us keep diamonds earn! The fishy bank greedy tactic. Give diamonds prizes. How 10 ? Don't stingy!! Listen fans!,Negative,-0.011935763888888895,0.4138888888888889
+Fishdom,"This game fun, sometimes sad fish begging things need pay win games for. And, can't seem win enough games for. It also sad can't talk back fish. I'd enjoy I could buy another fish. Lol",Positive,0.17,0.51
+Fishdom,nan,nan,nan,nan
+Fishdom,Cute game. The issue I fact money grabbing game. It's little face spending money it. That's 'bad' thing it.,Negative,-0.2375,0.5933333333333333
+Fishdom,Cute game. Some levels hard boost lands stupid places wasting boost. Very annoying,Negative,-0.3983333333333333,0.7883333333333333
+Fishdom,The game unreasonably hard near impossible get higher levels. They make purchase! Or forget getting thru it. Told get touch game never replied.,Negative,-0.22430555555555554,0.5402777777777777
+Fishdom,nan,nan,nan,nan
+Fishdom,"Its realy fun addictive game. Only fualts events find gliches move forwaed on, especially seahorse one. And always need wifi daily prizes.... Its cool. Another thing stay connected wifi receive daily gifts events. I find quite unfair",Negative,-0.027777777777777783,0.5722222222222223
+Fishdom,A lot fun appropriately challenging. Lately show internet connection actually good connection. Im sure setting adjust changed cause this. Frustrating. Otherwise great time waster!,Positive,0.32857142857142857,0.7055555555555556
+Fishdom,"Took yrs game thinking would get better BUT I think better. It's robbery charged diamonds u chance advancing. It's like y'all give many opportunities collecting without buying. Shame really great game! N lil suggestion, bombs lightening bolts things get left board u complete section keep rolled you.",Positive,0.18750000000000003,0.43124999999999997
+Fishdom,"This game pretty fun good way pass time. The levels get harder impossible. The fish decor cute, too. But best thing customer service. NEVER I experienced mobile game's customer prompt responsive actually helpful.",Positive,0.07121212121212118,0.5363636363636364
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,Cute game love graphics absolutely hate timed levels. I've stuck level 28 past 3 days now. So many times I've gotten last cube time runs out. I hate sinking money many games although I I feel I get money's worth. This game seems make HAVE purchase boosters win certain levels I like games bait that. I'd rather spend money decorations.,Positive,0.05109890109890109,0.5067765567765569
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fishdom,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,"Revising Review!! My #1 issue app, NO place record measurements? I lost many inches, losing scale track inches lost myself, place record inches lost. I'm new fitness Fitbit. It's day 2, I love everything far. Working getting healthier, energy, losing middle age spread. This help goals, motivation, food choices, increasing activity level etc. Hiked 7 miles morning. Still hiking/walking 7 miles day 7 weeks!",Positive,0.24727272727272726,0.510909090909091
+Fitbit,I got fitbit yesterday start new fitness regime today. So far I've found great. The issue thousands others I disability can't run ride bike. It would great could alter exercise side things suit.,Positive,0.4590909090909091,0.7386363636363636
+Fitbit,"It's pretty good, I'm using without fitbit. Tracking seem work map come I've finished, enter either. Others without fit bit problem. I'd also like able select foods make meal rather separate ingredients work manually.",Positive,0.4625,0.65625
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,First compatible phone. So sync issues band. There bugs . Whenever I see sleep cycle night ends creating duplicate entries whole log. So 10 night logs 20 entries first 30 second on. Adding calorie intake easy. You first need know many calories had. I install another that.,Positive,0.26904761904761904,0.3904761904761905
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,"Worst app. The analytics anyway painful. Today I trekked Ben Nevis whole period tracked eating battries. Later I finished, simply vanished exercise log. Horrible. Samsung S Health way better app. Not sure invest well app.",Negative,-0.28125,0.6307539682539682
+Fitbit,"It's decent pairing Fitbit, I've tried recording walk using app, I finish update exercise count. Remarkably useless. Kind defeats purpose even log tell log exercise done. PHENOMENALLY unimpressed, needs work!!!!!!",Positive,0.31666666666666665,0.5666666666666667
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Fitbit Coach,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,Use night better normal flash light lights whole room need find something,Positive,0.3125,0.5625
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,Its really easy I like,Positive,0.43333333333333335,0.8333333333333334
+Flashlight,"Really good app, easy use, works fine. I thankful this.So nice.",Positive,0.5375,0.7333333333333334
+Flashlight,This perfect I need I going car shopping I'm trying get house night,Positive,1.0,1.0
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,Amazing flashlight bright,Positive,0.6500000000000001,0.85
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,"First, open first time, flashlight turns on. Great, thanks. Android built-in flashlight that. I need whole family blinded trying screen flashlight. Why default behavior first launch? Second, screen flashlight, force screen stay on. So constantly touch screen turn off. Useless.",Positive,0.145,0.3383333333333334
+Flashlight,"It's flashlight. Very annoying change another return ad (free ver) pops up. Trying read website's instructions troubling I wanted save battery life steps, half time returning I fat fingered got ad the""x""to close ad small accurately depress.",Negative,-0.21666666666666665,0.48
+Flashlight,There waaaaaaaaaaaaaaaaaaaaay many ads .. And every time ad comes flashlight turns . But super bright useful.,Positive,0.4583333333333333,0.4916666666666666
+Flashlight,Awful! Has way many unavoidable adds music containing swear words!,Negative,-0.1875,0.75
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,This help many moments. Thank much!!! ( ARAXIDE JÚNIOR ),Positive,0.4453125,0.35
+Flashlight,First time learn Flashlight get knowledge,Positive,0.25,0.3333333333333333
+Flashlight,nan,nan,nan,nan
+Flashlight,"Powerful light, I upgraded version I really happy it.",Positive,0.5,0.9
+Flashlight,Too many combass work right,Positive,0.39285714285714285,0.5178571428571428
+Flashlight,Pop ads make almost worthless,Negative,-0.8,0.9
+Flashlight,"Bugs freeze flashlight on, unacceptable...",Neutral,0.0,0.0
+Flashlight,It works really well I'm dark.,Positive,0.02500000000000001,0.30000000000000004
+Flashlight,Boo even work,Neutral,0.0,0.0
+Flashlight,I really like,Positive,0.2,0.2
+Flashlight,activate drains battery whenever ...,Neutral,0.0,0.0
+Flashlight,Its good,Positive,0.7,0.6000000000000001
+Flashlight,nan,nan,nan,nan
+Flashlight,nan,nan,nan,nan
+Flashlight,It's good,Positive,0.7,0.6000000000000001
+Flashlight,easy ....tq,Positive,0.43333333333333335,0.8333333333333334
+Flashlight,Talabwalia sran,Neutral,0.0,0.0
+Flashlight,Amazing,Positive,0.6000000000000001,0.9
+Flashlight,Everything perfect,Positive,1.0,1.0
+Flashlight,Very good,Positive,0.9099999999999999,0.7800000000000001
+Flashlight,Nice,Positive,0.6,1.0
+Flashlight,nan,nan,nan,nan
+Flashlight,Nice light,Positive,0.5,0.85
+Flashlight,Wonderful,Positive,1.0,1.0
+Flashlight,nan,nan,nan,nan
+Flashlight,Thanks,Positive,0.2,0.2
+Flashlight,nan,nan,nan,nan
+Flashlight,It great,Positive,0.8,0.75
+Flashlight,good,Positive,0.7,0.6000000000000001
+Flashlight,good,Positive,0.7,0.6000000000000001
+Flashlight,nan,nan,nan,nan
+Flashlight,Nice,Positive,0.6,1.0
+Flashlight,Nice,Positive,0.6,1.0
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,"First time user,an ask everything phone,mint offers nice",Positive,0.31666666666666665,0.4444444444444444
+Flashlight & LED Torch,I believe best f-light ever offered.....tk u,Positive,1.0,0.3
+Flashlight & LED Torch,Uhm I checked gave 4 ★ ★ ★ ★,Neutral,0.0,0.0
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,Stopped turn,Neutral,0.0,0.0
+Flashlight & LED Torch,It job meant,Neutral,0.0,0.0
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,Not 100% bright,Positive,0.7000000000000001,0.7999999999999999
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,A nice wanted unexpected power break,Positive,0.35,1.0
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,Brighter I like strobe,Neutral,0.0,0.0
+Flashlight & LED Torch,Does job well,Neutral,0.0,0.0
+Flashlight & LED Torch,I like flashlight,Neutral,0.0,0.0
+Flashlight & LED Torch,Trust No One,Neutral,0.0,0.0
+Flashlight & LED Torch,Pattern,Neutral,0.0,0.0
+Flashlight & LED Torch,See how,Neutral,0.0,0.0
+Flashlight & LED Torch,Ads disturbs.Otherwise ..,Neutral,0.0,0.0
+Flashlight & LED Torch,Very good,Positive,0.9099999999999999,0.7800000000000001
+Flashlight & LED Torch,Marvelous job,Positive,1.0,1.0
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,Perpect,Neutral,0.0,0.0
+Flashlight & LED Torch,Does says,Neutral,0.0,0.0
+Flashlight & LED Torch,Well feeling,Neutral,0.0,0.0
+Flashlight & LED Torch,"So far, good..love SOS light..",Positive,0.25,0.85
+Flashlight & LED Torch,Installs quickly works!,Positive,0.41666666666666663,0.5
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,Kp going....,Neutral,0.0,0.0
+Flashlight & LED Torch,Extremely useful,Positive,0.3,0.0
+Flashlight & LED Torch,Alright,Neutral,0.0,0.0
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight & LED Torch,Very good!,Positive,1.0,0.7800000000000001
+Flashlight & LED Torch,nan,nan,nan,nan
+Flashlight - Torch LED Light,The turns flashlight you. It does not enhance all. Total waste time,Negative,-0.1,0.375
+Flashlight - Torch LED Light,"I everyday right now, I bedroom light. Believe me, totally dependable. I love it.",Positive,0.19714285714285715,0.6371428571428571
+Flashlight - Torch LED Light,Love can't ask better light.,Positive,0.4666666666666666,0.6
+Flashlight - Torch LED Light,Twenty stars *****.*****.*****.*****BEST EVER MADE. Awesome App.for older version butt. It's awesome. Best ever ever ever,Positive,0.7916666666666667,0.6583333333333332
+Flashlight - Torch LED Light,Works good,Positive,0.7,0.6000000000000001
+Flashlight - Torch LED Light,best flash light tool ever I seen,Positive,0.7,0.5
+Flashlight - Torch LED Light,It works perfect phone.,Positive,1.0,1.0
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight - Torch LED Light,Super light!,Positive,0.41666666666666663,0.6833333333333333
+Flashlight - Torch LED Light,Great one!,Positive,1.0,0.75
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight - Torch LED Light,Beautiful,Positive,0.85,1.0
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight - Torch LED Light,"This gives massage opening unfortunately, flashlight stopped. Which creates irritating.",Negative,-0.45,0.9
+Flashlight - Torch LED Light,Didn't install oppo F3 plus hanged installing forever,Neutral,0.0,0.0
+Flashlight - Torch LED Light,Fantastic flashlight. I love shake start mode features,Positive,0.45,0.75
+Flashlight - Torch LED Light,It's ok ads cover button shut light,Positive,0.45,0.6
+Flashlight - Torch LED Light,Bhujia bro bahai bro people,Neutral,0.0,0.0
+Flashlight - Torch LED Light,"It's good, hate ads free",Positive,0.09999999999999998,0.7666666666666666
+Flashlight - Torch LED Light,Great need quick light,Positive,0.5111111111111111,0.65
+Flashlight - Torch LED Light,I like that's all.,Neutral,0.0,0.0
+Flashlight - Torch LED Light,Your flashlight,Neutral,0.0,0.0
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight - Torch LED Light,Do,Neutral,0.0,0.0
+Flashlight - Torch LED Light,Very good apps,Positive,0.9099999999999999,0.7800000000000001
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight - Torch LED Light,What happened flashlight switch widget????,Neutral,0.0,0.0
+Flashlight - Torch LED Light,A helpful tool,Neutral,0.0,0.0
+Flashlight - Torch LED Light,Good,Positive,0.7,0.6000000000000001
+Flashlight - Torch LED Light,Very helpful free. Best worlds.,Positive,0.5333333333333333,0.46666666666666673
+Flashlight - Torch LED Light,Easy use. Good,Positive,0.5666666666666667,0.7166666666666668
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight - Torch LED Light,Very good light,Positive,0.655,0.74
+Flashlight - Torch LED Light,Verry verry good aap,Positive,0.7,0.6000000000000001
+Flashlight - Torch LED Light,"So far, good!",Positive,0.4875,0.8
+Flashlight - Torch LED Light,Stylish,Positive,0.5,1.0
+Flashlight - Torch LED Light,nan,nan,nan,nan
+Flashlight HD LED,The times I've needed works fine. Very bright light. I'm pleased it.,Positive,0.5566666666666668,0.8
+Flashlight HD LED,It life saver certainly projects enough light emergency.,Positive,0.20476190476190478,0.5904761904761905
+Flashlight HD LED,Works great!,Positive,1.0,0.75
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,Very nice,Positive,0.78,1.0
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,It's great. It turns turns off. The light bright.,Positive,0.6333333333333334,0.75
+Flashlight HD LED,The light always needed,Positive,0.4,0.7
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,I All time! I love app!,Positive,0.625,0.6
+Flashlight HD LED,Incredible options. The ultimate dual flashlight. I love app.,Positive,0.4666666666666666,0.8333333333333334
+Flashlight HD LED,Love I everyday 10/10 trust,Positive,0.15,0.6
+Flashlight HD LED,Nice great,Positive,0.7,0.875
+Flashlight HD LED,Best,Positive,1.0,0.3
+Flashlight HD LED,This sucks. It flashes can't get steady light. Find different flashlight app!,Positive,0.06666666666666668,0.525
+Flashlight HD LED,must,Neutral,0.0,0.0
+Flashlight HD LED,"This great. The focuses simplicity basic needs. Vert user friendly big buttons. You powerful Flash light, cellphone front Lcd light. You may also change LCD white color color purposes awesome! You also turn on/off tapping sound app; turn attract less attention! The things I'd like added morse light codes well kind circular orange alarm light, button functions minimally incorporated app!",Positive,0.31611111111111106,0.5494444444444445
+Flashlight HD LED,Very nice,Positive,0.78,1.0
+Flashlight HD LED,Great FlashLight Battery Level Indicator Few Ads. Great,Positive,0.46666666666666673,0.5333333333333333
+Flashlight HD LED,This good... also faster,Positive,0.7,0.6000000000000001
+Flashlight HD LED,More active.,Positive,0.18333333333333335,0.55
+Flashlight HD LED,"It's compatible, widget handy.",Positive,0.6,0.9
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,Keeps lit!! I daily. Feature set pretty rich. Ads easy deal with.,Positive,0.26458333333333334,0.6458333333333334
+Flashlight HD LED,So good. You also set flash different speeds,Positive,0.35,0.6000000000000001
+Flashlight HD LED,Simple easy use.,Positive,0.21666666666666667,0.5952380952380952
+Flashlight HD LED,Good,Positive,0.7,0.6000000000000001
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,Best flashlight I've had! Easy BRIGHT!!!!,Positive,0.8111111111111112,0.6444444444444444
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,"I've years, love 2018 update. It invasive privacy like apps. Has front back light, strobe, color choices screen light. Also auto select settings. Great, App.",Positive,0.42000000000000004,0.55
+Flashlight HD LED,Nvm figured out settings. Still new strobe feature poor design,Negative,-0.13181818181818183,0.5272727272727272
+Flashlight HD LED,Crazy amount full screen ads. An ad pops full screen every 30 seconds!,Positive,0.0625,0.6666666666666666
+Flashlight HD LED,Customizable screen light. Camera flash light. Multi color screen light brightness control.,Positive,0.4000000000000001,0.6999999999999998
+Flashlight HD LED,nan,nan,nan,nan
+Flashlight HD LED,"Simple use. I love full screen colors. It's bright enough great ""mood"" lighting.",Positive,0.39166666666666666,0.5928571428571429
+Flashlight HD LED,nan,nan,nan,nan
+Flickr,"improved lot time, example edit replies comments AND EVEN EDIT PHOTOS posting them! every day works great. Only thing missing messaging (flickrmail)",Positive,0.20000000000000004,0.6
+Flickr,"Every time I try share photo tumblr I get logged apps. think Yahoo could least manage make compatible other, apparently even that's much ask",Negative,-0.04375,0.33125
+Flickr,nan,nan,nan,nan
+Flickr,nan,nan,nan,nan
+Flickr,"Worthless. Sadly I can't even log begin with, simply says recognize info...yet I immediately log problems PC. And yes, I retried lot followed suggestions.",Negative,-0.43333333333333335,0.7523809523809524
+Flickr,"The newer versions pretty much useless since albums simply load. No matter fast WiFi connection is, albums sit never load. I know I'm one. Uninstalled",Negative,-0.012499999999999997,0.5392857142857143
+Flickr,"It's ok. Very slow loading. It'd nice pictures would load next week. I could grow beard handful pics load, even 4G 5 bars. Takes pleasure browsing images.",Positive,0.1775,0.505
+Flickr,"2018, August: Lot changed since last review (4 years ago). The changed hands Yahoo! property owned Smug Mug. This seems good change. They made quick fixes involving downloading viewing photos, also spam accounts. 2014: When redesigned, browsing artists felt clunky. And even wifi connection. Even upload photos tougher, app. So far, best way I upload Flickr Instagram.",Positive,0.42666666666666664,0.49333333333333335
+Flickr,nan,nan,nan,nan
+Flickr,"Flickr social media, artistic outlet, exhibition space. I love Global aspect it, seeing art around world daily. It gets American-centric viewpoint: providing peaceful place see art Arabs, Russians, Chinese, Israelis, many European individuals sharing experience.",Positive,0.17962962962962964,0.2962962962962963
+Flickr,nan,nan,nan,nan
+Flickr,Auto uploader keep uploading can't see uploading. Please add feature distinguish online offline photos. Also add upload queue view progress.,Neutral,0.0,0.0
+Flickr,"Great app, except auto uploader uploads whatever wants, making really unsafe backup pictures videos. I need clear data regularly trigger upload pictures videos uploaded first run.",Positive,0.25833333333333336,0.30726495726495723
+Flickr,"One thing I found lacking can't batch processing, need pc mac it.",Neutral,0.0,0.0
+Flickr,I Flickr pics would really useful I could arrange albums order place ...,Positive,0.3,0.0
+Flickr,"Love app! Would like ""newsfeed"" like experience (like Instagram Facebook) able copy/paste multiple tags, otherwise great app!",Positive,0.53125,0.49375
+Flickr,"improve, hope smugmug make better. photographers dont want instagram. want flicker...",Positive,0.5,0.5
+Flickr,It well laid interface ideal mobile platform. It identical PC based platform works well mobile use. Love,Positive,0.7,0.8
+Flickr,The negative thing option logout. Overall well done !,Negative,-0.15,0.2
+Flickr,nan,nan,nan,nan
+Flickr,"Easy navigate, takes long load even I connect fairly strong internet",Positive,0.2722222222222222,0.6555555555555556
+Flickr,"Best sharing photo app, great, easy-to-use, I got plenty ideas experienced photographers,",Positive,0.8666666666666667,0.65
+Flickr,"It's weeks since I uploaded small batch photos. They're still showing camera roll, also blank public view albums. If cannot perform basic function, exists?",Negative,-0.0625,0.14791666666666667
+Flickr,nan,nan,nan,nan
+Flickr,"Very good upload photos automatically, organize edit. 4 stars 1) update number photos delete 2) It option see album photos date taken, upload date",Positive,0.9099999999999999,0.7800000000000001
+Flickr,Do I trouble logging on? Yes cause I asked passwords. Instead send email.,Negative,-0.2,0.2
+Flickr,Works great me. Enjoy seeing sharing photographs amateur professional photographers.,Positive,0.26250000000000007,0.4
+Flickr,stop go..wonderful gives 1000 gb online storage free. ads nothing. would like suggest developer add separate section images videos.,Positive,0.4,0.8
+Flickr,It's good share photos photography skill,Positive,0.7,0.6000000000000001
+Flickr,The fine desperately needs update utilise 18:9 ratio screens etc - they've around year so!!!!,Negative,-0.29166666666666663,0.75
+Flickr,"Truly great app.love sharing photos seeing other's work world.Also information camera settings great help, help improve photography skills",Positive,0.4916666666666667,0.625
+Flickr,Would 5 stars pathetic excuse location system Foursquare.,Negative,-0.525,0.525
+Flickr,"Its nice gives unlimited storage give option videos upload certain size means I can't upload videos movies make matters worse monitors activity rules fallow else ..all photos videos shared given downloaded bought legally apparently feels infringing copyrights get boot Facebook enough worry I'm deleting account I'll stick others Dagoo, Mega,mediafire,shoebox seem work fine gives options protects privacy monitor activity worries getting boot upload storage business",Positive,0.14682539682539683,0.5869047619047619
+Flickr,"Great app! 5 stars could filter searches, date uploaded, date taken, relevant, interesting. Great feature missing here. Also, slideshow feature.",Positive,0.5,0.59
+Flickr,"Have sign it, I try it.",Neutral,0.0,0.0
+Flickr,Images loading Dont like,Neutral,0.0,0.0
+Flickr,"Can't choose which folders to upload, upload whoever photos I need",Neutral,0.0,0.0
+Flickr,Auto upload work.,Neutral,0.0,0.0
+Flickr,Not able multiple pics time. Please correct this.,Negative,-0.125,0.3125
+Flickr,Great place photographers get together!,Positive,1.0,0.75
+Flickr,"improved lot time, example edit replies comments AND EVEN EDIT PHOTOS posting them! every day works great. Only thing missing messaging (flickrmail)",Positive,0.20000000000000004,0.6
+Flickr,"Every time I try share photo tumblr I get logged apps. think Yahoo could least manage make compatible other, apparently even that's much ask",Negative,-0.04375,0.33125
+Flickr,"Update 2/9/2018 Installed latest update v4.6. It fix auto-uploadr problem. Apart auto upload working me, OK. When folks Flickr fix problem, I'll rating. It's May 2018. Auto upload still working. Flickr updated 4.7.0 yesterday. Auto-uploadr still working. Another new version auto upload still working.",Positive,0.37878787878787873,0.6181818181818182
+Flickr,nan,nan,nan,nan
+Flickr,"Worthless. Sadly I can't even log begin with, simply says recognize info...yet I immediately log problems PC. And yes, I retried lot followed suggestions.",Negative,-0.43333333333333335,0.7523809523809524
+Flickr,"The newer versions pretty much useless since albums simply load. No matter fast WiFi connection is, albums sit never load. I know I'm one. Uninstalled",Negative,-0.012499999999999997,0.5392857142857143
+Flickr,"It's ok. Very slow loading. It'd nice pictures would load next week. I could grow beard handful pics load, even 4G 5 bars. Takes pleasure browsing images.",Positive,0.1775,0.505
+Flickr,nan,nan,nan,nan
+Flickr,Very frequently load images. It's like every version every phone I've ever had...even full speed wifi. Kinda lame.,Negative,-0.006666666666666672,0.5633333333333334
+Flickr,nan,nan,nan,nan
+Flickr,This pointless. I photos set auto upload everytime check see photos supposedly loading 3 226 they're still uploading.,Negative,-0.25,0.5
+Flickr,nan,nan,nan,nan
+Flickr,"Great app, except auto uploader uploads whatever wants, making really unsafe backup pictures videos. I need clear data regularly trigger upload pictures videos uploaded first run.",Positive,0.25833333333333336,0.30726495726495723
+Flickr,"One thing I found lacking can't batch processing, need pc mac it.",Neutral,0.0,0.0
+Flickr,I Flickr pics would really useful I could arrange albums order place ...,Positive,0.3,0.0
+Flickr,"Love app! Would like ""newsfeed"" like experience (like Instagram Facebook) able copy/paste multiple tags, otherwise great app!",Positive,0.53125,0.49375
+Flickr,"improve, hope smugmug make better. photographers dont want instagram. want flicker...",Positive,0.5,0.5
+Flickr,It well laid interface ideal mobile platform. It identical PC based platform works well mobile use. Love,Positive,0.7,0.8
+Flickr,nan,nan,nan,nan
+Flickr,I love app! Give opportunity show works also part highly rated photography community without distraction Instagram contain. Thank much opportunity!,Positive,0.34500000000000003,0.4466666666666666
+Flickr,"Easy navigate, takes long load even I connect fairly strong internet",Positive,0.2722222222222222,0.6555555555555556
+Flickr,nan,nan,nan,nan
+Flickr,nan,nan,nan,nan
+Flickr,This awful It wants auto upload photos. I find way upload image pc Mac.,Negative,-0.4,0.55
+Flickr,nan,nan,nan,nan
+Flickr,Do I trouble logging on? Yes cause I asked passwords. Instead send email.,Negative,-0.2,0.2
+Flickr,Works great me. Enjoy seeing sharing photographs amateur professional photographers.,Positive,0.26250000000000007,0.4
+Flickr,stop go..wonderful gives 1000 gb online storage free. ads nothing. would like suggest developer add separate section images videos.,Positive,0.4,0.8
+Flickr,It's good share photos photography skill,Positive,0.7,0.6000000000000001
+Flickr,The fine desperately needs update utilise 18:9 ratio screens etc - they've around year so!!!!,Negative,-0.29166666666666663,0.75
+Flickr,"Truly great app.love sharing photos seeing other's work world.Also information camera settings great help, help improve photography skills",Positive,0.4916666666666667,0.625
+Flickr,Would 5 stars pathetic excuse location system Foursquare.,Negative,-0.525,0.525
+Flickr,"Its nice gives unlimited storage give option videos upload certain size means I can't upload videos movies make matters worse monitors activity rules fallow else ..all photos videos shared given downloaded bought legally apparently feels infringing copyrights get boot Facebook enough worry I'm deleting account I'll stick others Dagoo, Mega,mediafire,shoebox seem work fine gives options protects privacy monitor activity worries getting boot upload storage business",Positive,0.14682539682539683,0.5869047619047619
+Flickr,nan,nan,nan,nan
+Flickr,nan,nan,nan,nan
+Flickr,Images loading Dont like,Neutral,0.0,0.0
+Flickr,"Can't choose which folders to upload, upload whoever photos I need",Neutral,0.0,0.0
+Flickr,Auto upload work.,Neutral,0.0,0.0
+Flickr,Not able multiple pics time. Please correct this.,Negative,-0.125,0.3125
+Flickr,Great place photographers get together!,Positive,1.0,0.75
+Flight & Hotel Booking App - ixigo,"I really pleased Service ixigo team provides. I specially like I whole cashback money next flight booking. Moreove, I recently faced flight cancellation issue. Ixigo Team refunded full amount kind gesture even 1 month travel. Considering situation flight got cancelled Air India abruptly. There pre post support awesome.",Positive,0.3202380952380952,0.6301587301587301
+Flight & Hotel Booking App - ixigo,"disgusting like hell.. deduct money, confirmed ticket r saying amount stuck certain gateway.. r saying give refund 5 days.. harassing disappointing communication side",Negative,-0.2464285714285714,0.8178571428571428
+Flight & Hotel Booking App - ixigo,"I book tickets regularly recent booking time payment, showed error money deducted bank account refunded since many days,i requested end replying..",Positive,0.25,0.375
+Flight & Hotel Booking App - ixigo,"Not able login. It says password incorrect. In forget password, says user found. And sign says mobile registered email id",Negative,-0.25,0.625
+Flight & Hotel Booking App - ixigo,I say thanks development team come good idea. I always prefer book flight,Positive,0.44999999999999996,0.4
+Flight & Hotel Booking App - ixigo,Good ixigo money use..They give ixigo money increase charges nowhere.. And finally becomes w/o ixigo money,Positive,0.35,0.8
+Flight & Hotel Booking App - ixigo,nan,nan,nan,nan
+Flight & Hotel Booking App - ixigo,No install lost money 14000 rs reply ixigo customer care going file case against site booked delhi cochin 30th july today 6 th august get money ticket yet,Neutral,0.0,0.0
+Flight & Hotel Booking App - ixigo,It awesome flight booking compares sites shows us best fares,Positive,1.0,0.65
+Flight & Hotel Booking App - ixigo,nan,nan,nan,nan
+Flight & Hotel Booking App - ixigo,"Worst I encountered! Ask "" verify"" account book tickets send otp same! Has months now.",Negative,-0.5,0.5625
+Flight & Hotel Booking App - ixigo,Unable add air Asia flight trip tab,Negative,-0.5,0.5
+Flight & Hotel Booking App - ixigo,Just wonderful experience always. Thank you!,Positive,1.0,1.0
+Flight & Hotel Booking App - ixigo,"Nice , even I think far better similar websites...",Positive,0.3,0.725
+Flight & Hotel Booking App - ixigo,Not good experience although fine Should give us little discounts promocode I feel,Negative,-0.040277777777777767,0.5333333333333333
+Flight & Hotel Booking App - ixigo,They take responsibility flights booked instead redirecting airline third party.,Neutral,0.0,0.0
+Flight & Hotel Booking App - ixigo,"Disappointed disgusting service, never recommend anyone.",Negative,-0.875,0.875
+Flight & Hotel Booking App - ixigo,Promo codes flashing valid,Neutral,0.0,0.0
+Flight & Hotel Booking App - ixigo,Thanks resolving query promptly...,Positive,0.2,0.2
+Flight & Hotel Booking App - ixigo,nan,nan,nan,nan
+Flight & Hotel Booking App - ixigo,Crashing update.,Neutral,0.0,0.0
+Flight & Hotel Booking App - ixigo,nan,nan,nan,nan
+Flight & Hotel Booking App - ixigo,nan,nan,nan,nan
+Flight & Hotel Booking App - ixigo,It's 1 best flight booking,Positive,1.0,0.3
+Flight & Hotel Booking App - ixigo,Best flight booking .,Positive,1.0,0.3
+Flight & Hotel Booking App - ixigo,Very good cashback amount time .....,Positive,0.9099999999999999,0.7800000000000001
+Flight & Hotel Booking App - ixigo,"It's user friendly ,and good resolve query.",Positive,0.5375,0.55
+Flight & Hotel Booking App - ixigo,The show different price moment start booking goes higher..,Positive,0.125,0.55
+Flight & Hotel Booking App - ixigo,nan,nan,nan,nan
+Flight & Hotel Booking App - ixigo,Nice work ixigo. Best booking flight tkt really cool cashback,Positive,0.65,0.65
+Flight & Hotel Booking App - ixigo,This best booking flight tickets smoothly. Loved ease points redeemed.,Positive,0.85,0.55
+Flight & Hotel Booking App - ixigo,As I using first time till excellent per,Positive,0.625,0.6666666666666666
+Flight & Hotel Booking App - ixigo,Very good,Positive,0.9099999999999999,0.7800000000000001
+Flight & Hotel Booking App - ixigo,"Have take trip, comments after....",Neutral,0.0,0.0
+Flight & Hotel Booking App - ixigo,Great !! Easy effective terms price,Positive,0.6777777777777777,0.7944444444444446
+Flight & Hotel Booking App - ixigo,Very Good,Positive,0.9099999999999999,0.7800000000000001
+Flight & Hotel Booking App - ixigo,I pleased say good,Positive,0.6,0.8
+Flight & Hotel Booking App - ixigo,nan,nan,nan,nan
+Flight & Hotel Booking App - ixigo,It's awesome flight hotel booking,Positive,1.0,1.0
+Flight & Hotel Booking App - ixigo,The makes booking convenient,Neutral,0.0,0.0
+Flightradar24 Flight Tracker,"I'm Gold User complain ads, cost subscription works 10p (UK Currency) day. So quite frequently IMHO excellent value. I love I find easy use, exactly I want do. I can't think anything else comes close. For future, I would like see updated icons depicting aircraft info (if possible ) military business aircraft. Good work guys.",Positive,0.3203703703703703,0.5342592592592593
+Flightradar24 Flight Tracker,"What great way piss previously loyal paying customers! By replacing entirely subscription based version, voiding in-app purchases many already made. Then audacity telling us old still available download.. Only problem work connect Flightradar servers making completely useless! Nice Flightradar team!",Positive,0.2601851851851852,0.612037037037037
+Flightradar24 Flight Tracker,Absolutely horrible unacceptable ads!! Full screen ads playing loud music delay closed! I'm changing rating 1 star intrusive ads removed. I also change made. Just imagine situation ad caused quiet office! Absolutely unnacceptable! All features irrelevant time.,Negative,-0.13214285714285715,0.6690476190476191
+Flightradar24 Flight Tracker,nan,nan,nan,nan
+Flightradar24 Flight Tracker,Pretty sure I bought paid version app. But asks monthly subscription get features? What happened original purchase? Edit: I'm told dev I old version - updated since 2016. So version I paid longer supported. Feel bit scammed honest.,Positive,0.36500000000000005,0.7477777777777778
+Flightradar24 Flight Tracker,I love even though I absolutely downloaded whim. I've tried couple others seems best. For reason lot fun see many aircraft around they're going. Maybe cheapish one-off purchase price simple people like me... although I appreciate costly project. Thanks.,Positive,0.38571428571428573,0.43673469387755104
+Flightradar24 Flight Tracker,I spent past 2 days installing (7 far) would tell flights overhead I seem several airport flight paths. This shows ALL planes I watching I sit yard. Not looking anything else satisfied one.,Positive,0.05,0.47000000000000003
+Flightradar24 Flight Tracker,To clueless customer agent replying reviews suggesting users old Pro version - possible! The method describe leads new app.,Positive,0.07878787878787878,0.5515151515151515
+Flightradar24 Flight Tracker,nan,nan,nan,nan
+Flightradar24 Flight Tracker,nan,nan,nan,nan
+Flightradar24 Flight Tracker,nan,nan,nan,nan
+Flightradar24 Flight Tracker,"I another user PAID full ad free version, see subscription. . Clever, get beta tested funded ,then release subscription version say stuff people bought earlier release. Uninstalling avoiding developers apps.",Positive,0.22916666666666666,0.6708333333333334
+Flightradar24 Flight Tracker,nan,nan,nan,nan
+Flightradar24 Flight Tracker,What done it? I can't see flight times one's I search route. The 3D show street names,Neutral,0.0,0.0
+Flightradar24 Flight Tracker,"I found inaccurate. Flights overhead radar, skies empty said there. On day contrails visible.",Negative,-0.1,0.5
+Flightradar24 Flight Tracker,"I love app.... I downloaded I lay garden, instead wondering plane overhead going/been, I look up!! Very interesting app, even free version ⭐⭐⭐⭐⭐",Positive,0.6104166666666666,0.6833333333333332
+Flightradar24 Flight Tracker,"I general aviation, airline stuff. The alerts work, (yes I pay...) aircraft I see know,are transponding show drops time aircraft see...competent unreliable",Positive,0.05000000000000002,0.5
+Flightradar24 Flight Tracker,nan,nan,nan,nan
+Flightradar24 Flight Tracker,I bought alot stuff unlocked says old updated since 2016 guys asking monthly subscription?i dont want old app! This scam want money back paid for!,Positive,0.075,0.13333333333333333
+Flightradar24 Flight Tracker,What DF-AA-20 mean? Because I paid old app. I went pay extra alerts I cant purchase anything old app. I dont want pay new I already started paying old year ago.,Positive,0.020643939393939395,0.30700757575757576
+Flightradar24 Flight Tracker,Love app. I alot air traffic work premises house 24 miles away. I sit garden lovely warm evenings watching aircraft looking app.,Positive,0.5333333333333333,0.65
+Flightradar24 Flight Tracker,nan,nan,nan,nan
+Flightradar24 Flight Tracker,"Like adds annoying. I pay previously I changed phone asked pay again, decided try free app. Good I want. Still best around.",Positive,0.22666666666666666,0.5533333333333333
+Flightradar24 Flight Tracker,"This simply awesome. I read negative reviews, ads. Cmon guys, outways ads, I agree majority here...absolutely awesome app, thanks Flightradar24.",Positive,0.475,0.65
+Flightradar24 Flight Tracker,An amazing real-time app. I understand info could processed easily I watch plane fly house facts phone time. Brilliant!,Positive,0.7083333333333334,0.9083333333333333
+Flightradar24 Flight Tracker,"Great app, I enjoy watching planes flying ads bother all. You pay subscriptions ads bothers you!",Positive,0.65,0.625
+Flightradar24 Flight Tracker,"Paid full version like many people. Opened whole find updated subscription model All ads back. Great anger paying customers. Saw developers response others, listed play store purchases restored. Extreanly frustrated ads forced back onto me.",Positive,0.01666666666666668,0.31111111111111117
+Flightradar24 Flight Tracker,Servers day poor lot keep taking stuff free side loyal I recommending greed lose customers,Positive,0.1111111111111111,0.7444444444444445
+Flightradar24 Flight Tracker,"The flight tracking feature amazing GUI convoluted hard times I spend time searching flights I want follow actually following them. Impossible save flights later (for example, family member scheduled flight, start tracking plane airborne, before). There flights can't followed due technical reasons, I get it, it'd amazing least informed us leave us ""N/A"" messages place. Even quick search Google gives us ""departed time, delayed, etc"" even there's tracking available. Please fix mess.",Positive,0.03125000000000002,0.4493055555555556
+Flightradar24 Flight Tracker,nan,nan,nan,nan
+Flightradar24 Flight Tracker,I sick getting pestered pop ups saying get app. I paid old app. I happy old app. I pay monthly app.,Positive,0.07142857142857142,0.5642857142857143
+Flightradar24 Flight Tracker,Great aircraft fly home every minute I've always wondered even going I even tracked daughter's flight Birmingham Orlando Florida I lock onto flights great know landed safely land 45 mins later mobiles 20 10 would recommend anyone interested aircraft,Positive,0.525,0.5666666666666667
+Flightradar24 Flight Tracker,Won't open...after years using I blank screen none settings buttons etc foot work,Neutral,0.0,0.0
+Flightradar24 Flight Tracker,"Makes tracking arrival flights much easier trying local airport ""web"" site often flights 00:00 24:00. Especially flight due next morning. Also fun want find flight passing overhead 30000ft. Thanks 3 stripe pilot pointing",Positive,0.08214285714285714,0.28214285714285714
+Flightradar24 Flight Tracker,"Recently, flight goes nearest airport (Kualanamu International Airport/ KNO) freeze FL16 below.",Neutral,0.0,0.125
+Flightradar24 Flight Tracker,The usefulness dropped significantly reducing information flights available point point active flights discarding scheduled completed flights. Not useful anymore.,Positive,0.12291666666666667,0.46875
+Flightradar24 Flight Tracker,What utter joke. Having pay top $3.99,Positive,0.25,0.75
+Flightradar24 Flight Tracker,paid paid version gone replaced subscription based . The old version cannot downloaded play store even though say can. Zero stars,Positive,0.1,0.2
+Flightradar24 Flight Tracker,An amazing experience using app. I trouble putting every day things!,Positive,0.17500000000000004,0.55
+Flightradar24 Flight Tracker,I like following Fire fighting aircraft. It helps determine local fires relation I am.,Neutral,0.0,0.05
+Flights,Excellent beyond others,Positive,1.0,1.0
+Flights,"I see Low Fare Calculator. It appears calendar Find icons, calendar filed prices, I compare. Also, multi city search limited 6 stops. Otherwise great.",Positive,0.24285714285714288,0.3976190476190476
+Flights,Way slow. Can't bring saved flight web. You're better using Chrome.,Positive,0.09999999999999998,0.44999999999999996
+Flights,nan,nan,nan,nan
+Flights,Garbage. Immediate uninstall.,Neutral,0.0,0.0
+Flights,Doesn't show Delta airlines online version.,Neutral,0.0,0.0
+Flights,nan,nan,nan,nan
+Flights,nan,nan,nan,nan
+Flights,"Horrible interface, nothing like website. Different results, filters work, 24 hr time format can't change",Negative,-0.5,0.8
+Flights,"Getting vastly different results search website. Painful navigate, way share details.",Negative,-0.35,0.75
+Flights,nan,nan,nan,nan
+Flights,The tickets I bought ended linking Justairtickets. They promised free 24hr cancelation called said free. Extremely difficult! Multiple phone calls emails multiple different people. Verification conference call bank. Etc. I expect fraudulent charges card going forward. Update: 3days later fraud account. Getting new card now.,Positive,0.03892045454545455,0.45681818181818185
+Flights,You need remove kissandfly ticket booking.first time try purchase tell credit card declined.the second time price change $100 first time.kiss fly total scam...,Positive,0.2625,0.49583333333333335
+Flights,brutal. All kinds bugs. Can't trust results. Ugly UI.,Negative,-0.7875,1.0
+Flights,nan,nan,nan,nan
+Flights,Does show lowest prices available online.,Positive,0.4,0.4
+Flights,Can't watch particular flight. Doesn't save filter settings hit star. I see reason Google flights.,Positive,0.16666666666666666,0.3333333333333333
+Flights,It OneTravel blacklisted people..,Neutral,0.0,0.0
+Flights,nan,nan,nan,nan
+Flights,nan,nan,nan,nan
+Flights,I multiple phone. This finds best results.,Positive,0.5,0.15
+Flights,nan,nan,nan,nan
+Flights,Please add KWD - Kuwaiti Dinars,Neutral,0.0,0.0
+Flights,nan,nan,nan,nan
+Flights,Not bad...,Positive,0.3499999999999999,0.6666666666666666
+Flights,Efficient ethical well,Positive,0.2,0.6
+Flights,Nice,Positive,0.6,1.0
+Flights,"I mistook Google Flights. After several searches, I realized results match. All fairs much lower look like dodgey booking sites.",Positive,0.1,0.1
+Flights,No Delta? Flight prices 2-3x findable elsewhere. Doesn't let search variable origin destination airports save money. Doesn't let search flexible dates save money.,Neutral,0.0,0.0
+Flights,nan,nan,nan,nan
+Flights,nan,nan,nan,nan
+Flights,nan,nan,nan,nan
+Flights,"WARNING! Do want cheapest flights. This ONLY SCANS select number airlines (obviously ones provide click-through commissions). I've inserted travel dates (Australia Europe). On Google Flight webpage, Skyscanner Momondo lowest price $1155. On lowest price $2200 ! $1000 more! USELESS. What scam.",Positive,0.03125,0.55
+Flights,Poser- I mislead thinking Google Flights app. It isn't.,Neutral,0.0,0.0
+Flights,nan,nan,nan,nan
+Flights,Filters work,Neutral,0.0,0.0
+Flights,All ok ok,Positive,0.5,0.5
+Flights,nan,nan,nan,nan
+Flights,Great,Positive,0.8,0.75
+Flights,All flights booked hear itinerary exist. We call airlines tomorrow. As SCAM!!!!,Neutral,0.0,0.0
+Flip the Gun - Simulator Game,"It's fun, casual, simple, easy, addicting game. However, weekly subscription ridiculous ($7.50/week), even pay much XBL PSN. And $25 gold gun, seriously? I get way support game's creators since free, excessive. 4/5 stars.",Negative,-0.0803030303030303,0.6112554112554113
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,It's great game devs purposely throw many ads game unplayable times. Devs obviously greedy honestly I can't wait playgendary group dies obviously care consumer business world let's see far gets,Positive,0.08888888888888888,0.6277777777777778
+Flip the Gun - Simulator Game,"I get point ads helps development, way many. They pop constantly hoesntly probably spend time watching ad playing actual game. So worth it.",Positive,0.07999999999999999,0.2866666666666667
+Flip the Gun - Simulator Game,"Over I give game 2 stars. It fun, ads pop game play every single time play single game force watch least 10 seconds ad. Far many ads. Space ads more. I know trying make money ad click, space more. After every single game far many ads.",Positive,0.025714285714285728,0.45619047619047615
+Flip the Gun - Simulator Game,All ads completely ruin experience.. mention poor optimization less powerful phones yesteryear.. lag spikes awful.... would recommend.,Negative,-0.23333333333333334,0.6133333333333333
+Flip the Gun - Simulator Game,"Rubbish ad hog! Ad start end every turn, annoying ****! Sorry need many ads, try turns right sucks!",Negative,-0.2178571428571429,0.647142857142857
+Flip the Gun - Simulator Game,"Great game way many ads. The game great time killer original addicting game. But 15 second ad every time play much. Also skins guns way much, $11 virtual item again, much. Maybe Jeff Bezos could afford guys make game way money hungry, make good game.",Positive,0.12678571428571428,0.4250000000000001
+Flip the Gun - Simulator Game,The game might good I able play due ads every 10 seconds. I watched ads I played. Greedy devs desirve money.,Positive,0.16874999999999998,0.5
+Flip the Gun - Simulator Game,"Seems like might fun, would know ads? This game makes watch ad check settings. Absolutely ridiculous.",Negative,-0.14444444444444446,0.5333333333333333
+Flip the Gun - Simulator Game,Good game money situation advertisement much. Other im going keep playing stop jumping loopholes.,Positive,0.05833333333333331,0.4583333333333333
+Flip the Gun - Simulator Game,"You watch 150 ads tank?!? You wanna know much time wasted is? I math. 750 minutes ads.. Just tank might never use. Thats reaching.. Do ya really need much money? This game pay cosmetics fine abuse ok. But I mean 750 minutes tank? I didnt actually watch 750 minutes ads, I know ad 15 30 seconds. 25$ gold ak? Fortnite doesnt even come close this. sorry mobile version Activision. But worse. They least put effort evwn tho super duper small official game.",Negative,-0.06083333333333333,0.41694444444444456
+Flip the Gun - Simulator Game,Why ask membership first screen soon fail advert advert 3 ads row uninstalled 1 minute,Negative,-0.125,0.31666666666666665
+Flip the Gun - Simulator Game,"It's 9,000 Honestly I gotta hand addictive game wierd content thrown mix mlg horn nerf gun I WILL PLAY THIS GAME ANY DAY!",Negative,-0.07500000000000001,0.65
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,150 ads tank okay let's get math skills back : On average ad game 30 seconds 30 x 150 750 minuites ads 12 FREAKING HOURS OF WATCHING ADS JUST TO GET A PRICELESS INGAME ITEM ARE YOU ACTUALLY INSANE?,Negative,-0.00833333333333334,0.5499999999999999
+Flip the Gun - Simulator Game,"Immediately tries trick buy membership first screen, second die, unskippable video ads play.",Positive,0.049999999999999996,0.24444444444444446
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,Way many ads. If u many ads. The game bad,Negative,-0.024999999999999967,0.5166666666666666
+Flip the Gun - Simulator Game,1. Way many ads. 2. In game purchase worth it. +kids might press purchase button everywhere Those 2 missing stars.,Positive,0.04999999999999999,0.2625
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,Its time sucking fun time go check out channel it's called paul morgan dont forget smash like button sub u havent already,Positive,0.3,0.2
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,"The concept good, aggressive ads ruin fun. It's stopping music player background every single level.",Positive,0.30952380952380953,0.33809523809523806
+Flip the Gun - Simulator Game,"Love it. Addictive fun. They add golden bullet feature. Like golden bullet allows shoot without using ammo allotted amount time, like 10 seconds so.",Positive,0.28,0.54
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,Stupid game pop constantly can't anything ad popping,Negative,-0.39999999999999997,0.5777777777777777
+Flip the Gun - Simulator Game,"Awesome game, subscription ads guns seems steep. But far I've problems watching unlock guns.. soon I'll past that. Over fun.",Positive,0.15,0.5700000000000001
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,Too many ads shoved every inch game.,Positive,0.04999999999999999,0.45
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,Was excited play seeing instagram. I give game 5 stars. Had uninstal give 1 star ads. Spend time watching ads playing game.,Negative,-0.1416666666666667,0.5166666666666666
+Flip the Gun - Simulator Game,nan,nan,nan,nan
+Flip the Gun - Simulator Game,I hate game every time I fail brings ad,Negative,-0.5666666666666668,0.5333333333333333
+Flip the Gun - Simulator Game,"Just many ADs seriously, I get get money that,but this...is way much",Positive,0.12222222222222223,0.4555555555555555
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,"I'm glad there's helpful, stressfree animating! It's I ever wanted. Now I go make separate pictures different throw onto another get pmv animation done. The choices limitless! Taking break pmv going smooth animations. Thank you! ♡",Positive,0.375,0.7000000000000001
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,"Okay 100% honest, I give 95. Why instead 100? Because time I drawing film sudden... let draw I confused still know fix hopefully bug fixed soon I finish project! Don't take guarantee th ing happen yeah favorite I could :) makes happy f9r th9se people interested give shot I think like :)",Positive,0.3375,0.73
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,"This really easy use! I map parts, animation meme, ect. My problems are, cant make straight lines, cant effects find. And work guess im wrong good app! :>> <3. Good luck getting good masters app!",Positive,0.5273809523809524,0.7047619047619048
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,"I keep uninstalling reinstalling close always crashes. But wise good think lot features free like longer 6 second thing, many layers, onion settings. Other wise like",Positive,0.4107142857142857,0.5821428571428572
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+FlipaClip - Cartoon animation,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,I like easy use. Seamless. And way suggests right articles me.,Positive,0.273015873015873,0.4896825396825397
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,Love it! My go-to news! Who needs TV flipboard!,Positive,0.9765625,0.6
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,The gives quick overlook current events.,Positive,0.16666666666666666,0.45
+Flipboard: News For Our Time,I like personalize kind articles come up.,Positive,0.6,0.9
+Flipboard: News For Our Time,It better news,Positive,0.5,0.5
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,LOVE THE TECH AND SCIENCE,Positive,0.5,0.6
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,I rather Facebook.,Neutral,0.0,0.0
+Flipboard: News For Our Time,Two thumbs up!,Neutral,0.0,0.0
+Flipboard: News For Our Time,Plagued intrusive ads.,Neutral,0.0,0.0
+Flipboard: News For Our Time,Great reads time,Positive,0.8,0.75
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,nan,nan,nan,nan
+Flipboard: News For Our Time,Think great,Positive,0.8,0.75
+Flipboard: News For Our Time,Very informative.,Positive,0.2,0.3
+Flipboard: News For Our Time,You'll news they're happening. Very recommendable.,Positive,0.2,0.3
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,Worst shopping. Order placed successfully sometime automatically cancelled. I hate app. sometime Buy Now option available I touch product could go cart. .................. Worst,Negative,-0.32999999999999996,0.85
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,item book always show error something wrong aftersome wt issue flipkart havent book done please help flipkart support,Negative,-0.5,0.9
+Flipkart Online Shopping App,I regular customer flipkart always gives best deals,Positive,0.5,0.18846153846153846
+Flipkart Online Shopping App,SENT DIFFERENT PRODUCT AND NOT RETURN POLICY..... GREAT SERVICES. ADVERTISEMENT ME LIKHTE HE MENE PRODUCT RETURN KIYA AUR MUJE PURA PAYMENT RETURN MILE...... CHATTING WITH COSTUMER,Positive,0.4,0.675
+Flipkart Online Shopping App,Product Delivered metro city like delhi mumbai. Not covered state capital,Neutral,0.0,0.0
+Flipkart Online Shopping App,"I like much secure shopping, good products,time keep",Positive,0.55,0.6000000000000001
+Flipkart Online Shopping App,Everything superb... But prices little bit high,Positive,0.32416666666666666,0.68
+Flipkart Online Shopping App,Very bad experiences .....aranges fake sales cancels products booking.....very bad services.,Negative,-0.7033333333333331,0.8444444444444444
+Flipkart Online Shopping App,"Not delivery state bihar, Patna rs 10000",Neutral,0.0,0.0
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,It's good happy delivery,Positive,0.75,0.8
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,Easy way shopping offers...,Positive,0.26666666666666666,0.4166666666666667
+Flipkart Online Shopping App,"Despite leaving request online nobody contacted. Donot ever buy large appliances like Tv Refrigerator Flipkart, literally make u beg installation. Probably keep dubious products like Thomson tv hardly care sales India despite writing n calling back request installation unhearf. Need see Tv installed. So far week I got call installation yet. It's Thomson product. Infact doubting whether I right thing buying it. Furthermore I also want state Flipkart stand commitment 1year I bought 340 ltrs refrigerator discount vouchers MMT freebies yet received despite reminders.",Positive,0.06166666666666666,0.5011904761904762
+Flipkart Online Shopping App,Nice small app. Works smooth fast.flipkart good getting latest greatest products Customers.,Positive,0.4916666666666667,0.7333333333333334
+Flipkart Online Shopping App,Very nice thanks Flipkart,Positive,0.49,0.6
+Flipkart Online Shopping App,All best Flipkart plus+,Positive,1.0,0.3
+Flipkart Online Shopping App,It's good shopping,Positive,0.7,0.6000000000000001
+Flipkart Online Shopping App,nan,nan,nan,nan
+Flipkart Online Shopping App,cancel orders without reason,Neutral,0.0,0.0
+Flipkart Online Shopping App,"Good app, useful",Positive,0.5,0.30000000000000004
+Flipkart Online Shopping App,It's good,Positive,0.7,0.6000000000000001
+Flipkart Online Shopping App,Good buying anything.,Positive,0.7,0.6000000000000001
+Flipkart Online Shopping App,There bugs it. While I see item shows price I open shows price.,Neutral,0.0,0.5
+Flipkart Online Shopping App,I love Flipkart fake site really faithfull,Positive,0.06666666666666667,0.6
+Flipkart Online Shopping App,Delivery time less,Negative,-0.16666666666666666,0.06666666666666667
+Flipkart Online Shopping App,Best app. More varieties huge list products.,Positive,0.6333333333333334,0.5666666666666668
+Flipkart Online Shopping App,A useful specially ads.. thank u Flipkart,Positive,0.32857142857142857,0.2857142857142857
+Flipkart Online Shopping App,Nothing write now.,Neutral,0.0,0.0
+Flipkart Online Shopping App,A good services,Positive,0.7,0.6000000000000001
+Flipkart Online Shopping App,It good,Positive,0.7,0.6000000000000001
+Flipp - Weekly Shopping,Really like app. It makes shopping groceries super easy. I prepared list things I often purchase I need I flipp shows stores special week. I love using it!,Positive,0.38976190476190475,0.5742857142857143
+Flipp - Weekly Shopping,"Don't like latest version. Side side scrolling better, like reading paper ad. The arrow scroll top bottom page moves gets way. Still make lists. Love feature.",Positive,0.5,0.625
+Flipp - Weekly Shopping,"Flipp great way organize grocery list. Sadly, they've removed coupon function, longer offers savings. Still must-have though.",Positive,0.13333333333333333,0.5833333333333334
+Flipp - Weekly Shopping,"The current version can't find location (location active works apps) every postal code I've tried ""invalid"". Please fix this! Its currently unusable.",Negative,-0.05555555555555555,0.4666666666666666
+Flipp - Weekly Shopping,"Still waiting integration Amazon eBay.. unless food, tech savvy people buy there, thus stores offer competitive pricing. Secondly, would cool could cache fliers we've looked olat wifi without data.",Positive,0.175,0.325
+Flipp - Weekly Shopping,"I like except sometimes let circle/clip items want. It great keeping stores sale ads though, helpful budgeting.",Positive,0.8,0.75
+Flipp - Weekly Shopping,This great helps see all local ads place. My problem show Albertsons Vons ads.,Positive,0.4,0.375
+Flipp - Weekly Shopping,"It's helpful I really like I clip items I want there's list item, store. Definitely helps save time.",Positive,0.1,0.35
+Flipp - Weekly Shopping,I love let's know items aisles stores. A regular chains still listed frustrating despite repeated requests.,Positive,0.033333333333333326,0.5256410256410257
+Flipp - Weekly Shopping,My business I given use. It much better app.,Positive,0.5,0.5
+Flipp - Weekly Shopping,nan,nan,nan,nan
+Flipp - Weekly Shopping,nan,nan,nan,nan
+Flipp - Weekly Shopping,nan,nan,nan,nan
+Flipp - Weekly Shopping,Loved time. Now I updated latest version afternoon search different items put list. So what's point I can't even things I want price match.,Positive,0.39999999999999997,0.7666666666666667
+Flipp - Weekly Shopping,I'm flipp literally everyday..some ppl check facebook they're bored...I check flipp sales. I miss old search option. ..but I adapt.,Positive,0.1,0.2
+Flipp - Weekly Shopping,"Works great. And stores price match app, carry paper advertisements you. And make shopping list save items sale easier price matching.",Positive,0.8,0.75
+Flipp - Weekly Shopping,nan,nan,nan,nan
+Flipp - Weekly Shopping,Why remove coupons?? I lot really disappointed see feature removed.,Negative,-0.75,0.75
+Flipp - Weekly Shopping,nan,nan,nan,nan
+Flipp - Weekly Shopping,This helped buy things I love save much,Positive,0.35,0.4
+Flipp - Weekly Shopping,New version slower previous versions times Out closes frequently,Positive,0.023232323232323233,0.30707070707070705
+Flipp - Weekly Shopping,nan,nan,nan,nan
+Flipp - Weekly Shopping,"Very convenient wish stores set favorites would top list open it, way set I found it.",Positive,0.2333333333333333,0.43333333333333335
+Flipp - Weekly Shopping,Flipp awesome! Love local ads fingertips I love able search specific products price match store.,Positive,0.4166666666666667,0.4916666666666667
+Flipp - Weekly Shopping,I love really helps knowing ahead time best deals there's good coupons ect,Positive,0.6,0.42500000000000004
+Flipp - Weekly Shopping,Connection devices great. Frustrating.,Positive,0.2,0.825
+Flipp - Weekly Shopping,nan,nan,nan,nan
+Flipp - Weekly Shopping,nan,nan,nan,nan
+Flipp - Weekly Shopping,Love really handy shopping deals Watch fake versions Samsung galaxy apps!!,Positive,0.10625000000000002,0.8333333333333334
+Flipp - Weekly Shopping,"Great app, user friendly, time. Love notification new ads come out. Highly recommend.",Positive,0.3942727272727273,0.5689090909090909
+Flipp - Weekly Shopping,"This great, prevents look paper flyers potentially miss something.",Positive,0.4,0.875
+Flipp - Weekly Shopping,"Love app, I every week♡",Positive,0.5,0.6
+Flipp - Weekly Shopping,Excellent ap. certainly organized searching mound flyers. Excellent price match. Convenient....no need delivery!!!,Positive,0.7380952380952381,0.8571428571428571
+Flipp - Weekly Shopping,All local ads place. Very easy use. I like able make shopping list,Positive,0.3544444444444445,0.5416666666666666
+Flipp - Weekly Shopping,I love app. I love able search specific items sale.,Positive,0.375,0.4875
+Flipp - Weekly Shopping,Thank saves time money helps find I need store carries it!!:),Positive,0.5,1.0
+Flipp - Weekly Shopping,No paper circulars! Easy compare prices get best deals place.,Positive,0.7166666666666667,0.5666666666666667
+Flipp - Weekly Shopping,"Thank much, I really enjoy weekly sales finger tips.",Positive,0.4,0.5
+Flipp - Weekly Shopping,I saved much money using .... I prefer,Positive,0.2,0.2
+Flipp - Weekly Shopping,nan,nan,nan,nan
+Flippy Campus - Buy & sell on campus at a discount,Its good,Positive,0.7,0.6000000000000001
+Flippy Campus - Buy & sell on campus at a discount,"Great work guys This keeps updated happening campus, amazing interesting. Real innovation.",Positive,0.525,0.6125
+Flippy Campus - Buy & sell on campus at a discount,"Lovely interface, quality goods lesser prices huge discounts. Would recommend anyone. Good job. Love",Positive,0.42000000000000004,0.67
+Flippy Campus - Buy & sell on campus at a discount,Its cool give info whats going various university campuses,Positive,0.175,0.575
+Flippy Campus - Buy & sell on campus at a discount,nan,nan,nan,nan
+Flippy Campus - Buy & sell on campus at a discount,nan,nan,nan,nan
+Flippy Campus - Buy & sell on campus at a discount,One best ever,Positive,1.0,0.3
+Flippy Campus - Buy & sell on campus at a discount,It's cool,Positive,0.35,0.65
+Flippy Campus - Buy & sell on campus at a discount,Good,Positive,0.7,0.6000000000000001
+Flippy Campus - Buy & sell on campus at a discount,Hey nice But campuses limited. I Ho technical university included...beside Friends wants join..pls something fast it. .,Positive,0.18571428571428572,0.3885714285714286
+Flippy Campus - Buy & sell on campus at a discount,This cool except limits schools. Accra Technical University excluded makes look lenient schools some. It deserves 2 stars that.,Positive,0.2833333333333333,0.5499999999999999
+Flippy Campus - Buy & sell on campus at a discount,nan,nan,nan,nan
+Flippy Campus - Buy & sell on campus at a discount,nan,nan,nan,nan
+Flippy Campus - Buy & sell on campus at a discount,Not campus piece garbage refuses uninstall,Neutral,0.0,0.0
+Flippy Campus - Buy & sell on campus at a discount,Add koforidua technical university flippy campus,Neutral,0.0,0.1
+Flippy Campus - Buy & sell on campus at a discount,To see friends online,Neutral,0.0,0.0
+Flippy Campus - Buy & sell on campus at a discount,Automatic installation....got it... want it....and leave phone......,Neutral,0.0,0.0
+Flippy Campus - Buy & sell on campus at a discount,Bring features like audio calling video calling,Neutral,0.0,0.0
+Flippy Campus - Buy & sell on campus at a discount,think u add features,Neutral,0.0,0.0
+Flippy Campus - Buy & sell on campus at a discount,Its great easy connecting new people different campus Great,Positive,0.43393939393939396,0.6775757575757576
+Flippy Campus - Buy & sell on campus at a discount,More room improvement,Positive,0.5,0.5
+Flippy Campus - Buy & sell on campus at a discount,It's amazing,Positive,0.6000000000000001,0.9
+Flippy Campus - Buy & sell on campus at a discount,I love Flippy CAMPUS,Positive,0.5,0.6
+Flippy Campus - Buy & sell on campus at a discount,good chat friends,Positive,0.7,0.6000000000000001
+Flippy Campus - Buy & sell on campus at a discount,Clean awesome,Positive,0.6833333333333333,0.8500000000000001
+Flippy Campus - Buy & sell on campus at a discount,It's great..,Positive,0.8,0.75
+Flippy Campus - Buy & sell on campus at a discount,nan,nan,nan,nan
+Flippy Campus - Buy & sell on campus at a discount,Love,Positive,0.5,0.6
+Flippy Campus - Buy & sell on campus at a discount,Lovely,Positive,0.5,0.75
+Flippy Campus - Buy & sell on campus at a discount,Cool,Positive,0.35,0.65
+Flippy Campus - Buy & sell on campus at a discount,Nice,Positive,0.6,1.0
+Flippy Campus - Buy & sell on campus at a discount,nan,nan,nan,nan
+Flippy Campus - Buy & sell on campus at a discount,Not working galaxy j200h....i put number creating profile working....what now.?,Neutral,0.0,0.0
+Flippy Campus - Buy & sell on campus at a discount,Good The interaction two users improved smooth facebook twitter,Positive,0.55,0.55
+Flippy Campus - Buy & sell on campus at a discount,Is really good I urge tertiary students give try,Positive,0.7,0.6000000000000001
+Flippy Campus - Buy & sell on campus at a discount,"Flippy keeps improving, I really like currency events various campuses. Keep great job.",Positive,0.3333333333333333,0.48333333333333334
+Flippy Campus - Buy & sell on campus at a discount,UMaT present. The University Mines Technology present Ghanaian schools list. Please something,Neutral,0.0,0.0
+Flippy Campus - Buy & sell on campus at a discount,nice Idea But create button videos,Positive,0.6,1.0
+Flippy Campus - Buy & sell on campus at a discount,"Cool Just joined, yet experience. 7/12/16",Positive,0.35,0.65
+Flippy Campus - Buy & sell on campus at a discount,Great standard. I really love dis. It's exciting,Positive,0.4,0.5375000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+FlirtChat - ♥Free Dating/Flirting App♥,It's best I login far.. Simply best,Positive,0.7000000000000001,0.5333333333333333
+FlirtChat - ♥Free Dating/Flirting App♥,It's perfect dating chat people Face time,Positive,1.0,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,Wonderful app.. best I must confess. You need here. Wonderful,Positive,1.0,0.7666666666666666
+FlirtChat - ♥Free Dating/Flirting App♥,adv,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,Too many ads,Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,Flirt search lady,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,It's quite good chatting,Positive,0.7,0.6000000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,Trying,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+FlirtChat - ♥Free Dating/Flirting App♥,Usefulapps,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,Great,Positive,0.8,0.75
+FlirtChat - ♥Free Dating/Flirting App♥,It great,Positive,0.8,0.75
+FlirtChat - ♥Free Dating/Flirting App♥,Nice,Positive,0.6,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,Great,Positive,0.8,0.75
+FlirtChat - ♥Free Dating/Flirting App♥,Love,Positive,0.5,0.6
+FlirtChat - ♥Free Dating/Flirting App♥,Good,Positive,0.7,0.6000000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,Nice,Positive,0.6,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+FlirtChat - ♥Free Dating/Flirting App♥,", functional pretty women",Positive,0.25,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,Live,Positive,0.13636363636363635,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,Nyc,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,Put effort,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,Good,Positive,0.7,0.6000000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,Nice,Positive,0.6,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,Fake accounts ++ . Tested remote part Australia nearest possible user 5km away. Got many hits toilet seats Southern cross station (melbourne).,Negative,-0.019047619047619042,0.38571428571428573
+FlirtChat - ♥Free Dating/Flirting App♥,It's good much helpful find flirt,Positive,0.44999999999999996,0.4
+FlirtChat - ♥Free Dating/Flirting App♥,I want delete profile option,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,No online site.,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,I started using seems ok,Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,Its good many fake accounts,Positive,0.2333333333333333,0.7000000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,It's ok getting hopes,Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,Something different great!,Positive,0.5,0.675
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+FlirtChat - ♥Free Dating/Flirting App♥,It's cool,Positive,0.35,0.65
+FlirtChat - ♥Free Dating/Flirting App♥,I think ok,Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,"I'm still learning it, seems okay.",Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,No connecting,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,New I understand navigate around quite yet know uploads pictures know I'm speaking anyone real,Positive,0.16818181818181818,0.3772727272727273
+FlirtChat - ♥Free Dating/Flirting App♥,It's best I login far.. Simply best,Positive,0.7000000000000001,0.5333333333333333
+FlirtChat - ♥Free Dating/Flirting App♥,It's perfect dating chat people Face time,Positive,1.0,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,Wonderful app.. best I must confess. You need here. Wonderful,Positive,1.0,0.7666666666666666
+FlirtChat - ♥Free Dating/Flirting App♥,adv,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,Too many ads,Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,Flirt search lady,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,It's quite good chatting,Positive,0.7,0.6000000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,Trying,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,Its nice,Positive,0.6,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,Usefulapps,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,Great,Positive,0.8,0.75
+FlirtChat - ♥Free Dating/Flirting App♥,It great,Positive,0.8,0.75
+FlirtChat - ♥Free Dating/Flirting App♥,Nice,Positive,0.6,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+FlirtChat - ♥Free Dating/Flirting App♥,Love,Positive,0.5,0.6
+FlirtChat - ♥Free Dating/Flirting App♥,Good,Positive,0.7,0.6000000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,Nice,Positive,0.6,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,Good,Positive,0.7,0.6000000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,Excellent,Positive,1.0,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+FlirtChat - ♥Free Dating/Flirting App♥,", functional pretty women",Positive,0.25,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,Live,Positive,0.13636363636363635,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,Nyc,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,Put effort,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,Good,Positive,0.7,0.6000000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,Nice,Positive,0.6,1.0
+FlirtChat - ♥Free Dating/Flirting App♥,Fake accounts ++ . Tested remote part Australia nearest possible user 5km away. Got many hits toilet seats Southern cross station (melbourne).,Negative,-0.019047619047619042,0.38571428571428573
+FlirtChat - ♥Free Dating/Flirting App♥,It's good much helpful find flirt,Positive,0.44999999999999996,0.4
+FlirtChat - ♥Free Dating/Flirting App♥,I want delete profile option,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+FlirtChat - ♥Free Dating/Flirting App♥,I started using seems ok,Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,Its good many fake accounts,Positive,0.2333333333333333,0.7000000000000001
+FlirtChat - ♥Free Dating/Flirting App♥,It's ok getting hopes,Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,Something different great!,Positive,0.5,0.675
+FlirtChat - ♥Free Dating/Flirting App♥,No word describe,Neutral,0.0,0.0
+FlirtChat - ♥Free Dating/Flirting App♥,It's cool,Positive,0.35,0.65
+FlirtChat - ♥Free Dating/Flirting App♥,I think ok,Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,"I'm still learning it, seems okay.",Positive,0.5,0.5
+FlirtChat - ♥Free Dating/Flirting App♥,nan,nan,nan,nan
+Floor Plan Creator,"I like features. It addictive! But, here's suggestions. I sure already asked already version. 1.) In 3D mode, joystick preview easily.. 2.) Can grass concrete something? So can't get confused ground.. I hope add next version.. Thanks.",Positive,0.12619047619047621,0.5460317460317461
+Floor Plan Creator,"This like appetizer. It potential feels thin feature starved. It feels like FREE, $10. I mind paying good needs alot to. It needs content, needs outdoor elements, needs alot. Plus, let share design easily unless buy. The app. If buying unlocked triple features, would worth it.",Positive,0.2388888888888889,0.6972222222222223
+Floor Plan Creator,"Stable app. Not intuitive, really cool learn manipulate shapes dimensions height position objects. I created entire garage plan. I able create overhead garage storage racks using box platform tall skinny boxes supports ceiling. I able mock Bowflex similar way. Even created garage door opener track. Could standard objects. Overall great value.",Positive,0.26875000000000004,0.459375
+Floor Plan Creator,"Okey, I love decorating lot. I spend time using point I spent half day decorating lay-out personal reasons. I love new update guys added bookcase, railings radiator. It's two thumbs me. However, I wish guys could add like plant difderent types window like doors?, Also, guys added trashcan, mirror wall furniture I happy.",Positive,0.23852813852813856,0.4601731601731602
+Floor Plan Creator,"great, purchases restore switching new device? EDIT: Problem resolved overnight. Thanks anyway! :)",Positive,0.4215909090909091,0.6011363636363636
+Floor Plan Creator,"Its okay I guess, I started find could boost confidence decorating designing, I searched lot found one, I looked comments decided get it. Now I play I agree, add content, things decorate with, even maybe could add living part could make person",Positive,0.5,0.5
+Floor Plan Creator,Hi. Could please assist. Im unable save projects paid services,Negative,-0.5,0.5
+Floor Plan Creator,"I absolutely loved app, easy understand. I made floor plan establishment using also provides 3d view though little difficult quite good.",Positive,0.22916666666666666,0.7466666666666667
+Floor Plan Creator,"Easy interface, however I annoyed find export watermark pay 4 dollars. Otherwise great app!",Positive,0.3444444444444444,0.7944444444444444
+Floor Plan Creator,Really like app. Using plan van conversion I everything place I view 3d idea look. I create furniture using blocks circles. Would like see furniture items things like way make sink stove smaller without losing original image.,Positive,0.19166666666666665,0.48333333333333334
+Floor Plan Creator,"This good easy use. There slight learning curve like anything. You need pay exporting DXF file without watermarks reasonable considering expensive architects would cost you. This small remodle get clean plans subs. I wished I could add roof, options running HVAC, electrical, plumbing flooring options. Does currently work Samsung Dex docking station? I know couple days. It's bit tedious working phone.",Positive,0.03148148148148149,0.6000000000000001
+Floor Plan Creator,nan,nan,nan,nan
+Floor Plan Creator,"Pretty good easy use. Free version useful, need buy anything currently. I bought cloud syncing transfer easily old new phone support developers. I hope nested rooms roof plans come future make realistic closets move rooms around house layout.",Positive,0.2486363636363636,0.4746212121212121
+Floor Plan Creator,nan,nan,nan,nan
+Floor Plan Creator,This helped make best space many time over. Thank creating wonderfully useful tool.,Positive,0.6,0.26666666666666666
+Floor Plan Creator,"Its great! I quickly draw basic floor plan, modify later much detailed plans . Its Easy learn, navigate, doesnt slow phone all. Gives ability show customers within minutes done AWESOME!!!",Positive,0.3583333333333334,0.5447916666666667
+Floor Plan Creator,Not bad basic... nice controls design tho. would love able group lock together /move /rotate whole rooms. Copy past rooms across projects... Included items need expanded well ability import 3d models.,Positive,0.2714285714285714,0.5238095238095238
+Floor Plan Creator,This good. Having 3d render drawing. All AppS tried best. Just hope I screen shot work.,Positive,0.85,0.45000000000000007
+Floor Plan Creator,"The reason I give 5 stars cant even take screenshot layout, can't save layout picture file device without pay.",Neutral,0.0,0.0
+Floor Plan Creator,I can't build allows modify THERE HAVE s#*t,Neutral,0.0,0.0
+Floor Plan Creator,Brilliant Brilliant Brilliant.. plz upgrade staircase railing nd channel gate door And thank u,Positive,0.9,1.0
+Floor Plan Creator,"Good basic app. No significant pay walls use, would recommend.",Positive,0.1708333333333333,0.5333333333333333
+Floor Plan Creator,You need add feature wher create wall always 2500mm high lower higher that. And Please try add roof well.,Positive,0.20500000000000002,0.52
+Floor Plan Creator,Confusing use. It's difficult I like general.,Negative,-0.25,0.6333333333333333
+Floor Plan Creator,"Wish u guys add furniture,window,plant etc...it better watermark free & change user name designer..",Positive,0.45,0.65
+Floor Plan Creator,"Like lot. Wish choices accessories like ability draw free form pool, coffee maker icon",Positive,0.4,0.8
+Floor Plan Creator,May I know JPEG file would follow scale 1:100(according floor plan I've done) I print out?,Neutral,0.0,0.0
+Floor Plan Creator,nan,nan,nan,nan
+Floor Plan Creator,Really like app.. I plans.. 3D version improve overall I'm pleased!,Positive,0.27499999999999997,0.39999999999999997
+Floor Plan Creator,"How I restore plan cloud app? So I edit plan ""view cloud plan"" editor",Neutral,0.0,0.0
+Floor Plan Creator,"It's good , need add curved walls.",Positive,0.7,0.6000000000000001
+Floor Plan Creator,"I wish could take screenshots. Also, I wish variety plants, trees, furniture, wall accessories, human figures.",Neutral,0.0,0.1
+Floor Plan Creator,Add roof features too. Excellent,Positive,1.0,1.0
+Floor Plan Creator,It's confusing use.,Negative,-0.3,0.4
+Floor Plan Creator,good wish could add feature roof paint outer walls,Positive,0.7,0.6000000000000001
+Floor Plan Creator,good easy result used need purchased hopeless!,Positive,0.6208333333333333,0.7166666666666668
+Floor Plan Creator,Gives way record thoughts floor plan ideas. A floor plan notebook.,Neutral,0.0,0.0
+Floor Plan Creator,"How view 3D menu, 3D preview hanging editing page.",Neutral,0.0,0.0
+Floor Plan Creator,Its ok But u can't put pillar can't put roof,Positive,0.5,0.5
+Floor Plan Creator,"You build future House , regret",Neutral,0.0,0.125
+Flow Free,"I think daily new puzzles, like size changes daily. It also would nice pack went 200 instead 150, well opportunities get hints without paying them, like finishing phase pack give us free hint, also make already done oak can't go back redo get free hint save later road.. I truly believe would make addictive give people incentive keep playing higher levels.",Positive,0.17863636363636362,0.4454545454545455
+Flow Free,"I remember playing years ago gotten better! The thing time, I'm really challenged boards 13x13 up. I would love see packs containing puzzles introduced I've finished currently available ones!",Positive,0.45625,0.42499999999999993
+Flow Free,nan,nan,nan,nan
+Flow Free,"Nice game, set idiotic requirements win pay 5 extra themes mappacks I get around since game many levels. What's weird though, unlocking themes cheaper unlocking individually.",Negative,-0.007407407407407406,0.5592592592592592
+Flow Free,"I 196 day steak headed 200 day. Dropped phone. Needed new one. Logged old account new phone... start over. So essence, I wish data carried I play near 200 days straight take will.",Positive,0.13454545454545452,0.38181818181818183
+Flow Free,"It's fun addictive get bigger boards pretty challenging. I love work levels order, unlocked. One thing I noticed fixed 4 minute time trial, ad start 4 minutes game pause. So actually get 4 minutes.",Positive,0.1388888888888889,0.5444444444444445
+Flow Free,"far best mobile game available. With new packs releasing often, daily challenges, unpredatory business model game outclasses many peers long shot. Game developers learn alot simple, amazingly made game.",Positive,0.08356643356643358,0.4547452547452548
+Flow Free,"I think good game cause gets ur brain working complicated good sometimes. As well this, loads things u recommend game anyone likes challenge. I also like game cause u pay good game pay anything. THERE ARE HARDLY ANY ADVERTS!",Negative,-0.040509259259259287,0.5490740740740742
+Flow Free,"Flow free fun little puzzle solving game great bored need something do. The game ads annoying enough interrupt gameplay removed reasonable price. You also buy level packs, themes hints shop. Originally puzzle hints, started 3 way get free hints unless paid them. Thanks recent update, watch video ad earn free hint. Thanks! The themes alright honestly necessary pay unless care changing colours game. I personally bother these. Theres large amount free levels well premium level packs purchase around £1.50 pay price remove ads unlock (highly recommended). I however feel level packs offer green blue pack really pointless pay feel play like regular level pack. If going levels want people pay for, better offer something different something unique. Anyway great puzzle game, pick fun.",Positive,0.07927455357142855,0.5295467032967033
+Flow Free,Love it! Been playing game almost 2 years(currently 645 day streak daily puzzles) loved every puzzle every pack! The ONLY complaint wish Big Duck Games would come new packs little frequently(currently gotten perfect every single pack). But complaint reason give game 5 star rating(:,Positive,0.0751873126873127,0.4514485514485515
+Flow Free,Really enjoy Flow Free Games. Have bought three them. But 13x13 grids (and higher) small fingers. I tend wipe paths I already drawn. Why button locks paths cannot erased unless press Clear button?,Positive,0.18,0.5166666666666667
+Flow Free,This game great! The downside tougher puzzles sometimes I'll go already done flow mess perfect score I start over. That particularly nerveracking last flow puzzle.,Positive,0.2652777777777778,0.4541666666666668
+Flow Free,"I can't stop playing game. It's quite pleasure solve level level, many. I've literally playing years, across many devices. Still holds attention.",Positive,0.19999999999999998,0.4666666666666666
+Flow Free,"The game like 4 5 star worth game every time completing board, next board button spot, so, course, get used clicking spot. Well every 7n awhile exact spot, 'watch ad' button appears next level button gets moved every then, accidentally it. I feel like done intentionally.",Negative,-0.041666666666666664,0.19166666666666665
+Flow Free,"Forcing honest people take game store contains ENGLISH WORD ""Flow""? That's new low, even copyright trolls. Companies like extinct.",Negative,-0.010606060606060619,0.44242424242424244
+Flow Free,"Crashes constantly. You could sell tickets. Adds helping, probably causing half crashes. So much ""don't evil"", can't get much dark side.",Negative,-0.32916666666666666,0.475
+Flow Free,"It addictive mostly captivative. Can look cloud sync- I able resume progress. I Samsung galaxy 2, may help resolve problem find cause.",Positive,0.3333333333333333,0.6749999999999999
+Flow Free,"A free mobile game play without interrupted distracted ads increasingly rare. In addition, thousands puzzles pay dime for. It's easy run, graphics simple attractive, puzzles range brainless impossible. Just good game.",Positive,0.12962962962962965,0.698941798941799
+Flow Free,"Well, amazing simple game. Definitely addicting like puzzles. IN every pack beaten including ones gotta buy newest along 300+ day streak. One best puzzle games there.",Positive,0.24000000000000005,0.4914285714285714
+Flow Free,Love daily puzzles! I like play relax. You choose level difficulty want based much challenge mood for. The ads well timed overwhelming.,Positive,0.3,0.45
+Flow Free,"A fantastic waste time on, gives load free content choice pay choose. And ads minimal, forced ad every often, enough annoy interrupt gameplay. The gameplay simple challenging, variety challenges hold attention. Over great game, worth time waster even thing.",Positive,0.1272727272727273,0.5097402597402598
+Flow Free,"The problem I semi-consistent one. It every time, times, I open game, it'll crash, I reopen works fine. If fix consistent crashing working kind deal I'd love know. Otherwise fun game",Positive,0.15833333333333333,0.46875
+Flow Free,nan,nan,nan,nan
+Flow Free,"This game used challenging. I know happened, hug perimeter. It used I google solutions sometimes. None puzzles difficult now. Same types solutions again.",Negative,-0.1,0.63125
+Flow Free,"The game fun challenging . The ads aggressive. The hint button easily bumped especially since charged hints price seems rather steep game. Update, I submitted concerns customer outstanding. That alone well worth 5 stars",Positive,0.15416666666666665,0.6010416666666667
+Flow Free,I love game. I sad finished levels left. I like streaks would prefer least 30 streaks levels created. This game uninstall getting bit bored waiting updates levels.,Negative,-0.2285714285714286,0.5428571428571428
+Flow Free,"Everything awesome. I played game since I 8. This game life. If it, doing??!! If u write complaint cause love that. Nothing wrong.",Negative,-0.05416666666666667,0.5833333333333333
+Flow Free,Can simple undo button? It's rather annoying start I cross another flow mistakingly. Otherwise I love game aspects.,Negative,-0.14,0.4514285714285714
+Flow Free,"I would give 5s ad breaks annoying I admit I would pay it. However, free game, awesome. Totally addictive!",Positive,0.039999999999999994,0.8
+Flow Free,"I liked game kids lot nice reasoning technique today I saw ads lot... And ads unpleasant, remove phone.",Positive,0.037500000000000006,0.7875000000000001
+Flow Free,nan,nan,nan,nan
+Flow Free,"Addicting game. Ads intrusive. Relatively low cost unlock everything get rid ads once. Overall, great game. Definitely recommend anyone looking game waste minutes hours.",Negative,-0.07500000000000001,0.34375
+Flow Free,"Great game pass time, highly recommend: lots short quick puzzles keep entertained. Maybe sometimes controls bit off, I would recommend mobile game.",Positive,0.08222222222222221,0.4816666666666667
+Flow Free,"I love game. My current streak 704 days, soon 705 fifteen minutes. I play every night right clock hits twelve. It's become sort habit I love much. It's fun love puzzles. I highly recommend everyone, puzzles thing. You disappointed.",Positive,0.12174603174603174,0.5139682539682541
+Flow Free,nan,nan,nan,nan
+Flow Free,"I play game day everyday keep mind challenged. I never problems graphics. It fun always easy. At first I hard time finding solutions, played quite time I found bit pattern helps solve puzzles now.",Positive,0.01527777777777776,0.4847222222222222
+Flow Free,"This amazingly addictive game can't quite explain WHY cannot keep playing - yet CANNOT KEEP FROM PLAYING IT! I rarely spend money in-app purchases since I'm limited budget, I gladly one. The designer soul heart ask reasonable amounts rather assuming people hundred dollars waste game app! Keep awesome job, forever loyal fan me! I'm adding games continue long willing make them. :-)",Positive,0.14194139194139194,0.6404761904761904
+Flow Free,Finally completed every pack. Took long time I enjoyed. I want puzzle game beat week two. The daily puzzles nice thing wake get brain going day. Bring updates.,Positive,0.10833333333333332,0.5833333333333333
+Flow Free,I've played exact game boards 3 yrs now. PLEASE change make HARDER. IT'S BORING.,Negative,-0.3125,0.4125
+Flow Free,Good kill time.. play leisure.. keep seeing things done satisfy you.. yeah start hardest one.. keep practicing sequence.. u enjoy playing it..,Positive,0.55,0.55
+Flow Free,"I think daily new puzzles, like size changes daily. It also would nice pack went 200 instead 150, well opportunities get hints without paying them, like finishing phase pack give us free hint, also make already done oak can't go back redo get free hint save later road.. I truly believe would make addictive give people incentive keep playing higher levels.",Positive,0.17863636363636362,0.4454545454545455
+Flow Free,"I remember playing years ago gotten better! The thing time, I'm really challenged boards 13x13 up. I would love see packs containing puzzles introduced I've finished currently available ones!",Positive,0.45625,0.42499999999999993
+Flow Free,nan,nan,nan,nan
+Flow Free,"Nice game, set idiotic requirements win pay 5 extra themes mappacks I get around since game many levels. What's weird though, unlocking themes cheaper unlocking individually.",Negative,-0.007407407407407406,0.5592592592592592
+Flow Free,"I 196 day steak headed 200 day. Dropped phone. Needed new one. Logged old account new phone... start over. So essence, I wish data carried I play near 200 days straight take will.",Positive,0.13454545454545452,0.38181818181818183
+Flow Free,"It's fun addictive get bigger boards pretty challenging. I love work levels order, unlocked. One thing I noticed fixed 4 minute time trial, ad start 4 minutes game pause. So actually get 4 minutes.",Positive,0.1388888888888889,0.5444444444444445
+Flow Free,"far best mobile game available. With new packs releasing often, daily challenges, unpredatory business model game outclasses many peers long shot. Game developers learn alot simple, amazingly made game.",Positive,0.08356643356643358,0.4547452547452548
+Flow Free,"I think good game cause gets ur brain working complicated good sometimes. As well this, loads things u recommend game anyone likes challenge. I also like game cause u pay good game pay anything. THERE ARE HARDLY ANY ADVERTS!",Negative,-0.040509259259259287,0.5490740740740742
+Flow Free,"Flow free fun little puzzle solving game great bored need something do. The game ads annoying enough interrupt gameplay removed reasonable price. You also buy level packs, themes hints shop. Originally puzzle hints, started 3 way get free hints unless paid them. Thanks recent update, watch video ad earn free hint. Thanks! The themes alright honestly necessary pay unless care changing colours game. I personally bother these. Theres large amount free levels well premium level packs purchase around £1.50 pay price remove ads unlock (highly recommended). I however feel level packs offer green blue pack really pointless pay feel play like regular level pack. If going levels want people pay for, better offer something different something unique. Anyway great puzzle game, pick fun.",Positive,0.07927455357142855,0.5295467032967033
+Flow Free,Love it! Been playing game almost 2 years(currently 645 day streak daily puzzles) loved every puzzle every pack! The ONLY complaint wish Big Duck Games would come new packs little frequently(currently gotten perfect every single pack). But complaint reason give game 5 star rating(:,Positive,0.0751873126873127,0.4514485514485515
+Flow Free,nan,nan,nan,nan
+Flow Free,This game great! The downside tougher puzzles sometimes I'll go already done flow mess perfect score I start over. That particularly nerveracking last flow puzzle.,Positive,0.2652777777777778,0.4541666666666668
+Flow Free,"I can't stop playing game. It's quite pleasure solve level level, many. I've literally playing years, across many devices. Still holds attention.",Positive,0.19999999999999998,0.4666666666666666
+Flow Free,"The game like 4 5 star worth game every time completing board, next board button spot, so, course, get used clicking spot. Well every 7n awhile exact spot, 'watch ad' button appears next level button gets moved every then, accidentally it. I feel like done intentionally.",Negative,-0.041666666666666664,0.19166666666666665
+Flow Free,"Forcing honest people take game store contains ENGLISH WORD ""Flow""? That's new low, even copyright trolls. Companies like extinct.",Negative,-0.010606060606060619,0.44242424242424244
+Flow Free,"Crashes constantly. You could sell tickets. Adds helping, probably causing half crashes. So much ""don't evil"", can't get much dark side.",Negative,-0.32916666666666666,0.475
+Flow Free,"It addictive mostly captivative. Can look cloud sync- I able resume progress. I Samsung galaxy 2, may help resolve problem find cause.",Positive,0.3333333333333333,0.6749999999999999
+Flow Free,"A free mobile game play without interrupted distracted ads increasingly rare. In addition, thousands puzzles pay dime for. It's easy run, graphics simple attractive, puzzles range brainless impossible. Just good game.",Positive,0.12962962962962965,0.698941798941799
+Flow Free,"Well, amazing simple game. Definitely addicting like puzzles. IN every pack beaten including ones gotta buy newest along 300+ day streak. One best puzzle games there.",Positive,0.24000000000000005,0.4914285714285714
+Flow Free,Love daily puzzles! I like play relax. You choose level difficulty want based much challenge mood for. The ads well timed overwhelming.,Positive,0.3,0.45
+Flow Free,"A fantastic waste time on, gives load free content choice pay choose. And ads minimal, forced ad every often, enough annoy interrupt gameplay. The gameplay simple challenging, variety challenges hold attention. Over great game, worth time waster even thing.",Positive,0.1272727272727273,0.5097402597402598
+Flow Free,"The problem I semi-consistent one. It every time, times, I open game, it'll crash, I reopen works fine. If fix consistent crashing working kind deal I'd love know. Otherwise fun game",Positive,0.15833333333333333,0.46875
+Flow Free,"I become addicted game. I cant stop playing. I know day time is. Everything blurry. The words speak colors im trying connect. Ive finished section game day. My family despair. ""Come out!"" They say. ""We havent seen days!"" They say. ""Blue...... yellow.... red..."" reply. My family crying. Im crying. I cannot stop. I must continue. This game 9 10, would ruin life again. Very fun addicting!",Negative,-0.17375000000000002,0.336
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,I love game. I sad finished levels left. I like streaks would prefer least 30 streaks levels created. This game uninstall getting bit bored waiting updates levels.,Negative,-0.2285714285714286,0.5428571428571428
+Flow Free,"Everything awesome. I played game since I 8. This game life. If it, doing??!! If u write complaint cause love that. Nothing wrong.",Negative,-0.05416666666666667,0.5833333333333333
+Flow Free,Can simple undo button? It's rather annoying start I cross another flow mistakingly. Otherwise I love game aspects.,Negative,-0.14,0.4514285714285714
+Flow Free,"I would give 5s ad breaks annoying I admit I would pay it. However, free game, awesome. Totally addictive!",Positive,0.039999999999999994,0.8
+Flow Free,"I liked game kids lot nice reasoning technique today I saw ads lot... And ads unpleasant, remove phone.",Positive,0.037500000000000006,0.7875000000000001
+Flow Free,nan,nan,nan,nan
+Flow Free,"Addicting game. Ads intrusive. Relatively low cost unlock everything get rid ads once. Overall, great game. Definitely recommend anyone looking game waste minutes hours.",Negative,-0.07500000000000001,0.34375
+Flow Free,"Great game pass time, highly recommend: lots short quick puzzles keep entertained. Maybe sometimes controls bit off, I would recommend mobile game.",Positive,0.08222222222222221,0.4816666666666667
+Flow Free,"I love game. My current streak 704 days, soon 705 fifteen minutes. I play every night right clock hits twelve. It's become sort habit I love much. It's fun love puzzles. I highly recommend everyone, puzzles thing. You disappointed.",Positive,0.12174603174603174,0.5139682539682541
+Flow Free,Great game. But warp levels unnecessary abominations made,Neutral,0.0,0.6833333333333332
+Flow Free,nan,nan,nan,nan
+Flow Free,"This amazingly addictive game can't quite explain WHY cannot keep playing - yet CANNOT KEEP FROM PLAYING IT! I rarely spend money in-app purchases since I'm limited budget, I gladly one. The designer soul heart ask reasonable amounts rather assuming people hundred dollars waste game app! Keep awesome job, forever loyal fan me! I'm adding games continue long willing make them. :-)",Positive,0.14194139194139194,0.6404761904761904
+Flow Free,Finally completed every pack. Took long time I enjoyed. I want puzzle game beat week two. The daily puzzles nice thing wake get brain going day. Bring updates.,Positive,0.10833333333333332,0.5833333333333333
+Flow Free,I've played exact game boards 3 yrs now. PLEASE change make HARDER. IT'S BORING.,Negative,-0.3125,0.4125
+Flow Free,Good kill time.. play leisure.. keep seeing things done satisfy you.. yeah start hardest one.. keep practicing sequence.. u enjoy playing it..,Positive,0.55,0.55
+Flow Free,"I think daily new puzzles, like size changes daily. It also would nice pack went 200 instead 150, well opportunities get hints without paying them, like finishing phase pack give us ... Full Review",Positive,0.21727272727272728,0.400909090909091
+Flow Free,"I remember playing years ago gotten better! The thing time, I'm really challenged boards 13x13 up. I would love see packs containing puzzles introduced I've finished currently available ones!",Positive,0.45625,0.42499999999999993
+Flow Free,nan,nan,nan,nan
+Flow Free,"Nice game, set idiotic requirements win pay 5 extra themes mappacks I get around since game many levels. What's weird though, unlocking themes cheaper unlocking individually.",Negative,-0.007407407407407406,0.5592592592592592
+Flow Free,"I 196 day steak headed 200 day. Dropped phone. Needed new one. Logged old account new phone... start over. So essence, I wish data carried I play near 200 days straight take will.",Positive,0.13454545454545452,0.38181818181818183
+Flow Free,"It's fun addictive get bigger boards pretty challenging. I love work levels order, unlocked. One thing I noticed fixed 4 minute time trial, ad start 4 minutes game pause. So actually get 4 minutes.",Positive,0.1388888888888889,0.5444444444444445
+Flow Free,"far best mobile game available. With new packs releasing often, daily challenges, unpredatory business model game outclasses many peers long shot. Game developers learn alot simple, amazingly made game.",Positive,0.08356643356643358,0.4547452547452548
+Flow Free,"I think good game cause gets ur brain working complicated good sometimes. As well this, loads things u recommend game anyone likes challenge. I also like game cause u pay good game pay anything. THERE ARE HARDLY ANY ADVERTS!",Negative,-0.040509259259259287,0.5490740740740742
+Flow Free,"Flow free fun little puzzle solving game great bored need something do. The game ads annoying enough interrupt gameplay removed reasonable price. You also buy level packs, themes hints shop. Originally puzzle hints, started 3 way get free hints unless paid them. Thanks recent update, watch video ad earn free hint. Thanks! The themes alright honestly necessary pay unless care changing colours game. I personally bother these. Theres large amount free levels well premium level packs purchase around £1.50 pay price remove ads unlock (highly recommended). I however feel level packs offer green blue pack really pointless pay feel play like regular level pack. If going levels want people pay for, better offer something different something unique. Anyway great puzzle game, pick fun.",Positive,0.07927455357142855,0.5295467032967033
+Flow Free,Love it! Been playing game almost 2 years(currently 645 day streak daily puzzles) loved every puzzle every pack! The ONLY complaint wish Big Duck Games would come new packs little frequently(currently gotten perfect every single pack). But complaint reason give game 5 star rating(:,Positive,0.0751873126873127,0.4514485514485515
+Flow Free,Really enjoy Flow Free Games. Have bought three them. But 13x13 grids (and higher) small fingers. I tend wipe paths I already drawn. Why button locks paths cannot erased unless press Clear button?,Positive,0.18,0.5166666666666667
+Flow Free,nan,nan,nan,nan
+Flow Free,"I can't stop playing game. It's quite pleasure solve level level, many. I've literally playing years, across many devices. Still holds attention.",Positive,0.19999999999999998,0.4666666666666666
+Flow Free,"The game like 4 5 star worth game every time completing board, next board button spot, so, course, get used clicking spot. Well every 7n awhile exact spot, 'watch ad' button appears next level button gets moved every then, accidentally it. I feel like done intentionally.",Negative,-0.041666666666666664,0.19166666666666665
+Flow Free,"Forcing honest people take game store contains ENGLISH WORD ""Flow""? That's new low, even copyright trolls. Companies like extinct.",Negative,-0.010606060606060619,0.44242424242424244
+Flow Free,"Crashes constantly. You could sell tickets. Adds helping, probably causing half crashes. So much ""don't evil"", can't get much dark side.",Negative,-0.32916666666666666,0.475
+Flow Free,"It addictive mostly captivative. Can look cloud sync- I able resume progress. I Samsung galaxy 2, may help resolve problem find cause.",Positive,0.3333333333333333,0.6749999999999999
+Flow Free,"A free mobile game play without interrupted distracted ads increasingly rare. In addition, thousands puzzles pay dime for. It's easy run, graphics simple attractive, puzzles range brainless impossible. Just good game.",Positive,0.12962962962962965,0.698941798941799
+Flow Free,"Well, amazing simple game. Definitely addicting like puzzles. IN every pack beaten including ones gotta buy newest along 300+ day streak. One best puzzle games there.",Positive,0.24000000000000005,0.4914285714285714
+Flow Free,Love daily puzzles! I like play relax. You choose level difficulty want based much challenge mood for. The ads well timed overwhelming.,Positive,0.3,0.45
+Flow Free,"A fantastic waste time on, gives load free content choice pay choose. And ads minimal, forced ad every often, enough annoy interrupt gameplay. The gameplay simple challenging, variety challenges hold attention. Over great game, worth time waster even thing.",Positive,0.1272727272727273,0.5097402597402598
+Flow Free,"The problem I semi-consistent one. It every time, times, I open game, it'll crash, I reopen works fine. If fix consistent crashing working kind deal I'd love know. Otherwise fun game",Positive,0.15833333333333333,0.46875
+Flow Free,"I become addicted game. I cant stop playing. I know day time is. Everything blurry. The words speak colors im trying connect. Ive finished section game day. My family despair. ""Come out!"" They say. ""We havent seen days!"" They say. ""Blue...... yellow.... red..."" reply. My family crying. Im crying. I cannot stop. I must continue. This game 9 10, would ruin life again. Very fun addicting!",Negative,-0.17375000000000002,0.336
+Flow Free,"This game used challenging. I know happened, hug perimeter. It used I google solutions sometimes. None puzzles difficult now. Same types solutions again.",Negative,-0.1,0.63125
+Flow Free,"The game fun challenging . The ads aggressive. The hint button easily bumped especially since charged hints price seems rather steep game. Update, I submitted concerns customer outstanding. That alone well worth 5 stars",Positive,0.15416666666666665,0.6010416666666667
+Flow Free,I love game. I sad finished levels left. I like streaks would prefer least 30 streaks levels created. This game uninstall getting bit bored waiting updates levels.,Negative,-0.2285714285714286,0.5428571428571428
+Flow Free,"Everything awesome. I played game since I 8. This game life. If it, doing??!! If u write complaint cause love that. Nothing wrong.",Negative,-0.05416666666666667,0.5833333333333333
+Flow Free,Can simple undo button? It's rather annoying start I cross another flow mistakingly. Otherwise I love game aspects.,Negative,-0.14,0.4514285714285714
+Flow Free,"I would give 5s ad breaks annoying I admit I would pay it. However, free game, awesome. Totally addictive!",Positive,0.039999999999999994,0.8
+Flow Free,"I liked game kids lot nice reasoning technique today I saw ads lot... And ads unpleasant, remove phone.",Positive,0.037500000000000006,0.7875000000000001
+Flow Free,nan,nan,nan,nan
+Flow Free,"Addicting game. Ads intrusive. Relatively low cost unlock everything get rid ads once. Overall, great game. Definitely recommend anyone looking game waste minutes hours.",Negative,-0.07500000000000001,0.34375
+Flow Free,"Great game pass time, highly recommend: lots short quick puzzles keep entertained. Maybe sometimes controls bit off, I would recommend mobile game.",Positive,0.08222222222222221,0.4816666666666667
+Flow Free,"I love game. My current streak 704 days, soon 705 fifteen minutes. I play every night right clock hits twelve. It's become sort habit I love much. It's fun love puzzles. I highly recommend everyone, puzzles thing. You disappointed.",Positive,0.12174603174603174,0.5139682539682541
+Flow Free,Great game. But warp levels unnecessary abominations made,Neutral,0.0,0.6833333333333332
+Flow Free,"I play game day everyday keep mind challenged. I never problems graphics. It fun always easy. At first I hard time finding solutions, played quite time I found bit pattern helps solve puzzles now.",Positive,0.01527777777777776,0.4847222222222222
+Flow Free,nan,nan,nan,nan
+Flow Free,Finally completed every pack. Took long time I enjoyed. I want puzzle game beat week two. The daily puzzles nice thing wake get brain going day. Bring updates.,Positive,0.10833333333333332,0.5833333333333333
+Flow Free,I've played exact game boards 3 yrs now. PLEASE change make HARDER. IT'S BORING.,Negative,-0.3125,0.4125
+Flow Free,Good kill time.. play leisure.. keep seeing things done satisfy you.. yeah start hardest one.. keep practicing sequence.. u enjoy playing it..,Positive,0.55,0.55
+Flow Free,Really enjoy game I get stressed out. It especially great concentration must center game. So older folks try this!,Positive,0.11805555555555554,0.45555555555555555
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,"A really relaxing game! Flow Free far relaxing slightly challenging game I've ever played. I love everything about: ads problem, fun graphics, tons levels categories play style choose from, RELAXING! When I'm depressed angry times, I go straight game start levels, calms takes mind things. It's definitely helped I definitely recommend Flow Free would like relaxation challenge, help get mind things. And even get angry game getting stuck level, Flow Free allows many hints needed brings back relaxing state being! And ever need hints, always watch quick ad! Flow Free relaxing, time consuming! I never put phone down! As Android user, I've never bug problems glitches easy sailing game; they're always top that! Flow Free recommended ages everyone it! Everyone check game find Flow Free worth playing!",Positive,0.10795019157088123,0.5628352490421459
+Flow Free,nan,nan,nan,nan
+Flow Free,"Was 5 stars. Not anymore. It's unfortunate users aware underhanded addition. It uses data downloading ad files, even paid remove ads. These sit device taking space. leaves cached advertising junk device. It never before. I paid remove ads, yet still push ads device, whether viewed not. Sadly, another company greed took over. This occurring added option view ads get free hints. Whether view ads, they're downloaded. This deposits large amount garbage device, wastes data. This even worse animation update forced fix last failed idea. When people learn leave well enough alone stop driven greed. Now they're screwing users paid remove ads. Always looking squeeze extra penny, cost. If I want view ads, means I want downloaded device. This problem exists versions. Original, Bridges, Hexes, Warps.",Negative,-0.0315934065934066,0.4611721611721611
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,I love game! I'm elated earn clues watching short advert. Woot! Already past 435 straight days played!,Neutral,0.0,0.39
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,Mind training game ages! Very fun play. Bubble granny would said too.,Negative,-0.05499999999999999,0.33
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,"It kept crashing phone... The game fine, kept freezing phone point U restart",Positive,0.008333333333333331,0.45
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,nan,nan,nan,nan
+Flow Free,"Not many ads great! It's fun play bored, I like",Positive,0.1375,0.6125
+Flow Free,nan,nan,nan,nan
+Flow Free,Wow spam us ads way grab cash us remove wow game friendly pull stunt gain cash wallets diabolical,Positive,0.04375,0.725
+Flow Free,nan,nan,nan,nan
+Flow Free,This awful friend playing got mad hardest level ones pay get app.,Negative,-0.8125,1.0
+Flow Free,Great puzzles keep occupied. No annoying forced video ads.,Positive,0.30000000000000004,0.6166666666666666
+Flow Free,I would rate game higher 5 stars ads come blaring sound way shut sound . I subscribe product buy product . That's I like FREE FLOW. Keep good work .,Positive,0.2916666666666667,0.5166666666666667
+Flow Free,"great game! super addictive. easy, difficult. I finished levels. Please create more!",Positive,0.17023809523809524,0.7214285714285714
+Flow Free,Very stimulating sometimes challenging. Need add rewards something. Maybe level bragging badges,Positive,0.35,0.65
+Flow Free,nan,nan,nan,nan
+Flow Free,"I remember playing years ago gotten better! The thing time, I'm really challenged boards 13x13 up. I would love see packs containing puzzles introduced I've finished currently available ones!",Positive,0.45625,0.42499999999999993
+Flow Free,nan,nan,nan,nan
+Flow Free,"Nice game, set idiotic requirements win pay 5 extra themes mappacks I get around since game many levels. What's weird though, unlocking themes cheaper unlocking individually.",Negative,-0.007407407407407406,0.5592592592592592
+Flow Free,"I 196 day steak headed 200 day. Dropped phone. Needed new one. Logged old account new phone... start over. So essence, I wish data carried I play near 200 days straight take will.",Positive,0.13454545454545452,0.38181818181818183
+Flow Free,"It's fun addictive get bigger boards pretty challenging. I love work levels order, unlocked. One thing I noticed fixed 4 minute time trial, ad start 4 minutes game pause. So actually get 4 minutes.",Positive,0.1388888888888889,0.5444444444444445
+Flow Free,"far best mobile game available. With new packs releasing often, daily challenges, unpredatory business model game outclasses many peers long shot. Game developers learn alot simple, amazingly made game.",Positive,0.08356643356643358,0.4547452547452548
+Flow Free,"I think good game cause gets ur brain working complicated good sometimes. As well this, loads things u recommend game anyone likes challenge. I also like game cause u pay good game pay anything. THERE ARE HARDLY ANY ADVERTS!",Negative,-0.040509259259259287,0.5490740740740742
+Flow Free,nan,nan,nan,nan
+Flow Free,Love it! Been playing game almost 2 years(currently 645 day streak daily puzzles) loved every puzzle every pack! The ONLY complaint wish Big Duck Games would come new packs little frequently(currently gotten perfect every single pack). But complaint reason give game 5 star rating(:,Positive,0.0751873126873127,0.4514485514485515
+Flow Free,Really enjoy Flow Free Games. Have bought three them. But 13x13 grids (and higher) small fingers. I tend wipe paths I already drawn. Why button locks paths cannot erased unless press Clear button?,Positive,0.18,0.5166666666666667
+Flow Free,This game great! The downside tougher puzzles sometimes I'll go already done flow mess perfect score I start over. That particularly nerveracking last flow puzzle.,Positive,0.2652777777777778,0.4541666666666668
+Flow Free,"I can't stop playing game. It's quite pleasure solve level level, many. I've literally playing years, across many devices. Still holds attention.",Positive,0.19999999999999998,0.4666666666666666
+Flow Free,"The game like 4 5 star worth game every time completing board, next board button spot, so, course, get used clicking spot. Well every 7n awhile exact spot, 'watch ad' button appears next level button gets moved every then, accidentally it. I feel like done intentionally.",Negative,-0.041666666666666664,0.19166666666666665
+Flow Free,"Forcing honest people take game store contains ENGLISH WORD ""Flow""? That's new low, even copyright trolls. Companies like extinct.",Negative,-0.010606060606060619,0.44242424242424244
+Flow Free,"Crashes constantly. You could sell tickets. Adds helping, probably causing half crashes. So much ""don't evil"", can't get much dark side.",Negative,-0.32916666666666666,0.475
+Flow Free,"It addictive mostly captivative. Can look cloud sync- I able resume progress. I Samsung galaxy 2, may help resolve problem find cause.",Positive,0.3333333333333333,0.6749999999999999
+Flow Free,"A free mobile game play without interrupted distracted ads increasingly rare. In addition, thousands puzzles pay dime for. It's easy run, graphics simple attractive, puzzles range brainless impossible. Just good game.",Positive,0.12962962962962965,0.698941798941799
+Flow Free,"Well, amazing simple game. Definitely addicting like puzzles. IN every pack beaten including ones gotta buy newest along 300+ day streak. One best puzzle games there.",Positive,0.24000000000000005,0.4914285714285714
+Flow Free,nan,nan,nan,nan
+Flow Free,"A fantastic waste time on, gives load free content choice pay choose. And ads minimal, forced ad every often, enough annoy interrupt gameplay. The gameplay simple challenging, variety challenges hold attention. Over great game, worth time waster even thing.",Positive,0.1272727272727273,0.5097402597402598
+Flow Free,"The problem I semi-consistent one. It every time, times, I open game, it'll crash, I reopen works fine. If fix consistent crashing working kind deal I'd love know. Otherwise fun game",Positive,0.15833333333333333,0.46875
+Flow Free,"I become addicted game. I cant stop playing. I know day time is. Everything blurry. The words speak colors im trying connect. Ive finished section game day. My family despair. ""Come out!"" They say. ""We havent seen days!"" They say. ""Blue...... yellow.... red..."" reply. My family crying. Im crying. I cannot stop. I must continue. This game 9 10, would ruin life again. Very fun addicting!",Negative,-0.17375000000000002,0.336
+Flow Free,"This game used challenging. I know happened, hug perimeter. It used I google solutions sometimes. None puzzles difficult now. Same types solutions again.",Negative,-0.1,0.63125
+Flow Free,"The game fun challenging . The ads aggressive. The hint button easily bumped especially since charged hints price seems rather steep game. Update, I submitted concerns customer outstanding. That alone well worth 5 stars",Positive,0.15416666666666665,0.6010416666666667
+Flow Free,I love game. I sad finished levels left. I like streaks would prefer least 30 streaks levels created. This game uninstall getting bit bored waiting updates levels.,Negative,-0.2285714285714286,0.5428571428571428
+Flow Free,"Everything awesome. I played game since I 8. This game life. If it, doing??!! If u write complaint cause love that. Nothing wrong.",Negative,-0.05416666666666667,0.5833333333333333
+Flow Free,Can simple undo button? It's rather annoying start I cross another flow mistakingly. Otherwise I love game aspects.,Negative,-0.14,0.4514285714285714
+Flow Free,"I would give 5s ad breaks annoying I admit I would pay it. However, free game, awesome. Totally addictive!",Positive,0.039999999999999994,0.8
+Flow Free,"I liked game kids lot nice reasoning technique today I saw ads lot... And ads unpleasant, remove phone.",Positive,0.037500000000000006,0.7875000000000001
+Flow Free,nan,nan,nan,nan
+Flow Free,"Addicting game. Ads intrusive. Relatively low cost unlock everything get rid ads once. Overall, great game. Definitely recommend anyone looking game waste minutes hours.",Negative,-0.07500000000000001,0.34375
+Flow Free,"Great game pass time, highly recommend: lots short quick puzzles keep entertained. Maybe sometimes controls bit off, I would recommend mobile game.",Positive,0.08222222222222221,0.4816666666666667
+Flow Free,"I love game. My current streak 704 days, soon 705 fifteen minutes. I play every night right clock hits twelve. It's become sort habit I love much. It's fun love puzzles. I highly recommend everyone, puzzles thing. You disappointed.",Positive,0.12174603174603174,0.5139682539682541
+Flow Free,Great game. But warp levels unnecessary abominations made,Neutral,0.0,0.6833333333333332
+Flow Free,"I play game day everyday keep mind challenged. I never problems graphics. It fun always easy. At first I hard time finding solutions, played quite time I found bit pattern helps solve puzzles now.",Positive,0.01527777777777776,0.4847222222222222
+Flow Free,"This amazingly addictive game can't quite explain WHY cannot keep playing - yet CANNOT KEEP FROM PLAYING IT! I rarely spend money in-app purchases since I'm limited budget, I gladly one. The designer soul heart ask reasonable amounts rather assuming people hundred dollars waste game app! Keep awesome job, forever loyal fan me! I'm adding games continue long willing make them. :-)",Positive,0.14194139194139194,0.6404761904761904
+Flow Free,Finally completed every pack. Took long time I enjoyed. I want puzzle game beat week two. The daily puzzles nice thing wake get brain going day. Bring updates.,Positive,0.10833333333333332,0.5833333333333333
+Flow Free,I've played exact game boards 3 yrs now. PLEASE change make HARDER. IT'S BORING.,Negative,-0.3125,0.4125
+Flow Free,Good kill time.. play leisure.. keep seeing things done satisfy you.. yeah start hardest one.. keep practicing sequence.. u enjoy playing it..,Positive,0.55,0.55
+Flowers Live Wallpaper,Rubbish. Wallpapers tacky adverts ruin everything.,Neutral,0.0,0.0
+Flowers Live Wallpaper,Have favorites keep going back too. Especially daffodil. Thanx,Neutral,0.0,0.5
+Flowers Live Wallpaper,I like live wallpaper.,Positive,0.13636363636363635,0.5
+Flowers Live Wallpaper,There animation!,Neutral,0.0,0.0
+Flowers Live Wallpaper,Worst world,Negative,-1.0,1.0
+Flowers Live Wallpaper,many adds.hated,Positive,0.5,0.5
+Flowers Live Wallpaper,I Like,Neutral,0.0,0.0
+Flowers Live Wallpaper,Would better butterflies moved.,Positive,0.5,0.5
+Flowers Live Wallpaper,mo irfan,Neutral,0.0,0.0
+Flowers Live Wallpaper,nan,nan,nan,nan
+Flowers Live Wallpaper,Worst,Negative,-1.0,1.0
+Flowers Live Wallpaper,It's nice,Positive,0.6,1.0
+Flowers Live Wallpaper,nan,nan,nan,nan
+Flowers Live Wallpaper,Eight,Neutral,0.0,0.0
+Flowers Live Wallpaper,nan,nan,nan,nan
+Flowers Live Wallpaper,nan,nan,nan,nan
+Flowers Live Wallpaper,nan,nan,nan,nan
+Flowers Live Wallpaper,Ddonet know,Neutral,0.0,0.0
+Flowers Live Wallpaper,Very nice,Positive,0.78,1.0
+Flowers Live Wallpaper,nan,nan,nan,nan
+Flowers Live Wallpaper,Nice,Positive,0.6,1.0
+Flowers Live Wallpaper,Love,Positive,0.5,0.6
+Flowers Live Wallpaper,Nice,Positive,0.6,1.0
+Flowers Live Wallpaper,Good,Positive,0.7,0.6000000000000001
+Flowers Live Wallpaper,Love,Positive,0.5,0.6
+Flowers Live Wallpaper,nan,nan,nan,nan
+Flowers Live Wallpaper,"For tablet, stretches image rotated looks horrible.",Negative,-1.0,1.0
+Flowers Live Wallpaper,Even friends name chad lastic Sally microe I love flowers I LOVE THE SO MUCH EVEN My name audrey,Positive,0.39999999999999997,0.4666666666666666
+Flowers Live Wallpaper,Can't unlock live wallpaper. Good,Positive,0.41818181818181815,0.55
+Flowers Live Wallpaper,"Flowers Bouquets strait garden, fresh, beautiful, alive! All colors could want locked screen wallpaper.",Positive,0.425,0.6333333333333333
+Flowers Live Wallpaper,Could can't way scroll throw great pics bad setup,Positive,0.0500000000000001,0.7083333333333333
+Flowers Live Wallpaper,Hope everything's good.,Positive,0.7,0.6000000000000001
+Flowers Live Wallpaper,How I install it? It's redirecting random pages,Negative,-0.5,0.5
+Flowers Live Wallpaper,New wallpaper unlocking,Positive,0.13636363636363635,0.45454545454545453
+Flowers Live Wallpaper,This super,Positive,0.3333333333333333,0.6666666666666666
+Flowers Live Wallpaper,Great job flowers,Positive,0.8,0.75
+Flowers Live Wallpaper,Great graphics Wow! It contains pretty wallpapers,Positive,0.39166666666666666,0.9166666666666666
+Flowers Live Wallpaper,Garden Back ground,Neutral,0.0,0.0
+Flowers Live Wallpaper,Flowers wallpaper The flowers r refreshing eye,Positive,0.5,1.0
+Flowers Live Wallpaper,It's good,Positive,0.7,0.6000000000000001
+Fly Delta,"I really extremely useful full features improtant info planning traveling. My wish ability save multiple skymiles accts' info would restored. It cumbersome always key info switch acct, wife's kids'. Can put list restore? Please?",Positive,0.16249999999999998,0.3875
+Fly Delta,"Works well works. (Use much better). The locks attempting login OnePlus 2 (Previously, worked fine years). However, It run AT&T LG phone. Another example good product broken unrelenting updates. That aside, full html site works fine phones might want pass full html version since robust anyway.",Positive,0.2708333333333333,0.4708333333333333
+Fly Delta,nan,nan,nan,nan
+Fly Delta,"I've used domestic international travel- watched baggage, change seats departure, see gate changes get notices flight changes real time landing -- able get boarding passes flight times, today page, good job Delta!!!",Positive,0.33999999999999997,0.325
+Fly Delta,"Update 7/21 - Still able login latest update (4.13.2). Still freezes spot phone gets hot. This I issues with. Update 5/21 - Still cannot login Oreo version 4.12.2. After entering credentials freezes ""Just moment... Logging in..."". Original - Cannot login upgrade Nougat still cannot upgrade Oreo. Currently running version 4.11",Positive,0.325,0.705
+Fly Delta,Terrible user experience Android. It keeps crashing Galaxy S7 work Huawei. Terrible.,Negative,-1.0,1.0
+Fly Delta,I wanted current travels. I lot provide away so.,Neutral,0.0,0.4
+Fly Delta,"I travel work, fix trash I check I need to...",Neutral,0.0,0.0
+Fly Delta,"Not great. Log in, check in, electronic boarding pass. If phone screen saver mode, I open, I check get boarding pass qr code...now I take screen shot forget app.",Negative,-0.2,0.625
+Fly Delta,"Good app, wish nice 3 4 box widget",Positive,0.6499999999999999,0.8
+Fly Delta,Very easy use!!!,Positive,1.0,1.0
+Fly Delta,nan,nan,nan,nan
+Fly Delta,Very user friendly,Positive,0.2875,0.4
+Fly Delta,If leave screen boarding info good luck getting back it..... Senseless enter information trying view airport map. Also review sections scrolls keyboard every charter hope stopping want to...,Positive,0.35,0.30000000000000004
+Fly Delta,I found quite buggy. I would get alert Delta saying message I would would show error. It's decent basic functionality gate changes worthless. It's great check-in baggage add-on. I uninstall reinstall I need again. Hopefully time comes bugs kicked it.,Positive,0.04166666666666666,0.6104166666666666
+Fly Delta,Great unless get logged update changing phone. Delta's password options pain 3 attempts get locked wait hold forever gain access again. Have normal options secure passwords I usual stuff like this.,Positive,0.275,0.5625
+Fly Delta,"This buggy android. Keeps saying something went wrong, still shows old boarding time even though flight delayed. I'm looking iPhone time issue. Delta needs stop catering Apple, support devices better.",Positive,0.033333333333333326,0.5333333333333333
+Fly Delta,Would great kept trips crash bugs. During last trip would keep profile trip data. Caused re-add trip multiple times get boarding pass etc. Also frequent crashes requiring restarts. Also could keep checked status. When relaunched would act like I checked flights. Over possibilities clearly bugs needs work.,Positive,0.2,0.3
+Fly Delta,"This would update, reporting server error past three days. Also, would lose trip ""Today"" tab, therefore requiring re-enter flight confirmation twice I boarding terminal. I get line get paper boarding pass twice past 3 days travel.",Negative,-0.25,0.25
+Fly Delta,"When works, great. However, I seem get l locked frequently support call Delta. They solving flight issues issues, takes 2-3 times get rep reset lockout - different password reset (which seems thing know do).",Positive,0.3,0.5499999999999999
+Fly Delta,The worked great get checked pay checked baggage changed seats chosen splitting group. I dont understand would allow us choose seats chang consent.,Positive,0.8,0.75
+Fly Delta,"Cannot log account app, log desktop. No point using locks account load information without getting locked out. Absolutely useless.",Negative,-0.5,0.2
+Fly Delta,"When flying Delta, even technologically challenged, need app. It lets know carry-on plane, possible gate changes, checks automatically open AND longer print boarding pass; there.",Neutral,0.0,0.75
+Fly Delta,"6/17/18...the significantly degraded performance. It would 5 stars got stability right. Locks ""loading information"" checking adding bags. Pretty much renders useless anything boarding pass. 4/28 update...app stability improving itinerary refresh appears working now. Used spotty horrible. Let's login load itineraries. Why promote going work? Update**new phone, still horrible. Should pulled store stable reliable. This DM flier using paper.",Negative,-0.19846938775510203,0.6872448979591838
+Fly Delta,A bit cluttered seems always promote upselling. I'd like see ability sync flight reservations Google Calendar offered airline apps. Still pretty easy use.,Positive,0.3416666666666667,0.9166666666666667
+Fly Delta,Alright I view updates boarding pass. However go airplane mode back data close get refresh. It work check in.,Neutral,0.0,0.0
+Fly Delta,"Even providing correct information given ticket, unable locate trip I booked. Utter waste time.",Negative,-0.2333333333333333,0.5
+Fly Delta,"good Recently stopped working well. Crashes lot, wont let check bags, can't log in. Please get fixed. sucks. Need",Positive,0.12499999999999999,0.3375
+Fly Delta,Works great ACTUALLY need airport. With many people crashed every time. Print boarding passes save hassle.,Positive,0.43333333333333335,0.45
+Fly Delta,"I frequent traveler help save time effort. I able check without waiting line. If changes itinerary, I get push notification immediately",Positive,0.3,0.4625
+Fly Delta,allow check therefore cant boarding pass. So irritated rn. Customer needs hr call back.,Neutral,0.0,0.0
+Fly Delta,"This great... works. I regularly get ""oops!"" messages fails update. This real hassle gate changes updated.",Positive,0.125,0.35673076923076924
+Fly Delta,It takes much digging get useful information. Getting boarding passes flight statuses take couple taps obvious places.,Positive,0.16666666666666666,0.2333333333333333
+Fly Delta,"Most fine, drives insane I need search trip using confirmation number rather simply listing trips based SkyMiles profile. It's honestly half functionality I require app, I'm sure feature first list development",Positive,0.07142857142857144,0.5351473922902494
+Fly Delta,Solid experience. Thanks update show day flights! Next step: 1) Fix random crashes looking seat map 2) More accurate data gate changes standby accepted,Positive,0.10833333333333335,0.32222222222222224
+Fly Delta,Really really need add ability save boarding pass Google Pay wallet that. How easy win top backlog?,Positive,0.48333333333333334,0.4833333333333334
+Fly Delta,Worked great I can't even open app. It's constantly force closing. Pretty much useless unless fix it!!!!,Positive,0.010000000000000009,0.5566666666666666
+Fly Delta,It's great want know happened past. But current updated information help all. I've always ended either calling walking desk.,Positive,0.18333333333333335,0.4666666666666666
+Fly Delta,"If book car Delta app, booking information appears book car disappears arrival. What?",Neutral,0.0,0.0
+Fly Delta,"Buggy. I check in, come back later (at gate) thinks I checked yet. Loading spinners time time.",Neutral,0.0,0.0
+Fly Delta,"I really extremely useful full features improtant info planning traveling. My wish ability save multiple skymiles accts' info would restored. It cumbersome always key info switch acct, wife's kids'. Can put list restore? Please?",Positive,0.16249999999999998,0.3875
+Fly Delta,"Works well works. (Use much better). The locks attempting login OnePlus 2 (Previously, worked fine years). However, It run AT&T LG phone. Another example good product broken unrelenting updates. That aside, full html site works fine phones might want pass full html version since robust anyway.",Positive,0.2708333333333333,0.4708333333333333
+Fly Delta,nan,nan,nan,nan
+Fly Delta,"I've used domestic international travel- watched baggage, change seats departure, see gate changes get notices flight changes real time landing -- able get boarding passes flight times, today page, good job Delta!!!",Positive,0.33999999999999997,0.325
+Fly Delta,"Update 7/21 - Still able login latest update (4.13.2). Still freezes spot phone gets hot. This I issues with. Update 5/21 - Still cannot login Oreo version 4.12.2. After entering credentials freezes ""Just moment... Logging in..."". Original - Cannot login upgrade Nougat still cannot upgrade Oreo. Currently running version 4.11",Positive,0.325,0.705
+Fly Delta,Terrible user experience Android. It keeps crashing Galaxy S7 work Huawei. Terrible.,Negative,-1.0,1.0
+Fly Delta,I wanted current travels. I lot provide away so.,Neutral,0.0,0.4
+Fly Delta,"I travel work, fix trash I check I need to...",Neutral,0.0,0.0
+Fly Delta,"Not great. Log in, check in, electronic boarding pass. If phone screen saver mode, I open, I check get boarding pass qr code...now I take screen shot forget app.",Negative,-0.2,0.625
+Fly Delta,"Good app, wish nice 3 4 box widget",Positive,0.6499999999999999,0.8
+Fly Delta,Very easy use!!!,Positive,1.0,1.0
+Fly Delta,iOS version lot bet6,Neutral,0.0,0.0
+Fly Delta,Very user friendly,Positive,0.2875,0.4
+Fly Delta,If leave screen boarding info good luck getting back it..... Senseless enter information trying view airport map. Also review sections scrolls keyboard every charter hope stopping want to...,Positive,0.35,0.30000000000000004
+Fly Delta,I found quite buggy. I would get alert Delta saying message I would would show error. It's decent basic functionality gate changes worthless. It's great check-in baggage add-on. I uninstall reinstall I need again. Hopefully time comes bugs kicked it.,Positive,0.04166666666666666,0.6104166666666666
+Fly Delta,nan,nan,nan,nan
+Fly Delta,"This buggy android. Keeps saying something went wrong, still shows old boarding time even though flight delayed. I'm looking iPhone time issue. Delta needs stop catering Apple, support devices better.",Positive,0.033333333333333326,0.5333333333333333
+Fly Delta,nan,nan,nan,nan
+Fly Delta,nan,nan,nan,nan
+Fly Delta,"When works, great. However, I seem get l locked frequently support call Delta. They solving flight issues issues, takes 2-3 times get rep reset lockout - different password reset (which seems thing know do).",Positive,0.3,0.5499999999999999
+Fly Delta,The worked great get checked pay checked baggage changed seats chosen splitting group. I dont understand would allow us choose seats chang consent.,Positive,0.8,0.75
+Fly Delta,nan,nan,nan,nan
+Fly Delta,"When flying Delta, even technologically challenged, need app. It lets know carry-on plane, possible gate changes, checks automatically open AND longer print boarding pass; there.",Neutral,0.0,0.75
+Fly Delta,"6/17/18...the significantly degraded performance. It would 5 stars got stability right. Locks ""loading information"" checking adding bags. Pretty much renders useless anything boarding pass. 4/28 update...app stability improving itinerary refresh appears working now. Used spotty horrible. Let's login load itineraries. Why promote going work? Update**new phone, still horrible. Should pulled store stable reliable. This DM flier using paper.",Negative,-0.19846938775510203,0.6872448979591838
+Fly Delta,A bit cluttered seems always promote upselling. I'd like see ability sync flight reservations Google Calendar offered airline apps. Still pretty easy use.,Positive,0.3416666666666667,0.9166666666666667
+Fly Delta,Alright I view updates boarding pass. However go airplane mode back data close get refresh. It work check in.,Neutral,0.0,0.0
+Fly Delta,"Even providing correct information given ticket, unable locate trip I booked. Utter waste time.",Negative,-0.2333333333333333,0.5
+Fly Delta,"good Recently stopped working well. Crashes lot, wont let check bags, can't log in. Please get fixed. sucks. Need",Positive,0.12499999999999999,0.3375
+Fly Delta,Works great ACTUALLY need airport. With many people crashed every time. Print boarding passes save hassle.,Positive,0.43333333333333335,0.45
+Fly Delta,"I frequent traveler help save time effort. I able check without waiting line. If changes itinerary, I get push notification immediately",Positive,0.3,0.4625
+Fly Delta,allow check therefore cant boarding pass. So irritated rn. Customer needs hr call back.,Neutral,0.0,0.0
+Fly Delta,"This great... works. I regularly get ""oops!"" messages fails update. This real hassle gate changes updated.",Positive,0.125,0.35673076923076924
+Fly Delta,It takes much digging get useful information. Getting boarding passes flight statuses take couple taps obvious places.,Positive,0.16666666666666666,0.2333333333333333
+Fly Delta,"Most fine, drives insane I need search trip using confirmation number rather simply listing trips based SkyMiles profile. It's honestly half functionality I require app, I'm sure feature first list development",Positive,0.07142857142857144,0.5351473922902494
+Fly Delta,nan,nan,nan,nan
+Fly Delta,Really really need add ability save boarding pass Google Pay wallet that. How easy win top backlog?,Positive,0.48333333333333334,0.4833333333333334
+Fly Delta,Worked great I can't even open app. It's constantly force closing. Pretty much useless unless fix it!!!!,Positive,0.010000000000000009,0.5566666666666666
+Fly Delta,It's great want know happened past. But current updated information help all. I've always ended either calling walking desk.,Positive,0.18333333333333335,0.4666666666666666
+Fly Delta,"If book car Delta app, booking information appears book car disappears arrival. What?",Neutral,0.0,0.0
+Fly Delta,nan,nan,nan,nan
+FollowMyHealth®,"I worked doctor 30 years. If then! It best patient portal I ever seen. It helps doctor's office keeps up-to-date times. The 2 complaints I are, 1. You can't delete anything action center way date. And, 2. You can't print day's lab work. It wants print e everything that's there. It would nice print latest take another doctor.",Positive,0.3833333333333333,0.4166666666666667
+FollowMyHealth®,"Love it!! Very convenient access medical records....just wish providers would participate program. Seems like records I get loaded Meritus itself. Like see providers submit records I get EVERYTHING available app. Very providers list search records made available. Overall, tho, good!!",Positive,0.37265625,0.325
+FollowMyHealth®,"Changed review 5⭐ since update login 4 digit pin. I live 2 hours away doctor's, wonderful thing email staff directly know I'll answer hours instead weeks. I also able update various types information make notes treatment visits.",Positive,0.3472727272727273,0.605
+FollowMyHealth®,"My biggest issue is, attempting set 2nd device (tablet) accept password. I've reset password hoping would work, still nothing. And I already account I using years, I would think password would open APP. Oh please write others tell ""Contact medical organization technical support "". Last time I checked business (human health do) supposed dealing tech support. Respectfully Mr Black",Negative,-0.023809523809523808,0.17142857142857143
+FollowMyHealth®,nan,nan,nan,nan
+FollowMyHealth®,"This makes easy contact dr non-emergency type communications, RX refills answers questions general. I love call wait doctor get back me. Also like I need list medications dosages, I open app, everything supplied, even last tetanus shot date!!",Positive,0.1638888888888889,0.41666666666666674
+FollowMyHealth®,"Works expected. Quick access useful information. I like several doctors portal. A serious shortfall offer opportunity send picture document doctors, forcing email totally defeating purpose serve portal. Fix software excellent.",Positive,0.17142857142857143,0.4738095238095238
+FollowMyHealth®,"UPDATE: 5/20/18. This helpful recently get brief history vitals, etc., new doctor part system. Otherwise, would taken long time get information I needed. 11/21/17. It's great way review current lab reports older ones, check what's changed. Same vitals. Great see vitals several visits back even couple years. Good reference appointments tests doctor ordered. Very helpful. I go file hope I misplaced paperwork, right here. Took learn I like it. Sometimes I trouble getting new info open. Otherwise I really like it.",Positive,0.15658464342674866,0.3571827295511506
+FollowMyHealth®,"Very useful health app. The problem I middle initial duplicated doctors office created account. The allow change doctor's office seems unable change either. It cosmetic issue, annoying.",Negative,-0.182,0.27999999999999997
+FollowMyHealth®,I absolutly love app. I 27 weeks pregnant sometimes I trouble keeping appointments straight lists meds appts I have. This makes easy. Not mention I reach Drs I need something. I wish every hospital this.,Positive,0.2533333333333333,0.5066666666666667
+FollowMyHealth®,"After two brain surgeries, traumatic head injury, I hate admit...im I used be. If app, I would burden someone. So long lasts, I'm not, never going be.",Negative,-0.42500000000000004,0.65
+FollowMyHealth®,This works great. Can get line order meds . I longer call Dr's office listen recording. Be put hold. I would recommend anyone would like hassle free way order meds get copy records. Check appointment.,Positive,0.6000000000000001,0.775
+FollowMyHealth®,"Each time I new procedure clinical visit, I see results within hours. I like keeping top medical issues way! The dates details procedures good communication tool dealing medical personnel.",Positive,0.2672727272727273,0.3109090909090909
+FollowMyHealth®,Worst ever!!! I changed pw innumerable times refuses accept CORRECT password often not. The company unhelpful. I'm uninstalling soon I submit review. POS app.,Negative,-1.0,1.0
+FollowMyHealth®,"Big hassle get account started. But powerful do. Lets track appts, see health records test results, get convenient explanatory reference info health conditions test results, email docs. Interactive medical record keeping.",Positive,0.09999999999999999,0.3666666666666667
+FollowMyHealth®,"Love app! It turns several doctors using program. Not several, important ones. Now I look place see medical records, order meds, contact doctors. It could handier. Love it, love it, LOVE IT!!!",Positive,0.3751953125,0.42500000000000004
+FollowMyHealth®,Best online I've used...if provider enters info easy access. must easy enter info since doc enters I've use. Wish surgeon used it! Even path info appears.,Positive,0.6583333333333333,0.6555555555555556
+FollowMyHealth®,"I skeptical first. Banking health two pretty important areas life. To trust much power possibility mistakes cost money mistakes comes health stressful. That said, far performed exactly advertised made handling things like medication refills appointment requests much simpler quicker. I recommend highly!",Positive,0.15000000000000002,0.5581481481481482
+FollowMyHealth®,Has worked great far. I lot medical information due disabled. I 2 specialists beside primary care provider update info also. One stop shop. I'd recommend it.,Positive,0.1625,0.4875
+FollowMyHealth®,Easy navigate almost everything easy find. The thing would make perfect would easy way tell test result prescription updated. Right I filter,Positive,0.5171428571428571,0.8071428571428573
+FollowMyHealth®,"I get ton messages junk mail ap. The clinic sends ""updates"" ALL time. It runs battery extra stuff buries might actually useful.",Positive,0.15,0.05
+FollowMyHealth®,"Great lots information that's always kept date. Easy use. Very helpful visiting specialist outside group everything that's wrong, done, test results, medications on.",Positive,0.18666666666666668,0.5666666666666667
+FollowMyHealth®,Overall pretty easy setup MAIN problem system view something category takes way back beginning list regardless went view item. That VERY frustrating trying view many items lab work medications Etc...,Positive,0.11857142857142856,0.5238095238095238
+FollowMyHealth®,"Message ""WARNING- problem retrieving health information""- I everything right work me. (I create account directly oficial page hospital). always messages inside app( search) I try put name hospital, direction, zip code doesnt find nothing.",Positive,0.19285714285714284,0.46785714285714286
+FollowMyHealth®,I amazed quickly information appears here. I even wait Dr's office get back cases. It's great yo easy way access information.,Positive,0.39166666666666666,0.5208333333333334
+FollowMyHealth®,"It easy keep appointments app, well vitals. I also sent messages doctor concerns I far gotten back day. It well worth having.",Positive,0.20833333333333331,0.4833333333333334
+FollowMyHealth®,"I 3 months.; It worked first week. Since them, soon I log in, blank white screen",Positive,0.08333333333333333,0.1111111111111111
+FollowMyHealth®,"Perfect. All info place & I'm able see test results immediately, instead waiting days weeks phone call I may never receive. I enjoy able send quick email doctor's office question, instead playing phone tag days. Two thumbs here!",Positive,0.5633333333333332,0.65
+FollowMyHealth®,I'm nearly scheduling prescription interactions health provider using app. Way fewer phone calls I never miss appointment!,Positive,0.125,0.4
+FollowMyHealth®,"I travel extensively makes comms possible across globe, allows access doc, staff medical records ease. Love it!",Positive,0.15625,0.4833333333333333
+FollowMyHealth®,"This helps Dr appointments. I'm able share results physicians need arises. It also reduced duplicate tests information available. I'm also able ask results, I understand.",Positive,0.4666666666666666,0.5499999999999999
+FollowMyHealth®,I installed weeks ago morning I decided I would like see doctor today possible. I able submit request 5am office called back got told I could come 10:30 Today! Awesome Easy!,Positive,0.4083333333333334,0.6916666666666667
+FollowMyHealth®,"I several health issues see several different doctors. All information tests unnecessarily duplicated, health record instantly available doctors. Awesome app!",Positive,0.16666666666666666,0.48333333333333334
+FollowMyHealth®,"I get kinds relevant information app, needs serious organization. The tab shows records entered needs organized date. It's thrown together nearly impossible keep track newest records entered are. This hibdered helped times I count.",Negative,-0.19999999999999996,0.8555555555555555
+FollowMyHealth®,"Re-installed year dumping see improved. Well suspected, still really sucks. l still say, builders go back school learn design properly. thing l see doctor visits. vitals results. If 0 5 rating, l give (0). I AM REMOVING IT. Totally useless, never updates less 2 3 years.",Negative,-0.19333333333333333,0.13333333333333336
+FollowMyHealth®,nan,nan,nan,nan
+FollowMyHealth®,"great, like I a,ways imagined weakness becomes med staff data entry procedures/policies e.g., Home Care notes, health group IT limitations BUT FMH IS FIRST RATE FOR BAWSIC USE",Positive,0.525,0.5416666666666666
+FollowMyHealth®,I really appreciated past year. It allows access medical information immediately contact doctor nurse I need it. It's user friendly. This never crashed yet I recall errors.,Positive,0.08125,0.2125
+FollowMyHealth®,"It's helpful information available quickly. The bit clunky, I get convenience health information easily-accessible place.",Positive,0.3666666666666667,0.45
+FollowMyHealth®,A handy follow demise certain cases full Recovery. The clock never stops really NOW. Enjoy moment.,Positive,0.35285714285714287,0.5442857142857143
+Font Studio- Photo Texts Image,There ton ads. I understand needs sort ad since free I swear there's every time press anything always one. Its bit much. Although work really well I need for. The text pixelate youre done I issues before. So since I've found works free I'll deal abundance single ad,Positive,0.22571428571428576,0.4428571428571429
+Font Studio- Photo Texts Image,"It amazing, simple app, upon time. Now frustrating. And I NOT talking ads pop up. That separate issue. All templates downloads in-app show I can't features app. Sigh. After several years using this, I install something else.",Positive,0.05000000000000002,0.5392857142857143
+Font Studio- Photo Texts Image,Finally decided try out. I love easy add text Save button ant exit stop ask want save image not. I tried twice results. It saves image lower resolution text gone. Useless.,Positive,0.10833333333333334,0.6583333333333334
+Font Studio- Photo Texts Image,"Barely worth & mind hit w/ ads every clicks. Hint: Disable Wi-Fi using spare frustration... plus, screws maker revenue. They deserve it.",Positive,0.3,0.1
+Font Studio- Photo Texts Image,I like it. It takes much space. And everyone complaint adds WHAT DID YOU EXPECT? THIS IS FREE THEY HAVE TO PUT IN ADDS SO THEY GET PAYED BY EACH ADD. STOP COMPLAINING ABOUT ADS!!!!!!!!,Positive,0.3,0.4000000000000001
+Font Studio- Photo Texts Image,Chuffing ads every makes think money consumer. So many ads makes determined NOT buy product! Sorry guys great I'm longer interested cos I can't actually achieve anything,Positive,0.23500000000000001,0.5700000000000001
+Font Studio- Photo Texts Image,nan,nan,nan,nan
+Font Studio- Photo Texts Image,Can even finish 1 edit without fight 3 ads per click. If patience go it. I left alone. It'll take hour edit 5 minute photo due ad spamming,Negative,-0.0625,0.1875
+Font Studio- Photo Texts Image,It's absolutely awful. Seriously worst I used years. More advertising I think I ever seen absolutely useless anyone. Uninstalling immediately,Negative,-0.5,0.675
+Font Studio- Photo Texts Image,It's great try save image reason image always green tint brings quality image esp white background. Please fix really effects image ruins everything.,Positive,0.13,0.29
+Font Studio- Photo Texts Image,What heck happened? I using almost 2 years can't now! The update makes impossible ads I can't get photo able add fonts!! I'm uninstalling finding something else...The part sucks I actually PAID font styles!! Lesson learned!!,Negative,-0.046354166666666655,0.50625
+Font Studio- Photo Texts Image,"Better I've used far! Love simple types colors fonts available.>>>>> update! new version sucks sorry, many ads straight forward previous version",Positive,0.09946969696969696,0.5278354978354979
+Font Studio- Photo Texts Image,"Rubbish update! They taken good, simple worked replaced completely different work bit looks prettier. The level advertising inclusiveness also ridiculous",Positive,0.09166666666666666,0.6392857142857143
+Font Studio- Photo Texts Image,nan,nan,nan,nan
+Font Studio- Photo Texts Image,I'm feeling frustrated. I used I love fonts here. For reason though let get past typing stage. The font options show up. I even restarted phone still stuck first edit option. Help please!,Negative,-0.03437499999999999,0.3458333333333333
+Font Studio- Photo Texts Image,"I used before. It awesome one. But Idk happened, doesnot show pictures/ content. I deleted reinstalled too. The internet working fine I tried using Wi-Fi too. But doesnot show anything. The preview remains empty template download!! So disappointing!! The ads altogether different problem. They before. And number adds sheer stupidity.",Negative,-0.03958333333333332,0.7214285714285715
+Font Studio- Photo Texts Image,nan,nan,nan,nan
+Font Studio- Photo Texts Image,"Just changed rating 5 stars one. Ads making impossible use. They close. I keep clicking X ads take sites anyway. Neither would ratings window, I'm rating.",Negative,-0.6666666666666666,1.0
+Font Studio- Photo Texts Image,"Its s**t app, even bother waste data downloading nonsense, even edit single photo, see templates... It deserves removed play store.",Negative,-0.13571428571428573,0.10714285714285714
+Font Studio- Photo Texts Image,"I using long I remember great I'm using android, suddenly stopped working. I anything. I says failed. Im sure im using iphone, work quite well. Please fix.",Positive,0.15,0.5677777777777777
+Font Studio- Photo Texts Image,"Way many ads. I really anything. With every ad popped up. I understand need ads free app, way ads pop-up makes difficult use. Uninstalling",Positive,0.15000000000000002,0.625
+Font Studio- Photo Texts Image,"Great app. I basic things. Never giving problem. It's easy use. Ads appear quite often, I mind paying $1 $2 ad free version.",Positive,0.4083333333333333,0.6270833333333334
+Font Studio- Photo Texts Image,"This utter garbage. Pure garbage. It's ads NON-STOP every five seconds asks leave ""5 Star Review"" ""Remind You Later""... Five stars?! Yeah, umm... No.",Positive,0.07142857142857142,0.5
+Font Studio- Photo Texts Image,"I keep trying curiosity potential might hold truth would load million times I try open selections 6 original tabs. So disappointing. I kick butt ohone there's reason issue permanent. But yet, seems like going forever proving permanently unusable.",Negative,-0.056249999999999994,0.7375
+Font Studio- Photo Texts Image,It impossible open photos ad fills whole screen everytime make selection. Really awful app. I'm uninstalling now.,Negative,-0.36666666666666664,0.725
+Font Studio- Photo Texts Image,"I remember using years ago. Paid ad free version loved it. Everybody wanted know I used create beautiful pictures. After switching phones, I lost recently found it. I'm disappointed full ads toy can't enjoy app. Ridiculous. Uninstalling",Positive,0.20208333333333336,0.70625
+Font Studio- Photo Texts Image,nan,nan,nan,nan
+Font Studio- Photo Texts Image,"Nothing works, except ads, literally every button nothing bring full page ad. The developer laugh.",Positive,0.32499999999999996,0.325
+Font Studio- Photo Texts Image,"Loved app. Used weekly last updates. Now I can't figure it. After 3 years, I'm uninstalling. Goes show, fix what's broken.",Positive,0.09999999999999998,0.4222222222222222
+Font Studio- Photo Texts Image,"I even damn I struggled 20 mins trying figure does, every single time I clicked anything add would pop up. I imagined I would liked I could",Positive,0.2642857142857143,0.5071428571428571
+Font Studio- Photo Texts Image,"Way many ads. I've used long recently amount ads quadrupled, making really frustrating use. There need many ads, although know developers trying get us buy full version. Well, I'm completely ever buying thanks sheer amount advertising. This used best font now? Don't even bother. It's worth frustration",Positive,0.22727272727272727,0.4409090909090908
+Font Studio- Photo Texts Image,So far good. Just came stats begging rating middle edits,Positive,0.26666666666666666,0.5333333333333333
+Font Studio- Photo Texts Image,Way many ads. Everytime something new add. It might good takes long anything always fight apps.,Positive,0.3215909090909091,0.48863636363636365
+Font Studio- Photo Texts Image,"I think lovely perfect making plain photos look amazing. The fonts nice different option choices nice well. I mostly make story covers since I author. This still issues though, way many ads. I know ads used help make money make run really need ad every time want return else want load something, picture? It's annoying that's I'm rating 4/5 stars ads annoying pop way quicky much. Anyways I love ads. Keep good work! :)",Positive,0.2975446428571429,0.6879464285714285
+Font Studio- Photo Texts Image,"instructions all, guess anythung interface intuitive. I ran error message Chinese. ... I think. anyway, would recommend.",Neutral,0.0,0.0
+Font Studio- Photo Texts Image,The ads ridiculous! It makes functional basically impossible use.,Negative,-0.5416666666666666,1.0
+Font Studio- Photo Texts Image,"Every time I press button, ad pops up. I think would good ads. Even ad time press button.",Positive,0.7,0.6000000000000001
+Font Studio- Photo Texts Image,Wwwwwaaayyyy many ads. It makes really frustrating use. Other great app. Won't much longer figure ad thing.,Positive,0.195,0.545
+Font Studio- Photo Texts Image,nan,nan,nan,nan
+Font Studio- Photo Texts Image,nan,nan,nan,nan
+Food Calorie Calculator,wants permission manage phone calls. For reason? If I deny run. TERRIBLE,Negative,-0.4,0.55
+Food Calorie Calculator,Why guys need access view contact number,Neutral,0.0,0.0
+Food Calorie Calculator,nan,nan,nan,nan
+Food Calorie Calculator,Cool Accelent,Positive,0.35,0.65
+Food Calorie Calculator,"WTH??? I loved upgrades started happening week. Thank fixing weight log issue regarding decimal point. HOWEVER...the food log completely messed up. No matter food choose logs something entirely different completely different calorie amount,... Full Review",Positive,0.22999999999999998,0.5900000000000001
+Food Calorie Calculator,nan,nan,nan,nan
+Food Calorie Calculator,"Easy enough It's best app, works. Just wish foods already database. Kinda sad ""butter"" turns everything a. Plain old tablespoon butter.",Positive,0.1365079365079365,0.5317460317460319
+Food Calorie Calculator,"Very little database choose get (and specified) people TOTALLY CUSTOMIZING food, looking place NOT you.",Negative,-0.12187500000000001,0.7
+Food Calorie Calculator,Sigh... Intrusive sigh...yup another uninstalled ...I * *basic food calorie lookup** ...no permissions email required...yay...,Neutral,0.0,0.125
+Food Calorie Calculator,Nice limited choices food selection,Positive,0.2642857142857143,0.5714285714285714
+Food Calorie Calculator,Disgusting app... won't install,Negative,-1.0,1.0
+Food Calorie Calculator,booms good reduce weight...,Positive,0.7,0.6000000000000001
+Food Calorie Calculator,So great,Positive,0.8,0.75
+Food Calorie Calculator,Can't find indian food.,Neutral,0.0,0.0
+Food Calorie Calculator,Good Good,Positive,0.7,0.6000000000000001
+Food Calorie Calculator,Totally sucks open let make phone calls worst ever installed,Negative,-0.43333333333333335,0.6
+Food Calorie Calculator,"Metric only, imperial. Can't use.",Neutral,0.0,1.0
+Food Calorie Calculator,O 0,Neutral,0.0,0.0
+Food Calorie Calculator,No data,Neutral,0.0,0.0
+Food Calorie Calculator,I.need.This color.calculator,Neutral,0.0,0.0
+Food Calorie Calculator,nan,nan,nan,nan
+Food Calorie Calculator,Fad,Neutral,0.0,0.0
+Food Calorie Calculator,Alvia Nice,Positive,0.6,1.0
+Food Calorie Calculator,wants permission manage phone calls. For reason? If I deny run. TERRIBLE,Negative,-0.4,0.55
+Food Calorie Calculator,Why guys need access view contact number,Neutral,0.0,0.0
+Food Calorie Calculator,Permissions I deny permissions work. No need phone sd card.,Neutral,0.0,0.0
+Food Calorie Calculator,Cool Accelent,Positive,0.35,0.65
+Food Calorie Calculator,"WTH??? I loved upgrades started happening week. Thank fixing weight log issue regarding decimal point. HOWEVER...the food log completely messed up. No matter food choose logs something entirely different completely different calorie amount, language I recognize rendering completely useless calorie manager. Please please correct NOW.",Positive,0.059999999999999984,0.5200000000000001
+Food Calorie Calculator,nan,nan,nan,nan
+Food Calorie Calculator,"Easy enough It's best app, works. Just wish foods already database. Kinda sad ""butter"" turns everything a. Plain old tablespoon butter.",Positive,0.1365079365079365,0.5317460317460319
+Food Calorie Calculator,"Very little database choose get (and specified) people TOTALLY CUSTOMIZING food, looking place NOT you.",Negative,-0.12187500000000001,0.7
+Food Calorie Calculator,Sigh... Intrusive sigh...yup another uninstalled ...I * *basic food calorie lookup** ...no permissions email required...yay...,Neutral,0.0,0.125
+Food Calorie Calculator,nan,nan,nan,nan
+Food Calorie Calculator,Disgusting app... won't install,Negative,-1.0,1.0
+Food Calorie Calculator,booms good reduce weight...,Positive,0.7,0.6000000000000001
+Food Calorie Calculator,So great,Positive,0.8,0.75
+Food Calorie Calculator,Can't find indian food.,Neutral,0.0,0.0
+Food Calorie Calculator,Good Good,Positive,0.7,0.6000000000000001
+Food Calorie Calculator,Totally sucks open let make phone calls worst ever installed,Negative,-0.43333333333333335,0.6
+Food Calorie Calculator,"Metric only, imperial. Can't use.",Neutral,0.0,1.0
+Food Calorie Calculator,O 0,Neutral,0.0,0.0
+Food Calorie Calculator,No data,Neutral,0.0,0.0
+Food Calorie Calculator,I.need.This color.calculator,Neutral,0.0,0.0
+Food Calorie Calculator,The best Effective,Positive,0.8,0.55
+Food Calorie Calculator,Fad,Neutral,0.0,0.0
+Food Calorie Calculator,Alvia Nice,Positive,0.6,1.0
+Food Network,"This favorite apps. Period. Everything works perfectly. There virtually buffer time, even poor signal strength areas. The great parts ability watch live TV anytime keeps track resume right last watching. Even middle show. There also ROKU Version watch TV. Eliminated cable three apps. All TV based work like does. Take CBS!",Positive,0.2902597402597403,0.5565476190476191
+Food Network,The needs work. After watching show locks force stop open watch another show. Another problem wont let binge watch show episodes.,Neutral,0.0,0.5
+Food Network,"Have log cable provider every time open app. Randomly closes streaming cast. When select option, indication option selected. No sound, vibration visual cue. Streams live TV programs HD. Recently updated, still terrible. Same problems. Worst TV / streaming I've ever used.",Negative,-0.28484848484848485,0.47500000000000003
+Food Network,"Some favorite baking shows network. This real consistent though definitely needs work. There times I can't select episodes watch show available, I switch another show works fine. There also times search function work. They least four programs words bake Baker them, I search either comes result none all. There also lot commercials. Each commercial 140 seconds long, counts screen; less 6 commercial breaks within hour long show. Very annoying.",Positive,0.010416666666666649,0.4201388888888889
+Food Network,I cant get programs work cast. Its like tries crashes. All tv work :(,Negative,-0.425,0.7
+Food Network,I love Food Network pretty bad. It constantly freezes streaming live TV. I disconnect close order restart. It's incredibly annoying frustrating Food Network anything fix problem.,Negative,-0.1448051948051948,0.7000000000000001
+Food Network,"This longer (as August 1st, 2018) lets watch shows. All tell error sheen ok available shows. It tell anything useful help fix it. Clearing cache data work. Clearing data makes useless since stops remembering watched.",Positive,0.175,0.275
+Food Network,The ads frequent repetitive.so annoying. I need ad old people pills I'm old,Negative,-0.12500000000000003,0.39999999999999997
+Food Network,Here go again. Continually sign providers listed. You would think year they'd figure out. Have uninstalled reinstalled multiple times problem. useless.,Negative,-0.25,0.1
+Food Network,"I catch ton shows, convenient. They thing would make like cable provider app, I know that's pretty unlikely.",Negative,-0.125,0.75
+Food Network,It work phone well I hoped. It let's put show I want put another I back completely unsync TV start over.,Positive,0.05,0.2
+Food Network,"The Food Network unresponsive, slow, rarely works. If using Chromecast, forget it. Two stars occasionally works.",Negative,-1.850371707708594e-17,0.47500000000000003
+Food Network,Never lets cast TV. It act like loading never actually play episode,Neutral,0.0,0.1
+Food Network,This worst. Every time episode finishes I disconnect wifi start order watch next one.,Negative,-0.5,0.5
+Food Network,"Why I uncast TV sign opposite watch another episode? You really, really need fix issue asking much.",Positive,0.13333333333333333,0.13333333333333333
+Food Network,"I'm truck driver access tv, cable satellite. This helps keep shows. Only problem keeps wanting login provider even though I ""stay logged in.""",Neutral,0.0,1.0
+Food Network,"Hooray!! U watch Cutthroat Iron Chef allllll time, letting network kno KEEP THESE SHOWS GOING whoo hoo! And scroll scroll scroll, u access unlocked episodes without ur personal provider ads, fine me. Ads inform lol",Positive,0.4055555555555556,0.5
+Food Network,"This buggiest EVER! It's constant struggle every time want trial du jour be, always something!",Neutral,0.0,0.3333333333333333
+Food Network,I love FN buffers around glitchy enough displays error message usually popping I'm middle something important phone annoying. IT said I probably fast enough upload that's I want hear phone fix,Positive,0.006249999999999999,0.54375
+Food Network,Extremely poor connection. I watch ten seconds buffer five minutes. Please fix this.,Negative,-0.2,0.3
+Food Network,The shows keep starting right middle watching. Very annoying,Negative,-0.17857142857142858,0.4089285714285714
+Food Network,Unfortunately great works. I Chromecast choosing episode frequently leads response bound determined play one. Please clean up.,Positive,0.4222222222222222,0.5833333333333334
+Food Network,I wish I could turn phone sideways watch show. That's complaint.,Negative,-0.3,0.2
+Food Network,nan,nan,nan,nan
+Food Network,"I can't play two episodes row. In order play 2nd episode, I first Force Stop able play something.",Positive,0.25,0.3194444444444444
+Food Network,It gets low stars live TV work. That's main reason wanting app.,Positive,0.101010101010101,0.37777777777777777
+Food Network,"After days watching shows app, stops working. I unstall install again. Please fix.",Neutral,0.0,0.0
+Food Network,"There still issues trying cast shows TV app. After playing episode becomes unresponsive trying play another episode. Exiting reentering fixes problem, enough hassle annoying dissuade viewing.",Negative,-0.4,0.7
+Food Network,"Wanted watch missed eps shows I like, get nagged show I never watch (Food Network Star), uninstalled.",Neutral,0.0,0.0
+Food Network,I really cant give stars would let sign in. It's horrible I missed many shows game. It work like many apps.,Negative,-0.040000000000000015,0.52
+Food Network,Sometimes I feel well enough go downstairs I watch phone. Love it!!!,Positive,0.48828125,0.55
+Food Network,Current version forces log every time I show list cable providers I force stop app.,Neutral,0.0,0.4
+Food Network,I would like give TV provider I one.. I cannot watch shows. Thanks,Positive,0.2,0.2
+Food Network,Love get caught favorite shows.,Positive,0.5,0.8
+Food Network,"The Food Network Channel pretty much I watch tv app, I watch favorite Food Network shows I away home!",Positive,0.35833333333333334,0.7333333333333334
+Food Network,Great I adore last weeks keeps glitching restarting show I'm watching :(,Positive,0.01666666666666668,0.6055555555555555
+Food Network,Love easy favorite shows it!,Positive,0.5194444444444445,0.8111111111111112
+Food Network,nan,nan,nan,nan
+Food Network,nan,nan,nan,nan
+Food Network,It lets watch something diners drive ins dives,Neutral,0.0,0.0
+Food Network,"This favorite apps. Period. Everything works perfectly. There virtually buffer time, even poor signal strength areas. The great parts ability watch live TV anytime keeps track resume right last watching. Even middle show. There also ROKU Version watch TV. Eliminated cable three apps. All TV based work like does. Take CBS!",Positive,0.2902597402597403,0.5565476190476191
+Food Network,The needs work. After watching show locks force stop open watch another show. Another problem wont let binge watch show episodes.,Neutral,0.0,0.5
+Food Network,nan,nan,nan,nan
+Food Network,"Some favorite baking shows network. This real consistent though definitely needs work. There times I can't select episodes watch show available, I switch another show works fine. There also times search function work. They least four programs words bake Baker them, I search either comes result none all. There also lot commercials. Each commercial 140 seconds long, counts screen; less 6 commercial breaks within hour long show. Very annoying.",Positive,0.010416666666666649,0.4201388888888889
+Food Network,I cant get programs work cast. Its like tries crashes. All tv work :(,Negative,-0.425,0.7
+Food Network,I love Food Network pretty bad. It constantly freezes streaming live TV. I disconnect close order restart. It's incredibly annoying frustrating Food Network anything fix problem.,Negative,-0.1448051948051948,0.7000000000000001
+Food Network,"This longer (as August 1st, 2018) lets watch shows. All tell error sheen ok available shows. It tell anything useful help fix it. Clearing cache data work. Clearing data makes useless since stops remembering watched.",Positive,0.175,0.275
+Food Network,The ads frequent repetitive.so annoying. I need ad old people pills I'm old,Negative,-0.12500000000000003,0.39999999999999997
+Food Network,Here go again. Continually sign providers listed. You would think year they'd figure out. Have uninstalled reinstalled multiple times problem. useless.,Negative,-0.25,0.1
+Food Network,"I catch ton shows, convenient. They thing would make like cable provider app, I know that's pretty unlikely.",Negative,-0.125,0.75
+Food Network,It work phone well I hoped. It let's put show I want put another I back completely unsync TV start over.,Positive,0.05,0.2
+Food Network,nan,nan,nan,nan
+Food Network,Never lets cast TV. It act like loading never actually play episode,Neutral,0.0,0.1
+Food Network,This worst. Every time episode finishes I disconnect wifi start order watch next one.,Negative,-0.5,0.5
+Food Network,"Why I uncast TV sign opposite watch another episode? You really, really need fix issue asking much.",Positive,0.13333333333333333,0.13333333333333333
+Food Network,"I'm truck driver access tv, cable satellite. This helps keep shows. Only problem keeps wanting login provider even though I ""stay logged in.""",Neutral,0.0,1.0
+Food Network,"Hooray!! U watch Cutthroat Iron Chef allllll time, letting network kno KEEP THESE SHOWS GOING whoo hoo! And scroll scroll scroll, u access unlocked episodes without ur personal provider ads, fine me. Ads inform lol",Positive,0.4055555555555556,0.5
+Food Network,"This buggiest EVER! It's constant struggle every time want trial du jour be, always something!",Neutral,0.0,0.3333333333333333
+Food Network,nan,nan,nan,nan
+Food Network,Extremely poor connection. I watch ten seconds buffer five minutes. Please fix this.,Negative,-0.2,0.3
+Food Network,The shows keep starting right middle watching. Very annoying,Negative,-0.17857142857142858,0.4089285714285714
+Food Network,Unfortunately great works. I Chromecast choosing episode frequently leads response bound determined play one. Please clean up.,Positive,0.4222222222222222,0.5833333333333334
+Food Network,I wish I could turn phone sideways watch show. That's complaint.,Negative,-0.3,0.2
+Food Network,Hate way set up. Not user friendly.,Negative,-0.21250000000000002,0.7
+Food Network,"I can't play two episodes row. In order play 2nd episode, I first Force Stop able play something.",Positive,0.25,0.3194444444444444
+Food Network,It gets low stars live TV work. That's main reason wanting app.,Positive,0.101010101010101,0.37777777777777777
+Food Network,"After days watching shows app, stops working. I unstall install again. Please fix.",Neutral,0.0,0.0
+Food Network,"There still issues trying cast shows TV app. After playing episode becomes unresponsive trying play another episode. Exiting reentering fixes problem, enough hassle annoying dissuade viewing.",Negative,-0.4,0.7
+Food Network,"Wanted watch missed eps shows I like, get nagged show I never watch (Food Network Star), uninstalled.",Neutral,0.0,0.0
+Food Network,nan,nan,nan,nan
+Food Network,Sometimes I feel well enough go downstairs I watch phone. Love it!!!,Positive,0.48828125,0.55
+Food Network,Current version forces log every time I show list cable providers I force stop app.,Neutral,0.0,0.4
+Food Network,I would like give TV provider I one.. I cannot watch shows. Thanks,Positive,0.2,0.2
+Food Network,Love get caught favorite shows.,Positive,0.5,0.8
+Food Network,"The Food Network Channel pretty much I watch tv app, I watch favorite Food Network shows I away home!",Positive,0.35833333333333334,0.7333333333333334
+Food Network,Great I adore last weeks keeps glitching restarting show I'm watching :(,Positive,0.01666666666666668,0.6055555555555555
+Food Network,Love easy favorite shows it!,Positive,0.5194444444444445,0.8111111111111112
+Food Network,nan,nan,nan,nan
+Food Network,nan,nan,nan,nan
+Food Network,It lets watch something diners drive ins dives,Neutral,0.0,0.0
+Fooducate Healthy Weight Loss & Calorie Counter,It's pretty good reviewing food see bad explanations ingredient label see themselves. There things makes perfect. Well full info foods like krystals ingredients. Another would food list confusing multiple listing food different picture also clogs list making longer. Last would ratings changes reason. Example food A 3 things red 5 cautious ingredients gets B rating. Food B nothing really bad red alerts probably 1 grey gets C rating. So means best go ratings actual look explanations ingredients even D. Haven't really much features I can't say much now.,Positive,0.11470588235294119,0.37941176470588234
+Fooducate Healthy Weight Loss & Calorie Counter,There lot items listed ask pic send..,Neutral,0.0,0.0
+Fooducate Healthy Weight Loss & Calorie Counter,Doesn't ability sort even basic dietary needs like Kosher Halal. Wants pay special diets have. There better resources kind thing much cheaper outright free.,Positive,0.3224489795918367,0.45663265306122447
+Fooducate Healthy Weight Loss & Calorie Counter,Helpful choose healthier foods shopping. I like using grocery store finding best option used better. Dislike give options healthier choice product buy.,Positive,0.75,0.4
+Fooducate Healthy Weight Loss & Calorie Counter,"I want simple nutrition tracker. I want weight loss tells shop needs know location. Calories, proteins, carbs, basic tracking I want need. This fill need.",Neutral,0.0,0.24107142857142858
+Fooducate Healthy Weight Loss & Calorie Counter,Wanted like logging food tedious I found submit foods nutrition value. Worse...it link fitbit,Negative,-0.5,1.0
+Fooducate Healthy Weight Loss & Calorie Counter,I super data driven puts everything right front me. Helps accountable myself!,Positive,0.34523809523809523,0.6011904761904762
+Fooducate Healthy Weight Loss & Calorie Counter,This best ever I would recommend using stay healthy also I find extremely fun scanning random items see ranking,Positive,0.325,0.375
+Fooducate Healthy Weight Loss & Calorie Counter,"I've using days far great! I love articles, community support tools track eating, exercise, nutrition facts fingertips!",Positive,0.5750000000000001,0.7833333333333333
+Fooducate Healthy Weight Loss & Calorie Counter,"This I've talking friends. I think everyone needs app. Don't put another thing mouth, do.",Neutral,0.0,0.0
+Fooducate Healthy Weight Loss & Calorie Counter,"I mostly track food calorie intake. It's okay, I like scan bar codes many foods. Sometimes I search food history user adds, let add tracking. Not sure yet I'll continue using.",Positive,0.3125,0.5972222222222222
+Fooducate Healthy Weight Loss & Calorie Counter,"Great break food categories need watch sodium sugars, etc...you pay little tho part I think worth it.",Positive,0.3041666666666667,0.45
+Fooducate Healthy Weight Loss & Calorie Counter,"Not wide selection items, even find looking for, can't seem add item daily food log.",Positive,0.025,0.2
+Fooducate Healthy Weight Loss & Calorie Counter,"I live without app. For gluten allergies keto diet, us hands best app.",Positive,0.5681818181818181,0.4
+Fooducate Healthy Weight Loss & Calorie Counter,They keep making updates good. Gets better better.,Positive,0.5666666666666667,0.5333333333333333
+Fooducate Healthy Weight Loss & Calorie Counter,Amazing! Has tremendous help weight loss journey! Love it!,Positive,0.5972222222222222,0.8333333333333334
+Fooducate Healthy Weight Loss & Calorie Counter,U like much,Positive,0.2,0.2
+Fooducate Healthy Weight Loss & Calorie Counter,"I think good losing, gaining, maintaining body weight free plus.",Positive,0.55,0.7000000000000001
+Fooducate Healthy Weight Loss & Calorie Counter,Very easy fun calorie counter also helps rate quality foods.,Positive,0.43166666666666664,0.6
+Fooducate Healthy Weight Loss & Calorie Counter,Very informative helpful keeping track. Should get better additional foods.,Positive,0.35,0.4
+Fooducate Healthy Weight Loss & Calorie Counter,Using track food intake.,Neutral,0.0,0.0
+Fooducate Healthy Weight Loss & Calorie Counter,Where tell eat?,Neutral,0.0,0.0
+Fooducate Healthy Weight Loss & Calorie Counter,Easy tool provides nutritional info help make health food choices,Positive,0.43333333333333335,0.8333333333333334
+Fooducate Healthy Weight Loss & Calorie Counter,"great seeing nutrition values everything, great seeing added sugar content",Positive,0.8,0.75
+Fooducate Healthy Weight Loss & Calorie Counter,Hard set,Negative,-0.2916666666666667,0.5416666666666666
+Fooducate Healthy Weight Loss & Calorie Counter,Best food I've found far,Positive,0.55,0.65
+Fooducate Healthy Weight Loss & Calorie Counter,Love explains product rating,Positive,0.5,0.6
+Fooducate Healthy Weight Loss & Calorie Counter,This super handy shopping!,Positive,0.5416666666666666,0.7833333333333333
+Fooducate Healthy Weight Loss & Calorie Counter,I Love app.. I've using years.!!!,Positive,0.9765625,0.6
+Fooducate Healthy Weight Loss & Calorie Counter,I love app. I time.,Positive,0.5,0.6
+Fooducate Healthy Weight Loss & Calorie Counter,nan,nan,nan,nan
+Fooducate Healthy Weight Loss & Calorie Counter,nan,nan,nan,nan
+Fooducate Healthy Weight Loss & Calorie Counter,This easy,Positive,0.43333333333333335,0.8333333333333334
+Fooducate Healthy Weight Loss & Calorie Counter,I loved gives nutrition values,Positive,0.7,0.8
+Fooducate Healthy Weight Loss & Calorie Counter,Educational. Very helpful,Positive,0.225,0.275
+Fooducate Healthy Weight Loss & Calorie Counter,nan,nan,nan,nan
+Fooducate Healthy Weight Loss & Calorie Counter,I LOVE IT,Positive,0.5,0.6
+Fooducate Healthy Weight Loss & Calorie Counter,Foodudcute really helpful,Positive,0.2,0.2
+Fooducate Healthy Weight Loss & Calorie Counter,Good,Positive,0.7,0.6000000000000001
+Fooducate Healthy Weight Loss & Calorie Counter,Love shop,Positive,0.5,0.6
+"Foot Mercato : transferts, résultats, news, live",Awesome. Scores updated immediately. Hope fixed.,Positive,0.55,0.6
+"Foot Mercato : transferts, résultats, news, live",Amazing love,Positive,0.55,0.75
+"Foot Mercato : transferts, résultats, news, live",nan,nan,nan,nan
+"Foot Mercato : transferts, résultats, news, live",much ads,Positive,0.2,0.2
+"Foot Mercato : transferts, résultats, news, live",Good,Positive,0.7,0.6000000000000001
+"Foot Mercato : transferts, résultats, news, live",For me it's the best in the world I advice you,Positive,1.0,0.3
+"Foot Mercato : transferts, résultats, news, live",Super,Positive,0.3333333333333333,0.6666666666666666
+"Foot Mercato : transferts, résultats, news, live",good,Positive,0.7,0.6000000000000001
+"Foot Mercato : transferts, résultats, news, live","Superb apps with very complete information (mercato, goals etc ...). To take without hesitation",Positive,0.565,0.76
+"Foot Mercato : transferts, résultats, news, live",I like,Neutral,0.0,0.0
+"Foot Mercato : transferts, résultats, news, live",It's informative,Neutral,0.0,0.0
+"Foot Mercato : transferts, résultats, news, live",Its Good,Positive,0.7,0.6000000000000001
+"Foot Mercato : transferts, résultats, news, live",Helpful,Neutral,0.0,0.0
+"Foot Mercato : transferts, résultats, news, live",Hate last week always add come make crazy,Negative,-0.4666666666666666,0.6222222222222222
+"Foot Mercato : transferts, résultats, news, live",Cool gives good infos concerning football,Positive,0.5249999999999999,0.625
+"Foot Mercato : transferts, résultats, news, live",It's good,Positive,0.7,0.6000000000000001
+"Foot Mercato : transferts, résultats, news, live","Superb app, but slow to load for a few weeks, I almost have to empty each time the data of the app to start it",Positive,0.09999999999999998,0.5
+"Foot Mercato : transferts, résultats, news, live",nan,nan,nan,nan
+"Foot Mercato : transferts, résultats, news, live",good,Positive,0.7,0.6000000000000001
+"Foot Mercato : transferts, résultats, news, live",Results should be posted directly,Positive,0.1,0.4
+"Foot Mercato : transferts, résultats, news, live",Afternoon charger,Neutral,0.0,0.0
+"Foot Mercato : transferts, résultats, news, live",Good,Positive,0.7,0.6000000000000001
+"Foot Mercato : transferts, résultats, news, live","Really horrible, you should stop putting two videos at the beginning of each start. Too bad.",Negative,-0.8499999999999999,0.8333333333333333
+"Foot Mercato : transferts, résultats, news, live",I put a comment and the developers responded to me in the hour and fixing the concern frankly bravo for your reactivite,Neutral,0.0,0.0
+"Foot Mercato : transferts, résultats, news, live","Your seem good,BT long English translation nothing",Negative,-0.025,0.2
+"Foot Mercato : transferts, résultats, news, live",Thank you Foot Mercato for the info. Beautiful app,Positive,0.85,1.0
+"Foot Mercato : transferts, résultats, news, live",This best football world. But try connect football leagues world,Positive,1.0,0.3
+"Foot Mercato : transferts, résultats, news, live",nan,nan,nan,nan
+"Foot Mercato : transferts, résultats, news, live",I think it's good in general,Positive,0.375,0.55
+"Foot Mercato : transferts, résultats, news, live",I can not turn the screen,Neutral,0.0,0.0
+"Foot Mercato : transferts, résultats, news, live",It's nice application. I love,Positive,0.55,0.8
+"Foot Mercato : transferts, résultats, news, live",Nice,Positive,0.6,1.0
+"Foot Mercato : transferts, résultats, news, live",Its good,Positive,0.7,0.6000000000000001
+"Foot Mercato : transferts, résultats, news, live",Nice,Positive,0.6,1.0
+"Foot Mercato : transferts, résultats, news, live",Good,Positive,0.7,0.6000000000000001
+"Foot Mercato : transferts, résultats, news, live","If I do not look at the items for a day, when I look at the last one or I stopped, and those look at the next one, it automatically returns to the first items. I must then go down to find where I was. I put 5 stars as soon as the problem is corrected",Positive,0.023611111111111104,0.17222222222222222
+"Foot Mercato : transferts, résultats, news, live","Very good app but too much bug especially in the loading of articles. When I want to refresh the page lappli says ""this device is not connected internet"" while my phone is very well connected and it always happens during contidian reading and really breaks the balls. Thank you for remedying this situation",Positive,0.30199999999999994,0.4960000000000001
+"Foot Mercato : transferts, résultats, news, live","Very good application. Not too much blabbering in articles, not too many articles based on a week-long sentence like 10Sport. My for news football.",Positive,0.5366666666666666,0.4933333333333334
+"Foot Mercato : transferts, résultats, news, live",I would would improve like update club,Neutral,0.0,0.0
+"Foot Mercato : transferts, résultats, news, live",nan,nan,nan,nan
+Football Live Scores,"The working absolutely fine old xiaomi phone. But I'm able receive notification since I installed OnePlus 6. Have tried uninstalling amd re-installing too, work.",Positive,0.33888888888888885,0.44166666666666665
+Football Live Scores,Thank making lightweight fast. Great app. I love,Positive,0.5,0.65
+Football Live Scores,Would 5but needs 2 b kept updated oztumer jackson walsall mayb teams like needs updating,Neutral,0.0,0.0
+Football Live Scores,The best football Play Store,Positive,1.0,0.3
+Football Live Scores,nan,nan,nan,nan
+Football Live Scores,Very good app. Go it⚽️⚽️⚽️⚽️,Positive,0.9099999999999999,0.7800000000000001
+Football Live Scores,bad,Negative,-0.6999999999999998,0.6666666666666666
+Football Live Scores,Nice,Positive,0.6,1.0
+Football Live Scores,nan,nan,nan,nan
+Football Live Scores,awesome,Positive,1.0,1.0
+Football Live Scores,"Now I got I saw d'fferent z player video, team video match video why? Can help z good",Positive,0.7,0.6000000000000001
+Football Live Scores,"Zero star option available. Where video highlights gone???? Will change rating ""video"" option returned back available.",Positive,0.26666666666666666,0.26666666666666666
+Football Live Scores,Very nice good,Positive,0.74,0.8
+Football Live Scores,This beautiful ......this beautiful ...........awesome awesome favourite ..... . . much helpful us...,Positive,0.7250000000000001,0.8
+Football Live Scores,It works well fast enjoying,Positive,0.35,0.6
+Football Live Scores,nan,nan,nan,nan
+Football Live Scores,Well,Neutral,0.0,0.0
+Football Live Scores,Dream 11,Neutral,0.0,0.0
+Football Live Scores,Best app! Easy use!,Positive,0.7708333333333334,0.5666666666666667
+Football Live Scores,Thanks,Positive,0.2,0.2
+Football Live Scores,nan,nan,nan,nan
+Football Live Scores,nan,nan,nan,nan
+Football Live Scores,Very good,Positive,0.9099999999999999,0.7800000000000001
+Football Live Scores,good,Positive,0.7,0.6000000000000001
+Football Live Scores,nice,Positive,0.6,1.0
+Football Live Scores,Superb I loved best know scores anything support Barcelona real Madrid,Positive,0.7250000000000001,0.6000000000000001
+Football Live Scores,I like gives football update,Neutral,0.0,0.0
+Football Live Scores,"Really good providing every score every game loads extra background, stats more. One small thing could sorting team draws goes penalties teams form given draw game instead outcome penalties. (Burnley V Leeds)",Positive,0.024999999999999984,0.39999999999999997
+Football Live Scores,The refresh button nothing!!! You exit come back get updates. Notifications always work. Some good stuff tbe overall better ones there.,Positive,0.3,0.275
+Football Live Scores,"One best app. But time, lineups match highlights Indian super league matches Rest everything fine",Positive,0.5833333333333334,0.4888888888888889
+Football Live Scores,The UI far best enjoyable sections app. Only gripe I ability remove ads? Can done please? Thanks,Positive,0.36,0.62
+Football Live Scores,Why update top scorers list matches finished..Sometimes matches midweek difficult get surity top.. Also uh bring The subtitutions mainpage...we go linups scroll nd get..its difficult Pls update features..Otheriwise It best among soccer score,Positive,0.2,0.6599999999999999
+Football Live Scores,"Am short words I learnt far... I improved predictions, thanks except notification bell longer sounding I guess improve alone. I love much, keep",Positive,0.2,0.4600000000000001
+Football Live Scores,"It extensively informative, covering almost every league World including teams positions various leagues competitions. Current forms results recent matches played displayed. Little crucial details team's statistics showing players forms shown. If football fan, become everyday companion.",Negative,-0.05535714285714286,0.511904761904762
+Football Live Scores,"Fantastic football app, got problem please u take ads bring paid version Thanx.",Positive,0.4,0.9
+Football Live Scores,"awesome,but revisite live notifications take much time sometimes come,,you receive remaining star",Positive,0.16818181818181818,0.35
+Football Live Scores,"Very fast It's usefully updates scores time, never disappoint. Very reliable rely on.",Positive,0.25333333333333335,0.36000000000000004
+Football Live Scores,"This useful me. I like alarm it. It signals goal scored, etc. Great",Positive,0.55,0.375
+Football Live Scores,nan,nan,nan,nan
+Football Live Scores,Brilliant going games final results. Plus stats line ups etc. What could want,Positive,0.45,1.0
+ForecaWeather,"This accurate weather area, widget ... cannot info upgrading work Android 7.0. So I keep Accuweather widget (it gives quite accurate present weather info) Foreca accurate future info. Or maybe I uninstall create shortcut page desktop, maybe would better. After uninstalling adding shortcut page, funny, problem server Foreca. The server slow, slower slowerthan server. I remove shortcut well. Bye, bye Foreca.",Positive,0.20625000000000002,0.49062500000000003
+ForecaWeather,"Widget nice custom color settings nothing shown data. 1x1 widget somewhat useful. I mainly hourly forecasts what's point widget acts huge unnecessary icon app? Competitor great detailed widget, better guess I keep both...",Positive,0.3458333333333334,0.6416666666666666
+ForecaWeather,nan,nan,nan,nan
+ForecaWeather,Web version faster use. The would need new less detailed main page shows three days rain amount single page require scrolling. Could nicer graphics well. Rain info strangely hidden separate page whose name unintuitive (meteogram).,Positive,0.04971139971139973,0.3586940836940837
+ForecaWeather,After two years widget still updates location rarely even gps on. Sometimes changes location hundreds kilometers away. They repair this...but no.,Positive,0.3,0.9
+ForecaWeather,Inconvenient I can't swipe left/right days detailed view. In previous version redesign useful.,Negative,-0.01666666666666665,0.4791666666666667
+ForecaWeather,The widget icons become ugly. They already much prettier before.,Negative,-0.24999999999999997,0.6
+ForecaWeather,"While accurate Scandinavia Europe whole, widget fails update properly follow location times. No dark theme app, way remove ads :(",Negative,-0.09583333333333333,0.47222222222222227
+ForecaWeather,I like location update widget. I need remove open widget whenever I travel. Not happy that.,Negative,-0.2,0.75
+ForecaWeather,"Huge data hog! And even WiFi, 4 5 times mobile data WiFi data. Shame, otherwise good app.",Positive,0.6000000000000001,0.75
+ForecaWeather,"Good weather overall. However there's minor bug: using metric units preset (Celsius, mm, km/h, mmHg) wind speed displayed m/s instead km/h. A dark theme would nice too.",Positive,0.21999999999999997,0.44000000000000006
+ForecaWeather,"Where I live (Bulgaria), consistently accurate weather friends I use. Surely that's important thing weather app?",Positive,0.3590909090909091,0.7555555555555555
+ForecaWeather,I'm meteorologist I recommend this. Love it. I like minimalist style still includes everything I need.,Positive,0.5,0.6
+ForecaWeather,"The maps location, size ground markings. So could street, region maybe whole country showing. No settings all. Hard work with.",Negative,-0.04583333333333334,0.4708333333333333
+ForecaWeather,Are nuts? de widget used 350 Mb mobile data month! with? unacceptable!,Neutral,0.0,0.0
+ForecaWeather,"I like application, selected Microsoft Windows 10 BMW's cars. On phone great. Simple I wanted",Positive,0.4,0.5535714285714286
+ForecaWeather,Otherwise good design accuracy widget fails update location.,Positive,0.09999999999999998,0.45000000000000007
+ForecaWeather,Is way I buy full version without ads please?,Positive,0.35,0.55
+ForecaWeather,I like I would pay ad free version.,Positive,0.4,0.8
+ForecaWeather,My location accurate,Positive,0.4000000000000001,0.6333333333333334
+ForecaWeather,good Widgets good,Positive,0.7,0.6000000000000001
+ForecaWeather,foreca.mobi fan since gprs phone,Neutral,0.0,0.0
+ForecaWeather,Thanks,Positive,0.2,0.2
+ForecaWeather,Gets weather right better local news weather,Positive,0.2619047619047619,0.3452380952380952
+ForecaWeather,The accurate weather app. Simply best.,Positive,0.7000000000000001,0.4666666666666667
+ForecaWeather,nan,nan,nan,nan
+ForecaWeather,Best Weather,Positive,1.0,0.3
+ForecaWeather,Great,Positive,0.8,0.75
+ForecaWeather,Very good.,Positive,0.9099999999999999,0.7800000000000001
+ForecaWeather,simple,Neutral,0.0,0.35714285714285715
+ForecaWeather,Very good,Positive,0.9099999999999999,0.7800000000000001
+ForecaWeather,The best,Positive,1.0,0.3
+ForecaWeather,Very good,Positive,0.9099999999999999,0.7800000000000001
+ForecaWeather,Useful.,Positive,0.3,0.0
+ForecaWeather,Perfect,Positive,1.0,1.0
+ForecaWeather,good,Positive,0.7,0.6000000000000001
+ForecaWeather,usea far much data benefit. like 130 mb per month,Positive,0.15000000000000002,0.6
+ForecaWeather,"Widget bulky, huge icons, takes much screen space.",Positive,0.30000000000000004,0.55
+ForecaWeather,Location work well.,Neutral,0.0,0.0
+ForecaWeather,Couldn't track exact location,Positive,0.25,0.25
+Fortune City - A Finance App,Hi love app. I wish guys could create version recording expense income functions. Super simple intuitive!! The city game part causes tot make long load. At least I really digged fact I building city recording expenses. But no... Full Review,Positive,0.07916666666666666,0.44672619047619044
+Fortune City - A Finance App,"Very good increase size k multiplier. This decreases marginal propensity save since mpw=mps+mpt+mpm, mpw decrease. Since k=1/mpw, k bigger. Now, increase AD lead proportionate increase real national income everyone! 10*/10*",Positive,0.38666666666666666,0.5266666666666667
+Fortune City - A Finance App,"It's great fun encourages keep track spendings. However, fun, almost makes wanna spend more. The things I finance tracking really highlighted much game mapping inconvenient wanting check balance things. Moreover, it'd great could create budgets here. Hopefully, implemented future update. Overall though, great app!",Positive,0.26363636363636367,0.4431818181818182
+Fortune City - A Finance App,"This surely doesnt motivate us save money. Since wants us enter spending create buildings citizens. It's cute animation but.. cant really see much spent overall, ur statistic unless u pay monthly probably.",Positive,0.21666666666666665,0.38148148148148153
+Fortune City - A Finance App,"Cute financial tracker. Not much tool budgeting, good motivator tracking I spend day day. The game aspect makes willing keep record even trivial spending I might otherwise try ignore.",Positive,0.15833333333333335,0.4916666666666667
+Fortune City - A Finance App,"While I liked concept good way track expenses, expenditures help increase city I feel somehow encourages expenditures savings. The game needs include saving bonuses well. Also would nice investments category well track monthly investments.",Positive,0.37499999999999994,0.7000000000000001
+Fortune City - A Finance App,A really fun way manage expenses! It encourages keep track spend money - I recommended friends!,Positive,0.46875,0.2
+Fortune City - A Finance App,"Seems legit... Can track all, well... sorts expenses. It would nice see option savings, set repeating expenses paychecks",Positive,0.6,1.0
+Fortune City - A Finance App,"It's good for, nice gamification life skill. Would probably work dialogue options I started using take grain salt",Positive,0.6499999999999999,0.8
+Fortune City - A Finance App,wht looking for.. Thanks friend recommended me.. month searching right record finances.. keep using long long time..,Positive,0.09642857142857143,0.3839285714285714
+Fortune City - A Finance App,"It's really fun cute way keep track expenses! I appreciate wit game ease it, especially people nervous get involved finances.",Positive,0.13125,0.65
+Fortune City - A Finance App,"The intuitive. Very simple easy understand. If I could change anything I would wish know many levels buildings make reach max, go infinitely long able build",Positive,0.27666666666666667,0.5645238095238095
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,So cute! Will come back update review I progress I love idea concept! Great incentive keep track spending.,Positive,0.5125,0.5875
+Fortune City - A Finance App,"It's fun way track expenses, tracks spend, kinda encourages spend money instead saving.",Positive,0.3,0.2
+Fortune City - A Finance App,A simple friendly app. The game element encourages consistency greatly. Great normal daily expense recording ages,Positive,0.15416666666666667,0.44285714285714284
+Fortune City - A Finance App,"Again, update....not able open...crashes every time...please fix",Positive,0.5,0.625
+Fortune City - A Finance App,I downloaded game wroe review unlock new character. Maybe I'll edit using little longer.,Negative,-0.1503787878787879,0.4515151515151515
+Fortune City - A Finance App,It'll perfect auto locate new building category easy management,Positive,0.5232323232323232,0.7626262626262627
+Fortune City - A Finance App,Thank u making financial management fun. Keeps coming back.,Positive,0.09999999999999999,0.06666666666666667
+Fortune City - A Finance App,"Love it, great way trick tracking spending habits. Thanks awesome app!",Positive,0.625,0.6375
+Fortune City - A Finance App,It seems pretty good really cute characters keeps interested keeping budgeting.,Positive,0.425,0.775
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,"Little hard learn, fun make want spend more.",Positive,0.08020833333333333,0.4354166666666666
+Fortune City - A Finance App,Its good idea gamify personal finance tracking. This staple deserve lives.,Positive,0.35,0.45000000000000007
+Fortune City - A Finance App,Help enjoy recording spending,Positive,0.4,0.5
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,"Seems neat, maybe little complicated daily financing",Negative,-0.22916666666666666,0.5
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,Helps keep track money control spending,Neutral,0.0,0.0
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,Its fun way track spend exactly encouraging save.,Positive,0.275,0.225
+Fortune City - A Finance App,"Love game, helps keep track money smooth.",Positive,0.16666666666666666,0.5
+Fortune City - A Finance App,It help with saving,Neutral,0.0,0.0
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,Seriously bro? Karaoke tank seriously?,Negative,-0.3333333333333333,0.6666666666666666
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,"Great concept, love tracking expenses !",Positive,0.7125,0.675
+Fortune City - A Finance App,I love game! Such fun way managing budget!,Positive,0.09375,0.425
+Fortune City - A Finance App,Fun helps keep track spending while also making fun,Positive,0.3,0.2
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,Currently good easy,Positive,0.5666666666666667,0.7166666666666668
+Fortune City - A Finance App,So far decent,Positive,0.13333333333333333,0.8333333333333333
+Fortune City - A Finance App,A different fun way keep track spending,Positive,0.15,0.4
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,works. Wished account balance review,Neutral,0.0,0.0
+Fortune City - A Finance App,A fun way track spending income.,Positive,0.3,0.2
+Fortune City - A Finance App,Really cool way help track expenses!,Positive,0.4375,0.65
+Fortune City - A Finance App,Useful give motivation write note.,Positive,0.3,0.0
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,Very useful see spending habits.,Positive,0.39,0.0
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,Fun way keep track spendings.,Positive,0.3,0.2
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,It's OK,Positive,0.5,0.5
+Fortune City - A Finance App,Cute design! Lovely interface,Positive,0.5625,0.875
+Fortune City - A Finance App,That's the eepexmummummymamAAA is bad,Negative,-0.6999999999999998,0.6666666666666666
+Fortune City - A Finance App,"Very helpful, useful, actually fun",Positive,0.26666666666666666,0.16666666666666666
+Fortune City - A Finance App,"Like it, quite cute useful",Positive,0.4,0.5
+Fortune City - A Finance App,Good way track spending,Positive,0.7,0.6000000000000001
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+Fortune City - A Finance App,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+FotMob - Live Soccer Scores,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Fotor Photo Editor - Photo Collage & Photo Effects,nan,nan,nan,nan
+Four In A Line,"Its perfect intrusive adds! People give 4 stars say best 4in row.. well giving 5 stars then? Me wife play we're returants, glow hockey awesome, pay restaurant fee playing games table tablet!",Positive,1.0,0.7666666666666666
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,"Computer utterly predictable level 10, easy beat, actually harder 7.",Positive,0.044444444444444446,0.4444444444444445
+Four In A Line,nan,nan,nan,nan
+Four In A Line,For love game. Easy simple play. Complication free!,Positive,0.20666666666666664,0.5980952380952381
+Four In A Line,It needs difficulty Level 10 easy.,Positive,0.43333333333333335,0.8333333333333334
+Four In A Line,nan,nan,nan,nan
+Four In A Line,"Hard good Fun play level , even fun ten . Not hard make winning impossible .",Positive,0.12343749999999999,0.47916666666666663
+Four In A Line,Loved but..... I HATE LOSIN' IN THIS GAME!!!!!,Negative,-0.3666666666666667,0.7000000000000001
+Four In A Line,Brilliant The best Connect 4 is. We devices play everywhere.,Positive,0.95,0.65
+Four In A Line,"Liked better Needs harder beat, least higher levels!",Positive,0.20249999999999999,0.44000000000000006
+Four In A Line,"Love game I used play game reality kids, I enjoyed teaches tips tricks.",Positive,0.04999999999999999,0.5249999999999999
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,Great game get . Great game u always get play someone u never get bored,Positive,0.06000000000000003,0.6599999999999999
+Four In A Line,nan,nan,nan,nan
+Four In A Line,ok Is ok I play mom I lose 100000 times win like 20000000 well I need,Positive,0.6,0.4666666666666666
+Four In A Line,Fab. No ads easy,Positive,0.43333333333333335,0.8333333333333334
+Four In A Line,Level 10 comp defeated easily . need higher level,Positive,0.3416666666666667,0.6666666666666667
+Four In A Line,Yaaa!! Well I like gets frustrating!♥:-),Positive,0.5,1.0
+Four In A Line,Great game CPU friend. Looks plays great intrusive ads. CPU level 10 challenging enough people,Positive,0.34,0.6799999999999999
+Four In A Line,good I downloaded MINIX Android Media player Panasonic TV works great well :-),Positive,0.6666666666666666,0.7833333333333333
+Four In A Line,Nice This best 4 row games I come across. It's easy play enjoyable win.,Positive,0.6666666666666666,0.6266666666666667
+Four In A Line,nan,nan,nan,nan
+Four In A Line,Superb The game awesome turns boring u play long,Positive,0.11000000000000001,0.76
+Four In A Line,Love game! Challenges mind =),Positive,0.16666666666666666,0.6666666666666666
+Four In A Line,nan,nan,nan,nan
+Four In A Line,It's fun don't like in person goes first,Positive,0.275,0.26666666666666666
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,Fun Tricky tricky tricky... I love time...,Positive,0.4,0.4
+Four In A Line,"Lose loose Game good, spelling good.",Positive,0.23076923076923073,0.46730769230769237
+Four In A Line,J Goodgame..Each quick game get bored..strategy moves required,Negative,-0.033333333333333354,0.45
+Four In A Line,Challenge Like different levels. Keep toes.,Neutral,0.0,0.6
+Four In A Line,Excellent idea Great play friend play users,Positive,0.9,0.875
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,Good game Good game kill time I bus back home,Positive,0.11999999999999997,0.4
+Four In A Line,Awesome game When 10 got 589063 wins,Positive,0.3,0.5333333333333333
+Four In A Line,nan,nan,nan,nan
+Four In A Line,Old school! Keeps thinking really lots fun. I played game lot kid.,Positive,0.056249999999999994,0.25
+Four In A Line,Amazing needs level 1-10 single Gives something,Positive,0.26428571428571435,0.5571428571428572
+Four In A Line,TO PENG AND GOOF BRILLIANT THANKS FOR THE FIRST TIME,Positive,0.45,0.5111111111111111
+Four In A Line,THE BEST It best Four In A Line app... runs smooth. Thanks ! :),Positive,0.63,0.45999999999999996
+Four In A Line,Not bad all.... Guess u improve design,Positive,0.3499999999999999,0.6666666666666666
+Four In A Line,Hehfj I hate,Negative,-0.8,0.9
+Four In A Line,nan,nan,nan,nan
+Four In A Line,Needs difficult 10,Negative,-0.5,1.0
+Four In A Line,Four line I keep beating brother easy,Positive,0.43333333333333335,0.8333333333333334
+Four In A Line,nan,nan,nan,nan
+Four In A Line,Fun It enjoyable I'm bored game top list.,Positive,0.08,0.54
+Four In A Line,Fun This really good game I'd bored,Positive,0.024999999999999994,0.55
+Four In A Line,"Fun easy good time killer, I like challenge higher levels.",Positive,0.42083333333333334,0.5333333333333334
+Four In A Line,Esududidududud The first thing I done enjoy i4,Positive,0.325,0.41666666666666663
+Four In A Line,Not Enough Levels There Should levels,Neutral,0.0,0.5
+Four In A Line,Challenging It challenging fun time I love game DOWNLOAD NOW,Positive,0.27999999999999997,0.64
+Four In A Line,Four line Get four counters row win,Positive,0.8,0.4
+Four In A Line,It fun .,Positive,0.3,0.2
+Four In A Line,Four line I like good restabiliseh memory addictive,Positive,0.35,0.75
+Four In A Line,Awesome. It awesome game also bo single player.,Positive,0.3821428571428572,0.6535714285714286
+Four In A Line,nan,nan,nan,nan
+Four In A Line,"Better connect 4 games Track stats, smarter AI, Basic system.",Positive,0.25,0.3125
+Four In A Line,All good.. kills time,Positive,0.7,0.6000000000000001
+Four In A Line,Not bad Good game pass away time.,Positive,0.2166666666666666,0.5555555555555555
+Four In A Line,nan,nan,nan,nan
+Four In A Line,really help people connect 4,Positive,0.2,0.2
+Four In A Line,Lol I'm going play sister,Positive,0.8,0.7
+Four In A Line,Great game It's great game play 1 player 2 players,Positive,0.20000000000000004,0.575
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,yeeeee 10/10 would play m8,Neutral,0.0,0.0
+Four In A Line,A must phone gamers,Neutral,0.0,0.0
+Four In A Line,Counted four I never,Neutral,0.0,0.0
+Four In A Line,nan,nan,nan,nan
+Four In A Line,Love game I love there's different settings game also play partner.☺☺!!!!!!,Negative,-0.08,0.52
+Four In A Line,Good game! You share friends I like game,Negative,-0.0666666666666667,0.4666666666666666
+Four In A Line,"I like Easy play, went straight level 10 test :-)",Positive,0.37777777777777777,0.7444444444444445
+Four In A Line,Awesome! Wish cell phone Link play people go.,Positive,1.0,1.0
+Four In A Line,I LOVE game much,Positive,0.09999999999999999,0.39999999999999997
+Four In A Line,nan,nan,nan,nan
+Four In A Line,nan,nan,nan,nan
+Four In A Line,Four line Is ok,Positive,0.5,0.5
+Four In A Line,Four line Aaaaaaaaaa Hahahahahaha,Neutral,0.0,0.0
+Four In A Line Free,Interesting best challenging games! Most importantly AI Levels chosen player wants(According his/her ability),Positive,0.605,0.6599999999999999
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,"Fast play, classic game",Negative,-0.011111111111111108,0.38888888888888884
+Four In A Line Free,Awesome FREE game. Get it.,Positive,0.3333333333333333,0.7333333333333334
+Four In A Line Free,Four In A Line,Neutral,0.0,0.0
+Four In A Line Free,Mental gymnastics work,Negative,-0.1,0.2
+Four In A Line Free,AWESOMENESS IS BORN,Neutral,0.0,0.0
+Four In A Line Free,"Awesome, easy beat!",Positive,0.7708333333333334,0.9166666666666667
+Four In A Line Free,Enjoyable challenging higher levels.,Positive,0.4166666666666667,0.7000000000000001
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,Wonderful game,Positive,0.3,0.7
+Four In A Line Free,Great game,Positive,0.2,0.575
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,"Straight forward ""connect four"" game; fun way pass time. Enjoy!",Positive,0.15,0.375
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,Very good,Positive,0.9099999999999999,0.7800000000000001
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,"You try force people cookies. Well, I cookie policy. Uninstalling!",Neutral,0.0,0.0
+Four In A Line Free,Loooove game. Playing level 10 using undo win made realize dissimilar chess. Not many variables still worth championships over. This accentuates it. Unobtrusive yet intuitive ads bottom. Kudos designers,Positive,0.1125,0.35000000000000003
+Four In A Line Free,"It good game decided ""run startup"". It cloggs limited RAM slows booting. Please, that! Response reply: Then remove permission ""run startup"". If ads require permission wrote, component must starting booting time, I need ads clogging resources startup. It prior update.",Positive,0.042142857142857135,0.24857142857142858
+Four In A Line Free,Good version classic game. Only gripe regular adverts games adverts pops AI's go AI take move. Sometimes necessary come game lose scores etc.,Positive,0.009523809523809506,0.5205128205128206
+Four In A Line Free,"Very good, straight-forward connect four. The ""undo"" button excellent tool child practice learn options possibilities. The best I've found. On thing: would nice 2 player game mode option alternate starting color/player round. Great game!",Positive,0.321,0.5130000000000001
+Four In A Line Free,"The older version let undo moves game ended allow try alternate endings latest version sadly killed that. Apart that, great way exercise mind easily favourite app.",Positive,0.18571428571428572,0.45952380952380956
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,"Nice, can't I get color pieces I want?? No matter I select, I'm always stuck undesirable color. Argg...!",Positive,0.75,1.0
+Four In A Line Free,"The various skill levels great. The hardest level hard beat, I able dial back I improve.",Positive,0.20166666666666666,0.4833333333333333
+Four In A Line Free,"Scam!! Paid this, went sign get Error:Network. Tried emailing help team got bounce back saying exist!!",Neutral,0.0,0.0
+Four In A Line Free,I like difficulty levels. It is. Four row easy like graphics,Positive,0.43333333333333335,0.8333333333333334
+Four In A Line Free,"Where steal cars drive hookers, i'm confused. This game sucks.",Negative,-0.3666666666666667,0.46666666666666673
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,Great game. Very addictive. Try difficulty level 5.,Positive,0.13333333333333333,0.7166666666666667
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,This consuming LOT data understand what.,Neutral,0.0,0.0
+Four In A Line Free,Did know David Bowie invented Connect Four? Hopefully he's somewhere playing great mobile version fantastic game. RIP.,Positive,0.2666666666666667,0.6833333333333332
+Four In A Line Free,nan,nan,nan,nan
+Four In A Line Free,Bit childish ever relaxing gets pains chest stressed,Negative,-0.2,0.8
+Foursquare City Guide,The load pull suggestions places I've searched. This used great I first downloaded year ago older device. Now unfortunately sucks pls fixs.,Positive,0.22916666666666669,0.42916666666666664
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,Please add Arabic language since many users Arabians.,Positive,0.5,0.5
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,Not working P20 Pro :(,Negative,-0.75,1.0
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,please someone answer me!!! can't add photo tip??????????,Neutral,0.0,0.0
+Foursquare City Guide,I can not edit the recommendation I write. How is it done? Or is it a deficiency?,Neutral,0.0,0.0
+Foursquare City Guide,A good have. Thanks I love it.,Positive,0.4666666666666666,0.4666666666666666
+Foursquare City Guide,simple attractive,Positive,0.4,0.6785714285714286
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,"Use Swarm. This good looking places checking in. Better yet Google Maps preinstalled Android phone, neglected app.",Positive,0.6,0.55
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,Not compatible Note8,Neutral,0.0,0.0
+Foursquare City Guide,Information ok like nasty virus. You can't shut even forced stop. It comes back keeps spying 24/7. Only way stop uninstall. Truly annoying.,Negative,-0.26666666666666666,0.6
+Foursquare City Guide,"I used find places nearby. By using check-in option. I want know everything that's near donuts food. No reason anymore, I find another way search area.",Positive,0.1,0.4
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,"In swarm I'm checkin I get point, I'm trying find place inside (see place) work... totally worst since I'm upgrade new version.",Negative,-0.4318181818181818,0.7272727272727273
+Foursquare City Guide,"Always useful, helps find nice establishments new places. I always search I'm looking forward whether sushi, kebab. Also pricing ranges places. Also great recently relocated. Helps lot this.",Positive,0.36727272727272725,0.4909090909090909
+Foursquare City Guide,Tips appear broken. When I submit tip shows history place I left it.,Negative,-0.2,0.2
+Foursquare City Guide,Why Swarm supported cyrillic symbols? Fix problem!,Neutral,0.0,0.0
+Foursquare City Guide,Meh. Michael wooten!omg analyzing policies work campaign..2109 man I u 31 e.F,Neutral,0.0,0.0
+Foursquare City Guide,"EXCELLENT way find craving area in! QUESTION FOR THE CREATORS: Will adding ability ""level up""/badges checking in/reviewing/adding information place? Google I think Yelp I enjoy using Foursquare much better!",Positive,0.6749999999999999,0.6666666666666666
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,"This shows places eat shop area (and articles like local road trip suggestions example), much else. And set area, seems let search areas. Kind frustrating boring.",Negative,-0.12,0.6
+Foursquare City Guide,Awesome would like able add description saved location,Positive,0.75,0.8125
+Foursquare City Guide,After update crashing time OnePlus 3T.,Neutral,0.0,0.0
+Foursquare City Guide,why'd make install instead letting,Neutral,0.0,0.0
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,"Hope, masses know that. Lot's places even small towns. Simple interface",Negative,-0.125,0.37857142857142856
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,Very useful. I'm new area helped,Positive,0.2631818181818182,0.22727272727272727
+Foursquare City Guide,Awesome app. I using years never disappoints. My life can't much easier,Positive,0.6,0.6
+Foursquare City Guide,Great way see what's around about...,Positive,0.8,0.75
+Foursquare City Guide,"Good app, sure Mayorship works though",Positive,0.6,0.7444444444444445
+Foursquare City Guide,A beautiful program shows you the restaurants and cafés adjacent to you and shows you how people value him,Positive,0.85,1.0
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,nan,nan,nan,nan
+Foursquare City Guide,Useful app. Use everywhere I go find sorts places (not restaurants),Positive,0.3,0.0
+Foursquare Swarm: Check In,"Checking widget looks successfully check in...have cancel shows. Also, cool remove private picture toggle upload... everything public default. Sneaky update.",Positive,0.275,0.5104166666666667
+Foursquare Swarm: Check In,"Changed 1 star 4 stars, I can't seem correct names places check-ins. Please find way fix problem",Neutral,0.0,0.0
+Foursquare Swarm: Check In,Broke AGAIN??? All sudden posting Face Book AGAIN. Still working twitter FB.,Neutral,0.0,0.5
+Foursquare Swarm: Check In,"Not intuitive, poor community support...most answers years old. I like idea, implementation.",Negative,-0.15000000000000002,0.4
+Foursquare Swarm: Check In,"Gets worse every update. This unnecessarily elaborate user interface, gets broken update. Come guys, coding exercise - simple checking-in app. P.S. Another update, I (along users) problems freezing. It's laggy prone crashing. Have sent numerous crash reports - I'm sure fix soon, bad leave!",Negative,-0.0964285714285714,0.6303854875283447
+Foursquare Swarm: Check In,"After couple years real improvements (like auto check ins), innovations... become boring unimportant me.",Negative,-0.4000000000000001,0.75
+Foursquare Swarm: Check In,"Can't GMail login without giving contacts? Can't manually check anyway without enabling always-on location logging? Well, I know exists. Uninstalled.",Neutral,0.0,0.0
+Foursquare Swarm: Check In,post Facebook twitter since Aug. 1 2018. Newest version broken.,Negative,-0.4,0.4
+Foursquare Swarm: Check In,Useless share FB anymore. Will stop using it.,Negative,-0.5,0.2
+Foursquare Swarm: Check In,This awesome keep track travel check ins,Positive,1.0,1.0
+Foursquare Swarm: Check In,"Getting USELESS.. collect coins, can't anything",Negative,-0.5,0.2
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,"After last update, I can't upload photo checked in. C'mon guys, really want to?",Positive,0.1,0.13333333333333333
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,"Friendly user , convenience , happy",Positive,0.5875,0.75
+Foursquare Swarm: Check In,Boring.. Needs improvement,Negative,-1.0,1.0
+Foursquare Swarm: Check In,Frequently crashes,Positive,0.1,0.3
+Foursquare Swarm: Check In,New update sucks able upload images anymore... Keeps giving retry error. Hated it.,Negative,-0.14090909090909093,0.5198863636363635
+Foursquare Swarm: Check In,"Latest update prevents user updating profile making changes new profile pic, etc. Please look error. Thanks",Positive,0.2787878787878788,0.5181818181818182
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,Why can't I link back Twitter account?? Fix,Neutral,0.0,0.0
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,Can't add picture currently.,Neutral,0.0,0.4
+Foursquare Swarm: Check In,Lot ads. Annoying.,Negative,-0.8,0.9
+Foursquare Swarm: Check In,Dev team rocks hard app!,Negative,-0.36458333333333337,0.5416666666666666
+Foursquare Swarm: Check In,I liked long time although I really liked much better Foursquare. It drives crazy keeps freezing shuts down. It also let check times nd times lets check bit gives points times I shut turn back on. This used fun I finally delete it. Not sure I'll agree not.,Positive,0.09444444444444441,0.5777777777777778
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,"This long overdue offline check-ins like iOS has. Often, points properly applied check-ins compared iOS version well.",Negative,-0.025,0.25
+Foursquare Swarm: Check In,Its good lately I cannot check places according I go. When I open search place automatically stuck & disappeared. HELP ME!!!!!,Positive,0.13333333333333333,0.5666666666666668
+Foursquare Swarm: Check In,"The recent update broke ability tag users comments. Swarm reinstating features eliminated (mayors, points) became separate Foursquare, probably late reclaim user-base, shrinking since split Foursquare. It seems like believe user-testing.",Negative,-0.15,0.425
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,Keeps crashing phone whenever I want checking in. Using Samsung S8,Neutral,0.0,0.0
+Foursquare Swarm: Check In,This good needs improvement example I turn notifications settings whenever I go check I'm still receiving notifications inbox really frustrating please look issue..,Positive,0.14999999999999997,0.75
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,nan,nan,nan,nan
+Foursquare Swarm: Check In,"Another battery sapping, time wasting app.",Neutral,0.0,0.0
+Foursquare Swarm: Check In,It update your location Facebook even tell,Neutral,0.0,0.0
+Fox Business,"Good quality coverage events world, stock markets, everything expect. My biggest gripe reason I 3 stars instead 5 I downloaded able SHARE news I'm reading, social media I seem able share gmail, I all, Facebook. Why can't I tweet links Articles I've read? Why can't I share Google Plus? Why least good Fox News app? That one, I share articles platforms I social media itself. On Fox Business one, I can't.",Positive,0.3095238095238095,0.4261904761904763
+Fox Business,"New grade good I liked old program. Had place stocks alerts. I'm already getting news Fox News. What want Fox Business stock info, markets glance. I used look couple times day (a lot eyeballs). If keep probably us it.",Positive,0.3840909090909091,0.5136363636363637
+Fox Business,New terrible Don't know someone thinking new Fox Business terrible. Much prefer old one. The market stats readily available also futures shown market hours. I switched using Yahoo Finance instead Fox app.,Negative,-0.14675324675324677,0.5298701298701299
+Fox Business,"Better others, but... Not quite I want. Would like ticker landing page would like options share article (messenger, LinkedIn, etc.), content great. Not easy clean Fox News app.",Positive,0.36250000000000004,0.6958333333333334
+Fox Business,nan,nan,nan,nan
+Fox Business,"Very Frustrated! This new layout terrible! I agree comments including lack concise market summary. Why developers continue make ""complete redesign"" perpetual objective? Why destroy efficient effective application, unless justify existence? Take step backward go back last layout format. Update: It month since last update improvement. Nearly feedback period negative.",Negative,-0.11258741258741259,0.3498368298368299
+Fox Business,"Not enough Info I wanted switch CNBC Fox Business premarket, market data found. I wil remove it. Came back see improvements, nope. Come Fox better",Positive,0.16666666666666666,0.3333333333333333
+Fox Business,"If works, break Why show market changes ONLY percentage? Stories inconvenient read. A good app, I looked daily find POINT changes, mediocre best.",Positive,0.09999999999999999,0.65
+Fox Business,Another idiot graphic designer thinks cool put text 40% black. Can't read all. All light grey type blue white background. Smoking much weed paying attention good design rules. What fools! I'm out.... removing right now.,Positive,0.09945887445887447,0.4108225108225109
+Fox Business,"Make Your Go Sideways Please... Some us tabs know.... It also beyond time provide free, live feed, like Bloomberg Sky News.",Positive,0.2681818181818182,0.65
+Fox Business,nan,nan,nan,nan
+Fox Business,nan,nan,nan,nan
+Fox Business,"Horrible interface - why? I installed Yahoo app. They interface similar old fox business used be. I removing updated app. It sucks. When poke around new menu can't find I used find easily, I feel whoever designed interface ought find another line work. There plenty good books design. Use them.",Positive,0.009956709956709973,0.5411255411255411
+Fox Business,"Hate it!!! Was fantastic app---now fight get stock market. On old could easily review stories videos wanted read watch save section stories wanted refer back to. This set easily scan everything offer--very cumbersome. Was favorite app, I hardly ever go it. Please go back old app.",Positive,0.06749999999999999,0.5408333333333334
+Fox Business,"Streaming Fox Business unreliable Android, work wish could listen background like music streaming. Bottom line, needs lot work.",Neutral,0.0,0.0
+Fox Business,"USELESS! Hate ""update"", want old Where old homepage gave us basic market info glance? You taken pretty good made totally useless! We term software business done - call ""enhancing system death"". We HATE uninstalling something better. Looking comments, EVERYONE hates it! PLEASE bring back old version bury stinking pile manure!",Negative,-0.07916666666666666,0.41875
+Fox Business,Upgrade gets F This used convenient way get complete market updates related stories fingertips. You totally screwed great app. I've installed new get quick updates. Why mess good thing?????,Positive,0.2368371212121212,0.5036931818181818
+Fox Business,"Tried replace Fox News Go went wonky 1st week March '17. Same video freeze issues! Fox, know there's problem fix it?",Negative,-0.15,0.2125
+Fox Business,Old Fox Business great. They ought fire idiot dreamed nightmare up. I Fox News there's problem.,Positive,0.033333333333333326,0.5833333333333334
+Fox Business,Everything fine story read. The text every story 'greyed out'. VERY hard read device. Come FB darken text!,Negative,-0.028645833333333343,0.6020833333333333
+Fox Business,It's ok. I suggest add feature adjust text size. Hard read us old dudes.,Positive,0.10277777777777779,0.4138888888888888
+Fox Business,I watch time new version pixelated. This makes impossible watch. Also please add ability chromecast.,Negative,-0.26515151515151514,0.7272727272727273
+Fox Business,Stopped working. Says load configuration data try later. This week. Finally uninstalled.,Neutral,0.0,0.5
+Fox Business,"okay, reduced quality links easier through, fails show entire stock market summary time, shows percentage changes rather price changes.",Neutral,0.0,0.47500000000000003
+Fox Business,nan,nan,nan,nan
+Fox Business,Faux Business News Do ever provide business news? It called Fox Right Wing Political News. Fair & balanced? Do even say more? Ugh!,Positive,0.40267857142857144,0.5089285714285714
+Fox Business,"Primary Fox Great new look, I love clean interface! The loss complexity also helps keep smooth. Please make main Fox News like too.",Positive,0.4087662337662338,0.5482683982683983
+Fox Business,Dislike it! Old version much better. Stock market numbers hidden new give % rise fall.,Positive,0.14242424242424243,0.37196969696969695
+Fox Business,nan,nan,nan,nan
+Fox Business,"Garbage ready Prior version better, update freezes &p redo it.",Positive,0.2333333333333333,0.3333333333333333
+Fox Business,"Very slow, janky, plain glitchy. Nothing like FNC works great. Needs update!",Positive,0.13190476190476189,0.5423809523809524
+Fox Business,"Thanks, nothing You managed take perfectly good screw up. Markets right finger tips soon open app, points percentages. You know like updated it.",Positive,0.2964285714285714,0.45892857142857146
+Fox Business,nan,nan,nan,nan
+Fox Business,They believed fake news New York Times!!! I trust honest news anymore.,Positive,0.1221117424242424,0.7848484848484848
+Fox Business,I 3 years several different phones android-based. The consistently crashes often own.,Positive,0.2125,0.4625
+Fox Business,Old great bit laggy times. The new useless. I likely removing it.,Positive,0.10727272727272727,0.5209090909090909
+Fox Business,What do? I want see pretty pics. I want see market. I want see stocks. Bad I deleting,Negative,-0.22499999999999992,0.8333333333333333
+Fox Business,"This fairly useless, offering little ability items simple curencies commodities. Uncertain exists?",Negative,-0.22916666666666666,0.3523809523809524
+Fox Business,"Video articles play Samsung S7 Edge. Only support email, completing request help, support hangs message message sent check email. So help available.",Positive,0.2,0.7
+Fox Business,Hate newest update. No current info readily accessible. Going CNN,Negative,-0.1416666666666667,0.5583333333333333
+"Fox News – Breaking News, Live Video & News Alerts","Cannot watch live stream anymore UPDATE: Contacted cable provider(CHARTER), several days normal restored. Don't know FOX NEWS blocked purpose not, back. This good allowed run.",Positive,0.19727272727272727,0.35
+"Fox News – Breaking News, Live Video & News Alerts",EDIT : Video stutters time now. Note good all. No way submit report app. PREVIOUS REVIEW : improved quite bit since new version first released. I like separate alerts I turn Programming Alerts example. A dark theme showed news page long ago. I really liked it. Hope becomes option future. Overall good getting better.,Positive,0.2290633608815427,0.39814049586776856
+"Fox News – Breaking News, Live Video & News Alerts","Since redesign CA technologies, videos huge buffering experience really poor. I viewed video without issue. Earlier I used watch 10 videos day without issue. Due this, I supported using Fox News app. Please fix it.",Negative,-0.031249999999999986,0.59375
+"Fox News – Breaking News, Live Video & News Alerts",Great easy news source. The videos buffer often annoying watch! Unable watch live streams. Instructed contact provider. Is favorite news source filtered? If whom?,Positive,0.061616161616161624,0.7472222222222222
+"Fox News – Breaking News, Live Video & News Alerts",Give control notification sound. Respect notification choices. I said I want Live Event alerts - yet still come. Stop sending SPORTS SPOILERS notifications. You ruined countless matchups - even broadcast stateside yet. Shame I block Fox notifications.,Positive,0.1787878787878788,0.4666666666666666
+"Fox News – Breaking News, Live Video & News Alerts","Many teasers misleading. The stories listed MULTIPLE TIMES FOREVER! I sit watch YouTube videos day problem, can't watch videos Fox News app, gives? Same stories week week. If new stories wanted, watch Fox News tv. The better CR Technologies messed up. Sad.",Positive,0.10606060606060604,0.42992424242424243
+"Fox News – Breaking News, Live Video & News Alerts","I give up!! Many issues many new changes... update fails improve, used go news app. Every show video clip buffers every 5-7 seconds. If next update fix video problems, uninstall good, sadly.",Positive,0.11948051948051945,0.4792207792207792
+"Fox News – Breaking News, Live Video & News Alerts","I want control volume notification sound. Better yet, let control actually sound makes. I can't mute phone night news alert sound wakes several times night. I'm going block notifications fixed...not good.",Positive,0.4000000000000001,0.38333333333333336
+"Fox News – Breaking News, Live Video & News Alerts","wont play half time does, randomly stops middle segment. The feature submit issue doesnt work anymore either. Crappy app!",Negative,-0.2222222222222222,0.2222222222222222
+"Fox News – Breaking News, Live Video & News Alerts",Content lyrics crashes Android tablet since ACA took development. I kept thinking would get better updates crashes continue one. I close removing app.,Positive,0.5,0.5
+"Fox News – Breaking News, Live Video & News Alerts",The presentation tabloidish. I want news! Not sensationalized leading photos.......just straight news. There way search stories. Hard call network fake news research stories. Bring back search option.,Negative,-0.14791666666666667,0.48541666666666666
+"Fox News – Breaking News, Live Video & News Alerts",After updates notifications breaking news stopped coming removed ability search articles. I want old updates back. It worked FAR better gave options.,Positive,0.175,0.425
+"Fox News – Breaking News, Live Video & News Alerts","Update 8/2018 reinstallef still sucks. Way much advetising articles full bait still jo landscape mode. 2017 Long-time user new landscape mode Android make want much. Can fix please, otherwise I'll uninstalling moving sources.",Positive,0.11727272727272728,0.34090909090909094
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts","Edited : Finally uninstalled. And working better. Still asks rate every time though . (old) Always force closes, care abbreviated top stories. Hate lay tablet. Cannot change settings.",Positive,0.06000000000000001,0.62
+"Fox News – Breaking News, Live Video & News Alerts","Democrats must design sabotage Republicans. It keeps shutting down, constantly buffering. I unlimited data 4G LTE there's reason worst worst!",Negative,-0.538888888888889,0.6555555555555556
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts",I'm deleting can't mute notification sound. They tell put device silent mute sound also mutes ringtone. Huge oversight opinion.,Positive,0.30000000000000004,0.45
+"Fox News – Breaking News, Live Video & News Alerts","At last, mother Fake News revealed piece trash! No NEWSHere, misguided, self-serving Opinions. Sad.",Negative,-0.375,0.6888888888888888
+"Fox News – Breaking News, Live Video & News Alerts","The latest version awful! Android I speak to, let see news available. Limited content, old news mixed new, articles listed several times. It's boring. It's contrived. It's Fox news standards.",Negative,-0.1435064935064935,0.5097402597402597
+"Fox News – Breaking News, Live Video & News Alerts",Why volume lower every time I get notification phone. Very annoying I trying watch fox news I continuosly raise volume every time I get email text. Please fix. It never happened old configuration.,Negative,-0.45,0.6
+"Fox News – Breaking News, Live Video & News Alerts",Used go app. Now even installed many ads headlines. Last update last update. Just horrible now.,Negative,-0.125,0.4083333333333333
+"Fox News – Breaking News, Live Video & News Alerts","It updated... fix anything, broke even more. Now I can't watch anything, clips live, app, buffers forever. This pathetic, fox took decent outsourced CA Technologies destroyed it. This irritating I now. Want watch news lunch, nope anymore, want see clip interview, nope anymore. Stories repeat blocked ads. When navigate back main page keep looking new articles, rearrange headlines search everything several times see articles. They must trying beat CNN bottom news world, least CNN works",Negative,-0.0593939393939394,0.4654545454545455
+"Fox News – Breaking News, Live Video & News Alerts","Well, got 'News' give 'Breaking News' alerts, ANY news alerts all. I slider set 'Breaking News', I get anything all! Of well, total failure news app.",Negative,-0.15833333333333335,0.525
+"Fox News – Breaking News, Live Video & News Alerts","FNC News unreliable; often prompts ""open browser."" Also annoying ad banner bottom screen. Aug/2018 Update: since update I receive ""nuisance"" alerts pop culture icon deaths non-emergency ""breaking"" news stories. Can't adjust settings. Diasppointed.",Negative,-0.4,0.7
+"Fox News – Breaking News, Live Video & News Alerts",Every time I try open keeps spinning. I uninstalled reinstalled still problem.,Neutral,0.0,0.5
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts","After latest update, I can't 10 seconds crashes. I've tried uninstalling reinstalling, work!",Positive,0.625,0.9
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts",many advertisements trying read news can't delete wait till play I'm deleting give star I many years getting worse worse,Positive,0.04999999999999999,0.55
+"Fox News – Breaking News, Live Video & News Alerts",The live TV function horrible. Always freezes buffers,Negative,-0.4318181818181818,0.75
+"Fox News – Breaking News, Live Video & News Alerts",They need update stories often. They leave sometimes week longer lot news,Neutral,0.0,0.0
+"Fox News – Breaking News, Live Video & News Alerts",Update basically broke worse broke. Now buffers launch forever. Has become mostly unusable.,Positive,0.04999999999999999,0.55
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts","I like option see different types news like national, world, education, etc. This version good old one.",Positive,0.26666666666666666,0.46666666666666673
+"Fox News – Breaking News, Live Video & News Alerts",I would give five stars able stream Chromecast again!,Positive,0.625,0.625
+"Fox News – Breaking News, Live Video & News Alerts",The video terrible stop go stop go update much better,Negative,-0.25,0.75
+"Fox News – Breaking News, Live Video & News Alerts",I think fantastic I another coffee.,Positive,0.4,0.9
+"Fox News – Breaking News, Live Video & News Alerts",Glad see headlines back,Positive,0.25,0.5
+"Fox News – Breaking News, Live Video & News Alerts",Upgrade continues crash samsung 9,Neutral,0.0,0.0
+"Fox News – Breaking News, Live Video & News Alerts","Cannot watch live stream anymore UPDATE: Contacted cable provider(CHARTER), several days normal restored. Don't know FOX NEWS blocked purpose not, back. This good allowed run.",Positive,0.19727272727272727,0.35
+"Fox News – Breaking News, Live Video & News Alerts",EDIT : Video stutters time now. Note good all. No way submit report app. PREVIOUS REVIEW : improved quite bit since new version first released. I like separate alerts I turn Programming Alerts example. A dark theme showed news page long ago. I really liked it. Hope becomes option future. Overall good getting better.,Positive,0.2290633608815427,0.39814049586776856
+"Fox News – Breaking News, Live Video & News Alerts","Since redesign CA technologies, videos huge buffering experience really poor. I viewed video without issue. Earlier I used watch 10 videos day without issue. Due this, I supported using Fox News app. Please fix it.",Negative,-0.031249999999999986,0.59375
+"Fox News – Breaking News, Live Video & News Alerts",Great easy news source. The videos buffer often annoying watch! Unable watch live streams. Instructed contact provider. Is favorite news source filtered? If whom?,Positive,0.061616161616161624,0.7472222222222222
+"Fox News – Breaking News, Live Video & News Alerts",Give control notification sound. Respect notification choices. I said I want Live Event alerts - yet still come. Stop sending SPORTS SPOILERS notifications. You ruined countless matchups - even broadcast stateside yet. Shame I block Fox notifications.,Positive,0.1787878787878788,0.4666666666666666
+"Fox News – Breaking News, Live Video & News Alerts","Many teasers misleading. The stories listed MULTIPLE TIMES FOREVER! I sit watch YouTube videos day problem, can't watch videos Fox News app, gives? Same stories week week. If new stories wanted, watch Fox News tv. The better CR Technologies messed up. Sad.",Positive,0.10606060606060604,0.42992424242424243
+"Fox News – Breaking News, Live Video & News Alerts","I give up!! Many issues many new changes... update fails improve, used go news app. Every show video clip buffers every 5-7 seconds. If next update fix video problems, uninstall good, sadly.",Positive,0.11948051948051945,0.4792207792207792
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts","wont play half time does, randomly stops middle segment. The feature submit issue doesnt work anymore either. Crappy app!",Negative,-0.2222222222222222,0.2222222222222222
+"Fox News – Breaking News, Live Video & News Alerts",Content lyrics crashes Android tablet since ACA took development. I kept thinking would get better updates crashes continue one. I close removing app.,Positive,0.5,0.5
+"Fox News – Breaking News, Live Video & News Alerts",The presentation tabloidish. I want news! Not sensationalized leading photos.......just straight news. There way search stories. Hard call network fake news research stories. Bring back search option.,Negative,-0.14791666666666667,0.48541666666666666
+"Fox News – Breaking News, Live Video & News Alerts",After updates notifications breaking news stopped coming removed ability search articles. I want old updates back. It worked FAR better gave options.,Positive,0.175,0.425
+"Fox News – Breaking News, Live Video & News Alerts","Update 8/2018 reinstallef still sucks. Way much advetising articles full bait still jo landscape mode. 2017 Long-time user new landscape mode Android make want much. Can fix please, otherwise I'll uninstalling moving sources.",Positive,0.11727272727272728,0.34090909090909094
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts","Edited : Finally uninstalled. And working better. Still asks rate every time though . (old) Always force closes, care abbreviated top stories. Hate lay tablet. Cannot change settings.",Positive,0.06000000000000001,0.62
+"Fox News – Breaking News, Live Video & News Alerts","Democrats must design sabotage Republicans. It keeps shutting down, constantly buffering. I unlimited data 4G LTE there's reason worst worst!",Negative,-0.538888888888889,0.6555555555555556
+"Fox News – Breaking News, Live Video & News Alerts","The last couple weeks keeps aborting Galaxy 9+. Sent feed back everytime, fix yet. 7/30/18 update. The new version still crashes installing it.",Positive,0.04545454545454545,0.17373737373737375
+"Fox News – Breaking News, Live Video & News Alerts",I'm deleting can't mute notification sound. They tell put device silent mute sound also mutes ringtone. Huge oversight opinion.,Positive,0.30000000000000004,0.45
+"Fox News – Breaking News, Live Video & News Alerts","At last, mother Fake News revealed piece trash! No NEWSHere, misguided, self-serving Opinions. Sad.",Negative,-0.375,0.6888888888888888
+"Fox News – Breaking News, Live Video & News Alerts","The latest version awful! Android I speak to, let see news available. Limited content, old news mixed new, articles listed several times. It's boring. It's contrived. It's Fox news standards.",Negative,-0.1435064935064935,0.5097402597402597
+"Fox News – Breaking News, Live Video & News Alerts",Why volume lower every time I get notification phone. Very annoying I trying watch fox news I continuosly raise volume every time I get email text. Please fix. It never happened old configuration.,Negative,-0.45,0.6
+"Fox News – Breaking News, Live Video & News Alerts",Used go app. Now even installed many ads headlines. Last update last update. Just horrible now.,Negative,-0.125,0.4083333333333333
+"Fox News – Breaking News, Live Video & News Alerts","It updated... fix anything, broke even more. Now I can't watch anything, clips live, app, buffers forever. This pathetic, fox took decent outsourced CA Technologies destroyed it. This irritating I now. Want watch news lunch, nope anymore, want see clip interview, nope anymore. Stories repeat blocked ads. When navigate back main page keep looking new articles, rearrange headlines search everything several times see articles. They must trying beat CNN bottom news world, least CNN works",Negative,-0.0593939393939394,0.4654545454545455
+"Fox News – Breaking News, Live Video & News Alerts","Well, got 'News' give 'Breaking News' alerts, ANY news alerts all. I slider set 'Breaking News', I get anything all! Of well, total failure news app.",Negative,-0.15833333333333335,0.525
+"Fox News – Breaking News, Live Video & News Alerts","FNC News unreliable; often prompts ""open browser."" Also annoying ad banner bottom screen. Aug/2018 Update: since update I receive ""nuisance"" alerts pop culture icon deaths non-emergency ""breaking"" news stories. Can't adjust settings. Diasppointed.",Negative,-0.4,0.7
+"Fox News – Breaking News, Live Video & News Alerts",Every time I try open keeps spinning. I uninstalled reinstalled still problem.,Neutral,0.0,0.5
+"Fox News – Breaking News, Live Video & News Alerts",Video stream buffering got really bad recently. Need prepost advertisement length videos.,Negative,-0.3499999999999999,0.4583333333333333
+"Fox News – Breaking News, Live Video & News Alerts","After latest update, I can't 10 seconds crashes. I've tried uninstalling reinstalling, work!",Positive,0.625,0.9
+"Fox News – Breaking News, Live Video & News Alerts",If trying streamline blew past streamlining tossing baby bath water.,Negative,-0.25,0.25
+"Fox News – Breaking News, Live Video & News Alerts",many advertisements trying read news can't delete wait till play I'm deleting give star I many years getting worse worse,Positive,0.04999999999999999,0.55
+"Fox News – Breaking News, Live Video & News Alerts",The live TV function horrible. Always freezes buffers,Negative,-0.4318181818181818,0.75
+"Fox News – Breaking News, Live Video & News Alerts",They need update stories often. They leave sometimes week longer lot news,Neutral,0.0,0.0
+"Fox News – Breaking News, Live Video & News Alerts",Update basically broke worse broke. Now buffers launch forever. Has become mostly unusable.,Positive,0.04999999999999999,0.55
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts","I like option see different types news like national, world, education, etc. This version good old one.",Positive,0.26666666666666666,0.46666666666666673
+"Fox News – Breaking News, Live Video & News Alerts",I would give five stars able stream Chromecast again!,Positive,0.625,0.625
+"Fox News – Breaking News, Live Video & News Alerts",The video terrible stop go stop go update much better,Negative,-0.25,0.75
+"Fox News – Breaking News, Live Video & News Alerts",I think fantastic I another coffee.,Positive,0.4,0.9
+"Fox News – Breaking News, Live Video & News Alerts",Glad see headlines back,Positive,0.25,0.5
+"Fox News – Breaking News, Live Video & News Alerts",Upgrade continues crash samsung 9,Neutral,0.0,0.0
+"Fox News – Breaking News, Live Video & News Alerts","Cannot watch live stream anymore UPDATE: Contacted cable provider(CHARTER), several days normal restored. Don't know FOX NEWS blocked purpose not, back. This good allowed run.",Positive,0.19727272727272727,0.35
+"Fox News – Breaking News, Live Video & News Alerts",EDIT : Video stutters time now. Note good all. No way submit report app. PREVIOUS REVIEW : improved quite bit since new version first released. I like separate alerts I turn Programming Alerts example. A dark theme showed news page long ago. I really liked it. Hope becomes option future. Overall good getting better.,Positive,0.2290633608815427,0.39814049586776856
+"Fox News – Breaking News, Live Video & News Alerts","Since redesign CA technologies, videos huge buffering experience really poor. I viewed video without issue. Earlier I used watch 10 videos day without issue. Due this, I supported using Fox News app. Please fix it.",Negative,-0.031249999999999986,0.59375
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts",Give control notification sound. Respect notification choices. I said I want Live Event alerts - yet still come. Stop sending SPORTS SPOILERS notifications. You ruined countless matchups - even broadcast stateside yet. Shame I block Fox notifications.,Positive,0.1787878787878788,0.4666666666666666
+"Fox News – Breaking News, Live Video & News Alerts","Many teasers misleading. The stories listed MULTIPLE TIMES FOREVER! I sit watch YouTube videos day problem, can't watch videos Fox News app, gives? Same stories week week. If new stories wanted, watch Fox News tv. The better CR Technologies messed up. Sad.",Positive,0.10606060606060604,0.42992424242424243
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts","I want control volume notification sound. Better yet, let control actually sound makes. I can't mute phone night news alert sound wakes several times night. I'm going block notifications fixed...not good.",Positive,0.4000000000000001,0.38333333333333336
+"Fox News – Breaking News, Live Video & News Alerts","wont play half time does, randomly stops middle segment. The feature submit issue doesnt work anymore either. Crappy app!",Negative,-0.2222222222222222,0.2222222222222222
+"Fox News – Breaking News, Live Video & News Alerts",Content lyrics crashes Android tablet since ACA took development. I kept thinking would get better updates crashes continue one. I close removing app.,Positive,0.5,0.5
+"Fox News – Breaking News, Live Video & News Alerts",The presentation tabloidish. I want news! Not sensationalized leading photos.......just straight news. There way search stories. Hard call network fake news research stories. Bring back search option.,Negative,-0.14791666666666667,0.48541666666666666
+"Fox News – Breaking News, Live Video & News Alerts",After updates notifications breaking news stopped coming removed ability search articles. I want old updates back. It worked FAR better gave options.,Positive,0.175,0.425
+"Fox News – Breaking News, Live Video & News Alerts","Update 8/2018 reinstallef still sucks. Way much advetising articles full bait still jo landscape mode. 2017 Long-time user new landscape mode Android make want much. Can fix please, otherwise I'll uninstalling moving sources.",Positive,0.11727272727272728,0.34090909090909094
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts","Edited : Finally uninstalled. And working better. Still asks rate every time though . (old) Always force closes, care abbreviated top stories. Hate lay tablet. Cannot change settings.",Positive,0.06000000000000001,0.62
+"Fox News – Breaking News, Live Video & News Alerts","Democrats must design sabotage Republicans. It keeps shutting down, constantly buffering. I unlimited data 4G LTE there's reason worst worst!",Negative,-0.538888888888889,0.6555555555555556
+"Fox News – Breaking News, Live Video & News Alerts","The last couple weeks keeps aborting Galaxy 9+. Sent feed back everytime, fix yet. 7/30/18 update. The new version still crashes installing it.",Positive,0.04545454545454545,0.17373737373737375
+"Fox News – Breaking News, Live Video & News Alerts",I'm deleting can't mute notification sound. They tell put device silent mute sound also mutes ringtone. Huge oversight opinion.,Positive,0.30000000000000004,0.45
+"Fox News – Breaking News, Live Video & News Alerts","At last, mother Fake News revealed piece trash! No NEWSHere, misguided, self-serving Opinions. Sad.",Negative,-0.375,0.6888888888888888
+"Fox News – Breaking News, Live Video & News Alerts","The latest version awful! Android I speak to, let see news available. Limited content, old news mixed new, articles listed several times. It's boring. It's contrived. It's Fox news standards.",Negative,-0.1435064935064935,0.5097402597402597
+"Fox News – Breaking News, Live Video & News Alerts",Why volume lower every time I get notification phone. Very annoying I trying watch fox news I continuosly raise volume every time I get email text. Please fix. It never happened old configuration.,Negative,-0.45,0.6
+"Fox News – Breaking News, Live Video & News Alerts",Used go app. Now even installed many ads headlines. Last update last update. Just horrible now.,Negative,-0.125,0.4083333333333333
+"Fox News – Breaking News, Live Video & News Alerts","It updated... fix anything, broke even more. Now I can't watch anything, clips live, app, buffers forever. This pathetic, fox took decent outsourced CA Technologies destroyed it. This irritating I now. Want watch news lunch, nope anymore, want see clip interview, nope anymore. Stories repeat blocked ads. When navigate back main page keep looking new articles, rearrange headlines search everything several times see articles. They must trying beat CNN bottom news world, least CNN works",Negative,-0.0593939393939394,0.4654545454545455
+"Fox News – Breaking News, Live Video & News Alerts","Well, got 'News' give 'Breaking News' alerts, ANY news alerts all. I slider set 'Breaking News', I get anything all! Of well, total failure news app.",Negative,-0.15833333333333335,0.525
+"Fox News – Breaking News, Live Video & News Alerts","FNC News unreliable; often prompts ""open browser."" Also annoying ad banner bottom screen. Aug/2018 Update: since update I receive ""nuisance"" alerts pop culture icon deaths non-emergency ""breaking"" news stories. Can't adjust settings. Diasppointed.",Negative,-0.4,0.7
+"Fox News – Breaking News, Live Video & News Alerts",Every time I try open keeps spinning. I uninstalled reinstalled still problem.,Neutral,0.0,0.5
+"Fox News – Breaking News, Live Video & News Alerts",Video stream buffering got really bad recently. Need prepost advertisement length videos.,Negative,-0.3499999999999999,0.4583333333333333
+"Fox News – Breaking News, Live Video & News Alerts","After latest update, I can't 10 seconds crashes. I've tried uninstalling reinstalling, work!",Positive,0.625,0.9
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts",many advertisements trying read news can't delete wait till play I'm deleting give star I many years getting worse worse,Positive,0.04999999999999999,0.55
+"Fox News – Breaking News, Live Video & News Alerts",The live TV function horrible. Always freezes buffers,Negative,-0.4318181818181818,0.75
+"Fox News – Breaking News, Live Video & News Alerts",They need update stories often. They leave sometimes week longer lot news,Neutral,0.0,0.0
+"Fox News – Breaking News, Live Video & News Alerts",Update basically broke worse broke. Now buffers launch forever. Has become mostly unusable.,Positive,0.04999999999999999,0.55
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts","I like option see different types news like national, world, education, etc. This version good old one.",Positive,0.26666666666666666,0.46666666666666673
+"Fox News – Breaking News, Live Video & News Alerts",I would give five stars able stream Chromecast again!,Positive,0.625,0.625
+"Fox News – Breaking News, Live Video & News Alerts",The video terrible stop go stop go update much better,Negative,-0.25,0.75
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+"Fox News – Breaking News, Live Video & News Alerts",Glad see headlines back,Positive,0.25,0.5
+"Fox News – Breaking News, Live Video & News Alerts",nan,nan,nan,nan
+Fraction Calculator Plus Free,nan,nan,nan,nan
+Fraction Calculator Plus Free,"It's intuitive, that's I like it. You may able complicated things but, I personally need to. I need simple / straight forward and, that's is!",Positive,0.05,0.5364285714285714
+Fraction Calculator Plus Free,nan,nan,nan,nan
+Fraction Calculator Plus Free,"So happy app. It works great machinist, needing fraction math non-stop day. Happy also addition ""check work button"" I still see history removed.",Positive,0.8000000000000002,0.9166666666666666
+Fraction Calculator Plus Free,Love recent update showing mathematics breakdown. Been using I using foreseeable future.,Positive,0.16666666666666666,0.325
+Fraction Calculator Plus Free,"I would rate higher, I tried buy ad free version, said error installing it, still took money.",Positive,0.325,0.65
+Fraction Calculator Plus Free,nan,nan,nan,nan
+Fraction Calculator Plus Free,I love app. I'm putting new flooring lot home projects makes everything much easier get quick answer adding subtracting measurements.,Positive,0.2924242424242424,0.4386363636363636
+Fraction Calculator Plus Free,nan,nan,nan,nan
+Fraction Calculator Plus Free,It doesn't follow PEMDAS rule math important.,Positive,0.4,1.0
+Fraction Calculator Plus Free,It bad follow bodmas rule,Negative,-0.6999999999999998,0.6666666666666666
+Fraction Calculator Plus Free,This helped much algebra last year I need geometry I definitely :D,Positive,0.3,0.44166666666666665
+Fraction Calculator Plus Free,The works well I using time Construction job.,Neutral,0.0,0.0
+Fraction Calculator Plus Free,I could literally used help school. But I guess still late,Negative,-0.3,0.6
+Fraction Calculator Plus Free,nan,nan,nan,nan
+Fraction Calculator Plus Free,This BEST fraction app!! Even mixed numbers gives answer decimal form.,Positive,0.5,0.275
+Fraction Calculator Plus Free,Y solving steps complex,Negative,-0.3,0.4
+Fraction Calculator Plus Free,"Works great, saves LOT time frustration",Positive,0.8,0.75
+Fraction Calculator Plus Free,"This awesome, helped lot things,it really works I love",Positive,0.5666666666666667,0.6
+Fraction Calculator Plus Free,Helpful tool work ensuring I get accurate measurement proper fraction.,Positive,0.20000000000000004,0.3666666666666667
+Fraction Calculator Plus Free,Great app. I time.,Positive,0.8,0.75
+Fraction Calculator Plus Free,"70mb background data usage month, seriously?",Negative,-0.3333333333333333,0.6666666666666666
+Fraction Calculator Plus Free,I'm surprised much I app.,Positive,0.15000000000000002,0.55
+Fraction Calculator Plus Free,"Great tool, remodeling kitchen. A+",Positive,0.8,0.75
+Fraction Calculator Plus Free,This great work construction like self.,Positive,0.8,0.75
+Fraction Calculator Plus Free,I'm construction I think great job site.,Positive,0.8,0.75
+Fraction Calculator Plus Free,Best thing since slice cheese!!!! Yup,Positive,1.0,0.3
+Fraction Calculator Plus Free,I everyday simple works well. Give try,Negative,-0.1,0.47857142857142854
+Fraction Calculator Plus Free,nan,nan,nan,nan
+Fraction Calculator Plus Free,Use every day,Neutral,0.0,0.0
+Fraction Calculator Plus Free,Excellent easy exactly says!,Positive,0.5819444444444445,0.6944444444444445
+Fraction Calculator Plus Free,"Very helpful. Decimal notation well, perfect!",Positive,0.6,0.65
+Fraction Calculator Plus Free,nan,nan,nan,nan
+Fraction Calculator Plus Free,Good calculator need fractions,Positive,0.7,0.6000000000000001
+Fraction Calculator Plus Free,VERY HELPFUL AND EASY TO USE !,Positive,0.37083333333333335,0.5666666666666667
+Fraction Calculator Plus Free,Just awesome every try good every one।,Positive,0.85,0.8
+Fraction Calculator Plus Free,Awesome best I used,Positive,1.0,0.65
+Fraction Calculator Plus Free,nan,nan,nan,nan
+Fraction Calculator Plus Free,Very easy useful,Positive,0.43166666666666664,0.5
+Fraction Calculator Plus Free,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"Have register try register won't anything freezes register screen tells email already used absurd. Terrible orbot instead free, registration, ads. Actually works.",Negative,-0.275,0.725
+Free & Premium VPN - FinchVPN,Why can't sign up??tsk..this ridiculous!!i try many times sign up..it's error always..tsss,Positive,0.5,0.5
+Free & Premium VPN - FinchVPN,BOOORING I HATE THIS SOOOOO MUCH,Negative,-0.30000000000000004,0.55
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,I rate 4 stars Anti DPI servers useful country.,Positive,0.3,0.0
+Free & Premium VPN - FinchVPN,Nice,Positive,0.6,1.0
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,Too good appreciated,Positive,0.44999999999999996,0.35000000000000003
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"Dumbest ever. Paid 90 day vpn, took funds account, give vpn, audacity say ""no refunds."" That transparent thievery I'm uninstalling",Neutral,0.0,0.0
+Free & Premium VPN - FinchVPN,"I purchased yesterday credited account. shows following error purchase page ""use JsonReader.setLenient(true) accept malformed JSON line 2 column 1 path $"". Shall I ask refund playstore.",Neutral,0.0,0.1
+Free & Premium VPN - FinchVPN,"Updated, still response Finch Google play days chasing, lost £35 provided - ability get refund! My confidence provider zero - DO NOT BUY! Paid 12 months via Google play (renewing last year's subscription), refuses recogni... Full Review",Positive,0.175,0.30833333333333335
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"This important access device parts, I trust it, access ""run startup""? ___ This app is good because it does not have access to important parts of the phone to spy on its users.",Positive,0.5,0.8666666666666667
+Free & Premium VPN - FinchVPN,"Well worth price, occasionally server go switch all. Nothing else wrong professionally made application.",Negative,-0.025,0.30625
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"overall good service, hoping Old Singapore 1 back online togglable bit / byte speed, kinda hard recalculate bits bytes",Positive,0.10166666666666666,0.26833333333333337
+Free & Premium VPN - FinchVPN,excellent need active support VPN connecting. Would easy inbuilt support ticket option,Positive,0.43333333333333335,0.8111111111111112
+Free & Premium VPN - FinchVPN,Can't even get started bug registration,Neutral,0.0,0.0
+Free & Premium VPN - FinchVPN,Sir please uprage free GB limit,Positive,0.4,0.8
+Free & Premium VPN - FinchVPN,Can somebody tell connect,Neutral,0.0,0.0
+Free & Premium VPN - FinchVPN,I cant login,Neutral,0.0,0.0
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,Super g,Positive,0.3333333333333333,0.6666666666666666
+Free & Premium VPN - FinchVPN,Soups soups,Neutral,0.0,0.0
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"Nice, works Android 8",Positive,0.6,1.0
+Free & Premium VPN - FinchVPN,"Pinch little Finch! Sick able connect wifi know close home. But lay bed net. Well stop! Finch made possible trust easy, quick best I'm bored home I stay connected friends Finch vpn free charge ask for. Download today. Free Google play. :)",Positive,0.17650049603174603,0.6846230158730159
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,Finch Top 3 preferred VPN Android. I've using free version past several days I'm pleased features performance. It offers lot technical details options compared VPNs. Limited number servers free version ones I've connected fast enough despite continents. Finch also lists important details servers resources available. This helps user decide server use. The FAQ informative conpulsory reading all. The 3 GB quota generous enough. The fact registered Malaysia another attraction. I actually feel bad using free version. FinchVPN definitely worthy support. I'm going help chip paid subscription since packages also reasonably priced.,Positive,0.1479949874686717,0.5136591478696741
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"My country [location right ] I really love but, I location right. I live Fiji location keeps changing evertime I choose free server bit slow... please help thanks",Positive,0.21539888682745825,0.5102040816326531
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,Guys great vpn blocked 1 day why? u blocked free servers can't understand ok super pakka r favorite vpn promoted vpn many peoples,Positive,0.5055555555555556,0.7027777777777778
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,Helpfull I accept it.This must good remarkable app.I like process provide.More helpfull think-it fastest comportablely nice. Account absence minded log out? Then response identity! With angry delete app.Later understand wrong foolishness.Now return it.I know work not.That means allow not! But hope best police world.I try best.Rest depend sppoted kind mind over. Best luck.,Positive,0.38993055555555556,0.6388888888888888
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"Almost good:) sure I'm dreaming I've tried 4 5 different vpns I keep coming back finch every vpn either dosent work, insanely slow, wants enough info make fake passport, make hard pay premium, horrible customer service. finch, all. kind creepy well it, seriously literally top five even come close I get awesome speeds, instant customer (real people too),",Positive,0.07083333333333332,0.6479938271604938
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"Best free VPN option I've tried free VPN options Finch far best. 3 GB allotment free pretty darn good. If I need I would consider buying I see free goes while. No complaints speed all, streamed full movie small buffering pause.",Positive,0.4318181818181818,0.6681818181818181
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"This fantastic amazing Love vpn easy connect super fast, first time life ever going write review certain product online thank you.",Positive,0.36636904761904765,0.675595238095238
+Free & Premium VPN - FinchVPN,"Amazing I normal day day surfing speeds amazing free, I definitely upgrade premium. Couldn't ask A better VPN.",Positive,0.375,0.7083333333333334
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,Disconnected automatically This month started disconnected automatically 3 min UAE. Same like server. Please fix,Neutral,0.0,0.125
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,"Always gets I want go (& cum) Simple,fast,and always ready 2 go. Oh yeah, great 2!..BUT connection seems go LIMP every often...could hot spot f..king up2 ??..still better others I tried far -EZ&FAST2 SO 4.5-5 STARS,UNLESS I FIND A CONNECT WITHOUT WI - FI REQUIRED.",Positive,0.275,0.6833333333333332
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free & Premium VPN - FinchVPN,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Book Reader,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Books - Spirit Fanfiction and Stories,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,Pulse dental daydone app ... you rubbish,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,Bachavas,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,Awesum ..u different others,Neutral,0.0,0.6
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,Waste time,Negative,-0.2,0.0
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,Good nice,Positive,0.6499999999999999,0.8
+Free Dating & Flirt Chat - Choice of Love,"My date lasted two weeks :(. Then I break things him. There future us whatsoever. After breakup, understood said worry.",Negative,-0.375,0.5625
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,If message people really reply.,Positive,0.2,0.2
+Free Dating & Flirt Chat - Choice of Love,Do waste time get catfished,Negative,-0.2,0.0
+Free Dating & Flirt Chat - Choice of Love,Fuddu,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,Easy nice,Positive,0.5166666666666666,0.9166666666666667
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,I think requires updates nd changes like send photo could delete pic mistakenly nd I think so.e fake account important thing I feel using upload pic nd blocking someone getting notification regarding that...nd ya update improve thing like look etc.,Negative,-0.04999999999999999,1.0
+Free Dating & Flirt Chat - Choice of Love,Bad app...totally wasting time only...still dnt get anyone chat. Mostly fake accounts,Negative,-0.5999999999999999,0.8333333333333333
+Free Dating & Flirt Chat - Choice of Love,The good cool liking though I day new,Positive,0.39545454545454534,0.5681818181818182
+Free Dating & Flirt Chat - Choice of Love,No anybody reply here. Time waste,Negative,-0.2,0.0
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,"Dude is useless, do not hesitate to online any time West Time:",Negative,-0.5,0.2
+Free Dating & Flirt Chat - Choice of Love,I like everything fact ain't enough people yet .,Neutral,0.0,0.5
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,I didnt get sign in..,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,"Worst app, won't install",Negative,-1.0,1.0
+Free Dating & Flirt Chat - Choice of Love,nathing show online simbol,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,should age limits,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,Waste time,Negative,-0.2,0.0
+Free Dating & Flirt Chat - Choice of Love,Meeting quite local women easy also,Positive,0.21666666666666667,0.4166666666666667
+Free Dating & Flirt Chat - Choice of Love,Not available online user...,Negative,-0.2,0.4
+Free Dating & Flirt Chat - Choice of Love,Nice app.,Positive,0.6,1.0
+Free Dating & Flirt Chat - Choice of Love,I like lot,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,Bachavas,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,Joker,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,Its 3 days ine responded,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,Awesum ..u different others,Neutral,0.0,0.6
+Free Dating & Flirt Chat - Choice of Love,Useless,Negative,-0.5,0.2
+Free Dating & Flirt Chat - Choice of Love,Just ok,Positive,0.5,0.5
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nice,Positive,0.6,1.0
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,This great,Positive,0.8,0.75
+Free Dating & Flirt Chat - Choice of Love,Good dating,Positive,0.7,0.6000000000000001
+Free Dating & Flirt Chat - Choice of Love,Hi,Neutral,0.0,0.0
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating & Flirt Chat - Choice of Love,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Cheers,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Cheers,Need lady's,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Cheers,Cool,Positive,0.35,0.65
+Free Dating App & Flirt Chat - Cheers,Different,Neutral,0.0,0.6
+Free Dating App & Flirt Chat - Cheers,Ok find someone talk lot hangups ok I think maybe lot fakes ok,Positive,0.5,0.5
+Free Dating App & Flirt Chat - Cheers,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Cheers,Take long people talk u,Negative,-0.05,0.4
+Free Dating App & Flirt Chat - Cheers,I like,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Cheers,Is okay,Positive,0.5,0.5
+Free Dating App & Flirt Chat - Cheers,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Cheers,"I'm yet sure I think app, easiest figure DOESN'T seem user-friendly plus seems like almost forcing give 5-star rating",Positive,0.5,0.8888888888888888
+Free Dating App & Flirt Chat - Cheers,This best especially since i can't deactivate your account. Be careful that.,Positive,0.3,0.7666666666666666
+Free Dating App & Flirt Chat - Cheers,Totally Sucked. It would auto close open. I entered info 3x. FAIL!,Negative,-0.20833333333333334,0.5166666666666666
+Free Dating App & Flirt Chat - Cheers,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Cheers,Clunky app. Works great design.,Positive,0.8,0.75
+Free Dating App & Flirt Chat - Cheers,Hope I get meet great person,Positive,0.8,0.75
+Free Dating App & Flirt Chat - Cheers,There alot scammers site,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Cheers,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Cheers,Kinda like toi anonymous,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Cheers,Not bad pic tho,Positive,0.3499999999999999,0.6666666666666666
+Free Dating App & Flirt Chat - Cheers,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Cheers,Trying first time seems kind okay far,Positive,0.36250000000000004,0.6833333333333333
+Free Dating App & Flirt Chat - Cheers,Finally!,Neutral,0.0,1.0
+Free Dating App & Flirt Chat - Cheers,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Cheers,"Great chatting, interesting people chat",Positive,0.65,0.625
+Free Dating App & Flirt Chat - Cheers,Meet new people,Positive,0.13636363636363635,0.45454545454545453
+Free Dating App & Flirt Chat - Cheers,ok,Positive,0.5,0.5
+Free Dating App & Flirt Chat - Cheers,Awesome,Positive,1.0,1.0
+Free Dating App & Flirt Chat - Cheers,"It's easy I find, plenty matches, area outside, area. I've great time, using app.",Positive,0.41111111111111115,0.5444444444444444
+Free Dating App & Flirt Chat - Cheers,This missing alot... including pictures person talking to...,Negative,-0.2,0.05
+Free Dating App & Flirt Chat - Cheers,Very good I would like upload photos can't thank,Positive,0.9099999999999999,0.7800000000000001
+Free Dating App & Flirt Chat - Cheers,I'm. Getting mixed feeling,Neutral,0.0,0.25
+Free Dating App & Flirt Chat - Cheers,Waiting long,Negative,-0.05,0.4
+Free Dating App & Flirt Chat - Cheers,Like connecting everyone,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Cheers,There photos,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Cheers,No pictures profile,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Cheers,It's great,Positive,0.8,0.75
+Free Dating App & Flirt Chat - Cheers,Working great,Positive,0.8,0.75
+Free Dating App & Flirt Chat - Cheers,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Cheers,OK,Positive,0.5,0.5
+Free Dating App & Flirt Chat - Match with Singles,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Match with Singles,"Good , girl reply .But upload photo",Positive,0.7,0.6000000000000001
+Free Dating App & Flirt Chat - Match with Singles,I can't see avatar people. Admin please help,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Match with Singles,I hated time deleting photo,Negative,-0.9,0.7
+Free Dating App & Flirt Chat - Match with Singles,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Match with Singles,"It's loading long time, I think programming massage",Negative,-0.05,0.4
+Free Dating App & Flirt Chat - Match with Singles,"Just started,so opinion yet",Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Match with Singles,Ok funny,Positive,0.375,0.75
+Free Dating App & Flirt Chat - Match with Singles,Testing thiss,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Match with Singles,Secure!,Positive,0.5,0.6
+Free Dating App & Flirt Chat - Match with Singles,"I enjoy using app,thanks something like this!!!!!",Positive,1.0,0.5
+Free Dating App & Flirt Chat - Match with Singles,Cool too much ads,Positive,0.275,0.42500000000000004
+Free Dating App & Flirt Chat - Match with Singles,Its alright,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Match with Singles,Its good,Positive,0.7,0.6000000000000001
+Free Dating App & Flirt Chat - Match with Singles,Its bad,Negative,-0.6999999999999998,0.6666666666666666
+Free Dating App & Flirt Chat - Match with Singles,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Match with Singles,It's great...,Positive,0.8,0.75
+Free Dating App & Flirt Chat - Match with Singles,Way cool,Positive,0.35,0.65
+Free Dating App & Flirt Chat - Match with Singles,Very good,Positive,0.9099999999999999,0.7800000000000001
+Free Dating App & Flirt Chat - Match with Singles,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Match with Singles,Nice,Positive,0.6,1.0
+Free Dating App & Flirt Chat - Match with Singles,Awesome .,Positive,1.0,1.0
+Free Dating App & Flirt Chat - Match with Singles,Great,Positive,0.8,0.75
+Free Dating App & Flirt Chat - Match with Singles,Good,Positive,0.7,0.6000000000000001
+Free Dating App & Flirt Chat - Match with Singles,Nice,Positive,0.6,1.0
+Free Dating App & Flirt Chat - Match with Singles,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Match with Singles,Good,Positive,0.7,0.6000000000000001
+Free Dating App & Flirt Chat - Match with Singles,Good,Positive,0.7,0.6000000000000001
+Free Dating App & Flirt Chat - Match with Singles,Good,Positive,0.7,0.6000000000000001
+Free Dating App & Flirt Chat - Match with Singles,love,Positive,0.5,0.6
+Free Dating App & Flirt Chat - Match with Singles,Good,Positive,0.7,0.6000000000000001
+Free Dating App & Flirt Chat - Match with Singles,Nice,Positive,0.6,1.0
+Free Dating App & Flirt Chat - Match with Singles,Good,Positive,0.7,0.6000000000000001
+Free Dating App & Flirt Chat - Match with Singles,"Installed curious, 99% ""locals"" fake profiles.",Negative,-0.3,1.0
+Free Dating App & Flirt Chat - Match with Singles,Lot people post fake images profile photo,Negative,-0.5,1.0
+Free Dating App & Flirt Chat - Match with Singles,Not sure yet still looking,Negative,-0.25,0.8888888888888888
+Free Dating App & Flirt Chat - Match with Singles,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Match with Singles,I could sign profile,Neutral,0.0,0.0
+Free Dating App & Flirt Chat - Match with Singles,nan,nan,nan,nan
+Free Dating App & Flirt Chat - Match with Singles,covers adds,Neutral,0.0,0.0
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,No way narrow search matters I believe anyone's profile real. I believe mostly cam girls scammers trying get email.,Positive,0.16666666666666666,0.4000000000000001
+Free Dating App - Meet Local Singles - Flirt Chat,"As soon I opened first time I told update. I selected view update redirected spam internet site telling I virus. This obviously sort marketing scam. Do use. It worth risk. (Update developer response), Not fake review. This exactly happened instead trying make good trying scam people. You worth time community.",Positive,0.2928571428571428,0.4119047619047619
+Free Dating App - Meet Local Singles - Flirt Chat,You meet lot people. Too bad none real. The freezes lot. Be ready fakes headaches,Negative,-0.09999999999999994,0.48888888888888893
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,As anyone well aware of. These sites magnet fore anyone deviant plans A Financial windfall. Inheritance Ghana. Two red flags. Ive followed similar Sights results.,Positive,0.0625,0.1625
+Free Dating App - Meet Local Singles - Flirt Chat,"All members America. Whenever I change search filter, says can't find. If I choose world hardly 35 online members only, America. Dear owner I love app, free, I chat free, I see visit profile liked me, features free make beautiful, I would like give complete 5 stars work little bit search filters.",Positive,0.27708333333333335,0.7241666666666666
+Free Dating App - Meet Local Singles - Flirt Chat,"Nothing fake, scammer profiles. Spammed messages trying get email people barely speak English claim states.",Negative,-0.15,0.3666666666666667
+Free Dating App - Meet Local Singles - Flirt Chat,"So far new user I gotten alot likes views want video chat usually red flag person photo. As sites careful investigator , google photo search usually finds real owner photo photo used linked scam. There similar sites thing goes sites. Too bad people mess well intentioned dating sites. If site like video chat option I would suggest try lured another able chat. Good luck careful sites.",Positive,0.0259469696969697,0.5392676767676767
+Free Dating App - Meet Local Singles - Flirt Chat,"This completely fake, administrator fraud disrespectful, everyone ask email nothing else, give email say I Problem send money.. This waste time",Negative,-0.35,0.5
+Free Dating App - Meet Local Singles - Flirt Chat,"I bit disappointed. At least geography algorythems terrible. But would seem also site loaded scammers, complete idiots bad matching. I'm guy, straight, looking local women. 95% profile views guys Middle East, says ""saw people nearby""... Really? I'm South East USA Pete's sake! And pretty much females made contact sing song... That scams.. ""Hello hangouts..."" Script scam!",Negative,-0.2083333333333333,0.4847222222222223
+Free Dating App - Meet Local Singles - Flirt Chat,"I DON'T KNOW AS EVERY TIME I PASSED THE 'VERIFY YOURSELF CAPCHA' SCREENS IT KEPT REAPEERING AND MAKING ME DO IT AGAIN WHEN IT HAD ALREADY GAVE ME A TICK FOR GETTING IT RIGHT! I WILL TRASH MY PHONE IF I KEEP TRYING TO GET PASSED THIS INFURIATING STUPID PART, BUT ITS NOT WORTH LOOSING MY PHONE SO I GIVE UP!!!!!!!!!!!!!!",Negative,-0.3857142857142857,0.6089285714285715
+Free Dating App - Meet Local Singles - Flirt Chat,good fake profile. And many photo profile. Scam asking money .,Positive,0.2333333333333333,0.7000000000000001
+Free Dating App - Meet Local Singles - Flirt Chat,All women trying catfish u want u send money fall im saying the. isnt free im letting people know woman site trying get money people selfs,Positive,0.4,0.8
+Free Dating App - Meet Local Singles - Flirt Chat,I think amazing people welcoming creators smart way easy way people second chance love,Positive,0.3495238095238095,0.5952380952380952
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,Lame hard seem us times. Gave men I said I'm man. Bad,Negative,-0.49722222222222223,0.6527777777777777
+Free Dating App - Meet Local Singles - Flirt Chat,To Manny fake people scammers. On site I've already fakes try scam,Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,I believe administrator match ocean dating site fraud. Fake images fake users Nigeria Africa,Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,"Fake profiles every marketing hangouts, people applications",Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,Theya lot fake people oni this. theya come like frinds and. Chat ask money iTunes card. I dont rakamand app.,Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,Download try get registered 15 minutes still able register waste time,Positive,0.15,0.3125
+Free Dating App - Meet Local Singles - Flirt Chat,Sucks like does. It adds loud sucking sound running annoyingly slow.,Negative,-0.025,0.475
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,"Truly dreadful, slow, crashes possibly worst I've ever downloaded",Negative,-0.7666666666666666,0.7999999999999999
+Free Dating App - Meet Local Singles - Flirt Chat,Its great I wish features I could control Unitedstates long distance love never works,Positive,0.4166666666666667,0.5833333333333334
+Free Dating App - Meet Local Singles - Flirt Chat,It says many redirect errors,Positive,0.5,0.5
+Free Dating App - Meet Local Singles - Flirt Chat,Rubbish can't even press register worst site ever,Negative,-1.0,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,It's great types I never found great,Positive,0.8,0.75
+Free Dating App - Meet Local Singles - Flirt Chat,fake scammer. Every profile fake.,Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,Beware comes 2 virus fun bad,Negative,-0.19999999999999993,0.43333333333333335
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,"Just sucked, real people. Can't pick prague",Positive,0.2,0.30000000000000004
+Free Dating App - Meet Local Singles - Flirt Chat,I think good I joined morning I've lot chats women . Best I've on.,Positive,0.85,0.45000000000000007
+Free Dating App - Meet Local Singles - Flirt Chat,I know,Neutral,0.0,0.0
+Free Dating App - Meet Local Singles - Flirt Chat,Its greet app. But days working,Neutral,0.0,0.0
+Free Dating App - Meet Local Singles - Flirt Chat,I love app. But hard find people online,Positive,0.10416666666666666,0.5708333333333333
+Free Dating App - Meet Local Singles - Flirt Chat,How I filters,Neutral,0.0,0.0
+Free Dating App - Meet Local Singles - Flirt Chat,"good,but scammers",Neutral,0.0,0.0
+Free Dating App - Meet Local Singles - Flirt Chat,"This mind blowing I enjoying ,lovely greet superb",Positive,0.6666666666666666,0.7833333333333333
+Free Dating App - Meet Local Singles - Flirt Chat,Go ahead. But Uninstalling minutes. Nothing good. Scams porn ads can't even get of. Terrible. And wow. Read responses makers. Explains way is. They obviously scammer. How google let like play store? This appalling,Negative,-0.11000000000000001,0.8
+Free Dating App - Meet Local Singles - Flirt Chat,No way narrow search matters I believe anyone's profile real. I believe mostly cam girls scammers trying get email.,Positive,0.16666666666666666,0.4000000000000001
+Free Dating App - Meet Local Singles - Flirt Chat,"As soon I opened first time I told update. I selected view update redirected spam internet site telling I virus. This obviously sort marketing scam. Do use. It worth risk. (Update developer response), Not fake review. This exactly happened instead trying make good trying scam people. You worth time community.",Positive,0.2928571428571428,0.4119047619047619
+Free Dating App - Meet Local Singles - Flirt Chat,You meet lot people. Too bad none real. The freezes lot. Be ready fakes headaches,Negative,-0.09999999999999994,0.48888888888888893
+Free Dating App - Meet Local Singles - Flirt Chat,All fake profiles. Gals endup asking money only. Fake pics...fake ids...guys using pics gals. Total waste time. Not recommended.,Negative,-0.24,0.75
+Free Dating App - Meet Local Singles - Flirt Chat,As anyone well aware of. These sites magnet fore anyone deviant plans A Financial windfall. Inheritance Ghana. Two red flags. Ive followed similar Sights results.,Positive,0.0625,0.1625
+Free Dating App - Meet Local Singles - Flirt Chat,"All members America. Whenever I change search filter, says can't find. If I choose world hardly 35 online members only, America. Dear owner I love app, free, I chat free, I see visit profile liked me, features free make beautiful, I would like give complete 5 stars work little bit search filters.",Positive,0.27708333333333335,0.7241666666666666
+Free Dating App - Meet Local Singles - Flirt Chat,"Nothing fake, scammer profiles. Spammed messages trying get email people barely speak English claim states.",Negative,-0.15,0.3666666666666667
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,"This completely fake, administrator fraud disrespectful, everyone ask email nothing else, give email say I Problem send money.. This waste time",Negative,-0.35,0.5
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,"I DON'T KNOW AS EVERY TIME I PASSED THE 'VERIFY YOURSELF CAPCHA' SCREENS IT KEPT REAPEERING AND MAKING ME DO IT AGAIN WHEN IT HAD ALREADY GAVE ME A TICK FOR GETTING IT RIGHT! I WILL TRASH MY PHONE IF I KEEP TRYING TO GET PASSED THIS INFURIATING STUPID PART, BUT ITS NOT WORTH LOOSING MY PHONE SO I GIVE UP!!!!!!!!!!!!!!",Negative,-0.3857142857142857,0.6089285714285715
+Free Dating App - Meet Local Singles - Flirt Chat,good fake profile. And many photo profile. Scam asking money .,Positive,0.2333333333333333,0.7000000000000001
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,I think amazing people welcoming creators smart way easy way people second chance love,Positive,0.3495238095238095,0.5952380952380952
+Free Dating App - Meet Local Singles - Flirt Chat,I'm contacted girls profile they're searching men aged 30-85 etc. Really?? Fake profiles. Don't download. Advertisements keep popping going crash etc,Negative,-0.3,0.7
+Free Dating App - Meet Local Singles - Flirt Chat,Lame hard seem us times. Gave men I said I'm man. Bad,Negative,-0.49722222222222223,0.6527777777777777
+Free Dating App - Meet Local Singles - Flirt Chat,To Manny fake people scammers. On site I've already fakes try scam,Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,I believe administrator match ocean dating site fraud. Fake images fake users Nigeria Africa,Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,"Fake profiles every marketing hangouts, people applications",Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,Theya lot fake people oni this. theya come like frinds and. Chat ask money iTunes card. I dont rakamand app.,Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,Download try get registered 15 minutes still able register waste time,Positive,0.15,0.3125
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,"This heaven scammers real bunch African know American grammar line "" hello dear"" talks like America want email sell spammers I'm waste time",Neutral,0.0,0.07500000000000001
+Free Dating App - Meet Local Singles - Flirt Chat,"Truly dreadful, slow, crashes possibly worst I've ever downloaded",Negative,-0.7666666666666666,0.7999999999999999
+Free Dating App - Meet Local Singles - Flirt Chat,Its great I wish features I could control Unitedstates long distance love never works,Positive,0.4166666666666667,0.5833333333333334
+Free Dating App - Meet Local Singles - Flirt Chat,It says many redirect errors,Positive,0.5,0.5
+Free Dating App - Meet Local Singles - Flirt Chat,Rubbish can't even press register worst site ever,Negative,-1.0,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,It's great types I never found great,Positive,0.8,0.75
+Free Dating App - Meet Local Singles - Flirt Chat,fake scammer. Every profile fake.,Negative,-0.5,1.0
+Free Dating App - Meet Local Singles - Flirt Chat,Beware comes 2 virus fun bad,Negative,-0.19999999999999993,0.43333333333333335
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,I know,Neutral,0.0,0.0
+Free Dating App - Meet Local Singles - Flirt Chat,Its greet app. But days working,Neutral,0.0,0.0
+Free Dating App - Meet Local Singles - Flirt Chat,nan,nan,nan,nan
+Free Dating App - Meet Local Singles - Flirt Chat,How I filters,Neutral,0.0,0.0
+Free Dating App - Meet Local Singles - Flirt Chat,"good,but scammers",Neutral,0.0,0.0
+Free Dating App - Meet Local Singles - Flirt Chat,"This mind blowing I enjoying ,lovely greet superb",Positive,0.6666666666666666,0.7833333333333333
+"Free Dating App - YoCutie - Flirt, Chat & Meet","Why one's responding? I'm 38 years old! Is real website? Or hacker malware type b.s. prohibited like everything I online, saying I'm underage incompetent! The person years. No could imagine psychological torment put years!",Negative,-0.028124999999999997,0.24166666666666667
+"Free Dating App - YoCutie - Flirt, Chat & Meet",This b's waste time real message you. Only people scammers begging money. I call person get voice mail says text mail delete .,Neutral,0.0,0.43333333333333335
+"Free Dating App - YoCutie - Flirt, Chat & Meet","Have used short time... Have sent many ""Yo's""... Profile somewhat filled extreme details I leave people I contact... The NEGATIVE drawback ""Yo's"" I received back... have... DISAPPEARED??? I unable find profiles sent them??? creators... I work... I receive notification ""Yo""... I can't drop everything... leave workstation attempt go chat right risk getting trouble? So I wait I get home... access notification... launch App... ""Yo""... Profile sent gone??? Even I remember Username... help... CAN'T search Username??? Honestly... I would like make new friends... turning waste time... Consider updating search Username... I consider changing review.",Positive,0.049756493506493506,0.4741883116883117
+"Free Dating App - YoCutie - Flirt, Chat & Meet","Not liking far..all ""yos"" I've received far scammers real person yet ..going give another week delete improve . nutshell seems scammer heaven.",Positive,0.15000000000000002,0.65
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I seen exact 50 profiles last 7 times I logged on...,Positive,0.125,0.15833333333333333
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I giving thump ..and make yo giving back yo,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet","I'm new know yet , 2 minutes I profile I got yo",Positive,0.13636363636363635,0.45454545454545453
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",No yo cuties timpass,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet","Cant say much, used less hour,all know free",Positive,0.14444444444444446,0.35555555555555557
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Not single response profile. Also able upload pic.,Positive,0.26785714285714285,0.41964285714285715
+"Free Dating App - YoCutie - Flirt, Chat & Meet","njir, the intention to find a wife even found a friend if not a strong drug seller. eleh eleh",Negative,-0.21666666666666665,0.7333333333333333
+"Free Dating App - YoCutie - Flirt, Chat & Meet",worst time waste response fake,Negative,-0.5666666666666667,0.6666666666666666
+"Free Dating App - YoCutie - Flirt, Chat & Meet",It's wrong choice,Negative,-0.5,0.9
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Am account yo cutie getting cutie message,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",It joke body chat fake operators reply,Negative,-0.5,1.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I met alot good friends amazing date that's going next level,Positive,0.43333333333333335,0.5
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Free got matches way far away though,Positive,0.25,0.9
+"Free Dating App - YoCutie - Flirt, Chat & Meet","There's chat messaging, way chat people?",Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I received response anyone yet,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Can't find anybody age,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",So far cool easy 100% free,Positive,0.3208333333333333,0.8208333333333333
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I LOVE app. I found love life here. I recommend 100% anyone lookin somethin real friends,Positive,0.39999999999999997,0.5
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",No matches yet seeing young woman's,Positive,0.1,0.4
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I like coz truly free,Positive,0.4,0.8
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Its free nobody seems reply,Positive,0.4,0.8
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Not yet received messages matches.,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",How I upload PIC... Help this.. Otherwise everything fun,Positive,0.3,0.2
+"Free Dating App - YoCutie - Flirt, Chat & Meet",It's Good I get friend till,Positive,0.7,0.6000000000000001
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Well ok far,Positive,0.3,0.75
+"Free Dating App - YoCutie - Flirt, Chat & Meet",im new still waitin,Positive,0.13636363636363635,0.45454545454545453
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet","Why one's responding? I'm 38 years old! Is real website? Or hacker malware type b.s. prohibited like everything I online, saying I'm underage incompetent! The person years. No could imagine psychological torment put years!",Negative,-0.028124999999999997,0.24166666666666667
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet","Have used short time... Have sent many ""Yo's""... Profile somewhat filled extreme details I leave people I contact... The NEGATIVE drawback ""Yo's"" I received back... have... DISAPPEARED??? I unable find profiles sent them??? creators... I work... I receive notification ""Yo""... I can't drop everything... leave workstation attempt go chat right risk getting trouble? So I wait I get home... access notification... launch App... ""Yo""... Profile sent gone??? Even I remember Username... help... CAN'T search Username??? Honestly... I would like make new friends... turning waste time... Consider updating search Username... I consider changing review.",Positive,0.049756493506493506,0.4741883116883117
+"Free Dating App - YoCutie - Flirt, Chat & Meet","Not liking far..all ""yos"" I've received far scammers real person yet ..going give another week delete improve . nutshell seems scammer heaven.",Positive,0.15000000000000002,0.65
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Still trying figure Good Bad app. is. After I contacted Women I able answer better.,Positive,0.25,0.5979166666666667
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I giving thump ..and make yo giving back yo,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet","I'm new know yet , 2 minutes I profile I got yo",Positive,0.13636363636363635,0.45454545454545453
+"Free Dating App - YoCutie - Flirt, Chat & Meet",3 star bcos yo msg good need send msg direct need yo system still new get new friend bcos yo system I need new friend fast alone alone bahrain,Positive,0.23484848484848483,0.49393939393939396
+"Free Dating App - YoCutie - Flirt, Chat & Meet",No yo cuties timpass,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet","Cant say much, used less hour,all know free",Positive,0.14444444444444446,0.35555555555555557
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Not single response profile. Also able upload pic.,Positive,0.26785714285714285,0.41964285714285715
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",worst time waste response fake,Negative,-0.5666666666666667,0.6666666666666666
+"Free Dating App - YoCutie - Flirt, Chat & Meet",It's wrong choice,Negative,-0.5,0.9
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Am account yo cutie getting cutie message,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Lots ladies area I yet hear them. You need way knowing online,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Free got matches way far away though,Positive,0.25,0.9
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I received response anyone yet,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Good opportunity loner type like me.. hoping find I need want,Positive,0.7,0.6000000000000001
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Can't find anybody age,Neutral,0.0,0.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",So far cool easy 100% free,Positive,0.3208333333333333,0.8208333333333333
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I LOVE app. I found love life here. I recommend 100% anyone lookin somethin real friends,Positive,0.39999999999999997,0.5
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",No matches yet seeing young woman's,Positive,0.1,0.4
+"Free Dating App - YoCutie - Flirt, Chat & Meet",There active chats,Negative,-0.13333333333333333,0.6
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet","Need time see legit is, far aight",Positive,0.1,1.0
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Its free nobody seems reply,Positive,0.4,0.8
+"Free Dating App - YoCutie - Flirt, Chat & Meet",nan,nan,nan,nan
+"Free Dating App - YoCutie - Flirt, Chat & Meet",How I upload PIC... Help this.. Otherwise everything fun,Positive,0.3,0.2
+"Free Dating App - YoCutie - Flirt, Chat & Meet",It's Good I get friend till,Positive,0.7,0.6000000000000001
+"Free Dating App - YoCutie - Flirt, Chat & Meet",Well ok far,Positive,0.3,0.75
+"Free Dating App - YoCutie - Flirt, Chat & Meet",im new still waitin,Positive,0.13636363636363635,0.45454545454545453
+"Free Dating App - YoCutie - Flirt, Chat & Meet",I wish easier way chat.. But overall good!,Positive,0.4375,0.30000000000000004
+Free Dating Hook Up Messenger,Social chat dating many members start chatting right now! Chat dating online dating keeps things casual NSA. You meet local singles instantly many online members. There quite different chat rooms choose great feature online dating app. I enjoyed going different categories chat rooms. Chat live girls definitely good times. You search nearby users smart phone makes easy meet find dates.,Positive,0.2624613481756339,0.5496598639455782
+Free Dating Hook Up Messenger,"Using online dating gotten many interesting topics amazing looking girls always ready hook naughty fun! Even made account I immediately found interesting lady go end night bang. I looking partner quite now, I found Free Dating HookUp I finally stopped search! Even made account Free Dating Hook Up I immediately found interesting lady flirt with.",Positive,0.3477272727272727,0.6454545454545454
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,I tried tinder okcupid avail. I think partially due age fact I like older women aka milf. Using free hook dating I able match women age actually go meaningful conversations. No offense perfect girls tinder zoosk guy needs someone experience. I love video chat feature helped break ice numerous occasions,Positive,0.3677083333333333,0.5916666666666667
+Free Dating Hook Up Messenger,Fun Asian dating As Asian male USA hard find matches dates big dating like tinder okcupid badoo. This great finding women Asian guys also I met good milf nice friendly booty call last night. Thank,Positive,0.20694444444444446,0.3215277777777778
+Free Dating Hook Up Messenger,Hello anyone looking hook hit lets see goes. I using free dating messenger little pretty fun try find hot guys see going I woulnd't say I'm bbw woman I lot love ok lets see wehre oges inside chat rooms. Im open minded dont mind tagged. Lets goes im online mostly night online night lets chat together.,Positive,0.2791666666666667,0.6055555555555556
+Free Dating Hook Up Messenger,One problem sorted thank you. Now thing I like people message back see woman time reply them. So that's making think fake site. We see,Negative,-0.25,0.5
+Free Dating Hook Up Messenger,Free dating hook messenger best dating I've used many months. Being single college girl bit difficult especially dumb frat boys college parties. I actually refer company older men. Using adult dating I able find sugar daddy best sugar baby seen. I've also hot hook ups married men also Ashley Madison like affair dating app. Does better job mocospace zoosk sure much fun seeking arrangement hehe,Positive,0.2590773809523809,0.510094246031746
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,I ecstatic well free dating hook messenger worked me. Seriously would thought easy would powerful. I think better job dating ive tried includingmingle2 zoosk. I havent seen better dating product able find milf like match fling easily. Local adult chat quite fun I enjoying added benefits premium like looking viewed profiled. Using hot feature help algorithm find better match meetme feature actually puts dating profile top. Super happy,Positive,0.32843137254901955,0.567156862745098
+Free Dating Hook Up Messenger,Great singles Dating hookup helped get shell get back online dating scene. I recently single kid means I milf. I think hard especially mocospace tinder find men understand I milf made insecure whole online dating thing. I think finally matched amazing guys understanding caring I finally feel great dating milf. Thank much,Positive,0.1447420634920635,0.6359126984126985
+Free Dating Hook Up Messenger,LIARS IT ISN'T FREE. FIRST THING IT ASKS FOR ID CREDIT CARD INFO!!!! You every right charge flicking advertise free that's called fraud,Positive,0.42401646205357135,0.6172619047619048
+Free Dating Hook Up Messenger,Try out! It's completely fun provides constant array free date babes. You gotta give try worked perfectly I suggest all! Try Dating Messenger now! I sure I found Dating Messenger ever since using non-stop! Right I got I started looking around finding local babes willing chat flirt bunch! Have fun! Between fun like bumble happn tinder really like dating online. Snap dating style swipes see get new match,Positive,0.3278814935064935,0.46354016354016353
+Free Dating Hook Up Messenger,Very good Perfect fun dating milf looking enjoy let loose. Easy find night stand bootycall. The video chat sexting right alley right best dating I've used year. Tnxxxx,Positive,0.5042043142043142,0.5504436304436305
+Free Dating Hook Up Messenger,I've searched everywhere dating works well free dating hook app. I used dating sites dating really tailored I looking dating like tinder based superficial looks combination looks personality. I loved okcupid zoosk actually asked questionnaires I'm glad included along swipe dating component like badoo mocospace. I've doubled dating since I downloaded I like simple crash,Positive,0.3,0.5428571428571429
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,I made lot new friends maybe even girlfriend I hooked days ago. If lot success dating like zoosk mocospace I suggest dating change profile picture something better. It made huge difference I changed profile pictures know I'm getting matches dates. Free dating hookup game changer sexting features quite fun,Positive,0.2337662337662338,0.4649350649350649
+Free Dating Hook Up Messenger,"Complete scam, says completely free charges $49 even uncheck box upgraded membership. All accounts fake, search engine work I even upload profile picture. I mad even able play store I highly doubt I'll get money back",Positive,0.005,0.6235714285714286
+Free Dating Hook Up Messenger,Honestly perfect free dating far I ran issues lag crashes. Right wonderful much better okcupid okc mocospace looking booty call night stand. Super happy dating,Positive,0.5523809523809524,0.812797619047619
+Free Dating Hook Up Messenger,"Terrible. Full bots credit card message members. The reason highly rated bots rating too. Don't waste time, honestly.",Negative,-0.017999999999999995,0.598
+Free Dating Hook Up Messenger,extremely easy register. My single friends I love using random match feature badoo like hot swipe game. want meetme send private message,Positive,0.03027210884353742,0.5389455782312925
+Free Dating Hook Up Messenger,This really called bait switch. They ask credit card verify age tells going charge anything whack $50 cool,Positive,0.275,0.42500000000000004
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,It asked money deleting thought free dating site bunch naked people I recommend anyone waist time downloading looking date look els,Positive,0.2,0.6000000000000001
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,Cannot get profile approved doesnt instruct how. Also annoying keeps putting 4' tall lol wont update change it. Basically cant chat anyone cause profile wont approve,Neutral,0.0,0.8
+Free Dating Hook Up Messenger,Exact setup n profiles several apps. It's Fake!! Reviews fake also,Negative,-0.2578125,0.5625
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,"Just bunch fake sex bot profiles, NOT real profiles!!!! I know mostly everyone SMALL town.",Negative,-0.12353515625,0.55
+Free Dating Hook Up Messenger,"Scam Buyer Beware, site claims charge credit card, verify age. Apparently company charged credit card, tried log account resolve issues. Sign site longer working.",Positive,0.05,0.35
+Free Dating Hook Up Messenger,This worst dating ever. Acts like free keeps asking money . ON TOP users fake can't message anyone unless pay,Negative,-0.15,0.825
+Free Dating Hook Up Messenger,This shittest scam get bank details I hope AFP catch ever invented app.,Neutral,0.0,0.0
+Free Dating Hook Up Messenger,I tried sign continues tell I invalid email address. I know fact email I put correct address. Is scam???,Neutral,0.0,0.0
+Free Dating Hook Up Messenger,I meet many cool freindly local singles using hook dating. best part social minglera people put various city.the new york absolute blast highly recommend appfor singles looking meet new people good time.,Positive,0.29236914600550973,0.4514325068870523
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,Site joke sudden search profiles start reading accounts looking anymore. I need instal reinstall.,Neutral,0.0,0.5
+Free Dating Hook Up Messenger,"To get Free Dating Hook Up completely free, set free account within minutes start chatting hot local singles. There many online dating chats charge get started create profile. I think makes sense all, I think great job free online dating flirting. Dating let's chat online members also acts matchmaker. The connections I made really cool I went dates hot single women. Match date free mature adults looking good time area near me.",Positive,0.33190476190476187,0.5942857142857143
+Free Dating Hook Up Messenger,Don't waste time. This essentially Web page casual dates website. Every profile fake hundreds miles away.,Negative,-0.30000000000000004,0.5416666666666667
+Free Dating Hook Up Messenger,Social chat dating many members start chatting right now! Chat dating online dating keeps things casual NSA. You meet local singles instantly many online members. There quite different chat rooms choose great feature online dating app. I enjoyed going different categories chat rooms. Chat live girls definitely good times. You search nearby users smart phone makes easy meet find dates.,Positive,0.2624613481756339,0.5496598639455782
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,Match dating done right. Free dating hookup chat good match flirt dating app. I've used many dating past like bumble mocospace real luck lesbian dating finding threesome. With dating I able get fling datehookup easily cupid kiss sender option really fun. Overall I think helped find datehookup I needed I appreciate devs responsive replying questions,Positive,0.3069047619047619,0.4644047619047619
+Free Dating Hook Up Messenger,I tried tinder okcupid avail. I think partially due age fact I like older women aka milf. Using free hook dating I able match women age actually go meaningful conversations. No offense perfect girls tinder zoosk guy needs someone experience. I love video chat feature helped break ice numerous occasions,Positive,0.3677083333333333,0.5916666666666667
+Free Dating Hook Up Messenger,Fun Asian dating As Asian male USA hard find matches dates big dating like tinder okcupid badoo. This great finding women Asian guys also I met good milf nice friendly booty call last night. Thank,Positive,0.20694444444444446,0.3215277777777778
+Free Dating Hook Up Messenger,Hello anyone looking hook hit lets see goes. I using free dating messenger little pretty fun try find hot guys see going I woulnd't say I'm bbw woman I lot love ok lets see wehre oges inside chat rooms. Im open minded dont mind tagged. Lets goes im online mostly night online night lets chat together.,Positive,0.2791666666666667,0.6055555555555556
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,Free dating hook messenger best dating I've used many months. Being single college girl bit difficult especially dumb frat boys college parties. I actually refer company older men. Using adult dating I able find sugar daddy best sugar baby seen. I've also hot hook ups married men also Ashley Madison like affair dating app. Does better job mocospace zoosk sure much fun seeking arrangement hehe,Positive,0.2590773809523809,0.510094246031746
+Free Dating Hook Up Messenger,Honestly perfect bbw dating. I never comfortable bbw body dating like badoo mocospace. I love free dating hookup designed area bbw women guys enjoy company independent curvy chubby woman. Sex chat pornhub style Webcam chat super hot fun. The simple runs quickly even old phone Sex life substantially increased since I started using,Positive,0.28472222222222227,0.5499007936507937
+Free Dating Hook Up Messenger,I puzzled app. Where people claimed using it? Where chat rooms!? All l see contacts book! There seem paucity controls info extremely lacking!,Negative,-0.15625,1.0
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,Great singles Dating hookup helped get shell get back online dating scene. I recently single kid means I milf. I think hard especially mocospace tinder find men understand I milf made insecure whole online dating thing. I think finally matched amazing guys understanding caring I finally feel great dating milf. Thank much,Positive,0.1447420634920635,0.6359126984126985
+Free Dating Hook Up Messenger,LIARS IT ISN'T FREE. FIRST THING IT ASKS FOR ID CREDIT CARD INFO!!!! You every right charge flicking advertise free that's called fraud,Positive,0.42401646205357135,0.6172619047619048
+Free Dating Hook Up Messenger,Try out! It's completely fun provides constant array free date babes. You gotta give try worked perfectly I suggest all! Try Dating Messenger now! I sure I found Dating Messenger ever since using non-stop! Right I got I started looking around finding local babes willing chat flirt bunch! Have fun! Between fun like bumble happn tinder really like dating online. Snap dating style swipes see get new match,Positive,0.3278814935064935,0.46354016354016353
+Free Dating Hook Up Messenger,Very good Perfect fun dating milf looking enjoy let loose. Easy find night stand bootycall. The video chat sexting right alley right best dating I've used year. Tnxxxx,Positive,0.5042043142043142,0.5504436304436305
+Free Dating Hook Up Messenger,I've searched everywhere dating works well free dating hook app. I used dating sites dating really tailored I looking dating like tinder based superficial looks combination looks personality. I loved okcupid zoosk actually asked questionnaires I'm glad included along swipe dating component like badoo mocospace. I've doubled dating since I downloaded I like simple crash,Positive,0.3,0.5428571428571429
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,"Complete scam, says completely free charges $49 even uncheck box upgraded membership. All accounts fake, search engine work I even upload profile picture. I mad even able play store I highly doubt I'll get money back",Positive,0.005,0.6235714285714286
+Free Dating Hook Up Messenger,Honestly perfect free dating far I ran issues lag crashes. Right wonderful much better okcupid okc mocospace looking booty call night stand. Super happy dating,Positive,0.5523809523809524,0.812797619047619
+Free Dating Hook Up Messenger,"Terrible. Full bots credit card message members. The reason highly rated bots rating too. Don't waste time, honestly.",Negative,-0.017999999999999995,0.598
+Free Dating Hook Up Messenger,extremely easy register. My single friends I love using random match feature badoo like hot swipe game. want meetme send private message,Positive,0.03027210884353742,0.5389455782312925
+Free Dating Hook Up Messenger,This really called bait switch. They ask credit card verify age tells going charge anything whack $50 cool,Positive,0.275,0.42500000000000004
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,It asked money deleting thought free dating site bunch naked people I recommend anyone waist time downloading looking date look els,Positive,0.2,0.6000000000000001
+Free Dating Hook Up Messenger,Satisfying hook dating best match dating tools I downloaded. If cougar milf understand hard date older. I know quite senior dating sometimes using like tinder mocospace sure seems like it. Not none dedicated milf section. I think key sticking point single parent meet cougar dating making super happy,Positive,0.3263227513227513,0.6605379188712522
+Free Dating Hook Up Messenger,Cannot get profile approved doesnt instruct how. Also annoying keeps putting 4' tall lol wont update change it. Basically cant chat anyone cause profile wont approve,Neutral,0.0,0.8
+Free Dating Hook Up Messenger,Exact setup n profiles several apps. It's Fake!! Reviews fake also,Negative,-0.2578125,0.5625
+Free Dating Hook Up Messenger,Every time I try sign sign crashes. No specific error found,Neutral,0.0,0.125
+Free Dating Hook Up Messenger,"Just bunch fake sex bot profiles, NOT real profiles!!!! I know mostly everyone SMALL town.",Negative,-0.12353515625,0.55
+Free Dating Hook Up Messenger,"Scam Buyer Beware, site claims charge credit card, verify age. Apparently company charged credit card, tried log account resolve issues. Sign site longer working.",Positive,0.05,0.35
+Free Dating Hook Up Messenger,This worst dating ever. Acts like free keeps asking money . ON TOP users fake can't message anyone unless pay,Negative,-0.15,0.825
+Free Dating Hook Up Messenger,This shittest scam get bank details I hope AFP catch ever invented app.,Neutral,0.0,0.0
+Free Dating Hook Up Messenger,I tried sign continues tell I invalid email address. I know fact email I put correct address. Is scam???,Neutral,0.0,0.0
+Free Dating Hook Up Messenger,I meet many cool freindly local singles using hook dating. best part social minglera people put various city.the new york absolute blast highly recommend appfor singles looking meet new people good time.,Positive,0.29236914600550973,0.4514325068870523
+Free Dating Hook Up Messenger,Anyone looking flirt online naughty like discreet dating ashley madison secret hookup dating bumble aroundme meet new friends inmy city match like pof lets see much fun witha dating like im sure want meet lets swipe date.,Positive,0.07727272727272726,0.6286868686868687
+Free Dating Hook Up Messenger,Didn't find wanted n trying delete account refused me.tried hundred times and delete. In nutshell I want delete account walk,Neutral,0.0,0.0
+Free Dating Hook Up Messenger,nan,nan,nan,nan
+Free Dating Hook Up Messenger,"To get Free Dating Hook Up completely free, set free account within minutes start chatting hot local singles. There many online dating chats charge get started create profile. I think makes sense all, I think great job free online dating flirting. Dating let's chat online members also acts matchmaker. The connections I made really cool I went dates hot single women. Match date free mature adults looking good time area near me.",Positive,0.33190476190476187,0.5942857142857143
+Free Dating Hook Up Messenger,Don't waste time. This essentially Web page casual dates website. Every profile fake hundreds miles away.,Negative,-0.30000000000000004,0.5416666666666667
+Free Foreclosure Real Estate Search by USHUD.com,Per mortgage lender advertising app--it's scam!! The house I interested NOT foreclosure even market! DO NOT USE!!! It's FRAUD!!,Positive,0.95367431640625,0.5
+Free Foreclosure Real Estate Search by USHUD.com,"Everything inaccurate; lot sizes, house sizes, etc! And distributed phone number I DID NOT see anywhere",Neutral,0.0,0.0
+Free Foreclosure Real Estate Search by USHUD.com,quite possibly slowest marketplace. If goes slower I die I get home!,Neutral,0.0,1.0
+Free Foreclosure Real Estate Search by USHUD.com,Outdated information. None houses listed still sale.,Negative,-0.4000000000000001,0.6333333333333334
+Free Foreclosure Real Estate Search by USHUD.com,Been extremely satisfied. There's lot houses view greatly appreciated!,Positive,0.375,0.55
+Free Foreclosure Real Estate Search by USHUD.com,Horrible content,Negative,-1.0,1.0
+Free Foreclosure Real Estate Search by USHUD.com,Database outdated. Still shows homes sale sold 2016 2017. This 2018 houses sale.,Negative,-0.4000000000000001,0.6333333333333334
+Free Foreclosure Real Estate Search by USHUD.com,It's updated house sold crashes alot,Neutral,0.0,0.0
+Free Foreclosure Real Estate Search by USHUD.com,Completely different now. Much better previously. Good job improvements. Totally functional now.,Positive,0.3,0.6125
+Free Foreclosure Real Estate Search by USHUD.com,"Really helpful, easy use!Now buying home :)",Positive,0.37777777777777777,0.6777777777777777
+Free Foreclosure Real Estate Search by USHUD.com,"Junk, first minute crashed, uninstalled within 2 minutes. Complete waste time",Positive,0.04999999999999999,0.24444444444444446
+Free Foreclosure Real Estate Search by USHUD.com,Worst software ever typical govt. Websites.,Negative,-0.5833333333333334,0.75
+Free Foreclosure Real Estate Search by USHUD.com,"keeps crashing, pretty much unusable, I update review I get better results",Positive,0.31666666666666665,0.5666666666666667
+Free Foreclosure Real Estate Search by USHUD.com,Site shuts often,Neutral,0.0,0.0
+Free Foreclosure Real Estate Search by USHUD.com,"This great helpful,,thank you!!",Positive,1.0,0.75
+Free Foreclosure Real Estate Search by USHUD.com,"Terrible app! You sell houses people can't search them. crashes actually functions, INCREDIBLY SLOWWWW! Should also search options like square ft, lot size. Spend time workable might sell houses.",Neutral,0.0,0.6666666666666666
+Free Foreclosure Real Estate Search by USHUD.com,The site potential good please work bugs. The crashing images showing slow loading. thing internet connection bad.,Negative,-0.07499999999999998,0.6666666666666666
+Free Foreclosure Real Estate Search by USHUD.com,All listings found using available via hud.gov. I'm sure could fake ok severally date info.,Positive,0.18,0.5577777777777777
+Free Foreclosure Real Estate Search by USHUD.com,"Listings outdated. I would research home I liked comes ""not currently sale"". Update information I give 5 stars. Good though. Definitely needs updating.",Positive,0.18,0.5866666666666667
+Free Foreclosure Real Estate Search by USHUD.com,This worst... It freezes stop working searching home. Also give rental listing homes... NOT IS AS THEY SAY!!!! LIES!!!!!,Negative,-1.0,1.0
+Free Foreclosure Real Estate Search by USHUD.com,"Garbage. Won't even get past County section searching. If hit back button, it'll give menu, features ""to added"".",Negative,-0.125,0.125
+Free Foreclosure Real Estate Search by USHUD.com,"I could possibly get slow image loading I least able save properties I liked. What kind real estate sort favorites feature? ""Feature Coming Soon"", would believable last update almost full year ago...",Positive,0.215,0.5541666666666666
+Free Foreclosure Real Estate Search by USHUD.com,The homes date work properly. Horrible. Do waste time app.,Negative,-0.6,0.5
+Free Foreclosure Real Estate Search by USHUD.com,nan,nan,nan,nan
+Free Foreclosure Real Estate Search by USHUD.com,"I came see foreclosures, put limit 200,000$, took little two minutes load... guess I saw... eight houses construction, currently built... called foreclosures yet show them, would show regular houses??? Horrible!",Negative,-0.296875,0.49423076923076925
+Free Foreclosure Real Estate Search by USHUD.com,nan,nan,nan,nan
+Free Foreclosure Real Estate Search by USHUD.com,"This listing foreclosures, listings sale even rent/lease. Very misleading, waste time investors.",Neutral,0.0,0.15
+Free Foreclosure Real Estate Search by USHUD.com,The information ridiculously outdated. Then crashed. Attempted contact developer could find option so. Uninstalling!,Negative,-0.5000000000000001,0.6333333333333334
+Free Foreclosure Real Estate Search by USHUD.com,"constantly crashed, takes considerable time load pictures.",Positive,0.05,0.39166666666666666
+Free Foreclosure Real Estate Search by USHUD.com,constantly crashing really looking forward using app. Guess I'll uninstall fixed stat,Positive,0.10000000000000002,0.24444444444444446
+Free Foreclosure Real Estate Search by USHUD.com,"Might useless software ever. Won't even launch properly, gives search error startup.",Negative,-0.25,0.15000000000000002
+Free Foreclosure Real Estate Search by USHUD.com,Keeps crashing every time I try search.,Neutral,0.0,0.0
+Free Foreclosure Real Estate Search by USHUD.com,"Horribly slow app. Wi-Fi data, loads slow times out.",Negative,-0.30000000000000004,0.39999999999999997
+Free Foreclosure Real Estate Search by USHUD.com,"""Unable connect"" message appears, useless S7 edge.",Negative,-0.5,0.35
+Free Foreclosure Real Estate Search by USHUD.com,"Unfinished app, work, indicated features yet available.",Positive,0.4,0.4
+Free Foreclosure Real Estate Search by USHUD.com,What waste time. Keep crashing. Everytime run runs scratch.,Negative,-0.2,0.0
+Free Foreclosure Real Estate Search by USHUD.com,They cities even city,Neutral,0.0,0.0
+Free Foreclosure Real Estate Search by USHUD.com,Junk even let see anything.,Neutral,0.0,0.0
+Free Foreclosure Real Estate Search by USHUD.com,THEY SELL YOUR INFORMATION!! BE READY FOR HUNDREDS OF SALES CALLS!!,Positive,0.3125,0.5
+Free Foreclosure Real Estate Search by USHUD.com,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,"I stumbled day looking solutions alot personal problems. I found answers hope encouragement self-worth. I found Joseph Clough darkest hour and, years later, I've come end dark tunnel - continues help grow. This lifelong relationship. Thanks Joseph, everything!!!",Positive,0.028125,0.29999999999999993
+Free Hypnosis,"I purchased full access 28.99, thanksgiving holidays year ago I yet full access them, maybe I time! I dk! I contacted people supposed deal I still prompted purchase group special again! Other that, relaxing!",Positive,0.29676339285714287,0.5116071428571429
+Free Hypnosis,"I listening Joseph Clough years now. I find podcasts motivating, uplifting, inspiring. I listen daily morning commute work hopes day start positive note. As person suffers social anxiety depression I find helpful.",Positive,0.03212121212121213,0.4624242424242424
+Free Hypnosis,"HE'S AMAZINGLY GIFTED, CARING, ENLIGHTENING, UPLIFTING & GENEROUS. I AM AN ABSOLUTE BRITISH/ENGLISH ACCENT LOVER. SO IT'S SIMPLY A PLEASURE2LISTEN2 A HYPNOSIS SESSION W/SUCH A CAPTIVATINGLY SMOOTH, POWERFUL&VERY NATURALLY HYPNOTIC VOICE 'S. ABSOLUTELY LOVE HOW INCREDIBLY INSPIRING HE IS. VERY REAL. GENUINE. GREATLY RESPECT&ADMIRE HOW HE SPEAKS W/AUTHENTIC HONESTY&FROM TRUE EXPERIENCE. HYPNOSIS CHANGED HIS LIFE&HELPED HIM CONQUER HIS OWN PERSONAL STRUGGLES. SO HE WANTS TO HELP OTHERS. I CAN'T BELIEVE ALL THE FREE SESSIONS & PODCASTS. UNBELIEVABLE. AND I'M TALKING VERY HIGH QUALITY. HE COULD VERY EASILY CHARGE FOR THESE. BUT HE SO GENEROUSLY DOESN'T. WHEN HIM ""1 HAND FEEDS THE POCKET. THE OTHER FEEDS THE SOUL."" HE HAS FOUND HIS TRUE CALLING. HE WAS MEANT TO DO EXACTLY WHAT HE'S DOING. HIS KNOWLEDGE, EXPERIENCE & TALENT IS A BLESSING TO US ALL. JOSEPH CLOUGH IS SIMPLY AMAZING. INSIDE & OUT. THANK U SO MUCH JOSEPH, FOR EVERYTHING. YOU & YOUR GIFTS ARE INCREDIBLY APPRECIATED. KEEP UP THE PHENOMENAL WORK!",Positive,0.3228533333333333,0.6073657142857143
+Free Hypnosis,"5 Star. Joseph's Hypnosis sessions last six (6) years invaluable dealing kinds life challenges, like personal coach. For many sleep hypnoses .... free worry, understanding issues strengthen resilience. Thank Joseph gifted loving kindness share many truly appreciated. Bless you.",Positive,0.3375,0.5270833333333333
+Free Hypnosis,Helpful Would five stars I problem. I can't restore purchases takes forever (WiFi good) Often crashes several times row! When I make new purchase sometimes fails (account good order) load button never stops turning. What going on? It's getting frustrating!,Positive,0.08939393939393936,0.4757575757575758
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,"Honest help needs I recommend Joseph Clough´s audios everyone, YouTube channel, daily e-mails products. He interested helping you, make money since genuine person. Very professional.",Positive,0.27599999999999997,0.40599999999999997
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,CHANGED MY LIFE FOREVER The best hypnosis teacher u finger tips incredible. I bought HD headphones enhance hypnosis works wreck now.i paid access inexpensive fantastic results,Positive,0.7666666666666666,0.7000000000000001
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,This really helpful helping understand anxiety symptom core issue. Joseph talked get core issue. I also found hypnosis useful helping relax. I definitely recommend A+++++,Positive,0.16666666666666666,0.2333333333333333
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,"I downloaded early last year I diagnosed severe anxiety nothing else working. After 2 months I felt cured anxiety sense non-existent slight returns controlled sub-sided. You gotta believe, negative vibes. Thanks Joseph Clough.",Negative,-0.033333333333333326,0.22666666666666666
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,Paid I paid 28.99 I tried refresh receive purchase yet get it. From September. I'm sad good help me. I give 5 stars I receive purchase. I've contacted avail.,Positive,0.09999999999999998,0.8
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,"The background music higher enough voice also clear n relaxing If free audios effective enough,even somebody thing buying them..otherwise waste money..",Positive,0.19166666666666668,0.49722222222222223
+Free Hypnosis,Fantastic!! Could see difference anxiety self worth couple nights. Just pop im sleeping night repeat away go. Really work boyfriend.,Positive,0.375,0.39999999999999997
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,"Thank & making life changing content abundantly accessible everyone. I'm overjoyed found place among Greats make Hay House family. Welcome home, Joseph! We've waiting you!",Positive,0.6875,0.6375
+Free Hypnosis,Listened podcast Story Time last night amazing quality night's sleep. Been using free downloads 2 years seeing great benefits results day day well being. No problems whatsoever!,Positive,0.5,0.6291666666666667
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Hypnosis,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,Don't time spent,Negative,-0.1,0.1
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Live Talk-Video Call,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+Free Meditation - Take a Break,nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+"Free Messages, Video, Chat,Text for Messenger Plus",nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,"I Ball Pan , man!",Neutral,0.0,0.0
+Free Panda Radio Music,It's,Neutral,0.0,0.0
+Free Panda Radio Music,I trying I let know I think,Neutral,0.0,0.0
+Free Panda Radio Music,"Ok,",Positive,0.5,0.5
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,I love APP. DOWNLOAD NOW,Positive,0.5,0.6
+Free Panda Radio Music,nan,nan,nan,nan
+Free Panda Radio Music,It's ok,Positive,0.5,0.5
+Free Panda Radio Music,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,Dude used work well. After somedays I opened started freezing every second commentary background freezenly global t20 canada link 1 .plz fix,Neutral,0.0,0.0
+Free Sports TV,"I tried 6 mainstream sports channel failed deliver. This fantastic. Good streaming quality, easy works every time. Now I miss world cup 2018 action.",Positive,0.22666666666666666,0.5466666666666666
+Free Sports TV,"In fact I never believed would work but, I gave trial surprised.. Alas!! Am watching world cup live phone...",Negative,-0.12954545454545455,0.7999999999999999
+Free Sports TV,Fake reviews. work described waste time.,Negative,-0.35,0.5
+Free Sports TV,Few days Nice buffering much. Very frequently stops. Why initially nice services now. I sad now.,Positive,0.12599999999999997,0.6980000000000001
+Free Sports TV,Fantastic All Sports Lovers need mobile... Thank u team help enjoy game im away home,Positive,0.13333333333333333,0.6
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,"Never frustrated app. Ad ad ad. When I finally got I wanted be, quality 'Mickey Mouse' The people rate highly must've paid load money.",Positive,0.17,0.58
+Free Sports TV,Doesn't work. Only get message stating something server thanks something.,Positive,0.1,0.6
+Free Sports TV,Allowed watch England play .. happy... Although kept freezing feed sometimes... No bad none less...,Positive,0.3277777777777778,0.5777777777777777
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,nan,nan,nan,nan
+Free Sports TV,"My internet connection perfectly fine, watch example uk live tv there's choice server channels run FILMON gives 2 minutes watch stop..........",Positive,0.2765151515151515,0.5
+Free Sports TV,"Would great app, useless keeps cutting 4 min",Negative,-0.09999999999999998,0.6166666666666667
+Free Sports TV,"Whenever country scores goal, screen stop phone hanged! But resume later.",Neutral,0.0,0.0
+Free Sports TV,I flight delay wasnt time watch game. But THIS made happen I watched train :),Positive,0.04999999999999999,0.7
+Free Sports TV,Really amazing sports live streams.I installed many live sport fake working . Finally I got best I enjoying thanks developer,Positive,0.28585858585858587,0.6111111111111112
+Free Sports TV,Its best tv sports & news realy like . I hope run forever like that.,Positive,1.0,0.3
+Free Sports TV,Really grateful found app. It works reliably fool like,Positive,0.2,0.2
+Free Sports TV,found many rubbish installations. best apps..,Positive,0.75,0.4
+Free Sports TV,works perfectly im impressed work guys keep eish sorry previous bad comment posted earlier harm intended,Negative,-0.07333333333333329,0.6666666666666666
+Free Sports TV,All reviews fake - work many ads. Dreadful!,Negative,-0.3333333333333333,0.8333333333333334
+Free Sports TV,Just like every that's says streaming anything.. videos blank.. No live streaming.,Negative,-0.03409090909090909,0.25
+Free Sports TV,"Really nice App, looking let watch World Cup UFC, missing WWE events 10/10",Positive,0.19999999999999998,0.525
+Free Sports TV,Only add popping every 10 second. I deleting,Neutral,0.0,0.5
+Free Sports TV,I really love advent useless,Neutral,0.0,0.4
+Free Sports TV,"Yassss!! To developer application, great job! ! I give 5 star!! Thanks awesome free live TV!",Positive,0.5540909090909091,0.65
+Free Sports TV,"Rubbish many ads like every five seconds listen reviews, bad looks",Negative,-0.09999999999999992,0.5833333333333333
+Free Sports TV,One best free watch Football sports live. This betray like certain ya see Play Store.,Positive,0.4376623376623376,0.5428571428571429
+Free Sports TV,One best free sports ever...alto leggings still excellent watch,Positive,0.7999999999999999,0.7000000000000001
+"Free TV Shows App:News, TV Series, Episode, Movies",I think terrific. I've recommended friends thinking cutting cord cut cord miss news programs can't get locally. Here Las Vegas Get 60 plus channels proper antenna. But adds watch especially used getting many channels. I love it!!!,Positive,0.12522321428571428,0.5857142857142856
+"Free TV Shows App:News, TV Series, Episode, Movies","It's okay much buffering. Disappointed shows featured available. I think I might keep little longer give fair try, I update rating later, hopefully I able give 5 stars. We shall see.",Positive,0.17031249999999998,0.484375
+"Free TV Shows App:News, TV Series, Episode, Movies","All buffer. No matter channel playing. Video NEVER plays. Useless. Even updating. And stop w/all 'notifications', draining data. Get together guys. ANDROID ZTE. 8418, 2:07pm.",Negative,-0.5,0.2
+"Free TV Shows App:News, TV Series, Episode, Movies",5 stars could ask free app? You know adds free. It's streams good nice selection newer TV shows. Can't complain much app. It's free!,Positive,0.46666666666666673,0.7000000000000001
+"Free TV Shows App:News, TV Series, Episode, Movies","Update: (a minutes maneuvering app) This cannot right.If I cld watch TV shows minus 130$ bill, I'D BE IN HEAVEN! I HATE COX CABLE. AT&T EVEN MORE.This must beginners luck. Gimme till morning. Oh,I hope I'm dreaming! We know nothing life worth FREE, I'm abt prove it. Again.",Negative,-0.23499999999999996,0.5800000000000001
+"Free TV Shows App:News, TV Series, Episode, Movies",nan,nan,nan,nan
+"Free TV Shows App:News, TV Series, Episode, Movies","Don't care annoying ad interruptions trying watch movie! Which consistently freezes movie, forcing restart beginning!",Negative,-0.34375,0.575
+"Free TV Shows App:News, TV Series, Episode, Movies",nan,nan,nan,nan
+"Free TV Shows App:News, TV Series, Episode, Movies",I'll honest guys got many many I know free true many ad slow people want customers people slow ad.. I love free It,Positive,0.315,0.605
+"Free TV Shows App:News, TV Series, Episode, Movies","So glad much 1 spot FINALLY!!! I wish ""British"" category watch. I'm anything castles. Other I'm using n stop rate it. Streams smoothly well!!",Positive,0.19999999999999998,0.5125000000000001
+"Free TV Shows App:News, TV Series, Episode, Movies",It's ok I want watch ghost adventures keeps saying due graphic nature something like let watch,Positive,0.125,0.425
+"Free TV Shows App:News, TV Series, Episode, Movies","The absolute best tv ,hands down. Highly recommend. I LOVE IT!!!THANK YOU SO MUCH.ALL wildest dreams came true;)",Positive,0.32920634920634917,0.6112698412698413
+"Free TV Shows App:News, TV Series, Episode, Movies","Some shows come-up. Sound sync, sounds slow motion.",Positive,0.04999999999999999,0.4
+"Free TV Shows App:News, TV Series, Episode, Movies",I search movie The Shack play I kept watching previews movie movie never played that's I watched three different times I search The Shack I tapped three different selections I got previews movie,Neutral,0.0,0.6
+"Free TV Shows App:News, TV Series, Episode, Movies",It's great able catch shows I missed first time around. Thanks creating site.,Positive,0.4375,0.4770833333333333
+"Free TV Shows App:News, TV Series, Episode, Movies",Great app. Easy great selection. Way content I expecting. This definitely staying phone. I hope I get xbox too.,Positive,0.5083333333333333,0.7083333333333334
+"Free TV Shows App:News, TV Series, Episode, Movies",I got app. Did yet many fantastic show I love. I know I love app.,Positive,0.475,0.65
+"Free TV Shows App:News, TV Series, Episode, Movies",Like far done look TLC cool TV that's what's looking something like,Positive,0.22499999999999998,0.825
+"Free TV Shows App:News, TV Series, Episode, Movies",Gives programs watch till I get cable something,Neutral,0.0,0.0
+"Free TV Shows App:News, TV Series, Episode, Movies",Waiting kids go sleep I van try,Neutral,0.0,0.0
+"Free TV Shows App:News, TV Series, Episode, Movies",I happy way movie set-up. I like fact look YOUTUBE Popcorn Flix! I'm excited check further! It's like many free movie one!,Positive,0.475,0.71
+"Free TV Shows App:News, TV Series, Episode, Movies",2000+ shows like free YouTube ever shows,Positive,0.4,0.8
+"Free TV Shows App:News, TV Series, Episode, Movies","No real content itself, rather redirects live YouTube news channels ABC, NBC ETC.",Positive,0.018181818181818174,0.4
+"Free TV Shows App:News, TV Series, Episode, Movies",Awesome app. It's totally free pay. And full movies and shows,Positive,0.5833333333333334,0.7833333333333333
+"Free TV Shows App:News, TV Series, Episode, Movies","""Contains ads"" mean adds take phone, do.",Negative,-0.3125,0.6875
+"Free TV Shows App:News, TV Series, Episode, Movies",nan,nan,nan,nan
+"Free TV Shows App:News, TV Series, Episode, Movies",Great dont tv cable available...like myself!,Positive,1.0,0.75
+"Free TV Shows App:News, TV Series, Episode, Movies",I wish I would known much sooner great easy,Positive,0.4777777777777778,0.5944444444444444
+"Free TV Shows App:News, TV Series, Episode, Movies","Works like review says, I tried devices works great phone.",Positive,0.8,0.75
+"Free TV Shows App:News, TV Series, Episode, Movies",It pretty cool app. Has variety quality shows movies choose from.,Positive,0.3,0.825
+"Free TV Shows App:News, TV Series, Episode, Movies",I love I problems great everything say,Positive,0.65,0.675
+"Free TV Shows App:News, TV Series, Episode, Movies",It da best I've found It keeps da Grandkids entertained,Positive,1.0,0.3
+"Free TV Shows App:News, TV Series, Episode, Movies",I started using right now. I'm pretty impressed I've seen far.,Positive,0.4089285714285714,0.8839285714285714
+"Free TV Shows App:News, TV Series, Episode, Movies",Every show I try watch redirects says Web page unavailable,Neutral,0.0,0.0
+"Free TV Shows App:News, TV Series, Episode, Movies",Best phone. So far works flawlessly,Positive,0.7000000000000001,0.7666666666666666
+"Free TV Shows App:News, TV Series, Episode, Movies",Very nice b/c allows saving favorite shows,Positive,0.64,1.0
+"Free TV Shows App:News, TV Series, Episode, Movies",I turned notifications continued bar them. Hate unruly,Negative,-0.8,0.9
+"Free TV Shows App:News, TV Series, Episode, Movies","Just Downloaded - Great Concept, Time Will Tell...:-[",Positive,0.025000000000000022,0.875
+"Free TV Shows App:News, TV Series, Episode, Movies",Notifications come even turn deleted good still sends emails gotta love days,Positive,0.6,0.6000000000000001
+"Free TV Shows App:News, TV Series, Episode, Movies",Being free best contents r great.,Positive,0.7333333333333334,0.6166666666666667
+Free VIN Report for Used Cars,nan,nan,nan,nan
+Free VIN Report for Used Cars,I installed minutes I honestly say 15 years ago information would available expensive subscription service. If car person got app. Thanks developer.,Positive,0.175,0.55
+Free VIN Report for Used Cars,"Excellent app! It many important searches decision making, providing VIN #: who's selling vehicle, mileage, accidents, stolen, condition, pictures of, even paint color. There's advice buy sell, comparable vehicles market now... The list information ... Full Review",Positive,0.5625,0.7625
+Free VIN Report for Used Cars,Stupid. You'll get way way way info free carfax app.,Negative,-0.19999999999999996,0.9
+Free VIN Report for Used Cars,Great informative helps know vehicle already bought. Thank much keep best interest car market.,Positive,0.6666666666666666,0.4166666666666667
+Free VIN Report for Used Cars,"I would rate better except can't get vin scanner work. That reasons wanted this, work shop would make job faster.... oh well :(",Negative,-0.125,0.75
+Free VIN Report for Used Cars,"What cool app. Unless, I missed it, needs condition vehicle, i.e. rust, dings. To help determine value.",Positive,0.35,0.65
+Free VIN Report for Used Cars,I like however I started using I read reviews Carfax reports free. I hope god three carfax reports I viewed free I get $120.00 worth charges account. Surely would approve charges viewing reports ifr a... Full Review,Positive,0.39,0.6277777777777779
+Free VIN Report for Used Cars,"Very cool app, pretty comprehensive display various aspects car, pricing, recalls, specs. Handy allows save set VINs later reference cars have.",Positive,0.261,0.649
+Free VIN Report for Used Cars,Fairly useless give information specific vehicle related VIN number regards accidents TO THAT VEHICLE. Just general info make model.,Negative,-0.11249999999999999,0.30625
+Free VIN Report for Used Cars,nan,nan,nan,nan
+Free VIN Report for Used Cars,Dealership information bought 2002 Buick Le Sabre custom June1 2018 still received title. Dealership Ernie's Auto sales Billings Montana. How I get BBBreport?,Neutral,0.0,0.0
+Free VIN Report for Used Cars,So helpful! I'm positive impress using app. Thanks developer!,Positive,0.23863636363636365,0.3727272727272727
+Free VIN Report for Used Cars,Gives tons info cars interested find dealer websites. Great source have.,Positive,0.525,0.625
+Free VIN Report for Used Cars,Great app. Gave way info I expected.,Positive,0.35000000000000003,0.575
+Free VIN Report for Used Cars,This real simple easy ask money I'd recommend,Positive,0.21666666666666667,0.6845238095238095
+Free VIN Report for Used Cars,Great easy app. Only complaint barcode scanner work,Positive,0.23333333333333334,0.6958333333333334
+Free VIN Report for Used Cars,A lot good useful information I thought look,Positive,0.5,0.30000000000000004
+Free VIN Report for Used Cars,Great Apps. Scanner worked. The info get great. It gives mileage vehicle sell price thinking saling. Of course talking consideration know vehicle.,Positive,0.8,0.75
+Free VIN Report for Used Cars,Tried Canada worked well currency difference tried look 1969 roadrunner could find prob old app.otherwise worked well thanks,Positive,0.15000000000000002,0.2
+Free VIN Report for Used Cars,"Awesome detailed information, saved much time money new ho",Positive,0.4340909090909091,0.6011363636363636
+Free VIN Report for Used Cars,I automotive garage good way check find past history good I recommend anyone especially buying used car,Positive,0.2875,0.6125
+Free VIN Report for Used Cars,"Tried current car's VIN test found. Carproof it, though.",Neutral,0.0,0.4
+Free VIN Report for Used Cars,Best quick Vin scan gives info need per vehicle I multiple times day,Positive,0.4444444444444444,0.26666666666666666
+Free VIN Report for Used Cars,Good basic info. price comparisons better gave maintenance history.,Positive,0.39999999999999997,0.4083333333333334
+Free VIN Report for Used Cars,Great useful information value price negotiation,Positive,0.55,0.375
+Free VIN Report for Used Cars,nan,nan,nan,nan
+Free VIN Report for Used Cars,Never let information vehicle vin number.,Neutral,0.0,0.0
+Free VIN Report for Used Cars,Great tool purchasing used car works great love it.,Positive,0.7000000000000001,0.7000000000000001
+Free VIN Report for Used Cars,"This great app, information I thought would... So happy I found it!",Positive,0.9,0.875
+Free VIN Report for Used Cars,The useful & informative. I'm impressed! I definitely future decision making!,Positive,0.43333333333333335,0.375
+Free VIN Report for Used Cars,This pertinent information I've seen quite time!,Neutral,0.0,0.0
+Free VIN Report for Used Cars,"Awesome! Gave info I needed, hassle, clear look, important stuff - period.",Positive,0.5,0.7944444444444444
+Free VIN Report for Used Cars,Love easy good information,Positive,0.5444444444444444,0.6777777777777777
+Free VIN Report for Used Cars,The said info vehicle,Neutral,0.0,0.0
+Free VIN Report for Used Cars,"How supposed ""FREE"" telling enter card payment.",Positive,0.4,0.8
+Free VIN Report for Used Cars,I tried gave info I needed.,Neutral,0.0,0.0
+Free VIN Report for Used Cars,It says; pretty much everything want know car.,Positive,0.225,0.6
+Free VIN Report for Used Cars,nan,nan,nan,nan
+Free VIN Report for Used Cars,nan,nan,nan,nan
+Free live weather on screen,"Nice app, appreciate",Positive,0.6,1.0
+Free live weather on screen,It's LIVE weather there's option live weather wallpaper. This plain weather app. My original comes phone much better.,Positive,0.18668831168831168,0.5214285714285715
+Free live weather on screen,Just installed! Hope isn't a lot Ads uninstall immediately!,Neutral,0.0,0.0
+Free live weather on screen,"I deleted weather cell, best weather I used.",Positive,1.0,0.3
+Free live weather on screen,Please get rid adverts,Neutral,0.0,0.0
+Free live weather on screen,I love,Positive,0.5,0.6
+Free live weather on screen,Loved,Positive,0.7,0.8
+Free live weather on screen,nan,nan,nan,nan
+Free live weather on screen,This I keep weather I bus lot,Neutral,0.0,0.0
+Free live weather on screen,I like,Neutral,0.0,0.0
+Free live weather on screen,Such good,Positive,0.35,0.55
+Free live weather on screen,Love far....lol,Positive,0.5,0.6
+Free live weather on screen,Too good,Positive,0.7,0.6000000000000001
+Free live weather on screen,Lets put nice whether Lynwood keep fresh plants Arnold's frutales also2 hay mageyes delivered agua ...para aver pulque e tithing,Positive,0.44999999999999996,0.75
+Free live weather on screen,I like simplicity ads annoying.,Negative,-0.8,0.9
+Free live weather on screen,I loaded I'm familiar yet,Positive,0.375,0.5
+Free live weather on screen,Did like,Neutral,0.0,0.0
+Free live weather on screen,"I long, I like though, fast easy use!",Positive,0.2305555555555556,0.6111111111111112
+Free live weather on screen,Best weather I've had. Very informative enlightening. I simply love it!,Positive,0.53125,0.4
+Free live weather on screen,Too many ads,Positive,0.5,0.5
+Free live weather on screen,Like,Neutral,0.0,0.0
+Free live weather on screen,Great,Positive,0.8,0.75
+Free live weather on screen,Nice,Positive,0.6,1.0
+Free live weather on screen,Very helpful plan trips India Abroad. Thanks,Positive,0.2,0.25
+Free live weather on screen,GREAT COVERAGE!!!! Interesting view town place Florida bought retire decided due Family illness.,Positive,0.4583333333333333,0.5416666666666666
+Free live weather on screen,I Love Praise Lord,Positive,0.5,0.6
+Free live weather on screen,Best weather I've found,Positive,1.0,0.3
+Free live weather on screen,"I a,, ount I think ,however, I lost I'm free app. I like",Positive,0.4,0.8
+Free live weather on screen,Very helpful keep,Positive,0.2,0.3
+Free live weather on screen,nan,nan,nan,nan
+Free live weather on screen,Good,Positive,0.7,0.6000000000000001
+Free live weather on screen,Brilliant,Positive,0.9,1.0
+Free live weather on screen,Good,Positive,0.7,0.6000000000000001
+Free live weather on screen,detailed interface awesome,Positive,0.7,0.875
+Free live weather on screen,I hope correct,Neutral,0.0,0.0
+Free live weather on screen,Great,Positive,0.8,0.75
+Free live weather on screen,Worst working properly India.,Negative,-0.5,0.55
+Free live weather on screen,Just got today informative. Glad I got,Positive,0.5,1.0
+Free live weather on screen,I LOVE IT,Positive,0.5,0.6
+Free live weather on screen,Good,Positive,0.7,0.6000000000000001
+"Free phone calls, free texting SMS on free number",I like get pick phone number major carriers allow. Works pretty well. Wish would get rid credits half scams. But half work. Once person gets hang works fairly nice app. Just wish credits we're easier obtain.,Positive,0.11583333333333332,0.5666666666666667
+"Free phone calls, free texting SMS on free number",So didnt recieve points 3 things phone get points. Then try update info points tried twice. No points updated info. Its become harder harder use. Dont tell call times can't answer due screen lock password protected. Please fix would easier.,Negative,-0.10833333333333334,0.125
+"Free phone calls, free texting SMS on free number","The worth 5 stars. The free credit program somewhat misleading. Some companies downright dishonest advertising schemes. However, I fault advertising companies this... Not Dingtone.",Positive,0.13333333333333333,0.4666666666666666
+"Free phone calls, free texting SMS on free number","I mobile signal village WiFi calling built phone standard godsend. Downloading installing simple enough using straightforward. A lot people seem impression free stuff immediate fall laps. Before complain, read requirements, take screenshots proof done that's needed follow instructions people make living",Positive,0.155,0.4064285714285715
+"Free phone calls, free texting SMS on free number","I love fact get random calls F Boys thinking single girl looking big dees... sham, poisonous, dont get it. 5 stars read review",Negative,-0.05428571428571429,0.34285714285714286
+"Free phone calls, free texting SMS on free number",They make seem free get message like month later saying intend free bc 20 cents text that's phone company charges .5 credits per message.,Positive,0.26666666666666666,0.5333333333333333
+"Free phone calls, free texting SMS on free number",Don't it!This asks real number. Since I installed it. I phone scam numbers calling four five times day. It's obvious selling real number. The calls coming real number. Byby dingtone spam,Positive,0.15000000000000002,0.35000000000000003
+"Free phone calls, free texting SMS on free number",I downloaded made international call got free credit well....you take survey simply open get credit...ringtone please make sure credit instantly actually times I getting credit task...rest best I like it...and thing I refer two person downloaded yet I get credit well,Positive,0.31666666666666665,0.4314814814814815
+"Free phone calls, free texting SMS on free number",Texting fine. But making phone call awful. Breaks quite bit.,Negative,-0.29166666666666663,0.75
+"Free phone calls, free texting SMS on free number",I know I would without app. I make phone calls send text messages phone since I unable pay bill right now. It also go I areas connection may work.,Negative,-0.10714285714285715,0.5178571428571428
+"Free phone calls, free texting SMS on free number",Worst says free also give u free numbers u buy also difficult earn credits,Negative,-0.175,0.9
+"Free phone calls, free texting SMS on free number","It's good free app. At first I like hell no, I played bit & pretty decent overall.",Positive,0.29444444444444445,0.5666666666666667
+"Free phone calls, free texting SMS on free number",Brilliant free calls I panicked credit ran out! When I saw life saver!!,Positive,0.840625,0.9
+"Free phone calls, free texting SMS on free number",Really comes handy alot times acts good real carrier times I sometimes forget I'm chatting away working good real carrier. Really good,Positive,0.4714285714285714,0.5000000000000001
+"Free phone calls, free texting SMS on free number","As soon paid new number, started getting calls people trying SCAM PASSWORDS NETWORK INFO. PLEASE INSTALL AT YOUR OWN RISK. I recommend it.",Positive,0.36818181818181817,0.7272727272727273
+"Free phone calls, free texting SMS on free number",Works great. Got 100 credits downloading dumb free games watching ads.,Positive,0.275,0.6833333333333332
+"Free phone calls, free texting SMS on free number","Its better next plus text now, easy earn free credits u pick number.",Positive,0.33333333333333337,0.5333333333333334
+"Free phone calls, free texting SMS on free number",I think credit system bad.. that's way publish like free call app..it's free calling,Positive,0.0333333333333334,0.7555555555555555
+"Free phone calls, free texting SMS on free number",This give credits earn phone time!,Neutral,0.0,0.0
+"Free phone calls, free texting SMS on free number",I going sue court waisting meg,Neutral,0.0,0.0
+"Free phone calls, free texting SMS on free number",install redmi note 4 show server error try connect wifi cellular network Dington network server error show plz fix problem,Neutral,0.0,0.0
+"Free phone calls, free texting SMS on free number",If I phone number would I this? But I can't without paid line verification. Pointless garbage,Negative,-0.25,0.5
+"Free phone calls, free texting SMS on free number",really enjoy using simple easy. also kept touch love ones I phone line time thanks.,Positive,0.3066666666666667,0.4980952380952382
+"Free phone calls, free texting SMS on free number",Not reliable network phone I dont get purpose needing credits call out..should free,Positive,0.4,0.8
+"Free phone calls, free texting SMS on free number",It's free calling app. It hung middle call wanted pay.,Positive,0.2,0.4
+"Free phone calls, free texting SMS on free number",This wonderful I phone problems moment able correct know could Wi-Fi calling perfect thank you.,Positive,0.8333333333333334,0.875
+"Free phone calls, free texting SMS on free number","This seems work anywhere, well done",Neutral,0.0,0.0
+"Free phone calls, free texting SMS on free number","""Free First Phone Number"" - true false advertising",Positive,0.14999999999999997,0.5958333333333333
+"Free phone calls, free texting SMS on free number",Best free texting calling ever ya got fuel things like surveys enough points keep running month :),Positive,0.475,0.65
+"Free phone calls, free texting SMS on free number",Wonderful .best best ..cheap clearly voice .wow,Positive,0.7000000000000001,0.5611111111111111
+"Free phone calls, free texting SMS on free number",nan,nan,nan,nan
+"Free phone calls, free texting SMS on free number",nan,nan,nan,nan
+"Free phone calls, free texting SMS on free number","It's great , always way earn credits using almost 2 months gave minutes yet",Positive,0.8,0.75
+"Free phone calls, free texting SMS on free number",nan,nan,nan,nan
+"Free phone calls, free texting SMS on free number",Iphone download ed 2orked perfect at least,Positive,0.35,0.7
+"Free phone calls, free texting SMS on free number",It's awesome extra phone numbers.,Positive,0.5,0.55
+"Free phone calls, free texting SMS on free number",This Not free call indicates still need buy credits make call,Negative,-0.2,0.8
+"Free phone calls, free texting SMS on free number",I love it... Great easy Thanks,Positive,0.48333333333333334,0.5958333333333334
+"Free phone calls, free texting SMS on free number",nan,nan,nan,nan
+"Free phone calls, free texting SMS on free number","Too many ads, credit runs 1 min.",Positive,0.5,0.5
+FreePrints – Free Photos Delivered,"I never write reviews, deserves good review! It helped tremendously! I dont drive usually tough get place print pictures thanks app, I dont leave house. AND, prices fantastic! You NOT find cheaper place print pics. I LOVE app.",Positive,0.350462962962963,0.688888888888889
+FreePrints – Free Photos Delivered,So far good. I ordered free pictures I also free shipping on! Hoooray! I received messages starting I Photobooks app. would upgrade shipping. I downloaded I seen upgrade yet. Waiting patiently... good deal prints also.,Positive,0.42083333333333334,0.65
+FreePrints – Free Photos Delivered,Reply devs: I already reached support team.. waiting response. Terrible! I can't even get passed shipping section accept suite #. It keeps telling fix red there's nothing fix! I gave went back Shutterfly,Negative,-0.3333333333333333,0.3333333333333333
+FreePrints – Free Photos Delivered,"Love app! For anyone reading this....... If it, really give try! R'cvd first order today & happier them.",Positive,0.375,0.37777777777777777
+FreePrints – Free Photos Delivered,This awesome easy I got photos fast! Pictures came excellent...I happier! Update..I read FAQ section said NEVER cost $9.99..just wondering I paid $11.06?,Positive,0.5819444444444445,0.8111111111111112
+FreePrints – Free Photos Delivered,"I love app. It works well, month I get 85 pictures sent two dollars shipping. The pics nice quality totally worth it. I highly recommend actual photos.",Positive,0.312,0.4680000000000001
+FreePrints – Free Photos Delivered,"Now telling I owe 2,99 well I'm going wait . go get prepaid credit card I'll come back order pictures.",Neutral,0.0,0.0
+FreePrints – Free Photos Delivered,"Order see quality first order never came, e-mailed I received pictures, put order came week look awesome",Positive,0.625,0.6666666666666666
+FreePrints – Free Photos Delivered,"You choose photo, enlarge, rotate crop photo. Easy free prints come quickly. It's faster planning trip store get done!",Positive,0.4166666666666667,0.7111111111111111
+FreePrints – Free Photos Delivered,"At first I little worried sounded good true., After using seeing really free prints.... Love it....",Positive,0.33541666666666664,0.5805555555555556
+FreePrints – Free Photos Delivered,"I love app, 85 free prints month small shipping fee. Can't get better. I Highly recommend.",Positive,0.26199999999999996,0.568
+FreePrints – Free Photos Delivered,"I started using I could make space phone. The shipping $10.00 85 prints per month. They also free 5x7 photo books. I enjoy making themed albums~ friends, trip, grandchildren etc...",Positive,0.4,0.65
+FreePrints – Free Photos Delivered,Was able take pictures sick mom print got week. Fast shipping,Negative,-0.004761904761904763,0.6940476190476191
+FreePrints – Free Photos Delivered,"I able complete process, saying apt., num/zip code incorrect & I know apt., num & zip code correct & I input several times still highlight red, I can't go forward complete process. Any suggestions? HELP!",Positive,0.27499999999999997,0.48928571428571427
+FreePrints – Free Photos Delivered,I LOVE THUS I GOT MY PRINTS WELL BEFORE THEY SAID THEY WOULD ARRIVE NOW I GOT PICS TO HANG UP IN MY NEW HOUSE!!,Positive,0.3565340909090909,0.5272727272727272
+FreePrints – Free Photos Delivered,"I love app! I time send photos bf jail print quality always perfect. Very quick turnaround placing order, printing, shipping.",Positive,0.4895833333333333,0.5625
+FreePrints – Free Photos Delivered,They really helpwd wedding photos great price. Also timely loved service. Thank you!,Positive,0.625,0.5833333333333334
+FreePrints – Free Photos Delivered,"I LOVE FreePrints app! I A LOT photos phone, I hands lifetime memories! Thx Freeprints breaking pocket!",Positive,0.9765625,0.6
+FreePrints – Free Photos Delivered,It prints nice picture,Positive,0.6,1.0
+FreePrints – Free Photos Delivered,Love app. Great picture quality. And free pictures every month. Just pay shipping. And easy use. Try also photo books.,Positive,0.5333333333333334,0.7458333333333335
+FreePrints – Free Photos Delivered,nan,nan,nan,nan
+FreePrints – Free Photos Delivered,I love able take photo know week I get prints. Makes life easier.,Positive,0.5,0.6125
+FreePrints – Free Photos Delivered,nan,nan,nan,nan
+FreePrints – Free Photos Delivered,Love makes easy print pictures I would probably keep phone ever lol.,Positive,0.5777777777777778,0.7111111111111111
+FreePrints – Free Photos Delivered,"I really love app! Supa quick, great prices, oh happy pictures♡",Positive,0.6395833333333334,0.7125
+FreePrints – Free Photos Delivered,"Awesome service! ! Love able touch share favorite pics, without passing around phone!",Positive,0.65625,0.80625
+FreePrints – Free Photos Delivered,All I done far print pictures..good quality pictures,Positive,0.1,1.0
+FreePrints – Free Photos Delivered,nan,nan,nan,nan
+FreePrints – Free Photos Delivered,Best ever!! Got first ten photos free. Wasn't even asked card. Satisfy & photos!!,Positive,0.46875,0.35833333333333334
+FreePrints – Free Photos Delivered,Thank U much pics...they came great,Positive,0.5,0.475
+FreePrints – Free Photos Delivered,I love it. It's easy cheaper places I've tried.,Positive,0.4666666666666667,0.7166666666666667
+FreePrints – Free Photos Delivered,I print dogs pictures passed. They perfect.,Positive,1.0,1.0
+FreePrints – Free Photos Delivered,nan,nan,nan,nan
+FreePrints – Free Photos Delivered,Excellent quality pictures. So nice able get many pictures shipping charge,Positive,0.65,0.78125
+FreePrints – Free Photos Delivered,"NO PROBLEM I LOVE IT I LOVE IT HAVE GREAT IDEAS FOR GIFTS BDAY,CHRISTMAS, ECT........",Positive,0.6,0.65
+FreePrints – Free Photos Delivered,Amazing exactly says. Got free prints today free shipping.,Positive,0.4125,0.6875
+FreePrints – Free Photos Delivered,Awesome app! Always great pictures delivered date specified!! Thank FreePrints!,Positive,1.0,0.875
+FreePrints – Free Photos Delivered,I like getting pictures developed saves photos anymore.,Positive,0.1,0.3
+FreePrints – Free Photos Delivered,It truly says Free Prints !!! And I bought larger prints next nothing! !,Positive,0.2604166666666667,0.43333333333333335
+FreePrints – Free Photos Delivered,Omg amazing cheap wanna get photos done! Love it❤,Positive,0.5333333333333333,0.7333333333333334
+Freeletics: Personal Trainer & Fitness Workouts,You register purchase this! This way free app. You can't even try without registration signing free trial. Uninstalled!,Positive,0.45,0.8
+Freeletics: Personal Trainer & Fitness Workouts,nan,nan,nan,nan
+Freeletics: Personal Trainer & Fitness Workouts,Need register fee. Already uninstall,Neutral,0.0,0.0
+Freeletics: Personal Trainer & Fitness Workouts,Best workout ever,Positive,1.0,0.3
+Freeletics: Personal Trainer & Fitness Workouts,nan,nan,nan,nan
+Freeletics: Personal Trainer & Fitness Workouts,Good,Positive,0.7,0.6000000000000001
+Freeletics: Personal Trainer & Fitness Workouts,nan,nan,nan,nan
+Freeletics: Personal Trainer & Fitness Workouts,Rubbish,Neutral,0.0,0.0
+Freeletics: Personal Trainer & Fitness Workouts,nan,nan,nan,nan
+Freeletics: Personal Trainer & Fitness Workouts,This might good way telling let's silly 4 minute workout try start paying. Why would I start paying minimum 3 months I can't try it? A ridiculous strategy. Having tried several (no equipment/ bodyweight workout apps) I'd highly recommend 'Home Workout'. It's awesome charged anything yet.,Positive,0.1711111111111111,0.6691666666666668
+Freeletics: Personal Trainer & Fitness Workouts,nan,nan,nan,nan
+Freeletics: Personal Trainer & Fitness Workouts,The Apps OK. What really disappoint Apps simple renew subscription without approval. $29.99 charged credit card without consent. This really unacceptable unethical way business.,Positive,0.22499999999999998,0.3142857142857143
+Freeletics: Personal Trainer & Fitness Workouts,"despite ""free"" name, give email buy subscription part app. - uninstalling deceptive",Positive,0.4,0.8
+Freeletics: Personal Trainer & Fitness Workouts,"I bought subscription 6 months didnt liked app. I didnt find functionality cancel subscription I sayed ok , I lost money. Yesterday I shock I saw renewed subscription without asking me!! And cant cancel it! Will keep steling clients money forever?? Shame you!",Positive,0.8,0.65
+Freeletics: Personal Trainer & Fitness Workouts,Love fitness App! It might exhausting definitely worthwhile! I would first customer would also develop trains flexibility ;),Positive,0.27,0.5866666666666667
+Freeletics: Personal Trainer & Fitness Workouts,Well.. nothing free... quite expensive app. Might well get real life trainer. Dint find customize needs. Wouldn't recommend it... nothing advertised..,Positive,0.03333333333333335,0.6
+Freeletics: Personal Trainer & Fitness Workouts,nan,nan,nan,nan
+Freeletics: Personal Trainer & Fitness Workouts,I asked refund give money back. I've filled Paypal complaint never recommend / company anyone.,Positive,0.03333333333333335,0.3666666666666667
+Freeletics: Personal Trainer & Fitness Workouts,Awesome work home can't get gym. It renew automatically cancel like go manage subscriptions cancel it.,Positive,1.0,1.0
+Freeletics: Personal Trainer & Fitness Workouts,"I can't even start anything. When I open app, asks choose fit are. It let choose move on. I'm date softwares. It's Pixel 2 XL.",Positive,0.2,0.45
+Freeletics: Personal Trainer & Fitness Workouts,nan,nan,nan,nan
+Freeletics: Personal Trainer & Fitness Workouts,The never opened phone. I uninstalled installed two times still work.,Neutral,0.0,0.0
+Freeletics: Personal Trainer & Fitness Workouts,It shows start screen I open,Neutral,0.0,0.5
+Freeletics: Personal Trainer & Fitness Workouts,Worst appp I seen till,Negative,-1.0,1.0
+Freeletics: Personal Trainer & Fitness Workouts,Says equipment needed. Equipment needed.,Neutral,0.0,0.0
+Freeletics: Personal Trainer & Fitness Workouts,cant say u could shredded weeks definitely say im feeling way healthier tho,Neutral,0.0,0.5
+Freeletics: Personal Trainer & Fitness Workouts,Great effectively efficient. Warm cool features great. Just started using. Hoping hit fitness goal,Positive,0.6300000000000001,0.71
+Freeletics: Personal Trainer & Fitness Workouts,"Awesome always evolving, I would like signature workouts show like intervals muscles working :).",Positive,0.75,1.0
+Freeletics: Personal Trainer & Fitness Workouts,The best I've seen far.,Positive,0.55,0.65
+Freeletics: Personal Trainer & Fitness Workouts,I love it!,Positive,0.625,0.6
+Freeletics: Personal Trainer & Fitness Workouts,need get payment,Neutral,0.0,0.0
+Freeletics: Personal Trainer & Fitness Workouts,Is free,Positive,0.4,0.8
+Freeletics: Personal Trainer & Fitness Workouts,nan,nan,nan,nan
+Freeletics: Personal Trainer & Fitness Workouts,You pay contents.,Neutral,0.0,0.0
+Freeletics: Personal Trainer & Fitness Workouts,They thieves,Neutral,0.0,0.0
+Freeletics: Personal Trainer & Fitness Workouts,Everything paid,Neutral,0.0,0.0
+Freeletics: Personal Trainer & Fitness Workouts,Awesome,Positive,1.0,1.0
+Freeletics: Personal Trainer & Fitness Workouts,Trash,Neutral,0.0,0.0
+Freeletics: Personal Trainer & Fitness Workouts,"states purchases miffed fact get access lot workouts got purchase ""coach""... choice. workouts available good well demonstrated. Not enough free easier sessions available happily time being.. I'll look else want/ need virtual coach!!!!",Positive,0.48333333333333334,0.6166666666666666
+Freeletics: Personal Trainer & Fitness Workouts,"As Physical Therapist I say product promoting junk science. The information provided DOMS EDM flat wrong. The product also advertises pure body weight program requiring equipment, first exercise pull actually require pull bar. If want safe, evidence need training look local PT fitness needs.",Positive,0.054910714285714285,0.32514880952380953
+Freeme Launcher—Stylish Theme,"I would given 5star,but cannot apply themes, why?",Neutral,0.0,0.0
+Freeme Launcher—Stylish Theme,The ever present manager icon drawer bit unnecessary.,Negative,-0.2,0.45
+Freeme Launcher—Stylish Theme,Super launcher. One problem display weather reports.,Positive,0.3333333333333333,0.6666666666666666
+Freeme Launcher—Stylish Theme,"The best ..love themes, clock widget downside,need fixing..",Positive,1.0,0.3
+Freeme Launcher—Stylish Theme,No grid option notification...,Neutral,0.0,0.0
+Freeme Launcher—Stylish Theme,I hated,Negative,-0.9,0.7
+Freeme Launcher—Stylish Theme,The best ever,Positive,1.0,0.3
+Freeme Launcher—Stylish Theme,The great launcher,Positive,0.8,0.75
+Freeme Launcher—Stylish Theme,Nice,Positive,0.6,1.0
+Freeme Launcher—Stylish Theme,Awesome,Positive,1.0,1.0
+Freeme Launcher—Stylish Theme,Awesome,Positive,1.0,1.0
+Freeme Launcher—Stylish Theme,Liked Makes zenfone even simpler awesome. Just like leagoo phones.,Positive,0.8,0.9
+Freeme Launcher—Stylish Theme,nan,nan,nan,nan
+Freeme Launcher—Stylish Theme,Ads Ads ruining experience ...pls add vibration drawer touch transitions animations,Neutral,0.0,0.0
+Freeme Launcher—Stylish Theme,I love But will like drawer horizontal option chance horizontal,Positive,0.5,0.6
+Freeme Launcher—Stylish Theme,nan,nan,nan,nan
+Freeme Launcher—Stylish Theme,nan,nan,nan,nan
+Freeme Launcher—Stylish Theme,nan,nan,nan,nan
+Freeme Launcher—Stylish Theme,Good launcher It giving many features 9mb also working smoothly compared launcher use.#Great Launcher,Positive,0.5333333333333333,0.5333333333333333
+Freeme Launcher—Stylish Theme,Not tried yet expect good,Positive,0.7,0.6000000000000001
+Freeme Launcher—Stylish Theme,Good Good interface good design consuming much ram uninstalling........,Positive,0.575,0.5000000000000001
+Freeme Launcher—Stylish Theme,NEV change language to offline offline. // I will change to Thai,Neutral,0.0,0.0
+Freeme Launcher—Stylish Theme,Excellent launcher Nice light cause ram slow ..,Positive,0.425,0.775
+Freeme Launcher—Stylish Theme,Very good It useful also save battery,Positive,0.605,0.39000000000000007
+Freeme Launcher—Stylish Theme,I like interesting launcher feel realise launcher,Positive,0.5,0.5
+Freeme Launcher—Stylish Theme,Can't widgets,Neutral,0.0,0.0
+Freeme Launcher—Stylish Theme,Good Till overall experience good..want beautiful themes...,Positive,0.5166666666666666,0.5333333333333333
+Freeme Launcher—Stylish Theme,A Google Users,Neutral,0.0,0.0
+Freeme Launcher—Stylish Theme,Working 100℅ Sooth VERY SMOOTH TO,Positive,0.52,0.65
+Freeme Launcher—Stylish Theme,I like,Neutral,0.0,0.0
+Freeme Launcher—Stylish Theme,Mistake Side book option,Neutral,0.0,0.0
+Freeme Launcher—Stylish Theme,Smoothly Very cool & nice,Positive,0.5275,0.9225000000000001
+Freeme Launcher—Stylish Theme,Very smooooooooooooooth Smoooooooooooooooooooooooooooooooth,Positive,0.2,0.3
+Freeme Launcher—Stylish Theme,"Oppo ColorOS Experience But I Can't Hide Some Apps, No Individuals Icons Changing, Overall It's Good, Oppo ColorOs",Positive,0.35,0.30000000000000004
+Freeme Launcher—Stylish Theme,nan,nan,nan,nan
+Freeme Launcher—Stylish Theme,bad slow. ad everywhere... Learn zenui launcher Zlauncher,Negative,-0.49999999999999994,0.5333333333333333
+Freeme Launcher—Stylish Theme,Okay I guess really customizable... A good launcher would allow create themes kind thing...,Positive,0.5,0.55
+Freeme Launcher—Stylish Theme,"beautiful, i've looking simple launcher, thought it. unfortunately, many gimmicks. me.",Positive,0.45,0.6190476190476191
+Freeme Launcher—Stylish Theme,I'm sorry mine crashes almost everyday crucial times. I hope fix,Negative,-0.2333333333333333,0.8666666666666667
+Freeme Launcher—Stylish Theme,Very bad third class type knoeledge used always found copy,Negative,-0.4549999999999999,0.43333333333333335
+Fresh EBT - Food Stamp Balance,I used long time finally uninstalled tired asking change password every often cant 13 used passworrds. One password enough. I dont understand secured. I check computer on. Update... I heard updated I thought I would give another try. It let log I tried reset keeps asking I'm robot keeps looping,Negative,-0.1125,0.6499999999999999
+Fresh EBT - Food Stamp Balance,UPDATE! fully functional again.its convenient useful. I daily now. Old review: We see balance transaction history. Getting better! I used daily hasnt able connect months! Its completely useless now.,Positive,0.16428571428571428,0.21785714285714283
+Fresh EBT - Food Stamp Balance,Pretty good call see balance coupons too. I wish would show deposits renewal would great I know connected social services get information card looks like could,Positive,0.44583333333333336,0.6041666666666667
+Fresh EBT - Food Stamp Balance,nan,nan,nan,nan
+Fresh EBT - Food Stamp Balance,working completely fine convenient. Now keeps telling password pin invalid really annoying!! Please fix this. Its extremely inconvenient,Negative,-0.3944444444444444,0.7999999999999999
+Fresh EBT - Food Stamp Balance,This life saver. Half time I throw away receipt,Negative,-0.16666666666666666,0.16666666666666666
+Fresh EBT - Food Stamp Balance,"It's easy use. Very useful I call check balance I go check. It also coupons stores state. You also make grocery list shopping put prices go budget . It tells you, recent transactions, much u spend stores shop. I would definitely recommend !",Positive,0.2046666666666667,0.3566666666666667
+Fresh EBT - Food Stamp Balance,"It's great keep track much spend & spend food stamps. It also great potential jobs healthy eating. The downside many stores State I live in. What would better went State shopping store's instead adding store's longer exists state's. Otherwise great app, plus budget spending get coupons store's shop at. Share family friends.",Positive,0.4707070707070707,0.6055555555555556
+Fresh EBT - Food Stamp Balance,You area called These might help. Its needed interrupts flow need scroll see cash card. in reducing star count 1★,Neutral,0.0,0.0
+Fresh EBT - Food Stamp Balance,"I ABSOLUTELY LOVE THIS APP!!!!! I worry interrup-ting busy schedule every single month find card balance is. When I've got unlock phone open Fresh EBT able actually see numbers balance card. I f**king love app!!!!!! Keep great work guys!!!! Sara Brock Portland, OR. 97202",Positive,0.42539682539682544,0.46547619047619043
+Fresh EBT - Food Stamp Balance,"Keeps saying ""having hard time reaching states portal"" seems actual state portal problems app!",Negative,-0.14583333333333334,0.3208333333333333
+Fresh EBT - Food Stamp Balance,I would give 5 stars I never seem able login refresh. Says connected internet I am. Otherwise great app.,Positive,0.65,0.6875
+Fresh EBT - Food Stamp Balance,I love I call find total also receipts month also shows go back 3 months...,Positive,0.16666666666666666,0.45
+Fresh EBT - Food Stamp Balance,nan,nan,nan,nan
+Fresh EBT - Food Stamp Balance,nan,nan,nan,nan
+Fresh EBT - Food Stamp Balance,Can please Walmart coupons? Not a lot people buy food lion.they expensive.,Negative,-0.5,0.7
+Fresh EBT - Food Stamp Balance,"Extremely informative convenience pushing button! No fumble phone card, plus option discretely check balance within seconds .",Negative,-0.15625,1.0
+Fresh EBT - Food Stamp Balance,nan,nan,nan,nan
+Fresh EBT - Food Stamp Balance,It let create new account. I making password capital letter number rest letters lower case keeps telling password invalid,Positive,0.13636363636363635,0.45454545454545453
+Fresh EBT - Food Stamp Balance,This handy would better I could divide shopping list food non food,Positive,0.55,0.7
+Fresh EBT - Food Stamp Balance,Keeps date balance b calling number time thing would make better alerted action card,Positive,0.3,0.3
+Fresh EBT - Food Stamp Balance,"Really, right point app. One tap screen right there, easy read format. If EBT gotta get app,,",Positive,0.3349206349206349,0.6349206349206349
+Fresh EBT - Food Stamp Balance,It wont show anything.. Keep saying connection time out.. Its 17 days since used it. And wont even show anything,Neutral,0.0,0.0
+Fresh EBT - Food Stamp Balance,Love know need receipt know balance recommend everyone gets food stamps love gives sales every store ebt used10 stars give,Positive,0.5,0.6
+Fresh EBT - Food Stamp Balance,The old EBT much better!!! This sucks recommend anyone!!,Positive,0.2026041666666667,0.3333333333333333
+Fresh EBT - Food Stamp Balance,I like fact able keep track efficiently effectively using app. It easy simple self-explanatory. No strange bells whistles here!,Positive,0.3129166666666667,0.5530952380952381
+Fresh EBT - Food Stamp Balance,Won't even allow create account....definitely uninstalling,Neutral,0.0,0.0
+Fresh EBT - Food Stamp Balance,hot garbage always saying trouble connecting state portal,Positive,0.024999999999999994,0.525
+Fresh EBT - Food Stamp Balance,Would always glich take wic info food stamps,Neutral,0.0,0.0
+Fresh EBT - Food Stamp Balance,"I absolutely love app! What I love enter card # give password verify card boom get current balance! You also look places used card shows made purchase amount spent. It also coupon section I wish businesses like Wal-Mart, Kroger's, FoodFair! I think participate well coupons section. Where I live business/Store list area Eastern Kentucky that's Dollar General Store. Wal-Mart participate coupons section basically took grocery stores compete. Anyways two thumbs five stars sure app!",Positive,0.25876623376623376,0.5126984126984128
+Fresh EBT - Food Stamp Balance,"Very useful, I hate call card balance. This makes easy.",Positive,0.007777777777777772,0.5777777777777778
+Fresh EBT - Food Stamp Balance,I want know ebt benefits goes ebt card,Neutral,0.0,0.0
+Fresh EBT - Food Stamp Balance,Tried check balance additional card allow enter. Tried 3 times.,Neutral,0.0,0.0
+Fresh EBT - Food Stamp Balance,I less week stopped working.,Negative,-0.16666666666666666,0.06666666666666667
+Fresh EBT - Food Stamp Balance,Its much better check balance instead make phone call reentering card number every time!,Positive,0.625,0.5
+Fresh EBT - Food Stamp Balance,nan,nan,nan,nan
+Fresh EBT - Food Stamp Balance,Love shopping list. Just wish place save coupons barcode easily scan stores,Positive,0.4666666666666667,0.7166666666666667
+Fresh EBT - Food Stamp Balance,nan,nan,nan,nan
+Fresh EBT - Food Stamp Balance,"Super user friendly! I really like useful information, links, coupons.",Positive,0.3255208333333333,0.3416666666666666
+Fresh EBT - Food Stamp Balance,Love I call check balance,Positive,0.5,0.6
+FreshBooks Classic,I would really like see PDF support receipts creating expense. I store receipts PDFs essentially makes large part useless (and many others well).,Positive,0.08285714285714285,0.32571428571428573
+FreshBooks Classic,"The Android version keeps time project task thousandth decimal place. The iPhone round nearest minute. This causes get times 3.2578 hours instead simply 3.26. I bill rounding nearest quarter hour really causes issues. When times imported freshbooks website, I go every single task round myself. There way change seconds Android iPhone even keep track seconds. The iPhone way be. I asked feature request put several times fix issue luck. Freshbooks needs get act together fix stupid bug!",Negative,-0.18163265306122447,0.36734693877551017
+FreshBooks Classic,"No longer fan Freshbooks, glad moving on. This always little temperamental newer simply refused work account. I switched Wave happy I far.",Positive,0.24250000000000002,0.7714285714285715
+FreshBooks Classic,The slow actual payment process slow. It's 2018. It take week process online transaction. Too slow.,Negative,-0.22500000000000003,0.32499999999999996
+FreshBooks Classic,"Not sure happened recently updates, fails anytime I try send invoice, view pdf. Always requiring Force Stop. I longer go.",Negative,-0.25,0.47962962962962963
+FreshBooks Classic,"Cannot open classic Android phone, extremely frustrating! What's Justin?",Negative,-0.11111111111111112,0.5222222222222223
+FreshBooks Classic,It would perfect I could time tracking Smartwatch!,Positive,1.0,1.0
+FreshBooks Classic,"I've using years I love many reasons. But I want refresh see clients received invoice, want current ... waiting-waiting-waiting-waiting... yup, part dosnt, pretty ridiculous!",Positive,0.16666666666666669,0.7
+FreshBooks Classic,"Wish easier see cumulative time totals app. Also, Freshbooks timer white white drop drawer. (Can't read it) 2/22/2018 still change time tracking text white white Samsung devices.",Neutral,0.0,0.0
+FreshBooks Classic,"Is good ""grabbing' data"" simulator, poor accounting app. While grabbing' data, I went Freshbooks I needed 30 seconds. 30 minutes later, says still grabbin' data. I think going grabbin' data....",Positive,0.09999999999999998,0.4000000000000001
+FreshBooks Classic,Recommended linus tech tips. Very good app. I help manage computer business.,Positive,0.9099999999999999,0.7800000000000001
+FreshBooks Classic,"The requires username subdomain, cannot found anywhere freshbooks website.",Neutral,0.0,0.0
+FreshBooks Classic,"Tracking time broken. My list projects load correctly seems fail syncing laptop phone, making fairly useless.",Negative,-0.4666666666666666,0.3
+FreshBooks Classic,If encounter technical issues addressed. Very good customer service.,Positive,0.45499999999999996,0.44000000000000006
+FreshBooks Classic,"Freezes PDF opening.... good, good started update?",Positive,0.7,0.6000000000000001
+FreshBooks Classic,"Like everyone else says, keeps crashing PDFs...",Neutral,0.0,0.0
+FreshBooks Classic,"Currently open PDFs without crashing, I need able this, sort please.",Positive,0.25,0.5625
+FreshBooks Classic,Love,Positive,0.5,0.6
+FreshBooks Classic,"This needs complete redesign. I love Freshbooks, much Android app. Why take eternity first launches ""grab data?"" Shouldn't pull data I request like everything else? Weird.",Positive,0.11000000000000001,0.5066666666666666
+FreshBooks Classic,"I like it, would like invoice control app. The time tracker invoice creation time savers productivity boosters! Needs way add unbilled hours client invoice phone app. Currently, I based version. The Freshbooks team seem little befuddled extended. I've made req... Full Review",Positive,0.05416666666666666,0.4833333333333334
+FreshBooks Classic,"This great necessary using Freshbooks timer laptop freezes everything else. (Note devs: maybe work that, too.) But lock screen display white letters white background? Freshbooks black font? I can't check time without a... Full Review",Positive,0.1638888888888889,0.45555555555555555
+FreshBooks Classic,The great couple months ago update left slow almost useless. Attempts contact tech support see ways deal lag entirely ignored.,Neutral,0.0,0.39499999999999996
+FreshBooks Classic,Works pretty well. Warning: Trend Micro flags malware threat risk poorly designed security.,Negative,-0.07500000000000001,0.8
+FreshBooks Classic,Great business I'm able send invoice collect accept card payments well. If looking advance probly it. Its great simple keeps records good easy use. And like I said I'm able collect money!,Positive,0.5511904761904762,0.6486394557823131
+FreshBooks Classic,"Freshbooks great theory lack basic features make product hassle use. In app, create invoice estimate forget manually save, period time prompted login loose whatever work did. There ... Full Review",Positive,0.2682692307692308,0.4235576923076923
+FreshBooks Classic,"Limited views controls app. FB limited enough already, borders useless. Just visit desktop site mobile, forget app.",Negative,-0.1607142857142857,0.24642857142857144
+FreshBooks Classic,Couldn't get work. Lg v20. Put login info nothing worked kept saying may take 5 10 min gather info ever.,Neutral,0.0,0.0
+FreshBooks Classic,"After freshbooks 'new looks' system generally completely unfriendly,it's runs terrible devices , stuffed great system",Positive,0.009090909090909094,0.6511363636363636
+FreshBooks Classic,"After switching iOS version, disappointing say least. Not enough control.",Negative,-0.3,0.5333333333333333
+FreshBooks Classic,"It takes ""5 10 minutes"" get data login. What joke.",Neutral,0.0,0.0
+FreshBooks Classic,"For needs, works best. Simple functional, everything I need without tons clutter.",Positive,0.5,0.32857142857142857
+FreshBooks Classic,takes 5 10 mins start first time. No this. Not good. constantly makes resetup. Overall good app.,Positive,0.12,0.37333333333333335
+FreshBooks Classic,"I though something like square PayPal, don't. This ridiculous. You loose time here.",Negative,-0.20512820512820512,0.6346153846153846
+FreshBooks Classic,"I love Freshbooks makes easy keep books date go. I estimates spot, I invoice anywhere, I immediately add expenses, including pic receipt, immediately. Love it!",Positive,0.5194444444444445,0.6777777777777777
+FreshBooks Classic,Horrible Doesn't even work. Won't let create account.,Negative,-1.0,1.0
+FreshBooks Classic,I'd lost without freshbooks totally turned invoicing around made life lot easier! And customer always hand help out!,Neutral,0.0,0.75
+FreshBooks Classic,"Can't paste password. I complex password password manager. This allow pasting password re-prompts security purposes, making useless.",Negative,-0.4,0.30000000000000004
+FreshBooks Classic,Please stop making enter password every time I open,Neutral,0.0,0.5
+FreshBooks Classic,Mario I've using year ..Makes business invoices look professional pretty easy use!,Positive,0.2972222222222222,0.6444444444444445
+FreshBooks Classic,Very buggy. Projects display properly.,Positive,0.1,0.2
+FreshBooks Classic,I would really like see PDF support receipts creating expense. I store receipts PDFs essentially makes large part useless (and many others well).,Positive,0.08285714285714285,0.32571428571428573
+FreshBooks Classic,"The Android version keeps time project task thousandth decimal place. The iPhone round nearest minute. This causes get times 3.2578 hours instead simply 3.26. I bill rounding nearest quarter hour really causes issues. When times imported freshbooks website, I go every single task round myself. There way change seconds Android iPhone even keep track seconds. The iPhone way be. I asked feature request put several times fix issue luck. Freshbooks needs get act together fix stupid bug!",Negative,-0.18163265306122447,0.36734693877551017
+FreshBooks Classic,"No longer fan Freshbooks, glad moving on. This always little temperamental newer simply refused work account. I switched Wave happy I far.",Positive,0.24250000000000002,0.7714285714285715
+FreshBooks Classic,The slow actual payment process slow. It's 2018. It take week process online transaction. Too slow.,Negative,-0.22500000000000003,0.32499999999999996
+FreshBooks Classic,nan,nan,nan,nan
+FreshBooks Classic,"Cannot open classic Android phone, extremely frustrating! What's Justin?",Negative,-0.11111111111111112,0.5222222222222223
+FreshBooks Classic,It would perfect I could time tracking Smartwatch!,Positive,1.0,1.0
+FreshBooks Classic,"I've using years I love many reasons. But I want refresh see clients received invoice, want current ... waiting-waiting-waiting-waiting... yup, part dosnt, pretty ridiculous!",Positive,0.16666666666666669,0.7
+FreshBooks Classic,"Wish easier see cumulative time totals app. Also, Freshbooks timer white white drop drawer. (Can't read it) 2/22/2018 still change time tracking text white white Samsung devices.",Neutral,0.0,0.0
+FreshBooks Classic,"Is good ""grabbing' data"" simulator, poor accounting app. While grabbing' data, I went Freshbooks I needed 30 seconds. 30 minutes later, says still grabbin' data. I think going grabbin' data....",Positive,0.09999999999999998,0.4000000000000001
+FreshBooks Classic,Recommended linus tech tips. Very good app. I help manage computer business.,Positive,0.9099999999999999,0.7800000000000001
+FreshBooks Classic,"The requires username subdomain, cannot found anywhere freshbooks website.",Neutral,0.0,0.0
+FreshBooks Classic,"Tracking time broken. My list projects load correctly seems fail syncing laptop phone, making fairly useless.",Negative,-0.4666666666666666,0.3
+FreshBooks Classic,If encounter technical issues addressed. Very good customer service.,Positive,0.45499999999999996,0.44000000000000006
+FreshBooks Classic,"Freezes PDF opening.... good, good started update?",Positive,0.7,0.6000000000000001
+FreshBooks Classic,"Like everyone else says, keeps crashing PDFs...",Neutral,0.0,0.0
+FreshBooks Classic,"Currently open PDFs without crashing, I need able this, sort please.",Positive,0.25,0.5625
+FreshBooks Classic,Love,Positive,0.5,0.6
+FreshBooks Classic,"This needs complete redesign. I love Freshbooks, much Android app. Why take eternity first launches ""grab data?"" Shouldn't pull data I request like everything else? Weird.",Positive,0.11000000000000001,0.5066666666666666
+FreshBooks Classic,"I like it, would like invoice control app. The time tracker invoice creation time savers productivity boosters! Needs way add unbilled hours client invoice phone app. Currently, I based version. The Freshbooks team seem little befuddled extended. I've made req... Full Review",Positive,0.05416666666666666,0.4833333333333334
+FreshBooks Classic,"This great necessary using Freshbooks timer laptop freezes everything else. (Note devs: maybe work that, too.) But lock screen display white letters white background? Freshbooks black font? I can't check time without a... Full Review",Positive,0.1638888888888889,0.45555555555555555
+FreshBooks Classic,The great couple months ago update left slow almost useless. Attempts contact tech support see ways deal lag entirely ignored.,Neutral,0.0,0.39499999999999996
+FreshBooks Classic,Works pretty well. Warning: Trend Micro flags malware threat risk poorly designed security.,Negative,-0.07500000000000001,0.8
+FreshBooks Classic,Great business I'm able send invoice collect accept card payments well. If looking advance probly it. Its great simple keeps records good easy use. And like I said I'm able collect money!,Positive,0.5511904761904762,0.6486394557823131
+FreshBooks Classic,"Freshbooks great theory lack basic features make product hassle use. In app, create invoice estimate forget manually save, period time prompted login loose whatever work did. There ... Full Review",Positive,0.2682692307692308,0.4235576923076923
+FreshBooks Classic,nan,nan,nan,nan
+FreshBooks Classic,Couldn't get work. Lg v20. Put login info nothing worked kept saying may take 5 10 min gather info ever.,Neutral,0.0,0.0
+FreshBooks Classic,"After freshbooks 'new looks' system generally completely unfriendly,it's runs terrible devices , stuffed great system",Positive,0.009090909090909094,0.6511363636363636
+FreshBooks Classic,"After switching iOS version, disappointing say least. Not enough control.",Negative,-0.3,0.5333333333333333
+FreshBooks Classic,"It takes ""5 10 minutes"" get data login. What joke.",Neutral,0.0,0.0
+FreshBooks Classic,"For needs, works best. Simple functional, everything I need without tons clutter.",Positive,0.5,0.32857142857142857
+FreshBooks Classic,nan,nan,nan,nan
+FreshBooks Classic,"I though something like square PayPal, don't. This ridiculous. You loose time here.",Negative,-0.20512820512820512,0.6346153846153846
+FreshBooks Classic,"I love Freshbooks makes easy keep books date go. I estimates spot, I invoice anywhere, I immediately add expenses, including pic receipt, immediately. Love it!",Positive,0.5194444444444445,0.6777777777777777
+FreshBooks Classic,Horrible Doesn't even work. Won't let create account.,Negative,-1.0,1.0
+FreshBooks Classic,I'd lost without freshbooks totally turned invoicing around made life lot easier! And customer always hand help out!,Neutral,0.0,0.75
+FreshBooks Classic,"Can't paste password. I complex password password manager. This allow pasting password re-prompts security purposes, making useless.",Negative,-0.4,0.30000000000000004
+FreshBooks Classic,Please stop making enter password every time I open,Neutral,0.0,0.5
+FreshBooks Classic,Mario I've using year ..Makes business invoices look professional pretty easy use!,Positive,0.2972222222222222,0.6444444444444445
+FreshBooks Classic,Very buggy. Projects display properly.,Positive,0.1,0.2
+Frontback - Social Photos,"Many action it, automatic captured time.",Positive,0.3,0.3
+Frontback - Social Photos,nan,nan,nan,nan
+Frontback - Social Photos,nan,nan,nan,nan
+Frontback - Social Photos,No It working,Neutral,0.0,0.0
+Frontback - Social Photos,time waste,Negative,-0.2,0.0
+Frontback - Social Photos,Nice app!,Positive,0.75,1.0
+Frontback - Social Photos,Chuckle App ...,Neutral,0.0,0.0
+Frontback - Social Photos,Great,Positive,0.8,0.75
+Frontback - Social Photos,Its really amazing,Positive,0.6000000000000001,0.9
+Frontback - Social Photos,"You look people's pictures, can't take own. Well, least easily. Not user friendly life short work properly",Positive,0.07638888888888888,0.5222222222222223
+Frontback - Social Photos,It's interesting cool. I like,Positive,0.425,0.575
+Frontback - Social Photos,Scrap,Neutral,0.0,0.0
+Frontback - Social Photos,Manoj Raj,Neutral,0.0,0.0
+Frontback - Social Photos,I want real time dual,Positive,0.2,0.30000000000000004
+Frontback - Social Photos,nan,nan,nan,nan
+Frontback - Social Photos,Waste,Negative,-0.2,0.0
+Frontback - Social Photos,Some good,Positive,0.7,0.6000000000000001
+Frontback - Social Photos,Please do not waste your first step before you open the new step together,Positive,0.12159090909090908,0.32196969696969696
+Frontback - Social Photos,I thought cameras working simultaneously. But actually not. Only camera working time. Disappointed.,Negative,-0.375,0.875
+Frontback - Social Photos,Having issue oneplus 5 able take front camera picture,Positive,0.5,0.625
+Frontback - Social Photos,Instructions clear. In landscape mode selfie image keeps settling upside down. Extremely draining battery. Shows frequent error menu try again.,Negative,-0.020138888888888894,0.4930555555555556
+Frontback - Social Photos,Worst fake ever seen.,Negative,-0.75,1.0
+Frontback - Social Photos,This Good app....,Positive,0.7,0.6000000000000001
+Frontback - Social Photos,Useless app.,Negative,-0.5,0.2
+Frontback - Social Photos,Is'n possible run front back cameras simultaneously?,Neutral,0.0,0.5
+Frontback - Social Photos,Awesome,Positive,1.0,1.0
+Frontback - Social Photos,"Sad thing last updates made dual pictures mark center. It's really annoying. I'm deeply disappointed guys... Oh necessity publish pictures public, must order get dual picture?! No way.",Negative,-0.35833333333333334,0.4805555555555556
+Frontback - Social Photos,"We need able delete comments. I abusive comments towards I can't delete. And reporting needs better, someone reposted photo delete something needs done. This unacceptable",Positive,0.5,0.5625
+Frontback - Social Photos,Its brilliant people connect classy touch.. Love picture effects social network good,Positive,0.44666666666666666,0.6333333333333334
+Frontback - Social Photos,What happened. Was favorite photo HTC sucks galaxy 6. Seems fixed. Works much better Galaxy S6,Positive,0.2,0.5
+Frontback - Social Photos,I downloaded uninstall it. Just lower expectations.,Neutral,0.0,0.0
+Frontback - Social Photos,Testing out!,Neutral,0.0,0.0
+Frontback - Social Photos,Good for front back camera,Positive,0.35,0.30000000000000004
+Frontback - Social Photos,Ok,Positive,0.5,0.5
+Frontback - Social Photos,I spend HOURS ON THIS lots fun,Positive,0.3,0.2
+Frontback - Social Photos,Poor version,Negative,-0.4,0.6
+Frontback - Social Photos,Good,Positive,0.7,0.6000000000000001
+Frontback - Social Photos,Awesome Especially since 3.0 ☺☺☺,Positive,0.5,1.0
+Frontback - Social Photos,"Excellent. Well done guys, a new long-awaited update super !! Now you can customize the privacy of the photo and upload photos from your album. Good functions of the built-in camera - automatically keeps the horizon so that it does not fall off when shooting.",Positive,0.5892992424242424,0.6803030303030303
+Frontback - Social Photos,nan,nan,nan,nan
+Frozen Free Fall,"Great game however- game updates I uninstall reinstall goes way back begining cuts progress. I come way lose progress, I sign facebook account I go back level.. please fix I love game spend alot money..",Positive,0.014285714285714282,0.36428571428571427
+Frozen Free Fall,"I've playing game years. I really enjoyed it. Now, sudden, I can't even get game launch. I get blue screen, then, nothing. Very disappointed",Negative,-0.21250000000000002,0.5125000000000001
+Frozen Free Fall,"I've quite awhile & yesterday I would rated least 4.5, I signed quite tired level 172. I tried many times get let me. Finally reinstalling it, started beginning. Never I ever put money game. I enjoyed game locks I uninstall & play again. Which sad bc I enjoyed playing it. It relaxing. As today quit working again. It even come play. So I uninstalled try reinstall still work.",Negative,-0.05555555555555555,0.6444444444444445
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,"Absolutely love game keeps crashing, opens seconds closes. Extremely frustrating!!!",Negative,-0.22708333333333333,0.6333333333333333
+Frozen Free Fall,I finally got back game earlier disappointment petty good. I enjoying theadditions LOT mid do. Gave 4(*)s.,Positive,0.024999999999999994,0.4375
+Frozen Free Fall,I really like game everytime update stops working. I uninstalled reinstall. Everything lost I start beginning. I'm going uninstall good!!,Positive,0.26666666666666666,0.4000000000000001
+Frozen Free Fall,"Hi guys, new update I've noticed already usual bug - level 1676 I got 519000 points enough earn 3 stars. How possible? Please, fix!",Negative,-0.02840909090909091,0.5511363636363636
+Frozen Free Fall,How addictive. I like game awful lot.,Negative,-0.4666666666666666,0.7666666666666666
+Frozen Free Fall,seem like long I ever played started first Frozen film coming lots fun I love it.,Positive,0.25,0.3833333333333333
+Frozen Free Fall,Love playing game. Addicting. I love extra pieces building town. Some glitches overall well-designed game.,Positive,0.033333333333333326,0.35000000000000003
+Frozen Free Fall,Use love game can't even play. The game keeps loading let play. Sometimes let play bump close. So since let I deleting,Negative,-0.10000000000000002,0.4666666666666666
+Frozen Free Fall,"I used love application, fully open.It keeps cycling screens repeatedly.",Positive,0.5,0.6
+Frozen Free Fall,LOVE IT SUPERAWESOME I love graphics....seems outdid one. Keep good work! GO. TEAM,Positive,0.625,0.6
+Frozen Free Fall,"This second time Iv lost data ph game reload I was.. Iv spent 3 years money game. You can't speak developers, Disney either reply put u touch site generated qu answers. Trying speak 1 person impossible.. I start again. Also adventures almost impossible get out. Really annoyed",Negative,-0.3761904761904762,0.5285714285714286
+Frozen Free Fall,It's unclear frost levels. Not enough bonus plays.,Neutral,0.0,0.5
+Frozen Free Fall,Game keeps crashing. Hasn't working 4 days. 1 day I uninstall it.,Negative,-0.4,0.4
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,All lives etc disappeared I've paid for...not happy..,Positive,0.8,1.0
+Frozen Free Fall,"I love game, keeps kicking restarting I even make move. I can't play game it. Please, fix it!",Negative,-0.13333333333333333,0.4666666666666666
+Frozen Free Fall,It's nice music Change let go and love open door rest,Positive,0.3666666666666667,0.7000000000000001
+Frozen Free Fall,"I love game addictive won't stop playing start, helps pass time fast well",Positive,0.075,0.625
+Frozen Free Fall,Very loud advertisements game segments,Negative,-0.135,0.7
+Frozen Free Fall,Why task board arendale plaza can't move things. Makes want place things task suggests it.,Neutral,0.0,0.0
+Frozen Free Fall,Scene 3 is good fun.,Positive,0.5,0.4
+Frozen Free Fall,Crashes lot beginning levels,Neutral,0.0,0.0
+Frozen Free Fall,It's kinda sad game,Negative,-0.45,0.7
+Frozen Free Fall,The waiting time unlocking levels proceed cool.,Positive,0.35,0.65
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,"Love game It fairly easy play, strategy levels.",Positive,0.17777777777777778,0.6111111111111112
+Frozen Free Fall,What happened daily rewards? Please either bring back fix them.,Neutral,0.0,0.0
+Frozen Free Fall,This game totally blunder,Negative,-0.2,0.575
+Frozen Free Fall,When anoucements great,Positive,0.8,0.75
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,Excellent retelling story game form. beautiful game.⭐,Positive,0.48333333333333334,0.7999999999999999
+Frozen Free Fall,The game good task board working plz fix issue,Positive,0.14999999999999997,0.5
+Frozen Free Fall,It fun game.,Negative,-0.05000000000000002,0.30000000000000004
+Frozen Free Fall,Fun game play time kill,Negative,-0.05000000000000002,0.30000000000000004
+Frozen Free Fall,A game keeps coming back more.,Positive,0.033333333333333326,0.3
+Frozen Free Fall,"Great game however- game updates I uninstall reinstall goes way back begining cuts progress. I come way lose progress, I sign facebook account I go back level.. please fix I love game spend alot money..",Positive,0.014285714285714282,0.36428571428571427
+Frozen Free Fall,"I've playing game years. I really enjoyed it. Now, sudden, I can't even get game launch. I get blue screen, then, nothing. Very disappointed",Negative,-0.21250000000000002,0.5125000000000001
+Frozen Free Fall,"I've quite awhile & yesterday I would rated least 4.5, I signed quite tired level 172. I tried many times get let me. Finally reinstalling it, started beginning. Never I ever put money game. I enjoyed game locks I uninstall & play again. Which sad bc I enjoyed playing it. It relaxing. As today quit working again. It even come play. So I uninstalled try reinstall still work.",Negative,-0.05555555555555555,0.6444444444444445
+Frozen Free Fall,"I think awesome game like fact progress gets erased everytime buy new phone due upgrades becoming available provider great game, graphics wonderful great way pass time!",Positive,0.38613636363636367,0.6379545454545454
+Frozen Free Fall,"Absolutely love game keeps crashing, opens seconds closes. Extremely frustrating!!!",Negative,-0.22708333333333333,0.6333333333333333
+Frozen Free Fall,I finally got back game earlier disappointment petty good. I enjoying theadditions LOT mid do. Gave 4(*)s.,Positive,0.024999999999999994,0.4375
+Frozen Free Fall,I really like game everytime update stops working. I uninstalled reinstall. Everything lost I start beginning. I'm going uninstall good!!,Positive,0.26666666666666666,0.4000000000000001
+Frozen Free Fall,"Hi guys, new update I've noticed already usual bug - level 1676 I got 519000 points enough earn 3 stars. How possible? Please, fix!",Negative,-0.02840909090909091,0.5511363636363636
+Frozen Free Fall,How addictive. I like game awful lot.,Negative,-0.4666666666666666,0.7666666666666666
+Frozen Free Fall,seem like long I ever played started first Frozen film coming lots fun I love it.,Positive,0.25,0.3833333333333333
+Frozen Free Fall,Love playing game. Addicting. I love extra pieces building town. Some glitches overall well-designed game.,Positive,0.033333333333333326,0.35000000000000003
+Frozen Free Fall,Use love game can't even play. The game keeps loading let play. Sometimes let play bump close. So since let I deleting,Negative,-0.10000000000000002,0.4666666666666666
+Frozen Free Fall,"I used love application, fully open.It keeps cycling screens repeatedly.",Positive,0.5,0.6
+Frozen Free Fall,LOVE IT SUPERAWESOME I love graphics....seems outdid one. Keep good work! GO. TEAM,Positive,0.625,0.6
+Frozen Free Fall,"This second time Iv lost data ph game reload I was.. Iv spent 3 years money game. You can't speak developers, Disney either reply put u touch site generated qu answers. Trying speak 1 person impossible.. I start again. Also adventures almost impossible get out. Really annoyed",Negative,-0.3761904761904762,0.5285714285714286
+Frozen Free Fall,It's unclear frost levels. Not enough bonus plays.,Neutral,0.0,0.5
+Frozen Free Fall,Game keeps crashing. Hasn't working 4 days. 1 day I uninstall it.,Negative,-0.4,0.4
+Frozen Free Fall,The task board freezes game finish tasks. Have reinstall game.,Negative,-0.4,0.4
+Frozen Free Fall,"Loved playing probably delete I've tried playing past month keeps crashing, freezing send back home page",Positive,0.15,0.35000000000000003
+Frozen Free Fall,All lives etc disappeared I've paid for...not happy..,Positive,0.8,1.0
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,It's nice music Change let go and love open door rest,Positive,0.3666666666666667,0.7000000000000001
+Frozen Free Fall,"I love game addictive won't stop playing start, helps pass time fast well",Positive,0.075,0.625
+Frozen Free Fall,Very loud advertisements game segments,Negative,-0.135,0.7
+Frozen Free Fall,Why task board arendale plaza can't move things. Makes want place things task suggests it.,Neutral,0.0,0.0
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,nan,nan,nan,nan
+Frozen Free Fall,Fun game play time kill,Negative,-0.05000000000000002,0.30000000000000004
+Frozen Free Fall,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,"The problem with the problem is that when you start the game from 1st level to 1st level in the first level, then 250 levels are started from the start of the game.",Negative,-0.18333333333333335,0.37777777777777777
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Block - Puzzle Legend,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Boom,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Cube Blast,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,This game amazing hey jarmy u suck ur family hahahah game amazing keep goodwork,Positive,0.10000000000000003,0.65
+Fruit Ninja®,The game awesome I addicted,Positive,0.06666666666666665,0.6666666666666666
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,Too many ads It nice could purchase add free game,Positive,0.275,0.6749999999999999
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,It's scam.,Neutral,0.0,0.0
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,Wonderful game I played I kid,Positive,0.3,0.7
+Fruit Ninja®,Too many bug's ads,Positive,0.5,0.5
+Fruit Ninja®,Wants contacts able play game?! No thank you!,Positive,0.024999999999999984,0.375
+Fruit Ninja®,Nice cutts,Positive,0.6,1.0
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,I love fun I play hours day,Positive,0.4,0.4
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,This game The fun years,Negative,-0.05000000000000002,0.30000000000000004
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,The old version better!,Positive,0.3625,0.35
+Fruit Ninja®,Good many ads,Positive,0.6,0.55
+Fruit Ninja®,Amazing game addictive love,Positive,0.17500000000000002,0.7000000000000001
+Fruit Ninja®,It Quatriple,Neutral,0.0,0.0
+Fruit Ninja®,I LOVE fruit ninja!,Positive,0.625,0.6
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,I like game. Good,Positive,0.14999999999999997,0.5
+Fruit Ninja®,Very nice game,Positive,0.19,0.7
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,Is fun game play,Negative,-0.05000000000000002,0.30000000000000004
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,It's cool,Positive,0.35,0.65
+Fruit Ninja®,It looks fun,Positive,0.3,0.2
+Fruit Ninja®,Is bad,Negative,-0.6999999999999998,0.6666666666666666
+Fruit Ninja®,I HATE IT!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!&!!!!!!!!!!!!!!,Negative,-1.0,0.9
+Fruit Ninja®,Sensei,Neutral,0.0,0.0
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,Amazing game,Positive,0.10000000000000003,0.65
+Fruit Ninja®,Good graphics,Positive,0.7,0.6000000000000001
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,Love,Positive,0.5,0.6
+Fruit Ninja®,Fun,Positive,0.3,0.2
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,I denied access media latest update game open. That's messed up! Is cost playing free game providing personal data? Hell No!,Positive,0.016666666666666663,0.5499999999999999
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,I really appreciate game. But I able access game it'll load crash I can't get in. Please fix issue.,Negative,-0.02500000000000001,0.40625
+Fruit Ninja®,nan,nan,nan,nan
+Fruit Ninja®,"So, I re-download game, daughter loved. Notice, I said loved. I know updates bs. Having go opening area impossible without predicting order required slice fruit. It'd thing gave order maybe timed different trials, predict order I slice fruit go bs. If, I ha e slice 4 fruit I have, what, 24 chance getting right. It's even skill point lucky. And someone unlucky I am, I see getting past stage 6 ever....",Positive,0.08779761904761904,0.6523809523809524
+Fruit Ninja®,Why game need access photos? Why close I deny access? My daughter wants chip fruit.,Negative,-0.1,0.25
+Fruits Bomb,"This great game I arrived Fruits Castle, level 19. At top screen, screen displays 25 bread slices collected item. I remove item game board fine. However, I never remove bread, screen always shows I 3 bread slices find, even though bread slices left screen. I actually counted bread slices board I began game. There 22 bread slices instead 25, hence possible error programming? Could someone fix problem? This great game, would shame delete game due glitch.",Positive,0.03012820512820514,0.45961538461538465
+Fruits Bomb,Level 2-19 bug clear level game recognize way advance. Please fix would great game.,Positive,0.024999999999999994,0.4833333333333333
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,"Intrusive adds, poor volume. Not challenging enough me. Too easy me.",Negative,-0.05416666666666667,0.7333333333333334
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Thank much game. Gaves clear mine l playing. Other people like game relax,Negative,-0.20625,0.3895833333333333
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,This first time ever playing game. And I'm finding truly suits mode playing video games. I would highly recommend age group.,Positive,0.003333333333333327,0.42444444444444446
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,I think cool game play,Negative,-0.025000000000000022,0.525
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,"Too many long ads. Cannot tap out. Too bad, cute game.",Negative,-0.02999999999999997,0.5933333333333333
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,I like much,Positive,0.2,0.2
+Fruits Bomb,I HATE IT,Negative,-0.8,0.9
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Full time pass,Positive,0.35,0.55
+Fruits Bomb,Need update please,Neutral,0.0,0.0
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Too easy move wrong way,Negative,-0.033333333333333326,0.8666666666666667
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Good nice game,Positive,0.29999999999999993,0.6666666666666666
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,", I game device I love",Positive,0.04999999999999999,0.5
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,It's GREAT way relax enjoy time.,Positive,0.6000000000000001,0.625
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Too many ads,Positive,0.5,0.5
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,"This great game I arrived Fruits Castle, level 19. At top screen, screen displays 25 bread slices collected item. I remove item game board fine. However, I never remove bread, screen always shows I ... Full Review",Positive,0.2111111111111111,0.5166666666666666
+Fruits Bomb,Level 2-19 bug clear level game recognize way advance. Please fix would great game.,Positive,0.024999999999999994,0.4833333333333333
+Fruits Bomb,"It good time pass, also many ads; made delete game.",Positive,0.26666666666666666,0.5
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Thank much game. Gaves clear mine l playing. Other people like game relax,Negative,-0.20625,0.3895833333333333
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,This first time ever playing game. And I'm finding truly suits mode playing video games. I would highly recommend age group.,Positive,0.003333333333333327,0.42444444444444446
+Fruits Bomb,I'm sure. It seems I'm over.,Positive,0.5,0.8888888888888888
+Fruits Bomb,Good game always kept busy,Positive,0.1333333333333333,0.43333333333333335
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Its good game play.,Positive,0.14999999999999997,0.5
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,I really dislike ads,Positive,0.2,0.2
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,I HATE IT,Negative,-0.8,0.9
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Need update please,Neutral,0.0,0.0
+Fruits Bomb,It lags sometimes,Neutral,0.0,0.0
+Fruits Bomb,Too easy move wrong way,Negative,-0.033333333333333326,0.8666666666666667
+Fruits Bomb,Very good game,Positive,0.25499999999999995,0.5900000000000001
+Fruits Bomb,Colorful I like,Positive,0.3,0.4
+Fruits Bomb,Addicted game.,Negative,-0.4,0.5
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Good nice game,Positive,0.29999999999999993,0.6666666666666666
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,", I game device I love",Positive,0.04999999999999999,0.5
+Fruits Bomb,Good time pass,Positive,0.7,0.6000000000000001
+Fruits Bomb,I like style. Whereas tough interesting,Positive,0.05555555555555555,0.6666666666666667
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,It's GREAT way relax enjoy time.,Positive,0.6000000000000001,0.625
+Fruits Bomb,Ads r much,Positive,0.2,0.2
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,It plays do.....,Neutral,0.0,0.0
+Fruits Bomb,Nice...,Positive,0.6,1.0
+Fruits Bomb,It's juicy fun colour full game,Positive,0.0833333333333333,0.3833333333333333
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,It's addictive fun play.,Positive,0.15,0.55
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Excellent game,Positive,0.3,0.7
+Fruits Bomb,Excellent game play level vise,Positive,0.3,0.7
+Fruits Bomb,It good go head,Positive,0.7,0.6000000000000001
+Fruits Bomb,Gud game,Negative,-0.4,0.4
+Fruits Bomb,Funny game,Negative,-0.07500000000000001,0.7
+Fruits Bomb,Awesome,Positive,1.0,1.0
+Fruits Bomb,I love,Positive,0.5,0.6
+Fruits Bomb,It's challenging!!,Positive,0.78125,1.0
+Fruits Bomb,Great game worth,Positive,0.2333333333333333,0.4166666666666667
+Fruits Bomb,VERY GOOD FUN GAME,Positive,0.26999999999999996,0.46000000000000013
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,3love,Neutral,0.0,0.0
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,fun,Positive,0.3,0.2
+Fruits Bomb,Sweet!,Positive,0.4375,0.65
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Good Game Thank.,Positive,0.14999999999999997,0.5
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Gooo,Neutral,0.0,0.0
+Fruits Bomb,Ok,Positive,0.5,0.5
+Fruits Bomb,Popat,Neutral,0.0,0.0
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Nice see,Positive,0.6,1.0
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Good time pass,Positive,0.7,0.6000000000000001
+Fruits Bomb,Hours awesome fun,Positive,0.65,0.6
+Fruits Bomb,Good I love,Positive,0.6,0.6000000000000001
+Fruits Bomb,Very good game,Positive,0.25499999999999995,0.5900000000000001
+Fruits Bomb,Good time pass,Positive,0.7,0.6000000000000001
+Fruits Bomb,A nice game,Positive,0.09999999999999998,0.7
+Fruits Bomb,Nice game,Positive,0.09999999999999998,0.7
+Fruits Bomb,I love game,Positive,0.04999999999999999,0.5
+Fruits Bomb,Very nice game,Positive,0.19,0.7
+Fruits Bomb,This fantastic game,Neutral,0.0,0.65
+Fruits Bomb,I love game,Positive,0.04999999999999999,0.5
+Fruits Bomb,Best game ever,Positive,0.3,0.35
+Fruits Bomb,Good game,Positive,0.14999999999999997,0.5
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,nan,nan,nan,nan
+Fruits Bomb,Easy-to-use &funny,Positive,0.25,1.0
+Fruits Bomb,It's cool.,Positive,0.35,0.65
+Fruits Bomb,I love it.,Positive,0.5,0.6
+Fruits Bomb,It's cool,Positive,0.35,0.65
+Fruits Bomb,FUN!,Positive,0.375,0.2
+Fruits Bomb,Good,Positive,0.7,0.6000000000000001
+Fuelio: Gas log & costs,Costs impact Average cost per kilometer Average cost per day. It should. Expense fuel. Average cost per kilometer Statistics Cost stats equal. They be.,Negative,-0.11249999999999999,0.3625
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Hi developer possible add consumption unit like litre/km?,Neutral,0.0,1.0
+Fuelio: Gas log & costs,Is better fuel cost update automatically contery. Expl malaysia.. fuel price change every week..,Positive,0.5,0.5
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Excellent I using Honda connect previously.It beats everything hands down.,Positive,0.4222222222222222,0.6444444444444445
+Fuelio: Gas log & costs,Its useful comfortable monitor vehicles regularly..,Positive,0.2333333333333333,0.2923076923076923
+Fuelio: Gas log & costs,Fantastic,Positive,0.4,0.9
+Fuelio: Gas log & costs,"Outstanding, high quality app, free. There intrusive ads, fact I can't remember seeing advertising. No paywalled features reduce core usage, I even noticed anything hidden behind paywall. That's feature rich free is..",Positive,0.1811904761904762,0.6854761904761905
+Fuelio: Gas log & costs,"This seriously great. Well deserved 5 star review. It's reliable, gets constant updates, tons options 3 years I've using it, able find flaw. Only thing I'd like see dark theme amoled, that's nitpicking.",Positive,0.23000000000000004,0.6216666666666666
+Fuelio: Gas log & costs,Great recurrence cost options one-time / monthly? E.g. I typically pay insurance twice year. Cost stats - Average cost per kilometer take account odometer values costs. I've added second car adding known maintenance costs odomete... Full Review,Positive,0.16666666666666669,0.44000000000000006
+Fuelio: Gas log & costs,"Minimalist design makes easy see what's going on, data I've wanted available menus. And annoying adds. Really can't ask anything better.",Positive,0.14666666666666667,0.5666666666666667
+Fuelio: Gas log & costs,Best keep costs saved. Everything backed + ads. Keep way!,Positive,1.0,0.3
+Fuelio: Gas log & costs,"I hope people Philippines app. Before using app, I could barely keep track cost operating motorcycle. Since then, I able see maintenance costs, gas mileage, etc.",Positive,0.275,0.3625
+Fuelio: Gas log & costs,"Such great app. Shouldn't free, I'm good",Positive,0.47500000000000003,0.6625
+Fuelio: Gas log & costs,Come back edit review. The developer added E20 app. Now best fuel log ever.,Positive,0.5,0.15
+Fuelio: Gas log & costs,"It shows important info's extra added features need maintain rides. Hope c get perks it, regularly.",Positive,0.13333333333333333,0.3923076923076923
+Fuelio: Gas log & costs,"Nice easy use, track consumption, nest interface .",Positive,0.5166666666666666,0.9166666666666667
+Fuelio: Gas log & costs,"Love app.works great. Needs support though, tried finding lost vehicle logs cant find helpline?",Positive,0.65,0.675
+Fuelio: Gas log & costs,Was great I reseted phone. No cloud sync 2017? Or even automatic backup default?,Positive,0.8,0.75
+Fuelio: Gas log & costs,FREE + No annoying ADS = excellent commitment,Positive,0.6,0.9
+Fuelio: Gas log & costs,"Best fuel log I've found, love auto backs data cloud",Positive,0.75,0.44999999999999996
+Fuelio: Gas log & costs,"What I say, Does says.",Neutral,0.0,0.0
+Fuelio: Gas log & costs,Very useful monitoring fuel efficiency summary expenses. Thank app.,Positive,0.39,0.0
+Fuelio: Gas log & costs,Great app! Keeps track everything I want more.,Positive,0.75,0.625
+Fuelio: Gas log & costs,Excellent App. Thanks Guys keep good work. This winner App.,Positive,0.6333333333333333,0.6
+Fuelio: Gas log & costs,Exactly described. Please bring live fuel prices India,Positive,0.19318181818181818,0.375
+Fuelio: Gas log & costs,Very useful tracking much fuel much spend fuel.,Positive,0.26333333333333336,0.13333333333333333
+Fuelio: Gas log & costs,No petrol log,Neutral,0.0,0.0
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Keeps track ny car history! Works great,Positive,0.8,0.75
+Fuelio: Gas log & costs,Easy use. Keeps track fuel consumption fuel economy.,Positive,0.43333333333333335,0.8333333333333334
+Fuelio: Gas log & costs,Great . Would good sync 3 Ford,Positive,0.75,0.675
+Fuelio: Gas log & costs,Great simple offers lot stats,Positive,0.3,0.36904761904761907
+Fuelio: Gas log & costs,Simple easy use. Best fuel monitoring.,Positive,0.4777777777777778,0.49682539682539684
+Fuelio: Gas log & costs,Good memory cost car used.,Positive,0.7,0.6000000000000001
+Fuelio: Gas log & costs,Great keep mileage check,Positive,0.8,0.75
+Fuelio: Gas log & costs,Awesome app! Very detailed. Thanks,Positive,0.5733333333333334,0.7250000000000001
+Fuelio: Gas log & costs,Great log. Saves data Google .,Positive,0.8,0.75
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Very useful easy use.,Positive,0.4116666666666667,0.4166666666666667
+Fuelio: Gas log & costs,Helpful app. Thanks guys,Positive,0.2,0.2
+Fuelio: Gas log & costs,Such great app!,Positive,0.5,0.625
+Fuelio: Gas log & costs,A great help!,Positive,1.0,0.75
+Fuelio: Gas log & costs,Really easy use.,Positive,0.43333333333333335,0.8333333333333334
+Fuelio: Gas log & costs,easy use.,Positive,0.43333333333333335,0.8333333333333334
+Fuelio: Gas log & costs,Nice App!!,Positive,0.9375,1.0
+Fuelio: Gas log & costs,Recommended,Neutral,0.0,0.0
+Fuelio: Gas log & costs,Feul good,Positive,0.7,0.6000000000000001
+Fuelio: Gas log & costs,Best Application everyone,Positive,1.0,0.3
+Fuelio: Gas log & costs,Easy,Positive,0.43333333333333335,0.8333333333333334
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Excellent,Positive,1.0,1.0
+Fuelio: Gas log & costs,Perfect,Positive,1.0,1.0
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Works well tracking gas mileage. Haven't used maintenance. Only recommended improvement get gas stations listed. Several stations I listed. Would cool merge Gas Buddy.,Positive,0.11666666666666665,0.5499999999999999
+Fuelio: Gas log & costs,"I've fuel tracking Fuelio emerged best me. It's really easy add new entries quickly see mpg results. I also really like calculators; useful working much trip cost, really complete journey without needing refuel!! Lots great features still remains easy use.",Positive,0.39926136363636366,0.44712121212121214
+Fuelio: Gas log & costs,Updated review: developers great job new features. But fuelio running background? Why trying connect Amazon cloud time time? Maybe ads coming Amazon. My firewall keeps showing Amazon server requests app. I suggest add buy sell price. And TCO calculated easily.,Positive,0.45656565656565656,0.6792929292929294
+Fuelio: Gas log & costs,"Great track fuel efficiency costs, info etc. Love design importantly ad-free. Kudos team great product.",Positive,0.625,0.775
+Fuelio: Gas log & costs,Works great! I wish estimated next time need refuel be. If could I'd give 5 stars.,Positive,0.5,0.375
+Fuelio: Gas log & costs,Bought first new car 2016 keeping track fuel consumption services. Works perfect!,Positive,0.4621212121212121,0.5959595959595959
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Awesome far best category play store.,Positive,0.7000000000000001,0.7666666666666666
+Fuelio: Gas log & costs,It's easy simply awesome app. Shows stats needed,Positive,0.7166666666666667,0.9166666666666667
+Fuelio: Gas log & costs,This best fuel log mtce reminder Android long way thank you.,Positive,0.475,0.35
+Fuelio: Gas log & costs,How possible I signed new mobile phone I lost back Google Drive???,Positive,0.04545454545454545,0.48484848484848486
+Fuelio: Gas log & costs,"I keep track 68 Chevelle, Easy use, back cloud.",Positive,0.21666666666666667,0.4166666666666667
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Great get gas,Positive,0.8,0.75
+Fuelio: Gas log & costs,Practical keep eye fuel consumption,Neutral,0.0,0.0
+Fuelio: Gas log & costs,It just works well. No fuss,Neutral,0.0,0.0
+Fuelio: Gas log & costs,Better MOST ones store,Positive,0.5,0.5
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Okay,Positive,0.5,0.5
+Fuelio: Gas log & costs,Perfect!,Positive,1.0,1.0
+Fuelio: Gas log & costs,Very useful,Positive,0.39,0.0
+Fuelio: Gas log & costs,The best,Positive,1.0,0.3
+Fuelio: Gas log & costs,Great,Positive,0.8,0.75
+Fuelio: Gas log & costs,Perfect,Positive,1.0,1.0
+Fuelio: Gas log & costs,Forgive feature already exists I can't find it. I want reminders give notification system pull bar due.,Negative,-0.125,0.375
+Fuelio: Gas log & costs,"A great app, I'm sure ""nearby"" prices - Brazil bit far travel Australia! Other that, really great app.",Positive,0.42000000000000004,0.7527777777777778
+Fuelio: Gas log & costs,"Lost data somehow, I using month, back I never lose data unexpectedly. So planning back data",Positive,0.03333333333333333,0.3333333333333333
+Fuelio: Gas log & costs,"I (so far) tracking gas mileage/costs. I used math hand, makes much faster.",Positive,0.15000000000000002,0.6
+Fuelio: Gas log & costs,"A visually simple strong, clean interface. Has tracking info (if all) people would need. I would definitely recommend it.",Positive,0.2,0.5726190476190476
+Fuelio: Gas log & costs,Having issues finding local gas stations US. It always focuses Brazil It never finds local matter,Neutral,0.0,0.0
+Fuelio: Gas log & costs,It keeps habit tracking much I paid gas/repairs. My budget much precise now. :),Positive,0.3666666666666667,0.6666666666666666
+Fuelio: Gas log & costs,The absolute best comes simplicity meeting functionality. Does great job ads disturb,Positive,0.6666666666666666,0.65
+Fuelio: Gas log & costs,he does not know how to listen to the gossip. costs summed total statistics,Neutral,0.0,0.75
+Fuelio: Gas log & costs,It helpful difficult lot menus.,Negative,-0.5,1.0
+Fuelio: Gas log & costs,The saved pictures show re-opening app.,Neutral,0.0,0.0
+Fuelio: Gas log & costs,Sometimes l/km working well,Neutral,0.0,0.0
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Great useful tracking consumption expense fuel.,Positive,0.55,0.375
+Fuelio: Gas log & costs,It need. Multi vehicles,Neutral,0.0,0.0
+Fuelio: Gas log & costs,nan,nan,nan,nan
+Fuelio: Gas log & costs,Great plenty features!,Positive,1.0,0.75
+Fuelio: Gas log & costs,Great. Useful tracking expenses consumption.,Positive,0.55,0.375
+Fuelio: Gas log & costs,Need provide customisation,Neutral,0.0,0.0
+Fuelio: Gas log & costs,Very good!,Positive,1.0,0.7800000000000001
+Full Screen Caller ID,"I like much using years phone phone (full pro version).. But currently upgrading galaxy s7 edge 8 Oreo, start crashing stop working. Looks like needs major compatibility upgrade.",Positive,0.153125,0.4125
+Full Screen Caller ID,I liked much. But problems.That's going seen going call.,Positive,0.4,0.5
+Full Screen Caller ID,At point time I bought ad free version I took phone thinking maybe would work I decided put back though I got ads I ad-free,Positive,0.2,0.4
+Full Screen Caller ID,nan,nan,nan,nan
+Full Screen Caller ID,The answer button working galaxy s9 anymore,Neutral,0.0,0.0
+Full Screen Caller ID,Doesnt work Galaxy s8 Oreo.,Neutral,0.0,0.0
+Full Screen Caller ID,Hangs disconnecting call,Neutral,0.0,0.0
+Full Screen Caller ID,Very nice,Positive,0.78,1.0
+Full Screen Caller ID,Great works great,Positive,0.8,0.75
+Full Screen Caller ID,Not working vivo max 3,Neutral,0.0,0.0
+Full Screen Caller ID,Need make themes,Neutral,0.0,0.0
+Full Screen Caller ID,I like app.,Neutral,0.0,0.0
+Full Screen Caller ID,nan,nan,nan,nan
+Full Screen Caller ID,Nice us full,Positive,0.475,0.775
+Full Screen Caller ID,Super nice,Positive,0.4666666666666667,0.8333333333333333
+Full Screen Caller ID,Bast,Neutral,0.0,0.0
+Full Screen Caller ID,"Love it,like",Positive,0.5,0.6
+Full Screen Caller ID,Nice,Positive,0.6,1.0
+Full Screen Caller ID,Nice,Positive,0.6,1.0
+Full Screen Caller ID,Love,Positive,0.5,0.6
+Full Screen Caller ID,Awesome,Positive,1.0,1.0
+Full Screen Caller ID,Superb,Positive,1.0,1.0
+Full Screen Caller ID,good,Positive,0.7,0.6000000000000001
+Full Screen Caller ID,Excellent,Positive,1.0,1.0
+Full Screen Caller ID,nan,nan,nan,nan
+Full Screen Caller ID,nan,nan,nan,nan
+Full Screen Caller ID,SAMSUNG GALAXY S8+. USED THIS FOR MANY YEARS & IT'S FINE WITH DEFAULT MESSAGES BUT RECENTLY SWITCHED TO FACEBOOK/MESSENGER AND THIS DOESN'T WORK WITH IT. JUST GET A BLANK SCREEN WHICH IS A SHAME.,Positive,0.22916666666666669,0.3125
+Full Screen Caller ID,"Was slow froze tried change picture contact. The overlayed entire screen anything, even turning off. Should get negative stars.",Negative,-0.20000000000000004,0.4749999999999999
+Full Screen Caller ID,nan,nan,nan,nan
+Full Screen Caller ID,"I need refund back ksh 508.33,i paid cant pro key,this stealing yet cost ksh 507",Neutral,0.0,0.0
+Full Screen Caller ID,"Application OK. Need little improvements. 1. There option/feature ""Reject call SMS"". Please provide feature. 2. Speaker working. After taping speaker icon, sound. This optimized. 3. There option/feature available select photos Unknown numbers. Please also provide feature. *Tested Vivo Y69, Android version 7.0. Thanks",Positive,0.2020833333333333,0.43333333333333335
+Full Screen Caller ID,nan,nan,nan,nan
+Full Screen Caller ID,My phone samsung j7 6.1 version phone call accepted Pls reply,Neutral,0.0,0.0
+Full Screen Caller ID,Superb I really like I many aaps working properly I found I happy nice job HD caller,Positive,0.5166666666666667,0.6333333333333333
+Full Screen Caller ID,Old dialer comes back making phone call,Positive,0.05,0.1
+Full Screen Caller ID,nan,nan,nan,nan
+Full Screen Caller ID,"Loved app, even bought pro version, new galaxy s8 cannot answer calls anymore! Please fix :(",Positive,0.040151515151515126,0.7515151515151516
+Full Screen Caller ID,Not yet I believe good.,Positive,0.7,0.6000000000000001
+Full Screen Caller ID,nan,nan,nan,nan
+Full Screen Caller ID,nan,nan,nan,nan
+Fun Kid Racing,Absolutely nothing advertisements.. Pathetic.,Negative,-0.4,0.95
+Fun Kid Racing,It fun kids.,Positive,0.3,0.2
+Fun Kid Racing,nan,nan,nan,nan
+Fun Kid Racing,I think children improve driving,Neutral,0.0,0.0
+Fun Kid Racing,Downloaded child play it. So many ads completely unplayable. Total joke.,Positive,0.033333333333333326,0.65
+Fun Kid Racing,My two year old love IT. My 8year old loves,Positive,0.2333333333333333,0.3333333333333333
+Fun Kid Racing,This game amazing game best game world good control graphic super good game,Positive,0.17333333333333334,0.5066666666666666
+Fun Kid Racing,Add Spam. Adds everywhere... This makes game unplayable.,Negative,-0.4,0.55
+Fun Kid Racing,You may want make new version,Positive,0.13636363636363635,0.45454545454545453
+Fun Kid Racing,Too many ads. Instantly uninstalled,Positive,0.25,0.5833333333333333
+Fun Kid Racing,Everyone enjoy game,Neutral,0.0,0.45
+Fun Kid Racing,It's good yonger children,Positive,0.7,0.6000000000000001
+Fun Kid Racing,nan,nan,nan,nan
+Fun Kid Racing,So many ads.. Made worth download...,Positive,0.4,0.3
+Fun Kid Racing,brother like game much,Negative,-0.1,0.30000000000000004
+Fun Kid Racing,It's really good,Positive,0.7,0.6000000000000001
+Fun Kid Racing,I like keep home,Neutral,0.0,0.0
+Fun Kid Racing,Too much ads,Positive,0.2,0.2
+Fun Kid Racing,nan,nan,nan,nan
+Fun Kid Racing,nan,nan,nan,nan
+Fun Kid Racing,Awesome kids,Positive,1.0,1.0
+Fun Kid Racing,This game awesome,Positive,0.3,0.7
+Fun Kid Racing,nan,nan,nan,nan
+Fun Kid Racing,Epic Lol,Positive,0.45,0.55
+Fun Kid Racing,Good Only child's,Positive,0.35,0.8
+Fun Kid Racing,Beautiful game,Positive,0.22499999999999998,0.7
+Fun Kid Racing,LOVING IT!,Positive,0.75,0.95
+Fun Kid Racing,nan,nan,nan,nan
+Fun Kid Racing,Its good,Positive,0.7,0.6000000000000001
+Fun Kid Racing,Adsssssssss,Neutral,0.0,0.0
+Fun Kid Racing,It good,Positive,0.7,0.6000000000000001
+Fun Kid Racing,Nice E Nice,Positive,0.6,1.0
+Fun Kid Racing,Nice,Positive,0.6,1.0
+Fun Kid Racing,bad because 10000 ads lag dangerous,Negative,-0.6499999999999999,0.7833333333333333
+Fun Kid Racing,nan,nan,nan,nan
+Fun Kid Racing,Coerces children ads... over... over... over.,Neutral,0.0,0.0
+Fun Kid Racing,The best game world,Positive,0.3,0.35
+Fun Kid Racing,This game good kids,Positive,0.14999999999999997,0.5
+Fun Kid Racing,Way many ads,Positive,0.5,0.5
+Fun Kid Racing,It's good idea,Positive,0.7,0.6000000000000001
+Fun Kid Racing - Motocross,"Why like exist playstore?! Does Google even review apps? F$#""king Ads everywhere shi&#ty game!",Negative,-0.5,0.4
+Fun Kid Racing - Motocross,We loved game especially little brother . Thumbs,Negative,-0.025000000000000022,0.7333333333333334
+Fun Kid Racing - Motocross,£104 unlock content?! Bloody trap!!! Absolutely disgusting,Negative,-1.0,0.95
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,Too many ads. Kids lose interest second add,Positive,0.25,0.25
+Fun Kid Racing - Motocross,This game fantastic good game,Positive,0.07499999999999998,0.5750000000000001
+Fun Kid Racing - Motocross,It amazing I've,Positive,0.6000000000000001,0.9
+Fun Kid Racing - Motocross,My 4yr old loves it.,Positive,0.1,0.2
+Fun Kid Racing - Motocross,It best racing game,Positive,0.3,0.35
+Fun Kid Racing - Motocross,EVERY TIME AFTER A RACE THERE IS AN AD. DO NOT DOWNLOAD!,Neutral,0.0,0.0
+Fun Kid Racing - Motocross,I got new Fzhsdjh,Positive,0.13636363636363635,0.45454545454545453
+Fun Kid Racing - Motocross,Why game need access fluke,Negative,-0.4,0.4
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,Cool game Kids +4,Negative,-0.025000000000000022,0.525
+Fun Kid Racing - Motocross,It great time killer,Positive,0.8,0.75
+Fun Kid Racing - Motocross,I like game home,Negative,-0.4,0.4
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,Sure Game,Positive,0.04999999999999999,0.6444444444444444
+Fun Kid Racing - Motocross,Ride ing dirt bikes fun,Positive,0.3,0.2
+Fun Kid Racing - Motocross,It's great game played,Positive,0.2,0.575
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,Best game ever played,Positive,0.3,0.35
+Fun Kid Racing - Motocross,game good time killer,Positive,0.14999999999999997,0.5
+Fun Kid Racing - Motocross,This ga awesome,Positive,1.0,1.0
+Fun Kid Racing - Motocross,Zammy liked,Positive,0.6,0.8
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,Nice love it!,Positive,0.6125,0.8
+Fun Kid Racing - Motocross,Rcg,Neutral,0.0,0.0
+Fun Kid Racing - Motocross,Is Good game,Positive,0.14999999999999997,0.5
+Fun Kid Racing - Motocross,iI Love game,Positive,0.04999999999999999,0.5
+Fun Kid Racing - Motocross,love good,Positive,0.6,0.6000000000000001
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,Great,Positive,0.8,0.75
+Fun Kid Racing - Motocross,nan,nan,nan,nan
+Fun Kid Racing - Motocross,It's good,Positive,0.7,0.6000000000000001
+Fun Kid Racing - Motocross,I like motorcycle,Neutral,0.0,0.0
+Fun Kid Racing - Motocross,Even name Natalie I'm still tomboy game awesome!,Positive,0.3,0.7
+Funny Alarm Clock Ringtones,"Their lovely beautiful sound,I love rooster I living country I Clock's Roosters alway waked every morning. Really Really missed sounds appreciate share. !",Positive,0.525,0.6375000000000001
+Funny Alarm Clock Ringtones,"Nice choice sounds chickens sounds incl. irate southern mother. If she'd mine, I'd outta bed yelled me!",Positive,0.3,0.5
+Funny Alarm Clock Ringtones,"It definitely works!!! Only problem. The alarm works fine, get 6:00 am, need go sleep, way 3:00 am, night before, alarm, definitely wake up, long get up, keep hitting snooze button!!!",Positive,0.06380208333333334,0.58
+Funny Alarm Clock Ringtones,"Thought I would like it, loved it,kids loved it, wake ,come on, set wakeup. That work. But makes great toy!!! mable Creator learn check (my alarm clock).",Positive,0.7999999999999999,0.7833333333333333
+Funny Alarm Clock Ringtones,Hate it. First time slept 3 years. The alarm never went off. There's f-ing adds ever second. Its terrible.,Negative,-0.3875,0.5583333333333333
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,Horrible! Sound quality like 3 year old took toy recorder made recordings. Do NOT install! Its GARBAGE! Lowest quality recordings EVER!,Negative,-0.13489583333333333,0.5333333333333333
+Funny Alarm Clock Ringtones,I think hilarious! Anyone using surely wake smile face.,Positive,0.47500000000000003,0.662962962962963
+Funny Alarm Clock Ringtones,So far good cool beans see louder morning dog takes meds seizures normal alarm loud enough,Positive,0.19285714285714284,0.6
+Funny Alarm Clock Ringtones,"Super cute, work. Tried setting multiple times, even 1 min only, still work. So sad cause I love sounds.",Positive,0.13888888888888887,0.7111111111111111
+Funny Alarm Clock Ringtones,"Way many ads, many useful features... still,the ads killer (3 1-2 minutes!).",Positive,0.4583333333333333,0.3333333333333333
+Funny Alarm Clock Ringtones,Reloaded three times...... The ADS work great..... Too Bad Alarms don't! Free worth everything ya pay for..... NOTHING!,Positive,0.17500000000000007,0.5791666666666667
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,ringtone I choose Mama's angry hilarious. It's loud funny it'll make smile laugh wake job!,Positive,0.1708333333333333,0.6666666666666666
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,I spent half hour trying get alarm work made install bunch games end still would work I deleting stupid games made install waste time.,Negative,-0.31666666666666665,0.31666666666666665
+Funny Alarm Clock Ringtones,Could set default ring tone alarm. Couldn't see save. Confusing.,Negative,-0.3,0.4
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,"I thought go off, 12 hours said set, went clear way delete alarm.",Positive,0.10000000000000002,0.3833333333333333
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,I set alarm work .asked coins.said free lies...,Positive,0.4,0.8
+Funny Alarm Clock Ringtones,Not sure yet found I like I wait till morning,Negative,-0.25,0.8888888888888888
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,Angry mother funny f.funny listen,Negative,-0.125,1.0
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,Kind alarms annoy sleeping friends get butt bed. Makes people laugh want chase you!,Positive,0.4875,0.5
+Funny Alarm Clock Ringtones,"It loud enough wake ,expecially rooster sound remind me, childhood time farm .",Positive,0.16666666666666666,0.5666666666666668
+Funny Alarm Clock Ringtones,That evil phone almost traded 700$ phone finaly fixed thank got phone,Negative,-0.45,0.6
+Funny Alarm Clock Ringtones,I like got little bit everything especially come come get funny annoying Bobby Schwartz,Negative,-0.184375,0.85
+Funny Alarm Clock Ringtones,Pretty cool ringtones. Even makes u laugh times.,Positive,0.3,0.5833333333333334
+Funny Alarm Clock Ringtones,This grandkids laugh crying hear chicken DJ.....toooo funny beat banggin,Negative,-0.0625,0.6625
+Funny Alarm Clock Ringtones,It's funny. The sounds rooster sends back many years. When I woke morning.,Positive,0.25,0.5
+Funny Alarm Clock Ringtones,If u wake already dead!,Negative,-0.25,0.4
+Funny Alarm Clock Ringtones,Way many ads lock everything way long. Good sounds though.,Positive,0.3833333333333333,0.5
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Alarm Clock Ringtones,nan,nan,nan,nan
+Funny Pics,"I've 5 years now, I've paid twice, first things I I get new phone. It shows funny pictures memes simple easy understand format. If community big deal interactive full unique inside jokes. Get it.",Positive,0.22433712121212124,0.5785443722943723
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,"This great phone. It runs well there. Although running tablet, I experience glitching. The screen would freeze glitch. When trying exit remain funnypics wont let anything I restart tablet. It little frustrating I manage without I get new phone. This fun",Positive,0.1297727272727273,0.5609090909090909
+Funny Pics,The suddenly stopped working I emailed got response anyone wanting know Thank emailing us. Unfortunately currently experiencing server issues. We thank patience work resolving issues quickly possible. - StuckPixel Support,Neutral,0.0,0.6333333333333333
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,"FUNNY PICS, LET ME LOG IN DAMNIT. I CAN'T LET PEOPLE KNOW IF THEIR MEMES ARE DANK OR TRASH IF I CAN'T LOG IN. That said, I keep getting either ""can't resolve host"" ""user exist"". Please fix",Positive,0.25,1.0
+Funny Pics,The ads ridiculous. I've using years occasionally would pop ads never bad. Every time I try get opens redirects spam website. If treat free users I'll never give dime.,Positive,0.10416666666666666,0.6479166666666667
+Funny Pics,"Love app, open phone. I've tried uninstalling reinstalling, turning phone off, couple tricks, opens none pictures really formatting things show up. Any suggestions?",Positive,0.2333333333333333,0.43333333333333335
+Funny Pics,"Feeling sad? Lonely? Well Funny Pics cheer up, singular best community around. It's good bad/unfunny pictures become funniest. You'll literally saving (thumbing up) really unfunny pictures comments them!",Positive,0.26666666666666666,0.6333333333333334
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,"I love app, I using since I freshman highschool, recently I'm sure how..I banned something? I'm sure I do. I recommend bad time. This community around lift spirts make smile.",Positive,0.22000000000000003,0.6288888888888888
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,"Used love app. Recently, virus pop-ups started taking open. It launches, blank screen.",Positive,0.125,0.3375
+Funny Pics,"For past week, maybe longer, keeps trying open pdf file. It keeps failing, I would like know happening first place. First virus ridden ads, this. Simply inexcusable. Edit 12/6: virus ads back, ones volume ignore phone settings. Amazing. Uninstalling.",Positive,0.12142857142857144,0.38197278911564625
+Funny Pics,nan,nan,nan,nan
+Funny Pics,Big fan app. Not community least toxic I ever seen also content great every update memes screened reach recent almost guarantee good laugh time. And enough competitive leader board system rewarding updates regularly keep refreshed. This top used I promise Funnypics disappoint.,Positive,0.25,0.42769230769230776
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,"Jamal store. Retoast more. Is politics funny? You betcha honey. Mesmerizing gifs, teapots101s gift. Community leans little right. Leftist gonna fight. But app...it aight.",Positive,0.1830357142857143,0.6392857142857143
+Funny Pics,nan,nan,nan,nan
+Funny Pics,"Hey Stuck Pixel, y'all got jokes! Hats could frightening Halloween prank committed today! Now bring back pics, I'm dying here!",Negative,-0.3125,0.5
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,"I love app, community cool funny.. work anymore I think update rolled :( please fix it, I can't view content wont let sign back in.",Positive,0.07000000000000002,0.65
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,"Love using since came early days iOS loving since. But I gave 3 stars cuz suddenly stopped working 10/31/17, please fix; anxiety getting best without app.",Positive,0.44000000000000006,0.5299999999999999
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Pics,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Quotes Free,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Funny Ringtones,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Futbol24,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,"I LOVE DIS GAME!!!! It's taking care animals owning forest, first someone help along way, I'm gonna explain All but, like animals, decorating, game!!! P.S I DON'T LIKE EITHER AND I LOVE THIS GAME DOWNLOAD IT NOWWWWWW",Negative,-0.15130208333333334,0.45555555555555555
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,"I'll say, amazing game! I love animals, story, basically everything! I'm impressed- You yourself? It must taken long time! I tell worked hard! Thanks much taking time make game us players!",Positive,0.13310185185185183,0.5157407407407407
+Fuzzy Seasons: Animal Forest,"Keeps clicking, making difficult put away close. What missing sort customization ability...something monotonous swiping back n forth pet, tapping talk/get hearts, moving forward month clicking hourglass, entering quick contests.. .etc. Speaking of, contests mini games, give another small thing n thère, given little explanatoon S play games. And quick. So can't even really figure watching players. And certainly self explanatory. I would suggest adding detailed instructions play them.",Positive,0.034345238095238095,0.4471428571428572
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,v cute. If like art style u like game. One problem though I wish I could control volume music instead turning on.,Positive,0.04999999999999999,0.7
+Fuzzy Seasons: Animal Forest,This fantastic! I love much. Thanks developing amazing relaxed game. Can't believe make cause this's really make day!,Positive,0.27499999999999997,0.5333333333333333
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,It cute I actually sad time fox graduate get attached characters. Over good game Niro's comments begging questionable borderline inappropriate though I think reword good job. Will continue play game!,Negative,-1.586032892321652e-17,0.7142857142857143
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,"This game relaxing???? Usually get bored kind game, graphics cute, music chill (preferring Happy Fox) really fun mini games! Over I loved this! I'd love able support Dev!",Positive,0.24772727272727274,0.6522727272727272
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,"Its cute game solid mechanics. Collecting cards little time consuming, horribly so. Great job developer!",Positive,0.1825,0.55
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,I started game cause cute. By time I got end tutorial I oddly found teary eyed. I love,Positive,0.10833333333333334,0.5625
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,"Adorable, fun full personality, game gives cute fun things do, goes slower pace get overwhelmed. Great gamers super busy schedule!",Positive,0.31203703703703706,0.5629629629629629
+Fuzzy Seasons: Animal Forest,nan,nan,nan,nan
+Fuzzy Seasons: Animal Forest,"This cute game! The mini games keep interesting, intro little long. Would recommend casual gamers dreamed game nanopets thing.",Negative,-0.0910714285714286,0.5809523809523809
+Fuzzy Seasons: Animal Forest,"I see Fuzzy Seasons gets good reviews. The graphics adorable unique, gameplay easy learn, minigames fun. This game guaranteed give feels! So cute, please keep updating game! I'm looking forward seeing developer next. Love game!",Positive,0.16439393939393937,0.584848484848485
+Fuzzy Seasons: Animal Forest,"Really cute game, I run bugs problems all. Very relaxing.",Positive,0.09999999999999999,0.5666666666666667
+Fuzzy Seasons: Animal Forest,"It's awesome make updates, best! I've never played great sense... FOREVER!!!",Positive,1.0,0.6833333333333332
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,"GCloud great backup mobile device. You done wonderful job. However, I wish suggest options incorporated boost make GCloud work seamlessly. Ability able create, cut, copy, move edit folders within cloud highly recommended. Secondly, ability able select desired types folders backup cloud seriously desirable. Eg. say Video backup videos device without option select desired videos. We look forward positive response regards sir. Thank you.",Positive,0.32821548821548824,0.5391245791245791
+G Cloud Backup,"Have say saved day transferring phone another. It simple intuitive I decided keep soon, felt handle backups background additional confort. I would highly recommend ...",Positive,0.08,0.4485714285714285
+G Cloud Backup,"I love it! iPhones iCloud horrible, drama getting stuff gcloud. The phones I stolen damaged I still retrieve stuff them. Just fact!",Negative,-0.1875,0.8
+G Cloud Backup,"This dose work all. It said thing even that. This needs lot work. I would pay thing thing like this, look good.",Positive,0.7,0.6000000000000001
+G Cloud Backup,I used 2 years ago backed data. Now I try login says email registered. Please assist,Neutral,0.0,0.0
+G Cloud Backup,"G Cloud amazing could ever download! After downloading installing backup everything important like Documents, Pictures, never want lose. Even get whole new phone log G Cloud account restore everything backed downloaded new phone, Tablet Computer (Desktop Laptop)!!",Positive,0.33988636363636365,0.6418181818181818
+G Cloud Backup,Just wish I got long I I would lost precious photos more. This life saver.,Positive,0.31666666666666665,0.6333333333333333
+G Cloud Backup,Terrible! I went noticed backing cause I need connect charger wifi enough space stuff. Uninstalled! Look better people,Negative,-0.16666666666666666,0.6666666666666666
+G Cloud Backup,"Great backing whatever Google save need switch phones. It also keeps backed background (when charging) case phone breaks future. I like using except Google fact I'm saying good means average, I'm picky.",Positive,0.3375,0.46875
+G Cloud Backup,Thank GOD!!! I FINALLY stop losing Amazing Porn collection! I SO tired re-downloading nasty @$$ movies everytime rub out!Thanks Google!,Negative,-0.16249999999999998,0.8999999999999999
+G Cloud Backup,"G Cloud Team, good, slower similar apps. If improve speed, best. It fast want back restore.",Positive,0.38,0.38
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,Great using almost 2 year came know geekyranjit youtube... Really man n u r saved... From data loss..,Positive,0.5,0.475
+G Cloud Backup,"Very useful software need backing important documents cloud. If anything goes wrong smart phone, recover here. Not mistaken Google Drive, name could imply.",Positive,0.12607142857142858,0.6357142857142857
+G Cloud Backup,I paying $3.99 month unlimited storage keeps telling full... rip-off pay $3.99 unlimited storage even get gigabyte . I calling credit card company disputing charges canceling,Negative,-0.025000000000000022,0.525
+G Cloud Backup,"This favorite backup app. I always terrified lose children's pictures memories, G Cloud makes ferl safe still fingertips. Great interface, easy use.",Positive,0.5583333333333333,0.7708333333333334
+G Cloud Backup,This absolutely amazing I Love Love It!!!! It keeps worry sd card back photos files!!! Would recommend EVERYONE! I'm going son's phone get family plan soon I can!!!,Positive,0.525,0.525
+G Cloud Backup,This best back app. I've lost countless songs pictures I never get back broken phones. Thanks cloud 9,Positive,0.13333333333333333,0.23333333333333336
+G Cloud Backup,"How many times phone crashed lost pics??? I backed photos computer yesterday... Most lost reasons unknown... But THIS SAVED 6,017 photos... And worth every RED CENT!!! $3.99 unlimited storage!!!!! I Love YA CLOUD!!!!!! Missing pictures.... Looking now.... I see yet..... That would messed up. The reason I got I keep hooking phone computer...",Positive,0.2857142857142857,0.33571428571428574
+G Cloud Backup,Awesome app! Backup restore made easy. Transfer data flash wont suffer unnecessary clicks wait entire day!,Positive,0.2583333333333333,0.8395833333333333
+G Cloud Backup,Awesome!! Been 3 phones app. Easy backups. Cheap If wait deals. If doubt access partition.,Positive,0.6111111111111112,0.8444444444444444
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,Pretty good. The 100 GB free thing seems kinda bogus though since makes butt load stuff,Positive,0.45,0.8000000000000002
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,"There problem Auto Backup. Sometimes go weeks without Auto Backup even though I configured auto-back every day 2am. So I find remember regular manual backups order make sure data gets backed up. If fix Auto Backup problem, I give 5 stars.",Positive,0.25,0.48290598290598286
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,"So far, good. I'm photographer phone lot work. The Samsung Gallery I've always used decided start distorting photos deleting completely I never took pic. It's even pics I transfer in. I can't afford lose photos, mention, I want to. If I take pic, I wanted capture moment. As long delete distort pics, compromise work, slow phone down, bombard ads, I'll stay loyal. ☺☺☺",Positive,0.0825396825396825,0.5603174603174603
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,"I love App. It manages stuf place. That means lot me,because medical problems, I ,",Positive,0.25,0.3
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,"Looking space everything. But budgets tight looking possible better deal G Cloud iphone user many years icloud gave 5 gigs free space trying person iphone gave props still till phone died good see said ant done end icloud show less love iphone anything stay way G always versatile start end... You know full go keep mind.... That ya'll ""G"" change comp. crumble ""G"".......",Positive,0.2894179894179894,0.5447089947089947
+G Cloud Backup,"This great way backup store things I need everyday... And phone stolen lost, I'm able and/or restore settings etc... ☺",Positive,0.3666666666666667,0.6583333333333333
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,So far good. Backed I needed fast. Hopefully I never restore function easy simple use!,Positive,0.2866666666666667,0.6780952380952382
+G Cloud Backup,"Simply amazing. All data backed up, contacts, calendar, music, videos photos. Changing devices never less worrying. Worth time money.",Positive,0.3277777777777778,0.35555555555555557
+G Cloud Backup,nan,nan,nan,nan
+G Cloud Backup,I've problems getting photos saved. This solved problem! It awesome app!!!,Positive,1.0,1.0
+GANMA! - オリジナル漫画が全話無料で読み放題,nan,nan,nan,nan
+GANMA! - オリジナル漫画が全話無料で読み放題,Alright.,Neutral,0.0,0.0
+GANMA! - オリジナル漫画が全話無料で読み放題,nan,nan,nan,nan
+GANMA! - オリジナル漫画が全話無料で読み放題,nan,nan,nan,nan
+GANMA! - オリジナル漫画が全話無料で読み放題,"This application is useful for those studying Japanese! Thank you from Brazil! This useful study Japanese. It looks good GANMA need improvement design! It looks good, good read allow user easily zoom pages. It's better read website, bit frustrating using manga study tool. But since works great, bad. Thank much.",Positive,0.28525641025641035,0.43461538461538474
+GANMA! - オリジナル漫画が全話無料で読み放題,Hello ~ I am not originally Japanese. But I appreciate the app that improves my Japanese vocabulary and understanding. I love your app. Thank you.,Positive,0.16666666666666666,0.19999999999999998
+GANMA! - オリジナル漫画が全話無料で読み放題,interesting! I like to read various comic strips I've never seen before!,Positive,0.3125,0.5
+GANMA! - オリジナル漫画が全話無料で読み放題,Omoro!,Neutral,0.0,0.0
+GANMA! - オリジナル漫画が全話無料で読み放題,nan,nan,nan,nan
+GANMA! - オリジナル漫画が全話無料で読み放題,Omoshiroi,Neutral,0.0,0.0
+GANMA! - オリジナル漫画が全話無料で読み放題,nan,nan,nan,nan
+GANMA! - オリジナル漫画が全話無料で読み放題,I think it is very good,Positive,0.9099999999999999,0.7800000000000001
+GANMA! - オリジナル漫画が全話無料で読み放題,It's funny.,Positive,0.25,1.0
+GANMA! - オリジナル漫画が全話無料で読み放題,"I love this app! You can learn Japanese while reading in Japanese. However, I think that it would be perfect if there are classic manga, Inuyasha and Ruroiku Kenshin. Thank you very much.",Positive,0.34194444444444444,0.3377777777777778
+GANMA! - オリジナル漫画が全話無料で読み放題,nan,nan,nan,nan
+GANMA! - オリジナル漫画が全話無料で読み放題,Like!,Neutral,0.0,0.0
+GANMA! - オリジナル漫画が全話無料で読み放題,How nice,Positive,0.6,1.0
+GANMA! - オリジナル漫画が全話無料で読み放題,It is fun to read interesting manga of various genres with one application. It is very recommended.,Positive,0.25,0.375
+GANMA! - オリジナル漫画が全話無料で読み放題,Great,Positive,0.8,0.75
+GANMA! - オリジナル漫画が全話無料で読み放題,nan,nan,nan,nan
+GANMA! - オリジナル漫画が全話無料で読み放題,Good manga app.,Positive,0.7,0.6000000000000001
+GANMA! - オリジナル漫画が全話無料で読み放題,Good,Positive,0.7,0.6000000000000001
+GANMA! - オリジナル漫画が全話無料で読み放題,"I know might little weird ask but, possible english translation? (Or already translated, need change settings :p)",Positive,0.0125,0.7
+GANMA! - オリジナル漫画が全話無料で読み放題,So far I've able read manga choice beginning far I want unlike lets read first chapters books.,Positive,0.2375,0.7395833333333334
+GANMA! - オリジナル漫画が全話無料で読み放題,I searched for comics of interest but none of them.,Neutral,0.0,0.0
+GANMA! - オリジナル漫画が全話無料で読み放題,I want an offline mode,Neutral,0.0,0.0
+GANMA! - オリジナル漫画が全話無料で読み放題,Good comics Japanese. Responsive interface.,Positive,0.35,0.30000000000000004
+GANMA! - オリジナル漫画が全話無料で読み放題,nan,nan,nan,nan
+GANMA! - オリジナル漫画が全話無料で読み放題,Convenient. Highly recommended manga lovers,Positive,0.16,0.5399999999999999
+GANMA! - オリジナル漫画が全話無料で読み放題,Love,Positive,0.5,0.6
+GANMA! - オリジナル漫画が全話無料で読み放題,I was looking forward to it!,Neutral,0.0,0.0
+GANMA! - オリジナル漫画が全話無料で読み放題,This really cool really help learning Japanese. And plenty cool looking manga. This application is amazing.,Positive,0.3,0.48
+GANMA! - オリジナル漫画が全話無料で読み放題,The next episode is screen white with a probability of eight. Forced termination every time. There is no other comic book application like this. worst. There was not this before. Did you do it?,Negative,-0.16458333333333333,0.3458333333333334
+GANMA! - オリジナル漫画が全話無料で読み放題,Why do not you have a furigana? I am dissatisfied with my reading. = (,Negative,-0.75,1.0
+GANMA! - オリジナル漫画が全話無料で読み放題,Read manga almost every day. Amazing,Positive,0.6000000000000001,0.9
+GANMA! - オリジナル漫画が全話無料で読み放題,Still lacking search function good reading manga app.,Positive,0.7,0.6000000000000001
+GANMA! - オリジナル漫画が全話無料で読み放題,interesting!,Positive,0.625,0.5
+GANMA! - オリジナル漫画が全話無料で読み放題,nan,nan,nan,nan
+GANMA! - オリジナル漫画が全話無料で読み放題,Very cool apps.love,Positive,0.45499999999999996,0.8450000000000001
+GANMA! - オリジナル漫画が全話無料で読み放題,Berry Berry Good,Positive,0.7,0.6000000000000001
+"GCash - Buy Load, Pay Bills, Send Money",nan,nan,nan,nan
+"GCash - Buy Load, Pay Bills, Send Money","I dont know gave negative comment. It working well made life really convenient. I pay meralco bills, internet bills thru app. Withdraw funds paypal. Really useful indeed :)",Positive,0.175,0.4
+"GCash - Buy Load, Pay Bills, Send Money",Saved billers Favorites section - It's inconvenient enter account details. It retain/save account info need reenter making payment certain billers.,Negative,-0.19285714285714284,0.7857142857142857
+"GCash - Buy Load, Pay Bills, Send Money","You guys responsive. I reaching maybe weeks already. I issued problem multiple times already solved. Hoping feedback ""ASAP"".",Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money",It's giving error HJL4 since yesterday I updated it. Unable login app. I'm seeing lot looks like 5-star fake reviews. I guess time report backend verify.,Negative,-0.5,0.75
+"GCash - Buy Load, Pay Bills, Send Money","If thinking downloading using gcash, friendly warning DON'T!!! Better PayMaya. They hard reach case dispute responsive. Asked wait 15 days 15 days I told ticket closed without even resolving it. It's month still progress.",Positive,0.21018880208333332,0.41041666666666665
+"GCash - Buy Load, Pay Bills, Send Money",nan,nan,nan,nan
+"GCash - Buy Load, Pay Bills, Send Money",Manage credit > Confirm Email. Crashes. Updated App. Opens App. Enters MPIN. Requesting (loading). Pop closes. Opens MPIN pad again. Enters MPIN. Crashes.,Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money",PLEASE MSG REPLY NSMAN KAYO !! NAG CASH IN ALL MY BALANCE OF PAYPAL TAPOS IN REFLECT TAPOS DEDMA LANG DA EMAIL TWITTER AND FACEBOOK ??? !!,Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money",nan,nan,nan,nan
+"GCash - Buy Load, Pay Bills, Send Money","What heck! I wish I did'nt updated 'coz I can't pay bills! It always say ""oops! Sorry, temporarily available. Please try later."" Please fix ""ASAP""",Negative,-0.033333333333333326,0.4666666666666666
+"GCash - Buy Load, Pay Bills, Send Money",Not reliable. I transferred money PayPal Gcash. Got confirmation email PayPal money sent money nowhere found Gcash.,Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money",nan,nan,nan,nan
+"GCash - Buy Load, Pay Bills, Send Money",I can't seem login account despite typing correct PIN. What's Code HJL4????,Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money",I receiving error HJL4 since last update can't log in..please fix asap,Neutral,0.0,0.06666666666666667
+"GCash - Buy Load, Pay Bills, Send Money",I GCash user since 2016 I'm still using it. It's easy convenient pay bills also renew Spotify Premium subscription.,Positive,0.43333333333333335,0.8333333333333334
+"GCash - Buy Load, Pay Bills, Send Money",Hassle is free to pay monthly bills. You'll also be able to grocery when you're budget because Gcredit is available.,Positive,0.43333333333333335,0.6083333333333334
+"GCash - Buy Load, Pay Bills, Send Money",DO NOT DOWNLOAD... Do services. No customer help time error. I recommend app. I got error whnr transacting untill fix issue.,Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money","Worst of the globe store vigan Ilocos sur branch, does not call gcash card fix it anyway bkit without globd store it is still inerecommend to go to malls dhil in malls just like to call it card .. Really disappointed",Negative,-0.875,0.875
+"GCash - Buy Load, Pay Bills, Send Money",I can't log-in since last update. HJL4 error.,Neutral,0.0,0.06666666666666667
+"GCash - Buy Load, Pay Bills, Send Money",nan,nan,nan,nan
+"GCash - Buy Load, Pay Bills, Send Money",Thank gcash. You got the amount since it got atm card til now.every gcash alots surprises subcribers.thank again.,Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money","Everytime buy load, transaction always delay, sometimes loads deducted account yet load came.. admins responsive",Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money",I forgot PIN I forgot add recovery account too. And I'm asked call 2882 help I talk somebody? Why can't enter last password remember matches access settings add recovery account? Now # ALWAYS locked. Stupid Gcash!,Negative,-0.49999999999999994,0.5333333333333333
+"GCash - Buy Load, Pay Bills, Send Money","Beware of cacash-in! My debit card reduces but does not reflect on my gcash! Gcash please service, if there is a BPI cash option just in Paymaya eh!",Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money","2882 customer makes wait 40 mins Makati Ph, five unauthorized charges 17 days, personnel unwilling help",Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money",hello g cash cant forget mpin need recover gcash account 100 balance gcash account please fix it..,Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money","How come suddenly compatible phone, Samsung note 4? It okay before.",Positive,0.25,0.5
+"GCash - Buy Load, Pay Bills, Send Money",I know get MPIN... said account locked... I account yet,Neutral,0.0,0.0
+"GCash - Buy Load, Pay Bills, Send Money",I can not even log in! What's wrong with that. Always nagdo down!,Negative,-0.3472222222222222,0.5944444444444444
+"GCash - Buy Load, Pay Bills, Send Money",getting HJL4 error similar users SUPER terrible customer,Negative,-0.22222222222222224,0.6888888888888888
+"GCash - Buy Load, Pay Bills, Send Money",good job gcash keep please update that icon image can be customized with log update button on finger print scanner,Positive,0.7,0.6000000000000001
+"GCash - Buy Load, Pay Bills, Send Money",You may also be able to pay a phil contri shop,Positive,0.5,0.625
+"GCash - Buy Load, Pay Bills, Send Money",What's wrong PAYBILLS latest update? Cannot pay..Pls fix..,Neutral,0.0,0.9
+"GCash - Buy Load, Pay Bills, Send Money",nan,nan,nan,nan
+"GCash - Buy Load, Pay Bills, Send Money",THERE IS FREE DATA FOR GCASH ONLY FOR PAY ANYTIME ANYWHERE WITH WAY ARE WIFI AREAS. TSK3X,Positive,0.2,0.9
+"GCash - Buy Load, Pay Bills, Send Money",Your help support... profile updates modifications sucks!... worst,Negative,-0.6875,0.65
+"GCash - Buy Load, Pay Bills, Send Money",nan,nan,nan,nan
+"GCash - Buy Load, Pay Bills, Send Money","Excellent ! I anything, I loved It.",Positive,0.85,0.9
+"GCash - Buy Load, Pay Bills, Send Money",This could better cash-in BDO Online allowed...,Positive,0.5,0.5
+GMAT Math Flashcards,Very helpful as. It would great able flip back card I double check I understood question. So far great help. Thank,Positive,0.3428571428571429,0.48928571428571427
+GMAT Math Flashcards,Thanks,Positive,0.2,0.2
+GMAT Math Flashcards,"Great cards showing full text phone. After reading reviews, I think made inexperienced programmer. Tip: card shows properly landscape mode. (Tilt phone) More development: tilt phone tilt voila, card shows ptoperly. Please fire head developer ASAP!!",Positive,0.36624999999999996,0.5
+GMAT Math Flashcards,"Great content, poor functionality. Many cards appear blank cut screen, can't advance forward. The mastery bars take way room screen need longer questions get hidden behind them. Please fix I work geometry deck!",Positive,0.038888888888888896,0.4805555555555556
+GMAT Math Flashcards,"The intent good, flashcards bad. The cards seem trimmed cut badly. I unable go ahead next problem/question checking answer current one, matter I tap, nothing happens.",Negative,-0.09999999999999998,0.4333333333333333
+GMAT Math Flashcards,Many sums disfunctional. Can proceed forward. work properly,Positive,0.25,0.3
+GMAT Math Flashcards,nan,nan,nan,nan
+GMAT Math Flashcards,Great extra studies. But problem studies. team need fix five star.,Positive,0.4,0.425
+GMAT Math Flashcards,"It work. The cards rotate anything blank space count cards mastered, reviewed, learnt. If I select ""new card"", thing happens. Please fix it.",Positive,0.06818181818181818,0.22727272727272727
+GMAT Math Flashcards,The content good serves original intent. Unfortunately graphical glitch upset functionality.,Positive,0.19166666666666665,0.7833333333333333
+GMAT Math Flashcards,"Guys, fix bug turn ON mobile rotation feature. Whenever see answer buttons, rotate phone rotates too. The bug fixed. Rotate back normal.",Positive,0.08333333333333333,0.28333333333333327
+GMAT Math Flashcards,Please check ui app. It lot issues,Neutral,0.0,0.0
+GMAT Math Flashcards,"Using mobile version PC version repeat math learn new concepts. Very useful user-friendly. Good job, Magoosh!",Positive,0.4671212121212121,0.35151515151515156
+GMAT Math Flashcards,Great content bad UX/UI. Some minor error loading images answers overall acceptable,Positive,0.01250000000000005,0.4041666666666666
+GMAT Math Flashcards,"It's wonderful app, way star flag flashcards review flashcards would advantage.",Positive,1.0,1.0
+GMAT Math Flashcards,"Awesome app, ideal us like 8 hours day review.",Positive,0.95,1.0
+GMAT Math Flashcards,Very easy covers range topics. Great study method GRE quantitative section.,Positive,0.6816666666666666,0.875
+GMAT Math Flashcards,"Good getting extra practice, flipside flashcards helpful explanations.",Positive,0.35,0.35000000000000003
+GMAT Math Flashcards,I feel really gets concepts need test!,Positive,0.25,0.2
+GMAT Math Flashcards,nan,nan,nan,nan
+GMAT Math Flashcards,User friendly!,Positive,0.46875,0.5
+GMAT Math Flashcards,nan,nan,nan,nan
+GMAT Math Flashcards,Pretty good helps reviewing basic concepts,Positive,0.31666666666666665,0.5750000000000001
+GMAT Math Flashcards,nan,nan,nan,nan
+GMAT Math Flashcards,So useful.. Thanks creating magoosh,Positive,0.25,0.1
+GMAT Math Flashcards,Good first start refresher basic concepts.,Positive,0.31666666666666665,0.3527777777777778
+GMAT Math Flashcards,Great review GMAT,Positive,0.8,0.75
+GMAT Math Flashcards,So far I love flashcards!!!,Positive,0.53828125,0.8
+GMAT Math Flashcards,Only gmat best,Positive,0.5,0.65
+GMAT Math Flashcards,Need able review flashcards,Positive,0.5,0.625
+GMAT Math Flashcards,It's handy helpful,Positive,0.6,0.9
+GMAT Math Flashcards,The best,Positive,1.0,0.3
+GMAT Math Flashcards,I love,Positive,0.5,0.6
+GMAT Math Flashcards,Very handy Practice,Positive,0.78,1.0
+GMAT Math Flashcards,Awesome,Positive,1.0,1.0
+GMAT Math Flashcards,Nice,Positive,0.6,1.0
+GMAT Math Flashcards,"The GMAT flashcards Magoosh nothing short amazing. They cover topics ones gmat review course extremely easy use. There downside flashcards - flip over, way go back question. If look past that, powerful resourceful tool.",Positive,0.2404761904761905,0.5976190476190476
+GMAT Math Flashcards,"Thanks! I also preparing gmat exams now, I find helpful! The repetition questions helped lot learn new material review I already learned!",Positive,0.2414772727272727,0.32727272727272727
+GMAT Math Flashcards,"Its perfect tool boring town hall meetings work. Keeps mind alert time, preps upcoming test easy simple way. I love it.",Positive,0.18666666666666668,0.7580952380952382
+GMAT Math Flashcards,"Solid Great free app. The reviewing questions display frequently. It'd nice integrated new questions. More questions would nice, too. Otherwise good.",Positive,0.46704545454545454,0.6505681818181819
+GMAT Question Bank,Very nice useful designed really well... But I facing problem selecting answers... I currently using Xperia Ion... It seems like correctly fitting screen. I select answer. I tried tapping multiple times option getting selected... Request help issue...,Positive,0.2966666666666667,0.35000000000000003
+GMAT Question Bank,"Needs Internet Think me: need mobile move, right? How good make can't subway? Or commute low internet coverage? Don't need question bank app, enough questions. The Manhattan Prep better.",Positive,0.29714285714285715,0.4871428571428572
+GMAT Question Bank,"Very confusing After sign up, ask first name, u text box nothing happens. Press back goes sign screen, customer know register move cursor text box. 2ndly I clicked start quiz taking time load, back button enable keep pressing back button u reach sign screen loader image screen. M using Nexus 5, OS Android 6.",Negative,-0.023333333333333334,0.14222222222222222
+GMAT Question Bank,Nice app.. But getting error Hi team getting error whenever I SC error code 422.. Unprocesseable entity. Please help out.. Its nice facing problem SC section. Other sections working great. Waiting response. Thanks.,Positive,0.41500000000000004,0.665
+GMAT Question Bank,nan,nan,nan,nan
+GMAT Question Bank,"Seems nice It letting log . It keeps telling email incorrect, I even tried friends email work. PLEASE CAN YOU REPLY MY MESSAGE",Positive,0.6,1.0
+GMAT Question Bank,Nice app. This really helping me. But beginning problems. Any time I try open sections except reads unprocessable entity. Please help out. Thanks.,Positive,0.25,0.475
+GMAT Question Bank,nan,nan,nan,nan
+GMAT Question Bank,Verbal questions appearing! Error 422!,Neutral,0.0,0.0
+GMAT Question Bank,"Pros: 1- Questions timed app. The also shows average time taken people answered question correctly. This helps judge speed vs others answered correctly. 2- There section small tests choose topics questions come randomly. You decide many questions want test. This helps keep touch concepts. Cons: 1- There space accuracy; however I never able see phone. (Oneplus 2) 2- RC passages look repetitive. After days get question passage already read before. So way able move fast, would throw wrong statistics. Veritas put RC passages. Overall amazing must GMAT preparation.",Negative,-0.009090909090909078,0.5181818181818182
+GMAT Question Bank,Review Veritas This great till now.i done 30 questions till I liking gmat.It tell difficulty level question.Accuracy level coming blank.I see time management.,Positive,0.8,0.75
+GMAT Question Bank,nan,nan,nan,nan
+GMAT Question Bank,I can't even log The shows registration page.,Neutral,0.0,0.0
+GMAT Question Bank,My antivirus says 'apache condora' vulnerability. Kindly fix it...,Positive,0.6,0.9
+GMAT Question Bank,UI working htc phone Hi far seems good scroll appearing models phones. I also unabe see full questions options.,Positive,0.3833333333333333,0.7166666666666668
+GMAT Question Bank,Great choice questions The great screen freezes whenever problem solving section. Please fix bug,Positive,0.8,0.75
+GMAT Question Bank,Why I able see accuracy summary. However shows pace.,Positive,0.5,0.625
+GMAT Question Bank,Poor Its showing correct ans. Also ans wrong,Negative,-0.45,0.75
+GMAT Question Bank,nan,nan,nan,nan
+GMAT Question Bank,Does work Unprocessable entity (422) error trying create new quiz,Positive,0.13636363636363635,0.45454545454545453
+GMAT Question Bank,Great However I load new quizzes way resolve this?,Positive,0.4681818181818182,0.6022727272727273
+GMAT Question Bank,This worked good till yesterday try select critical reasoning questions unprecedented error pops ..please fix,Positive,0.4333333333333333,0.7666666666666667
+GMAT Question Bank,"Error Whenever trying select questions sc, throws error saying unprocessable entity.",Neutral,0.0,0.0
+GMAT Question Bank,Some bugs Please fix error 422,Neutral,0.0,0.0
+GMAT Question Bank,Very good Am also facing issue accuracy summary showing section pace summary shows fine.,Positive,0.6633333333333333,0.6400000000000001
+GMAT Question Bank,"Great except error reading passage, unable answer submit...",Positive,0.15000000000000002,0.625
+GMAT Question Bank,Why tells difficulty level quiz questions shown desktop. Please add feature priority.,Neutral,0.0,0.0
+GMAT Question Bank,nan,nan,nan,nan
+GMAT Question Bank,Very helpful.. The questions varied difficulty levels..,Positive,0.2,0.3
+GMAT Question Bank,Framing sentence Wish memorable year ahead.,Positive,0.5,1.0
+GMAT Question Bank,"Awesome, useful basic concepts people tend forget neglect",Positive,0.43333333333333335,0.375
+GMAT Question Bank,I'd like know questions questions online question bank Veritas offers,Positive,0.1,0.0
+GMAT Question Bank,Can't see accuracy summary. Can help out?,Neutral,0.0,0.0
+GMAT Question Bank,Very nice app. On demand quizzes best. You guys improve UI.,Positive,0.89,0.65
+GMAT Question Bank,I can't toggle screen see whole question,Positive,0.2,0.4
+GMAT Question Bank,Recommended Good practice. However needs 3G broadband network function properly.,Positive,0.35,0.35000000000000003
+GMAT Question Bank,nan,nan,nan,nan
+GMAT Question Bank,Good practice questions explanations. Only wish easy way review marked questions.,Positive,0.30833333333333335,0.7583333333333334
+GMAT Question Bank,Not able see accuracy summary....?,Negative,-0.25,0.625
+GMAT Question Bank,crashes frequently,Positive,0.1,0.3
+GMX Mail,"Efficient attractive UI, excellent mail - user-friendly reliable.",Positive,0.9,1.0
+GMX Mail,An easy free email account,Positive,0.4166666666666667,0.8166666666666667
+GMX Mail,German product always reliable worthwhile.,Positive,0.25,0.25
+GMX Mail,"Not able sync messages automatically, able push messages, need open every time",Positive,0.08333333333333333,0.5833333333333334
+GMX Mail,Great secure free email,Positive,0.5333333333333333,0.7166666666666668
+GMX Mail,nan,nan,nan,nan
+GMX Mail,nan,nan,nan,nan
+GMX Mail,Great opportunity free free App...,Positive,0.5333333333333333,0.7833333333333333
+GMX Mail,Works Great...,Positive,0.8,0.75
+GMX Mail,nan,nan,nan,nan
+GMX Mail,nan,nan,nan,nan
+GMX Mail,I've using Gmx since 2015 frankly great mailing tool. Yes offer much options gmail Outlook maybe even Yahoo mail. But job nicely important privacy.,Positive,0.4666666666666666,0.65
+GMX Mail,A bit slow complicated. Instruction easy understand otherwise bad,Negative,-0.2666666666666666,0.725
+GMX Mail,The well done! Only feature I would like see added swiping left-to-right advance mail.,Neutral,0.0,1.0
+GMX Mail,nan,nan,nan,nan
+GMX Mail,It's good mailing system... But need send large paid subscription... Otherwise.. normal communication goes well. I switched AOL GMX.,Positive,0.3547619047619048,0.5595238095238095
+GMX Mail,Good sending receiving emails; really explored features.,Positive,0.44999999999999996,0.4
+GMX Mail,Sync has not worked since the last update.,Neutral,0.0,0.06666666666666667
+GMX Mail,Best personal email I ever,Positive,0.5,0.3
+GMX Mail,Hey I recovery email id,Neutral,0.0,0.0
+GMX Mail,I like it. Used Linux worked well.,Neutral,0.0,0.0
+GMX Mail,Great free regular updates.,Positive,0.4000000000000001,0.5423076923076923
+GMX Mail,"Great email service, plus much spam unlike yahoo gmail",Positive,0.5,0.475
+GMX Mail,This easy I everyday.,Positive,0.11666666666666667,0.7166666666666667
+GMX Mail,nan,nan,nan,nan
+GMX Mail,It email good. No complaints.,Positive,0.7,0.6000000000000001
+GMX Mail,"Been using years, love",Positive,0.5,0.6
+GMX Mail,Best mail collector ever.,Positive,1.0,0.3
+GMX Mail,"Good, nonsense email.",Positive,0.7,0.6000000000000001
+GMX Mail,nan,nan,nan,nan
+GMX Mail,Quite good,Positive,0.7,0.6000000000000001
+GMX Mail,Pretty good,Positive,0.475,0.8
+GMX Mail,"Nice app, features make GMX great. I suggestion... Can remove notifications new emails I read emails another device? Shouldn't hard...",Positive,0.31117424242424235,0.6865530303030303
+GMX Mail,nan,nan,nan,nan
+GMX Mail,A years ago GMX land could right instant option blacklist email possibly domain. Please bring back system rather go pages/menus typing full address. Change get 5 stars,Positive,0.12714285714285714,0.5504761904761905
+GMX Mail,nan,nan,nan,nan
+GMX Mail,"I log home, anywhere else keeps giving invalid password message! How useless could possibly be?",Negative,-0.25,0.6
+GMX Mail,nan,nan,nan,nan
+GMX Mail,"Ads coming via email daily, tired deleting day",Negative,-0.2,0.35
+GMX Mail,Do like update . I like old,Positive,0.1,0.2
+"GO Keyboard - Cute Emojis, Themes and GIFs",WHY THE HELL DOESN'T IT SAVE MY EMOJI'S ANYMORE!!!!!! It'll save like long later deletes leaves emojis last pannel. It seriously pisses off.,Negative,-0.09583333333333333,0.2833333333333333
+"GO Keyboard - Cute Emojis, Themes and GIFs",Love I'll continue go stock years. I tried 5 6 different keyboards even competition opinion I'm looking for. It's functional easy navigate understand. And soooooo many options customize look.,Positive,0.35833333333333334,0.6333333333333333
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs",I bought ad free thing still keep getting ads first time bought it. It say didnt buy 2nd time work still getting ads. Fix,Positive,0.21666666666666667,0.37777777777777777
+"GO Keyboard - Cute Emojis, Themes and GIFs","I've using Go (Launcher, SMS, keyboard, etc.) years & anything else. They excellent!!!!",Positive,1.0,1.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs","Help, Restart My phone This doesnt work..Cant use,after uninstall...then install work please fix",Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs","I'm using it for 1 year. Without this keyboard, I can not do the rest of the keyboards for a moment.",Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs","Absolutely love Go Keyboard!!! Just wish guys sugar skulls skulls w/ Pink Bows, girly skulls. But I love anyway I tell friends it. THX!!!",Positive,0.6177083333333333,0.5
+"GO Keyboard - Cute Emojis, Themes and GIFs","I trying again, I update rating accordingly.",Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",Since update I longer purchase individual themes. The option available buy years plan. Please fix I purchase theme want. I need years worth,Positive,0.2333333333333333,0.3
+"GO Keyboard - Cute Emojis, Themes and GIFs",Knpe every kli he will come out sndiri ea..And every jlak sye kne login go keybord..tolong lpas nie..go keybord because ade change a bit ..,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs",I think cool!,Positive,0.4375,0.65
+"GO Keyboard - Cute Emojis, Themes and GIFs",THIS IS THE KEYBOARD FOR FAT THUMBITIS FOLKS LIKE ME!! Love long press shortcut symbols too!,Positive,0.21875,0.5
+"GO Keyboard - Cute Emojis, Themes and GIFs",in し ôVë THë këýßôârd,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",Not bad sound old slow I expected,Positive,0.09,0.4133333333333333
+"GO Keyboard - Cute Emojis, Themes and GIFs",The z conversely..,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",Thumbs up!,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",Its ok,Positive,0.5,0.5
+"GO Keyboard - Cute Emojis, Themes and GIFs",Always switching self,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs",Im friend,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs",Goof,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",I like really good. try like,Positive,0.7,0.6000000000000001
+"GO Keyboard - Cute Emojis, Themes and GIFs",Its,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs",This keyboard amazing I like,Positive,0.6000000000000001,0.9
+"GO Keyboard - Cute Emojis, Themes and GIFs",NC,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",amazing! love different options!!,Positive,0.4166666666666667,0.7000000000000001
+"GO Keyboard - Cute Emojis, Themes and GIFs",Thats okay,Positive,0.5,0.5
+"GO Keyboard - Cute Emojis, Themes and GIFs",Lol game,Positive,0.2,0.55
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs",Make keyboard example supreme keyboard,Neutral,0.0,0.0
+"GO Keyboard - Cute Emojis, Themes and GIFs",nan,nan,nan,nan
+"GO Keyboard - Cute Emojis, Themes and GIFs",I love features,Positive,0.5,0.6
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",It seem work well phone. It disturbs function phone whenever I switch on. But overall nice keyboard app. (Phone: HTC Desire),Positive,0.3,0.5
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",It think there's problem looks good,Positive,0.7,0.6000000000000001
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",It's cool,Positive,0.35,0.65
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Without comments best keyboard,Positive,1.0,0.3
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Good loved,Positive,0.7,0.7000000000000001
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",I dont think anything,Neutral,0.0,0.0
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",This good guys touchpal sucks puta,Positive,0.19999999999999998,0.45000000000000007
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",nan,nan,nan,nan
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Gouwood you,Neutral,0.0,0.0
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",nan,nan,nan,nan
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",nan,nan,nan,nan
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",nan,nan,nan,nan
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",İts ok,Positive,0.5,0.5
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Hi,Neutral,0.0,0.0
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",It's cool different,Positive,0.175,0.625
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",nan,nan,nan,nan
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Beautiful,Positive,0.85,1.0
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",VIP,Neutral,0.0,0.0
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Best keyboard,Positive,1.0,0.3
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",So simple,Neutral,0.0,0.35714285714285715
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Good,Positive,0.7,0.6000000000000001
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",It's cool,Positive,0.35,0.65
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",nan,nan,nan,nan
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Best,Positive,1.0,0.3
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Its great,Positive,0.8,0.75
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Helpful,Neutral,0.0,0.0
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Awesome,Positive,1.0,1.0
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",I just love it,Positive,0.5,0.6
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF","Ive keyboard years upgraded phones,but latest updates making want pull hair out. Ive loads different keyboards+fonts,but NOW every time want change keyboard re-set font,where last 2 updates didnt. Can please fix DEV love keyboards,fonts+colours+have always gave 5*** easy. All i'd like change keyboard without mess about+re-set font aswel.PLEASE,PLEASE,PLEASE",Positive,0.20972222222222223,0.5291666666666667
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF","You know even bad, I like actually. It's annoying lock screen I hate. You leave please add feature turn lock screen off. Asking remove ads ridiculous least let us wonderful without thinking twice. Same apps. Thank",Negative,-0.27619047619047615,0.7130952380952381
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",I've loved forever taken away option change swype color path? This green color terrible me..I used keep blue. Please help? It favorite feature.,Neutral,0.0,0.64
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",really like keyboard. accidentally uninstalled installed back (so latest version). problem keeps disconnecting phone. go back setting change keyboard every time. annoying. please fix,Negative,-0.020000000000000018,0.4
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF","I went thinking would like AMAZING Kika. It turns really not. I downloaded theme Hello Water. I went theme said... ""Do agree terms user agreement? "" I said Yes I Agree. Than crashes. I thing 5 6 times stills work. Then I downloaded theme Simple Blue. I opened said I connected internet. I perfectly good wifi. So I refreshed nothing happened. Then I tapped button says "" set theme automatically. "" I brought home page. I tried 4 times without success. If want GOOD keyboard design go install Kika Keyboard! I disappointed app. Thank you.",Positive,0.203125,0.4383928571428572
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF","I got unwanted, unauthorized feature phone. With white tab upper right leading shortcut pages urban places, shopping etc. I hated it. Couldn't get rid I uninstalled GoKeyboard! Then disappeared immediately. If shows phone again, I'll give star & uninstall! Not Go care. They usually seem care much customer feedback? I hope time care & make sure never happens again!",Negative,-0.01741071428571428,0.3218253968253968
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF","In Go Key board, facebook mention working. Such disgrace.",Neutral,0.0,0.75
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF","Been using little bit, working okay now, I'm kind missing emojis list weird reason I'll check settings.",Positive,0.04249999999999998,0.5900000000000001
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Totally disappointed new update sorry language clipboard now?,Negative,-0.37121212121212127,0.7348484848484849
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",nan,nan,nan,nan
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",I cant find better sadly,Neutral,0.0,0.75
+"GO Keyboard - Emoticon keyboard, Free Theme, GIF",Auto activate original key board oppo f3.when I like original keyboard oppo. Plz help,Positive,0.25,0.8333333333333334
+GO Notifier,Still work (Note 4) For whatever reason counter never resets even I checked message. This problem that's around long many users. I've unistalled reinstalled still issue still there. Please fix issue 5 me. Also add Type Mail notification list?,Positive,0.225,0.45
+GO Notifier,"Great app, counter reset I using notifier time happy that. But since last update notifier counter applications reset message read. For example right I unread messages, notifier shows total 35 unread messages Viber, Whatsapp, Messenger... Same emails. I hope fix soon. It useful app. Thanx.",Positive,0.2650793650793651,0.44748677248677243
+GO Notifier,"Notification shown This needs updated compatible newest go launcher. There's way apply notification, I would like updated version apk. It matter I 2d 3d neither work work months basically useful I get little number messages phone calls whatever notify please email personal email fix apk pack thanks",Positive,0.078125,0.25
+GO Notifier,Great I noticed something. I tried put emails 1 drawer doesnt notify folder notification inside folder. Example. I put yahoomail/gmail/outlook 1 folder didnt notify outside instead notify gmail app. I tested social network put 1 drawer works give notification outside folder aside giving notification specific received message. Pls try fix this. Thanks.,Positive,0.17222222222222225,0.20694444444444446
+GO Notifier,"Doesn't work properly - updated since June 2014 :( Easy notifier work properly... For example, I unread WhatsApp messages, I read notifier still says I read them... So I've got 17 unread WhatsApp messages (the red badge), that's incorrect. I unread messages. It's like Facebook (developers explained Facebook) well Instagram twitter. Badge number works fine Gmail, shonky seems",Positive,0.044444444444444446,0.4148148148148148
+GO Notifier,3 years since update. Deal breaker fail Just like Next Launcher notify notified work. Seems recognize gmail (galaxy note 4). The GO /Next launchers would top notch key features we're kept date.,Neutral,0.0,0.44999999999999996
+GO Notifier,Good stock Andriod phones My republic wireless phone (Moto G) came without frills. Adding Go launcher prime notifier made big difference look feel phone. I found The Go Prime Launcher remove icon place plug ins area (Swipe left pressing three dots bottom). Not really many settings adjust. Odd yes work hangouts despite saying does. Messenger works normally. It also work outlook either.,Positive,0.07222222222222223,0.35000000000000003
+GO Notifier,nan,nan,nan,nan
+GO Notifier,"Current version clear counter After updating current version Nexus 5, counters notifications reset things read yahoo mail, WhatsApp Facebook. For reason Gmail ok. Seems like enough testing done. Please fix issue asap.",Positive,0.12,0.4366666666666667
+GO Notifier,nan,nan,nan,nan
+GO Notifier,nan,nan,nan,nan
+GO Notifier,"Not working properly Although good showing notifications refresh notification read out. For example- received 2 messages WhatsApp read out, notifications notifier still shown. They can't update",Positive,0.35,0.35000000000000003
+GO Notifier,"Help.....Not getting enable menu Since I update notifications working. I uninstalled reinstalled times, even cleared cache. I turn Go Notifier accessibility menu select specific popping open. Please advise! Thank",Neutral,0.0,0.3125
+GO Notifier,A bit buggy I'm running Samsung galaxy s4 lollipop 5.01 although notification count work - disappear. So I've read whatsapp message unread count still go away till I restart phone. Please fix thanks,Positive,0.15000000000000002,0.30000000000000004
+GO Notifier,"The notifier work well The notifier works well text, call gmail. For like whatsapp, twitter, instagram, wechat etc notifications appear unfortunately without reasons not. And notifications untick themselves, dont know dont like constantly tick again.",Negative,-0.25,0.6666666666666666
+GO Notifier,nan,nan,nan,nan
+GO Notifier,"Lollipop update fix!!!! After lollipop update working properly, buggy. The message count doesnt go away I read messages. I almost 100 message count I already read messages, especially what's yahoo mail. Fix alreadyyyyyy!",Neutral,0.0,0.55
+GO Notifier,"Please Help Hi, phone screen locked somehow I turn GO notifier accessibility setting. The screen locked cant anything it. (not even switch phone) Please help me. Phone: Xiaomi Mi3",Neutral,0.0,0.0
+GO Notifier,Doesn't work Go Launcher Z fantastic Go Notifier work Note 4. If worked I'd give 5 star. Please fix issues fantastic app. Go Launcher Z also gets star becomes compatible notifications. Disappointed :(,Negative,-0.175,0.8875
+GO Notifier,Badges go away. I get badge notification badge go away unless I restart phone. If fixed 5 star. Samsung Edge plus. I love go's except one. The point let know something new. But can't tell red bubbles never go away.,Positive,0.18409090909090908,0.31363636363636366
+GO Notifier,nan,nan,nan,nan
+GO Notifier,"Sammy Alpha Does work! Installed go notifier. Cant find thing! No plugin option menu. Thanks reply. Done ask. However, toogle I asked for. As I paid newest version, I thought I supposed see new go menu. Why I shown menu new options include plugins? As replied previous query I upgrade stars 3*. Await next reply. Thanks least replying first question. Ps go Notifier turned accessabilty",Positive,0.057007575757575764,0.2761363636363637
+GO Notifier,"Bug The number notifications update properly even opening app. Example: facebook messenger says 5 notifications, opened messages notification messenger icon go away I restart phone.",Neutral,0.0,0.1
+GO Notifier,"It's alright At first good time, started show I new message notification I open app, I any. Or I get new message opening it, number still stays I opened message. Please fix this. Thank you.",Positive,0.24454545454545454,0.46848484848484845
+GO Notifier,"This get notification days usually get stuck receiving notification. Only works reinstalling clearing cache data. Also, can't enable notification unread text messages. I tried enabled turns automatically I accept. Also unread count badges disappear even notification viewed instagram, messenger Facebook. Would great problem get solved.",Positive,0.15,0.5599999999999999
+GO Notifier,"Came playstore update notice got Not happy app, forced update, manually own! The little bling here, worthy pushing updates like proprietary companies do! Will delete next occurrence. Get enough forced take update devices.",Negative,-0.002604166666666685,0.55
+GO Notifier,Fails work properly This worked properly ever since I first started using years ago. Now even notify yahoo email facebook doesnt clear counter messages read. I get notified text messages ok everything else never works properly. I also see havent updated since June 2014. I need notifier works properly & persons created willing update keep running properly. These people lazy app!,Positive,0.026136363636363645,0.34242424242424246
+GO Notifier,"Nice Job. Add notification list please. Like BBM, textra, etc. And sometimes notification show up. It's confusing choose TeslaUnread. Sorry choose last one. So give reason come back here.",Negative,-0.04,0.49333333333333335
+GO Notifier,"Not user friendly . keeps popping It's keep showing logo number 3, unread items, I open view, nothing really happens. Waste time.",Positive,0.095,0.31999999999999995
+GO Notifier,"Works fine,but... This work AT ALL! DON'T waste time phone's space crappy app... It used work perfectly IDK what's happened since last update... A rate ZERO deserves... SERIOUSLY",Positive,0.11666666666666668,0.43333333333333335
+GO Notifier,"It's cool bugs Pretty good usefulness. Although I'm problem notification number, stays even I read reason notification. It's facebook messenger & SMS app. Please fix",Positive,0.4333333333333333,0.75
+GO Notifier,"This work go launchers updates. Now I get notifications apps, importantly messages. When I try enable notification messages, even stay enabled. This basically become useless me.",Negative,-0.04999999999999999,0.6
+GO Notifier,Less worthless You'd think company 60 kagillion themes make 1 something basic. They've struggling years get right. A launcher without notifications like car without engine. It might look pretty wont get need go.,Negative,-0.08619047619047619,0.5254761904761904
+GO Notifier,"Bad Shows 102 whatsapp unread notifications unread msgs. And Facebook. Not showing unread sms missed call notifications. So -5 stars, would bloody app.",Negative,-0.24,0.5533333333333333
+GO Notifier,Love launcher Seems stable past month. So I paid ad free version I'm still getting ads everywhere. Maybe holidays caught VIP purchase. I'll adjust review ads gone.,Positive,0.21666666666666667,0.5499999999999999
+GO Notifier,nan,nan,nan,nan
+GO Notifier,Uninstalling!!!! The concept good one. It also shows missed calls Bright Red. My BIGGEST problem Notifications clear opening apps. In 5 mins said I 92 Messages I keep restarting phone clear off. I want keep restarting phone checking constantly new messages. I phone original notifications. Will check back another time read reviews decide based whether I would reinstall!!,Positive,0.26392045454545454,0.42140151515151514
+GO Notifier,"Bugs I ticked Go Notifier accessibility, still same. I couldnt set notification facebook, whatsapp, twitter on. And keeps saying ""turn accessibility apps"". Please fix it. I've using Go launcher year, Go Notifier making experience Go launcher bad.",Negative,-0.3499999999999999,0.3958333333333333
+GO Notifier,Needs date Go launcher Z Doesnt work Go Launcher Z. Notifications either pop counter change. Or never pop all. They clear away checking either. Has abandoned?,Positive,0.10000000000000002,0.3833333333333333
+GO Notifier,Does reset counter accessibility I using really like app. I write say Android M longer resets counter anything except gmail. There apparently problem notifier accessibility options Android M. The counter resets upon reboot.,Positive,0.125,0.275
+"GO SMS Pro - Messenger, Free Themes, Emoji","I'm currently Oreo Note 8, noticed Dual SIM support option longer available settings menu. :( I purchased Super VIP Pass seamless year now. :....( Been GoSMS Pro ever since I remember Android, I'd still like keep using app. Hoping Your Team working fix release update very, soon.",Positive,0.04722222222222222,0.4777777777777778
+"GO SMS Pro - Messenger, Free Themes, Emoji",The resents attachments recipient. Any attachments messages show downloading never finish. The rest seems work ok.,Positive,0.5,0.5
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji","The good, then, sudden, today, telling I pay almost $60 continue use. Needless say, I erasing immediately.",Positive,0.06666666666666665,0.7000000000000001
+"GO SMS Pro - Messenger, Free Themes, Emoji",It's pretty cool. The ads annoying works well c:,Negative,-0.0666666666666667,0.85
+"GO SMS Pro - Messenger, Free Themes, Emoji","I'm truly fan cause simply beautiful. I liked concept much kind messenger theme. It would appreciated guys bring back single theme buy dealing membership. Coz cant actually want themes, want settle theme would like best! Hoping respond. Admiring Thank you!",Positive,0.39732142857142855,0.4267857142857143
+"GO SMS Pro - Messenger, Free Themes, Emoji",I like it. The problem group chat threads come seperately cant group text smh,Neutral,0.0,0.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",Unable dual sim new version. Please bring back getting stars,Negative,-0.12121212121212122,0.3181818181818182
+"GO SMS Pro - Messenger, Free Themes, Emoji",I bought year subscription pro version. I love app. But sound notification work all... anyone idea is? I Galaxy s8,Positive,0.45,0.5
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",I tried using Private message telling I pay now. You need quit. People money like this. Been using years now. Now want pay it. Deleting app.,Neutral,0.0,0.375
+"GO SMS Pro - Messenger, Free Themes, Emoji",It $5 month. Been using years premium. Sad 5o say became monthly fee. :/,Negative,-0.375,1.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",Go always worked well still Oreo 8.1. The fact I theme keeps coming back,Neutral,0.0,0.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",After updating dual sim work,Neutral,0.0,0.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",It's okay good problem many ads I hate I typing suddenly adds comes make peace,Positive,0.18,0.6
+"GO SMS Pro - Messenger, Free Themes, Emoji","I used love it. I know happened,I'm getting 1/2,of messages now.",Positive,0.5,0.6
+"GO SMS Pro - Messenger, Free Themes, Emoji",Please support samsung galaxy s9 plus dual SIM,Neutral,0.0,0.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",The adds annoying.im enjoying,Positive,0.5,0.6
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",ads perfect,Positive,1.0,1.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",The ads make nightmare,Neutral,0.0,0.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",Ever since new update done I can't SMS anymore,Positive,0.13636363636363635,0.45454545454545453
+"GO SMS Pro - Messenger, Free Themes, Emoji",I access press installed appricaton theme phone reset,Neutral,0.0,0.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",Love themes bad ad's,Negative,-0.09999999999999992,0.6333333333333333
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",Can't change color emojis anymore...,Neutral,0.0,0.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",Nice apps.. My phone menu look awesome,Positive,0.8,1.0
+"GO SMS Pro - Messenger, Free Themes, Emoji",It's great app!!I advice unit!,Positive,1.0,0.75
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",nan,nan,nan,nan
+"GO SMS Pro - Messenger, Free Themes, Emoji",This cool messaging lots,Positive,0.35,0.65
+"GO SMS Pro - Messenger, Free Themes, Emoji",Remove ads,Neutral,0.0,0.0
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient","Used much better older versions. Missing lock screen, lot settings disappeared make customizable. The Premium Customize tabs main list bother lot shell moved Options section nothing weather itself.",Positive,0.15833333333333333,0.30416666666666664
+"GO Weather - Widget, Theme, Wallpaper, Efficient",Great home screen widgets nearly every time opens completely blank I kill reopen works. Super annoying!,Positive,0.046666666666666676,0.5433333333333332
+"GO Weather - Widget, Theme, Wallpaper, Efficient",It shows inaccurate information. The current weather detected false. Now raining shows raining.,Negative,-0.20000000000000004,0.5
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",wallpaper set lock screen live compatible redmi note 4 devices think u want fix issue,Positive,0.13636363636363635,0.5
+"GO Weather - Widget, Theme, Wallpaper, Efficient","Even though got update symbol widget, update. The weather display time. It opens picture information.",Neutral,0.0,0.0
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",Takes long radar load... Very aggravating!!! Uninstalling NOT install again!!,Positive,0.28017578125,0.35
+"GO Weather - Widget, Theme, Wallpaper, Efficient","Love app, however Live Wallpaper not working Galaxy S9...no help yet vendor.",Positive,0.3181818181818182,0.55
+"GO Weather - Widget, Theme, Wallpaper, Efficient","I've emailed support numerous times recognizing VIP got response. Don't pay app, ignoring someone paid appalling",Negative,-0.175,0.7
+"GO Weather - Widget, Theme, Wallpaper, Efficient","Paid Super VIP (19.99) get ads removed extra features. Worked short time, lost extra features ads back. Sent emails get help problem. They ignore emails. Poor customer service!",Negative,-0.02777777777777778,0.29444444444444445
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",gud dynamic wallpaper set,Neutral,0.0,0.16666666666666666
+"GO Weather - Widget, Theme, Wallpaper, Efficient",On screen clock work!,Neutral,0.0,0.0
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",It's really good me.,Positive,0.7,0.6000000000000001
+"GO Weather - Widget, Theme, Wallpaper, Efficient",Best weather ever.,Positive,1.0,0.3
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient","You disappointed weather app, right temp etc...",Negative,-0.23214285714285715,0.6428571428571428
+"GO Weather - Widget, Theme, Wallpaper, Efficient",I truly love app!!!!,Positive,1.0,0.6
+"GO Weather - Widget, Theme, Wallpaper, Efficient",Look at the continuation of the 5 star if it's good,Positive,0.7,0.6000000000000001
+"GO Weather - Widget, Theme, Wallpaper, Efficient",The best weather,Positive,1.0,0.3
+"GO Weather - Widget, Theme, Wallpaper, Efficient",Nice useful..,Positive,0.44999999999999996,0.5
+"GO Weather - Widget, Theme, Wallpaper, Efficient",No wallpaper animation Note8.,Neutral,0.0,0.0
+"GO Weather - Widget, Theme, Wallpaper, Efficient",It's good,Positive,0.7,0.6000000000000001
+"GO Weather - Widget, Theme, Wallpaper, Efficient",Very nice,Positive,0.78,1.0
+"GO Weather - Widget, Theme, Wallpaper, Efficient",It's good,Positive,0.7,0.6000000000000001
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+"GO Weather - Widget, Theme, Wallpaper, Efficient",nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,Just good,Positive,0.7,0.6000000000000001
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Map Free,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Navigation & Offline Maps Sygic,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer - Trip Meter - Altimeter,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,Its great I fun bullet trains using see fast I going!,Positive,0.45,0.5166666666666666
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,Works great,Positive,0.8,0.75
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,It's good,Positive,0.7,0.6000000000000001
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,Works great,Positive,0.8,0.75
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+GPS Speedometer and Odometer,nan,nan,nan,nan
+"GPS Speedometer, Distance Meter",Didn't work. And Dev seem think I'm idiot turn GPS. Strangely enough next I tried worked fine.,Negative,-0.09583333333333334,0.45
+"GPS Speedometer, Distance Meter",Worst please,Negative,-1.0,1.0
+"GPS Speedometer, Distance Meter",nan,nan,nan,nan
+"GPS Speedometer, Distance Meter",Good smart work...keep allow ads,Positive,0.45714285714285713,0.6214285714285714
+"GPS Speedometer, Distance Meter",Really good speedo meters,Positive,0.7,0.6000000000000001
+"GPS Speedometer, Distance Meter",nan,nan,nan,nan
+"GPS Speedometer, Distance Meter",nan,nan,nan,nan
+"GPS Speedometer, Distance Meter","Plz add options like Average speed, mileage etc.",Negative,-0.15,0.39999999999999997
+"GPS Speedometer, Distance Meter",nan,nan,nan,nan
+"GPS Speedometer, Distance Meter",nan,nan,nan,nan
+"GPS Speedometer, Distance Meter",nan,nan,nan,nan
+"GPS Speedometer, Distance Meter",It sucks balls,Negative,-0.3,0.3
+"GPS Speedometer, Distance Meter",Very beautiful and excellent,Positive,1.0,1.0
+"GPS Speedometer, Distance Meter",Its working..,Neutral,0.0,0.0
+"GPS Speedometer, Distance Meter",This really good accurate speed meter,Positive,0.55,0.6166666666666667
+"GPS Speedometer, Distance Meter","Very helpful app,thanks developer team",Positive,0.2,0.3
+"GPS Speedometer, Distance Meter",It alerts high speeds good feature... Congrats team...,Positive,0.43,0.5700000000000001
+"GPS Speedometer, Distance Meter",Very good,Positive,0.9099999999999999,0.7800000000000001
+"GPS Speedometer, Distance Meter",Good specific,Positive,0.35,0.36250000000000004
+"GPS Speedometer, Distance Meter",nan,nan,nan,nan
+"GPS Speedometer, Distance Meter",Speedometer good Simply useful,Positive,0.5,0.30000000000000004
+"GPS Speedometer, Distance Meter",speed must try it... Nice application..,Positive,0.6,1.0
+"GPS Speedometer, Distance Meter",jst pic,Neutral,0.0,0.0
+"GPS Speedometer, Distance Meter",Very bad,Negative,-0.9099999999999998,0.8666666666666667
+"GPS Speedometer, Distance Meter",Nice app.and usefully,Positive,0.44999999999999996,0.5
+"GPS Speedometer, Distance Meter",It's really awesome,Positive,1.0,1.0
+"GPS Speedometer, Distance Meter",It's really nice,Positive,0.6,1.0
+"GPS Speedometer, Distance Meter",Super I love,Positive,0.41666666666666663,0.6333333333333333
+"GPS Speedometer, Distance Meter",Good app. Super service.,Positive,0.5166666666666666,0.6333333333333333
+"GPS Speedometer, Distance Meter",So good. I love it.,Positive,0.6,0.6000000000000001
+"GPS Speedometer, Distance Meter",Ok,Positive,0.5,0.5
+"GPS Speedometer, Distance Meter",Ok,Positive,0.5,0.5
+"GPS Speedometer, Distance Meter",Nothing,Neutral,0.0,0.0
+"GPS Speedometer, Distance Meter",nan,nan,nan,nan
+"GPS Speedometer, Distance Meter",Nice job.... Useful,Positive,0.44999999999999996,0.5
+"GPS Speedometer, Distance Meter",Good,Positive,0.7,0.6000000000000001
+"GPS Speedometer, Distance Meter",Very accurate,Positive,0.5200000000000001,0.8233333333333335
+"GPS Speedometer, Distance Meter",Happy speedometer,Positive,0.8,1.0
+"GPS Speedometer, Distance Meter",Very good,Positive,0.9099999999999999,0.7800000000000001
+"GPS Speedometer, Distance Meter",nice,Positive,0.6,1.0
+GPS Status & Toolbox,"I've long time casually paid attention it. Lately I've heavily using find underrated I have. Accurate Snapdragon 810. Many useful features. If I paid this, money well spent. If Thank Mr Developer kudos",Positive,0.04999999999999998,0.42857142857142855
+GPS Status & Toolbox,nan,nan,nan,nan
+GPS Status & Toolbox,"Still go-to quick GPS lock. The last update however causes continuously fetch GPS specifically set to, thereby draining battery; closing kill either unless toggle location quick settings.",Positive,0.2222222222222222,0.35555555555555557
+GPS Status & Toolbox,nan,nan,nan,nan
+GPS Status & Toolbox,"Great app, used years. Recent updates leave GPS time, battery problem. Hopefully team fix soon x",Positive,0.4,0.5
+GPS Status & Toolbox,"Makes unreliable GPS almost usable. Still takes bit get initial position lock, I get dropped signal navigation much less often now.",Negative,-0.08333333333333333,0.03333333333333333
+GPS Status & Toolbox,Incorrectly says GPS disabled. It's definitely turned on. And definitely access it. useless Moto X4.,Negative,-0.175,0.375
+GPS Status & Toolbox,Best GPS tool I found far. Working nicely since years. Keep good work!,Positive,0.64375,0.725
+GPS Status & Toolbox,I installed search GPS never gave useful information,Positive,0.3,0.0
+GPS Status & Toolbox,"Great App. Updates trouble (till now), please spoil pleasure.",Positive,0.30000000000000004,0.475
+GPS Status & Toolbox,Occasional problems responding OSMand+ navigational tool.,Neutral,0.0,0.125
+GPS Status & Toolbox,"always stuck ""searching GPS""",Neutral,0.0,0.0
+GPS Status & Toolbox,"Best gps tool, compatible small screen sizes too!",Positive,0.34375,0.35
+GPS Status & Toolbox,All need didnt know ...,Neutral,0.0,0.0
+GPS Status & Toolbox,The Best Astronomy Colleges GPS,Positive,1.0,0.3
+GPS Status & Toolbox,It's good satnav app!,Positive,0.875,0.6000000000000001
+GPS Status & Toolbox,Works well stock GPSr.,Neutral,0.0,0.0
+GPS Status & Toolbox,"does not work, still looking for a position - S8",Neutral,0.0,0.0
+GPS Status & Toolbox,Very clean professional user interface.,Positive,0.2883333333333334,0.5050000000000001
+GPS Status & Toolbox,Not useful,Negative,-0.15,0.0
+GPS Status & Toolbox,"My favorite GPS-tools app... stable, accurate battery-friendly.",Positive,0.45000000000000007,0.8166666666666667
+GPS Status & Toolbox,Best improve gps position And right location,Positive,0.6428571428571428,0.4178571428571428
+GPS Status & Toolbox,Please add adaptive icon support. Otherwise great,Positive,0.8,0.75
+GPS Status & Toolbox,nan,nan,nan,nan
+GPS Status & Toolbox,works well. Love split screen idea!,Positive,0.625,0.6
+GPS Status & Toolbox,"Neat, simple useful additional data display.",Positive,0.15,0.17857142857142858
+GPS Status & Toolbox,Perfect!,Positive,1.0,1.0
+GPS Status & Toolbox,Not Bad improve gps,Positive,0.3499999999999999,0.6666666666666666
+GPS Status & Toolbox,Best know GPS.,Positive,1.0,0.3
+GPS Status & Toolbox,nan,nan,nan,nan
+GPS Status & Toolbox,Best GPS available.,Positive,0.7,0.35
+GPS Status & Toolbox,Great accurate results,Positive,0.6000000000000001,0.6916666666666667
+GPS Status & Toolbox,Love it!,Positive,0.625,0.6
+GPS Status & Toolbox,Amazing helpful....,Positive,0.6000000000000001,0.9
+GPS Status & Toolbox,Good !,Positive,0.875,0.6000000000000001
+GPS Status & Toolbox,nan,nan,nan,nan
+GPS Status & Toolbox,Great,Positive,0.8,0.75
+GPS Status & Toolbox,Dear ...,Neutral,0.0,0.0
+GPS Status & Toolbox,Thanks,Positive,0.2,0.2
+GPS Status & Toolbox,Ok,Positive,0.5,0.5
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Compared navigation apps, ads intrusive. There needs way payment remove ads.",Neutral,0.0,0.0
+GPS Traffic Speedcam Route Planner by ViaMichelin,Great calculating route options cost real time directions slow says left means right frustrating. Going back Google maps.,Positive,0.08367346938775509,0.4122448979591837
+GPS Traffic Speedcam Route Planner by ViaMichelin,Very useful comprehensive,Positive,0.39,0.0
+GPS Traffic Speedcam Route Planner by ViaMichelin,good,Positive,0.7,0.6000000000000001
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Does work ""big"" trips. Example: Brussels (Belgium) - Verone (Italy) avoiding tolls & vignette ---> route calculation impossible. In past worked fine.",Negative,-0.12499999999999999,0.4625
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Ads keep coming I try start navigation route, I open app. Not I like see I get car first navigate ad pop-ups!",Positive,0.15625,0.41666666666666663
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Horrible GPS Canada, cannot find majority places, tries send Britain USA",Negative,-0.55,0.7
+GPS Traffic Speedcam Route Planner by ViaMichelin,nan,nan,nan,nan
+GPS Traffic Speedcam Route Planner by ViaMichelin,When register new user registry accept afield program dose Arabic Language,Positive,0.13636363636363635,0.45454545454545453
+GPS Traffic Speedcam Route Planner by ViaMichelin,"One word. Terrible!! Had route planned saved worcestershire costa blanca, included tolls etc. On day travelling altered route trying take us completely different route equating 5hrs driving. I managed take original route becau... Full Review",Negative,-0.06875,0.7250000000000001
+GPS Traffic Speedcam Route Planner by ViaMichelin,"I'm waiting 2 years fix problems I app. I've sent already 3 emails issues keep getting. No response fix yet. The issues are: Can't pick car ""add car section"" choose registered cars. ""Tyres"" section work well.",Neutral,0.0,0.0
+GPS Traffic Speedcam Route Planner by ViaMichelin,Not suitable Android 8,Negative,-0.275,0.75
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Doesn't work since recent update. Will calculate routes all. Keeps saying ""route calculation impossible. A route calculation error occurred."" However exact route calculates fine website. It's great sadly useless now!",Positive,0.029166666666666674,0.4916666666666667
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Very useful fir planning routes, sadly offline route storage planning. So tend MapsMe detailed route Viamichelin outlined options",Positive,0.09666666666666668,0.5833333333333334
+GPS Traffic Speedcam Route Planner by ViaMichelin,nan,nan,nan,nan
+GPS Traffic Speedcam Route Planner by ViaMichelin,Too many errors log account registering,Positive,0.5,0.5
+GPS Traffic Speedcam Route Planner by ViaMichelin,Doesn't work. Freeze startup. Trash app!,Neutral,0.0,0.0
+GPS Traffic Speedcam Route Planner by ViaMichelin,Sometimes find route toll roads deslected. My car model 3y old listed.,Positive,0.1,0.2
+GPS Traffic Speedcam Route Planner by ViaMichelin,So far performed advertised.,Positive,0.1,1.0
+GPS Traffic Speedcam Route Planner by ViaMichelin,Informative would like simple option turn on/off map features.,Neutral,0.0,0.35714285714285715
+GPS Traffic Speedcam Route Planner by ViaMichelin,Great nav app. All need get good idea costs.,Positive,0.75,0.675
+GPS Traffic Speedcam Route Planner by ViaMichelin,Been companion many journeys.,Positive,0.5,0.5
+GPS Traffic Speedcam Route Planner by ViaMichelin,nan,nan,nan,nan
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Clear, concise instructions",Positive,0.1,0.49166666666666664
+GPS Traffic Speedcam Route Planner by ViaMichelin,Its nice,Positive,0.6,1.0
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Most readable detailed maps ever! Can set unit nav page. Navigation quick shows speed limit, nice 3D nav. Need: incident types, fix GPS lost happen sometime.",Positive,0.4833333333333333,0.6875
+GPS Traffic Speedcam Route Planner by ViaMichelin,Tested Italian trip I've done twenty years. It show route I good alternative.,Positive,0.35,0.30000000000000004
+GPS Traffic Speedcam Route Planner by ViaMichelin,"I plan European trips. Its great check routes, mileage journey times.",Positive,0.4,0.375
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Good planning, GPS navigation best, GPS speed readout fluctuates wildly.",Positive,0.6,0.4333333333333334
+GPS Traffic Speedcam Route Planner by ViaMichelin,nan,nan,nan,nan
+GPS Traffic Speedcam Route Planner by ViaMichelin,Good planning driving. Very easy use.,Positive,0.6316666666666666,0.8
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Excellent, better Google maps.",Positive,0.75,0.75
+GPS Traffic Speedcam Route Planner by ViaMichelin,Good,Positive,0.7,0.6000000000000001
+GPS Traffic Speedcam Route Planner by ViaMichelin,Nice,Positive,0.6,1.0
+GPS Traffic Speedcam Route Planner by ViaMichelin,best,Positive,1.0,0.3
+GPS Traffic Speedcam Route Planner by ViaMichelin,Best,Positive,1.0,0.3
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Got give five stars got safely speedily Bristol. Where I never before, dug notoriously bad signposting. Got centre outside hotel.",Negative,-0.06666666666666661,0.4055555555555555
+GPS Traffic Speedcam Route Planner by ViaMichelin,"The route calculation brilliant, usual Michelin. However, according car options listed, Opel stopped making cars 1992, last model Kadett... Really???",Positive,0.21250000000000002,0.37916666666666665
+GPS Traffic Speedcam Route Planner by ViaMichelin,"Couldn't log app, save routes. The facility there... But work. And trying basic logged mode, recognize Bluetooth speaker bike helmet crashes often. Not useful navigating.",Negative,-0.075,0.0625
+GPS Traffic Speedcam Route Planner by ViaMichelin,Works well would like remove ads.,Neutral,0.0,0.0
+GRE Flashcards,The addiction. Once get it... You'd want finish soon.. I always keep thinking solving learning new words every then. Great app. To use. Highly recommend; matter preparing exam not. Just ur mobile enjoy.,Positive,0.37409090909090914,0.5611363636363637
+GRE Flashcards,"UI becomes unresponsive times. Portrait -> Landscape -> Portrait shows zoomed-in view, way get back original window size restarting app. Wish add tests check overall progress. Suggestion: Option clearing progress individual decks would helpful",Positive,0.09375,0.2875
+GRE Flashcards,"The great. No doubt. Just that, learning long periods get bit boring. Things get really effective interesting images included. Pictorial memory help u recall even toughest words' meanings.",Positive,0.16999999999999998,0.6900000000000001
+GRE Flashcards,"Has simple UI helpful improving vocabulary. I wish, way know words set. So, I learn faster pace, backlogs make nervous.",Neutral,0.0,0.35714285714285715
+GRE Flashcards,"Please add option to:- 1. view individual decks wordlist instead facilitate easier revision 2. view reviewing and/or learning words deck separately, form flashcards wordlists.",Neutral,0.0,0.4
+GRE Flashcards,"I sceptical first, I used I liked it. When I took GRE, many words I learned test. It helpful.",Positive,0.45,0.5444444444444444
+GRE Flashcards,How I revert previous version? For reason update im unable copy meaning words,Negative,-0.3333333333333333,0.3333333333333333
+GRE Flashcards,"It helps expand lexicon right way. It helps us understand words meanings, also right usage. A potent tool better vocabulary.",Positive,0.39285714285714285,0.5178571428571428
+GRE Flashcards,"Amazing app, gives tips words meaning relevant exam, design flow consists reviewing learning quite helpful since word go eyes. Good stuff. :) P.S. synonyms added, would great though! :)",Positive,0.6166666666666667,0.8583333333333334
+GRE Flashcards,"I feel really good app, retention words 2-3 days set, I would suggest another section random testing could words attempted till now. Which help improving retention particular word.",Positive,0.12222222222222219,0.4777777777777778
+GRE Flashcards,"Super easy helpful. Not make cards saves lot time process categorizing words mastered, reviewing, learning really helps learn words faster.",Positive,0.3222222222222222,0.5666666666666667
+GRE Flashcards,I know works makes learn word long honest. Really great thing I experienced....many million thanks Magoosh.,Positive,0.3875,0.5625
+GRE Flashcards,It great GRE aspirants there. All essential words kept handy access whenever find leisure.,Positive,0.4666666666666666,0.65
+GRE Flashcards,"It's best Please Make Android Wear Version smart watches random words words mastered popup every watch, test knowledge. Please Do it!!!",Positive,0.0792410714285714,0.48095238095238096
+GRE Flashcards,nan,nan,nan,nan
+GRE Flashcards,"It repeat words I know little fast, I like all! I whenever I short moment. No ads!",Positive,0.020833333333333332,0.46666666666666673
+GRE Flashcards,"Love flashcards random less know word, comes up, making easier focus attention new vocabulary.",Negative,-0.007575757575757576,0.40530303030303033
+GRE Flashcards,nan,nan,nan,nan
+GRE Flashcards,Only reason I gave 4* was... You guys could add space us write notes us every particular card,Positive,0.08333333333333333,0.6666666666666666
+GRE Flashcards,"It's difficult beginning ... But regularly, much easier",Negative,-0.15,0.6
+GRE Flashcards,"This structured well. It works too. I lot luck flash cards time saving, anywhere way practice.",Neutral,0.0,0.0
+GRE Flashcards,"All fine, way I search word I learnt, saves heck lot time then.",Positive,0.4166666666666667,0.5
+GRE Flashcards,A great alternative carrying around deck flashcards. The content good helpful.,Positive,0.75,0.675
+GRE Flashcards,It's excellent app. A must GRE aspirants. To satiated vocabulary cornucopia smartly sorted words. Enjoy app. Love magoosh.,Positive,0.5285714285714286,0.6857142857142857
+GRE Flashcards,nan,nan,nan,nan
+GRE Flashcards,Sound quality pronunciations really bad.,Negative,-0.1499999999999999,0.5333333333333333
+GRE Flashcards,Great . My suggestion would close exam possible . You somehow remember words. Helped lot actual exam .,Positive,0.26666666666666666,0.6166666666666667
+GRE Flashcards,nan,nan,nan,nan
+GRE Flashcards,Loved app. Was useful GRE,Positive,0.5,0.4
+GRE Flashcards,"The vocabulary content great, would easier decks individual reset button.",Positive,0.4,0.575
+GRE Flashcards,Very helpful GRE. However I facing problems resetting words..,Positive,0.2,0.3
+GRE Flashcards,Used study AFOQT. It help verbal test!,Neutral,0.0,0.0
+GRE Flashcards,Very useful app. It really effective building strong vocabulary base GRE preparation.,Positive,0.15583333333333332,0.6333333333333333
+GRE Flashcards,Such great apps. I find learning GRE words easier mediums. Thanks lot.,Positive,0.3333333333333333,0.48333333333333334
+GRE Flashcards,"Quite nice app, want max vocabulary need.",Positive,0.6,1.0
+GRE Flashcards,Word roots could've mentioned along words. It helped remember words better.,Positive,0.5,0.5
+GRE Flashcards,It would great add video gif Illustrations words,Positive,0.8,0.75
+GRE Flashcards,It's awesome. You guys check it... It help complete GRE preparation...,Positive,0.55,0.7
+GRE Flashcards,Very well designed app. Makes easy. The UI/UX also good.,Positive,0.4444444444444444,0.5777777777777778
+GRE Flashcards,Saw almost immediate improvement scores general reasoning reading comprehension,Positive,0.05000000000000002,0.5
+GRE Prep & Practice by Magoosh,"Magoosh offers high quality video lessons GRE-like practise questions run 1000s. The video lessons lucid provides many tricks tips help test takers save time immensely test. Your queries doubts regarding study plan, practice questions etc addressed within 12 hours. Worth every penny!!",Positive,0.24575,0.42800000000000005
+GRE Prep & Practice by Magoosh,"The GRE tests well study take GRE rather test already know. Grad schools want see given new information, learn it, apply it. Magoosh's certainly great job preparing quickly show shortcuts aid quickly answer question short period time, put work. You get put in.",Positive,0.3206060606060606,0.5009090909090909
+GRE Prep & Practice by Magoosh,"Minimalist design bugs. Video playback reliable occasionally playback obscure content Color formatting easy eyes Missing additional features like Review, going past problems.",Negative,-0.004166666666666666,0.3145833333333333
+GRE Prep & Practice by Magoosh,"Magoosh best GRE preparation apps. It's hundreds video lessons, thousands practice questions instant online feedback help reach goal. So high-minded people start GRE journey Magoosh. (If who, when?)",Positive,0.5,0.4833333333333333
+GRE Prep & Practice by Magoosh,"Video playback needs improvement. Its smooth. Few features added make experience great. 1. Auto playback videos 2. Introduce speed 1.5x 2x less important videos need spend much time, save alot time.",Positive,0.2388888888888889,0.43611111111111117
+GRE Prep & Practice by Magoosh,Magoosh makes easy study go home. They also excellent responding questions. I different test prep.,Positive,0.4777777777777778,0.8111111111111112
+GRE Prep & Practice by Magoosh,nan,nan,nan,nan
+GRE Prep & Practice by Magoosh,Thanks lot Magoosh people really wonderful job nothing good providing helping hand student accomplishing his/her goals,Positive,0.6333333333333333,0.6
+GRE Prep & Practice by Magoosh,Helped lot preparing gre. Loved flashcard method learning new words.,Positive,0.41818181818181815,0.6272727272727273
+GRE Prep & Practice by Magoosh,The fact ads increases quality,Neutral,0.0,0.0
+GRE Prep & Practice by Magoosh,nan,nan,nan,nan
+GRE Prep & Practice by Magoosh,"Currently 2 month study program, SO helpful! I find videos similar tutor. They cover everything!",Neutral,0.0,0.4
+GRE Prep & Practice by Magoosh,nan,nan,nan,nan
+GRE Prep & Practice by Magoosh,"It's good learn GRE using app, helpful.",Positive,0.7,0.6000000000000001
+GRE Prep & Practice by Magoosh,Handy study go. Would've liked feature downloading content accessed offline though!,Positive,0.675,0.8500000000000001
+GRE Prep & Practice by Magoosh,An amazing prepare GRE. Very good practice questions every explanation given clearly.,Positive,0.5366666666666667,0.6877777777777778
+GRE Prep & Practice by Magoosh,The design straightforward easy use! It's fast videos really nice feature!,Positive,0.4666666666666667,0.7020833333333334
+GRE Prep & Practice by Magoosh,Provide list English words also vocabs,Neutral,0.0,0.0
+GRE Prep & Practice by Magoosh,nan,nan,nan,nan
+GRE Prep & Practice by Magoosh,"Magoosh could even better, review function also added app.",Positive,0.5,0.5
+GRE Prep & Practice by Magoosh,The videos available full screen unless subscribe premium version.....,Positive,0.375,0.47500000000000003
+GRE Prep & Practice by Magoosh,It high time get watch videos full screen.,Positive,0.255,0.5449999999999999
+GRE Prep & Practice by Magoosh,The good except fact videos cannot full screened!,Positive,0.56875,0.5750000000000001
+GRE Prep & Practice by Magoosh,This good...Just give try u regret end....,Neutral,0.0,0.0
+GRE Prep & Practice by Magoosh,"Love app,easy use,very helpful GRE preparations",Positive,0.5,0.6
+GRE Prep & Practice by Magoosh,Good app. Please provide free online tests,Positive,0.55,0.7000000000000001
+GRE Prep & Practice by Magoosh,It'd gud!!,Neutral,0.0,0.0
+GRE Prep & Practice by Magoosh,Its nice educative english vocab,Positive,0.3,0.5
+GRE Prep & Practice by Magoosh,Magoosh nice place start gre Nice aap,Positive,0.6,1.0
+GRE Prep & Practice by Magoosh,good content easy materials:),Positive,0.5444444444444444,0.8111111111111112
+GRE Prep & Practice by Magoosh,Magoosh best thanks helping,Positive,0.6,0.25
+GRE Prep & Practice by Magoosh,High quality study go.,Positive,0.16,0.5399999999999999
+GRE Prep & Practice by Magoosh,It's convenient go,Neutral,0.0,0.0
+GRE Prep & Practice by Magoosh,Great app. Pls make free. Thanks,Positive,0.46666666666666673,0.5833333333333334
+GRE Prep & Practice by Magoosh,I would say awesome,Positive,1.0,1.0
+GRE Prep & Practice by Magoosh,Development needed,Neutral,0.0,0.0
+GRE Prep & Practice by Magoosh,Very useful prepare GRE.,Positive,0.39,0.0
+GRE Prep & Practice by Magoosh,Magoosh prep amazing!,Positive,0.7500000000000001,0.9
+GRE Prep & Practice by Magoosh,Thanks magoosh keep,Positive,0.2,0.2
+GRE Prep & Practice by Magoosh,Loved it!!!,Positive,1.0,0.8
+GRE Tutor,"Got perfect score verbal This great rapidly picking vocab, definitely questions I got GRE I could answer better reviewed vocab app. It learns words difficulty keeps drilling get it. Awesome app.",Positive,0.6599999999999999,0.75
+GRE Tutor,"Love I think great, thing could make even better using words sentence. This would help reinforce lot odd words heard day day language. Thanks!",Positive,0.37666666666666665,0.4600000000000001
+GRE Tutor,"Unreliable word definitions. Pass There option ""berate"" said scold/criticize said wrong...and definition even dictionary. So I'm done can't trust apps information",Neutral,0.0,0.0
+GRE Tutor,Pronunciation problem I could figure hear pronunciations clearly word. Some words seem slurring me.,Positive,0.10000000000000002,0.3833333333333333
+GRE Tutor,Sound irritating. I option mute audio.,Neutral,0.0,0.6000000000000001
+GRE Tutor,Excellent Really awesome app. Improve voice and add words.,Positive,1.0,1.0
+GRE Tutor,Please make like Release Awesome power vocabulary B-),Positive,1.0,1.0
+GRE Tutor,Look feel This nice. I using GRE preparation. But I need beautiful looking.,Positive,0.725,1.0
+GRE Tutor,Good learning words fast.,Positive,0.44999999999999996,0.6000000000000001
+GRE Tutor,Good improving vocab,Positive,0.7,0.6000000000000001
+GRE Tutor,Good Good,Positive,0.7,0.6000000000000001
+GRE Tutor,Fantastic Didactic app.Helped lot learn new words .Thanx.Keep good work,Positive,0.18409090909090908,0.6886363636363637
+GRE Tutor,Nooe Same words over.,Neutral,0.0,0.125
+GRE Tutor,"Too many errors! I would love rate 5 stars, educational tool many errors, inexcusable. Most frequent error using wrong part speech. ""recreancy"" coward/traitor, example. additionally pronunciations off, even missing entire syllables I verified meant silent. Allow users correct easily report goes developer, implement corrections next update I rate 5 stars",Positive,0.1840277777777778,0.429861111111111
+GRE Tutor,"Nice I've run lot, meaning I time carry book. good supplement. Interesting, neither hurtful helpful layout",Positive,0.6,0.7000000000000001
+GRE Tutor,Sedsam Very..very good. It challenges vocabulary teaches unknown words minutes...would better situational examples word context.,Positive,0.3666666666666667,0.5666666666666668
+GRE Tutor,"Simple useful, best GRE words learning app! Cool. It better word volume increased.",Positive,0.43,0.36142857142857143
+GRE Tutor,Excellent Enjoyable easy app. The algorithm engrained frequently missed words. Great practice.,Positive,0.5666666666666667,0.6966666666666667
+GRE Tutor,Love reads word! Great way improve everyday vocabulary.,Positive,0.4083333333333334,0.65
+GRE Tutor,I cavort app! Only repeats words get wrong.,Negative,-0.25,0.95
+GRE Tutor,Great program When u take time go thru words. The program really helps.,Positive,0.5,0.475
+GRE Tutor,"Simple, great I love easy, adjusts responses. It's keeper. MyTouch 4G",Positive,0.43333333333333335,0.6351190476190477
+GRE Tutor,"Keake Very nice app, would even better I could move SD card save phone memory.",Positive,0.64,0.75
+GRE Tutor,"Epitome success! If used correctly, app's algorithms & word scope guarantee rapid increase vocabulary record time.",Positive,0.375,0.0
+GRE Tutor,Good ...good way memorize The repeats words got wrong again..good way memorize words,Positive,0.09999999999999998,0.75
+GRE Tutor,Best free gre market.. Like method used.. Its easier learn phone book...,Positive,0.7,0.55
+GRE Tutor,"Good program! It definitely expand vocabulary. Also, easy fun use.",Positive,0.40208333333333335,0.5333333333333334
+GRE Tutor,Same word Poor selection vocabularies voca over.,Negative,-0.2,0.3625
+GRE Tutor,Must GRE!! Would better view progress end session.,Positive,0.5,0.5
+GRE Tutor,Awesome Excellent gre prep.,Positive,1.0,1.0
+GRE Tutor,Pretty cool Would great could increase volume.,Positive,0.4666666666666666,0.7999999999999999
+GRE Tutor,Guru Gives good practice memorize words.. liked it!,Positive,0.725,0.7000000000000001
+GRE Tutor,Good Good simple studying vocab,Positive,0.4666666666666666,0.5190476190476191
+GRE Tutor,"Occasionally, pronunciations work. Would nice ""usage"" option. Ap also tell word verb, noun, adj, etc.",Positive,0.3,0.5625
+GRE Tutor,nan,nan,nan,nan
+GRE Tutor,"This fine prior recent update. Keep getting FORCE CLOSE, PLEASE FIX!",Positive,0.1388888888888889,0.25
+GRE Tutor,"VERY nice app, although apps2sd would make kinder Desire 2.2's paltry internal storage.",Positive,0.39,0.5
+GRE Tutor,"Great app, I frequently. Great study tool.",Positive,0.8,0.75
+GRE Tutor,Movable sd __---2 X Memory card,Neutral,0.0,0.0
+GRE Tutor,Helpful simple. I nightly!,Neutral,0.0,0.35714285714285715
+GS SHOP,nan,nan,nan,nan
+GS SHOP,Good gs Good gs,Positive,0.7,0.6000000000000001
+GS SHOP,English Translation It's better english language.,Positive,0.16666666666666666,0.16666666666666666
+GS SHOP,Love I love,Positive,0.5,0.6
+GS SHOP,English,Neutral,0.0,0.0
+GS SHOP,English~♡♡♡,Neutral,0.0,0.0
+GS SHOP,English,Neutral,0.0,0.0
+GS SHOP,"Please English Please English Russian. Good ,but can't it.",Positive,0.175,0.15000000000000002
+GS SHOP,"Where English language? Good app,but add English language. It'll comfortable users.I hope it!?",Positive,0.3,0.35000000000000003
+GS SHOP,English please,Neutral,0.0,0.0
+GS SHOP,Emmm Just want to try shopping at go shop to see member2 say is indeed terbaeekk ... !!!!!!!!!,Neutral,0.0,0.0
+GS SHOP,Great. ..,Positive,0.8,0.75
+GS SHOP,I rate 5stars english version...,Neutral,0.0,0.0
+GS SHOP,It seems convenient. It is a bit buzzing but it's easy to buy and looks good.,Positive,0.5666666666666667,0.7166666666666668
+GS SHOP,Nice Its nice English version good forners,Positive,0.475,0.65
+GS SHOP,LOVE LY This first time ..iam observed time.,Positive,0.375,0.4666666666666667
+GS SHOP,The worst - download!!! The worst - download!!!,Negative,-1.0,1.0
+GS SHOP,nan,nan,nan,nan
+GS SHOP,It good Good,Positive,0.7,0.6000000000000001
+GS SHOP,I like,Neutral,0.0,0.0
+GS SHOP,Please ny tell I hv english version app...plzxx Help,Neutral,0.0,0.0
+GS SHOP,Good! Clean and good ~ ~,Positive,0.6472222222222223,0.6333333333333334
+GS SHOP,Good Easy find,Positive,0.5666666666666667,0.7166666666666668
+GS SHOP,English please. Please provide option change language Korean English. Many expat living Korea would like buy GS...,Positive,0.16666666666666666,0.16666666666666666
+GS SHOP,Loy Good,Positive,0.7,0.6000000000000001
+GS SHOP,Mizan,Neutral,0.0,0.0
+GS SHOP,English You guys need translation. And foreigner order online you don't English Translation. Please fix soon possible. Lots foreigners wants buy products online.,Positive,0.05,0.275
+GS SHOP,Luv gsshop Luv,Neutral,0.0,0.0
+GS SHOP,ccc,Neutral,0.0,0.0
+GS SHOP,It has improved a lot ...,Neutral,0.0,0.0
+GS SHOP,Trash Can't sign living Korea. Don't even bother downloading Korean living Korea. No America I-PIN Korean phone lol,Positive,0.8,0.7
+GS SHOP,Im korean im downloading get golds,Neutral,0.0,0.0
+GS SHOP,Good,Positive,0.7,0.6000000000000001
+GS SHOP,Good Good,Positive,0.7,0.6000000000000001
+GS SHOP,I saw I want. I wanted buy Yesse clothing Ji Hyo(Running Man) wear. Its Korean language.. eotteohge(어떻게)? seulpeun(슬픈)~,Neutral,0.0,0.0
+GS SHOP,Good,Positive,0.7,0.6000000000000001
+GS SHOP,good,Positive,0.7,0.6000000000000001
+GS SHOP,Thanks Nice get free gems,Positive,0.4000000000000001,0.6666666666666666
+GS SHOP,. Boss gives earphones a million bucks.,Neutral,0.0,0.0
+GS SHOP,The stupid cave is just a joke,Negative,-0.7999999999999999,1.0
+GUNSHIP BATTLE: Helicopter 3D,"I liked game addictive awesome But, Theres something wrong Im playing game. When I play special mission With gold reward I Completed mission sometimes give gold reward. Please! Joycity Fix This!!!......",Positive,0.1674186862244898,0.710204081632653
+GUNSHIP BATTLE: Helicopter 3D,After installing new version buy new j31 plane problem happen internet connection working says every time ..i unable buy rader via gold plz help,Negative,-0.07575757575757576,0.4696969696969697
+GUNSHIP BATTLE: Helicopter 3D,I would give 5 star bcus game best plane games I played reward episode 28 update given me.I receive almost except plane...pls fix I give 5 star.tnx,Positive,0.3,0.35
+GUNSHIP BATTLE: Helicopter 3D,nan,nan,nan,nan
+GUNSHIP BATTLE: Helicopter 3D,nan,nan,nan,nan
+GUNSHIP BATTLE: Helicopter 3D,This game lot better. Many favorite games. But sometimes many problems. Hopefully fix problems,Positive,0.32,0.58
+GUNSHIP BATTLE: Helicopter 3D,The game connect internet even connection available. It keeps saying 'poor connection'. Please fix issue soon possible.,Negative,-0.1,0.6
+GUNSHIP BATTLE: Helicopter 3D,Every episode clearing bonas coins giver.But episode 5 6 clearing bonas coins giver me. I disappointed much. Please provide episode clearing bonas,Negative,-0.275,0.475
+GUNSHIP BATTLE: Helicopter 3D,With even 4G connectivity shows poor connection WITH going many updates I lost ally diamonds,Positive,0.04999999999999999,0.55
+GUNSHIP BATTLE: Helicopter 3D,nan,nan,nan,nan
+GUNSHIP BATTLE: Helicopter 3D,"Had 4 million coins still cant purchase episode 13 300, 000 whats problem",Neutral,0.0,0.0
+GUNSHIP BATTLE: Helicopter 3D,I bought 6 dollars diamonds didn't get,Neutral,0.0,0.0
+GUNSHIP BATTLE: Helicopter 3D,"Says poor connection, get plenty ads. Also apply rewards. Missing lots gold diamonds needed things game. Probably deleting. Received message telling bother support messages. Solution fix problems.",Negative,-0.3333333333333333,0.35000000000000003
+GUNSHIP BATTLE: Helicopter 3D,The game slowing much.playing gold mission gold adding cart.network missions taking much time play.many,Negative,-0.1,0.30000000000000004
+GUNSHIP BATTLE: Helicopter 3D,nan,nan,nan,nan
+GUNSHIP BATTLE: Helicopter 3D,Too much bugs Redmi Note 5 Pro. Resolution issue.,Positive,0.2,0.2
+GUNSHIP BATTLE: Helicopter 3D,Won't start Essential PH-1,Neutral,0.0,0.3
+GUNSHIP BATTLE: Helicopter 3D,Takes little space requires connection REQUIRES PERMISSION TO ACCESS MY PHOTOS?!?!?!?! I DENIED ACCESS AND THE GAME WOULDNT LET ME PLAY. WHAT A JOKE!!!,Negative,-0.6195068359375,0.45
+GUNSHIP BATTLE: Helicopter 3D,nan,nan,nan,nan
+GUNSHIP BATTLE: Helicopter 3D,Thins game beat plane fight game.what graphics,Negative,-0.4,0.4
+GUNSHIP BATTLE: Helicopter 3D,Yeah i've fixed it! Now i'm gonna play everyday rather nba live mobile,Positive,0.020454545454545447,0.43333333333333335
+GUNSHIP BATTLE: Helicopter 3D,One best game I seen/play time. But I still prefer graphic older version this. So giving guys 4 star,Positive,0.19166666666666665,0.35833333333333334
+GUNSHIP BATTLE: Helicopter 3D,ABSOLUTELY STUPID. IT SAYS I NEED TO DOWNLOAD THE LATEST VERSION BUT I ALREADY DID.,Negative,-0.14999999999999997,0.95
+GUNSHIP BATTLE: Helicopter 3D,"Since last update, get poor connectivity notice, phones wifi connected strong signal. I've reset modem, phone connection anyway still get notice.",Positive,0.01111111111111109,0.4666666666666666
+GUNSHIP BATTLE: Helicopter 3D,Superb game. I love game. But offers. Pls give offers gunships,Positive,0.15,0.39999999999999997
+GUNSHIP BATTLE: Helicopter 3D,So nice love game thank u much,Positive,0.22500000000000003,0.55
+GUNSHIP BATTLE: Helicopter 3D,"Missions tough, please give free currency / gold daily",Positive,0.003703703703703709,0.5444444444444444
+GUNSHIP BATTLE: Helicopter 3D,Unfortunately Gunship battle stopped. Samsung Galaxy note 3,Negative,-0.5,1.0
+GUNSHIP BATTLE: Helicopter 3D,"Admin unlock latest fighter jets episode 23 especially, group players including clear episode 23 old jets latest jets locked....",Positive,0.24,0.6766666666666666
+GUNSHIP BATTLE: Helicopter 3D,Game good facing problem completing tutorial purchasing new helicopter tab buy button purchase game work please solve,Positive,0.009090909090909066,0.4636363636363636
+GUNSHIP BATTLE: Helicopter 3D,Fun shooter! Great pass time!,Positive,0.6875,0.475
+GUNSHIP BATTLE: Helicopter 3D,I crossed 28 mission..pls add mission ..Bullets costly..and level reward price money less missile pls increase gun power.,Negative,-0.16666666666666666,0.06666666666666667
+GUNSHIP BATTLE: Helicopter 3D,Joycity team war game addictive best graphics best control game joycity team I really impress team work. God bless,Positive,0.23333333333333336,0.41666666666666674
+GUNSHIP BATTLE: Helicopter 3D,Nice games gold,Positive,0.6,1.0
+GUNSHIP BATTLE: Helicopter 3D,nan,nan,nan,nan
+GUNSHIP BATTLE: Helicopter 3D,Why u asking access contact media open,Neutral,0.0,0.5
+GUNSHIP BATTLE: Helicopter 3D,Thank much...joycity team really appreciate work..i got gold back ..lots love you..keep,Positive,0.2333333333333333,0.26666666666666666
+GUNSHIP BATTLE: Helicopter 3D,Why do not i run these games,Neutral,0.0,0.0
+GUNSHIP BATTLE: Helicopter 3D,"What addictive game, day I play game",Negative,-0.26666666666666666,0.5666666666666668
+GUNSHIP BATTLE: Helicopter 3D,A nice game but getting gold is a bit tricky,Positive,0.09999999999999998,0.7
+Galactic Core Free Wallpaper,"Wish free version clear It's great wallpaper, quickly skimming though, evident photos shown *not* included. There could least text overlay say ""full version"" something. I bummed get choice zero customization options - would tell I'd like full version? Aside that, single wallpaper get pretty.",Positive,0.24619047619047615,0.5397619047619048
+Galactic Core Free Wallpaper,"Is trial... In honesty, I LOVE IT!! Idea great n perrrdy~! & I would given 5 stars free version even ONE setting option! How I know I wana pay I can't even try change tiny thing? Most free trial like half settings... Not none!",Positive,0.42470238095238094,0.5880952380952381
+Galactic Core Free Wallpaper,"Too perfect. This easily favorite live wallpaper ever. The movement smooth loop. The view galaxy shifts swipe home screen next, swipe down. I happier. It looks perfect launcher theme.",Positive,0.4115440115440115,0.6126984126984126
+Galactic Core Free Wallpaper,"Fantastic! If cant stand ads, amazing! All live wallpapers tried popup ad every setting change suuuper annoying! While bombard ads, eloquent simple. Great job",Positive,0.19772727272727272,0.7178571428571429
+Galactic Core Free Wallpaper,"This horrible. I installed it. It load even uninstall it, stuck phone. It updated 3 years. Stay away.",Negative,-1.0,1.0
+Galactic Core Free Wallpaper,"I love suddenly doesnt work update?????? I'm sad stopped working..., let preview daydream settings suddenly doesnt work normally, goes black screen....how I fix this? :(",Negative,-0.10952380952380951,0.6690476190476191
+Galactic Core Free Wallpaper,"Could great try get install 5 set it. Im monetizing work come on, destroyed experience user I deleted.",Positive,0.8,0.75
+Galactic Core Free Wallpaper,Fabulous What great thing see open screen droid!! I'm mesmerized movement! Hate sound greedy----lol-- would give five stars needs different scenes universe. But work incredible!,Positive,0.2571428571428572,0.7214285714285714
+Galactic Core Free Wallpaper,Hated I cant believe I hate game even game wallpaper sucks whoever thinking getting I'm warning get,Negative,-0.5599999999999999,0.5399999999999999
+Galactic Core Free Wallpaper,"Screen Saver Live Wallpaper Awesome. It's screensaver Everyone notices. They're good SCREENSAVER. This w/seperate wallpaper update ""fixed"" it, argh! My newest phone showed changed. I'd make lot referals, people downloaded seeing work old phone. Others busy options wise, hard watch & place, realistic looking. This options looks great simple not. - TRY IT, You'll glad (try simple options too).",Positive,0.31048951048951046,0.5414835164835164
+Galactic Core Free Wallpaper,This beautiful I love BUT wont stay loaded i.e... reset shut device turn back reset wallpaper every time. believe gets pain A** pretty dam quick. apparently buying means nothing except dollar. Currently installed Galaxy Tab 4 Kit Kat v4.4.2 16gb rom 64gb SD storage space problem. I attempted contact developer gotten response.,Positive,0.2833333333333333,0.55
+Galactic Core Free Wallpaper,"Great background Had S5, getting S6 I never get tired looking",Positive,0.2,0.725
+Galactic Core Free Wallpaper,"Keeps disappearing I love background, I've using 5 months problem. Now every time I open phone, gone I reset it.",Positive,0.25,0.55
+Galactic Core Free Wallpaper,"Very nice. As far free goes without ads asked anything better. Good responsiveness, Good visuals, Good performance, importantly hog battery.",Positive,0.535,0.7625
+Galactic Core Free Wallpaper,It's pretty cool It's great wallpaper I love perspective changing feature. It consumes bit battery that's normal live wallpapers. I wish bit star density.,Positive,0.3643939393939393,0.6916666666666668
+Galactic Core Free Wallpaper,"Awesome! Watching little video wallpaper made it, looks absolutely fantastic I probably get full version soon (which $0.99!)",Positive,0.4125,0.7375
+Galactic Core Free Wallpaper,"Nebula If know better, I'd say phone alive. The motion perfect! It slow down. It's like looking telescope except I'm blinded sun. Awesome",Positive,0.3574074074074074,0.5981481481481481
+Galactic Core Free Wallpaper,Misleading. Only style. Have pay styles customization,Neutral,0.0,1.0
+Galactic Core Free Wallpaper,Amazing This wallpaper real treat Samsung S6 phone. It much power looks beautiful. The animations smooth even without uncapping frame rate. Get paid version disappointed.,Positive,0.25,0.6083333333333334
+Galactic Core Free Wallpaper,TOTALLY AWESOME Love cool wallpapers beat it. Its galaxy crying loud! Awesome......,Positive,0.4625000000000001,0.775
+Galactic Core Free Wallpaper,Stunning I issues using wall paper words fail attempting describe much I enjoy it. Thank time making this!,Positive,0.16666666666666666,0.6
+Galactic Core Free Wallpaper,"Beautiful Subtle, pretty movement. Very classy appreciably affect Note 3's battery life. Came buy full version even though version perfect support developer.",Positive,0.3744444444444444,0.8416666666666667
+Galactic Core Free Wallpaper,"Its actually really really nice. Got s5 pretty relaxing. Its live wallpaper thats free, I'm going buy hope purchased version even better. Update*** I bought app, $1.29, actually really really good. Definitely worth enjoy one. You get like 5 options so, BUT customize...speed, 3 COLOURS! (Layered meshes really nice choose colour spectrum presets), change rotation speed, direction, get quite bit 1.29. Definitely worth imo",Positive,0.4286363636363636,0.61
+Galactic Core Free Wallpaper,Best live app. Daily driver. Best galaxie app. Sureal. I stare dynamic movements throughout day. Chills nerves. Be careful fall in.,Positive,0.33939393939393936,0.37777777777777777
+Galactic Core Free Wallpaper,nan,nan,nan,nan
+Galactic Core Free Wallpaper,"Hypnotically beautiful! Folks, live wallpaper 10 million downloads reason. Even without bells whistles paid version, definitely mesmerizing live wallpaper I've encountered date. The rendering detail wonderful, watching entire galaxy tilt depending tap touchscreen nice touch.",Positive,0.4532467532467533,0.7607142857142858
+Galactic Core Free Wallpaper,nan,nan,nan,nan
+Galactic Core Free Wallpaper,"Great background Looks real, little battery drain. I purchasing full version",Positive,0.28958333333333336,0.6833333333333332
+Galactic Core Free Wallpaper,"Only setting, still lovely This version features first galaxy shown ability change it, still gorgeous",Positive,0.3625,0.7458333333333333
+Galactic Core Free Wallpaper,"It's okay... Every Time I restart phone, wallpaper removed!! It fine first, driving crazy! May uninstall, I really wanna that. Three stars me.",Positive,0.17958333333333334,0.4866666666666667
+Galactic Core Free Wallpaper,"Well... Great idea graphics looks awesome!...but I got kinda dizzy little motion sick, never happens me... well Rollercoaster slow moving boat yes.",Negative,-0.10044642857142858,0.6267857142857143
+Galactic Core Free Wallpaper,"I think calming weird go back app store disable. I love though, long time.",Negative,-0.0125,0.5
+Galactic Core Free Wallpaper,Have years. Very nice. One first Daydream compatible long time. Never get tired it.,Positive,0.145,0.6083333333333334
+Galactic Core Free Wallpaper,Amazing This beautiful wallpaper surprisingly relaxing. It spins slowly reacts swipe. I noticed drop battery life either. (It's pretty sweet Galaxy device I might add.),Positive,0.40833333333333344,0.7416666666666667
+Galactic Core Free Wallpaper,nan,nan,nan,nan
+Galactic Core Free Wallpaper,nan,nan,nan,nan
+Galactic Core Free Wallpaper,Good It burnt little circle screen I can't get rid of.,Positive,0.25625,0.55
+Galactic Core Free Wallpaper,"Spiral Core wallpaper Great!! This best space galaxy rendition wallpaper there! Glad see still going strong, since I first saw installed first Samsung Galaxy S1, years ago. It spirals moves touch well...just Great!",Positive,0.6333333333333334,0.6
+Galactic Core Free Wallpaper,Didn't even realize trial I used months I even realized trial version. The full version great too.,Positive,0.575,0.65
+Galactic Core Free Wallpaper,Better others Good detail says is. Only reason 5 want colors different varieties available without paying,Positive,0.32,0.62
+Galaxy Attack: Alien Shooter,"Love offline part game. However, reason I rated 2 game definitely pay win game. I can't play multiplayer someone either better version ship uneven match chance winning someone purchase ship crystals obtain legendary ship. It needs balance kind ships opponent. It good skills within level ships.",Positive,0.26666666666666666,0.5541666666666667
+Galaxy Attack: Alien Shooter,PAY TO WIN!!!!! TOP 6 GROSSING......Too many problems game. So irritating put time something inconsistent. I prefer games skill. This game luck. No matter much play unless pay hundreds dollars...,Positive,0.14285714285714288,0.45714285714285713
+Galaxy Attack: Alien Shooter,"After several reviews, final one. Fun game asking prices stupid type game us. Yea, grind prepared levels over. That's fun. I've spent roughly 20 bucks game wised up. You hit wall NEED ships pay grind (for long time) get progress. You stopped tracks forced pay grind game suckz",Negative,-0.18076923076923077,0.3923076923076924
+Galaxy Attack: Alien Shooter,"So I'm really sure anyone would give game anything 5 stars! It's seriously original game! No complaints, ads worked fine graphics amazing samsung galaxy s9+",Positive,0.14861111111111114,0.6398148148148147
+Galaxy Attack: Alien Shooter,I spent bunch money game. Lost since I switch phones save option save levels crystals purchases. Can't find restore purchases either. I find way get money back speak lawyers.,Negative,-0.16666666666666666,0.16666666666666666
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,I bought $30 pack Phantom assassin give developers please get back thank,Neutral,0.0,0.0
+Galaxy Attack: Alien Shooter,Qanon fact fooling fooling people trying get ignorant people fooling around world fooling around for. fooling people farthest propoganda network historically shown people vote way rich NOT christian much walking McDonald's,Positive,0.14375,0.2375
+Galaxy Attack: Alien Shooter,I think great game kill time... slightly addictive.. I'm satisfied overall game play ... thx Devos really nice job ..,Positive,0.15714285714285717,0.6357142857142856
+Galaxy Attack: Alien Shooter,"This old school! I love it. If liked Galaga,you like this. It good control easy play.",Positive,0.4716666666666667,0.6066666666666667
+Galaxy Attack: Alien Shooter,A little hard understand get going. But great game addiction. A throwback the old games !!,Positive,0.015416666666666667,0.47833333333333333
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,I much like game year ago I deleted I spent lot money I'm playing I wish I could get money back least spaceship back...,Negative,-0.10000000000000002,0.18333333333333335
+Galaxy Attack: Alien Shooter,Reminds game I played I growing called Galaxy Ending Man. Ofcourse I believe inspiration game came,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,Some stuff little bit difficult levels impossible,Negative,-0.45138888888888884,0.8333333333333334
+Galaxy Attack: Alien Shooter,I've always loved game arcade thank I phone love it.,Positive,0.26666666666666666,0.6000000000000001
+Galaxy Attack: Alien Shooter,Why can't reinstall onto new device without losing data,Positive,0.13636363636363635,0.45454545454545453
+Galaxy Attack: Alien Shooter,This game I cuz funniest I never even set phone always charging staying 100 percent,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,This game fun I lost everything I paid customer support contact ridiculous,Negative,-0.14444444444444446,0.5333333333333333
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,It made 2 withdrawals credit card account without adding purchases back game :(,Negative,-0.3833333333333333,0.4666666666666666
+Galaxy Attack: Alien Shooter,The The iy bit mess I think starts first,Positive,0.037500000000000006,0.25416666666666665
+Galaxy Attack: Alien Shooter,"Awesome, get hooked play it. Don't spend money want to. But helps.",Positive,1.0,1.0
+Galaxy Attack: Alien Shooter,Really good game u like old school games,Positive,0.1333333333333333,0.39999999999999997
+Galaxy Attack: Alien Shooter,Great game. The latest upgrades really improved graphics challenges.,Positive,0.275,0.5625
+Galaxy Attack: Alien Shooter,Been level 32 loved way. Still playing. Addicting,Positive,0.7,0.8
+Galaxy Attack: Alien Shooter,Fun nostalgic game play. It go overboard bating making purchases least going experiences games.,Negative,-0.23000000000000004,0.43
+Galaxy Attack: Alien Shooter,Ok pay lot money like games type... oh well try else...,Positive,0.5,0.5
+Galaxy Attack: Alien Shooter,Where quarters went back day. Yeah...,Neutral,0.0,0.0
+Galaxy Attack: Alien Shooter,"Nice graphics, purposely low scoring game watch video ads continue instead buying ""gold""",Positive,0.06666666666666665,0.5666666666666668
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,Good games bored also old style game too. :),Positive,0.07999999999999999,0.64
+Galaxy Attack: Alien Shooter,"Since last update game respond anything restart level - tapping video, restart, unresponsive. I restart play another level.",Negative,-0.2,0.23333333333333334
+Galaxy Attack: Alien Shooter,I love game! This game took back Old School games,Negative,-0.06000000000000001,0.31999999999999995
+Galaxy Attack: Alien Shooter,The Game keep edge seat Tulsa Spence can't wait get back again.,Negative,-0.2,0.2
+Galaxy Attack: Alien Shooter,"Awesome, addictive. Can't stop playing",Positive,0.5,0.95
+Galaxy Attack: Alien Shooter,best game found awhile reminds galaxa,Positive,0.3,0.35
+Galaxy Attack: Alien Shooter,"Awesome game, easy play challenging. Very good way pass time.",Positive,0.4886666666666667,0.8026666666666668
+Galaxy Attack: Alien Shooter,Thanks ruining game play,Negative,-0.1,0.30000000000000004
+Galaxy Attack: Alien Shooter,This fun game I've ever played,Negative,-0.05000000000000002,0.30000000000000004
+Galaxy Attack: Alien Shooter,"Love offline part game. However, reason I rated 2 game definitely pay win game. I can't play multiplayer someone either better version ship uneven match chance winning someone purchase ship crystals obtain legendary ship. It needs balance kind ships opponent. It good skills within level ships.",Positive,0.26666666666666666,0.5541666666666667
+Galaxy Attack: Alien Shooter,PAY TO WIN!!!!! TOP 6 GROSSING......Too many problems game. So irritating put time something inconsistent. I prefer games skill. This game luck. No matter much play unless pay hundreds dollars...,Positive,0.14285714285714288,0.45714285714285713
+Galaxy Attack: Alien Shooter,"After several reviews, final one. Fun game asking prices stupid type game us. Yea, grind prepared levels over. That's fun. I've spent roughly 20 bucks game wised up. You hit wall NEED ships pay grind (for long time) get progress. You stopped tracks forced pay grind game suckz",Negative,-0.18076923076923077,0.3923076923076924
+Galaxy Attack: Alien Shooter,"So I'm really sure anyone would give game anything 5 stars! It's seriously original game! No complaints, ads worked fine graphics amazing samsung galaxy s9+",Positive,0.14861111111111114,0.6398148148148147
+Galaxy Attack: Alien Shooter,I spent bunch money game. Lost since I switch phones save option save levels crystals purchases. Can't find restore purchases either. I find way get money back speak lawyers.,Negative,-0.16666666666666666,0.16666666666666666
+Galaxy Attack: Alien Shooter,"Good game, difficulty collecting daily bonus & quest bit hard willing spend real cash get added things ships",Positive,0.07638888888888888,0.43194444444444446
+Galaxy Attack: Alien Shooter,I bought $30 pack Phantom assassin give developers please get back thank,Neutral,0.0,0.0
+Galaxy Attack: Alien Shooter,Qanon fact fooling fooling people trying get ignorant people fooling around world fooling around for. fooling people farthest propoganda network historically shown people vote way rich NOT christian much walking McDonald's,Positive,0.14375,0.2375
+Galaxy Attack: Alien Shooter,I think great game kill time... slightly addictive.. I'm satisfied overall game play ... thx Devos really nice job ..,Positive,0.15714285714285717,0.6357142857142856
+Galaxy Attack: Alien Shooter,"This old school! I love it. If liked Galaga,you like this. It good control easy play.",Positive,0.4716666666666667,0.6066666666666667
+Galaxy Attack: Alien Shooter,A little hard understand get going. But great game addiction. A throwback the old games !!,Positive,0.015416666666666667,0.47833333333333333
+Galaxy Attack: Alien Shooter,"The best space shooter game I've played. So far ads I dont go lot bs start I die, unlike Space Shooter games.",Positive,0.2333333333333333,0.5666666666666667
+Galaxy Attack: Alien Shooter,"Far many ads, take for longer able close. Ads ruin enjoyment",Positive,0.3666666666666667,0.7083333333333334
+Galaxy Attack: Alien Shooter,I much like game year ago I deleted I spent lot money I'm playing I wish I could get money back least spaceship back...,Negative,-0.10000000000000002,0.18333333333333335
+Galaxy Attack: Alien Shooter,Reminds game I played I growing called Galaxy Ending Man. Ofcourse I believe inspiration game came,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,Some stuff little bit difficult levels impossible,Negative,-0.45138888888888884,0.8333333333333334
+Galaxy Attack: Alien Shooter,I've always loved game arcade thank I phone love it.,Positive,0.26666666666666666,0.6000000000000001
+Galaxy Attack: Alien Shooter,Why can't reinstall onto new device without losing data,Positive,0.13636363636363635,0.45454545454545453
+Galaxy Attack: Alien Shooter,This game I cuz funniest I never even set phone always charging staying 100 percent,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,This game fun I lost everything I paid customer support contact ridiculous,Negative,-0.14444444444444446,0.5333333333333333
+Galaxy Attack: Alien Shooter,This game given gray hair's I love,Positive,0.04999999999999999,0.5
+Galaxy Attack: Alien Shooter,It made 2 withdrawals credit card account without adding purchases back game :(,Negative,-0.3833333333333333,0.4666666666666666
+Galaxy Attack: Alien Shooter,The The iy bit mess I think starts first,Positive,0.037500000000000006,0.25416666666666665
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,Really good game u like old school games,Positive,0.1333333333333333,0.39999999999999997
+Galaxy Attack: Alien Shooter,Great game. The latest upgrades really improved graphics challenges.,Positive,0.275,0.5625
+Galaxy Attack: Alien Shooter,Been level 32 loved way. Still playing. Addicting,Positive,0.7,0.8
+Galaxy Attack: Alien Shooter,Fun nostalgic game play. It go overboard bating making purchases least going experiences games.,Negative,-0.23000000000000004,0.43
+Galaxy Attack: Alien Shooter,Ok pay lot money like games type... oh well try else...,Positive,0.5,0.5
+Galaxy Attack: Alien Shooter,The game freezing alot please fix problem asap,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,Where quarters went back day. Yeah...,Neutral,0.0,0.0
+Galaxy Attack: Alien Shooter,"Nice graphics, purposely low scoring game watch video ads continue instead buying ""gold""",Positive,0.06666666666666665,0.5666666666666668
+Galaxy Attack: Alien Shooter,awesome game love playing u never know what's going happen game everything change drop hat .,Positive,0.17500000000000002,0.6
+Galaxy Attack: Alien Shooter,Good games bored also old style game too. :),Positive,0.07999999999999999,0.64
+Galaxy Attack: Alien Shooter,"Since last update game respond anything restart level - tapping video, restart, unresponsive. I restart play another level.",Negative,-0.2,0.23333333333333334
+Galaxy Attack: Alien Shooter,I love game! This game took back Old School games,Negative,-0.06000000000000001,0.31999999999999995
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,"Awesome, addictive. Can't stop playing",Positive,0.5,0.95
+Galaxy Attack: Alien Shooter,best game found awhile reminds galaxa,Positive,0.3,0.35
+Galaxy Attack: Alien Shooter,"Awesome game, easy play challenging. Very good way pass time.",Positive,0.4886666666666667,0.8026666666666668
+Galaxy Attack: Alien Shooter,"Love offline part game. However, reason I rated 2 game definitely pay win game. I can't play multiplayer someone either better version ship uneven match chance winning someone purchase shi... Full Review",Positive,0.125,0.47000000000000003
+Galaxy Attack: Alien Shooter,PAY TO WIN!!!!! TOP 6 GROSSING......Too many problems game. So irritating put time something inconsistent. I prefer games skill. This game luck. No matter much play unless pay hundreds dollars...,Positive,0.14285714285714288,0.45714285714285713
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,"This game reminds gradius when I younger. As family, used stay home compete night. Like championship game. Best memories!",Positive,0.04999999999999999,0.275
+Galaxy Attack: Alien Shooter,This game babies. You even start level die enemy health stays infinite lives! Good graphics though.,Positive,0.09999999999999998,0.5
+Galaxy Attack: Alien Shooter,"So I'm really sure anyone would give game anything 5 stars! It's seriously original game! No complaints, ads worked fine graphics amazing samsung galaxy s9+",Positive,0.14861111111111114,0.6398148148148147
+Galaxy Attack: Alien Shooter,I spent bunch money game. Lost since I switch phones save option save levels crystals purchases. Can't find restore purchases either. I find way get money back speak lawyers.,Negative,-0.16666666666666666,0.16666666666666666
+Galaxy Attack: Alien Shooter,"Good game, difficulty collecting daily bonus & quest bit hard willing spend real cash get added things ships",Positive,0.07638888888888888,0.43194444444444446
+Galaxy Attack: Alien Shooter,I bought $30 pack Phantom assassin give developers please get back thank,Neutral,0.0,0.0
+Galaxy Attack: Alien Shooter,Qanon fact fooling fooling people trying get ignorant people fooling around world fooling around for. fooling people farthest propoganda network historically shown people vote way rich NOT christian much walking McDonald's,Positive,0.14375,0.2375
+Galaxy Attack: Alien Shooter,I think great game kill time... slightly addictive.. I'm satisfied overall game play ... thx Devos really nice job ..,Positive,0.15714285714285717,0.6357142857142856
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,A little hard understand get going. But great game addiction. A throwback the old games !!,Positive,0.015416666666666667,0.47833333333333333
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,"Far many ads, take for longer able close. Ads ruin enjoyment",Positive,0.3666666666666667,0.7083333333333334
+Galaxy Attack: Alien Shooter,I much like game year ago I deleted I spent lot money I'm playing I wish I could get money back least spaceship back...,Negative,-0.10000000000000002,0.18333333333333335
+Galaxy Attack: Alien Shooter,Reminds game I played I growing called Galaxy Ending Man. Ofcourse I believe inspiration game came,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,Some stuff little bit difficult levels impossible,Negative,-0.45138888888888884,0.8333333333333334
+Galaxy Attack: Alien Shooter,If kids today knew much better now. Couldnt wait get arcade play games like 30 yrs ago. This game million times better. Great new take old game style #highfive,Positive,0.17662337662337663,0.4577922077922078
+Galaxy Attack: Alien Shooter,I've always loved game arcade thank I phone love it.,Positive,0.26666666666666666,0.6000000000000001
+Galaxy Attack: Alien Shooter,Why can't reinstall onto new device without losing data,Positive,0.13636363636363635,0.45454545454545453
+Galaxy Attack: Alien Shooter,This game I cuz funniest I never even set phone always charging staying 100 percent,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,This game fun I lost everything I paid customer support contact ridiculous,Negative,-0.14444444444444446,0.5333333333333333
+Galaxy Attack: Alien Shooter,This game given gray hair's I love,Positive,0.04999999999999999,0.5
+Galaxy Attack: Alien Shooter,It made 2 withdrawals credit card account without adding purchases back game :(,Negative,-0.3833333333333333,0.4666666666666666
+Galaxy Attack: Alien Shooter,The The iy bit mess I think starts first,Positive,0.037500000000000006,0.25416666666666665
+Galaxy Attack: Alien Shooter,"Awesome, get hooked play it. Don't spend money want to. But helps.",Positive,1.0,1.0
+Galaxy Attack: Alien Shooter,Really good game u like old school games,Positive,0.1333333333333333,0.39999999999999997
+Galaxy Attack: Alien Shooter,Great game. The latest upgrades really improved graphics challenges.,Positive,0.275,0.5625
+Galaxy Attack: Alien Shooter,Been level 32 loved way. Still playing. Addicting,Positive,0.7,0.8
+Galaxy Attack: Alien Shooter,Fun nostalgic game play. It go overboard bating making purchases least going experiences games.,Negative,-0.23000000000000004,0.43
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,old time classic style gameplay amped power ups great graphics sick variety battleships choose play against.,Positive,0.08809523809523809,0.493452380952381
+Galaxy Attack: Alien Shooter,The game freezing alot please fix problem asap,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,Where quarters went back day. Yeah...,Neutral,0.0,0.0
+Galaxy Attack: Alien Shooter,"Nice graphics, purposely low scoring game watch video ads continue instead buying ""gold""",Positive,0.06666666666666665,0.5666666666666668
+Galaxy Attack: Alien Shooter,awesome game love playing u never know what's going happen game everything change drop hat .,Positive,0.17500000000000002,0.6
+Galaxy Attack: Alien Shooter,Good games bored also old style game too. :),Positive,0.07999999999999999,0.64
+Galaxy Attack: Alien Shooter,"Since last update game respond anything restart level - tapping video, restart, unresponsive. I restart play another level.",Negative,-0.2,0.23333333333333334
+Galaxy Attack: Alien Shooter,I love game! This game took back Old School games,Negative,-0.06000000000000001,0.31999999999999995
+Galaxy Attack: Alien Shooter,The Game keep edge seat Tulsa Spence can't wait get back again.,Negative,-0.2,0.2
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,best game found awhile reminds galaxa,Positive,0.3,0.35
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,Awesome game reminds old school games looks alot better,Positive,0.3,0.5249999999999999
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,Great game fun,Positive,0.2333333333333333,0.44999999999999996
+Galaxy Attack: Alien Shooter,Great time killer. I love challenging get.,Positive,0.6,0.7833333333333333
+Galaxy Attack: Alien Shooter,guy's game wonderful,Positive,0.3,0.7
+Galaxy Attack: Alien Shooter,It harkens back early arcade games. Very enjoyable!,Positive,0.30416666666666664,0.36000000000000004
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,My hand gets tired,Negative,-0.4,0.7
+Galaxy Attack: Alien Shooter,I'm loving it. Xcelent juego.,Positive,0.6,0.95
+Galaxy Attack: Alien Shooter,It best games I ever played,Positive,1.0,0.3
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,I love game amazing,Positive,0.23333333333333336,0.6333333333333333
+Galaxy Attack: Alien Shooter,Fun game keeps attention pretty addictive,Positive,0.03749999999999999,0.625
+Galaxy Attack: Alien Shooter,"Great game, I used play Galaxy years ago.",Positive,0.2,0.575
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,So much fun!,Positive,0.375,0.2
+Galaxy Attack: Alien Shooter,Switch levels quicker,Neutral,0.0,0.0
+Galaxy Attack: Alien Shooter,Bother players money 4th level rate five levels,Neutral,0.0,0.0
+Galaxy Attack: Alien Shooter,Just like I used play Super Nintendo!,Positive,0.41666666666666663,0.6666666666666666
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,"Good game, keeps taking coins, last time took 50,000 coins reason",Positive,0.09999999999999998,0.35555555555555557
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,I going stay playing game,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,I think game 4.3 outta 5 Needs work multiplayer upgrades,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,This want touchscreen game,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,I like game I.,Negative,-0.4,0.4
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,Nice play alot fun,Positive,0.44999999999999996,0.6
+Galaxy Attack: Alien Shooter,Love pretty hard get crystals,Positive,0.15277777777777776,0.7138888888888889
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Attack: Alien Shooter,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Gift,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Galaxy Live Wallpaper,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game for KIDS: KIDS match'em,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,Pls give option share resources within allegiance...it would even better connect Google play...so planning introducing feature? I hope it'll soon ..,Positive,0.5,0.5
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,"No skill needed play game, lot money.",Negative,-0.4,0.4
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,"Very much like kingdoms Camelot, we'll adapted app...once got crash bug fixed got even better.",Positive,0.2866666666666667,0.32
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,Really I think game sucks,Negative,-0.16666666666666666,0.30000000000000004
+Game of Thrones: Conquest™,nan,nan,nan,nan
+Game of Thrones: Conquest™,The film followed by a beautiful good,Positive,0.7749999999999999,0.8
+Game of Thrones: Conquest™,It trick I enjoy I always it.,Positive,0.4,0.5
+Game of Thrones: Conquest™,Very fun play especially TV program,Positive,0.195,0.63
+Game of Thrones: Conquest™,'Crash issues,Neutral,0.0,0.0
+Game of Thrones: Conquest™,Great game,Positive,0.2,0.575
+"Gametime - Tickets to Sports, Concerts, Theater",nan,nan,nan,nan
+"Gametime - Tickets to Sports, Concerts, Theater",nan,nan,nan,nan
+"Gametime - Tickets to Sports, Concerts, Theater",It great going purchase tickets.. Do sell tickets. They RIP keep money. They sold 360 dollar tickets 120 bucks .. lesson learned I guess,Positive,0.8,0.75
+"Gametime - Tickets to Sports, Concerts, Theater","Watch out. They label anything like preseason playoffs. Turns I paid regular season prices preseason game. Customer rude refused refund full amount, offering 75%. Uninstalling soon I sell tickets, currently let attempt. What joke. Just pick 12 ticket services avoid company. You're better off.",Positive,0.025000000000000005,0.42115384615384616
+"Gametime - Tickets to Sports, Concerts, Theater",nan,nan,nan,nan
+"Gametime - Tickets to Sports, Concerts, Theater",Never problem till now. I bought tickets week prior event. Then sell them. An I didnt even get half back I paid. Seriously. That rip off. Like I said never problem before. But got majority money taken cool. Changing another Now chatting customer service. They tell nothing do. An said basically thank hard earned money short word description try get money back. Dumping changing. No wonder ranked #5. An think I thought different 1 point,Negative,-0.049074074074074076,0.32499999999999996
+"Gametime - Tickets to Sports, Concerts, Theater","Don't like see show, go back, start search beginning... I love app...",Positive,0.25,0.3
+"Gametime - Tickets to Sports, Concerts, Theater","I love it, wonders, fast, easy, convenient. I love I send friends family tickets instead print out.",Positive,0.4083333333333333,0.6583333333333333
+"Gametime - Tickets to Sports, Concerts, Theater",I able find best prices right here... even day event got best prices... ive 6 different venues got tickets right GAMETIME,Positive,0.5119047619047619,0.48273809523809524
+"Gametime - Tickets to Sports, Concerts, Theater","Its quick, simple, hassle. I get tickets NFL here. Love",Positive,0.27777777777777773,0.48571428571428577
+"Gametime - Tickets to Sports, Concerts, Theater",Great place find sporting events need right price. Easy manage painless search.,Positive,0.5063492063492064,0.7063492063492064
+"Gametime - Tickets to Sports, Concerts, Theater",Love always get great deals games states,Positive,0.65,0.675
+"Gametime - Tickets to Sports, Concerts, Theater",Low rating constant annoyance notifications advertisements app. THE IGNORES THE IN-APP TOGGLE TO DISABLE NOTIFICATIONS.,Neutral,0.0,0.31666666666666665
+"Gametime - Tickets to Sports, Concerts, Theater",game time always helped tickets even messed got I needed thank :),Positive,0.04999999999999999,0.7
+"Gametime - Tickets to Sports, Concerts, Theater",This sure best sports ticket used hands down.,Positive,0.44814814814814813,0.49259259259259264
+"Gametime - Tickets to Sports, Concerts, Theater",I find useful! I always buy tickets gametime.,Positive,0.375,0.0
+"Gametime - Tickets to Sports, Concerts, Theater",This amazing I always find great deals tickets!,Positive,0.8,0.825
+"Gametime - Tickets to Sports, Concerts, Theater",Needed tickets quick dynamo game got good seats good price.,Positive,0.3333333333333333,0.525
+"Gametime - Tickets to Sports, Concerts, Theater",So simple tickets great price. Win/Win,Positive,0.4,0.5535714285714286
+"Gametime - Tickets to Sports, Concerts, Theater",Easy use. I always buy game tickets here.,Positive,0.016666666666666663,0.6166666666666667
+"Gametime - Tickets to Sports, Concerts, Theater",Awesome less fees ticket merchant!,Positive,0.39583333333333337,0.5333333333333333
+"Gametime - Tickets to Sports, Concerts, Theater",Pretty awesome app. Easy great cheap tix,Positive,0.5766666666666667,0.8566666666666667
+"Gametime - Tickets to Sports, Concerts, Theater",Always hassle-free cheap seats games concerts!,Positive,0.5,0.7
+"Gametime - Tickets to Sports, Concerts, Theater",Best I've found cheap game tickets!,Positive,0.3,0.4666666666666666
+"Gametime - Tickets to Sports, Concerts, Theater","Good experience. It first, I can't really share much. Overall, I think I'll future.",Positive,0.22999999999999998,0.25166666666666665
+"Gametime - Tickets to Sports, Concerts, Theater",Makes getting tickets event breeze. Absolutely love it.,Positive,0.5,0.6
+"Gametime - Tickets to Sports, Concerts, Theater",Just saw Weezer using app. The tickets every like $20 fees.,Neutral,0.0,0.0
+"Gametime - Tickets to Sports, Concerts, Theater",Great tickets I find buying often,Positive,0.8,0.75
+"Gametime - Tickets to Sports, Concerts, Theater",It super easy great seat selections!,Positive,0.5888888888888889,0.75
+"Gametime - Tickets to Sports, Concerts, Theater","Love Gametime. Quick, easy reliable!!! A+",Positive,0.5598958333333334,0.6444444444444445
+"Gametime - Tickets to Sports, Concerts, Theater",Super reliable. Fast good prices!,Positive,0.4694444444444444,0.6222222222222222
+"Gametime - Tickets to Sports, Concerts, Theater",Easy use. Like share tickets purchase friends,Positive,0.43333333333333335,0.8333333333333334
+"Gametime - Tickets to Sports, Concerts, Theater",Best ONLY place buy great tickets!!!,Positive,0.6666666666666666,0.6833333333333332
+"Gametime - Tickets to Sports, Concerts, Theater",I never bad experience,Positive,0.3499999999999999,0.6666666666666666
+"Gametime - Tickets to Sports, Concerts, Theater","Great prices, simple use, I love it!",Positive,0.47500000000000003,0.5690476190476191
+"Gametime - Tickets to Sports, Concerts, Theater","Awesome easy use, love it!!!",Positive,0.8032986111111112,0.8111111111111112
+"Gametime - Tickets to Sports, Concerts, Theater",Great app! You disappointed!,Positive,0.03125,0.75
+"Gametime - Tickets to Sports, Concerts, Theater",Last minute game shopping discount... ho wrong,Negative,-0.3,0.45555555555555555
+"Gametime - Tickets to Sports, Concerts, Theater",simple platform makes easy buy,Positive,0.21666666666666667,0.5952380952380952
+"Gametime - Tickets to Sports, Concerts, Theater",So cheap reliable ! Great,Positive,0.65,0.725
+Garden Coloring Book,"It's...a coloring book ap. And I like adult coloring books. It's easy (I try moving around end coloring something I want color), least fixing mistakes easy enough. I love color options. However, despite that, I can't complain. My biggest compla... Full Review",Positive,0.21666666666666665,0.5738095238095238
+Garden Coloring Book,wanted access pictures. I denied let app. Don't need coloring needs access files.,Neutral,0.0,0.0
+Garden Coloring Book,Way many ads... im paying 8$USD pictures color FREE numerous apps!! Uninstall immediately....,Positive,0.3,0.6
+Garden Coloring Book,"good bad color outside lines. like real, traditional coloring book. gradients either.",Positive,2.7755575615628914e-17,0.5791666666666666
+Garden Coloring Book,"I really enjoying application. My complaint small pixels hard color, plus even impossible color. Even so, relaxing great stress reducer. GlendaArd",Negative,-0.03472222222222221,0.5819444444444445
+Garden Coloring Book,"People thinks game dumb, ok.But game soo fun . I even care ads. So install fun. It soo relaxing enjoying. Download see yourself.",Negative,-0.012499999999999992,0.3833333333333333
+Garden Coloring Book,"This work first place. Keeps asking permission access media.. I never ever permit. Thus, stopped working. Hate even using. Do something bruh!",Negative,-0.375,0.6166666666666667
+Garden Coloring Book,"Pretty good wish picture lines smoother. If finish picture... Make sure save close phone, may lose work don't.",Positive,0.48333333333333334,0.8296296296296296
+Garden Coloring Book,nan,nan,nan,nan
+Garden Coloring Book,I love better I found I love color I can't see color paper better want I love pick different things color see,Positive,0.4166666666666667,0.5666666666666668
+Garden Coloring Book,This game nice relax mine need buy it.. So install game relax brain,Negative,-0.0666666666666667,0.6
+Garden Coloring Book,Be great time get money buy stuff know much u want thing result man I nice person reason say thing know get chance get phone phone I going friends best good time go best thing I little bit sudden know I sure,Positive,0.5125,0.5598765432098767
+Garden Coloring Book,"It ok, think pictures girls sexist ok fun gets boring.",Positive,0.07500000000000001,0.55
+Garden Coloring Book,It's really creative get many ideas I love try,Positive,0.5,0.7000000000000001
+Garden Coloring Book,This really make feel creative. If really person likes colour combinations stuff,Positive,0.3,0.4666666666666666
+Garden Coloring Book,I Love alot would pick colors shad shadowif could.,Positive,0.5,0.6
+Garden Coloring Book,"I love game, outstanding extremely relaxing. The thing I would like see future bright vivid colors, flouresent colors.",Positive,0.18571428571428572,0.65
+Garden Coloring Book,I thinking decent ads started popping middle coloring. Uninstalling.,Positive,0.08333333333333333,0.3333333333333333
+Garden Coloring Book,I love many pics color make whatever you like make sure You You learn many thing Thank making app.,Positive,0.5,0.6222222222222222
+Garden Coloring Book,It says free pay unlock nice photos worth,Positive,0.43333333333333335,0.6333333333333334
+Garden Coloring Book,This SUPER!!! Thanks hard work! mimin,Positive,0.1621527777777777,0.4694444444444444
+Garden Coloring Book,easy picture pretty pop-up ads annoying..,Negative,-0.038888888888888896,0.9111111111111111
+Garden Coloring Book,It's great I mean colours beautiful way see I obsessed it..love much.,Positive,0.20749999999999996,0.7275
+Garden Coloring Book,This great coloring game buy coloring pictures game.,Neutral,0.0,0.5166666666666666
+Garden Coloring Book,"I never great painting before, make little bit good",Positive,0.03749999999999998,0.6166666666666667
+Garden Coloring Book,wrote bad game fool like game,Negative,-0.5,0.48888888888888893
+Garden Coloring Book,"Very relaxing beautiful pics, fan many ads though apart that, I love app!",Positive,0.54375,0.6
+Garden Coloring Book,It lets want imagination goes wild,Positive,0.1,0.4
+Garden Coloring Book,nan,nan,nan,nan
+Garden Coloring Book,Wish I coloring pages like child!,Neutral,0.0,0.0
+Garden Coloring Book,So many ads I like plz gave us new colours plz bad colours plz gave us colours plz,Negative,-0.021212121212121165,0.5404040404040403
+Garden Coloring Book,I love much,Positive,0.35,0.4
+Garden Coloring Book,I loved multiple choice colours different shades,Positive,0.2333333333333333,0.4666666666666666
+Garden Coloring Book,nan,nan,nan,nan
+Garden Coloring Book,This game good! It beautiful picture colours too.I love much!!,Positive,0.42750000000000005,0.56
+Garden Coloring Book,nan,nan,nan,nan
+Garden Coloring Book,"Best thing EVER. On bus, train, couch!",Positive,1.0,0.3
+Garden Coloring Book,nan,nan,nan,nan
+Garden Coloring Book,It fun.A bit difficult take time.Not difficult beautiful pictures,Negative,-0.05000000000000001,1.0
+Garden Coloring Book,"Beautiful coloring pictures! Easy use! Worth removing ads, & unlocking content!",Positive,0.638888888888889,0.6444444444444445
+Garden Coloring Book,You unlock photos,Neutral,0.0,0.0
+Garden Coloring Book,I did.not like want go change color would let,Neutral,0.0,0.0
+Garden Coloring Book,It's enjoyable apps..and nice soundtrip.,Positive,0.55,0.8
+Garden Coloring Book,This helps wind end day. Much needed relaxation.,Positive,0.2,0.2
+Garden Coloring Book,I even play,Neutral,0.0,0.0
+Garden Coloring Book,It really helps concentrate enjoyable.,Positive,0.35,0.4
+Garden Coloring Book,The pictures beautiful colors amazing there's lot chose from.,Positive,0.7250000000000001,0.95
+Garden Coloring Book,I love drawing,Positive,0.5,0.6
+Garden Coloring Book,It good game And make ever want,Positive,0.14999999999999997,0.5
+Garden Coloring Book,A little OK nice,Positive,0.30416666666666664,0.6666666666666666
+Garden Coloring Book,I really like it. I like pictures. And really easy use.,Positive,0.31666666666666665,0.5166666666666667
+Garden Coloring Book,It's really fun easy everything perfect,Positive,0.5777777777777778,0.6777777777777777
+Garden Coloring Book,Annoying ads funny good passing time,Positive,0.04999999999999997,0.8333333333333334
+Garden Coloring Book,Gives creative ideas art time,Positive,0.5,1.0
+Garden Coloring Book,Super colory book Best entertainment Addictive,Positive,0.4444444444444444,0.6222222222222222
+Garden Coloring Book,Its amazing whoever reading quick amazing,Positive,0.5111111111111112,0.7666666666666666
+Garden Coloring Book,This nice I like interesting,Positive,0.55,0.75
+Garden Coloring Book,Simply done. An easy handle app. Love,Positive,0.3111111111111111,0.5968253968253968
+Garden Coloring Book,Amazing!!,Positive,0.9375000000000001,0.9
+Garden Coloring Book,It's great relaxation I Loved,Positive,0.75,0.775
+Garden Coloring Book,Pretty pictures. Lots tool choices. Enjoying it!,Positive,0.4375,0.8
+Garden Coloring Book,I love different selections. Thank,Positive,0.25,0.6
+Garden Coloring Book,Like it!,Neutral,0.0,0.0
+Garden Coloring Book,Too many ad free picture,Positive,0.45,0.65
+Garden Coloring Book,Very relaxing love color selection!,Positive,0.4125,0.44999999999999996
+Garden Coloring Book,Love colors & photo's. Lots fun everyone.,Positive,0.4,0.4
+Garden Coloring Book,This good game I like it.,Positive,0.14999999999999997,0.5
+Garden Coloring Book,I love peaceful,Positive,0.375,0.55
+Garden Coloring Book,I love,Positive,0.5,0.6
+Garden Coloring Book,"Like it, ♥♥♥",Neutral,0.0,0.0
+Garden Coloring Book,nan,nan,nan,nan
+Garden Coloring Book,Too Much ads problem,Positive,0.2,0.2
+Garden Coloring Book,Like lot,Neutral,0.0,0.0
+Garden Coloring Book,It awesome,Positive,1.0,1.0
+Garden Coloring Book,I like,Neutral,0.0,0.0
+Garden Coloring Book,I love ❤,Positive,0.5,0.6
+Garden Coloring Book,Alot ads,Neutral,0.0,0.0
+Garden Coloring Book,Horrible pages,Negative,-1.0,1.0
+Garden Coloring Book,Very bad,Negative,-0.9099999999999998,0.8666666666666667
+Garden Coloring Book,Changeable.,Neutral,0.0,0.0
+Garden Coloring Book,"Awesome, lots fun!",Positive,0.6875,0.6
+Garden Coloring Book,Remind childhood days..!!!!,Neutral,0.0,0.0
+Garden Coloring Book,Love pics colors!,Positive,0.625,0.6
+Garden Coloring Book,love ☞ ♥ (^.^)/,Positive,0.75,0.8
+Garden Coloring Book,This game good,Positive,0.14999999999999997,0.5
+Garden Coloring Book,It's good,Positive,0.7,0.6000000000000001
+Garden Coloring Book,nan,nan,nan,nan
+Garden Coloring Book,nan,nan,nan,nan
+Garden Coloring Book,This game amazing,Positive,0.10000000000000003,0.65
+Garden Coloring Book,Look beautiful amazing,Positive,0.7250000000000001,0.95
+Garden Coloring Book,Fun relaxing.,Positive,0.3,0.2
+Garden Coloring Book,I love ♡♡♡♡♡◇◇◇◇◇♡◇♡◇♡◇♡◇♡♡◇♡◇♡,Positive,0.5,0.6
+Garden Coloring Book,Mast,Neutral,0.0,0.0
+Garden Coloring Book,Woow,Neutral,0.0,0.0
+Garden Coloring Book,Like,Neutral,0.0,0.0
+Garden Coloring Book,It's great,Positive,0.8,0.75
+Garden Coloring Book,It's nice,Positive,0.6,1.0
+Garden Coloring Book,Cute!,Positive,0.625,1.0
+Garden Coloring Book,nan,nan,nan,nan
+Garden Coloring Book,nan,nan,nan,nan
+Garden Fruit Legend,Great game I really love it! And I absolutely love updates made! Is way login Facebook? Also controls great 100% time. Sometimes pieces go direction I want to.,Positive,0.49000000000000005,0.62
+Garden Fruit Legend,Nothing excited about. Another game.,Negative,-0.012500000000000011,0.575
+Garden Fruit Legend,"Love game, which ways earn coins Its Phenomenal",Positive,0.19999999999999998,0.5
+Garden Fruit Legend,Brill game. Better candy crush,Positive,0.04999999999999999,0.45
+Garden Fruit Legend,"Fun game, addicting.",Negative,-0.05000000000000002,0.30000000000000004
+Garden Fruit Legend,Great game,Positive,0.2,0.575
+Garden Fruit Legend,Love game fun play.,Positive,0.13333333333333333,0.39999999999999997
+Garden Fruit Legend,Ok,Positive,0.5,0.5
+Garden Fruit Legend,Fun,Positive,0.3,0.2
+Garden Fruit Legend,Silly,Negative,-0.5,0.875
+Garden Fruit Legend,Love,Positive,0.5,0.6
+Garden Fruit Legend,Love,Positive,0.5,0.6
+Garden Fruit Legend,Great,Positive,0.8,0.75
+Garden Fruit Legend,Super ADDICTIVE. Cant stop playing,Positive,0.16666666666666666,0.7833333333333333
+Garden Fruit Legend,nan,nan,nan,nan
+Garden Fruit Legend,Just started 07-2018 fun game,Negative,-0.05000000000000002,0.30000000000000004
+Garden Fruit Legend,Does enough moves game,Negative,-0.2,0.45
+Garden Fruit Legend,"I really like playing game, ask card information, keep playing, I like part,,not play game!!!!!",Negative,-0.39999999999999997,0.3333333333333333
+Garden Fruit Legend,Fun game cute graphics!,Positive,0.17499999999999996,0.5333333333333333
+Garden Fruit Legend,ok,Positive,0.5,0.5
+Garden Fruit Legend,Love game,Positive,0.04999999999999999,0.5
+Garden Fruit Legend,Nice game play family,Positive,0.09999999999999998,0.7
+Garden Fruit Legend,Perfect really❤❤,Positive,1.0,1.0
+Garden Fruit Legend,I love it.,Positive,0.5,0.6
+Garden Fruit Legend,Every enjoyable,Positive,0.5,0.6
+Garden Fruit Legend,Awesome,Positive,1.0,1.0
+Garden Fruit Legend,nice,Positive,0.6,1.0
+Garden Fruit Legend,Fun,Positive,0.3,0.2
+Garden Fruit Legend,Interesting,Positive,0.5,0.5
+Garden Fruit Legend,It's really cute game soon I started I'm hooked playing 4 hours can't stop.,Positive,0.04999999999999999,0.7
+Garden Fruit Legend,First time playing graphics challenges hand coordination,Positive,0.25,0.3333333333333333
+Garden Fruit Legend,It's ok. I mean...i like it. It helps pass time. It's addictive. It's good. Try it.,Positive,0.39999999999999997,0.6666666666666666
+Garden Fruit Legend,Very nice game,Positive,0.19,0.7
+Garden Fruit Legend,neat game,Negative,-0.4,0.4
+Garden Fruit Legend,It's great,Positive,0.8,0.75
+Garden Fruit Legend,Fun different,Positive,0.15,0.4
+Garden Fruit Legend,Fun game,Negative,-0.05000000000000002,0.30000000000000004
+Garden Fruit Legend,Very addictive,Neutral,0.0,1.0
+Garden Fruit Legend,Addictive.,Neutral,0.0,0.9
+Garden Fruit Legend,"Enjoyable first, causes high stress Game starts fun gets real stressful there's way win without buying extra",Positive,0.22625,0.35916666666666663
+Garden Photo Frames - Garden Photo Editor,Nice app..... So good.....,Positive,0.6499999999999999,0.8
+Garden Photo Frames - Garden Photo Editor,Super,Positive,0.3333333333333333,0.6666666666666666
+Garden Photo Frames - Garden Photo Editor,Its good,Positive,0.7,0.6000000000000001
+Garden Photo Frames - Garden Photo Editor,Love,Positive,0.5,0.6
+Garden Photo Frames - Garden Photo Editor,Use Done Love,Positive,0.5,0.6
+Garden Photo Frames - Garden Photo Editor,best quality picture ever,Positive,1.0,0.3
+Garden Photo Frames - Garden Photo Editor,Powerful Cuff,Positive,0.3,1.0
+Garden Photo Frames - Garden Photo Editor,"Yes hate too,it real lie cuzzz pic inside 8, More wasting time",Negative,-0.03333333333333336,0.5666666666666668
+Garden Photo Frames - Garden Photo Editor,It's good showing vaeiries trees garden,Positive,0.7,0.6000000000000001
+Garden Photo Frames - Garden Photo Editor,Very bad full photo,Negative,-0.2799999999999999,0.7083333333333334
+Garden Photo Frames - Garden Photo Editor,I like nice,Positive,0.6,1.0
+Garden Photo Frames - Garden Photo Editor,I think awesome,Positive,1.0,1.0
+Garden Photo Frames - Garden Photo Editor,This fabulous. I love instantly. Its much fun using it. Thanks,Positive,0.27999999999999997,0.5333333333333334
+Garden Photo Frames - Garden Photo Editor,View garden flowers,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,I think I update,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,To make feel crazy,Negative,-0.6,0.9
+Garden Photo Frames - Garden Photo Editor,"Nice, creates nice background.",Positive,0.6,1.0
+Garden Photo Frames - Garden Photo Editor,Arun Kumar yadav,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,I like much,Positive,0.2,0.2
+Garden Photo Frames - Garden Photo Editor,I like much,Positive,0.2,0.2
+Garden Photo Frames - Garden Photo Editor,Hope give I expect,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,RAKESH KUMAR,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,I think perfect need studio pics,Positive,1.0,1.0
+Garden Photo Frames - Garden Photo Editor,If I load I good photo,Positive,0.7,0.6000000000000001
+Garden Photo Frames - Garden Photo Editor,Good Prm,Positive,0.7,0.6000000000000001
+Garden Photo Frames - Garden Photo Editor,It's greatly,Positive,0.8,0.75
+Garden Photo Frames - Garden Photo Editor,Bhanu Ke Yu,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,Sorry sorry,Negative,-0.5,1.0
+Garden Photo Frames - Garden Photo Editor,Chick Check,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,Very interesting,Positive,0.65,0.65
+Garden Photo Frames - Garden Photo Editor,Yogendra Kumar Yogendra Kumar,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,M.srinivas 79937372 04,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,Thanks sharing message,Positive,0.2,0.2
+Garden Photo Frames - Garden Photo Editor,It quick edit photo design,Positive,0.3333333333333333,0.5
+Garden Photo Frames - Garden Photo Editor,Frames. Download,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,Very good,Positive,0.9099999999999999,0.7800000000000001
+Garden Photo Frames - Garden Photo Editor,,Neutral,0.0,0.0
+Garden Photo Frames - Garden Photo Editor,It's okay,Positive,0.5,0.5
+Garden Photo Frames - Garden Photo Editor,It make ur background looking good,Positive,0.7,0.6000000000000001
+Garden Photo Frames - Garden Photo Editor,Photo frame camera I loved photo frame camera,Positive,0.7,0.8
+Gardenscapes,"Edit July 13th: last update ruined game. I cannot play anymore keeping asking give access Fb friends list button work. It's pitty! Love game (i've passed across river) happened ""tap skip""? It great idea worked update only. Now work anymore.",Positive,0.05714285714285715,0.45952380952380956
+Gardenscapes,nan,nan,nan,nan
+Gardenscapes,"Totally addictive, I stop playing.. I beginning spend money it... Then I reseted phone, reinstall surprise, gold heart still progression gone. I'm back 0. I learn keep hour progression, forced link Facebook. Wich I obviously cause forced. Good point. I'm cured addiction finally able erase it. So best feature force Facebook. Thx gardenscape",Positive,0.19999999999999998,0.415625
+Gardenscapes,"When I started playing, I enjoyed game. Now, constantly asks access Facebook friend list, I want. I Facebook connect save ONLY, bother friends requests sort. If I say ""yes"", go Facebook limit permissions, demands permissions next time I open game. Also, I much farther game, enough ""new"" levels continue earn stars. I play recycled levels, give stars fix garden... whole point game.",Negative,-0.04335664335664336,0.4375291375291376
+Gardenscapes,"Awesome Game! I love Austin! I'm addicted! This great Storyline No timer came relax make way levels redecorating grounds beautiful Mansion! I love different events also, gives Opportunity play kinds different games within Garden! I recommend ages, young old!",Positive,0.2863636363636364,0.6136363636363635
+Gardenscapes,"You get prizes gotten considering money spend achieve goals. We need hours play, need power ups. You forget keep items gotten achievements. The areas take many stars things levels area hard. The power ups cost many coins. It Was fun first anymore.",Positive,0.25166666666666665,0.4149999999999999
+Gardenscapes,"Every update gets better. I've playing long time. Recently factory reset, Facebook. Customer good, got back. Love ads. Yes takes awhile get lives...I three similar games going swap them;)",Positive,0.2375,0.46875
+Gardenscapes,First oke pass level.. hundred level Need play n again.. hard.. cannot play old level get money need buy (just 4 fun user never buy game money).. lost many times. With new update fun pass level help events. Keep going.,Positive,0.1118371212121212,0.3536931818181818
+Gardenscapes,"I love puzzles challenging. Game play slowish bad could be. The ads optional awesome, I still watch get coins intrusive since I opt watch. My complaint win unlimited lives forces right then. It problem bc sometimes I time then. I may logged play 5mins since time limit available I time play would better could want to.",Positive,0.25857142857142856,0.5702380952380952
+Gardenscapes,"Would give 5 levels become hard, used turn would help way, sadly spent 5 days getting past level I losing live. Please change back give us full time workers chance .",Negative,-0.025883838383838398,0.3236111111111111
+Gardenscapes,"Pretty good far! I purchased coins boosters, receive them. I times. I've never problem, said purchases successful. So took money? And I middle level beat it, ran moves, let get purchase items screen, even though purchased enough coins extra moves. I'd like refunded. Please help fix this! Thanks!",Positive,0.259375,0.54375
+Gardenscapes,"The game great thought costs much extend 5 moves considering prize coins 50+. Also, several tasks I want gotta do. And I need stars make call greet guest even start new day? The building, though, exciting!",Positive,0.1852272727272727,0.4340909090909091
+Gardenscapes,I love concepts Playrix brand games takes WAY long advance get many lives every 30 min. I eventually get bored move on. UPDATE...they've installed many new updates since I wrote post game SO much better!,Positive,0.16392045454545456,0.5443181818181818
+Gardenscapes,"I feel like butler Austin undressing eyes every puzzle. Also, I'm pretty sure Austin Robbie experimented ""Safe"" Tree House. P.S. FU Olivia! Why gotta Debbie downer Austin's Facebook page? Stop projecting sadness onto Austin. Overall average matching game.",Positive,0.1375,0.5314814814814814
+Gardenscapes,Up recently game getting full 5 stars. Until tonight I bought gold reserve used funds get three bonus stuff (3x bombs etc). However I played level using bombs colour wheels egg next level gone. I still 2x instead vanished... fixed I give 5* again?,Positive,0.01249999999999999,0.28750000000000003
+Gardenscapes,"TOTAL SCAM STEALS MONEY So I swore I would never spend money game. But I enjoyed figured 6.99 hour worth fun worth it, cheaper movie. Problem I'm waitress 6.99 lot money me. So imagine upset I money removed account package I paid given game. Its real shame I delete game u can't justify keeping stole me. Just livid.",Positive,0.044444444444444446,0.37222222222222223
+Gardenscapes,Enjoying game wish I could can't pass level. What can't get back rounds either? That would help earn coins. I'm basically stuck 29 3 days way get passed it. Not everyone afford pay coins. Please help way. Other than. That great game point,Positive,0.0625,0.42083333333333334
+Gardenscapes,"Once get higher levels, game really tried make spend money move on. The level really difficult boosters show useless spots. Also I agree reviews. I want waste stars greeting somebody opening package. Uninstalling right now.",Negative,-0.12346938775510204,0.40510204081632656
+Gardenscapes,My favorite game thus far! Always wanting see what's next tasks improvements garden sections. I also love fact brain find strategies get boards. You stubborn play game I guess I'm stubborn! Lol,Positive,0.1464285714285714,0.5857142857142856
+Gardenscapes,"This game actually good. But, lives, wait like.....forever (it takes long refill lives). That's play really NOT HAVE ANYTHING TO DO. But well,, lot things. better waiting lives refilled. Think lot install game.",Positive,0.04166666666666665,0.4166666666666666
+Gardenscapes,"Got way difficult way soon. Uninstalling hard level 27 something. If difficult frustrating, fun, fun whole point. Plus I like many decorations, I found ugly. And spending star start new day b.s. they're hard earn. I can't imagine getting far enough unlock sections yard without pulling hair out.",Negative,-0.08822843822843823,0.6336829836829837
+Gardenscapes,"Its ok. I like concept all, IMHO, feel game cheats stars continue game. Why forced star ""start new day make call"" slows game lot me. Why pay real money coins earned. Also game charges many coins continue game losing. Almost forcing micro transaction you. 900 coins continue, why? It half that. I would probably buy coins give felt game bit fair. I continue play, like said..i like concept match 3 sim like game.",Negative,-0.08787878787878792,0.4158008658008659
+Gardenscapes,"It's really fun get hard levels, sometimes practically impossible unless spend money. I would keep playing fun addictive I'm done. I spend little money first, cool day 3 everything big takes least 4 stars. I much get stuck I want play pay!",Positive,0.0003787878787878724,0.45681818181818185
+Gardenscapes,"As addition Austin bucks, I deleting app. I liked microtransactions minimal unobtrusive, gameplay fun, even though levels recycle get higher hundreds, challenges different. Sad update. This favorite app.",Positive,0.15,0.6714285714285714
+Gardenscapes,"3rd edit: seeing I rate game stop asking rate game Edited review - I frustrated first star coin prices stuff difficulty went early game, I get it. I love game. The match 3 aspect changes enough stay interesting narrative amazing. I love little in-game Facebook feed! And cleaning perfect garden.",Positive,0.06104166666666669,0.46888888888888886
+Gardenscapes,I disappointed you getting bonus start game.. like u get 3 bonus next u lose 4th time u start over. Wish u jus lose like fishdom it... plz fix soon possible else delete,Negative,-0.2875,0.5375
+Gardenscapes,"Game usually super fun. Very addicting mentioned. The real bummer me, hard level takes forever get through. Which I'm stuck long, makes want play. But overall, fun game. I love seeing garden transform.",Positive,0.06287878787878787,0.3643939393939393
+Gardenscapes,Good premise many announcements ts opportunities spend money. If get 30 min free life half used different announcements game. Still doable. Now new way spend coming. Austin bucks. So redecorate already decorated. And I log I let game access Facebook friends list. Ridiculous! I uninstalling.,Positive,0.0392255892255892,0.5468013468013468
+Gardenscapes,"Great game added propane tanks, would ok computer would generate matches disable. Very frustrating play everytime appear, levels hard enough few, added may almost impossible complete.",Negative,-0.07537037037037037,0.5768518518518518
+Gardenscapes,"Awesome!!! Love game. Just wish gave MORE COINS finishing level. It takes WAY TOO MANY STARS TO FINISH EVERY TASK!!! And sometimes need buy boosters, expensive!!! PLEASE PLAYRIX, WE ALL LOVE THE GAME. JUST HELP US KEEP PLAYING BY LISTENING TO OUR COMMENTS, AND DOING SOMETHING ABOUT THE ISSUES THAT SOOO MANY OF US HAVE WITH THE COINS AND STARS!!!!",Positive,0.30000000000000004,0.5777777777777778
+Gardenscapes,"The game whole relaxing rewarding play. While Candy Crush fun, I feel satisfied Gardenscape progress game's levels equate better looking garden. It also helps that, besides competitions give benefits even entering, game real competitive factor besides make yourself. I play worry leaderboards anything like that, great! The beautiful landscape sure sign far come. I also really love music, sounds like kind stuff wake morning to. Austin makes great butler, unflinching dedication craft inspires keep playing, even keep going life extent. The gameplay unique, sometimes I feel graphics look bit... off. Other that, though, I think game keeper.",Positive,0.27368421052631575,0.64546783625731
+Gardenscapes,"This game challenging, give opportunity earn time game played earned power icons help get levels games. I've level almost 3 4 weeks. Not fun!",Negative,-0.12187500000000001,0.49999999999999994
+Gardenscapes,"Been playing now. The good: great graphics. The bad: takes forever load. Too much going game start different quests. And stuck level 65 weeks getting nowhere. So, I can't advance, I quit playing except awhile. I'm good match 3 games, I can't get this. So, I'm uninstalling playing anymore. Why bother?",Positive,0.18571428571428575,0.5452380952380953
+Gardenscapes,Game freezes crashes 5 6 times day. Uninstalling reinstalling fix issue. I constantly losing lives boosts That. Just beat super hard level get credit beating it. And... It happened again. Beat level crashed get credit beating it.,Negative,-0.08958333333333335,0.4854166666666666
+Gardenscapes,nan,nan,nan,nan
+Gardenscapes,Its sometimes fun challenging. I feel like sometimes streak win bonuses hurt help. Also opportunity good blast throw rainbow blast middle can't get it. They also give big opportunities end round run moves push purchase order beat level. Sometimes extra hard levels easier regular ones.,Positive,0.1808333333333333,0.3418589743589744
+Gardenscapes,Getting bit fed hard game is. The game get harder gets. I've passed level 1500 spent 3 weeks supposed easy level see far I could get without spend real money. Couldn't it. It come iPad,Negative,-0.0697916666666667,0.446875
+Gardenscapes,"It's good first start spending stars making phone calls,feeding dog,and opening packages instead actually restoring garden. Also I think harder levels earn 1 star since tasks start cost do. Ill play 6 levels waste stars pointless tasks like phone call opening suitcase etc.",Negative,-0.01428571428571429,0.3619047619047619
+Gardenscapes,Used love game. I'm 2720's takes week new chapter open 6 7 plays wait another week new chapter open. The treasure chest bad can't earn lives.,Negative,-0.046753246753246734,0.5108225108225108
+Gardenscapes,Edit: There difference challenging ridiculous. When game ridiculous longer fun. Once get certain level every level becomes difficult impossible. Guess time take find something better do.,Negative,-0.0798941798941799,0.7412698412698413
+Gardenscapes,"Edit July 13th: last update ruined game. I cannot play anymore keeping asking give access Fb friends list button work. It's pitty! Love game (i've passed across river) happened ""tap skip""? It gre... Full Review",Negative,-0.00833333333333334,0.3361111111111111
+Gardenscapes,nan,nan,nan,nan
+Gardenscapes,"Totally addictive, I stop playing.. I beginning spend money it... Then I reseted phone, reinstall surprise, gold heart still progression gone. I'm back 0. I learn keep hour progression, forced link Facebook. Wich I obviously cause forced. Good point. I'm cured addiction finally able erase it. So best feature force Facebook. Thx gardenscape",Positive,0.19999999999999998,0.415625
+Gardenscapes,"When I started playing, I enjoyed game. Now, constantly asks access Facebook friend list, I want. I Facebook connect save ONLY, bother friends requests sort. If I say ""yes"", go Facebook limit permissions, demands permissions next time I open game. Also, I much farther game, enough ""new"" levels continue earn stars. I play recycled levels, give stars fix garden... whole point game.",Negative,-0.04335664335664336,0.4375291375291376
+Gardenscapes,"Awesome Game! I love Austin! I'm addicted! This great Storyline No timer came relax make way levels redecorating grounds beautiful Mansion! I love different events also, gives Opportunity play kinds different games within Garden! I recommend ages, young old!",Positive,0.2863636363636364,0.6136363636363635
+Gardenscapes,"You get prizes gotten considering money spend achieve goals. We need hours play, need power ups. You forget keep items gotten achievements. The areas take many stars things levels area hard. The power ups cost many coins. It Was fun first anymore.",Positive,0.25166666666666665,0.4149999999999999
+Gardenscapes,First oke pass level.. hundred level Need play n again.. hard.. cannot play old level get money need buy (just 4 fun user never buy game money).. lost many times. With new update fun pass level help events. Keep going.,Positive,0.1118371212121212,0.3536931818181818
+Gardenscapes,"I love puzzles challenging. Game play slowish bad could be. The ads optional awesome, I still watch get coins intrusive since I opt watch. My complaint win unlimited lives forces right then. It problem bc sometimes I time then. I may logged play 5mins since time limit available I time play would better could want to.",Positive,0.25857142857142856,0.5702380952380952
+Gardenscapes,"Would give 5 levels become hard, used turn would help way, sadly spent 5 days getting past level I losing live. Please change back give us full time workers chance .",Negative,-0.025883838383838398,0.3236111111111111
+Gardenscapes,"Pretty good far! I purchased coins boosters, receive them. I times. I've never problem, said purchases successful. So took money? And I middle level beat it, ran moves, let get purchase items screen, even though purchased enough coins extra moves. I'd like refunded. Please help fix this! Thanks!",Positive,0.259375,0.54375
+Gardenscapes,"The game great thought costs much extend 5 moves considering prize coins 50+. Also, several tasks I want gotta do. And I need stars make call greet guest even start new day? The building, though, exciting!",Positive,0.1852272727272727,0.4340909090909091
+Gardenscapes,I love concepts Playrix brand games takes WAY long advance get many lives every 30 min. I eventually get bored move on. UPDATE...they've installed many new updates since I wrote post game SO much better!,Positive,0.16392045454545456,0.5443181818181818
+Gardenscapes,"I feel like butler Austin undressing eyes every puzzle. Also, I'm pretty sure Austin Robbie experimented ""Safe"" Tree House. P.S. FU Olivia! Why gotta Debbie downer Austin's Facebook page? Stop projecting sadness onto Austin. Overall average matching game.",Positive,0.1375,0.5314814814814814
+Gardenscapes,Up recently game getting full 5 stars. Until tonight I bought gold reserve used funds get three bonus stuff (3x bombs etc). However I played level using bombs colour wheels egg next level gone. I still 2x instead vanished... fixed I give 5* again?,Positive,0.01249999999999999,0.28750000000000003
+Gardenscapes,"TOTAL SCAM STEALS MONEY So I swore I would never spend money game. But I enjoyed figured 6.99 hour worth fun worth it, cheaper movie. Problem I'm waitress 6.99 lot money me. So imagine upset I money removed account package I paid given game. Its real shame I delete game u can't justify keeping stole me. Just livid.",Positive,0.044444444444444446,0.37222222222222223
+Gardenscapes,Enjoying game wish I could can't pass level. What can't get back rounds either? That would help earn coins. I'm basically stuck 29 3 days way get passed it. Not everyone afford pay coins. Please help way. Other than. That great game point,Positive,0.0625,0.42083333333333334
+Gardenscapes,"Once get higher levels, game really tried make spend money move on. The level really difficult boosters show useless spots. Also I agree reviews. I want waste stars greeting somebody opening package. Uninstalling right now.",Negative,-0.12346938775510204,0.40510204081632656
+Gardenscapes,My favorite game thus far! Always wanting see what's next tasks improvements garden sections. I also love fact brain find strategies get boards. You stubborn play game I guess I'm stubborn! Lol,Positive,0.1464285714285714,0.5857142857142856
+Gardenscapes,"This game actually good. But, lives, wait like.....forever (it takes long refill lives). That's play really NOT HAVE ANYTHING TO DO. But well,, lot things. better waiting lives refilled. Think lot install game.",Positive,0.04166666666666665,0.4166666666666666
+Gardenscapes,"Got way difficult way soon. Uninstalling hard level 27 something. If difficult frustrating, fun, fun whole point. Plus I like many decorations, I found ugly. And spending star start new day b.s. they're hard earn. I can't imagine getting far enough unlock sections yard without pulling hair out.",Negative,-0.08822843822843823,0.6336829836829837
+Gardenscapes,"Its ok. I like concept all, IMHO, feel game cheats stars continue game. Why forced star ""start new day make call"" slows game lot me. Why pay real money coins earned. Also game charges many coins continue game losing. Almost forcing micro transaction you. 900 coins continue, why? It half that. I would probably buy coins give felt game bit fair. I continue play, like said..i like concept match 3 sim like game.",Negative,-0.08787878787878792,0.4158008658008659
+Gardenscapes,"It's really fun get hard levels, sometimes practically impossible unless spend money. I would keep playing fun addictive I'm done. I spend little money first, cool day 3 everything big takes least 4 stars. I much get stuck I want play pay!",Positive,0.0003787878787878724,0.45681818181818185
+Gardenscapes,"3rd edit: seeing I rate game stop asking rate game Edited review - I frustrated first star coin prices stuff difficulty went early game, I get it. I love game. The match 3 aspect changes enough stay interesting narrative amazing. I love little in-game Facebook feed! And cleaning perfect garden.",Positive,0.06104166666666669,0.46888888888888886
+Gardenscapes,"I like game relaxing. I like levels, I wish gave coins instead buy I continue level I run turns. I get last turn blame, sorry turns would like continue, press 900 coins continue. I DO buy $2.99 special, get expensive, I'm cutting back.",Negative,-0.2346938775510204,0.5197278911564626
+Gardenscapes,I disappointed you getting bonus start game.. like u get 3 bonus next u lose 4th time u start over. Wish u jus lose like fishdom it... plz fix soon possible else delete,Negative,-0.2875,0.5375
+Gardenscapes,"With last update forces either spend hard earned money buy decoration want get play!! Screw that!!!!! UNLOCK MY GAME!!! Update: Do I get money ""tutorial purchase"" refunded I forced make purchase I DO NOT WANT? Is sell unwanted decoration amount I forced spend decoration order continue game????",Negative,-0.4635416666666666,0.3013888888888889
+Gardenscapes,"Game usually super fun. Very addicting mentioned. The real bummer me, hard level takes forever get through. Which I'm stuck long, makes want play. But overall, fun game. I love seeing garden transform.",Positive,0.06287878787878787,0.3643939393939393
+Gardenscapes,Good premise many announcements ts opportunities spend money. If get 30 min free life half used different announcements game. Still doable. Now new way spend coming. Austin bucks. So redecorate already decorated. And I log I let game access Facebook friends list. Ridiculous! I uninstalling.,Positive,0.0392255892255892,0.5468013468013468
+Gardenscapes,"Great game added propane tanks, would ok computer would generate matches disable. Very frustrating play everytime appear, levels hard enough few, added may almost impossible complete.",Negative,-0.07537037037037037,0.5768518518518518
+Gardenscapes,"I get game all. You play run-of-the-mill swapping games go boring, pre-set set steps dragging dialog. It advertised letting build garden dreams, gives minimal choices pre-designed set garden. LAME",Negative,-0.5,0.6875
+Gardenscapes,"Awesome!!! Love game. Just wish gave MORE COINS finishing level. It takes WAY TOO MANY STARS TO FINISH EVERY TASK!!! And sometimes need buy boosters, expensive!!! PLEASE PLAYRIX, WE ALL LOVE THE GAME. JUST HELP US KEEP PLAYING BY LISTENING TO OUR COMMENTS, AND DOING SOMETHING ABOUT THE ISSUES THAT SOOO MANY OF US HAVE WITH THE COINS AND STARS!!!!",Positive,0.30000000000000004,0.5777777777777778
+Gardenscapes,"The game whole relaxing rewarding play. While Candy Crush fun, I feel satisfied Gardenscape progress game's levels equate better looking garden. It also helps that, besides competitions give benefits even entering, game real competitive factor besides make yourself. I play worry leaderboards anything like that, great! The beautiful landscape sure sign far come. I also really love music, sounds like kind stuff wake morning to. Austin makes great butler, unflinching dedication craft inspires keep playing, even keep going life extent. The gameplay unique, sometimes I feel graphics look bit... off. Other that, though, I think game keeper.",Positive,0.27368421052631575,0.64546783625731
+Gardenscapes,"This game challenging, give opportunity earn time game played earned power icons help get levels games. I've level almost 3 4 weeks. Not fun!",Negative,-0.12187500000000001,0.49999999999999994
+Gardenscapes,"Been playing now. The good: great graphics. The bad: takes forever load. Too much going game start different quests. And stuck level 65 weeks getting nowhere. So, I can't advance, I quit playing except awhile. I'm good match 3 games, I can't get this. So, I'm uninstalling playing anymore. Why bother?",Positive,0.18571428571428575,0.5452380952380953
+Gardenscapes,Game freezes crashes 5 6 times day. Uninstalling reinstalling fix issue. I constantly losing lives boosts That. Just beat super hard level get credit beating it. And... It happened again. Beat level crashed get credit beating it.,Negative,-0.08958333333333335,0.4854166666666666
+Gardenscapes,nan,nan,nan,nan
+Gardenscapes,Its sometimes fun challenging. I feel like sometimes streak win bonuses hurt help. Also opportunity good blast throw rainbow blast middle can't get it. They also give big opportunities end round run moves push purchase order beat level. Sometimes extra hard levels easier regular ones.,Positive,0.1808333333333333,0.3418589743589744
+Gardenscapes,Getting bit fed hard game is. The game get harder gets. I've passed level 1500 spent 3 weeks supposed easy level see far I could get without spend real money. Couldn't it. It come iPad,Negative,-0.0697916666666667,0.446875
+Gardenscapes,"Every update gets better. I've playing long time. Recently factory reset, Facebook. Customer good, got back. Love ads. Yes takes awhile get lives...I three similar games going swap them;)",Positive,0.2375,0.46875
+Gardenscapes,"It's good first start spending stars making phone calls,feeding dog,and opening packages instead actually restoring garden. Also I think harder levels earn 1 star since tasks start cost do. Ill play 6 levels waste stars pointless tasks like phone call opening suitcase etc.",Negative,-0.01428571428571429,0.3619047619047619
+Gardenscapes,Used love game. I'm 2720's takes week new chapter open 6 7 plays wait another week new chapter open. The treasure chest bad can't earn lives.,Negative,-0.046753246753246734,0.5108225108225108
+Gardenscapes,Edit: There difference challenging ridiculous. When game ridiculous longer fun. Once get certain level every level becomes difficult impossible. Guess time take find something better do.,Negative,-0.0798941798941799,0.7412698412698413
+Gardenscapes,The game would better stars given larger quantities. Earning 1 star tougher level seem fare. Only play game I run plays games.,Negative,-0.06000000000000001,0.5599999999999999
+Gardenscapes,"Love game gave bad rating cos hard complete levels like htf r u suppose beat level 22 , give us alot moves make buying moves cheaper... like 900 bucks 25 moves 50 10 something alot reasonable... I playing fricken level day considering deleting game. It's fair reasonable. Other good game ideas I'll give better rating",Positive,0.044871794871794865,0.5371794871794872
+Gardenscapes,"As addition Austin bucks, I deleting app. I liked microtransactions minimal unobtrusive, gameplay fun, even though levels recycle get higher hundreds, challenges different. Sad update. This favorite app.",Positive,0.15,0.6714285714285714
+Gardenscapes,"Love game. One problem. Having jackpot spin wheel, I'm work cannot utilize free three hour play time. Think put aside somehow til able it. Mostly play weekends I free time",Positive,0.31666666666666665,0.6208333333333332
+Gardenscapes,I've playing month reached level tells new chapter coming soon. It longer let collect stars us free power ups. I stuck repeating 15 games I want collect points electric show. I extremely disappointed. It fun lasted.,Positive,0.02159090909090909,0.5511363636363638
+Gardenscapes,I actually enjoyed game lot I expected. And came recent update. Just got I hate it. It literally forcing take away originality put garden design making picking someone else's. Unless I uninstall update play game used be? I'm saying goodbye.,Negative,-0.20000000000000004,0.5083333333333333
+Gardenscapes,"Hate new update. Levels difficult enjoy. Plus, I want tasks nothing decorating. I DONT CARE calling sending package etc. It wastes stars decorating another section! Honestly can't give 2 stars day allowance.",Negative,-0.06893939393939395,0.6257575757575757
+Gardenscapes,"I enjoy playing game I guess main complaint want carry game regular moves run out, 900 coins 5 moves. In games, less coins get 3 tries 5 moves. My complaint spin wheel. It always lands boosters. Again, games give boosters consistent days play. They get better day. At least different.",Negative,-0.049999999999999996,0.3328402366863905
+Gardenscapes,"I'm gonna uninstall game, although I want too. But many bugs game, makes mad. Every time I go play, good, game turns black, leaves, leaving losing life, progress I made. Fix please, I might come back play again. I love playing game.",Negative,-0.06916666666666668,0.47333333333333333
+Gardenscapes,"I give overall 3, I able get week. It says issue shuts down. I love playing game, I can't get open right now. I change opinion fixed.",Positive,0.10376984126984126,0.3937003968253968
+Gardenscapes,The idea constantly updating game annoying. There option control updates. If could give option would nice. The updates take much data space phone deletes things requires delete items make space. It's annoying bothersome.,Negative,-0.20000000000000004,0.6222222222222222
+Gardenscapes,"If want put money game you. It's fun, I want pay much money. Some parts almost able finish without putting money it. Plus takes forever get much done garden.",Positive,0.16,0.325
+Gardenscapes,Don't waste time money. Once reach higher levels ie thousands... game starts load hard (red) levels every round. Thus becoming frustrating hard. The devs game need rework levels unwilling receive constructive criticism. The another company become addicted reliant upon microtransactions. In honesty worked higher levels listened player feedback game would decent worthwhile.,Negative,-0.0911111111111111,0.4800000000000001
+Gardenscapes,"Still think great game, I like different elements story - personally I miss moles! The coins still prohibitively expensive though 900 coins 5 moves get 60 completing level, bit steep.",Negative,-0.019999999999999997,0.55
+Gardenscapes,"Absolutely love game, hate got ripped 2 dollars. I bought couple bundles before, automatically went account. Here I 3 hours later waiting stuff show up.",Negative,-0.17500000000000002,0.475
+Gardenscapes,It's bit slow progress fast. I see getting bored trying complete difficult levels need loads stars cut trees down. Not enough boosts. It's fun gamt tho,Negative,-0.10694444444444445,0.548611111111111
+Gardenscapes,"Great game! However, many unnecessary tasks restore garden, goal game. Some levels difficult beat, finally beaten, rewarded frivolous accomplishment. (ex. tea, making call, etc.)",Negative,-0.07142857142857142,0.7071428571428571
+Gardenscapes,I love graphics whole concept garden animals. My trouble looking keys nearly time earning stars I work garden. Please something I playing game year want continue play it.,Positive,0.039999999999999994,0.4
+Gardenscapes,nan,nan,nan,nan
+Gardenscapes,"You charge much extra moves! The coins level increased. It takes long recharge lives. Please look issues lose player. Other issues, graphics great.",Positive,0.15625,0.40625
+Gardenscapes,"Just add comments Love magic hat, allows move levels free power ups, unfortunately still taking alonnnnng time make progress. Also suggestion receive rainbow power boost last move, allowed play it, could make difference winning round. So far levels able, taking time move level need keep easier interest lost. But saying best game e type. After playing game I found timed rounds almost impossible, boosters get past them. I spoken lot people stopped playing timed rounds. They need taken out. Will soon departing myself.",Positive,0.0773809523809524,0.6136904761904763
+Gardenscapes,"The game fun, levels difficult. Who I kidding, I absolutely adore game, characters scenery. The commentary cheesy sugar coated, still light hearted tons references lotr, hp nerdy stuff. Some levels difficult, might days make it.",Negative,-0.175,0.7
+Gardenscapes,Great game. . At level 395 5 days now. I frustrated. Can't count times I move. I think I give up. This level cruel. I sleep it. Does anyone else feel way?,Negative,-0.32499999999999996,0.5874999999999999
+Gardenscapes,"30 coins given watching ad ... 900 coins buy measly 5 extra moves level!?! Prize wheel random/fair. Fun game story, ultimately becomes difficult greedy.",Negative,-0.19444444444444445,0.5944444444444444
+Gardenscapes,Played year deleting. Tired stuck sick wheel I get free lives others always bragging getting jackpot. I would love get every awhile.,Negative,-0.053571428571428575,0.7392857142857142
+Gardenscapes,Dear Developers Playrex...I reinstalled requested. And nothing changed.. And case want Phone Method data excuse.. I perfect Phone..A wonderful Phone Proivdee.. And unlimited data.. So check excuse used Me!! ITS YOUR GAME.. ITS FREE..BUT IT LOADS TO LONG. . UPDATE YOUR GAME!!!!... Will never hear again.. Please Respond Playtex,Positive,0.0636160714285714,0.47142857142857136
+Gardenscapes,Keeps u busy. But getting events anymore due dont get unlimited lives. This frustrating cant play game like used to. I delete game.,Negative,-0.24500000000000002,0.475
+Gardenscapes,"good. It starts really easy, get way levels, almost impossible without kind powerup. And daily spin, 9 times ten, get heart. Also, way many popups game. For fireworks challenge, lightning challenge, magic hat, dog, rate game. Its overwhelming.",Positive,0.1606060606060606,0.603030303030303
+Gardenscapes,"I've number highest rugby league two weeks. The rewards underwhelming. I way items stay number receive less 10 percent back I used. There better reward system that. I allowed keep unused items I beat level something. I'm level 1546 nothing changes, I'm going continue playing. The rewards worth point. Smh",Positive,0.15833333333333333,0.16666666666666666
+Gardenscapes,I'm getting bored lost interest level hard finish drag many days pass next level. So 31/1/18.. I reach level 1000.. fuhhh.. really damn hard.. !!! Anyway..its really good game test yr patient too..,Negative,-0.051258680555555575,0.4282407407407407
+Gardenscapes,"I enjoyed rhe game while, although thought required many levels complete tasks. The update I got today July 17th, awful. I want wild west theme spa oasis. It let continue I agree those. I guess good-bye.",Negative,-0.03333333333333334,0.5666666666666667
+Gardenscapes,"I long review, detailing problems Ive game, deleted three times now, forget it. Long story short, fun long-term hardcore gamers, I time sit thirty minutes unskippable event dialogue five minute break play phone games. I never get actually play anymore.",Negative,-0.03333333333333333,0.30000000000000004
+Gardenscapes,I absolutely love game. I playing like year half. You stop asking rate freaking game get 1 star. Yes petty I'm sick asked,Negative,-0.2361904761904762,0.48476190476190484
+Gardenscapes,"Only played couple days far I'm really enjoying it. It's exciting game ever I think meant be. It's actually quite relaxing. The beautiful graphics pleasant music make nice, chill game. Overall, I really complaints.",Positive,0.20694444444444446,0.6222222222222223
+Gardenscapes,I love game would great compelled update update available play. It wld great option update later still play chose later. Not countries easy access data. Like mine. Therefore cant play days till get data.,Positive,0.31666666666666665,0.4666666666666667
+Gardenscapes,nan,nan,nan,nan
+Gardenscapes,I love story line. Plus keeps going going. I can't get enough continues challenging hard I want quit playing. I'd recommend anyone. Even kids could play easy enough. Check gatden u get chance.,Positive,0.19027777777777777,0.6625
+Gardenscapes,"I used love game - time favorite. Now I can't win level save life. It's ridiculous. I boosters, buy extra lives, ect + I still lose. And anyone plays knows win let win. This game used relaxing - Everytime I play I get stressed out. If change soon, I uninstalling.",Positive,0.2518518518518519,0.5222222222222223
+Gardenscapes,"Getting annoyed fact I rerate games I rated before, stages dont make sence either. Also, I spend money playing games.... please stop forcing people try spend....",Negative,-0.4,0.8
+Gardenscapes,"I really love game, challenging, addicting, I even like story, One problem levels 90 puzzles get real hard win also get whole lot help get first time. Sometimes It takes days get 1. I really hope change us player's good others. But I recommend game.",Positive,0.19125,0.5145833333333334
+Gardenscapes,Liked game lot advertised EVERYWHERE. Its annoying. I literally got ad Facebook saying game misses I stopped playing bit. That's invasive.,Negative,-0.25,0.625
+Gardenscapes,Game used A1. .. however constant cutaways make game play less enjoyable now. Too many sub plots .. fireworks... bonsai trees.. timed levels taking away enjoying game. Suffering development me.,Positive,0.016666666666666663,0.4125
+Gardenscapes,"I really like game. But I purchased coins, give me. Even though money taken account. PLEASE TELL ME WHY, IF NOT, I WANT MY MONEY REFUNDED.",Negative,-0.1,0.30000000000000004
+Gardenscapes,"I've managed spend hours game without spending cent. There times I get stuck puzzle that's clearly meant power ups, eventually clear luck. I enjoy building gardens mind story 'on rails' speak.",Positive,0.05000000000000002,0.41666666666666663
+Gardenscapes,"Mostly enjoyable. A levels frustrating. Wish firework contest thing automatically show scoreboard often -- I care that, want play game.",Negative,-0.10000000000000002,0.6333333333333333
+Gardenscapes,"Love game! I wish play ""keys,"" could get stars get farther game. I hate beating levels (or well Fireworks competitions) I wasting time playing keys newer levels ready yet.",Negative,-0.20000000000000004,0.5599999999999999
+Gardenscapes,"The game keeps crashing level. So even I pass level, register. I lose lives I replay it. Gets really tiresome. Other that, I really love game. Probably needs bug fix something.",Negative,-0.185,0.5549999999999999
+Gardenscapes,"It's way hard time consuming advance. I really enjoyed graphics story idea 45 levels completing ONE gardens, I uninstall.",Positive,0.10416666666666666,0.6208333333333333
+Gardenscapes,Although I still enjoy game I find little frustrating pays green dollars can't buy different boosters help harder levels. Instead pays money redecorate Garden I liked way I first time. I also dont like Bonsai miss Orangery.,Negative,-0.004166666666666676,0.48148148148148145
+Gardenscapes,Enjoy playing game. It's great time waster work hard make progress. Found bit clunky times could device. Hate timed games,Negative,-0.05833333333333335,0.6183333333333333
+Gardenscapes,"love graphics, characters different personalities. But enjoy playing game never gets boring. Some levels really difficult that's makes want play even more!",Negative,-0.05357142857142857,0.6571428571428571
+Gardenscapes,This game supposed casual match three. Far many events. When win 2 hours unlimited play (or heaven forfend 6 hours) burden. And constant contests extremely annoying. If plain ordinary SIMPLE I'd play daily,Negative,-0.06948051948051949,0.5103896103896104
+Gardenscapes,"This game fun promotions like time, makes game interesting. This game best older devices; closes times. Otherwise, nice I play everyday.",Positive,0.12962962962962965,0.4592592592592592
+Gardenscapes,Your game stinks rigged allow fair play unless dump money it. It's fixed game sucks allows play far. This second time I gave still fail. Never ed r again.,Negative,-0.1444444444444445,0.4444444444444444
+Gardenscapes,nan,nan,nan,nan
+Gardenscapes,Game really good problem whenever finish level conins get r really less nd thus much coins nd can't purchase anything..next option collect coins r buy them. If want buy dan wait complete level. Nd r stuck level game gets boring r playng level only.Please give us options collect coins except buying them.,Negative,-0.1380952380952381,0.43809523809523804
+Gardenscapes,I got level 2068 become unenjoyable now. I constantly wait new lives get stuck level days. The cost boosters/extra lives vs rewards get ridiculous. Reading reviews I see lots people complain things ever change I lead believe really want people playing game I uninstall now.,Negative,-0.07939393939393939,0.47757575757575754
+Gardenscapes,"So far I've right amount difficulty levels. Good way pass time, bit storyline keep involved. It'd nice they'd stop asking rate I already have, though. Yep, another review requested. I sometimes issues moving wrong piece could fingers. They keep demanding repeated reviews I'm going keep lowering number stars.",Positive,0.2371428571428571,0.8071428571428572
+Garena Free Fire,Please add bolt action Sniper rifles. That would great. The game way easy. And also please decrease amount vehicles per game? Or reduce vehicles except monster truck (because airdrop vehicle). The game way easy I think. Just increase recoil little players say made hard. Nice game. Keep Garena.,Positive,0.026136363636363635,0.5598484848484849
+Garena Free Fire,CHANGED MY 5 STAR RATINGS... update ur servers dude....ping always high..game always laging...u r bringing updates every month...thats good u increasing ur games. complete guild 27 members rank 13 quittibg free fire forever acoz u dont repomse lags.,Positive,0.09999999999999998,0.675
+Garena Free Fire,My phone Nexus 6p latest update sucks model game strucks every second also can't pick weapons thing repeating thing like getting aeroplane. PS: You guys look update sort issue ASAP.,Negative,-0.05,0.4
+Garena Free Fire,Garena game awesome cann't add island plz add island new weapons fix bugs. Otherthan best game . PUBG big game many peoples avable game better. I think small version PUBG. thought next update contain new weapons island many keep Garena best game,Positive,0.15767045454545456,0.4068181818181818
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Quick Reply Dev... Thank much... You guys really care issue... To many mod users, please fix cause really ruined game. Beside Keep Great work guys... Bless yaaa",Positive,0.25416666666666665,0.39375
+Garena Free Fire,I really saying heart game awsome . I recommended game friends also. They love it. Plz add guns vehicles also try expend map add houses . Thus recommendation overview game nice add playing time time reach safe area,Positive,0.0857142857142857,0.5
+Garena Free Fire,"Worst game Lagging lagging lagging lagging lagging (MINUS 5STARS). Hi Free Fire - Battlegrounds! I Am india, I Am lot problems high ping issues. Our internet connection running 4mbps, I really confused problems occur, (eg. unable pick loots immediately / can't kill player even multiple critical strikes shown, ended killed player im trying kill.) help problem, please respond, please I really want play game smooth possible. Thanks!",Negative,-0.09933333333333334,0.47600000000000003
+Garena Free Fire,One thing To make game best. Can add Weather cycle like Battle night fog morning snow raining thunder becuase game make bored becuase fame Same Fog effect add Building's like train station train add like boat hellicopter think nice! For that.,Positive,0.075,0.5375
+Garena Free Fire,I giving star beacuse new updates game lagging much specially evening night. If u solve problem I give 5 Star again.,Positive,0.031168831168831162,0.4753246753246753
+Garena Free Fire,"This fav game Android ... Can't get bored ..... Loving ..... Add guns, scope, medic option.... Conversation enemy..... And purgatory 100 players possible (because map bigger took lot time)",Negative,-0.06000000000000001,0.7699999999999999
+Garena Free Fire,My account losing finded man lose account found account losing account 11.20 pm wake get warning give back account know? iam joking brow!,Neutral,0.0,0.0
+Garena Free Fire,"Please fixed signal. Previews update there's monster track, signal good around 57ms ,now around 150ms +. I'm living Philippines. Please fixed signal, I can't kill enemys log.",Positive,0.3,0.3333333333333333
+Garena Free Fire,Awesome game. But make us able change username free add 100 players purgatory map large takes lots time find enemy also add scopes cars.,Positive,0.34285714285714286,0.6507142857142857
+Garena Free Fire,"After last update keep glitching, 1 minute im building next im parachuting, im different building. Then end dying. Any1 else trouble picking stuff up?? I can't pick anything sometimes.",Negative,-0.05,0.21666666666666667
+Garena Free Fire,Game lagging lot since last update. Booyah devs ruining game. Runs great odd hours lags peak hours users logged in.,Negative,-0.03333333333333333,0.37333333333333335
+Garena Free Fire,"I'm addicted freefire now. But please add new vehicles & gun's, also please make able 100 player single match... Love developers & Love freefire..... #SB...",Positive,0.19415584415584416,0.5156385281385282
+Garena Free Fire,After new update.... It lags .. After hour playing ... Suddenly network lags even though strong internet connection... After min ...I would lost game... Please fix this... Happens friend phone,Positive,0.04242424242424239,0.521969696969697
+Garena Free Fire,Too much lag....past 2 months playing game.....the game simply awesome....but past 1 week ....too much lag.....its great disadvantage rating game ....the updates comes game lags..... Frm mrng eve game normal ni8 start lagging... (india server)... Garena start wrking fix bugs,Negative,-0.05,0.4007142857142857
+Garena Free Fire,This fun play problem I facing game working properly latest update like able pick weapons. Feels like net working I check internet connection working normal. Just found facing problem squad dual mode works properly Solo. Please fix ASAP.,Positive,0.14999999999999997,0.4107142857142857
+Garena Free Fire,game difficult I like game no.1.PUB JI game easy 2 3 goli die.This game better pub ji. I love easy games saying I win level. I LOVE THIS GAME.,Positive,0.05555555555555553,0.5638888888888889
+Garena Free Fire,When I game open says 'YOU HAVE NOT PURCHASED THIS APP' I I want play game please reply I also send email say please go local customer service. Can please tell game internal always fail.,Negative,-0.24285714285714288,0.2857142857142857
+Garena Free Fire,When I play solo mode works fine start playing squad. starts lagging player pick ammo stuff fast. It takes much time.you something it.,Positive,0.2722222222222222,0.43333333333333335
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Too many cheaters,liie teleport,similar teleport cheat counter strike,i spending lot game encounter cheaters. I've playing ROS also spending money items,but ive left ROS cheat issues.. If issue goes game,i recommed freinds stop playing game. Please issue.",Negative,-0.07500000000000001,0.325
+Garena Free Fire,Game superb need purchase coins I really happy new update nice work garena.... One new update sucks I angry costume buy diamonds lol...and laggy hackers spoil game lol...,Positive,0.18727272727272723,0.6709090909090909
+Garena Free Fire,"It good game . Game lagging update -so please fix issue. Also add things -Text messaging ,6x,8x scope, guns, 100 players modes , And option follow another diving , Add FPP TPP mode thanku Free fire",Positive,0.07499999999999998,0.55
+Garena Free Fire,Game good loved play recent update full bugs lags alot worst update game guys add interesting thing good also spend time making game lag free otherwise loose great players.,Positive,0.14408284023668638,0.5630177514792899
+Garena Free Fire,"ADDICTIVE!! Good Gameplay Graphics... Not good PUBG bad either... Some problems must solved compete PUBG things must added like scopes, energy drinks,etc.",Negative,-0.08749999999999997,0.6916666666666667
+Garena Free Fire,start lagging badly l old player lv 38 last update lags even wifi 4g time night ranked match even show players. plzz fix fast please,Positive,0.10000000000000002,0.2888888888888889
+Garena Free Fire,"The last update really suck,,lag control getting worse please bring back control like beginning else swear uninstall game tell friend team playing another game like ros pubg,please reply",Negative,-0.16666666666666666,0.27777777777777773
+Garena Free Fire,"Really good game 2 problems. 1: I tried playing STK One Max (which phone I play tablet) I can't seem make account due screen small. 2: Wi-fi bit glitchy I'm right next router, still says I bad wi-fi. That's that's bad game fine tablet good. Keep up.",Negative,-0.042965367965367936,0.46764069264069263
+Garena Free Fire,Hey Garena Please Fix Lagging problem try pick gun I get After second later This Only Overnight My Net always Fast,Positive,0.04,0.32
+Garena Free Fire,After small update game play squad mode friends invite play dropping plane surfing cannot see parachute back cannot see equipped vest helmet cannot see friends guns parang pan bat game became lagging cannot see enemies guns shoot please garena fix problem I give game 5 stars problem occur squad duo play random matches strangers please plz plz fix garena,Negative,-0.325,0.35000000000000003
+Garena Free Fire,This game show enemy footsteps enemy near..I get heart attack wen I almost collide player wen enters inside house I leave please something...,Negative,-0.4,0.4
+Garena Free Fire,"Too Many VIP Player, extra effect Top-Up alot more?! There's many advantages VIP Player here. Please, Devs, Kita sama-sama Indonesian people, pikirkan player-player non-top lainnya. #IndoOldPlayer",Positive,0.40625,0.4
+Garena Free Fire,This game sooo badddd lags much. Enemies unseen. Graphics bright. Makes cellphone work properly,Positive,0.125,0.375
+Garena Free Fire,"Game full mind blowing game is very much like it has a lot to do with it, I have to hang the hawker in the mobile only, I have friends in the same way as the hoker chhatti, please, sir isko thik karea jaldi se jaldi",Negative,-0.031666666666666676,0.45583333333333337
+Garena Free Fire,HELLO I love game fun exciting even tho peeps go walls anyway i've got dear friend I gave idea get game to.whenever he/she shows us offline cant duo pls u fix,Positive,0.059999999999999984,0.48
+Garena Free Fire,"The game amazing I like could better : make could gift friends something vault, Make could play solo friend friend enemie, pls add chat due squad chat talk that's guess till I could add please add next update thanks",Positive,0.12916666666666668,0.3958333333333333
+Garena Free Fire,Please add bolt action Sniper rifles. That would great. The game way easy. And also please decrease amount vehicles per game? Or reduce vehicles except monster truck (because airdrop vehicle). The game way easy I think... Full Review,Positive,0.11458333333333333,0.5333333333333333
+Garena Free Fire,CHANGED MY 5 STAR RATINGS... update ur servers dude....ping always high..game always laging...u r bringing updates every month...thats good u increasing ur games. complete guild 27 members rank 13 quittibg free fire forever acoz u dont repomse lags.,Positive,0.09999999999999998,0.675
+Garena Free Fire,My phone Nexus 6p latest update sucks model game strucks every second also can't pick weapons thing repeating thing like getting aeroplane. PS: You guys look update sort issue ASAP.,Negative,-0.05,0.4
+Garena Free Fire,Garena game awesome cann't add island plz add island new weapons fix bugs. Otherthan best game . PUBG big game many peoples avable game better. I think small version PUBG. thought next update contain new weapons island many keep Garena best game,Positive,0.15767045454545456,0.4068181818181818
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Quick Reply Dev... Thank much... You guys really care issue... To many mod users, please fix cause really ruined game. Beside Keep Great work guys... Bless yaaa",Positive,0.25416666666666665,0.39375
+Garena Free Fire,I really saying heart game awsome . I recommended game friends also. They love it. Plz add guns vehicles also try expend map add houses . Thus recommendation overview game nice add playing time time reach safe area,Positive,0.0857142857142857,0.5
+Garena Free Fire,"Worst game Lagging lagging lagging lagging lagging (MINUS 5STARS). Hi Free Fire - Battlegrounds! I Am india, I Am lot problems high ping issues. Our internet connection running 4mbps, I really confused problems occur, (eg. unable pick loots immediately / can't kill player even multiple critical strikes shown, ended killed player im trying kill.) help problem, please respond, please I really want play game smooth possible. Thanks!",Negative,-0.09933333333333334,0.47600000000000003
+Garena Free Fire,One thing To make game best. Can add Weather cycle like Battle night fog morning snow raining thunder becuase game make bored becuase fame Same Fog effect add Building's like train station train add like boat hellicopter think nice! For that.,Positive,0.075,0.5375
+Garena Free Fire,I giving star beacuse new updates game lagging much specially evening night. If u solve problem I give 5 Star again.,Positive,0.031168831168831162,0.4753246753246753
+Garena Free Fire,"This fav game Android ... Can't get bored ..... Loving ..... Add guns, scope, medic option.... Conversation enemy..... And purgatory 100 players possible (because map bigger took lot time)",Negative,-0.06000000000000001,0.7699999999999999
+Garena Free Fire,My account losing finded man lose account found account losing account 11.20 pm wake get warning give back account know? iam joking brow!,Neutral,0.0,0.0
+Garena Free Fire,"Please fixed signal. Previews update there's monster track, signal good around 57ms ,now around 150ms +. I'm living Philippines. Please fixed signal, I can't kill enemys log.",Positive,0.3,0.3333333333333333
+Garena Free Fire,Awesome game. But make us able change username free add 100 players purgatory map large takes lots time find enemy also add scopes cars.,Positive,0.34285714285714286,0.6507142857142857
+Garena Free Fire,"After last update keep glitching, 1 minute im building next im parachuting, im different building. Then end dying. Any1 else trouble picking stuff up?? I can't pick anything sometimes.",Negative,-0.05,0.21666666666666667
+Garena Free Fire,Game lagging lot since last update. Booyah devs ruining game. Runs great odd hours lags peak hours users logged in.,Negative,-0.03333333333333333,0.37333333333333335
+Garena Free Fire,"I'm addicted freefire now. But please add new vehicles & gun's, also please make able 100 player single match... Love developers & Love freefire..... #SB...",Positive,0.19415584415584416,0.5156385281385282
+Garena Free Fire,After new update.... It lags .. After hour playing ... Suddenly network lags even though strong internet connection... After min ...I would lost game... Please fix this... Happens friend phone,Positive,0.04242424242424239,0.521969696969697
+Garena Free Fire,Too much lag....past 2 months playing game.....the game simply awesome....but past 1 week ....too much lag.....its great disadvantage rating game ....the updates comes game lags..... Frm mrng eve game normal ni8 start lagging... (india server)... Garena start wrking fix bugs,Negative,-0.05,0.4007142857142857
+Garena Free Fire,This fun play problem I facing game working properly latest update like able pick weapons. Feels like net working I check internet connection working normal. Just found facing problem squad dual mode works properly Solo. Please fix ASAP.,Positive,0.14999999999999997,0.4107142857142857
+Garena Free Fire,game difficult I like game no.1.PUB JI game easy 2 3 goli die.This game better pub ji. I love easy games saying I win level. I LOVE THIS GAME.,Positive,0.05555555555555553,0.5638888888888889
+Garena Free Fire,When I game open says 'YOU HAVE NOT PURCHASED THIS APP' I I want play game please reply I also send email say please go local customer service. Can please tell game internal always fail.,Negative,-0.24285714285714288,0.2857142857142857
+Garena Free Fire,When I play solo mode works fine start playing squad. starts lagging player pick ammo stuff fast. It takes much time.you something it.,Positive,0.2722222222222222,0.43333333333333335
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Too many cheaters,liie teleport,similar teleport cheat counter strike,i spending lot game encounter cheaters. I've playing ROS also spending money items,but ive left ROS cheat issues.. If issue goes game,i recommed freinds stop playing game. Please issue.",Negative,-0.07500000000000001,0.325
+Garena Free Fire,Game superb need purchase coins I really happy new update nice work garena.... One new update sucks I angry costume buy diamonds lol...and laggy hackers spoil game lol...,Positive,0.18727272727272723,0.6709090909090909
+Garena Free Fire,"It good game . Game lagging update -so please fix issue. Also add things -Text messaging ,6x,8x scope, guns, 100 players modes , And option follow another diving , Add FPP TPP mode thanku Free fire",Positive,0.07499999999999998,0.55
+Garena Free Fire,Game good loved play recent update full bugs lags alot worst update game guys add interesting thing good also spend time making game lag free otherwise loose great players.,Positive,0.14408284023668638,0.5630177514792899
+Garena Free Fire,"ADDICTIVE!! Good Gameplay Graphics... Not good PUBG bad either... Some problems must solved compete PUBG things must added like scopes, energy drinks,etc.",Negative,-0.08749999999999997,0.6916666666666667
+Garena Free Fire,start lagging badly l old player lv 38 last update lags even wifi 4g time night ranked match even show players. plzz fix fast please,Positive,0.10000000000000002,0.2888888888888889
+Garena Free Fire,"The last update really suck,,lag control getting worse please bring back control like beginning else swear uninstall game tell friend team playing another game like ros pubg,please reply",Negative,-0.16666666666666666,0.27777777777777773
+Garena Free Fire,"Really good game 2 problems. 1: I tried playing STK One Max (which phone I play tablet) I can't seem make account due screen small. 2: Wi-fi bit glitchy I'm right next router, still says I bad wi-fi. That's that's bad game fine tablet good. Keep up.",Negative,-0.042965367965367936,0.46764069264069263
+Garena Free Fire,Hey Garena Please Fix Lagging problem try pick gun I get After second later This Only Overnight My Net always Fast,Positive,0.04,0.32
+Garena Free Fire,After small update game play squad mode friends invite play dropping plane surfing cannot see parachute back cannot see equipped vest helmet cannot see friends guns parang pan bat game became lagging cannot see enemies guns shoot please garena fix problem I give game 5 stars problem occur squad duo play random matches strangers please plz plz fix garena,Negative,-0.325,0.35000000000000003
+Garena Free Fire,This game show enemy footsteps enemy near..I get heart attack wen I almost collide player wen enters inside house I leave please something...,Negative,-0.4,0.4
+Garena Free Fire,"Too Many VIP Player, extra effect Top-Up alot more?! There's many advantages VIP Player here. Please, Devs, Kita sama-sama Indonesian people, pikirkan player-player non-top lainnya. #IndoOldPlayer",Positive,0.40625,0.4
+Garena Free Fire,This game sooo badddd lags much. Enemies unseen. Graphics bright. Makes cellphone work properly,Positive,0.125,0.375
+Garena Free Fire,"Game full mind blowing game is very much like it has a lot to do with it, I have to hang the hawker in the mobile only, I have friends in the same way as the hoker chhatti, please, sir isko thik karea jaldi se jaldi",Negative,-0.031666666666666676,0.45583333333333337
+Garena Free Fire,HELLO I love game fun exciting even tho peeps go walls anyway i've got dear friend I gave idea get game to.whenever he/she shows us offline cant duo pls u fix,Positive,0.059999999999999984,0.48
+Garena Free Fire,"The game amazing I like could better : make could gift friends something vault, Make could play solo friend friend enemie, pls add chat due squad chat talk that's guess till I could add please add next update thanks",Positive,0.12916666666666668,0.3958333333333333
+Garena Free Fire,The gameplay good nice something wrong log LEAGOO P1.I stuck loading screen black.I uninstall play it. After I close something happen,Positive,0.2666666666666666,0.8333333333333334
+Garena Free Fire,Everytime problem lag u update game cool coming level 52 I stopped playing game due lag hackers server hackers due I suffered many -ve rank,Negative,-0.14285714285714285,0.5142857142857143
+Garena Free Fire,"Game good,but days giving many network problems friends lost many matches due lagging game. We play bad, stop this.",Negative,-0.10416666666666664,0.47361111111111104
+Garena Free Fire,"In new version please add parlour skills , war mode first person perspective bigger new maps. Please please. And zoom shotguns guns occupied zoom.",Positive,0.13068181818181818,0.4356060606060606
+Garena Free Fire,"I know many hacks When I started playing game clean please something th ngs People shot kill, invisible recieve less damage . Please repair fast",Positive,0.1,0.4533333333333333
+Garena Free Fire,Player die hit car. Give chance hit twice player die everyone play using car... Do fast going boring that. And thing change weather also...,Negative,-0.4,0.8
+Garena Free Fire,"Love it....just thing.....sometimes squad weaken enemy sniper friends kill enemy kill goes frnds although hard work.....so add ""assist"" system .....also u add extraterrestrial pets help us fight ....",Positive,0.10416666666666666,0.5708333333333333
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,This best game ever played life But wanna say please add voice chat solo among contenders This game become nice like pubg,Positive,0.19999999999999998,0.525
+Garena Free Fire,There bugs 89 mb update 3rd August 2018. Game starts responding. Sometimes can't see enemies team members. We frustrated problems.,Negative,-0.3666666666666667,0.20000000000000004
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Used love game, I never play match properly shows I bad Internet connection although net connection always same. This started happening new update, fix this.",Negative,-0.06623376623376621,0.3351731601731602
+Garena Free Fire,What this? I making 3rd ID... able login facebook update... What Garena? My achievement gone....,Positive,0.25,0.3125
+Garena Free Fire,There bug changing clothes. The belt pants easily seen shirt. If fix I rate 5 star . Hoping positive response .,Positive,0.3303030303030303,0.6893939393939394
+Garena Free Fire,Is still UP? Because I play Free Fire keeps action stop. 3 times out? How play always Reconnect,Positive,0.25,0.45
+Garena Free Fire,"The new update giving problem... It continuously showing notification new update detected,click ok update open game,fix able play",Positive,0.2545454545454545,0.5068181818181818
+Garena Free Fire,"So,Awesome. Best Battleground game I've ever played. I like much updates come early within 1 month. New weapons,vehicles characters adding every update.",Positive,0.20727272727272728,0.33090909090909093
+Garena Free Fire,"Too much lag..and network problem! I give 1 star,,, Please upgrade server.. Then give 5 star",Positive,0.25,0.2
+Garena Free Fire,awesome game friends school started free group whatsapp play squads everyday plz add dance moves win match,Positive,0.32,0.64
+Garena Free Fire,I love game getting update faceing network error problem requires high speed net please solve,Positive,0.065,0.385
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,Please upgrade server...the game lagging much latest update....(rated u 2 stars) .....and pls react fast,Positive,0.09999999999999999,0.6333333333333333
+Garena Free Fire,"Free fire server going please upgrade server soon possible. Fromthe new update much laging..... Sometimes got stuck in...... Please fixed problem soon possible.... And sir unable found gillie suit please add gillie suit, phone gb ram. iam prince0937",Positive,0.04805194805194805,0.5935064935064934
+Garena Free Fire,This excellent graphics place extreme. One best thing size small. I glad playing game,Positive,0.28750000000000003,0.6833333333333332
+Garena Free Fire,Game good ... major problem our servers...that make game irritation due low server connectivity.. hope u soon sort problem,Negative,-0.027083333333333348,0.42916666666666664
+Garena Free Fire,I like game lot. The new update monster truck awesome.. But make passengers shoot free player driving,Positive,0.28409090909090906,0.6636363636363636
+Garena Free Fire,"So far good. Please add option choice ""Fixed Joystick"" ""Free Joystick"", usually players need make analog joystick control hero, keep 1 position.",Positive,0.20999999999999996,0.5700000000000001
+Garena Free Fire,Very disappointed....Before update Everything running smoothly device unfortunately update 1.20.3 game running smoothly also hanging..plz solve bug next update....,Positive,0.01666666666666668,0.45
+Garena Free Fire,Why countries get good outfits seen outfits anywhere America please put,Positive,0.7,0.6000000000000001
+Garena Free Fire,After update worst game new server much lagging please fix problems soon possible,Negative,-0.21272727272727274,0.610909090909091
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Earlier,the game good play.but now,after update game worst play much lags .so kindly fixed garena free fire.if uninstalled soon.",Negative,-0.05714285714285716,0.5142857142857143
+Garena Free Fire,"After new update,my data deleted started level 1.. Pls fix problem",Positive,0.13636363636363635,0.45454545454545453
+Garena Free Fire,"Love game, I'm addicted. Could possibly make trio option though? I like playing game sister best friend awkward 4th random person really screws us over. Also think could make tad less pay-for-everything? Or maybe like week month could make everything cost gold.",Negative,-0.07666666666666667,0.5066666666666666
+Garena Free Fire,Kindly update functioning properly. Do guys ever test deploying??,Positive,0.3,0.5
+Garena Free Fire,After update game working device I press start button gets freeze work..does working...repair fasttt,Negative,-0.4,0.4
+Garena Free Fire,This latest update causing glitch friends. Developers kindly look it.,Positive,0.55,0.9
+Garena Free Fire,"Hello! The game is too much, a suggestion, prepare a SWAT outfit, then the game will stay 1000",Negative,-0.20000000000000004,0.3333333333333333
+Garena Free Fire,I say..its awesome game..but better buy clothes gold. Not always diamond,Positive,0.75,0.75
+Garena Free Fire,"I love game period major problem im reason rated grafics 3 stars got free fire started game like usual land start pick loot, jump building window glitched threw map way bottom map died please fix grafics alil high storage usage grafics like usual alil tweaks would work perfectly please get back thank taking time day reach back habe great day",Positive,0.13520833333333335,0.4575
+Garena Free Fire,New updates I bad see waiting player game open,Negative,-0.24090909090909088,0.5053030303030303
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"I think improve network, many players playing awesome game that's game starts lagging.",Positive,0.17500000000000002,0.575
+Garena Free Fire,I rating gameplay star less servers . I think u e server free fire users OMG unbelievable great cause lagaing game make sure u make servers plzzz tht get good ping plz,Positive,0.22619047619047622,0.6436507936507937
+Garena Free Fire,"Aaaaaaa get this award from the rankings. Besides the various bugs related game entry, these disparities of trophies delivered ta absurd. I was among the # 15 I killed four and received -8. A friend stayed between # 8 killed 1 received -6. I love gambling and it's demotivating to see such things.",Negative,-0.1,0.425
+Garena Free Fire,My game keep telling purchases game failed please fix I'm deleting game,Negative,-0.42500000000000004,0.375
+Garena Free Fire,"Hello I'm new player When buy 1st diamond get reward prison pants shoes also ump skin Of course wear intantly wanna wear shoes said code error:112 can't wear prison shoes, happened here? If guys fix problem i'll gladly raise rating buy another diamond My ID Mimiruki Rank Platinum 1",Negative,-0.054545454545454564,0.7848484848484848
+Garena Free Fire,THE BEST THEEEE BEST :D Nothing compare FPS games.... SMALL REQUEST PLEASE PLEASE REMOVE THE MONSTER TRUCK FROM THE GAME :D,Positive,0.5583333333333333,0.5666666666666667
+Garena Free Fire,New updates bad . Game hanging much I swimming thE room,Negative,-0.19090909090909086,0.43030303030303024
+Garena Free Fire,best game I ever played great job add build free fire,Positive,0.44999999999999996,0.5625
+Garena Free Fire,Worst game ever. Lag even signal strong,Negative,-0.3222222222222222,0.7111111111111111
+Garena Free Fire,I scratch redemption code purchasing Asus phone I enter code says successful delivered vault diamonds gold 30 minutes. But almost day I receive anything 0 diamonds orange techwear set. Fixed reply soon possible.,Positive,0.2833333333333333,0.7166666666666667
+Garena Free Fire,Superb game...can u add guns like bazooka rocket launchers..or add vehicles..and need boat water surfaces,Positive,1.0,1.0
+Garena Free Fire,"More guns must added+more stages,maps scopes gun equipments people kill server!!!!!!...... otherwise great",Positive,0.9,0.625
+Garena Free Fire,Your server weak handle many players first fix I rate 5 star,Positive,0.125,0.4861111111111111
+Garena Free Fire,The game lagging even I can't pick gun,Negative,-0.4,0.4
+Garena Free Fire,The enemies die take like 30 bullets kill enemy I die instantly???,Neutral,0.0,0.6666666666666666
+Garena Free Fire,Very bad server... Please help it... I can't pick gun sometimes...,Negative,-0.9099999999999998,0.8666666666666667
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,The game best played pubg mobile pubg mobile compatible mobile free fire compatible phones,Positive,0.3333333333333333,0.5
+Garena Free Fire,Please add bolt action Sniper rifles. That would great. The game way easy. And also please decrease amount vehicles per game? Or reduce vehicles except monster truck (because airdrop vehicle). The game way easy I think... Full Review,Positive,0.11458333333333333,0.5333333333333333
+Garena Free Fire,CHANGED MY 5 STAR RATINGS... update ur servers dude....ping always high..game always laging...u r bringing updates every month...thats good u increasing ur games. complete guild 27 members rank 13 quittibg free fire forever acoz u dont repomse lags.,Positive,0.09999999999999998,0.675
+Garena Free Fire,My phone Nexus 6p latest update sucks model game strucks every second also can't pick weapons thing repeating thing like getting aeroplane. PS: You guys look update sort issue ASAP.,Negative,-0.05,0.4
+Garena Free Fire,Garena game awesome cann't add island plz add island new weapons fix bugs. Otherthan best game . PUBG big game many peoples avable game better. I think small version PUBG. thought next update contain new weapons island many keep Garena best game,Positive,0.15767045454545456,0.4068181818181818
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Quick Reply Dev... Thank much... You guys really care issue... To many mod users, please fix cause really ruined game. Beside Keep Great work guys... Bless yaaa",Positive,0.25416666666666665,0.39375
+Garena Free Fire,I really saying heart game awsome . I recommended game friends also. They love it. Plz add guns vehicles also try expend map add houses . Thus recommendation overview game nice add playing time time reach safe area,Positive,0.0857142857142857,0.5
+Garena Free Fire,"Worst game Lagging lagging lagging lagging lagging (MINUS 5STARS). Hi Free Fire - Battlegrounds! I Am india, I Am lot problems high ping issues. Our internet connection running 4mbps, I really confused problems occur, (eg. unable pick loots immediately / can't kill player even multiple critical strikes shown, ended killed player im trying kill.) help problem, please respond, please I really want play game smooth possible. Thanks!",Negative,-0.09933333333333334,0.47600000000000003
+Garena Free Fire,One thing To make game best. Can add Weather cycle like Battle night fog morning snow raining thunder becuase game make bored becuase fame Same Fog effect add Building's like train station train add like boat hellicopter think nice! For that.,Positive,0.075,0.5375
+Garena Free Fire,I giving star beacuse new updates game lagging much specially evening night. If u solve problem I give 5 Star again.,Positive,0.031168831168831162,0.4753246753246753
+Garena Free Fire,"This fav game Android ... Can't get bored ..... Loving ..... Add guns, scope, medic option.... Conversation enemy..... And purgatory 100 players possible (because map bigger took lot time)",Negative,-0.06000000000000001,0.7699999999999999
+Garena Free Fire,My account losing finded man lose account found account losing account 11.20 pm wake get warning give back account know? iam joking brow!,Neutral,0.0,0.0
+Garena Free Fire,"Please fixed signal. Previews update there's monster track, signal good around 57ms ,now around 150ms +. I'm living Philippines. Please fixed signal, I can't kill enemys log.",Positive,0.3,0.3333333333333333
+Garena Free Fire,Awesome game. But make us able change username free add 100 players purgatory map large takes lots time find enemy also add scopes cars.,Positive,0.34285714285714286,0.6507142857142857
+Garena Free Fire,"After last update keep glitching, 1 minute im building next im parachuting, im different building. Then end dying. Any1 else trouble picking stuff up?? I can't pick anything sometimes.",Negative,-0.05,0.21666666666666667
+Garena Free Fire,Game lagging lot since last update. Booyah devs ruining game. Runs great odd hours lags peak hours users logged in.,Negative,-0.03333333333333333,0.37333333333333335
+Garena Free Fire,"I'm addicted freefire now. But please add new vehicles & gun's, also please make able 100 player single match... Love developers & Love freefire..... #SB...",Positive,0.19415584415584416,0.5156385281385282
+Garena Free Fire,After new update.... It lags .. After hour playing ... Suddenly network lags even though strong internet connection... After min ...I would lost game... Please fix this... Happens friend phone,Positive,0.04242424242424239,0.521969696969697
+Garena Free Fire,"Greed! Rip PUBG hope kids playing guts steal parents credit card, purchase useless garbage later timeout, hopes they'll new garbage. Timed outfits?? You devs sad. Thats ""player unknown"". Because nobody greedy wants show face...and guys worse him.",Negative,-0.16623376623376623,0.4220779220779221
+Garena Free Fire,Too much lag....past 2 months playing game.....the game simply awesome....but past 1 week ....too much lag.....its great disadvantage rating game ....the updates comes game lags..... Frm mrng eve game normal ni8 start lagging... (india server)... Garena start wrking fix bugs,Negative,-0.05,0.4007142857142857
+Garena Free Fire,This fun play problem I facing game working properly latest update like able pick weapons. Feels like net working I check internet connection working normal. Just found facing problem squad dual mode works properly Solo. Please fix ASAP.,Positive,0.14999999999999997,0.4107142857142857
+Garena Free Fire,game difficult I like game no.1.PUB JI game easy 2 3 goli die.This game better pub ji. I love easy games saying I win level. I LOVE THIS GAME.,Positive,0.05555555555555553,0.5638888888888889
+Garena Free Fire,When I game open says 'YOU HAVE NOT PURCHASED THIS APP' I I want play game please reply I also send email say please go local customer service. Can please tell game internal always fail.,Negative,-0.24285714285714288,0.2857142857142857
+Garena Free Fire,When I play solo mode works fine start playing squad. starts lagging player pick ammo stuff fast. It takes much time.you something it.,Positive,0.2722222222222222,0.43333333333333335
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Too many cheaters,liie teleport,similar teleport cheat counter strike,i spending lot game encounter cheaters. I've playing ROS also spending money items,but ive left ROS cheat issues.. If issue goes game,i recommed freinds stop playing game. Please issue.",Negative,-0.07500000000000001,0.325
+Garena Free Fire,Game superb need purchase coins I really happy new update nice work garena.... One new update sucks I angry costume buy diamonds lol...and laggy hackers spoil game lol...,Positive,0.18727272727272723,0.6709090909090909
+Garena Free Fire,"It good game . Game lagging update -so please fix issue. Also add things -Text messaging ,6x,8x scope, guns, 100 players modes , And option follow another diving , Add FPP TPP mode thanku Free fire",Positive,0.07499999999999998,0.55
+Garena Free Fire,Game good loved play recent update full bugs lags alot worst update game guys add interesting thing good also spend time making game lag free otherwise loose great players.,Positive,0.14408284023668638,0.5630177514792899
+Garena Free Fire,"ADDICTIVE!! Good Gameplay Graphics... Not good PUBG bad either... Some problems must solved compete PUBG things must added like scopes, energy drinks,etc.",Negative,-0.08749999999999997,0.6916666666666667
+Garena Free Fire,start lagging badly l old player lv 38 last update lags even wifi 4g time night ranked match even show players. plzz fix fast please,Positive,0.10000000000000002,0.2888888888888889
+Garena Free Fire,"The last update really suck,,lag control getting worse please bring back control like beginning else swear uninstall game tell friend team playing another game like ros pubg,please reply",Negative,-0.16666666666666666,0.27777777777777773
+Garena Free Fire,"Really good game 2 problems. 1: I tried playing STK One Max (which phone I play tablet) I can't seem make account due screen small. 2: Wi-fi bit glitchy I'm right next router, still says I bad wi-fi. That's that's bad game fine tablet good. Keep up.",Negative,-0.042965367965367936,0.46764069264069263
+Garena Free Fire,Hey Garena Please Fix Lagging problem try pick gun I get After second later This Only Overnight My Net always Fast,Positive,0.04,0.32
+Garena Free Fire,After small update game play squad mode friends invite play dropping plane surfing cannot see parachute back cannot see equipped vest helmet cannot see friends guns parang pan bat game became lagging cannot see enemies guns shoot please garena fix problem I give game 5 stars problem occur squad duo play random matches strangers please plz plz fix garena,Negative,-0.325,0.35000000000000003
+Garena Free Fire,This game show enemy footsteps enemy near..I get heart attack wen I almost collide player wen enters inside house I leave please something...,Negative,-0.4,0.4
+Garena Free Fire,"Too Many VIP Player, extra effect Top-Up alot more?! There's many advantages VIP Player here. Please, Devs, Kita sama-sama Indonesian people, pikirkan player-player non-top lainnya. #IndoOldPlayer",Positive,0.40625,0.4
+Garena Free Fire,This game sooo badddd lags much. Enemies unseen. Graphics bright. Makes cellphone work properly,Positive,0.125,0.375
+Garena Free Fire,"Game full mind blowing game is very much like it has a lot to do with it, I have to hang the hawker in the mobile only, I have friends in the same way as the hoker chhatti, please, sir isko thik karea jaldi se jaldi",Negative,-0.031666666666666676,0.45583333333333337
+Garena Free Fire,HELLO I love game fun exciting even tho peeps go walls anyway i've got dear friend I gave idea get game to.whenever he/she shows us offline cant duo pls u fix,Positive,0.059999999999999984,0.48
+Garena Free Fire,"The game amazing I like could better : make could gift friends something vault, Make could play solo friend friend enemie, pls add chat due squad chat talk that's guess till I could add please add next update thanks",Positive,0.12916666666666668,0.3958333333333333
+Garena Free Fire,The gameplay good nice something wrong log LEAGOO P1.I stuck loading screen black.I uninstall play it. After I close something happen,Positive,0.2666666666666666,0.8333333333333334
+Garena Free Fire,Everytime problem lag u update game cool coming level 52 I stopped playing game due lag hackers server hackers due I suffered many -ve rank,Negative,-0.14285714285714285,0.5142857142857143
+Garena Free Fire,"Game good,but days giving many network problems friends lost many matches due lagging game. We play bad, stop this.",Negative,-0.10416666666666664,0.47361111111111104
+Garena Free Fire,"In new version please add parlour skills , war mode first person perspective bigger new maps. Please please. And zoom shotguns guns occupied zoom.",Positive,0.13068181818181818,0.4356060606060606
+Garena Free Fire,"I know many hacks When I started playing game clean please something th ngs People shot kill, invisible recieve less damage . Please repair fast",Positive,0.1,0.4533333333333333
+Garena Free Fire,Player die hit car. Give chance hit twice player die everyone play using car... Do fast going boring that. And thing change weather also...,Negative,-0.4,0.8
+Garena Free Fire,"Love it....just thing.....sometimes squad weaken enemy sniper friends kill enemy kill goes frnds although hard work.....so add ""assist"" system .....also u add extraterrestrial pets help us fight ....",Positive,0.10416666666666666,0.5708333333333333
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,This best game ever played life But wanna say please add voice chat solo among contenders This game become nice like pubg,Positive,0.19999999999999998,0.525
+Garena Free Fire,There bugs 89 mb update 3rd August 2018. Game starts responding. Sometimes can't see enemies team members. We frustrated problems.,Negative,-0.3666666666666667,0.20000000000000004
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Used love game, I never play match properly shows I bad Internet connection although net connection always same. This started happening new update, fix this.",Negative,-0.06623376623376621,0.3351731601731602
+Garena Free Fire,What this? I making 3rd ID... able login facebook update... What Garena? My achievement gone....,Positive,0.25,0.3125
+Garena Free Fire,There bug changing clothes. The belt pants easily seen shirt. If fix I rate 5 star . Hoping positive response .,Positive,0.3303030303030303,0.6893939393939394
+Garena Free Fire,Is still UP? Because I play Free Fire keeps action stop. 3 times out? How play always Reconnect,Positive,0.25,0.45
+Garena Free Fire,"The new update giving problem... It continuously showing notification new update detected,click ok update open game,fix able play",Positive,0.2545454545454545,0.5068181818181818
+Garena Free Fire,"So,Awesome. Best Battleground game I've ever played. I like much updates come early within 1 month. New weapons,vehicles characters adding every update.",Positive,0.20727272727272728,0.33090909090909093
+Garena Free Fire,"Too much lag..and network problem! I give 1 star,,, Please upgrade server.. Then give 5 star",Positive,0.25,0.2
+Garena Free Fire,awesome game friends school started free group whatsapp play squads everyday plz add dance moves win match,Positive,0.32,0.64
+Garena Free Fire,I love game getting update faceing network error problem requires high speed net please solve,Positive,0.065,0.385
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,Please upgrade server...the game lagging much latest update....(rated u 2 stars) .....and pls react fast,Positive,0.09999999999999999,0.6333333333333333
+Garena Free Fire,"Free fire server going please upgrade server soon possible. Fromthe new update much laging..... Sometimes got stuck in...... Please fixed problem soon possible.... And sir unable found gillie suit please add gillie suit, phone gb ram. iam prince0937",Positive,0.04805194805194805,0.5935064935064934
+Garena Free Fire,This excellent graphics place extreme. One best thing size small. I glad playing game,Positive,0.28750000000000003,0.6833333333333332
+Garena Free Fire,Game good ... major problem our servers...that make game irritation due low server connectivity.. hope u soon sort problem,Negative,-0.027083333333333348,0.42916666666666664
+Garena Free Fire,I like game lot. The new update monster truck awesome.. But make passengers shoot free player driving,Positive,0.28409090909090906,0.6636363636363636
+Garena Free Fire,"So far good. Please add option choice ""Fixed Joystick"" ""Free Joystick"", usually players need make analog joystick control hero, keep 1 position.",Positive,0.20999999999999996,0.5700000000000001
+Garena Free Fire,Very disappointed....Before update Everything running smoothly device unfortunately update 1.20.3 game running smoothly also hanging..plz solve bug next update....,Positive,0.01666666666666668,0.45
+Garena Free Fire,Why countries get good outfits seen outfits anywhere America please put,Positive,0.7,0.6000000000000001
+Garena Free Fire,After update worst game new server much lagging please fix problems soon possible,Negative,-0.21272727272727274,0.610909090909091
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"Earlier,the game good play.but now,after update game worst play much lags .so kindly fixed garena free fire.if uninstalled soon.",Negative,-0.05714285714285716,0.5142857142857143
+Garena Free Fire,"After new update,my data deleted started level 1.. Pls fix problem",Positive,0.13636363636363635,0.45454545454545453
+Garena Free Fire,"Love game, I'm addicted. Could possibly make trio option though? I like playing game sister best friend awkward 4th random person really screws us over. Also think could make tad less pay-for-everything? Or maybe like week month could make everything cost gold.",Negative,-0.07666666666666667,0.5066666666666666
+Garena Free Fire,Kindly update functioning properly. Do guys ever test deploying??,Positive,0.3,0.5
+Garena Free Fire,After update game working device I press start button gets freeze work..does working...repair fasttt,Negative,-0.4,0.4
+Garena Free Fire,This latest update causing glitch friends. Developers kindly look it.,Positive,0.55,0.9
+Garena Free Fire,"Hello! The game is too much, a suggestion, prepare a SWAT outfit, then the game will stay 1000",Negative,-0.20000000000000004,0.3333333333333333
+Garena Free Fire,I say..its awesome game..but better buy clothes gold. Not always diamond,Positive,0.75,0.75
+Garena Free Fire,"I love game period major problem im reason rated grafics 3 stars got free fire started game like usual land start pick loot, jump building window glitched threw map way bottom map died please fix grafics alil high storage usage grafics like usual alil tweaks would work perfectly please get back thank taking time day reach back habe great day",Positive,0.13520833333333335,0.4575
+Garena Free Fire,New updates I bad see waiting player game open,Negative,-0.24090909090909088,0.5053030303030303
+Garena Free Fire,nan,nan,nan,nan
+Garena Free Fire,"I think improve network, many players playing awesome game that's game starts lagging.",Positive,0.17500000000000002,0.575
+Garena Free Fire,I rating gameplay star less servers . I think u e server free fire users OMG unbelievable great cause lagaing game make sure u make servers plzzz tht get good ping plz,Positive,0.22619047619047622,0.6436507936507937
+Garena Free Fire,"Aaaaaaa get this award from the rankings. Besides the various bugs related game entry, these disparities of trophies delivered ta absurd. I was among the # 15 I killed four and received -8. A friend stayed between # 8 killed 1 received -6. I love gambling and it's demotivating to see such things.",Negative,-0.1,0.425
+Garena Free Fire,My game keep telling purchases game failed please fix I'm deleting game,Negative,-0.42500000000000004,0.375
+Garena Free Fire,"Hello I'm new player When buy 1st diamond get reward prison pants shoes also ump skin Of course wear intantly wanna wear shoes said code error:112 can't wear prison shoes, happened here? If guys fix problem i'll gladly raise rating buy another diamond My ID Mimiruki Rank Platinum 1",Negative,-0.054545454545454564,0.7848484848484848
+Garena Free Fire,THE BEST THEEEE BEST :D Nothing compare FPS games.... SMALL REQUEST PLEASE PLEASE REMOVE THE MONSTER TRUCK FROM THE GAME :D,Positive,0.5583333333333333,0.5666666666666667
+Garena Free Fire,New updates bad . Game hanging much I swimming thE room,Negative,-0.19090909090909086,0.43030303030303024
+Garena Free Fire,best game I ever played great job add build free fire,Positive,0.44999999999999996,0.5625
+Garena Free Fire,Worst game ever. Lag even signal strong,Negative,-0.3222222222222222,0.7111111111111111
+Garena Free Fire,I scratch redemption code purchasing Asus phone I enter code says successful delivered vault diamonds gold 30 minutes. But almost day I receive anything 0 diamonds orange techwear set. Fixed reply soon possible.,Positive,0.2833333333333333,0.7166666666666667
+Garena Free Fire,Superb game...can u add guns like bazooka rocket launchers..or add vehicles..and need boat water surfaces,Positive,1.0,1.0
+Garena Free Fire,"More guns must added+more stages,maps scopes gun equipments people kill server!!!!!!...... otherwise great",Positive,0.9,0.625
+Garena Free Fire,Your server weak handle many players first fix I rate 5 star,Positive,0.125,0.4861111111111111
+Garena Free Fire,The game lagging even I can't pick gun,Negative,-0.4,0.4
+Garena Free Fire,The enemies die take like 30 bullets kill enemy I die instantly???,Neutral,0.0,0.6666666666666666
+Garena Free Fire,Very bad server... Please help it... I can't pick gun sometimes...,Negative,-0.9099999999999998,0.8666666666666667
+Garena Free Fire,nan,nan,nan,nan
+Garmin Connect™,"This improves time! Updates useful essential. Been using year+ The interface watch phone (LG - G6)...it's seamless. Easy share running data running group friends! If app/Forerunner 630/ Garmin Express/ Connect issues... I call Garmin tech help directly! I always/ always gotten real person real results help resolve every issue I've had. Everything always ""running"" great! Thanks Garmin supporting runners... Vic",Positive,0.2916666666666667,0.3433333333333334
+Garmin Connect™,"Update 4.9.4, Goes back days later edits sleep values ridiculous new values, even manually corrected them. For money I paid watch could spend minute tell ""What's New"". Not useless self serving blurb. I would recommend Garmin anyone.",Positive,0.03156565656565657,0.35151515151515156
+Garmin Connect™,"This relatively useless. After recent update, longer syncs activities. Support respond requests assistance, communication Garmin plan growing number similar issues. There plenty choices fitness activity tracking, I looking update equipment issues foremost mind.",Negative,-0.16666666666666666,0.2833333333333334
+Garmin Connect™,"My Garmin ViviFit3 connected rarely beginning Samsung Galaxy Tab A (running 7.0), often multille tries. For whike now, hardly connecting all. Based Garmin's website, device compatible. But not. The dark, bit confusing. There many tabs whole seem streamlined. Because issues, I seriously considering getting Fitbit. Even Jawbone's better this, bright, cheery, actually helpful.",Positive,0.14375,0.5506944444444444
+Garmin Connect™,"Still another update, fixed. 14/07/18.After last update, Unfortunately swimming part fault trying edit swim component. It edits, though transferred main screen stats. Garmin acknowledged this, though 2 weeks still fixed. Defeats purpose I bought watch.",Negative,-0.026666666666666672,0.36
+Garmin Connect™,Been trying get Huawei P9 connected Forerunner 235 week now. Just failing connect device perpetually. Haven't far.,Positive,0.025,0.6
+Garmin Connect™,What absolute crock is. White white text login password. Then connect vivoactive HR. Android see Bluetooth fails. Switch iOS works straight away. Garmin shamed putting junk like this.,Negative,-0.019999999999999997,0.32
+Garmin Connect™,"It's great watch, guys fix pedometer!! It's great I want get step arm day gym!!! Why need internet update, watch connected Bluetooth?? Tried indoor running. Doesn't anything. So switch strength training get workout count. Pairing sucks. It takes forever repair phone Garmin. After update, receive messages group chat. Please fix. My job mostly pushing pulling. I get steps cause arms always position. What's point sync phone can't get information back Garmin device??!! For example, device crashes lose information day. Can't make re-send information back device instead losing day??",Positive,0.3666666666666667,0.3833333333333333
+Garmin Connect™,"The good. It tracks steps, sleep heart rate. I purchased cheap Garmin step challenge work I sync manually. That thing like it.",Positive,0.55,0.65
+Garmin Connect™,"Sick back teeth app/watch. If giving wildly inaccurate readings stairs sleeping, sync record activities. The music controls mind now, trying unpair watch able to, I've deleted reinstalled told there's problem signing in. This first time I've problems trying sync activities honesty, joke. Stop breaking things need 'fixing' first place.",Positive,0.06428571428571428,0.42480158730158735
+Garmin Connect™,"The smart notifications need fixed. Everytime updated, notifications get enabled. It's irritating redo notifications happens",Negative,-0.02857142857142858,0.5476190476190477
+Garmin Connect™,Always connection issues. Just open close turn Bluetooth several times connects. It's really annoying.,Negative,-0.26666666666666666,0.4666666666666666
+Garmin Connect™,For last week recent updates I can't see sleep details Forerunner 235 though I see details suggests problem. Please fix!,Neutral,0.0,0.15833333333333333
+Garmin Connect™,Good wish I could manually input data different workout activities database. Can't put many meters I row stuff like that. Would nice ability.,Positive,0.44999999999999996,0.675
+Garmin Connect™,"It's useful but, I find friends connections updated. Hope fix it…!",Positive,0.375,0.0
+Garmin Connect™,"Love app, actually helped lose weight. However indoor exercise distance measured really accurate, show bit longer distance actual run.",Positive,0.22500000000000003,0.3583333333333334
+Garmin Connect™,Tracks activities presents easy read way. No issues except took tries get synched initially.,Positive,0.11111111111111112,0.41111111111111115
+Garmin Connect™,All around good app. Waiting I get interactive training 1/2 full marathon. Then I give 5 star rating.,Positive,0.5249999999999999,0.5750000000000001
+Garmin Connect™,"""We release new features updates every month"" Like what? Where they? What's new meant show exactly that, new. Tell us.",Positive,0.16477272727272727,0.40340909090909094
+Garmin Connect™,All sudde fails import/ sync sleep steps data Forerunner 235,Negative,-0.5,0.3
+Garmin Connect™,What's point spending money loved ones follow cycling route never working. Figure,Positive,0.7,0.8
+Garmin Connect™,Great invested Garmin ecosystem. I Vivoactive HR Garmin index smart scale brings statistics together along integration MyFitnessPal kinda perfect track everything fitness. It Strava integration interested Suffer Scores. Overall absolutely recommended.,Positive,0.41071428571428575,0.6321428571428571
+Garmin Connect™,The easy connect. 3 stars matter I tried user settings device settings still lbs miles units I dislike add I want Kg Km. Considering returning device switching back Fitbit due issue.,Positive,0.10277777777777779,0.40277777777777785
+Garmin Connect™,The fenix 3 superb watch massively let garmin necessary watch,Positive,0.3333333333333333,1.0
+Garmin Connect™,It's getting better useless insight cards still appear even though I've disabled settings. Fortunately quickly swiped away.,Positive,0.033333333333333326,0.375
+Garmin Connect™,"Great app, problem new updates working correctly Rally app. Not syncing correctly",Positive,0.4681818181818182,0.6022727272727273
+Garmin Connect™,Attention. Always update fixed bugs. Save battery.,Positive,0.1,0.2
+Garmin Connect™,There seems error latest update. Cannot search connections. Same problem happens wife friends phones,Positive,0.25,0.5125
+Garmin Connect™,Never ever connects Huawei despite everything date. My second final Garmin purchase,Neutral,0.0,0.5
+Garmin Connect™,Lousy app... connect failed note 7,Negative,-0.5,0.4
+Garmin Connect™,It's good track day day workout...have tried running shown great results...will try sports review,Positive,0.75,0.675
+Garmin Connect™,"The periodically supposedly connected phone syncing steps, turns actually syncing I keep losing steps incredibly frustrating.",Negative,-0.2,0.5
+Garmin Connect™,I keep issues device disconnects,Neutral,0.0,0.0
+Garmin Connect™,"I like app, however since switching Huawei p20 p10 I longer get notifications :(",Negative,-0.75,1.0
+Garmin Connect™,Easy sync connected watch (fenix 5s). Not intuitive use.,Positive,0.43333333333333335,0.8333333333333334
+Garmin Connect™,Love felix 5. Only thing would ability remove device app.,Positive,0.25,0.8
+Garmin Connect™,Great Garmin premium software premium watches. Have Fenix 5. This syncs perfectly watch. Very smooth trouble experience.,Positive,0.53,0.65
+Garmin Connect™,Nice 4 stars smart alarms,Positive,0.40714285714285714,0.8214285714285714
+Garmin Connect™,Will connect Garmin watch,Neutral,0.0,0.0
+Garmin Connect™,"I like, definitely good display computer mobile works fine",Positive,0.5583333333333333,0.55
+GasBuddy: Find Cheap Gas,"Displays large Applebee logos OVER top gas station I'm trying see. Really? No way find gas stations ahead me. Also shows gas stations behind me. I'm driving back 10 miles wrong direction buy gas. Searching distance needs take account direction. Also, gas station logos appear map. rated mature audiences only. Really?",Positive,0.001587301587301591,0.4476190476190476
+GasBuddy: Find Cheap Gas,"I hate app. I wish comparable alternatives. This used excellent ads, I suppose developer got greedy sucks. Now hogs way space, ram bandwidth, unnecessarily. It also takes twice long load functions people even care need which, addition ads, add bloat program.",Negative,-0.11000000000000001,0.7
+GasBuddy: Find Cheap Gas,"No longer shows correct price first list comes up. Even updated. Shows correct price station selected, go station see actual prices. Terrible.",Negative,-0.25,0.4777777777777778
+GasBuddy: Find Cheap Gas,It add along route prices regular gas diesel earn alot accolades. Just searching nearby help people likes plan trip ahead,Neutral,0.0,0.07692307692307693
+GasBuddy: Find Cheap Gas,"MAJOR, FLAGRANT PRIVACY VIOLATION This enabled feature called ""trips"", could location mandatory. This feature recorded every time I went anywhere: I started left. They ago OPTED ME IN sale personal info third parties I way reclaiming info. So made money selling personal movements, home place work. All without asking. On top feature drains battery. Screw you, parasites .",Positive,0.09375,0.26666666666666666
+GasBuddy: Find Cheap Gas,The fact tracks every move records pretty unnerving. You turn Trips stored ones need deleted individually. Add delete trips. Not every wants big brother watching recording every move,Positive,0.1125,0.4
+GasBuddy: Find Cheap Gas,"With new trip detection feature, uses battery time. If read Help page disable it, insulting (""I like saving money"").",Negative,-0.4318181818181818,0.7272727272727273
+GasBuddy: Find Cheap Gas,"Your recall notice feature work, wrong & inaccurate. Stick know fellas. Pfffft.",Negative,-0.5,0.9
+GasBuddy: Find Cheap Gas,Completely changed budget time. Also scout prices using stations usually good prices...,Positive,0.39999999999999997,0.5
+GasBuddy: Find Cheap Gas,"Latest update knocks 1/2 star I could give it, I'll settle star best. They want posting prices drive yet make harder harder post prices. Up update I could get destination post prices route easily, instance I drive 8 miles, 1st station near starting point...I could post price return list would still area, anymore...now list automatically goes destination area, I post station I scroll thru list find next station route....takes 2 3 times longer post prices way! Either post prices driving pretty senseless waste good amount time scrolling searching stations want post. Absolutely thinking goes update app, version becomes less usefull previous one.",Positive,0.17500000000000002,0.3761904761904762
+GasBuddy: Find Cheap Gas,"Works needed, many ads there's apparently option upgrade get ad free. I would gladly pay $5 ad free version.",Positive,0.37,0.6900000000000001
+GasBuddy: Find Cheap Gas,Even open periodically collects sends location data. I really need I cannot trust best interests mind.,Positive,0.39999999999999997,0.3333333333333333
+GasBuddy: Find Cheap Gas,"Now favorite apps. Love vehicle recalls, suggestion: since many people vehicle, it'd useful able enter multiple vehicles",Positive,0.3833333333333333,0.45416666666666666
+GasBuddy: Find Cheap Gas,No longer works tablet . Need go back 3 updates worked. Was great Now junk!,Positive,0.5,0.375
+GasBuddy: Find Cheap Gas,Its great! There's always gas price wars going allows find best price. I've experienced $.20 per gallon savings!,Positive,1.0,0.65
+GasBuddy: Find Cheap Gas,"Too many changes, sign , sign way, u want people report gas price let us report",Positive,0.5,0.5
+GasBuddy: Find Cheap Gas,"It's I without. Saves, maybe lot money time, consistent use, especially trips, saves chunk.",Positive,0.125,0.625
+GasBuddy: Find Cheap Gas,"I love app. It's fast n easy way find cheapest gas prices around also good drive large truck takes diesel, able see closest gas station sells diesel. So waste time driving gas station find even sell diesel. Very reliable convenient app!!",Positive,0.3325148809523809,0.4983630952380952
+GasBuddy: Find Cheap Gas,This handy & I mind paying time price remove ads.,Positive,0.6,0.9
+GasBuddy: Find Cheap Gas,Excessive battery drain according Samsung Note 8.,Negative,-0.25,1.0
+GasBuddy: Find Cheap Gas,Not sure I lost favorite stations update,Positive,0.125,0.9444444444444444
+GasBuddy: Find Cheap Gas,"This real help! I maximize fuel budget getting best price area. It's also valuable I'm road trip, get best deal gas!",Positive,0.75,0.30000000000000004
+GasBuddy: Find Cheap Gas,You guys Best guys helping save money commuting traffic everyday... Awareness everything!!!,Positive,0.3046875,0.44999999999999996
+GasBuddy: Find Cheap Gas,"Best ever check gas prices! It gets updated constantly, I found SPOT ON accuracy. Very easy use. My FAVORITE app!",Positive,0.5470833333333334,0.6583333333333333
+GasBuddy: Find Cheap Gas,Sometime price wrong someone update price thanks,Negative,-0.15,0.55
+GasBuddy: Find Cheap Gas,This good could sort distance. Apparently option work anymore.,Positive,0.375,0.47500000000000003
+GasBuddy: Find Cheap Gas,Great app. But add kerosene high octane add fuel type options? It would help find gas stations actually carry it.,Positive,0.32,0.4633333333333334
+GasBuddy: Find Cheap Gas,"Why would anyone want spend gas to? I save gas prices, even I'm town vacation... Simply best!!!",Positive,1.0,0.3
+GasBuddy: Find Cheap Gas,Points to get best price gas. This best Iphone.,Positive,1.0,0.3
+GasBuddy: Find Cheap Gas,Helps determine I get gas.,Neutral,0.0,0.0
+GasBuddy: Find Cheap Gas,"Decent purpose, wish choice different direction; e.g. Waze",Positive,0.08333333333333333,0.6333333333333333
+GasBuddy: Find Cheap Gas,"Why big??? The old much faster, I think easier use.",Positive,0.10000000000000002,0.16666666666666666
+GasBuddy: Find Cheap Gas,It would 5 star didnt eat much battery.,Positive,0.2,0.2
+GasBuddy: Find Cheap Gas,Takes long time load,Negative,-0.05,0.4
+GasBuddy: Find Cheap Gas,Tell fuel prices dropping,Neutral,0.0,0.0
+GasBuddy: Find Cheap Gas,It would awesome I could somehow get notification price drop favorite gas stations,Positive,0.75,1.0
+GasBuddy: Find Cheap Gas,People faulse price anything,Neutral,0.0,0.0
+GasBuddy: Find Cheap Gas,What's love? :),Positive,0.5,0.8
+GasBuddy: Find Cheap Gas,Great keeping track fuel purchases Shop Your Way Gas rewards.,Positive,0.8,0.75
+GasBuddy: Find Cheap Gas,"Great way find cheaper gas calculate miles travel, refueling.",Positive,0.8,0.75
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"I dont like difficult message someone. I don't like send photo, believe should option send chat. Also wait photo reviewed?",Negative,-0.5,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,The thing I like take picture order talk someone seems little excessive,Negative,-0.21875,0.75
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"Well,i would give 0 could. First,you message ANYONE pay Vip varify account. I wanted ti verify account,and almost 2 DAYS!!!! (obviously without able chat anything else) said pict accepted.You know why?Because put sentence photo word ""sudy"" stupid...i mean took picture moment upload one...How scam then?! You accepted pict sentence word,that unbelievable!! Then,even chat able see profiles...I say less 20 min reported 6 people str8 using str8 one...So seems like even take care users app... Finally,once created account wanted change email...Well still waiting that...after 4 times asked it.. I even want answer review...Because always say ""I sorry like etc sugar life"" Well u know using high expectations app,but assure expectations underground sugar absolutely life.And actually ehat really sorry really hope good one,but many many things work again. I want also say much inactivity here...Only 3 people watched profile 2 days sugar babies sugar daddies....I expecting better... Next movement : uninstall",Positive,0.11178240740740739,0.5302314814814815
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"Mafia family I need money, matches far, time running",Positive,0.1,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Didnt work doesnt mean legit.,Negative,-0.3125,0.6875
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,I don't get chance open yet,Neutral,0.0,0.5
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Boring activity 24 hrs.,Negative,-1.0,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"Awful app., never",Negative,-1.0,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,I yet,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,A lot purchases,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,ITS MY FIRST TIME,Positive,0.25,0.3333333333333333
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Good far,Positive,0.39999999999999997,0.8
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"Decent app, lot activity plenty scammers",Positive,0.16666666666666666,0.6666666666666666
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,We'll see goes.,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Alright far,Positive,0.1,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,It takes forever get verified otherwise great,Positive,0.8,0.75
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,He'll,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,It's ok. Interesting set,Positive,0.5,0.5
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Ti love make progress,Positive,0.5,0.6
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Is good gay dating,Positive,0.5583333333333333,0.5916666666666668
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Not bad far :),Positive,0.31666666666666665,0.8888888888888888
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Awful.,Negative,-1.0,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,nan,nan,nan,nan
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Great app!,Positive,1.0,0.75
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,nice loved,Positive,0.6499999999999999,0.9
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Great pics,Positive,0.8,0.75
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Thanks,Positive,0.2,0.2
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,It's good,Positive,0.7,0.6000000000000001
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Its perfect,Positive,1.0,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Good,Positive,0.7,0.6000000000000001
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,cool,Positive,0.35,0.65
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Love,Positive,0.5,0.6
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Nice,Positive,0.6,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Love,Positive,0.5,0.6
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Good,Positive,0.7,0.6000000000000001
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,You upgrade VIP send message. You upgrade VIP change even hide verification photo (I'm discreet uncomfortable) almost active app. Wouldn't recommend it.,Negative,-0.31666666666666665,0.8
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,It's nice friendly atmosphere far I hope bunch people really scammers like apps. I've heard good things it.,Positive,0.39499999999999996,0.66
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Please review,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"I'd like recommend friends. First all, photograph warm tones makes feel comfortable. And good guys send Sudy candy, amazing thing. I wanna say thank buddy thank Sudy!",Positive,0.54,0.6466666666666667
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"It said meet gay sugar babies without meaningless conversation, that’s I want. Also far meaningless spam, beyond FB reject annoying ads.",Negative,-0.25666666666666665,0.8966666666666667
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"I dont like difficult message someone. I don't like send photo, believe should option send chat. Also wait photo reviewed?",Negative,-0.5,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,The thing I like take picture order talk someone seems little excessive,Negative,-0.21875,0.75
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"Well,i would give 0 could. First,you message ANYONE pay Vip varify account. I wanted ti verify account,and almost 2 DAYS!!!! (obviously without able chat anything else) said pict accepted.You know why?Because put sentence photo word ""sudy"" stupid...i mean took picture moment upload one...How scam then?! You accepted pict sentence word,that unbelievable!! Then,even chat able see profiles...I say less 20 min reported 6 people str8 using str8 one...So seems like even take care users app... Finally,once created account wanted change email...Well still waiting that...after 4 times asked it.. I even want answer review...Because always say ""I sorry like etc sugar life"" Well u know using high expectations app,but assure expectations underground sugar absolutely life.And actually ehat really sorry really hope good one,but many many things work again. I want also say much inactivity here...Only 3 people watched profile 2 days sugar babies sugar daddies....I expecting better... Next movement : uninstall",Positive,0.11178240740740739,0.5302314814814815
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"Mafia family I need money, matches far, time running",Positive,0.1,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Didnt work doesnt mean legit.,Negative,-0.3125,0.6875
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,I don't get chance open yet,Neutral,0.0,0.5
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Boring activity 24 hrs.,Negative,-1.0,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"Awful app., never",Negative,-1.0,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,I yet,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,A lot purchases,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,ITS MY FIRST TIME,Positive,0.25,0.3333333333333333
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Good far,Positive,0.39999999999999997,0.8
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"Decent app, lot activity plenty scammers",Positive,0.16666666666666666,0.6666666666666666
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,We'll see goes.,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Alright far,Positive,0.1,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,It takes forever get verified otherwise great,Positive,0.8,0.75
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,He'll,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,It's ok. Interesting set,Positive,0.5,0.5
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Ti love make progress,Positive,0.5,0.6
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Is good gay dating,Positive,0.5583333333333333,0.5916666666666668
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Not bad far :),Positive,0.31666666666666665,0.8888888888888888
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Awful.,Negative,-1.0,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,nan,nan,nan,nan
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Great app!,Positive,1.0,0.75
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,nice loved,Positive,0.6499999999999999,0.9
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Great pics,Positive,0.8,0.75
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Thanks,Positive,0.2,0.2
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,It's good,Positive,0.7,0.6000000000000001
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Its perfect,Positive,1.0,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Good,Positive,0.7,0.6000000000000001
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,cool,Positive,0.35,0.65
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Love,Positive,0.5,0.6
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Nice,Positive,0.6,1.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Love,Positive,0.5,0.6
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Good,Positive,0.7,0.6000000000000001
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,You upgrade VIP send message. You upgrade VIP change even hide verification photo (I'm discreet uncomfortable) almost active app. Wouldn't recommend it.,Negative,-0.31666666666666665,0.8
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,It's nice friendly atmosphere far I hope bunch people really scammers like apps. I've heard good things it.,Positive,0.39499999999999996,0.66
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,Please review,Neutral,0.0,0.0
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"I'd like recommend friends. First all, photograph warm tones makes feel comfortable. And good guys send Sudy candy, amazing thing. I wanna say thank buddy thank Sudy!",Positive,0.54,0.6466666666666667
+Gay Sugar Daddy Dating & Hookup – Sudy Gay,"It said meet gay sugar babies without meaningless conversation, that’s I want. Also far meaningless spam, beyond FB reject annoying ads.",Negative,-0.25666666666666665,0.8966666666666667
+Gboard - the Google Keyboard,"This pretty good except typing slide part. That part work me. When I slide letter next letter, always skips second letter putting space letters. I would like know possible delete action without messing anything else app. Please get back soon also makes harder type normally. Is way turn part without messing anything else app? I want go back another messenger app. Thank I appreciate help this. God Bless family today.",Positive,0.11000000000000001,0.335
+Gboard - the Google Keyboard,"This best keyboard. The ability different themes nice, predictive text great keyboard really fast. The reason I gave five stars voice dictation feature recognize punctuation marks Spanish; since first language kind bummer. Also reason option change volume key press seem work; matter volume I set always sounds same.",Positive,0.3450000000000001,0.5608333333333333
+Gboard - the Google Keyboard,"I keyboard typing English Bengali language. But English > Bengali phonetic keyboard really bad. There particular way typing Bengali pressing English keyboard keys. So I can't type whatever I want. Keyboard shows bengali suggestions dictionary. So please implement fixed way like popular ""Avro Keyboard"" typing Bengali. And yhere another problem- I wrote English word inside Bengali sentence, word keyboard never shows Bengali word suggestions.",Positive,0.020833333333333343,0.2625
+Gboard - the Google Keyboard,"At first seems fine honesty I used new features voice text. However, keyboard missing BASIC functionality lacks clipboard access ability create new line (which makes WhatsApp Snapchat pain use). Not able look better features basics practical important lacking GBoard.",Positive,0.1543771043771044,0.4491582491582492
+Gboard - the Google Keyboard,"The inbuilt keyboard 10+ year old previous HTC phone intuitive keyboard. In particular I really miss arrow keys; sure I found reading description sliding spacebar similar effect here, obvious.",Positive,0.1142857142857143,0.3841269841269841
+Gboard - the Google Keyboard,"Overall good implementation daily keyboard look like. I would like Gboard team consider adding small feature forcing using traditional Chinese character even writing simplified character using handwriting mode. Sometimes I'm lazy write full traditional character I wrote simplified ones instead. However, keyboard would suggest simplified characters I intend select traditional ones. Maybe add force traditional mode even inputting simplified characters like Swiftkey. TKS!",Positive,0.049999999999999996,0.5045454545454545
+Gboard - the Google Keyboard,I love Google keyboard awesome! I love search Google straight keyboard awesome. :) But there's thing... Ever since latest update I feel like lost bit vocabulary. It's bit unfortunate nothing crazy anything.,Positive,0.34444444444444444,0.8222222222222223
+Gboard - the Google Keyboard,nan,nan,nan,nan
+Gboard - the Google Keyboard,"This used actually learn I spoke (typed) pretty well. It used learn words I typed app, text messages. It used remember words commonly followed others typical speech. It used amazing that, actually. For long time, done that. My personal dictionary even vanished day. I tried recover it, gone. Unfortunately, still works better others I've tried. It's pain I sadly can't replace now.",Negative,-0.015151515151515143,0.5727272727272728
+Gboard - the Google Keyboard,"I've using Gboard ever since swipe. It progressed years. Swipe good still needs work, I deliberately swipe word 2 3 times still predict it. Auto correct joke, many times correct word. Predict-text needs work also, 4 5 yrs collecting typing data better job predcting I type.",Positive,0.5666666666666667,0.5333333333333333
+Gboard - the Google Keyboard,"The search option keyboard recently stopped working soon updated, keeps saying connected internet. Yet I'm WiFi plenty data. Can access internet fine keyboard. PLEASE FIX THIS SOON",Positive,0.20833333333333334,0.375
+Gboard - the Google Keyboard,"Gifs work I'm getting super frustrated!! I tried put gif someone's status Facebook, making create whole new status own... stupid! Why can't I leave gif comment reply like everyone else?! And I can't send text.",Negative,-0.12171717171717174,0.6202020202020202
+Gboard - the Google Keyboard,"The working great update made spell checker (red line misspelled words) disappear. The red line visible keyboard. I understand known reported bug, fixed yet?!",Positive,0.23125,0.2375
+Gboard - the Google Keyboard,"Best gesture typing keyboard I find, touch typing horrible. You can't adjust duration key press popups... And last long hard keyboard all! And buttons perfectly designed either. But really...",Positive,0.09817708333333333,0.5635416666666667
+Gboard - the Google Keyboard,"It's got zillions emojis gifs national keyboards, shame. Long press slide unusable words. Not suitable languages English.",Negative,-0.10833333333333334,0.3833333333333333
+Gboard - the Google Keyboard,"Beauty. Especially translation part. There ancient bug Google seem infinite : space question mark other, annoying. I believe clever moron managing Gboard app.",Negative,-0.3116666666666667,0.8216666666666667
+Gboard - the Google Keyboard,"The autocorrect function terrible Please make stop autocorrecting ""were"" ""we're"" ""well"" ""we'll"" I word ""were"" far often ""we're"" I think people It really annoys options disable autocorrect entirely keep putting corrections unhelpful There option change remove specific autocorrect entries, better yet autocorrect algorithm look word before. No says ""We we're,"" say ""We were."" When I type ""we"" know ""we're"" Please fix I uninstall replace - I'd rather do.",Negative,-0.033333333333333326,0.5750000000000001
+Gboard - the Google Keyboard,"Great app, easy nice features. Only thing keeping giving 5 stars easy fast way select, copy paste text. Current method takes 3 clicks get to, taking separate screen features want text editing, Brilliant, it'd nice quicker option, akin Ctrl button offers PC. Maybe could drag symbols button select, copy paste button. Or could give us option text editing row, like optional numbers row",Positive,0.3606060606060606,0.6806818181818183
+Gboard - the Google Keyboard,"I've downloaded 2 updates since friends able send GIFs I still can't. It keeps saying ""image attach"". What gives? I want join fun!",Positive,0.4375,0.4125
+Gboard - the Google Keyboard,I would give 5 stars clip board access recent copy'd text. Seems like fundamental feature pretty disappointing worked yet,Negative,-0.11666666666666665,0.65
+Gboard - the Google Keyboard,"Hands best keyboard there. However, unbearable lag keyboard ever since recent updates. Unfortunately I'll stop using it! ☹",Positive,0.125,0.5166666666666667
+Gboard - the Google Keyboard,"I feeling bad give 2 stars, I using keyboard switched SwiftKey Keybaord. And reason ; Speed. The Gboard lots good features input lag make feature worse. It's hard type fast lag make keyboard input slower typing speed mine. I hope improve it. It's feedback me.",Negative,-0.09833333333333333,0.6016666666666667
+Gboard - the Google Keyboard,"Can please lite used type words, know way people communicated hundreds years irritating stupid pictures came along? I'm sick tired constant updates added poo sunglasses.",Negative,-0.4628571428571428,0.738095238095238
+Gboard - the Google Keyboard,"Very good keyboard generally, glaring omission: Lost words previously added dictionary update Nougat Oreo (the happened going Lollipop Nougat), spite sync Google keyboard set on. Disappointing Google longer let user manage dictionary 3rd party apps, least provide way import simple list words (that seems like basic requirement?)",Negative,-0.013333333333333329,0.3786011904761905
+Gboard - the Google Keyboard,"I love gboard. However easy way make suggestions forum I want suggest GOOGLE add peanut shaped emoji. The mic ""talk-to-text"" always disappearing I cannot figure either. These reasons giving gboard perfect score.",Positive,0.6444444444444445,0.8111111111111112
+Gboard - the Google Keyboard,"This broken me. I swype type sometimes work. When I say work, type something result wanted suggested instead mistyped word above. You tap correct suggested word DOESN'T change word. It happens maybe 10% time annoying!!! You delete miss tired word Street again! The issue also mentioned others, sometimes randomly duplicates words reason end go back manually delete duplicates!! I sent feedback Google still broken. Please fix! This otherwise best keyboard!!",Negative,-0.2375,0.4124999999999999
+Gboard - the Google Keyboard,"All quite good suddenly now. The keyboard become buggy kind giving slow response. Please fix this. My phone's model Redmi 4A, 7.1.2, CPU quadcore 1.4GHz, RAM 3GB.",Positive,0.24999999999999994,0.6
+Gboard - the Google Keyboard,"My ONLY complaint keyboard NOT good chubby & arthritic fingers! Works Wonderfully! Never technical problems all. It simple, straightforward, big shakey hands.",Negative,-0.05178571428571429,0.3903061224489796
+Gboard - the Google Keyboard,nan,nan,nan,nan
+Gboard - the Google Keyboard,"It's decent keyboard, I need option change keyboard half-screen keyboard using landscape orientation, disturb ongoing activities happen behind keyboard typing (e.g. playing MOBA game, real time connection based online game. Please, gladly consider this, advancing feedback already good keyboard product.",Positive,0.052380952380952354,0.5809523809523809
+Gboard - the Google Keyboard,"Love key board, hate f***ing non-stop ads! How annoying messaging someone ad pop up! I know gotta revenue source apps, come on...it takes 2 seconds go Google attach gif, much easier putting ads. And worst part way stop ads uninstall app!",Negative,-0.3833333333333333,0.7666666666666666
+Gboard - the Google Keyboard,"I'm using I'm learning Hebrew. On English side, word prediction almost useless. The Samsung keyboard sets high bar. I'm surprised something basic keyboard hard properly someone like Google.",Negative,-0.07595238095238095,0.34380952380952384
+Gboard - the Google Keyboard,Always leaves sentences full errors makes look like idiot typing fast. Always go back delete b's space,Negative,-0.06250000000000001,0.48750000000000004
+Gboard - the Google Keyboard,"This functions annoying. think talking product instead plain old English. basically advertising people products errors voice-to-text software. This also lot trouble scientific terminology. It expects speak like simpleton. course, better writing walls cave fecal matter.",Negative,-0.10238095238095239,0.3595238095238095
+Gboard - the Google Keyboard,"Swipe function punctuation calibrated correctly. My thumb even touch second row choices something I want gets highlighted typed. I correct often I'm careful. Number board often goes back alpha I'm ready. Otherwise, ok",Positive,0.12,0.4
+Gboard - the Google Keyboard,"PREDICTIVE EMOJI IS RUBBISH! Google step up! It okay keyboard. I like fluidity keys ability suggest emoticons poor I think rubbish. With Google capabilities, I expect lot better considering vast widely used search engines. Besides heart cake...you can't seem suggest emoticons. So poor mehn! Learn SwiftKey. They suggest practically emoticons words.",Neutral,0.0,0.6
+Gboard - the Google Keyboard,It's fun lots personalizations options. A fun replaces boring office looking teenaged girl-like choices. Autocorrect may get bit irritating remove work slowly get around it. Nice.,Negative,-0.08333333333333336,0.6
+Gboard - the Google Keyboard,The best part able translation directly built in. What wonderful way save time productive. Unfortunately downfall crashes alot,Positive,0.42000000000000004,0.665
+Gboard - the Google Keyboard,"gboard longer able voice dictate time day correctly. It used type ""7:55 p.m."" example voice dictation. Now I voice type writes ""7: 55 p. M."" It used add space "":"" capitalize M like sentence. I toggled different preferences auto capitalization, auto spacing punctuation longer correctly matter I do. When I uninstall program go back factory default gboard correctly looks like ""7:55 p.m."" Any suggestions? I reported bug Google never heard anything back. Am I happening to?",Positive,0.125,0.30625
+Gboard - the Google Keyboard,"This keyboard really good lot useful features. But emoji keyboard sucks! It's stuck past, emojis jumbled missing lot emotions! Frustrating",Negative,-0.04583333333333334,0.35000000000000003
+Gboard - the Google Keyboard,"This pretty good except typing slide part. That part work me. When I slide letter next letter, always skips second letter putting space letters. I would like know possible delete action without messing anything else app. Please get back soon also makes harder type normally. Is way turn part without messing anything else app? I want go back another messenger app. Thank I appreciate help this. God Bless family today.",Positive,0.11000000000000001,0.335
+Gboard - the Google Keyboard,"This best keyboard. The ability different themes nice, predictive text great keyboard really fast. The reason I gave five stars voice dictation feature recognize punctuation marks Spanish; since first language kind bummer. Also reason option change volume key press seem work; matter volume I set always sounds same.",Positive,0.3450000000000001,0.5608333333333333
+Gboard - the Google Keyboard,"I keyboard typing English Bengali language. But English > Bengali phonetic keyboard really bad. There particular way typing Bengali pressing English keyboard keys. So I can't type whatever I want. Keyboard shows bengali suggestions dictionary. So please implement fixed way like popular ""Avro Keyboard"" typing Bengali. And yhere another problem- I wrote English word inside Bengali sentence, word keyboard never shows Bengali word suggestions.",Positive,0.020833333333333343,0.2625
+Gboard - the Google Keyboard,"At first seems fine honesty I used new features voice text. However, keyboard missing BASIC functionality lacks clipboard access ability create new line (which makes WhatsApp Snapchat pain use). Not able look better features basics practical important lacking GBoard.",Positive,0.1543771043771044,0.4491582491582492
+Gboard - the Google Keyboard,"The inbuilt keyboard 10+ year old previous HTC phone intuitive keyboard. In particular I really miss arrow keys; sure I found reading description sliding spacebar similar effect here, obvious.",Positive,0.1142857142857143,0.3841269841269841
+Gboard - the Google Keyboard,"Overall good implementation daily keyboard look like. I would like Gboard team consider adding small feature forcing using traditional Chinese character even writing simplified character using handwriting mode. Sometimes I'm lazy write full traditional character I wrote simplified ones instead. However, keyboard would suggest simplified characters I intend select traditional ones. Maybe add force traditional mode even inputting simplified characters like Swiftkey. TKS!",Positive,0.049999999999999996,0.5045454545454545
+Gboard - the Google Keyboard,I love Google keyboard awesome! I love search Google straight keyboard awesome. :) But there's thing... Ever since latest update I feel like lost bit vocabulary. It's bit unfortunate nothing crazy anything.,Positive,0.34444444444444444,0.8222222222222223
+Gboard - the Google Keyboard,nan,nan,nan,nan
+Gboard - the Google Keyboard,"This used actually learn I spoke (typed) pretty well. It used learn words I typed app, text messages. It used remember words commonly followed others typical speech. It used amazing that, actually. For long time, done that. My personal dictionary even vanished day. I tried recover it, gone. Unfortunately, still works better others I've tried. It's pain I sadly can't replace now.",Negative,-0.015151515151515143,0.5727272727272728
+Gboard - the Google Keyboard,"I've using Gboard ever since swipe. It progressed years. Swipe good still needs work, I deliberately swipe word 2 3 times still predict it. Auto correct joke, many times correct word. Predict-text needs work also, 4 5 yrs collecting typing data better job predcting I type.",Positive,0.5666666666666667,0.5333333333333333
+Gboard - the Google Keyboard,"The search option keyboard recently stopped working soon updated, keeps saying connected internet. Yet I'm WiFi plenty data. Can access internet fine keyboard. PLEASE FIX THIS SOON",Positive,0.20833333333333334,0.375
+Gboard - the Google Keyboard,"Gifs work I'm getting super frustrated!! I tried put gif someone's status Facebook, making create whole new status own... stupid! Why can't I leave gif comment reply like everyone else?! And I can't send text.",Negative,-0.12171717171717174,0.6202020202020202
+Gboard - the Google Keyboard,"The working great update made spell checker (red line misspelled words) disappear. The red line visible keyboard. I understand known reported bug, fixed yet?!",Positive,0.23125,0.2375
+Gboard - the Google Keyboard,"Best gesture typing keyboard I find, touch typing horrible. You can't adjust duration key press popups... And last long hard keyboard all! And buttons perfectly designed either. But really...",Positive,0.09817708333333333,0.5635416666666667
+Gboard - the Google Keyboard,"It's got zillions emojis gifs national keyboards, shame. Long press slide unusable words. Not suitable languages English.",Negative,-0.10833333333333334,0.3833333333333333
+Gboard - the Google Keyboard,"Beauty. Especially translation part. There ancient bug Google seem infinite : space question mark other, annoying. I believe clever moron managing Gboard app.",Negative,-0.3116666666666667,0.8216666666666667
+Gboard - the Google Keyboard,"The autocorrect function terrible Please make stop autocorrecting ""were"" ""we're"" ""well"" ""we'll"" I word ""were"" far often ""we're"" I think people It really annoys options disable autocorrect entirely keep putting corrections unhelpful There option change remove specific autocorrect entries, better yet autocorrect algorithm look word before. No says ""We we're,"" say ""We were."" When I type ""we"" know ""we're"" Please fix I uninstall replace - I'd rather do.",Negative,-0.033333333333333326,0.5750000000000001
+Gboard - the Google Keyboard,"Great app, easy nice features. Only thing keeping giving 5 stars easy fast way select, copy paste text. Current method takes 3 clicks get to, taking separate screen features want text editing, Brilliant, it'd nice quicker option, akin Ctrl button offers PC. Maybe could drag symbols button select, copy paste button. Or could give us option text editing row, like optional numbers row",Positive,0.3606060606060606,0.6806818181818183
+Gboard - the Google Keyboard,"I've downloaded 2 updates since friends able send GIFs I still can't. It keeps saying ""image attach"". What gives? I want join fun!",Positive,0.4375,0.4125
+Gboard - the Google Keyboard,I would give 5 stars clip board access recent copy'd text. Seems like fundamental feature pretty disappointing worked yet,Negative,-0.11666666666666665,0.65
+Gboard - the Google Keyboard,"Hands best keyboard there. However, unbearable lag keyboard ever since recent updates. Unfortunately I'll stop using it! ☹",Positive,0.125,0.5166666666666667
+Gboard - the Google Keyboard,"I feeling bad give 2 stars, I using keyboard switched SwiftKey Keybaord. And reason ; Speed. The Gboard lots good features input lag make feature worse. It's hard type fast lag make keyboard input slower typing speed mine. I hope improve it. It's feedback me.",Negative,-0.09833333333333333,0.6016666666666667
+Gboard - the Google Keyboard,"Can please lite used type words, know way people communicated hundreds years irritating stupid pictures came along? I'm sick tired constant updates added poo sunglasses.",Negative,-0.4628571428571428,0.738095238095238
+Gboard - the Google Keyboard,"Very good keyboard generally, glaring omission: Lost words previously added dictionary update Nougat Oreo (the happened going Lollipop Nougat), spite sync Google keyboard set on. Disappointing Google longer let user manage dictionary 3rd party apps, least provide way import simple list words (that seems like basic requirement?)",Negative,-0.013333333333333329,0.3786011904761905
+Gboard - the Google Keyboard,"I love gboard. However easy way make suggestions forum I want suggest GOOGLE add peanut shaped emoji. The mic ""talk-to-text"" always disappearing I cannot figure either. These reasons giving gboard perfect score.",Positive,0.6444444444444445,0.8111111111111112
+Gboard - the Google Keyboard,"This broken me. I swype type sometimes work. When I say work, type something result wanted suggested instead mistyped word above. You tap correct suggested word DOESN'T change word. It happens maybe 10% time annoying!!! You delete miss tired word Street again! The issue also mentioned others, sometimes randomly duplicates words reason end go back manually delete duplicates!! I sent feedback Google still broken. Please fix! This otherwise best keyboard!!",Negative,-0.2375,0.4124999999999999
+Gboard - the Google Keyboard,"All quite good suddenly now. The keyboard become buggy kind giving slow response. Please fix this. My phone's model Redmi 4A, 7.1.2, CPU quadcore 1.4GHz, RAM 3GB.",Positive,0.24999999999999994,0.6
+Gboard - the Google Keyboard,"My ONLY complaint keyboard NOT good chubby & arthritic fingers! Works Wonderfully! Never technical problems all. It simple, straightforward, big shakey hands.",Negative,-0.05178571428571429,0.3903061224489796
+Gboard - the Google Keyboard,nan,nan,nan,nan
+Gboard - the Google Keyboard,"It's decent keyboard, I need option change keyboard half-screen keyboard using landscape orientation, disturb ongoing activities happen behind keyboard typing (e.g. playing MOBA game, real time connection based online game. Please, gladly consider this, advancing feedback already good keyboard product.",Positive,0.052380952380952354,0.5809523809523809
+Gboard - the Google Keyboard,"Love key board, hate f***ing non-stop ads! How annoying messaging someone ad pop up! I know gotta revenue source apps, come on...it takes 2 seconds go Google attach gif, much easier putting ads. And worst part way stop ads uninstall app!",Negative,-0.3833333333333333,0.7666666666666666
+Gboard - the Google Keyboard,"I'm using I'm learning Hebrew. On English side, word prediction almost useless. The Samsung keyboard sets high bar. I'm surprised something basic keyboard hard properly someone like Google.",Negative,-0.07595238095238095,0.34380952380952384
+Gboard - the Google Keyboard,Always leaves sentences full errors makes look like idiot typing fast. Always go back delete b's space,Negative,-0.06250000000000001,0.48750000000000004
+Gboard - the Google Keyboard,"This functions annoying. think talking product instead plain old English. basically advertising people products errors voice-to-text software. This also lot trouble scientific terminology. It expects speak like simpleton. course, better writing walls cave fecal matter.",Negative,-0.10238095238095239,0.3595238095238095
+Gboard - the Google Keyboard,"Swipe function punctuation calibrated correctly. My thumb even touch second row choices something I want gets highlighted typed. I correct often I'm careful. Number board often goes back alpha I'm ready. Otherwise, ok",Positive,0.12,0.4
+Gboard - the Google Keyboard,"PREDICTIVE EMOJI IS RUBBISH! Google step up! It okay keyboard. I like fluidity keys ability suggest emoticons poor I think rubbish. With Google capabilities, I expect lot better considering vast widely used search engines. Besides heart cake...you can't seem suggest emoticons. So poor mehn! Learn SwiftKey. They suggest practically emoticons words.",Neutral,0.0,0.6
+Gboard - the Google Keyboard,It's fun lots personalizations options. A fun replaces boring office looking teenaged girl-like choices. Autocorrect may get bit irritating remove work slowly get around it. Nice.,Negative,-0.08333333333333336,0.6
+Gboard - the Google Keyboard,The best part able translation directly built in. What wonderful way save time productive. Unfortunately downfall crashes alot,Positive,0.42000000000000004,0.665
+Gboard - the Google Keyboard,"gboard longer able voice dictate time day correctly. It used type ""7:55 p.m."" example voice dictation. Now I voice type writes ""7: 55 p. M."" It used add space "":"" capitalize M like sentence. I toggled different preferences auto capitalization, auto spacing punctuation longer correctly matter I do. When I uninstall program go back factory default gboard correctly looks like ""7:55 p.m."" Any suggestions? I reported bug Google never heard anything back. Am I happening to?",Positive,0.125,0.30625
+Gboard - the Google Keyboard,"This keyboard really good lot useful features. But emoji keyboard sucks! It's stuck past, emojis jumbled missing lot emotions! Frustrating",Negative,-0.04583333333333334,0.35000000000000003
+Gems or jewels ?,This game relaxing. Its tools wind long day,Negative,-0.225,0.4
+Gems or jewels ?,Fun variation normal match game!,Negative,-0.01666666666666668,0.4166666666666667
+Gems or jewels ?,Something different graphics.,Neutral,0.0,0.6
+Gems or jewels ?,It gets hard fast,Negative,-0.04583333333333334,0.5708333333333333
+Gems or jewels ?,Great. Game,Positive,0.2,0.575
+Gems or jewels ?,Nice,Positive,0.6,1.0
+Gems or jewels ?,great,Positive,0.8,0.75
+Gems or jewels ?,I love I fight Depression keep control I love colors .you get 5 thumbs,Positive,0.5,0.6
+Gems or jewels ?,This eat time make think.,Neutral,0.0,0.0
+Gems or jewels ?,I love enjoy game. It real skill tester. Thank,Positive,0.175,0.45
+Gems or jewels ?,Some glitches screen resizing occasionally....good time pass otherwise.,Neutral,0.0,0.0
+Gems or jewels ?,Im totally addicted.,Negative,-0.4,0.6
+Gems or jewels ?,I keep trying ! I love spiders weaving webs Great challenge ! You always find way,Positive,0.75,0.675
+Gems or jewels ?,2 Times I wait game update new additional games. This suck,Negative,-0.13181818181818183,0.42727272727272725
+Gems or jewels ?,Challenging fun!,Positive,0.4375,0.6
+Gems or jewels ?,You want stop playing it.,Neutral,0.0,0.0
+Gems or jewels ?,Wish booster opportunities.,Neutral,0.0,0.0
+Gems or jewels ?,I really love playing game. It tollaly fun play.,Positive,0.13333333333333333,0.39999999999999997
+Gems or jewels ?,Like play pass time,Neutral,0.0,0.0
+Gems or jewels ?,Nice able skip levels come back,Positive,0.3666666666666667,0.5416666666666666
+Gems or jewels ?,Good game pass time,Positive,0.14999999999999997,0.5
+Gems or jewels ?,It's fun game good problem solving skills.,Positive,0.19999999999999996,0.4000000000000001
+Gems or jewels ?,Can spend hours playing this. It's relaxing!,Neutral,0.0,0.0
+Gems or jewels ?,Addicting.,Neutral,0.0,0.0
+Gems or jewels ?,Suuuuuper !!!,Neutral,0.0,0.0
+Gems or jewels ?,"Challenging addictive, good fun.",Positive,0.375,0.675
+Gems or jewels ?,It's good game.,Positive,0.14999999999999997,0.5
+Gems or jewels ?,Love,Positive,0.5,0.6
+Gems or jewels ?,LOVE THE GAME,Positive,0.04999999999999999,0.5
+Gems or jewels ?,Very addictive haha,Positive,0.1,0.65
+Gems or jewels ?,Fun game,Negative,-0.05000000000000002,0.30000000000000004
+Gems or jewels ?,Good game,Positive,0.14999999999999997,0.5
+Gems or jewels ?,Fun game,Negative,-0.05000000000000002,0.30000000000000004
+Gems or jewels ?,"I love game , addictive interesting. I’m upset I recently went iPhone. Unfortunately don’t iOS. The game I phone , I find another. I level 2000 !!!! Ugh ! Fix please !",Negative,-0.1285714285714286,0.5785714285714285
+Gems or jewels ?,nan,nan,nan,nan
+Gems or jewels ?,Seems bit easy far much real challenge still good fun game recommended,Positive,0.22222222222222224,0.5555555555555557
+Gems or jewels ?,Great little time-waster! So nice constantly push purchases you.,Positive,0.29140625,0.6458333333333334
+Gems or jewels ?,I've uninstalled game least 50 times... But got hooked... great way pass time....not hard hard enough challenging ❣,Positive,0.0023809523809523885,0.5904761904761904
+Gems or jewels ?,Very entertaining ads bottom interfere game,Positive,0.125,0.655
+Gems or jewels ?,Challenging enough keep interested much I give up.,Positive,0.2375,0.55
+Genius Scan - PDF Scanner,"I regularly scanning things go creating multipage pdfs. Occasionally pages change orientation scanned appear B&W (perhaps inadvertently something cause this) easily fixed editing. Simple, practical",Positive,0.025,0.1897664835164835
+Genius Scan - PDF Scanner,"Got work I keep life order well, easily digitizing tons documents. I especially like cropping feature, I take old picture long blurry, crop background looks like scan. Great app, recommend!",Positive,0.2966666666666667,0.6366666666666667
+Genius Scan - PDF Scanner,This amazing app! It annoying ads truly life saver. I 100% recommend,Negative,-0.024999999999999967,0.9
+Genius Scan - PDF Scanner,"Helps lot scanning handwritten quiz exam work I online mathematics course. After scanning easy export email, I relatively quickly submit work online. Pictures taken automatically compiled singular PDF file, helps lot convenient scanning.",Positive,0.3833333333333333,0.6666666666666667
+Genius Scan - PDF Scanner,I time scan email stuff. Its way easier old copy machine/ scanner anywhere!,Positive,0.125,0.2
+Genius Scan - PDF Scanner,My student advisor referred you. You right time. I able meet deadline submitti g doc. Thank much!,Positive,0.3452380952380952,0.4535714285714285
+Genius Scan - PDF Scanner,"Very useful scanning expense receipts, especially scan multi page documents add go",Positive,0.195,0.5
+Genius Scan - PDF Scanner,"The Free version allow sharing WhatsApp,which disappointing, I could share email that's bad either Was happy results scanned documents. Good quality.",Positive,0.12000000000000004,0.7533333333333333
+Genius Scan - PDF Scanner,I love genius scan like scanner/fax machine phone. I tell friends colleagues they're impressed too! Thanks sooo much. Seriously Genius!!!,Positive,0.26223958333333336,0.6166666666666667
+Genius Scan - PDF Scanner,I Genius Scan every week scan time card PDF form email out-of-state employer works great! Very satisfied user!!!,Positive,1.0,0.875
+Genius Scan - PDF Scanner,It keeps freezing picture taken,Neutral,0.0,0.0
+Genius Scan - PDF Scanner,"Recommended PDF preferred format documents required employer. It suits requirements, user friendly let down.",Positive,0.10972222222222221,0.3944444444444445
+Genius Scan - PDF Scanner,"Very good app. Easy use. I find much convenient actual scanner, obviously portable that's huge plus.",Positive,0.3238888888888889,0.5522222222222223
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Genius Scan - PDF Scanner,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geo Tracker - GPS tracker,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geocaching®,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Geometry Dash World,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+Ghostery Privacy Browser,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+GialloZafferano: le Ricette,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Hairstyles,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Live Chat - Free Text & Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls Online Talk - Free Text and Video Chat,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girls' Frontline,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Lock Screen Wallpaper with Quotes,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Girly Wallpapers Backgrounds,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+Glam - Premium Dating App,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+GlassesOff,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glide - Video Chat Messenger,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glow Hockey,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Glowing Flowers Live Wallpaper,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,nan,nan,nan,nan
+Gmail,gets crashed I try open email clicking notifications. I need specifically icon read emails crash.,Neutral,0.0,0.5
+Gmail,Trying delete mails.. delete button top drive nuts times.. using note 8 tall screen using single hand reach.. risky operation indeed :),Positive,0.30952380952380953,0.5714285714285715
+Gmail,The folder creation option. It useful could make slight change. Loved new feature swiping. Provided options much needed requirement.,Positive,0.23393939393939395,0.3242424242424242
+Gmail,"Long time user G-mail. Has always worked extremely well device's. Runs flawlessly LG V30. The new smart reply great. All app. fast, stable easy use. Simply best!",Positive,0.400998075998076,0.6645262145262145
+Gmail,"The frustrating part replying often defaults Gmail rather mail sent to, even though added alternative email. This works perfectly desktops.",Positive,0.3,0.95
+Gmail,Now seem receive emails..... Also I delete reappear within seconds.... Just seems broke since update!!,Neutral,0.0,0.0
+Gmail,"Wth ... I tried contact someone already ... showing old email I , allow delete phone like I wish ""I signed pick another account""... WHY IS IT SHOWING MY EMAILS STILL AND THE ADDRESS? DUMB",Negative,-0.1375,0.35
+Gmail,"I give 5 stars capability exists edit & create NEW labels directly app; irritating oversight build. I can't believe would difficult based apps. Because limited features app, I still need laptop FULLY Gmail! And, red color scheme CAN'T changed? Gmail NOT making useful changes improvements...How background colors? Different colors? Themes? - Since Last update, new Yahoo Mail better Gmail. Key elements (like creating NEW folders/labels. Gmail disappoints developing capability CREATE NEW LABEL app. Frustrating...",Positive,0.003744588744588736,0.4818470418470418
+Gmail,"I really like gmail thing I really hate many addresses. When I 3 email accounts linked Gmail, I'm still sending emails wrong one, si hard set default email contacts something like this? Please really time wasting....",Negative,-0.11527777777777781,0.5402777777777777
+Gmail,"This broken since last update so. Whenever I load Instagram I get instantly kicked around 30 seconds using it. I can't even simply scroll timeline. Please get issue fixed asap, I tried reinstalling helped.",Negative,-0.06000000000000001,0.3380952380952381
+Gmail,Not updating automatically terrible import export contacts. Lost numbers gathered last 12 months recovered contacts 5 years old. Not updating mobile version properly auto sync.,Negative,-0.225,0.3416666666666667
+Gmail,"Had tons major problems it. Uninstalled updates, reinstalled, everything seems fixed now!! :D. I rely heavily upon I happy now!!",Positive,0.2546875,0.55
+Gmail,"Im using everyday check, im open always stopped.. idk do, already clear data cache still stopped immedietly. Pls something #Google",Negative,-0.03333333333333333,0.49444444444444446
+Gmail,"This great app. Until stopped showing notifications. Now email notification pops I open app. After I open app, I anyway would able read emails myself.",Positive,0.325,0.59375
+Gmail,After update open. I can't get emails. So happy moment. Please fix.,Positive,0.4,0.75
+Gmail,nan,nan,nan,nan
+Gmail,"After update latest version, always failed sync play services, made gmail keep getting messages screen endless, toast message gmail failed access wiih play services, please fix",Negative,-0.15625,0.5625
+Gmail,Probably best email system email systems I've already used like Outlook Yahoo garbage part identity theft Yahoo Outlook I lost lot information,Positive,1.0,0.3
+Gmail,I've always using recent update seems downgrade. The mails syncing properly older mails loading. Hope issue gets cleared soon.,Positive,0.08333333333333333,0.29166666666666663
+Gmail,Update changelog. updated what's new previously. How decide updating know what's changing?,Negative,-0.015151515151515152,0.3106060606060606
+Gmail,"Good can't make reply aliexpress messages. Not open link reply. When open gmail browser, works fine .i thing repair issue.",Positive,0.2791666666666667,0.525
+Gmail,"Conversation view toggle settings, even restarting phone. Don't like cannot delete email thread many conversation view (or otherwise). Google Pixel 2 phone completely date ... GMail Google App? Why setting work properly ... Google phone Google app... Hmmmmmm?",Positive,0.19999999999999998,0.3333333333333333
+Gmail,I make email. The next button stopped working. UPDATE: Now I make account child's account. The option personal account gone.,Neutral,0.0,0.15
+Gmail,Stupid keep returning deleted messages inbox. I delete times. Had enough bugs deleted now.,Negative,-0.39999999999999997,0.75
+Gmail,"You seem problem deleting emails reappear smartphones, bug resolved, frustrating.",Negative,-0.4,0.9
+Gmail,"It used work accounts (Hotmail, Gmail) work hotmail. Keep getting email security guaranteed error.",Neutral,0.0,0.0
+Gmail,"It push emails notify me, really annoying/frustrating Yahoo account better job letting know I emails coming app. Use work five days ago doesn't. Please fix this!.",Positive,0.4125,0.35
+Gmail,"Pls take consideration. I using comfortable using laptop. I used send like docs, excel, pp, etc. format changes name. My recipients hard time finding ways open attachments I need resend mail/s, but, laptop now. Too much time spent. Pls. help I also tried manage mails labeling there's option that. Can possible next update? Thanks developers!",Positive,0.05729166666666667,0.4177083333333334
+Gmail,"Mike, Moto e running 6 Moto e running 5.1 This running 3 email accounts phone frankly, works well me. I delete emails, sometimes puts back box. SOLUTION, fixed sliding finger screen deleting, force sync. I also I empty bin. Forcing sync solves issue. They might fixed issue I've long now, I automatically. In fairness, also appears working faster days.",Positive,0.01,0.25999999999999995
+Gmail,"Needs feature allows send future mails particular sender specific label. E.g. get promotional email Updates label, send mail mails sender Promotions. Else, I'll mark spam right away. Also, able mark mails unread within app, like version.",Positive,0.1753968253968254,0.35734126984126985
+Gmail,"frustrating. 1) half time I select messages delete them, let delete them! trash gray bar tab top screen show sometimes I realize I've selected lots messages. 2) I able delete them, half time messages come back inbox. I've tried searching fix happens matter what.",Positive,0.03749999999999999,0.3930555555555555
+Gmail,"DOES NOT OPEN LINK IN EMAILS!!! RUBBISH emails going spam folder & I've ""reporting spam"" MONTHS now. Does anyway bother read reports feedbacks?",Neutral,0.0,0.5
+Gmail,"I used really like app, clean simple. Now I delete email, I get notification almost right away I new mail. It's always mail I've tried delete. It's frustrating keep getting spammed spam I thought I'd dealt with.",Positive,0.09812409812409811,0.5245670995670996
+Gmail,How hell inbox? Primary? Social? No inbox. Who came idea? And can't I delete emails? Are seriously going make long hold every mail?,Positive,0.012500000000000008,0.4083333333333333
+Gmail,"Hi guys. Apologize words sounds offensive honestly point arguing. And appreciate team upon hardworking things better all. I've experience best abilities get life easier upon work & part communication colleagues. Since mid July 2018 till present date, still can't loging important email. I've waited hours get Sync. I everything instructed still failed. I problem upon log via pc. Only made frustrated. I really need side clarify & solve others. God blessed al.",Positive,0.15,0.44000000000000006
+Gmail,nan,nan,nan,nan
+Gmail,"This pathetic. The feature segregate mails, I can't create rules, edit tags. Please add feature create rules automatic delete sender automatic folder organisation.",Negative,-1.0,1.0
+Gmail,You guys missed great opportunity took ability swipe 1 direction delete archive. The inability easily erase reason I exclusively.,Positive,0.6166666666666667,0.7916666666666667
+Gmail,After adding outlook behaving strange. Every time shows network error try later. But network working properly. Not able understand error pls fix give 5 star rating.,Negative,-0.09999999999999999,0.25833333333333336
+Gmail,Recently went completely hill. Seriously thinking deletin. Why I get much spam primary? It's getting rather annoying.,Negative,-0.07222222222222223,0.4861111111111111
+Gmail,gets crashed I try open email clicking notifications. I need specifically icon read emails crash.,Neutral,0.0,0.5
+Gmail,Trying delete mails.. delete button top drive nuts times.. using note 8 tall screen using single hand reach.. risky operation indeed :),Positive,0.30952380952380953,0.5714285714285715
+Gmail,The folder creation option. It useful could make slight change. Loved new feature swiping. Provided options much needed requirement.,Positive,0.23393939393939395,0.3242424242424242
+Gmail,"Long time user G-mail. Has always worked extremely well device's. Runs flawlessly LG V30. The new smart reply great. All app. fast, stable easy use. Simply best!",Positive,0.400998075998076,0.6645262145262145
+Gmail,"The frustrating part replying often defaults Gmail rather mail sent to, even though added alternative email. This works perfectly desktops.",Positive,0.3,0.95
+Gmail,Why God's name people always mess stuff works leave alone know people say ain't broke fix pity sad excuse government take advice seems people gone downhill brains department apps/phone companies/everything gone stupid.,Negative,-0.325,0.485
+Gmail,Now seem receive emails..... Also I delete reappear within seconds.... Just seems broke since update!!,Neutral,0.0,0.0
+Gmail,"Wth ... I tried contact someone already ... showing old email I , allow delete phone like I wish ""I signed pick another account""... WHY IS IT SHOWING MY EMAILS STILL AND THE ADDRESS? DUMB",Negative,-0.1375,0.35
+Gmail,"I give 5 stars capability exists edit & create NEW labels directly app; irritating oversight build. I can't believe would difficult based apps. Because limited features app, I still need laptop FULLY Gmail! And, red color scheme CAN'T changed? Gmail NOT making useful changes improvements...How background colors? Different colors? Themes? - Since Last update, new Yahoo Mail better Gmail. Key elements (like creating NEW folders/labels. Gmail disappoints developing capability CREATE NEW LABEL app. Frustrating...",Positive,0.003744588744588736,0.4818470418470418
+Gmail,"I really like gmail thing I really hate many addresses. When I 3 email accounts linked Gmail, I'm still sending emails wrong one, si hard set default email contacts something like this? Please really time wasting....",Negative,-0.11527777777777781,0.5402777777777777
+Gmail,"This broken since last update so. Whenever I load Instagram I get instantly kicked around 30 seconds using it. I can't even simply scroll timeline. Please get issue fixed asap, I tried reinstalling helped.",Negative,-0.06000000000000001,0.3380952380952381
+Gmail,Not updating automatically terrible import export contacts. Lost numbers gathered last 12 months recovered contacts 5 years old. Not updating mobile version properly auto sync.,Negative,-0.225,0.3416666666666667
+Gmail,"Had tons major problems it. Uninstalled updates, reinstalled, everything seems fixed now!! :D. I rely heavily upon I happy now!!",Positive,0.2546875,0.55
+Gmail,"Im using everyday check, im open always stopped.. idk do, already clear data cache still stopped immedietly. Pls something #Google",Negative,-0.03333333333333333,0.49444444444444446
+Gmail,"This great app. Until stopped showing notifications. Now email notification pops I open app. After I open app, I anyway would able read emails myself.",Positive,0.325,0.59375
+Gmail,After update open. I can't get emails. So happy moment. Please fix.,Positive,0.4,0.75
+Gmail,"PLEASE gmail team, put 'select all' button want delete unused messages. Now suffer delete message I want that. Thank",Neutral,0.0,0.0
+Gmail,nan,nan,nan,nan
+Gmail,"After update latest version, always failed sync play services, made gmail keep getting messages screen endless, toast message gmail failed access wiih play services, please fix",Negative,-0.15625,0.5625
+Gmail,Probably best email system email systems I've already used like Outlook Yahoo garbage part identity theft Yahoo Outlook I lost lot information,Positive,1.0,0.3
+Gmail,I've always using recent update seems downgrade. The mails syncing properly older mails loading. Hope issue gets cleared soon.,Positive,0.08333333333333333,0.29166666666666663
+Gmail,Update changelog. updated what's new previously. How decide updating know what's changing?,Negative,-0.015151515151515152,0.3106060606060606
+Gmail,"Good can't make reply aliexpress messages. Not open link reply. When open gmail browser, works fine .i thing repair issue.",Positive,0.2791666666666667,0.525
+Gmail,"Conversation view toggle settings, even restarting phone. Don't like cannot delete email thread many conversation view (or otherwise). Google Pixel 2 phone completely date ... GMail Google App? Why setting work properly ... Google phone Google app... Hmmmmmm?",Positive,0.19999999999999998,0.3333333333333333
+Gmail,I make email. The next button stopped working. UPDATE: Now I make account child's account. The option personal account gone.,Neutral,0.0,0.15
+Gmail,Stupid keep returning deleted messages inbox. I delete times. Had enough bugs deleted now.,Negative,-0.39999999999999997,0.75
+Gmail,"You seem problem deleting emails reappear smartphones, bug resolved, frustrating.",Negative,-0.4,0.9
+GoBank,Very good. Especially since card came UBER there's extra benefits. Green Dot finally got stuff together GoBank line least UBER drivers. The great. based check cashing disappeared back. Idk came back yet. Easy send money without fees (just forget: cash app/ venmo/PayPal) BTW: Walmart card basically re-skin OF THIS ONE. BUT IT HAS SOME ODD QUIRKS.,Positive,0.13424242424242425,0.4921212121212121
+GoBank,"Probably best checking, direct deposit, pay bills, send money card I've ever had. No overdraft fees, I get paycheck 1 day everyone company, daily balance alerts, alerts every purchase(optional)and even lets stash money like savings. Just around great card. Free ATM finder charge you. No monthly fee deposits least 500. Can't go wrong here. Love it.",Positive,0.25000000000000006,0.5187499999999999
+GoBank,"By far best prepaid card I've ever owned!!! If load Walmart, cost dime put cash ATMs great withdrawals every corner! Compared NetSpend outrageous fees charge load card, card knockout! I never another prepaid card ever GOBank card!",Positive,0.275,0.7625
+GoBank,"I card like people regular bank debit card. I expecting like much I do.... pleasant surprise. I'm impressed statements, budget builder, even alerts upcoming expenses well deposits. I'm even able paper checks.",Positive,0.4866666666666667,0.5737179487179487
+GoBank,"This far broken existence. There reason time can't transfer money check transactions/balance. However, happens weekly GoBank. Just get normal bank call day.",Negative,-0.05000000000000002,0.6833333333333332
+GoBank,"Terrible app. It works half time. And usually fails I need most. Not saying that, really true. My money uber needs availing right away sometimes I can't count it.",Negative,-0.08849206349206351,0.5253968253968254
+GoBank,"What's point? Even Chase free direct deposit, branch managers talk issue, gobank have? A phone number never seem locate info hangs you, email address, never works what's point?",Positive,0.25,0.6000000000000001
+GoBank,I hung call I asked speak supervisor patiently waited one. This person lied said looking supervisor spoke rudely handle questions I had. I've never bank rep hang I asked management. Very rude. I called 9:57am July 6th I treated unprofessionally. I called back three times answer hold cue 25 minutes time forced hang up. This gross abuse time. I report BBB Yelp Google I'm able receive live regarding funds promised yesterday,Negative,-0.05051948051948052,0.38642857142857145
+GoBank,I'm upset...this good I tried deposit check. It tells mobile deposits available account call customer tell I able it. I've updated tried everything help....,Positive,0.5333333333333333,0.5416666666666666
+GoBank,"Talked Sherry, representatives GoBank. She hung could'nt explain I wait 2 weeks mobile deposit. This situation happened three times prior I done Bank. I recommend bank anybody needs checks readily available them.",Positive,0.2,0.2
+GoBank,I keep random charges put card I know they're money. It's extremely difficult complicated get hold anyone help matter send even work correctly,Negative,-0.5,0.8333333333333334
+GoBank,"This helpful me; however I move $16 vault account, $16 disappeared nowhere found. This always me, please fix situation soon possible I $16 back",Neutral,0.0,0.5
+GoBank,I block account due losing card I've spending past 2 weeks trying get lifted. I followed ALL steps claim recieved email! This absolute worse customer I ever dealt entire life. How I supposed pay things without card simple process getting lost/stolen!!!,Negative,-0.10625,0.5178571428571429
+GoBank,Site/app tends often! Very suspect. How get access everything until? This throws people's auto bill pay completely!,Positive,0.1625,0.35
+GoBank,"Cannot access go Bank cannot access money directly deposited paycheck. Uninstalled app, reinstalled work. Call number back card hold 20 minutes nobody picked seems like customer services. (Update) Seems Android operating system update, make sure newest operating system update access work. Still happy card I'm probably going change Banks least real bank customer",Positive,0.21666666666666665,0.4981481481481482
+GoBank,keeps taking long load gives error message. Called customer numbers hang you. Was supposed get paid 2 days ago never received deposit. This sucks I'm sending money somewhere else!! Update: say call number back card clearly I said work obviously automated response. It's thing week. I'm going go ahead change deposit asap!,Negative,-0.08375,0.31666666666666665
+GoBank,"It's easy - I suppose - & helpful banking app's are. Maybe someday it'll biometric sign-in option. Use auxiliary account Über deposits to. Cash back options great indeed, lacking brick & mortar locations person support I see ever using primary bank. Not bad Overall serves purpose supposed to. Waiting biometrics now...",Positive,0.33055555555555555,0.4583333333333333
+GoBank,"I like cash back feature I think cash back go directly vault checking account money back build spent also see result benefits getting cash back. ""You made 50 cents, far made total $12 dollars cash back"". Yet can't tell earned much cash back mixed money already checking spend. I know point clear yeah, make cash back go vault appreciate getting back. I'd like see $12 cash back turn $20- 20-$50-50-$100 etc account. .This banking experience good far. It suck organizations consider real bank listed bank. I ended cancelling Wells Fargo account bank America account I happy GoBank free little fees. Then I realized I able continue stocks investments via stash GoBank listed bank. So I money sitting stock I cant move add funds sucks. So I'm keeping GoBank moment I find similar allows continue stocks I may make switch. I may keep bills new funding investments personal spending. I wish GoBank considered real bank businesses/society etc. Especially comes Stash app.",Positive,0.10168495297805644,0.36768547544409624
+GoBank,Hey ever says experiencing tech difficulties. I found tapping help gping open account backing log page twice allow log transfer..your welcome,Positive,0.4,0.7
+GoBank,This show accurate amount balance keep showing thing cannot go anywhere back thing home transfer cannot check balance keep saying stash unstash worst I've seen yet,Negative,-0.19999999999999996,0.5444444444444444
+GoBank,DO NOT DOWNLOAD THIS APP. THEY WILL STEAL YOUR DIRECT DEPOSIT AND SAY THEY RECEIVED NOTHING FROM YOUR EMPLOYER. CURRENTLY TAKING LEGAL ACTION. CUSTOMER SERVICE SUCKS AND LACKS INFO OTHER THAN WHAT YOU KNOW ALREADY.,Negative,-0.004166666666666661,0.29583333333333334
+GoBank,"Is ""instant pay"" uber going ""transferring"" hours end permanent thing? If maybe call instant pay. And also that's case takes day, there's like zero reason instead regular bank card",Neutral,0.0,0.47008547008547
+GoBank,"9/10 times ""technical difficulties"", usually happens hotline also down. There days time I access account, even check balance.",Negative,-0.13518518518518519,0.21296296296296294
+GoBank,This sucks! I've tried depositing 2 checks thru rejected BOTH! What's point offering something like NEVER works???,Negative,-0.46875,0.3
+GoBank,"Great app!.. especially Uber drivers, allows instant deposit immediate access money! Unfortunately, eliminated half free ATMs...but still make free withdrawals CVS Walgreens...and cash reloads still free Walmart.",Positive,0.19166666666666665,0.7479166666666666
+GoBank,nan,nan,nan,nan
+GoBank,"Sooo I 200$ taken account I'm home sleeping somewhere I've never been. I called figure things since transaction still pending say can't anything money gone account. My rent $ that. I asked long pending said I wait till July 23. It's July 9. This bank bogus. All saying love problems. Hope experience bs can't nothing you. All left missing money. On top tell came Atlanta, GA 30331. Not place #to place. Then want consider ""REAL"" bank can't help problems currently",Positive,0.1357142857142857,0.32142857142857145
+GoBank,This best go bank card drafts much better regular banks... Don't deal people banks.Everything controlled line..I Love It.,Positive,0.5,0.36923076923076925
+GoBank,I used deposit payroll check multi million dollar data company. I'm day 6 without going pending date 3 days now. I gotten payed AGAIN goes through. You can't cancel deposit try call way reach operator. Stick credit union.,Neutral,0.0,0.0
+GoBank,"Greatest thing ever! Stash money, bank transfers, build budget direct deposit. What's love?",Positive,0.5333333333333333,0.6666666666666666
+GoBank,Perfect bank people hate banks. Love card years. Much luv GoBank & Green Dot teams!,Positive,0.12999999999999998,0.6
+GoBank,I'm really disappointed desperate need cash I scammed GoBank company representative I spoke two hours phone get scammed crazy nothing wanna I trying get help,Negative,-0.65,0.8833333333333333
+GoBank,I problems traditional banks charging obscene monthly fee's. Gobank answered prayer already saved hundreds dollars.,Neutral,0.0,0.75
+GoBank,"Had transaction unauth blocked whole account denying access money insisting I wait 7 business days new card. All rep would apologize insist sending new card say anything else, even I requested supervisor. It's absolutely ridiculous I using anymore",Positive,0.03484848484848485,0.5772727272727273
+GoBank,"So far working well lately. When try send money someone, hit miss works actually get notified.",Negative,-0.06666666666666667,0.5666666666666668
+GoBank,I never access app. It keeps coming back error everytime I try login. So I call get information account. Highly inconvenient.,Negative,-0.3,0.5
+GoBank,I actually feel Proud hand debit card cashiers. It looks sleek beautiful. All deposits come intant I've never issue. I even look cards LoL.,Positive,0.6125,0.7
+GoBank,This work I try cash check says temporary issues end .. I try load cash says temporary issues end im confused working.,Negative,-0.4,0.7
+GoBank,The ways crashes I need check balance I hate calling checking ugh I'm go rush,Negative,-0.8,0.9
+GoBank,When works good awhile kicks let login again...so I uninstall reinstall still let login annoying.,Negative,-0.050000000000000044,0.75
+GoPro (formerly Capture),"I love concept, every aspect slow buggy. Uploads, preview, connecting camera, amd almost features struggle. I constantly notifications telling uploads cloud process neverend there. I want great I really enjoy Hero 5, great connecting direct PC",Positive,0.3285714285714286,0.5333333333333333
+GoPro (formerly Capture),"Only used far, connecting took finally got resetting times. Not sure phone I always seem struggle connect devices. lot features Hero 2018 (the basic one) I imagine feature rich flagship models. Not bad now, we'll see goes.",Positive,0.08214285714285714,0.7757936507936509
+GoPro (formerly Capture),"This poorly designed obvious bugs. My GoPro reads connected actually complete connection matter many re-starts, closing program, even uninstalling reinstalling it. Very disappointed. Also, support offer page rediculous. It difficult.",Negative,-0.21250000000000002,0.6625
+GoPro (formerly Capture),"Must agree many here, difficult use, difficult connect Hero 4, camera password, PIN, stubborn connections, connection errors, creating account demanding location services customers simply view videos intrusive rife struggles. Easier simply plug micro SD device. Shame.",Negative,-0.1,0.6428571428571429
+GoPro (formerly Capture),"Wow! Total Junk! If hopes reliably controlling accessing GoPro session 5 forget it. Only connects 10% time. The 90% waste 30 minutes trying get connect give up. Complete waste time. Shame them. Crappy, crappy, crappy. Hate app/camera - completely unreliable.",Negative,-0.10937500000000001,0.55625
+GoPro (formerly Capture),"Can't even connect GoPro, entire point app. I trip coming I purchased hero 6 black trip. When trying connect, says ""connected"" GoPro actually connect app. I can't access footage control GoPro. I know nothing works iOS.",Negative,-0.05555555555555555,0.3861111111111111
+GoPro (formerly Capture),"Terrible app. It's slow, buggy, intuitive requires absolutely useless GoPro account. I care cloud 'service', I want connect make picture, transfer files. But two basic features working well. In end, best way putting SD card laptop.",Negative,-0.16,0.40499999999999997
+GoPro (formerly Capture),Hopeless now. I want control camera view I've done. Cant even anymore. Why make things complicated? Back basics please. Until time move gopro,Negative,-0.25,0.5
+GoPro (formerly Capture),"Somehow works experience poor. You must logged even connect camera. What mobile signal? There fall-back offline, appears couple tens seconds wasted time occasionally. And login useless anyway. It takes ages connect camera turn phone display off, takes another 15s reconnect. It occasionally spams notifications even turned off. And important function connect camera hidden hamburger menu.",Negative,-0.12380952380952381,0.3404761904761905
+GoPro (formerly Capture),"V poor quality software. V intrusive demands & permission set eg location need format SD card? And I need format card often anyway? I bought record aspects MY life, *butt out* GoPro. I really regret buying product saddled junk, spamming software.",Negative,-0.1,0.4
+GoPro (formerly Capture),"This first review Google Play... The begged it. It's awful. Impossible without creating stupid GoPro account. Even though I tried create (i definitely need it), logging clicking verification link email. Why earth would need internet connection need cloud services?",Negative,-0.44333333333333325,0.7666666666666666
+GoPro (formerly Capture),"Still terrible leaves regretting choice GoPro competitor's product. I gave star previous version I'm still giving star new phone updated version. You can't control GoPro remote areas phone coverage flight mode can't sign in. Please bring back older version require account, even stripped back version basic controls media transfer capabilities",Negative,-0.12045454545454547,0.28494318181818185
+GoPro (formerly Capture),Hot garbage. Connecting wifi blue tooth. I pixel2 xl common flagship phone atm h5 session thinks connected app... Look DJI sorted drone hard.,Negative,-0.08541666666666667,0.4979166666666667
+GoPro (formerly Capture),"It two simple things, connecting camera control it. The latter ok, first nightmare. It simply work! I spend time trying get match editing videos. And usability paired GoPro hero6 hilarious. Will go back Xiaomi sonner expected apparently.",Positive,0.13333333333333333,0.3664021164021164
+GoPro (formerly Capture),"9 10 times says ""cant connect gopro, please try "" tells card ""no media yet"". If rather jump cliff deal Bs",Neutral,0.0,0.0
+GoPro (formerly Capture),"Can't connect GoPro Fusion, another gopro, functions like previewing 360 content gives black screens. And worst all: able save 360 photos videos show general gallery app!!",Negative,-0.14713541666666669,0.6395833333333334
+GoPro (formerly Capture),"The user unfriendly, new update ruined everything. Previously viewing images burst shot time lapse could swipe pictures select best download, play pause time select photo. Requires fix",Positive,0.32323232323232326,0.30707070707070705
+GoPro (formerly Capture),"This requires telephone access permission Google Play Services, requires set account, order work all. I need either connect phone GoPro: I want need share pictures Internet. This VERY poor design. A properly designed require extra permissions, provide functions permissions I give it. I know might permissions, I refuse give I could all. I would give 0 stars I could.",Negative,-0.17333333333333334,0.32666666666666666
+GoPro (formerly Capture),"Was quite happy old version, updated newer version whilst countryside found needing create account (on-line) give access location. All unnecessary, info-grab go-pro. No longer happy app.",Positive,0.325,0.775
+GoPro (formerly Capture),Live preview camera settings working. Reviewing photos videos work. Proprietary frustrating. Where stitched photos stored? Sharing Facebook Instagram joke. This first experience GoPro I regret buying product. What piece plastic garbage.,Negative,-0.0045454545454545565,0.5777777777777777
+GoPro (formerly Capture),"Used love simple app. Can't connect all... And tbh dont time stuff around forums try figure out. You need to. Won't accept password cam. Requires log everyone said already, antithesis grid.",Positive,0.25,0.47857142857142854
+GoPro (formerly Capture),"Terrible, longer works connect camera, previews work. Ridiculously un user friendly.... Pity, gopro used unique product. Now completion usp, even makes brand look poor. Can't see around much longer tbh.",Negative,-0.12619047619047621,0.6428571428571429
+GoPro (formerly Capture),"Connected gopro fusion, go preview photos get blank screen, whole pointless mess. Taking photo works black screen preview. Come guys gear amazing, fix :)",Positive,0.1011904761904762,0.4869047619047619
+GoPro (formerly Capture),Samsung s8 paired hero 5 session doesn't work.. connect camera. Wasted hours without progress. And looking reviews wont even bother responding.,Negative,-0.2,0.0
+GoPro (formerly Capture),No longer connect session 5 Samsung S7. Perfect timing 6 days vacation. This exactly GoPro's stock reputation tanking. Seems like planned obsolescence.,Positive,0.625,0.625
+GoPro (formerly Capture),"How could possibly THIS bad? I Pixel 2 XL insanely slow constantly crashes. How? This phone best Android phone market, software stock Android (ie. compatible there's extra stuff get way.) Your needs update right now.",Positive,0.040816326530612256,0.4765306122448979
+GoPro (formerly Capture),Very disappointed support Android 6+ (API level 23 up) permissions model context requests. It's best practice permission since August 2015!,Positive,0.012499999999999956,0.6375000000000001
+GoPro (formerly Capture),First impression: kind useless. Location services? So I setup WiFi phone camera? Ten minutes waiting nothing ever showed screen.,Positive,0.0875,0.35833333333333334
+GoPro (formerly Capture),"Purchased GoPro Hero 5 Session makes camera absolutely useless. Takes ages connect, lose connectivity regularly, glitches midway recording. Returned camera retailer. Very dissapointing GoPro market leaders.",Negative,-0.09999999999999999,0.1923076923076923
+GoPro (formerly Capture),nan,nan,nan,nan
+GoPro (formerly Capture),"Good interface, unreliable extremely slow connect. Momentarily switching cancels connection camera; reconnection usually takes 2 min. Reconnection fail unless process started ""quik"" screen, unnecessary self-advertisement. Connection process can't stopped back button started. Unacceptable need remotely connect start recording quickly.",Negative,-0.06458333333333335,0.39375
+GoPro (formerly Capture),Literally says connected. Then let anything. I've spent two hours time trying connect. Get right go pro I'm sending back useless me.,Negative,-0.07857142857142857,0.2089285714285714
+GoPro (formerly Capture),"Utter waste time. I give up, takes forever get connected rewarded nothing. Rarely functions properly, sometimes start recording can't stop it. Constantly tells empty 64gig card 3 minutes recording time left. Come GoPro, invest functional app! This seems want sell services.",Negative,-3.96508223080413e-18,0.40476190476190477
+GoPro (formerly Capture),"Was OK, rubbish: 1.Account required connect camera! 2.Internet connection required view photos! 3.Photo day wallpaper option restored but, fails change unless I open app. Please bring back old Product Manager could appreciate customer perspective.",Positive,0.07625,0.3
+GoPro (formerly Capture),Pretty Bad execution app. Pairing/Connection process really frustrating. This especially true new Go Pro Camera. Connected couple cameras (three cameras) phone case true camera.,Positive,0.05606060606060607,0.7785353535353535
+GoPro (formerly Capture),"This sucks! I like take go pro I travel frustrating able remotely access photos! Connecting camera via pc lot better, viable option!! Please, fix basic feature!!!!",Positive,0.06354166666666666,0.44166666666666665
+GoPro (formerly Capture),"My God, awful. Useful connectivity camera absolutely non existent. All methods resetting connections help page followed multiple times. Still way connecting. Connects second immediately permanently refuses reconnect, rendering camera controls ability pull video unusable.",Negative,-0.09999999999999999,0.38
+GoPro (formerly Capture),Used able access photos/videos etc since updated I can't control camera access files! Very annoying,Negative,-0.1875,0.8125
+GoPro (formerly Capture),"Used able pictures quickly share friends. Now crappy ""local"" feature try keep within even implement sharing multiple images once. Bye GoPro",Positive,0.20833333333333331,0.28125
+GoPro (formerly Capture),Can't connect session 5 I phone signal. What the? And need know location? also full useless bloat,Negative,-0.07500000000000001,0.375
+Goal Live Scores,"Developers work instant data update in-app statistics. For example, Kane scored 5 goals, showed Ronaldo top scorer 4 goals world cup competition. Then, data changed 2 days. I hope I could explain cool guys make changes. Thanx ;-)",Positive,0.275,0.7041666666666666
+Goal Live Scores,I select teams events I want follow updates on. Absolutely great abroad travelling stuck work weekend Champions League evening. I also get complete accurate minute results service. Have problem issues integrating home screen.,Positive,0.43333333333333335,0.5944444444444444
+Goal Live Scores,"Very informative matters footballers I issues architecture! Why reload every time I switch another back it? It's really annoying. Again, ads many persistent! Provide pro version, we'll buy get rid them.",Positive,0.01874999999999999,0.425
+Goal Live Scores,Utter garbage. Just hangs every time I open stops working. At least make stable works. It's nightmare checking scores here. Uninstalling.,Negative,-0.09999999999999999,0.6333333333333333
+Goal Live Scores,"Launches undismissable full-screen ad audio every time launch it. I cope waiting ad timer, blaring audio inexcusable. Good score info though.",Positive,0.7,0.6000000000000001
+Goal Live Scores,"The good.. But uninstall full screen pop ads. We know need ads, popping really annoying.",Positive,0.08333333333333326,0.6833333333333335
+Goal Live Scores,It much better... Add transfer news part stories regarding clubs improve... But takes lot time load that good.,Positive,0.6,0.55
+Goal Live Scores,The good football lovers best showing matches give star many ads. ..Please fix problems. ....,Positive,0.7333333333333334,0.46666666666666673
+Goal Live Scores,Really disappointed new version. Too slow working properly. The older version much better. Open eyes developers.. Uff!!,Negative,-0.035281385281385295,0.433982683982684
+Goal Live Scores,"Was good last update. It's bad Android version 6 disrupts starting constantly displaying ""uptimising 2 2"". Please work",Positive,2.2204460492503132e-17,0.3533333333333334
+Goal Live Scores,"Very good app, amount aggressive, annoying, loud forced uninstall it. I would happy buy there's option.",Positive,0.14199999999999996,0.7360000000000001
+Goal Live Scores,"Amazing app, thing missing give live scores updates notification bar, app, that, deserve 5 ⭐ rating!",Positive,0.19015151515151518,0.4833333333333334
+Goal Live Scores,"Can anyone tell go detailed report matches, seems cant find it. Otherwise good",Positive,0.55,0.675
+Goal Live Scores,I think design z good user friendly. And provided gives variety leagues different countries. I like,Positive,0.35833333333333334,0.5666666666666668
+Goal Live Scores,"Too much ad now, pop-up ad, banner ad.....etc (I know need show ad fund..but can't reduce no.s disable pop ad) Next automatically closing I select sections news block(especially I select ""today's transfer rumours live"")",Positive,0.11212121212121212,0.2333333333333333
+Goal Live Scores,This amazing. It tells information match. But thing needs updated watching match live.,Positive,0.3681818181818182,0.7
+Goal Live Scores,This idea guys. Add feature tells gone V.A.R decision. Love btw,Positive,0.5,0.6
+Goal Live Scores,Latest enhancements right point. Now I get everything I need starts,Positive,0.39285714285714285,0.7178571428571429
+Goal Live Scores,"Last updated bad, players information",Negative,-0.3499999999999999,0.36666666666666664
+Goal Live Scores,It slow need fix sort update 3 weeks world cup ends new football season starts please sort please fix before I go els,Negative,-0.08181818181818185,0.42727272727272725
+Goal Live Scores,long ads eating data plans! worst live cast yet good overall news! please fix,Negative,-0.04522727272727274,0.5
+Goal Live Scores,The issue faced till sometimes didnt work..it automatically stoped..otherwise superb..if u guys fix problem better football this..,Positive,0.5,0.5
+Goal Live Scores,"It good five menus visible, possible have, settings, could switch visibility certain menus?",Positive,0.30476190476190473,0.7238095238095239
+Goal Live Scores,The worst ever used. Always stuck using . I would give zero stars,Negative,-1.0,1.0
+Goal Live Scores,One best Soccer app.. Please update national Teams Fifa ranking too...,Positive,1.0,0.3
+Goal Live Scores,Small ads ok. Full screen ads = way. Lame. Many goal notifications (then disallowed) non-existent goals.,Positive,0.12,0.54
+Goal Live Scores,dsnt show friendlies fixtures.. plz make amends,Neutral,0.0,0.0
+Goal Live Scores,ALL FIFA WORLD CUP Notifications turned 'ON'.. But Single Push Notification shown.. WELL.. DON'T BOTHER.. UnInstalled!!,Negative,-0.11160714285714285,0.21428571428571427
+Goal Live Scores,The ok took long time load Infact wasting data,Positive,0.225,0.45
+Goal Live Scores,Work pop adds hanging login,Neutral,0.0,0.0
+Goal Live Scores,I love bcoz lately dey dont send notification line information tried changing settings stil dont work,Positive,0.1,0.6
+Goal Live Scores,"The transfer news gossip showing, get directed another website.",Neutral,0.0,0.0
+Goal Live Scores,please add live streaming option here.. would great,Positive,0.4681818181818182,0.625
+Goal Live Scores,All round good every live even info previous games form etc,Positive,0.1174242424242424,0.4166666666666667
+Goal Live Scores,Loved everything app! All needs widget lock screen widget.,Positive,0.875,0.8
+Goal Live Scores,The nice good getting highlight time people like football game install,Positive,0.29999999999999993,0.6666666666666666
+Goal Live Scores,It's giving fake news times,Negative,-0.5,1.0
+Goal Live Scores,The latest version mark. It fast enough.,Positive,0.2333333333333333,0.6666666666666666
+Goal Live Scores,To much pop-up ads Disgusting! Fix please,Negative,-0.4,0.6
+Goal Live Scores,Hangs every time world cup started.,Neutral,0.0,0.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Goibibo worst customer care services. They force accept closure issue sending information mails without even trying solve them. They make wait till time back down. No GOibibo again.,Negative,-0.38518518518518524,0.42962962962962964
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,"Totally disappointed, I've done first booking bus, balance deducted account without getting ticket, day, I still get money back.. Worst experience ever..",Negative,-0.375,0.5208333333333333
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,This updated showing hotels cumbersome stable goes top shown hotels,Positive,0.5,0.5
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Worst ever seen charge higher price booking train ticket,Negative,-0.375,0.75
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,It's good app. I full happy,Positive,0.6166666666666666,0.7166666666666668
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,"Refund amount cancelled train journey, said deposit bank transaction, received...",Neutral,0.0,0.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,This tell us good hotels cheap rate,Positive,0.55,0.65
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Very good bus booking case.,Positive,0.9099999999999999,0.7800000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Very useful... really love app,Positive,0.445,0.3
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,"Simply awesome, great convenience",Positive,0.9,0.875
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,I continuing observation going on.,Neutral,0.0,0.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Always misusing card details,Neutral,0.0,0.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,It ameging flight booking,Neutral,0.0,0.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Very good app..,Positive,0.9099999999999999,0.7800000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,It's fantastic,Positive,0.4,0.9
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Very good nyc hotels things,Positive,0.9099999999999999,0.7800000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Helpful,Neutral,0.0,0.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,good,Positive,0.7,0.6000000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Good job,Positive,0.7,0.6000000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Amazing. Tremendous. Hail.,Positive,0.4666666666666667,0.95
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,fast easy use.,Positive,0.31666666666666665,0.7166666666666667
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Keep,Neutral,0.0,0.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Amazing,Positive,0.6000000000000001,0.9
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,We got best deal Goibibo...,Positive,1.0,0.3
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Good hotel bookings,Positive,0.7,0.6000000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Awesome,Positive,1.0,1.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Good,Positive,0.7,0.6000000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Good planning trips...,Positive,0.7,0.6000000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,God,Neutral,0.0,0.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Nice,Positive,0.6,1.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Good,Positive,0.7,0.6000000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Nice,Positive,0.6,1.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,nan,nan,nan,nan
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Lovely,Positive,0.5,0.75
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,"I worst experience booking room hotel NSNR vizag. I booked using app. But hotel management said allowing people booked oyo only. I tried find goibibo reparentave number IVR only. I find option talk representative. Even I tried cancel, given mony lost mnot refundable. I know whare mony went finally. I lost mony room",Negative,-0.25,1.0
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Slight issue saved cards good apart,Positive,0.26666666666666666,0.38333333333333336
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Nice booking I love,Positive,0.55,0.8
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,nan,nan,nan,nan
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,Good,Positive,0.7,0.6000000000000001
+Goibibo - Flight Hotel Bus Car IRCTC Booking App,"Their cancellation/rescheduling charges flights shady, I pay full price new ticket rescheduling.... Am never going services again. Partially refundable tickets even refund 1 Re you... Stay away guys... There better options elsewhere..",Positive,0.12727272727272726,0.48590909090909096
+Goku Wallpaper Art,Cool wallpaper,Positive,0.35,0.65
+Goku Wallpaper Art,A okay amazing.,Positive,0.55,0.7
+Goku Wallpaper Art,Cool,Positive,0.35,0.65
+Goku Wallpaper Art,It pretty cool phone thing phone virus fake I believe,Positive,0.033333333333333326,0.8833333333333333
+Goku Wallpaper Art,Wow best play store,Positive,0.55,0.65
+Goku Wallpaper Art,nan,nan,nan,nan
+Goku Wallpaper Art,used pic youtube channel,Neutral,0.0,0.0
+Goku Wallpaper Art,I love awesome,Positive,0.75,0.8
+Goku Wallpaper Art,Coolest thing ever,Neutral,0.0,0.0
+Goku Wallpaper Art,Utter garbage image qualities,Neutral,0.0,1.0
+Goku Wallpaper Art,I love Goku I love Goku favorite cartoon Dragon Ball Z I love thank wallpaper,Positive,0.5,0.7000000000000001
+Goku Wallpaper Art,nan,nan,nan,nan
+Goku Wallpaper Art,I LOVE IT,Positive,0.5,0.6
+Goku Wallpaper Art,Awesome wallpapers,Positive,1.0,1.0
+Goku Wallpaper Art,I think fum hell.,Neutral,0.0,0.0
+Goku Wallpaper Art,This amazing even though I deleted it. I love Goku,Positive,0.55,0.75
+Goku Wallpaper Art,Its best,Positive,1.0,0.3
+Goku Wallpaper Art,good,Positive,0.7,0.6000000000000001
+Goku Wallpaper Art,Really wonderful,Positive,1.0,1.0
+Goku Wallpaper Art,DBZ Is Sh##!,Neutral,0.0,0.0
+Goku Wallpaper Art,Good love goku btw im not girl,Positive,0.6,0.6000000000000001
+Goku Wallpaper Art,nan,nan,nan,nan
+Goku Wallpaper Art,Great art,Positive,0.8,0.75
+Goku Wallpaper Art,Coolest variety wallpaper,Neutral,0.0,0.0
+Goku Wallpaper Art,It cool sick,Negative,-0.18214285714285716,0.7535714285714286
+Goku Wallpaper Art,I love mastered ui well,Positive,0.5,0.6
+Goku Wallpaper Art,Johnwoelke,Neutral,0.0,0.0
+Goku Wallpaper Art,Loved It,Positive,0.7,0.8
+Goku Wallpaper Art,Great job,Positive,0.8,0.75
+Goku Wallpaper Art,This great best ever,Positive,0.9,0.525
+Goku Wallpaper Art,I hope get 5 stars,Neutral,0.0,0.0
+Goku Wallpaper Art,Best wallpaper ever 10 10,Positive,1.0,0.3
+Goku Wallpaper Art,nan,nan,nan,nan
+Goku Wallpaper Art,nan,nan,nan,nan
+Goku Wallpaper Art,THE BEST WALLPAPER EVER,Positive,1.0,0.3
+Goku Wallpaper Art,The wallpaper Good,Positive,0.7,0.6000000000000001
+Goku Wallpaper Art,Good,Positive,0.7,0.6000000000000001
+Goku Wallpaper Art,Good game!,Positive,0.09999999999999998,0.5
+Goku Wallpaper Art,Great art work,Positive,0.8,0.75
+Goku Wallpaper Art,Its cooooooool,Neutral,0.0,0.0
+Gold Butterfly Keyboard Theme,Amazing,Positive,0.6000000000000001,0.9
+Gold Butterfly Keyboard Theme,A good,Positive,0.7,0.6000000000000001
+Gold Butterfly Keyboard Theme,Good work,Positive,0.7,0.6000000000000001
+Gold Butterfly Keyboard Theme,Love size keys I chubby fingers.,Positive,0.5,0.6
+Gold Butterfly Keyboard Theme,Hate,Negative,-0.8,0.9
+Gold Butterfly Keyboard Theme,Beware fake App! It gives hackers ability manipulate device!,Negative,-0.78125,1.0
+Gold Butterfly Keyboard Theme,It soo beautiful makes clean,Positive,0.6083333333333334,0.8500000000000001
+Gold Butterfly Keyboard Theme,Cool easy new use.,Positive,0.30656565656565654,0.645959595959596
+Gold Butterfly Keyboard Theme,It good,Positive,0.7,0.6000000000000001
+Gold Butterfly Keyboard Theme,Best new,Positive,0.5681818181818181,0.37727272727272726
+Gold Butterfly Keyboard Theme,It's good,Positive,0.7,0.6000000000000001
+Gold Butterfly Keyboard Theme,Awesome,Positive,1.0,1.0
+Gold Butterfly Keyboard Theme,Very useful,Positive,0.39,0.0
+Gold Butterfly Keyboard Theme,Can not install,Neutral,0.0,0.0
+Gold Butterfly Keyboard Theme,like,Neutral,0.0,0.0
+Gold Butterfly Keyboard Theme,It'd wonderful,Positive,1.0,1.0
+Gold Butterfly Keyboard Theme,Cool,Positive,0.35,0.65
+Gold Butterfly Keyboard Theme,Unscrew,Neutral,0.0,0.0
+Gold Butterfly Keyboard Theme,Very beautiful,Positive,1.0,1.0
+Gold Butterfly Keyboard Theme,Love,Positive,0.5,0.6
+Gold Butterfly Keyboard Theme,I love,Positive,0.5,0.6
+Gold Butterfly Keyboard Theme,that's good,Positive,0.7,0.6000000000000001
+Gold Butterfly Keyboard Theme,Very slow,Negative,-0.39000000000000007,0.52
+Gold Butterfly Keyboard Theme,ie,Neutral,0.0,0.0
+Gold Butterfly Keyboard Theme,Luv,Neutral,0.0,0.0
+Gold Butterfly Keyboard Theme,Wonderful,Positive,1.0,1.0
+Gold Butterfly Keyboard Theme,Love,Positive,0.5,0.6
+Gold Butterfly Keyboard Theme,I love pattern,Positive,0.5,0.6
+Gold Butterfly Keyboard Theme,It's fine,Positive,0.4166666666666667,0.5
+Gold Butterfly Keyboard Theme,beauty important,Positive,0.4,1.0
+Gold Butterfly Keyboard Theme,Good,Positive,0.7,0.6000000000000001
+Gold Butterfly Keyboard Theme,Nice,Positive,0.6,1.0
+Gold Butterfly Keyboard Theme,Nice,Positive,0.6,1.0
+Gold Butterfly Keyboard Theme,Good,Positive,0.7,0.6000000000000001
+Gold Butterfly Keyboard Theme,Love,Positive,0.5,0.6
+Gold Butterfly Keyboard Theme,Aoom,Neutral,0.0,0.0
+Gold Butterfly Keyboard Theme,nan,nan,nan,nan
+Gold Butterfly Keyboard Theme,Pls somtin Ad's waaaaay much!! It makes tiring use. Most times I jst end using pone keyboard wen dis ad's kip poping typing. I really luv pleeeeease!! D ad's killing goosh!!,Positive,0.43359375,0.3
+Gold Butterfly Keyboard Theme,Nice,Positive,0.6,1.0
+Gold Butterfly Keyboard Theme,Awesome keyboard.,Positive,1.0,1.0
+Golden Dictionary (EN-AR),The sound working updating,Positive,0.4,0.4
+Golden Dictionary (EN-AR),Its ok Not bad,Positive,0.42499999999999993,0.5833333333333333
+Golden Dictionary (EN-AR),nan,nan,nan,nan
+Golden Dictionary (EN-AR),Very bad App. It translate. It pronounce,Negative,-0.9099999999999998,0.8666666666666667
+Golden Dictionary (EN-AR),It good translate english languages best translate,Positive,0.5666666666666667,0.30000000000000004
+Golden Dictionary (EN-AR),Good,Positive,0.7,0.6000000000000001
+Golden Dictionary (EN-AR),It helped studying,Neutral,0.0,0.0
+Golden Dictionary (EN-AR),Thanks,Positive,0.2,0.2
+Golden Dictionary (EN-AR),Gooooood,Neutral,0.0,0.0
+Golden Dictionary (EN-AR),It useful,Positive,0.3,0.0
+Golden Dictionary (EN-AR),التطبيق مفيد جدا Wow that's best I never seen really helpful every even want write word till words meaning I give five start it.,Positive,0.43333333333333335,0.5
+Golden Dictionary (EN-AR),"The application is not fully functional, all that is open is written in the start setting and loaded and preferably on the mode of loading. Please limit my solution to the problem.",Neutral,0.0,0.5
+Golden Dictionary (EN-AR),"The problem is that if the one is wrong, he and Bibik will be thrown away",Negative,-0.5,0.9
+Golden Dictionary (EN-AR),Very excellent .. And it is the first time to open it until it arranges its board and works well after that,Positive,0.4166666666666667,0.611111111111111
+Golden Dictionary (EN-AR),The sound is not working for me,Positive,0.4,0.4
+Golden Dictionary (EN-AR),I work as a witness,Neutral,0.0,0.0
+Golden Dictionary (EN-AR),It's important life.,Positive,0.4,1.0
+Golden Dictionary (EN-AR),No many medical words,Negative,-0.125,0.25
+Golden Dictionary (EN-AR),nan,nan,nan,nan
+Golden Dictionary (EN-AR),It give start setting,Neutral,0.0,0.0
+Golden Dictionary (EN-AR),Very useful Internet,Positive,0.39,0.0
+Golden Dictionary (EN-AR),Reservoir,Neutral,0.0,0.0
+Golden Dictionary (EN-AR),It's excellent,Positive,1.0,1.0
+Golden Dictionary (EN-AR),&lt;3 &lt;3,Neutral,0.0,0.0
+Golden Dictionary (EN-AR),I think great,Positive,0.8,0.75
+Golden Dictionary (EN-AR),Very good,Positive,0.9099999999999999,0.7800000000000001
+Golden Dictionary (EN-AR),It amazing,Positive,0.6000000000000001,0.9
+Golden Dictionary (EN-AR),wow,Positive,0.1,1.0
+Golden Dictionary (EN-AR),nan,nan,nan,nan
+Golden Dictionary (EN-AR),Nice,Positive,0.6,1.0
+Golden Dictionary (EN-AR),Just awesome,Positive,1.0,1.0
+Golden Dictionary (EN-AR),Recommended,Neutral,0.0,0.0
+Golden Dictionary (EN-AR),Fantastic,Positive,0.4,0.9
+Golden Dictionary (EN-AR),Perfect,Positive,1.0,1.0
+Golden Dictionary (EN-AR),Very useful. app.,Positive,0.39,0.0
+Golden Dictionary (EN-AR),I thinkful dictionary,Neutral,0.0,0.0
+Golden Dictionary (EN-AR),It good,Positive,0.7,0.6000000000000001
+Golden Dictionary (EN-AR),Amazing,Positive,0.6000000000000001,0.9
+Golden Dictionary (EN-AR),Good dictionary,Positive,0.7,0.6000000000000001
+Golden Dictionary (EN-AR),good,Positive,0.7,0.6000000000000001
+Golden Launcher,It's eating battery. Phone getting hot soon... It continues phone blast.,Positive,0.25,0.8500000000000001
+Golden Launcher,"I love app, thank developers amazing app, therefore given 5 stars..",Positive,0.55,0.75
+Golden Launcher,The good gold like next te,Positive,0.35,0.30000000000000004
+Golden Launcher,Great app..Need update tho!! New version Please...,Positive,0.5681818181818181,0.6022727272727273
+Golden Launcher,This nice given 5 star,Positive,0.6,1.0
+Golden Launcher,I know app.but let see,Neutral,0.0,0.0
+Golden Launcher,nan,nan,nan,nan
+Golden Launcher,It makes phone freeze,Neutral,0.0,0.0
+Golden Launcher,Love it..and amazing themes ...thank u,Positive,0.55,0.75
+Golden Launcher,My phone get slow.,Negative,-0.30000000000000004,0.39999999999999997
+Golden Launcher,This nice,Positive,0.6,1.0
+Golden Launcher,Too many pop ups,Positive,0.5,0.5
+Golden Launcher,It's awesome launcher,Positive,1.0,1.0
+Golden Launcher,It's really good,Positive,0.7,0.6000000000000001
+Golden Launcher,nan,nan,nan,nan
+Golden Launcher,Its really good,Positive,0.7,0.6000000000000001
+Golden Launcher,Amazing wow,Positive,0.35000000000000003,0.95
+Golden Launcher,A useful,Positive,0.3,0.0
+Golden Launcher,I like,Neutral,0.0,0.0
+Golden Launcher,Mdfaisal Ahamed,Neutral,0.0,0.0
+Golden Launcher,Awesome launcher,Positive,1.0,1.0
+Golden Launcher,Good,Positive,0.7,0.6000000000000001
+Golden Launcher,Nice,Positive,0.6,1.0
+Golden Launcher,Best,Positive,1.0,0.3
+Golden Launcher,It cool,Positive,0.35,0.65
+Golden Launcher,Its best,Positive,1.0,0.3
+Golden Launcher,Its good,Positive,0.7,0.6000000000000001
+Golden Launcher,It awesome,Positive,1.0,1.0
+Golden Launcher,Very nice,Positive,0.78,1.0
+Golden Launcher,Nice theme,Positive,0.6,1.0
+Golden Launcher,Nice,Positive,0.6,1.0
+Golden Launcher,I love,Positive,0.5,0.6
+Golden Launcher,Love,Positive,0.5,0.6
+Golden Launcher,Good,Positive,0.7,0.6000000000000001
+Golden Launcher,Its good,Positive,0.7,0.6000000000000001
+Golden Launcher,Nice,Positive,0.6,1.0
+Golden Launcher,Its good work,Positive,0.7,0.6000000000000001
+Golden Launcher,Super!!,Positive,0.5208333333333333,0.6666666666666666
+Golden Launcher,No.1,Neutral,0.0,0.0
+Golden Launcher,I'm richest yesss,Neutral,0.0,0.0
+Goldstar: Live Event Tickets,Fantastic amazingly fast customer,Positive,0.30000000000000004,0.75
+Goldstar: Live Event Tickets,Good prices,Positive,0.7,0.6000000000000001
+Goldstar: Live Event Tickets,I always check Goldstar wishing attend theater music events. Great prices I seen breath venues metro area. I highly recommend app.,Positive,0.48000000000000004,0.645
+Goldstar: Live Event Tickets,Love great deals,Positive,0.65,0.675
+Goldstar: Live Event Tickets,This awesome! There many things places go might know without app.,Positive,0.75,0.75
+Goldstar: Live Event Tickets,Took chance maybe savings tickets good true scanned Good!!,Positive,0.6833333333333332,0.6166666666666667
+Goldstar: Live Event Tickets,Simple quick access great seats!,Positive,0.4444444444444444,0.5357142857142857
+Goldstar: Live Event Tickets,live love it.,Positive,0.3181818181818182,0.55
+Goldstar: Live Event Tickets,Enjoy intuitive interface,Positive,0.4,0.5
+Goldstar: Live Event Tickets,Love,Positive,0.5,0.6
+Goldstar: Live Event Tickets,Purchased tickets week event moved. Drove 120 miles nothing. I'm glad I spend much. Lesson learned. removed.,Positive,0.35,0.6
+Goldstar: Live Event Tickets,Save money enjoy things love! That's,Positive,0.5125,0.55
+Goldstar: Live Event Tickets,anything n everything.,Neutral,0.0,0.0
+Goldstar: Live Event Tickets,Absolutely love prices. This awesome.,Positive,0.75,0.8
+Goldstar: Live Event Tickets,AWESOME I LOVE LOVE LOVE pricing outings offered,Positive,0.625,0.7000000000000001
+Goldstar: Live Event Tickets,First place look great tickets great prices,Positive,0.6166666666666667,0.611111111111111
+Goldstar: Live Event Tickets,Thank,Neutral,0.0,0.0
+Goldstar: Live Event Tickets,This awesome,Positive,1.0,1.0
+Goldstar: Live Event Tickets,Great deals,Positive,0.8,0.75
+Goldstar: Live Event Tickets,Love hard find ticket bought venue seems find it. Never problem,Positive,0.10416666666666666,0.5708333333333333
+Goldstar: Live Event Tickets,Awesome app!,Positive,1.0,1.0
+Goldstar: Live Event Tickets,Fantastic overall sometimes advertises shows already passed.,Positive,0.2,0.45
+Goldstar: Live Event Tickets,"Just made first purchase, simple really good deals",Positive,0.31666666666666665,0.4301587301587302
+Goldstar: Live Event Tickets,Easy peasy get tickets.,Positive,0.43333333333333335,0.8333333333333334
+Goldstar: Live Event Tickets,Fabulous selection events amazing prices,Positive,0.5,0.95
+Goldstar: Live Event Tickets,Informative easy navigate,Positive,0.43333333333333335,0.8333333333333334
+Goldstar: Live Event Tickets,Love app.,Positive,0.5,0.6
+Goldstar: Live Event Tickets,Occasionally find great deals.,Positive,0.4,0.4375
+Goldstar: Live Event Tickets,Great buy fun events,Positive,0.55,0.475
+Goldstar: Live Event Tickets,I really love variety programs offers,Positive,0.3,0.3
+Goldstar: Live Event Tickets,"Great finds, inexpensive prices!",Positive,1.0,0.75
+Goldstar: Live Event Tickets,Its great!!,Positive,1.0,0.75
+Goldstar: Live Event Tickets,Seriously quick easy,Positive,0.3833333333333333,0.6666666666666667
+Goldstar: Live Event Tickets,Great,Positive,0.8,0.75
+Goldstar: Live Event Tickets,Totally awesome honest app.!!! An Honor write recommendation.. intuitive!!!,Positive,1.0,0.95
+Goldstar: Live Event Tickets,So far good purchases. Love Goldstar.,Positive,0.4333333333333333,0.7333333333333334
+Goldstar: Live Event Tickets,"From town, got GREAT prices!",Positive,1.0,0.75
+Goldstar: Live Event Tickets,"Never issues, great",Positive,0.8,0.75
+Goldstar: Live Event Tickets,Great deals shows.,Positive,0.8,0.75
+Goldstar: Live Event Tickets,Can always find something new do. And affordable.,Positive,0.13636363636363635,0.45454545454545453
+Golf Channel,The joke. Ads load fast sit wait video content load. Worst yet put news could read seconds slides take forever load. You watch 5 minute YouTube video time takes load news item.,Negative,-0.4,0.8
+Golf Channel,"I never life see crashes often, even open. The IOS version works fine, Google user, beware. Can hire somebody fix this? How many failed updated versions take prove job.",Positive,0.10416666666666669,0.45
+Golf Channel,scoring updates lag behind always accurate I first log check fantasy stats scoring events. Live broadcasts work minutes return home screen start over. Overall decent app.,Positive,0.09217171717171718,0.47222222222222227
+Golf Channel,"I enjoyed many features I liike forced provide location data permissions (which I turned off). As result, EVERY time I open prompts location turned off. Also, recent updates I get constant crash notice popups (even I opened obviously running background always). Too buggy. Uninstalled chose PGA Tour instead.",Positive,0.09999999999999999,0.4261904761904762
+Golf Channel,I've loaded yet comment. But I'm watching Fri pm Cms. Open. I know please everyone announcing team amateur . No homework learn players misspoken descriptions.Why show leaders rather designated holes? 17 may difficult dosent show tv. At least 18 would lot interesting.,Negative,-0.11000000000000001,0.53
+Golf Channel,Don't know done. Used work fine last update continues crash. Very frustrating Jzp,Negative,-0.034444444444444444,0.5222222222222223
+Golf Channel,The continues stop running. I've uninstalled tried continues same. I never get interviews news I desire. Easier go ESPN honestly,Positive,0.3,0.5125
+Golf Channel,"I put wiener search bar came I said ""why not"". It delivers promises, indeed golf channel. Would recommend",Neutral,0.0,0.0
+Golf Channel,"I'd give zero stars I option. Constantly crashes, videos play.",Neutral,0.0,0.3333333333333333
+Golf Channel,"I tried dozen times watch clips. Each time video fails load, choppy. Worry less ad popups execution. Make sure tell advertisers I back.",Negative,-0.07333333333333332,0.2911111111111111
+Golf Channel,"Crashes. And even open, pops saying needs close every 10 minutes. Sad.",Negative,-0.25,0.75
+Golf Channel,Takes long load search capabilities look older items without randomly scroll everything....,Negative,-0.1277777777777778,0.41111111111111115
+Golf Channel,It's average app. A lot room improvement. I'm using note 8 crashed 7x within 1 month.,Negative,-0.15,0.39999999999999997
+Golf Channel,Golf Channel Mobile stopped multiple times annoying. Last night I decided uninstall reinstall it. Hopefully function should.,Negative,-0.26666666666666666,0.32222222222222224
+Golf Channel,The overabundance commercials annoying I doubt I'll ever watch live golf tournament again.,Negative,-0.33181818181818185,0.7
+Golf Channel,This feature outstanding me. I currently Thailand program allows follow golf news time frame. Thank,Positive,0.25,0.6375
+Golf Channel,"I think garbage quits working every time I open it. I PGA Tour now, actually works",Neutral,0.0,0.3
+Golf Channel,Just rebooted phone pop appears telling GolfChannel crashed. Suck's knowing runs back ground reason.,Neutral,0.0,0.0
+Golf Channel,"I never could watch instructional videos, hell I watch anything, nothing would load. Total waste space.",Negative,-0.1,0.375
+Golf Channel,Constantly crashes. Even closed I get error messages indicating stopped working.,Negative,-0.05,0.21666666666666667
+Golf Channel,Great works. Choppy unwatchable doesn't.,Positive,0.30000000000000004,0.475
+Golf Channel,"This crashes constantly. Even closed, say stopped running.",Negative,-0.05,0.21666666666666667
+Golf Channel,It's great works. But crashes lot,Positive,0.8,0.75
+Golf Channel,"Picture Tiger opening. Why?? Put players also, smiling least. Know Tiger brings money, us??? If change I'll close app.",Negative,-0.3,0.4
+Golf Channel,Continues crash phone tablet. Both current updated OS.,Neutral,0.0,0.4
+Golf Channel,Keep getting message Golf Channel stopped. Quite annoying,Negative,-0.8,0.9
+Golf Channel,"constantly stops trying watch photos/videos, Frustrating.........",Negative,-0.2,0.6166666666666667
+Golf Channel,Golf channel terrible. Takes forever load. Most time time fails.,Negative,-0.3333333333333333,0.6
+Golf Channel,"crashes constantly. It set run Startup hangs background. In background, crashes get annoying notifications time!",Negative,-0.5,0.6166666666666667
+Golf Channel,I fantasy golf. Constantly crashing. Not intuitive.,Neutral,0.0,0.3333333333333333
+Golf Channel,Why watch live feature work,Positive,0.13636363636363635,0.5
+Golf Channel,Would good worked. keeps freezing crashing.,Positive,0.7,0.6000000000000001
+Golf Channel,Can put claret jug leader boards So see qualified open championship?,Neutral,0.0,0.5
+Golf Channel,What I say never opened. I tried four different Android devices work properly. After I put username password cable company open.,Neutral,0.0,0.39999999999999997
+Golf Channel,"Live unstable. Then, compound pain, everytime problem, watch introduction commercials again.",Positive,0.13636363636363635,0.5
+Golf Channel,"Other long delay opening screen, gives info I'm looking for.",Negative,-0.0875,0.3875
+Golf Channel,"I would rate zero available. Want watch Open. Won't play. Zero. No help, FAQ, troubleshoot. Where ESPN I need them?",Positive,0.2,0.45
+Golf Channel,Super slow constant unable load really bad layout,Negative,-0.2333333333333333,0.5133333333333333
+Golf Channel,The instruction videos pause gave restarted constantly,Neutral,0.0,0.3333333333333333
+Golf Channel,Would give higher review I could Cast TV using app.,Positive,0.25,0.5
+Golf GPS Rangefinder: Golf Pad,"I gripe although I may completely wrong. I wish like Grint, golfpad gave GHIN complaint handicap. That would great. Shot 84 today , best I've ever played I really think knowing yardages golfpad gives really big reason. Also drop price tags I'd buy them. 100 high screws NFC tag things. I bet costs 50 cents produce one.",Positive,0.19428571428571426,0.42714285714285716
+Golf GPS Rangefinder: Golf Pad,"Seems less honest say ""it's free always be"". Had pay $20 get compatiblity Gear watch - find kills battery (couldn't finish 9, let alone 18) info iffy best. Likely (a sucker) renewing unless major improvements occur. IMHO - half baked best.",Positive,0.26990740740740743,0.537037037037037
+Golf GPS Rangefinder: Golf Pad,"I love app. I third year using - first year free version, second year paid Premium version. WORTH EVERY PENNY! I'm still learning take advantage features, game improves. Very accurate GPS shot placement, VERY accurate club recommendations. It guessed better many occasions I chose trust choice. It even adjusts recommendation elevation changes. The strokes gained feature great, statistics keeps. The l play, relevant features become, legitimately help improve game! A feature I'd love see added practice/range mode. Some Disc Golf feature measure throws, allow mark position gps/satellite view, throw disc (or hit ball case) walk it, plot landing spot record distance. It helps track player progress, helps build disc (or club) history, accurate suggestions. One change I'd like see improved hole numbering. If play nine holes 1-9, play front/back order, play course offers 27 holes, always labeled 1-9 1-18 app, even playing 10-18, 19-27, playing front/back order. It would nice see tracked number course, less confusing play, much much easier track looking back rounds later. Overall, EXCELLENT that's good free better paid Premium version.",Positive,0.2785119047619048,0.4546428571428572
+Golf GPS Rangefinder: Golf Pad,"Got premium upgrade synch Samsung Gear S2 watch. Started round, second shot I looked watch distance said No GPS. So I look phone. I soon discovered distance shows watch I'd wake phone, defeats purpose smartwatch synch. I problem free golf navi gear, design flaw.",Positive,0.06666666666666667,0.4000000000000001
+Golf GPS Rangefinder: Golf Pad,"Reply: that's great, I've done courses mapping feature, must say easy well! Update: I've upgraded premium love it! One request, would love see bantry /skibbereen courses added. They're GPS I figure information there. Thanks. Great app. I've paid premium I'm getting tempted. It's easy gives great stats club course.",Positive,0.5875,0.6645833333333334
+Golf GPS Rangefinder: Golf Pad,"Too many bugs app, hard turn back screen gone sleep even disabling security phone, also purchased GPS tags pair tapping club, time took back previous hole. Hope someone contact resolve issues",Positive,0.008333333333333331,0.24166666666666664
+Golf GPS Rangefinder: Golf Pad,Just fantastic golf app. I recently purchased wear os watch disappointed,Negative,-0.11666666666666665,0.6333333333333333
+Golf GPS Rangefinder: Golf Pad,This fantastic! Almost good rangefinder easier keep score card.,Positive,0.6,0.75
+Golf GPS Rangefinder: Golf Pad,Not bad golf gps scorecard app.,Positive,0.3499999999999999,0.6666666666666666
+Golf GPS Rangefinder: Golf Pad,"Nice app, efficient scoring entry. Love ""fly"" feature...may upgrade premium",Positive,0.6333333333333334,0.8333333333333334
+Golf GPS Rangefinder: Golf Pad,Great score keeper range finder. Learning time. Love it!,Positive,0.7125,0.675
+Golf GPS Rangefinder: Golf Pad,The GPS spot middle green. The club selection helpful improving selection.,Negative,-0.1,0.15
+Golf GPS Rangefinder: Golf Pad,Very handy. Brilliant,Positive,0.8400000000000001,1.0
+Golf GPS Rangefinder: Golf Pad,Super golf,Positive,0.3333333333333333,0.6666666666666666
+Golf GPS Rangefinder: Golf Pad,Good gps score card golf.,Positive,0.7,0.6000000000000001
+Golf GPS Rangefinder: Golf Pad,Great ...so much good information!,Positive,0.8375,0.675
+Golf GPS Rangefinder: Golf Pad,Yardage accurate updates quickly,Positive,0.3666666666666667,0.5666666666666667
+Golf GPS Rangefinder: Golf Pad,Very helpful,Positive,0.2,0.3
+Golf GPS Rangefinder: Golf Pad,Just I needed,Neutral,0.0,0.0
+Golf GPS Rangefinder: Golf Pad,Great easy,Positive,0.6166666666666667,0.7916666666666667
+Golf GPS Rangefinder: Golf Pad,Love it!,Positive,0.625,0.6
+Golf GPS Rangefinder: Golf Pad,Cool,Positive,0.35,0.65
+Golf GPS Rangefinder: Golf Pad,"I know expect app, frankly I would love find way pair watch I carry phone every shot location. There's got better way track putt distances, I say I'm fairly pleased far. It claims seems bug proof far. It locking screen thing I either yet figure disabling always hate. For now, I'm happy, I'm learning more.",Positive,0.275,0.8125
+Golf GPS Rangefinder: Golf Pad,"This probably best free golf there. That I found. And 18 holes plus playing music, phone 50% thing I found kill battery playing. Seems good",Positive,0.6999999999999998,0.5666666666666668
+Golf GPS Rangefinder: Golf Pad,"right course, wrong holes. course played 27 holes. allow user choose starting point choice wrong. make sense considering showed location tee box recognized hole playing, hole 600 yards away. guess I'll play old-fashioned way checking yard markers fairways estimating distances.",Negative,-0.17857142857142858,0.6089285714285715
+Golf GPS Rangefinder: Golf Pad,"This served well Tags seasons I've issues lately Android 8.1. When phone locked notification bar able pulled without first swiping unlock. When sliding phone pocket pulls bar walking quick settings pushed, like turning flashlight, turning bluetooth, turning data, etc. Please fix this.",Positive,0.19583333333333333,0.5145833333333334
+Golf GPS Rangefinder: Golf Pad,"Great app. Im new game, amazing coach well. I Gear 3 cant remember ever using score card. Its app. Club selection great teach new golfers clubs use. Worth money paid version",Positive,0.33896103896103896,0.5441558441558442
+Golf GPS Rangefinder: Golf Pad,"Never used GPS scorecard feature awful,most courses I play unlisted tees inaccurate tees trying add frustrating. Disappointed $20 purchase worth all.",Negative,-0.28333333333333327,0.5833333333333334
+Golf GPS Rangefinder: Golf Pad,"Easy accurate. It battery app. Just wish auto advance next hole, would perfect.",Positive,0.45833333333333337,0.6166666666666667
+Golf GPS Rangefinder: Golf Pad,"Awesome App. Have using last 80 games. Got golf pad tags recently give 'scan tags phone' option, 'link reader'. Very disappointed!",Neutral,0.0,0.5729166666666667
+Golf GPS Rangefinder: Golf Pad,"I really like keeping track rounds stats sharing social media. I went ahead also got Golf Tags attach clubs saves enter shots manually. I also like Samsung Gear I glance watch, though minor bug always switch back distance display. Fix 5 stars.",Positive,0.04583333333333334,0.11666666666666667
+Golf GPS Rangefinder: Golf Pad,"I've using full version since August last year good. Lots useful info help game, especially recommended club yardages take good deal guesswork hitting shots. Suggestions: It would nice lovely infographics app. It easier add 'puttv fringe retrospectively change (and course count putt stats they're putting surface).",Positive,0.3055555555555556,0.5518518518518518
+Golf GPS Rangefinder: Golf Pad,"I bought tags easy use. It take time get tags gps running, start working, I love them! UPDATE: Great customer support, too! 2nd UPDATE (6/18) - I bought Link I love it! The stats tracking everything 5 stars. Thank you!",Positive,0.5679166666666667,0.5566666666666668
+Golf GPS Rangefinder: Golf Pad,"Have tried but, far best I've ever had, gives yardage rounds it'll tell club use, even got couple friends get highly recommended thumbs guys",Positive,0.42,0.6133333333333333
+Golf GPS Rangefinder: Golf Pad,"The thing I would like see added better smartwatch capabilities. It's great gives distance green, would nice watches support could course maps gps's track distance dont need pull phone see hidden hazards, creeks hill.",Positive,0.3066666666666667,0.5766666666666667
+Golf GPS Rangefinder: Golf Pad,nan,nan,nan,nan
+Golf GPS Rangefinder: Golf Pad,Only played 2 rounds using fir distance green. Very quick use. Additional features may take time get used to.,Positive,0.07777777777777778,0.65
+Golf GPS Rangefinder: Golf Pad,Great GPS score keeper group link tournament leader board unnecessarily hard link.After I created group I visit 11 users individually log times get in. Why hard link? Real pain butt! Leaderboard main reason I everyone get App!,Positive,0.11249999999999999,0.4777777777777778
+Golf GPS Rangefinder: Golf Pad,Doesn't work well gear s3. Loses signal easily. It's quite annoying. Barely used chore useful.,Negative,-0.06333333333333334,0.3866666666666667
+Golf GPS Rangefinder: Golf Pad,Purchased premium version. Specifically Samsung Gear 2 watch Note 8 phone. nothing problems phone locking watch battery draining within 2 hours. Tried using 4 rounds horrific,Negative,-1.0,1.0
+Golf GPS by SwingxSwing,This updated review. Today (7/29/18) first time using since update. Not fan. It lost round 16th hole. No error exit save popup. Round disappeared. (I concede may operator error.) Unable edit scores easily before. Fonts small read course. LG G6.,Negative,-0.07777777777777778,0.4777777777777778
+Golf GPS by SwingxSwing,"Was 5 star latest upgrade. Harder get favorites screen startup. Scoring hole way harder due scrolling issues. Also seems freeze now, however recover round restarted.",Negative,-0.004999999999999993,0.33499999999999996
+Golf GPS by SwingxSwing,"Previously 5 stars, I using 2 years now. But last two rounds unusable! Constantly freezing telling score card ignoring button presses. I'm going complete reinstall Will try next round currently I feel really disappointed.",Negative,-0.12708333333333333,0.3145833333333333
+Golf GPS by SwingxSwing,"Loved app, latest update ideal. The live yardage upper right great, I issue scoring like users, hesitates trying scroll map. I'm irked shot yardage feature removed free version. Not big deal, upsetting see features removed try force subscriptions.",Positive,0.4135642135642135,0.5984126984126984
+Golf GPS by SwingxSwing,"Long overdue review app... using years. It's absolute go-to course, especially ones I familiarity. Thanks great ongoing support!",Positive,0.27,0.65
+Golf GPS by SwingxSwing,"Was useful recent upgrade made screen harder read sun, screen way busy, scoring gone haywire. In short new upgrade turned good solution problem app. Either needs fixed deleted. From reading recent reviews would appear developers killed good app. Ok --- SxS response deserves specifics. I'm totally sure going results goofy. Now, I put total strokes number putts. And running total score seemed deduct putts total. I'd love 80 correct, dream on.",Positive,0.20757575757575758,0.45519079685746355
+Golf GPS by SwingxSwing,"The update wants upgrade looper membership features used free. I sure I keep using app. I used able track tee shots, penalties, bunkers hit. Perhaps I supposed first place.",Positive,0.37,0.5494444444444444
+Golf GPS by SwingxSwing,This 5 star latest update. The open without crashing. I'm longer able all. Super unfortunate I really loved before.,Positive,0.25555555555555554,0.748611111111111
+Golf GPS by SwingxSwing,"Great GPS, score card caddy. I've used 3 years love it. Unfortunately latest version caused problems. The Wind shows shots disappears. I opened another I came back game disappeared. I reenter scores - luckily 2 us played 4 holes. I hope fix bugs. I've recommended lots people.",Positive,0.28888888888888886,0.5805555555555556
+Golf GPS by SwingxSwing,"Avid Golfer - The overall best distances course management / functionality course. Very convenient distances shot tracking. With update, keeping score become bit difficult. Hoping update default score par, straight drive, etc would standard ability tap score I got rather drag right seems ""glitchy"" difficult. Have go back edit scores frequently. Will getting online round summary / functionality back eventually? I find difficult see information round. The online ability see tracked shots review round shot shot fantastic.",Positive,0.013095238095238073,0.44480820105820107
+Golf GPS by SwingxSwing,"Have always loved app, latest update taken away functionally I paid extra I first bought (Handicap, stapelford scoring, wagers etc... drive accuracy, scoreboard features like penalty shots sand) wanting subscribe monthly fee get back! Poor show Swing By Swing. You've taken money, give back features!",Positive,0.14999999999999997,0.39047619047619053
+Golf GPS by SwingxSwing,SwingxSwing responsive recent review (2 stars) following significant update APP. They fixed wind feature older version showed direction speed. Thank you. Now updated review tp 4 stars. I agree users addition marketing services related products I want APP. I like <- button return green view fairways view shown specified yardage.,Positive,0.06309523809523808,0.35119047619047616
+Golf GPS by SwingxSwing,"Usually hole way off, 20 yrds green said 667yds, used shot meter longer older look/ format better",Positive,0.05416666666666667,0.3458333333333333
+Golf GPS by SwingxSwing,Best gps/ scorekeeping i've found yet. Just wish calculated handicap British style USGA style.,Positive,0.5,0.15
+Golf GPS by SwingxSwing,"The working great...but update keeps crashing, issue updating current yardage also issue sending yardage smartwatch (which great update).",Positive,0.4,0.575
+Golf GPS by SwingxSwing,"Thanks response, I can't tell font scoring (strokes, putts, penalties, etc. changed: Seems little small eyes. Great app. 1 GPS seems slower again. 2 My old eyes would love larger font scoring. 3 I reset settings every round. Much improved older phone. GPS got little slower last update",Positive,0.0951388888888889,0.3875
+Golf GPS by SwingxSwing,It keeps freezing. It let put handicap in. It tells thinks am. I preferred old score table,Positive,0.1,0.2
+Golf GPS by SwingxSwing,"This best free version golf using 4 years, recently update took away distance front middle back green. Also mistakenly hit back button phone lost scores data round. Before update would save data go back left off. Not big fan updates I likely find new app.",Positive,0.08741258741258741,0.2772727272727273
+Golf GPS by SwingxSwing,"Latest update good, still cannot share scorecard, still best",Positive,0.7333333333333334,0.6
+Golf GPS by SwingxSwing,"After last update I lose lot rounds. Also get ""app broke"" pop time. I uninstalled reinstalled couple times, still working...",Neutral,0.0,0.06666666666666667
+Golf GPS by SwingxSwing,The upgrade many bugs. I'm disappointed upgrade. Functions worked work now. Email summary rounds useless. What thinking?,Negative,-0.25,0.48333333333333334
+Golf GPS by SwingxSwing,"After last update, I thought functions gone. It much better. You log & log again.",Positive,0.25,0.2833333333333333
+Golf GPS by SwingxSwing,Don't love new UI. adding full score card takes way much scrolling around. Takes 3x longer before.,Positive,0.29659090909090907,0.4511363636363636
+Golf GPS by SwingxSwing,Love app. Would like able track opponents putts fairways hit too. Any chance update function would much appreciated.,Positive,0.39999999999999997,0.4416666666666667
+Golf GPS by SwingxSwing,"Where option share round someone else? It seems gone update. I used lot father likes see I'm doing. Please bring back, tell I find it.",Negative,-0.1,0.2
+Golf GPS by SwingxSwing,"I'm long time user I promote everyone I play golf with, now. I seriously question developers create actually them. Why run beta test veteran users updating? -my home courses par course rating incorrect -App opens red tees, I noticed round changed white tees edit round screen, hit save take. -Last rounds save handicap list. -Use prompt hole enter score, select enter score. -Hole scoring start par two putts, time I'd hit enter starts birdie putt forcing change time. -The scrolling stinks way sensitive. -I started using cheaters 40 using past 12 years...make font sizes larger majority us older people read it. Any way downgrade previous version?",Negative,-0.10222222222222221,0.31222222222222223
+Golf GPS by SwingxSwing,Like changes. The interactive scoring w/ specific characteristics nice touch.,Positive,0.3,0.5625
+Golf GPS by SwingxSwing,3 stars - favourites list work I removed courses list added new ones list refresh displays ones I removed display new ones I added,Positive,0.13636363636363635,0.45454545454545453
+Golf GPS by SwingxSwing,Nice app. Don't know pay version free everything weekly golfer needs.,Positive,0.5,0.9
+Golf GPS by SwingxSwing,Last update horrible. Wouldn't anything. Lost last 2 years scores.,Negative,-0.3333333333333333,0.37777777777777777
+Golf GPS by SwingxSwing,Good yardage score. Should penalties basic version also,Positive,0.35,0.36250000000000004
+Golf GPS by SwingxSwing,"Been using several years still pleased it. Easy use, track shots, accurate distances, score entire foursome, lots stats, many features.",Positive,0.3055555555555556,0.5986111111111111
+Golf GPS by SwingxSwing,Great course! I every time I play anywhere I play. I actually upgraded looper extras. I able know golf game well courses I playing. I love app!,Positive,0.34500000000000003,0.495
+Golf GPS by SwingxSwing,Was great let log sand shots(more unfortunately).On Google pixel 2,Positive,0.8,0.75
+Golf GPS by SwingxSwing,Perfect. Other slide work well. Can't choose fat / thin sand yes/no,Positive,0.15833333333333333,0.7416666666666667
+Golf GPS by SwingxSwing,It's nice golf instructions fantasy golf sort thing every hole crashes screen goes black must fight order find position every time truly much trouble time play playing round golf accurate helpful much trouble I miss,Positive,0.038888888888888896,0.4777777777777778
+Golf GPS by SwingxSwing,It's easiest best golf I've found far trying way many.,Positive,0.5333333333333333,0.6
+Golf GPS by SwingxSwing,Great app. Need able play without keeping score. Unless I'm idiot know set up.,Positive,0.16666666666666666,0.725
+Golf GPS by SwingxSwing,"I liked last update. Now I wind direction, approach zoom yardage different places green.",Positive,0.09999999999999999,0.4416666666666667
+Golf GPS by SwingxSwing,"back working syncing lg watch , best golf gps scoring opinion . thank",Positive,0.5,0.15
+GolfLogix GPS + Putt Breaks,"I think need remove stupid putt breaks. I want go away. One say I wat it, check box ne'er see again. Instead every time I go map back again. I love somebody needed told breaks. Absolutely waste time",Negative,-0.12499999999999999,0.4
+GolfLogix GPS + Putt Breaks,"Nothing worse paying spammed death upgrade offers. There solid features app, never pay another year ads. If I pay year, I would already uninstalled! Thanks ruining unwanted upgrades.",Negative,-0.02500000000000001,0.22499999999999998
+GolfLogix GPS + Putt Breaks,"Newest version much ""cleaner"" easy use; seldom used buttons cluttering display. Also, seems less battery 18 holes morning. However, lists courses wrong Cities reason ( new problem) Paid upgrade see breaks greens ... Mistake! Greens mapped ""enough"" requests made. My home course popular central Minnesota far found course around greens mapped. That upgrade waste money! Also, opt ""combine"" two 9-hole scores stats combine.",Positive,0.0587121212121212,0.5104545454545455
+GolfLogix GPS + Putt Breaks,"Putt Breaks big draw check out, I pay subscription find NONE AVAILABLE courses I generally play! Cancelled subscription really either. Paid year already, I keep long. Not pleased it.",Positive,0.060416666666666674,0.43333333333333335
+GolfLogix GPS + Putt Breaks,"Use work OK, distances slow change half time way yardage. I scorecard only. I paid premium get adds upgrade products.",Positive,0.008333333333333325,0.5166666666666666
+GolfLogix GPS + Putt Breaks,"Useless app. All courses I choose say information available, please send request. Cant required data course.",Negative,-0.04999999999999999,0.30000000000000004
+GolfLogix GPS + Putt Breaks,"Expensive app, cant buy outright. NOT INTUITIVE AT ALL!!!!",Negative,-1.0,0.7
+GolfLogix GPS + Putt Breaks,Absolutely terrible. Cannot maintain screen visuals. Not date course renovations. Very disappointing.,Negative,-0.89,0.955
+GolfLogix GPS + Putt Breaks,Wouldn't work device.,Neutral,0.0,0.0
+GolfLogix GPS + Putt Breaks,"Uses set tees, blue, despite entering female.",Neutral,0.0,0.13333333333333333
+GolfLogix GPS + Putt Breaks,Dumb,Negative,-0.375,0.5
+GolfLogix GPS + Putt Breaks,"After upgrading premium + putting maps, would simply putting map course (kept getting stuck 18%). So I uninstalled reinstalled store. Now even start. This pure junk. Don't waste time installing it. I want cancel subscription. Please cancel charge premium + putts membership.",Positive,0.0047619047619047545,0.28571428571428575
+GolfLogix GPS + Putt Breaks,"Just cancelled. Liked mainly artistic rendering hole displays hole better typical overhead view. But update features I want plow thru multiple ""no thanks"" screens much hassle. What shame. Classic example drive away subscriber base.",Positive,0.08148148148148146,0.4851851851851852
+GolfLogix GPS + Putt Breaks,Just awful. I premium year marginally satisfied. Then offer something I want lock system using I select free version it. All I want I paid unfortunately deliver. I would suggest go find app. There better options I feel like I got ripped GolfLogix $30.,Negative,-0.019999999999999997,0.86
+GolfLogix GPS + Putt Breaks,Have using years paying Premium Subscription. Never GPS issues missing old statistics imagery. The newer version boring. Also would like able add multiple golf logix members device round.,Negative,-0.13333333333333333,0.37916666666666665
+GolfLogix GPS + Putt Breaks,Terrible support. Can't log switching phones. Only shows Google Aerial maps. No artist imagery... Multiple unanswered emails. But sure quick take premium membership money every month. Time find new app.,Negative,-0.018614718614718632,0.5776334776334776
+GolfLogix GPS + Putt Breaks,"I App. years. I premium user. This year trying sell upgrade, can't get past easy. You accept say thanks,. It frustrating first I could figure out, annoying. You see offer accept reject.",Negative,-0.09444444444444444,0.5694444444444445
+GolfLogix GPS + Putt Breaks,I premium customer least 7 years happy latest upgrade. Now annoying trial pop continues show agree start trial putting map additional premium cost. Why this? Thinking renewing now.,Positive,0.04999999999999999,0.7999999999999999
+GolfLogix GPS + Putt Breaks,I've purchased premium keeps asking I want buy it. Won't let access premium functions. Terrible experience. Want refund immediately.,Negative,-1.0,1.0
+GolfLogix GPS + Putt Breaks,"This absolute worst customer service. For starters, there's log button, accidentally log wrong account, there's way log (clearing data cache, uninstall/reinstall work). Contacted support answer call b/w 8am 5pm M-F...umm I work. I ain't got time screwing around calling customer simple issue resolved via email.",Negative,-0.325,0.7892857142857143
+GolfLogix GPS + Putt Breaks,I really liked unfortunately upgraded longer work phone 4.4.4 Verizon controls updates joy. Golflogix tech support answer boy OS old need upgrade. As I want pay Verizon new phone I laser tomorrow. It really bad company support older customers. I also disappointed Google requiring support version less two years old.,Negative,-0.02136363636363636,0.4671212121212121
+GolfLogix GPS + Putt Breaks,"I installed suggestion golf buddy. Absolutely worst I ever used. It supplies information without upgrading premium paid service. After forced watch numerous 30 second commercials golfing everything want like yardages, course info, etc. immediately presented option upgrading everything ""locked"" little padlock. Don't waste time worthless app. I would give stars I could.I idea #1 free golf GPS app.",Negative,-0.2609375,0.48750000000000004
+GolfLogix GPS + Putt Breaks,"worked great 2017. However, crashes every time I try open year. When get fixed?",Positive,0.3,0.48333333333333334
+GolfLogix GPS + Putt Breaks,"BUYER BEWARE: This advises us upgrade 29.99 year, we'll ads. What completely fail mention pay, 3 separate pop offers every time open favorite course. Absolutely ridiculous pay nonsense ads. I wrote Golf Logix confirmed pop offers exist. Yep, bait switch. I've already cancelled auto renew.",Positive,0.038095238095238106,0.5428571428571428
+GolfLogix GPS + Putt Breaks,"desktop version work well. crashes frequently, show stats last game (even though I tracked them) handicap score updating.",Negative,-0.10000000000000002,0.25555555555555554
+GolfLogix GPS + Putt Breaks,Just sucks. Can't even look unless create account turn GPS even want look it. It phone 5 minutes. I delete fast enough.,Negative,-0.033333333333333326,0.4666666666666666
+GolfLogix GPS + Putt Breaks,"I got new phone bypassed login screen, there's way log I'm I can't get back log screen access paid membership",Positive,0.06818181818181818,0.22727272727272727
+GolfLogix GPS + Putt Breaks,"great hirrible putt break monthly...already premium member let simply say putt breaks. Emailed developer answer basically sorry, fix. I Cancelled subscription",Positive,0.10000000000000002,0.7023809523809524
+GolfLogix GPS + Putt Breaks,Paid $29 waste $$$... get rid damn ads!! Have roll 4 thank yous every add every hole. Ridiculous. For $3 stick Caddie Pro.,Negative,-0.32291666666666663,0.5
+GolfLogix GPS + Putt Breaks,nan,nan,nan,nan
+GolfLogix GPS + Putt Breaks,It work Samsung Galaxy phone.,Neutral,0.0,0.0
+GolfLogix GPS + Putt Breaks,"Keeps prompting upgrade plus membership. Cant even app, I'm paying premium membership is.",Neutral,0.0,0.0
+GolfLogix GPS + Putt Breaks,The crashed I first installed it. Couldn't even all...,Positive,0.25,0.3333333333333333
+GolfLogix GPS + Putt Breaks,Too many ads. You quickly grow tired fumbling around trying scroll past ads get yardage.,Positive,0.04583333333333331,0.4875
+GolfLogix GPS + Putt Breaks,Doesn't work. Keep crashing.,Neutral,0.0,0.0
+GolfLogix GPS + Putt Breaks,Keeps shutting down. Unusable,Negative,-0.15555555555555559,0.2888888888888889
+GolfLogix GPS + Putt Breaks,As last update open 'old' phone. So long golflogix.,Positive,0.0125,0.29166666666666663
+GolfLogix GPS + Putt Breaks,Would run Galaxy S4.,Neutral,0.0,0.0
+GolfLogix GPS + Putt Breaks,Ever since latest update open,Positive,0.25,0.7
+GolfLogix GPS + Putt Breaks,Paid version. Very easy track shots score.,Positive,0.5633333333333334,1.0
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","I used love app, seems courses area wants deal anymore. I live area least 5-10 courses 10 mile radius house closest course book thru golfnow 20-30+ miles away. Not mention hot deals changed drop price closer get tee time. Well I'm sorry hour drive course I'm going need book early enough get plan round I'm paying more. Get courses hot deals! Every year less less",Positive,0.051194638694638694,0.4717948717948718
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","VIP membership Canada way expensive, cost much there's months 1 course choose from? Hardly courses choose from, seems less less courses want part golf hot deals. You guys need get options places play. Most courses cheap day makes sense paying convenience fee play noon.",Positive,0.02812500000000001,0.453125
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Be CAREFUL miss tee time. If select ""Hot Deal"" can't make get money back way many stipulations promo codes reimbursement good. I'll call pro shop. It's really much pay ""convenience fees"" put price club fees peace mind knowing lose hard earned money. Just stay away golf would advice.",Positive,0.17976190476190476,0.5273809523809524
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",AFTER 12:00 AND 3 DAYS IN ADVANCED IS BULL. Living south 90+ degrees noon. So much getting reward points early around avoid damn heat stroke. Going away golf reason only.,Positive,0.17500000000000002,0.525
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Love app. Since I found I saved ton money Tee Times using Hot Deals feature. If rich looking good deals tee times area area visiting soon, you.",Positive,0.45625,0.7000000000000001
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","This used work well, majorly flawed. You longer save preferred search settings, making user experience abysmal. Constantly change search parameters makes want stop using app.",Negative,-0.25,0.41666666666666663
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Not get great deals rounds golf....but also kick A$$ virtual scorecard keep record greens, putts, fairways hit, bunkers, penalties puts info statictcs per round average..gives complete break score!!!..Oh...""AND"" GPS yardage!!!! AWESOME APP!!!",Positive,0.46103515625,0.6375
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Booked reservation using duplicated reservation billed twice!!! I able cancel second reservation I called make sure said non refundable. After leaving 1 star review, I refunded duplicate reservation.",Positive,0.3333333333333333,0.5046296296296297
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Decent app, guys putting many stipulations rewards program. Last year could rewards ANY hotdeal 3 days advance. Now NOON? Most courses around dont offer hotdeals NOON. Bout switch another tee time booking going honor rewards way past.",Positive,0.1833333333333333,0.3966666666666666
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Great way schedule tee times see availability multiple courses place. I hope app, view rates prices around make decision I'm gonna golf.",Positive,0.4,0.375
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",nan,nan,nan,nan
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",I love Golf Now. I would able play golf without great prices. I dislike fees suppose must. I still get great prices golf. Love discounts earn. Only complaint coupons book 3 days ahead time. Sometimes that's hard unpredictable weather.,Positive,0.26018518518518524,0.6740740740740742
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","They MUST paid reviews. They awful. Actually, I'd hear back someone awful. They non existent. Just look golf reviews, specifically Canada. I met anyone said anything positive them. In fact, 1000 1 star reviews, 98% negative.",Negative,-0.34545454545454546,0.5075757575757576
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",New version loses basic stats. You can't even see something basic many putts round complete. Not good.,Negative,-0.014204545454545452,0.3380681818181818
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Gotten screaming deals, they're harder find used be. Too many people scoop deals soon they're posted. $12 cart Willows Run amazing, I'll check anytime I plan golfing",Positive,0.3333333333333333,0.4666666666666666
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Loved year. They doubled VIP $99 $199 raised hot deal tee times favourite local course double also. Considering gets money course, says simple greed me.",Positive,0.19,0.4014285714285714
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",It would 5 hadnt changed easiest way course. Now convoluted I booking tee times. Id rather play golf course play gps lines never seem work right,Positive,0.2857142857142857,0.5357142857142857
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",Golfnow brilliant. Great deals easy use. 1 problem. When playing round gives yards blue tees. How change white tees. If solved I'll give 5 stars,Positive,0.3222222222222223,0.513888888888889
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","The work lg v30. It crashes every time opens. I liked old phone, work all. If fix soon I'll update review. But gets 1 star cause work all.",Positive,0.35,0.5
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","It's good app. A courses around area left golf sucks. Also, I wish rewards non hot deal tee times.",Positive,0.16249999999999998,0.43750000000000006
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","When worked, great. Currently, loading phone anymore recent update. It opens immediately crashes initial loading screen. Running galaxy S8 plus.",Positive,0.2,0.35
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","could give zero would, basically stole money. first time used book tee time. When selected golf course submited information everything went confirmed tee time different golf course, never heard before, mention hr away senior father couldnt drive distance. So cancelled right away, spoke today told eligible refund, joke, never again, take money let karma rest.",Positive,0.23392857142857143,0.6172619047619047
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","GolfNow awesome ""big"" update, peice trash. Difficult use- multiple instances able pull course I always play (and used always golf score card), GPS default screen score trying get distances around phone minute instead opening app. Also give handicap despite required information calculate it. Also, giving bogus promo codes, best golf buddy getting promo codes week work. Fix please!",Positive,0.3333333333333333,0.5041666666666667
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",Pretty sure illegal save card details 3 digit code.. system got hacked? everyone would screwed! Other 5*,Neutral,0.0,0.6909722222222222
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",The map get course usually wrong: example Fairway Valley NJ Hillsborough NJ course GPS/scorekeeper work time either,Negative,-0.5,0.9
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",I big fan golfnow. I'm problem tracking GIR right though.,Positive,0.14285714285714285,0.31785714285714284
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",Nice easy book round. I wish courses used difficult get someone answer phone.,Positive,0.08333333333333331,0.8083333333333333
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Favorite world apps! Can't get much better discounted golf rates, finding new courses I normally would never known existed!",Positive,0.36221590909090906,0.6511363636363636
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","GPS seem working, used weeks ago update GPS worked point became way complicated submit score appear advance next hole, scoring section map section longer communicate, I put score hole 1 bring right back map hole 2",Negative,-0.053571428571428575,0.3839285714285714
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",This great last year...and year before...multiple courses hot deals used around $10-$15. Regular rates around$25- years deals NOWHERE CLOSE except course way boonies... Won't much year-instead I'll rhymes coupon..they jacked prices like Golfnow-reading reviews I agree-there reason golfnow jack prices much greed... maybe pay whomever designed new app.....the worst version ever.,Positive,0.07329545454545455,0.44976689976689976
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",Booked tee time though payed I would I went courses website. Rip app.,Neutral,0.0,0.0
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",Great I love update couple months ago. Great look. I would prefer list courses miles away good job general.,Positive,0.57,0.64
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",Had reinstall new phone let existing account. Now says city postal code valid! What joke! Can't even anymore.,Positive,0.2130681818181818,0.45454545454545453
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","In city twenty courses near it, works one. That's pretty sad. Golf used good. Not anymore.",Positive,0.13749999999999998,0.75
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",nan,nan,nan,nan
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",It's buggy times staying date. And I always get errors trying promo codes. Fix that!,Neutral,0.0,0.0
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS","Best way find tee time, super easy search. Fees I began using golfnow. They rewards program GPS free.",Positive,0.5416666666666666,0.6499999999999999
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",Handicap scoring auto turns I slide radio button hit start. Doesn't track shots due problem.,Negative,-0.125,0.375
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",Awesome fly golf!! No calling around needed always away calling an early day hitting links. Thanks Golf Now.,Positive,0.5750000000000001,0.6
+"GolfNow: Tee Time Deals at Golf Courses, Golf GPS",I've installed like 3 times bc everytime I get live part create account page always says 'please enter valid city' . It 3 tries says 'unexpected error occurred ' kicks off. It literally let create account,Positive,0.04545454545454545,0.6333333333333333
+Golfshot Plus: Golf GPS,"Update...downgrading 1 star. Weak GPS signal continues useless. Tech support unhelpful issue never resolved. Dont waste money. Also GPS functionality issues. Shows ""weak GPS signal"" past 2 weeks longer works best sporadically.",Negative,-0.11666666666666665,0.3333333333333333
+Golfshot Plus: Golf GPS,"Lot like. Graphics good. Like course books buy course. However, even maximum GPS sensitivity stopping GPS going sleep 10 minutes (which enough time shots) following problems: 1. GPS shows full distance hole second shots takes good minute eventually give final reading. GPS previous would updating pocket I walked next shot. 2. GPS occasionally way off. 15 20 yards short par 3, example.",Positive,0.14393939393939392,0.35833333333333334
+Golfshot Plus: Golf GPS,GPS functionality become laggy unresponsive course. My location settings on... literally changed nothing settings became less reliable... non functional. I used love worked.,Positive,0.16666666666666669,0.3333333333333333
+Golfshot Plus: Golf GPS,I used since 2012 loved yardages really seem 5-10 yards every hole. I even changed update speeds avail. May find another product get better.,Positive,0.4666666666666666,0.5
+Golfshot Plus: Golf GPS,"GPS work. I used gps function since I garmin watch. I forgot watch took phone out. Didn't give gps based distance despite gps on. Have tried twice since, work.",Neutral,0.0,0.0
+Golfshot Plus: Golf GPS,Very nice easy use. Would better could enter manual handicap.,Positive,0.5711111111111111,0.7777777777777778
+Golfshot Plus: Golf GPS,Great app. Long time user. Please add Samsung Gear S3 support. Most popular watch popular phones planet.,Positive,0.49000000000000005,0.69
+Golfshot Plus: Golf GPS,Great,Positive,0.8,0.75
+Golfshot Plus: Golf GPS,Brilliant,Positive,0.9,1.0
+Golfshot Plus: Golf GPS,Like everyone else I feel cheated I talk friend iphone. I ipad want another $30 bucks get one. No way.,Neutral,0.0,0.0
+Golfshot Plus: Golf GPS,What shame read carefully bought Samsung S3 (watch) wear cant throught watch please tizen os thanks great,Positive,0.3,0.65
+Golfshot Plus: Golf GPS,I reviewed playing 2 new courses 2 days I cannot rate highly. Perfect Galaxy S using Juice Defender.,Positive,0.5681818181818181,0.7272727272727273
+Golfshot Plus: Golf GPS,I used 5 years. It every course I played across USA. The best.,Positive,1.0,0.3
+Golfshot Plus: Golf GPS,Having problems accuracy yardages. Was working rite 15 yards shorter (front-center-back),Neutral,0.0,0.0
+Golfshot Plus: Golf GPS,Coming using iPhone version last couple years I disappointed. That version displays much information I can't access edition. Otherwise decent app.,Negative,-0.09583333333333335,0.4208333333333333
+Golfshot Plus: Golf GPS,"Good app, GPS slow mark distances scoring ability times gets greyed randomly.",Negative,-0.03333333333333336,0.5
+Golfshot Plus: Golf GPS,An excellent golf aid. Very competitively priced. Would even better showed stableford points totals. Highly recommended.,Positive,0.46499999999999997,0.585
+Golfshot Plus: Golf GPS,I started using today works really well tee green between. It good cattie. I love far I fun playing it. Thanks Golf shot.,Positive,0.2571428571428572,0.44285714285714295
+Golfshot Plus: Golf GPS,Very good app. Can manage golf game strategy also helpful approach shot.,Positive,0.25499999999999995,0.5900000000000001
+Golfshot Plus: Golf GPS,"Great app! Good distances, easy interface!",Positive,0.7472222222222222,0.7277777777777779
+Golfshot Plus: Golf GPS,"Cranbourne Vic Australia's new14th hole opened year ago. Will updated app? If so, when?",Neutral,0.0,0.0
+Golfshot Plus: Golf GPS,"Has courses, keeps stats, best price.",Positive,1.0,0.3
+Golfshot Plus: Golf GPS,A superb thanks,Positive,0.6,0.6
+Golfshot Plus: Golf GPS,Great app. Always quick response questions I submitted.,Positive,0.5666666666666667,0.625
+Golfshot Plus: Golf GPS,Please make compatible Samsung watches.,Neutral,0.0,0.0
+Golfshot Plus: Golf GPS,Great app.easy use.,Positive,0.8,0.75
+Golfshot Plus: Golf GPS,"best, used many years",Positive,0.75,0.4
+Golfshot Plus: Golf GPS,Been using main scorekeeping tool years now. I love & keeps getting better! Still miss statistics comparison similar golfers.,Positive,0.32291666666666663,0.45833333333333337
+Golfshot Plus: Golf GPS,"Only using Golf Shot month now, I it, better gets! Like caddie back pocket. Still exploring features. And people I play love also, Thanks",Positive,0.265,0.4600000000000001
+Golfshot Plus: Golf GPS,GPS A bit buggy still good app. Particularly like ability club/distance recommendations.,Positive,0.4333333333333333,0.4666666666666667
+Golfshot Plus: Golf GPS,Tells everything I need know distances various places including ones I can't see. Tracks score posts GHIN. What want?,Neutral,0.0,0.5
+Golfshot Plus: Golf GPS,Great keeping score handicap. Distance marks also good.,Positive,0.75,0.675
+Golfshot Plus: Golf GPS,I've using Golfshot Plus since 2010 I love it. Its like caddie pocket.,Positive,0.5,0.6
+Golfshot Plus: Golf GPS,Good keeps getting better. Had many years. GPS usually accurate within yard two.,Positive,0.525,0.5583333333333333
+Golfshot Plus: Golf GPS,DON'T UPGRADE TO PRO. CRASHES EVERY TIME. I paid $14.99 yearly subscription supposed enable post scores GHIN. The crashes EVERY time I try post score. There extra fee (even paid version) I post scores directly bit function all. Will asking refund.,Positive,0.05,0.25
+Golfshot Plus: Golf GPS,"I bought month ago £24.99 never keeps upto date walk. The distances take time actually set right jumps within 50 100yards everytime. My friends free better quicker distances me! This needs resolved! Waste money! When played portugal didnt work all, poor",Positive,0.13616071428571427,0.4226190476190476
+Golfshot Plus: Golf GPS,"I hoping help. My golf season starting. I used Golfshot Plus since last fall. I used Golfshot good number years always worked good. However, reason allow add golfers year. Once I select course select Tee box I try add golfers take list previous golfers. I select make changes them, etc. SAVE, I return setup screen reset. I start over. I many times thing. I uninstalled reinstalled Golfshot Plus. Also, I can't make changes information, handicap. When I it, seems take I Save I return setup everything reset. Very frustrating. I wonder I may many golfer listed. I delete previous/recent golfers help.. FYI I Samsung Galaxy S4 worked great long time.",Positive,0.24633333333333335,0.4683333333333334
+Golfshot Plus: Golf GPS,Need make compatible gear s3,Neutral,0.0,0.0
+Golfshot Plus: Golf GPS,"Great easy use, provides everything shot score tracking, distances",Positive,0.6166666666666667,0.7916666666666667
+Golfshot Plus: Golf GPS,I impressed application.,Positive,1.0,1.0
+Golfshot: Golf GPS + Tee Times,I've used five years. Always liked GPS recently. I noticed performance gone significantly. It becomes slow laggy sometimes I patience wait refresh accurate yardage. I'm using LG V30 I think plenty horse power. Are guys aware response time me?,Positive,0.22083333333333333,0.5347222222222222
+Golfshot: Golf GPS + Tee Times,I like app. Easy use. I like new policy share information world.over best app. Out there.i wish I could see drive distance shot. Only thing I would like see fixed Thank u.,Positive,0.333939393939394,0.5575757575757576
+Golfshot: Golf GPS + Tee Times,Would work Android tablet! Could enter scores per hole show give yardage hole graphics. Don't waste time money app!,Negative,-0.25,0.0
+Golfshot: Golf GPS + Tee Times,It worked great iPhone,Positive,0.8,0.75
+Golfshot: Golf GPS + Tee Times,Terrible support Android version. Asked capability add 4 players group year ago. Nothing happened! I iOS past asked thing. Fixed couple weeks.,Negative,-0.3833333333333333,0.48333333333333334
+Golfshot: Golf GPS + Tee Times,It great I've used years. The reason four stars still act smoothly goes portrait landscape portrait figures phone held. This hard trying enter score look overall scores waste time every time need enter stats score.,Positive,0.1416666666666667,0.3583333333333333
+Golfshot: Golf GPS + Tee Times,"Love app, wish could link australian handicap American. But besides works treat would highly recommend subscription adds much gps playing",Positive,0.17200000000000001,0.26799999999999996
+Golfshot: Golf GPS + Tee Times,Absolute rubbish. Make sure REALLY work favourite courses...I travel alot give handicap courses. I adjust manually,Positive,0.3,0.6629629629629629
+Golfshot: Golf GPS + Tee Times,Best score keeping foursome. Auto emails scorecards everyone end stores rounds together. Club tracking right track haul phone shot remember mark landing location stats means forget time. Would perfect took advantage golf club tags like game golf live linked GPS directly. Otherwise GPS phone accurate club tracking weak link. I scoring game golf live club tracking. So two open round. To bad proper club tracking age great features app. Does work Samsung Gear watch.,Positive,0.1188961038961039,0.5140476190476191
+Golfshot: Golf GPS + Tee Times,Such great app. Been looking ticks boxes. Using free version right pay upgrade eventually.,Positive,0.37142857142857144,0.6464285714285714
+Golfshot: Golf GPS + Tee Times,Like does.. seen update looks fantastic... available ios users. I renewing subscription...,Positive,0.4,0.65
+Golfshot: Golf GPS + Tee Times,Love it. Miles better VPAR society course Spain I'll visiting soon.,Positive,0.5,0.55
+Golfshot: Golf GPS + Tee Times,"This says, tested range finder always 2 - 3 meters within range finder distance.",Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,My club listed Coventry - The Hearsall Golf Club,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Great Battery life short,Positive,0.4,0.525
+Golfshot: Golf GPS + Tee Times,Love stats. GPS accurate,Positive,0.45000000000000007,0.6166666666666667
+Golfshot: Golf GPS + Tee Times,Best golf going.,Positive,1.0,0.3
+Golfshot: Golf GPS + Tee Times,Love it. But going apple. How cancel subscription?? 10 min later cant find anywhere,Positive,0.25,0.3
+Golfshot: Golf GPS + Tee Times,I enjoy scoring Golfshot,Positive,0.4,0.5
+Golfshot: Golf GPS + Tee Times,get Golfscape AR Android ?,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Like looks good. Went pro version non stop crashing,Positive,0.7,0.6000000000000001
+Golfshot: Golf GPS + Tee Times,Using 5 years now. Excellent,Positive,1.0,1.0
+Golfshot: Golf GPS + Tee Times,Nothing bloody adverts,Negative,-0.8,0.9
+Golfshot: Golf GPS + Tee Times,Good product. Good value.,Positive,0.7,0.6000000000000001
+Golfshot: Golf GPS + Tee Times,"I upgraded Pro version. Great features inc. Distances, flyover, zoom plan shot. Score keeper best- knows whether GIR calculation, handicap feature great. I love it.",Positive,0.775,0.6
+Golfshot: Golf GPS + Tee Times,Been using quite find useful make better golfer.,Positive,0.4,0.25
+Golfshot: Golf GPS + Tee Times,Great courses,Positive,0.8,0.75
+Golfshot: Golf GPS + Tee Times,"It's ok.. using iPhone version past, Android version joke. Good basic stat keeping nothing else. It's long enough Android version fixed.",Positive,0.14285714285714285,0.3678571428571429
+Golfshot: Golf GPS + Tee Times,I really like layout app. I've using several years gps available best overall feel. It updates quickly fairly accurate. I wish Samsung I could Gear S3.,Positive,0.3333333333333333,0.2555555555555556
+Golfshot: Golf GPS + Tee Times,I always everytime I play golf record scores check distance. But course network gps cannot work. Compared easier recommended. I already shared golf buddies start using well.,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,There lot things I great things I,Positive,0.8,0.75
+Golfshot: Golf GPS + Tee Times,The golf need phone,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Very good app.,Positive,0.9099999999999999,0.7800000000000001
+Golfshot: Golf GPS + Tee Times,The stats & layups helped improve,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Great many courses around world. Truly great golfer.,Positive,0.7000000000000001,0.6666666666666666
+Golfshot: Golf GPS + Tee Times,Great mapping tournament rounds getting unknown course,Positive,0.35000000000000003,0.675
+Golfshot: Golf GPS + Tee Times,Gr8,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Easy uses,Positive,0.43333333333333335,0.8333333333333334
+Golfshot: Golf GPS + Tee Times,Great,Positive,0.8,0.75
+Golfshot: Golf GPS + Tee Times,Love,Positive,0.5,0.6
+Golfshot: Golf GPS + Tee Times,I've used five years. Always liked GPS recently. I noticed performance gone significantly. It becomes slow laggy sometimes I patience wait refresh accurate yardage. I'm using LG V30 I think plenty horse power. Are guys aware response time me?,Positive,0.22083333333333333,0.5347222222222222
+Golfshot: Golf GPS + Tee Times,I like app. Easy use. I like new policy share information world.over best app. Out there.i wish I could see drive distance shot. Only thing I would like see fixed Thank u.,Positive,0.333939393939394,0.5575757575757576
+Golfshot: Golf GPS + Tee Times,Would work Android tablet! Could enter scores per hole show give yardage hole graphics. Don't waste time money app!,Negative,-0.25,0.0
+Golfshot: Golf GPS + Tee Times,It worked great iPhone,Positive,0.8,0.75
+Golfshot: Golf GPS + Tee Times,Terrible support Android version. Asked capability add 4 players group year ago. Nothing happened! I iOS past asked thing. Fixed couple weeks.,Negative,-0.3833333333333333,0.48333333333333334
+Golfshot: Golf GPS + Tee Times,It great I've used years. The reason four stars still act smoothly goes portrait landscape portrait figures phone held. This hard trying enter score look overall scores waste time every time need enter stats score.,Positive,0.1416666666666667,0.3583333333333333
+Golfshot: Golf GPS + Tee Times,"Love app, wish could link australian handicap American. But besides works treat would highly recommend subscription adds much gps playing",Positive,0.17200000000000001,0.26799999999999996
+Golfshot: Golf GPS + Tee Times,Absolute rubbish. Make sure REALLY work favourite courses...I travel alot give handicap courses. I adjust manually,Positive,0.3,0.6629629629629629
+Golfshot: Golf GPS + Tee Times,Best score keeping foursome. Auto emails scorecards everyone end stores rounds together. Club tracking right track haul phone shot remember mark landing location stats means forget time. Would perfect took advantage golf club tags like game golf live linked GPS directly. Otherwise GPS phone accurate club tracking weak link. I scoring game golf live club tracking. So two open round. To bad proper club tracking age great features app. Does work Samsung Gear watch.,Positive,0.1188961038961039,0.5140476190476191
+Golfshot: Golf GPS + Tee Times,Such great app. Been looking ticks boxes. Using free version right pay upgrade eventually.,Positive,0.37142857142857144,0.6464285714285714
+Golfshot: Golf GPS + Tee Times,Like does.. seen update looks fantastic... available ios users. I renewing subscription...,Positive,0.4,0.65
+Golfshot: Golf GPS + Tee Times,Love it. Miles better VPAR society course Spain I'll visiting soon.,Positive,0.5,0.55
+Golfshot: Golf GPS + Tee Times,"This says, tested range finder always 2 - 3 meters within range finder distance.",Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,My club listed Coventry - The Hearsall Golf Club,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Great Battery life short,Positive,0.4,0.525
+Golfshot: Golf GPS + Tee Times,Love stats. GPS accurate,Positive,0.45000000000000007,0.6166666666666667
+Golfshot: Golf GPS + Tee Times,Best golf going.,Positive,1.0,0.3
+Golfshot: Golf GPS + Tee Times,Love it. But going apple. How cancel subscription?? 10 min later cant find anywhere,Positive,0.25,0.3
+Golfshot: Golf GPS + Tee Times,I enjoy scoring Golfshot,Positive,0.4,0.5
+Golfshot: Golf GPS + Tee Times,get Golfscape AR Android ?,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Like looks good. Went pro version non stop crashing,Positive,0.7,0.6000000000000001
+Golfshot: Golf GPS + Tee Times,Using 5 years now. Excellent,Positive,1.0,1.0
+Golfshot: Golf GPS + Tee Times,Nothing bloody adverts,Negative,-0.8,0.9
+Golfshot: Golf GPS + Tee Times,Good product. Good value.,Positive,0.7,0.6000000000000001
+Golfshot: Golf GPS + Tee Times,"I upgraded Pro version. Great features inc. Distances, flyover, zoom plan shot. Score keeper best- knows whether GIR calculation, handicap feature great. I love it.",Positive,0.775,0.6
+Golfshot: Golf GPS + Tee Times,Been using quite find useful make better golfer.,Positive,0.4,0.25
+Golfshot: Golf GPS + Tee Times,Great courses,Positive,0.8,0.75
+Golfshot: Golf GPS + Tee Times,"It's ok.. using iPhone version past, Android version joke. Good basic stat keeping nothing else. It's long enough Android version fixed.",Positive,0.14285714285714285,0.3678571428571429
+Golfshot: Golf GPS + Tee Times,I really like layout app. I've using several years gps available best overall feel. It updates quickly fairly accurate. I wish Samsung I could Gear S3.,Positive,0.3333333333333333,0.2555555555555556
+Golfshot: Golf GPS + Tee Times,I always everytime I play golf record scores check distance. But course network gps cannot work. Compared easier recommended. I already shared golf buddies start using well.,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,There lot things I great things I,Positive,0.8,0.75
+Golfshot: Golf GPS + Tee Times,The golf need phone,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Very good app.,Positive,0.9099999999999999,0.7800000000000001
+Golfshot: Golf GPS + Tee Times,The stats & layups helped improve,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Great many courses around world. Truly great golfer.,Positive,0.7000000000000001,0.6666666666666666
+Golfshot: Golf GPS + Tee Times,Great mapping tournament rounds getting unknown course,Positive,0.35000000000000003,0.675
+Golfshot: Golf GPS + Tee Times,Gr8,Neutral,0.0,0.0
+Golfshot: Golf GPS + Tee Times,Great,Positive,0.8,0.75
+Golfshot: Golf GPS + Tee Times,Easy uses,Positive,0.43333333333333335,0.8333333333333334
+Golfshot: Golf GPS + Tee Times,Love,Positive,0.5,0.6
+GoodRx Drug Prices and Coupons,"Great comparing prices medications thru different stores. Especially, dont health insurance low health insurance pay pocket. It also great giving description medicines, saving medication list, gives reminder refill. Really enjoy using app. I recommended many people.",Positive,0.35714285714285715,0.6285714285714287
+GoodRx Drug Prices and Coupons,nan,nan,nan,nan
+GoodRx Drug Prices and Coupons,"I excellent insurance coverage prescriptions. However, pharmacy often makes money charging copay filling insurance even though pharmacy charge less purchased using GoodRX. They tell GoodRX price unless ask them.",Positive,0.4166666666666667,0.5333333333333333
+GoodRx Drug Prices and Coupons,This saved dog's life.. He taking bad seizures last temporarily paralyzed waist 2 days.... I afford anti seizure medication vet prescribed coupons supplied I able afford..Thank much saving best friend..,Positive,0.15833333333333335,0.30972222222222223
+GoodRx Drug Prices and Coupons,I try share people I hear complaining drug prices. It's little inconvenient next time best buy drug. Is different pharmacy script transfered best price pharmacy price difference significant. It's good rx fault best price moves around. They keep informed. They saved lots money. Sometimes cheaper copay drug plan.,Positive,0.36527777777777776,0.4972222222222222
+GoodRx Drug Prices and Coupons,Love app. My insurance stopped paying Rx. My cost insurance $100. After someone told GoodRx I pay $14.77 Rx. The best part totally free.,Positive,0.6333333333333333,0.5666666666666667
+GoodRx Drug Prices and Coupons,I people insurance household helps help cost meds Dr. cost high enough. This helpful opinion.,Positive,0.08,0.52
+GoodRx Drug Prices and Coupons,"We...Husband Me could afford maintenance meds....with insurance ....such SHAME.....OBAMA ....We Medicaid...Medicare...have 2+ years..to go...if then?? Thanks OBAMA VOTERS....""ignorant""...I started praying ....you go PAIN LONGER-TERM CHRONIC ILLNESS!!!! MY PRAYERS USED TO WORK IN THE PAST...just ASKED MY Daughters...S&H.",Positive,0.48828125,0.2
+GoodRx Drug Prices and Coupons,"I told Walgreens employee. My son's prescription without Good Rx $125, paid $26.98 app. Ever grateful.",Positive,0.7,0.6000000000000001
+GoodRx Drug Prices and Coupons,"Sumatriptan (for migraines) $80.00 Rite Aid... $50.00 local Wegmans supermarket $13.00 using GoodRx ""coupon"" medicine. UNBEATABLE!!",Neutral,0.0,0.0
+GoodRx Drug Prices and Coupons,The pharmacy companies getting rich insane prices important medications. Love I NEVER run MUCH needed medications.,Positive,0.095,0.7100000000000001
+GoodRx Drug Prices and Coupons,"Nice app, easy use. Good especially pay prescriptions pocket. My Dr. recommend Good Rx. I'm glad I followed it.",Positive,0.4888888888888889,0.8388888888888889
+GoodRx Drug Prices and Coupons,This saved money kept Medicare donut hole. Great service!,Positive,1.0,0.75
+GoodRx Drug Prices and Coupons,Thank Goodness staff behind saved tons money expensive medications!!! Thank GoodRx,Negative,-0.68828125,0.7
+GoodRx Drug Prices and Coupons,This literally saved thousands short time. I can't believe insurance companies getting screwed getting charged much Rx good rx save cases,Positive,0.35,0.45000000000000007
+GoodRx Drug Prices and Coupons,nan,nan,nan,nan
+GoodRx Drug Prices and Coupons,This help much. It saved money. I think would able get meds I get thank god.,Positive,0.35,0.4125
+GoodRx Drug Prices and Coupons,I saved hundreds dollars far.,Positive,0.1,1.0
+GoodRx Drug Prices and Coupons,The people helpful kind I tell people service. Thk. U Karen Hunt,Positive,0.6,0.9
+GoodRx Drug Prices and Coupons,"Money kind tight household, using GoodRx helps much. My prescription tribenzor astronomical, GoodRx I'm able see I get cheapest oh, lets figure much weekly helps budget money",Positive,0.2642857142857143,0.44214285714285717
+GoodRx Drug Prices and Coupons,Walmart informed longer honoring even though Walmart pricing it.,Neutral,0.0,0.0
+GoodRx Drug Prices and Coupons,Saved ton money I got dropped insurance. Thank GoodRx!,Neutral,0.0,0.0
+GoodRx Drug Prices and Coupons,This great!! It lets know get prescription cheapest price. It's great!!,Positive,1.0,0.75
+GoodRx Drug Prices and Coupons,"Ins pay meds. Pharmacist told check GoodRX, legit discounts. She correct. Cash prices, often lower script copay.",Neutral,0.0,0.0
+GoodRx Drug Prices and Coupons,How love something saves time lots cash!,Positive,0.625,0.6
+GoodRx Drug Prices and Coupons,Good RX saved $100 first month I've it. My doctor showed me. It's really helped meds I need healthy.,Positive,0.4125,0.4083333333333333
+GoodRx Drug Prices and Coupons,nan,nan,nan,nan
+GoodRx Drug Prices and Coupons,"Unlike rest say save 80% 9 10 times savings around 20% that, smallest discount I received 60% time I save 70-80%.",Neutral,0.0,0.0
+GoodRx Drug Prices and Coupons,It saved money like crazy medicine,Negative,-0.6,0.9
+GoodRx Drug Prices and Coupons,I saved thousands dollars,Neutral,0.0,0.0
+GoodRx Drug Prices and Coupons,Can't believe scale prices scripts wish years ago. I told son daughter get love to.,Positive,0.5,0.6
+GoodRx Drug Prices and Coupons,Great place shop without leaving home. Takes good chunk price medication. You least give try.,Positive,0.39999999999999997,0.5833333333333334
+GoodRx Drug Prices and Coupons,Worth it. Its free saves alot money.,Positive,0.35,0.45
+GoodRx Drug Prices and Coupons,"Great app, great company already saved money since I've downloaded app, I would highly recommend anybody, friends family Neighbors",Positive,0.5866666666666667,0.68
+GoodRx Drug Prices and Coupons,Easy helpful.,Positive,0.43333333333333335,0.8333333333333334
+GoodRx Drug Prices and Coupons,Unbelievable savings. It literally saved butt numerous occasions. The I ever recommended.,Negative,-0.125,0.75
+GoodRx Drug Prices and Coupons,Saves money every month!!,Neutral,0.0,0.0
+GoodRx Drug Prices and Coupons,I paying $400 month presc. I afford insurance. Then I found GoodRX. My monthly bill went $400 $118!!!!,Neutral,0.0,0.0
+GoodRx Drug Prices and Coupons,Cheaper insurance.,Neutral,0.0,0.0
+GoodRx Drug Prices and Coupons,Saves lot money even prescription coverage medical insurance,Neutral,0.0,0.0
+Google,Nice,Positive,0.6,1.0
+Google,"Google assistant amazing app. But unfortunately can't get Google Assistant work phone. I trained many times failed trigger whenever I said Ok Google. Be lock screen even screen unlocked. Most time wants train again. However works Google opened. I using Orio 8.1 Google version 8.14.15.21 arm. I tried disabling it, uninstalled updates, clearing cache, deleting data updating app, updating language pack without success. A speedy update might fix soon.",Positive,0.2,0.475
+Google,Used work great I switched new phone ( Huawei p20 pro) voice /voice match I can't toggle options voice match unlock phone voice match okay Google either... The options greyed out... Pls help fix,Positive,0.4787878787878788,0.5681818181818182
+Google,Was great updated. Now can't type text search box. Had install edge get phone function. Reset phone solve issue. But phone works great using Edge,Positive,0.8,0.75
+Google,"although lovely bit please add widget optimisation option, update I'm getting optimization option widget",Positive,0.5,0.75
+Google,"I like google because know things are, famous people search websites website.",Positive,0.5,1.0
+Google,something wrong call ok google come,Neutral,0.0,0.7
+Google,This fast srching answering I'm happy,Positive,0.5,0.8
+Google,Google assistant working Iam unable turn Google assistant new update,Negative,-0.18181818181818182,0.4772727272727273
+Google,"Please update, I can't ""OK Google"", last update.",Positive,0.25,0.2833333333333333
+Google,OK Google voice command longer working,Positive,0.5,0.5
+Google,OK Google working updating version.,Positive,0.5,0.5
+Google,Add rounded search bar widget please,Neutral,0.0,0.0
+Google,Very nice googal,Positive,0.78,1.0
+Google,No comment,Neutral,0.0,0.0
+Google,It amazing,Positive,0.6000000000000001,0.9
+Google,nan,nan,nan,nan
+Google,Excellent,Positive,1.0,1.0
+Google,Thank,Neutral,0.0,0.0
+Google,Help,Neutral,0.0,0.0
+Google,Owsm,Neutral,0.0,0.0
+Google,Thanks,Positive,0.2,0.2
+Google,This useful......,Positive,0.3,0.0
+Google,nan,nan,nan,nan
+Google,I can't google assistant phone locked,Neutral,0.0,0.0
+Google,It best,Positive,1.0,0.3
+Google,"You biggest company world, guys I assume permissions platform. If believe scroll developer look permissions. It's pretty spine tingling. Like come there's probably things know you.",Positive,0.25,1.0
+Google,"Great app. I blessings dead @ Mormon Temple. Those Veil waiting Lessons Jesus Christ. My Asic computer stolen free Mormon...LDS app...Cayce, SC reopened cases thru Freedom Info. ACT. THAT'S WHERE ROBIN WILLIAMS WAS MURDERED ON 1st St. Baptist church, taken .CA. Mrs. Cayce taught 1st Bible study @ branch Baptist church. I sorry loss Williams' family. Have great day. This allows comfort communicating I see Becky William's. Have great day.",Positive,0.35000000000000003,0.7416666666666667
+Google,"Worked great recent update. I can't talk anymore... I able ask Google send texts I changing diaper cooking etc... It send texts anymore, hardly complete search... Loses connection there's reason should've...fix please. It makes mom life somewhat functional",Positive,0.22000000000000003,0.425
+Google,"Update: Now initiate I say hey Google ok google. Have basically yell phone. Redid voice couple times. Have issues assistant recognizing songs asked ""what song this"". Really miss feature working that's reason I went pixel 2 xl. I clearing cache taking factory reinstalling updates. Other works great.",Positive,0.34375,0.45625
+Google,"This pure trash! The last update broke OK Google functionality. There thousands complaints yet Google nothing correct problem. Very frustrating! And require many invasive permissions need? Google, fire programming development staff hire competent solder make products work correctly.",Positive,0.1863095238095238,0.5388888888888889
+Google,"Google Assistant broken. Both""OK Google"" ""Hey Google"" used work fine sudden completely unresponsive. Voice commands worked I manually opened assistant hotwords nothing. The option Access Voice Match also greyed out. Uninstalling, rebooting, resetting, rebooting safe mode raging hard almost breaking phone nothing. Fix fast.",Positive,0.128125,0.4927083333333333
+Google,"The Google best. Well, might words Google can't recognize well. And, I set language English (UK) still American accent. I already changed voice good overall. I love Google, anyways.",Positive,0.3666666666666667,0.25
+Google,"I like Google I'm struggle downloading pictures. I used long tap brought different choices I chose image, anything I long tap. Can please tell new way them, I need pictures I can't get them. Thank you.",Positive,0.009090909090909087,0.4636363636363636
+Google,"Previous version far better. Yesterday worked awesome today morning Google voice assistant stopped working maps. I surprised, updated better getting worse!! This really shocking. Please fix this.",Positive,0.05104166666666665,0.7083333333333333
+Google,"While Google helpful me, I actually started noticing issue yesterday. I can't get pages images anymore, matter many times I reset, turn phone close thing get fixed. I hope gets fixed soon.",Positive,0.175,0.25
+Google,"Another google mostly waste space wrapped around small core function. Please let us control devices. Also, stop giving right steal info really needed.",Positive,0.008928571428571425,0.2839285714285714
+Google,"The assistant trash. Can't thing. Needs improvements like hell. Whenever I try search something behaves awkward stop listening voice. I cannot google assistant voice, says allow voice input. Its already allowed.",Negative,-0.6,1.0
+Google,"This absolutely worst I've ever used. Almost every time I image Google images screen turns black pics show Google chrome. Also lot slower search searh engine app, also search url disappears can't get back I it. Now even let pictures images, reason I used I anymore.",Negative,-0.3888888888888889,0.4777777777777778
+Google,"From last 2 days ok google detection stopped working phone. Previously using without problem could able access screen google assistant settings voice disabled try evey poaaible ways reinstalling , clearing cache progress. Many customers facing problem. Please upsate kindly make available settings.",Positive,0.26666666666666666,0.43229166666666663
+Google Ads,You terrible job recreating something works. Now slow load. Does half options used creates work,Negative,-0.48888888888888893,0.5222222222222223
+Google Ads,It helpful manage ads.,Neutral,0.0,0.0
+Google Ads,I love google,Positive,0.5,0.6
+Google Ads,Nice yousfull,Positive,0.6,1.0
+Google Ads,Awesome,Positive,1.0,1.0
+Google Ads,"Worst business always need go things even dont show current active ads. Microsoft far better business users everything syncs automatically look app, recognize Google My Business within phone.",Negative,-0.10666666666666665,0.7
+Google Ads,"Can't even log-in...App asks login I try says account already connected device is, though show ads let ""log-in"" app...if I AdWords express everything fine, though AdWords horrible.",Negative,-0.29166666666666663,0.75
+Google Ads,I responsible charges people think I Fool I guarantee guarantee reasure I able make check pay Third party accounts..,Positive,0.2333333333333333,0.39166666666666666
+Google Ads,Not able connect Gmail account. It unable pick Gmail account phone I try add account says account already exists.,Negative,-0.375,0.5625
+Google Ads,"We provide comfortable get free quotes, work get great cleaning Residential Commercial cleaning. Contact us information.",Positive,0.4,0.5875
+Google Ads,"installed app, instructions get work. So, end: Useless me.",Negative,-0.5,0.2
+Google Ads,sucks Everytime make payment grab laptop possible always loading payment page,Negative,-0.15,0.65
+Google Ads,Needs bit updates. It's 21 century brah. They give features desktop ads platform smartphone..,Neutral,0.0,0.0
+Google Ads,This good checking add Price add money recharge billing option add money working.please develop,Positive,0.7,0.6000000000000001
+Google Ads,All that's missing MCC view see accounts,Negative,-0.2,0.05
+Google Ads,Thanks google.. It good & saved time also.. I like it.,Positive,0.44999999999999996,0.4
+Google Ads,I looking forward account,Neutral,0.0,0.0
+Google Ads,How promote Advertiser business,Neutral,0.0,0.0
+Google Ads,Thanks,Positive,0.2,0.2
+Google Ads,Thanks google helpful information products,Positive,0.2,0.2
+Google Ads,I think improve ads,Neutral,0.0,0.0
+Google Ads,Extremely helpful business success.,Positive,0.0875,0.5
+Google Ads,Veryuseful,Neutral,0.0,0.0
+Google Ads,Best ad,Positive,1.0,0.3
+Google Ads,like easy,Positive,0.43333333333333335,0.8333333333333334
+Google Ads,Cool,Positive,0.35,0.65
+Google Ads,Good working,Positive,0.7,0.6000000000000001
+Google Ads,Good,Positive,0.7,0.6000000000000001
+Google Ads,Adwords rip bit. You get exactly advertised like big advertising platforms. end spending much get much less expected.,Positive,0.03666666666666667,0.2033333333333333
+Google Ads,"What I tedious time consuming. However ,.I thoroughly enjoy it.",Negative,-0.04999999999999999,0.75
+Google Ads,"Google customer huge topic discussion life amazing experiences I've years. I've switched almost everything mine Google products but, sadly say every great experience end. AdWords made chase tail months wasting time, money business aim. I've tried contacting Google AdWords support random account suspension months received nothing automated responses zero explanations suspension. Just says billing issues last I checked bank statement guys gladly taking money. I've even called Google play support every support Google offers answer concern misunderstanding I do. There something I missing affected growth business exponentially I honestly say I'm disappointed blind Faith Google begin costly transition back Amazon",Positive,0.04230769230769233,0.5756410256410256
+Google Ads,It would nice pausing editing search term took back spot list instead continuously scroll looking subtle difference paused active search terms (very minor bolding text).,Positive,0.013666666666666666,0.4720000000000001
+Google Ads,"I impression I could change keywords description within app. Simple need found search, seen site ad symbol yet. Maybe I signed cheap plan",Positive,0.2,0.5285714285714286
+Google Ads,"Another half baked Google app. There way change default bids. Nothing easy find. Typical Google release app, time, start forum users get together fix Google.",Positive,0.033333333333333354,0.5
+Google Ads,Network error fixed thanks. needs features desktop AdWords.,Positive,0.15000000000000002,0.2
+Google Ads,Not able make payments. Please fix issue trying make payments since 2 days success,Positive,0.024999999999999994,0.3125
+Google Ads,"refuses load Google account. Totally useless, like rest Google's analytics ads.",Negative,-0.5,0.2
+Google Ads,nan,nan,nan,nan
+Google Ads,Doesn't work anymore since last update. Keeps giving error can't connect.,Neutral,0.0,0.06666666666666667
+Google Ads,Worst support make payment option,Negative,-1.0,1.0
+Google Ads,You terrible job recreating something works. Now slow load. Does half options used creates work,Negative,-0.48888888888888893,0.5222222222222223
+Google Ads,It helpful manage ads.,Neutral,0.0,0.0
+Google Ads,I love google,Positive,0.5,0.6
+Google Ads,Nice yousfull,Positive,0.6,1.0
+Google Ads,Awesome,Positive,1.0,1.0
+Google Ads,"Worst business always need go things even dont show current active ads. Microsoft far better business users everything syncs automatically look app, recognize Google My Business within phone.",Negative,-0.10666666666666665,0.7
+Google Ads,"Can't even log-in...App asks login I try says account already connected device is, though show ads let ""log-in"" app...if I AdWords express everything fine, though AdWords horrible.",Negative,-0.29166666666666663,0.75
+Google Ads,I responsible charges people think I Fool I guarantee guarantee reasure I able make check pay Third party accounts..,Positive,0.2333333333333333,0.39166666666666666
+Google Ads,Not able connect Gmail account. It unable pick Gmail account phone I try add account says account already exists.,Negative,-0.375,0.5625
+Google Ads,"We provide comfortable get free quotes, work get great cleaning Residential Commercial cleaning. Contact us information.",Positive,0.4,0.5875
+Google Ads,"installed app, instructions get work. So, end: Useless me.",Negative,-0.5,0.2
+Google Ads,sucks Everytime make payment grab laptop possible always loading payment page,Negative,-0.15,0.65
+Google Ads,Needs bit updates. It's 21 century brah. They give features desktop ads platform smartphone..,Neutral,0.0,0.0
+Google Ads,This good checking add Price add money recharge billing option add money working.please develop,Positive,0.7,0.6000000000000001
+Google Ads,All that's missing MCC view see accounts,Negative,-0.2,0.05
+Google Ads,Thanks google.. It good & saved time also.. I like it.,Positive,0.44999999999999996,0.4
+Google Ads,I looking forward account,Neutral,0.0,0.0
+Google Ads,How promote Advertiser business,Neutral,0.0,0.0
+Google Ads,Thanks,Positive,0.2,0.2
+Google Ads,Thanks google helpful information products,Positive,0.2,0.2
+Google Ads,I think improve ads,Neutral,0.0,0.0
+Google Ads,Extremely helpful business success.,Positive,0.0875,0.5
+Google Ads,Veryuseful,Neutral,0.0,0.0
+Google Ads,Best ad,Positive,1.0,0.3
+Google Ads,like easy,Positive,0.43333333333333335,0.8333333333333334
+Google Ads,Cool,Positive,0.35,0.65
+Google Ads,Good working,Positive,0.7,0.6000000000000001
+Google Ads,Good,Positive,0.7,0.6000000000000001
+Google Ads,Adwords rip bit. You get exactly advertised like big advertising platforms. end spending much get much less expected.,Positive,0.03666666666666667,0.2033333333333333
+Google Ads,"What I tedious time consuming. However ,.I thoroughly enjoy it.",Negative,-0.04999999999999999,0.75
+Google Ads,"Google customer huge topic discussion life amazing experiences I've years. I've switched almost everything mine Google products but, sadly say every great experience end. AdWords made chase tail months wasting time, money business aim. I've tried contacting Google AdWords support random account suspension months received nothing automated responses zero explanations suspension. Just says billing issues last I checked bank statement guys gladly taking money. I've even called Google play support every support Google offers answer concern misunderstanding I do. There something I missing affected growth business exponentially I honestly say I'm disappointed blind Faith Google begin costly transition back Amazon",Positive,0.04230769230769233,0.5756410256410256
+Google Ads,It would nice pausing editing search term took back spot list instead continuously scroll looking subtle difference paused active search terms (very minor bolding text).,Positive,0.013666666666666666,0.4720000000000001
+Google Ads,"I impression I could change keywords description within app. Simple need found search, seen site ad symbol yet. Maybe I signed cheap plan",Positive,0.2,0.5285714285714286
+Google Ads,nan,nan,nan,nan
+Google Ads,nan,nan,nan,nan
+Google Ads,nan,nan,nan,nan
+Google Ads,nan,nan,nan,nan
+Google Ads,nan,nan,nan,nan
+Google Ads,nan,nan,nan,nan
+Google Ads,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Allo,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Analytics,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Assistant Go,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Calendar,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Chrome: Fast & Secure,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Classroom,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Docs,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Drive,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,Duo really good like FaceTime since I can't FaceTime phone gives gives chance talk friends see eye-to-eye thing I really like Duo able invite people request invite like go get stuff like could call could answer invite would best app.,Positive,0.6,0.43125
+Google Duo - High Quality Video Calls,Best quality video app. I used WhatsApp video calling used disconnect lot. Later I moved Duo never faced issue disconnection.,Positive,0.5,0.15
+Google Duo - High Quality Video Calls,"I used 9 months NO problems, UNTIL updated. Once updated, would let accept terms I could longer make receive calls. I even deleted reinstalled restarted phone, avail. DONE!",Neutral,0.0,0.0
+Google Duo - High Quality Video Calls,"The simplicity beautiful. It easy use. The works little signal. It sucked battery dry like video chat services. It agnostic, family iPhones family Android it. Highly recommend it.",Positive,0.23783333333333329,0.6946666666666668
+Google Duo - High Quality Video Calls,Plz note points 1. Make like run slow networks. 2. While screen lock caller call visible even screen lock think impact privacy. 3.please allow lock. Thnank,Negative,-0.30000000000000004,0.39999999999999997
+Google Duo - High Quality Video Calls,The really great honestly Google kind makes little better like I might like 1 hour talking friend like he's like across world I'm like talking like there's like sometimes there's little bit lag that's friends part know really great honestly,Positive,0.440625,0.7125
+Google Duo - High Quality Video Calls,Our home crappy internet... 1Mb/s crappy... But I'm able video chat wife I'm town shows fine minimal buffering chatting... Better would thought considering crappy internet house.,Positive,0.3291666666666667,0.55625
+Google Duo - High Quality Video Calls,"Great communication tool families chronic pain patients too. Since I can't go grocery shopping anymore, Hubby uses confirm item list buys I see confirm I want, comfort bed recliner, even flare up.",Positive,0.8,0.75
+Google Duo - High Quality Video Calls,"Switched Skype Skype garbage fire. Duo functioned great slipping. Call quality getting worse, sometimes video gets ""paused"" way unpause?",Positive,0.10000000000000002,0.48333333333333334
+Google Duo - High Quality Video Calls,"Really like using Duo Video Voice calls. Much better anyone app. The calls clear crisp. It's missing group calls PC support, Hope see soon.",Positive,0.16999999999999998,0.31
+Google Duo - High Quality Video Calls,nan,nan,nan,nan
+Google Duo - High Quality Video Calls,It best time moment started using Huawei p20 lite. Its working keeps blinking. Not able make calls. Please resolve ut,Positive,0.375,0.4625
+Google Duo - High Quality Video Calls,"Love Google Duo! The clarity audio video improved much. It's amazing experience time family, moment. Thank making easier connect people I love most:)",Positive,0.545,0.72
+Google Duo - High Quality Video Calls,"Easy video calling works well connecting Android Apple smartphones. Update, gave me. Head ache. Kept making want throw phone wall.",Positive,0.43333333333333335,0.8333333333333334
+Google Duo - High Quality Video Calls,Why force us Duo video calling? Since July 2018 update native video calling feature disabled Google. A country like India data speed poor get better video calling experience Duo? Google Duo also required mobile data wifi connection making video call. Kindly take care issue next update.,Positive,0.09999999999999998,0.45999999999999996
+Google Duo - High Quality Video Calls,"I finally able talk friend iPhone. By making available platforms, Google great. Eat your heart Apple.",Positive,0.5666666666666668,0.5916666666666667
+Google Duo - High Quality Video Calls,Need add option able silence vibration ringing. Sucks uninstall Google duo 2 3 time day afraid calls coming I want to.,Negative,-0.13333333333333333,0.6083333333333334
+Google Duo - High Quality Video Calls,Co-op hundred times reliable Facebook Messenger video chat much functionality many features. I would definitely recommend friend plan recommend friends currently using it.,Positive,0.175,0.4
+Google Duo - High Quality Video Calls,"Well certainly better others comes audio transmission image quality. Does feel like actually 'video' chatting. However still improved little. All though, worthwhile experience",Positive,0.203125,0.4
+Google Earth,I love lot I wish that(like google translate)there sound setting able listen name place viewing could know pronounce it. Also really hard move along road arrows hard click.,Positive,0.16333333333333327,0.5416666666666666
+Google Earth,"This map excellent prime cities world. When I saw 3d image India, bad 2d image. On comparing images chicago, paris etc. find able project images cities india. I think google improve aspect. Otherwise excellent projects realistic images.",Positive,0.3933333333333334,0.725
+Google Earth,Very Addictive App. A must dowanload! Only thing would like see places updated. Because alot places renovated/Upgraded/Painted. I want tour places using app. Its good! But would like take tour see places look currently. Thank,Positive,0.21875,0.75
+Google Earth,"It's interesting able look places around world different perspectives, looking around area live, close 3 large cities, Newcastle Tyne, Sunderland Gateshead UK, information shown several years date. Some buildings shown more, used completely different purpose limited use. Updated, would amazing.",Positive,0.23792207792207792,0.47964285714285715
+Google Earth,"It's nice app, except show India places 3D...India projected 2D...this problem needs solved. Also, I would like enabled 'Night View' option. This would great would great features.",Positive,0.7333333333333334,0.8333333333333334
+Google Earth,I can't anything app. It's least 3 years old. You would think Google Pixel 2 XL Google would work great. Everytime I try something freezes. I might iPhone see that's better.,Positive,0.275,0.4625
+Google Earth,"The photos neighborhood least 6 years old. The pictured house stood demolished 6 yrs ago! The photo relatives' homes outdated well. Google satellite, planes, employs many people: would think could acquire photos newer 4-6 years old!",Positive,0.009999999999999986,0.38666666666666666
+Google Earth,"I generous 4 stars. I like looking areas, extremely disappointing lot areas blocked fuzzed over. Especially Antarctica blocked light spots can't see anything. What's that?",Negative,-0.06666666666666665,0.7999999999999999
+Google Earth,"Switching 2D 3D shifts perspective lame rendered 3D map; 2D be, isn't, flat satellite imagery. Also slider look imagery past. All all, lame AF compared desktop version.",Negative,-0.31875,0.46875
+Google Earth,"I installed four times. Each every time would freeze, thereby I could operate advertised. I could zoom in, out, even view page, froze place, hence uninstalling reinstalling again. So...what's up?. It's phone, perhaps issue us end, saying I would enjoy useing important app. Yet refuse operate. Please attend issue. Thank you.",Positive,0.4,0.75
+Google Earth,"Five stars deserves. The graphics quite goodbut images live.near place, I can't even see home picture maybe taken 5 10 years ago. I request Google improve problem",Neutral,0.0,0.0
+Google Earth,I used love Google Earth last 6 years 0 updates. Current images must type app. Now come Google gave up. Sad.,Neutral,0.0,0.5166666666666666
+Google Earth,"For corporation trying help save earth, surely wants update device...simply said...it work. Crashes zoom in, start over. If older device...don't waste time.",Positive,0.05555555555555556,0.14444444444444446
+Google Earth,Can't even see house middle city. All blurry still far away. A years ago problem.,Positive,0.05,0.5
+Google Earth,nan,nan,nan,nan
+Google Earth,"I downloaded specifically play tour, I found many tutorials - however comes NONE buttons I'm meant so...it seems like older versions google earth actually useful, basically thing google maps.",Positive,0.3222222222222222,0.27777777777777773
+Google Earth,I really like app. It problems like blurring sometimes unresponsive. It's great really useful. I wish could save destination interest though return check around area later.,Positive,0.325,0.2375
+Google Earth,"It looks like cartoons, nothing looks real! It used look real real pictures looks like poor cartoon drawings. Then I 3d tells blue highlights, ISN'T anyplace highlighted blue. No good anymore!!",Negative,-0.05833333333333333,0.3583333333333334
+Google Earth,"The satellite images outdated, keeps crashing. Please update images improve stability 5-star rating!",Negative,-0.5000000000000001,0.6333333333333334
+Google Earth,The first thing I update look Antarctica. I interested happening there. Yet nothing updated area still blurry.,Positive,0.25,0.41666666666666663
+Google Earth,Map updated. Did show direction selected/desired location. Measurment feature updated. Map load quick. It get much time load frustrating.,Positive,0.04444444444444443,0.5333333333333333
+Google Earth,Wherever I want see I see Google Earth fun see Paris really fun thank creating game I love seeing house Google planet Google show world show playset wherever I want see I see right front face like Paris Bradford places I want see good game.,Positive,0.18367346938775508,0.4193877551020408
+Google Earth,I even start app. It stuck beginning kept buffering. It's shame.,Neutral,0.0,0.0
+Google Earth,"I've solar panels roof 3 years. Maps showed almost immediately, yet appear Earth version. How often data get updated Earth?",Neutral,0.0,0.0
+Google Earth,I think maps google looks better. Poor quality fast loading blurry,Positive,0.09999999999999999,0.5666666666666668
+Google Earth,"I expecting similar Google Earth, definitely isn't! It includes layers, location markers, really information general. Extremely disappointing!!",Negative,-0.1375,0.45999999999999996
+Google Earth,"On tablet, great! On phone, several critical stopped working. I stymied, I uninstalled morning. Now phone running smoothly.",Positive,0.35,0.5125
+Google Earth,Best kind 11 year old I love wish 3d areas still I spend hour using great.,Positive,0.6,0.55
+Google Earth,"All ever freeze boots saying sorry , I'm using sg8 , waste time.",Negative,-0.35,0.5
+Google Earth,"Kids even need go school , home safely away horrors world learn everything need incredible app! Love, love, love out!",Positive,0.625,0.64
+Google Earth,"The images need updated, I know fact 4 years date. I 4 years may even closer 5 years date.",Neutral,0.0,0.0
+Google Earth,Its lame cuz itz recently updated. Haha.. Where's date satellite pics?,Negative,-0.09999999999999999,0.43333333333333335
+Google Earth,"Just funny thing...search Point Lonsdale VIC,Australia.. Then look circle sand like zomm that..it's funny",Positive,0.25,1.0
+Google Earth,"I want report problem Google Earth: street view mode, I tap Google inc button(in right corner screen) - Google Street view starts working written ""Content Unavailable Street View. Open another app(or browser). I need Google Earth version 9 stops working Asus Google Nexus 7(2012) every 3 minutes... Version 8 works fine fps photo quality bad...",Positive,0.0005952380952381209,0.550595238095238
+Google Earth,It great thirty seconds less minute crashes! It's annoying me!,Negative,-0.13611111111111107,0.5722222222222223
+Google Earth,"If I Google I would take name app, sucks, worthless, cant look anything closer 25 miles up, blurry make looking at. And freezes constantly.",Negative,-0.3666666666666667,0.5111111111111111
+Google Earth,nan,nan,nan,nan
+Google Earth,Doesn't show locations without data plan/wifi. Doesn't downloadable maps. Useless abroad. Went Herewego.,Negative,-0.5,0.2
+Google Earth,Garbage. Old pictures probably 8 years back. I think sending balloons atmosphere expensive right satellites fall :)))),Positive,0.07714285714285714,0.4871428571428571
+Google Earth,"Five minutes crashes ever time I it, never fails, set clock it, good",Positive,0.475,0.45000000000000007
+Google Fit - Fitness Tracking,"It's rubbish. I much prefer Huawei Health phone Watch 2 – works much better way accurate. Also Fit terrible UX way clearly see trends. You would think correct location G Maps… doesn't, cuts distance even high accuracy on. Have set goals? Great, calculated correctly.",Positive,0.195,0.5508333333333333
+Google Fit - Fitness Tracking,"Something wrong current version. When I wear 1.5 watch (moto 360 sport) tracks steps stairclimb machine, show heart rate data real time running activities. The show step data stop activity during.",Negative,-0.09999999999999999,0.5333333333333333
+Google Fit - Fitness Tracking,It many bugs useful daily basis. It keeps defaulting starting weight even though I've lost 22lbs. It actually track activities. And watch entirely different step counts everyday. Very disappointing,Negative,-0.022499999999999992,0.35124999999999995
+Google Fit - Fitness Tracking,Terrible tracking form strength training. After recording lift alters weights. This unforgivable clue much weight I'm lifting. The numbers consistently less half actual weight. It also allow corrections made accidentally log something incorrectly.,Negative,-0.22666666666666666,0.3066666666666667
+Google Fit - Fitness Tracking,", constantly tracking car rides, public transport motor bike rides Bike Rides. Everyday I delete section order get exact training details. Even though I included bike rides favourite activities. You You need work it, really irritating, low rating",Negative,-0.05833333333333334,0.3916666666666666
+Google Fit - Fitness Tracking,"First-class garbage. Calories burned disappear decrease eyes. Timeline data minimal presentation helpful - cartoon characters, forget accessing data. S9+ Misfit Vapor",Negative,-0.1,0.6
+Google Fit - Fitness Tracking,"Good app, BUT... Same complaint - Everytime updates data lost AND added bonus, steps I've actually physically taken disappears like I've done nothing. Leaves gobsmacked! I uninstall, wait days I reinstall app... It would wonderful could ignore request time fix that...",Positive,0.27999999999999997,0.4135714285714286
+Google Fit - Fitness Tracking,I think great overall function great. But hard rely software overall calorie counter calorie counting inconsistent. The wear os always shows different calorie count abnormally low compared phone website. Often 500 calories behind. Making nearly useless. The phone close also often behind website. Google fix fix watch phone? My observation noticed lt happens go sync watch always screen off. If always os stays sync. Did screw preventing keeping going sleep background made system wear os? So cant set protected battery settings? Is problem. I notice issue huawei watch 2 brother notices mobvoi ticwatch e. We really like integration tracking workouts watch. Diet wise would nice get metrics watch good workout. When get resolved?,Positive,0.1577380952380952,0.5172619047619048
+Google Fit - Fitness Tracking,"The goal created Google Calendar sometimes automatically marked done (as expected) sometimes not. I also watch record activities, activities sometimes heart rate info (as expected) sometimes not. These problems persisted pretty long I hope developers fix create consistent experience.",Positive,0.05833333333333333,0.5083333333333333
+Google Fit - Fitness Tracking,"It keeps automatically logging wrong weight, I'm able manually fix this. Very annoying.",Negative,-0.3333333333333333,0.8416666666666667
+Google Fit - Fitness Tracking,"I want love app. I really do, double counts steps Wear OS devices, that's problem! Google, need work this!",Positive,0.25,0.3
+Google Fit - Fitness Tracking,"Such limited information phone app, even Android Wear linked. No heart rate phone. Just limited whatever cards come up. Terrible syncing issues Android Wear",Negative,-0.2857142857142857,0.4464285714285714
+Google Fit - Fitness Tracking,"Not good enough confident metrics. Also, I'd like clearer way see daily stats.",Positive,0.037500000000000006,0.4833333333333334
+Google Fit - Fitness Tracking,There way view heart rate information wear OS device phone,Neutral,0.0,0.0
+Google Fit - Fitness Tracking,keep crashing every seconds fossil q marshal gen 2,Neutral,0.0,0.0
+Google Fit - Fitness Tracking,Ok I entered data almost weekly basis keeps deleting height track distance correct sta es six foot tall person step I 1.33 ft,Positive,0.5,0.5
+Google Fit - Fitness Tracking,Really disappointing. Not nearly enough statistics. Horrible UI.,Negative,-0.5333333333333333,0.7333333333333334
+Google Fit - Fitness Tracking,Can't stop activity without starting new one. Latest update messed up.,Positive,0.21212121212121213,0.48484848484848486
+Google Fit - Fitness Tracking,Mistakes bus rides bike riding. LoL.,Positive,0.8,0.7
+Google Fit - Fitness Tracking,Sync issues wear,Neutral,0.0,0.0
+Google Fit - Fitness Tracking,Good needs swimming watch app!,Positive,0.875,0.6000000000000001
+Google Fit - Fitness Tracking,Miles accurate,Positive,0.4000000000000001,0.6333333333333334
+Google Fit - Fitness Tracking,Noob,Neutral,0.0,0.0
+Google Fit - Fitness Tracking,"Shows step count double actually calories burned seem account steps taken. Updates step count awhile can't watch logging I'm walking. Using LG Sport. Use Samsung Health Fitbit, much comprehensive better tracking. Wish I switch this.",Positive,0.175,0.2
+Google Fit - Fitness Tracking,"I got smart watch preloaded it. It works fine. Its simple could features, functional. So I tried phone I could look there. It lost steps day sync watch generally trouble worth. So I deleted it. This horrible. If get something else, do.",Negative,-0.04484126984126985,0.4666666666666666
+Google Fit - Fitness Tracking,"What happened app? It used easy log exercise weight view results, spins loading 10-20s history different section? Why can't zoom graphs? They unusable. I found already forgot I got since sever menu levels deep. When designing software, never emulate Windows layers menus.",Positive,0.14444444444444446,0.6111111111111112
+Google Fit - Fitness Tracking,Terrible app. Never syncs smartwatch property generally rubbish. Very basic encouragement difficult establish patterns trends presentation data. Terrible job Google!!,Negative,-0.49000000000000005,0.7325
+Google Fit - Fitness Tracking,"Not sure what's gone wrong BMR seems way now. When telling burnt around 200 calories entire morning, calculation wrong. My settings correct.",Negative,-0.3125,0.8284722222222222
+Google Fit - Fitness Tracking,"Used work fine, like users said, sudden June steps recored properly accurate all. Then look following day 8000 steps changed 121??? I Sony smartwatch 3 I tried uninstalling re-installing, different watch faces everything, Google fit longer serves purpose, disappointed",Positive,0.06666666666666668,0.4976190476190476
+Google Fit - Fitness Tracking,"I'm huge consumer Google products, compare sport/health available market, garbage. I'd like something like S health.",Positive,0.4,0.65
+Google Fit - Fitness Tracking,"The watch counting reps strength training, excellent wear, In main I would like able change exercises watch imports , measure progress weights.",Positive,0.5555555555555556,0.6527777777777778
+Google Fit - Fitness Tracking,On smart watch great I wish information would transfer phone app. Mainly heart rate monitor. But also workout details.,Positive,0.39365079365079364,0.5753968253968254
+Google Fit - Fitness Tracking,"Ok, someone needs look weight stones pounds",Positive,0.5,0.5
+Google Fit - Fitness Tracking,I mean OK idk I little boy,Neutral,0.0,0.5625
+Google Fit - Fitness Tracking,Doesn't sync well smartwatch,Neutral,0.0,0.0
+Google Fit - Fitness Tracking,much battery consumption,Positive,0.2,0.2
+Google Fit - Fitness Tracking,Hard,Negative,-0.2916666666666667,0.5416666666666666
+Google Fit - Fitness Tracking,I love,Positive,0.5,0.6
+Google Fit - Fitness Tracking,Good,Positive,0.7,0.6000000000000001
+Google Fit - Fitness Tracking,nice,Positive,0.6,1.0
+Google Handwriting Input,Have using handwriting since original tablet pc & best app. Use Android devices works really well LG stylus products. Plus upgrades non-stylus Android device reasonable handwriting device. Poor man's Samsung note terms input.,Positive,0.275,0.49000000000000005
+Google Handwriting Input,"Gets urong 9 times writing cursive. **switching keyboard** Gets wrong 9 times 10, writing cursive. I focus writing, note taking. Horrible app, sadly choice.",Negative,-0.4,0.58
+Google Handwriting Input,Please Add sanskrit language.,Neutral,0.0,0.0
+Google Handwriting Input,nan,nan,nan,nan
+Google Handwriting Input,It's useful app. I love it. It's easy write something,Positive,0.41111111111111115,0.4777777777777778
+Google Handwriting Input,Very good write malayalam,Positive,0.9099999999999999,0.7800000000000001
+Google Handwriting Input,Dear,Neutral,0.0,0.0
+Google Handwriting Input,Nyc,Neutral,0.0,0.0
+Google Handwriting Input,Good,Positive,0.7,0.6000000000000001
+Google Handwriting Input,Excellent,Positive,1.0,1.0
+Google Handwriting Input,Nice,Positive,0.6,1.0
+Google Handwriting Input,Nice,Positive,0.6,1.0
+Google Handwriting Input,"Love interface handwriting compared built-in Samsung keyboard's handwriting recognition, rather poor. It often gets words totally wrong Samsung keyboard nails them. You backspace retry many times really worth it.",Positive,0.07999999999999999,0.54
+Google Handwriting Input,Android wear release please! This would amazing there. The emoji drawing makes smile every time. I'm amazed bad drawings yet still understands me. Edit: Android Wear here! Thanks this.,Positive,0.05625000000000009,0.4666666666666666
+Google Handwriting Input,"Not bad idea, slow write it. It's pain app. The regular Google keyboard sliding feature way better that's hyperfast!",Positive,0.16874999999999996,0.4108974358974359
+Google Handwriting Input,nan,nan,nan,nan
+Google Handwriting Input,Needs symbol design theme match Gboard app... The design inconsistent. Otherwise works fine,Positive,0.4166666666666667,0.5
+Google Handwriting Input,"The okay, frustrating Android wear, controls speed, means can't write charterers properly",Positive,0.033333333333333326,0.5
+Google Handwriting Input,"For smartwatch, autocorrects? Cant settings phone 3 languages synced watch? Example I doodle visa (hypothetical) reflects vis a.",Neutral,0.0,0.0
+Google Handwriting Input,"Works well LG G Watch R! Would nice change speed though, bit slow",Positive,0.14999999999999997,0.7
+Google Handwriting Input,Continuous difficulty pairing.,Neutral,0.0,0.0
+Google Handwriting Input,CT u u i.u tt,Neutral,0.0,0.0
+Google Handwriting Input,We need arabic language,Neutral,0.0,0.0
+Google Handwriting Input,I writing,Neutral,0.0,0.0
+Google Handwriting Input,You able answer text message,Positive,0.5,0.625
+Google Handwriting Input,I need Hebrew,Neutral,0.0,0.0
+Google Handwriting Input,How download support,Neutral,0.0,0.0
+Google Handwriting Input,It's pretty decent ask,Positive,0.20833333333333331,0.8333333333333333
+Google Handwriting Input,working,Neutral,0.0,0.0
+Google Handwriting Input,I wish supports Arabic language,Neutral,0.0,0.0
+Google Handwriting Input,I like,Neutral,0.0,0.0
+Google Handwriting Input,I like,Neutral,0.0,0.0
+Google Handwriting Input,N ice,Neutral,0.0,0.0
+Google Handwriting Input,Nice easy,Positive,0.5166666666666666,0.9166666666666667
+Google Handwriting Input,good,Positive,0.7,0.6000000000000001
+Google Handwriting Input,Hi great,Positive,0.8,0.75
+Google Handwriting Input,Great love,Positive,0.65,0.675
+Google Handwriting Input,Very nice,Positive,0.78,1.0
+Google Handwriting Input,Farsi,Neutral,0.0,0.0
+Google Handwriting Input,okay,Positive,0.5,0.5
+Google Keep,"I note apps, I like reminder function set location too. I hoping see formatting options text. I given two stars recent update caused reminders longer work. I've missed quite now. I waited hoping see update addressed issue weeks now. Fix two stars.",Neutral,0.0,0.25
+Google Keep,"When I first went looking new reminder location settings, choose from. And I looked Keep, I quite understand would useful me. I decided install it, played around it. Now I can't w/o it! I love I put separate list different stores I go I arrive reminder pops up. And location reminder accurate. I color code shopping list leave reminders w/o color. This way I quickly find shopping list. It's also great I manage via desktop. My complaint I share list Collaborator, drops reminders, notify Collaborator I sent list. I understand Google aware this.",Positive,0.27446969696969703,0.43212121212121213
+Google Keep,"No, Could Start Keep, running apps. Galaxy A5 2015, factory 6.0.1 Android. When expect enable rearange pictures single note? We need folders, book covers anything similar like group notes. COPY & PASTE bad. Inače šta je novo? Searching option note itself. A way add different type files, pictures. And - Multi-window support please",Negative,-0.1928571428571428,0.47023809523809523
+Google Keep,I excited using app.... I used day course...to plam meetings. But past 20 days I'm able REMINDER option. I enabling reminder popping up....... Can help reason soon,Positive,0.20833333333333334,0.5416666666666666
+Google Keep,"It deleted notes. I've making notes since 2014/2013. So I've written lot important things. Then today whilst making note suddenly stopped I went back in, notes gone. I want notes back. Please work bug somehow give back notes",Positive,0.08,0.3
+Google Keep,"I hoping Keep feature rich plain old capturing thoughts tons software around. I using Evernote good things I wish Keep replicate are: - Capturing business cards. I like Evernote lets together meeting notes I tell I met I first met person - Based business cards I captures, search additional professional information via LinkedIn - Based enter, show related notes, persons, places, etc",Positive,0.18724489795918367,0.3914965986394558
+Google Keep,"awful anxiety, depression, suicidal thoughts. i've keeping list, write poems thoughts day, could finally go therapy notes. idea thankful exist.",Negative,-0.5,1.0
+Google Keep,"Pretty good daily use. But still need improvements. There's bug I'm trying open old drawing notes. It cropped half contents (even worse, note saved automatically half cropped). You guys take look glitch.",Positive,0.039583333333333345,0.4041666666666667
+Google Keep,"Very nice using it. It helps many ways. But still customers know this. I wish get quickly. My kind request members, days. You'll like full.",Positive,0.5575,0.7375
+Google Keep,"okay, favourite apps, UNTIL IT STARTED DELETING NOTES ACROSS ALL MY DEVICES. yeah. days ago, lost ton notes bunch notes reverted older versions. no, forgetting hit sync, issue EVERY DEVICE. wo yeah, recommend considering friend's told also relate. sad. write anything important down.",Positive,0.08222222222222222,0.6244444444444444
+Google Keep,"My con I add something list bottom drag way top. I'm sure makes sense I would like able add lists top AND bottom, bottom.",Positive,0.38,0.5169444444444444
+Google Keep,"There's huge problem handling images. 1. Images cannot seen full screen, white bar covers top good reason. Pls allow images go full screen opened note. ONE NOTE DOES ALLOW FOR FULL SCREEN IMAGES 2. High resolution images look completely distorted first phones. However become clear pen icon pressed edit saved again, resolution drops clarity maintained saved again. Pls fix this. I complaining since last many years.",Positive,0.28923076923076924,0.45179487179487177
+Google Keep,"The good overall. The reminder times stick. You change settings, next day, back Google's defaults. I reminders lot I can't customize them. It's frustrating enough make look alternative.",Positive,0.04999999999999999,0.3333333333333333
+Google Keep,"A feedback google team - In settings, add kind pin passcode protection like onedrive (4digit PIN reqd open app). I keep sensitive data (it's easy use) want protected unwanted access people phone",Positive,0.2833333333333333,0.7833333333333333
+Google Keep,"On 3 occasions I created multiple notes extended period time I became reliant notes details To Do lists, ALL notes disappear. This may long year collection notes. They archived, trash, stored location I find. All I relied disappears. Perhaps backup function, I ever find it.",Negative,-0.025,0.2
+Google Keep,"I like Keep, I've serious issues widget Huawei P20. At first show notes, said ""Loading"", I can't even drag widget homescreen. When I drag drop enough space anything!",Negative,-0.056666666666666664,0.3283333333333333
+Google Keep,After latest update able put google keep widget home screen. My device Huawei Mate 10 running oreo 8.1 Huawei P10 8.1 . This working fine since yesterday suddenly widget crashed able load widget.,Positive,0.38333333333333336,0.63
+Google Keep,"The complaint I fact widget work due ""not able read data"". I would continue using ya'll fix widget problem Thanks understanding",Negative,-0.11875000000000001,0.35
+Google Keep,Please list bugs fixed. Don't shy. Does still throw characters editing? I repeat: Stop flashy dodgy hacks.,Negative,-0.3,0.39999999999999997
+Google Keep,"Keep used great capturing ideas information, sharing across devices - phone, tablets, PC etc. The auto syncing function working well (may days see info entered another device) many months now, defeats purpose app. I cannot even sync manually Settings. This problem reported good deal internet Google, problem remains unsolved. I considering going another now.",Positive,0.6666666666666666,0.6166666666666667
+Google Keep,"There bug consists checkboxes lists move back I moved down. It takes seconds then, sometimes, list item moving back old position. I spotted good data connection, syncing issue.",Positive,0.1288888888888889,0.2177777777777778
+Google Keep,"This quite useful handle share devices computers notes lists. But absolutely sorting option lists: creation date, alphabetically. It spoils interest it. I hope added soon.",Positive,0.25,0.45
+Google Keep,Love app. I've using lists reminders linked calendar especially useful diary. I've making notes summer weather reference years come particularly hot year. Much better Samsung Notes. I like fact syncs notes across devices.,Positive,0.4625,0.48750000000000004
+Google Keep,"little short becoming greatest - Must haves- 1. Ability add word, pdf, ppt docs directly notes. And able search words within them. 2. S-Pen writing features could enhanced. 3. List view could added displays note titles. 4. The ability take notes offline case limited / cellular connectivity would great feature. 5. Ability crop / edit photos. 6. Crop photos within note. 7.Add Templates tables filled hand writing / s-pen / stylus. 8. Auto detect correct manual drawing Geometrical shapes like triangle, square circle etc could added hand writing pad.",Positive,0.3323412698412698,0.6075396825396826
+Google Keep,Used good. The autocomplete suggestions can't turn absolutely trash. Not even worth keeping installed thing.,Positive,0.39999999999999997,0.5333333333333333
+Google Keep,The great I regular basis I would like suggest ideas widget I liked Samsung notes. The transperancy widget nice add plus widget title content specific note,Positive,0.4,0.5503846153846154
+Google Keep,"Set new Galaxy S9 installed app. But notifications working. I even set priority high, notification appearing - someone help??",Positive,0.1481818181818182,0.4972727272727272
+Google Keep,Doesn't allow utobpaste text pixel XL 2. What's point note allow paste notes type.,Neutral,0.0,0.0
+Google Keep,"Everything fine now, I can't add keep widget home screen. In launchers selection widget nothing, others widget even listed.",Positive,0.4166666666666667,0.5
+Google Keep,"Unable create widget ! Even restarting, uninstall reinstall app, still unable create widget phone (Huawei P20 pro)",Negative,-0.5625,0.5
+Google Keep,Please bring back soon nearby reminders. Now shows fired reminders sorted date shows recently fired reminders top.... Which frustrating,Positive,0.024999999999999994,0.4125
+Google Keep,I wish could record sound audio voice. I'm musician frustrating write lyrics able put audio file it.,Positive,0.16666666666666666,0.6416666666666667
+Google Keep,"I Like The Sync Google Chrome ! But The Spellchecker Still Missing ! Hope add next Update , So Use This instead Samsung Memo :) !",Positive,0.125,0.35000000000000003
+Google Keep,It would great organise notes sections. Like I create notebook called 'august expenses' keep august bills notebook.. Next I create notebook called 'september' keep september bills notebook.,Positive,0.4,0.375
+Google Keep,Can please make default shopping list making Google now? Please? I hate they're separate shopping list online. Please please change this.,Negative,-0.8,0.9
+Google Keep,Please allow add shopping items via Google Home... I hate shopping list want app.,Negative,-0.8,0.9
+Google Keep,"Best app.. keep to-do things, remind notes, schedules even set reminders... Really awesome !!",Positive,1.0,0.65
+Google Keep,Notifications started appearing time. This started happening last couple days. Samsung S8,Neutral,0.0,0.06666666666666667
+Google Keep,"I can't put checkbox specific task. If select checkbox, everything gets checkbox front that's disgusting!",Negative,-0.5,0.5625
+Google Keep,"Dear google team, I think two added color change bold underline option near undo redo option,",Positive,0.21666666666666667,0.5333333333333333
+Google Keep,"I note apps, I like reminder function set location too. I hoping see formatting options text. I given two stars recent update caused reminders longer work. I've missed quite now. I waited hoping see update addressed issue weeks now. Fix two stars.",Neutral,0.0,0.25
+Google Keep,"When I first went looking new reminder location settings, choose from. And I looked Keep, I quite understand would useful me. I decided install it, played around it. Now I can't w/o it! I love I put separate list different stores I go I arrive reminder pops up. And location reminder accurate. I color code shopping list leave reminders w/o color. This way I quickly find shopping list. It's also great I manage via desktop. My complaint I share list Collaborator, drops reminders, notify Collaborator I sent list. I understand Google aware this.",Positive,0.27446969696969703,0.43212121212121213
+Google Keep,"No, Could Start Keep, running apps. Galaxy A5 2015, factory 6.0.1 Android. When expect enable rearange pictures single note? We need folders, book covers anything similar like group notes. COPY & PASTE bad. Inače šta je novo? Searching option note itself. A way add different type files, pictures. And - Multi-window support please",Negative,-0.1928571428571428,0.47023809523809523
+Google Keep,I excited using app.... I used day course...to plam meetings. But past 20 days I'm able REMINDER option. I enabling reminder popping up....... Can help reason soon,Positive,0.20833333333333334,0.5416666666666666
+Google Keep,"It deleted notes. I've making notes since 2014/2013. So I've written lot important things. Then today whilst making note suddenly stopped I went back in, notes gone. I want notes back. Please work bug somehow give back notes",Positive,0.08,0.3
+Google Keep,"I hoping Keep feature rich plain old capturing thoughts tons software around. I using Evernote good things I wish Keep replicate are: - Capturing business cards. I like Evernote lets together meeting notes I tell I met I first met person - Based business cards I captures, search additional professional information via LinkedIn - Based enter, show related notes, persons, places, etc",Positive,0.18724489795918367,0.3914965986394558
+Google Keep,"awful anxiety, depression, suicidal thoughts. i've keeping list, write poems thoughts day, could finally go therapy notes. idea thankful exist.",Negative,-0.5,1.0
+Google Keep,"Pretty good daily use. But still need improvements. There's bug I'm trying open old drawing notes. It cropped half contents (even worse, note saved automatically half cropped). You guys take look glitch.",Positive,0.039583333333333345,0.4041666666666667
+Google Keep,"Very nice using it. It helps many ways. But still customers know this. I wish get quickly. My kind request members, days. You'll like full.",Positive,0.5575,0.7375
+Google Keep,"okay, favourite apps, UNTIL IT STARTED DELETING NOTES ACROSS ALL MY DEVICES. yeah. days ago, lost ton notes bunch notes reverted older versions. no, forgetting hit sync, issue EVERY DEVICE. wo yeah, recommend considering friend's told also relate. sad. write anything important down.",Positive,0.08222222222222222,0.6244444444444444
+Google Keep,"My con I add something list bottom drag way top. I'm sure makes sense I would like able add lists top AND bottom, bottom.",Positive,0.38,0.5169444444444444
+Google Keep,"There's huge problem handling images. 1. Images cannot seen full screen, white bar covers top good reason. Pls allow images go full screen opened note. ONE NOTE DOES ALLOW FOR FULL SCREEN IMAGES 2. High resolution images look completely distorted first phones. However become clear pen icon pressed edit saved again, resolution drops clarity maintained saved again. Pls fix this. I complaining since last many years.",Positive,0.28923076923076924,0.45179487179487177
+Google Keep,"The good overall. The reminder times stick. You change settings, next day, back Google's defaults. I reminders lot I can't customize them. It's frustrating enough make look alternative.",Positive,0.04999999999999999,0.3333333333333333
+Google Keep,"A feedback google team - In settings, add kind pin passcode protection like onedrive (4digit PIN reqd open app). I keep sensitive data (it's easy use) want protected unwanted access people phone",Positive,0.2833333333333333,0.7833333333333333
+Google Keep,Not good 1000 notes large number notes.. list becomes long.. please provide option see heading note.. also creation date also important must visible near heading... two things important lack two options I need install app.. Please update upcoming releases. And also possible something sorting... Since many users take seriously want mess things.. hence need ways organize stuff. Thank,Positive,0.07059523809523811,0.6170238095238096
+Google Keep,"On 3 occasions I created multiple notes extended period time I became reliant notes details To Do lists, ALL notes disappear. This may long year collection notes. They archived, trash, stored location I find. All I relied disappears. Perhaps backup function, I ever find it.",Negative,-0.025,0.2
+Google Keep,"I like Keep, I've serious issues widget Huawei P20. At first show notes, said ""Loading"", I can't even drag widget homescreen. When I drag drop enough space anything!",Negative,-0.056666666666666664,0.3283333333333333
+Google Keep,After latest update able put google keep widget home screen. My device Huawei Mate 10 running oreo 8.1 Huawei P10 8.1 . This working fine since yesterday suddenly widget crashed able load widget.,Positive,0.38333333333333336,0.63
+Google Keep,"The complaint I fact widget work due ""not able read data"". I would continue using ya'll fix widget problem Thanks understanding",Negative,-0.11875000000000001,0.35
+Google Keep,Please list bugs fixed. Don't shy. Does still throw characters editing? I repeat: Stop flashy dodgy hacks.,Negative,-0.3,0.39999999999999997
+Google Keep,"Keep used great capturing ideas information, sharing across devices - phone, tablets, PC etc. The auto syncing function working well (may days see info entered another device) many months now, defeats purpose app. I cannot even sync manually Settings. This problem reported good deal internet Google, problem remains unsolved. I considering going another now.",Positive,0.6666666666666666,0.6166666666666667
+Google Keep,"There bug consists checkboxes lists move back I moved down. It takes seconds then, sometimes, list item moving back old position. I spotted good data connection, syncing issue.",Positive,0.1288888888888889,0.2177777777777778
+Google Keep,"This quite useful handle share devices computers notes lists. But absolutely sorting option lists: creation date, alphabetically. It spoils interest it. I hope added soon.",Positive,0.25,0.45
+Google Keep,Love app. I've using lists reminders linked calendar especially useful diary. I've making notes summer weather reference years come particularly hot year. Much better Samsung Notes. I like fact syncs notes across devices.,Positive,0.4625,0.48750000000000004
+Google Keep,"little short becoming greatest - Must haves- 1. Ability add word, pdf, ppt docs directly notes. And able search words within them. 2. S-Pen writing features could enhanced. 3. List view could added displays note titles. 4. The ability take notes offline case limited / cellular connectivity would great feature. 5. Ability crop / edit photos. 6. Crop photos within note. 7.Add Templates tables filled hand writing / s-pen / stylus. 8. Auto detect correct manual drawing Geometrical shapes like triangle, square circle etc could added hand writing pad.",Positive,0.3323412698412698,0.6075396825396826
+Google Keep,Used good. The autocomplete suggestions can't turn absolutely trash. Not even worth keeping installed thing.,Positive,0.39999999999999997,0.5333333333333333
+Google Keep,The great I regular basis I would like suggest ideas widget I liked Samsung notes. The transperancy widget nice add plus widget title content specific note,Positive,0.4,0.5503846153846154
+Google Keep,"Set new Galaxy S9 installed app. But notifications working. I even set priority high, notification appearing - someone help??",Positive,0.1481818181818182,0.4972727272727272
+Google Keep,Doesn't allow utobpaste text pixel XL 2. What's point note allow paste notes type.,Neutral,0.0,0.0
+Google Keep,"Everything fine now, I can't add keep widget home screen. In launchers selection widget nothing, others widget even listed.",Positive,0.4166666666666667,0.5
+Google Keep,"Unable create widget ! Even restarting, uninstall reinstall app, still unable create widget phone (Huawei P20 pro)",Negative,-0.5625,0.5
+Google Keep,Please bring back soon nearby reminders. Now shows fired reminders sorted date shows recently fired reminders top.... Which frustrating,Positive,0.024999999999999994,0.4125
+Google Keep,I wish could record sound audio voice. I'm musician frustrating write lyrics able put audio file it.,Positive,0.16666666666666666,0.6416666666666667
+Google Keep,"I Like The Sync Google Chrome ! But The Spellchecker Still Missing ! Hope add next Update , So Use This instead Samsung Memo :) !",Positive,0.125,0.35000000000000003
+Google Keep,It would great organise notes sections. Like I create notebook called 'august expenses' keep august bills notebook.. Next I create notebook called 'september' keep september bills notebook.,Positive,0.4,0.375
+Google Keep,Can please make default shopping list making Google now? Please? I hate they're separate shopping list online. Please please change this.,Negative,-0.8,0.9
+Google Keep,Please allow add shopping items via Google Home... I hate shopping list want app.,Negative,-0.8,0.9
+Google Keep,"Best app.. keep to-do things, remind notes, schedules even set reminders... Really awesome !!",Positive,1.0,0.65
+Google Keep,Notifications started appearing time. This started happening last couple days. Samsung S8,Neutral,0.0,0.06666666666666667
+Google Keep,"I can't put checkbox specific task. If select checkbox, everything gets checkbox front that's disgusting!",Negative,-0.5,0.5625
+Google Keep,"I note apps, I like reminder function set location too. I hoping see formatting options text. I given two stars recent update caused reminders longer work. I've missed quite now. I waited hoping see update addressed issue weeks now. Fix two stars.",Neutral,0.0,0.25
+Google Keep,"When I first went looking new reminder location settings, choose from. And I looked Keep, I quite understand would useful me. I decided install it, played around it. Now I can't w/o it! I love I put separate list different stores I go I arrive reminder pops up. And location reminder accurate. I color code shopping list leave reminders w/o color. This way I quickly find shopping list. It's also great I manage via desktop. My complaint I share list Collaborator, drops reminders, notify Collaborator I sent list. I understand Google aware this.",Positive,0.27446969696969703,0.43212121212121213
+Google Keep,"No, Could Start Keep, running apps. Galaxy A5 2015, factory 6.0.1 Android. When expect enable rearange pictures single note? We need folders, book covers anything similar like group notes. COPY & PASTE bad. Inače šta je novo? Searching option note itself. A way add different type files, pictures. And - Multi-window support please",Negative,-0.1928571428571428,0.47023809523809523
+Google Keep,I excited using app.... I used day course...to plam meetings. But past 20 days I'm able REMINDER option. I enabling reminder popping up....... Can help reason soon,Positive,0.20833333333333334,0.5416666666666666
+Google Keep,"It deleted notes. I've making notes since 2014/2013. So I've written lot important things. Then today whilst making note suddenly stopped I went back in, notes gone. I want notes back. Please work bug somehow give back notes",Positive,0.08,0.3
+Google Keep,"I hoping Keep feature rich plain old capturing thoughts tons software around. I using Evernote good things I wish Keep replicate are: - Capturing business cards. I like Evernote lets together meeting notes I tell I met I first met person - Based business cards I captures, search additional professional information via LinkedIn - Based enter, show related notes, persons, places, etc",Positive,0.18724489795918367,0.3914965986394558
+Google Keep,"awful anxiety, depression, suicidal thoughts. i've keeping list, write poems thoughts day, could finally go therapy notes. idea thankful exist.",Negative,-0.5,1.0
+Google Keep,"Pretty good daily use. But still need improvements. There's bug I'm trying open old drawing notes. It cropped half contents (even worse, note saved automatically half cropped). You guys take look glitch.",Positive,0.039583333333333345,0.4041666666666667
+Google Keep,"Very nice using it. It helps many ways. But still customers know this. I wish get quickly. My kind request members, days. You'll like full.",Positive,0.5575,0.7375
+Google Keep,"okay, favourite apps, UNTIL IT STARTED DELETING NOTES ACROSS ALL MY DEVICES. yeah. days ago, lost ton notes bunch notes reverted older versions. no, forgetting hit sync, issue EVERY DEVICE. wo yeah, recommend considering friend's told also relate. sad. write anything important down.",Positive,0.08222222222222222,0.6244444444444444
+Google Keep,"My con I add something list bottom drag way top. I'm sure makes sense I would like able add lists top AND bottom, bottom.",Positive,0.38,0.5169444444444444
+Google Keep,"There's huge problem handling images. 1. Images cannot seen full screen, white bar covers top good reason. Pls allow images go full screen opened note. ONE NOTE DOES ALLOW FOR FULL SCREEN IMAGES 2. High resolution images look completely distorted first phones. However become clear pen icon pressed edit saved again, resolution drops clarity maintained saved again. Pls fix this. I complaining since last many years.",Positive,0.28923076923076924,0.45179487179487177
+Google Keep,"The good overall. The reminder times stick. You change settings, next day, back Google's defaults. I reminders lot I can't customize them. It's frustrating enough make look alternative.",Positive,0.04999999999999999,0.3333333333333333
+Google Keep,"A feedback google team - In settings, add kind pin passcode protection like onedrive (4digit PIN reqd open app). I keep sensitive data (it's easy use) want protected unwanted access people phone",Positive,0.2833333333333333,0.7833333333333333
+Google Keep,Not good 1000 notes large number notes.. list becomes long.. please provide option see heading note.. also creation date also important must visible near heading... two things important lack two options I need install app.. Please update upcoming releases. And also possible something sorting... Since many users take seriously want mess things.. hence need ways organize stuff. Thank,Positive,0.07059523809523811,0.6170238095238096
+Google Keep,"On 3 occasions I created multiple notes extended period time I became reliant notes details To Do lists, ALL notes disappear. This may long year collection notes. They archived, trash, stored location I find. All I relied disappears. Perhaps backup function, I ever find it.",Negative,-0.025,0.2
+Google Keep,"I like Keep, I've serious issues widget Huawei P20. At first show notes, said ""Loading"", I can't even drag widget homescreen. When I drag drop enough space anything!",Negative,-0.056666666666666664,0.3283333333333333
+Google Keep,After latest update able put google keep widget home screen. My device Huawei Mate 10 running oreo 8.1 Huawei P10 8.1 . This working fine since yesterday suddenly widget crashed able load widget.,Positive,0.38333333333333336,0.63
+Google Keep,"The complaint I fact widget work due ""not able read data"". I would continue using ya'll fix widget problem Thanks understanding",Negative,-0.11875000000000001,0.35
+Google Keep,Please list bugs fixed. Don't shy. Does still throw characters editing? I repeat: Stop flashy dodgy hacks.,Negative,-0.3,0.39999999999999997
+Google Keep,"Keep used great capturing ideas information, sharing across devices - phone, tablets, PC etc. The auto syncing function working well (may days see info entered another device) many months now, defeats purpose app. I cannot even sync manually Settings. This problem reported good deal internet Google, problem remains unsolved. I considering going another now.",Positive,0.6666666666666666,0.6166666666666667
+Google Keep,"There bug consists checkboxes lists move back I moved down. It takes seconds then, sometimes, list item moving back old position. I spotted good data connection, syncing issue.",Positive,0.1288888888888889,0.2177777777777778
+Google Keep,"This quite useful handle share devices computers notes lists. But absolutely sorting option lists: creation date, alphabetically. It spoils interest it. I hope added soon.",Positive,0.25,0.45
+Google Keep,Love app. I've using lists reminders linked calendar especially useful diary. I've making notes summer weather reference years come particularly hot year. Much better Samsung Notes. I like fact syncs notes across devices.,Positive,0.4625,0.48750000000000004
+Google Keep,"little short becoming greatest - Must haves- 1. Ability add word, pdf, ppt docs directly notes. And able search words within them. 2. S-Pen writing features could enhanced. 3. List view could added displays note titles. 4. The ability take notes offline case limited / cellular connectivity would great feature. 5. Ability crop / edit photos. 6. Crop photos within note. 7.Add Templates tables filled hand writing / s-pen / stylus. 8. Auto detect correct manual drawing Geometrical shapes like triangle, square circle etc could added hand writing pad.",Positive,0.3323412698412698,0.6075396825396826
+Google Keep,Used good. The autocomplete suggestions can't turn absolutely trash. Not even worth keeping installed thing.,Positive,0.39999999999999997,0.5333333333333333
+Google Keep,The great I regular basis I would like suggest ideas widget I liked Samsung notes. The transperancy widget nice add plus widget title content specific note,Positive,0.4,0.5503846153846154
+Google Keep,"Set new Galaxy S9 installed app. But notifications working. I even set priority high, notification appearing - someone help??",Positive,0.1481818181818182,0.4972727272727272
+Google Keep,Doesn't allow utobpaste text pixel XL 2. What's point note allow paste notes type.,Neutral,0.0,0.0
+Google Keep,"Everything fine now, I can't add keep widget home screen. In launchers selection widget nothing, others widget even listed.",Positive,0.4166666666666667,0.5
+Google Keep,"Unable create widget ! Even restarting, uninstall reinstall app, still unable create widget phone (Huawei P20 pro)",Negative,-0.5625,0.5
+Google Keep,Please bring back soon nearby reminders. Now shows fired reminders sorted date shows recently fired reminders top.... Which frustrating,Positive,0.024999999999999994,0.4125
+Google Keep,I wish could record sound audio voice. I'm musician frustrating write lyrics able put audio file it.,Positive,0.16666666666666666,0.6416666666666667
+Google Keep,"I Like The Sync Google Chrome ! But The Spellchecker Still Missing ! Hope add next Update , So Use This instead Samsung Memo :) !",Positive,0.125,0.35000000000000003
+Google Keep,It would great organise notes sections. Like I create notebook called 'august expenses' keep august bills notebook.. Next I create notebook called 'september' keep september bills notebook.,Positive,0.4,0.375
+Google Keep,Can please make default shopping list making Google now? Please? I hate they're separate shopping list online. Please please change this.,Negative,-0.8,0.9
+Google Keep,Please allow add shopping items via Google Home... I hate shopping list want app.,Negative,-0.8,0.9
+Google Keep,"Best app.. keep to-do things, remind notes, schedules even set reminders... Really awesome !!",Positive,1.0,0.65
+Google Keep,Notifications started appearing time. This started happening last couple days. Samsung S8,Neutral,0.0,0.06666666666666667
+Google Keep,"I can't put checkbox specific task. If select checkbox, everything gets checkbox front that's disgusting!",Negative,-0.5,0.5625
+Google My Business,When I try change cover photo ends posting new post. So damn frustrating!!,Negative,-0.24431818181818182,0.6772727272727272
+Google My Business,I can't post pics videos even I able change profile pic n cover photo Pls fix asap,Positive,0.5,0.625
+Google My Business,"Thanks disabling business page reason, awful model thousands pig path used based function. Awful. If put effort verified would kill honour side deal?",Negative,-0.6,0.7333333333333334
+Google My Business,Already I created business account using email starting getting message chose Google account manage business,Neutral,0.0,0.1
+Google My Business,I installed load anything. I get spinning loading circle nothing ever happens.,Neutral,0.0,0.0
+Google My Business,We dealing refrigeration air conditioning Spares accessories. I tried make company's profile relevant option category search kindly help matter. City: Ahmedabad country: india,Positive,0.5,0.9
+Google My Business,"Love app, help improve business. Thank much",Positive,0.35,0.4
+Google My Business,It's best ever small business ...,Positive,0.375,0.35
+Google My Business,I tried many times get issue solved every time customer care said different things,Positive,0.25,0.55
+Google My Business,My create post visible ...kindly fix .,Neutral,0.0,0.0
+Google My Business,Easy small business.,Positive,0.09166666666666667,0.6166666666666667
+Google My Business,These shows different location,Neutral,0.0,0.6
+Google My Business,Worst able verify business something great managing experience.,Positive,0.10000000000000002,0.7916666666666666
+Google My Business,nan,nan,nan,nan
+Google My Business,Very nice business,Positive,0.78,1.0
+Google My Business,"Decent, unable change cover photos background photos. Please fix",Negative,-0.16666666666666669,0.5833333333333333
+Google My Business,All type sofa mattress repairing and manfishing,Neutral,0.0,0.0
+Google My Business,Want business,Neutral,0.0,0.0
+Google My Business,My business khandaker pharmacy,Neutral,0.0,0.0
+Google My Business,Thanks google,Positive,0.2,0.2
+Google My Business,This useful..,Positive,0.3,0.0
+Google My Business,Money cost high,Positive,0.16,0.5399999999999999
+Google My Business,"Easy use, updates",Positive,0.43333333333333335,0.8333333333333334
+Google My Business,Gin functioning,Neutral,0.0,0.0
+Google My Business,Good innovative,Positive,0.6,0.8
+Google My Business,It's best one. Thanks . It's amazing online business,Positive,0.6,0.4666666666666666
+Google My Business,Google map,Neutral,0.0,0.0
+Google My Business,Very good,Positive,0.9099999999999999,0.7800000000000001
+Google My Business,Excellent types Business,Positive,1.0,1.0
+Google My Business,worked,Neutral,0.0,0.0
+Google My Business,awsm app..,Neutral,0.0,0.0
+Google My Business,Useful business,Positive,0.3,0.0
+Google My Business,Tnx,Neutral,0.0,0.0
+Google My Business,Eight,Neutral,0.0,0.0
+Google My Business,Good,Positive,0.7,0.6000000000000001
+Google My Business,Nice,Positive,0.6,1.0
+Google My Business,Very important business,Positive,0.52,1.0
+Google My Business,Very good apo,Positive,0.9099999999999999,0.7800000000000001
+Google My Business,Good,Positive,0.7,0.6000000000000001
+Google My Business,Nice,Positive,0.6,1.0
+Google My Business,When I try change cover photo ends posting new post. So damn frustrating!!,Negative,-0.24431818181818182,0.6772727272727272
+Google My Business,I can't post pics videos even I able change profile pic n cover photo Pls fix asap,Positive,0.5,0.625
+Google My Business,"Thanks disabling business page reason, awful model thousands pig path used based function. Awful. If put effort verified would kill honour side deal?",Negative,-0.6,0.7333333333333334
+Google My Business,Already I created business account using email starting getting message chose Google account manage business,Neutral,0.0,0.1
+Google My Business,I installed load anything. I get spinning loading circle nothing ever happens.,Neutral,0.0,0.0
+Google My Business,We dealing refrigeration air conditioning Spares accessories. I tried make company's profile relevant option category search kindly help matter. City: Ahmedabad country: india,Positive,0.5,0.9
+Google My Business,"Love app, help improve business. Thank much",Positive,0.35,0.4
+Google My Business,It's best ever small business ...,Positive,0.375,0.35
+Google My Business,I tried many times get issue solved every time customer care said different things,Positive,0.25,0.55
+Google My Business,My create post visible ...kindly fix .,Neutral,0.0,0.0
+Google My Business,Easy small business.,Positive,0.09166666666666667,0.6166666666666667
+Google My Business,These shows different location,Neutral,0.0,0.6
+Google My Business,Worst able verify business something great managing experience.,Positive,0.10000000000000002,0.7916666666666666
+Google My Business,nan,nan,nan,nan
+Google My Business,Very nice business,Positive,0.78,1.0
+Google My Business,"Decent, unable change cover photos background photos. Please fix",Negative,-0.16666666666666669,0.5833333333333333
+Google My Business,All type sofa mattress repairing and manfishing,Neutral,0.0,0.0
+Google My Business,Want business,Neutral,0.0,0.0
+Google My Business,My business khandaker pharmacy,Neutral,0.0,0.0
+Google My Business,Thanks google,Positive,0.2,0.2
+Google My Business,This useful..,Positive,0.3,0.0
+Google My Business,Money cost high,Positive,0.16,0.5399999999999999
+Google My Business,"Easy use, updates",Positive,0.43333333333333335,0.8333333333333334
+Google My Business,Gin functioning,Neutral,0.0,0.0
+Google My Business,Good innovative,Positive,0.6,0.8
+Google My Business,It's best one. Thanks . It's amazing online business,Positive,0.6,0.4666666666666666
+Google My Business,Google map,Neutral,0.0,0.0
+Google My Business,Very good,Positive,0.9099999999999999,0.7800000000000001
+Google My Business,Excellent types Business,Positive,1.0,1.0
+Google My Business,worked,Neutral,0.0,0.0
+Google My Business,awsm app..,Neutral,0.0,0.0
+Google My Business,Useful business,Positive,0.3,0.0
+Google My Business,Tnx,Neutral,0.0,0.0
+Google My Business,Eight,Neutral,0.0,0.0
+Google My Business,Good,Positive,0.7,0.6000000000000001
+Google My Business,Nice,Positive,0.6,1.0
+Google My Business,Very important business,Positive,0.52,1.0
+Google My Business,Very good apo,Positive,0.9099999999999999,0.7800000000000001
+Google My Business,Good,Positive,0.7,0.6000000000000001
+Google My Business,Nice,Positive,0.6,1.0
+Google My Business,When I try change cover photo ends posting new post. So damn frustrating!!,Negative,-0.24431818181818182,0.6772727272727272
+Google My Business,I can't post pics videos even I able change profile pic n cover photo Pls fix asap,Positive,0.5,0.625
+Google My Business,"Thanks disabling business page reason, awful model thousands pig path used based function. Awful. If put effort verified would kill honour side deal?",Negative,-0.6,0.7333333333333334
+Google My Business,Already I created business account using email starting getting message chose Google account manage business,Neutral,0.0,0.1
+Google My Business,I installed load anything. I get spinning loading circle nothing ever happens.,Neutral,0.0,0.0
+Google My Business,We dealing refrigeration air conditioning Spares accessories. I tried make company's profile relevant option category search kindly help matter. City: Ahmedabad country: india,Positive,0.5,0.9
+Google My Business,"Love app, help improve business. Thank much",Positive,0.35,0.4
+Google My Business,It's best ever small business ...,Positive,0.375,0.35
+Google My Business,I tried many times get issue solved every time customer care said different things,Positive,0.25,0.55
+Google My Business,My create post visible ...kindly fix .,Neutral,0.0,0.0
+Google My Business,Easy small business.,Positive,0.09166666666666667,0.6166666666666667
+Google My Business,These shows different location,Neutral,0.0,0.6
+Google My Business,Worst able verify business something great managing experience.,Positive,0.10000000000000002,0.7916666666666666
+Google My Business,nan,nan,nan,nan
+Google My Business,Very nice business,Positive,0.78,1.0
+Google My Business,"Decent, unable change cover photos background photos. Please fix",Negative,-0.16666666666666669,0.5833333333333333
+Google My Business,All type sofa mattress repairing and manfishing,Neutral,0.0,0.0
+Google My Business,Want business,Neutral,0.0,0.0
+Google My Business,My business khandaker pharmacy,Neutral,0.0,0.0
+Google My Business,Thanks google,Positive,0.2,0.2
+Google My Business,This useful..,Positive,0.3,0.0
+Google My Business,Money cost high,Positive,0.16,0.5399999999999999
+Google My Business,"Easy use, updates",Positive,0.43333333333333335,0.8333333333333334
+Google My Business,Gin functioning,Neutral,0.0,0.0
+Google My Business,Good innovative,Positive,0.6,0.8
+Google My Business,It's best one. Thanks . It's amazing online business,Positive,0.6,0.4666666666666666
+Google My Business,Google map,Neutral,0.0,0.0
+Google My Business,Very good,Positive,0.9099999999999999,0.7800000000000001
+Google My Business,Excellent types Business,Positive,1.0,1.0
+Google My Business,worked,Neutral,0.0,0.0
+Google My Business,awsm app..,Neutral,0.0,0.0
+Google My Business,Useful business,Positive,0.3,0.0
+Google My Business,Tnx,Neutral,0.0,0.0
+Google My Business,Eight,Neutral,0.0,0.0
+Google My Business,Good,Positive,0.7,0.6000000000000001
+Google My Business,Nice,Positive,0.6,1.0
+Google My Business,Very important business,Positive,0.52,1.0
+Google My Business,Very good apo,Positive,0.9099999999999999,0.7800000000000001
+Google My Business,Good,Positive,0.7,0.6000000000000001
+Google My Business,Nice,Positive,0.6,1.0
+Google News,"I disabled phone. I read lot news wanted try out. However, week I blown 400 MB data plan. My news kind data whole month! Share function designed Crack-head, I share 2 sources always show end list. Why Android 8 different sharing dialogs?",Positive,0.16249999999999998,0.55
+Google News,"Large photos videos begin automatically. Initially I liked look, scroll lot looking headlines. It took figure settings tap picture top right corner. Turn mini cards disable automatic videos much better. Glad I found I going uninstall go back old version.",Positive,0.3375,0.4955357142857143
+Google News,"Still dark mode especially dark widget? And would better widget sizes, one, possibility CHOOSE news widget (and home page). Second thing, news going like two hours ago, three hours, 12 hours. Then three hours. Really? You're light years away News Republic example. And no, I want fill request forum, reviews requests. Will back make dark mode...",Positive,0.06250000000000001,0.375
+Google News,"The earlier News Weather zillion times better. Minimalistic functional. This gloss substance. Same observations made users. Dark theme, proper list view (not everyone prefers card view). Good widget support. Oh yes please force news reading preferences/ stories upon me. Bring old News Weather back. Uninstalling till features get added/ fixed.",Positive,0.1388888888888889,0.29166666666666674
+Google News,I fond newstand prior update. The new ui sure looks better I lost connection magazines types articles I liked reading. I enjoyed multitude articles previous version gave me. Now I feel I'm given specifically curated content. Newstand far favorite news app.,Positive,0.29663299663299664,0.6122334455667789
+Google News,"Well, I think looks nice, like others mentioned, dark mode widget would preferable. Also, concern telling interesting read about. I like kind control indication future news information Google, I think I moving something liking.",Positive,0.30999999999999994,0.585
+Google News,"Best news yet. The stories relevant interests I love I block news sources well. WSJ, NY Times etc make pay read articles sometimes I mistake. Now I block I accidentally try read met pay wall.",Positive,0.6333333333333333,0.6
+Google News,"The brings really interesting news everytime I open article load says error occured I open external browser. This issue occurs oneplus galaxy s7. This really good potential, shame work.",Positive,0.19999999999999998,0.5333333333333333
+Google News,"Constantly bombarded irrelevant news celebrities, soaps football teams I absolutely interest in. I'm beginning get bored repeatedly 'fewer stories like this' button see articles turn again. I'll give another week removing app.",Negative,-0.2,0.8083333333333333
+Google News,"Everything fine, EXCEPT stalls Washington Post paywall, asking subscribe offering link Post's I login. The link work, I unable cet past block. So I going back old ""News Weather"" app, Chrome-based bug. FYI, Samsung Galaxy S2 tablet.",Negative,-0.04666666666666666,0.29
+Google News,"The suggested articles great me. I miss ability easily block sources obviously clickbaiters, fine tune pages like sports others, overall good experience. But I also check Quartz, Vox, Flipboard, ProPublica, Politico, Slashdot meta news sites overlooked stories",Positive,0.39166666666666666,0.5305555555555556
+Google News,"I've tried ""Hide stories from..."" several sources continue show up. I've also asked see ""Fewer stories like this"" several subjects several times continue see stories related... example, I've asked see 30+ fewer stories Kylie Jenner keep showing up. No offense, Kylie - goings ons news me. Apple News better - available Android",Positive,0.15,0.21666666666666667
+Google News,nan,nan,nan,nan
+Google News,"Still filling news feed old unwanted articles. Whatever let users choose article's interested in, keep putting utter garbage newsfeeds. I'd say common sense obviously common.",Negative,-0.05,0.54
+Google News,"Took good features old news app, cleaned interface, improved ease digging high level subject categories specific topics covered various publications. Also brought back ability ability remove specific sites feed, useful. Conversley, specify prefer cws sites, thought gh appear effective yet. Overall, great news aggregator",Positive,0.20777777777777776,0.3311111111111111
+Google News,"Considering Google's expertise search algorithms disappointing. Rather apply machine learning find & refine content web, limited list publishers like many apps. Zite wonderfully promptly acquired big money & killed off. This full embedded trackers. Uninstalling.",Positive,0.13979591836734692,0.4275510204081633
+Google News,"The design simple yet elegant features, personalized content sharing capabilities, worked well. However, really struggled preform. Not articles take forever load, even scrolling main feed seemed jutter lag. Love content design, preformance.",Positive,0.2733333333333333,0.4980952380952381
+Google News,Anyway upgrade previous version Google News app? This like early 2000 design. One headline per page color scheme awful. The local news removed. It's alot cumbersome ugly design.,Negative,-0.35333333333333333,0.49333333333333335
+Google News,"While user experience top noch I would love see feature add specific tags/words blacklist I see fkn Trump news headline every day. Please! I want block entire news agencies that, I want dismiss news Trump.",Positive,0.25,0.4625
+Google News,This puts late night talk show hosts I hate feed. No matter many times I 'show less like this' keep reappearing. Please give 'I want see this' option get rid these.,Negative,-0.19166666666666668,0.5166666666666667
+Google News,"Less news stuff. The refresh rate fast, often refreshing I get read story I want read. This needs redesign incorporate good features News & Weather settings control allow users customize things like refresh rate want see News feed. Google, better mess. Please fix it.",Positive,0.25972222222222224,0.49027777777777776
+Google News,Not bad. Looks like uses Google news preferences. Still get stories related things I never clicked. If I go Twitter I get stories news I like. Figured show don't. It news I installed I it. But room better,Positive,0.28333333333333327,0.5222222222222223
+Google News,"After recent issue keeps jumping around. You read article, return main view suddenly back top feed, usually to. Select article. You end opening article multiple times takes forever scroll back were. Sometimes article wanted read gone",Positive,0.05952380952380952,0.19047619047619047
+Google News,"Interface looks nice, complete step back every aspect form previous app. The sources seem comprehensive widget barely functional. Biggest issue all, I'm constantly clicking articles widget takes different bloody article.",Negative,-0.027083333333333334,0.4375
+Google News,"No 'dark' theme? No reason keep installed. My screen darkest setting, laying bed catching things. This impossible use. Wanna know what's better reading Google news? Not staring solid white screen.",Positive,0.08472222222222221,0.48333333333333334
+Google News,"Such disappointment forced questionable performance old bit Apple. No dark theme insane especially green energy saving world, lack topic editing makes Apple too. Not impressed Google.",Negative,-0.34722222222222215,0.5888888888888889
+Google News,To much advertising makes look tacky desperate. I understand Google employees also eat It's distracting whenever I read news ad appears middle top bottom screen. I feel like I'm reading newspaper from1969.,Positive,0.02500000000000001,0.425
+Google News,Very disappointing compared previous versions absolute battery glutton. It's unresponsive blocking sources. No option never allow location tracking bad considering much battery hog already is. Overall I feel I forced find new newsreader strong statement Nexus & Pixel user.,Negative,-0.10855218855218854,0.4701346801346802
+Google News,"I love news section. But handling magazines embarrassing significantly worse previous version app. Google, I beg you... This embarrassing - doesnt remember position magazine I finished reading I archive magazines I'm done with. Come on!",Negative,-0.036111111111111115,0.45555555555555555
+Google News,"This absolute best forced news applications I ever experienced! The important thing promotes concept ""Don't Be Evil"" understanding current interpetations ""Don't"" vs. ""Do"" fluid. My worry Google LCC actually part Google.",Positive,0.14444444444444443,0.5444444444444444
+Google News,"This, replacement Google news & weather, inferior every way. Contains nags including demanding enable location services every time launch it. Lame effort Google's part. It little better new desktop site, I suppose.",Negative,-0.012784090909090912,0.5511363636363636
+Google News,"I like getting news app. It sleek design, really needs dark mode. Also, even setting changed forces articles opened within outside browser. It would really nice opening articles phones default possible. Edit: thanks I'll look it.",Positive,0.1416666666666667,0.4750000000000001
+Google News,"I article Washington Post, I'm subscriber. It asks log in, I do. It log in, I open WP search article. Not end world annoying. I mean, things work??",Negative,-0.37083333333333335,0.6958333333333333
+Google News,"It keeps refreshing I'm trying articles, I access top. So many times, I've seen article I'm interested in, I page refreshes bumps back top. Even I scroll quickly try find again, I'm thwarted another refresh. The content great. Wish would let read it.",Positive,0.4229166666666667,0.53125
+Google News,A intuitive great except inability open hyperlinks consistently. I constantly see error message 'no supported available' even set let Google News open links. Frustrating I really like app's design ease use.,Positive,0.14285714285714288,0.511904761904762
+Google News,"I hate pestered every time I open turn location. I really care much Google thinks improves experience whatever nonsense spouts harvesting usage habits. It's necessary, remember choices I harassed.",Negative,-0.08000000000000002,0.5599999999999999
+Google News,"Update review: resets reading article, annoying. Does give balance coverage news. The algorithm used determine stories viewer sided. Just reject liberal story mean conservative. Opinions indicated summery. Several news articles paid sites indicated summaries. This program seems work better PC mobile.",Negative,-0.153125,0.521875
+Google News,"This well made ui intuitive. It provides tons articles. What awful is, despite Google knowing basically everything me, articles subjects I interested, largely facets subjects me. For example, good 70% pieces Donald Trump. I care him, Republicans, Democrats. I interest Hollywood, celebrities, videogames. I get tons articles. I care software development. But I've twenty years. Articles basics C# use. Frankly, hivemind Fark better job greenlighting news me.",Positive,0.13285714285714284,0.6057142857142856
+Google News,"This used favourite news constantly refreshing fly made pretty much unusable now, since jumps back top list regardless far newsfeed get. Why 'tap update' button like 'Google' I choose I want refresh feed? And I say I'm interested particular subject, stop adding back in!",Positive,0.23636363636363636,0.5242424242424242
+Google News,"Great news aggregator! If scroll far down, start see paid content every articles, annoying, avoidable looking ""sponsored content"" statement.",Positive,0.03611111111111112,0.7347222222222222
+Google News,Love it! My new go news (with OZY). Love way provides full coverage story bunch different sources! With much fake news disinformation world access coverage news sources across political spectrum essential. Don't seek sources reinforce preconceptions. Get different points view challenge everything read. This perfect that.,Positive,0.21113636363636362,0.5804545454545453
+Google News,"I disabled phone. I read lot news wanted try out. However, week I blown 400 MB data plan. My news kind data whole month! Share function designed Crack-head, I share 2 sources always show end list. Why Android 8 different sharing dialogs?",Positive,0.16249999999999998,0.55
+Google News,"Large photos videos begin automatically. Initially I liked look, scroll lot looking headlines. It took figure settings tap picture top right corner. Turn mini cards disable automatic videos much better. Glad I found I going uninstall go back old version.",Positive,0.3375,0.4955357142857143
+Google News,"Still dark mode especially dark widget? And would better widget sizes, one, possibility CHOOSE news widget (and home page). Second thing, news going like two hours ago, three hours, 12 hours. Then three hours. Really? You're light years away News Republic example. And no, I want fill request forum, reviews requests. Will back make dark mode...",Positive,0.06250000000000001,0.375
+Google News,"The earlier News Weather zillion times better. Minimalistic functional. This gloss substance. Same observations made users. Dark theme, proper list view (not everyone prefers card view). Good widget support. Oh yes please force news reading preferences/ stories upon me. Bring old News Weather back. Uninstalling till features get added/ fixed.",Positive,0.1388888888888889,0.29166666666666674
+Google News,I fond newstand prior update. The new ui sure looks better I lost connection magazines types articles I liked reading. I enjoyed multitude articles previous version gave me. Now I feel I'm given specifically curated content. Newstand far favorite news app.,Positive,0.29663299663299664,0.6122334455667789
+Google News,"Well, I think looks nice, like others mentioned, dark mode widget would preferable. Also, concern telling interesting read about. I like kind control indication future news information Google, I think I moving something liking.",Positive,0.30999999999999994,0.585
+Google News,"Best news yet. The stories relevant interests I love I block news sources well. WSJ, NY Times etc make pay read articles sometimes I mistake. Now I block I accidentally try read met pay wall.",Positive,0.6333333333333333,0.6
+Google News,"The brings really interesting news everytime I open article load says error occured I open external browser. This issue occurs oneplus galaxy s7. This really good potential, shame work.",Positive,0.19999999999999998,0.5333333333333333
+Google News,"Constantly bombarded irrelevant news celebrities, soaps football teams I absolutely interest in. I'm beginning get bored repeatedly 'fewer stories like this' button see articles turn again. I'll give another week removing app.",Negative,-0.2,0.8083333333333333
+Google News,"Everything fine, EXCEPT stalls Washington Post paywall, asking subscribe offering link Post's I login. The link work, I unable cet past block. So I going back old ""News Weather"" app, Chrome-based bug. FYI, Samsung Galaxy S2 tablet.",Negative,-0.04666666666666666,0.29
+Google News,"The suggested articles great me. I miss ability easily block sources obviously clickbaiters, fine tune pages like sports others, overall good experience. But I also check Quartz, Vox, Flipboard, ProPublica, Politico, Slashdot meta news sites overlooked stories",Positive,0.39166666666666666,0.5305555555555556
+Google News,"I've tried ""Hide stories from..."" several sources continue show up. I've also asked see ""Fewer stories like this"" several subjects several times continue see stories related... example, I've asked see 30+ fewer stories Kylie Jenner keep showing up. No offense, Kylie - goings ons news me. Apple News better - available Android",Positive,0.15,0.21666666666666667
+Google News,nan,nan,nan,nan
+Google News,"Still filling news feed old unwanted articles. Whatever let users choose article's interested in, keep putting utter garbage newsfeeds. I'd say common sense obviously common.",Negative,-0.05,0.54
+Google News,"Took good features old news app, cleaned interface, improved ease digging high level subject categories specific topics covered various publications. Also brought back ability ability remove specific sites feed, useful. Conversley, specify prefer cws sites, thought gh appear effective yet. Overall, great news aggregator",Positive,0.20777777777777776,0.3311111111111111
+Google News,"Considering Google's expertise search algorithms disappointing. Rather apply machine learning find & refine content web, limited list publishers like many apps. Zite wonderfully promptly acquired big money & killed off. This full embedded trackers. Uninstalling.",Positive,0.13979591836734692,0.4275510204081633
+Google News,"The design simple yet elegant features, personalized content sharing capabilities, worked well. However, really struggled preform. Not articles take forever load, even scrolling main feed seemed jutter lag. Love content design, preformance.",Positive,0.2733333333333333,0.4980952380952381
+Google News,Anyway upgrade previous version Google News app? This like early 2000 design. One headline per page color scheme awful. The local news removed. It's alot cumbersome ugly design.,Negative,-0.35333333333333333,0.49333333333333335
+Google News,"While user experience top noch I would love see feature add specific tags/words blacklist I see fkn Trump news headline every day. Please! I want block entire news agencies that, I want dismiss news Trump.",Positive,0.25,0.4625
+Google News,This puts late night talk show hosts I hate feed. No matter many times I 'show less like this' keep reappearing. Please give 'I want see this' option get rid these.,Negative,-0.19166666666666668,0.5166666666666667
+Google News,"Less news stuff. The refresh rate fast, often refreshing I get read story I want read. This needs redesign incorporate good features News & Weather settings control allow users customize things like refresh rate want see News feed. Google, better mess. Please fix it.",Positive,0.25972222222222224,0.49027777777777776
+Google News,Not bad. Looks like uses Google news preferences. Still get stories related things I never clicked. If I go Twitter I get stories news I like. Figured show don't. It news I installed I it. But room better,Positive,0.28333333333333327,0.5222222222222223
+Google News,"After recent issue keeps jumping around. You read article, return main view suddenly back top feed, usually to. Select article. You end opening article multiple times takes forever scroll back were. Sometimes article wanted read gone",Positive,0.05952380952380952,0.19047619047619047
+Google News,"Interface looks nice, complete step back every aspect form previous app. The sources seem comprehensive widget barely functional. Biggest issue all, I'm constantly clicking articles widget takes different bloody article.",Negative,-0.027083333333333334,0.4375
+Google News,"No 'dark' theme? No reason keep installed. My screen darkest setting, laying bed catching things. This impossible use. Wanna know what's better reading Google news? Not staring solid white screen.",Positive,0.08472222222222221,0.48333333333333334
+Google News,"Such disappointment forced questionable performance old bit Apple. No dark theme insane especially green energy saving world, lack topic editing makes Apple too. Not impressed Google.",Negative,-0.34722222222222215,0.5888888888888889
+Google News,To much advertising makes look tacky desperate. I understand Google employees also eat It's distracting whenever I read news ad appears middle top bottom screen. I feel like I'm reading newspaper from1969.,Positive,0.02500000000000001,0.425
+Google News,Very disappointing compared previous versions absolute battery glutton. It's unresponsive blocking sources. No option never allow location tracking bad considering much battery hog already is. Overall I feel I forced find new newsreader strong statement Nexus & Pixel user.,Negative,-0.10855218855218854,0.4701346801346802
+Google News,"I love news section. But handling magazines embarrassing significantly worse previous version app. Google, I beg you... This embarrassing - doesnt remember position magazine I finished reading I archive magazines I'm done with. Come on!",Negative,-0.036111111111111115,0.45555555555555555
+Google News,"This absolute best forced news applications I ever experienced! The important thing promotes concept ""Don't Be Evil"" understanding current interpetations ""Don't"" vs. ""Do"" fluid. My worry Google LCC actually part Google.",Positive,0.14444444444444443,0.5444444444444444
+Google News,"This, replacement Google news & weather, inferior every way. Contains nags including demanding enable location services every time launch it. Lame effort Google's part. It little better new desktop site, I suppose.",Negative,-0.012784090909090912,0.5511363636363636
+Google News,"I like getting news app. It sleek design, really needs dark mode. Also, even setting changed forces articles opened within outside browser. It would really nice opening articles phones default possible. Edit: thanks I'll look it.",Positive,0.1416666666666667,0.4750000000000001
+Google News,"I article Washington Post, I'm subscriber. It asks log in, I do. It log in, I open WP search article. Not end world annoying. I mean, things work??",Negative,-0.37083333333333335,0.6958333333333333
+Google News,"It keeps refreshing I'm trying articles, I access top. So many times, I've seen article I'm interested in, I page refreshes bumps back top. Even I scroll quickly try find again, I'm thwarted another refresh. The content great. Wish would let read it.",Positive,0.4229166666666667,0.53125
+Google News,A intuitive great except inability open hyperlinks consistently. I constantly see error message 'no supported available' even set let Google News open links. Frustrating I really like app's design ease use.,Positive,0.14285714285714288,0.511904761904762
+Google News,"I hate pestered every time I open turn location. I really care much Google thinks improves experience whatever nonsense spouts harvesting usage habits. It's necessary, remember choices I harassed.",Negative,-0.08000000000000002,0.5599999999999999
+Google News,"Update review: resets reading article, annoying. Does give balance coverage news. The algorithm used determine stories viewer sided. Just reject liberal story mean conservative. Opinions indicated summery. Several news articles paid sites indicated summaries. This program seems work better PC mobile.",Negative,-0.153125,0.521875
+Google News,"This well made ui intuitive. It provides tons articles. What awful is, despite Google knowing basically everything me, articles subjects I interested, largely facets subjects me. For example, good 70% pieces Donald Trump. I care him, Republicans, Democrats. I interest Hollywood, celebrities, videogames. I get tons articles. I care software development. But I've twenty years. Articles basics C# use. Frankly, hivemind Fark better job greenlighting news me.",Positive,0.13285714285714284,0.6057142857142856
+Google News,"This used favourite news constantly refreshing fly made pretty much unusable now, since jumps back top list regardless far newsfeed get. Why 'tap update' button like 'Google' I choose I want refresh feed? And I say I'm interested particular subject, stop adding back in!",Positive,0.23636363636363636,0.5242424242424242
+Google News,Love it! My new go news (with OZY). Love way provides full coverage story bunch different sources! With much fake news disinformation world access coverage news sources across political spectrum essential. Don't seek sources reinforce preconceptions. Get different points view challenge everything read. This perfect that.,Positive,0.21113636363636362,0.5804545454545453
+Google News,"I disabled phone. I read lot news wanted try out. However, week I blown 400 MB data plan. My news kind data whole month! Share function designed Crack-head, I share 2 sources always show end list. Why Android 8 different sharing dialogs?",Positive,0.16249999999999998,0.55
+Google News,"Large photos videos begin automatically. Initially I liked look, scroll lot looking headlines. It took figure settings tap picture top right corner. Turn mini cards disable automatic videos much better. Glad I found I going uninstall go back old version.",Positive,0.3375,0.4955357142857143
+Google News,"Still dark mode especially dark widget? And would better widget sizes, one, possibility CHOOSE news widget (and home page). Second thing, news going like two hours ago, three hours, 12 hours. Then three hours. Really? You're light years away News Republic example. And no, I want fill request forum, reviews requests. Will back make dark mode...",Positive,0.06250000000000001,0.375
+Google News,"The earlier News Weather zillion times better. Minimalistic functional. This gloss substance. Same observations made users. Dark theme, proper list view (not everyone prefers card view). Good widget support. Oh yes please force news reading preferences/ stories upon me. Bring old News Weather back. Uninstalling till features get added/ fixed.",Positive,0.1388888888888889,0.29166666666666674
+Google News,I fond newstand prior update. The new ui sure looks better I lost connection magazines types articles I liked reading. I enjoyed multitude articles previous version gave me. Now I feel I'm given specifically curated content. Newstand far favorite news app.,Positive,0.29663299663299664,0.6122334455667789
+Google News,"Well, I think looks nice, like others mentioned, dark mode widget would preferable. Also, concern telling interesting read about. I like kind control indication future news information Google, I think I moving something liking.",Positive,0.30999999999999994,0.585
+Google News,"Best news yet. The stories relevant interests I love I block news sources well. WSJ, NY Times etc make pay read articles sometimes I mistake. Now I block I accidentally try read met pay wall.",Positive,0.6333333333333333,0.6
+Google News,"The brings really interesting news everytime I open article load says error occured I open external browser. This issue occurs oneplus galaxy s7. This really good potential, shame work.",Positive,0.19999999999999998,0.5333333333333333
+Google News,"Constantly bombarded irrelevant news celebrities, soaps football teams I absolutely interest in. I'm beginning get bored repeatedly 'fewer stories like this' button see articles turn again. I'll give another week removing app.",Negative,-0.2,0.8083333333333333
+Google News,"Everything fine, EXCEPT stalls Washington Post paywall, asking subscribe offering link Post's I login. The link work, I unable cet past block. So I going back old ""News Weather"" app, Chrome-based bug. FYI, Samsung Galaxy S2 tablet.",Negative,-0.04666666666666666,0.29
+Google News,"The suggested articles great me. I miss ability easily block sources obviously clickbaiters, fine tune pages like sports others, overall good experience. But I also check Quartz, Vox, Flipboard, ProPublica, Politico, Slashdot meta news sites overlooked stories",Positive,0.39166666666666666,0.5305555555555556
+Google News,"I've tried ""Hide stories from..."" several sources continue show up. I've also asked see ""Fewer stories like this"" several subjects several times continue see stories related... example, I've asked see 30+ fewer stories Kylie Jenner keep showing up. No offense, Kylie - goings ons news me. Apple News better - available Android",Positive,0.15,0.21666666666666667
+Google News,nan,nan,nan,nan
+Google News,"Still filling news feed old unwanted articles. Whatever let users choose article's interested in, keep putting utter garbage newsfeeds. I'd say common sense obviously common.",Negative,-0.05,0.54
+Google News,"Took good features old news app, cleaned interface, improved ease digging high level subject categories specific topics covered various publications. Also brought back ability ability remove specific sites feed, useful. Conversley, specify prefer cws sites, thought gh appear effective yet. Overall, great news aggregator",Positive,0.20777777777777776,0.3311111111111111
+Google News,"Considering Google's expertise search algorithms disappointing. Rather apply machine learning find & refine content web, limited list publishers like many apps. Zite wonderfully promptly acquired big money & killed off. This full embedded trackers. Uninstalling.",Positive,0.13979591836734692,0.4275510204081633
+Google News,"The design simple yet elegant features, personalized content sharing capabilities, worked well. However, really struggled preform. Not articles take forever load, even scrolling main feed seemed jutter lag. Love content design, preformance.",Positive,0.2733333333333333,0.4980952380952381
+Google News,Anyway upgrade previous version Google News app? This like early 2000 design. One headline per page color scheme awful. The local news removed. It's alot cumbersome ugly design.,Negative,-0.35333333333333333,0.49333333333333335
+Google News,"While user experience top noch I would love see feature add specific tags/words blacklist I see fkn Trump news headline every day. Please! I want block entire news agencies that, I want dismiss news Trump.",Positive,0.25,0.4625
+Google News,This puts late night talk show hosts I hate feed. No matter many times I 'show less like this' keep reappearing. Please give 'I want see this' option get rid these.,Negative,-0.19166666666666668,0.5166666666666667
+Google News,"Less news stuff. The refresh rate fast, often refreshing I get read story I want read. This needs redesign incorporate good features News & Weather settings control allow users customize things like refresh rate want see News feed. Google, better mess. Please fix it.",Positive,0.25972222222222224,0.49027777777777776
+Google News,Not bad. Looks like uses Google news preferences. Still get stories related things I never clicked. If I go Twitter I get stories news I like. Figured show don't. It news I installed I it. But room better,Positive,0.28333333333333327,0.5222222222222223
+Google News,"After recent issue keeps jumping around. You read article, return main view suddenly back top feed, usually to. Select article. You end opening article multiple times takes forever scroll back were. Sometimes article wanted read gone",Positive,0.05952380952380952,0.19047619047619047
+Google News,"Interface looks nice, complete step back every aspect form previous app. The sources seem comprehensive widget barely functional. Biggest issue all, I'm constantly clicking articles widget takes different bloody article.",Negative,-0.027083333333333334,0.4375
+Google News,"No 'dark' theme? No reason keep installed. My screen darkest setting, laying bed catching things. This impossible use. Wanna know what's better reading Google news? Not staring solid white screen.",Positive,0.08472222222222221,0.48333333333333334
+Google News,"Such disappointment forced questionable performance old bit Apple. No dark theme insane especially green energy saving world, lack topic editing makes Apple too. Not impressed Google.",Negative,-0.34722222222222215,0.5888888888888889
+Google News,To much advertising makes look tacky desperate. I understand Google employees also eat It's distracting whenever I read news ad appears middle top bottom screen. I feel like I'm reading newspaper from1969.,Positive,0.02500000000000001,0.425
+Google News,Very disappointing compared previous versions absolute battery glutton. It's unresponsive blocking sources. No option never allow location tracking bad considering much battery hog already is. Overall I feel I forced find new newsreader strong statement Nexus & Pixel user.,Negative,-0.10855218855218854,0.4701346801346802
+Google News,"I love news section. But handling magazines embarrassing significantly worse previous version app. Google, I beg you... This embarrassing - doesnt remember position magazine I finished reading I archive magazines I'm done with. Come on!",Negative,-0.036111111111111115,0.45555555555555555
+Google News,"This absolute best forced news applications I ever experienced! The important thing promotes concept ""Don't Be Evil"" understanding current interpetations ""Don't"" vs. ""Do"" fluid. My worry Google LCC actually part Google.",Positive,0.14444444444444443,0.5444444444444444
+Google News,"This, replacement Google news & weather, inferior every way. Contains nags including demanding enable location services every time launch it. Lame effort Google's part. It little better new desktop site, I suppose.",Negative,-0.012784090909090912,0.5511363636363636
+Google News,"I like getting news app. It sleek design, really needs dark mode. Also, even setting changed forces articles opened within outside browser. It would really nice opening articles phones default possible. Edit: thanks I'll look it.",Positive,0.1416666666666667,0.4750000000000001
+Google News,"I article Washington Post, I'm subscriber. It asks log in, I do. It log in, I open WP search article. Not end world annoying. I mean, things work??",Negative,-0.37083333333333335,0.6958333333333333
+Google News,"It keeps refreshing I'm trying articles, I access top. So many times, I've seen article I'm interested in, I page refreshes bumps back top. Even I scroll quickly try find again, I'm thwarted another refresh. The content great. Wish would let read it.",Positive,0.4229166666666667,0.53125
+Google News,A intuitive great except inability open hyperlinks consistently. I constantly see error message 'no supported available' even set let Google News open links. Frustrating I really like app's design ease use.,Positive,0.14285714285714288,0.511904761904762
+Google News,"I hate pestered every time I open turn location. I really care much Google thinks improves experience whatever nonsense spouts harvesting usage habits. It's necessary, remember choices I harassed.",Negative,-0.08000000000000002,0.5599999999999999
+Google News,"Update review: resets reading article, annoying. Does give balance coverage news. The algorithm used determine stories viewer sided. Just reject liberal story mean conservative. Opinions indicated summery. Several news articles paid sites indicated summaries. This program seems work better PC mobile.",Negative,-0.153125,0.521875
+Google News,"This well made ui intuitive. It provides tons articles. What awful is, despite Google knowing basically everything me, articles subjects I interested, largely facets subjects me. For example, good 70% pieces Donald Trump. I care him, Republicans, Democrats. I interest Hollywood, celebrities, videogames. I get tons articles. I care software development. But I've twenty years. Articles basics C# use. Frankly, hivemind Fark better job greenlighting news me.",Positive,0.13285714285714284,0.6057142857142856
+Google News,"This used favourite news constantly refreshing fly made pretty much unusable now, since jumps back top list regardless far newsfeed get. Why 'tap update' button like 'Google' I choose I want refresh feed? And I say I'm interested particular subject, stop adding back in!",Positive,0.23636363636363636,0.5242424242424242
+Google PDF Viewer,"Simple gets work done. All basic features icon drawer come way. 4mb size background processes. In short, exactly I wanted. If heavy pdf reader, wrong page. But, enough casual users like me.",Negative,-0.11875000000000002,0.47485119047619045
+Google PDF Viewer,does not read pdf file properly device...always black screen edit: come find black screen move sd card... move back phone works fine.... 5 mb difference... dont mind.,Positive,0.016666666666666673,0.29333333333333333
+Google PDF Viewer,Agonisingly slow load large files. And option highlighting text. Go need basic viewer open small pdf files. PS : It rather add on. You icon launch it. It show try open pdf file.,Negative,-0.055952380952380955,0.39226190476190476
+Google PDF Viewer,There problem unable show PDF file place. But aspect best little size 4 Mb. Otherwise give option even print cloud printer .,Positive,0.10416666666666667,0.43333333333333335
+Google PDF Viewer,"All star reviewers missing point. This lightweight minimalist add-on launches file manager, heavyweight loaded features. It covers basics well. Would people complain bicycle four wheels???",Negative,-0.2,0.05
+Google PDF Viewer,A simple efficient pdf viewer. Doesn't consume much space. But there's problem. I much internal stotage left I moved external storage stopped working. So I moved back internal storage.,Positive,0.028571428571428574,0.09387755102040816
+Google PDF Viewer,"Better Google Drive Viewer Google Drive Viewer intercept downloads frustrating. I've looking PDF viewer supports links, hyperlinks links go another page PDF, table contents. The PDF viewers 2 features bloated many features I need. I think plain PDF viewer added 2 features definitely worth 5 stars anyday.",Positive,0.13714285714285715,0.4714285714285714
+Google PDF Viewer,"I can't see anywhere phone. No icon, nothing. Besides, I can't even try open play store. It shows option uninstall.",Neutral,0.0,0.5
+Google PDF Viewer,This best phone supporting pdf format. I would love give 5 stars I gave three star black light keep coming time. Yashaswini,Positive,0.39666666666666667,0.45666666666666667
+Google PDF Viewer,"What bad could I possibly say. For 3mb size, perfect. Lightweight, fast scrolling without page loading problems. Best I ever had, I tried acrobat, wps office...etc.",Positive,0.30000000000000004,0.7133333333333333
+Google PDF Viewer,Useful basic improved. It's awkward nobody ever noticed painful read A4 sized PDFs five (or even six) inch screens without text wrapping functionalities.,Negative,-0.25,0.50625
+Google PDF Viewer,I know lightweight all. But icon basic feature 'go page' bloat size. Come guys. It's G cares keeping simple. Google infamous bloatware.,Negative,-0.16666666666666666,0.49404761904761907
+Google PDF Viewer,"Al lacks night mode feature made available ,it would help hundreds bedtime readers like read everything efficiently. Overall nice",Positive,0.3333333333333333,0.4666666666666666
+Google PDF Viewer,"I can't find jump page option, pdf viewer without option, pathetic. And I'm missing like see reply developer.",Negative,-0.6,0.525
+Google PDF Viewer,Distorts text printing. Makes grainy blurred. Only exhibits odd behaviour. Other PDF viewers work fine.,Positive,0.031250000000000014,0.53125
+Google PDF Viewer,"I phone, work. I got message w/attachment when I try open tells I need APP, takes google tells load APP......but Page say open (already downloaded) I open ..... Back need app..to open file . Fn stupid",Negative,-0.13333333333333333,0.5
+Google PDF Viewer,"Excellent little size PDF viewing. There bug, moved external storage, shows blank screen instead showing PDF.",Positive,0.203125,0.4
+Google PDF Viewer,Why can't I find icon? It's sleek feature search PDF place rather locate tideous file explorers e-mails,Neutral,0.0,0.0
+Google PDF Viewer,"Absolutely pointless, bother. Would hard give icon way open recent pdfs?",Negative,-0.13541666666666669,0.44791666666666663
+Google PDF Viewer,"It's perfect Google made - simple, easy use, BASIC PDF reader. It job perfectly well, reliable using little space phone. The must pdf reader looking simplicity save memory.",Positive,0.3743055555555556,0.6359126984126985
+Google PDF Viewer,"After installation, create shortcut icon homepage. I even tried searching whole device search results popped up. I know hidden surely coz i'm going settings > apps, see google pdf viewer installed. Need help. Otherwise i'm gonna uninstall it. No keeping it, can't it.",Positive,0.17777777777777778,0.5407407407407407
+Google PDF Viewer,Light smooth.. That's it.. No tools. And touch scroll bar wrong spot gone .No page search.. No word search,Positive,0.10000000000000002,0.7000000000000001
+Google PDF Viewer,"Exactly like users uninstall this, I discovered even open home screen add rather real app. Sigh.",Positive,0.15,0.35000000000000003
+Google PDF Viewer,Really like limited options adjusting page size non user friendly scrolling options. I also like constant ad's popped whenever I tried read anything.,Positive,0.12589285714285714,0.29404761904761906
+Google PDF Viewer,It many glitches rendering PDF files. A shame fast simple.,Positive,0.2333333333333333,0.48571428571428577
+Google PDF Viewer,Great problem switch file need close/go re-open file again.. much comfortable,Positive,0.6000000000000001,0.775
+Google PDF Viewer,"Even though installed, work, recessive even visible tablet's storage. I would've given 5 stars, obstruction same. Thank You",Neutral,0.0,0.125
+Google PDF Viewer,This sync google photo. I getting difficult seek pdf file google photo....,Negative,-0.5,1.0
+Google PDF Viewer,Fantastic I need type consume much memory phone also running smoothly without error........!!,Positive,0.4083333333333334,0.5333333333333333
+Google PDF Viewer,Always prints PDFs blurry esp pixelbook... never problem before.,Neutral,0.0,0.0
+Google PDF Viewer,"This add-on ext. app. I knew I downloaded it. I clicked link view PDF, opened quickly, looked good, allow view PDF browser. It downloads PDF device. It also allow zooming I cannot see documents full page view.",Positive,0.4611111111111111,0.55
+Google PDF Viewer,It slow loading Books. No issues small like 5-6 MB large size 200-300MB fails,Negative,-0.20892857142857144,0.3821428571428572
+Google PDF Viewer,"This function, shows big picture letters PDF screen.",Neutral,0.0,0.1
+Google PDF Viewer,itZz good.but side effects best I would love best time see tomorrow possible need seems pay get great seeing good idea life good weekend idea design good small business good would good know,Positive,0.5954545454545456,0.5772727272727273
+Google PDF Viewer,Huge thumbs able put sd card. Eats much space phone storage,Positive,0.3666666666666667,0.575
+Google PDF Viewer,The great can't launched directly like apps. This makes problem. Otherwise great,Positive,0.5666666666666668,0.6333333333333333
+Google PDF Viewer,It designed annoying independent opened own. It makes unnecessarily open PDF saved phone.,Negative,-0.05000000000000002,0.63125
+Google PDF Viewer,"Its best thing could happen 3MB sized pdf viewing app! Undoubtedly agile, light weighed serves purpose best ways.",Positive,0.725,0.5125
+Google PDF Viewer,It open device all. It says installed give option open,Neutral,0.0,0.5
+Google PDF Viewer,It crashes I try share PDF created Mozilla Firefox pages,Neutral,0.0,0.0
+Google PDF Viewer,"Simple gets work done. All basic features icon drawer come way. 4mb size background processes. In short, exactly I wanted. If heavy pdf reader, wrong page. But, enough casual users like me.",Negative,-0.11875000000000002,0.47485119047619045
+Google PDF Viewer,does not read pdf file properly device...always black screen edit: come find black screen move sd card... move back phone works fine.... 5 mb difference... dont mind.,Positive,0.016666666666666673,0.29333333333333333
+Google PDF Viewer,Agonisingly slow load large files. And option highlighting text. Go need basic viewer open small pdf files. PS : It rather add on. You icon launch it. It show try open pdf file.,Negative,-0.055952380952380955,0.39226190476190476
+Google PDF Viewer,There problem unable show PDF file place. But aspect best little size 4 Mb. Otherwise give option even print cloud printer .,Positive,0.10416666666666667,0.43333333333333335
+Google PDF Viewer,"All star reviewers missing point. This lightweight minimalist add-on launches file manager, heavyweight loaded features. It covers basics well. Would people complain bicycle four wheels???",Negative,-0.2,0.05
+Google PDF Viewer,A simple efficient pdf viewer. Doesn't consume much space. But there's problem. I much internal stotage left I moved external storage stopped working. So I moved back internal storage.,Positive,0.028571428571428574,0.09387755102040816
+Google PDF Viewer,"Better Google Drive Viewer Google Drive Viewer intercept downloads frustrating. I've looking PDF viewer supports links, hyperlinks links go another page PDF, table contents. The PDF viewers 2 features bloated many features I need. I think plain PDF viewer added 2 features definitely worth 5 stars anyday.",Positive,0.13714285714285715,0.4714285714285714
+Google PDF Viewer,"I can't see anywhere phone. No icon, nothing. Besides, I can't even try open play store. It shows option uninstall.",Neutral,0.0,0.5
+Google PDF Viewer,This best phone supporting pdf format. I would love give 5 stars I gave three star black light keep coming time. Yashaswini,Positive,0.39666666666666667,0.45666666666666667
+Google PDF Viewer,"What bad could I possibly say. For 3mb size, perfect. Lightweight, fast scrolling without page loading problems. Best I ever had, I tried acrobat, wps office...etc.",Positive,0.30000000000000004,0.7133333333333333
+Google PDF Viewer,Useful basic improved. It's awkward nobody ever noticed painful read A4 sized PDFs five (or even six) inch screens without text wrapping functionalities.,Negative,-0.25,0.50625
+Google PDF Viewer,I know lightweight all. But icon basic feature 'go page' bloat size. Come guys. It's G cares keeping simple. Google infamous bloatware.,Negative,-0.16666666666666666,0.49404761904761907
+Google PDF Viewer,"Al lacks night mode feature made available ,it would help hundreds bedtime readers like read everything efficiently. Overall nice",Positive,0.3333333333333333,0.4666666666666666
+Google PDF Viewer,"I can't find jump page option, pdf viewer without option, pathetic. And I'm missing like see reply developer.",Negative,-0.6,0.525
+Google PDF Viewer,Distorts text printing. Makes grainy blurred. Only exhibits odd behaviour. Other PDF viewers work fine.,Positive,0.031250000000000014,0.53125
+Google PDF Viewer,"I phone, work. I got message w/attachment when I try open tells I need APP, takes google tells load APP......but Page say open (already downloaded) I open ..... Back need app..to open file . Fn stupid",Negative,-0.13333333333333333,0.5
+Google PDF Viewer,"Excellent little size PDF viewing. There bug, moved external storage, shows blank screen instead showing PDF.",Positive,0.203125,0.4
+Google PDF Viewer,Why can't I find icon? It's sleek feature search PDF place rather locate tideous file explorers e-mails,Neutral,0.0,0.0
+Google PDF Viewer,"Absolutely pointless, bother. Would hard give icon way open recent pdfs?",Negative,-0.13541666666666669,0.44791666666666663
+Google PDF Viewer,"It's perfect Google made - simple, easy use, BASIC PDF reader. It job perfectly well, reliable using little space phone. The must pdf reader looking simplicity save memory.",Positive,0.3743055555555556,0.6359126984126985
+Google PDF Viewer,"After installation, create shortcut icon homepage. I even tried searching whole device search results popped up. I know hidden surely coz i'm going settings > apps, see google pdf viewer installed. Need help. Otherwise i'm gonna uninstall it. No keeping it, can't it.",Positive,0.17777777777777778,0.5407407407407407
+Google PDF Viewer,Light smooth.. That's it.. No tools. And touch scroll bar wrong spot gone .No page search.. No word search,Positive,0.10000000000000002,0.7000000000000001
+Google PDF Viewer,"Exactly like users uninstall this, I discovered even open home screen add rather real app. Sigh.",Positive,0.15,0.35000000000000003
+Google PDF Viewer,Really like limited options adjusting page size non user friendly scrolling options. I also like constant ad's popped whenever I tried read anything.,Positive,0.12589285714285714,0.29404761904761906
+Google PDF Viewer,It many glitches rendering PDF files. A shame fast simple.,Positive,0.2333333333333333,0.48571428571428577
+Google PDF Viewer,Great problem switch file need close/go re-open file again.. much comfortable,Positive,0.6000000000000001,0.775
+Google PDF Viewer,"Even though installed, work, recessive even visible tablet's storage. I would've given 5 stars, obstruction same. Thank You",Neutral,0.0,0.125
+Google PDF Viewer,This sync google photo. I getting difficult seek pdf file google photo....,Negative,-0.5,1.0
+Google PDF Viewer,Fantastic I need type consume much memory phone also running smoothly without error........!!,Positive,0.4083333333333334,0.5333333333333333
+Google PDF Viewer,Always prints PDFs blurry esp pixelbook... never problem before.,Neutral,0.0,0.0
+Google PDF Viewer,"This add-on ext. app. I knew I downloaded it. I clicked link view PDF, opened quickly, looked good, allow view PDF browser. It downloads PDF device. It also allow zooming I cannot see documents full page view.",Positive,0.4611111111111111,0.55
+Google PDF Viewer,It slow loading Books. No issues small like 5-6 MB large size 200-300MB fails,Negative,-0.20892857142857144,0.3821428571428572
+Google PDF Viewer,"This function, shows big picture letters PDF screen.",Neutral,0.0,0.1
+Google PDF Viewer,itZz good.but side effects best I would love best time see tomorrow possible need seems pay get great seeing good idea life good weekend idea design good small business good would good know,Positive,0.5954545454545456,0.5772727272727273
+Google PDF Viewer,Huge thumbs able put sd card. Eats much space phone storage,Positive,0.3666666666666667,0.575
+Google PDF Viewer,The great can't launched directly like apps. This makes problem. Otherwise great,Positive,0.5666666666666668,0.6333333333333333
+Google PDF Viewer,It designed annoying independent opened own. It makes unnecessarily open PDF saved phone.,Negative,-0.05000000000000002,0.63125
+Google PDF Viewer,"Its best thing could happen 3MB sized pdf viewing app! Undoubtedly agile, light weighed serves purpose best ways.",Positive,0.725,0.5125
+Google PDF Viewer,It open device all. It says installed give option open,Neutral,0.0,0.5
+Google PDF Viewer,It crashes I try share PDF created Mozilla Firefox pages,Neutral,0.0,0.0
+Google Pay,"Am I missing way view cash Wallet balance (or whatever we're calling recent name change)? If here, clear. Still using separate send app. I'm combining apps, wish functionality there.",Negative,-0.03333333333333333,0.22777777777777777
+Google Pay,"First I like Google products make darn good stuff. This used better Samsung pay came speed reliability changed. Samsung pay faster use. With Google pay, states phone unlocked ready pay still asking second time. It first declines transaction ask pin. I thought would rare occurrence occurring frequently. Samsung pay obviously card reader.",Positive,0.25555555555555554,0.4407407407407407
+Google Pay,"Convenient easy stores inside apps. This works well credit cards, debit cards, gift cards, loyalty programs. It still yet add support identification cards rewards program. Unfortunately, require enter fingerprint PIN extra security measure case phone gets stolen unlocked.",Negative,-0.022222222222222216,0.6444444444444445
+Google Pay,"Here observed pros/contras: 1. Paying - great, problems 2. Adding payment cards - easy 3. Adding loyality cards - easy, but... 3.1 Only known cards added 3.2 The card picture cases available 3.3 Own card pictures supported 3.4 Some bar codes supported 3.4 Only column depiction available",Positive,0.38333333333333336,0.7770833333333333
+Google Pay,"This first time trying I went 2 stores work . But I try stores soon. I tried Fred Meyers store except Google pay, samsung pay I disappointed ''' The place I found able google pay Rite Aide...",Neutral,0.0,0.5694444444444444
+Google Pay,"Loved Galaxy S7. However, I changed phone Huawei P20 Pro 14/6/18. From 29/6/18 Google Pay worked expected. On 2/7/18 Google Pay stopped working worked since. Today, 12/7/18, I spoken Huawei Support said known problem issue Android/Google Pay. Is correct whether trying issue? Update 1/8/18 - helpful discussions Google, confirmed found bug working resolution.",Positive,0.3333333333333333,0.7333333333333334
+Google Pay,"Thank giving us back Google Wallet. This I've missed foolishly switched Google Wallet ""Android Pay"" splitting two apps. Thank coming senses. I finally love again. This great evolution Google Wallet. A great money management everything. (I still wish never changed name, though).",Positive,0.525,0.525
+Google Pay,"Use time. Now let set new debit card. Put details. Press continue, loads says 'unexpected error' try later. This happening past months, even uninstalling 're installing quite time. I really love app.",Positive,0.09727272727272726,0.46090909090909093
+Google Pay,More convenient taking wallet purchase. Only wish I ability rename cards and/or give nicknames. Seems logical would option. Trying figure card multiple cards financial institution confusing times.,Positive,0.075,0.35833333333333334
+Google Pay,The worked great last update. I sent money recipient never received text claim funds. I canceled resent funds second time recipient get text claim funds. Every party acknowledges funds sent can't get text destination I can't unreliable comes money I uninstall.,Positive,0.26666666666666666,0.2722222222222222
+Google Pay,"Credit card keeps needing confirmed every time I open app. I wanted I needed credit card stored like better previously. I know technology changed something user fruendly. Also, remove screenlock feature app. Maybe passcode upon opening instead. Considering uninstalling properly built.",Positive,0.14666666666666667,0.4533333333333333
+Google Pay,Unusable London Transport Underground/Bus/Train due Intermittent random request entering Backup Password I already unlocked using Fingerprint. If I jump London Bus going turnstile underground I never know going suddenly ask password. If I enter password queue people behind wait. Called Google Samsung support clue. Useless. Looks like go back contactless card. Galaxy Note4 OS 6.0.1,Negative,-0.25416666666666665,0.3791666666666667
+Google Pay,"If got fingerprint security fantastic. No need open app, unlock phone tap. Gift / loyalty barcodes mostly scannable. Still quicker physical card. Also limited £30. It's pointless moment. I BPAY, much quicker.",Positive,0.11122448979591838,0.4122448979591837
+Google Pay,nan,nan,nan,nan
+Google Pay,"Would nice would tell set default tap pay. All while, Glase set default I thought Google pay work. Update: Finally managed get work. Google Pay provide single way save receipt particular purchase. I need proof said amount paid place particular time (like bank copy). Also, difficult Google's forum raise issues.",Positive,0.060317460317460304,0.6468253968253969
+Google Pay,"I've read others problems paying G Pay, fortunately me, I've problems all. I long commute, I've forgotten wallet couple times G Pay life saver I pay gas using phone.",Positive,0.17500000000000002,0.55
+Google Pay,"False advertising. This sold fast nfc payment require unlocking, lie. Every damn time, takes multiple attempts get working requires babysitting",Negative,-0.0666666666666667,0.39999999999999997
+Google Pay,"Keeps disabling itself. Not usable like this..... Update 8 months since writing review: still change, gets automatically disabled. Re-enabling 'works' temporarily (roughly day).",Negative,-0.15000000000000002,0.35
+Google Pay,"Great works, embarrassing doesn't. Although Google claims it'll work wherever contactless payment sign displayed case leaving red faced I've unable rely it. What's point I carry card around 'just case', I may well card",Positive,0.10000000000000002,0.4166666666666667
+Google Pay,This easy convenient esp. want carry credit/debit/loyalty cards. But always work. My kept crashing. So backup plan case get stuck P.O.S. counter simply transfer payment.,Positive,0.21666666666666667,0.5952380952380952
+Google Pay,I really hate can't lock make secure. I wish could set finger print allow pay card. Like Apple pay.,Negative,-0.2,0.75
+Google Pay,"Edit: initial problem seems fixed recent issue pick card default pay it, asks pattern fingerprint make payment straight away ... But default card instead. Thought I might done something wrong first time happened twice row different cards... ----- Very useful except thing. When asked security pattern fingerprint recognition allow payment necessary it, go back, wait bit try again. This annoying. Would better way unlock straight away, payment done could done 1 attempt instead 2 + wait time.",Positive,0.026153846153846156,0.42179487179487185
+Google Pay,I really like however I'm really worried someone steal phone would easily able make purchases using allowing put password I make purchases using contactless feature stores. Is way I could put password on?,Positive,0.3,0.3416666666666666
+Google Pay,"Make sure email addresses instead phone numbers pay someone. If carrier blocks text Google notifying recipient payment, there's nothing except cancel resubmit. I've wasted hours phone Google bank trying get money back. It would nice know paying phone number kind problem. It even option Google aware issue.",Positive,0.2916666666666667,0.5064814814814814
+Google Pay,Had little trouble first starting . Had help chat removing reinstall visa card worked fine useful. Would recommend times take phone,Positive,0.09652777777777777,0.2722222222222222
+Google Pay,The list supported banks grown exponentially I find using Android Pay almost every NFC payment terminal. I love able store loyalty cards well!,Positive,0.5625,0.6125
+Google Pay,No transaction security. Google Pay user based transaction security. No figure print password access transact. Were still cannot identify rooted non rooted phones. I unlocked non rooted blackberry key 1 oreo beta. Google places rooted cannot add cars stupidity,Negative,-0.3,1.0
+Google Pay,"Living Japan, I tried first time. I get credit cards set up, I tried point card register, staff would accept it. Japan slow accept this.",Negative,-0.025000000000000022,0.36666666666666664
+Google Pay,"Brilliant want eating buying stuff £30, saves carrying bank card around less likely money stolen using card machines wallet via thief's.",Positive,0.24444444444444446,0.6888888888888888
+Google Pay,"The used work well sudden asking verify ccv say g invalad. I've cleared data, reinstalled app, put card back works immediately ask ccv number interact debit card. BMO claims glitch fix soon google never responded request I've sent here's review issues fixed.",Positive,0.03333333333333333,0.2333333333333333
+Google Pay,This great app. My complaint leave NFC order make payment. I wish Google would something similar Samsung Pay slide finger bottom prefer card shows automatically turns NFC turns off.,Positive,0.16666666666666666,0.45
+Google Pay,"Good idea let verify card use, I using Samsung pay I Samsung recently upgraded different brand, I loved Samsung pay. Never problems adding card anything. I like able phone pay I'm disappointed let add card. If would let add card, obviously I would add stars. All disappointed.",Positive,0.04999999999999999,0.609375
+Google Pay,"I changing review amount problems I google pay. To start I try link debit credit cards none work banks supported. I cant cards google play. Whereas Apple Pay credit cards supported. I thought I would link pay pal account, wrong! It keeps asking authorize pay pal calling PP customer pay pal's customer helped add phone numbers google pay would verify pay pal account still work. I highly disappointed lack bank support google pay, Its ridiculous! You would figure biggest tech conglomerate would support almost banks since apple supports it. I started carrying apple phone I least apple pay things I forget wallet. I guess google pay want compete Apple Pay.",Negative,-0.5229166666666666,0.7625
+Google Pay,"Very convenient accepted instance public transportation Portland TJ's Oakland. However, places convenience available yet. Hoping wider acceptance near future.",Positive,0.14,0.2583333333333333
+Google Pay,"Great payments. I'm yet experience retailer accept Google Pay, I've used pay train tickets self units seemless.",Positive,0.8,0.75
+Google Pay,"I live Japan I Pixel 2, Google Pay really useful. If compatible also NFC phones good. I hope way solve problem",Positive,0.37878787878787873,0.3666666666666667
+Google Pay,"Awful. Why I lock phone payments? Just give option protect pin, open pay! Why phone become harder time pay while?",Negative,-0.3666666666666667,0.5
+Google Pay,"I see way add boarding passes app. They hyped feature lot I seen airlines giving option add boarding pass here. How I add tickets? option I see ""Passes -> [""Loyalty Program"", ""Gift Card""]",Neutral,0.0,0.0
+Google Pay,Payments tend tend generally work. Sometimes adding cards difficult banks cards supported. My biggest issue latest updated. I add transit boarding passes gives options gift cards loyalty cards.,Positive,0.01666666666666668,0.7999999999999999
+Google Pay,"Took couple attempts set up, problem. Not comes handy leave wallet home, could become default option.",Positive,0.6,0.9
+Google Pay,"Am I missing way view cash Wallet balance (or whatever we're calling recent name change)? If here, clear. Still using separate send app. I'm combining apps, wish functionality there.",Negative,-0.03333333333333333,0.22777777777777777
+Google Pay,"First I like Google products make darn good stuff. This used better Samsung pay came speed reliability changed. Samsung pay faster use. With Google pay, states phone unlocked ready pay still asking second time. It first declines transaction ask pin. I thought would rare occurrence occurring frequently. Samsung pay obviously card reader.",Positive,0.25555555555555554,0.4407407407407407
+Google Pay,"Convenient easy stores inside apps. This works well credit cards, debit cards, gift cards, loyalty programs. It still yet add support identification cards rewards program. Unfortunately, require enter fingerprint PIN extra security measure case phone gets stolen unlocked.",Negative,-0.022222222222222216,0.6444444444444445
+Google Pay,"Here observed pros/contras: 1. Paying - great, problems 2. Adding payment cards - easy 3. Adding loyality cards - easy, but... 3.1 Only known cards added 3.2 The card picture cases available 3.3 Own card pictures supported 3.4 Some bar codes supported 3.4 Only column depiction available",Positive,0.38333333333333336,0.7770833333333333
+Google Pay,"This first time trying I went 2 stores work . But I try stores soon. I tried Fred Meyers store except Google pay, samsung pay I disappointed ''' The place I found able google pay Rite Aide...",Neutral,0.0,0.5694444444444444
+Google Pay,"Loved Galaxy S7. However, I changed phone Huawei P20 Pro 14/6/18. From 29/6/18 Google Pay worked expected. On 2/7/18 Google Pay stopped working worked since. Today, 12/7/18, I spoken Huawei Support said known problem issue Android/Google Pay. Is correct whether trying issue? Update 1/8/18 - helpful discussions Google, confirmed found bug working resolution.",Positive,0.3333333333333333,0.7333333333333334
+Google Pay,"Thank giving us back Google Wallet. This I've missed foolishly switched Google Wallet ""Android Pay"" splitting two apps. Thank coming senses. I finally love again. This great evolution Google Wallet. A great money management everything. (I still wish never changed name, though).",Positive,0.525,0.525
+Google Pay,"Use time. Now let set new debit card. Put details. Press continue, loads says 'unexpected error' try later. This happening past months, even uninstalling 're installing quite time. I really love app.",Positive,0.09727272727272726,0.46090909090909093
+Google Pay,More convenient taking wallet purchase. Only wish I ability rename cards and/or give nicknames. Seems logical would option. Trying figure card multiple cards financial institution confusing times.,Positive,0.075,0.35833333333333334
+Google Pay,The worked great last update. I sent money recipient never received text claim funds. I canceled resent funds second time recipient get text claim funds. Every party acknowledges funds sent can't get text destination I can't unreliable comes money I uninstall.,Positive,0.26666666666666666,0.2722222222222222
+Google Pay,"Credit card keeps needing confirmed every time I open app. I wanted I needed credit card stored like better previously. I know technology changed something user fruendly. Also, remove screenlock feature app. Maybe passcode upon opening instead. Considering uninstalling properly built.",Positive,0.14666666666666667,0.4533333333333333
+Google Pay,Unusable London Transport Underground/Bus/Train due Intermittent random request entering Backup Password I already unlocked using Fingerprint. If I jump London Bus going turnstile underground I never know going suddenly ask password. If I enter password queue people behind wait. Called Google Samsung support clue. Useless. Looks like go back contactless card. Galaxy Note4 OS 6.0.1,Negative,-0.25416666666666665,0.3791666666666667
+Google Pay,"If got fingerprint security fantastic. No need open app, unlock phone tap. Gift / loyalty barcodes mostly scannable. Still quicker physical card. Also limited £30. It's pointless moment. I BPAY, much quicker.",Positive,0.11122448979591838,0.4122448979591837
+Google Pay,nan,nan,nan,nan
+Google Pay,"Would nice would tell set default tap pay. All while, Glase set default I thought Google pay work. Update: Finally managed get work. Google Pay provide single way save receipt particular purchase. I need proof said amount paid place particular time (like bank copy). Also, difficult Google's forum raise issues.",Positive,0.060317460317460304,0.6468253968253969
+Google Pay,"I've read others problems paying G Pay, fortunately me, I've problems all. I long commute, I've forgotten wallet couple times G Pay life saver I pay gas using phone.",Positive,0.17500000000000002,0.55
+Google Pay,"False advertising. This sold fast nfc payment require unlocking, lie. Every damn time, takes multiple attempts get working requires babysitting",Negative,-0.0666666666666667,0.39999999999999997
+Google Pay,"Keeps disabling itself. Not usable like this..... Update 8 months since writing review: still change, gets automatically disabled. Re-enabling 'works' temporarily (roughly day).",Negative,-0.15000000000000002,0.35
+Google Pay,"Great works, embarrassing doesn't. Although Google claims it'll work wherever contactless payment sign displayed case leaving red faced I've unable rely it. What's point I carry card around 'just case', I may well card",Positive,0.10000000000000002,0.4166666666666667
+Google Pay,This easy convenient esp. want carry credit/debit/loyalty cards. But always work. My kept crashing. So backup plan case get stuck P.O.S. counter simply transfer payment.,Positive,0.21666666666666667,0.5952380952380952
+Google Pay,I really hate can't lock make secure. I wish could set finger print allow pay card. Like Apple pay.,Negative,-0.2,0.75
+Google Pay,"Edit: initial problem seems fixed recent issue pick card default pay it, asks pattern fingerprint make payment straight away ... But default card instead. Thought I might done something wrong first time happened twice row different cards... ----- Very useful except thing. When asked security pattern fingerprint recognition allow payment necessary it, go back, wait bit try again. This annoying. Would better way unlock straight away, payment done could done 1 attempt instead 2 + wait time.",Positive,0.026153846153846156,0.42179487179487185
+Google Pay,I really like however I'm really worried someone steal phone would easily able make purchases using allowing put password I make purchases using contactless feature stores. Is way I could put password on?,Positive,0.3,0.3416666666666666
+Google Pay,"Make sure email addresses instead phone numbers pay someone. If carrier blocks text Google notifying recipient payment, there's nothing except cancel resubmit. I've wasted hours phone Google bank trying get money back. It would nice know paying phone number kind problem. It even option Google aware issue.",Positive,0.2916666666666667,0.5064814814814814
+Google Pay,Had little trouble first starting . Had help chat removing reinstall visa card worked fine useful. Would recommend times take phone,Positive,0.09652777777777777,0.2722222222222222
+Google Pay,The list supported banks grown exponentially I find using Android Pay almost every NFC payment terminal. I love able store loyalty cards well!,Positive,0.5625,0.6125
+Google Pay,No transaction security. Google Pay user based transaction security. No figure print password access transact. Were still cannot identify rooted non rooted phones. I unlocked non rooted blackberry key 1 oreo beta. Google places rooted cannot add cars stupidity,Negative,-0.3,1.0
+Google Pay,"Living Japan, I tried first time. I get credit cards set up, I tried point card register, staff would accept it. Japan slow accept this.",Negative,-0.025000000000000022,0.36666666666666664
+Google Pay,"Brilliant want eating buying stuff £30, saves carrying bank card around less likely money stolen using card machines wallet via thief's.",Positive,0.24444444444444446,0.6888888888888888
+Google Pay,"The used work well sudden asking verify ccv say g invalad. I've cleared data, reinstalled app, put card back works immediately ask ccv number interact debit card. BMO claims glitch fix soon google never responded request I've sent here's review issues fixed.",Positive,0.03333333333333333,0.2333333333333333
+Google Pay,This great app. My complaint leave NFC order make payment. I wish Google would something similar Samsung Pay slide finger bottom prefer card shows automatically turns NFC turns off.,Positive,0.16666666666666666,0.45
+Google Pay,"Good idea let verify card use, I using Samsung pay I Samsung recently upgraded different brand, I loved Samsung pay. Never problems adding card anything. I like able phone pay I'm disappointed let add card. If would let add card, obviously I would add stars. All disappointed.",Positive,0.04999999999999999,0.609375
+Google Pay,"I changing review amount problems I google pay. To start I try link debit credit cards none work banks supported. I cant cards google play. Whereas Apple Pay credit cards supported. I thought I would link pay pal account, wrong! It keeps asking authorize pay pal calling PP customer pay pal's customer helped add phone numbers google pay would verify pay pal account still work. I highly disappointed lack bank support google pay, Its ridiculous! You would figure biggest tech conglomerate would support almost banks since apple supports it. I started carrying apple phone I least apple pay things I forget wallet. I guess google pay want compete Apple Pay.",Negative,-0.5229166666666666,0.7625
+Google Pay,"Very convenient accepted instance public transportation Portland TJ's Oakland. However, places convenience available yet. Hoping wider acceptance near future.",Positive,0.14,0.2583333333333333
+Google Pay,"Great payments. I'm yet experience retailer accept Google Pay, I've used pay train tickets self units seemless.",Positive,0.8,0.75
+Google Pay,"I live Japan I Pixel 2, Google Pay really useful. If compatible also NFC phones good. I hope way solve problem",Positive,0.37878787878787873,0.3666666666666667
+Google Pay,"Awful. Why I lock phone payments? Just give option protect pin, open pay! Why phone become harder time pay while?",Negative,-0.3666666666666667,0.5
+Google Pay,"I see way add boarding passes app. They hyped feature lot I seen airlines giving option add boarding pass here. How I add tickets? option I see ""Passes -> [""Loyalty Program"", ""Gift Card""]",Neutral,0.0,0.0
+Google Pay,Payments tend tend generally work. Sometimes adding cards difficult banks cards supported. My biggest issue latest updated. I add transit boarding passes gives options gift cards loyalty cards.,Positive,0.01666666666666668,0.7999999999999999
+Google Pay,"Took couple attempts set up, problem. Not comes handy leave wallet home, could become default option.",Positive,0.6,0.9
+Google Pay,"Am I missing way view cash Wallet balance (or whatever we're calling recent name change)? If here, clear. Still using separate send app. I'm combining apps, wish functionality there.",Negative,-0.03333333333333333,0.22777777777777777
+Google Pay,"First I like Google products make darn good stuff. This used better Samsung pay came speed reliability changed. Samsung pay faster use. With Google pay, states phone unlocked ready pay still asking second time. It first declines transaction ask pin. I thought would rare occurrence occurring frequently. Samsung pay obviously card reader.",Positive,0.25555555555555554,0.4407407407407407
+Google Pay,"Convenient easy stores inside apps. This works well credit cards, debit cards, gift cards, loyalty programs. It still yet add support identification cards rewards program. Unfortunately, require enter fingerprint PIN extra security measure case phone gets stolen unlocked.",Negative,-0.022222222222222216,0.6444444444444445
+Google Pay,"Here observed pros/contras: 1. Paying - great, problems 2. Adding payment cards - easy 3. Adding loyality cards - easy, but... 3.1 Only known cards added 3.2 The card picture cases available 3.3 Own card pictures supported 3.4 Some bar codes supported 3.4 Only column depiction available",Positive,0.38333333333333336,0.7770833333333333
+Google Pay,"This first time trying I went 2 stores work . But I try stores soon. I tried Fred Meyers store except Google pay, samsung pay I disappointed ''' The place I found able google pay Rite Aide...",Neutral,0.0,0.5694444444444444
+Google Pay,"Loved Galaxy S7. However, I changed phone Huawei P20 Pro 14/6/18. From 29/6/18 Google Pay worked expected. On 2/7/18 Google Pay stopped working worked since. Today, 12/7/18, I spoken Huawei Support said known problem issue Android/Google Pay. Is correct whether trying issue? Update 1/8/18 - helpful discussions Google, confirmed found bug working resolution.",Positive,0.3333333333333333,0.7333333333333334
+Google Pay,"Thank giving us back Google Wallet. This I've missed foolishly switched Google Wallet ""Android Pay"" splitting two apps. Thank coming senses. I finally love again. This great evolution Google Wallet. A great money management everything. (I still wish never changed name, though).",Positive,0.525,0.525
+Google Pay,"Use time. Now let set new debit card. Put details. Press continue, loads says 'unexpected error' try later. This happening past months, even uninstalling 're installing quite time. I really love app.",Positive,0.09727272727272726,0.46090909090909093
+Google Pay,More convenient taking wallet purchase. Only wish I ability rename cards and/or give nicknames. Seems logical would option. Trying figure card multiple cards financial institution confusing times.,Positive,0.075,0.35833333333333334
+Google Pay,The worked great last update. I sent money recipient never received text claim funds. I canceled resent funds second time recipient get text claim funds. Every party acknowledges funds sent can't get text destination I can't unreliable comes money I uninstall.,Positive,0.26666666666666666,0.2722222222222222
+Google Pay,"Credit card keeps needing confirmed every time I open app. I wanted I needed credit card stored like better previously. I know technology changed something user fruendly. Also, remove screenlock feature app. Maybe passcode upon opening instead. Considering uninstalling properly built.",Positive,0.14666666666666667,0.4533333333333333
+Google Pay,Unusable London Transport Underground/Bus/Train due Intermittent random request entering Backup Password I already unlocked using Fingerprint. If I jump London Bus going turnstile underground I never know going suddenly ask password. If I enter password queue people behind wait. Called Google Samsung support clue. Useless. Looks like go back contactless card. Galaxy Note4 OS 6.0.1,Negative,-0.25416666666666665,0.3791666666666667
+Google Pay,"If got fingerprint security fantastic. No need open app, unlock phone tap. Gift / loyalty barcodes mostly scannable. Still quicker physical card. Also limited £30. It's pointless moment. I BPAY, much quicker.",Positive,0.11122448979591838,0.4122448979591837
+Google Pay,nan,nan,nan,nan
+Google Pay,"Would nice would tell set default tap pay. All while, Glase set default I thought Google pay work. Update: Finally managed get work. Google Pay provide single way save receipt particular purchase. I need proof said amount paid place particular time (like bank copy). Also, difficult Google's forum raise issues.",Positive,0.060317460317460304,0.6468253968253969
+Google Pay,"I've read others problems paying G Pay, fortunately me, I've problems all. I long commute, I've forgotten wallet couple times G Pay life saver I pay gas using phone.",Positive,0.17500000000000002,0.55
+Google Pay,"False advertising. This sold fast nfc payment require unlocking, lie. Every damn time, takes multiple attempts get working requires babysitting",Negative,-0.0666666666666667,0.39999999999999997
+Google Pay,"Keeps disabling itself. Not usable like this..... Update 8 months since writing review: still change, gets automatically disabled. Re-enabling 'works' temporarily (roughly day).",Negative,-0.15000000000000002,0.35
+Google Pay,"Great works, embarrassing doesn't. Although Google claims it'll work wherever contactless payment sign displayed case leaving red faced I've unable rely it. What's point I carry card around 'just case', I may well card",Positive,0.10000000000000002,0.4166666666666667
+Google Pay,This easy convenient esp. want carry credit/debit/loyalty cards. But always work. My kept crashing. So backup plan case get stuck P.O.S. counter simply transfer payment.,Positive,0.21666666666666667,0.5952380952380952
+Google Pay,I really hate can't lock make secure. I wish could set finger print allow pay card. Like Apple pay.,Negative,-0.2,0.75
+Google Pay,"Edit: initial problem seems fixed recent issue pick card default pay it, asks pattern fingerprint make payment straight away ... But default card instead. Thought I might done something wrong first time happened twice row different cards... ----- Very useful except thing. When asked security pattern fingerprint recognition allow payment necessary it, go back, wait bit try again. This annoying. Would better way unlock straight away, payment done could done 1 attempt instead 2 + wait time.",Positive,0.026153846153846156,0.42179487179487185
+Google Pay,I really like however I'm really worried someone steal phone would easily able make purchases using allowing put password I make purchases using contactless feature stores. Is way I could put password on?,Positive,0.3,0.3416666666666666
+Google Pay,Had little trouble first starting . Had help chat removing reinstall visa card worked fine useful. Would recommend times take phone,Positive,0.09652777777777777,0.2722222222222222
+Google Pay,"Make sure email addresses instead phone numbers pay someone. If carrier blocks text Google notifying recipient payment, there's nothing except cancel resubmit. I've wasted hours phone Google bank trying get money back. It would nice know paying phone number kind problem. It even option Google aware issue.",Positive,0.2916666666666667,0.5064814814814814
+Google Pay,The list supported banks grown exponentially I find using Android Pay almost every NFC payment terminal. I love able store loyalty cards well!,Positive,0.5625,0.6125
+Google Pay,No transaction security. Google Pay user based transaction security. No figure print password access transact. Were still cannot identify rooted non rooted phones. I unlocked non rooted blackberry key 1 oreo beta. Google places rooted cannot add cars stupidity,Negative,-0.3,1.0
+Google Pay,"Living Japan, I tried first time. I get credit cards set up, I tried point card register, staff would accept it. Japan slow accept this.",Negative,-0.025000000000000022,0.36666666666666664
+Google Pay,"Brilliant want eating buying stuff £30, saves carrying bank card around less likely money stolen using card machines wallet via thief's.",Positive,0.24444444444444446,0.6888888888888888
+Google Pay,"The used work well sudden asking verify ccv say g invalad. I've cleared data, reinstalled app, put card back works immediately ask ccv number interact debit card. BMO claims glitch fix soon google never responded request I've sent here's review issues fixed.",Positive,0.03333333333333333,0.2333333333333333
+Google Pay,"Good idea let verify card use, I using Samsung pay I Samsung recently upgraded different brand, I loved Samsung pay. Never problems adding card anything. I like able phone pay I'm disappointed let add card. If would let add card, obviously I would add stars. All disappointed.",Positive,0.04999999999999999,0.609375
+Google Pay,This great app. My complaint leave NFC order make payment. I wish Google would something similar Samsung Pay slide finger bottom prefer card shows automatically turns NFC turns off.,Positive,0.16666666666666666,0.45
+Google Pay,"I changing review amount problems I google pay. To start I try link debit credit cards none work banks supported. I cant cards google play. Whereas Apple Pay credit cards supported. I thought I would link pay pal account, wrong! It keeps asking authorize pay pal calling PP customer pay pal's customer helped add phone numbers google pay would verify pay pal account still work. I highly disappointed lack bank support google pay, Its ridiculous! You would figure biggest tech conglomerate would support almost banks since apple supports it. I started carrying apple phone I least apple pay things I forget wallet. I guess google pay want compete Apple Pay.",Negative,-0.5229166666666666,0.7625
+Google Pay,"Very convenient accepted instance public transportation Portland TJ's Oakland. However, places convenience available yet. Hoping wider acceptance near future.",Positive,0.14,0.2583333333333333
+Google Pay,"Great payments. I'm yet experience retailer accept Google Pay, I've used pay train tickets self units seemless.",Positive,0.8,0.75
+Google Pay,"I live Japan I Pixel 2, Google Pay really useful. If compatible also NFC phones good. I hope way solve problem",Positive,0.37878787878787873,0.3666666666666667
+Google Pay,"Awful. Why I lock phone payments? Just give option protect pin, open pay! Why phone become harder time pay while?",Negative,-0.3666666666666667,0.5
+Google Pay,Payments tend tend generally work. Sometimes adding cards difficult banks cards supported. My biggest issue latest updated. I add transit boarding passes gives options gift cards loyalty cards.,Positive,0.01666666666666668,0.7999999999999999
+Google Pay,"I see way add boarding passes app. They hyped feature lot I seen airlines giving option add boarding pass here. How I add tickets? option I see ""Passes -> [""Loyalty Program"", ""Gift Card""]",Neutral,0.0,0.0
+Google Pay,"Took couple attempts set up, problem. Not comes handy leave wallet home, could become default option.",Positive,0.6,0.9
+Google Photos,nan,nan,nan,nan
+Google Photos,"Out photo I've used I enjoy features most. The features automatically create colleges, show photos, create animations photos videos, create stories movies music, list goes on. I appreciate this, especially I'm busy myself! The issue I really limited options adjusting photos myself. The options initially come photo editing leave little desired. Overall exactly I want keep photos safe cloud, pull enjoy manipulate whenever I like :)",Positive,0.23100649350649352,0.40844155844155844
+Google Photos,"I installed ""Google Photos"" IOS devices Samsung tablet idea automatically would sync pics IOS devices Samsung tablet visa versa. Photos actually uploaded Samsung tablet stored app, photos stored IOS devices seen Samsung sung tablet. What bummer! I deleting since I interested capability syncing photos across devices. The install Google Photos IOS devices Samsung tablet communicate.",Positive,0.125,0.3
+Google Photos,Best option I've seen photo organization Android. I wish possible sort based file size photo original size optimized. Easier sorting would also nice us thousands photos still need chronological order. The scroll speed allow control. As I start scrolling days suddenly I'm skipping years. It's also shame Snapseed controls built-jn Google Photos (perhaps advanced option). This also needs show patch notes know changed release.,Positive,0.3392857142857143,0.5928571428571427
+Google Photos,"Google Photos automatically converted photos original quality so-called ""high quality"". It automatically without asking me, quota filled up. This OK. I permanently lost original quality photos, way get back. Only Google Photos OK compressed photos mind losing original quality photos. (Also, quota storage taken often accurate takes days update itself.)",Positive,0.3085,0.6323333333333333
+Google Photos,"Enjoying much. Would give 5 stars way create secret album. All I right archive photos videos, secret enough guys. Also, automatically create camera videos folder. It create folder whatsapp videos, want watch hand made videos, need surf photos. Would nice that.",Positive,0.11224489795918366,0.6051020408163266
+Google Photos,Its great alot issues. You able organize order albums. Sometimes search something show up. You able change title photos videos seems like simple tool already have. There alot ways organize photos videos. Please add feature change titles videos I reupload proper names I want correct title really inconvenient,Positive,0.20000000000000004,0.5761904761904763
+Google Photos,"back I know love. No crashing, easy backup sync.. I assistant help turned problem. It seemed overloaded Mercari stuff videos old I dont remember",Positive,0.25833333333333336,0.4083333333333333
+Google Photos,"This great photo gallery app. You back photos Google never get lost. You view phone computer. It also software categorize photos search function. Say want find pictures sunsets, type ""sunset"" search bar pull up.",Positive,0.4,0.375
+Google Photos,"This must top 5 anyone Smartphone. Takes away worry backup, allows search share easily. Really miss facial recognition MUST capable (Picassa managed years ago). Would also nice could arrange date taken, rather date uploaded. Still *****",Positive,0.3,0.42000000000000004
+Google Photos,"I love intuitive Google sends personalized movies. It kids first day school last week time Google made movie slideshow titled ""they gorw fast"" taking pictures way back since little. It sweet sold app. 5 stars.",Positive,0.1589285714285714,0.39285714285714285
+Google Photos,"Sharing needs granular control. Why way prevent somebody seeing album block across *all* Google products? That's unnecessary, I want people access pics, I want continue contacting elsewhere.",Negative,-0.4,0.9
+Google Photos,"Never knew capabilites this. Discovered love it. Its great turning pictures animations, movies, collages books. Love see photos multiple devices simply transferring tablet phones. People keep asking im making animations lime me, thry idea google photos functions.",Positive,0.36,0.46142857142857147
+Google Photos,"Right, I went swimming I got back data warning saying I 100mbs left. So I looked device said Google photos used 652mbs data. For may alot I get gigabyte month!",Positive,0.09523809523809523,0.17857142857142858
+Google Photos,"I'm hard time Photos I'm getting really pissed. Everytime people send pictures videos, Photos detects another date move date instead leaving date I got them. I never problem Photos now. Please fix it, annoying keep searching (pictures videos) another date.",Negative,-0.2972222222222222,0.5472222222222222
+Google Photos,"I love camera features. I would like see Google make could make fun photos writing/typing things like that. I Google Pixel 2 XL take pictures lot class. It would nice label phone and/or laptop right Google Photos. I label microsoft program makes able keep Google photo drive impossible. I 2 copies everything talking space. Google, please help! That's think stopping perfect photo app.",Positive,0.3360544217687074,0.7086734693877551
+Google Photos,"When Photos become pushy manipulative? It's always unzipping trousers waving montages, panoramas housekeeping zeal face. When I open Photos, I want see edit work, watch get undermined erased Google's friendly megalomania.",Positive,0.1875,0.5
+Google Photos,"It consumes much data, takes much time load pic. Always stucks, really takes much time Data. It takes much patience n I liking problem emergency.. also I expect b even easier. And auto face recognition storage respective people. Some features b added make easy .",Positive,0.20476190476190476,0.2761904761904762
+Google Photos,nan,nan,nan,nan
+Google Photos,"I never want share photos device. I never want Google organisation read data concerning photos device. I want completely remove personal smartphone. Yet I can't I able uninstall updates, leaving original insecure version. If I get different phone Google similar I remove. If I good smart phone I able participate fully functoning member society, employed supporting family. I see reason I must allow Google access personal life order basic right live life fullest. I DO NOT agree terms conditions give Google permission read ANY data phone using application. To comply I want Google provide valid means completely remove device.",Positive,0.16633522727272726,0.49553571428571436
+Google Photos,"I never disappointed life. I backed phone, I thought. So I reset phone factory settings I went recover pictures I got back 15. The pictures VANISHED Stepdaughter died 13th July THOSE pictures used memorial service. If thinking downloading I STRONGLY RECOMMEND YOU DON'T.",Positive,0.20208333333333334,0.37083333333333335
+Google Photos,"I go back photos find back nice albums I've already created??? I go online manually add picture album??? Absolutely outrageous. And even worse, I want save photos cloud device, I can't folder. I manually add single photo separately. This truly could made inconvenient. An update: I longer anything all, immediately corrupted unable accessed.",Negative,-0.24642857142857144,0.5392857142857144
+Google Photos,"Absolute rubbish. Every time I organise photos/videos give day 2 Bam, half disappear never seen again. Storage Cleanup off, way photos etc get deleted, especially around 100 gigs space free. would think fortune 500 company would pull stuff together - busy gathering personal information.",Positive,0.08888888888888889,0.5777777777777776
+Google Photos,"I lost hundreds downloaded photos app. Whenever transfer downloaded images another folder, time get deleted automatically leaving 4 images every time. It's frustrating!",Negative,-0.5,0.9
+Google Photos,This best photos especially kids. It makes slide shows grow gives feels every time I see new one. You can't put price it. I love it.,Positive,0.40909090909090906,0.5886363636363636
+Google Photos,"Been LOT issues app. Photos show thing screen, picture taken looks nothing like looked display. Instead rich, vibrant colors showed screen, color pictures barely there. Looking washed faded. And past several weeks now, photos backup, remains stuck ""getting ready backup, regardless I do, I done everything nothing helped. And photo update made things worse.",Positive,0.020238095238095246,0.3619047619047619
+Google Photos,I love app! It's easy best part Google assistant short movies puts together you. Today made son's first year I nearly cried. So beautiful! Keep great work Google!,Positive,0.5510416666666667,0.5645833333333333
+Google Photos,What f wrong new update. It worsen photo viewing handling experience. It automatically shifted pics wothout order. And worse I'm unable even find pics viewer. I wish older version could come again. It simple easy use.,Negative,-0.0948051948051948,0.5683364254792826
+Google Photos,"Easy use, somewhat limited capabilities. There's way add notes photograph, photo editing features extensive I would like. And there's way tell save photographs SD card instead cloud. So sometimes, I'm outside city, reach cell phone Networks, I can't show photos friends. This happens even though I chose settings keep photographs phone.",Positive,0.09047619047619049,0.3398809523809524
+Google Photos,"I'm using Google Photos since first version. Since days development slowed down, still far away picasa. What I really miss taging function. Google, implement simple functions? What new, changelog always same. Please field! You Google, expect others it..",Positive,0.07582972582972583,0.3941300762729334
+Google Photos,"Overall, spoiled photo offerings. From seamless backup access, shared content, surprisingly good video collages automatically makes (all FREE), Google Photos sets bar. And set high.",Positive,0.27199999999999996,0.40800000000000003
+Google Photos,"Forced Android phone. When I send photo someone else, automatically gives email without permission. Having difficulty downloading photos save computer back hard drive. The ""cloud"" I want, useful me.",Negative,-0.0729166666666667,0.18541666666666667
+Google Photos,It sucks try share someoent tries share acts like going pull hours never freezes up!! But personal business works fine wants personal information,Positive,0.026736111111111117,0.3166666666666667
+Google Photos,"I love Pixel 2, forced Google Photos garbage. There many features way overboard simple photo app. I want open gallery see pictures row look organized. Not forced sort day month year. It dumb scroll far see picture I see right away. The UI looks awful can't change anything it. Nothing user friendly. I tried using almost year gotten better. This sucks.",Positive,0.033516483516483515,0.5148351648351649
+Google Photos,nan,nan,nan,nan
+Google Photos,"Its difficult image phone's gallery. Hence, Im ready clear photos even Ive backed G.Photo. Pls solve issue.",Negative,-0.06666666666666665,0.6277777777777778
+Google Photos,"Extremely sluggish Huawei P20 Pro. Swiping image image simply takes forever. Every phone silky smooth. Plus, double tapping zoom zoom again, also work. Terribly disappointed. Fix it, Google!",Negative,-0.1325,0.5214285714285715
+Google Photos,"Overall quite good, current flow swiping pictures exhausting. I want swipe next one, even fully zoomed out. Currently, picture must absolutely 100%, quite annoying",Negative,-0.03750000000000001,0.46249999999999997
+Google Photos,"I love saves memories well make movie feature I changed. Afterr update features disappeared, can't add title anymore, can't control volume music contrast actual video anymore, removed themes option. Its disappointing, feel quality videos I make diminished.",Negative,-0.033333333333333326,0.4666666666666666
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,"Out photo I've used I enjoy features most. The features automatically create colleges, show photos, create animations photos videos, create stories movies music, list goes on. I appreciate this, especially I'm busy myself! The issue I really limited options adjusting photos myself. The options initially come photo editing leave little desired. Overall exactly I want keep photos safe cloud, pull enjoy manipulate whenever I like :)",Positive,0.23100649350649352,0.40844155844155844
+Google Photos,"I installed ""Google Photos"" IOS devices Samsung tablet idea automatically would sync pics IOS devices Samsung tablet visa versa. Photos actually uploaded Samsung tablet stored app, photos stored IOS devices seen Samsung sung tablet. What bummer! I deleting since I interested capability syncing photos across devices. The install Google Photos IOS devices Samsung tablet communicate.",Positive,0.125,0.3
+Google Photos,Best option I've seen photo organization Android. I wish possible sort based file size photo original size optimized. Easier sorting would also nice us thousands photos still need chronological order. The scroll speed allow control. As I start scrolling days suddenly I'm skipping years. It's also shame Snapseed controls built-jn Google Photos (perhaps advanced option). This also needs show patch notes know changed release.,Positive,0.3392857142857143,0.5928571428571427
+Google Photos,"Google Photos automatically converted photos original quality so-called ""high quality"". It automatically without asking me, quota filled up. This OK. I permanently lost original quality photos, way get back. Only Google Photos OK compressed photos mind losing original quality photos. (Also, quota storage taken often accurate takes days update itself.)",Positive,0.3085,0.6323333333333333
+Google Photos,"Enjoying much. Would give 5 stars way create secret album. All I right archive photos videos, secret enough guys. Also, automatically create camera videos folder. It create folder whatsapp videos, want watch hand made videos, need surf photos. Would nice that.",Positive,0.11224489795918366,0.6051020408163266
+Google Photos,Its great alot issues. You able organize order albums. Sometimes search something show up. You able change title photos videos seems like simple tool already have. There alot ways organize photos videos. Please add feature change titles videos I reupload proper names I want correct title really inconvenient,Positive,0.20000000000000004,0.5761904761904763
+Google Photos,"back I know love. No crashing, easy backup sync.. I assistant help turned problem. It seemed overloaded Mercari stuff videos old I dont remember",Positive,0.25833333333333336,0.4083333333333333
+Google Photos,"This great photo gallery app. You back photos Google never get lost. You view phone computer. It also software categorize photos search function. Say want find pictures sunsets, type ""sunset"" search bar pull up.",Positive,0.4,0.375
+Google Photos,"This must top 5 anyone Smartphone. Takes away worry backup, allows search share easily. Really miss facial recognition MUST capable (Picassa managed years ago). Would also nice could arrange date taken, rather date uploaded. Still *****",Positive,0.3,0.42000000000000004
+Google Photos,"I love intuitive Google sends personalized movies. It kids first day school last week time Google made movie slideshow titled ""they gorw fast"" taking pictures way back since little. It sweet sold app. 5 stars.",Positive,0.1589285714285714,0.39285714285714285
+Google Photos,"Sharing needs granular control. Why way prevent somebody seeing album block across *all* Google products? That's unnecessary, I want people access pics, I want continue contacting elsewhere.",Negative,-0.4,0.9
+Google Photos,"Never knew capabilites this. Discovered love it. Its great turning pictures animations, movies, collages books. Love see photos multiple devices simply transferring tablet phones. People keep asking im making animations lime me, thry idea google photos functions.",Positive,0.36,0.46142857142857147
+Google Photos,"Right, I went swimming I got back data warning saying I 100mbs left. So I looked device said Google photos used 652mbs data. For may alot I get gigabyte month!",Positive,0.09523809523809523,0.17857142857142858
+Google Photos,"I'm hard time Photos I'm getting really pissed. Everytime people send pictures videos, Photos detects another date move date instead leaving date I got them. I never problem Photos now. Please fix it, annoying keep searching (pictures videos) another date.",Negative,-0.2972222222222222,0.5472222222222222
+Google Photos,"I love camera features. I would like see Google make could make fun photos writing/typing things like that. I Google Pixel 2 XL take pictures lot class. It would nice label phone and/or laptop right Google Photos. I label microsoft program makes able keep Google photo drive impossible. I 2 copies everything talking space. Google, please help! That's think stopping perfect photo app.",Positive,0.3360544217687074,0.7086734693877551
+Google Photos,"Easy use, somewhat limited capabilities. There's way add notes photograph, photo editing features extensive I would like. And there's way tell save photographs SD card instead cloud. So sometimes, I'm outside city, reach cell phone Networks, I can't show photos friends. This happens even though I chose settings keep photographs phone.",Positive,0.09047619047619049,0.3398809523809524
+Google Photos,"When Photos become pushy manipulative? It's always unzipping trousers waving montages, panoramas housekeeping zeal face. When I open Photos, I want see edit work, watch get undermined erased Google's friendly megalomania.",Positive,0.1875,0.5
+Google Photos,"It consumes much data, takes much time load pic. Always stucks, really takes much time Data. It takes much patience n I liking problem emergency.. also I expect b even easier. And auto face recognition storage respective people. Some features b added make easy .",Positive,0.20476190476190476,0.2761904761904762
+Google Photos,nan,nan,nan,nan
+Google Photos,"I never want share photos device. I never want Google organisation read data concerning photos device. I want completely remove personal smartphone. Yet I can't I able uninstall updates, leaving original insecure version. If I get different phone Google similar I remove. If I good smart phone I able participate fully functoning member society, employed supporting family. I see reason I must allow Google access personal life order basic right live life fullest. I DO NOT agree terms conditions give Google permission read ANY data phone using application. To comply I want Google provide valid means completely remove device.",Positive,0.16633522727272726,0.49553571428571436
+Google Photos,"I never disappointed life. I backed phone, I thought. So I reset phone factory settings I went recover pictures I got back 15. The pictures VANISHED Stepdaughter died 13th July THOSE pictures used memorial service. If thinking downloading I STRONGLY RECOMMEND YOU DON'T.",Positive,0.20208333333333334,0.37083333333333335
+Google Photos,"I go back photos find back nice albums I've already created??? I go online manually add picture album??? Absolutely outrageous. And even worse, I want save photos cloud device, I can't folder. I manually add single photo separately. This truly could made inconvenient. An update: I longer anything all, immediately corrupted unable accessed.",Negative,-0.24642857142857144,0.5392857142857144
+Google Photos,"Absolute rubbish. Every time I organise photos/videos give day 2 Bam, half disappear never seen again. Storage Cleanup off, way photos etc get deleted, especially around 100 gigs space free. would think fortune 500 company would pull stuff together - busy gathering personal information.",Positive,0.08888888888888889,0.5777777777777776
+Google Photos,"Garbage ,just like ever single Google product ,photos even sync backup even day later And simple refresh option. This sucks even worse I got Android TV thinking I could see photos TV even photos Android TV play store ,are seriously dumb? Even I sideload I even see photos took day ago garbage , garbage ecisustem , garbage company",Negative,-0.19107142857142856,0.32857142857142857
+Google Photos,"I lost hundreds downloaded photos app. Whenever transfer downloaded images another folder, time get deleted automatically leaving 4 images every time. It's frustrating!",Negative,-0.5,0.9
+Google Photos,This best photos especially kids. It makes slide shows grow gives feels every time I see new one. You can't put price it. I love it.,Positive,0.40909090909090906,0.5886363636363636
+Google Photos,"Been LOT issues app. Photos show thing screen, picture taken looks nothing like looked display. Instead rich, vibrant colors showed screen, color pictures barely there. Looking washed faded. And past several weeks now, photos backup, remains stuck ""getting ready backup, regardless I do, I done everything nothing helped. And photo update made things worse.",Positive,0.020238095238095246,0.3619047619047619
+Google Photos,I love app! It's easy best part Google assistant short movies puts together you. Today made son's first year I nearly cried. So beautiful! Keep great work Google!,Positive,0.5510416666666667,0.5645833333333333
+Google Photos,What f wrong new update. It worsen photo viewing handling experience. It automatically shifted pics wothout order. And worse I'm unable even find pics viewer. I wish older version could come again. It simple easy use.,Negative,-0.0948051948051948,0.5683364254792826
+Google Photos,"I'm using Google Photos since first version. Since days development slowed down, still far away picasa. What I really miss taging function. Google, implement simple functions? What new, changelog always same. Please field! You Google, expect others it..",Positive,0.07582972582972583,0.3941300762729334
+Google Photos,"Overall, spoiled photo offerings. From seamless backup access, shared content, surprisingly good video collages automatically makes (all FREE), Google Photos sets bar. And set high.",Positive,0.27199999999999996,0.40800000000000003
+Google Photos,"Forced Android phone. When I send photo someone else, automatically gives email without permission. Having difficulty downloading photos save computer back hard drive. The ""cloud"" I want, useful me.",Negative,-0.0729166666666667,0.18541666666666667
+Google Photos,It sucks try share someoent tries share acts like going pull hours never freezes up!! But personal business works fine wants personal information,Positive,0.026736111111111117,0.3166666666666667
+Google Photos,"I love Pixel 2, forced Google Photos garbage. There many features way overboard simple photo app. I want open gallery see pictures row look organized. Not forced sort day month year. It dumb scroll far see picture I see right away. The UI looks awful can't change anything it. Nothing user friendly. I tried using almost year gotten better. This sucks.",Positive,0.033516483516483515,0.5148351648351649
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,"Its difficult image phone's gallery. Hence, Im ready clear photos even Ive backed G.Photo. Pls solve issue.",Negative,-0.06666666666666665,0.6277777777777778
+Google Photos,"Extremely sluggish Huawei P20 Pro. Swiping image image simply takes forever. Every phone silky smooth. Plus, double tapping zoom zoom again, also work. Terribly disappointed. Fix it, Google!",Negative,-0.1325,0.5214285714285715
+Google Photos,"Overall quite good, current flow swiping pictures exhausting. I want swipe next one, even fully zoomed out. Currently, picture must absolutely 100%, quite annoying",Negative,-0.03750000000000001,0.46249999999999997
+Google Photos,"Out photo I've used I enjoy features most. The features automatically create colleges, show photos, create animations photos videos, create stories movies music, list goes on. I appreciate this, especially I'm busy myself! The issue I really limited options adjusting photos myself. The options initially come photo editing leave little desired. Overall exactly I want keep photos safe cloud, pull enjoy manipulate whenever I like :)",Positive,0.23100649350649352,0.40844155844155844
+Google Photos,"This great photo gallery app. You back photos Google never get lost. You view phone computer. It also software categorize photos search function. Say want find pictures sunsets, type ""sunset"" search bar pull up.",Positive,0.4,0.375
+Google Photos,"I love intuitive Google sends personalized movies. It kids first day school last week time Google made movie slideshow titled ""they gorw fast"" taking pictures way back since little. It sweet sold app. 5 stars.",Positive,0.1589285714285714,0.39285714285714285
+Google Photos,nan,nan,nan,nan
+Google Photos,"I installed ""Google Photos"" IOS devices Samsung tablet idea automatically would sync pics IOS devices Samsung tablet visa versa. Photos actually uploaded Samsung tablet stored app, photos stored IOS devices seen Samsung sung tablet. What bummer! I deleting since I interested capability syncing photos across devices. The install Google Photos IOS devices Samsung tablet communicate.",Positive,0.125,0.3
+Google Photos,"Google Photos automatically converted photos original quality so-called ""high quality"". It automatically without asking me, quota filled up. This OK. I permanently lost original quality photos, way get back. Only Google Photos OK compressed photos mind losing original quality photos. (Also, quota storage taken often accurate takes days update itself.)",Positive,0.3085,0.6323333333333333
+Google Photos,"Enjoying much. Would give 5 stars way create secret album. All I right archive photos videos, secret enough guys. Also, automatically create camera videos folder. It create folder whatsapp videos, want watch hand made videos, need surf photos. Would nice that.",Positive,0.11224489795918366,0.6051020408163266
+Google Photos,Its great alot issues. You able organize order albums. Sometimes search something show up. You able change title photos videos seems like simple tool already have. There alot ways organize photos videos. Please add feature change titles videos I reupload proper names I want correct title really inconvenient,Positive,0.20000000000000004,0.5761904761904763
+Google Photos,"back I know love. No crashing, easy backup sync.. I assistant help turned problem. It seemed overloaded Mercari stuff videos old I dont remember",Positive,0.25833333333333336,0.4083333333333333
+Google Photos,"This must top 5 anyone Smartphone. Takes away worry backup, allows search share easily. Really miss facial recognition MUST capable (Picassa managed years ago). Would also nice could arrange date taken, rather date uploaded. Still *****",Positive,0.3,0.42000000000000004
+Google Photos,Best option I've seen photo organization Android. I wish possible sort based file size photo original size optimized. Easier sorting would also nice us thousands photos still need chronological order. The scroll speed allow control. As I start scrolling days suddenly I'm skipping years. It's also shame Snapseed controls built-jn Google Photos (perhaps advanced option). This also needs show patch notes know changed release.,Positive,0.3392857142857143,0.5928571428571427
+Google Photos,"Sharing needs granular control. Why way prevent somebody seeing album block across *all* Google products? That's unnecessary, I want people access pics, I want continue contacting elsewhere.",Negative,-0.4,0.9
+Google Photos,"Never knew capabilites this. Discovered love it. Its great turning pictures animations, movies, collages books. Love see photos multiple devices simply transferring tablet phones. People keep asking im making animations lime me, thry idea google photos functions.",Positive,0.36,0.46142857142857147
+Google Photos,"Right, I went swimming I got back data warning saying I 100mbs left. So I looked device said Google photos used 652mbs data. For may alot I get gigabyte month!",Positive,0.09523809523809523,0.17857142857142858
+Google Photos,"I'm hard time Photos I'm getting really pissed. Everytime people send pictures videos, Photos detects another date move date instead leaving date I got them. I never problem Photos now. Please fix it, annoying keep searching (pictures videos) another date.",Negative,-0.2972222222222222,0.5472222222222222
+Google Photos,"I love camera features. I would like see Google make could make fun photos writing/typing things like that. I Google Pixel 2 XL take pictures lot class. It would nice label phone and/or laptop right Google Photos. I label microsoft program makes able keep Google photo drive impossible. I 2 copies everything talking space. Google, please help! That's think stopping perfect photo app.",Positive,0.3360544217687074,0.7086734693877551
+Google Photos,"Easy use, somewhat limited capabilities. There's way add notes photograph, photo editing features extensive I would like. And there's way tell save photographs SD card instead cloud. So sometimes, I'm outside city, reach cell phone Networks, I can't show photos friends. This happens even though I chose settings keep photographs phone.",Positive,0.09047619047619049,0.3398809523809524
+Google Photos,nan,nan,nan,nan
+Google Photos,"I never want share photos device. I never want Google organisation read data concerning photos device. I want completely remove personal smartphone. Yet I can't I able uninstall updates, leaving original insecure version. If I get different phone Google similar I remove. If I good smart phone I able participate fully functoning member society, employed supporting family. I see reason I must allow Google access personal life order basic right live life fullest. I DO NOT agree terms conditions give Google permission read ANY data phone using application. To comply I want Google provide valid means completely remove device.",Positive,0.16633522727272726,0.49553571428571436
+Google Photos,"I never disappointed life. I backed phone, I thought. So I reset phone factory settings I went recover pictures I got back 15. The pictures VANISHED Stepdaughter died 13th July THOSE pictures used memorial service. If thinking downloading I STRONGLY RECOMMEND YOU DON'T.",Positive,0.20208333333333334,0.37083333333333335
+Google Photos,"I go back photos find back nice albums I've already created??? I go online manually add picture album??? Absolutely outrageous. And even worse, I want save photos cloud device, I can't folder. I manually add single photo separately. This truly could made inconvenient. An update: I longer anything all, immediately corrupted unable accessed.",Negative,-0.24642857142857144,0.5392857142857144
+Google Photos,"Absolute rubbish. Every time I organise photos/videos give day 2 Bam, half disappear never seen again. Storage Cleanup off, way photos etc get deleted, especially around 100 gigs space free. would think fortune 500 company would pull stuff together - busy gathering personal information.",Positive,0.08888888888888889,0.5777777777777776
+Google Photos,"Garbage ,just like ever single Google product ,photos even sync backup even day later And simple refresh option. This sucks even worse I got Android TV thinking I could see photos TV even photos Android TV play store ,are seriously dumb? Even I sideload I even see photos took day ago garbage , garbage ecisustem , garbage company",Negative,-0.19107142857142856,0.32857142857142857
+Google Photos,"I lost hundreds downloaded photos app. Whenever transfer downloaded images another folder, time get deleted automatically leaving 4 images every time. It's frustrating!",Negative,-0.5,0.9
+Google Photos,This best photos especially kids. It makes slide shows grow gives feels every time I see new one. You can't put price it. I love it.,Positive,0.40909090909090906,0.5886363636363636
+Google Photos,"Been LOT issues app. Photos show thing screen, picture taken looks nothing like looked display. Instead rich, vibrant colors showed screen, color pictures barely there. Looking washed faded. And past several weeks now, photos backup, remains stuck ""getting ready backup, regardless I do, I done everything nothing helped. And photo update made things worse.",Positive,0.020238095238095246,0.3619047619047619
+Google Photos,I love app! It's easy best part Google assistant short movies puts together you. Today made son's first year I nearly cried. So beautiful! Keep great work Google!,Positive,0.5510416666666667,0.5645833333333333
+Google Photos,What f wrong new update. It worsen photo viewing handling experience. It automatically shifted pics wothout order. And worse I'm unable even find pics viewer. I wish older version could come again. It simple easy use.,Negative,-0.0948051948051948,0.5683364254792826
+Google Photos,"It consumes much data, takes much time load pic. Always stucks, really takes much time Data. It takes much patience n I liking problem emergency.. also I expect b even easier. And auto face recognition storage respective people. Some features b added make easy .",Positive,0.20476190476190476,0.2761904761904762
+Google Photos,"When Photos become pushy manipulative? It's always unzipping trousers waving montages, panoramas housekeeping zeal face. When I open Photos, I want see edit work, watch get undermined erased Google's friendly megalomania.",Positive,0.1875,0.5
+Google Photos,"I'm using Google Photos since first version. Since days development slowed down, still far away picasa. What I really miss taging function. Google, implement simple functions? What new, changelog always same. Please field! You Google, expect others it..",Positive,0.07582972582972583,0.3941300762729334
+Google Photos,"Overall, spoiled photo offerings. From seamless backup access, shared content, surprisingly good video collages automatically makes (all FREE), Google Photos sets bar. And set high.",Positive,0.27199999999999996,0.40800000000000003
+Google Photos,"Forced Android phone. When I send photo someone else, automatically gives email without permission. Having difficulty downloading photos save computer back hard drive. The ""cloud"" I want, useful me.",Negative,-0.0729166666666667,0.18541666666666667
+Google Photos,It sucks try share someoent tries share acts like going pull hours never freezes up!! But personal business works fine wants personal information,Positive,0.026736111111111117,0.3166666666666667
+Google Photos,"I love Pixel 2, forced Google Photos garbage. There many features way overboard simple photo app. I want open gallery see pictures row look organized. Not forced sort day month year. It dumb scroll far see picture I see right away. The UI looks awful can't change anything it. Nothing user friendly. I tried using almost year gotten better. This sucks.",Positive,0.033516483516483515,0.5148351648351649
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,Absolutely love backup option this. My mobile broke Jan thankfully pictures backed Google repair phone external storage,Positive,0.25,0.35
+Google Photos,"Its difficult image phone's gallery. Hence, Im ready clear photos even Ive backed G.Photo. Pls solve issue.",Negative,-0.06666666666666665,0.6277777777777778
+Google Photos,"Extremely sluggish Huawei P20 Pro. Swiping image image simply takes forever. Every phone silky smooth. Plus, double tapping zoom zoom again, also work. Terribly disappointed. Fix it, Google!",Negative,-0.1325,0.5214285714285715
+Google Photos,"I installed ""Google Photos"" IOS devices Samsung tablet idea automatically would sync pics IOS devices Samsung tablet visa versa. Photos actually uploaded Samsung tablet stored app, photos stored app... Full Review",Positive,0.175,0.325
+Google Photos,Best option I've seen photo organization Android. I wish possible sort based file size photo original size optimized. Easier sorting would also nice us thousands photos still need chronological order. The scroll speed allow control. As I start scrolling days suddenly I'm skipping years. It's also shame Snapseed controls built-jn Google Photos (perhaps advanced option). This also needs show patch notes know changed release.,Positive,0.3392857142857143,0.5928571428571427
+Google Photos,Its great alot issues. You able organize order albums. Sometimes search something show up. You able change title photos videos seems like simple tool already have. There alot ways organize photos videos. Please add feature change titles videos I reupload proper names I want correct title really inconvenient,Positive,0.20000000000000004,0.5761904761904763
+Google Photos,"back I know love. No crashing, easy backup sync.. I assistant help turned problem. It seemed overloaded Mercari stuff videos old I dont remember",Positive,0.25833333333333336,0.4083333333333333
+Google Photos,"Enjoying much. Would give 5 stars way create secret album. All I right archive photos videos, secret enough guys. Also, automatically create camera videos folder. It create folder whatsapp videos, want watch hand made videos, need surf photos. Would nice that.",Positive,0.11224489795918366,0.6051020408163266
+Google Photos,"Sharing needs granular control. Why way prevent somebody seeing album block across *all* Google products? That's unnecessary, I want people access pics, I want continue contacting elsewhere.",Negative,-0.4,0.9
+Google Photos,"Right, I went swimming I got back data warning saying I 100mbs left. So I looked device said Google photos used 652mbs data. For may alot I get gigabyte month!",Positive,0.09523809523809523,0.17857142857142858
+Google Photos,"I love camera features. I would like see Google make could make fun photos writing/typing things like that. I Google Pixel 2 XL take pictures lot class. It would nice label phone and/or laptop right Google Photos. I label microsoft program makes able keep Google photo drive impossible. I 2 copies everything talking space. Google, please help! That's think stopping perfect photo app.",Positive,0.3360544217687074,0.7086734693877551
+Google Photos,nan,nan,nan,nan
+Google Photos,"I never want share photos device. I never want Google organisation read data concerning photos device. I want completely remove personal smartphone. Yet I can't I able uninstall updates, leaving original insecure version. If I get different phone Google similar I remove. If I good smart phone I able participate fully functoning member society, employed supporting family. I see reason I must allow Google access personal life order basic right live life fullest. I DO NOT agree terms conditions give Google permission read ANY data phone using application. To comply I want Google provide valid means completely remove device.",Positive,0.16633522727272726,0.49553571428571436
+Google Photos,"Never knew capabilites this. Discovered love it. Its great turning pictures animations, movies, collages books. Love see photos multiple devices simply transferring tablet phones. People keep asking im making animations lime me, thry idea google photos functions.",Positive,0.36,0.46142857142857147
+Google Photos,"Absolute rubbish. Every time I organise photos/videos give day 2 Bam, half disappear never seen again. Storage Cleanup off, way photos etc get deleted, especially around 100 gigs space free. would think fortune 500 company would pull stuff together - busy gathering personal information.",Positive,0.08888888888888889,0.5777777777777776
+Google Photos,"I lost hundreds downloaded photos app. Whenever transfer downloaded images another folder, time get deleted automatically leaving 4 images every time. It's frustrating!",Negative,-0.5,0.9
+Google Photos,This best photos especially kids. It makes slide shows grow gives feels every time I see new one. You can't put price it. I love it.,Positive,0.40909090909090906,0.5886363636363636
+Google Photos,"When Photos become pushy manipulative? It's always unzipping trousers waving montages, panoramas housekeeping zeal face. When I open Photos, I want see edit work, watch get undermined erased Google's friendly megalomania.",Positive,0.1875,0.5
+Google Photos,"I'm using Google Photos since first version. Since days development slowed down, still far away picasa. What I really miss taging function. Google, implement simple functions? What new, changelog always same. Please field! You Google, expect others it..",Positive,0.07582972582972583,0.3941300762729334
+Google Photos,"Overall, spoiled photo offerings. From seamless backup access, shared content, surprisingly good video collages automatically makes (all FREE), Google Photos sets bar. And set high.",Positive,0.27199999999999996,0.40800000000000003
+Google Photos,"Forced Android phone. When I send photo someone else, automatically gives email without permission. Having difficulty downloading photos save computer back hard drive. The ""cloud"" I want, useful me.",Negative,-0.0729166666666667,0.18541666666666667
+Google Photos,"You guys take snap shots, videos I turned coolest videos desperately needed slideshows I really appreciate all. Our grandparents parents spent hours converting photographs slideshows eight millimeter video LaserDisc. Now everytime I group put together better slideshow better collage better movie child's life I ever time thank much.",Positive,0.17142857142857143,0.42857142857142855
+Google Photos,nan,nan,nan,nan
+Google Photos,"Its difficult image phone's gallery. Hence, Im ready clear photos even Ive backed G.Photo. Pls solve issue.",Negative,-0.06666666666666665,0.6277777777777778
+Google Photos,"I love Pixel 2, forced Google Photos garbage. There many features way overboard simple photo app. I want open gallery see pictures row look organized. Not forced sort day month year. It dumb scroll far see picture I see right away. The UI looks awful can't change anything it. Nothing user friendly. I tried using almost year gotten better. This sucks.",Positive,0.033516483516483515,0.5148351648351649
+Google Photos,"Overall quite good, current flow swiping pictures exhausting. I want swipe next one, even fully zoomed out. Currently, picture must absolutely 100%, quite annoying",Negative,-0.03750000000000001,0.46249999999999997
+Google Photos,"Why add damn FOLDERS? IF I backup images phone, I store organize things image folders (I name accordingly.), I want Google Photos respect ALSO HAVE *SAME* FOLDERS, instead grouping pics single Album....",Negative,-0.03571428571428571,0.16964285714285715
+Google Photos,nan,nan,nan,nan
+Google Photos,Great way backup photos. I lost database phone Google Photos photos videos backed up! The auto-generated videos animations pretty nice too.,Positive,0.6166666666666667,0.9166666666666666
+Google Photos,Everything spread out. And everything different folders I ask for. I want photos area unless I permit otherwise,Neutral,0.0,0.6
+Google Photos,There editing options shared pics. It's quite difficult edit old pics like searching different timelines. Please make happen.,Negative,-0.13333333333333333,0.6
+Google Photos,A rubbish app. Only photos videos seen clearly saved device storage. I backed photos videos deleted everything device except buffering nothing happens photos videos Google photos.,Positive,0.05000000000000001,0.6916666666666667
+Google Photos,Free space keep pictures videos safe cloud. Time Hop feature let's ylook back memories. It also creates fun slideshows adds animation help make events trips fun look back on.,Positive,0.25,0.2833333333333333
+Google Photos,Google photos useful app. It various things suggests user eventually cool stuff keep save. It helped lot videos took photos shot. Great honest.,Positive,0.41,0.5599999999999999
+Google Photos,Still love it. The face feature convenient take pictures people lot. I would suggest notification something get permission user facial recognition avoid legal issues. I also thought would pretty sweet pet recognition feature.,Positive,0.25999999999999995,0.49000000000000005
+Google Photos,nan,nan,nan,nan
+Google Photos,I even really there. But since update gone photo made even better without ask it. It's amazing!!!!,Positive,0.5666666666666667,0.5333333333333333
+Google Photos,"I think well laid quickly easily view collection photographs. Exploring within led wonderful ways arrange, store share others memories I hold dear. Thank thoughtful generous gift.",Positive,0.6111111111111112,0.7777777777777778
+Google Photos,Everything good except option select folders upload. For example option de-select facebook/messenger folders located DCIM folder reason many scrap images take screenshots receive messenger uploaded . I even submited google problem response.,Positive,0.6,0.55
+Google Photos,Excellent photo free storage cloud. Needs better photo editing features better integration Snapseed. Ability delete pictures album view would nice. Or link back actual picture location instead forcing search find picture delete edit,Positive,0.42857142857142855,0.5571428571428572
+Google Photos,"It took moment get used Google Photo compared normal gallery 100% better traditional photo app. Hello back up?! Love, love, love!",Positive,0.325,0.5285714285714286
+Google Photos,Constant notifications. Very annoying app. It needs chill realize I care daily collages,Negative,-0.3333333333333333,0.4444444444444444
+Google Photos,Like I'm full screen notification update whenever there's new update I go open app. I want update I wish way opt notification annoying close I access pictures.,Negative,-0.07840909090909093,0.6011363636363637
+Google Photos,"It's getting there. The tell many photos every grouping, albums. Shared albums show albums shared section always find looking for. I still see stars hearts app. I'm sure I can't see I wife set partner using substratum hides it. I say, I can't see even substratum disabled.",Positive,0.26666666666666666,0.562962962962963
+Google Photos,Recently changed phone Huawei P20 Lite seems compatible. The strucks time. I double checked many times comparing Google apps. Photos accessing online offline struck lot.,Positive,0.16666666666666666,0.25
+Google Photos,"When I bought Android phone. I looking gallery app. But found photo viewing videos. I find great first later Assistant, backups, editing many features made fan.. Honestly gallery app.",Positive,0.43,0.4966666666666667
+Google Photos,- GIFs seem able uploaded shared albums - It would great pictures 'Portrait Mode' uploaded shared album format 2 photos normally shown together users gallery - It would useful user could set geo locations removed sharing full image message e.g. Facebook Messenger like sharing via link,Positive,0.42000000000000004,0.515
+Google Photos,I can't begin explain happy I app. It takes regular photos styles automatically. Along plenty great features :). If could give higher 5 stars I would kudos google,Positive,0.47000000000000003,0.6653846153846154
+Google Photos,"It beautiful And well designed, poor execution. Video playback lags stutters. Video often stops voice continues playing. Other 3rd party pay video without issue.",Positive,0.08124999999999999,0.49375
+Google Photos,I like stores photos dont really understand else im gadget savvy maybe dum could tutorial something,Positive,0.2,0.2
+Google Photos,Hi guys! Can developers provide compatability Hisilicon Kirin devices? My Huawei Mate 10 save videos stabilized google photos Huawei Nova 2 lite runs Snapdragon save stabilized footage. Would really recommend peers incompatability,Positive,0.2,0.2
+Google Photos,As much I love I gave 4 stars room improvement. I love rediscover day! Where shows pictures past. I'm glad show every day otherwise would special. But maybe allow user adjust people want see more.,Positive,0.37202380952380953,0.5869047619047619
+Google Photos,"I would give 5 stars pictures organized properly date instead jumbled around (i.e. pictures taken Feb 17 organized Feb. 16 Feb. 21 sections, Feb. 17 section found). I noticed occurs moving items trash failing notice change adjust accordingly. Also indication whether item backed (even ""Backup Complete"" notification). It I want archive I find many pictures/videos failed upload even connected WiFi.",Positive,0.024999999999999994,0.325
+Google Photos,"I really appreciate thoroughly enjoy ""Google"" putting together photos videos collage reminds special occasions - occurred years ago! In turn, allows share family members friends - many actually included photos videos! Google work me!",Positive,0.3092857142857143,0.3742857142857143
+Google Photos,Fabulous keeping back photos...gud thing dat whenever u want see Ur old pcx u watch easily thats feature I love much,Positive,0.2722222222222222,0.47222222222222227
+Google Photos,"I love Google products never issues phones, I tried everything back pictures new pixel 2 xl nothing works. I tried EVERYTHING. Making backup pictures software simple. Please fix bug.",Positive,0.1590909090909091,0.3529220779220779
+Google Photos,"Perfect circumstances, suggestions, review, collages etc. One thing I clear: can't I share partner account / folder GPhotos Gmail accounts (I already trier 6 7 workarrounds, result). I know known issue work progress (that's I kept rating 5*) year ... news ?",Positive,0.45,0.7944444444444444
+Google Photos,"You get ""memories "" make selection photo transfer already made album .. But doesnt let selection automatically goes make new album...why wrong",Negative,-0.18181818181818182,0.6772727272727272
+Google Photos,"I love way creates animations, collages libraries photos people take. Has best photography made today. And real deal Google made product amazing! Should built Android phones honestly. I'm happy Google Photos highly competitive Microsoft OneDrive",Positive,0.5683333333333334,0.6066666666666667
+Google Photos,"Excellent photo organizer, but I think it could allow us to organize photos through folders, not just albums, so that the gallery itself becomes more organized and easier to find that we look for when we link in another application.",Positive,0.75,0.75
+Google Photos,So since last update crashes I even send screenshots. Fix issues I personally happy man reward appropriate amount stars,Positive,0.43333333333333335,0.5222222222222223
+Google Photos,"Since updating Samsung 7 active, photos keeps closing. I hate it!",Negative,-0.5666666666666667,0.75
+Google Photos,"In comparison default photo installed HTC Moto Android platforms past, I much prefer Google photos. Very fast rendering large image load I'm quite fond various little movies reminders years past. Love",Positive,0.06084821428571428,0.43857142857142856
+Google Photos,The custom theme editor inexplicably removed. That favorite part app. Very disappointed.,Negative,-0.3583333333333334,0.9583333333333334
+Google Photos,I'm really enjoyed able see I saved years. It also helps get pictures phone's memory way I lose,Positive,0.5,0.6625
+Google Photos,"Best part Google Photos unlimited storage space MANY THOUSANDS pictures videos!! It's organized, easily accessible multiple devices, user friendly. Honestly, I'm sure I'd without Google photos.",Positive,0.5052083333333334,0.42731481481481487
+Google Photos,My mobile fallen height thought lost pics.but installing gmail got photos back took previous mobile since 2015.very awesome app.install store pics never loose them.thank google,Positive,0.21794871794871795,0.358974358974359
+Google Photos,nan,nan,nan,nan
+Google Photos,"You guys take snap shots, videos I turned coolest videos desperately needed slideshows I really appreciate all. Our grandparents parents spent hours converting photographs slideshows eight millimeter video LaserDisc. Now everytime I group put together better slideshow better collage better movie child's life I ever time thank much.",Positive,0.17142857142857143,0.42857142857142855
+Google Photos,I love app. easy layout alot handy funktions. thing I would like change built-in photo editor could bit detailed.,Positive,0.4833333333333333,0.7708333333333334
+Google Photos,I separate My photos videos. Downloading photos Videos headache. Face recognition sorting available without uploading.,Positive,0.4,0.4
+Google Photos,"Liked I shown, feel uneasy strangers @ Google acted like peeping tom. Not sure I could feel FREE taking shots anytime anymore",Positive,0.25,0.8296296296296296
+Google Photos,"Major slow motion issues. Sometimes slow motion videos play normal speed, sometimes audio, etc. Save bugs sometimes make hang.",Negative,-0.09687500000000002,0.48749999999999993
+Google Photos,Best thing EVER!! Im love app. I look forward talking bunch pics see amazing things theme. Thanks google i'm forever fan!!!!!,Positive,0.677587890625,0.49999999999999994
+Google Photos,"Great problem I try make movie change theme music comes I longer able view movie normally, please fix!!",Positive,0.5114583333333333,0.6749999999999999
+Google Photos,In opinion I think excellent save photos cloud. It cool features makes much better. I really recommend Android device iOS,Positive,0.5125000000000001,0.5875
+Google Photos,"Deleting photos slow me. I think I large photo library. Also, delete-confirmation pointless already trash folder.",Negative,-0.11190476190476191,0.44285714285714284
+Google Photos,I worst experienced version. I would like oldest version. Oldest version creating movie photos showing album experience. Photos filtering movie. But version could filtering movies. Please update filtering version movie version.,Negative,-0.09999999999999998,0.95
+Google Photos,The dates consistently incorrect saved pictures arranging incoming photos specific albums user friendly all. Google Drive much user friendly,Positive,0.24,0.315
+Google Photos,"I've given Google Photos 5 stars long time now. The main reason because, I've google account sometime many photos I Google Cloud I can't imagine photos unknown cloud storage good enough conscience. So, I highly recommend anyone who's looking storage well go back many years memories lifetime.",Positive,0.20851851851851852,0.44148148148148153
+Google Photos,"The best manage photos, videos, never lose Google provides free unlimited storage.",Positive,0.7,0.55
+Google Photos,nan,nan,nan,nan
+Google Photos,This awesome. I things before. Im new play it. I enjoying every minute. Thank Google,Positive,0.5454545454545454,0.6848484848484849
+Google Photos,"There tons cool features including photo editing, organization tools, cool things assistant photos videos. Must anyone iSheep.",Positive,0.35,0.65
+Google Photos,"So cool useful, love look backs dates helpful chronologically dated. Very fun see last year years past dated.",Positive,0.1842857142857143,0.26095238095238094
+Google Photos,Love app. Just found video Google made depicting son baby 8 years old. I constantly find new collages videos Google makes I love it.,Positive,0.24727272727272726,0.4375757575757576
+Google Photos,"The best cloud photo solution.. Unlimited storage, great search / tagging capabilities, ability clear phone storage based backed data.. N free! Can't ask really.",Positive,0.5200000000000001,0.4866666666666667
+Google Photos,"I know trying upload last 2 days! Can't stop either! If I force stop app, upload begins soon I open again.. Ridiculous..",Negative,-0.1111111111111111,0.5222222222222223
+Google Photos,Great organising photos. The people section seems add new people older photos since activated. Could useful sync contact pictures,Positive,0.35075757575757577,0.38446969696969696
+Google Photos,The show third party clicked pics Dark theme added,Negative,-0.075,0.2
+Google Photos,What hell wrong app. Stuck opening photos. I bought first Android phone hate it.,Negative,-0.35000000000000003,0.7111111111111111
+Google Photos,I completely love google photos. Whenever I lost phone worry losing photos due fact already backed google photos.,Positive,0.1875,0.4875
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Photos,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Books,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Games,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Play Movies & TV,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,Great,Positive,0.8,0.75
+Google Primer,nan,nan,nan,nan
+Google Primer,Good,Positive,0.7,0.6000000000000001
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Primer,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Sheets,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,nan,nan,nan,nan
+Google Slides,Great presentations. Greatest part share. Wonderful!,Positive,0.9333333333333332,0.9166666666666666
+Google Slides,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,"From I read update, nothing value improvement app, added features functionality tuan selected group people. My point Google bloating useless features. It like giving person permission go movie, informing allowed watch it.",Negative,-0.5,0.2
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,"Please keep updating the picture, because my house is in 2015. My cellphone is bad so the picture quality is bad. Makasi",Negative,-0.6999999999999998,0.6666666666666666
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,nan,nan,nan,nan
+Google Street View,I hate,Negative,-0.8,0.9
+Google Street View,Can guys make possible places offline?,Neutral,0.0,1.0
+Google Street View,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,"It good ""Word"" translation only. Even sometimes translate word correctly. Apart that, can't translate idioms phrases. It take words idiom individually translate individually. Please add idiom translation tool make better. I look forward getting idiom translation tool app. Thank",Positive,0.24,0.58
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,"Very nice you are, Nice., A small Roy: It should also be done in English English of Hindi, which is just being English to Hindi.",Positive,0.18833333333333332,0.39999999999999997
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Translate,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,Useful,Positive,0.3,0.0
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Trips - Travel Planner,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,I depend I cell whatever reason . Fa I'll friends ALWAYS reach via Google voice. It's fancy app. But needs immediate access. I highly recommend using app. Plus bo us visual transcription always appreciated.,Positive,0.12,0.2133333333333333
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,"As yesterday crashes anytime I try open conversation write new text messages. I've restarted phone, uninstalled reinstalled app. I know else fix problem. I even sent error report crashed. Please help!!!",Positive,0.13316761363636362,0.4772727272727273
+Google Voice,nan,nan,nan,nan
+Google Voice,Best way keep distance easily attached psycho girls meet online.. lot,Positive,0.7166666666666667,0.5666666666666667
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,I updated crash. Fix it!!!,Neutral,0.0,0.0
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,Please integrate Android Messages addition Hangouts ! Doesn't work Chase SMS TD Bank SMS.,Neutral,0.0,0.0
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,"nvr problems yet, suggest ppl try it!!",Neutral,0.0,0.0
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,"Google, I want able select multiple call history, messages voice mails delete them. I calls 2016, 2017 way delete time.",Positive,0.25,0.3125
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,"Could refresh, error loading conversations, could reset counters. Doesn't work",Neutral,0.0,0.0
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google Voice,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,The social network without ads plus useful thing called collections helps you. categorize posts according criteria. I gave Facebook G+ I glad I it!,Positive,0.3194444444444444,0.35555555555555557
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,"I love app. No issue, problems great way socialize catch family members long lost friends.",Positive,0.4166666666666667,0.5833333333333334
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Google+,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,"I update idea. What option fix car garage? It could take long regular gameplay game would take. And bricks garage door, maybe pick something break bricks down. And instead cutscene shows Granny, able drive car? I think would really fun.",Positive,0.03240740740740739,0.3318019943019943
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,"This game great! My new favorite! Granny still doesnt stop scaring me! I love different intensities game. It makes never get old. I also appreciate items different places game. I also read like new garage edition game! It makes even interesting! I wish, however, house, maybe even different houses something. The house pretty good size, played many times I have, gets little old. I think It would also cool deaths now. Maybe something evolving garage. Overall, games great! I fallen love!",Positive,0.21375988142292493,0.5286561264822134
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,"This game outstanding. Litteratly took breath away. The graphics gameplay simple beautiful way. And rag doll physics nice well. Controls sound. Especially mobile horror. When I 1st saw I low expectation This, though would cheap knockoff. But truly masterpiece. This game simple follows rules good horror game. It may look deceiving, let granny fool you... make sound... She always waiting.",Positive,0.18928571428571425,0.5849489795918368
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,Granny far best horror game play store next Five Nights At Freddy's. love great gameplay great graphics. Just saying future updates something attic needs rooms like perhaps torture chamber laboratory.,Positive,0.35,0.49062500000000003
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,"This BEST games I've played while! Angry Birds To Fortnite, Granny! man I love intense puzzling. hope could add multiplayer mode, tjt would DOPE still game great! Loved It!",Positive,0.36428571428571427,0.6928571428571428
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,"5 stars even though kicks sometimes. But either way far favorite game! I beat granny many times I still cant stop playing! Will updates? Like maybe rooms, drawers, locks, etc? That would awesome!",Positive,0.34500000000000003,0.78
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,"This super fun time consuming. They super creative graphics. You might get scared though first time playing it! My first time playing scary, I hid bed whole time move. But I played again, fun. There different levels starts easy goes extreme. They super fun challenging. Have fun app!",Positive,0.24036458333333335,0.5812499999999999
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,Best game I ever played so addictive entertainment. One thing add multi player although might mean would less scary friends around. Make customisable avatar friends see. Over amazing game,Negative,-0.022395833333333323,0.5817708333333335
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,"This game best horror gane I've ever played before, suggestion new update. If make another update treehouse... A treehouse get making object slide rope it.Granny would go outside come you. Just little suggestion :)",Positive,0.17481060606060606,0.45075757575757575
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,"This game really addictive, I can't put down. It's challenging, yet still terrifying. The concept perfect complicated codes escape amazing. I would definitely reccomend installing Granny, love challenging scary horror games.",Positive,0.04537037037037037,0.799074074074074
+Granny,nan,nan,nan,nan
+Granny,nan,nan,nan,nan
+Granny,"So, overall game done outstanding job scaring you! But game violent kids seeing things like this. Also given many people I know nightmares I continuing play this. Thank you.",Negative,-0.07916666666666668,0.5291666666666667
+Granny,"It fun scary! Its hard though, every time I play things different places. I beat game yet I looked around house lot. Its amazing l. Me sister loves",Negative,-0.06944444444444442,0.6069444444444444
+Granny,"Okay game great fact glitch made lose weapon wall frustrating. Not mention happened kick I made lot progress. So upset right now, please fix it. Update: ALSO trapped inside wall behind fridge??",Positive,0.026530612244897944,0.5408163265306122
+Granny,The game really good hard. To scary even make little sound come knock out. And puts bear trap can't walk . Only can. That I like lot.,Negative,-0.039880952380952385,0.6345238095238095
+Granny,"I'm giving star I get terrible motion sickness playing this. 10 minutes game I start getting nauseas. Also, I never find code door. Other that, I could play without getting sick, rating would definitely higher.",Negative,-0.39785714285714285,0.6264285714285714
+Granny,Great game. It's basically actually good fun horror game. Only things game keeps lagging lot exiting game. It's me. Others I know problem. Cause I really wish I could enjoy without problems. But great game. Would definitely recommend,Positive,0.09230769230769233,0.5000000000000001
+Granny,"This well made, scary horror game. Granny favorite games. She still gets adrenaline pumping gets near I try run away sixty-third time...And that's game like supposed like, horror game. I really never thought I'd scared three-dimensional antagonistic grandmother, man! Am I ever! Great game DVloper! Keep great horror games!",Positive,0.004374999999999995,0.5700000000000001
+Granny,"This ""Typical"" horror game expected be. The graphics shall treated main aspect, concept game solve little puzzles teasers, order escape massive, giant dusty old house. But granny shall waiting you. A 4.5★ game.",Negative,-0.16249999999999998,0.5212121212121212
+Granny,*Guys game awesome! And also... You glitch invisible! Don't fix invisible glitch Plz! I insist.. Thanks da game dis awesome!!! I speechless... Thank oh thank much!* You awarded KZFanie!!!!! Pls sub channel. Khatelyn Zurbano. Khatelyn Zurbano second. Khatelyn Zurbano third. Oh thanks car update!,Positive,0.26810438368055556,0.3777777777777778
+Granny,Awesome addictive fun play. Just please - say stuff update that's true two months ago said fixed update getting stuck wall. Really? It happened yesterday!,Positive,0.3333333333333333,0.525
+Granny,"This game lit,Just please make update moved keys materials different random place house. You add different locks items secret rooms maybe room dead bodies put multiplayer friends could play help grannys house",Negative,-0.25,0.5333333333333333
+Granny,"So, game amazing. It ran really smooth. After first update house first expanded. My game became really laggy. When I look around, lag lot. I know happend, used run really good. But first big update, went trash. Please please fix this. I want game get bad reviews issue. If need info let know.",Positive,0.06250000000000003,0.4305555555555556
+Granny,"I'm sick getting close ending die. ITS LAGGY. I cant turn good, I walk sometimes turns far. I turned shoot granny lagged. And sensitivity low. My wifi good connection problem. I'm sick playing keeps lagging.",Positive,0.011904761904761882,0.7023809523809524
+Granny,This game scary game sure still go attick go area go vent area instead go board angle turn round circles board disappear? I saw person YouTube granny attack him.,Negative,-0.2,0.6177777777777778
+Granny,nan,nan,nan,nan
+Granny,"The game didnt work. I played friends ipod fun worked well. But I proceeded install Samsung. I would open play, get settings ready I presses 'Continue' closed own.",Positive,0.09999999999999999,0.45
+Granny,nan,nan,nan,nan
+Granny,It great game I never completed it. There way many locks stupid door randomly generated whenever go new day messes progress. I would suggest someone except door fact randomly generated.,Negative,-0.10909090909090909,0.5863636363636363
+Granny,So uhm.. This game amazing I accidentally closed game went menu screen.. And I unlocking last lock door I closed accident went menu screen thats bad thing... Can please add auto saving saving? Because I start rage bit happens.. So please add it..,Negative,-0.15714285714285708,0.37619047619047624
+Granny,Loved game. You change sensitivity better suit play. Granny never seizes scare every time catches me. This game little tricky used map get easier! Controls easy use. Super addicting.,Positive,0.13318452380952378,0.5857142857142857
+Granny,Hi in Mumbai mae! I loved playing granny saw new update granny right? I wanna ask multiplayer granny escape granny driving granny's car..i'm asking IF u update it.. Thank you...,Positive,0.374025974025974,0.5967532467532468
+Granny,nan,nan,nan,nan
+Graphing Calculator,It's decent I used better longer works I switched here. The problem ads pop play store themselves. Fix much wrong.,Positive,0.055555555555555546,0.6888888888888888
+Graphing Calculator,"Decent functionality free app, still leaves frustrated wishing $15 calculator hand. Is really impossible make gives $700 smartphone functionality $15 calculator? The graphing function useless.",Negative,-0.25999999999999995,0.5733333333333335
+Graphing Calculator,If I could rate zero I would Yea great calculator ad every two second unacceptable. If close quickly let load close itself.,Positive,0.37777777777777777,0.4166666666666667
+Graphing Calculator,"Used love become riddled viruses. Every 3rd 4th button I press opens play store let close solid 15 seconds. This problem, even others ads location phone. 1 start fixed.",Positive,0.15,0.22499999999999998
+Graphing Calculator,Uses data Facebook Be aware may burn data. Why simple calculator need nearly 500 MB month?,Positive,0.11666666666666665,0.3357142857142857
+Graphing Calculator,"Simple interface, little outdated looking that's really least worries. It however, work math problem determine line fit table numbers. That's I installed for, serve purpose... Basically needs options.",Negative,-0.09750000000000003,0.45809523809523806
+Graphing Calculator,"So close perfect If could things like summations, derivatives intervals would sweet. Otherwise awesome time. Oh, thank you.",Positive,0.7833333333333333,0.8833333333333333
+Graphing Calculator,Find useful I need perform quick calculations. I would give 5 stars platform ideal extended work. This issue however fault developer.,Positive,0.5111111111111111,0.5
+Graphing Calculator,A wonderful calculator note 3 Beautiful color blend display. Easy contains needed graphing simple basic utilisation scientific purpose.. thumbs up.,Positive,0.45666666666666667,0.6630952380952382
+Graphing Calculator,"Great multifunction calculator I say Just buy great get rid ads get real mathematics. By way calculator goes great ( myscript calculator) long screen larger 3"" HAPPY NUMBER CRUNCHING PEOPLE. This really deserves 5 stars functionality ... Full Review",Positive,0.4333333333333334,0.5777777777777777
+Graphing Calculator,Keeps asking rating I've rated it. It keeps asking anyways. I'm uninstall stupid thing.,Negative,-0.7999999999999999,1.0
+Graphing Calculator,Saved money This useful college level math class. The graphing section flexible equations put simplifying & changing around forces algebraic skills.,Positive,0.3,0.0
+Graphing Calculator,"There's always glitch would occur quite annoying. Sorry low review need fixed, glitch would happen graphing section graph colors would switch manually set off.. well, I hope I made sense",Negative,-0.3,0.6
+Graphing Calculator,I think nothing could better this... improvement suggestions - better adjustment small screened devices,Positive,0.25,0.4666666666666666
+Graphing Calculator,Incorrect domain composite functions E.g. graph sin(arcsin(x)) incorrect.,Neutral,0.0,0.0
+Graphing Calculator,"Contains inappropriate ads. I want large breasted women asking I want date, even without wife kids around!",Positive,0.26785714285714285,0.42857142857142855
+Graphing Calculator,"It works perfectly graphing calculator As overall, free-to-use graphing calculator . It really supposed do. I like switch graphing scientific mode without deleting data switching back forward .",Positive,0.3,0.3
+Graphing Calculator,"Great All 1 star reviews say there's large ads, experience, ads, asking rate I mind, great calculator works perfectly.",Positive,0.7035714285714285,0.7321428571428572
+Graphing Calculator,Very helpful easy use. Saved times physics I forgot graphing calculator.,Positive,0.31666666666666665,0.5666666666666667
+Graphing Calculator,"It's okay I enjoyed colors graph, ads keep popping going playstore itself....it's starting get really annoying",Positive,0.04999999999999999,0.55
+Graphing Calculator,The graphing calculator scientific calculator please show obscene ads pictures young childrens' brains get spoiled seeing obscenity opening calculator.,Positive,0.1,0.4
+Graphing Calculator,Easy This graphing calculator many amenities used almost anyone...,Positive,0.4666666666666667,0.6666666666666667
+Graphing Calculator,Needs It would better could graph multiple functions give table chart function,Positive,0.25,0.25
+Graphing Calculator,"It's pretty good It's pretty easy use, much do.",Positive,0.36666666666666664,0.7266666666666668
+Graphing Calculator,Great app. This great I'm office need run figures.,Positive,0.8,0.75
+Graphing Calculator,"Good design Three display options, depending doing.",Positive,0.7,0.6000000000000001
+Graphing Calculator,"Constantly pop-ups, making impossible graph anything",Negative,-0.3333333333333333,0.6666666666666666
+Graphing Calculator,"4 Star Nerd here.I must say, figures liking$.",Neutral,0.0,0.0
+Graphing Calculator,"Good features, always round correctly, e.g., 1÷7 produces 14285715, last digit 4.",Positive,0.16666666666666666,0.35555555555555557
+Graphing Calculator,"Graphics and layout Graphics, keyboard layout, display is limited.",Negative,-0.07142857142857142,0.14285714285714285
+Graphing Calculator,One amazing Google Play. Thank much publishing!,Positive,0.42500000000000004,0.55
+Graphing Calculator,"Graphing So much ""graphing calculator"" I can't graph things I need school.",Positive,0.2,0.2
+Graphing Calculator,I've downloaded many graphing best. Easy use.,Positive,0.6444444444444445,0.5444444444444444
+Graphing Calculator,Very awesome use. Recommended mathematics students.,Positive,1.0,1.0
+Graphing Calculator,Plz help Where brackets calculator? Or else everything else perfect.,Positive,1.0,1.0
+Graphing Calculator,Really good A simple tool make difficult things.,Positive,0.06666666666666665,0.6523809523809524
+Graphing Calculator,It much want do. Not user save screenshots graphs,Positive,0.2,0.2
+Graphing Calculator,Usefull Application that is very useful and easy to obtain.,Positive,0.4116666666666667,0.4166666666666667
+Graphing Calculator,Helpful advice instead buying expensive calculator,Negative,-0.5,0.7
+Graphing Calculator,"I often need graphing calculator, everything I needed",Neutral,0.0,0.0
+Graphing Calculator,"I put fractions, confusing.",Negative,-0.3,0.4
+Graphing Calculator,Graphing This user friendly.,Positive,0.375,0.5
+Graphing Calculator,Everything I need plus graph. Great calculator,Positive,0.8,0.75
+Graphing Calculator,Cube root There way cube root higher graph. Great though!,Positive,0.625,0.625
+Graphing Calculator,Installs ad programs phone. DO NOT INSTALL THIS!!,Neutral,0.0,0.0
+Graphing Calculator,"Great! Awesome! However, I would hope see table added future, would helpful.",Positive,0.6666666666666666,0.625
+Graphing Calculator,This best. I almost every day work. Keep good work.,Positive,0.85,0.45000000000000007
+Graphing Calculator,Calculator Very versatile easy,Positive,0.31666666666666665,0.5666666666666667
+Graphing Calculator,Easy work great I need for.,Positive,0.6166666666666667,0.7916666666666667
+Graphing Calculator,Horrible Don't get puts virus phone,Negative,-1.0,1.0
+Graphing Calculator,Works Print small though,Negative,-0.25,0.4
+Graphing Calculator,I I science lol,Positive,0.8,0.7
+Graphing Calculator,Every three seconds would bring play store different game.,Negative,-0.2,0.5
+Graphing Calculator,Does everything I ask calculator more!,Positive,0.625,0.5
+Graphing Calculator,Doesn't graph sine functions,Neutral,0.0,0.0
+Graphing Calculator,Can't everything graphing calculator,Neutral,0.0,0.0
+Graphing Calculator,I want ten seconds back,Neutral,0.0,0.0
+Graphing Calculator,Has multiple calculators ad-free simple,Neutral,0.0,0.17857142857142858
+Graphing Calculator,Efficiently expedient! Could log base input.,Negative,-0.8,1.0
+Graphing Calculator,I could input fraction.,Neutral,0.0,0.0
+Graphing Calculator,"I like lot, seems I need. Great scientific calculator.",Positive,0.8,0.75
+Graphing Calculator,It things real graphing calculator does.,Positive,0.2,0.30000000000000004
+Graphing Calculator,Could security update,Neutral,0.0,0.0
+Graphing Calculator,Annoying stubborn ads,Negative,-0.8,0.9
+Graphing Calculator,It works,Neutral,0.0,0.0
+Graphing Calculator,Thanksgiving graphing calculator helpful me.,Neutral,0.0,0.0
+Graphing Calculator,Great really helps,Positive,0.5,0.475
+Graphing Calculator,"It's good calculator, adds subtracts best",Positive,0.85,0.45000000000000007
+Graphing Calculator,Does job.,Neutral,0.0,0.0
+Graphing Calculator,This great schoolwork.,Positive,0.8,0.75
+Graphing Calculator,nan,nan,nan,nan
+Graphing Calculator,"Awesome Amazing, that's I say!!",Positive,0.96875,0.95
+Graphing Calculator,Great exactly I need,Positive,0.525,0.5
+Graphing Calculator,Liked could give simple scientific graphic,Positive,0.19999999999999998,0.5190476190476191
+Graphing Calculator,Great Learning way better,Positive,0.65,0.625
+Graphing Calculator,It useful calculating multifunction plotting.,Positive,0.3,0.0
+Graphing Calculator,It's useful! Thank you!,Positive,0.46875,0.0
+Graphing Calculator,Very nice helpful stuff!,Positive,0.9750000000000001,1.0
+Graphing Calculator,Fair enough,Positive,0.35,0.7
+Graphing Calculator,It freezes,Neutral,0.0,0.0
+Grim Soul: Dark Fantasy Survival,"Really interesting game. Definitely feel like live world. Fun build home, cultivate garden explore. It got real I started getting attacked players! What great flee escape able win. Can play pace. Feels like game I playing years. No need pay either. Get game! UPDATE: game keeps getting better",Positive,0.16048951048951052,0.45192307692307704
+Grim Soul: Dark Fantasy Survival,"Love far. What I get dungeon key? I get game beta testing mode right now, tease us inaccessible location? I spent bunch energy get there, find I could loot outside dungeon. Looked Google people saying dungeon key exist. So game awesome I'm going 2 stars til places I go accessible.",Positive,0.1237012987012987,0.5873376623376623
+Grim Soul: Dark Fantasy Survival,"I usually put reviews games, somewhat I've looking for, Last day Earth brilliant. I request, would game Developer take good look Diablo/Heroes kind Pc game come great mobile game? I'm looking forward thrilling experience dungeons storyline adventure :) All best team!",Positive,0.27499999999999997,0.5888888888888889
+Grim Soul: Dark Fantasy Survival,"You Have grind smart go playing game. I like concept work devs put it. The ones hard time right. Its supposed easy, that's point surviving game. Be smart. Prioritize. And make stupid decisions. Explore survive. Great job devs. Your version Diablo would epic I'm sure.",Positive,0.05963203463203463,0.6395743145743147
+Grim Soul: Dark Fantasy Survival,"This best survival game I seen thus far google play. developer amazing job putting together, almost know basics survival priorities setting camp descent chance playing well. game knowing run fight setting list priorities. take game seriously, fun time here.",Positive,0.1142857142857143,0.5142857142857143
+Grim Soul: Dark Fantasy Survival,"The game really fun play, graphic music suprisingly relaxing. In fact I stop playing long time favorite game WKD man land focus one. The issues I got far character would killed I open inventory cooking cost much fire wood ridiculously.",Negative,-0.025757575757575757,0.5
+Grim Soul: Dark Fantasy Survival,"I must say filled potential lot great features. But lacks ingredients able craft like bow. I suggest possible there's dodge button attacking enemy reason putting game could break concepts game well.... ok. Overall, best game ever played! More power!",Positive,0.2104166666666667,0.5645833333333334
+Grim Soul: Dark Fantasy Survival,Real nice game good thought. There things needs attention.. energy recovery way slow hampers actual play.. rather let character sleep hours play rest day.. seeds yield leeks. Can't put everything here.. otherwise good start game I know beta ATM.,Positive,0.1714285714285714,0.5
+Grim Soul: Dark Fantasy Survival,So far great game. Definitely Souls feeling it. Graphics music gorgeous. The thing I would request time character becomes hungry thirsty fast. Needs slowed bit that's thing focused on. I want enjoy world worry eating drinking feels like every minutes.,Positive,0.2571428571428571,0.6642857142857143
+Grim Soul: Dark Fantasy Survival,Nice game many things explore convert interesting .I love game. Only main issue connectivity problem rate 4 stars.This game lots potential future hope launch pc also little issue bow string please fix it. You really give us good game.Please comeback update love you.,Positive,0.1519444444444444,0.5438888888888889
+Grim Soul: Dark Fantasy Survival,Hardcore ... And that's makes great. Daily players rewarded playing short bursts. Set travel work area setting walk back stronghold. This really people mind restarting understand survival tough.,Positive,0.10185185185185186,0.34722222222222227
+Grim Soul: Dark Fantasy Survival,"Great game! A game pass time, really put money it, like mind playing every then. Would like break wood walls weapon?? Seems like little waist time lvl unlock really get anything good",Positive,0.11607142857142858,0.4357142857142858
+Grim Soul: Dark Fantasy Survival,"I love level difficulty. Progression quite comfortable. Keep good work Kefir! Can't wait future updates. Piece advice: Don't anything prepared for, else end dying. I strongly recommend watching YouTube channel JCF tips.",Positive,0.4416666666666666,0.5716666666666667
+Grim Soul: Dark Fantasy Survival,"At first I really enjoyed playing game. It nice atmosphere graphic. I even spent money buying add ons. But, couple hours playing became obvious repetetive games focused taking money customer instead balacing game. Its nearly imposible play game without dropping huge amounts money kjnd game.",Positive,0.012500000000000002,0.4944444444444445
+Grim Soul: Dark Fantasy Survival,"I love game, play. But I wish armour lasted bit longer. It breaks really fast. And upgrades like attack speed, stamina, ways become skilled complete things faster. Like culinary upgrades! That would great addition",Positive,0.24285714285714288,0.4642857142857143
+Grim Soul: Dark Fantasy Survival,"Really great game. One biggest complaints lose stuff die. You even get chance go back retrieve corpse. Also, consider making items little cheaper construct, especially weapons. Other that, solid game.",Negative,-0.0390625,0.440625
+Grim Soul: Dark Fantasy Survival,Really love frustrated glitches spent money lost items due glitches. That said I'd wait spend money bad glitches fixed. But fun game different games I've played past.,Negative,-0.13749999999999996,0.3591666666666667
+Grim Soul: Dark Fantasy Survival,"Love game. Freaking awesome. Needs less time recover energy, option play hardcore, items carrying dropped. Or causal approach, keeping items amongst dying. And gaining feathers unlock new crafts given every 24 hours. I spend coins get more. Not cool.",Positive,0.19924242424242425,0.5244588744588745
+Grim Soul: Dark Fantasy Survival,nan,nan,nan,nan
+Grim Soul: Dark Fantasy Survival,"Good game, still atouch buggie movement missing lot things. Thought would give try I already playing last day earth. Should started game gameplay simplistic. Very enjoyable though cant wait updates games P",Negative,-0.021428571428571432,0.39952380952380956
+Grim Soul: Dark Fantasy Survival,"Game premise simple. Get equipment, leave homebase 14 minute walk find materials level up, get killed, spend another 14 minutes trying get back corpse, die again, get frustrated purchase gear cash, get killed anyway, uninstall game hate spending cash rubbish.",Negative,-0.3375,0.28214285714285714
+Grim Soul: Dark Fantasy Survival,Great game start. A things considered changing needing energy get back stronghold. Also possibly bend rules new players joining grim soul maybe time bundle saying welcome game. Something exciting bring new players.. tyvm keep making great games.,Positive,0.1066115702479339,0.628099173553719
+Grim Soul: Dark Fantasy Survival,"Could bring back stutter step? I've player since 1.1.1 never experienced it, I think it'd better implemented. Every encounter completely predetermined stats versus theirs. Only complaint, I honestly love game",Neutral,0.0,0.5
+Grim Soul: Dark Fantasy Survival,"Can survive plight ridden lands? Tired oversimplified gaming experiences? Then game you! Survive wastelands gather essential RSS order so. Dungeons, mobs, et cetera",Negative,-0.3,0.46666666666666673
+Grim Soul: Dark Fantasy Survival,"Simple gameplay, incredibly entertaining. It's fun craft, build base, loot! However, travel mechanic early awful. I want spend money replenish energy walking far away places could take 45 min more. I'm still early game, far I like it!",Negative,-0.061363636363636356,0.6142857142857143
+Grim Soul: Dark Fantasy Survival,nan,nan,nan,nan
+Grim Soul: Dark Fantasy Survival,"I really like game lot, issues. Water.....until construct well lvl 15 , run out. And get killed, lose everything. Definitely good. There's enough raw materials, they're hard come get killed nothing.",Negative,-0.05280448717948719,0.33790064102564105
+Grim Soul: Dark Fantasy Survival,I think little expensive. And things rare. I'm still pretty new playing month. Paid $8 lost items I bought I died trying explore 2 skull area drunk lol.,Positive,0.04269480519480519,0.7506493506493507
+Grim Soul: Dark Fantasy Survival,Stretches limitations mobile devices. Great gameplay. The drawback waiting energy replenish. This sort gaming mechanic discourages longer gameplay ultimately making gamer seek games play downtime. Less gameplay equals less popularity. Decreased popularity equals less profit developer. This sound marketing strategy.,Positive,0.04285714285714288,0.43571428571428567
+Grim Soul: Dark Fantasy Survival,"Ahhhh could please enemies practically ON TOP character re-enter zone. I went zone escaping damned Templar super well equipped AI soon I went back in, Templar ended lol. Didn't even half second react I heard get slashed screen even finished loading. :(((( real good game",Positive,0.14629629629629626,0.48148148148148157
+Grim Soul: Dark Fantasy Survival,nan,nan,nan,nan
+Grim Soul: Dark Fantasy Survival,nan,nan,nan,nan
+Grim Soul: Dark Fantasy Survival,"Great game. I'm experiencing frequent lag (every 10-20 seconds) makes game unplayable. I'll lag running leave map lag standing/ fighting/harvesting lag I'm magically dead attack. Can't play it, wish I could.",Negative,-0.08333333333333333,0.49166666666666664
+Grim Soul: Dark Fantasy Survival,"Try reading entire review The fact can't retrieve body game killer me, ridiculous die literally start scratch nothing back base us starting infinite loop die restart jacks#!*, I'm upset difficulty lack body retrieval. Fix I'll keep playing wise good bye. I can't imagine I'm problem either. P.s. yes I know get body home event places I'm talking resource places I feel early players lose progress death.",Negative,-0.0037037037037037247,0.5472222222222222
+Grim Soul: Dark Fantasy Survival,I would like see add feature allows us watch videos something else game restore energy. This game requires lot grinding gain experience. It's challenging similar games I love everything dead trees creepy crying which. Well done!,Negative,-0.09375,0.6
+Grim Soul: Dark Fantasy Survival,"Very good survival game. It really rewards careful planning cunning. You face players world, keep wits you, get upper hand. Construction also fun well crafting gathering.",Positive,0.12999999999999998,0.4685714285714286
+Grim Soul: Dark Fantasy Survival,"Good idea. slow. takes long unlock things. mechanics suited console/PC game. mobile, pulling phone play 5 minutes, it'll take ages level explore game. becomes grind. uninstalling.",Negative,-0.09000000000000002,0.43999999999999995
+Grim Soul: Dark Fantasy Survival,"The game great, would b greater would stop kicking off. I Samsung tablet g pad x game closes time, super annoying. Whoever made game fix problem cuz I'm sick launch time.",Negative,-0.13511904761904764,0.6092261904761904
+Grim Soul: Dark Fantasy Survival,"Microtransactions. Ughh. Like hardcore element excited, MTs kill it. Also inventory management define game, certainly mobile game. Certainly none play. Personal pet peeve: sound everytime ui button pressed. Please remove?",Positive,0.057653061224489786,0.4846938775510204
+Grim Soul: Dark Fantasy Survival,"Good game, time consuming. I'd like see skill required fighting. If I swing opponent evade swing back, still counts hit them. I'd also like ability turn around change direction I change mind journey.",Positive,0.09999999999999998,0.3333333333333333
+Groovebook Photo Books & Gifts,Takes forever upload pics dont get 100 pics due date double them. It also adds pics dont choose crappy pics time doubled. I recommend app. Only reason used brother prison dont know another one. Great idea photo sharing definitely beeds work! Im uninstalling!,Positive,0.135,0.525
+Groovebook Photo Books & Gifts,"I used Groovebook gifts generally sending photos senior relatives. I stopped using short update app. Now I load pictures add anyone contact list without crashing. Then wants submit report. If ever gets fixed, I try Groovebook easy everyone family enjoyed getting books month.",Positive,0.21388888888888888,0.43888888888888894
+Groovebook Photo Books & Gifts,"Use love app. Have 3 years totally love easy print system updated additional book option totally screwed bookshelf. I still states day book unlock Feb.... hello April. I've patient reached several occassions. I logged out, uninstalled tried reboot speak... nothing.",Positive,0.2866666666666667,0.5566666666666666
+Groovebook Photo Books & Gifts,I love groove book! The first I got year ago photo quality wonderful! I noticed since photos clear bright first book. I given lots coupons friends I know gal using subscription I never got free book. That reason four stars rather 5. I love put several copies picture want. I love edit photos phone add GrooveBook. I love pictures perforated easy removal. I love pictures already used little G repeat photos unless want to. I reading reviews I'm guessing many people complaints poor loading difficulty program probably older phones. I Samsung Galaxy S7 I never problem.,Positive,0.34338235294117647,0.5539215686274508
+Groovebook Photo Books & Gifts,"I never happy spend less five dollars life. I'm fourth month I almost completely cleared phone pictures. I could pleased. The books turned great, they're easy flip take much space displayed. I felt compelled rate good. Shout company.",Positive,0.24074074074074073,0.5388888888888889
+Groovebook Photo Books & Gifts,I take ton pictures daughter I love fact I upload onto get book cheap. The thing I wish ways edit photos. Updated: I've using Groovebook well year I still love it. The quality great pages come perforated easy removal. Best ever!,Positive,0.6055555555555556,0.6305555555555555
+Groovebook Photo Books & Gifts,"I like groovebook provides. It's cool service, I hate charged every month even I get book. This would gave credit, sadly lose money get credit. I uploaded last book September finally April I uploaded book, book I cancelling deleting app. The picture quality better changed little year ago.",Negative,-0.09107142857142858,0.6595238095238096
+Groovebook Photo Books & Gifts,"I reinstalled 3 times, I nothing bug issues it. It keeps telling add pictures says 200 without ms ything. I gotten go snyghjng,either pictures since Dec 2017. Will try last time, I keep getting charged receiving anything since eorking",Neutral,0.0,0.06666666666666667
+Groovebook Photo Books & Gifts,I really love idea. Im pleased quality crispness photos love book. My issue half pictures didnt print take full page. They white stripes edges wanted frame would look strange.,Positive,0.2333333333333333,0.43809523809523815
+Groovebook Photo Books & Gifts,Worst I used photos. There unsubscribe. It let remove card information. My first book suppose free promo code charged 5$ it. It's 3 weeks I received book notify delivered. Worst ever. I annoyed right now. I want account removed.,Negative,-0.24404761904761907,0.7448412698412699
+Groovebook Photo Books & Gifts,"Price increase notice, cool AND wont let add books new month bc LOCKED. But double charges fir subscription book. The subscription supposed include book. And ive charged two accounts, still waiting GB send check... 4 6 weeks turned 4 six months....",Positive,0.1621212121212121,0.36818181818181817
+Groovebook Photo Books & Gifts,"I like ""image small good picture""-or whatever says-won't allow shrink enlarge fix problem. Also unhappy inability fit picture whole space, I get white edges places. Other that, easy & I've member since 2015!",Positive,0.10833333333333334,0.48854166666666665
+Groovebook Photo Books & Gifts,"It works perfectly certain time couple months stop working well. I selected photos never finish uploading keep charging money every month. I close account I want lose daughter's pictures, certainly I disappointed. I good costumer.",Positive,0.054761904761904755,0.6404761904761905
+Groovebook Photo Books & Gifts,I would give 5 stars SUCKS. I've using almost year I love books quality pics price. takes FOREVER load pictures upload book. I'm almost ready uninstall cancel. I keep force close HIGHLY annoying. u guys please fix??,Negative,-0.1,0.575
+Groovebook Photo Books & Gifts,"I completed submitted two books. My first yet shipped. Next impossible find contact find book is. Do service, took money gave nothing",Negative,-0.13888888888888887,0.4444444444444444
+Groovebook Photo Books & Gifts,nan,nan,nan,nan
+Groovebook Photo Books & Gifts,"My february pics print, stuck 104 pics. The allowing go back take pics off. When try print, error pop box tell 96 pics loaded need load 4 pics. Please change load pics. My phone loading pics. Thanks!!",Positive,0.15625,0.1
+Groovebook Photo Books & Gifts,"I really want like I've terrible time uploading photos even worse time customer service. I've reached twice help, receive short short messages answering question. I'm frustrated. I wanted give gift I want fun gift, make want pull hair out.",Negative,-0.2285714285714286,0.39999999999999997
+Groovebook Photo Books & Gifts,I got first book today. & There lot copy's. I also went back deleted pics added news ones still sent old ones I thought I deleted. I'm happy I'll happier would add pics let review submitting them.,Positive,0.2875,0.3833333333333333
+Groovebook Photo Books & Gifts,I like price I wish photos would printed better quality paper. Or least could offer little money option. It takes get mail hurry would like hard copy photos awesome thing then.,Positive,0.14416666666666667,0.5883333333333333
+Groovebook Photo Books & Gifts,They constantly tell trouble billing yet manage tske payment. Its impossible cancel since reached email. I billed 2 years requesting cancel. I love idea monthly books I wish easier try resolve issues.,Negative,-0.09166666666666667,0.5333333333333333
+Groovebook Photo Books & Gifts,"The order takes month get you. Plus quality paper great bought pictures Walgreens CVS. Then month I order get charged, even though says charged, I grateful. But next month I order get charged. Plus, I ordered last month got email saying card go through. I never fixed payment method sudden 2 3 weeks I got notification I got charged! I experienced consistency payment. The idea awesome I'm cancelling service. It's better pay quality paper know I getting charged.",Positive,0.38125,0.4895833333333333
+Groovebook Photo Books & Gifts,The books price great I many problems itself. I uninstall reinstall several times. Currently even let sign in. The key pad come up. There definetly needs stuff worked,Positive,0.26,0.53
+Groovebook Photo Books & Gifts,Poor quality currently. I used love groove book pictures even available pictures onto book. I go two hour process uploading downloading drive. I want cancel fine something else. I've going groove book almost 3 years interface sucks. Why?!,Positive,0.09027777777777779,0.4666666666666666
+Groovebook Photo Books & Gifts,"Photo quality needs improvement. When book comes, sometime pictures ""zoomed in"" therefore causing parts picture cut off. I print pictures phone home printer image clear phone, I get images groove book, blurry, grainy sometimes color way off.",Positive,0.10000000000000002,0.3833333333333333
+Groovebook Photo Books & Gifts,I've using Groovebook since first became saved much time I print photos cost well worth it. 100 photos month lot price! I love it!,Positive,0.3625,0.30833333333333335
+Groovebook Photo Books & Gifts,I've email four times telling pictures come phone since day I got app. There little help. I told I want charged every month I can't take refuse take,Negative,-0.1875,0.5
+Groovebook Photo Books & Gifts,Like like pictures sometimes smaller white edges. Over I happy app. I wish bigger options never upset turn order 1 2 pics most. The needs more. Couldn't find options edit pics see next billing date was.,Positive,0.2571428571428572,0.42857142857142855
+Groovebook Photo Books & Gifts,Out hundreds pictures I've got phone years I never remember get printed taken time to. This perfect me. I've much fun withiit. I love take books share friends family..,Positive,0.6,0.6
+Groovebook Photo Books & Gifts,"The quality pictures really bad. My camera takes stunning pictures website. The colors first Groovebook yellow, washed browns. Very disappointing. Not I expected. I cancel subscription right away.",Negative,-0.05632653061224487,0.5493877551020407
+Groovebook Photo Books & Gifts,"I used love getting books! The picture qualityy so-so, better stuck phone!! Then I stopped able upload pictures, meaning pictures phone even transferring app. I contacted company many times kept telling different solutions work. I can't keep throwing away $5 month.",Positive,0.48125,0.5650000000000001
+Groovebook Photo Books & Gifts,"I've months pictures show app. I've tried everything even tried contacting people. They charged me, I able upload pictures reason . It tells gallery empty not.",Positive,0.2,0.5625
+Groovebook Photo Books & Gifts,"Pics greatest nice good phone takes. Be shore edit pics adding book, wish editing options.but overall great I send books family lives state see much. And even wedding order 4of send ones could come health. I enjoy books sitting around guest flip tho. Everyone loves picture books. Love price well.",Positive,0.5249999999999999,0.58125
+Groovebook Photo Books & Gifts,When I started using I till 10th month submit photos I wanted. Now 4th already submitted! I'm happy :(,Positive,0.025000000000000022,1.0
+Groovebook Photo Books & Gifts,"Pro:It's handy way print photos phone. Con: lots issues, slow, freezes often. You spend 20 minutes selecting photos want, freeze crash start over. Also pain able see thumbnails photos selecting. And printed photos great quality.",Positive,0.4,0.66875
+Groovebook Photo Books & Gifts,"The frustrating. It takes ages photos upload, crashes says photos added book, find later actually were. The book however awesome!",Positive,0.15,0.5
+Groovebook Photo Books & Gifts,Good luck getting stopped. We sent numerous emails billing telling cancel yet still keep taking money account. No actual live person talk to....only email everyone go unanswered. Dont unless plan getting robbed month. Also reporting BBB states attorney general office,Positive,0.13106060606060607,0.4000000000000001
+Groovebook Photo Books & Gifts,"Super glitchy let upload recent photos. Only old ones weeks ago. And I try get help this, answer all. The product pretty okay I'm happy price, nobody since nothing updates, I've already printed everything.",Positive,0.2833333333333333,0.6595238095238096
+Groovebook Photo Books & Gifts,No matter many times I email cancel account keep charging me. Complete scam ever since got bought awhile back.,Positive,0.19999999999999998,0.3
+Groovebook Photo Books & Gifts,I used first came loved it. I decide cancel I like quality pictures. Recently I decided give another try keeps crashing let upload photos. So needless say I anymore.,Positive,0.11249999999999999,0.5958333333333333
+GroupMe,"This intuitive easy use. It's great connecting different friend groups I particularly like feature change nickname within groupchat. The issue I've recently emojis, happened old ones? They much cuter current blue faces. Just two cents. Keep do!",Positive,0.1888888888888889,0.4074074074074075
+GroupMe,nan,nan,nan,nan
+GroupMe,"I LOVE app!! It's super helpful; soccer teams talk set practices. It's lot like Google Hangouts, order account, phone number (it home phone cell.) When I first made account (this also happened friends) added random group chats, blocked left chats, never got anything else like that. The reason I like better Google Hangouts, like messages create polls events I think lot easier navigate Hangouts. Just opinion, good I suggest it.",Positive,0.2949404761904762,0.45714285714285713
+GroupMe,Idk happened work me. I tried reinstalling turning phone battery out. It seems work pulls home page second kicks me. I clue sudden. Everything else phone works par. If GroupMe please help resolve issue would greatly appreciated. I love everyday,Positive,0.09999999999999999,0.36
+GroupMe,"Ever since recent updates, I can't search gifs, send share media, get notifications. Doesn't matter I'm sharing something Instagram/Twitter trying post something gallery. I love GroupMe, going steadily hill least 3 months.",Positive,0.09166666666666666,0.4375
+GroupMe,"Several group members trouble joining group, different devices methods, I find hard help them. Other that, basic functionality works needed however...Help screens could improved. Functionality seems dated compared social media apps. Functions could intuitive user-friendly.",Negative,-0.08333333333333334,0.27261904761904765
+GroupMe,"This terrible. Was invited group, email invitation Inbox Spam. No sign group phone. Eventually logged PC group there, still showing phone. Reinstalled almost ten times now, cannot get show up. Website lists contacts support. What waste time. It would faster communicate written mail way going.",Negative,-0.39999999999999997,0.3333333333333333
+GroupMe,"Keeps conversations groups friends organized keep conversation. The keeps long history even walk away conversation, doesnt delete itself. I go back left catch up. Love emojis too.",Positive,0.1125,0.25
+GroupMe,"I really like lot since last update failing show notifications. I checked settings phone reason I see them, lately I continually resent sign back get notifications. This become nearly daily task make sure works properly. This would 5 star fixed.",Positive,0.0625,0.2569444444444445
+GroupMe,"The fine well two years now. I recently switched phones back April received problems. Come June suddenly notifications show certain chats, information needs seen. I uninstalled reinstalled, fixed problem. Now again.",Positive,0.12182539682539682,0.3369047619047619
+GroupMe,"""Does make happy?"" What kind question that? This really functional group messaging inherent ability make someone happy. The conversations take place people end conversation, makes happy. Great app. Dumb review question.",Positive,0.5178571428571429,0.7642857142857142
+GroupMe,It's great group communication still data connection. I can't get work text (SMS) inside app. I send text message phone running phone messaging defeats purpose imo convenient I yet found better solution,Positive,0.65,0.625
+GroupMe,"So, get messages update profile picture... I can't see group avatar set to. And sometimes people like messages I know likes shows liked 3 people shows 2 icons group chat.. needs improvement android.",Positive,0.6,0.8
+GroupMe,"Update: stopped giving notifications even though I notifications turned on. Great way stay touch group. But I can't find Christ centered emoticons. I cannot find cross, praying hands anything expresses purpose existence.",Positive,0.4,0.375
+GroupMe,"This amazing main messaging since Fall 2014, notifications direct messages arent working lot time couple weeks ago. Very unfortunate, I'm supplement forms communication. Will update review positive fixed.",Positive,0.09065656565656566,0.5631313131313131
+GroupMe,"All messages time I downloaded last Tuesday disappeared. Notifications stopped coming, messages show hours. Uninstalled/reinstalled still nothing. A lot information lost, way back event glitch like this. Very irritating.",Negative,-0.17333333333333334,0.35555555555555557
+GroupMe,Okay Everytime I'm trying go see past messages crashes. I logged link group chat show app. And im searching names crashes writing two letters. Why? I need help. May change rating resolved,Positive,0.125,0.375
+GroupMe,"This work me, first, blue would let open I got notification two groups app. This frustrating I way contact two groups. Overall thw really well laid great way communicate people sharing information, careful day might stop working.",Positive,0.09375000000000001,0.4729166666666667
+GroupMe,"A great messaging app, vulnerable hacking. I've GroupMe account hacked three times, messages spammed list contacts. Other vulnerability great I work personal life. Would recommend, careful send app.",Positive,0.14583333333333334,0.6124999999999999
+GroupMe,"I really like keeps phone flooded SMS group messages easier faster regular texting. My complaint sometimes give notifications I receive messages, even though notification setting turned on.",Negative,-0.033333333333333326,0.158974358974359
+GroupMe,A great group messages gets around multimedia aspects regular group messages. Only thing I wish sophisticated polling I would flipping LOVE app! Even without I would recommend groups!,Positive,0.41624999999999995,0.6853846153846154
+GroupMe,"I everyone else does. One worst, slowest messaging I ever used. This across devices. Has lot features, would ever work. I miss WeChat.",Negative,-1.0,1.0
+GroupMe,"works fine, horrible drawback: allow edit delete post. Even group facilitator can't anything it. It allows hide post yourself. Does NOT allow search names posts within app.",Negative,-0.29166666666666663,0.75
+GroupMe,"It's annoying every single message shows separate notification. I wish notifications clogging notification bar. Also what's able see group members' phone numbers?! There also needs way view names everyone group chat. Like ""group members"" button?",Negative,-0.08214285714285714,0.5797619047619048
+GroupMe,I like bc makes group chats easier constantly problems able tag current group members updating group chat names icons. I'm sure fault phone,Positive,0.25,0.5618055555555556
+GroupMe,So buggy pixel. My workplace relies heavily communicate college student volunteers. The utterly unreliable problematic. Notifications recently stopped working messages constantly fail send.,Negative,-0.175,0.5125
+GroupMe,"Have tried days change phone number, I sent emails, let respond. I work cause makes things easier I can't. The group added new number I can't find group. In done this!!!!",Positive,0.33291903409090906,0.45454545454545453
+GroupMe,I'm currently issue messages load I'm unable post anything. I tried deleting reinstalling still luck. A little frustrated since I work.,Negative,-0.346875,0.39999999999999997
+GroupMe,"Not perfect, little laggy , worth giving 4 stars.. still 5 star app! Nothing 100% perfect. For free app, great!",Positive,0.34791666666666665,0.6916666666666668
+GroupMe,"Only giving latest versions poor review non-functional Galaxy S8+. I can't get notifications anymore, endlessly refreshes even show new messages group chats unless I open chat wait minute load. This used problem, although notifications always working long time. Please fix notifications issue!",Positive,0.006980519480519476,0.6577922077922079
+GroupMe,Works better tablet. On phone I get little number icon showing I new messages I always forget check miss messages. If I would given 5 star rating.,Positive,0.14962121212121213,0.48484848484848486
+GroupMe,"It good, useful tool family. 1 bad thing is, delete anything post ever, hide it. Our family deleted installed new twice remove pictures unintentionally posted.",Positive,0.10909090909090913,0.4303030303030303
+GroupMe,"I've never used like before, I'm exactly sure I looking for. However, pleasant experience far. My favorite feature muting notifications. I'm introvert, group texts get nerves & mute perfect that. Zero issues.:)",Positive,0.5555555555555556,0.975925925925926
+GroupMe,"I trouble friends join. When I contacted support, unhelpful replied answer I asked. I'm still waiting. There better apps.",Positive,0.15,0.35
+GroupMe,"I love app. Use tons things. I problem... IT'S NOTIFICATIONS ARE TERRIBLE. It gives separate notification message fails group chats. It feels like tuned Android direct port IOS app. Make notifications exactly like Google's Android Messages app, I give 5 stars.",Negative,-0.13,0.51
+GroupMe,I enjoy using GROUPME. I would add edit choice person created posting. I accidentally pushed enter button I ready post way go back make necessary changes.,Positive,0.15000000000000002,0.5
+GroupMe,"Recently started making login frequently, time sending PIN via SMS. It two weeks ago. Now I re-login device I least re-login device desktop least twice each. The aggravation makes avoid it.",Negative,-0.125,0.3375
+GroupMe,Logged thinking glitch back first time asking verify number! I changed number year ago nobody responding emails! Hopefully email #4 trigger response! Otherwise awesome! Needs safety questions too. I'm locked out!!,Positive,0.49609375,0.4444444444444444
+GroupMe,It nice worked. I get logged computer longer login via mobile app. I prompted 2-factor authentication matter I I get unspecified error..,Positive,0.6,1.0
+GroupMe,Soooo goooood definitely best messaging there. Settable profile pictures like button win 100%. Meme maker outdated unfortunately. -guy mAkeS hiS Own mEmes,Positive,0.3,0.6666666666666667
+"Groupon - Shop Deals, Discounts & Coupons","I love everything groupon! 1 exception though, pictures misleading. One time I thought I getting laser lipo cool spinning machine shoots laser beams targeted areas like photo I got there, I strapped looks like thick plastic heat pads slept bed 1 hour. =( So I wish groupon would actually businesses submit actual photos place items used. Other that, I still love Groypon!",Positive,0.05312499999999999,0.48750000000000004
+"Groupon - Shop Deals, Discounts & Coupons",My account keeps getting hacked. When I finally get account back let buy Groupon's stating PYMT method incorrect. When I tried call customer email request call back. How helpful I need help right away?,Positive,0.07142857142857142,0.3839285714285714
+"Groupon - Shop Deals, Discounts & Coupons",It auto validate address. It flexible enough allow user edit block place order 'thinks' invalid. It matter perfectly valid. Should allow user save anyway? Live chat support bad too. I said I need place order insist screenshot error sent support email address. I wonder support sales oriented wanted end chat asap? I'm debug app!,Positive,0.06534090909090912,0.6666666666666666
+"Groupon - Shop Deals, Discounts & Coupons","They used good deals. I mostly shop restaurants activities. There's lot useless junk sale like sunglasses toys. But become restaurants activities every time I log on. And search function used work well list, less intuitive. I'm considering deleting fix interface keep content fresh.",Positive,0.16666666666666666,0.37333333333333335
+"Groupon - Shop Deals, Discounts & Coupons",Most disrespectful customer tried using first time shipment come stipulated time yet they've deducted money. There's easy way talk chat line manned ill mannered rude people. I would think twice using again.,Positive,0.07666666666666667,0.6533333333333333
+"Groupon - Shop Deals, Discounts & Coupons","Just changed One star, accidently clicked $200 charge getaway. Those big charges need steps prevent cases. Now I wait 10 days refund me.",Neutral,0.0,0.1
+"Groupon - Shop Deals, Discounts & Coupons","I'm leaving review I purchased 2 samsung chargers Groupon NO option leave review Groupon specific product. After weeks, chargers stopped working, weeks later, exploded burnt. The company called Accipio Techn. Please save money stay away company!",Neutral,0.0,0.0625
+"Groupon - Shop Deals, Discounts & Coupons",If going purchase double intended tickets least ethical customer phone number. Your customer support horrible glorified FAQ section. Now I'm stuck $75 ticket I'm never going sucks bought two...,Negative,-0.28,0.45999999999999996
+"Groupon - Shop Deals, Discounts & Coupons",I discount CoCoKey They said somebody took room days I booked it. So great deals work. So.. I suggest get,Positive,0.8,0.75
+"Groupon - Shop Deals, Discounts & Coupons",I Groupon often several local services. I also used great priced accommodations. They also great customer service. I purchased incorrect quantity time great adjusting,Positive,0.4800000000000001,0.45
+"Groupon - Shop Deals, Discounts & Coupons",Love app. You get amazing deals sometimes I love give promo codes. It also gives new places explore never even knew about. Definitely recommend anyone likes save money. Keep mind go actual place pay tax. Deducted star sometimes think getting good deal find really paying regular price add tax.,Positive,0.292929292929293,0.44794094794094796
+"Groupon - Shop Deals, Discounts & Coupons",I love Groupon longer opens correctly me. So I can't see deals groupons,Positive,0.5,0.6
+"Groupon - Shop Deals, Discounts & Coupons",Love love love Groupon! It trying save procedures activities! Even merchandise found really good prices app.,Positive,0.6203125,0.6
+"Groupon - Shop Deals, Discounts & Coupons","By reading reviews left I WOULDN'T Groupon, Thank God I BOUGHT 1st. Twice ITEMS WE'RE ABSOLUTELY PERFECT DIDN'T HAVE ANY PROBLEMS.I GOT THE MEN'S CLINIQUE COLOGNE LARGE ONE FOR $34.00 IN MACY'S IT'S ALMOST $50.00 . SO THANK YOU GROUPON FOR MY UNIQUE GREAT EXPERIENCE. TO BAD YOU DON'T HAVE MANY HAPPY CUSTOMERS, EVEN THO YOU MAKE MILLION'S. DO AT THE END OF THE DAY NOBODY'S COMPLAINT REALLY MATTERS. WHAT A JOKE PEOPLE STOP COMPLAINING NOBODY WANTS TO HEAR IT ANYWAYS ,Cuz BIG BUSINESSES DON'T CARE ANYMORE WE THE LITTLE PEOPLE GOT LOST LONG AGO WHEN THEIR PROFITS AFTER ALL PAYOUTS HITS OVER A MILLION, 4 THEIR PERSONAL ACCOUNT. SO MY MOTTO IS TRULY AKUNA MATAHTAH,NO WORRIES. SMILE BE HAPPY, BLESS FOR ALL WHO READ MY LIFE BOOK HERE. I HOPE I MADE YOU SMILE. THANK YOU",Positive,0.2362103174603175,0.4636243386243385
+"Groupon - Shop Deals, Discounts & Coupons",Can't say enough obsessed I savings.. Loads fun budget. What else gal ask for?,Negative,-0.06666666666666667,0.5666666666666667
+"Groupon - Shop Deals, Discounts & Coupons",In I happy offers. The products I received excellent good quality,Positive,0.6499999999999999,0.65
+"Groupon - Shop Deals, Discounts & Coupons",Great deals keep popping stuff I constantly need. They never cease surprise available.,Positive,0.4000000000000001,0.49444444444444446
+"Groupon - Shop Deals, Discounts & Coupons","trash, let login create new account",Positive,0.13636363636363635,0.45454545454545453
+"Groupon - Shop Deals, Discounts & Coupons",I using Groupon years. Best thing ever. It allows try things I would try.,Positive,1.0,0.3
+"Groupon - Shop Deals, Discounts & Coupons",Always check groupon save money everything want need even everyday things,Negative,-0.2,0.6
+"Groupon - Shop Deals, Discounts & Coupons",Great gay pride propaganda push notifications every 5 minutes.,Positive,0.37222222222222223,0.47777777777777786
+"Groupon - Shop Deals, Discounts & Coupons","I accidentally redeemed Groupon receiving I ordered... simple track package, I'm confused redeeming Groupon means I already paid item.",Positive,0.033333333333333326,0.5190476190476191
+"Groupon - Shop Deals, Discounts & Coupons",I tried get refund immediately I mistakenly bought bird kingdom tickets. No refunds I could money towards another groupon. I call bs. I go WAGJAG groupon everything now.,Neutral,0.0,0.0
+"Groupon - Shop Deals, Discounts & Coupons",I used several times I'm happy pleased. I say make sure always read fine print call companies order get stipulations,Positive,0.44333333333333336,0.6777777777777778
+"Groupon - Shop Deals, Discounts & Coupons",Get lot little effort low cost. Very much worth app.,Positive,0.0375,0.3
+"Groupon - Shop Deals, Discounts & Coupons",First time buying it. But sister says good place buy from.,Positive,0.475,0.4666666666666667
+"Groupon - Shop Deals, Discounts & Coupons","Good deals, good chance try new things discount.",Positive,0.5121212121212121,0.5515151515151516
+"Groupon - Shop Deals, Discounts & Coupons","Heard people using I gave try. First thing I checked Hatfield McCoy Dinner Show TN. ""Discount"" tickets 4 cents buying shows website.",Positive,0.25,0.3333333333333333
+"Groupon - Shop Deals, Discounts & Coupons",Keep trying change delivery new purchases puts ever wants. Went live chat helpfull chocolate fire guard that's every time I speak them.,Positive,0.15757575757575756,0.35151515151515156
+"Groupon - Shop Deals, Discounts & Coupons",I always find something fun family do!,Positive,0.375,0.2
+"Groupon - Shop Deals, Discounts & Coupons","When I didnt one, let apply different deal",Neutral,0.0,0.6
+"Groupon - Shop Deals, Discounts & Coupons",I kinda skeptical first I've found alot great deals whole family enjoy great birthday gift ideas....,Positive,0.325,0.5388888888888889
+"Groupon - Shop Deals, Discounts & Coupons",Can not pay with the Rabobank! So have nothing at all on the Groupon app. Maybe I should remove it and work through groupon.nl?,Neutral,0.0,0.0
+"Groupon - Shop Deals, Discounts & Coupons",found many great deals vacation,Positive,0.65,0.625
+"Groupon - Shop Deals, Discounts & Coupons",I'm always satisfied customer!,Positive,0.625,1.0
+"Groupon - Shop Deals, Discounts & Coupons",Saves much money!,Positive,0.25,0.2
+"Groupon - Shop Deals, Discounts & Coupons",Love ! I get great deals app!!!!,Positive,0.8125,0.675
+"Groupon - Shop Deals, Discounts & Coupons",My friends like first time winner,Positive,0.25,0.3333333333333333
+"Groupon - Shop Deals, Discounts & Coupons",It's good somethings others need check around prices sometimes cheaper elsewhere. Good customer,Positive,0.7,0.6000000000000001
+"Groupon - Shop Deals, Discounts & Coupons",I used grope n time I pleased,Positive,0.5,1.0
+"Groupon - Shop Deals, Discounts & Coupons","I love everything groupon! 1 exception though, pictures misleading. One time I thought I getting laser lipo cool spinning machine shoots laser beams targeted areas like photo I got there, I strapped looks like thick plastic heat pads slept bed 1 hour. =( So I wish groupon would actually businesses submit actual photos place items used. Other that, I still love Groypon!",Positive,0.05312499999999999,0.48750000000000004
+"Groupon - Shop Deals, Discounts & Coupons",My account keeps getting hacked. When I finally get account back let buy Groupon's stating PYMT method incorrect. When I tried call customer email request call back. How helpful I need help right away?,Positive,0.07142857142857142,0.3839285714285714
+"Groupon - Shop Deals, Discounts & Coupons",It auto validate address. It flexible enough allow user edit block place order 'thinks' invalid. It matter perfectly valid. Should allow user save anyway? Live chat support bad too. I said I need place order insist screenshot error sent support email address. I wonder support sales oriented wanted end chat asap? I'm debug app!,Positive,0.06534090909090912,0.6666666666666666
+"Groupon - Shop Deals, Discounts & Coupons","They used good deals. I mostly shop restaurants activities. There's lot useless junk sale like sunglasses toys. But become restaurants activities every time I log on. And search function used work well list, less intuitive. I'm considering deleting fix interface keep content fresh.",Positive,0.16666666666666666,0.37333333333333335
+"Groupon - Shop Deals, Discounts & Coupons",Most disrespectful customer tried using first time shipment come stipulated time yet they've deducted money. There's easy way talk chat line manned ill mannered rude people. I would think twice using again.,Positive,0.07666666666666667,0.6533333333333333
+"Groupon - Shop Deals, Discounts & Coupons","Just changed One star, accidently clicked $200 charge getaway. Those big charges need steps prevent cases. Now I wait 10 days refund me.",Neutral,0.0,0.1
+"Groupon - Shop Deals, Discounts & Coupons","I'm leaving review I purchased 2 samsung chargers Groupon NO option leave review Groupon specific product. After weeks, chargers stopped working, weeks later, exploded burnt. The company called Accipio Techn. Please save money stay away company!",Neutral,0.0,0.0625
+"Groupon - Shop Deals, Discounts & Coupons",If going purchase double intended tickets least ethical customer phone number. Your customer support horrible glorified FAQ section. Now I'm stuck $75 ticket I'm never going sucks bought two...,Negative,-0.28,0.45999999999999996
+"Groupon - Shop Deals, Discounts & Coupons",I discount CoCoKey They said somebody took room days I booked it. So great deals work. So.. I suggest get,Positive,0.8,0.75
+"Groupon - Shop Deals, Discounts & Coupons",I Groupon often several local services. I also used great priced accommodations. They also great customer service. I purchased incorrect quantity time great adjusting,Positive,0.4800000000000001,0.45
+"Groupon - Shop Deals, Discounts & Coupons",Love app. You get amazing deals sometimes I love give promo codes. It also gives new places explore never even knew about. Definitely recommend anyone likes save money. Keep mind go actual place pay tax. Deducted star sometimes think getting good deal find really paying regular price add tax.,Positive,0.292929292929293,0.44794094794094796
+"Groupon - Shop Deals, Discounts & Coupons",I love Groupon longer opens correctly me. So I can't see deals groupons,Positive,0.5,0.6
+"Groupon - Shop Deals, Discounts & Coupons",Love love love Groupon! It trying save procedures activities! Even merchandise found really good prices app.,Positive,0.6203125,0.6
+"Groupon - Shop Deals, Discounts & Coupons","By reading reviews left I WOULDN'T Groupon, Thank God I BOUGHT 1st. Twice ITEMS WE'RE ABSOLUTELY PERFECT DIDN'T HAVE ANY PROBLEMS.I GOT THE MEN'S CLINIQUE COLOGNE LARGE ONE FOR $34.00 IN MACY'S IT'S ALMOST $50.00 . SO THANK YOU GROUPON FOR MY UNIQUE GREAT EXPERIENCE. TO BAD YOU DON'T HAVE MANY HAPPY CUSTOMERS, EVEN THO YOU MAKE MILLION'S. DO AT THE END OF THE DAY NOBODY'S COMPLAINT REALLY MATTERS. WHAT A JOKE PEOPLE STOP COMPLAINING NOBODY WANTS TO HEAR IT ANYWAYS ,Cuz BIG BUSINESSES DON'T CARE ANYMORE WE THE LITTLE PEOPLE GOT LOST LONG AGO WHEN THEIR PROFITS AFTER ALL PAYOUTS HITS OVER A MILLION, 4 THEIR PERSONAL ACCOUNT. SO MY MOTTO IS TRULY AKUNA MATAHTAH,NO WORRIES. SMILE BE HAPPY, BLESS FOR ALL WHO READ MY LIFE BOOK HERE. I HOPE I MADE YOU SMILE. THANK YOU",Positive,0.2362103174603175,0.4636243386243385
+"Groupon - Shop Deals, Discounts & Coupons",Can't say enough obsessed I savings.. Loads fun budget. What else gal ask for?,Negative,-0.06666666666666667,0.5666666666666667
+"Groupon - Shop Deals, Discounts & Coupons",In I happy offers. The products I received excellent good quality,Positive,0.6499999999999999,0.65
+"Groupon - Shop Deals, Discounts & Coupons",Great deals keep popping stuff I constantly need. They never cease surprise available.,Positive,0.4000000000000001,0.49444444444444446
+"Groupon - Shop Deals, Discounts & Coupons","trash, let login create new account",Positive,0.13636363636363635,0.45454545454545453
+"Groupon - Shop Deals, Discounts & Coupons",I using Groupon years. Best thing ever. It allows try things I would try.,Positive,1.0,0.3
+"Groupon - Shop Deals, Discounts & Coupons",Always check groupon save money everything want need even everyday things,Negative,-0.2,0.6
+"Groupon - Shop Deals, Discounts & Coupons",Great gay pride propaganda push notifications every 5 minutes.,Positive,0.37222222222222223,0.47777777777777786
+"Groupon - Shop Deals, Discounts & Coupons","I accidentally redeemed Groupon receiving I ordered... simple track package, I'm confused redeeming Groupon means I already paid item.",Positive,0.033333333333333326,0.5190476190476191
+"Groupon - Shop Deals, Discounts & Coupons",I tried get refund immediately I mistakenly bought bird kingdom tickets. No refunds I could money towards another groupon. I call bs. I go WAGJAG groupon everything now.,Neutral,0.0,0.0
+"Groupon - Shop Deals, Discounts & Coupons",I used several times I'm happy pleased. I say make sure always read fine print call companies order get stipulations,Positive,0.44333333333333336,0.6777777777777778
+"Groupon - Shop Deals, Discounts & Coupons",Get lot little effort low cost. Very much worth app.,Positive,0.0375,0.3
+"Groupon - Shop Deals, Discounts & Coupons",First time buying it. But sister says good place buy from.,Positive,0.475,0.4666666666666667
+"Groupon - Shop Deals, Discounts & Coupons","Good deals, good chance try new things discount.",Positive,0.5121212121212121,0.5515151515151516
+"Groupon - Shop Deals, Discounts & Coupons","Heard people using I gave try. First thing I checked Hatfield McCoy Dinner Show TN. ""Discount"" tickets 4 cents buying shows website.",Positive,0.25,0.3333333333333333
+"Groupon - Shop Deals, Discounts & Coupons",Keep trying change delivery new purchases puts ever wants. Went live chat helpfull chocolate fire guard that's every time I speak them.,Positive,0.15757575757575756,0.35151515151515156
+"Groupon - Shop Deals, Discounts & Coupons",I always find something fun family do!,Positive,0.375,0.2
+"Groupon - Shop Deals, Discounts & Coupons","When I didnt one, let apply different deal",Neutral,0.0,0.6
+"Groupon - Shop Deals, Discounts & Coupons",I kinda skeptical first I've found alot great deals whole family enjoy great birthday gift ideas....,Positive,0.325,0.5388888888888889
+"Groupon - Shop Deals, Discounts & Coupons",Can not pay with the Rabobank! So have nothing at all on the Groupon app. Maybe I should remove it and work through groupon.nl?,Neutral,0.0,0.0
+"Groupon - Shop Deals, Discounts & Coupons",found many great deals vacation,Positive,0.65,0.625
+"Groupon - Shop Deals, Discounts & Coupons",I'm always satisfied customer!,Positive,0.625,1.0
+"Groupon - Shop Deals, Discounts & Coupons",Saves much money!,Positive,0.25,0.2
+"Groupon - Shop Deals, Discounts & Coupons",Love ! I get great deals app!!!!,Positive,0.8125,0.675
+"Groupon - Shop Deals, Discounts & Coupons",My friends like first time winner,Positive,0.25,0.3333333333333333
+"Groupon - Shop Deals, Discounts & Coupons",It's good somethings others need check around prices sometimes cheaper elsewhere. Good customer,Positive,0.7,0.6000000000000001
+"Groupon - Shop Deals, Discounts & Coupons",I used grope n time I pleased,Positive,0.5,1.0
+"Groupon - Shop Deals, Discounts & Coupons","I love everything groupon! 1 exception though, pictures misleading. One time I thought I getting laser lipo cool spinning machine shoots laser beams targeted areas like photo I got there, I strapped looks like thick plastic heat pads slept bed 1 hour. =( So I wish groupon would actually businesses submit actual photos place items used. Other that, I still love Groypon!",Positive,0.05312499999999999,0.48750000000000004
+"Groupon - Shop Deals, Discounts & Coupons",My account keeps getting hacked. When I finally get account back let buy Groupon's stating PYMT method incorrect. When I tried call customer email request call back. How helpful I need help right away?,Positive,0.07142857142857142,0.3839285714285714
+"Groupon - Shop Deals, Discounts & Coupons",It auto validate address. It flexible enough allow user edit block place order 'thinks' invalid. It matter perfectly valid. Should allow user save anyway? Live chat support bad too. I said I need place order insist screenshot error sent support email address. I wonder support sales oriented wanted end chat asap? I'm debug app!,Positive,0.06534090909090912,0.6666666666666666
+"Groupon - Shop Deals, Discounts & Coupons","They used good deals. I mostly shop restaurants activities. There's lot useless junk sale like sunglasses toys. But become restaurants activities every time I log on. And search function used work well list, less intuitive. I'm considering deleting fix interface keep content fresh.",Positive,0.16666666666666666,0.37333333333333335
+"Groupon - Shop Deals, Discounts & Coupons",Most disrespectful customer tried using first time shipment come stipulated time yet they've deducted money. There's easy way talk chat line manned ill mannered rude people. I would think twice using again.,Positive,0.07666666666666667,0.6533333333333333
+"Groupon - Shop Deals, Discounts & Coupons","Just changed One star, accidently clicked $200 charge getaway. Those big charges need steps prevent cases. Now I wait 10 days refund me.",Neutral,0.0,0.1
+"Groupon - Shop Deals, Discounts & Coupons","I'm leaving review I purchased 2 samsung chargers Groupon NO option leave review Groupon specific product. After weeks, chargers stopped working, weeks later, exploded burnt. The company called Accipio Techn. Please save money stay away company!",Neutral,0.0,0.0625
+"Groupon - Shop Deals, Discounts & Coupons",If going purchase double intended tickets least ethical customer phone number. Your customer support horrible glorified FAQ section. Now I'm stuck $75 ticket I'm never going sucks bought two...,Negative,-0.28,0.45999999999999996
+"Groupon - Shop Deals, Discounts & Coupons",I discount CoCoKey They said somebody took room days I booked it. So great deals work. So.. I suggest get,Positive,0.8,0.75
+"Groupon - Shop Deals, Discounts & Coupons",I Groupon often several local services. I also used great priced accommodations. They also great customer service. I purchased incorrect quantity time great adjusting,Positive,0.4800000000000001,0.45
+"Groupon - Shop Deals, Discounts & Coupons",Love app. You get amazing deals sometimes I love give promo codes. It also gives new places explore never even knew about. Definitely recommend anyone likes save money. Keep mind go actual place pay tax. Deducted star sometimes think getting good deal find really paying regular price add tax.,Positive,0.292929292929293,0.44794094794094796
+"Groupon - Shop Deals, Discounts & Coupons",I love Groupon longer opens correctly me. So I can't see deals groupons,Positive,0.5,0.6
+"Groupon - Shop Deals, Discounts & Coupons",Love love love Groupon! It trying save procedures activities! Even merchandise found really good prices app.,Positive,0.6203125,0.6
+"Groupon - Shop Deals, Discounts & Coupons","By reading reviews left I WOULDN'T Groupon, Thank God I BOUGHT 1st. Twice ITEMS WE'RE ABSOLUTELY PERFECT DIDN'T HAVE ANY PROBLEMS.I GOT THE MEN'S CLINIQUE COLOGNE LARGE ONE FOR $34.00 IN MACY'S IT'S ALMOST $50.00 . SO THANK YOU GROUPON FOR MY UNIQUE GREAT EXPERIENCE. TO BAD YOU DON'T HAVE MANY HAPPY CUSTOMERS, EVEN THO YOU MAKE MILLION'S. DO AT THE END OF THE DAY NOBODY'S COMPLAINT REALLY MATTERS. WHAT A JOKE PEOPLE STOP COMPLAINING NOBODY WANTS TO HEAR IT ANYWAYS ,Cuz BIG BUSINESSES DON'T CARE ANYMORE WE THE LITTLE PEOPLE GOT LOST LONG AGO WHEN THEIR PROFITS AFTER ALL PAYOUTS HITS OVER A MILLION, 4 THEIR PERSONAL ACCOUNT. SO MY MOTTO IS TRULY AKUNA MATAHTAH,NO WORRIES. SMILE BE HAPPY, BLESS FOR ALL WHO READ MY LIFE BOOK HERE. I HOPE I MADE YOU SMILE. THANK YOU",Positive,0.2362103174603175,0.4636243386243385
+"Groupon - Shop Deals, Discounts & Coupons",Can't say enough obsessed I savings.. Loads fun budget. What else gal ask for?,Negative,-0.06666666666666667,0.5666666666666667
+"Groupon - Shop Deals, Discounts & Coupons",In I happy offers. The products I received excellent good quality,Positive,0.6499999999999999,0.65
+"Groupon - Shop Deals, Discounts & Coupons",Great deals keep popping stuff I constantly need. They never cease surprise available.,Positive,0.4000000000000001,0.49444444444444446
+"Groupon - Shop Deals, Discounts & Coupons","trash, let login create new account",Positive,0.13636363636363635,0.45454545454545453
+"Groupon - Shop Deals, Discounts & Coupons",I using Groupon years. Best thing ever. It allows try things I would try.,Positive,1.0,0.3
+"Groupon - Shop Deals, Discounts & Coupons","Horrible merchandise, I've ordered 2 Christmas presents find delivered, never notified never got packages. Support generic offered help. Never buy merchandise this.",Negative,-0.5,0.5
+"Groupon - Shop Deals, Discounts & Coupons",Always check groupon save money everything want need even everyday things,Negative,-0.2,0.6
+"Groupon - Shop Deals, Discounts & Coupons",Great gay pride propaganda push notifications every 5 minutes.,Positive,0.37222222222222223,0.47777777777777786
+"Groupon - Shop Deals, Discounts & Coupons","I accidentally redeemed Groupon receiving I ordered... simple track package, I'm confused redeeming Groupon means I already paid item.",Positive,0.033333333333333326,0.5190476190476191
+"Groupon - Shop Deals, Discounts & Coupons",I tried get refund immediately I mistakenly bought bird kingdom tickets. No refunds I could money towards another groupon. I call bs. I go WAGJAG groupon everything now.,Neutral,0.0,0.0
+"Groupon - Shop Deals, Discounts & Coupons",I used several times I'm happy pleased. I say make sure always read fine print call companies order get stipulations,Positive,0.44333333333333336,0.6777777777777778
+"Groupon - Shop Deals, Discounts & Coupons",Get lot little effort low cost. Very much worth app.,Positive,0.0375,0.3
+"Groupon - Shop Deals, Discounts & Coupons",First time buying it. But sister says good place buy from.,Positive,0.475,0.4666666666666667
+"Groupon - Shop Deals, Discounts & Coupons","Good deals, good chance try new things discount.",Positive,0.5121212121212121,0.5515151515151516
+"Groupon - Shop Deals, Discounts & Coupons","Heard people using I gave try. First thing I checked Hatfield McCoy Dinner Show TN. ""Discount"" tickets 4 cents buying shows website.",Positive,0.25,0.3333333333333333
+"Groupon - Shop Deals, Discounts & Coupons",Keep trying change delivery new purchases puts ever wants. Went live chat helpfull chocolate fire guard that's every time I speak them.,Positive,0.15757575757575756,0.35151515151515156
+"Groupon - Shop Deals, Discounts & Coupons",I always find something fun family do!,Positive,0.375,0.2
+"Groupon - Shop Deals, Discounts & Coupons","When I didnt one, let apply different deal",Neutral,0.0,0.6
+"Groupon - Shop Deals, Discounts & Coupons",I kinda skeptical first I've found alot great deals whole family enjoy great birthday gift ideas....,Positive,0.325,0.5388888888888889
+"Groupon - Shop Deals, Discounts & Coupons",Can not pay with the Rabobank! So have nothing at all on the Groupon app. Maybe I should remove it and work through groupon.nl?,Neutral,0.0,0.0
+"Groupon - Shop Deals, Discounts & Coupons",found many great deals vacation,Positive,0.65,0.625
+"Groupon - Shop Deals, Discounts & Coupons",I'm always satisfied customer!,Positive,0.625,1.0
+"Groupon - Shop Deals, Discounts & Coupons",Saves much money!,Positive,0.25,0.2
+"Groupon - Shop Deals, Discounts & Coupons",Love ! I get great deals app!!!!,Positive,0.8125,0.675
+"Groupon - Shop Deals, Discounts & Coupons",My friends like first time winner,Positive,0.25,0.3333333333333333
+"Groupon - Shop Deals, Discounts & Coupons",It's good somethings others need check around prices sometimes cheaper elsewhere. Good customer,Positive,0.7,0.6000000000000001
+Grubhub: Food Delivery,nan,nan,nan,nan
+Grubhub: Food Delivery,Not worth wait hour half get 2 salads pollo tropical literally 10 min away.The driver food car least 20 min I know I call restuarant see picked already actual tracker order,Negative,-0.15416666666666667,0.19166666666666668
+Grubhub: Food Delivery,"I never used food order/delivery before, I tried something simple. After putting order 4 people Dennys, I go submit cancels order says accepting preorders tomorrow, full 30 minutes supposed close night. I called Denny's said problems GrubHub. Since starving, tried DoorDash food Dennys 30 minutes. You guess using future. Deleting GrubHub. Oops. Sorry. Ruined suspense....",Negative,-0.037500000000000006,0.5080357142857144
+Grubhub: Food Delivery,Love app. To able get want go heat humidity summer (mostly 122 - 124° last week) real thrill receive food fresh delicious. A life saver.,Positive,0.42857142857142855,0.5130952380952382
+Grubhub: Food Delivery,Omg food fast af. And always shows u stores near u r open u look. I got great burger place didn't even knew delivered. Its clear cut know guessing ur simple.,Positive,0.20000000000000004,0.4984126984126984
+Grubhub: Food Delivery,"GrubHub always top orders deliveries, rare occurrence mistake somewhere always make right! Helpful people great service.",Positive,0.48928571428571427,0.6714285714285714
+Grubhub: Food Delivery,"Last night I decided try Grub Hub first time. Less 5 minutes placing order, I 2 attempted charges account almost $200 each. A couple hours later, 2 attempts $1 each. I used card several days transaction. I also unchecked save card button BEFORE placing order. Please BEWARE!!",Positive,0.01666666666666667,0.09333333333333332
+Grubhub: Food Delivery,"Little expensive, altogether great awesome lazy man, every driver I've far super nice follows instructions. Wish local places available. Other great",Positive,0.24756944444444443,0.6784722222222223
+Grubhub: Food Delivery,"My food sat local restaurant, GH driver never made delivery. Never got food. And restaurant too, several times over. They may refunded money, type still inexcusable",Neutral,0.0,0.0
+Grubhub: Food Delivery,"This trash I'm from, 7 restaurants available 50 70 minutes. Uber Eats would delivered food 7 times guys even got here.",Positive,0.4,0.4
+Grubhub: Food Delivery,"I could lose car house job, I lose I'll die hungry",Neutral,0.0,0.0
+Grubhub: Food Delivery,Have never used tried get food delivered family hospital delivery time hour later estimated food cold done 2 hours per receipt. The restaurant 2 miles road. Never using,Negative,-0.3,0.5
+Grubhub: Food Delivery,I really appreciate fact I placed 1st order Grubhub email $10 discount apply 1st order order submitted therefore I unable future according first order. What kind B.S. that.,Positive,0.11000000000000001,0.4116666666666666
+Grubhub: Food Delivery,I drive I love it. Some drivers better others fees outrageous.,Neutral,0.0,0.7000000000000001
+Grubhub: Food Delivery,HORRIBLE CUSTOMER SERVICE. constantly reports food delivered still way. Had call restaurant rooked beverages TWICE. Told nothing could do. This stealing.,Negative,-0.5,0.6666666666666666
+Grubhub: Food Delivery,Gmail sign work site. Useless,Negative,-0.5,0.2
+Grubhub: Food Delivery,nan,nan,nan,nan
+Grubhub: Food Delivery,"Much worse Foodler app, bought company I choice.",Negative,-0.4,0.6
+Grubhub: Food Delivery,Quick easy delivery places dont ordinarily deliver! Awesome,Positive,0.36354166666666665,0.7083333333333334
+Grubhub: Food Delivery,It's going make fat ass,Neutral,0.0,0.0
+Grubhub: Food Delivery,I downloaded cause people next door likes work restaurant pop neighbor I would thought city,Neutral,0.0,0.0
+Grubhub: Food Delivery,said restaurants area deliver! So worthless me!!!,Negative,-1.0,0.9
+Grubhub: Food Delivery,"Won't stop asking rate despite saying ""Never""",Neutral,0.0,0.0
+Grubhub: Food Delivery,I like convenience I honestly feel prices posted higher actually called restaurants yourself.,Positive,0.2833333333333333,0.5
+Grubhub: Food Delivery,"Spent billed $36 bucks, food never came... lame lame",Negative,-0.3666666666666667,0.5333333333333333
+Grubhub: Food Delivery,"1 hour late...food bad, mostly sat car driver hour..driver courteous however. Won't",Positive,0.1333333333333334,0.7222222222222222
+Grubhub: Food Delivery,Grub hub easy convenient. I wish would offer promos coupons. Customer AmAzInG!!!,Positive,0.7166666666666667,0.8666666666666667
+Grubhub: Food Delivery,Amazing gives variety... But. I wish could get points foodler gave rebates miss that.,Positive,0.6000000000000001,0.9
+Grubhub: Food Delivery,I love u order multiple places please whole family! Its awesome.,Positive,0.4375,0.5
+Grubhub: Food Delivery,Keeps giving hard time says can't accept payment method card,Negative,-0.2916666666666667,0.5416666666666666
+Grubhub: Food Delivery,Doesnt take paypal advertised...,Neutral,0.0,0.0
+Grubhub: Food Delivery,I grubhub almost every day. Their drivers customer top notch!,Positive,0.625,0.5
+Grubhub: Food Delivery,Very Very Cool !!!!,Positive,1.0,0.8450000000000001
+Grubhub: Food Delivery,Keep good work,Positive,0.7,0.6000000000000001
+Grubhub: Food Delivery,Super convenient hotel city... Just wish usable I actually live country,Positive,0.23484848484848483,0.5833333333333333
+Grubhub: Food Delivery,Makes destroying health helluva lot easier.,Negative,-0.2,0.0
+Grubhub: Food Delivery,A nice order food home without needing cash hand,Positive,0.6,1.0
+Grubhub: Food Delivery,The drivers always beg tips,Neutral,0.0,0.0
+Grubhub: Food Delivery,It's fast easy real time- savo play around people's money,Positive,0.27777777777777773,0.5777777777777778
+Grubhub: Food Delivery,This amazing. sushi favorite places delivered door,Positive,0.55,0.95
+Grubhub: Food Delivery,nan,nan,nan,nan
+Grubhub: Food Delivery,Not worth wait hour half get 2 salads pollo tropical literally 10 min away.The driver food car least 20 min I know I call restuarant see picked already actual tracker order,Negative,-0.15416666666666667,0.19166666666666668
+Grubhub: Food Delivery,"I never used food order/delivery before, I tried something simple. After putting order 4 people Dennys, I go submit cancels order says accepting preorders tomorrow, full 30 minutes supposed close night. I called Denny's said problems GrubHub. Since starving, tried DoorDash food Dennys 30 minutes. You guess using future. Deleting GrubHub. Oops. Sorry. Ruined suspense....",Negative,-0.037500000000000006,0.5080357142857144
+Grubhub: Food Delivery,Love app. To able get want go heat humidity summer (mostly 122 - 124° last week) real thrill receive food fresh delicious. A life saver.,Positive,0.42857142857142855,0.5130952380952382
+Grubhub: Food Delivery,Omg food fast af. And always shows u stores near u r open u look. I got great burger place didn't even knew delivered. Its clear cut know guessing ur simple.,Positive,0.20000000000000004,0.4984126984126984
+Grubhub: Food Delivery,"GrubHub always top orders deliveries, rare occurrence mistake somewhere always make right! Helpful people great service.",Positive,0.48928571428571427,0.6714285714285714
+Grubhub: Food Delivery,"Last night I decided try Grub Hub first time. Less 5 minutes placing order, I 2 attempted charges account almost $200 each. A couple hours later, 2 attempts $1 each. I used card several days transaction. I also unchecked save card button BEFORE placing order. Please BEWARE!!",Positive,0.01666666666666667,0.09333333333333332
+Grubhub: Food Delivery,"Little expensive, altogether great awesome lazy man, every driver I've far super nice follows instructions. Wish local places available. Other great",Positive,0.24756944444444443,0.6784722222222223
+Grubhub: Food Delivery,"My food sat local restaurant, GH driver never made delivery. Never got food. And restaurant too, several times over. They may refunded money, type still inexcusable",Neutral,0.0,0.0
+Grubhub: Food Delivery,"This trash I'm from, 7 restaurants available 50 70 minutes. Uber Eats would delivered food 7 times guys even got here.",Positive,0.4,0.4
+Grubhub: Food Delivery,"I could lose car house job, I lose I'll die hungry",Neutral,0.0,0.0
+Grubhub: Food Delivery,Have never used tried get food delivered family hospital delivery time hour later estimated food cold done 2 hours per receipt. The restaurant 2 miles road. Never using,Negative,-0.3,0.5
+Grubhub: Food Delivery,I really appreciate fact I placed 1st order Grubhub email $10 discount apply 1st order order submitted therefore I unable future according first order. What kind B.S. that.,Positive,0.11000000000000001,0.4116666666666666
+Grubhub: Food Delivery,I drive I love it. Some drivers better others fees outrageous.,Neutral,0.0,0.7000000000000001
+Grubhub: Food Delivery,HORRIBLE CUSTOMER SERVICE. constantly reports food delivered still way. Had call restaurant rooked beverages TWICE. Told nothing could do. This stealing.,Negative,-0.5,0.6666666666666666
+Grubhub: Food Delivery,Gmail sign work site. Useless,Negative,-0.5,0.2
+Grubhub: Food Delivery,nan,nan,nan,nan
+Grubhub: Food Delivery,"Much worse Foodler app, bought company I choice.",Negative,-0.4,0.6
+Grubhub: Food Delivery,Quick easy delivery places dont ordinarily deliver! Awesome,Positive,0.36354166666666665,0.7083333333333334
+Grubhub: Food Delivery,It's going make fat ass,Neutral,0.0,0.0
+Grubhub: Food Delivery,I downloaded cause people next door likes work restaurant pop neighbor I would thought city,Neutral,0.0,0.0
+Grubhub: Food Delivery,said restaurants area deliver! So worthless me!!!,Negative,-1.0,0.9
+Grubhub: Food Delivery,"Won't stop asking rate despite saying ""Never""",Neutral,0.0,0.0
+Grubhub: Food Delivery,I like convenience I honestly feel prices posted higher actually called restaurants yourself.,Positive,0.2833333333333333,0.5
+Grubhub: Food Delivery,"Spent billed $36 bucks, food never came... lame lame",Negative,-0.3666666666666667,0.5333333333333333
+Grubhub: Food Delivery,"1 hour late...food bad, mostly sat car driver hour..driver courteous however. Won't",Positive,0.1333333333333334,0.7222222222222222
+Grubhub: Food Delivery,Grub hub easy convenient. I wish would offer promos coupons. Customer AmAzInG!!!,Positive,0.7166666666666667,0.8666666666666667
+Grubhub: Food Delivery,Amazing gives variety... But. I wish could get points foodler gave rebates miss that.,Positive,0.6000000000000001,0.9
+Grubhub: Food Delivery,I love u order multiple places please whole family! Its awesome.,Positive,0.4375,0.5
+Grubhub: Food Delivery,Keeps giving hard time says can't accept payment method card,Negative,-0.2916666666666667,0.5416666666666666
+Grubhub: Food Delivery,Doesnt take paypal advertised...,Neutral,0.0,0.0
+Grubhub: Food Delivery,I grubhub almost every day. Their drivers customer top notch!,Positive,0.625,0.5
+Grubhub: Food Delivery,Very Very Cool !!!!,Positive,1.0,0.8450000000000001
+Grubhub: Food Delivery,Keep good work,Positive,0.7,0.6000000000000001
+Grubhub: Food Delivery,Super convenient hotel city... Just wish usable I actually live country,Positive,0.23484848484848483,0.5833333333333333
+Grubhub: Food Delivery,Makes destroying health helluva lot easier.,Negative,-0.2,0.0
+Grubhub: Food Delivery,A nice order food home without needing cash hand,Positive,0.6,1.0
+Grubhub: Food Delivery,The drivers always beg tips,Neutral,0.0,0.0
+Grubhub: Food Delivery,It's fast easy real time- savo play around people's money,Positive,0.27777777777777773,0.5777777777777778
+Grubhub: Food Delivery,This amazing. sushi favorite places delivered door,Positive,0.55,0.95
+Guns of Glory,Game scam riddled bugs. None existent customer I think busy playing game. I joking! They come new scams regularly miraculously someone gets next day. Paying customers pay hundreds thousands even takes time acquire. Do stupid people playing game company.,Negative,-0.23295454545454547,0.3789335664335664
+Guns of Glory,"Good game, close trailers ads. The graphics bad game type horrible type fighting/strategy game. It fight British Revolutionary War. Over I really like game dont find entertaining play. Please fix.",Negative,-0.19,0.4766666666666667
+Guns of Glory,"I wish guys would incorporate characters story! I get it, there's really way "" move plot forward"". You could least make interesting side story characters. Example: original Mortal Kombat, character bio, brought story life. You make wonderful portraits, give reason spend time grinding collect them.",Positive,0.355,0.5700000000000001
+Guns of Glory,People nice first start rumors drama. I recommend downloading game unless enjoy bullied every day quit game.,Positive,0.09,0.5266666666666666
+Guns of Glory,CAN'T TURN OFF THE BAD MUSIC Developers obviously respect customers. Is bad want listen podcast instead generic 4 bars eternity?,Negative,-0.3499999999999999,0.45833333333333326
+Guns of Glory,"It's fun game, update seems helpful give bit gold, kill event 3 days seems bit long compared gold events. Also prepared spend bit money play game. Its way stay alive.",Negative,-0.09000000000000001,0.36
+Guns of Glory,Ok game nothing special! The advertising completely wrong game matches advertising!! Much better games anyone trust game lie straight away false advertising! I'll spend money somewhere else! Uninstalled,Negative,-0.10039682539682541,0.519047619047619
+Guns of Glory,"I love it. It's addicting, amount money need spend even get remotely powerful gear, outrageous. You can't, within decent time period, gain pieces needed craft them. Kind pushed buy stuff. Which me, necessarily admirable. Good business move, bad PR move.",Positive,0.07083333333333335,0.8041666666666668
+Guns of Glory,The game ok hit miss connection. Would nice automatically applied shield attacked. It would stop alliance's grinding castle ground. It takes 16 hours heal troops cant gather food wood troops back action. In meantime attacked again. Not sure long I'll last game,Positive,0.011111111111111103,0.41728395061728396
+Guns of Glory,This game 100% Pay Win! I thought going pretty decent game reality don't pay lot money dont get anything. If could would give game 0 stars,Positive,0.036111111111111094,0.5444444444444444
+Guns of Glory,Great Addictive game. Been playing year now. The things dont like amount money u put game fun win ads.,Positive,0.18333333333333335,0.5083333333333333
+Guns of Glory,The ad fake. NOT game depicted ad. Do fall it. Boring gameplay. Uninstalled immediately.,Negative,-0.43333333333333335,0.7999999999999999
+Guns of Glory,"If fact always server issues, connection issues, bad lagging, game freezing etc every time want attack defend event running game would great. O new features bugged another way bleed dry. I'm done game actually fix issues already instead introducing bugged money sucking features.",Negative,-0.12878787878787878,0.4714015151515152
+Guns of Glory,Payment working . In nigeria banks blocked. Google play store payment . Game payment options available.,Neutral,0.0,0.4
+Guns of Glory,False advertisement.. social media post games gameplay get terrible game. Avoid,Negative,-0.44166666666666665,0.5166666666666666
+Guns of Glory,"Nothing like adverts, can't control formation troops boring game play. Played hours ensure I miss anything.",Negative,-0.7,0.7
+Guns of Glory,A useless game.. downloading huge money still need network play . I'll advise ... Too much ads .. useless,Negative,-0.15999999999999998,0.38
+Guns of Glory,"Try developing game clone dozen build HQ, farm, mine barracks etc, etc, etc. upgrade wait 36 hours til completion. Deleting.",Negative,-0.4,0.4
+Guns of Glory,Pretty good game. I've also noticed fun looking game ads. I would appreciate could tell name I could please. Thank reading hopefully responding,Positive,0.08999999999999997,0.52
+Guns of Glory,Entertaining game non paying players suffer tremendously. Game geared towards spenders,Negative,-0.10000000000000002,0.5
+Guns of Glory,It sucks bad glitchy I can't even play game,Negative,-0.4666666666666666,0.45555555555555555
+Guns of Glory,Bloody hell sending messages middle night. Some us need sleep,Negative,-0.4,0.45
+Guns of Glory,Not terrible game getting notifications every hour drives nuts.,Positive,0.04999999999999999,0.7
+Guns of Glory,Worst support team. Take long respond.,Negative,-0.525,0.7
+Guns of Glory,Completely false advertising. Game even anything strategy.,Negative,-0.4,0.5
+Guns of Glory,I update game shows data error plz help,Negative,-0.4,0.4
+Guns of Glory,Don't know happening. Unable understand game,Negative,-0.45,0.45
+Guns of Glory,Game sync error please help,Negative,-0.4,0.4
+Guns of Glory,Thank nice saree Lagi,Positive,0.6,1.0
+Guns of Glory,Love playing game suggestion way retrieve guard points like retrieve gems,Positive,0.04999999999999999,0.5
+Guns of Glory,YOUR GAME IS SOOOOOO BORING!!!!,Negative,-0.7,0.7
+Guns of Glory,nonsense. Mahabakvas,Neutral,0.0,0.0
+Guns of Glory,It cool,Positive,0.35,0.65
+Guns of Glory,Awesome engrossing mmo.,Positive,0.8,0.85
+Guns of Glory,Why cant open castle,Neutral,0.0,0.5
+Guns of Glory,The graphics awful,Negative,-1.0,1.0
+Guns of Glory,It's nothing like show ads game.,Negative,-0.4,0.4
+Guns of Glory,Awesome game,Positive,0.3,0.7
+Guns of Glory,Thanks,Positive,0.2,0.2
+Guns of Glory,False adds,Negative,-0.4000000000000001,0.6
+Gyft - Mobile Gift Card Wallet,Purchase risk. Bought gift card work. Gyft refuse fix send replacement. Stopped responding email. Have dispute get money back. They banned account took away copy previous gift card purchases without warning. Fighting get giftcards back cuz still balance. Stay away,Negative,-0.05555555555555555,0.05555555555555555
+Gyft - Mobile Gift Card Wallet,Bought gift card friend's birthday. They took money refused send gift card Even Though I repeatedly contacted customer support. Horrible thieves! Not trusted,Negative,-1.0,1.0
+Gyft - Mobile Gift Card Wallet,Annoying need know exactly much add gift card. Don't let add store credit cards (like return something Ulta),Negative,-0.30000000000000004,0.55
+Gyft - Mobile Gift Card Wallet,"This used good years ago, update keeps steady decline. The recent update worse though. Now continuously logs reason, whereas least left logged time. Also, edit already saved card simply change number, totally distorts barcode making unscannable longer. You completely add new card, pain, especially since limit many cards add per month, simply ridiculous! Not mention, hardly cards check balance anymore like used to. Unless issues fixed next update, looks like way out, since pretty much useless current state.",Positive,0.0023524720893141936,0.48175552517657777
+Gyft - Mobile Gift Card Wallet,This improved used update balances without requiring manual entry; longer does. Nice carry cards manually prep intend location ensure proper balances.,Positive,0.3,0.55
+Gyft - Mobile Gift Card Wallet,Doesn't work,Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,"This crashes frequently. Also automatically pull gift card balances 99% time, look balance manually retailer, enter card number amount time. Super frustrating.",Positive,0.011111111111111108,0.6222222222222222
+Gyft - Mobile Gift Card Wallet,It cool app. If POS experience made smoother ideal choice. Every time I pos I end wasting minutes scanning required additional authentication pos supervisor. Another issue Amazon gift card. It reflecting right balance. I forwarded gift another person without realizing I already redeemed. It embarrassment :-(,Positive,0.1964285714285714,0.7964285714285714
+Gyft - Mobile Gift Card Wallet,Still deciding ... I need process transactions determine I rate app. I like I receive points adding uploading gift cards . And I gift card total dollar value cannot used buy gift cards. That disappointing .,Negative,-0.3,0.725
+Gyft - Mobile Gift Card Wallet,"I gift card directed Gyft check balance. No balance check website; direct app. Open app, way upload card. No balance checking facility. Complete fail every job gift card could have.",Negative,-0.075,0.4
+Gyft - Mobile Gift Card Wallet,"DO NOT Bitcoin !! They used work, anymore... Not sure Gyft Bitpay never allow purchase go & refunding Bitcoin, send much less gave them... A horrible !!",Negative,-0.47222222222222215,0.6518518518518518
+Gyft - Mobile Gift Card Wallet,"Stole Amazon gift card! Customer help, ridiculous! $25 gift card I purchased uploaded app-GONE! No responses this. I'll telling everyone I know beware beware beware SMFH",Negative,-0.5208333333333333,1.0
+Gyft - Mobile Gift Card Wallet,Tried numerous occasions purchase gift cards PayPal. Declined every single time. Customer sends message FAQ page. Plus reliably load gift card balances. What good app?,Positive,0.20952380952380953,0.43809523809523815
+Gyft - Mobile Gift Card Wallet,"***Update 11/19/17 Broken problem -------------------------------- Has worked great, I'm guessing updated something broke. Now I'm unable add new cards wallet. Get error message card balance cannot verified time try later. I'm still able update balances cards already wallet. Please fix.",Positive,0.0893939393939394,0.4549242424242424
+Gyft - Mobile Gift Card Wallet,"It worked short time VERY useful. Now I cannot purchase giftcards update balance previous giftcards. Website work well anymore either, cleared cache still work.",Positive,0.07444444444444445,0.15555555555555556
+Gyft - Mobile Gift Card Wallet,"Garbage - cannot create account app, locks account attempt log creating account browser, password reset work Chrome mobile browser... Addendum, notified gyft account permanently deleted criticizing crappy app!",Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,Worst I EVER downloaded. I received gift card value written anywhere. The old navy card said I could find balance- boy wrong! It kept saying card exist card number correct even though I checked re-entered 8 times! DON'T WASTE YOUR STORAGE SPACE! So I get drive 2 towns away store find balance gift card. Thanks lot useless app!,Negative,-0.3927083333333334,0.41666666666666674
+Gyft - Mobile Gift Card Wallet,"Awesome app. Makes easy buy email gift cards. I love able text gift card friends family. Sometimes wait approval even customer awhile bit irritating. Usually less 24 hours minor inconvenience, still inconvenience. Otherwise great app.",Positive,0.3270833333333334,0.609375
+Gyft - Mobile Gift Card Wallet,"I need track unused cards. The first card I tried, could find balance, even though I found balance online. It would also let manually add balance. This worthless me.",Negative,-0.275,0.6166666666666667
+Gyft - Mobile Gift Card Wallet,"This used work great. I know happened. You longer put card list, longer updates balances & time says ""GYFT currently working"". Please fix, I really liked app.",Positive,0.4666666666666666,0.65
+Gyft - Mobile Gift Card Wallet,"I able upload 3 gift cards wallet. After that, I got message ""Gyft currently unavailable."" Anytime I would try feature that, message kept popping up. I tried force stopping, uninstalling, restarting phone, clearing cache, clearing data. Nothing helped. The idea great, seems like people get work, unfortunately I not.",Positive,0.3875,0.69375
+Gyft - Mobile Gift Card Wallet,"Second time lost data. I got infamous ""Gyft currently unavailable"" message adding three new cards card info vanished. I give app!!",Negative,-0.07173295454545456,0.4636363636363636
+Gyft - Mobile Gift Card Wallet,Hate it. I stop & calculate update..used 3 different cards make total ..ugh! Please combine totals & update balances,Negative,-0.26666666666666666,0.75
+Gyft - Mobile Gift Card Wallet,"This used great. Now I keep getting message, ""Gyft currently unavailable"" whenever I try load new card past two days. Help!",Positive,0.1559659090909091,0.4636363636363636
+Gyft - Mobile Gift Card Wallet,Couldn't form payment advertised I could. Customer tell payment declined. Unhelpful unusable.,Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,"It works well. No complaints far. One card I purchased processed immediately, I'll give time. EDIT: The card processed within 24 hours, said would.",Positive,0.1,1.0
+Gyft - Mobile Gift Card Wallet,"Junk! It find active gift card # I entered it. Then errored said ""Gyft currently available."" Finally, trying account photo flashes side menu immediately disappears. Not great first impression. Uninstall!",Positive,0.03583333333333334,0.6166666666666667
+Gyft - Mobile Gift Card Wallet,"I understand highly rated. Not smart app. After I installed, found support cards, Not that, automatically update balances cards. - even popular ones like Starbucks In-N-Out Hamburgers. Yep. For update, asks much spent last purchase, calculate difference manually enter in. If calculations time use, misplace receipt - screwed. Who wants that? Might well carry pocket calculator scratch paper keep track. How lame.",Positive,0.03612244897959184,0.44278911564625856
+Gyft - Mobile Gift Card Wallet,Terrible I can't load cards it. It's always crashing it. Better work.,Negative,-0.25,0.75
+Gyft - Mobile Gift Card Wallet,trys charging 40.00 25.00 gift card paying bitcoin. But buy card debit card 25.00. This poor business. If anything get discount bitcoin literally went 1700% 2 months,Negative,-0.4,0.6
+Gyft - Mobile Gift Card Wallet,Used burger king card once. Left remaining balance another time. Come back says never one. Not even transaction history. Stole remaining balance.,Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,"Buy gyft card put security WITHOUT reason. I've even account years. Decided buy Gyft card believe treatment. They hold money 24 hours ""my security"". Rot cyber hell I care. Seriously. Please do. And I mean emotionally means. I sue small claims.",Negative,-0.22395833333333331,0.6010416666666666
+Gyft - Mobile Gift Card Wallet,Cool app. Would better cards would update I manually to. Hard remember remaining balance.,Positive,0.18611111111111112,0.5638888888888888
+Gyft - Mobile Gift Card Wallet,"Totally useless unnecessary can't even see purpose application....first points promised advertisement exist attempted purchase Amazon gift card renew prime membership took money PayPal account put transaction hold! I called see what's problem customer representative tried convince series steps wasted time....then I asked cancel transaction informed would take 3 5 business days. I b uninstalling cancelling membership asap writing bad review Google, PayPal iOS everyone b aware nonsense fooled believing easy try promoting!",Negative,-0.1847222222222222,0.47500000000000003
+Gyft - Mobile Gift Card Wallet,"Terrible. Worked great 5 minutes. Seriously, 5 minutes. Now get error ""not working""",Negative,-0.17777777777777773,0.8055555555555555
+Gyft - Mobile Gift Card Wallet,It great way shop Amazon PayPal balance. But Amazon cards anymore. That HUGE let down.,Positive,0.34814814814814815,0.6462962962962963
+Gyft - Mobile Gift Card Wallet,I 5 stars lately crashing keep saying unavailable. It worked great before!,Positive,0.35,0.675
+Gyft - Mobile Gift Card Wallet,"Declines purchase saying bank requires verification, yet money instantly approved bank's end. They know process payments. Stay away! Also phone number support!",Neutral,0.0,0.6666666666666666
+Gyft - Mobile Gift Card Wallet,I love money available frustrating. I wonder person designed ever tried it? Good luck!,Positive,0.34375,0.625
+Gyft - Mobile Gift Card Wallet,"Tried several times purchase gift cards, declined ""security reasons"". When I contacted find reasons were, claimed access information, referred back equally-vague website. I give company time day. They seem customer-oriented.",Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,Purchase risk. Bought gift card work. Gyft refuse fix send replacement. Stopped responding email. Have dispute get money back. They banned account took away copy previous gift card purchases without warning. Fighting get giftcards back cuz still balance. Stay away,Negative,-0.05555555555555555,0.05555555555555555
+Gyft - Mobile Gift Card Wallet,Bought gift card friend's birthday. They took money refused send gift card Even Though I repeatedly contacted customer support. Horrible thieves! Not trusted,Negative,-1.0,1.0
+Gyft - Mobile Gift Card Wallet,Annoying need know exactly much add gift card. Don't let add store credit cards (like return something Ulta),Negative,-0.30000000000000004,0.55
+Gyft - Mobile Gift Card Wallet,"This used good years ago, update keeps steady decline. The recent update worse though. Now continuously logs reason, whereas least left logged time. Also, edit already saved card simply change number, totally distorts barcode making unscannable longer. You completely add new card, pain, especially since limit many cards add per month, simply ridiculous! Not mention, hardly cards check balance anymore like used to. Unless issues fixed next update, looks like way out, since pretty much useless current state.",Positive,0.0023524720893141936,0.48175552517657777
+Gyft - Mobile Gift Card Wallet,This improved used update balances without requiring manual entry; longer does. Nice carry cards manually prep intend location ensure proper balances.,Positive,0.3,0.55
+Gyft - Mobile Gift Card Wallet,Doesn't work,Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,"This crashes frequently. Also automatically pull gift card balances 99% time, look balance manually retailer, enter card number amount time. Super frustrating.",Positive,0.011111111111111108,0.6222222222222222
+Gyft - Mobile Gift Card Wallet,It cool app. If POS experience made smoother ideal choice. Every time I pos I end wasting minutes scanning required additional authentication pos supervisor. Another issue Amazon gift card. It reflecting right balance. I forwarded gift another person without realizing I already redeemed. It embarrassment :-(,Positive,0.1964285714285714,0.7964285714285714
+Gyft - Mobile Gift Card Wallet,Still deciding ... I need process transactions determine I rate app. I like I receive points adding uploading gift cards . And I gift card total dollar value cannot used buy gift cards. That disappointing .,Negative,-0.3,0.725
+Gyft - Mobile Gift Card Wallet,"I gift card directed Gyft check balance. No balance check website; direct app. Open app, way upload card. No balance checking facility. Complete fail every job gift card could have.",Negative,-0.075,0.4
+Gyft - Mobile Gift Card Wallet,"DO NOT Bitcoin !! They used work, anymore... Not sure Gyft Bitpay never allow purchase go & refunding Bitcoin, send much less gave them... A horrible !!",Negative,-0.47222222222222215,0.6518518518518518
+Gyft - Mobile Gift Card Wallet,"Stole Amazon gift card! Customer help, ridiculous! $25 gift card I purchased uploaded app-GONE! No responses this. I'll telling everyone I know beware beware beware SMFH",Negative,-0.5208333333333333,1.0
+Gyft - Mobile Gift Card Wallet,Tried numerous occasions purchase gift cards PayPal. Declined every single time. Customer sends message FAQ page. Plus reliably load gift card balances. What good app?,Positive,0.20952380952380953,0.43809523809523815
+Gyft - Mobile Gift Card Wallet,"***Update 11/19/17 Broken problem -------------------------------- Has worked great, I'm guessing updated something broke. Now I'm unable add new cards wallet. Get error message card balance cannot verified time try later. I'm still able update balances cards already wallet. Please fix.",Positive,0.0893939393939394,0.4549242424242424
+Gyft - Mobile Gift Card Wallet,"It worked short time VERY useful. Now I cannot purchase giftcards update balance previous giftcards. Website work well anymore either, cleared cache still work.",Positive,0.07444444444444445,0.15555555555555556
+Gyft - Mobile Gift Card Wallet,"Garbage - cannot create account app, locks account attempt log creating account browser, password reset work Chrome mobile browser... Addendum, notified gyft account permanently deleted criticizing crappy app!",Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,Worst I EVER downloaded. I received gift card value written anywhere. The old navy card said I could find balance- boy wrong! It kept saying card exist card number correct even though I checked re-entered 8 times! DON'T WASTE YOUR STORAGE SPACE! So I get drive 2 towns away store find balance gift card. Thanks lot useless app!,Negative,-0.3927083333333334,0.41666666666666674
+Gyft - Mobile Gift Card Wallet,"Awesome app. Makes easy buy email gift cards. I love able text gift card friends family. Sometimes wait approval even customer awhile bit irritating. Usually less 24 hours minor inconvenience, still inconvenience. Otherwise great app.",Positive,0.3270833333333334,0.609375
+Gyft - Mobile Gift Card Wallet,"I need track unused cards. The first card I tried, could find balance, even though I found balance online. It would also let manually add balance. This worthless me.",Negative,-0.275,0.6166666666666667
+Gyft - Mobile Gift Card Wallet,"This used work great. I know happened. You longer put card list, longer updates balances & time says ""GYFT currently working"". Please fix, I really liked app.",Positive,0.4666666666666666,0.65
+Gyft - Mobile Gift Card Wallet,"I able upload 3 gift cards wallet. After that, I got message ""Gyft currently unavailable."" Anytime I would try feature that, message kept popping up. I tried force stopping, uninstalling, restarting phone, clearing cache, clearing data. Nothing helped. The idea great, seems like people get work, unfortunately I not.",Positive,0.3875,0.69375
+Gyft - Mobile Gift Card Wallet,"Second time lost data. I got infamous ""Gyft currently unavailable"" message adding three new cards card info vanished. I give app!!",Negative,-0.07173295454545456,0.4636363636363636
+Gyft - Mobile Gift Card Wallet,Hate it. I stop & calculate update..used 3 different cards make total ..ugh! Please combine totals & update balances,Negative,-0.26666666666666666,0.75
+Gyft - Mobile Gift Card Wallet,"This used great. Now I keep getting message, ""Gyft currently unavailable"" whenever I try load new card past two days. Help!",Positive,0.1559659090909091,0.4636363636363636
+Gyft - Mobile Gift Card Wallet,Couldn't form payment advertised I could. Customer tell payment declined. Unhelpful unusable.,Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,"It works well. No complaints far. One card I purchased processed immediately, I'll give time. EDIT: The card processed within 24 hours, said would.",Positive,0.1,1.0
+Gyft - Mobile Gift Card Wallet,"Junk! It find active gift card # I entered it. Then errored said ""Gyft currently available."" Finally, trying account photo flashes side menu immediately disappears. Not great first impression. Uninstall!",Positive,0.03583333333333334,0.6166666666666667
+Gyft - Mobile Gift Card Wallet,"I understand highly rated. Not smart app. After I installed, found support cards, Not that, automatically update balances cards. - even popular ones like Starbucks In-N-Out Hamburgers. Yep. For update, asks much spent last purchase, calculate difference manually enter in. If calculations time use, misplace receipt - screwed. Who wants that? Might well carry pocket calculator scratch paper keep track. How lame.",Positive,0.03612244897959184,0.44278911564625856
+Gyft - Mobile Gift Card Wallet,Terrible I can't load cards it. It's always crashing it. Better work.,Negative,-0.25,0.75
+Gyft - Mobile Gift Card Wallet,trys charging 40.00 25.00 gift card paying bitcoin. But buy card debit card 25.00. This poor business. If anything get discount bitcoin literally went 1700% 2 months,Negative,-0.4,0.6
+Gyft - Mobile Gift Card Wallet,Used burger king card once. Left remaining balance another time. Come back says never one. Not even transaction history. Stole remaining balance.,Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,"Buy gyft card put security WITHOUT reason. I've even account years. Decided buy Gyft card believe treatment. They hold money 24 hours ""my security"". Rot cyber hell I care. Seriously. Please do. And I mean emotionally means. I sue small claims.",Negative,-0.22395833333333331,0.6010416666666666
+Gyft - Mobile Gift Card Wallet,Cool app. Would better cards would update I manually to. Hard remember remaining balance.,Positive,0.18611111111111112,0.5638888888888888
+Gyft - Mobile Gift Card Wallet,"Totally useless unnecessary can't even see purpose application....first points promised advertisement exist attempted purchase Amazon gift card renew prime membership took money PayPal account put transaction hold! I called see what's problem customer representative tried convince series steps wasted time....then I asked cancel transaction informed would take 3 5 business days. I b uninstalling cancelling membership asap writing bad review Google, PayPal iOS everyone b aware nonsense fooled believing easy try promoting!",Negative,-0.1847222222222222,0.47500000000000003
+Gyft - Mobile Gift Card Wallet,"Terrible. Worked great 5 minutes. Seriously, 5 minutes. Now get error ""not working""",Negative,-0.17777777777777773,0.8055555555555555
+Gyft - Mobile Gift Card Wallet,It great way shop Amazon PayPal balance. But Amazon cards anymore. That HUGE let down.,Positive,0.34814814814814815,0.6462962962962963
+Gyft - Mobile Gift Card Wallet,I 5 stars lately crashing keep saying unavailable. It worked great before!,Positive,0.35,0.675
+Gyft - Mobile Gift Card Wallet,"Declines purchase saying bank requires verification, yet money instantly approved bank's end. They know process payments. Stay away! Also phone number support!",Neutral,0.0,0.6666666666666666
+Gyft - Mobile Gift Card Wallet,I love money available frustrating. I wonder person designed ever tried it? Good luck!,Positive,0.34375,0.625
+Gyft - Mobile Gift Card Wallet,"Tried several times purchase gift cards, declined ""security reasons"". When I contacted find reasons were, claimed access information, referred back equally-vague website. I give company time day. They seem customer-oriented.",Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,Purchase risk. Bought gift card work. Gyft refuse fix send replacement. Stopped responding email. Have dispute get money back. They banned account took away copy previous gift card purchases without warning. Fighting get giftcards back cuz still balance. Stay away,Negative,-0.05555555555555555,0.05555555555555555
+Gyft - Mobile Gift Card Wallet,Bought gift card friend's birthday. They took money refused send gift card Even Though I repeatedly contacted customer support. Horrible thieves! Not trusted,Negative,-1.0,1.0
+Gyft - Mobile Gift Card Wallet,Annoying need know exactly much add gift card. Don't let add store credit cards (like return something Ulta),Negative,-0.30000000000000004,0.55
+Gyft - Mobile Gift Card Wallet,"This used good years ago, update keeps steady decline. The recent update worse though. Now continuously logs reason, whereas least left logged time. Also, edit already saved card simply change number, totally distorts barcode making unscannable longer. You completely add new card, pain, especially since limit many cards add per month, simply ridiculous! Not mention, hardly cards check balance anymore like used to. Unless issues fixed next update, looks like way out, since pretty much useless current state.",Positive,0.0023524720893141936,0.48175552517657777
+Gyft - Mobile Gift Card Wallet,This improved used update balances without requiring manual entry; longer does. Nice carry cards manually prep intend location ensure proper balances.,Positive,0.3,0.55
+Gyft - Mobile Gift Card Wallet,Doesn't work,Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,"This crashes frequently. Also automatically pull gift card balances 99% time, look balance manually retailer, enter card number amount time. Super frustrating.",Positive,0.011111111111111108,0.6222222222222222
+Gyft - Mobile Gift Card Wallet,It cool app. If POS experience made smoother ideal choice. Every time I pos I end wasting minutes scanning required additional authentication pos supervisor. Another issue Amazon gift card. It reflecting right balance. I forwarded gift another person without realizing I already redeemed. It embarrassment :-(,Positive,0.1964285714285714,0.7964285714285714
+Gyft - Mobile Gift Card Wallet,Still deciding ... I need process transactions determine I rate app. I like I receive points adding uploading gift cards . And I gift card total dollar value cannot used buy gift cards. That disappointing .,Negative,-0.3,0.725
+Gyft - Mobile Gift Card Wallet,"I gift card directed Gyft check balance. No balance check website; direct app. Open app, way upload card. No balance checking facility. Complete fail every job gift card could have.",Negative,-0.075,0.4
+Gyft - Mobile Gift Card Wallet,"DO NOT Bitcoin !! They used work, anymore... Not sure Gyft Bitpay never allow purchase go & refunding Bitcoin, send much less gave them... A horrible !!",Negative,-0.47222222222222215,0.6518518518518518
+Gyft - Mobile Gift Card Wallet,"Stole Amazon gift card! Customer help, ridiculous! $25 gift card I purchased uploaded app-GONE! No responses this. I'll telling everyone I know beware beware beware SMFH",Negative,-0.5208333333333333,1.0
+Gyft - Mobile Gift Card Wallet,Tried numerous occasions purchase gift cards PayPal. Declined every single time. Customer sends message FAQ page. Plus reliably load gift card balances. What good app?,Positive,0.20952380952380953,0.43809523809523815
+Gyft - Mobile Gift Card Wallet,"***Update 11/19/17 Broken problem -------------------------------- Has worked great, I'm guessing updated something broke. Now I'm unable add new cards wallet. Get error message card balance cannot verified time try later. I'm still able update balances cards already wallet. Please fix.",Positive,0.0893939393939394,0.4549242424242424
+Gyft - Mobile Gift Card Wallet,"It worked short time VERY useful. Now I cannot purchase giftcards update balance previous giftcards. Website work well anymore either, cleared cache still work.",Positive,0.07444444444444445,0.15555555555555556
+Gyft - Mobile Gift Card Wallet,"Garbage - cannot create account app, locks account attempt log creating account browser, password reset work Chrome mobile browser... Addendum, notified gyft account permanently deleted criticizing crappy app!",Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,Worst I EVER downloaded. I received gift card value written anywhere. The old navy card said I could find balance- boy wrong! It kept saying card exist card number correct even though I checked re-entered 8 times! DON'T WASTE YOUR STORAGE SPACE! So I get drive 2 towns away store find balance gift card. Thanks lot useless app!,Negative,-0.3927083333333334,0.41666666666666674
+Gyft - Mobile Gift Card Wallet,"Awesome app. Makes easy buy email gift cards. I love able text gift card friends family. Sometimes wait approval even customer awhile bit irritating. Usually less 24 hours minor inconvenience, still inconvenience. Otherwise great app.",Positive,0.3270833333333334,0.609375
+Gyft - Mobile Gift Card Wallet,"I need track unused cards. The first card I tried, could find balance, even though I found balance online. It would also let manually add balance. This worthless me.",Negative,-0.275,0.6166666666666667
+Gyft - Mobile Gift Card Wallet,"This used work great. I know happened. You longer put card list, longer updates balances & time says ""GYFT currently working"". Please fix, I really liked app.",Positive,0.4666666666666666,0.65
+Gyft - Mobile Gift Card Wallet,"I able upload 3 gift cards wallet. After that, I got message ""Gyft currently unavailable."" Anytime I would try feature that, message kept popping up. I tried force stopping, uninstalling, restarting phone, clearing cache, clearing data. Nothing helped. The idea great, seems like people get work, unfortunately I not.",Positive,0.3875,0.69375
+Gyft - Mobile Gift Card Wallet,"Second time lost data. I got infamous ""Gyft currently unavailable"" message adding three new cards card info vanished. I give app!!",Negative,-0.07173295454545456,0.4636363636363636
+Gyft - Mobile Gift Card Wallet,Hate it. I stop & calculate update..used 3 different cards make total ..ugh! Please combine totals & update balances,Negative,-0.26666666666666666,0.75
+Gyft - Mobile Gift Card Wallet,"This used great. Now I keep getting message, ""Gyft currently unavailable"" whenever I try load new card past two days. Help!",Positive,0.1559659090909091,0.4636363636363636
+Gyft - Mobile Gift Card Wallet,Couldn't form payment advertised I could. Customer tell payment declined. Unhelpful unusable.,Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,"It works well. No complaints far. One card I purchased processed immediately, I'll give time. EDIT: The card processed within 24 hours, said would.",Positive,0.1,1.0
+Gyft - Mobile Gift Card Wallet,"Junk! It find active gift card # I entered it. Then errored said ""Gyft currently available."" Finally, trying account photo flashes side menu immediately disappears. Not great first impression. Uninstall!",Positive,0.03583333333333334,0.6166666666666667
+Gyft - Mobile Gift Card Wallet,"I understand highly rated. Not smart app. After I installed, found support cards, Not that, automatically update balances cards. - even popular ones like Starbucks In-N-Out Hamburgers. Yep. For update, asks much spent last purchase, calculate difference manually enter in. If calculations time use, misplace receipt - screwed. Who wants that? Might well carry pocket calculator scratch paper keep track. How lame.",Positive,0.03612244897959184,0.44278911564625856
+Gyft - Mobile Gift Card Wallet,Terrible I can't load cards it. It's always crashing it. Better work.,Negative,-0.25,0.75
+Gyft - Mobile Gift Card Wallet,trys charging 40.00 25.00 gift card paying bitcoin. But buy card debit card 25.00. This poor business. If anything get discount bitcoin literally went 1700% 2 months,Negative,-0.4,0.6
+Gyft - Mobile Gift Card Wallet,Used burger king card once. Left remaining balance another time. Come back says never one. Not even transaction history. Stole remaining balance.,Neutral,0.0,0.0
+Gyft - Mobile Gift Card Wallet,"Buy gyft card put security WITHOUT reason. I've even account years. Decided buy Gyft card believe treatment. They hold money 24 hours ""my security"". Rot cyber hell I care. Seriously. Please do. And I mean emotionally means. I sue small claims.",Negative,-0.22395833333333331,0.6010416666666666
+Gyft - Mobile Gift Card Wallet,Cool app. Would better cards would update I manually to. Hard remember remaining balance.,Positive,0.18611111111111112,0.5638888888888888
+Gyft - Mobile Gift Card Wallet,"Totally useless unnecessary can't even see purpose application....first points promised advertisement exist attempted purchase Amazon gift card renew prime membership took money PayPal account put transaction hold! I called see what's problem customer representative tried convince series steps wasted time....then I asked cancel transaction informed would take 3 5 business days. I b uninstalling cancelling membership asap writing bad review Google, PayPal iOS everyone b aware nonsense fooled believing easy try promoting!",Negative,-0.1847222222222222,0.47500000000000003
+Gyft - Mobile Gift Card Wallet,"Terrible. Worked great 5 minutes. Seriously, 5 minutes. Now get error ""not working""",Negative,-0.17777777777777773,0.8055555555555555
+Gyft - Mobile Gift Card Wallet,It great way shop Amazon PayPal balance. But Amazon cards anymore. That HUGE let down.,Positive,0.34814814814814815,0.6462962962962963
+Gyft - Mobile Gift Card Wallet,I 5 stars lately crashing keep saying unavailable. It worked great before!,Positive,0.35,0.675
+Gyft - Mobile Gift Card Wallet,"Declines purchase saying bank requires verification, yet money instantly approved bank's end. They know process payments. Stay away! Also phone number support!",Neutral,0.0,0.6666666666666666
+Gyft - Mobile Gift Card Wallet,I love money available frustrating. I wonder person designed ever tried it? Good luck!,Positive,0.34375,0.625
+Gyft - Mobile Gift Card Wallet,"Tried several times purchase gift cards, declined ""security reasons"". When I contacted find reasons were, claimed access information, referred back equally-vague website. I give company time day. They seem customer-oriented.",Neutral,0.0,0.0
+H Pack,"What happen app? working anymore, reason I keep using truemove sim I option boost internet speed. If truemove cannot fix I continue prepaid subscription anymore transfer another carrier, maybe AIS DTac",Neutral,0.0,0.0
+H Pack,"I will not use it. Call to tell it that the app crashed temporarily. This will be two months. True, i used to use the iService apps. Anyone who has problems using this app has not loaded True iService to replace it.",Positive,0.35,0.65
+H Pack,"It's a great time to hurry, it can not be contacted. The system has some problems. This is why. Go back to open the same promotion.",Positive,0.2,0.34375
+H Pack,"~ Can't anymore? After opened, showed ad guess telling us True Money app, Thai, friendly foreigners.",Positive,0.3625,0.575
+H Pack,Please update the data just drag the data is also not retrieved offline. I like to use offline.,Negative,-0.1,0.07083333333333333
+H Pack,Can not use this app. Change to True Wallet instead.,Positive,0.35,0.65
+H Pack,Force us go wallet put money it. You lose vote. YES I come...,Neutral,0.0,0.0
+H Pack,"This has been good. At least it told me that. I use to much. How much How to buy a packet? But programmers I do not know what to do, but I do not know how to do it. Convenience",Positive,0.2,0.35
+H Pack,I like to do in the same application as Ais some offline.,Neutral,0.0,0.125
+H Pack,The development of the app. This is it? I have removed from the machine.,Neutral,0.0,0.0
+H Pack,Poorly designed app. Pain use.,Negative,-0.4,0.6
+H Pack,Why are there so many problems?,Positive,0.5,0.5
+H Pack,I do not know what to do.,Neutral,0.0,0.0
+H Pack,Why do not you use the wallet?,Neutral,0.0,0.0
+H Pack,"View Data not found, but ads.",Neutral,0.0,0.0
+H Pack,"It is compulsory for consumers to use the true wallet, and we have a net bank, and then use it is difficult and risky. If you do not like it, do not worry too much about it. Now it's too expensive. I have no money to pay. It's too much.",Negative,-0.041666666666666664,0.4583333333333333
+H Pack,No english translation :( thai,Negative,-0.375,0.5
+H Pack,"Can not use It will speed up FUP 4 megabytes until the end of the bill. I miss you. The Internet is coming up with monthly packages, it will not ask the Call Center, it does not help at all. I have not asked for a number of problems, but I can not handle anything. Silent Very bored with True to move, annoying time to collect money. Why not?",Negative,-0.24000000000000005,0.55
+H Pack,There are many problems.,Positive,0.5,0.5
+H Pack,Update new promotion pls,Positive,0.13636363636363635,0.45454545454545453
+H Pack,working,Neutral,0.0,0.0
+H Pack,Boring,Negative,-1.0,1.0
+H Pack,Useless,Negative,-0.5,0.2
+H Pack,Love Love,Positive,0.5,0.6
+H Pack,Connection problem There are problems almost every time a subscription is made. The 4G package will not be connected for a very long time. Please fix it. Because this problem is very common.,Negative,-0.2275,0.585
+H Pack,Like But want check offline mood.please fix problem.Thank,Neutral,0.0,0.0
+H Pack,Good to use. Do not waste your time with employees ... 5555,Positive,0.39999999999999997,0.30000000000000004
+H Pack,Problem too much,Positive,0.2,0.2
+H Pack,Hi k Okay,Positive,0.5,0.5
+H Pack,Very useful,Positive,0.39,0.0
+H Pack,"I have a problem with it, but it's okay to not go to separate apps to?",Positive,0.5,0.5
+H Pack,I do not know if it's the same thing. I will not load it again. The net is normal.,Positive,0.049999999999999996,0.2583333333333333
+H Pack,I'm not sure if this is the case.,Negative,-0.25,0.8888888888888888
+H Pack,Can not see the package is not available.,Negative,-0.2,0.4
+H Pack,Should allow user change language easily. Think expats tourists,Positive,0.43333333333333335,0.8333333333333334
+H Pack,looks good I change language?,Positive,0.7,0.6000000000000001
+H Pack,Good Easy using,Positive,0.5666666666666667,0.7166666666666668
+H Pack,Good,Positive,0.7,0.6000000000000001
+H Pack,"Still not updated? From the banner on the site itself that says that the speed of the net 25MB 500MB 3 days, 39 ฿ 1GB 7 days only in the package h pack, but none of these packages.",Neutral,0.0,0.5
+H Pack,"Usage Issues When pressed to buy a 4g package will disappear for a while, then the package is not required to press the profile first and then come back to buy it.",Positive,0.125,0.16666666666666666
+H TV,"This good, many channels available .why?",Positive,0.5333333333333333,0.5
+H TV,But sometimes there are too many channels do not see.,Positive,0.5,0.5
+H TV,Thanks for the TV channel to watch mdk.tht.in,Positive,0.2,0.2
+H TV,Please fix many channel can't see,Positive,0.5,0.5
+H TV,"Only thai tv works (so far). Tip: send chromecast using ""share""",Positive,0.05,1.0
+H TV,Very good ...Thank 5 +,Positive,0.9099999999999999,0.7800000000000001
+H TV,O.k.,Neutral,0.0,0.0
+H TV,Application,Neutral,0.0,0.0
+H TV,Great,Positive,0.8,0.75
+H TV,It is the best movie app ever. But first this is better. This is like a frequent drop.,Positive,0.4625,0.35833333333333334
+H TV,Every night stuck. Dissapointed... Plz fixed ASAP! -_-,Positive,0.125,0.2
+H TV,"I understand, thai i'm disappointed nowadays becuz channels ain't working",Negative,-0.75,0.75
+H TV,I understand anything.,Neutral,0.0,0.0
+H TV,I understand,Neutral,0.0,0.0
+H TV,My Like H TV Sothank,Neutral,0.0,0.0
+H TV,It feels good to me.,Positive,0.7,0.6000000000000001
+H TV,Resolution is good to see,Positive,0.7,0.6000000000000001
+H TV,India All tv channel actively,Negative,-0.13333333333333333,0.6
+H TV,very like,Positive,0.2,0.3
+H TV,Clear,Positive,0.10000000000000002,0.3833333333333333
+H TV,Nice watch movie,Positive,0.6,1.0
+H TV,Like,Neutral,0.0,0.0
+H TV,how,Neutral,0.0,0.0
+H TV,Saw,Neutral,0.0,0.0
+H TV,Very good,Positive,0.9099999999999999,0.7800000000000001
+H TV,Love,Positive,0.5,0.6
+H TV,Fail,Negative,-0.5,0.29999999999999993
+H TV,Good,Positive,0.7,0.6000000000000001
+H TV,love,Positive,0.5,0.6
+H TV,nan,nan,nan,nan
+H TV,Like that.,Neutral,0.0,0.0
+H TV,Good100%,Neutral,0.0,0.0
+H TV,Decorated,Neutral,0.0,0.0
+H TV,Very good,Positive,0.9099999999999999,0.7800000000000001
+H TV,I have not used many years to update all good. I want to have a button to save the file sd. card with offline,Positive,0.6,0.55
+H TV,"Well, it's also a TV channel, and if you add a language option The sound in the film can be very good.",Positive,0.655,0.5900000000000001
+H TV,Good to have 5 stars to do it if you add the function is very good.,Positive,0.8049999999999999,0.6900000000000002
+H TV,"Add a quality to the quality of the Low, High.",Positive,0.08,0.41999999999999993
+H TV,Please fix ! Many Thai TV can't watch !,Positive,0.625,0.5
+H TV,waaaaaooooo mostly channel watch.thanks,Positive,0.5,0.5
+H&M,Horrible customer order app. Had shopping cart full everything got deleted. Called customer number said maintenance try 2 hours. Tried still functioning. Better going store. Get together H&M!,Negative,-0.00833333333333334,0.6833333333333332
+H&M,"Terrible. Keeps crashing start up, get start scanner work, indication article number might be? No 10 digit numbers found anywhere.",Negative,-1.0,1.0
+H&M,"Perfectly usable shopping. Inuitive interface. Layout organized nice looking. Really needs either much larger maximum capacity ""loved"" item list, separate wishlist.",Positive,0.5,0.7
+H&M,"I preferred older version much better. Don't get wrong, h&m awesome, release really step backwards. User interface bit annoying every time select view article clothing go back browsing, start beginning. As in, go back select category, apply search filters, scroll way back were. It's infinitely annoying. Speaking search filters, they're terrible! You narrow searches color?? Who hell decided good idea omit searching size!? I wear XS, (understadably) often stock, able filter vast number clothes fit would greatly appreciated. (Instead disappointed I select item I like find I'm much tiny human able wear it. Makes depressing browsing sessions..) Oh, transferring saved favorites older app? Really? REALLY?? I'm going ASOS. Jk. I love H&M. Though, die hole. A hole almost climb of, teleported way back beginning, chance rescued harness, realize harness actually big it.",Positive,0.02067901234567901,0.4802469135802469
+H&M,nan,nan,nan,nan
+H&M,It great stopped working reason.,Positive,0.8,0.75
+H&M,nan,nan,nan,nan
+H&M,Nothing working!,Neutral,0.0,0.0
+H&M,nan,nan,nan,nan
+H&M,"like it, nice clothes kfashion",Positive,0.6,1.0
+H&M,I love,Positive,0.5,0.6
+H&M,Looks like changed!! I wish I updated! I understand every color item listing! Makes shopping much cumbersome. So much scrolling see thing. If something comes multiple colors I able see listing. Ugh!,Positive,0.25625,0.25625
+H&M,"would even open, tried reinstall- still luck. Was able make purchase I intending on, super bummed. The old favorite shopping app, hopefully gets fixed.",Positive,0.25555555555555554,0.5319444444444444
+H&M,Just stopped working. Says cannot function without important function/service (reinstalling help)... like cannot function well made. Get grip HM lose even market contenders understand e-commerce works!,Positive,0.5,1.0
+H&M,Hate new app! I wish I updated old app. I like can't filter size most. The current filters arent helpdul ans neither clothing listed color. I love clothing probably buying much since easy anymore,Positive,0.13797348484848485,0.5109848484848485
+H&M,The old better. Also would remove scanner??? Now I get different size I type product code every single time!!?? It's annoying tedious!,Negative,-0.1561011904761905,0.569047619047619
+H&M,"So bunch glitches. I tried entering promo code full effect, said invalid. Also, said orders $40 free shipping, nothing changed. I order $79 said shipping $3.99. I guess buy store",Positive,0.375,0.675
+H&M,"You filter sale clothes colour ""concept"", size, forces go every single item see correct size. The suits listed separately can't sure trousers match jacket, filter s/m/l etc, chest trouser size. It's annoying, unintuitive awkward. Rubbish. Update 02/01/19. Still can't filter sale items. It'd quicker go H&M shop app. Still rubbish.",Negative,-0.24285714285714285,0.7507936507936508
+H&M,"The whole h&m club seem like good idea, (reason I've downloaded app) staff local h&m even bother asking it, I tend forget honest. Abit pointless.",Positive,0.25,0.48
+H&M,I hate 2 weeks waiting items I find NOT getting items I purchased. Waiting outfit MIGHT come TERRIBLE. Fix it!,Negative,-0.9,0.95
+H&M,"I wish I update !!!! I loved old better thinking new knee going even greater, disappointed . Everytime I item I love , instead leaving I started , brings way back top products! So frustrating. Then I scroll way back I left , that's even I remember scrolling. I'm trying find old cant . The place I shop much . Too much colors, much options. More always best . Simplicity key . Please bring back old . Please!",Positive,0.20173160173160173,0.3811688311688312
+H&M,The needs improvement especially checkout let continue checking without entering prefix. You enter phone number optional keeps saying prefix invalid. I Live chat someone talked customer help. Said glitch. Never placed order trying 1 hour. Disappointing.,Negative,-0.15454545454545454,0.7333333333333334
+H&M,"Terrible app. I attempt three times complete purchase, completely emptied cart without completing purchase. Guess want money.",Negative,-0.26666666666666666,0.6
+H&M,"great update. But update/new absolute garbage. It took 9 days get order shipped (haven't even received yet I ordered 11 days ago). Let alone shipped I bother Twitter. They said due ""update system"" coincides new app. Also, new layout sucks compared old. Way less intuitive, ""shipping info"" order shipped way less info order old app. Which makes absolutely sense. Before would tell xactly out. Now none that. Seriously, roll back old app. This trash. Base reviews I'm alone. For company big, sold world... This absolutely unacceptable. If order door within days correct (since I see complaints wrong orders) I'm deleting never shopping again.",Negative,-0.02327441077441079,0.4685606060606061
+H&M,"I'm sure exactly happened recently I can't even open bloody since says important unavailable can't function without it, therefore I can't open app. Yes I've installed latest updates problem still occurs.",Positive,0.10625,0.6486111111111111
+H&M,The old better. Navigation intuitive. Search filters return submitted requests. Touch navigation lags loading items. All larger file size... try again.,Positive,0.19999999999999998,0.39999999999999997
+H&M,"I downloaded thinking improvement based reviews I'm looking forward using it. All favorite items disappeared honestly deterred wanting delve new app. I wish old still functionable, I try open I get screen tells new one. Disappointing.",Positive,0.12467532467532468,0.6012987012987013
+H&M,"Keeps crashing startup ""important function missing"" I never ever access bonus checks. Completely useless..",Negative,-0.09999999999999999,0.4166666666666667
+H&M,The new awful. I logged back account favorites deleted. Now add back limit many favorites have? This dumb.,Negative,-0.12310606060606061,0.4090909090909091
+H&M,"let register, unless agree marketing material received. According new GDPR regulations, every individual optional selection, mandatory. I know say I opt time, however since new regulation, developers amended feature optional. I'm deleting app...",Positive,0.0909090909090909,0.43636363636363634
+H&M,"Very disappointed several occasions I've tried activate offer queue store, repeatedly logs out!!! Very frustrating!!",Negative,-0.5958333333333333,0.6583333333333333
+H&M,I cannot scan Barcode new says I need turn screen overlay. Hate new passion!!,Negative,-0.15018939393939398,0.603030303030303
+H&M,All saved favorites gone! Scrolling new interface huge confusing mess point I'm frustrated. The old least favorites!!!,Negative,-0.16065340909090908,0.3899350649350649
+H&M,12 days order. chat work right. crashes time. love products tone purchases make things right.,Positive,0.35714285714285715,0.557142857142857
+H&M,What wrong now??? Temporary unavailable due important installed... OMG ..when every installed properly. Fix iT. Please.,Negative,-0.056249999999999994,0.59375
+H&M,The update really killed ap. Just buy things store. They messed first order 300$ I still trying get $$ back. I merchandise money. I've phone multiple times success refund clothes. Its nearly 2 weeks. Long time customer tempted never shop this.,Positive,0.05714285714285714,0.1619047619047619
+H&M,The delivery process really slow dont even pick call even customer care support please something regarding,Negative,-0.30000000000000004,0.39999999999999997
+H&M,"says scan store, instructions bogus. There way scan store-- reason I downloaded first place.",Positive,0.25,0.3333333333333333
+H&M,Worst company ever!! Never buying again.. They sent stuff buy explanation all..,Negative,-1.0,1.0
+H&M,"The great, would even better able add size/measurements even better get see stuff size, able filter criteria",Positive,0.5599999999999999,0.6
+HBO GO: Stream with TV Package,"Excellent! I take brakes watching long content, always remembers I left off, fills bottom screen link resume I return. Launches fast, great movies timely content(John Oliver, Real Time, Vice). Maintains nice watch list, always up. Excellent! How 3.8? I know? Maybe expense, I DirecTV Now I'm advertisement, HBO $5 DirecTV Now consumers. It's great deal, I expect last long. Sorry I adore Westworld Game Thrones, appreciation influenced creative works. Said much I sound like advert. HBO brutally honest decades. There's nothing new here, except content that's meaningful timeless. Is business? Seemz like expression amazing people.",Positive,0.3334928229665072,0.6221690590111644
+HBO GO: Stream with TV Package,"I give up, useless now. I've used years great success whatever recent update/change done makes terrible unusable tablets phones. I problems previous people posted. I waste time typing them, read reviews. Oh, NO, I contact tech support troubleshoot product you. This done release.",Negative,-0.10952380952380951,0.3380952380952381
+HBO GO: Stream with TV Package,"Constant repeated crashes multiple devices two years. Chromecast frustrating use. It randomly disconnect point controls stop working. At time resort Android ""A device casting WiFi"" controls. Then need disconnect, Force Stop reopen app. It's unfortunate HBO would release absolute trash.",Negative,-0.19999999999999998,0.6055555555555555
+HBO GO: Stream with TV Package,"After attempting fixes described help still says ""unable play video. Tyr later."" Have emailed hbogo customer suggested taking screen shot error. That funny since attempting screenshot says ""unable capture screen. HRM protected image."" I think I'm done playing. Galaxy note 3 Android version 5.0",Negative,-0.1875,0.5
+HBO GO: Stream with TV Package,"Quit working Verizon. Sign page come up. Have idea talk this. UPDATE - I uninstalled app, turned tablet off, turned back reinstalled app. After worked great like used to. The developer responsive I'm happy camper again.",Positive,0.5333333333333333,0.5833333333333334
+HBO GO: Stream with TV Package,Latest update rendered worse useless. It used work always slow load glitchy 5 .1.1 tablet . Now load fully. Tried every troubleshooting recommendation multiple times. Network speed at&t fine. All streaming still work fine. Please fix provide rollback previous version.,Negative,-0.004166666666666669,0.4083333333333333
+HBO GO: Stream with TV Package,"Latest updates broke app. Can't view anything. Update: 7/20 still broken. Uninstalled, reinstalled. Can't even log provider (spectrum). Whole thing laggy hell, hit menu button minutes later something. No problems apps.",Positive,0.075,0.42500000000000004
+HBO GO: Stream with TV Package,"We used great success 3 months ago got buggy impossible use. We issue streaming app. The cable company says issue, tablet company says end. We supremely frustrated longer watch ANYTHING tablets. I HATE app.",Negative,-0.2133333333333333,0.5700000000000001
+HBO GO: Stream with TV Package,"What utter piece garbage. Worst ui history apps. Effectively way browse, concept continuity (episodes NOT listed play screen, concept saved position). A royal pain use... shoddy work. After updating, black screen nothing click.",Negative,-0.1733333333333333,0.7466666666666667
+HBO GO: Stream with TV Package,"The awful. I cannot get work computer. First off, opens tiny window I try make full screen tells may work well. That problem now! If I keep smaller form get past looks like still loading. Spend little bit time money awful app.",Negative,-0.21875,0.5791666666666666
+HBO GO: Stream with TV Package,"This worked great last update. Now freezes soon opened completely unusable Samsung Galaxy Tab S Pro, running Android 6.0.1. Please fix problem soon!",Positive,0.30833333333333335,0.4055555555555556
+HBO GO: Stream with TV Package,"Playback horrible! The screen freezes every 3 10 seconds. I fan number shows like seasons available, I gave two stars entertainment value playability, gets 0 stars",Negative,-0.3,0.7
+HBO GO: Stream with TV Package,Can't sign Fios account. Seems common problem here. Just keeps loading eventually brings back choose provider screen. Fix issue hbo.,Negative,-0.15,0.25
+HBO GO: Stream with TV Package,Keeps logging allow sign Comcast Xfinity. I've tried reinstalling work. It directs Xfinity home page add service. I already :(,Negative,-0.75,1.0
+HBO GO: Stream with TV Package,Crashes lot using it. Also extremely annoying can't go 5 minutes without pausing multiple times watching something. I hoping they'll fix I find alternative seems getting worse worth trying.,Negative,-0.22500000000000003,0.4
+HBO GO: Stream with TV Package,This become pathetic. I cant even sign anymore provider ID charter spectrum. If cant watch pretty much cant watch im wasting $... done hbo period,Negative,-0.18333333333333335,0.7333333333333334
+HBO GO: Stream with TV Package,"The thing good fact connects HBO programming. Otherwise, laced shortcomings frustrate endlessly. It's interface Chromecast cut it, even takes restarting phone times make cast activity disappear active tasks. It's also frustrating trying pick show watching. The makes search lengthy list ""featured"" programming. HBO amazing product, baffling allow continue terrible.",Negative,-0.05972222222222221,0.7916666666666666
+HBO GO: Stream with TV Package,"Terrible UI. I left review second ago but, hey, I'll make little easier HBO make everyone happy: take page Netflix's book AND LOCK THE SWIPE DIRECTION UNTIL YOUR FINGER STOPS SWIPING IN ONE DIRECTION!!!!!! I mean really... Do coders even try app?",Negative,-0.04285714285714286,0.48392857142857143
+HBO GO: Stream with TV Package,Haven't able play anything months. Always get error messages content unable load.,Neutral,0.0,0.5625
+HBO GO: Stream with TV Package,"Not sure what's happening. This used work great seem want work all. I've tried reinstalling it. I've tried updating it. Every time I try watch show movie plays HBO generic warm 30 second ad goes play actual movie It says ""we're trouble playing video right please check back later."" Not sure fix else making want anymore. Which sucks since I pay cable. HORRIBLE.",Negative,-0.024175824175824177,0.4048840048840049
+HBO GO: Stream with TV Package,Does developer read reviews? Advice go USELESS...quit responding way. Pretty strange downgrade former version could fix things nothing done. Will scrap HBO contract up.,Positive,0.06666666666666667,0.3833333333333333
+HBO GO: Stream with TV Package,"This stuck loop Android S7 Edge. I go Sign In> Choose provider>then takes page add HBO plan, even though I've already added it. When I sign again, process. Can't watch anything.",Neutral,0.0,0.0
+HBO GO: Stream with TV Package,"How streaming stream? Also reply review shows little actually pay attention customer. I complained ""helpful"" email automated useless",Negative,-0.246875,0.25
+HBO GO: Stream with TV Package,"Worse ever. Hit open I get blank screen. Uninstalled reinstalled, difference. Too bad option zero stars. Not single recent positive review. Instead apologizing, fix app.",Negative,-0.11957328385899811,0.3966295609152752
+HBO GO: Stream with TV Package,"Just installed, presumably latest version. It crashes playing 3 seconds content. Can't all.",Positive,0.5,0.9
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO GO: Stream with TV Package,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HBO NOW: Stream TV & Movies,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,nan,nan,nan,nan
+HD Camera,Front camera error,Neutral,0.0,0.0
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,Its best I've seen long time,Positive,0.475,0.35
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,"It great cool, awesome always",Positive,0.7166666666666667,0.7999999999999999
+HD Camera - Best Cam with filters & panorama,Phaltu bad camera,Negative,-0.6999999999999998,0.6666666666666666
+HD Camera - Best Cam with filters & panorama,Nice install dear friend,Positive,0.6,1.0
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,So many ad interception,Positive,0.5,0.5
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,Nyc,Neutral,0.0,0.0
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,This awesome must say.,Positive,1.0,1.0
+HD Camera - Best Cam with filters & panorama,Just Down loaded sure all.it yet,Positive,0.17222222222222222,0.5888888888888889
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,I love much. It takes clear pictures.,Positive,0.26666666666666666,0.39444444444444443
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,Ah!,Neutral,0.0,0.0
+HD Camera - Best Cam with filters & panorama,Good camera amazing effect category.,Positive,0.65,0.75
+HD Camera - Best Cam with filters & panorama,nan,nan,nan,nan
+HD Camera - Best Cam with filters & panorama,Worst.. ads,Negative,-1.0,1.0
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,Ok ... very good ...,Positive,0.705,0.6400000000000001
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,Thank,Neutral,0.0,0.0
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,I love much❤,Positive,0.5,0.6
+HD Camera - Quick Snap Photo & Video,It simple works.,Neutral,0.0,0.35714285714285715
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,Takes great photos,Positive,0.8,0.75
+HD Camera - Quick Snap Photo & Video,Easy,Positive,0.43333333333333335,0.8333333333333334
+HD Camera - Quick Snap Photo & Video,Nice,Positive,0.6,1.0
+HD Camera - Quick Snap Photo & Video,Good,Positive,0.7,0.6000000000000001
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,"Looks good, rotate mirror functions work. They flip back original state.",Positive,0.35833333333333334,0.45
+HD Camera - Quick Snap Photo & Video,Thanks great free,Positive,0.4666666666666666,0.5833333333333334
+HD Camera - Quick Snap Photo & Video,It's really nice cam pic viewing stunning,Positive,0.55,1.0
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,Great app! The quality awesome! It's like iPhone camera!,Positive,1.0,0.875
+HD Camera - Quick Snap Photo & Video,It actually works,Neutral,0.0,0.1
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,Yes product,Neutral,0.0,0.0
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,That easy snapshot,Positive,0.43333333333333335,0.8333333333333334
+HD Camera - Quick Snap Photo & Video,All reviews are good,Positive,0.7,0.6000000000000001
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,nan,nan,nan,nan
+HD Camera - Quick Snap Photo & Video,Love,Positive,0.5,0.6
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,"Quite good, ads! I hate it!",Negative,-0.0625,0.75
+HD Camera Pro for Android,Worst ever........... It works like simple camera,Negative,-0.5,0.6785714285714286
+HD Camera Pro for Android,I know taking slow even working me. Please help please.,Negative,-0.30000000000000004,0.39999999999999997
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,"Horrible crappy camera , sucks",Negative,-0.65,0.65
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,Nice sharp vibrant photos. Has lot nice edit features,Positive,0.3104166666666667,0.7708333333333334
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,The OK hot2 thumb u,Positive,0.5,0.5
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,First. Time using. Tap tap becomes. Giant. Cat. King kong,Positive,0.125,0.6666666666666666
+HD Camera Pro for Android,It has too much publicity that constantly jumps,Positive,0.1,0.26666666666666666
+HD Camera Pro for Android,Do not be so tasteless,Negative,-0.6,0.9
+HD Camera Pro for Android,I have not used it yet. That's good,Positive,0.7,0.6000000000000001
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,Nic. Camera but. Add bahut ati hai. Pls. Remove add,Neutral,0.0,0.0
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,It's wow HD camera,Positive,0.1,1.0
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,Love clear shots niceeee,Positive,0.3,0.49166666666666664
+HD Camera Pro for Android,Great camera many ads,Positive,0.65,0.625
+HD Camera Pro for Android,Great layout great pictures,Positive,0.8,0.75
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,"This good, takes clean pictures.",Positive,0.5333333333333333,0.6500000000000001
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,nan,nan,nan,nan
+HD Camera Pro for Android,It's bad,Negative,-0.6999999999999998,0.6666666666666666
+HD Camera Ultra,Excellent I updating review developers addressed issues I & deserve recognition improving product. This simple interface integrates well photo editing app. On Sony Xperia Z3 compact photo button used taking photos & volume button used zoom. I used Google's camera HDR takes FOREVER capture 20mp picture. This faster sharper. The donation remove nags well worth it.,Positive,0.43333333333333335,0.48571428571428577
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,"Wow! Too good free! Ok, rarely rate wanna show appreciation u guys! admit first hesitant cus thought itll ""nay"" yehey. :))) pics profesional looking now..very good website.so clear even capture dusts! :D its... Full Review",Positive,0.4659090909090909,0.696969696969697
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,"Amazing camera My phone's camera sensor sucks. So naturally photos taken come detail, unfocussed,etc. This focuses moment press button. So good focussed picture. Though takes little time completely process image , results amazing. If im... Full Review",Positive,0.24531250000000004,0.56875
+HD Camera Ultra,"Excellent image upside down Nexus 5x This looks like great camera Nexus 5x image upside down. This glitch Google's part (or LG), they've got new api takes care it. Can fixed? If so, rate 5 stars...",Positive,0.28754208754208754,0.497053872053872
+HD Camera Ultra,"Install This Now! Holy cow! I beginning think camera Droid Maxx jacked up, turns I found right yet. Pics clean crisp amazing. Very happy this! Massive kudos developers",Positive,0.3336734693877551,0.6741496598639456
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,It ads Ads cancer. Therefore cancer. No apparent macro. Zoom hard control. Focus bad. I looking takes least good macro old Samsung Galaxy S3. This falls far short that.,Negative,-0.05208333333333334,0.5072916666666667
+HD Camera Ultra,"Requests full access whole SD card On Lollipop, give access folder, full access everything below, regardless folders bring to. So, access root SD card, security reasons. This app, however, tries force give access SD root. Bad!",Negative,-0.014999999999999947,0.5133333333333333
+HD Camera Ultra,Can't see preview Nice looking I can't frame picture there's Google ad picture. It close instead asks what's wrong ad. Duh! It's viewer. I'll dump app. Nice try. The 2 stars nice look. 0 stars BS.,Positive,0.185,0.9
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,"Very Good Camera Snaps truly HD pictures. Sharp & crispy. One problem: Captured pictures fill entire screen. Black side-bars sides reduces size picture. Otherwise, perfect 5 stars!",Positive,0.32366666666666666,0.7176666666666668
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,The shutter sound It's disabling Android one. Improve this. And main thing I shot videos this? This rubbish.,Positive,0.2833333333333333,0.3666666666666667
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,"This camera took focus quality good previous camera app. Also, I disabled shutter sound, go away. I get much chance beyond that.",Positive,0.18666666666666668,0.33333333333333337
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,"Not able save pictures At start asks location save, I select folder, itl simply, opens it, selecting it. And gives error root folder SDcard selected. Though I could save photos phone memory",Negative,-0.125,0.4910714285714286
+HD Camera Ultra,"If rate 0 stars rate 0 stars fake No difference camera , mean ...... fake try another .",Negative,-0.4375,0.8958333333333334
+HD Camera Ultra,"This far favorite camera app. I've using years. I've tried others, always come back one.",Positive,0.19999999999999998,0.6666666666666666
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,Nothing extraordinary The required rate using it. It ordinary camera app. Simple use. But built-in camera HDR ads I'd stick I have. Uninstall.,Positive,0.027777777777777773,0.6190476190476191
+HD Camera Ultra,A Most Excellent Camera! Easily best camera I've come across yet. Highly recommended serious cell phone photography user. You'll find better camera anywhere!,Positive,0.49194444444444446,0.5844444444444444
+HD Camera Ultra,Would recommend. Crashes everytime I try zoom. Which reason I bought for. Clash first unusable. Would recommend,Positive,0.25,0.3333333333333333
+HD Camera Ultra,"god damn, camera nothing bunch rubbish. ads, slow response, ads, video recorder, ads, popup begging rating... torture installing rubbish?",Negative,-0.30000000000000004,0.39999999999999997
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera Ultra,nan,nan,nan,nan
+HD Camera for Android,"An otherwise great great features, except annoying number ads. I'd happily pay means get rid ads always face whenever open close it, would deserve five stars. Having option get rid damned annoying ads, I'm almost reluctant give four stars. I understand purpose ads, stuck something like camera used frequently needs option able remove them. So case, solution uninstall install another great camera free ads.",Positive,0.26,0.7274999999999999
+HD Camera for Android,terrible don't ..it uses your data and bad,Negative,-0.8499999999999999,0.8333333333333333
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,It awesome u doodle make blurry awesome,Positive,1.0,1.0
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,Overall nice !! I liked It editing features!!,Positive,0.625,0.6
+HD Camera for Android,So far I like it.,Positive,0.1,1.0
+HD Camera for Android,I like much,Positive,0.2,0.2
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,Works ok far,Positive,0.3,0.75
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,Great good taking selfies/profile pic Facebook others...,Positive,0.75,0.675
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,I love amazing!!,Positive,0.71875,0.75
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,Hey yeah,Neutral,0.0,0.0
+HD Camera for Android,BLA bla,Neutral,0.0,0.0
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,It best camera,Positive,1.0,0.3
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,The game good,Positive,0.14999999999999997,0.5
+HD Camera for Android,A good camera good features,Positive,0.7,0.6000000000000001
+HD Camera for Android,Like,Neutral,0.0,0.0
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,Appealing!,Positive,0.625,0.5
+HD Camera for Android,Very nice job!:),Positive,0.7375,1.0
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,terrible don't ..it uses your data and bad,Negative,-0.8499999999999999,0.8333333333333333
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,It awesome u doodle make blurry awesome,Positive,1.0,1.0
+HD Camera for Android,It great pictures come dark bright sun,Positive,0.45,0.6499999999999999
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,Overall nice !! I liked It editing features!!,Positive,0.625,0.6
+HD Camera for Android,So far I like it.,Positive,0.1,1.0
+HD Camera for Android,I like much,Positive,0.2,0.2
+HD Camera for Android,It's good,Positive,0.7,0.6000000000000001
+HD Camera for Android,Works ok far,Positive,0.3,0.75
+HD Camera for Android,I like camera super camera,Positive,0.3333333333333333,0.6666666666666666
+HD Camera for Android,Great good taking selfies/profile pic Facebook others...,Positive,0.75,0.675
+HD Camera for Android,Wow!!!,Positive,0.1953125,1.0
+HD Camera for Android,Simple use.. Quality photos look pretty good,Positive,0.31666666666666665,0.6523809523809524
+HD Camera for Android,Too much ads,Positive,0.2,0.2
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,Nice camera except selfie video,Positive,0.6,1.0
+HD Camera for Android,The quality functionality great auto focus great,Positive,0.8,0.75
+HD Camera for Android,I love amazing!!,Positive,0.71875,0.75
+HD Camera for Android,Thank,Neutral,0.0,0.0
+HD Camera for Android,This ...,Neutral,0.0,0.0
+HD Camera for Android,Wow really good,Positive,0.39999999999999997,0.8
+HD Camera for Android,Hey yeah,Neutral,0.0,0.0
+HD Camera for Android,BLA bla,Neutral,0.0,0.0
+HD Camera for Android,Gd,Neutral,0.0,0.0
+HD Camera for Android,I love camera much ummaaaa...!!!!,Positive,0.494140625,0.4
+HD Camera for Android,nan,nan,nan,nan
+HD Camera for Android,I think,Neutral,0.0,0.0
+HD Camera for Android,It best camera,Positive,1.0,0.3
+HD Camera for Android,Thanks great free,Positive,0.4666666666666666,0.5833333333333334
+HD Camera for Android,Good camera exeleent features,Positive,0.7,0.6000000000000001
+HD Camera for Android,It amazing camera,Positive,0.6000000000000001,0.9
+HD Camera for Android,The game good,Positive,0.14999999999999997,0.5
+HD Camera for Android,A good camera good features,Positive,0.7,0.6000000000000001
+HD Camera for Android,Like,Neutral,0.0,0.0
+HD Camera for Android,Easy photo.,Positive,0.43333333333333335,0.8333333333333334
+HD Camera for Android,"Love it,easy",Positive,0.5,0.6
+HD Camera for Android,Appealing!,Positive,0.625,0.5
+HD Camera for Android,Very nice job!:),Positive,0.7375,1.0
+HD Movie Video Player,"Says downloaded video part video downloads. Crashes often, videos low level corruption, many adds sometimes two once, adds turns sound muted, restarts downloads left paused long. Gives error message video big??? So try smaller size video ( automatically switch smaller size big Android file system split sections joined computer )",Positive,0.09444444444444444,0.3111111111111111
+HD Movie Video Player,"This good many ads please remove ads. There people saying slow ,it depends internet connection. Sorry want say ideas",Positive,0.09999999999999998,0.625
+HD Movie Video Player,nan,nan,nan,nan
+HD Movie Video Player,Just love alots downloading video unstalling cause looking dowload alao shre ownload videos family nd friends finally found great woroks wonderful hate atruggling far best wont unintsall long im happy share ur videos ur friends whatts .imo.viber.on sicial networks,Positive,0.3722222222222222,0.7722222222222223
+HD Movie Video Player,"Hmmm....think lot reviews using different app?! Terrible ads taking app. Sorry, much better there...",Negative,-0.25,0.775
+HD Movie Video Player,I love much. I every thing want .This perfect .Just see .If must say like . And bye bye relly good please downloud please please.,Positive,0.6,0.6000000000000001
+HD Movie Video Player,nan,nan,nan,nan
+HD Movie Video Player,"Its really good fast, age restricted videos work. It says error. I tried changing settings nothing happened.",Positive,0.44999999999999996,0.6000000000000001
+HD Movie Video Player,Within seconds downloading ads popping every 10 seconds. Dont waste time,Negative,-0.2,0.0
+HD Movie Video Player,I would given 5 stars um... It takes long time load besides It's good cuz I sketch pals stuff Cool ;-),Positive,0.3125,0.6625
+HD Movie Video Player,OMG I CAN'T THANK YOU ENOUGH FOR MAKING THIS IT'S THE BEST EVER,Positive,0.5,0.4
+HD Movie Video Player,nan,nan,nan,nan
+HD Movie Video Player,nan,nan,nan,nan
+HD Movie Video Player,"like containing many ads. irritate ,so please remove ads",Positive,0.5,0.5
+HD Movie Video Player,Great I've looking long time recommend people's need videos install great ❤❤,Positive,0.5166666666666667,0.6333333333333333
+HD Movie Video Player,nan,nan,nan,nan
+HD Movie Video Player,"Ok, I'm really mad, It downloaded well, I tried make edit, wont let it. I stressed, I really looking forward :(",Negative,-0.16875,0.675
+HD Movie Video Player,It recognising videos already downloaded stores phone memory. What problem many people gave review ?,Positive,0.5,0.5
+HD Movie Video Player,It best video ever try problem u get distracted many unnecessary ads.,Positive,0.3666666666666667,0.5666666666666668
+HD Movie Video Player,nan,nan,nan,nan
+HD Movie Video Player,"I like app, downloading movie slow I downloaded movie time.. please fix problem",Negative,-0.30000000000000004,0.39999999999999997
+HD Movie Video Player,tried searching movies wanted watch trailers even though said full movie,Positive,0.35,0.55
+HD Movie Video Player,FAKE bit like youtube poorly designed. Fuel chips odd ancient film. Very disappointing!!,Negative,-0.5166666666666666,0.69
+HD Movie Video Player,I hate working whatsapp status nd opening gallery Hindi song I downloaded,Negative,-0.8,0.9
+HD Movie Video Player,I needed video me. It's best I seen far.,Positive,0.55,0.65
+HD Movie Video Player,This really good app. But contains much ads . Please remove ads .,Positive,0.44999999999999996,0.4
+HD Movie Video Player,Download I'm sure regret it! It's fake actually wonderful download right now!,Positive,0.3705357142857143,0.8561507936507936
+HD Movie Video Player,nan,nan,nan,nan
+HD Movie Video Player,This legit. Was able serve purpose :) <3,Positive,0.6666666666666666,0.875
+HD Movie Video Player,This thing gave tab virus tab destroyed,Neutral,0.0,0.0
+HD Movie Video Player,"Okay, it's okay, I know it's just a problem, just about the ads that are coming soon.",Positive,0.5,0.5
+HD Movie Video Player,Such fake many ads can't,Neutral,0.0,0.6666666666666666
+HD Movie Video Player,"WATCH OUT! !!! ****** This INSISTS NOT continually immediately dismiss Ads bombard with. Otherwise disable phone""s ability dismiss disabling functionality Back key.....which , sloppily written code, left malfunctioning byproduct continues begin occurring well, even uninstalling App....A HUGE NO NO!!! ADDitionally, .... ad array Continues pop phone still it!!! I NEVER seen developer attempt pull something like before. I virtually unable get code installs execute ads, sort locked, almost boobytrapped container can't detached system without corrupting rendering entire O.S. inoperable. Its like land mine. The way get hack device complete wipe clean reinstallation entire phone's operating system data Apps. Its hard believe nerve idiots authoring things. They destroy alot people's valuable time, data phones process. So unless willing take risk perfectly willing phone,......look elsewhere less corrupt provider., lose phone. ........Id hate sees happens anyone accidentally hits Ad mistake!!!",Negative,-0.1122549019607843,0.5475490196078432
+HD Movie Video Player,I like easy to use very good quality videos The only thing I like is that the Mayan keys recognize the audios,Positive,0.4477777777777778,0.8711111111111111
+HD Movie Video Player,nan,nan,nan,nan
+HD Movie Video Player,I hate u can't even watch full movie,Negative,-0.22500000000000003,0.7250000000000001
+HD Movie Video Player,Superb I really like I ask u old fb daily motions video send link,Positive,0.325,0.35
+HD Movie Video Player,nan,nan,nan,nan
+HD Movie Video Player,Would give 5 stars many ads.. Only I could find actually says though,Positive,0.16666666666666666,0.5333333333333333
+HD Movie Video Player,I love everything spite fact many unnecessary ads.,Positive,0.19999999999999998,0.6666666666666666
+HD Video Player,Finally I find All Videos place unlike video player shows 1/3 Videos. Definetlymakes easier find video I'm waiting watch try search photos videos phone cloud. It even found couple videos forgotten I partner passed away I can't replace. Thanks HD VIDEO PLAYER FOR ANDROID. Great job. Keep great work. I love player. Just really impressed.☺☺,Positive,0.4166666666666667,0.5833333333333334
+HD Video Player,Full HD video player nice player. It's good feature good graphics good displays many feature great I really happy temporarily apps. It nice versus n . ads show apps. I never seen amazing ..I,Positive,0.635,0.7500000000000001
+HD Video Player,This good player I got good results vedio playing also enjoy best app player app player show memorable result also enjoying facility also happy hd vedio player best vedio player.,Positive,0.7,0.6124999999999999
+HD Video Player,"Great app!Start using app, I satisfied full hd resolution I love it.",Positive,0.5375,0.725
+HD Video Player,I love plays music too. It also plays background. Great far. Love it!,Positive,0.5062500000000001,0.7375
+HD Video Player,It's cool videos n mp3 songs,Positive,0.35,0.65
+HD Video Player,Best player play store really useful unique...,Positive,0.5583333333333333,0.43333333333333335
+HD Video Player,good video playing,Positive,0.7,0.6000000000000001
+HD Video Player,Very good application.,Positive,0.9099999999999999,0.7800000000000001
+HD Video Player,It's gud.... Liked it..,Positive,0.6,0.8
+HD Video Player,It's amazing,Positive,0.6000000000000001,0.9
+HD Video Player,The homepage confusing,Negative,-0.3,0.4
+HD Video Player,It's good for,Positive,0.7,0.6000000000000001
+HD Video Player,Very bad player,Negative,-0.9099999999999998,0.8666666666666667
+HD Video Player,nan,nan,nan,nan
+HD Video Player,nan,nan,nan,nan
+HD Video Player,Thank,Neutral,0.0,0.0
+HD Video Player,No comments,Neutral,0.0,0.0
+HD Video Player,It good.,Positive,0.7,0.6000000000000001
+HD Video Player,Jagannath Jagannath S,Neutral,0.0,0.0
+HD Video Player,Worst,Negative,-1.0,1.0
+HD Video Player,Nyc,Neutral,0.0,0.0
+HD Video Player,Very good,Positive,0.9099999999999999,0.7800000000000001
+HD Video Player,Is cool,Positive,0.35,0.65
+HD Video Player,Awsome,Neutral,0.0,0.0
+HD Video Player,It nice,Positive,0.6,1.0
+HD Video Player,I hate,Negative,-0.8,0.9
+HD Video Player,Just wanted,Neutral,0.0,0.0
+HD Video Player,Bad bad,Negative,-0.6999999999999998,0.6666666666666666
+HD Video Player,Very good,Positive,0.9099999999999999,0.7800000000000001
+HD Video Player,Nice ok,Positive,0.55,0.75
+HD Video Player,Like,Neutral,0.0,0.0
+HD Video Player,NYC,Neutral,0.0,0.0
+HD Video Player,Daj shivam,Neutral,0.0,0.0
+HD Video Player,Irfan,Neutral,0.0,0.0
+HD Video Player,Cinnadurga,Neutral,0.0,0.0
+HD Video Player,Arj,Neutral,0.0,0.0
+HD Video Player,Tank,Neutral,0.0,0.0
+HD Video Player,Iliket,Neutral,0.0,0.0
+HD Video Player,Nothing,Neutral,0.0,0.0
+HD Widgets,"Great widgets, weather locator longer gets right location me. Every knows exactly I am, puts hour two away real location. Sometimes I can't select preset locations list either, even tho automatic locating disabled. Aside that, great making customized desktops settings shortcuts widgets. I consider must minor tolerable bugs.",Positive,0.29795918367346946,0.44081632653061226
+HD Widgets,"Very good app. You customise home screen almost exactly want clock, weather & switches widget switches WiFi, Flightmode, etc, etc organised exactly want nice professional looking package. Unfortunately, switches directly turn GPS WiFi etc open default options page, bit sus. It would nice also could add items default weather widgets, ""feels like"" ""wind speed & direction"", etc. While weather page offers sorts useful data, tab weather radar, bit major omission.",Positive,0.23104166666666667,0.4816666666666667
+HD Widgets,"Can't believe I left review yet. I using years now, first I install I set new phone. I absolutely love look functionality I need. Nice header time/date/weather, full screen weather 5 day forecast vertical switch toggles. Use 3 every phone I bought. Can't recommend enough.",Positive,0.26233766233766237,0.4911255411255411
+HD Widgets,nan,nan,nan,nan
+HD Widgets,"Stays ""awake"" Sync w/System Time So far, trying plethora clock/weather widgets, I found (aside Android system clock widget) properly stays sync system title bar clock. All others eventually simply stop updating (yes, I've configured battery optimizations). Then, post found via Google, put this. It works exactly should. Not sure else seems able figure out, I care. Well worth price. (Android 6.0 Blu Vivo XL).",Positive,0.12857142857142856,0.47443310657596377
+HD Widgets,"Compared widgets like zooper, uccw, xwidget, kwgt, buzz widget etc.. This joke. And I paid this. It's like free version. 4 font choices can't adjust change anything presets. I'm amazed basic is. I hate I'm way impressed either.",Positive,0.15,0.70625
+HD Widgets,"Ability blend harmonize settings phone, achieve built look. Or, go crazy it! It's good. And best weather I've ever used. Gets location spot on, Queens, New York Chandler, Arizona, points between.",Positive,0.2715909090909091,0.5636363636363636
+HD Widgets,Ive using 5 years standalone homescreen always worked great. What id love see support canadian weather services (i.e: weather network). American weather really drops ball region. Thanks HD widgets team keep good work.,Positive,0.39999999999999997,0.39166666666666666
+HD Widgets,I like widgets available clock frequently stops updating time. I'll go check time frozen previous time. To unfreeze I'll resize little works bit longer. Annoying enough I'm going quit using it. Which sad I paid for. Using ZTE Axon 7. Android 7.1.1,Negative,-0.1648809523809524,0.5380952380952381
+HD Widgets,This latest version takes really long booting come up. I would rather boot cached version update later get blank widget. Also need offer Pixel like widget styles start supporting 1440p res 1080p later 4k,Positive,0.11666666666666665,0.25833333333333336
+HD Widgets,"The look excellent, lack basic feature The widget look attractive.My problem I keep traveling 3 cities, widget show city. I cannot switch cities widget itself. One issue, I forecast see details refresh forecast, keeps trying refresh forever, unless I exit open again. Once thing I would like have, ability see weather status right lock screen. Must I unlock order see bit public info?",Positive,0.2571428571428571,0.44547619047619047
+HD Widgets,"Suddenly, two years Galaxy Note Edge, HD Widgets disappeared screens. Reinstalling gives ""successful"" message, widgets install. Only experiencing HD Widgets. Help I'll give two stars.",Positive,0.25,0.8166666666666668
+HD Widgets,nan,nan,nan,nan
+HD Widgets,"While tasteful buttons/widgets act odd. For instance, GPS widget opens GPS settings window oppose simply turn on/off. Could anyone look things?",Negative,-0.08333333333333333,0.3035714285714286
+HD Widgets,recently I'd use.. however travel different time zone.. useless.. refuses read system time creates own.. usually hours current time.. weather.. wth.. 5 star downgraded,Negative,-0.025000000000000005,0.44999999999999996
+HD Widgets,"Used absolute favorite problem free widget. After changing phones OnePlus 5T, nougat Oreo, clock constantly freezes, without reason. Thought setting regards background apps, back default problems continue. Keep messing day I realize time really is. Hopefully fix coming soon. Otherwise 5 stars.",Positive,0.21666666666666667,0.538888888888889
+HD Widgets,"Sadly, recent Android updates rendered nearly useless. Still two stars, I loved years, I'm hoping devs update it. Used perfect, quite delay open, lags terribly (gets stuck lot). Aldo crashes completely, minute open. Doesn't update background smoothly used to. Hoping rate high update.",Positive,0.086,0.5690000000000001
+HD Widgets,"Used great, clock widgets longer update time, rendering useless. Would 5 stars gets fixed, considering update since 12-2016, fairly safe assume dev abandoned it.",Positive,0.225,0.4125
+HD Widgets,"Nobody wants crappy looking home screen, I've tried almost weather market nothing comes close 2 HD.! Plus can't beat accuracy weather information HD! Still best market, needs refresh though keep competition...",Positive,0.65625,0.2
+HD Widgets,Clock showing wrong time After last update clock shows wrong time. And single widget I switch WiFi longer turns green wifi,Negative,-0.2542857142857143,0.47619047619047616
+HD Widgets,nan,nan,nan,nan
+HD Widgets,"Once great, best clock+weather widget abandoned developer even though paid app, fix MAJOR SHOWSTOPPING BUG! Widget clock goes sync shows random time, matter settings apply battery sync section settings. I mean common, show correct time basic required functionality clock widget. Wrote bug report developer review, happily ignored. Such shame , great :(",Positive,0.146875,0.6011363636363636
+HD Widgets,Had free version.all good.. paid press weather says error backend failure... figured problem..you need change weather server acvuweather pre set dont work,Positive,0.2611111111111111,0.5666666666666668
+HD Widgets,nan,nan,nan,nan
+HD Widgets,Consider Abandoned. As evidenced long took fix Google Permissions issue. Now Devs respond bug questions. Weather longer connecting weather providers scheduled times. Often fails refresh weather even manually. This WAS good app. Sad!,Negative,-0.11875000000000002,0.575
+HD Widgets,nan,nan,nan,nan
+HD Widgets,nan,nan,nan,nan
+HD Widgets,"When first installed worked really well. Now even pick location let add manually either. Not sure happened?! I uninstalled reinstalled. Still nothing. Sad, I really used love this!",Positive,0.07708333333333334,0.5370370370370371
+HD Widgets,design good update time weather update place automatically. Stuck place. Have toggle gps manually first update weather current location. Need update fix issue,Positive,0.31666666666666665,0.4444444444444445
+HD Widgets,nan,nan,nan,nan
+HD Widgets,"Have years, worked flawlessly last week. Woke calendar/clock widget gone home screen. I went thru process re-adding widget, saw message saying widget added successfully. Problem - widget (a 4x1) added. I tried various widget configs, none added (even though messages indicated were). Uninstall/re-install, results (widget says added, wasn't).",Positive,0.25,0.5055555555555555
+HD Widgets,"Pretty nice app. I bought years ago pretty lacking. After playing Beautiful Widgets, nothing really appealed I returned HD Widgets. To surprise, options plentiful I could customize header widget almost way! Promptly uninstalled Accuweather Beautiful Widgets afterwards. I find option save unactive widgets. Would nice feature! 4 stars.",Positive,0.5428571428571429,0.8857142857142858
+HD Widgets,nan,nan,nan,nan
+HD Widgets,Old time user app. Been using years I dissatisfied. The widgets comes wide variety different options. With loads customization settings widget ever feel same. Only wish I add. More weather provides hey. Those bad either.,Negative,-0.02857142857142855,0.4988095238095238
+HD Widgets,"I've used Note 4 problem since I bought Note 8 numbers go crazy clock widgets. Constantly rebooting phone get colors back numbers work properly. Developer responded. I've decided notify Google good. Is Developer,dead sick walked away together. I reported Google. Don't want anyone pay can't function properly.",Negative,-0.08775510204081634,0.41292517006802726
+HD Widgets,"Great app...easy set customize liking! Been using long time thought I would try apps..But, came right back one!!! Nothing even came close!",Positive,0.30892857142857144,0.4214285714285714
+HD Widgets,Worked great samsung devices UNTIL bought note 8. Now temps match actual weather info location moon sun phases anywhere near correct time day phase displayed. Something definitely screwed here.,Positive,0.225,0.4375
+HD Widgets,I'm seriously disappointed response dev. The weather icon looks fine preview sized overlaps text info placed home screen. So much paying play store. Wate money time.,Negative,-0.04444444444444443,0.48333333333333334
+HD Widgets,nan,nan,nan,nan
+HD Widgets,Glad I decided give another chance!! I've tried others nice keep time well!,Positive,0.765625,1.0
+HDFC Bank MobileBanking,nan,nan,nan,nan
+HDFC Bank MobileBanking,"Been trying HDFC last 1 week. I've tried uninstalling installing again. You've asking everyone Update app, updated still work. It keeps asking check Network settings everything good here. It'll great give us another solution apart updating apps!",Positive,0.5666666666666667,0.47222222222222227
+HDFC Bank MobileBanking,Hey thanks update yes thing I want tell issue I'm facing using I know people updating negative feedback... I smoothly user friendly easily rather banks application... So guys please update wrong feedback.... Thanks support HdFC Bank Team...,Positive,0.11547619047619048,0.5047619047619049
+HDFC Bank MobileBanking,This deserves zero rating. Everything working perfectly fine hdfc nowhere thought updating app. Well good idea problem doesnt work. Its giving error message since week can't login server issue. Fix lose customers.,Positive,0.5583333333333333,0.55
+HDFC Bank MobileBanking,"Hello.. A kind request.. Please make us switch often. I switched hdfc twice pain get used frequently changing user interfaces. Apart that, simple crisp. Would recommend. But would satisfied told switch frequently. Ps. I understand need update security measures.. But least change entire look feel so. And yes, could aesthetically pleasing.",Positive,0.15625,0.5373511904761905
+HDFC Bank MobileBanking,"Though already updated I'm able login app. Every time I try open ,it says please check network connectivity even I'm good network area. I tried uninstalling installing use. It would helpful solution fixed.",Positive,0.325,0.48125
+HDFC Bank MobileBanking,"Hi everything fine , however upgrading nothing working. Further note please include feature see outstanding balance loan account. Hope hear you. Thank Updated issue: Not working all, every time new issue app. So annoying. Please fix asap",Positive,0.050606060606060634,0.6459090909090909
+HDFC Bank MobileBanking,"Poor upgraded version, work all. The development team miserably failed test/QA releasing users. What clear bug!! Myself, I'm developer profession. Hence try convince reply, better fix bug. Happy bug fixing!!",Positive,0.15125,0.5566666666666666
+HDFC Bank MobileBanking,"Since 2 days telling malware phone even Though checked phone thrice, installed new update well. Team hdfc kindly something this. P.s:Kindly tell "" update app"" already done :|Really annoyed new update !",Positive,0.12670454545454543,0.6522727272727272
+HDFC Bank MobileBanking,"Same error persists resolution far even writing mail. Not able even login. alert pops screen -""can't connect server"". What I able find playstore version 8 updated 26 July. Is latest version???? I asked update 1st Aug also informed new version available 2nd Aug. I still waiting new version (if version 8 latest one) Overall terrible experience expect lethargic response hdfc",Positive,0.08522727272727271,0.5403409090909091
+HDFC Bank MobileBanking,"My observation version 8 released July 2018 works phone Android version 7.x returns connectivity issue another phone 5.x. So new release might developed tested recent versions compatibility older versions taken care of. So, uninstalling re-installing work. The Bank must release compatible version.",Positive,0.10075757575757575,0.3344696969696969
+HDFC Bank MobileBanking,"I can't even log mobile new updates. When ever try log displays check Internet setting, Network unavailable. There nothing wrong network setting. I Internet log banking every browsing vis versa... please fix issue..",Negative,-0.18181818181818182,0.6772727272727272
+HDFC Bank MobileBanking,"Hi able add benficiary imps normal fund transfer, option showing "" transaction allowed"". And option open.fetures attractive main fund transfer working plz check update issue. As u guided get option update.",Positive,0.40416666666666673,0.6520833333333333
+HDFC Bank MobileBanking,"Compared banks better interface. Why many purpose like payzapp etc? Why leave app. There notifications. You improve looks bad compared payment apps. This could offer features like payment apps. Whatever done using netbanking could done using app, could make useful now. Please consider upgrades.",Positive,0.15000000000000002,0.41666666666666663
+HDFC Bank MobileBanking,"The good handy basic banking features available. I'm reducing two points 1) I know why, instead upgrading always come new app. This third time I'm installing new app. 2) Add feature login pin",Positive,0.28181818181818175,0.41915584415584417
+HDFC Bank MobileBanking,"The update new big failure. It allow access account. Uninstalled & installed several times vain. Also, I see new called HDFC NEW, HDFC Bank something bogus? Kindly fix soon possible. It's highly inconvenient track payments due.",Negative,-0.003257575757575759,0.5038636363636364
+HDFC Bank MobileBanking,I see lot users able access including me. The reply side upgrade already done upgrading able acvess app. So kinfly look fast. Users able last week shame huge bank.,Positive,0.35000000000000003,0.5736111111111112
+HDFC Bank MobileBanking,"After update I'm unable login account always get ""Sorry unable connect server"" message Poor management big bank, atleast personally tested deployment. Such shame developers roll faulty update. I fear else bugs might inside application. Wonder data even safe anymore?",Negative,-0.175,0.5
+HDFC Bank MobileBanking,The latest updates make sense. Did upgrade better services spoiling good services provided. After upgrade actual balances transactions depicted wrongly. I wonder what's point upgrading new version. I hope star rating good enough new version.,Positive,0.2414141414141414,0.5565656565656565
+HDFC Bank MobileBanking,"Hello Developer, I could see replied comments. Appreciated. But, I updated today bug remains unfixed. It's dumb app. Everytime says unable connect server. When I try set new PIN says authorized it. Waste",Negative,-0.14772727272727276,0.3109090909090909
+HDFC Bank MobileBanking,I getting message regarding new update I already updated app. Is mobile banking. Message : Important update HDFC Bank MobileBanking App! Please update 3rd Aug'18. Our older stop working & display network issue.,Positive,0.20075757575757575,0.44696969696969696
+HDFC Bank MobileBanking,nan,nan,nan,nan
+HDFC Bank MobileBanking,"Hi.have updated two days before. But since ever I try login,it says ALERT :sorry able connect server pls try again. Requesting guys solve issues asap. Lot people dependent mobile banking feature. Thanks.",Positive,0.06666666666666667,0.6083333333333333
+HDFC Bank MobileBanking,This new update irritating.. I malware phone.. Yet I unable login account I continuously getting pop remove malware. I used five anti-virus phone secure... Get fixed soon.,Negative,-0.052727272727272734,0.510909090909091
+HDFC Bank MobileBanking,They stop net banking facilities know mean. The mobile scrap. Do fingerprint facilities easier secure login. Unfortunately negative marking options available deserve. Those accounts ICICI knows difference.,Positive,0.03750000000000001,0.4175
+HDFC Bank MobileBanking,"I update still showing problem ""please check connection settings "" Plz needful. I know know role.of branch guys also I know IT team Will fix plz fix issue ASAP",Neutral,0.0,0.0
+HDFC Bank MobileBanking,nan,nan,nan,nan
+HDFC Bank MobileBanking,"Hi...I using since 1 year..but weeks onwards showing error ""please check network connectivity"" through network issue I play YouTube require internet. Kindly resolve issue earliest.",Positive,0.6,0.9
+HDFC Bank MobileBanking,"Been trying HDFC last 1 week. I've tried uninstalling installing again. You've asking everyone Update app, updated still work. It keeps asking check Network settings everything good here. It'll great if...",Positive,0.5,0.47222222222222227
+HDFC Bank MobileBanking,nan,nan,nan,nan
+HDFC Bank MobileBanking,"Just I've uninstalled reinstalled Even date.still problem always says ""check network settings"". If I install playstore problem network. Don't send update mails msgs fix problem. You no.1 bank worst services. Thank you.",Negative,-1.0,1.0
+HDFC Bank MobileBanking,"Been trying HDFC last 1 week. I've tried uninstalling installing again. You've asking everyone Update app, updated still work. It keeps asking check Network settings everything good here.",Positive,0.35,0.33333333333333337
+HDFC Bank MobileBanking,"The equally sluggish HDFC ATM online banking. Its time evaluate features rival bank ICICI aspects get better understanding user interface, security features developed importantly ease use. Not forget, design anywhere creative appeal. Besides mean tagline ""Bank aap ki Muthi main"" truly? governs guys.... we? even RBI? Whereas English aspect states ""Bank fingertips"". Isn't Hindi version English aspect different meaning. One speaks fingertips speaks palm.",Positive,0.13541666666666669,0.46708333333333324
+HDFC Bank MobileBanking,"This deserve honestly. For private bank, HDFC functions like government one. Apart seeing balance, useless. Can't even transfer funds. Go check Axis Banks LEARN them. EDIT: Have mailed y'all.",Positive,0.033333333333333326,0.49166666666666664
+HDFC Bank MobileBanking,nan,nan,nan,nan
+HDFC Bank MobileBanking,"I cant access When need this, stop Error shown I uninstall install also working, mail recieved update 2 aug update work all. When needed useless",Negative,-0.5,0.2
+HDFC Bank MobileBanking,"I even able login. It recognising customer Id. I tried loging web, worked. But nothing junk. It telling check internet connection try easily watch videos online also log account online. Fix Asap.",Positive,0.4666666666666667,0.7291666666666667
+HDFC Bank MobileBanking,"It working gives msg ""please enable Google play protect check possible malware device ensure safe usege mobile banking try again"" I enabled setting Google play store still I get msg app. Not happy",Positive,0.033333333333333326,0.8333333333333334
+HDFC Bank MobileBanking,"Need finger print security. Under account summary need show recent 5-6 transactions. It shows balance. To see transactions, need select date upper limit, lower limit transactions per page. What time waste. A person usually needs see recent transactions summary balance. I icici bank also options",Negative,-0.09,0.15
+HDFC Bank MobileBanking,For Credit Card payment electing Minimum / Other / Full amount due payment proceed / pay option page geting scrolled down. Severe issue Credit Card payment. Please resolve issue immideately tomorrow payment due date,Negative,-0.03611111111111112,0.3927777777777778
+HESI A2 Pocket Prep,"It's given relief test approaches catching guard questions, letting know I'm right track others. Good app!",Positive,0.5869047619047619,0.6785714285714285
+HESI A2 Pocket Prep,I purchased upgrade access questions. Some questions exam. I found useful study guide practice questions. Got 90 sections exam. Good Luck!,Positive,0.5875,0.30000000000000004
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,This exactly claims to. My cumulative test scores sitting 91 test day. I finished hesi 91 dot. Pocket prep fantastic.,Positive,0.325,0.575
+HESI A2 Pocket Prep,Excellent customer service. They quick solve issue I explained occurring. All questions relevant function allows track readiness taking exam great.,Positive,0.6333333333333333,0.7875
+HESI A2 Pocket Prep,"This free app, gives ""free trial"" 20 questions looking free learning going find",Positive,0.4000000000000001,0.8000000000000002
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,"When I time study actual book I study app. However I always study here, also study hesi practice book also extra material well",Neutral,0.0,0.1
+HESI A2 Pocket Prep,"Great app. Way useful Elsevier book. If app, I would probably failed Hesi A2 exam. Thank you!",Positive,0.15833333333333335,0.35000000000000003
+HESI A2 Pocket Prep,"Been using now, I'm taking hesi Wednesday I pray first last time taking it.",Positive,0.125,0.19999999999999998
+HESI A2 Pocket Prep,"Was hesitant first, far good!",Positive,0.4083333333333334,0.6444444444444445
+HESI A2 Pocket Prep,"great, I like get explanation question get wrong.",Positive,0.15000000000000002,0.825
+HESI A2 Pocket Prep,It's way practice help relax bit && nervous take real test,Positive,0.2,0.30000000000000004
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,Great app. I like I practice anywhere.Even I wait dentist office waiting room.,Positive,0.8,0.75
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,Love app...easy follow,Positive,0.5,0.6
+HESI A2 Pocket Prep,Just rating free questions,Positive,0.4,0.8
+HESI A2 Pocket Prep,I loving preparation I'm receiving. The QOTD awesome accent.,Positive,0.8,0.975
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,I like,Neutral,0.0,0.0
+HESI A2 Pocket Prep,It's helpful. Im hoping I pass reviews.,Neutral,0.0,0.0
+HESI A2 Pocket Prep,This best way prepare hesi exam!,Positive,1.0,0.3
+HESI A2 Pocket Prep,the best study tool,Positive,1.0,0.3
+HESI A2 Pocket Prep,Helped lot,Neutral,0.0,0.0
+HESI A2 Pocket Prep,It's great practice review,Positive,0.8,0.75
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,Looks good far,Positive,0.39999999999999997,0.8
+HESI A2 Pocket Prep,helpful!,Neutral,0.0,0.0
+HESI A2 Pocket Prep,Nothing bad. Very helpful.,Negative,-0.24999999999999992,0.4833333333333333
+HESI A2 Pocket Prep,Very helpful!,Positive,0.25,0.3
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,Great wsy study,Positive,0.8,0.75
+HESI A2 Pocket Prep,Good testing preparation,Positive,0.7,0.6000000000000001
+HESI A2 Pocket Prep,nan,nan,nan,nan
+HESI A2 Pocket Prep,Grear,Neutral,0.0,0.0
+HESI A2 Pocket Prep,Free,Positive,0.4,0.8
+HESI A2 Pocket Prep,Very helpful.,Positive,0.2,0.3
+HISTORY: Watch TV Show Full Episodes & Specials,Would 5 stars many adds almost like watching live tv. I thought benefit watching would less adds I mean could watch 1 2 3 1min adds 15sec. Or 30sec overkill. Come would think enough add space regular viewing could add free least I would sayin.,Positive,0.03214962121212122,0.44138621794871796
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,It keeps cutting near Wi-Fi U-verse cable sort signed Wi-Fi let sign watch show. The Science channel problems History Channel does.,Negative,-0.25,0.65
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"Still kinda buggy, crashes least per episode I like channel I'm going hope improvements. There awful lot ads gets old quickly. Update: Aug 3, 2018 Several new updates clearly improved many bugs. much MUCH stable! Many Thanks!",Positive,0.0790633608815427,0.39435261707988983
+HISTORY: Watch TV Show Full Episodes & Specials,It lots good shows. The thing I like history Channel television watch episodes show.,Positive,0.7,0.6000000000000001
+HISTORY: Watch TV Show Full Episodes & Specials,"The video quality great, 2 big issues ads like see addressed. First volume commercials. They much higher volume show, wearing headphones could cause serious ear damage. Second commercials. It feels like TV, commercials longer shows. Also asked want ""interactive"" ad, take caution next ad plays double length make time.",Positive,0.12083333333333335,0.29375
+HISTORY: Watch TV Show Full Episodes & Specials,I stopped using cable missed History Channel. I thought would great app. Tho shows worth watching require specify cable/satellite provider.,Positive,0.55,0.425
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,As senior citizen fixed income impossible afford cable I watch History Channel. This wonderful I see shows I enjoy. Thank much.,Positive,0.2066666666666667,0.5800000000000001
+HISTORY: Watch TV Show Full Episodes & Specials,"Excellent setup easy use. Easy sign access episodes, easy find looking since alphabetically sorted. Also I love feature changes banner top whatever I watching last time I logged in.",Positive,0.4714285714285714,0.6666666666666667
+HISTORY: Watch TV Show Full Episodes & Specials,For average viewer everything licked it. I'm terribly disappointed,Negative,-0.45,0.575
+HISTORY: Watch TV Show Full Episodes & Specials,Thank History functional app. I'm guy uses customizes everything. I'm sure I'm getting full experience I used I've loved. Top notch,Positive,0.5125,0.6847222222222222
+HISTORY: Watch TV Show Full Episodes & Specials,Like shows. Wish I could watch without cable subscription. I miss favorite shows since I dropped cable. History channels worth watching,Positive,0.4,0.55
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"Far many ads! Attempting watch 2 minute Alone tips painful wait 1 minute ad time. Finally gave moved Hulu. What's point paid subscription endure commercials? Update: Installed new 3.1.4 update, longer connect Chromecast... everything goes gray respond. It looks like things gone bad worse.",Negative,-0.13409090909090907,0.7316017316017316
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"It's great, recently I'm issue cast chromecast I chromecast room living room display nothing I see phone screen tv. Any suggestions do?",Positive,0.4,0.5
+HISTORY: Watch TV Show Full Episodes & Specials,There way many ads six ads short view movie I never got past ads many ridiculous cut ads respace ads 6 ads section way much I viewed program I shows watch,Positive,0.10277777777777779,0.4583333333333333
+HISTORY: Watch TV Show Full Episodes & Specials,Extremely heavy I watched half episode like 15 minutes I watched 20 minutes ads ridiculous absolutely ridiculous I even sign account DirecTV hopefully help. Terrible terrible terrible,Negative,-0.5761904761904761,0.8095238095238094
+HISTORY: Watch TV Show Full Episodes & Specials,"My ONLY complaint educational show topics accessible free seasons. But My ENTIRE family watches 6X MORE THAN NETFLIX, HULU, OR EVEN GOOGLE PLAY. We love",Positive,0.215625,0.54375
+HISTORY: Watch TV Show Full Episodes & Specials,"I love History Channel. Only reason getting 4 stars advertisements long, tend repeated often.",Positive,0.15,0.6666666666666666
+HISTORY: Watch TV Show Full Episodes & Specials,"I downloaded I would able watch Viking, I access videos show made videos created show? Are ""full episodes"" available watch? If so, where?",Positive,0.4166666666666667,0.525
+HISTORY: Watch TV Show Full Episodes & Specials,To many breaks. But love shows.,Positive,0.5,0.55
+HISTORY: Watch TV Show Full Episodes & Specials,Cute entertaining informative. Unfortunately ads bandwidth programs. Like much,Positive,0.175,0.7250000000000001
+HISTORY: Watch TV Show Full Episodes & Specials,downloaded watch season 5 vikings said coming soon dvr wife erased know season finished,Neutral,0.0,0.0
+HISTORY: Watch TV Show Full Episodes & Specials,I like way many ads. Makes honestly want sometimes. If like 99 cent time fee commercials I would pay it. That's whole reason I stream shows watch commercials. Please shorten ads something.,Positive,0.43333333333333335,0.6
+HISTORY: Watch TV Show Full Episodes & Specials,"Tons shows watch, locked cable Hulu. Entirely way many commercials kept freezing locking device, turn-off.",Positive,0.25,0.5625
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"I Verizon, probably stream m9re shows history channel. You go whole list...watch anything, much want, and, keep track watched haven't. beats Verizon DVR mile.",Positive,0.2,0.30000000000000004
+HISTORY: Watch TV Show Full Episodes & Specials,"It stalls commercials, like long breaks. Would great commercials. Already pay TV would great require u watch phone. Would pay avoid",Positive,0.5166666666666667,0.6333333333333333
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,Much improved experience commercials locking up. Very nice watch shows I want.,Positive,0.49,0.6
+HISTORY: Watch TV Show Full Episodes & Specials,Would 5 stars many adds almost like watching live tv. I thought benefit watching would less adds I mean could watch 1 2 3 1min adds 15sec. Or 30sec overkill. Come would think enough add space regular viewing could add free least I would sayin.,Positive,0.03214962121212122,0.44138621794871796
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,works well. Comnercials repeat much annoying. I seen commercial 3 times break. The CVS ad plays twice row regularly. If ads maybe let us go back show. I mind ads show back back 7 8 times single show aggravating.,Negative,-0.12448979591836735,0.17017268445839875
+HISTORY: Watch TV Show Full Episodes & Specials,"It's funny years ago, digital TV analog. And history channel free basic analog. It special package like HBO Showtime. It level FOX, NBC, ABC, PBS, etc. Shows networks watched free right either network's website, Hulu. So I paid special account watch something free...?",Positive,0.2722222222222222,0.5781746031746031
+HISTORY: Watch TV Show Full Episodes & Specials,Since I've left dish dvr anymore lets keep shows air I'm work. It good stream havent issues technically it.,Positive,0.2333333333333333,0.23333333333333336
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,It keeps cutting near Wi-Fi U-verse cable sort signed Wi-Fi let sign watch show. The Science channel problems History Channel does.,Negative,-0.25,0.65
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,Used work great latest update let cast S8+ TV longer. Will change rating another update pushed out.,Positive,0.65,0.825
+HISTORY: Watch TV Show Full Episodes & Specials,"Does remember left roku. Other that, platform great",Positive,0.225,0.375
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"The programs I watch here, I called away whatever reason, I catch here. I also like watch number programs pick oppressively details I missed first time around.",Positive,0.25,0.3333333333333333
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"Excellent setup easy use. Easy sign access episodes, easy find looking since alphabetically sorted. Also I love feature changes banner top whatever I watching last time I logged in.",Positive,0.4714285714285714,0.6666666666666667
+HISTORY: Watch TV Show Full Episodes & Specials,For average viewer everything licked it. I'm terribly disappointed,Negative,-0.45,0.575
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,Like shows. Wish I could watch without cable subscription. I miss favorite shows since I dropped cable. History channels worth watching,Positive,0.4,0.55
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"Far many ads! Attempting watch 2 minute Alone tips painful wait 1 minute ad time. Finally gave moved Hulu. What's point paid subscription endure commercials? Update: Installed new 3.1.4 update, longer connect Chromecast... everything goes gray respond. It looks like things gone bad worse.",Negative,-0.13409090909090907,0.7316017316017316
+HISTORY: Watch TV Show Full Episodes & Specials,"The great, many shows ""locked"" can't watch without logging TV provider... Which I have, useless bill. I'd love unlocked Forged Fire.",Positive,0.325,0.5125
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,There way many ads six ads short view movie I never got past ads many ridiculous cut ads respace ads 6 ads section way much I viewed program I shows watch,Positive,0.10277777777777779,0.4583333333333333
+HISTORY: Watch TV Show Full Episodes & Specials,Extremely heavy I watched half episode like 15 minutes I watched 20 minutes ads ridiculous absolutely ridiculous I even sign account DirecTV hopefully help. Terrible terrible terrible,Negative,-0.5761904761904761,0.8095238095238094
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"I love History Channel. Only reason getting 4 stars advertisements long, tend repeated often.",Positive,0.15,0.6666666666666666
+HISTORY: Watch TV Show Full Episodes & Specials,"I downloaded I would able watch Viking, I access videos show made videos created show? Are ""full episodes"" available watch? If so, where?",Positive,0.4166666666666667,0.525
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,Cute entertaining informative. Unfortunately ads bandwidth programs. Like much,Positive,0.175,0.7250000000000001
+HISTORY: Watch TV Show Full Episodes & Specials,downloaded watch season 5 vikings said coming soon dvr wife erased know season finished,Neutral,0.0,0.0
+HISTORY: Watch TV Show Full Episodes & Specials,I like way many ads. Makes honestly want sometimes. If like 99 cent time fee commercials I would pay it. That's whole reason I stream shows watch commercials. Please shorten ads something.,Positive,0.43333333333333335,0.6
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,The reason I watch channel I love Mountain Men. That best reality tv series could ever gotten. For watch series know watching true. TY keeping alive.,Positive,0.48750000000000004,0.48749999999999993
+HISTORY: Watch TV Show Full Episodes & Specials,"I Verizon, probably stream m9re shows history channel. You go whole list...watch anything, much want, and, keep track watched haven't. beats Verizon DVR mile.",Positive,0.2,0.30000000000000004
+HISTORY: Watch TV Show Full Episodes & Specials,"It stalls commercials, like long breaks. Would great commercials. Already pay TV would great require u watch phone. Would pay avoid",Positive,0.5166666666666667,0.6333333333333333
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,Much improved experience commercials locking up. Very nice watch shows I want.,Positive,0.49,0.6
+HISTORY: Watch TV Show Full Episodes & Specials,Would 5 stars many adds almost like watching live tv. I thought benefit watching would less adds I mean could watch 1 2 3 1min adds 15sec. Or 30sec overkill. Come would think enough add space regular viewing could add free least I would sayin.,Positive,0.03214962121212122,0.44138621794871796
+HISTORY: Watch TV Show Full Episodes & Specials,Great love history channel need add episodes shows. How gonna zero episode Viking thats messed zero episode Knightfall 2 best show gotand can't watch sshitty,Positive,0.7666666666666666,0.55
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"It's funny years ago, digital TV analog. And history channel free basic analog. It special package like HBO Showtime. It level FOX, NBC, ABC, PBS, etc. Shows networks watched free right either network's website, Hulu. So I paid special account watch something free...?",Positive,0.2722222222222222,0.5781746031746031
+HISTORY: Watch TV Show Full Episodes & Specials,Since I've left dish dvr anymore lets keep shows air I'm work. It good stream havent issues technically it.,Positive,0.2333333333333333,0.23333333333333336
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,It keeps cutting near Wi-Fi U-verse cable sort signed Wi-Fi let sign watch show. The Science channel problems History Channel does.,Negative,-0.25,0.65
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,Used work great latest update let cast S8+ TV longer. Will change rating another update pushed out.,Positive,0.65,0.825
+HISTORY: Watch TV Show Full Episodes & Specials,"Does remember left roku. Other that, platform great",Positive,0.225,0.375
+HISTORY: Watch TV Show Full Episodes & Specials,"Still kinda buggy, crashes least per episode I like channel I'm going hope improvements. There awful lot ads gets old quickly. Update: Aug 3, 2018 Several new updates clearly improved many bugs. much MUCH stable! Many Thanks!",Positive,0.0790633608815427,0.39435261707988983
+HISTORY: Watch TV Show Full Episodes & Specials,It lots good shows. The thing I like history Channel television watch episodes show.,Positive,0.7,0.6000000000000001
+HISTORY: Watch TV Show Full Episodes & Specials,"The video quality great, 2 big issues ads like see addressed. First volume commercials. They much higher volume show, wearing headphones could cause serious ear damage. Second commercials. It feels like TV, commercials longer shows. Also asked want ""interactive"" ad, take caution next ad plays double length make time.",Positive,0.12083333333333335,0.29375
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,"The programs I watch here, I called away whatever reason, I catch here. I also like watch number programs pick oppressively details I missed first time around.",Positive,0.25,0.3333333333333333
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HISTORY: Watch TV Show Full Episodes & Specials,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+HOTEL DEALS,nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+"HSL - Tickets, route planner and information",nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,HTC making system slow and draining battery.... :(,Negative,-0.525,0.7
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,"Poor designing, intuitive HTC slow update new version",Negative,-0.1878787878787879,0.48484848484848486
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,nan,nan,nan,nan
+HTC Calendar,"Nothing spectacular, job.",Positive,0.6,0.9
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,Whenever I move kids pic videos internal memory SD card I can't see next time go,Neutral,0.0,0.0
+HTC File Manager,"SD card suddenly disappeared app, although every sees fine. Falling love HTC.",Positive,0.3055555555555556,0.5333333333333333
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,There option hide Folders. Also appearance check box(straight away Folders files) giving bad look. #Need black theme.,Negative,-0.43333333333333324,0.55
+HTC File Manager,Took video kid's world festival tried watch video says file supported. Sigh.,Neutral,0.0,0.0
+HTC File Manager,Not able transfer HTC DESIRE 10 PRO OTG pen drive vice-versa.,Negative,-0.25,0.625
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,"How get back deleted ""voice notes "" file manager??? Help!",Neutral,0.0,0.0
+HTC File Manager,"Just good, perfect. I'd like Chinasense edition.",Positive,0.85,0.8
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,Dose work usb3 OTG,Neutral,0.0,0.0
+HTC File Manager,Can I search duplicate files?,Neutral,0.0,0.0
+HTC File Manager,The most exquisite gallery for HTC was tested on the 816 and 10 models,Positive,0.75,0.75
+HTC File Manager,"copied folder internal memory, go removable storage, trying create new folder - fc! Are serious??",Negative,-0.05429292929292929,0.3737373737373737
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,"Garbage, even the application icons are not compatible, after the upgrade is actually a gray Android robot",Neutral,0.0,0.1
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,USB storage form phone htc desire 630,Neutral,0.0,0.0
+HTC File Manager,Excellent small issues. No home button dark theme.,Positive,0.19999999999999998,0.6
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,Recent update show USB storage connecting USB flash drive,Neutral,0.0,0.25
+HTC File Manager,Not working otg storage,Neutral,0.0,0.0
+HTC File Manager,Latest update cannot display usb storage file manager.,Positive,0.5,0.9
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,Why cannot copy otg file,Neutral,0.0,0.0
+HTC File Manager,Otg working,Neutral,0.0,0.0
+HTC File Manager,USB SD card showing phone,Neutral,0.0,0.0
+HTC File Manager,We need pic gallery,Neutral,0.0,0.0
+HTC File Manager,nan,nan,nan,nan
+HTC File Manager,nan,nan,nan,nan
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,Thanks Best gallery existence. Augmented Zoe integration. Looking forward better integration Google photos.,Positive,0.5666666666666667,0.3333333333333333
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,"It used awesome gallery comparing others. But recently reason lost tags, crashing every single time I trying add tag image/video. Can explain why? Also, pull HTC 10? The Google Photo tagging function!!!",Positive,0.28683035714285715,0.4880952380952381
+HTC Gallery,"Please fix! Everytime I pic another (facebook, picasa, picsay, emails, texts...) save them, going gallery, I can't find anywhere gallery. And yes I chose option view albums that's problem.",Neutral,0.0,0.0
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,Worst All photos appearing album even I chosen show album wise still camera folder photos Facebook folders irritating... Please make simple organized.. I hate HTC gallery.,Negative,-0.3,0.7914285714285715
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,Pictures gone via Gallery This worked brilliantly last update pics gone using Gallery. They still device recognise them. Kind makes programme bit useless really!,Positive,0.0875,0.3416666666666667
+HTC Gallery,Why I getting hundreds pics emojis. Smiley faces all. Every time I delete back next day. And videos blank ones. Why personal photos / gallery.,Neutral,0.0,0.075
+HTC Gallery,"What hell? With update I can't save edit photo, least obvious way. Where used Save tap cropping, example, longer. And I hit Crop top page nothing happens. If I hit < left Crop, goes back original photo. Help, please.",Positive,0.09583333333333333,0.35833333333333334
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,Where's pictures? I know done I can't see pictures. Instead I triangles line across. Well done. Happy HTC m8 ex soon user. Update comment: works thanks,Positive,0.5,0.6
+HTC Gallery,Filters effects bad.. Only RGB changed filter effect..... Old filter much better effects now... And also want filter camera too. That user friendly option. So kindly add camera,Positive,0.14583333333333334,0.6277777777777777
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,Crashing. Please fix bug soon cant open gallery htc desire 820 kitkat version You taking long time install another see photos Quick guys act fast,Positive,0.12083333333333333,0.5
+HTC Gallery,"I really like useful, easy, well organized find picture want quickly. However, compatible new HTC 10 Android Nougat. I hope HTC releases new update compatible latest version Android soon possible.",Positive,0.2549242424242424,0.5428030303030302
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,Poor design.. Stop messing gallery! Let chronologically.. Including screens etc. Swiping exit full screen work! So irritating!,Negative,-0.140625,0.4875
+HTC Gallery,This deserves rating SERIOUSLY I AM SO IRRITATED BY THE AUTO ZOOM IN WHENEVER I WANT TO CHANGE MY WALLPAPER AND I CAN'T ZOOM OUT BACK. HURRY UP AND FIX THIS BULLSHIT,Negative,-0.16666666666666666,0.3333333333333333
+HTC Gallery,"loading pics After update I downloaded pics google drive showing. But I restarted phone, starting showing pics. Very bad experience",Negative,-0.4549999999999999,0.48333333333333334
+HTC Gallery,I've noticed taken big thumbnail top user see side show goes next marshmallow update!!! Why every update ANDROID become damaged feature taken away us update !!!!!!!!!,Positive,0.16666666666666666,0.19999999999999998
+HTC Gallery,Thumbnail problem still solved... Common really necessary gigantic thumbnail files?! Solve it! You aware problem already ages! Bad app!,Negative,-0.21562499999999996,0.6041666666666666
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,Choppy video HTC M8 Please fix I watch videos I take HTC Camera flawless. Now choppy skips frames. Videos unwatchable app.,Positive,0.20000000000000004,0.4666666666666666
+HTC Gallery,Ok I got phone (HTC desire 626s) couple weeks ago already problem. I gallery looking photos videos see I wanted delete I'm albums (3-5 albums) got deleted SD card I can't get photos back. This happened old HTC phone gallery I updated gallery app. But nice gallery I want photos videos back,Positive,0.24,0.33999999999999997
+HTC Gallery,"I hate passion It organizes photos random, vanish, reappear somewhere else. I need new phone HTC I normal gallery. I HTC merge loved it, I wanted desire I thought HTC made good phones.. another gallery use, one. Lame. :( I love phone, gallery.. phone rather buggy too, that's another review...",Negative,-0.040404040404040414,0.6949494949494949
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,"Where's 3D effect I try things make 3D work again, update can't 3D effect prefocus edit. Please make like old version i'll give 5 stars ;)",Positive,0.175,0.6
+HTC Gallery,nan,nan,nan,nan
+HTC Gallery,"Good, Trouble Camera timeline? Good full gallery application, trouble Camera timeline? By opening camera touch camera timeline, gallery images appear NOT true. Just must appear Images I shot Camera. Pleassssssssse take effect. My images Camera images must seen Camera Application.",Positive,0.1958333333333333,0.46666666666666673
+HTC Gallery,New update Oh god. Let disable getting updates. I keep uninstalling keep old version. But jesus christ. I hate new app.,Negative,-0.10681818181818184,0.5022727272727273
+HTC Gallery,"UX features complicated Too complicated I feel like I control photo organization. Pics forced albums I can't move. I want simple view displays everything date (date created, last modified). Won't multi-select long press like do. List goes on.",Negative,-0.225,0.5039682539682541
+HTC Gallery,"Photo editor work!!! The first time I tried features, amazing loaded quickly. But now, I wait long ends closing. I unhappy this. Please fix this.",Positive,0.10666666666666666,0.6066666666666667
+HTC Gallery,If long press photo select it... There option select multiple photos... When want share multiple photos gallery... Its done.. choose bye one.. So plzz solve problems....i hope work it...,Negative,-0.016666666666666666,0.13333333333333333
+HTC Gallery,"Backward class Gallery videos No floating video facility like samsung No Multi window operation users. No More camara Video features like Sony. In price Galaxy S6 S6 edge provides all, HTC One E9+, HTC One M9+, HTC One E9, HTC One ME give all. So Sense UI 7 thing poor Samsung UI features. Dont waste money buying HTC's backward devices.",Negative,-0.2833333333333334,0.3666666666666667
+HTC Gallery,Plz I hope change gallery I hate style I prefer galaxy gallery hard find something can't show evrything step create new album must many step gallery boring... make best I give 5 stars thnks,Negative,-0.07588383838383843,0.6160353535353535
+HTC Gallery,PoS like every HTC product. HTC lost business indefinitely selling phone corrupted memory chip refusing acknowledge problem till AFTER warranty expired. They refuse help chosen ignore emails. I cordial still hold accountable. I wipe phone regularly time I even though I downlowned worthless I can't see photos. Even photos show phone.. HTC done. Time break old flip phone...serious.,Negative,-0.23333333333333336,0.3923076923076923
+HTC Help,My HTC One M9 new phone charger damaged original get I pls tell iwant charger,Positive,0.2556818181818182,0.6022727272727273
+HTC Help,Great app. It exactly advertised. I think people another way convey they're phone issues htc abuse comment section.,Positive,0.525,0.5
+HTC Help,Heloo sir/madam need ur help im using htc u ultra mobile spell checker u something spell checker,Neutral,0.0,0.0
+HTC Help,"My phone htc m9,but shows details htc 10!!!",Neutral,0.0,0.0
+HTC Help,Wonderful update! Now even BETTER last time,Positive,0.5,0.5222222222222223
+HTC Help,Awesome...............,Positive,1.0,1.0
+HTC Help,Too much bloatware To many add-on pragrams downloaded can't uninstall. Every update phone gets less responsive. I think I'll buying new HTC mobile. This got worse last 3 months. Get sorted want retain customers!,Positive,0.04494949494949494,0.3146464646464647
+HTC Help,Trouble 4g settings Dear htc please fix problem facing using new 4g relience jio connection india. I able htc calling text messages. I relience jio order 4g network really sucks. And keep mobile data making calls. Please comeup thing make phone is. I love htc dont wanna buy silly phone please! Thank you!,Negative,-0.024147727272727276,0.5090909090909091
+HTC Help,"Help I need help. 14.53gb full 16gb internal storage, 8gb system another 6gb crap guys dont even need update damn fast much storage usage. Even though SD Card, can't even move ALL crap external storage, let install new apps! Everyday try delete useless data system come back. Please stop this. Its frustrating.",Negative,-0.14829545454545456,0.43371212121212127
+HTC Help,"Seriously People? It Helps Diagnosis.. Ok dyslexic people world complain can't ""READ"".. This exactly meant well!",Positive,0.15972222222222224,0.47222222222222215
+HTC Help,My phone needs dire help My htc desire eye front camera icon disappeared. This rubbish. Please give camera back please.,Neutral,0.0,0.0
+HTC Help,"Idk else report this... In contacts app, contacts continuously disappearing, favorite contacts saved top page. I consistently keep adding contacts back, saved begin with!! So annoying!!",Positive,0.05,0.53
+HTC Help,"Why update? This update take much needed internal space. If phone acting up, restart, reset, call cust. web, go nearest store help.",Positive,0.06666666666666667,0.06666666666666667
+HTC Help,"Here's I think; beyond comprehension system HTC Desire 626s 7 8 GB phone. After reset I can't even install Instagram, twitter I previously phone. I moved two I could SD card. How I supposed update phone? I disabled every possible forced stopped others. I tried contact via online chat, HTC customer support. They abruptly ended session without reply. I left info contacted avail. There needs patch something made available completely remove unnecessary bloatware.",Negative,-0.07685185185185187,0.4851851851851852
+HTC Help,IF I could give 0 stars I would CRAP,Negative,-0.8,0.8
+HTC Help,Htc Worthless garbage. Htc would need try quite hard make software bad I feel. What going great phone manufacturer...?,Negative,-0.24791666666666662,0.7145833333333333
+HTC Help,"Please possibly add ""hide sensitive msgs, contents open notification panel"" HTC support open screen & flashes msgs contact name & message preview. Update setting almost social network apps, orelse add setting upcomming Nougat 7.0 update. Thank",Positive,0.026666666666666665,0.5933333333333334
+HTC Help,HTC said help work anymore put information go digging searching instead getting help camera whatever. This applies M8. So basically HTC help useless.,Negative,-0.5,0.2
+HTC Help,Htc rare camera vibrating issue!!!!!! Hii sir I using HTC One m8 mobile rare camera suddenly auto focus vibrating Pls fix !!!!!,Positive,0.43333333333333335,0.7666666666666666
+HTC Help,"Dear HTC,my sense home stopped longer HTC",Neutral,0.0,0.0
+HTC Help,Worthless bloatware crap Can't uninstalled disabled. Worthless garbage nothing.,Negative,-0.65,0.725
+HTC Help,HTC m9 My phone overheats,Neutral,0.0,0.0
+HTC Help,"My Wi-Fi working ,full time showing searching I need help",Positive,0.35,0.55
+HTC Help,This sucks dont anything that's needed fix phone,Negative,-0.3,0.3
+HTC Help,HTC m8 HOW-tos working!,Neutral,0.0,0.0
+HTC Help,Remove needed,Neutral,0.0,0.0
+HTC Help,Hold That Crown,Neutral,0.0,0.0
+HTC Help,Interesting and good,Positive,0.6,0.55
+HTC Help,Very good time help me.,Positive,0.9099999999999999,0.7800000000000001
+HTC Help,Bloat wish I could give zero stars,Neutral,0.0,0.0
+HTC Help,Can't uninstalled,Neutral,0.0,0.0
+HTC Help,Won't update Won't update,Neutral,0.0,0.0
+HTC Help,Dale Howard,Neutral,0.0,0.0
+HTC Help,htc sucks,Negative,-0.3,0.3
+HTC Help,superb,Positive,1.0,1.0
+HTC Help,God,Neutral,0.0,0.0
+HTC Help,Good I like,Positive,0.7,0.6000000000000001
+HTC Help,It good,Positive,0.7,0.6000000000000001
+HTC Help,Some helpful,Neutral,0.0,0.0
+HTC Help,Bloatware,Neutral,0.0,0.0
+HTC Lock Screen,"I saw Update yesterday I swear, said Reboot Phone I KNEW I reboot it. Then I woke today update gone. I checked see happened it. After reading comments I'm REALLY Happy I Reboot phone update. It would probably Broke right now.",Positive,0.5428571428571429,0.7678571428571428
+HTC Lock Screen,"Why remove READ_SYNC_SETTINGS SystemUI??! It broke phone! Connected charge, auto updated. Had notification phone needed reboot update. Got soft brick boot blank lock screen flashing. Not happy. I notice update dated 13th March.. remove new update go back old one?",Negative,-0.009090909090909097,0.28636363636363643
+HTC Lock Screen,Hate You HTC Cause update I hard reset phone TWICE! There nothing I phone seizure (screen turn respond). Seriously losing confidence every aspect products. Been loyal supporter since HTC P3300 latest flagship phone like Samsung Galaxy knock off!,Negative,-0.10791666666666666,0.7683333333333333
+HTC Lock Screen,"Broke HTC10. After update, phone would boot stock image lock screen flash off. Couldn't log on, ultimately wipe phone reinstall OS. How crap like get released? UPDATE: So HTC wants unpaid beta tester apparently. Pass. How properly QA software push auto-update bricks people's phones? Look reviews here, isolated incident. If I done I programmer, I would unemployed. My last three phones HTCs. Next be.",Negative,-0.04375000000000001,0.3520833333333334
+HTC Lock Screen,"Needs accessible personalisation. I way edit lock screen without enabling sense home giving access location private info. I dont sense home. As result I get ""weather available, location unavailable"" times lock screen frustrating.",Positive,0.09375,0.5125
+HTC Lock Screen,"Total POS update... Made device (HTC M9) completely useless, hard reset fix it, tried many ways fix it, even tried ADB push old working lock screen apk phone even fix problem. After installing update phone would flash screen vibrate bunch times, I could get phone anything else.",Negative,-0.038333333333333344,0.43833333333333335
+HTC Lock Screen,"Guys, today's update unfortunately messed HTC m8 I hard reset. I'm updating right find problem. I'm sure I say I repeated first hard reset figured out.",Negative,-0.007936507936507955,0.6402116402116401
+HTC Lock Screen,"This new update seems fixed lockscreen, thanks! The fix: I dpi changed M8 clock widget lock screen left. Now perfectly centered",Positive,0.29727272727272724,0.3709090909090909
+HTC Lock Screen,This update f'd phone. I tried turn turn 10th damn try. Then started messing apps. Worthless update,Negative,-0.8,0.9
+HTC Lock Screen,SUCKS HTC M8 USER HERE AND lock screen shortcut get stuck much I try swipe go away. This sucks!,Negative,-0.15833333333333333,0.26666666666666666
+HTC Lock Screen,"Very professional looking lock screen,fast smooth. I never issues still no.1 lock screen. However lacks customisation that's comes",Positive,0.265,0.315
+HTC Lock Screen,"Hate new font, let us option switch back old one! Having location caps jarring. Minus extra star problems people having.",Negative,-0.10643939393939394,0.2924242424242424
+HTC Lock Screen,nan,nan,nan,nan
+HTC Lock Screen,"Breaks phone This keeps bricking phone, involuntarily updating unstable version causes lockscreen freeze flash. I've restore phone several times recently keep functional... FIX THIS",Neutral,0.0,0.125
+HTC Lock Screen,"What volume output??? I saw notification yesterday morning, HTC10, updated required reboot phone, I time moment - drove work, listening music normal, rebooted phone I got work I went lunch volume low phone I nearly max car hear it. Additionally, alarm still seems original volume level - I listening music volume way morning, made terrible decision, I snoozed alarm, music revert new, ridiculously low, volume level immediately - almost blew speakers car. Whatever volume output must revert NOW. If debacle blows speakers car, I'll billing replacement.",Negative,-0.034090909090909095,0.5506493506493506
+HTC Lock Screen,Various improvements usually mean totally changing way look ease viewing. Please give us ability tweak layout,Negative,-0.10416666666666667,0.6458333333333334
+HTC Lock Screen,"Update made phone melt down. Wouldn't turn all. Wasn't responding holding power/vol button. Eventually turned flashing off. Then started saying 'safe mode' bottom left screen allowing anything. This lead overheating flashing point I gave up. I left hours returned try again. Took sim memory card tried turning on, I tried holding power vol control eventually turned on. It switching saying working. Had reboot system came basic programming menu page fully functioning. Finally seem fixed happened update app. Not impressed.",Negative,-0.0069444444444444475,0.3892361111111111
+HTC Lock Screen,"I searching bugfix, I encountered annoying bug, moment, got updated bug fixed.",Negative,-0.35000000000000003,0.55
+HTC Lock Screen,Sent phone melt following reboot. Had restore factory settings resolve.,Neutral,0.0,0.1
+HTC Lock Screen,"Could change lock screen weather type update works great, thank you.",Positive,0.8,0.75
+HTC Lock Screen,stupid update. I prefer 4 quick launch icons unlock screen！,Negative,-0.2333333333333333,0.75
+HTC Lock Screen,Bad font size many text become screen. Previous version fine.,Positive,0.012500000000000053,0.4583333333333333
+HTC Lock Screen,Totally destroyed phone - Had factory reset - restore data!,Neutral,0.0,0.75
+HTC Lock Screen,I got new update HTC M9 pissed auto reset I typing I accidently hit reset popped up. But I see gripe I see quite literally broke people's phones I'm glad happen. I see happened mostly people M8 that's probably I'm fine.,Positive,0.38825757575757575,0.6136363636363636
+HTC Lock Screen,I factory reset twice update phone would work screen kept flashing on. Great job HTC,Positive,0.8,0.75
+HTC Lock Screen,Messed M9 ..... getting sounds. Have reboot alot.,Neutral,0.0,0.0
+HTC Lock Screen,Nothing different. Maybe words thing like stated before. Maybe option change color stuff. So could mix colors maybe time stuff.,Neutral,0.0,0.6
+HTC Lock Screen,Works fine HTC 10 March update. Feels different must applied bug fixes like said. Nothing bad lock screen using HTC sense launcher.,Negative,-0.09444444444444439,0.5888888888888889
+HTC Lock Screen,Damn! My phone's default clock match lockscreen clock update...,Neutral,0.0,0.0
+HTC Lock Screen,After update mobile freezing asking multiple times permission everything...!,Neutral,0.0,0.0
+HTC Lock Screen,Not before. No weather lock screen. Poorly tested release.,Negative,-0.4,0.6
+HTC Lock Screen,Works great HTC 10. No issues & running smooth. Hurry Nougat update Verizon!,Positive,0.65,0.625
+HTC Lock Screen,I know whether finish updating HTC desire 626. What people think? Do I update it?,Neutral,0.0,0.0
+HTC Lock Screen,"Under the default theme, the clock number is changed to a lively style. Thank you very much htc",Positive,0.19818181818181818,0.38
+HTC Lock Screen,"Updating lock screen phone encrypted corrupted data, causing factory reset.",Neutral,0.0,0.0
+HTC Lock Screen,"My phone keeps going car mode , home button work",Neutral,0.0,0.0
+HTC Lock Screen,It's broken.. Unlocked HTC 10 without PIN.,Negative,-0.4,0.4
+HTC Lock Screen,Not happy freezing M8 up.,Negative,-0.4,1.0
+HTC Lock Screen,Work perfectly fine HTC ONE M8 thanks update.And need update camera,Positive,0.30833333333333335,0.35
+HTC Lock Screen,Similar everyone else. Only problem I find phone read SD card. It says I reinsert matter many times I issue.,Positive,0.16666666666666666,0.6333333333333333
+HTC Mail,Why take 4 attempts allows put recipients name? The display keeps bouncing everywhere I can't put name right away. Every. Single. Time. Ridiculous.,Negative,-0.03968253968253968,0.5833333333333334
+HTC Mail,Finally fixed Chrome Crash bug - thank-you!,Positive,0.125,0.2
+HTC Mail,"Having said above, last weeks failed notify Emails revived, unless U open email order emails long sent me!!?? Strange & need fixing important receive Emails without going looking every time. Thanks. PS,Now Drains My Data & My battery Big Time last update May 2018??!! When new update due Guy?? Badly needed issues! Cheers. Steve.",Negative,-0.06859702797202796,0.3368881118881119
+HTC Mail,"Love normally BUT past two days load emails correctly, give option display images. It text terrible format, sure latest update?",Positive,0.06666666666666667,0.7148148148148148
+HTC Mail,It's functional desperately needs delete mail option notification shade. Otherwise would launch quickly delete email. And shocking see spam filter function....,Negative,-0.4222222222222222,0.8333333333333334
+HTC Mail,decent app. But Won't scale email message screen. I turn phone sideways read email. What kind email 2018? Can HTC update functionality - seems like people would complaining Must Have Feature.,Positive,0.3833333333333333,0.7833333333333333
+HTC Mail,"Probably worst mail apps. Doesn't keep mails memory, bad UI, can't replace it.",Negative,-0.8499999999999999,0.8333333333333333
+HTC Mail,11 May update appears fixed calendar sync issue I Exchange server (where calendar sync either direction). Back five stars.,Positive,0.05,0.1
+HTC Mail,I updated yesterday 5-10-2018. Every time I send email I get 2 duplicate emails sent folder! This annoying. It took several weeks HTC update mail back March 2018 Chrome update broke client. Now update causes dupes sent folder. Come HTC! I want succeed continually screw up!,Negative,-0.26666666666666666,0.3
+HTC Mail,Always says Battery Data running background No way resolve own. Fix Asap!!,Positive,0.9375,1.0
+HTC Mail,Outgoing mail sometimes get stuck outbox send. This using Office 365 exchange account.,Neutral,0.0,0.0
+HTC Mail,"I like is. Checks boxes gets job done. The problem is: I get push notification saying mail syncing I can't get rid it. I want notification... Must come recent update. Also, battery suddenly draining like crazy, guess result new update, I updated anything else. Please help!",Negative,-0.10738636363636364,0.5261363636363636
+HTC Mail,"The synching notifying new emails emails opening, keeps showing sign email never shows",Positive,0.13636363636363635,0.45454545454545453
+HTC Mail,Why can't delete bloat?,Neutral,0.0,0.0
+HTC Mail,No option always display images emails.,Neutral,0.0,0.0
+HTC Mail,Sucks,Negative,-0.3,0.3
+HTC Mail,"It's OK email client. I wish I option choose default folder opens to. For I'm interested looking mail (when opening app) including folders, deleted sent etc. I created folders I could clear inbox see new emails without others cluttering screen. Which make difference phone shows anyway. Even without folders I see necessity defaulting show mail items including deleted sent!!! It would great able simply choose default folder!!!!",Positive,0.34519074675324674,0.5100030921459493
+HTC Mail,"Like lot reviewers I issue crashing I try reply emails. Please fix it! Update issue. Apparently crashing caused recent update Chrome. I've removed Chrome updates, disabled (never used anyway), mail working again. The issue Google Search widget I used screen stopped working disabling Chrome! New update fixed clash Mail Chrome, thanks, back 5 stars",Positive,0.033766233766233764,0.2506493506493506
+HTC Mail,"Really sad took long get crash bug fixed, acknowledgements issue progress updates. That said, trying find another mail made realise well HTC works broken. Still favourite multi-account mail app.",Negative,-0.21250000000000002,0.5
+HTC Mail,I feel HTC mail functional Outlook. Glad see htc mail fixed stunned see many users affected like me. HTC's update awful. I brought stranded situation many times updates HTC phones....,Positive,0.12000000000000002,0.64
+HTC Mail,"I think free games loaded cell phones, viruses, virus protection without charge. Also, people look things write people others allowed see listed even web.",Positive,0.4,0.8
+HTC Mail,"Finally! HTC fixed crash replying emails (to fair, started happening result Google update). Make HTC Mail great again!",Positive,0.44999999999999996,0.7125
+HTC Mail,"HTC fixed problem crashing caused Android update. Thanks, works perfectly again. Honestly pretty quick fix HTC. Great mail",Positive,0.44722222222222224,0.6083333333333333
+HTC Mail,"In past week whenever try reply mail, soon blank field write message, crashes. Clearing data, cache, etc helping Edit: last update solved problem!",Negative,-0.08333333333333333,0.10555555555555556
+HTC Mail,The recently crashes everytime I reply emails WHICH IS THE MAIN REASON I USE THE PHONE. Latest update cured problem thanks,Positive,0.21666666666666667,0.42083333333333334
+HTC Mail,Issue caused Chrome update 6 Mar 2018 finally fixed & I reply & forward emails without email crashing I type anything body email. Thanks,Positive,0.15000000000000002,0.2
+HTC Mail,"Bug finally fixed, back great email app, important daily many people bug fix way slow.",Positive,0.21428571428571427,0.40714285714285714
+HTC Mail,"If HTC Mail crashes replying starting new message, go settings, apps, Chrome uninstall update. This fixed 28/03/2018",Positive,0.07878787878787878,0.2515151515151515
+HTC Mail,Thanks fixing able send forward smart sync schedule settings greyed out? Please fix suggest. Not mood hard reset phone,Positive,0.1556547619047619,0.5023809523809524
+HTC Mail,This always breaks HTC release OTA updates android. After initial sync exchange refuses sync calendar (possibly contacts too) time look alternative,Neutral,0.0,0.5
+HTC Mail,HTC issued fix causing crash replying/forwarding etc caused Chrome update. Credit HTC replied queries sorted problem.,Neutral,0.0,0.0
+HTC Mail,"The crashing resolved uninstalling Chrome updates, others already noted. Latest mail update fixed problem.",Positive,0.3,0.55
+HTC Mail,This update fixed problem crashing whenever trying reply compose email. Reading comments sounds due update. Thank fixing!,Negative,-0.028124999999999997,0.2875
+HTC Mail,"Thank fixing email reply issue. Having forward emails another account reply nuisance, I'm glad finally fixed.",Positive,0.3,0.6
+HTC Mail,Calendar longer syncs exchange. Has caused significant problems last couple days. Please fix urgently!,Positive,0.1875,0.4708333333333333
+HTC Mail,"New update, issue fixed! Since update, crashes whenever I try replying email, making useless app.",Negative,-0.07954545454545454,0.28484848484848485
+HTC Mail,Thank fixing bug email due Chrome Webview. The works without force closing. Thank much HTC!,Positive,0.0625,0.2875
+HTC Mail,After recent update crashes (as reported over) replying. Note: issue fixed latest update.,Positive,0.19999999999999998,0.45
+HTC Mail,"HTC finally fixed crash. It took way long, considering importance component.",Positive,0.025,0.30000000000000004
+HTC Mail,New update sucks!! I able send email since!! I'm pissed! Please fix!!!!,Positive,0.22253787878787878,0.4598484848484848
+HTC Sense Input,Is way change long press buttons? If I want enter numbers emoji delay button held option coming far long.,Neutral,0.0,0.6
+HTC Sense Input,No word prediction dictionary. Update: found third party apk English pack. Now I word prediction. Now that's straight stupid HTC THAT I HAVE TO GO ELSEWHERE TO GET MY PHONE TO WORK PROPERLY! I'VE OWNED EVERY FLAGSHIP PHONE FROM THE EVO TO THE HTC10. THIS IS MY LAST PHONE FROM HTC. ABSOLUTELY STUPID!,Negative,-0.2285714285714285,0.36666666666666664
+HTC Sense Input,Bought losing samsung alpha. It's frustrating phone bigger cant put numbers letters. Long switching page slows typing time. And emoji sucks. Often see square cross inside even updating. My old samsung alpha see emojis without fail.,Negative,-0.16428571428571428,0.3714285714285714
+HTC Sense Input,"I like deleted review. This sucks trace keyboard even though I see path I intended stupid tries guess always stupidly wrong. For fur. My NY. And many stupid examples make completely zero sense sentence I'm typing. Korean phone, definitely English friendly overall",Negative,-0.1525,0.5
+HTC Sense Input,"More typos ever. What exactly sending? That I'm sorta close letter punctuation, going key anyway? And soooo slooooow respond touch. Horrible. I actually miss old HTC One Windows phone. That awesome keyboard screen!!!",Positive,0.12142857142857143,0.5785714285714286
+HTC Sense Input,"I enjoy keyboard. I'm using keyboard phones, Korean input I switch another keyboard Al desired languages. So, single minus absence language inputs...",Positive,0.05401785714285715,0.20357142857142857
+HTC Sense Input,"Word prediction taking total control. When enter word type space... instead I wanna see, type something else. Word prediction bar okay interfere writing. I wanna type something udru using english words change english word using word correction. I getting bored it.",Neutral,0.0,0.45
+HTC Sense Input,Disabling auto-correct also disable swipe features. It also labeled Word Prediction advanced settings. This unacceptable design. I longer buy recommend HTC phones extreme is.,Positive,0.1375,0.8
+HTC Sense Input,"Being dyslexic, I would love ability choose predictive text word, select word thinks I want I hit space key. At moment I either I rely it. This makes typing difficult keyboard.",Neutral,0.0,0.8666666666666667
+HTC Sense Input,"I've using keyboard years now, navigation arrows essential feature editing. I've tried keyboards, best I've found. Others may secure private either. I still love one!",Positive,0.40499999999999997,0.43499999999999994
+HTC Sense Input,HTC keyboard need better update years now. I'm willing bet even working,Positive,0.375,0.625
+HTC Sense Input,"What happened latest update???! crashed HTC One m9, lost contacts whatsapp well normal. Now battery life barley even lasts hours. By looks it, losing 10% hour. Not good.",Positive,0.1416666666666667,0.7166666666666667
+HTC Sense Input,"The annoying thing world swipe wrong word, edit word manually correct it, keyboard changes word back started as, matter many times it.",Negative,-0.2,0.575
+HTC Sense Input,"I find interesting people operating non HTC products leave durrogatory reviews HTC. If Samsung Galaxy that, even though mean appropriate model. ;)",Positive,0.234375,0.671875
+HTC Sense Input,"I prefer keyboard rather TouchPal HTC 10. However, updating Nougat, HTC themes longer apply keyboard, disappointing. Update: recent update, themes work keyboard. And emojis!",Negative,-0.3,0.475
+HTC Sense Input,"You updated this, I updated it, mobile Smart Bluetooth mouse setting 'Use Input' Bluetooth Paired list. (Logitech MX Master) How be? Logitech Bluetooth keyboard still 'Input' setting!",Positive,0.26785714285714285,0.6428571428571429
+HTC Sense Input,"It looks stupid, handles poorly customizable least. I'd like take whole thing phone",Negative,-0.325,0.6
+HTC Sense Input,"It's alright I hate type words like ""lmao"" ""idk"" puts capital form I like also update emoji.",Negative,-0.10000000000000003,0.95
+HTC Sense Input,"I think keyboards night mood . Its really hard look white keyboard nights , thankyou",Negative,-0.14583333333333334,0.2708333333333333
+HTC Sense Input,I hope add languages. For example: Japanese Korean. I really need either Japanese Korean able use.,Positive,0.175,0.20625
+HTC Sense Input,Why can't delete wish? Factory waste space I WANT. It's MY PHONE !,Negative,-0.25,0.0
+HTC Sense Input,"I need bulgarian phonetic keyboard, traditional one. It's mostly used missing here. Please add it. Thanks !",Positive,0.1375,0.375
+HTC Sense Input,After recent update entire phone started crashing slowed point paperweight.,Neutral,0.0,0.4375
+HTC Sense Input,Feels like phone keypad dementia now.. takes forever write anything change letters numbers,Neutral,0.0,0.0
+HTC Sense Input,Hate layout keyboard hate emojis uses. Wish I'd never updated it. Want get back,Negative,-0.5333333333333333,0.6
+HTC Sense Input,"Could update improve performance, since Android's system update become glitchy, highlighting first words sentences incorrectly spelled, not.",Positive,0.25,0.3333333333333333
+HTC Sense Input,It keeps changing say word wardrobe come automatically change hard get wardrobe talking,Negative,-0.2916666666666667,0.5416666666666666
+HTC Sense Input,"It crashes time HTC One M8 smartphone, annoying frustrating!",Negative,-0.65,0.9
+HTC Sense Input,"Word prediction doesn't work. Told update, tells incompatible.",Neutral,0.0,0.0
+HTC Sense Input,Needs Android 7.0 emoji support us root users I rooted got newer emoji set skin colors etc... make detect supported Unicode characters enable input,Neutral,0.0,0.0
+HTC Sense Input,"It support hand typing vibration feedback settings user control,even good change color keyboard",Positive,0.7,0.6000000000000001
+HTC Sense Input,Phone got crashed .. can't even single call r msg n nothing,Negative,-0.07142857142857142,0.21428571428571427
+HTC Sense Input,This good. But please give gap keyboard minimize typo.,Positive,0.7,0.6000000000000001
+HTC Sense Input,On HTC One a9 I Android 7.0 HTC keyboard dose color tones emojis update color tones thank,Neutral,0.0,0.0
+HTC Sense Input,Another crappy software tool made HTC. Stay away HTC products. They reliable.,Neutral,0.0,0.0
+HTC Sense Input,This stops second 7. HTC remove OS. Thanks.,Positive,0.1,0.1
+HTC Sense Input,"Crash Installed update, phone locked dead. Thanks HTC",Neutral,0.0,0.30000000000000004
+HTC Sense Input,Touch lag installing this. I thought screen problem.,Neutral,0.0,0.0
+HTC Sense Input,"htc 10, supported words swype feature",Neutral,0.0,0.0
+HTC Sense Input,Are going add Azerbaijani input dictionary? I HTC fan support Azerbaijani country phones popular,Positive,0.6,0.9
+HTC Sense Input-AR,Very upset Not working htc phone ! Hope fix please,Positive,0.25,0.3
+HTC Sense Input-AR,Not working htc 8 dual SIM,Neutral,0.0,0.0
+HTC Sense Input-AR,Liam Mbmzlsh I have a problem,Neutral,0.0,0.0
+HTC Sense Input-AR,It's working phone,Neutral,0.0,0.0
+HTC Sense Input-AR,It's working HTC,Neutral,0.0,0.0
+HTC Sense Input-AR,Useful keyboard I using HTC 626,Positive,0.3,0.0
+HTC Sense Input-AR,Good good I,Positive,0.7,0.6000000000000001
+HTC Sense Input-AR,Ranya Mms,Neutral,0.0,0.0
+HTC Sense Input-AR,I liked It's useful,Positive,0.44999999999999996,0.4
+HTC Sense Input-AR,Program Tamam,Neutral,0.0,0.0
+HTC Sense Input-AR,Superior Mast like,Positive,0.7,0.9
+HTC Sense Input-AR,"Saifi Nice, Gorgeous App. I like .",Positive,0.6499999999999999,0.95
+HTC Sense Input-AR,Soups soups,Neutral,0.0,0.0
+HTC Sense Input-AR,", cup bod",Neutral,0.0,0.0
+HTC Sense Input-AR,Arabic keyboard Arabic,Neutral,0.0,0.0
+HTC Sense Input-AR,Very nice MLK,Positive,0.78,1.0
+HTC Sense Input-AR,Excellent Very good,Positive,0.955,0.8900000000000001
+HTC Sense Input-AR,Hi Very good,Positive,0.9099999999999999,0.7800000000000001
+HTC Sense Input-AR,Amaaazing,Neutral,0.0,0.0
+HTC Sense Input-AR,Eyes,Neutral,0.0,0.0
+HTC Sense Input-AR,Carey,Neutral,0.0,0.0
+HTC Sense Input-AR,No,Neutral,0.0,0.0
+HTC Sense Input-AR,good,Positive,0.7,0.6000000000000001
+HTC Sense Input-AR,In,Neutral,0.0,0.0
+HTC Sense Input-AR,Very good,Positive,0.9099999999999999,0.7800000000000001
+HTC Sense Input-AR,Varee good,Positive,0.7,0.6000000000000001
+HTC Sense Input-AR,Great,Positive,0.8,0.75
+HTC Sense Input-AR,Nice,Positive,0.6,1.0
+HTC Sense Input-AR,Good,Positive,0.7,0.6000000000000001
+HTC Sense Input-AR,Good,Positive,0.7,0.6000000000000001
+HTC Sense Input-AR,Nice,Positive,0.6,1.0
+HTC Sense Input-AR,Nice,Positive,0.6,1.0
+HTC Sense Input-AR,Love Love,Positive,0.5,0.6
+HTC Sense Input-AR,"Useless bloatware. Cynical built obsolescence, filling phone's memory. It occupies space I could MY PHONE something I interested in. Simply forced onto customer's phone.",Negative,-0.28750000000000003,0.475
+HTC Sense Input-AR,"Taking space Why HTC Android phone need 15 different types language? It's ridiculous!!! I NEED ANY OF THEM!!! Why can't person decide selves languages need? It would nice could remove them,,,BUT NO!!!",Neutral,0.0,0.8666666666666667
+HTC Sense Input-AR,Unnecessary I believe installed along multiple languages. I need want can't uninstall it. I believe I pay bill others decide what's it!,Negative,-0.2,0.45
+HTC Sense Input-AR,"Venus Kanehoaokalani Ah Quin Pleasemonitor phone . I problems someone else puting intruder. Boostmoble I bought phone . Kalakaua branch, Honolulu, Oahu,Hawaii. Thank You, Please give feedback",Neutral,0.0,0.0
+HTC Sense Input-AR,"HTC SENSE INPUT-AR Of all! AND, I cannot uninstall many similar ones! WHY? (Can't I uninstall them?) I NOT install them-they simply appeared installed & taking space unnecessarily screen(s)!!!",Negative,-0.0703125,0.5392857142857143
+HTC Sense Input-AR,HTC Really? Why phone need these? I room storage thanks crap. Way make cool phone almost useless. I might well flip phone,Negative,-0.11000000000000001,0.41000000000000003
+HTC Sense Input-AR,"I need this. I can't uninstall app. It's crazy. I need different languages. They automatically install ,and can't anything . I can't update cause unnecessary apps. Fix problem",Negative,-0.3333333333333333,0.7999999999999999
+HTC Service － DLNA,"Please help. Thought I upgrading phone, I lost DNLA that. I know whole lot stuff I can't open phone fullest enjoy I know half stuff works requires. I know do. Almost point returning phone. I HTC since Evo hard change made lot easier.",Positive,0.028333333333333356,0.4216666666666667
+HTC Service － DLNA,"I used HTC Desire626s. I happy it. It great. Unfortunately screen broke. So I bought new phone called HTC Desire 530. I young college student. I enjoy listening music. Unfortunately new phone, music player. I used enjoy alot music player HTC desire626s. I disappointed see HTC desire530, music player like HTC Desire626s.",Positive,0.16919191919191917,0.6454545454545454
+HTC Service － DLNA,"All music mixed Before recent Android update, music fine. Now songs wrong album names, covers even artists.",Negative,-0.02083333333333333,0.475
+HTC Service － DLNA,Some problems need rectified!! Software number-6.15.720.2 Music version - 7.50.640941 1) keyboard dialer color. 2) MUSIC WIDGET graphics music working properly good. 3) problem themes. These problem arose updating latest version. Software number-6.15.720.2 Music version - 7.50.640941,Positive,0.6,0.75
+HTC Service － DLNA,nan,nan,nan,nan
+HTC Service － DLNA,Don't want I'm lollipop People keeps complaining update. Why uninstall update instead complaining gees,Neutral,0.0,0.0
+HTC Service － DLNA,"Ok could improved I think music player could easier use, create queue instance, takes long time remove songs queue, could done short swipe side, would take less time ... would great could organise albums easily change musics infos ... Thank considering comment :)",Positive,0.28809523809523807,0.55
+HTC Service － DLNA,"Media file supported...even mp3 I copy onto phone play correctly music now. I know I'll I'm unable listen music go.. I went EXO concert yesterday came home find footage I recorded also unsupported. That concert once-in-a-lifetime thing; first tour America, memories I camera nowhere found...",Negative,-0.125,0.41666666666666663
+HTC Service － DLNA,"Messed music player My music folder now, artists show up, albums called facebook reason, messed completely.... tested release",Positive,0.1,0.4
+HTC Service － DLNA,"New update messed music. Most music missing SD card still there, can't find standard music player. Using HTC M8, everything fine yesterday update today music messed up, real album names, artists, music showing anywhere player. New Help HTC, please fix. I'm HTC fan disappointed. My software version is, 6.20.651.3,",Positive,0.05492424242424243,0.37613636363636366
+HTC Service － DLNA,"Album Covers Once I updated, album covers songs changed. It let change back original covers.",Positive,0.1875,0.375
+HTC Service － DLNA,HTC m9 Still Needs improvement. First third m9 . My original liked cook charging right outta box first thing I tried HTC connect t.v pictures happening phone replaced expense free replacement due 15 day purchase return policy. Thing 740. 00 unhappy uh oh protection right even though glitch phone used uh oh protection. . New connects wants 1outta 5 attempts fail updates.,Positive,0.11983016983016981,0.4782800532800532
+HTC Service － DLNA,"hTC One M8 While seeking error occurred,while playing video used touch screen Navigation bar used blinking.what happened hTC Coperation?",Neutral,0.0,0.0
+HTC Service － DLNA,"Takes time It taking time open music, update fast quick takes time open, rectify problem please.",Positive,0.13333333333333333,0.525
+HTC Service － DLNA,"Horrible...since last update After latest update saying ""file supported"". But I stream file without prob.",Positive,0.25,0.48333333333333334
+HTC Service － DLNA,"What's Happened??? Since updated marshmallow, completely messed music list. Not impressed all!!!!!",Negative,-0.2,0.7
+HTC Service － DLNA,Yet useless crap! Won't load ! Why can't I get rid worthless piece crap !,Negative,-0.825,0.675
+HTC Service － DLNA,nan,nan,nan,nan
+HTC Service － DLNA,Why need Far much HTC bloatware mobile now. Stop auto downloading.,Positive,0.15000000000000002,0.6
+HTC Service － DLNA,Rubbish None album art comes anymore music stops own... least update fix problems,Positive,0.15,0.7
+HTC Service － DLNA,bugs crashes basic update. things happened Sense Home updated.,Neutral,0.0,0.125
+HTC Service － DLNA,Totally messed Album getting listed.. older version perfect.. I totally screwed.,Positive,0.2916666666666667,0.7083333333333333
+HTC Service － DLNA,Marshmallow Since marshmallow update m8 music messed up.not showing artist album.,Neutral,0.0,0.0
+HTC Service － DLNA,"Music Is Messed Up I HTC One M8, ever since system update Android version 6.0, music messed up. The album art correct, many artists unknown, lot songs incorrectly named, frustration level pretty high. I using default music player comes device & current version number 7.50.640941. PLEASE FIX THIS HTC!!!",Positive,0.162,0.608
+HTC Service － DLNA,"Problem camera screen Please find way fix issue update, making crazy.......",Negative,-0.6,0.9
+HTC Service － DLNA,"Won't cast phone smart TV Used pair phone mirror cast. Now, says pair phone, actually cast.",Positive,0.10714285714285714,0.37142857142857144
+HTC Service － DLNA,Not working update mm After update mm find dlna devices ... working perfect lolipop. My phone htc m9. I reseted factory default still working...,Positive,1.0,1.0
+HTC Service － DLNA,Help!!! I recently bought HTC 626 desire phone right get go. All I seeing negative reviews I'm wondering taking much unnecessary internal memory space. Please help! I want delete SO bad want risk ruining phone process.,Negative,-0.1857142857142857,0.4587301587301587
+HTC Service － DLNA,"I used like HTC products, M9 combined half ass end. Switching Samsung.",Negative,-0.16666666666666666,0.16666666666666666
+HTC Service － DLNA,"Waste Will never buy htc fills 80 default unwanted disable something else doesn't work, really disappointed",Negative,-0.475,0.375
+HTC Service － DLNA,"Update sub-par, update music info album art. Update stinks, took music grouped together file. It sync google play music I've downloaded prior new music downloaded. HATE IT NOW",Negative,-0.3159090909090909,0.4636363636363636
+HTC Service － DLNA,"My music suddenly stopped reason. While playing songs, every times clear recent kills music to. This annoys me. And never happens.",Positive,0.03333333333333334,0.37777777777777777
+HTC Service － DLNA,I'm 2 minds recent update screwed battery minute full next dead somethsometimes takes night charge HTC hardwired,Positive,0.03749999999999999,0.30000000000000004
+HTC Service － DLNA,"Don't give us hope Uninstall button, fact uninstalls updates HTC apps. Way much bloatware HTC, give us back control phones!",Positive,0.1,0.1
+HTC Service － DLNA,"Where it? Moved HTC 8 HTC 10 I can't find anywhere even though says installed Google play, installed page phone",Neutral,0.0,0.0
+HTC Service － DLNA,Cannot uninstall Since I've nothing problems using HTC camera gallery. It keeps crashing everytime I open camera. Unless,Neutral,0.0,0.5
+HTC Service － DLNA,Not showing album art I've using HTC One m8 year now...n marshmallow update album arts showing listening music...pls fix up..,Neutral,0.0,0.0
+HTC Service － DLNA,"Since Android's latest update, music messed songs. Songs wrong artist, album album art. I already deleted re-added songs.",Neutral,0.0,0.9
+HTC Service － DLNA,There HTC music A9. I bought phone expand memory play music major f guys I hate google,Negative,-0.36875,0.7
+HTC Service － DLNA,nan,nan,nan,nan
+HTC Service—Video Player,"Media file type unsupported Seems like lot people seem issue including me, WHAT it, fix?? Due upgrade issue force steer away HTC!!",Negative,-0.1953125,0.375
+HTC Service—Video Player,"Htc M7 video playback problem thought phone ageing. Upgraded M9 within 6 months. Video playback issue. Big problem syncing / displaying video. Disable ""view video"" problem resolved. Only realized cause frustration user interface. Now hard reset. Coming HD2-M7-M9 disappointment. Now piece metal. This last HTC get.",Negative,-0.17833333333333332,0.4216666666666667
+HTC Service—Video Player,"Works perfectly I love people complaining lack mkv. Not even WMP supports expecting default media player phone support silly. Anyways, keep good work HTC.",Positive,0.2333333333333333,0.6916666666666668
+HTC Service—Video Player,"Annoying future The great future annoying much I can't rate two stars. When exiting videos, remembers play left, like pause, keeps long time. It useless many ways, even more, annoying. Please review this. Thanks!",Negative,-0.05384615384615386,0.43846153846153846
+HTC Service—Video Player,How come update year half. nothing new found bugs anything. In can't even play *265 videos. What's good it.,Positive,0.22323232323232323,0.4070707070707071
+HTC Service—Video Player,"HTC M8 Finally I waiting HTC player like samsung others default,yet thing missing,i would like give us ability manage switching add subtitles video,I noticed bugs like people say,my phone read mkv..mp4,other formats don't,but ok! avi..missing perfect,as sound,everything working normally yet,please HTC us,pride users :-),give us good fine player,you it.5 stars :-)",Positive,0.41309523809523807,0.75
+HTC Service—Video Player,Play button sometimes dont apply When I tried pause/play quickly moments video row pause button times pause/play wont pause video like working I hit first time reacts I press second time. When fix get better rating till 2 stars becouse problem iritating.,Positive,0.2708333333333333,0.3333333333333333
+HTC Service—Video Player,Sweet Oh good. Doesn't support file types way native I've seen. Good job guys.,Positive,0.5833333333333333,0.6166666666666667
+HTC Service—Video Player,Not supported format Think ! Htc player can't play important video formats . Is issue efficient starting major update . Think please ..,Positive,0.15416666666666667,0.5333333333333333
+HTC Service—Video Player,"HTC becoming king bloat. NEWS FLASH: PPL HATE BLOAT! I DON'T NEED THIS! I stellar I force subpar crap phone. Not good way keep customers HTC. And wonder everyone roots cells. Maybe CVS they're sick crap. When I look play store list now, half list ""HTC...."" ""HTC..."" ""HTC...."" ""HTC..."" And getting worse! What's next, required HTC relationship advice app?",Negative,-0.3630952380952381,0.5823809523809523
+HTC Service—Video Player,Video recorded phone ain't supported.. says media supported. Disappointing,Negative,-0.6,0.7
+HTC Service—Video Player,It's great but... I would love I could videos running background cause I'm person downloads music videos music would great could run background I could stuff listening music,Positive,0.7000000000000001,0.7000000000000001
+HTC Service—Video Player,Fix Their aspiring problem getting. Not able support media file types. Why problem accuring know. But guys developers ask fix problem please.,Negative,-0.25,0.625
+HTC Service—Video Player,Too many issues Issues supported file types chromecast support...many better options HTC M8,Positive,0.5,0.5
+HTC Service—Video Player,HTC ONE M7 So play mkv movies? That's lie!! It plays mkv movies fine!! Just played American Sniper & Sniper Legacy movies mkv files!! No problem all. And really sd cards pictures camcorder videos movie torrents downloads!! It's way since Android jelly bean!! People 2015!! Get recent model phone!! My One M7 nearing 2 years old. But also running 5.0.2 since February 5! Go HTC!!,Positive,0.32185872395833337,0.22999999999999998
+HTC Service—Video Player,"Unsupporting video Every time I try play videos I took htc m8 keeps saying media file type supported, unsure hope feedback :/",Negative,-0.25,1.0
+HTC Service—Video Player,I can't view videos recorded device using M7. They take way long load buffer entire time point I stop trying.,Negative,-0.025,0.5125
+HTC Service—Video Player,"Sync Issue With recent update HTC m8 (lollipop) videos including local well tube syncing problem. People's lips sync voices. So I uninstalled update, fixed problem.",Positive,0.03333333333333333,0.15
+HTC Service—Video Player,Unsupported videoes Some MP4 codings supported HTC app. I downloaded another play kind videoes. I hope next update resolve issue.,Positive,0.3,0.45
+HTC Service—Video Player,"I'm big fan HTC phones,but problem app.it's good HTC able play different types file format..Especially 4k videos...pleaseeee.put update solve problems",Positive,0.3,0.48125000000000007
+HTC Service—Video Player,"Bad What kind player option rotate video? No, I auto rotate option settings; I want rotate video, everything phone.",Negative,-0.04999999999999993,0.7833333333333333
+HTC Service—Video Player,"Poor features Very strange stop button? There option stop video started. Compared samsung, really poor application.",Negative,-0.28833333333333333,0.465
+HTC Service—Video Player,HTC media player It support .mkv files! Every time I play mkv video lags crashes... VLC handle even though beta...,Neutral,0.0,0.0
+HTC Service—Video Player,Seriously? It said every video supported. I make music able receive song complete bull! fix this!,Positive,0.1076388888888889,0.5638888888888888
+HTC Service—Video Player,Works nothing special. It's fine. Plays videos . Simple crashes. The thing I edit trim it.,Positive,0.25793650793650796,0.4761904761904762
+HTC Service—Video Player,It job but... I really like video player I personally miss lock option like Samsung video player problem I accidentally tap somewhere I'd give five stars lock option would implemented:),Positive,0.2333333333333333,0.5
+HTC Service—Video Player,"No .mkv cares? It's phone, PC. If I really need launch .mkv, I 3rd party apps. For playing videos I took enough. Great job HTC",Positive,0.25,0.3625
+HTC Service—Video Player,Does job So far trouble. Keep good work,Positive,0.19999999999999998,0.6
+HTC Service—Video Player,Not working properly I update can't see new settings videos. All looks,Positive,0.06818181818181818,0.2772727272727273
+HTC Service—Video Player,Seriously? You can't even play videos taken device Zoes.. Development really sad big fail!..,Negative,-0.3645833333333333,0.5166666666666666
+HTC Service—Video Player,"No sound .mkv Always loved simplicity player I've got ext.SD card I store movies, b/c format I can't hear",Positive,0.24999999999999997,0.6000000000000001
+HTC Service—Video Player,It good.it's bad .you see mx pleyer see player..,Negative,-0.6999999999999998,0.6666666666666666
+HTC Service—Video Player,Hated Thie work phone. please fix New update,Negative,-0.38181818181818183,0.5772727272727273
+HTC Service—Video Player,"Not supporting videos cant play type videos, dont video player",Negative,-0.125,0.25
+HTC Service—Video Player,"good,....but still default Video Player More compatible option.... slide fast forward rewind. slide volume...some basic features missing....",Positive,0.12499999999999999,0.31875000000000003
+HTC Service—Video Player,Pop play Should pop play feature least snapdragon 800 Above devices...,Negative,-0.15,0.25
+HTC Service—Video Player,Flash Player. Hi guys.love HTC M8 software support Flash Player.my old HTC One SV support Flash Player.iis something add M8?.please explain please.,Positive,0.1,0.2
+HTC Service—Video Player,Please add functionality -please add ability slow video; change speeds,Negative,-0.30000000000000004,0.39999999999999997
+HTC Service—Video Player,Play-back error Sometimes unable playback videos surfing net.,Negative,-0.25,0.25
+HTC Service—Video Player,MP3 support Please provide ac3 audio support .. high quality video.... Movie.. also provide.. features.. vlc media player.. need move another.. media like mx player ..,Positive,0.16,0.5399999999999999
+HTC Social Plugin - Facebook,"Need edit description HTC please edit description app,people complaining know remove/ disable app. I know customers remove page home screen panels,but teach people know it.",Neutral,0.0,0.0
+HTC Social Plugin - Facebook,To many crap Apps! Hello like adults let us decide want load. You fill phones commercials give phones away free. How much money make craps,Positive,0.02500000000000001,0.5750000000000001
+HTC Social Plugin - Facebook,"Peculiar mess! HTC, I opportunity instant, DONE! Seriously, are. Why got developing constant headaches useless baseless reminder sewerage apps? Phone's 13months old even given troubles government Nigeria given unsuspecting middle class citizens 57yrs.",Negative,-0.13601190476190475,0.32023809523809527
+HTC Social Plugin - Facebook,Junk I want More crap clog MY phone. There needs option hide updates want social media junk language add-ons never need.,Negative,-0.0888888888888889,0.45555555555555555
+HTC Social Plugin - Facebook,"Constantly Disables Itself Although I used like app, ever since I upgraded HTC 10, pretty useless. The constantly disables itself, longer works Facebook unless manually re-enabled within Google Play. And then, works short disabling again. A fix sorely needed.",Negative,-0.05,0.4333333333333333
+HTC Social Plugin - Facebook,This ruined HTC M8 This failing keeping busy removing pop ups. I quitting HTC know. Its 2 months problem persists.,Positive,0.1,0.3
+HTC Social Plugin - Facebook,"Useless So far ive able gather, useless bloatware. It fb. It nothing. If want fb, still it.",Negative,-0.1,0.50625
+HTC Social Plugin - Facebook,I hate it!!!!! I ask put htc updated let delete much less get messenger even let normal facebook can't wait till payday I'm done htc!!!!,Negative,-0.2668185763888889,0.5388888888888889
+HTC Social Plugin - Facebook,"Don't Assume I need Cannot uninstall, cannot ignore, fb, need forced want loitering personal device I purchased benefit HTC... Last HTC, enough. Would give zero stars possible sheer arrogance.",Negative,-0.05000000000000001,0.4694444444444444
+HTC Social Plugin - Facebook,"Can't keep Facebook updates No Facebook posts show BlinkFeed every time I update Facebook app, time finally works again, Facebook come yet another update. Same thing instagram--Blinkfeed showing instagram posts I loved it(!) I updated instagram; I tried add instagram back BlinkFeed, kept login failure. Please make work again--I love feature working!",Positive,0.14404761904761904,0.5464285714285714
+HTC Social Plugin - Facebook,Way many forced apps. I need I want I work another I use? I'm getting cyanogenmod never buying HTC again.,Positive,0.09999999999999998,0.35
+HTC Social Plugin - Facebook,Stop working recent update Cannot individual post page recent update m8. Please investigate,Neutral,0.0,0.3
+HTC Social Plugin - Facebook,Why mandatory crApp??? There NO reason garbage NO ONE uses mandatory!!! HTC get act together...all full complaints now!!! Fix crApps!!!!!!,Positive,1.0,0.55
+HTC Social Plugin - Facebook,"Wake ppl! You missing entire point phone! Not sound like troll forum, bought phone known store. HTC sense networking made simple. It always been. You complaining bc something majority us chose HTC bc DO features make phone is. Great work HTC! Keep good features! People get know brands deciding buy.",Positive,0.24583333333333335,0.46369047619047626
+HTC Social Plugin - Facebook,"HTC & Facebook I got phone. Good camera quality comes Fb OMG!!! And emoticons? My old Alcatel phone cooperative. Hopefully get better trial & error again. Glad I contract get rid old cellphone. Concerned, HTC user",Positive,0.44000000000000006,0.5
+HTC Social Plugin - Facebook,Forced Why force customers info shared! We Facebook yet stop us disabling it. Where security choices? May I need chuck HTC due lack consideration privacy. Other manufacturers give choice automatically run device. June 2016 - Yet another update can't disabled whether want not. HTC definitely going downhill. The amount user we're finding saying HTC again!!!,Negative,-0.16499999999999998,0.35
+HTC Social Plugin - Facebook,"Soooo dissapointed one, Guys! Out ANY App's I EVER downloaded, installed, tried, used, uninstalled, DELETED... THIS ONE IS THE WORST! How hell, much PORN appear blinkfeed? That smut NEVER appears FaceBook Wall! EVER, NEVER, EVER!!! Don't work bugs... DELETE, DELETE, DELETE!!!",Negative,-0.023162841796875,0.6
+HTC Social Plugin - Facebook,FB plugin What retard thought good idea. Killing memory USELESS crap.,Negative,-0.375,0.65
+HTC Social Plugin - Facebook,Disabling On It's Own Keeps disabling own... Damn irritating... Wouldn't get rid itt,Positive,0.26666666666666666,0.9333333333333332
+HTC Social Plugin - Facebook,Wastes battery I hate programs I would never forced onto me.,Negative,-0.2833333333333333,0.3666666666666667
+HTC Social Plugin - Facebook,Social plugin Great wanted id government I provide information legal letter picture that's Facebook page Twitter account I went Facebook page ones wanted government identification.why I'm putting social security number birth certificate worried may get wrong hands..other wise everything else EXCELLENT,Positive,0.3238095238095238,0.5547619047619048
+HTC Social Plugin - Facebook,"Cannot update I forced outdated factory version Facebook, every time updates installed open flashes wants send error report every two minutes. I HTC Desire 625 tell I switching soon! Not happy consumer!!!",Negative,-0.19000000000000003,0.4866666666666667
+HTC Social Plugin - Facebook,Stop forcing unwanted apps/ software I 10 HTC removed make I want act up..WITH HTC stop nonsense,Neutral,0.0,0.0
+HTC Social Plugin - Facebook,Completely useless I hate I forced keep phone HTC. I agree others least let disable useless crap. I phone manufacturer. That ridiculous. Will never update them. Don't prefer phone space stuff I like.,Negative,-0.5047619047619049,0.5285714285714286
+HTC Social Plugin - Facebook,"Can't properly filter highlights. Even I choose specific Facebook groups updates BlinkFeed, I still get stories friends belong groups. Too much clutter.",Positive,0.06666666666666667,0.1416666666666667
+HTC Social Plugin - Facebook,"Please remove useless phone. Keeps telling ""Facebook stopped working"", ""Messenger stopped working"". This update clearly upset plenty people..",Negative,-0.19999999999999998,0.29166666666666663
+HTC Social Plugin - Facebook,Hate Facebook! Should able remove unwanted apps. Bloatware!,Negative,-0.1875,0.7625
+HTC Social Plugin - Facebook,Do NOT UPDATE This update totally messed blink feed! It let check fb. All ads video ads!! Get rid them!!,Neutral,0.0,0.75
+HTC Social Plugin - Facebook,nan,nan,nan,nan
+HTC Social Plugin - Facebook,"Doesn't work HTC M9 I understand stripped features original app. For messenger, makes sense. This, much. But either way, work.",Positive,0.2875,0.475
+HTC Social Plugin - Facebook,"Horrible Affecting facebook app, keeps logging getting profile switched there's way get rid it!",Negative,-1.0,1.0
+HTC Social Plugin - Facebook,"Pointless app! Don't want, need it! Demand option permanently uninstall it!?! It's ridiculous we, consumers, pay outrageous prices so-called high-tech cell phones can't even courtesy pick want! How dare corporations price gauge us turn right around pick pockets we're walking away!? It's wonder country debt. The next phone I get either unlocked phone preprogrammed apps, necessary essentials only, satellite phone. To hell pocket picking crap!",Negative,-0.32331775483630953,0.7294642857142857
+HTC Social Plugin - Facebook,I hate cause I update 5 6 times day also fix bug fix going back cricket,Negative,-0.4,0.45
+HTC Social Plugin - Facebook,"Another bloatware I can't remove. I'm tired pre-installed I can't remove, changing settings phone auto update.",Negative,-0.4,0.7
+HTC Social Plugin - Facebook,What's I presume responsible HTC One m8 pulls contact info Facebook page blinkfeed contact list. Why pull profile pictures contacts anymore. Please help.,Positive,0.2,0.55
+HTC Social Plugin - Facebook,I understand phones days come App's already installed...In ah want permission contacts camera Wi-Fi like hell illegal...,Negative,-0.5,0.5
+HTC Social Plugin - Facebook,"Why ""unload"" previous get app, storages physically small? What's this? I'm perplexed!",Positive,0.02777777777777779,0.48888888888888893
+HTC Social Plugin - Facebook,I Don't want it...!why taking storage phone annoying HTC I clue they're,Negative,-0.8,0.9
+HTC Social Plugin - Facebook,"Is away closest friends appear blinkfeed? Great concept integrates twitter, news feeds, FB pages, would like showed friends postings.",Positive,0.8,0.75
+HTC Social Plugin - Facebook,Can't log Still problems logging in. This stopping syncing contacts Facebook.,Neutral,0.0,0.0
+HTC Speak,"success ratio approximately 75 1. hard time recognizing I'm asking do, keeps saying ""with wrong phone number"", goes right back start screen. Will recognize people contact list.",Negative,-0.0411904761904762,0.3954761904761905
+HTC Speak,Very bad plz fix plz help voice selfie car work plz In camera auto voice capture working always failed installing english language pack,Negative,-0.4699999999999999,0.3888888888888889
+HTC Speak,Not happy cannot phone car make calls now. It understands requesting call can't sync sounds come car. Grrr please fix vital me.,Negative,-0.3333333333333333,0.7333333333333334
+HTC Speak,Htc m9 Quick fix thanks. That update bug (The camera slow last updated lot. Would I restore like was),Positive,0.05833333333333332,0.29166666666666663
+HTC Speak,"This worse voice dialing ever. Any phone I ever used better. I sending back reason. Takes forever load. Faster dial, what's point?",Positive,0.033333333333333326,0.3666666666666667
+HTC Speak,HTC came fix. Camera working properly app. Somehow fixed problem... I'm happy HTC,Positive,0.3,0.43333333333333335
+HTC Speak,"Useless app! In face Google Now 'pre released' Cortana Android, nothing useful hogs storage, default app.",Negative,-0.1625,0.1
+HTC Speak,Disappointed difficulty recognizing speech takes annoyingly long time process message recognize message. I need find different keep safe driving.,Negative,-0.07500000000000001,0.5625
+HTC Speak,"Camera issues This fix camera issues completely. Still rotate properly. However, fixed screen lock touch gesture issues.",Positive,0.06666666666666667,0.2333333333333333
+HTC Speak,Fixed camera issue Giving 5 stars good fact updated camera lag issue resolved. Not sure caused it. But sorted I continue instagram food again...lol!,Positive,0.16249999999999998,0.562962962962963
+HTC Speak,"Worst voice recognition I've used Just got HTC 10, I say worst voice command dialer/caller I've used compared phone I past.",Negative,-0.75,0.75
+HTC Speak,Doesn't work correctly. Never gets correct contact. And seem trainable.,Neutral,0.0,0.0
+HTC Speak,Worst app.. even single word matching came drop list.. absolutely waste compared google speech,Negative,-0.4238095238095238,0.4047619047619047
+HTC Speak,More worthless crap ! Just many I can't get rid want! DON'T know never !,Negative,-0.1296875,0.675
+HTC Speak,Unsatisfied When I installed even I installed English-speaking pack I get much time button talk speak goes also spells poorly,Negative,-0.1,0.4
+HTC Speak,"Rear Camera, Flash light, Donot Start My rear camera flash light stopped working, Without Camera cany imagine phone. HTC looked LTC(low tech Comp)",Positive,0.4,0.7
+HTC Speak,nan,nan,nan,nan
+HTC Speak,Camera Flashlight broken I've tried downloading voice commands pack car app. This still killed camera Flashlight. Never buying HTC again.,Negative,-0.30000000000000004,0.2
+HTC Speak,"Not helpful. Everytime I try voice dial, wants English...EVERY...TIME!! In time I waited, I could went contacts dialed myself.",Positive,0.3125,0.1
+HTC Speak,"Motion launch problem After installing new update,camera problem resolve bt motion launch gestures working yet",Positive,0.13636363636363635,0.45454545454545453
+HTC Speak,HTC talk I really sure phone uses whenever I push microphone great job sometimes put wrong information I said time works great I'm sure Google talk whatever I'm talking working fine,Positive,0.41944444444444445,0.7796296296296296
+HTC Speak,Broken update - fixed Nicely fixed :-) thanx!,Positive,0.10624999999999998,0.45
+HTC Speak,I change rating 5 stars I get paid like rest reviewers.. nothing bloat spyware here. Read permissions can't deleted. OMG,Neutral,0.0,0.0
+HTC Speak,New update fixes camera issues M9. I urge HTC test updates publishing,Positive,0.13636363636363635,0.45454545454545453
+HTC Speak,Front camera gone Once HTC takes away front camera. Thanks ruining social life :),Positive,0.24444444444444446,0.4222222222222222
+HTC Speak,It work Why I work memory Pls delete twitter HTC m8s,Neutral,0.0,0.0
+HTC Speak,Camera issue After I updated HTC speak I solve problem.,Neutral,0.0,0.0
+HTC Speak,"I can't it. I see menu I tried remove updates disappeared keyboard (I tried also, work).",Neutral,0.0,0.0
+HTC Speak,HTC One A9 camera update Camera issue fixed One A9 since latest update. Thanks HTC.,Positive,0.26666666666666666,0.43333333333333335
+HTC Speak,Desire EYE Voice selfie work since latest update. Please fix it.,Positive,0.5,0.9
+HTC Speak,Please fix HTC M8!! since last update camera working !! So frustrated issues now!!,Negative,-0.5,0.13333333333333333
+HTC Speak,Screw pay force take space phone.,Neutral,0.0,0.0
+HTC Speak,Hard Add feature hold home key open,Negative,-0.09722222222222222,0.6805555555555555
+HTC Speak,"HTC M8 HTC speak hmmm....what say,so many years sweat tears,this far know never function normal,I think time end show,HTC maybe program slow....I give final chance see break fence...",Positive,0.19999999999999998,0.8333333333333334
+HTC Speak,Doesn't work Can't speech now.,Neutral,0.0,0.0
+HTC Speak,My microphone work update this. HTC M8.,Neutral,0.0,0.0
+HTC Speak,This update made camera lag HTC 10,Neutral,0.0,0.0
+HTC Speak,Camera Issues HTC desire eye Camera fix. Thanks htc.,Positive,0.2,0.2
+HTC Speak,CAMERA NOW STUCK ON MACRO! Fix problem,Neutral,0.0,0.0
+HTC Speak,After update problem scrolling screen started,Neutral,0.0,0.0
+HTC Weather,"Never problem till now, sound effects weather effects play sound effects turn settings.",Positive,0.4,0.4
+HTC Weather,Beauty!Sometimes I really miss screen weather animation HTC.,Positive,0.2,0.2
+HTC Weather,Great sadly based often inaccurate accuweather site.,Positive,0.15000000000000002,0.875
+HTC Weather,NOT ACCURATE!!!!!,Negative,-0.5,0.6333333333333334
+HTC Weather,"HTC Quietly Brilliant, Brilliance HTC,??? I updated HTC SERVICE PACK & HTC WEATHER, still I getting weather update location. It always shows saved location. Even showing location manual search. These problems occurs Samsung's handset.",Positive,0.9,1.0
+HTC Weather,Was pretty accurate weather area huge battery/power thief. My HTC major power charge problems atm backup reset. Having issues since regardless power saving options etc close uninstall updates. !!!!,Positive,0.30064697265625007,0.7583333333333333
+HTC Weather,"Hate stupid app... I trying it, months, now, like set find city town I want set manualy. I want location. I know I am. I travelling new towns cities.",Negative,-0.48787878787878797,0.7848484848484848
+HTC Weather,"Nothing farse. It never accurate. It tells sunny raining, calm winds windy, even told tornado warning effect entire 20 minutes went radio. Oh, favorite part says next day forecast supposed 40s degrees low/60s high, hourly temp read 70s 10am high reaching almost 80!!! That day finally last draw, downloaded weatherbug. I would recommend anything pile excuse valuable accurate weather application.",Positive,0.14225000000000002,0.4838333333333333
+HTC Weather,"problem, now, sudden there's message saying weather unavailable. There's problem internet connection though.",Neutral,0.0,0.5
+HTC Weather,I can't understand Weather Widget needs keep location services switched work I city listed. Can't get weather information internet city turn location get data sync information? It's nice widget location services much power switched time + they're switched time Google messes power saving mode - keeps switching on..,Positive,0.4,0.6
+HTC Weather,"First, phone without knowing weather lockscreen since I got HTC 10. Now since update, crashes every 10 seconds. Unfortunately I choice disable otherwise I get ""send report"" requests literally every minute. Also, would nice know that's home screen since gave temp Celsius I clue change it. I get phones shipped US going that, least ask question setting phone set up.",Positive,0.012499999999999997,0.6833333333333332
+HTC Weather,displaying wrong time zone DST switch. Huge problem! Phone switch time zones back forth app.,Positive,3.700743415417188e-17,0.6
+HTC Weather,"When widget want show weather current location. Instead shows list various cities mine. That unnecessary, please fix it.",Negative,-0.13333333333333333,0.6
+HTC Weather,Used great weather location update properly. Gives vague location,Positive,0.10000000000000002,0.45
+HTC Weather,nan,nan,nan,nan
+HTC Weather,nan,nan,nan,nan
+HTC Weather,"Wow! I like , first foremost reason I huge craze brand HTC ....its whether forecasting means something mind blowing...nyway I would like suggest option customization ....Aah..awesome....more advantage-more reviews...all best.",Positive,0.44375000000000003,0.6333333333333333
+HTC Weather,"I set manual location wanna gps. It works fins Internet access, thing work lockscreen.",Neutral,0.0,0.0
+HTC Weather,LIKE look inaccurate funny taken good features can't find location I manually find every time,Positive,0.475,0.8
+HTC Weather,"Constantly wrong current temperature shows, comparing daily graph sometimes 6 degrees jumps 20min! Ridiculous! And yes, refresh intervals set 1h! Waste time! No HTC!",Negative,-0.26666666666666666,0.45999999999999996
+HTC Weather,Weather never updated automatically.I need refresh manually get last situation...is anyway rollback old version.it better latest(even since moment updates dissapointed!!!,Positive,0.3588541666666667,0.25555555555555554
+HTC Weather,"keeps removing associated icon page installed on. I went problem year ago, back again...",Neutral,0.0,0.0
+HTC Weather,There improvement Location shown exactly Azerbaijan. Provider changed success. It shows city show example settlement,Positive,0.275,0.125
+HTC Weather,I would like much I could set city default location. The flip clock/weather widget display show weather I location on.,Positive,0.2,0.2
+HTC Weather,"Wrong location last weeks, everytime try update location gives error saying cant update current location plz help.",Negative,-0.16666666666666666,0.45555555555555555
+HTC Weather,No live weather widget... No exact location.. show current location widge location off. Cuz location cause btry loss. Fix it... Its order damn it.,Negative,-0.06439393939393939,0.3833333333333333
+HTC Weather,Why difficult add live wallpaper animation scenes changing according weather starts ?,Negative,-0.18181818181818182,0.75
+HTC Weather,It's accurate apprantly raining moment. 3 inches snow outside says otherwise,Positive,0.20000000000000004,0.34166666666666673
+HTC Weather,"NO PUSH ALERT NOTIFICATIONS like The Weather Channel, WeatherBug 1Weather. This would 5 stars audible & visual weather alerts.",Neutral,0.0,0.0
+HTC Weather,"It's terrible, removed weather animation.",Negative,-1.0,1.0
+HTC Weather,Doesn't work anymore since months ago. Do sth please!,Neutral,0.0,0.0
+HTC Weather,Useless updating app. even locate me.,Negative,-0.5,0.2
+HTC Weather,It working properly crashed. Many time,Positive,0.25,0.3
+HTC Weather,Plz fix problem animation night sun,Neutral,0.0,0.0
+HTC Weather,Always failed location detection even wifi mobile data,Negative,-0.5,0.3
+HTC Weather,"As I said, keeps telling home weather Durango, Co. Can't edit city Durango city list. Before Durango London, Ohio. Lmao....I home city living retired RV!!! Getting ready buy LG!!",Positive,0.3125,0.5
+HTC Weather,"The sound hear, working, please fix problem",Positive,0.4,0.4
+HTC Weather,More go gym today I going first best time favourite thing I,Positive,0.5833333333333334,0.37777777777777777
+HTC Weather,"After updating my phone does not work at all, for example, the factory program is a smartphone then the option of its mercenary is not active at all, my nerves are poured",Positive,0.06666666666666667,0.6
+HTC Weather,Suddenly show accurate location used,Positive,0.20000000000000004,0.5666666666666667
+Hacker's Keyboard,"Some damn fine work. I'm novelist, far best keyboard me. Took second figure configure settings liking that, perfect. I love enable type writer sounds. A true work art! I think I text faster it! Has settings could think more. A clean look 100% free, ads. Thank overall great experience.",Positive,0.46918402777777773,0.5666666666666667
+Hacker's Keyboard,"Full Credit developer wonderful app. toggle language special feature available rare like this. The work developer puts specially appreciable also layout given . I found ctrol alt keys. I ask developer , whether control alt keys working combination keys. If says works, amazing keyboard. Probably many knows value keyboard special characters. I also came across size keyboard changes portrait landscape. Kudos efforts humanity. Today , search like control keys altkeys, left right arrows. Wow",Positive,0.3839285714285714,0.625
+Hacker's Keyboard,"There much wonderful app. The variety display options amazing. The infinite language options including Hebrew. The forward & back arrows...genius! It's fabulous app. But almost disqualifying feature: autocorrect works typing word. After typed can't place cursor word get offer spelling options. That means typed word, that's it. Wish would correct & I'd gladly give 5.",Positive,0.5,0.78
+Hacker's Keyboard,Thank much simple yet customizable keyboard without unnecessary permission requests. Just small minor thing - add dot double space tap? It would save even time. But - minor probably get used it.,Negative,-0.12500000000000003,0.3428571428571428
+Hacker's Keyboard,"This best keyboard need type exactly want without keyboard getting way. Still Gboard main keyboard autocorrect turned off. Takes getting used to, truly hacker's keyboard. Plenty easy access every symbol ever want need, installing dictionary gives predictive text makes lot easier general keyboard.",Positive,0.38,0.44333333333333336
+Hacker's Keyboard,works great. You hold microphone key get settings. I wish better job predicting words like google keyboard does. Maybe scroll bar act mouse wheel screen would helpful. Don't let name scare away! I might suggestions that's nitpicking,Positive,0.47500000000000003,0.75
+Hacker's Keyboard,"Been using keyboard several months now, still loving it! Responsive, minimal, neat yet offering plenty configurable options. You specifically tell keyboard behave way exactly want! Allows select different keyboard layouts suit screen size(s) orientation. If modify DPI settings want show keys (ie. numbers), keyboard it. If need enter commands terminal (ie. rooted devices), simply flip around get full keyboard functionality. If I get give 10 stars I will! Bloody well done Devs!!",Positive,0.04999999999999999,0.5258928571428572
+Hacker's Keyboard,Great! Two suggestion... 1 - Would possible settings option enable extension row default? 2 - Is possibility emoticons using personal messaging? Thanks! These two features would make HK perfect make get rid alternate keyboard apps.,Positive,0.375,0.5416666666666666
+Hacker's Keyboard,"It's amazing, I love it. The thing I would add would fourth layout keys 5-row, numbers right, 4 rows keys vertically short horizontally long landscape mode. Add I'll find way give six stars ;P",Positive,0.2226190476190476,0.4559523809523809
+Hacker's Keyboard,"THIS KEYBOARD 'ROCKS'!!!! ""IF"", learn correctly. You must FREE language user dictionary, get better word selection variety. In settings... ""IF"", understand command settings... Look commands Wikepedia BING Search. There BUGS, however, developer, seems stomping out. I'm pleased & HIGHLY recommend care inserting graphic images emoticans.",Positive,0.31199999999999994,0.6479999999999999
+Hacker's Keyboard,"Update original review. .. Please create Polish language dictionary keyboard!!!! The polish language becoming commonplace Chicago. Years ago, one. Thank kindly! Original review: I using keyboard, along standard keyboards, years. I install every new phone I get also suggest friends. Overall, I love features offers keyboard! It PERFECT DEVELOPERS BUSINESS PROFESSIONALS!!! It would nice see Polish (Polski) dictionary pack added back list available downloadable language packs again. Years ago, available, longer is. I think would awesome option type emoji keyboard added! If 2 requests could met, would amazing! Regardless, I still rate 5 STARS! Thank you, Klaus Weidner, creating best tools available Google Play Store!!!!",Positive,0.518585498830214,0.5179144385026739
+Hacker's Keyboard,"Best Keyboard I've Ever Found! Great keyboard! Not perfect, almost. It would nice could adjust spacing punctuation row. Even important ability override apps, etc., keep fifth row open ALL time! Thanks making this! =^_^=",Positive,0.39285714285714285,0.6785714285714286
+Hacker's Keyboard,"When I get desktop keyboard like this, I interested beautifully-made fancy keyboard there. Editing Word, Excel, PowerPoint docs much easier. Also editing HTML codes, coding Android phone feels exactly like PC. For Limbo PC Emulator, PC keys work. P.S. I type review using Hacker's Keyboard. I also press ""submit"" button using page key highlights ""submit"", hit enter key.",Positive,0.13999999999999999,0.5900000000000001
+Hacker's Keyboard,"Definitely standard. Hell yes, lightweight keyboard still manages cram features there. Some preset themes, couple different layouts heck, even ability make appear command taskbar. Even extended keyboards ain't thing, still worth look. Too bad seemingly discontinued. Still, things best left prime. -EDIT: Never mind discontinuation, back. Hell yeah.",Positive,0.08571428571428573,0.2380952380952381
+Hacker's Keyboard,"/ available 4 row gingerbread layout &lt;&gt; available 5 row medium size layout, essential programming. Symbol suggestions available using like termux gnu root Droid v m. You cannot customize layout default layout lack symbols. And add symbols simple suggestions however know see suggestions least I can't see many apps.",Positive,0.2,0.39387755102040817
+Hacker's Keyboard,"Awesome minimalist keyboard! It nice able hold main keys get punctuations like latest gboard, I live w pressing alt key toggle still. The return key bit big (in 4row gingerbread style), accidentally hit often.",Positive,0.32255892255892255,0.7175925925925926
+Hacker's Keyboard,"Downloaded 'bout hour ago. So far, I love it. I get used selecting words suggestions bar, automatically adds space used & I'm going re-learn making emojies w/o emoji menu, thats problem since I rarely them. Oh God! How I missed cursor arrows!!!!!! That alone makes best keyboards available. Only HTCs keyboard came close, they've chosen touchpal - garbage, made sheep.",Positive,0.5,0.6999999999999998
+Hacker's Keyboard,"THIS IMPOSES CENSORSHIP ON THE USER. I like fact developer baby-proofed preventing user adding fowl language custom user dictionary. The store anything want, even slang random sequence letters characters BUT WILL NOT STORE WORDS THAT THE DEVELOPER APPARENTLY FINDS OFFENSIVE. Sorry, I like censoring words conversations.",Negative,-0.31666666666666665,0.6166666666666667
+Hacker's Keyboard,I think id THE BEST KEYBOARD available someone needs keys Standard PC Keyboard. I installed VERY infrequent times I need extra keys. I'm retired programmer I know keys need them. I try rest BUT I came back best!,Positive,0.3714285714285714,0.2
+Hacker's Keyboard,"I used hacker's keyboard long time many different devices. I love much I show friends well. But last days, draining battery extreme fashion. reached 36.09% battery drain. killing battery I find new keyboard",Positive,0.14517045454545452,0.4776515151515152
+Hacker's Keyboard,While using Dcoder I struggling Google's PC keyboard layout. Although working NOT smooth. Got hold keyboard I'm coder heaven. One thing I would change far I see easy 'delete' key. It would cool could change 'backspace' 'delete'. Either option settings 'shift+' key. Most IDEs auto-complete left either typing closing key arrow around deleting them.,Positive,0.13148148148148148,0.7203703703703703
+Hacker's Keyboard,"Absolutely wonderful, great emulators like Termux. Only problem autocorrect. With keys crammed keyboard, easy mess up, can't even call autocorrect, autocorrect words. It instead shows suggestions keyboard. Because I can't daily use. Apart that, great tool.",Positive,0.4083333333333333,0.644047619047619
+Hacker's Keyboard,"This great but, please, love that's good world, let hide Tab key portrait. I forever hitting I try hit space, places results losing I'm typing altogether. I think I've ever wanted hit key time I've this.",Positive,0.4,0.79
+Hacker's Keyboard,"This keyboard awesome ways keyboard supposed be. There swype input best typing real keyboard. Being swype function without doubt extraordinary, reason I came android. But button typing merits well. But forget handed input need two thumbs. ;-)",Positive,0.5566666666666668,0.72
+Hacker's Keyboard,"Pretty good Quite good. For best I ever used. Yes, I know people complain lack this, that. It's hard please everyone. It even impossible ;-) Maybe even better people comment weak points, criticism shows autor areas should, could improved future releases :-)) Best regards.",Positive,0.2972222222222222,0.6326388888888889
+Hacker's Keyboard,"Some kind repeat-lock key (graphical display lock state via in-key led (like done shift-lock key)) would helpful. Otherwise 5* ... still idea could done. Think timeout fires, resting touch display, selecting key (or subkey key's micro-menu) way go. What also missing, possibility enter e.g. TAB character keycode via numpad - seem work currently.",Positive,0.05714285714285714,0.7642857142857143
+Hacker's Keyboard,"If miss hard keyboard, WILL love app. Type passwords without Shift. Made mistake article? No problem, old friends, cursor control keys. This may called hackers keyboard, I call best imitation hard keyboard find.",Positive,0.14722222222222223,0.3638888888888889
+Hacker's Keyboard,"Has real potential needs improvements. Improvements include arrows keys, ctrl, home, end keys portrait mode. Other improvements could cursor control spacebar swipe, show additional common symbols @#$%&*+ letter keys (access via long hold). Swipe features currently difficult use, autocorrect suggestions conflict symbol suggestions.",Negative,-0.195,0.655
+Hacker's Keyboard,"I downloaded I could arrow keys, works great! I'm also pleased extensive set options controlling text input works. I mind colored match ICS, take anything away functions.",Positive,0.5,0.6944444444444445
+Hacker's Keyboard,The i've Been Looking For. I've trying Find Advanced Keyboard That Supports PC Keys. I needed Because Installing Windows XP Phone Forgot I Need Keys I tried keyboard app. Controls Bad. But used app. I Successfully Installed Windows XP Phone. I Recommend Developers Download,Positive,0.15000000000000005,0.7388888888888889
+Hacker's Keyboard,"I got used keyboard originally came phone, disappointed changed system update - trying couple alternatives, I eventually found one, I love it! There many customization options full featured keyboard even includes Ctrl Alt ""keys"" (in landscape mode), still providing clean, simple interface without useless clutter many keyboards insist including.",Positive,0.16296296296296298,0.5452380952380953
+Hacker's Keyboard,"Using right now. Grows real quick. For instance displays forward slash / fit it. Again fits arrow keys, \ [ ] = autocorrect. I paid ai.type like better. ai.type swype sucks anyways. Oh damn emoji popping least expect reminiscent ms word paper clip. Maybe give new name like grown ups keyboard maybe grups like Star Trek episode.",Positive,0.15275974025974026,0.4800324675324675
+Hacker's Keyboard,"This keyboard way perfect next version emoji feature added unlike keyboards emoji user apply emojis he/she uses keyboard, pls... Developer favour adding emojis thanks. Nice keyboard though",Positive,0.44999999999999996,0.55
+Hacker's Keyboard,"It NOT autocorrect.. Most keyboards horrible this, expecting would better... Waste time... All I want keyboard arrow keys exemplary spell checking.. I NOT see spell check autocorrect. So.. Back SwiftKey",Negative,-0.04,0.4
+Hacker's Keyboard,"A pretty good full keyboard. No invasive permissions. Autocorrect bit clunky sometimes. Key presses inaccurate, often get row (have screenshot prove it), aiming bottom keys enough work around it. Would nice option force suggestions without autocorrect inputs otherwise disable (like bar).",Positive,0.31666666666666665,0.775
+Hacker's Keyboard,"Really good keyboard app, especially using emulators needing arrow keys. However two large strikes. 1. No spelling suggestions clicking typed word. 2. No swype support, may deal-breaker comes t'o messaging. A minor 3. No skin/graphical adjustment visuslly customize look keyboard far I tell.",Positive,0.19285714285714284,0.6457142857142857
+Hacker's Keyboard,"Many keyboards access way many permissions uses vibration editing user defined dictionary. With mind, access anything more, accessing internet GPS, suspicious. Also full keyboard nice touch. The thing weird name. Note, without separate download, autocorrect predictive typing work.",Positive,0.325,0.6749999999999999
+Hacker's Keyboard,"Best keyboard programming. It works like PC keyboard. Thanks giving free. Also thanks giving option change ""Ctrl-a"" (select all) ""Ctrl-Alt-a. I deleted everything mistake many times. This option helpful.",Positive,0.45999999999999996,0.4
+Hacker's Keyboard,"Love keyboard / key 5 row compact mode. Developers, supposed type urls? Please ditch :-) key add /. Would rate 5 stars instead 4 simple change. Please thank great app!",Positive,0.3333333333333333,0.7845238095238095
+Hacker's Keyboard,"WTH AFTER TODAYS UPDATE, ALL DOUBLE SPACES TURN DOTS, STOP THIS NUISANCE This brings ease, speed accuracy. Firstly provides arrow button. Beside helps keep caps lock on. This keyboard easy Keys distinctly demarcated.",Positive,0.24583333333333335,0.3666666666666667
+Hairstyles step by step,If hair I feel like good thing cuz harder stuff like hair alot really good I think best,Positive,0.575,0.37500000000000006
+Hairstyles step by step,First time beauty app. I thought simple enough I attempted anything requires three four steps yet.,Positive,0.08333333333333333,0.3968253968253968
+Hairstyles step by step,Its terrible basic boring ones worked others work since needed internet connection,Negative,-0.6666666666666666,0.7083333333333334
+Hairstyles step by step,worse app. I advice install,Negative,-0.4,0.6
+Hairstyles step by step,"Great app,clear pictures different kind hair styles I rate 5/5 I recommend",Positive,0.4666666666666666,0.75
+Hairstyles step by step,Some styles challenging time consuming end come nice,Positive,0.55,1.0
+Hairstyles step by step,I think useful u u need go party u know hairstyle wear,Positive,0.3,0.0
+Hairstyles step by step,Love amazing would love hairstyles,Positive,0.5333333333333333,0.7000000000000001
+Hairstyles step by step,I think like put hair styles,Neutral,0.0,0.0
+Hairstyles step by step,The good hairstyles I could directions,Positive,0.7,0.6000000000000001
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,I love . So many great hair styles. #you,Positive,0.6,0.6166666666666667
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,This veryyyyyyyyyyyy amazing app. It helpful,Positive,0.6000000000000001,0.9
+Hairstyles step by step,Please add more.,Positive,0.5,0.5
+Hairstyles step by step,THIS IS VERY GOOD YOU SHOULD INSTALL,Positive,0.9099999999999999,0.7800000000000001
+Hairstyles step by step,I like,Neutral,0.0,0.0
+Hairstyles step by step,Really good recommend,Positive,0.7,0.6000000000000001
+Hairstyles step by step,Easy learn amazing hairstyles!,Positive,0.5916666666666668,0.8666666666666667
+Hairstyles step by step,I like,Neutral,0.0,0.0
+Hairstyles step by step,The,Neutral,0.0,0.0
+Hairstyles step by step,I like,Neutral,0.0,0.0
+Hairstyles step by step,This good refresher,Positive,0.7,0.6000000000000001
+Hairstyles step by step,Superb nice hairstyle,Positive,0.8,1.0
+Hairstyles step by step,Its good learn,Positive,0.7,0.6000000000000001
+Hairstyles step by step,This nice .....I LOVE IT .,Positive,0.55,0.8
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,It amazing,Positive,0.6000000000000001,0.9
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,Good beginners ..,Positive,0.7,0.6000000000000001
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,good,Positive,0.7,0.6000000000000001
+Hairstyles step by step,The best,Positive,1.0,0.3
+Hairstyles step by step,Very beautiful,Positive,1.0,1.0
+Hairstyles step by step,Loved hairstyles,Positive,0.7,0.8
+Hairstyles step by step,I love,Positive,0.5,0.6
+Hairstyles step by step,It awesome,Positive,1.0,1.0
+Hairstyles step by step,Simple useful,Positive,0.15,0.17857142857142858
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,Awesome,Positive,1.0,1.0
+Hairstyles step by step,Good,Positive,0.7,0.6000000000000001
+Hairstyles step by step,Amazing,Positive,0.6000000000000001,0.9
+Hairstyles step by step,amazing,Positive,0.6000000000000001,0.9
+Hairstyles step by step,Perfect,Positive,1.0,1.0
+Hairstyles step by step,Nice,Positive,0.6,1.0
+Hairstyles step by step,Tells us step step.. So much intersting I advice girls feel bored fixing hair model install app.,Negative,-0.15,0.6
+Hairstyles step by step,Best thing ever happened. Look YouTube hairstyles simple change,Positive,0.5,0.32857142857142857
+Hairstyles step by step,It's amazing helpful..I loved ...most r useful size type hair...u love,Positive,0.525,0.5750000000000001
+Hairstyles step by step,Its good cuz like youtube serch nut gives simpele ones teaches different hairstyles good parties weddings anything trust,Positive,0.4666666666666666,0.6000000000000001
+Hairstyles step by step,"Love it. It goes step step says teach hairstyles, rather quick video cant quite catch done.",Positive,0.41666666666666663,0.55
+Hairstyles step by step,This quick easy stylish love good school weddings things trust,Positive,0.49333333333333335,0.7066666666666668
+Hairstyles step by step,Love much cause style fun easy free,Positive,0.3666666666666667,0.5266666666666667
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,Amazing I've learned braid different amazing teaches u u need know quick hair style school,Positive,0.38333333333333336,0.725
+Hairstyles step by step,I told step step great morning school,Positive,0.8,0.75
+Hairstyles step by step,I love mom tells hair lot really helps,Positive,0.35,0.4
+Hairstyles step by step,I got doll amazing,Positive,0.6000000000000001,0.9
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,This useful. I hope also install app. God bless,Positive,0.3,0.0
+Hairstyles step by step,ts best thing ever except BTS,Positive,1.0,0.3
+Hairstyles step by step,It's hard ese,Negative,-0.2916666666666667,0.5416666666666666
+Hairstyles step by step,It styles pixie haircuts,Neutral,0.0,0.0
+Hairstyles step by step,It awesome mom learning lot good u get,Positive,0.85,0.8
+Hairstyles step by step,My hair beautiful bcoz,Positive,0.85,1.0
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,So helpful want something pretty hair,Positive,0.25,1.0
+Hairstyles step by step,It fits me very well,Positive,0.2,0.3
+Hairstyles step by step,It's really help full,Positive,0.275,0.375
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,I wish like give,Neutral,0.0,0.0
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,"I like app, hairstyles easy pretty",Positive,0.3416666666666667,0.9166666666666667
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,Thank,Neutral,0.0,0.0
+Hairstyles step by step,I like,Neutral,0.0,0.0
+Hairstyles step by step,It's good learn hairdos,Positive,0.7,0.6000000000000001
+Hairstyles step by step,V still need different types hair styles,Neutral,0.0,0.6
+Hairstyles step by step,I know person made really creative,Positive,0.5,1.0
+Hairstyles step by step,Its good kids hair,Positive,0.7,0.6000000000000001
+Hairstyles step by step,This useful good .,Positive,0.5,0.30000000000000004
+Hairstyles step by step,It good,Positive,0.7,0.6000000000000001
+Hairstyles step by step,I loved much,Positive,0.44999999999999996,0.5
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,It's perfect,Positive,1.0,1.0
+Hairstyles step by step,Cute adorable also amazing,Positive,0.5333333333333333,0.9666666666666667
+Hairstyles step by step,nan,nan,nan,nan
+Hairstyles step by step,Amazing hairstyles available!!!,Positive,0.690625,0.65
+Hairstyles step by step,It's good,Positive,0.7,0.6000000000000001
+Hairstyles step by step,The best!,Positive,1.0,0.3
+Hairstyles step by step,Wow,Positive,0.1,1.0
+Hairstyles step by step,Ok,Positive,0.5,0.5
+Hairstyles step by step,It Is cute,Positive,0.5,1.0
+Hairstyles step by step,Has creative styles,Positive,0.5,1.0
+Hairstyles step by step,It nice,Positive,0.6,1.0
+Hairstyles step by step,It really useful,Positive,0.3,0.0
+Hamilton — The Official App,"This helpless satisfied, perfect huge fan like me. I love new karaoke trivia, also seeing latest updates. The things I would like see songs karaoke, least full vErsions. If add more, may I recommend songs person, like Alexander Hamilton Say No To This. Also, maybe add five questions trivia instead three? Maybe stickers well. I would love Peggy, Philip, King George III. I seeing musical Thursday really helpful see places I go well visiting! Also, HamCam really fun. I like Lafayette Peggy ones best! Great app, I really recommend Hamilton fans.",Positive,0.4147727272727273,0.5346590909090909
+Hamilton — The Official App,"Look around, look around, lucky alive right now. I love would nice entire songs available karaoke!!!",Positive,0.3714710884353742,0.6277210884353741
+Hamilton — The Official App,I love lin expected wish games news would IN would maybe go philippines cant maybe could make movie graduate college(im sorry true dont love still love though)and would stickers chose would filters ( literally defining buzzfeed snapchat insta sorry),Positive,0.10714285714285714,0.6928571428571428
+Hamilton — The Official App,The servers down...i get notifications entry new lottery Cleveland wont load let access it...,Positive,0.13636363636363635,0.45454545454545453
+Hamilton — The Official App,I love it! Only I could afford Hamilton tickets... That would enough..,Positive,0.20833333333333334,0.7000000000000001
+Hamilton — The Official App,I love,Positive,0.5,0.6
+Hamilton — The Official App,Great,Positive,0.8,0.75
+Hamilton — The Official App,nan,nan,nan,nan
+Hamilton — The Official App,I love it!!,Positive,0.78125,0.6
+Hamilton — The Official App,"This must Hamilton fan. The trivia HamCam amazing. The new karaoke feature, however, seems allow fans sing along portions select Hamilton tunes (At time review, :49 What'd I Miss, 1:05 Cabinet Battle #2, 1:30 You'll Be Back, 1:25 Helpless available. Ability sing full tracks greater choice tracks would improve this!",Positive,0.35189393939393937,0.46742424242424246
+Hamilton — The Official App,"I love trivia karaoke! But there's issues karaoke. The first issue I first karaoke, I'll it, crashes video processing, I re-do karaoke. The second issue highlights lyrics behind, whenever I sing it, always tempo, even I right, video always behind. Please fix this! Other issues, amazing works perfectly fine!",Positive,0.15065476190476193,0.4977380952380953
+Hamilton — The Official App,"I love I'm rating 3 stars whenever I want sing karaoke, closes. I've tried shutting restart nothing. Is phone? Or bug app?",Positive,0.5,0.6
+Hamilton — The Official App,"Not sure happened buggy pixel 2. The open anymore, telling I internet connection. Update: works good :)",Positive,0.2375,0.7472222222222222
+Hamilton — The Official App,Tried record karaoke shuts down. Disappointing :( EDIT: tried clear memory device like suggested. It still crashes video processing. So bummed!,Negative,-0.3451388888888889,0.5930555555555556
+Hamilton — The Official App,nan,nan,nan,nan
+Hamilton — The Official App,I've trying karaoke play seconds song I least two times nothings working phone space stuff please send email fix history eyes you!,Negative,-0.375,0.4
+Hamilton — The Official App,The songs WAY SHORT. And hardly stickers. It tells NOTHING actually play cast members.,Negative,-0.09722222222222222,0.31388888888888883
+Hamilton — The Official App,The working least week. There's loading circle,Negative,-0.3,0.4
+Hamilton — The Official App,Such great app...gives great information helps keep track opportunities see show!,Positive,0.6,0.6666666666666666
+Hamilton — The Official App,A must-have Hamilfans alike!,Neutral,0.0,0.0
+Hamilton — The Official App,Hh H H H H,Neutral,0.0,0.0
+Hamilton — The Official App,"The mostly great, I keep issues trivia. Each time I try play three daily trivia questions, automatically tells time first question soon loads. I've tried reinstalling, keeps happening.",Positive,0.35000000000000003,0.3611111111111111
+Hamilton — The Official App,"I think work. I've installed twice, let enter lottery.",Neutral,0.0,0.0
+Hamilton — The Official App,Wiped settings update logged back in. Works now.,Neutral,0.0,0.0
+Hamilton — The Official App,Download tonight's (June 4th) new update supposed fix loading screen. But didn't,Positive,0.13636363636363635,0.45454545454545453
+Hamilton — The Official App,UPDATE: Uninstalled installed updated version working again. Thanks! ________________ working. Going try upload again.,Positive,0.25,0.2
+Hamilton — The Official App,Download work.,Neutral,0.0,0.0
+Hamilton — The Official App,The loaded week.,Neutral,0.0,0.0
+Hamilton — The Official App,nan,nan,nan,nan
+Hamilton — The Official App,Love LOVE show.,Positive,0.5,0.6
+Hamilton — The Official App,I loved show entering everyday months havent anything. The trivia questions fun 3 day? I wish bit justify taking much space phone. I wont delete chance take 10 year old son whos never seen show sings every song loves soundtrack much. But doesnt even open. I reinstall see happens exciting either way. So unless ur obsessed show would anything chance see show isnt worth having.,Positive,0.14,0.45999999999999996
+Hamilton — The Official App,"The update simply gone wrong. I try open takes irritating screen spinning circle, I think seriously needs fixed I can't simply open app. And internet, says. Tried re-downloading even download. Very disappointed.",Negative,-0.2635416666666667,0.6123511904761905
+Hamilton — The Official App,"hangs, can't connect. Noticed people asked lottery odds number winner's per day Hamilton seem reluctant answer... Why I wonder?",Neutral,0.0,0.0
+Hamilton — The Official App,Have uninstall/install every single day. It give notifications let open app. It keeps saying 'cant connect server'. It appears solution re-install.,Negative,-0.03571428571428571,0.35714285714285715
+Hamilton — The Official App,"It's hard enough trying beat odds win ticket lottery, since recent update there's added lottery trying get load, odds stacked ticket lottery itself. Seems I'll never get ticket, despite told ""It's matter time"" daily basis, is, recently, I can't even get far anymore.",Positive,0.0869047619047619,0.4202380952380952
+Hamilton — The Official App,Oh no! The update terrible!! Now open. Says Hamilton servers can't reached. Please fix ASAP!!! I've turned phone back improvement. Help!! Normally super fun app!,Negative,-0.05833333333333335,0.47333333333333333
+Hamilton — The Official App,nan,nan,nan,nan
+Hamilton — The Official App,"The latest update totally broke app. It says unable connect servers whether I'm wifi mobile data. Uninstalling, updating play services, etc help.",Neutral,0.0,0.7166666666666667
+Hamilton — The Official App,"suddenly working, start says can't connect Hamilton servers. Latest play services, rebooted still nothing. This Pixel 2XL latest Android 8.1.0",Positive,0.3333333333333333,0.7666666666666666
+Hamilton — The Official App,It work 5 days (I waiting see long would take fix itself) nothing happened I reinstalled better :),Positive,0.31666666666666665,0.6333333333333333
+Hangouts,"Doesn't update other's profile pictures. My friend updated profile picture many times, loads fine PC. On phone, displays picture 2016.",Positive,0.2638888888888889,0.4583333333333333
+Hangouts,I much luck far,Positive,0.15000000000000002,0.6
+Hangouts,I can't it.I keep opening app.,Neutral,0.0,0.0
+Hangouts,Love it. Wish way share mp3s,Positive,0.5,0.6
+Hangouts,I'm using easy,Positive,0.43333333333333335,0.8333333333333334
+Hangouts,Meh gud Effie ok 50/50,Positive,0.5,0.5
+Hangouts,A nice messaging kids☻☻,Positive,0.6,1.0
+Hangouts,It amazing!,Positive,0.7500000000000001,0.9
+Hangouts,Suggesting make option available video calls entirely contacts individual contacts,Positive,0.13333333333333333,0.4749999999999999
+Hangouts,Is gray,Neutral,0.0,0.0
+Hangouts,many underage people,Positive,0.5,0.5
+Hangouts,cool,Positive,0.35,0.65
+Hangouts,Nice,Positive,0.6,1.0
+Hangouts,My video call work,Neutral,0.0,0.0
+Hangouts,Need better contact control,Positive,0.5,0.5
+Hangouts,"I truly love App, free chat.",Positive,0.45,0.7
+Hangouts,I like,Neutral,0.0,0.0
+Hangouts,nan,nan,nan,nan
+Hangouts,"I don't know showed don't want done, terrible reception & jams without signal",Negative,-1.0,1.0
+Hangouts,Tried video calling calling didn't work u cant see person hear ...,Neutral,0.0,0.0
+Hangouts,Very fast simple messenger,Positive,0.13,0.5685714285714286
+Hangouts,It's amazing,Positive,0.6000000000000001,0.9
+Hangouts,nan,nan,nan,nan
+Hangouts,Great,Positive,0.8,0.75
+Hangouts,nan,nan,nan,nan
+Hangouts,"Hey creators google hangouts ! Im sure seen friends message thought sure time leave review, dank egg. As friend adressed really missing cowboy ape sticker emojis. We stickers quite frequently feel important apes cowboys included wonderous app, love would much better apes cowboys, thanks epic",Positive,0.2888888888888889,0.5364197530864199
+Hangouts,"Hangouts amazing pretty much superior similar system. Aside occasional bugs (which might fault), I absolutely love it. Edit 2/16/18: recently Hangouts lagging bugging out. I'm sure I've taken review 3 stars that. Some time later: sorry phone's fault. It works like dream. 5 stars. Simply great.",Positive,0.25909090909090904,0.6194444444444444
+Hangouts,"The good parts below; right bad parts. The new update open tap notification. Before (i know now) group messages; would come across messages different people. Now good: I used hangouts long time. Even I actual phone (Google Voice ""phone""). I liked last major update (sometime last year) ties great actual messaging. Definitely good",Positive,0.20216112012987014,0.4587662337662337
+Hangouts,"This great app. N thank that. But yeah. It issues. Like last seen. The user might inactive 10 minutes shows active now. N second issue, someone read message not. It clear. N thirdly finally 'typing' icon sometimes work sometimes doesn't. Please fix this. Without issues. This perfect. Thanks.",Positive,0.24583333333333332,0.5
+Hangouts,"There issue OnePlus devices. While video call speaker, opposite person hears voice back speaking. I tested many OnePlus devices multiple high speed 4G networks broadband plan. Pls take look this. This issue thr long time.",Positive,0.10166666666666667,0.24
+Hangouts,The fact can't delete individual message without deleting entire thread insanity. People asking delete button FOR YEARS. Not entire thread simply individual messages. What reason simply wanting please customers; would ignore basic request feature standard every single online messaging ever?,Negative,-0.008928571428571428,0.34330357142857143
+Hangouts,"I love everything app! The thing I'd like see would ability delete/hide pictures another party. Sometimes I want see certain picture person sent I want rude ask delete it. If there's way could possibly fixed, it'd lifesaver!",Positive,0.1660714285714286,0.4928571428571428
+Hangouts,Doesn't work me... A friend suggested Hangouts tried using it. My friend installed well everytime I'm trying send message says hangouts says h signed in. Please tell know really good want it. Please help me.,Positive,0.7,0.6000000000000001
+Hangouts,"I get really good, today reason, let on, keeps say hangouts unfortunately stopped. I know why. I still cannot get app, someone please help me, check see I still account dating site. Thank Debbie Allred",Positive,0.09999999999999998,0.8
+Hangouts,"Hangouts still alright. The Project Fi integration useful, that's it. It severely underperforms. It chops text multiple texts receiver piece together. And worse that, MMS terribly compressed. Trying send link? Forget it. If slightly long, Hangouts break link divides single text multiple texts. This ton potential, failed keep up.",Negative,-0.19126984126984128,0.3904761904761905
+Hangouts,nan,nan,nan,nan
+Hangouts,"Really buggy compared popular within category. Calls often often gets stuck. After already picked call notification ringing often. Call quality ok. Attachments take forever send, videos (just seconds) taken Hangouts pending dozen minutes, really slow comparing ant messenger.",Positive,0.25,0.5
+Hangouts,Hi Google hangouts user self started worded fine me. If updated Resently keep updating beaces might help future app. But also check mobile data Internet connection may cut out. Butif work uninstall reinstall again. If friend issue tell help try somthing else know think work ok Ok Thanks,Positive,0.32333333333333336,0.365
+Hangouts,"Hangouts fantastic messaging calls seriously lacking quality. Very glitchy, video audio cut regularly make difficult understand another call. Other weird glitches regular occurrence well, like ringing sound continuing ring even call answered begun talking. Very frustrating.",Negative,-0.09783333333333333,0.579551282051282
+Hangouts,I'm wondering someone would instead making regular phone calls regular sms texting phone. I see boyfriend downloaded phone. He recently put phone plan I could see calls cheated. And thing I could think cheat paper trail. Am I correct? When I asked pretends hear says I it. And erase delete call logs text messages there's way knowing talking to?,Neutral,0.0,0.1346153846153846
+Hangouts,Hey possible fo add 'delete message' long press? I keep forgetting turn history pissed cause I'm scared dad might look phone yell me.. So PLEASE! Add 'delete message',Negative,-0.03125,0.7
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,I can't it.I keep opening app.,Neutral,0.0,0.0
+Hangouts,Love it. Wish way share mp3s,Positive,0.5,0.6
+Hangouts,I'm using easy,Positive,0.43333333333333335,0.8333333333333334
+Hangouts,Meh gud Effie ok 50/50,Positive,0.5,0.5
+Hangouts,A nice messaging kids☻☻,Positive,0.6,1.0
+Hangouts,It amazing!,Positive,0.7500000000000001,0.9
+Hangouts,Suggesting make option available video calls entirely contacts individual contacts,Positive,0.13333333333333333,0.4749999999999999
+Hangouts,Is gray,Neutral,0.0,0.0
+Hangouts,many underage people,Positive,0.5,0.5
+Hangouts,cool,Positive,0.35,0.65
+Hangouts,Nice,Positive,0.6,1.0
+Hangouts,My video call work,Neutral,0.0,0.0
+Hangouts,Need better contact control,Positive,0.5,0.5
+Hangouts,"I truly love App, free chat.",Positive,0.45,0.7
+Hangouts,I like,Neutral,0.0,0.0
+Hangouts,nan,nan,nan,nan
+Hangouts,"I don't know showed don't want done, terrible reception & jams without signal",Negative,-1.0,1.0
+Hangouts,Tried video calling calling didn't work u cant see person hear ...,Neutral,0.0,0.0
+Hangouts,Very fast simple messenger,Positive,0.13,0.5685714285714286
+Hangouts,It's amazing,Positive,0.6000000000000001,0.9
+Hangouts,To new review!,Positive,0.17045454545454544,0.45454545454545453
+Hangouts,Great,Positive,0.8,0.75
+Hangouts,Good,Positive,0.7,0.6000000000000001
+Hangouts,"Hey creators google hangouts ! Im sure seen friends message thought sure time leave review, dank egg. As friend adressed really missing cowboy ape sticker emojis. We stickers quite frequently feel important apes cowboys included wonderous app, love would much better apes cowboys, thanks epic",Positive,0.2888888888888889,0.5364197530864199
+Hangouts,"Hangouts amazing pretty much superior similar system. Aside occasional bugs (which might fault), I absolutely love it. Edit 2/16/18: recently Hangouts lagging bugging out. I'm sure I've taken review 3 stars that. Some time later: sorry phone's fault. It works like dream. 5 stars. Simply great.",Positive,0.25909090909090904,0.6194444444444444
+Hangouts,"The good parts below; right bad parts. The new update open tap notification. Before (i know now) group messages; would come across messages different people. Now good: I used hangouts long time. Even I actual phone (Google Voice ""phone""). I liked last major update (sometime last year) ties great actual messaging. Definitely good",Positive,0.20216112012987014,0.4587662337662337
+Hangouts,"This great app. N thank that. But yeah. It issues. Like last seen. The user might inactive 10 minutes shows active now. N second issue, someone read message not. It clear. N thirdly finally 'typing' icon sometimes work sometimes doesn't. Please fix this. Without issues. This perfect. Thanks.",Positive,0.24583333333333332,0.5
+Hangouts,"There issue OnePlus devices. While video call speaker, opposite person hears voice back speaking. I tested many OnePlus devices multiple high speed 4G networks broadband plan. Pls take look this. This issue thr long time.",Positive,0.10166666666666667,0.24
+Hangouts,The fact can't delete individual message without deleting entire thread insanity. People asking delete button FOR YEARS. Not entire thread simply individual messages. What reason simply wanting please customers; would ignore basic request feature standard every single online messaging ever?,Negative,-0.008928571428571428,0.34330357142857143
+Hangouts,"I love everything app! The thing I'd like see would ability delete/hide pictures another party. Sometimes I want see certain picture person sent I want rude ask delete it. If there's way could possibly fixed, it'd lifesaver!",Positive,0.1660714285714286,0.4928571428571428
+Hangouts,Doesn't work me... A friend suggested Hangouts tried using it. My friend installed well everytime I'm trying send message says hangouts says h signed in. Please tell know really good want it. Please help me.,Positive,0.7,0.6000000000000001
+Hangouts,"I get really good, today reason, let on, keeps say hangouts unfortunately stopped. I know why. I still cannot get app, someone please help me, check see I still account dating site. Thank Debbie Allred",Positive,0.09999999999999998,0.8
+Hangouts,"Hangouts still alright. The Project Fi integration useful, that's it. It severely underperforms. It chops text multiple texts receiver piece together. And worse that, MMS terribly compressed. Trying send link? Forget it. If slightly long, Hangouts break link divides single text multiple texts. This ton potential, failed keep up.",Negative,-0.19126984126984128,0.3904761904761905
+Hangouts,"Uhm fine all. But u never video call people though sometimes I cant hear noise all. Sometimes im messaging gliches quite bit kicks out! I wish I could also delete messages here. Oh I kidding, I rated 2. :/",Positive,0.13541666666666669,0.75
+Hangouts,"Really buggy compared popular within category. Calls often often gets stuck. After already picked call notification ringing often. Call quality ok. Attachments take forever send, videos (just seconds) taken Hangouts pending dozen minutes, really slow comparing ant messenger.",Positive,0.25,0.5
+Hangouts,Hi Google hangouts user self started worded fine me. If updated Resently keep updating beaces might help future app. But also check mobile data Internet connection may cut out. Butif work uninstall reinstall again. If friend issue tell help try somthing else know think work ok Ok Thanks,Positive,0.32333333333333336,0.365
+Hangouts,"Hangouts fantastic messaging calls seriously lacking quality. Very glitchy, video audio cut regularly make difficult understand another call. Other weird glitches regular occurrence well, like ringing sound continuing ring even call answered begun talking. Very frustrating.",Negative,-0.09783333333333333,0.579551282051282
+Hangouts,Hey possible fo add 'delete message' long press? I keep forgetting turn history pissed cause I'm scared dad might look phone yell me.. So PLEASE! Add 'delete message',Negative,-0.03125,0.7
+Hangouts,"Doesn't update other's profile pictures. My friend updated profile picture many times, loads fine PC. On phone, displays picture 2016.",Positive,0.2638888888888889,0.4583333333333333
+Hangouts,I much luck far,Positive,0.15000000000000002,0.6
+Hangouts,nan,nan,nan,nan
+Hangouts,I can't it.I keep opening app.,Neutral,0.0,0.0
+Hangouts,Love it. Wish way share mp3s,Positive,0.5,0.6
+Hangouts,I'm using easy,Positive,0.43333333333333335,0.8333333333333334
+Hangouts,Meh gud Effie ok 50/50,Positive,0.5,0.5
+Hangouts,A nice messaging kids☻☻,Positive,0.6,1.0
+Hangouts,It amazing!,Positive,0.7500000000000001,0.9
+Hangouts,Suggesting make option available video calls entirely contacts individual contacts,Positive,0.13333333333333333,0.4749999999999999
+Hangouts,Is gray,Neutral,0.0,0.0
+Hangouts,many underage people,Positive,0.5,0.5
+Hangouts,nan,nan,nan,nan
+Hangouts,Nice,Positive,0.6,1.0
+Hangouts,My video call work,Neutral,0.0,0.0
+Hangouts,Need better contact control,Positive,0.5,0.5
+Hangouts,nan,nan,nan,nan
+Hangouts,I like,Neutral,0.0,0.0
+Hangouts,nan,nan,nan,nan
+Hangouts,"I don't know showed don't want done, terrible reception & jams without signal",Negative,-1.0,1.0
+Hangouts,nan,nan,nan,nan
+Hangouts,Very fast simple messenger,Positive,0.13,0.5685714285714286
+Hangouts,It's amazing,Positive,0.6000000000000001,0.9
+Hangouts,To new review!,Positive,0.17045454545454544,0.45454545454545453
+Hangouts,Great,Positive,0.8,0.75
+Hangouts,nan,nan,nan,nan
+Hangouts,"Hey creators google hangouts ! Im sure seen friends message thought sure time leave review, dank egg. As friend adressed really missing cowboy ape sticker emojis. We stickers quite frequently feel important apes cowboys included wonderous app, love would much better apes cowboys, thanks epic",Positive,0.2888888888888889,0.5364197530864199
+Hangouts,"Hangouts amazing pretty much superior similar system. Aside occasional bugs (which might fault), I absolutely love it. Edit 2/16/18: recently Hangouts lagging bugging out. I'm sure I've taken review 3 stars that. Some time later: sorry phone's fault. It works like dream. 5 stars. Simply great.",Positive,0.25909090909090904,0.6194444444444444
+Hangouts,"The good parts below; right bad parts. The new update open tap notification. Before (i know now) group messages; would come across messages different people. Now good: I used hangouts long time. Even I actual phone (Google Voice ""phone""). I liked last major update (sometime last year) ties great actual messaging. Definitely good",Positive,0.20216112012987014,0.4587662337662337
+Hangouts,"This great app. N thank that. But yeah. It issues. Like last seen. The user might inactive 10 minutes shows active now. N second issue, someone read message not. It clear. N thirdly finally 'typing' icon sometimes work sometimes doesn't. Please fix this. Without issues. This perfect. Thanks.",Positive,0.24583333333333332,0.5
+Hangouts,"There issue OnePlus devices. While video call speaker, opposite person hears voice back speaking. I tested many OnePlus devices multiple high speed 4G networks broadband plan. Pls take look this. This issue thr long time.",Positive,0.10166666666666667,0.24
+Hangouts,nan,nan,nan,nan
+Hangouts,"I love everything app! The thing I'd like see would ability delete/hide pictures another party. Sometimes I want see certain picture person sent I want rude ask delete it. If there's way could possibly fixed, it'd lifesaver!",Positive,0.1660714285714286,0.4928571428571428
+Hangouts,Doesn't work me... A friend suggested Hangouts tried using it. My friend installed well everytime I'm trying send message says hangouts says h signed in. Please tell know really good want it. Please help me.,Positive,0.7,0.6000000000000001
+Hangouts,"I get really good, today reason, let on, keeps say hangouts unfortunately stopped. I know why. I still cannot get app, someone please help me, check see I still account dating site. Thank Debbie Allred",Positive,0.09999999999999998,0.8
+Hangouts,"Hangouts still alright. The Project Fi integration useful, that's it. It severely underperforms. It chops text multiple texts receiver piece together. And worse that, MMS terribly compressed. Trying send link? Forget it. If slightly long, Hangouts break link divides single text multiple texts. This ton potential, failed keep up.",Negative,-0.19126984126984128,0.3904761904761905
+Hangouts,"Uhm fine all. But u never video call people though sometimes I cant hear noise all. Sometimes im messaging gliches quite bit kicks out! I wish I could also delete messages here. Oh I kidding, I rated 2. :/",Positive,0.13541666666666669,0.75
+Hangouts,"Really buggy compared popular within category. Calls often often gets stuck. After already picked call notification ringing often. Call quality ok. Attachments take forever send, videos (just seconds) taken Hangouts pending dozen minutes, really slow comparing ant messenger.",Positive,0.25,0.5
+Hangouts,Hi Google hangouts user self started worded fine me. If updated Resently keep updating beaces might help future app. But also check mobile data Internet connection may cut out. Butif work uninstall reinstall again. If friend issue tell help try somthing else know think work ok Ok Thanks,Positive,0.32333333333333336,0.365
+Hangouts,"Doesn't update other's profile pictures. My friend updated profile picture many times, loads fine PC. On phone, displays picture 2016.",Positive,0.2638888888888889,0.4583333333333333
+Hangouts,Suggesting make option available video calls entirely contacts individual contacts,Positive,0.13333333333333333,0.4749999999999999
+Hangouts,I much luck far,Positive,0.15000000000000002,0.6
+Hangouts,I can't it.I keep opening app.,Neutral,0.0,0.0
+Hangouts,I'm using easy,Positive,0.43333333333333335,0.8333333333333334
+Hangouts,It amazing!,Positive,0.7500000000000001,0.9
+Hangouts,Meh gud Effie ok 50/50,Positive,0.5,0.5
+Hangouts,many underage people,Positive,0.5,0.5
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Hangouts Dialer - Call Phones,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,I absolutely love recommend everyone. I struggle adult ADHD helps tremendously! It allows relax live present moment (mindfulness) instead constantly thinking what's next to-do list. I can't express much I love app! I believe Hapify benefit anyone's life.,Positive,0.22225378787878786,0.4166666666666667
+Happify,I give stars bugs worked out. I really love far games often get stuck loading screen. I'm also fan price-I think high.,Positive,0.25333333333333335,0.7133333333333334
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,nan,nan,nan,nan
+Happify,It let continue,Neutral,0.0,0.0
+Happify,Useful helping flourish better,Positive,0.4,0.25
+Happy Birthday Songs Offline,This best birthdays I know many people love thank much,Positive,0.55,0.39999999999999997
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,good please install the enjoy personal videos thanks Google play store,Positive,0.325,0.4
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,waste app,Negative,-0.2,0.0
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,Good easily send birthday wishes I like,Positive,0.5666666666666667,0.7166666666666668
+Happy Birthday Songs Offline,Not bad .. dont u add features like adding names ..fotos .. :),Positive,0.42499999999999993,0.8333333333333333
+Happy Birthday Songs Offline,Install good app easy play songs,Positive,0.5666666666666667,0.7166666666666668
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,To music downloaded,Neutral,0.0,0.0
+Happy Birthday Songs Offline,Nice,Positive,0.6,1.0
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,Super,Positive,0.3333333333333333,0.6666666666666666
+Happy Birthday Songs Offline,Its nice .. easy,Positive,0.5166666666666666,0.9166666666666667
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,Not bad,Positive,0.3499999999999999,0.6666666666666666
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,Its easy know hassels,Positive,0.43333333333333335,0.8333333333333334
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,Wow love,Positive,0.3,0.8
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,It easy install.,Positive,0.43333333333333335,0.8333333333333334
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,Waste,Negative,-0.2,0.0
+Happy Birthday Songs Offline,Nice,Positive,0.6,1.0
+Happy Birthday Songs Offline,nan,nan,nan,nan
+Happy Birthday Songs Offline,Nice,Positive,0.6,1.0
+Happy Fruits Bomb - Cube Blast,"I liked game lot I reached level 41 melon fields stage. It gives 60 turns beat it, soon I reach 52 moves quits me. Everytime, frustrating!",Negative,-0.10000000000000002,0.7000000000000001
+Happy Fruits Bomb - Cube Blast,Very cute elephant gets boring quick repetitive levels. Especially since 3 ways poked make count. Good game.,Positive,0.004761904761904753,0.6785714285714286
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,Cheats!!! Your buttons stick point timed out. Had others try & talked thing happened them. DELETE,Neutral,0.0,0.0
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,used 2.5 gb background data four days causing costly overage,Neutral,0.0,0.0
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,"It's OK games ON, others impossible win the timer clocks.",Positive,0.21111111111111114,0.6333333333333333
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,"I tried before,. You still suck eggs !!!! I hate game ?",Negative,-0.6000000000000001,0.65
+Happy Fruits Bomb - Cube Blast,Deleting I can't complete level progress. Very sad!!,Negative,-0.45,0.7
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,Fun Best match three game ever. Love graphics sound elephants split blocks. All I say awesome. Job well done.,Positive,0.4666666666666666,0.48333333333333334
+Happy Fruits Bomb - Cube Blast,Just ok fun game,Positive,0.13333333333333333,0.3666666666666667
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,Why game need access photos videos ?,Negative,-0.4,0.4
+Happy Fruits Bomb - Cube Blast,This games fun I wish u could play players.,Positive,0.3,0.2
+Happy Fruits Bomb - Cube Blast,Just another match 3 game,Negative,-0.4,0.4
+Happy Fruits Bomb - Cube Blast,"Very addictive, fun.",Positive,0.15,0.6
+Happy Fruits Bomb - Cube Blast,Most time respond,Positive,0.5,0.5
+Happy Fruits Bomb - Cube Blast,When new updates come,Positive,0.13636363636363635,0.45454545454545453
+Happy Fruits Bomb - Cube Blast,Can't connect with Facebook,Neutral,0.0,0.0
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,This game addictive. I love want,Positive,0.033333333333333326,0.6333333333333333
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,Shah Green Park,Negative,-0.2,0.3
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,Anita,Neutral,0.0,0.0
+Happy Fruits Bomb - Cube Blast,I love game!,Neutral,0.0,0.5
+Happy Fruits Bomb - Cube Blast,addictive & good play !,Positive,0.4375,0.75
+Happy Fruits Bomb - Cube Blast,love,Positive,0.5,0.6
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,fun!,Positive,0.375,0.2
+Happy Fruits Bomb - Cube Blast,love games,Positive,0.5,0.6
+Happy Fruits Bomb - Cube Blast,nan,nan,nan,nan
+Happy Fruits Bomb - Cube Blast,Boring,Negative,-1.0,1.0
+Happy Street,The reason I give game 5 star review I installed played game could get free flooz I never got reward. I contacted tech support everything I never got anything. Support responded told I received flooz even though I didn't. Other game great. Its cute nice characters. The graphics great overall fun game play,Positive,0.1395833333333333,0.5395833333333334
+Happy Street,nan,nan,nan,nan
+Happy Street,nan,nan,nan,nan
+Happy Street,I problem I open add fills whole screen x closes screen opens game page store. I LG phone I'm sure model hope fix really quite annoying. Other game fun really good time killer.,Positive,0.01749999999999998,0.48638888888888887
+Happy Street,nan,nan,nan,nan
+Happy Street,"Every time I open app, ad. My option ad, dismiss it. The ad closes app, causing reopen app, causing scenario repeat again. Short answer, can't play ads.",Neutral,0.0,0.4
+Happy Street,nan,nan,nan,nan
+Happy Street,"My game data disappeared. My data supposed saved Facebook I login whenever I connect it. My street load. I've waste much time money game. The game really fun play, I data back star",Negative,-0.1285714285714286,0.22857142857142856
+Happy Street,nan,nan,nan,nan
+Happy Street,nan,nan,nan,nan
+Happy Street,"I editing previous review game become boring. I seen anything new long time, I streets. Most friends level 60+ rarely play. I ask help. It died vine!",Negative,-0.08647186147186146,0.5458874458874459
+Happy Street,nan,nan,nan,nan
+Happy Street,I used play game back 4 years ago I enjoyed alot. I got back reason rate low I hate adds keeps popping. Before there's adds. Now everytime.,Negative,-0.11666666666666668,0.38333333333333336
+Happy Street,"I really want like game, keeps frustrating glitches im finally uninstalling it. Generally adds dont bother many way close opening dropping page, sometimes crashes game too. And today 3 buildings disappeared, re-opening many time checking updates still gone. This game potential unplayable.",Negative,-0.06818181818181819,0.5909090909090909
+Happy Street,nan,nan,nan,nan
+Happy Street,"I love game super fun cute, wish actual mini games could play anytime get rewards for. Maybe story missions actual adventure quests send certain characters could certain attributes make qualified certain tasks, etc. Otherwise much like game would like see potential grow even addictive game.",Positive,0.08507936507936507,0.5120634920634921
+Happy Street,"Overall cute game! Meet cute characters, build little village, make money, fun! I love creativity game gives well chance get inspiration. You wait create things overall, sweet game play pass time.",Positive,0.06704545454545453,0.4681818181818183
+Happy Street,nan,nan,nan,nan
+Happy Street,nan,nan,nan,nan
+Happy Street,I played game I'm addicted it... hubby thinks I'm crazy. Problem themes tab load HTC One V I can't finish question. :-( please fix it.,Negative,-0.5375,0.725
+Happy Street,"hey, recently noticed buildings disappeared main street there. Can help fix it?",Positive,0.08333333333333333,0.29166666666666663
+Happy Street,nan,nan,nan,nan
+Happy Street,nan,nan,nan,nan
+Happy Street,This fun way kill time. I also like easy buy/make buildings complete goals without spending real money. :),Positive,0.3066666666666667,0.5466666666666666
+Happy Street,"After connecting Facebook constantly asks post timeline. And dismissing it, comes right back I close reopen stops popping up. Also can't close advertisements since they're ridiculously blown size choice it.",Negative,-0.011904761904761904,0.46726190476190477
+Happy Street,Everytime I forget login sort issues quick take care problem. Fun game play meditate to.,Positive,0.07777777777777777,0.3666666666666667
+Happy Street,nan,nan,nan,nan
+Happy Street,nan,nan,nan,nan
+Happy Street,"I could type first time typingi this... Anyways daughter loves game wishes people could play fun it, loves game thank much whoever made amazing! I send luck way!",Positive,0.14791666666666667,0.4055555555555556
+Happy Street,nan,nan,nan,nan
+Happy Street,nan,nan,nan,nan
+Happy Street,"I LOVE THIS GAME! I've playing since July 2013 never gets boring, tons fun! Godzilab five star tech support also! I do, however, wish Godzilab would offer long-time players!",Negative,-0.103515625,0.55
+Happy Street,nan,nan,nan,nan
+Happy Street,I could give 5 stars update add new mini games like Happy Pet story..so earn fl oz watching videos time.,Positive,0.4681818181818182,0.7272727272727273
+Happy Street,I like game lot I've played since forever phones tablets I've never gotten farther mountains time I'm determined to!,Negative,-0.5,0.4
+Happy Street,nan,nan,nan,nan
+Happy Street,"My review got removed? Or least, newest one, went back ""I love it"" back 2014 um.. what's happening reviews getting removed?",Positive,0.05,0.25
+Happy Street,"Quite entertaining, cute graphics, time consuming Add id friend : yaapyaa",Positive,0.5,0.85
+Happy Street,I played ago phone ruined. Im glad new phone play!!!!,Positive,0.41645951704545453,0.7272727272727273
+Happy Street,"Great game, played years ago decided start fresh. Still hold up. Super cute charming way kill time.",Positive,0.37222222222222223,0.7194444444444444
+Harkins Theatres,It never opened. It's worthless. Tried uninstalling multiple times result.,Negative,-0.4,0.45
+Harkins Theatres,Too new rate,Positive,0.13636363636363635,0.45454545454545453
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,It open Android phone,Neutral,0.0,0.5
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,This junk sends elsewhere purchase ticket! I give info I go another site create another account buy damn tickets! Ridiculous! Integrate love God! Just unnecessary grief. Made hate hate Harkins making like that.,Negative,-0.43194444444444446,0.75
+Harkins Theatres,I've tried twice became frustrated it. It timed out...the color available seats vs sold seats obvious first glance....also I sure direction screen located.,Positive,0.09000000000000001,0.4644444444444444
+Harkins Theatres,"Does work phone. Locks up. Needs fixed, I problem.",Positive,0.1,0.2
+Harkins Theatres,"I app, stopped working, kept kicking out. I reinstalled & Its thing.",Neutral,0.0,0.0
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,I able get work kicks every time . This needs fixed soon possible .,Positive,0.19999999999999998,0.6083333333333333
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,All terrible lies best thing ever but... HATERS GONNA HATE,Negative,-0.26666666666666666,0.7333333333333334
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,Terrible app. At first I problem sudden stopped working! This needs fixed ASAP!!!!!,Negative,-0.1112060546875,0.5083333333333333
+Harkins Theatres,"Remove annoying ""Are sure want exit app"" message. I growed enuff knows I wants leave app.",Negative,-0.03333333333333335,0.6296296296296297
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,All sudden stopped working,Neutral,0.0,0.5
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,It's okay,Positive,0.5,0.5
+Harkins Theatres,I love,Positive,0.5,0.6
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,Can't really anything check movie times. I hoping able reserved seating Harkins gift card option hoping see improvement soon point app.,Positive,0.35,0.4125
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,Fix app!!! How many complaints get get asses fix damn app?!?!,Positive,0.78125,0.5
+Harkins Theatres,"Craptastic piece junk app. Doesn't work nothing! But, might get discount anyway see works. If Harkins paid this, got hosed. If intern seems right.",Positive,0.2857142857142857,0.5357142857142857
+Harkins Theatres,Love app. Use time. Never problem it.,Positive,0.5,0.6
+Harkins Theatres,"Unable all. Have awards number, phone number two passwords cant buy tickets. STUPID.",Negative,-0.6499999999999999,0.75
+Harkins Theatres,"When signing says please confirm password second password input, I can't even sign awards.",Neutral,0.0,0.0
+Harkins Theatres,dine look movies far. I hope learn more.,Positive,0.3,0.75
+Harkins Theatres,nan,nan,nan,nan
+Harkins Theatres,The old better sucks,Positive,0.09999999999999999,0.3333333333333333
+Harry Potter: Hogwarts Mystery,"Really, SO Fun! It sucks waiting energy, I mean option buy coins & spend various things including wait, free play RPG games days. However, like HP & little games I would definitely recommend game.",Negative,-0.053125,0.48593749999999997
+Harry Potter: Hogwarts Mystery,"Be careful spend lot gold. You need progress story. I made mistake spending much pay real money buy some. If happen I would give five stars. Graphics look nice (even things overlap other) storyline bit intriguing. It's fun self Hogwarts, like living childhood dream.",Positive,0.19642857142857145,0.49642857142857144
+Harry Potter: Hogwarts Mystery,I love game. Wish energy would acquired faster instead wait 4 minutes. Wish given option switch houses within first year slytherin house like I merula lackeys would gryffindor instead house make since. Wish chapters would done quicker friend waiting end year 4 nothing do. Also wish game available tablets well.,Positive,0.06999999999999999,0.42666666666666664
+Harry Potter: Hogwarts Mystery,"The story great, graphics good, gameplay enjoyable. The way classes run slow make sense. And needs fun activities waiting energy reload. And activities like drinking butterbeer friends options actually learn friends things over. And hidden energy crystals find. Also sorted house instead choosing it. And choices make actually impact story, choices seem impact all.",Positive,0.22916666666666666,0.38541666666666674
+Harry Potter: Hogwarts Mystery,"It would far better could play 30 seconds time wait hour half energy refill play another 30 seconds. Otherwise sit around 4 minutes get energy point get low. The whole pay garage even though cheap. I suggest changing get every 2 minutes instead every 4 or, even better, make paid version away microtransactions gives every 1 minute.",Positive,0.21904761904761902,0.5095238095238095
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,"What kind game asks review paywalls you? This thats what! When HP series gonna get real game? Fanbois get fix content, thats great wanna pay already seen AGAIN. The repeating world Harry Potter.",Positive,0.07499999999999998,0.6625000000000001
+Harry Potter: Hogwarts Mystery,"Clearly, even though gotten MANY negative reviews; decided nothing make actual game. All tap, wait. Tap wait. That's all. And storyline characters seem forced! Nothing, NOTHING good app. All way Jam City make money. Please, waste time rubbish.",Positive,0.003124999999999982,0.32291666666666663
+Harry Potter: Hogwarts Mystery,"There much downtime game. It takes seconds energy points way acquire paying waiting. Having something players interact wait would nice. Other that, graphics great story-line seems good, far.",Positive,0.26785714285714285,0.6178571428571429
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,A game amazing potential blocked wait hours continue story line. It's bad enough wait long energy refills energy gone mere 30 seconds. It honestly feels like devs want us play game.,Negative,-0.09444444444444443,0.6296296296296297
+Harry Potter: Hogwarts Mystery,"okay SO satisfying whoever loves HP universe. however there's still things. it'd wonderful u could actually play full 3d, meaning zoom in/out universe, whole scenes could larger filled something. obviously it'd make game weight slightly larger I guess worthy it.",Positive,0.2402777777777778,0.6125000000000002
+Harry Potter: Hogwarts Mystery,"I really like game. The storyline intriguing. Waiting energy sucks though. At least make max more. 25 enough, 30 ish would much better. Maybe make delay shorter too! Something like 2.5 minutes would nice. Overall nice game, decent graphics.",Positive,0.12243589743589746,0.4820512820512821
+Harry Potter: Hogwarts Mystery,"Okay. This pretty good game. But considering fact wait forever refill energy, fact need energy ANYTHING game, makes want delete it.. also option end lesson passed however many stars need.",Positive,0.19166666666666665,0.5666666666666667
+Harry Potter: Hogwarts Mystery,Glitchy app. You energy wait recharge complete tasks. Energy takes long time refill sometimes progress lost like server record done. Also loses energy I spend I'm playing. Wait times take long too. Decrease wait times take care server/progress tracking issues alright.,Negative,-0.075,0.325
+Harry Potter: Hogwarts Mystery,"Love concept game, love back Harry Potter world. I DON'T like LONG takes accomplish tasks long takes energy come back. It would great able get task done learning new Potion done without go back 3 times taking day so.",Positive,0.17603305785123968,0.38450413223140495
+Harry Potter: Hogwarts Mystery,Great game! Very addicting. I would given 5 stars easier get energy. You would lot energy almost every mission game. And takes forever energy recharge. I want spend ton real-world money buy energy mobile game. Otherwise I loved it!,Positive,0.09583333333333333,0.5083333333333333
+Harry Potter: Hogwarts Mystery,"Welcome Hogwarts, sort of. If thought witch wizard would fun, well, get ready study patience, graphics good, gameplay is...well, much game waiting simulator. There alot waiting energy, unless open wallet, kind shameless attempt exploit Hogwarts nostalgia ""Weasley's' way bank account. A shame really I enjoy time I energy spend. In present state kind boring ""click cause not"" slog gameplay. There IS potential here, execution is....wanting Ron different dress robes. Worth look, may keep interest long.",Positive,0.16333333333333336,0.5666666666666667
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,"I've gotten need wait/pay energy, lesson get attributes lame. My compassion high enough Hagrid invited hut dinner I forced say no. He proceeded tell I hurt feelings. Thanks developers. Getting better updates.",Positive,0.01,0.4483333333333333
+Harry Potter: Hogwarts Mystery,"Year fun enough keep going see happens. Year two needs refinement. Constantly lagging freezing up, never problem I got level. It's hardly playable, though I keep trying hoping get better, luck.",Positive,0.10166666666666666,0.4149999999999999
+Harry Potter: Hogwarts Mystery,"This game looked pretty cool, I disappointed, perturbed egregious push micro transactions. The long waiting time energy charge ridiculous. I got quite bored, even I figured I leave classroom, change another pass time, I'm unhappy slow game progresses. It pushes try buying gems, speed gameplay. I buy gems get section, real money translated little payoff game. I played Pokemon Go since came out, I waste plenty time waiting, pay dollars game boost, ridiculous.",Negative,-0.25338541666666664,0.59375
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,"Even wait 4 minutes energy, I like game much. You calculate energy also slows progress - me, that's nice, takes time finish time enjoy! Also temporary quests definitely possible finish without spending money. But can't really choose path - really important story, answers give - maybe get loose house points, story same.",Positive,0.1581196581196581,0.5215811965811966
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,"Really enjoyed game I learned take every opportunity try make pay real money buy gems energy. They make hard case dueling impossible complete without spending game money. I mind slow updates I mostly play pass time. I hope game learn it's, time, many problems.",Negative,-0.05984848484848484,0.5037878787878788
+Harry Potter: Hogwarts Mystery,"I saw many negative reviews I almost game, I love HP. I able play least 20 min. energy became problem, I RL stuff came back game find full energy. This game fantastic graphics, engaging UI, plotline potential. And free! I think complaints stem expecting much. Don't binge game. Use short time-killer intermittently.",Positive,0.06764705882352941,0.5044117647058824
+Harry Potter: Hogwarts Mystery,"A little frustrating. Im year 4, half way through. Can't go further. Its like game made further. I classes anything. Just says patient",Negative,-0.19236111111111112,0.4944444444444444
+Harry Potter: Hogwarts Mystery,"It's great game fact takes waaaaaaaaay long replenish energy start barely energy begin with. Unless super patient game player, get app...it drain bank account.",Positive,0.05555555555555556,0.4527777777777777
+Harry Potter: Hogwarts Mystery,"This game amazing. The graphic design good better I've seen mobile game app. The conflicts game make gamer want play more. The creativity characters design personality make game good well. This best mobile game I've ever played. Keep good work Jam City, Inc.",Positive,0.2076923076923077,0.49230769230769234
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,I love game im still stuck Year 4 chapter 12 controls like wanna go. Also hate fact cant choose friends like need friend choices. We also need pets stuff,Negative,-0.23333333333333336,0.6333333333333333
+Harry Potter: Hogwarts Mystery,"Really, SO Fun! It sucks waiting energy, I mean option buy coins & spend various things including wait, free play RPG games days. However, like HP & little games I would definitely recommend game.",Negative,-0.053125,0.48593749999999997
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,I love game. Wish energy would acquired faster instead wait 4 minutes. Wish given option switch houses within first year slytherin house like I merula lackeys would gryffindor instead house make since. Wish chapters would done quicker friend waiting end year 4 nothing do. Also wish game available tablets well.,Positive,0.06999999999999999,0.42666666666666664
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,This game could amazing I spend energy everything goes quickly. I mean really I spend energy roll freaking eyes. And cost way much coins gems anything takes forever get any. Sorry I'm spending money progress game. Maybe get added stuff game play.,Negative,-0.1265625,0.5234375
+Harry Potter: Hogwarts Mystery,I'm Harry Potter fan. I absolutely love game. Yes takes energy fill I like otherwise would probably finish game pretty quick. I would keep make game still fun now. People saying taken forever energy full nothing else better 24/7 every minute every day. Personally I love I love things are. I probably vouch sister's too. Keep good work. Also I issue far game hopefully stays way.,Positive,0.17380952380952383,0.5535714285714286
+Harry Potter: Hogwarts Mystery,"What kind game asks review paywalls you? This thats what! When HP series gonna get real game? Fanbois get fix content, thats great wanna pay already seen AGAIN. The repeating world Harry Potter.",Positive,0.07499999999999998,0.6625000000000001
+Harry Potter: Hogwarts Mystery,"Clearly, even though gotten MANY negative reviews; decided nothing make actual game. All tap, wait. Tap wait. That's all. And storyline characters seem forced! Nothing, NOTHING good app. All way Jam City make money. Please, waste time rubbish.",Positive,0.003124999999999982,0.32291666666666663
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,"okay SO satisfying whoever loves HP universe. however there's still things. it'd wonderful u could actually play full 3d, meaning zoom in/out universe, whole scenes could larger filled something. obviously it'd make game weight slightly larger I guess worthy it.",Positive,0.2402777777777778,0.6125000000000002
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,"Okay. This pretty good game. But considering fact wait forever refill energy, fact need energy ANYTHING game, makes want delete it.. also option end lesson passed however many stars need.",Positive,0.19166666666666665,0.5666666666666667
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,"Love concept game, love back Harry Potter world. I DON'T like LONG takes accomplish tasks long takes energy come back. It would great able get task done learning new Potion done without go back 3 times taking day so.",Positive,0.17603305785123968,0.38450413223140495
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,"Welcome Hogwarts, sort of. If thought witch wizard would fun, well, get ready study patience, graphics good, gameplay is...well, much game waiting simulator. There alot waiting energy, unless open wallet, kind shameless attempt exploit Hogwarts nostalgia ""Weasley's' way bank account. A shame really I enjoy time I energy spend. In present state kind boring ""click cause not"" slog gameplay. There IS potential here, execution is....wanting Ron different dress robes. Worth look, may keep interest long.",Positive,0.16333333333333336,0.5666666666666667
+Harry Potter: Hogwarts Mystery,"Enjoyed game game reset whatever reason can't get save back. Been playing came I got quite far, know I'm back start data wiped. Any assistance would handy.",Positive,0.05714285714285713,0.4857142857142857
+Harry Potter: Hogwarts Mystery,"You enough energy points complete task wait FOREVER energy refill. On top that, I exit game wait energy refill, half time I come back find task progress I made reset I'm starting task again. Game needs major updates. It's kinda fun, fun enough.",Positive,0.024652777777777773,0.32222222222222224
+Harry Potter: Hogwarts Mystery,"I've gotten need wait/pay energy, lesson get attributes lame. My compassion high enough Hagrid invited hut dinner I forced say no. He proceeded tell I hurt feelings. Thanks developers. Getting better updates.",Positive,0.01,0.4483333333333333
+Harry Potter: Hogwarts Mystery,"Year fun enough keep going see happens. Year two needs refinement. Constantly lagging freezing up, never problem I got level. It's hardly playable, though I keep trying hoping get better, luck.",Positive,0.10166666666666666,0.4149999999999999
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,Been stuck since came out! I love all. But goes back something I already completed I waste time energy! Really annoying. I like get 9 stars open class get 5 stars opened. It takes long time I wait I forget try get five stars. It makes want play tbh.,Negative,-0.10000000000000002,0.39999999999999997
+Harry Potter: Hogwarts Mystery,I thinks odd nothing improve get game completed available levels. This waiting able participate current events really sucks puts us disadvantage. There simply nothing do... But wait. Please fix this.,Positive,0.004761904761904768,0.3903061224489796
+Harry Potter: Hogwarts Mystery,"Even wait 4 minutes energy, I like game much. You calculate energy also slows progress - me, that's nice, takes time finish time enjoy! Also temporary quests definitely possible finish without spending money. But can't really choose path - really important story, answers give - maybe get loose house points, story same.",Positive,0.1581196581196581,0.5215811965811966
+Harry Potter: Hogwarts Mystery,The reason I like game I love anything Harry Potter. . But try get buy lot energy get next level/year.. It's really worth playing!!,Positive,0.1421875,0.275
+Harry Potter: Hogwarts Mystery,"I'm enjoying gameplay, story & mechanics. The latest updates introduced fun ways earn in-game cosmetics, currency & premium currency well. Update: After gem purchase failed, I contacted Devs. They advised contact Google refund payment process failed. They also gave gems goodwill gesture trouble. Nicely handled.",Positive,0.09999999999999999,0.5
+Harry Potter: Hogwarts Mystery,"What could solid game held back energy system nothing new gaming. However, system game particularly unbalanced. Some recommendations would limit amount energy needed progress classes earn stars, or, make energy replenish quickly rate every 1 minute 30 seonds.",Negative,-0.02337662337662339,0.31255411255411253
+Harry Potter: Hogwarts Mystery,Interesting story. But amount energy ridiculous. My constantly resets. I wait eight hours adventure load I log says I need wait another 8...getting frustrated game,Negative,-0.18666666666666665,0.48666666666666664
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+Harry Potter: Hogwarts Mystery,"Great game, handles well, I problem. Sometimes (a bit often) I event, I'll certain amount stars I'd leave come back see started star count reduced. It's stunting game progress making wait energy I already used up. This frustrating I want bug fixed. I change rating fixed.",Positive,0.0017857142857142863,0.42767857142857146
+Harry Potter: Hogwarts Mystery,"Really enjoyed game I learned take every opportunity try make pay real money buy gems energy. They make hard case dueling impossible complete without spending game money. I mind slow updates I mostly play pass time. I hope game learn it's, time, many problems.",Negative,-0.05984848484848484,0.5037878787878788
+Harry Potter: Hogwarts Mystery,"I saw many negative reviews I almost game, I love HP. I able play least 20 min. energy became problem, I RL stuff came back game find full energy. This game fantastic graphics, engaging UI, plotline potential. And free! I think complaints stem expecting much. Don't binge game. Use short time-killer intermittently.",Positive,0.06764705882352941,0.5044117647058824
+Harry Potter: Hogwarts Mystery,"A little frustrating. Im year 4, half way through. Can't go further. Its like game made further. I classes anything. Just says patient",Negative,-0.19236111111111112,0.4944444444444444
+Harry Potter: Hogwarts Mystery,"It's great game fact takes waaaaaaaaay long replenish energy start barely energy begin with. Unless super patient game player, get app...it drain bank account.",Positive,0.05555555555555556,0.4527777777777777
+Harry Potter: Hogwarts Mystery,"This game amazing. The graphic design good better I've seen mobile game app. The conflicts game make gamer want play more. The creativity characters design personality make game good well. This best mobile game I've ever played. Keep good work Jam City, Inc.",Positive,0.2076923076923077,0.49230769230769234
+Harry Potter: Hogwarts Mystery,"Honestly amazing game I'll love story. I given 5, given 4. Here's why, AI awards points houses completely unfair winning house cup literally like dream now. When I commit working many classes possible, night houses go 100 points, there's simply getting 10 points 1 class. I understand game needs challenging, way much.",Positive,0.13636363636363638,0.6461038961038962
+Harry Potter: Hogwarts Mystery,nan,nan,nan,nan
+HauteLook,nan,nan,nan,nan
+HauteLook,"Please let turn notifications. I can't stand decide they're going bombard notifications whether like not. I like app, good way get bad rating get uninstalled get fixed.",Positive,0.033333333333333375,0.4888888888888889
+HauteLook,The working me. It would freeze constantly. Uninstalled installed see there's improvement.,Neutral,0.0,0.3333333333333333
+HauteLook,nan,nan,nan,nan
+HauteLook,nan,nan,nan,nan
+HauteLook,Would nice notifications guys stuff women's time.,Positive,0.6,1.0
+HauteLook,nan,nan,nan,nan
+HauteLook,I love store time favorite!,Positive,0.5625,0.8
+HauteLook,Thank,Neutral,0.0,0.0
+HauteLook,"Had 7 items shopping cart, suddenly disappeared warning I adding another item. Now letting add items shopping cart. Tried problem. No way report technical issue online except leave bad review store. Horrible user experience.",Negative,-0.42499999999999993,0.5666666666666667
+HauteLook,Hard find plus size. Gives kids stuff.,Negative,-0.2916666666666667,0.5416666666666666
+HauteLook,I want stop receiving notifications together. I would give 5 stars there's way turn,Neutral,0.0,0.0
+HauteLook,Annoying push notifications can't disabled. The sales repeated again. Navigation issues pressing 'back' phone shopping cart view closed app.,Negative,-0.275,0.325
+HauteLook,"I love finding high end designer clothes, shoes, bags, fragrances, home items too, great discounts! Returns easy well! I daily love coming across great finds!",Positive,0.5288095238095238,0.5819047619047619
+HauteLook,"Since ""update"" slow slow",Negative,-0.30000000000000004,0.39999999999999997
+HauteLook,nan,nan,nan,nan
+HauteLook,Loved using app!!! I need get shop...,Positive,1.0,0.8
+HauteLook,Wishlist missing,Negative,-0.2,0.05
+HauteLook,Great app. Works well.,Positive,0.8,0.75
+HauteLook,"Bought defective pants, returned reordered- issue. I love jeans customer wont reimburse fix. Clearly care customers. Deleting",Positive,0.3,0.49166666666666664
+HauteLook,"I used love it. But tell longer accept credit cards issued USA!!!! So issued, according them??? Then say pay paypal, I try thay, allow either. I buying years. So, now??",Positive,1.0,0.6
+HauteLook,Didn't receive package I contacted costumer resolve problem I lost money stuff never buying store,Neutral,0.0,0.0
+HauteLook,"I like it, fix notifications? Mine stuck female, I'm dude.",Neutral,0.0,0.16666666666666666
+HauteLook,What's going everything looks like got ran car,Neutral,0.0,0.0
+HauteLook,Beautiful stuff easy I love things I got hautelook,Positive,0.5944444444444444,0.8111111111111112
+HauteLook,nan,nan,nan,nan
+HauteLook,They amazing selection!,Positive,0.7500000000000001,0.9
+HauteLook,nan,nan,nan,nan
+HauteLook,Cool,Positive,0.35,0.65
+HauteLook,"Can't turn daily push notifications. Tried uninstalling reinstalled, issue. Will uninstall I want notifications annoying.",Negative,-0.4,0.45
+HauteLook,Passwords reset ridiculous. Tedious. Frustrating. Just wanted spend money. Never,Negative,-0.41111111111111115,0.9666666666666667
+HauteLook,Disappointed notifications customizable show relevant me. Only shows woman's clothing brands notification. It used show male brands.,Negative,-0.0875,0.6875
+HauteLook,"I love works promised, way stop 3 random notifications day remain 3star application...",Neutral,0.0,0.55
+HauteLook,"Would useful push notifications given specific events. Ie shoes, intimates, etc",Positive,0.15,0.0625
+HauteLook,Excellents workers thank,Neutral,0.0,0.0
+HauteLook,This favorite online shopping!,Positive,0.625,1.0
+HauteLook,"Great clothes, great prices!!",Positive,0.9,0.75
+HauteLook,Way expensive,Negative,-0.5,0.7
+HauteLook,Love Love Love,Positive,0.5,0.6
+HauteLook,"Twice I've ordered last year order got canceled due inaccurate inventory. In addition, ordering app, shipping defaulted I used past. The track orders well, either.",Negative,-0.125,0.23055555555555554
+Hay Day,"I wanting couple changes 1. I would like boat alot cheaper food production buildings cheaper well 2. I would like food take less time cook, give boost ( using gems ) takes ages cook gems If I see th... Full Review",Positive,0.09166666666666666,0.30833333333333335
+Hay Day,"I love game!! I play much possible, since I kids I'm time, ABSOLUTELY DOWNLOAD! If love play friends win awesome prizes great game! But I'm trouble moment. If could message back asap please! I cannot connect game Google play! Its telling Me I another game connected Google play?? Im sure figure out. Please help!!",Positive,0.17187499999999997,0.5670634920634922
+Hay Day,"Why connect Facebook anymore? It connects 1 second automatically dusconnect. Am I issue? And I think customers little cheap, I think pay fair price stuff want aloso Tom sleeps much. Paying 10 diamonds hire 1 day sleeps 1 hour every time I bought something? No way ! But wise yhis game thr best game ever I addicted",Positive,0.16625,0.48999999999999994
+Hay Day,"Thank you! I highly addicted game. But aggravating times. There things need fix, instead choose things need. I put much money game buying diamonds I can't give up. Plus I made lot friends neighborhood. The Bingo derby awful, Birthday derby worst derby ever!",Negative,-0.5,0.6
+Hay Day,7/24/18- I reinstalled game issues far. I would like ask put required confirmation deleting items truck delivery. I accidentally deleted items hit delete button going back. 4/19/18- I uninstall. Ever since update game open. Ever since I updated morning open. I tried uninstalled re-installed still open. Says connection issues.,Negative,-0.1,0.4714285714285714
+Hay Day,"great game. easily play hours time could check every hours good. really bad things besides shows something feel slow. fond moments slow even feels slow. reasonable, nothing seconds.",Positive,0.014814814814814805,0.5611111111111111
+Hay Day,Hay day working past 4 days now. The game keeps crashing connection keep getting lost despite perfect 4G connection. My account works absolutely fine one. Sent emails regarding issue reply. Customer support worst. They helpful all.,Negative,-0.046666666666666676,0.63
+Hay Day,"This game great change iphone android, vice versa, try get game back. I level 37 trying het farm back given provided info necessary easily get farm I answeted questions, some, still havent given farm AND telling I banned multiple 'phishing attempts'!! Seriously! There nothing fraudulent trying get farm back!! YOU SUCK SUPERCELL!!",Positive,0.0016666666666666718,0.40499999999999997
+Hay Day,"Overall game great. I've playing since beginning. My problem, since new update, sanctuary. It take forever get new animal. The way get puzzle pieces odd boat, tool chests apparently derby I gotten derby yet tool chests. It would nice take long get peices, ways earn pieces.",Positive,0.1228956228956229,0.4510101010101011
+Hay Day,"Awesome! It's really fun great time waster me! Only couple problems. Tom requires gems able hire him. Please change this, hard enough get diamonds is. Another production build ings take while. Other that, great game!",Positive,0.26833333333333337,0.6141666666666667
+Hay Day,I try load game say connect cuts off. I tried everything uninstall again. It still cut also wife game tablet plays cut off. We like playing getting passed Cruz keeps cutting off.,Negative,-0.4666666666666666,0.5666666666666668
+Hay Day,"Seriously addicting lots do. The thing I would like see change newspapers CONSTANTLY filled Wheat. Page page...wheat. Once actually get ad wheat, someone already bought it. Can frustrating. I wish option hide certain items paper.",Negative,-0.023809523809523808,0.6276190476190477
+Hay Day,Far best farming game I ever played. Clearly gotten better age. Monumentally annoying notifications I can't turn waste time destroying sense peace. This game horrific data hog I find unacceptable. Time drop loser like bad habit.Now loading/server connection issues.,Negative,-0.18181818181818182,0.5045454545454545
+Hay Day,nan,nan,nan,nan
+Hay Day,"Since last update, game started fail! Every 30 seconds restarts annoying. Also, even good Internet connection, game gets slow sometimes performs actions I do, moving machines going fishing area. Fix please I gave 5 star",Negative,-0.26071428571428573,0.43809523809523804
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,"After newest update constantly getting signed google play, means game getting saved things again.. It's getting really annoying hopefully kind update soon! Otherwise loving game!",Negative,-0.05833333333333337,0.6472222222222223
+Hay Day,nan,nan,nan,nan
+Hay Day,"Never issues game 8 years, now. It's hard enough getting higher point tasks pop derby needs available. And I can't complete I already done before?! This needs fixed & I rate 5 stars. I'm leader neighborhood & rely complete big tasks move leagues. This keep dropping league points bottom & I eventually opt us changed.",Positive,0.031481481481481485,0.3824074074074074
+Hay Day,nan,nan,nan,nan
+Hay Day,"Everytime I buy something friend's shop, game reconnects automatically. It's annoying buying 10 different products shop, game reconnect 10 times. Fix bug, please. And suggestion, make newspaper color newspaper, sometimes people bad eyesights see much difference metal bars muffins.",Negative,-0.3499999999999999,0.5277777777777778
+Hay Day,This kind game never really gets boring. The game developers always come new stuff keep entertained. Been playing game around 5years now. Sometimes I stop playing couple months I always come back it.,Negative,-0.19545454545454544,0.4693181818181818
+Hay Day,Been playing years still adore it! Still (since 2016) wish probability getting saws axes better. Tom tad useless needs optmised. All good fun.,Positive,0.25,0.375
+Hay Day,"Love game, play time. One thing difficult using corners river. The camera even reach far. And I go harvest trees I end hitting button cause borderline screen.",Negative,-0.07500000000000001,0.75
+Hay Day,Takes away issues And gives brain fun achievable goals. I started playing game husband got ill shortly afterwards passed away. It helped Get hard times. Thank-you. It's 5 years since I began playing.,Negative,-0.17833333333333337,0.4883333333333334
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,Everything perfect bug. In roadside shop red berry cakes sold mostly. So willing buy cake. And r able buy items.,Positive,0.4375,0.59375
+Hay Day,nan,nan,nan,nan
+Hay Day,"Very cute addictive game :) downside controls feeding animals collecting products them. It little easier, beside that, everything great! Watch out, time consuming! :)",Positive,0.29464285714285715,0.7928571428571428
+Hay Day,"Hayday awesome game. My mom used this, that's prompted get it. I love machine getting bacon pigs. It's pain buy pig, lose right away.",Positive,0.3464285714285714,0.6339285714285714
+Hay Day,nan,nan,nan,nan
+Hay Day,"Please develop proper upgrade. Me neighborhood got issues derby. We done 1 task, task disappears countless, course poin added. This happens often disadvantageous competition. We love game anyway. Very much. ♡",Positive,0.072,0.372
+Hay Day,Would better u earned things. The make advance without spending real cash takes forever. It frustrating. It takes long I loose interest. Other games fun advancing easier. Wish would listen suggestions.,Positive,0.049725274725274715,0.4206043956043956
+Hay Day,nan,nan,nan,nan
+Hay Day,"If u think shutting I made complaint towards u deleting message ur way cope system issues, u won. The best best",Positive,0.5666666666666667,0.26666666666666666
+Hay Day,Its something would like play. I thing definitely recommend people try this. The thing u must patience u wait things done.,Neutral,0.0,0.5
+Hay Day,"I absolutely love game, reason I brought tablet. But ever since last update play. I'm upset I normally play every day, week I can't. Please please fix soon.",Positive,0.06249999999999999,0.42916666666666664
+Hay Day,"The worst security option... The supercell id.. switch 2 accounts, logging 2nd one, tried login 1st farm, level 84.. I get OTP 1st 2 times.. saying locked 24 hrs.. now.. Love game.. bt do.. derby going on..",Negative,-0.225,0.5
+Hay Day,"Can played online, makes game worthless right top. When add fact Facebook connect players, game deserves negative five stars.",Negative,-0.18571428571428575,0.5226190476190476
+Hay Day,"This game addicting kills time. But want playing alot, DON'T DOWNLOAD IT !",Negative,-0.5,0.4
+Hay Day,This game awesome. But I got new phone I installed opened game says I connection I next Wi-Fi rooter fast internet. SuperCell help this?,Positive,0.0893939393939394,0.47575757575757577
+Hay Day,Was working fine update hit 3/11/16 worked since. Very frustrating especially playing long I have. I miss you. UPDATE: Works great addictive ever.,Positive,0.10777777777777779,0.7583333333333333
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,"I level 13. This game looks good. Maybe I old tablet, game pay play. If anyone else problems, (supercell) fix it.",Negative,-2.7755575615628914e-17,0.4
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,My favorite time game! I started again! Had another account somehow lost it...I love farm! Anyway recover old farm? I also love participating fishing course Derby! My son daughter play me! I'm hooked! Lol!,Positive,0.42942708333333335,0.5833333333333334
+Hay Day,ok every time I buy gems buy land piece gems disappear I get land piece? Wasting money. Other good game,Positive,0.16874999999999998,0.46875
+Hay Day,nan,nan,nan,nan
+Hay Day,Hay day fun game however REALLY REALLY EXPENSIVE that's EVERYTHING EVEN MAGGIE THE BUILDER cost ALOT!!! Its ridiculous expensive game top glitches BOOSTERS DONT WORK OR U HAVE TO PAY TO SWAP!!! ITS A JOKE,Negative,-0.1904761904761905,0.5571428571428572
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,"I started playing long time, new issues. I'll go road side buy something, touch nothing, within seconds I get ""sorry someone already purchased item"" keeps happening over, second available, touch buy nothing happens, connection GREAT blame IF reply. Updates ALL new issues. Hoping fixed!!",Positive,0.1348721590909091,0.45738636363636365
+Hay Day,It's good game wish world chat everyone communicate other. It would make things much entertaining I believe people would play challenges. Keep good work,Positive,0.275,0.535
+Hay Day,"It's cute game, I enjoyed I started in-game glitches n such...now, frustrating cuz I can't chat ppl, I get booted unexpectedly n every time I reported issue, tech support tells thing. Sad cuz I enjoying game",Negative,-0.012500000000000011,0.75
+Hay Day,nan,nan,nan,nan
+Hay Day,"Hay Day cute game developers done pretty good job keeping fun lots updates new content. I've played quite years made really great friends neighborhood I joined. There certainly things I'd change I could, overall great game broad appeal. You lot autonomy choose play decide do.",Positive,0.24692911255411254,0.5365395021645022
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,I absolutely loved game update Monday I able pull phone I enough space Wi-Fi everything needed play it... I written report report message message posted facebook numerous times nobody even decency message back. I missed new things weeks I able claim derby prizes last week I level 75 I option start make new farm wants level 75 . upsets issue end courtesy message back issue. I'm ready uninstall good I've royally screwed week right.,Positive,0.19722943722943723,0.4107647907647907
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,"The game nice update bad animals looking stupid accessories, I think previous update nice animals looked sooo cute like soooo stupid. Anyway overall game nice.",Negative,-0.08787878787878786,0.6939393939393939
+Hay Day,nan,nan,nan,nan
+Hay Day,The game great problem count everyday coins gift low. To buy new machines pay lot coins. Please something rate 5 stars.,Positive,0.06727272727272728,0.5009090909090909
+Hay Day,"The game ok... But production buildings, decor animals expensive. Production time long. The advertisement corner annoying..",Negative,-0.25,0.58
+Hay Day,After 2 updates still cant get back hayday. If wasnt problem would give 5 stars im losing everything farm update problem,Neutral,0.0,0.0
+Hay Day,nan,nan,nan,nan
+Hay Day,Good clean fun. Only stressful allow.,Positive,0.3416666666666667,0.625
+Hay Day,nan,nan,nan,nan
+Hay Day,"Best farming game. It may take time earn things, that's half fun. More enough things keep busy wait. Love it.",Positive,0.22916666666666669,0.3708333333333333
+Hay Day,nan,nan,nan,nan
+Hay Day,"It's challenging keep tourists need, I wonder difficult farmer's job. A important person every human's life.",Positive,0.1,0.775
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,"Ok u guys must fix issue 3 hrs, crates filled except 1 used boaster automatically fills . So send saw need make next nowhere reloads 1 cargo left again??? Fix now!",Positive,0.225,0.35
+Hay Day,"Saturday, June 30, I perched Diamonds game Advertisement says, I contacted Google remove transaction. After call ended, game restarted Diamond count back zero Diamonds. As been. 2 hours later, I went game, I see -250 Diamonds. I need assistance fix issue get game be. I sent Email request Google Play Store. Now, I cannot get game new tablet, phone. I double checked connection made sure game updated devices. Then send Email, stating ""In order us help, make sure contact us within game, way we’re able locate village/base/farm identify details device. Please head game’s settings, enter “Help” section, write us whatever category applies issue."" I unable get game New Tablet, old Tablet, Phone. Someone needs assist me, I'll contact Google suspend SuperCell Google.",Negative,-0.1172248803827751,0.40062466772993094
+Hay Day,Until recent update I love it. Now even load I'm missing birthday action =/,Negative,-0.06999999999999999,0.4
+Hay Day,Can't play game froze can't get help. I recommend game anyone.,Negative,-0.4,0.4
+Hay Day,nan,nan,nan,nan
+Hay Day,"Its good I open break, keeps updating open. Drives crazy.",Positive,0.024999999999999994,0.625
+Hay Day,"The problem game looses derby play it, people demote. That right thing . It's disappointing",Negative,-0.2380952380952381,0.5452380952380952
+Hay Day,nan,nan,nan,nan
+Hay Day,"Fun, interactive addictive. So much never get bored",Neutral,0.0,0.575
+Hay Day,nan,nan,nan,nan
+Hay Day,"It best game ever. You need now.there lots fun things do. You play ,text group friends.if love animals game. I think game .",Positive,0.09999999999999998,0.3833333333333333
+Hay Day,Been playing several years love game problems fixed pretty quick leader neighborhood tasks enough points Tom every 2 hours wrong pay needs preform every hour love game though please fix TOM,Positive,0.038333333333333316,0.51
+Hay Day,Much better Township deleted much drama etc get game work since playing Hay Day problems fun relaxing check ever want get rewarded leveling way go love game,Positive,0.11666666666666664,0.3833333333333333
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Hay Day,I think u need bug fix update cos abt 3/4 times day disconnects game Internet cos fibre phone cos 2 month old fault helpin depression ok,Positive,0.06666666666666665,0.3666666666666667
+Hay Day,nan,nan,nan,nan
+Hay Day,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,"I'm changing 4 stars 3 1. You can't bookmark fav clips. 2. When I raise/lower volume, brings hashtags, bar etc come clips go full screen, blocking view. A lot this. 3. When long press remove vid, next starts play automatically. 5. The show downloaded Ecostar TV I go Play Store open it.",Positive,0.075,0.36250000000000004
+Haystack TV: Local & World News - Free,"I block CNN, shows anyway. This reason 5 five stars.",Neutral,0.0,0.0
+Haystack TV: Local & World News - Free,Great catch news local nation/ world. I cable antenna horrible great,Positive,0.15000000000000002,0.625
+Haystack TV: Local & World News - Free,A forward thinking App.....One BEST,Positive,1.0,0.3
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,Its good! Will review,Positive,0.875,0.6000000000000001
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,Delivers every day promised.. highly recommended whether want headlines news junkie. Developers get 2 thumbs up.. keep good work!,Positive,0.5175,0.5700000000000001
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,"Awesome app. I every morning day.. I wish spoiler option I worry sports tv/movies spoilers. Other that, perfect.",Positive,0.625,0.7916666666666666
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,"Fantastic app, love it... pick aggregated news...",Positive,0.45,0.75
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,It's great wife love,Positive,0.65,0.675
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,Awesome. Works me.....something every taste,Positive,1.0,1.0
+Haystack TV: Local & World News - Free,I love it.,Positive,0.5,0.6
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,Great weather,Positive,0.8,0.75
+Haystack TV: Local & World News - Free,Helpful!,Neutral,0.0,0.0
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,Great,Positive,0.8,0.75
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,"Almost perfect. The volume commercial 100 times louder news watching Nvidia shield, needs sync up...",Positive,0.5,0.5
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Haystack TV: Local & World News - Free,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,I advice everyone. All take 10 mins day,Neutral,0.0,0.0
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,This garbage. Marketed free makes pay anything,Positive,0.4,0.8
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,"This well marketed gives good first impression, I disappointed subscribing spending 60€ it. Seems contains variety different theme meditations (""packs""), following least 10-20 days I cannot tell difference them... If looking guided meditations you. I found much better free charge meditation wisdom endless resources great community, I regret paying one.",Positive,0.14750000000000002,0.5583333333333333
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,"I really like app, however sessions keep freezing restarting seem make difference. A shame really ruining meditations putting trying it. A really nice otherwise.",Positive,0.3333333333333333,0.4666666666666666
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,"The content best I've ever seen performance not. I finished Day 4 today I noticed I'm day 4 again, I'm forced listen I chose 3 min session instead 10 mins played 10 mins. I'm using motivation encouragement I'm feeling way discouraged today.",Positive,0.35,0.25
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,"This far helpful meditation guidance I've used. It utilizes methods easy natural. There's gimmicks, weird tricks, thoughts learning ok them.",Positive,0.12666666666666665,0.7466666666666667
+Headspace: Meditation & Mindfulness,"The cool. Learn meditate step time. However., gives trial, rest pay $13 month. I can't see worth it.",Positive,0.32499999999999996,0.375
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Headspace: Meditation & Mindfulness,It helped hard times helped lot train mind.. Undoubtedly best meditating Android!!❤️❤️❤️,Positive,0.35416666666666663,0.4208333333333333
+Headspace: Meditation & Mindfulness,I love I really hard time life listening 3 minutes I feel like I open people almost made cry I dont cry easily,Positive,0.16041666666666665,0.61875
+Headspace: Meditation & Mindfulness,I advice everyone. All take 10 mins day,Neutral,0.0,0.0
+Headspace: Meditation & Mindfulness,When I try create account I mistakenly clicked back button. Now cannot even login.not effective,Positive,0.3,0.4
+Headspace: Meditation & Mindfulness,nan,nan,nan,nan
+Health and Nutrition Guide,This keeps informed,Neutral,0.0,0.0
+Health and Nutrition Guide,Great app.swsmi r.y.osho,Positive,0.8,0.75
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,This informative.,Neutral,0.0,0.0
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,Stupid keeps crashing,Negative,-0.7999999999999999,1.0
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,It helps maintain good health always really good body!,Positive,0.7875,0.6000000000000001
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,Helpful. Good work,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,Great,Positive,0.8,0.75
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,Very informative knowledgeable. Gives accurate information. Many valuable unknown facts. Important families need get right path living healthy. A solid app.,Positive,0.2732142857142857,0.5211309523809523
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,It's complicated much confusing information,Negative,-0.4,0.7
+Health and Nutrition Guide,Very nice Its full human,Positive,0.37666666666666665,0.55
+Health and Nutrition Guide,The continues crash,Neutral,0.0,0.0
+Health and Nutrition Guide,"It's Ok me, best buy far.",Positive,0.5333333333333333,0.6
+Health and Nutrition Guide,Calorie calculator working,Neutral,0.0,0.0
+Health and Nutrition Guide,much adds. otherwise ok.,Positive,0.35,0.35
+Health and Nutrition Guide,Nice app... Full helpfull information,Positive,0.475,0.775
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,Very informative innovative app.,Positive,0.35,0.65
+Health and Nutrition Guide,Super must,Positive,0.3333333333333333,0.6666666666666666
+Health and Nutrition Guide,Gud better guidance.,Positive,0.5,0.5
+Health and Nutrition Guide,Exactly I needed improve health lifestyle thank,Positive,0.25,0.25
+Health and Nutrition Guide,Very nice Super,Positive,0.5566666666666666,0.8333333333333333
+Health and Nutrition Guide,Cool and perfect,Positive,0.675,0.825
+Health and Nutrition Guide,much adds,Positive,0.2,0.2
+Health and Nutrition Guide,Added classification food... And good individual....,Positive,0.35,0.5
+Health and Nutrition Guide,Easy & helpfull I happy,Positive,0.6166666666666667,0.9166666666666667
+Health and Nutrition Guide,Excellent understand nutrition needs!,Positive,1.0,1.0
+Health and Nutrition Guide,Its really helpful knowledgeable .i liked,Positive,0.4,0.5
+Health and Nutrition Guide,I like it.,Neutral,0.0,0.0
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,Good informative. expecting next..,Positive,0.35,0.30000000000000004
+Health and Nutrition Guide,I think useful,Positive,0.3,0.0
+Health and Nutrition Guide,Wonderful works great,Positive,0.9,0.875
+Health and Nutrition Guide,Very informal health,Positive,0.2,0.3
+Health and Nutrition Guide,Its really good,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,Nice food information,Positive,0.6,1.0
+Health and Nutrition Guide,Its helpful ....thank uuuu,Neutral,0.0,0.0
+Health and Nutrition Guide,It's great!,Positive,1.0,0.75
+Health and Nutrition Guide,This good..,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,This amazing,Positive,0.6000000000000001,0.9
+Health and Nutrition Guide,Great useful,Positive,0.55,0.375
+Health and Nutrition Guide,Super healthy,Positive,0.41666666666666663,0.5833333333333333
+Health and Nutrition Guide,Good,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nice!,Positive,0.75,1.0
+Health and Nutrition Guide,Very informative,Positive,0.2,0.3
+Health and Nutrition Guide,Useful,Positive,0.3,0.0
+Health and Nutrition Guide,Seems great,Positive,0.8,0.75
+Health and Nutrition Guide,Good guide,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,Helpful,Neutral,0.0,0.0
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,Good,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,Amazing,Positive,0.6000000000000001,0.9
+Health and Nutrition Guide,Fantastic,Positive,0.4,0.9
+Health and Nutrition Guide,Like look ideas helpful popping ad middle quite annoying stop.,Negative,-0.4,0.45
+Health and Nutrition Guide,It contains nice stuff eat get nutrients much quantity. It really wonderful guide,Positive,0.6,0.7333333333333334
+Health and Nutrition Guide,"I'm sure would ok, except US pounds inches measure.",Positive,0.5,0.6944444444444444
+Health and Nutrition Guide,Its good adviser motivater full luv,Positive,0.5249999999999999,0.5750000000000001
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,Plus Hindi version will also launch ...,Neutral,0.0,0.0
+Health and Nutrition Guide,It helpful useful,Positive,0.3,0.0
+Health and Nutrition Guide,Good app!!!,Positive,1.0,0.6000000000000001
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,It useful every human,Positive,0.15,0.05
+Health and Nutrition Guide,It's awesome,Positive,1.0,1.0
+Health and Nutrition Guide,It's good aap stay healthy &fit Indians.,Positive,0.5333333333333333,0.5
+Health and Nutrition Guide,Helpful healthy lifestyle,Positive,0.5,0.5
+Health and Nutrition Guide,More features need,Positive,0.5,0.5
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,It's nice,Positive,0.6,1.0
+Health and Nutrition Guide,Good,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,short sweet,Positive,0.175,0.475
+Health and Nutrition Guide,Nice,Positive,0.6,1.0
+Health and Nutrition Guide,Cool,Positive,0.35,0.65
+Health and Nutrition Guide,Good,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,Super,Positive,0.3333333333333333,0.6666666666666666
+Health and Nutrition Guide,Good,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,Love,Positive,0.5,0.6
+Health and Nutrition Guide,"Best place start getting nutrition, nice advice aswell food catalogue. Base start go specialized sources.",Positive,0.26666666666666666,0.7666666666666666
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,Add health recipes guide,Neutral,0.0,0.0
+Health and Nutrition Guide,nice come deficiency,Positive,0.6,1.0
+Health and Nutrition Guide,It contains good stuff helpful healthy lifestyle,Positive,0.6,0.55
+Health and Nutrition Guide,This keeps informed,Neutral,0.0,0.0
+Health and Nutrition Guide,Great app.swsmi r.y.osho,Positive,0.8,0.75
+Health and Nutrition Guide,Don't like,Neutral,0.0,0.0
+Health and Nutrition Guide,Gives important infos life health food,Positive,0.4,1.0
+Health and Nutrition Guide,Thank,Neutral,0.0,0.0
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,NYC,Neutral,0.0,0.0
+Health and Nutrition Guide,Great,Positive,0.8,0.75
+Health and Nutrition Guide,Not specific good ui,Positive,0.35,0.36250000000000004
+Health and Nutrition Guide,Stupid keeps crashing,Negative,-0.7999999999999999,1.0
+Health and Nutrition Guide,Decent good info.,Positive,0.4333333333333333,0.6333333333333333
+Health and Nutrition Guide,It's helpful good Evey spicelly sports person,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,It helps maintain good health always really good body!,Positive,0.7875,0.6000000000000001
+Health and Nutrition Guide,Its quite helpful,Neutral,0.0,0.0
+Health and Nutrition Guide,Helpful. Good work,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,Great,Positive,0.8,0.75
+Health and Nutrition Guide,The facts correct I'm seeing anything except fact seems like booklet get 1st grade.,Neutral,0.0,0.0
+Health and Nutrition Guide,"Bad grammar syntax, really basic tips helpful",Negative,-0.3499999999999999,0.3958333333333333
+Health and Nutrition Guide,I know yet I got,Neutral,0.0,0.0
+Health and Nutrition Guide,Very informative knowledgeable. Gives accurate information. Many valuable unknown facts. Important families need get right path living healthy. A solid app.,Positive,0.2732142857142857,0.5211309523809523
+Health and Nutrition Guide,This really helped cure head tooth ache nutritional calculator awesome.,Positive,0.6,0.6
+Health and Nutrition Guide,More adds anything else,Positive,0.5,0.5
+Health and Nutrition Guide,I really like app. It's almost everything would wish terms feeding. Good job.,Positive,0.44999999999999996,0.4
+Health and Nutrition Guide,It's Good helpful nice,Positive,0.6499999999999999,0.8
+Health and Nutrition Guide,"It seems good pretty easy well,i like",Positive,0.4611111111111111,0.8111111111111112
+Health and Nutrition Guide,It's complicated much confusing information,Negative,-0.4,0.7
+Health and Nutrition Guide,Very nice Its full human,Positive,0.37666666666666665,0.55
+Health and Nutrition Guide,The continues crash,Neutral,0.0,0.0
+Health and Nutrition Guide,nan,nan,nan,nan
+Health and Nutrition Guide,Calorie calculator working,Neutral,0.0,0.0
+Health and Nutrition Guide,much adds. otherwise ok.,Positive,0.35,0.35
+Health and Nutrition Guide,Nice app... Full helpfull information,Positive,0.475,0.775
+Health and Nutrition Guide,Good information provide,Positive,0.7,0.6000000000000001
+Health and Nutrition Guide,Very informative innovative app.,Positive,0.35,0.65
+Health and Nutrition Guide,Super must,Positive,0.3333333333333333,0.6666666666666666
+Health and Nutrition Guide,Gud better guidance.,Positive,0.5,0.5
+Health and Nutrition Guide,Exactly I needed improve health lifestyle thank,Positive,0.25,0.25
+Health and Nutrition Guide,Very nice Super,Positive,0.5566666666666666,0.8333333333333333
+Health and Nutrition Guide,Cool and perfect,Positive,0.675,0.825
+Health and Nutrition Guide,much adds,Positive,0.2,0.2
+HealtheLife,"The loading 30% time recent update, load all. Also, search feature finding correct email doctor work properly. If try look ""Dr. David xxxxx"" recognize name variation name makes sense. But start typing first letters nurse's name, recognizes the""vi"" middle ""David."" I able find doctors name accident, even though clearly list providers.",Positive,0.14166666666666666,0.28194444444444444
+HealtheLife,The pretty good type message type anything. Whoever designed made can't see typing keyboard covers it. It annoying almost impossible edit typed. There's lot small annoyances like within program.,Negative,-0.15333333333333335,0.78
+HealtheLife,"Follow My Health million times better. You guys need throw away. Advertising Hospitals useless I need message doctor, refill prescriptions schedule appointments. This user friendly. It confusing. If need hospital advertisements well Follow My Health add hospital advertisements front app. In ALL SERIOUSNESS, THROW THIS APPLICATION IN THE TRASH AND BURN THE BLUEPRINTS. I WISH I DIDN'T HAVE TO USE THIS APP. SADLY THIS IS WHAT MY DR CHANGED TOO. SO STUPID.",Negative,-0.20416666666666664,0.6
+HealtheLife,"Bad install v.2.4.0. Won't start. A workaround go Playstore, press Open three dots/open work. This done *each time* used. It needs fixing.",Negative,-0.3499999999999999,0.5833333333333333
+HealtheLife,"The really useful. However, since recent update longer load all. It says properly installed I icon start it. The Play store shows installed however.",Positive,0.09999999999999999,0.11666666666666665
+HealtheLife,"This worked perfectly fine galaxy s7 I upgraded s9+ work all! I log says ""sorry error occurred, still signed in, sign done"" Idk I loved I cant Anything it...",Positive,0.24027777777777778,0.7666666666666666
+HealtheLife,Just signed Cerner insurance took long time itself. When I downloaded track exercise keeps producing error codes.,Negative,-0.05,0.4
+HealtheLife,"Would nice link beside things like medicines listed, dosage shown wrong long time, I send quick note PA. They correct. The Cerner portal cases.",Positive,0.09583333333333333,0.7
+HealtheLife,The interface slow disappointing. Fingerprint login stopped working (it lost anything).,Negative,-0.45,0.5499999999999999
+HealtheLife,"The allow send reply doctor sends message. I ""forward"" it, problem secretary appear directory",Neutral,0.0,0.0
+HealtheLife,Doctors hospital update. Uninstalled useless,Negative,-0.5,0.2
+HealtheLife,Everytime try log stops. Pretty much worthless,Negative,-0.275,0.95
+HealtheLife,"I longer contact dr office see messages, meds test results. This needs fixed.",Positive,0.1,0.2
+HealtheLife,Will open. Keeps closing let access information. VERY DISAPPOINTING....,Negative,-0.39,0.705
+HealtheLife,Best useful i've ever seen. Thank Qatar everything u r offering us,Positive,0.65,0.15
+HealtheLife,It keeps crashing dont work,Neutral,0.0,0.0
+HealtheLife,work Qalaxy 9+,Neutral,0.0,0.0
+HealtheLife,I find confusing. Nothing information relates me.,Negative,-0.3,0.4
+HealtheLife,The last update made useless!,Negative,-0.3125,0.13333333333333333
+HealtheLife,I get I can't choose get rid login timer account see x-rays. They're digital nowadays!,Neutral,0.0,0.0
+HealtheLife,Site crashes everytime I try login.,Neutral,0.0,0.0
+HealtheLife,This appt. Is great able see inform. Of emergency visit labs given harbor UCLA . Thank u.,Positive,0.65,0.6875
+HealtheLife,Won't let sign period right user name email. With right password,Positive,0.2857142857142857,0.5357142857142857
+HealtheLife,Just crashes instead logging,Neutral,0.0,0.0
+HealtheLife,Worked great Note 8. Get S9 won't work all.,Positive,0.8,0.75
+HealtheLife,Get results soon doctors upload system...... see your blood results day....... best medical system period.......,Positive,0.5,0.15
+HealtheLife,Intentionally blocks smartlock autofilling login,Neutral,0.0,0.0
+HealtheLife,Doesn't work.,Neutral,0.0,0.0
+HealtheLife,Won't open used can't open,Neutral,0.0,0.5
+HealtheLife,Won't open states stopped closes out.,Neutral,0.0,0.5
+HealtheLife,Nice useful,Positive,0.44999999999999996,0.5
+HealtheLife,Not working logo changed,Neutral,0.0,0.0
+HealtheLife,It needs little work.,Negative,-0.1875,0.5
+HealtheLife,Love,Positive,0.5,0.6
+HealtheLife,"I like app, I dont like name. When I sign called ""MyOHH"" makes sense since hospital Oklahoma Heart Hospital. I called thing sign on. I never find I'm looking MyOHH HealtheLife.",Neutral,0.0,0.0
+HealtheLife,"Works Android every time I tap field, page scrolls back top. This annoying.",Negative,-0.10000000000000002,0.4666666666666666
+HealtheLife,"It great first started using it, nothing loads log in. It's blank page. I hope gets fixed convenient",Positive,0.28750000000000003,0.3208333333333333
+HealtheLife,It open. I uninstall reinstall every time I it.!!!,Neutral,0.0,0.5
+HealtheLife,It's loading anything,Neutral,0.0,0.0
+HealtheLife,got excellent care,Positive,1.0,1.0
+Healthy Recipes Free,Just kept saying there's problem immediate shutdown please X reload I deleted trying three times kept saying thing,Neutral,0.0,0.0
+Healthy Recipes Free,We need like like,Neutral,0.0,0.0
+Healthy Recipes Free,I live without,Positive,0.13636363636363635,0.5
+Healthy Recipes Free,"Really needs recipes categories. Also, I could find nutritional anaylisis recipes. I know say ding free ads I say ads presented annoying way I've ever seen. Popping install buttons right I'm hit button ridiculous.",Negative,-0.04952380952380951,0.687142857142857
+Healthy Recipes Free,I think great everyone. I start eating healthier I thought lately due recent surgery I had. I encourage everyone find way make appointment nutritionist find best diet eat healthy. Our body deserves :-).,Positive,0.4458333333333333,0.5291666666666667
+Healthy Recipes Free,I love selects menu...And food picks healthy delicious....I love reminds time... Excellent app... Recommended highly.,Positive,0.532,0.648
+Healthy Recipes Free,Simplistic quick easy. Every guy must app. Especially can't cook like me. Lol,Positive,0.21333333333333332,0.7066666666666667
+Healthy Recipes Free,"No bad,just nice",Positive,0.6,1.0
+Healthy Recipes Free,It's wonderful helps eat healthy.,Positive,0.75,0.75
+Healthy Recipes Free,Not bad This really good recipes I wish choose,Positive,0.5249999999999999,0.6333333333333333
+Healthy Recipes Free,To many blinking ads,Positive,0.5,0.5
+Healthy Recipes Free,Easy healthy recipes,Positive,0.4666666666666667,0.6666666666666667
+Healthy Recipes Free,Too many ingredients dishes.,Positive,0.5,0.5
+Healthy Recipes Free,"Easy,informative",Neutral,0.0,0.0
+Healthy Recipes Free,Need recipes nutritional information,Neutral,0.0,0.0
+Healthy Recipes Free,Does well,Neutral,0.0,0.0
+Healthy Recipes Free,"Eating healthy way live, great recipes, great app!",Positive,0.6090909090909091,0.625
+Healthy Recipes Free,Wonderful experience kitchen!,Positive,1.0,1.0
+Healthy Recipes Free,Great,Positive,0.8,0.75
+Healthy Recipes Free,Interesting .,Positive,0.5,0.5
+Healthy Recipes Free,Very helpful,Positive,0.2,0.3
+Healthy Recipes Free,Loving x,Positive,0.6,0.95
+Healthy Recipes Free,"Notification 3 AM The average...I rated star I received notification 3 AM morning, advising purchase ad free version. It woke I find intrusive.",Positive,0.4,0.8
+Healthy Recipes Free,Unimpressed I think recipes nutritional. I think recipes tasty. I wish nutritional information.,Neutral,0.0,0.0
+Healthy Recipes Free,"Recipes Stright point organized comes recipes, I love it.",Positive,0.5,0.6
+Healthy Recipes Free,"Missing pertinent nutritional info. I care Recipe include calories, carbs, fat nutritional info pertinent decision choising recipe. This even include serving size! It's useful me.",Positive,0.024999999999999994,0.025
+Healthy Recipes Free,Won't load Please fix keeps crashing,Neutral,0.0,0.0
+Healthy Recipes Free,Healthy recipes All,Positive,0.5,0.5
+Healthy Recipes Free,Healthy eating habits I'm determine learn new ways curb eating habits.,Positive,0.3181818181818182,0.4772727272727273
+Healthy Recipes Free,nan,nan,nan,nan
+Healthy Recipes Free,Good Amazing,Positive,0.65,0.75
+Healthy Recipes Free,Love this! I enjoyed every recipe far!,Positive,0.4166666666666667,0.7666666666666666
+Healthy Recipes Free,Yum! Love shopping list feature!,Positive,0.625,0.6
+Healthy Recipes Free,Amazing All I need,Positive,0.6000000000000001,0.9
+Healthy Recipes Free,Tasty recipes n easy,Positive,0.43333333333333335,0.8333333333333334
+Healthy Recipes Free,Don't bother diet Recipes seem good tell many calories much fat making. So much diet planning.,Positive,0.39999999999999997,0.375
+Healthy Recipes Free,Nice I would've given 5 stars way many ads ingredients save shopping list.,Positive,0.55,0.75
+Healthy Recipes Free,YUMMY All recipes easy follow amazing!!,Positive,0.6854166666666668,0.8666666666666667
+Healthy Recipes Free,Great keep,Positive,0.8,0.75
+Healthy Recipes Free,So make IT healthy,Positive,0.5,0.5
+Helix Jump,"Actually really enjoy playing game, however I paid upgraded version without ads still continued get ads. Emailed developer week ago along attached confirmation purchase never got response, therefore I'm giving star. Just lot downloads mean overlook people support game; especially ones voluntarily pay upgraded version.",Negative,-0.14250000000000002,0.5974999999999999
+Helix Jump,"Update: I finally bought premium version avoid ads I'm still getting ads non stop despite reaching devs responded all. Going request refund I guess. Original review: The game fun addicting, many ads. An ad every time restart level, ad beat level, ad blink many times. I know devs make money game free pretty top",Positive,0.20249999999999999,0.605
+Helix Jump,"Hi VOODOO I issues game I press icon everytime I try go game tablet says 'unfortunately helix jump stopped'. I honestly know game made IOS'S Android. I rated five stars u played friends iPhone really good quality. But seemed work perfectly phone tablet. can, reply comment inform happening. Thank",Positive,0.0857142857142857,0.6714285714285715
+Helix Jump,It's good game much need update. There ads die get next level. When I first started play I went straight game. When game front screen thing. Also I got level 4 phones screen went black screen come back. It's good game lot work. Keep good work!,Positive,0.08910256410256409,0.3666666666666666
+Helix Jump,I love game seems like thing again. It get harder easier. They even change colors repeat them. It's like loop level say different level. Please make challenging get higher game change maybe different color level. Other wise cool I beat like 6 levels 1 hour!,Positive,0.12386363636363634,0.5477272727272727
+Helix Jump,"Love game - really addictive, could added difficulty levels pass by. My kid plays lot too, I thought ""let's buy full version help developers"". HOWEVER, I paid NO ADDS version, BUT NOTHING CHANGED, adds continue pop usual. Because gets 2 starts :(",Negative,-0.09166666666666667,0.6166666666666667
+Helix Jump,"Ok I enjoying game, fun super addictive. The reason lost star review I keep getting ads middle level, makes lose. I mind ads levels skip 5 seconds cannot deal ads affecting gameplay ruining score.",Positive,0.17619047619047618,0.4666666666666667
+Helix Jump,"I've enjoyed game, giving poor review someone addresses issue. I paid ads removed almost month ago still receiving numerous ads. I've emailed development team Google play store, received response. If nothing changes I'll delete game together leave review permanently",Negative,-0.14,0.52
+Helix Jump,"Easy good. By way, I've noticed saying score hits 6 digits resets 10000. This true, might noticed points lower time, score still 100k+, fill screen up. E.g. I got score 300k, would say 30000. Hope helps people!",Positive,0.5236111111111111,0.6944444444444445
+Helix Jump,"This game opinion simple fun addicting time . However variety colors ""trap"" positions limited kin getting boring. There also large amount ads even paying remove . And completely honest, I noticed level easiness canged much AT ALL past atleast 30 levels I've played. There define try change otherwise get attention.",Negative,-0.045238095238095244,0.4309523809523809
+Helix Jump,"Like others I bought ad free version continued receiving ads. Then, I contacted devs response. I tried uninstalling reinstalling app, wondering would fix started way back level 1. So, even though clearly communicating Google Play (taking money problem), saving progress. Done filing refund.",Positive,0.16666666666666666,0.39444444444444443
+Helix Jump,"The game play good. My issue even though paid money ad free version, still getting ads hell lot ads gameplay. This clear con. Developers, please either remove option go ad free update support this. I dropped email support team refund response far. please look this. otherwise great simple game. Loved it.",Positive,0.24000000000000005,0.6290476190476191
+Helix Jump,"I really enjoy game. It's great time killer, challenging enough fun. My complaint viewing ad 'second chance', drops right back game, immediately ad closes. It makes 'second chance' kind pointless. I feel brief countdown -- '3, 2, 1' sort thing -- order allow player prepare would improve feature greatly.",Positive,0.1459821428571429,0.43556547619047625
+Helix Jump,"Way many ads liking. This really good fun game, lose about, 3 rounds, gives ad. And ad sit like five seconds wait over, likely going long ad. Please decrease ads pop expect lot people delete game phone. I read reviews I downloaded game I delete endless amount ads drains phone.",Positive,0.013888888888888888,0.5166666666666667
+Helix Jump,The ads bug me. When pops I close open again. Takes like 2 seconds. But trying get high score cant close lose score. I think colors better backgrounds would make game exciting playing.,Positive,0.11200000000000002,0.548
+Helix Jump,"This definitely simple yet addictive games I've ever played. Only catch, I paid remove ads yet I still get them. What gives? And said: no, I mean ""second chance"" button fail. Also, ad bottom screen still I play.",Negative,-0.057291666666666664,0.5407738095238095
+Helix Jump,The second chance needs countdown start I've many times starts without warning kills instantly. Plus I think need arrow either side screen rotate with. I keep falling multiple floors time I find thumb keeps getting way. Would nicer arrow bottom corners clear play area.,Positive,0.12,0.30999999999999994
+Helix Jump,"Ok, I love game, much fun I play hours straight. But waayyyy many ads. like every 3 games there's another ad there's ads bottom screen. I'm going pay ads cuz I feel like waste money time many ads game! I understand ads great way display product people show many ads makes want delete app. I mind ad every ten games so. In addition, I think ads bottom screen get way game. Love game though, fix ads.",Positive,0.16000000000000003,0.41000000000000003
+Helix Jump,"It started great ads tolerable. Lately (on level 30+), I cannot go level without trying open Chrome tab advert (constantly!). This I die, new level, I jumping pass around 30%, it'll randomly open advert phone, even I follow till final pop up, soon I return game, open new one.",Positive,0.03727272727272727,0.5492424242424243
+Helix Jump,"Game fun addicting, receiving low score many ads. I purchased premium No Ads option nothing changed. I charged purchase, despite trying contact developers 3 times last month I received response. No Ads option SCAM! Please take Ads away give refund!!!",Positive,0.07999999999999999,0.29333333333333333
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"Not bad game start with, I fun competing half unfortunately latest update killed it. Levels became shorter easier meaning I sailed level 40 level 200 rapidly. Ads bearing. Complete level, get two ads. Lose life, another two ads. Half way turn, another ad...",Positive,0.03958333333333333,0.3625
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"I actually really enjoy game, I agree ads waaaaay many much. But I like game much I willing pay higher-than-average cost ad-free. However, I paid remove ads I still ads. The charge went card, I ""no ads"" button again, anything. And yet.. still ads. I revise review 5 stars ads removed like be.",Positive,0.09166666666666666,0.4583333333333333
+Helix Jump,"I Would've loved give game better review, Ads Non stop ruin game expierance completely. If I skip second chance ad gives another Ad immediately I start level without reward it, add fact Ads 30 seconds unskippable. Like said, would've loved give higher rating, Ads make unbearable.",Positive,0.18124999999999997,0.475
+Helix Jump,"Simple, fun, addictive asks well made game. So good I paid add-free version. Only reasons get 5 star because, sometimes (when I'm online) I still get ads. Also there's way go back replay competed levels.",Positive,0.0857142857142857,0.4938775510204082
+Helix Jump,nan,nan,nan,nan
+Helix Jump,Downloaded game three weeks ago. I totally love it. Im level 64 already (probably good compared some!) score far 11004. Whomever ever created game...well done. Its relaxing way pass free time. It doesnt kill battery phone either.,Positive,0.29500000000000004,0.68
+Helix Jump,"I addicted time. I told myself, I made 1,000,000 points, I would quit playing. I accomplished objective. It fun ride. Nothing seems change game bugs me. I eventually started trying best high scores. Many headaches later, level 1000-something, high score 1,000,000-something, I'm done. It good game. Has anyone else gotten 1,000,000?",Positive,0.15166666666666664,0.39000000000000007
+Helix Jump,"I love zenlike game play. I enjoy challenge albeit light skill level needed anyone age 11yo. What I like best I sit play without much thought zone I need to. Don't waste money buying ""ad free"" version. You still get many ads would using free version, thats complaint.",Positive,0.26363636363636367,0.45454545454545453
+Helix Jump,"DO NOT PAY FOR THIS. I much difficulty trying pay full version. I'm kidding I sat entire day waiting work. When I purchased ad buttons still there, made sounds pressed. I trying find number contact Google tell mad I was. Finally restarting phone fixed it, way I've seen reviews, seems work many people. Therefore, I cannot recommend playing purchasing app. I refund hassle all, I agree reviews answer support email. Everything people say true. Do buy it. UPDATE: seems like I give permissions ask for, continue play ads. It also true ask many permissions. DON'T PLAY THIS! And I definitely ask refund.",Positive,0.16818181818181818,0.5795454545454546
+Helix Jump,"The game good fun. However allowed astronomical amount ads pop ruins fun try force go ad free. The game fun fun enough spend money make ad free. Due extremely large amount ads trying force us buy game, rate 1/5. Otherwise without ads (some ads understand, like every 20 seconds pop up) would gave 3/5",Positive,0.10280612244897958,0.4073979591836735
+Helix Jump,It goodgame kind addictive. There many ads I know whether phone seems lot lag times? The second chance feature count rather throwing straight back in.,Positive,0.21666666666666667,0.44999999999999996
+Helix Jump,"PAYING TO REMOVE THE ADS DOES NOT WORK! This addicting fun game, issue many ads. As many games I play, I mind spending dollars remove ads... BUT IT DIDN'T REMOVE THE ADS! I still get amount ads, continually banner bottom videos levels. Paying ads nothing. The developer respond, past 48 hours get refund Google. If paying ads actually removed ads, would probably 5 star review!",Positive,0.12916666666666665,0.325
+Helix Jump,"Game fun. But many ads! They happen lose go next level. I play 5 minutes. And ads close, wait 10-15 seconds time. And encounter add every 30 seconds (you either lose go level).",Positive,0.13124999999999998,0.275
+Helix Jump,"This game would awesome paid $2.49 remove ads, ads actually removed. And what's permissions? Why need access contacts, location, AND phone calls? And still reply dev? Would better would make buttons work. It even restore.",Positive,0.275,0.5
+Helix Jump,Great game many ads. I paid $2.49 ad free I still get many before. Tried contacting developer twice last two days response. This seems happening everyone else well. It would easily 5 stars blatantly rob people supporting content. Contacting Google I hear back Voodoo within next days.,Positive,0.1803030303030303,0.4181818181818182
+Helix Jump,"Its unbelievable amount adds. The game pretty fun honestly I could play hours end, fact I constantly assaulted adds. There already static add bottom game play choice watch add get new life fine good, top time fail instantly transported add cant get of. Its ridiculous. I spent time trying get adds game play",Positive,0.059982174688057034,0.5679144385026738
+Helix Jump,"This game bores never-ending ads. If decide buy NO ADS, charge money ads still stay there, multiplied. Their support never responds emails. If going play offline, fun relaxing game kill time. If need stay online... Then better something else.",Neutral,0.0,0.375
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"Actually really enjoy playing game, however I paid upgraded version without ads still continued get ads. Emailed developer week ago along attached confirmation purchase never got response, therefore I'm giving star. Just lot downloads mean overlook people support game; especially ones voluntarily pay upgraded version.",Negative,-0.14250000000000002,0.5974999999999999
+Helix Jump,"Update: I finally bought premium version avoid ads I'm still getting ads non stop despite reaching devs responded all. Going request refund I guess. Original review: The game fun addicting, many ads. An ad every time restart level, ad beat level, ad blink many times. I know devs make money game free pretty top",Positive,0.20249999999999999,0.605
+Helix Jump,"Hi VOODOO I issues game I press icon everytime I try go game tablet says 'unfortunately helix jump stopped'. I honestly know game made IOS'S Android. I rated five stars u played friends iPhone really good quality. But seemed work perfectly phone tablet. can, reply comment inform happening. Thank",Positive,0.0857142857142857,0.6714285714285715
+Helix Jump,It's good game much need update. There ads die get next level. When I first started play I went straight game. When game front screen thing. Also I got level 4 phones screen went black screen come back. It's good game lot work. Keep good work!,Positive,0.08910256410256409,0.3666666666666666
+Helix Jump,I love game seems like thing again. It get harder easier. They even change colors repeat them. It's like loop level say different level. Please make challenging get higher game change maybe different color level. Other wise cool I beat like 6 levels 1 hour!,Positive,0.12386363636363634,0.5477272727272727
+Helix Jump,"Love game - really addictive, could added difficulty levels pass by. My kid plays lot too, I thought ""let's buy full version help developers"". HOWEVER, I paid NO ADDS version, BUT NOTHING CHANGED, adds continue pop usual. Because gets 2 starts :(",Negative,-0.09166666666666667,0.6166666666666667
+Helix Jump,"Ok I enjoying game, fun super addictive. The reason lost star review I keep getting ads middle level, makes lose. I mind ads levels skip 5 seconds cannot deal ads affecting gameplay ruining score.",Positive,0.17619047619047618,0.4666666666666667
+Helix Jump,"I've enjoyed game, giving poor review someone addresses issue. I paid ads removed almost month ago still receiving numerous ads. I've emailed development team Google play store, received response. If nothing changes I'll delete game together leave review permanently",Negative,-0.14,0.52
+Helix Jump,"Easy good. By way, I've noticed saying score hits 6 digits resets 10000. This true, might noticed points lower time, score still 100k+, fill screen up. E.g. I got score 300k, would say 30000. Hope helps people!",Positive,0.5236111111111111,0.6944444444444445
+Helix Jump,"This game opinion simple fun addicting time . However variety colors ""trap"" positions limited kin getting boring. There also large amount ads even paying remove . And completely honest, I noticed level easiness canged much AT ALL past atleast 30 levels I've played. There define try change otherwise get attention.",Negative,-0.045238095238095244,0.4309523809523809
+Helix Jump,"Like others I bought ad free version continued receiving ads. Then, I contacted devs response. I tried uninstalling reinstalling app, wondering would fix started way back level 1. So, even though clearly communicating Google Play (taking money problem), saving progress. Done filing refund.",Positive,0.16666666666666666,0.39444444444444443
+Helix Jump,"The game play good. My issue even though paid money ad free version, still getting ads hell lot ads gameplay. This clear con. Developers, please either remove option go ad free update support this. I dropped email support team refund response far. please look this. otherwise great simple game. Loved it.",Positive,0.24000000000000005,0.6290476190476191
+Helix Jump,"I really enjoy game. It's great time killer, challenging enough fun. My complaint viewing ad 'second chance', drops right back game, immediately ad closes. It makes 'second chance' kind pointless. I feel brief countdown -- '3, 2, 1' sort thing -- order allow player prepare would improve feature greatly.",Positive,0.1459821428571429,0.43556547619047625
+Helix Jump,"Way many ads liking. This really good fun game, lose about, 3 rounds, gives ad. And ad sit like five seconds wait over, likely going long ad. Please decrease ads pop expect lot people delete game phone. I read reviews I downloaded game I delete endless amount ads drains phone.",Positive,0.013888888888888888,0.5166666666666667
+Helix Jump,The ads bug me. When pops I close open again. Takes like 2 seconds. But trying get high score cant close lose score. I think colors better backgrounds would make game exciting playing.,Positive,0.11200000000000002,0.548
+Helix Jump,"This definitely simple yet addictive games I've ever played. Only catch, I paid remove ads yet I still get them. What gives? And said: no, I mean ""second chance"" button fail. Also, ad bottom screen still I play.",Negative,-0.057291666666666664,0.5407738095238095
+Helix Jump,The second chance needs countdown start I've many times starts without warning kills instantly. Plus I think need arrow either side screen rotate with. I keep falling multiple floors time I find thumb keeps getting way. Would nicer arrow bottom corners clear play area.,Positive,0.12,0.30999999999999994
+Helix Jump,"Ok, I love game, much fun I play hours straight. But waayyyy many ads. like every 3 games there's another ad there's ads bottom screen. I'm going pay ads cuz I feel like waste money time many ads game! I understand ads great way display product people show many ads makes want delete app. I mind ad every ten games so. In addition, I think ads bottom screen get way game. Love game though, fix ads.",Positive,0.16000000000000003,0.41000000000000003
+Helix Jump,"It started great ads tolerable. Lately (on level 30+), I cannot go level without trying open Chrome tab advert (constantly!). This I die, new level, I jumping pass around 30%, it'll randomly open advert phone, even I follow till final pop up, soon I return game, open new one.",Positive,0.03727272727272727,0.5492424242424243
+Helix Jump,"Game fun addicting, receiving low score many ads. I purchased premium No Ads option nothing changed. I charged purchase, despite trying contact developers 3 times last month I received response. No Ads option SCAM! Please take Ads away give refund!!!",Positive,0.07999999999999999,0.29333333333333333
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"Not bad game start with, I fun competing half unfortunately latest update killed it. Levels became shorter easier meaning I sailed level 40 level 200 rapidly. Ads bearing. Complete level, get two ads. Lose life, another two ads. Half way turn, another ad...",Positive,0.03958333333333333,0.3625
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"I actually really enjoy game, I agree ads waaaaay many much. But I like game much I willing pay higher-than-average cost ad-free. However, I paid remove ads I still ads. The charge went card, I ""no ads"" button again, anything. And yet.. still ads. I revise review 5 stars ads removed like be.",Positive,0.09166666666666666,0.4583333333333333
+Helix Jump,"I Would've loved give game better review, Ads Non stop ruin game expierance completely. If I skip second chance ad gives another Ad immediately I start level without reward it, add fact Ads 30 seconds unskippable. Like said, would've loved give higher rating, Ads make unbearable.",Positive,0.18124999999999997,0.475
+Helix Jump,"Simple, fun, addictive asks well made game. So good I paid add-free version. Only reasons get 5 star because, sometimes (when I'm online) I still get ads. Also there's way go back replay competed levels.",Positive,0.0857142857142857,0.4938775510204082
+Helix Jump,nan,nan,nan,nan
+Helix Jump,Downloaded game three weeks ago. I totally love it. Im level 64 already (probably good compared some!) score far 11004. Whomever ever created game...well done. Its relaxing way pass free time. It doesnt kill battery phone either.,Positive,0.29500000000000004,0.68
+Helix Jump,"I addicted time. I told myself, I made 1,000,000 points, I would quit playing. I accomplished objective. It fun ride. Nothing seems change game bugs me. I eventually started trying best high scores. Many headaches later, level 1000-something, high score 1,000,000-something, I'm done. It good game. Has anyone else gotten 1,000,000?",Positive,0.15166666666666664,0.39000000000000007
+Helix Jump,"I love zenlike game play. I enjoy challenge albeit light skill level needed anyone age 11yo. What I like best I sit play without much thought zone I need to. Don't waste money buying ""ad free"" version. You still get many ads would using free version, thats complaint.",Positive,0.26363636363636367,0.45454545454545453
+Helix Jump,"DO NOT PAY FOR THIS. I much difficulty trying pay full version. I'm kidding I sat entire day waiting work. When I purchased ad buttons still there, made sounds pressed. I trying find number contact Google tell mad I was. Finally restarting phone fixed it, way I've seen reviews, seems work many people. Therefore, I cannot recommend playing purchasing app. I refund hassle all, I agree reviews answer support email. Everything people say true. Do buy it. UPDATE: seems like I give permissions ask for, continue play ads. It also true ask many permissions. DON'T PLAY THIS! And I definitely ask refund.",Positive,0.16818181818181818,0.5795454545454546
+Helix Jump,"The game good fun. However allowed astronomical amount ads pop ruins fun try force go ad free. The game fun fun enough spend money make ad free. Due extremely large amount ads trying force us buy game, rate 1/5. Otherwise without ads (some ads understand, like every 20 seconds pop up) would gave 3/5",Positive,0.10280612244897958,0.4073979591836735
+Helix Jump,It goodgame kind addictive. There many ads I know whether phone seems lot lag times? The second chance feature count rather throwing straight back in.,Positive,0.21666666666666667,0.44999999999999996
+Helix Jump,"PAYING TO REMOVE THE ADS DOES NOT WORK! This addicting fun game, issue many ads. As many games I play, I mind spending dollars remove ads... BUT IT DIDN'T REMOVE THE ADS! I still get amount ads, continually banner bottom videos levels. Paying ads nothing. The developer respond, past 48 hours get refund Google. If paying ads actually removed ads, would probably 5 star review!",Positive,0.12916666666666665,0.325
+Helix Jump,"Game fun. But many ads! They happen lose go next level. I play 5 minutes. And ads close, wait 10-15 seconds time. And encounter add every 30 seconds (you either lose go level).",Positive,0.13124999999999998,0.275
+Helix Jump,"This game would awesome paid $2.49 remove ads, ads actually removed. And what's permissions? Why need access contacts, location, AND phone calls? And still reply dev? Would better would make buttons work. It even restore.",Positive,0.275,0.5
+Helix Jump,Great game many ads. I paid $2.49 ad free I still get many before. Tried contacting developer twice last two days response. This seems happening everyone else well. It would easily 5 stars blatantly rob people supporting content. Contacting Google I hear back Voodoo within next days.,Positive,0.1803030303030303,0.4181818181818182
+Helix Jump,"Its unbelievable amount adds. The game pretty fun honestly I could play hours end, fact I constantly assaulted adds. There already static add bottom game play choice watch add get new life fine good, top time fail instantly transported add cant get of. Its ridiculous. I spent time trying get adds game play",Positive,0.059982174688057034,0.5679144385026738
+Helix Jump,"This game bores never-ending ads. If decide buy NO ADS, charge money ads still stay there, multiplied. Their support never responds emails. If going play offline, fun relaxing game kill time. If need stay online... Then better something else.",Neutral,0.0,0.375
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"Actually really enjoy playing game, however I paid upgraded version without ads still continued get ads. Emailed developer week ago along attached confirmation purchase never got response, therefore I'm giving star. Just a... Full Review",Positive,0.11666666666666665,0.4833333333333334
+Helix Jump,"Update: I finally bought premium version avoid ads I'm still getting ads non stop despite reaching devs responded all. Going request refund I guess. Original review: The game fun addicting, many ads. An ad every time restart level, ad beat level, ad blink many times. I know devs make money game free pretty top",Positive,0.20249999999999999,0.605
+Helix Jump,"Hi VOODOO I issues game I press icon everytime I try go game tablet says 'unfortunately helix jump stopped'. I honestly know game made IOS'S Android. I rated five stars u played friends iPhone really good quality. But seemed work perfectly phone tablet. can, reply comment inform happening. Thank",Positive,0.0857142857142857,0.6714285714285715
+Helix Jump,It's good game much need update. There ads die get next level. When I first started play I went straight game. When game front screen thing. Also I got level 4 phones screen went black screen come back. It's good game lot work. Keep good work!,Positive,0.08910256410256409,0.3666666666666666
+Helix Jump,I love game seems like thing again. It get harder easier. They even change colors repeat them. It's like loop level say different level. Please make challenging get higher game change maybe different color level. Other wise cool I beat like 6 levels 1 hour!,Positive,0.12386363636363634,0.5477272727272727
+Helix Jump,"Love game - really addictive, could added difficulty levels pass by. My kid plays lot too, I thought ""let's buy full version help developers"". HOWEVER, I paid NO ADDS version, BUT NOTHING CHANGED, adds continue pop usual. Because gets 2 starts :(",Negative,-0.09166666666666667,0.6166666666666667
+Helix Jump,"Ok I enjoying game, fun super addictive. The reason lost star review I keep getting ads middle level, makes lose. I mind ads levels skip 5 seconds cannot deal ads affecting gameplay ruining score.",Positive,0.17619047619047618,0.4666666666666667
+Helix Jump,"I've enjoyed game, giving poor review someone addresses issue. I paid ads removed almost month ago still receiving numerous ads. I've emailed development team Google play store, received response. If nothing changes I'll delete game together leave review permanently",Negative,-0.14,0.52
+Helix Jump,"Easy good. By way, I've noticed saying score hits 6 digits resets 10000. This true, might noticed points lower time, score still 100k+, fill screen up. E.g. I got score 300k, would say 30000. Hope helps people!",Positive,0.5236111111111111,0.6944444444444445
+Helix Jump,"This game opinion simple fun addicting time . However variety colors ""trap"" positions limited kin getting boring. There also large amount ads even paying remove . And completely honest, I noticed level easiness canged much AT ALL past atleast 30 levels I've played. There define try change otherwise get attention.",Negative,-0.045238095238095244,0.4309523809523809
+Helix Jump,"Like others I bought ad free version continued receiving ads. Then, I contacted devs response. I tried uninstalling reinstalling app, wondering would fix started way back level 1. So, even though clearly communicating Google Play (taking money problem), saving progress. Done filing refund.",Positive,0.16666666666666666,0.39444444444444443
+Helix Jump,"The game play good. My issue even though paid money ad free version, still getting ads hell lot ads gameplay. This clear con. Developers, please either remove option go ad free update support this. I dropped email support team refund response far. please look this. otherwise great simple game. Loved it.",Positive,0.24000000000000005,0.6290476190476191
+Helix Jump,"I really enjoy game. It's great time killer, challenging enough fun. My complaint viewing ad 'second chance', drops right back game, immediately ad closes. It makes 'second chance' kind pointless. I feel brief countdown -- '3, 2, 1' sort thing -- order allow player prepare would improve feature greatly.",Positive,0.1459821428571429,0.43556547619047625
+Helix Jump,"Way many ads liking. This really good fun game, lose about, 3 rounds, gives ad. And ad sit like five seconds wait over, likely going long ad. Please decrease ads pop expect lot people delete game phone. I read reviews I downloaded game I delete endless amount ads drains phone.",Positive,0.013888888888888888,0.5166666666666667
+Helix Jump,The ads bug me. When pops I close open again. Takes like 2 seconds. But trying get high score cant close lose score. I think colors better backgrounds would make game exciting playing.,Positive,0.11200000000000002,0.548
+Helix Jump,"This definitely simple yet addictive games I've ever played. Only catch, I paid remove ads yet I still get them. What gives? And said: no, I mean ""second chance"" button fail. Also, ad bottom screen still I play.",Negative,-0.057291666666666664,0.5407738095238095
+Helix Jump,The second chance needs countdown start I've many times starts without warning kills instantly. Plus I think need arrow either side screen rotate with. I keep falling multiple floors time I find thumb keeps getting way. Would nicer arrow bottom corners clear play area.,Positive,0.12,0.30999999999999994
+Helix Jump,"Ok, I love game, much fun I play hours straight. But waayyyy many ads. like every 3 games there's another ad there's ads bottom screen. I'm going pay ads cuz I feel like waste money time many ads game! I understand ads great way display product people show many ads makes want delete app. I mind ad every ten games so. In addition, I think ads bottom screen get way game. Love game though, fix ads.",Positive,0.16000000000000003,0.41000000000000003
+Helix Jump,"It started great ads tolerable. Lately (on level 30+), I cannot go level without trying open Chrome tab advert (constantly!). This I die, new level, I jumping pass around 30%, it'll randomly open advert phone, even I follow till final pop up, soon I return game, open new one.",Positive,0.03727272727272727,0.5492424242424243
+Helix Jump,"Game fun addicting, receiving low score many ads. I purchased premium No Ads option nothing changed. I charged purchase, despite trying contact developers 3 times last month I received response. No Ads option SCAM! Please take Ads away give refund!!!",Positive,0.07999999999999999,0.29333333333333333
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"Not bad game start with, I fun competing half unfortunately latest update killed it. Levels became shorter easier meaning I sailed level 40 level 200 rapidly. Ads bearing. Complete level, get two ads. Lose life, another two ads. Half way turn, another ad...",Positive,0.03958333333333333,0.3625
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"I actually really enjoy game, I agree ads waaaaay many much. But I like game much I willing pay higher-than-average cost ad-free. However, I paid remove ads I still ads. The charge went card, I ""no ads"" button again, anything. And yet.. still ads. I revise review 5 stars ads removed like be.",Positive,0.09166666666666666,0.4583333333333333
+Helix Jump,"I Would've loved give game better review, Ads Non stop ruin game expierance completely. If I skip second chance ad gives another Ad immediately I start level without reward it, add fact Ads 30 seconds unskippable. Like said, would've loved give higher rating, Ads make unbearable.",Positive,0.18124999999999997,0.475
+Helix Jump,"Simple, fun, addictive asks well made game. So good I paid add-free version. Only reasons get 5 star because, sometimes (when I'm online) I still get ads. Also there's way go back replay competed levels.",Positive,0.0857142857142857,0.4938775510204082
+Helix Jump,nan,nan,nan,nan
+Helix Jump,Downloaded game three weeks ago. I totally love it. Im level 64 already (probably good compared some!) score far 11004. Whomever ever created game...well done. Its relaxing way pass free time. It doesnt kill battery phone either.,Positive,0.29500000000000004,0.68
+Helix Jump,"I addicted time. I told myself, I made 1,000,000 points, I would quit playing. I accomplished objective. It fun ride. Nothing seems change game bugs me. I eventually started trying best high scores. Many headaches later, level 1000-something, high score 1,000,000-something, I'm done. It good game. Has anyone else gotten 1,000,000?",Positive,0.15166666666666664,0.39000000000000007
+Helix Jump,"I love zenlike game play. I enjoy challenge albeit light skill level needed anyone age 11yo. What I like best I sit play without much thought zone I need to. Don't waste money buying ""ad free"" version. You still get many ads would using free version, thats complaint.",Positive,0.26363636363636367,0.45454545454545453
+Helix Jump,"DO NOT PAY FOR THIS. I much difficulty trying pay full version. I'm kidding I sat entire day waiting work. When I purchased ad buttons still there, made sounds pressed. I trying find number contact Google tell mad I was. Finally restarting phone fixed it, way I've seen reviews, seems work many people. Therefore, I cannot recommend playing purchasing app. I refund hassle all, I agree reviews answer support email. Everything people say true. Do buy it. UPDATE: seems like I give permissions ask for, continue play ads. It also true ask many permissions. DON'T PLAY THIS! And I definitely ask refund.",Positive,0.16818181818181818,0.5795454545454546
+Helix Jump,"The game good fun. However allowed astronomical amount ads pop ruins fun try force go ad free. The game fun fun enough spend money make ad free. Due extremely large amount ads trying force us buy game, rate 1/5. Otherwise without ads (some ads understand, like every 20 seconds pop up) would gave 3/5",Positive,0.10280612244897958,0.4073979591836735
+Helix Jump,It goodgame kind addictive. There many ads I know whether phone seems lot lag times? The second chance feature count rather throwing straight back in.,Positive,0.21666666666666667,0.44999999999999996
+Helix Jump,"PAYING TO REMOVE THE ADS DOES NOT WORK! This addicting fun game, issue many ads. As many games I play, I mind spending dollars remove ads... BUT IT DIDN'T REMOVE THE ADS! I still get amount ads, continually banner bottom videos levels. Paying ads nothing. The developer respond, past 48 hours get refund Google. If paying ads actually removed ads, would probably 5 star review!",Positive,0.12916666666666665,0.325
+Helix Jump,"Game fun. But many ads! They happen lose go next level. I play 5 minutes. And ads close, wait 10-15 seconds time. And encounter add every 30 seconds (you either lose go level).",Positive,0.13124999999999998,0.275
+Helix Jump,"This game would awesome paid $2.49 remove ads, ads actually removed. And what's permissions? Why need access contacts, location, AND phone calls? And still reply dev? Would better would make buttons work. It even restore.",Positive,0.275,0.5
+Helix Jump,Great game many ads. I paid $2.49 ad free I still get many before. Tried contacting developer twice last two days response. This seems happening everyone else well. It would easily 5 stars blatantly rob people supporting content. Contacting Google I hear back Voodoo within next days.,Positive,0.1803030303030303,0.4181818181818182
+Helix Jump,"Its unbelievable amount adds. The game pretty fun honestly I could play hours end, fact I constantly assaulted adds. There already static add bottom game play choice watch add get new life fine good, top time fail instantly transported add cant get of. Its ridiculous. I spent time trying get adds game play",Positive,0.059982174688057034,0.5679144385026738
+Helix Jump,"This game bores never-ending ads. If decide buy NO ADS, charge money ads still stay there, multiplied. Their support never responds emails. If going play offline, fun relaxing game kill time. If need stay online... Then better something else.",Neutral,0.0,0.375
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"It's bad game. Pretty interesting fun. Graphics might need bit optimization stutters happpens drop much. But ads... reduce little bit. And access data, game like wants location, phone info storage permission? Especially run without fine. Be careful guys...",Positive,0.0065972222222222335,0.5388888888888889
+Helix Jump,Like many people said many times many ads. The gameplay good addictive I decided buy ad free version I still getting ads. I'm sure happening others I contact creators I currently waiting reply.,Positive,0.3875,0.6361111111111111
+Helix Jump,This game great except dont like many adds are. I also like dont change up.also second chance sometimes watch says tap restart doesnt even give chance give chance would think would 321 kind thing starts. But still great time passer.,Positive,0.3833333333333333,0.5499999999999999
+Helix Jump,In honesty I love game. It's nice little game pass time BUT WAY many ads. A good balance would probably levels second chance - there's add every third time lose life. I decided well worth $2.49 eliminate ads - absolutely nothing. My card charged sure enough many ads before.,Positive,0.20089285714285715,0.4920634920634921
+Helix Jump,"Nice game. But soo annoying get highscore press second chance even give you, watch ad still start again. Also could make endless mode levels could challenges. But could also make die level 12 example, instead different every time restart level. Maybe change colours instead repeating actually change difficulty level 5 easy level 65. Soz, giving tips. Amazing game tho. Must get.",Negative,-0.009166666666666667,0.5883333333333334
+Helix Jump,"Great game. Highly recommended. Had similar game sameness level color game headache. The different level colors nice, although repeat, better colors every level. Each level takes day more, might me, repeating colors bother me. I friend plays game 24/7 loves level 300+! Definitely must get.",Positive,0.07166666666666666,0.5325000000000001
+Helix Jump,"Paid advertisements, yet I still get consistent advertisements almost every time I restart (and occasionally ads bottom screen). And I aware using extra life plays video regardless whether I paid ads, that's I mean. I paid ads, yet I still ads. The game still pretty fun though. But yeah dont waste money trying remove ads.",Positive,0.015277777777777772,0.33472222222222225
+Helix Jump,"Half half opinions. For reason whenever I beat high score, 34,000 something, says Helix Jump stopped working. I got 38,546 I passed level 97 I got ad, exited Helix Jump. It happened already 2 times I know why. But game SUPER ADDICTING I love playing. Maybe big glitch I hope creators game could fix...",Negative,-0.01750000000000001,0.38
+Helix Jump,I love game. Its different anything there. Addictive. Easy&Hard time. The bigger screen easier becomes. Ads shows 3 rounds. Ads problem all. As long go back button phone skip almost Ads 5 seconds. I recommend game everyone. Current level 38!,Negative,-0.03888888888888889,0.4666666666666667
+Helix Jump,nan,nan,nan,nan
+Helix Jump,This game really laggy remade nicely. Also adds non stop like every time pass level. Other wise game really good. It's really entertaining fun play. Also remake copy 1001 games game looks like game also I see front I saw Voodoo h8games please explain.,Positive,0.1159090909090909,0.506818181818182
+Helix Jump,This game favourite game ever still lot work on. I never play game I'm connected Internet game lags. Ads every time die pass level much. But game still kinda new I'm going give time. Keep good work!! I would also like say I update game I phone users I I'm samsung?,Negative,-0.11818181818181822,0.40606060606060607
+Helix Jump,"The game great addicting. Seems trending fun play. The game looks easy quite challenging. Also, everybody class phone loves game always plays game lol. Also, ads go malicious constantly reopen. My antivirus says blocked while. Please fix this.",Positive,0.12333333333333334,0.5416666666666667
+Helix Jump,"Well fun long time started getting really high levels. Say level 700, give 700 points made six digits. It count 100. Then eventually made level 900, even go six digits. After hit 99,999 resets back 10,000. Really thinking deleting knowing I can't break score 6 digits.",Positive,0.12200000000000003,0.268
+Helix Jump,The game enjoyable enough I paid ads removed I still ads despite charged fee remove them. I've sent email VooDoo received response two days. Would rate 5 stars feel like stole money. Edit: Day 11 still ads!,Positive,0.033333333333333326,0.5
+Helix Jump,"Let tell I'm much gamer I heard Helix jump game Store I decide get cuz looked interesting little I know I would fall love game almost immediately. This game addicting much fun play awesome time-killer, great graphics, overall awesome gamer, I really suggest get give shot disappointed I hope developer continues make lovely awesome games keep games coming man.",Positive,0.24140625000000002,0.540625
+Helix Jump,This voodoo guy scammer. This second game I pay ads still there. How expect give good review can't figure implement premium paid version. You sure know stick ads everywhere though.,Positive,0.19999999999999998,0.4722222222222222
+Helix Jump,"The best minimalistic Game ever.. I play forever. Just right amount difficulty satisfyingly so.Never gonna delete game! On side note Dear developer, bugs time time please fix soon. Great job!",Positive,0.3142857142857143,0.5642857142857143
+Helix Jump,For reason I payed ads. I close game come back in. WHAT DO I SEE? AN AD AT THE BOTTOM OF MY GAME. I PAYED GOOD MONEY TO ENJOY THIS GAME BUT WHOEVER THE PLEBS ARE THAT MADE THIS GAME DECIDED TO GIVE ME AN AD. #STOPTHEADABUSE,Negative,-0.07142857142857144,0.38571428571428573
+Helix Jump,"I gave star I love game I can't play phone. Every time I press say little box "" unfortunately helix jump stopped"" takes home screen. It addicting can't even get Samsung.",Negative,-0.146875,0.625
+Helix Jump,"The game awesome, I giving 2 stars enormous amount adds get! It intense game freezes trying load adds. I show middle game play. I understand free version expensive adds free version, can't many adds,it's madness. I checked much data take I'm pretty sure drains lot plan.",Positive,0.125,0.6420634920634921
+Helix Jump,"Honestly I would given game 5 star review, I really enjoy love playing it. Unfortunately though, I got sick ads PAID ""no ads"". Well... money taken I still getting ads every level. Tried contact developers fix this, responded email.",Negative,-0.019047619047619035,0.7095238095238096
+Helix Jump,"Actually enjoyable game, however I paid ad-free gameplay still get ads. I've emailed multiple times developers via support email listed got response. However, I realised turn internet connection, ads displayed anyway, I recommend everyone turns internet connection play game, DOES NOT pay ad-free upgrade. This company robbing people.",Negative,-0.07500000000000001,0.35
+Helix Jump,Love game great fun addictive. It's good I paid 2.49 get rid adverts there's problem pay still get adverts.update: After emails developer This poor review dont bother reply either. Have reported scam Google hopefully remove adverts paid too.,Positive,0.21428571428571427,0.5785714285714285
+Helix Jump,"The game good. It's addicting fun play spare time however variation levels played couple levels begins get repetitive. I first downloaded game phone worked well although far many ads particularly considering often long. I attempted tablet however, first even finally even work! Slightly disappointed but, overall actual game fun works.",Positive,0.018627450980392146,0.4235294117647059
+Helix Jump,This game terrible 1. If go different platform 50% death spot beneath 2.dont even think going super fast mode go 3 platforms there's pretty much 75% death spot 3. All God dam adds God dam every pretty much die three times.,Positive,0.003703703703703703,0.6296296296296297
+Helix Jump,I really enjoy game great time killer. The reason I rate low I paid ads I still get them. Every 3 times I restart I get ad. I also noticed others issue reply devs. Please give us paid I gladly rate 5 stars.,Positive,0.26,0.5900000000000001
+Helix Jump,"Helix Jump great game. You may get lots ads long gameplay hard levels best played long road trip opinion. It's overall great game! Some physics graphics game could changed enhance gameplay. I look forward new changes VOODOO adding soon, I encourage VOODOO continue work game! I've made way level 350 amount time I play it. It currently favorite game. (If say many ads helpful. Just play wifi data.. turn airplane mode. This remove ads)",Positive,0.0763131313131313,0.47308080808080805
+Helix Jump,"This okay, gameplay get laggy sometimes awful. The amount ads game criminal. They give 30 second every single time die. I turn wifi data play normally amount ads affects gameplay.",Negative,-0.17448979591836736,0.47346938775510206
+Helix Jump,"Well, sensitivity option would good, seriously AD every time die ? Theres also banner doesn't let's play since ad playing. The option turn wifi. Also I'm experiencing lags get 3 stairs once.",Positive,0.18333333333333332,0.6333333333333333
+Helix Jump,"Very fun game, it'll keep busy. The reason I low scoring ad-free version costs money, still shows ads. Another downside reaching support, reply. I've waiting week hear them. Don't buy ad-free version wasting money. If used ad supported games means. To honest, borderline many ads ad supported game.",Positive,0.11285714285714285,0.43714285714285717
+Helix Jump,"Can tell game would need access photos, location, need mange phone calls? I've played game good bit now. The ad bottom screen tolerable. But I need see 30 second ad every 3 games? Uninstalled.",Negative,-0.025000000000000022,0.35000000000000003
+Helix Jump,"Excellent game satisfying physics easy learn hard master premise. Way many ads, though. An ad gain life fine, showing ad regardless I 'choose' much choice, it?",Positive,0.2947916666666667,0.6218750000000001
+Helix Jump,nan,nan,nan,nan
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"I liked lot I paid remove ads surprise! You can't second chances anymore all. Otherwise, simple addictive. Just buy ads option -- ripoff since makes ""pay lose"" anything.",Positive,0.1875,0.5142857142857143
+Helix Jump,I saw played game friend's phone good. ..but I tried open game stopped working. ...I think compatible version -Jelly Bean- Or phone cannot run -Samsung galaxy grand- Please fix this........BUT THE GAME IS AWESOME. !!!!!!.....,Positive,0.14285714285714285,0.6142857142857142
+Helix Jump,Definitely giving 3 stars. It's OK. WAY many adds! Makes want play it. I agree fun challenging right want play ads keep coming. I'll probably play little uninstall phone. Not dealing ads.,Positive,0.28903061224489796,0.5336734693877551
+Helix Jump,I got game kids I loved it. But hated constant ads. So I paid game ad-free still ads. I sent message creator asking please fix refund money. Hours later response game laggy I can't even play!!! Shame u VOODOO!! I liked game. Now I'm deleting it.,Negative,-0.19999999999999998,0.4703703703703704
+Helix Jump,"This game soooo full ads thats impossible play it. In game like die 2000 times get ad every second death. This problem voodoo apps, make hard put much ads it. isnt bad ffs lover ad level",Negative,-0.23854166666666665,0.46979166666666666
+Helix Jump,"Actually really enjoy playing game, however I paid upgraded version without ads still continued get ads. Emailed developer week ago along attached confirmation purchase never got response, therefore I'm giving star. Just a... Full Review",Positive,0.11666666666666665,0.4833333333333334
+Helix Jump,"Update: I finally bought premium version avoid ads I'm still getting ads non stop despite reaching devs responded all. Going request refund I guess. Original review: The game fun addicting, many ads. An ad every time restart level, ad beat level, ad blink many times. I know devs make money game free pretty top",Positive,0.20249999999999999,0.605
+Helix Jump,"Hi VOODOO I issues game I press icon everytime I try go game tablet says 'unfortunately helix jump stopped'. I honestly know game made IOS'S Android. I rated five stars u played friends iPhone really good quality. But seemed work perfectly phone tablet. can, reply comment inform happening. Thank",Positive,0.0857142857142857,0.6714285714285715
+Helix Jump,It's good game much need update. There ads die get next level. When I first started play I went straight game. When game front screen thing. Also I got level 4 phones screen went black screen come back. It's good game lot work. Keep good work!,Positive,0.08910256410256409,0.3666666666666666
+Helix Jump,I love game seems like thing again. It get harder easier. They even change colors repeat them. It's like loop level say different level. Please make challenging get higher game change maybe different color level. Other wise cool I beat like 6 levels 1 hour!,Positive,0.12386363636363634,0.5477272727272727
+Helix Jump,"Love game - really addictive, could added difficulty levels pass by. My kid plays lot too, I thought ""let's buy full version help developers"". HOWEVER, I paid NO ADDS version, BUT NOTHING CHANGED, adds continue pop usual. Because gets 2 starts :(",Negative,-0.09166666666666667,0.6166666666666667
+Helix Jump,"Ok I enjoying game, fun super addictive. The reason lost star review I keep getting ads middle level, makes lose. I mind ads levels skip 5 seconds cannot deal ads affecting gameplay ruining score.",Positive,0.17619047619047618,0.4666666666666667
+Helix Jump,"I've enjoyed game, giving poor review someone addresses issue. I paid ads removed almost month ago still receiving numerous ads. I've emailed development team Google play store, received response. If nothing changes I'll delete game together leave review permanently",Negative,-0.14,0.52
+Helix Jump,"Easy good. By way, I've noticed saying score hits 6 digits resets 10000. This true, might noticed points lower time, score still 100k+, fill screen up. E.g. I got score 300k, would say 30000. Hope helps people!",Positive,0.5236111111111111,0.6944444444444445
+Helix Jump,"This game opinion simple fun addicting time . However variety colors ""trap"" positions limited kin getting boring. There also large amount ads even paying remove . And completely honest, I noticed level easiness canged much AT ALL past atleast 30 levels I've played. There define try change otherwise get attention.",Negative,-0.045238095238095244,0.4309523809523809
+Helix Jump,"Like others I bought ad free version continued receiving ads. Then, I contacted devs response. I tried uninstalling reinstalling app, wondering would fix started way back level 1. So, even though clearly communicating Google Play (taking money problem), saving progress. Done filing refund.",Positive,0.16666666666666666,0.39444444444444443
+Helix Jump,"The game play good. My issue even though paid money ad free version, still getting ads hell lot ads gameplay. This clear con. Developers, please either remove option go ad free update support this. I dropped email support team refund response far. please look this. otherwise great simple game. Loved it.",Positive,0.24000000000000005,0.6290476190476191
+Helix Jump,"I really enjoy game. It's great time killer, challenging enough fun. My complaint viewing ad 'second chance', drops right back game, immediately ad closes. It makes 'second chance' kind pointless. I feel brief countdown -- '3, 2, 1' sort thing -- order allow player prepare would improve feature greatly.",Positive,0.1459821428571429,0.43556547619047625
+Helix Jump,"Way many ads liking. This really good fun game, lose about, 3 rounds, gives ad. And ad sit like five seconds wait over, likely going long ad. Please decrease ads pop expect lot people delete game phone. I read reviews I downloaded game I delete endless amount ads drains phone.",Positive,0.013888888888888888,0.5166666666666667
+Helix Jump,The ads bug me. When pops I close open again. Takes like 2 seconds. But trying get high score cant close lose score. I think colors better backgrounds would make game exciting playing.,Positive,0.11200000000000002,0.548
+Helix Jump,"This definitely simple yet addictive games I've ever played. Only catch, I paid remove ads yet I still get them. What gives? And said: no, I mean ""second chance"" button fail. Also, ad bottom screen still I play.",Negative,-0.057291666666666664,0.5407738095238095
+Helix Jump,The second chance needs countdown start I've many times starts without warning kills instantly. Plus I think need arrow either side screen rotate with. I keep falling multiple floors time I find thumb keeps getting way. Would nicer arrow bottom corners clear play area.,Positive,0.12,0.30999999999999994
+Helix Jump,"Ok, I love game, much fun I play hours straight. But waayyyy many ads. like every 3 games there's another ad there's ads bottom screen. I'm going pay ads cuz I feel like waste money time many ads game! I understand ads great way display product people show many ads makes want delete app. I mind ad every ten games so. In addition, I think ads bottom screen get way game. Love game though, fix ads.",Positive,0.16000000000000003,0.41000000000000003
+Helix Jump,"It started great ads tolerable. Lately (on level 30+), I cannot go level without trying open Chrome tab advert (constantly!). This I die, new level, I jumping pass around 30%, it'll randomly open advert phone, even I follow till final pop up, soon I return game, open new one.",Positive,0.03727272727272727,0.5492424242424243
+Helix Jump,"Game fun addicting, receiving low score many ads. I purchased premium No Ads option nothing changed. I charged purchase, despite trying contact developers 3 times last month I received response. No Ads option SCAM! Please take Ads away give refund!!!",Positive,0.07999999999999999,0.29333333333333333
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"Not bad game start with, I fun competing half unfortunately latest update killed it. Levels became shorter easier meaning I sailed level 40 level 200 rapidly. Ads bearing. Complete level, get two ads. Lose life, another two ads. Half way turn, another ad...",Positive,0.03958333333333333,0.3625
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"I actually really enjoy game, I agree ads waaaaay many much. But I like game much I willing pay higher-than-average cost ad-free. However, I paid remove ads I still ads. The charge went card, I ""no ads"" button again, anything. And yet.. still ads. I revise review 5 stars ads removed like be.",Positive,0.09166666666666666,0.4583333333333333
+Helix Jump,"I Would've loved give game better review, Ads Non stop ruin game expierance completely. If I skip second chance ad gives another Ad immediately I start level without reward it, add fact Ads 30 seconds unskippable. Like said, would've loved give higher rating, Ads make unbearable.",Positive,0.18124999999999997,0.475
+Helix Jump,"Simple, fun, addictive asks well made game. So good I paid add-free version. Only reasons get 5 star because, sometimes (when I'm online) I still get ads. Also there's way go back replay competed levels.",Positive,0.0857142857142857,0.4938775510204082
+Helix Jump,nan,nan,nan,nan
+Helix Jump,Downloaded game three weeks ago. I totally love it. Im level 64 already (probably good compared some!) score far 11004. Whomever ever created game...well done. Its relaxing way pass free time. It doesnt kill battery phone either.,Positive,0.29500000000000004,0.68
+Helix Jump,"I addicted time. I told myself, I made 1,000,000 points, I would quit playing. I accomplished objective. It fun ride. Nothing seems change game bugs me. I eventually started trying best high scores. Many headaches later, level 1000-something, high score 1,000,000-something, I'm done. It good game. Has anyone else gotten 1,000,000?",Positive,0.15166666666666664,0.39000000000000007
+Helix Jump,"I love zenlike game play. I enjoy challenge albeit light skill level needed anyone age 11yo. What I like best I sit play without much thought zone I need to. Don't waste money buying ""ad free"" version. You still get many ads would using free version, thats complaint.",Positive,0.26363636363636367,0.45454545454545453
+Helix Jump,"DO NOT PAY FOR THIS. I much difficulty trying pay full version. I'm kidding I sat entire day waiting work. When I purchased ad buttons still there, made sounds pressed. I trying find number contact Google tell mad I was. Finally restarting phone fixed it, way I've seen reviews, seems work many people. Therefore, I cannot recommend playing purchasing app. I refund hassle all, I agree reviews answer support email. Everything people say true. Do buy it. UPDATE: seems like I give permissions ask for, continue play ads. It also true ask many permissions. DON'T PLAY THIS! And I definitely ask refund.",Positive,0.16818181818181818,0.5795454545454546
+Helix Jump,"The game good fun. However allowed astronomical amount ads pop ruins fun try force go ad free. The game fun fun enough spend money make ad free. Due extremely large amount ads trying force us buy game, rate 1/5. Otherwise without ads (some ads understand, like every 20 seconds pop up) would gave 3/5",Positive,0.10280612244897958,0.4073979591836735
+Helix Jump,It goodgame kind addictive. There many ads I know whether phone seems lot lag times? The second chance feature count rather throwing straight back in.,Positive,0.21666666666666667,0.44999999999999996
+Helix Jump,"PAYING TO REMOVE THE ADS DOES NOT WORK! This addicting fun game, issue many ads. As many games I play, I mind spending dollars remove ads... BUT IT DIDN'T REMOVE THE ADS! I still get amount ads, continually banner bottom videos levels. Paying ads nothing. The developer respond, past 48 hours get refund Google. If paying ads actually removed ads, would probably 5 star review!",Positive,0.12916666666666665,0.325
+Helix Jump,"Game fun. But many ads! They happen lose go next level. I play 5 minutes. And ads close, wait 10-15 seconds time. And encounter add every 30 seconds (you either lose go level).",Positive,0.13124999999999998,0.275
+Helix Jump,"This game would awesome paid $2.49 remove ads, ads actually removed. And what's permissions? Why need access contacts, location, AND phone calls? And still reply dev? Would better would make buttons work. It even restore.",Positive,0.275,0.5
+Helix Jump,Great game many ads. I paid $2.49 ad free I still get many before. Tried contacting developer twice last two days response. This seems happening everyone else well. It would easily 5 stars blatantly rob people supporting content. Contacting Google I hear back Voodoo within next days.,Positive,0.1803030303030303,0.4181818181818182
+Helix Jump,"Its unbelievable amount adds. The game pretty fun honestly I could play hours end, fact I constantly assaulted adds. There already static add bottom game play choice watch add get new life fine good, top time fail instantly transported add cant get of. Its ridiculous. I spent time trying get adds game play",Positive,0.059982174688057034,0.5679144385026738
+Helix Jump,"This game bores never-ending ads. If decide buy NO ADS, charge money ads still stay there, multiplied. Their support never responds emails. If going play offline, fun relaxing game kill time. If need stay online... Then better something else.",Neutral,0.0,0.375
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"It's bad game. Pretty interesting fun. Graphics might need bit optimization stutters happpens drop much. But ads... reduce little bit. And access data, game like wants location, phone info storage permission? Especially run without fine. Be careful guys...",Positive,0.0065972222222222335,0.5388888888888889
+Helix Jump,Like many people said many times many ads. The gameplay good addictive I decided buy ad free version I still getting ads. I'm sure happening others I contact creators I currently waiting reply.,Positive,0.3875,0.6361111111111111
+Helix Jump,This game great except dont like many adds are. I also like dont change up.also second chance sometimes watch says tap restart doesnt even give chance give chance would think would 321 kind thing starts. But still great time passer.,Positive,0.3833333333333333,0.5499999999999999
+Helix Jump,In honesty I love game. It's nice little game pass time BUT WAY many ads. A good balance would probably levels second chance - there's add every third time lose life. I decided well worth $2.49 eliminate ads - absolutely nothing. My card charged sure enough many ads before.,Positive,0.20089285714285715,0.4920634920634921
+Helix Jump,"Nice game. But soo annoying get highscore press second chance even give you, watch ad still start again. Also could make endless mode levels could challenges. But could also make die level 12 example, instead different every time restart level. Maybe change colours instead repeating actually change difficulty level 5 easy level 65. Soz, giving tips. Amazing game tho. Must get.",Negative,-0.009166666666666667,0.5883333333333334
+Helix Jump,"Great game. Highly recommended. Had similar game sameness level color game headache. The different level colors nice, although repeat, better colors every level. Each level takes day more, might me, repeating colors bother me. I friend plays game 24/7 loves level 300+! Definitely must get.",Positive,0.07166666666666666,0.5325000000000001
+Helix Jump,"Paid advertisements, yet I still get consistent advertisements almost every time I restart (and occasionally ads bottom screen). And I aware using extra life plays video regardless whether I paid ads, that's I mean. I paid ads, yet I still ads. The game still pretty fun though. But yeah dont waste money trying remove ads.",Positive,0.015277777777777772,0.33472222222222225
+Helix Jump,"Half half opinions. For reason whenever I beat high score, 34,000 something, says Helix Jump stopped working. I got 38,546 I passed level 97 I got ad, exited Helix Jump. It happened already 2 times I know why. But game SUPER ADDICTING I love playing. Maybe big glitch I hope creators game could fix...",Negative,-0.01750000000000001,0.38
+Helix Jump,I love game. Its different anything there. Addictive. Easy&Hard time. The bigger screen easier becomes. Ads shows 3 rounds. Ads problem all. As long go back button phone skip almost Ads 5 seconds. I recommend game everyone. Current level 38!,Negative,-0.03888888888888889,0.4666666666666667
+Helix Jump,nan,nan,nan,nan
+Helix Jump,This game really laggy remade nicely. Also adds non stop like every time pass level. Other wise game really good. It's really entertaining fun play. Also remake copy 1001 games game looks like game also I see front I saw Voodoo h8games please explain.,Positive,0.1159090909090909,0.506818181818182
+Helix Jump,This game favourite game ever still lot work on. I never play game I'm connected Internet game lags. Ads every time die pass level much. But game still kinda new I'm going give time. Keep good work!! I would also like say I update game I phone users I I'm samsung?,Negative,-0.11818181818181822,0.40606060606060607
+Helix Jump,"The game great addicting. Seems trending fun play. The game looks easy quite challenging. Also, everybody class phone loves game always plays game lol. Also, ads go malicious constantly reopen. My antivirus says blocked while. Please fix this.",Positive,0.12333333333333334,0.5416666666666667
+Helix Jump,"Well fun long time started getting really high levels. Say level 700, give 700 points made six digits. It count 100. Then eventually made level 900, even go six digits. After hit 99,999 resets back 10,000. Really thinking deleting knowing I can't break score 6 digits.",Positive,0.12200000000000003,0.268
+Helix Jump,The game enjoyable enough I paid ads removed I still ads despite charged fee remove them. I've sent email VooDoo received response two days. Would rate 5 stars feel like stole money. Edit: Day 11 still ads!,Positive,0.033333333333333326,0.5
+Helix Jump,"Let tell I'm much gamer I heard Helix jump game Store I decide get cuz looked interesting little I know I would fall love game almost immediately. This game addicting much fun play awesome time-killer, great graphics, overall awesome gamer, I really suggest get give shot disappointed I hope developer continues make lovely awesome games keep games coming man.",Positive,0.24140625000000002,0.540625
+Helix Jump,This voodoo guy scammer. This second game I pay ads still there. How expect give good review can't figure implement premium paid version. You sure know stick ads everywhere though.,Positive,0.19999999999999998,0.4722222222222222
+Helix Jump,"The best minimalistic Game ever.. I play forever. Just right amount difficulty satisfyingly so.Never gonna delete game! On side note Dear developer, bugs time time please fix soon. Great job!",Positive,0.3142857142857143,0.5642857142857143
+Helix Jump,For reason I payed ads. I close game come back in. WHAT DO I SEE? AN AD AT THE BOTTOM OF MY GAME. I PAYED GOOD MONEY TO ENJOY THIS GAME BUT WHOEVER THE PLEBS ARE THAT MADE THIS GAME DECIDED TO GIVE ME AN AD. #STOPTHEADABUSE,Negative,-0.07142857142857144,0.38571428571428573
+Helix Jump,"I gave star I love game I can't play phone. Every time I press say little box "" unfortunately helix jump stopped"" takes home screen. It addicting can't even get Samsung.",Negative,-0.146875,0.625
+Helix Jump,"The game awesome, I giving 2 stars enormous amount adds get! It intense game freezes trying load adds. I show middle game play. I understand free version expensive adds free version, can't many adds,it's madness. I checked much data take I'm pretty sure drains lot plan.",Positive,0.125,0.6420634920634921
+Helix Jump,"Honestly I would given game 5 star review, I really enjoy love playing it. Unfortunately though, I got sick ads PAID ""no ads"". Well... money taken I still getting ads every level. Tried contact developers fix this, responded email.",Negative,-0.019047619047619035,0.7095238095238096
+Helix Jump,"Actually enjoyable game, however I paid ad-free gameplay still get ads. I've emailed multiple times developers via support email listed got response. However, I realised turn internet connection, ads displayed anyway, I recommend everyone turns internet connection play game, DOES NOT pay ad-free upgrade. This company robbing people.",Negative,-0.07500000000000001,0.35
+Helix Jump,Love game great fun addictive. It's good I paid 2.49 get rid adverts there's problem pay still get adverts.update: After emails developer This poor review dont bother reply either. Have reported scam Google hopefully remove adverts paid too.,Positive,0.21428571428571427,0.5785714285714285
+Helix Jump,"The game good. It's addicting fun play spare time however variation levels played couple levels begins get repetitive. I first downloaded game phone worked well although far many ads particularly considering often long. I attempted tablet however, first even finally even work! Slightly disappointed but, overall actual game fun works.",Positive,0.018627450980392146,0.4235294117647059
+Helix Jump,This game terrible 1. If go different platform 50% death spot beneath 2.dont even think going super fast mode go 3 platforms there's pretty much 75% death spot 3. All God dam adds God dam every pretty much die three times.,Positive,0.003703703703703703,0.6296296296296297
+Helix Jump,I really enjoy game great time killer. The reason I rate low I paid ads I still get them. Every 3 times I restart I get ad. I also noticed others issue reply devs. Please give us paid I gladly rate 5 stars.,Positive,0.26,0.5900000000000001
+Helix Jump,"Helix Jump great game. You may get lots ads long gameplay hard levels best played long road trip opinion. It's overall great game! Some physics graphics game could changed enhance gameplay. I look forward new changes VOODOO adding soon, I encourage VOODOO continue work game! I've made way level 350 amount time I play it. It currently favorite game. (If say many ads helpful. Just play wifi data.. turn airplane mode. This remove ads)",Positive,0.0763131313131313,0.47308080808080805
+Helix Jump,"This okay, gameplay get laggy sometimes awful. The amount ads game criminal. They give 30 second every single time die. I turn wifi data play normally amount ads affects gameplay.",Negative,-0.17448979591836736,0.47346938775510206
+Helix Jump,"Well, sensitivity option would good, seriously AD every time die ? Theres also banner doesn't let's play since ad playing. The option turn wifi. Also I'm experiencing lags get 3 stairs once.",Positive,0.18333333333333332,0.6333333333333333
+Helix Jump,"Very fun game, it'll keep busy. The reason I low scoring ad-free version costs money, still shows ads. Another downside reaching support, reply. I've waiting week hear them. Don't buy ad-free version wasting money. If used ad supported games means. To honest, borderline many ads ad supported game.",Positive,0.11285714285714285,0.43714285714285717
+Helix Jump,"Can tell game would need access photos, location, need mange phone calls? I've played game good bit now. The ad bottom screen tolerable. But I need see 30 second ad every 3 games? Uninstalled.",Negative,-0.025000000000000022,0.35000000000000003
+Helix Jump,"Excellent game satisfying physics easy learn hard master premise. Way many ads, though. An ad gain life fine, showing ad regardless I 'choose' much choice, it?",Positive,0.2947916666666667,0.6218750000000001
+Helix Jump,nan,nan,nan,nan
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"I liked lot I paid remove ads surprise! You can't second chances anymore all. Otherwise, simple addictive. Just buy ads option -- ripoff since makes ""pay lose"" anything.",Positive,0.1875,0.5142857142857143
+Helix Jump,I saw played game friend's phone good. ..but I tried open game stopped working. ...I think compatible version -Jelly Bean- Or phone cannot run -Samsung galaxy grand- Please fix this........BUT THE GAME IS AWESOME. !!!!!!.....,Positive,0.14285714285714285,0.6142857142857142
+Helix Jump,Definitely giving 3 stars. It's OK. WAY many adds! Makes want play it. I agree fun challenging right want play ads keep coming. I'll probably play little uninstall phone. Not dealing ads.,Positive,0.28903061224489796,0.5336734693877551
+Helix Jump,I got game kids I loved it. But hated constant ads. So I paid game ad-free still ads. I sent message creator asking please fix refund money. Hours later response game laggy I can't even play!!! Shame u VOODOO!! I liked game. Now I'm deleting it.,Negative,-0.19999999999999998,0.4703703703703704
+Helix Jump,"This game soooo full ads thats impossible play it. In game like die 2000 times get ad every second death. This problem voodoo apps, make hard put much ads it. isnt bad ffs lover ad level",Negative,-0.23854166666666665,0.46979166666666666
+Helix Jump,"Bought No Ads version, ads still there. Restarted buying No Ads version, ads still there. Is I denied overreaching permissions? There absolutely reason whatsoever would need ANY 3 permissions -- photos, GPS location especially NOT phone call making! Great game, addicting, needs lot work still, removal unnecessary permissions.",Positive,0.039999999999999994,0.7899999999999999
+Helix Jump,"This game really fun adictive! Do favour INTALL THIS GAME! But small tip makers app, colour choices would great improvment. And little complaint: got around levle forty tapped 'watch add try again' thing watched add would save progress would start levle again. But encountered eror would definitely given five stars!",Negative,-0.057812499999999996,0.41875
+Helix Jump,I understand need adverts make money I mind adverts every 10 seconds means I can't actually play game see I like enough buy full version. Very frustrating. Played mins annoying deleting now.,Negative,-0.22833333333333336,0.575
+Helix Jump,"Okay guys. I understand everybody needs earn share somehow. But charge ads game I pay, means supply version ads anymore. Not delivering contract linked payment top work out.",Positive,0.19999999999999998,0.4666666666666666
+Helix Jump,"This game fun good. My problem I paid ad free version still get ads. I reached developer 4 times regarding received response, terrible customer service. DO NOT BUY THE AD FREE ENHANCEMENT",Positive,0.06666666666666665,0.6333333333333333
+Helix Jump,I bought ads game (2.49 usd isnt much I go point) still get video ads pop up. I'm talking ones bottom screen ones cover whole screen play. please fix this. scam please refund purchase I report you. (proof youtube channel Camel Cam,Neutral,0.0,0.3333333333333333
+Helix Jump,I bought full version watch 15 30 second adds every time passed level died. Still watch adds wait sometimes add. DONT BUY THE FULL VERSION. Im dissapointed never pay games. You guys suck......,Positive,0.2333333333333333,0.3666666666666667
+Helix Jump,"This game really addictive really fun plz add new things challenging? Because levels thing think u guys make new stuff instead thing level.. oh colors too, u add new colors please.. thank",Positive,0.11558441558441558,0.551948051948052
+Helix Jump,I really like game things I like I level 144 levels get harder! The 2 things I dislike game takes long open glitches much lately I keep dying!!! Other I problems highly recommend this!!! Please fix problems asap,Negative,-0.13038194444444445,0.3794444444444445
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"This cute, little game helps kill time. My go-to boredom hits pretty much. It also challenging, keeps interesting. I find playing lot. (almost much haha) Anyway, reason I gave four stars amount ads! There many ads, usually strait 45 seconds long. I'd also like know needs access photos?? Overall, great app.",Positive,0.20096153846153844,0.5230769230769231
+Helix Jump,"Loved game I clicked ""No Ads"" paid $2.49 ads still get also I can't anymore money gone I seriously hate ads. Damn near everytime get done ads! Don't waste money",Negative,-0.11500000000000003,0.5
+Helix Jump,"Like others said, paid remove ads, still getting amount ads. No option refund, like paid do. The No Ads version scam, needs addressed Google game developer. Developer built many ads becomes unplayable, thus driving people pay ads, still getting ads. BEWARE.",Negative,-0.10000000000000002,0.5333333333333333
+Helix Jump,"DON'T PAY FOR ""NO ADS!"" The ads still pop up. Just little less often. I enjoyed game, ads every time die? Way much! And paying ""no ads"" make go away, (still shows image ads even 30 second interactive type ads).",Negative,-0.000694444444444442,0.31111111111111106
+Helix Jump,"Good, fun game. However, paid fee ads, still get ads. I've billed/charged already still nothing. I tried troubleshooting Google play has, well contacted Google refund. I told need contact game developer (Voodoo) directly. Have reached Voodoo reply. This SECOND Voodoo game issue with.",Negative,-0.0142857142857143,0.34285714285714286
+Helix Jump,"I would rate game higher, I bought ads free version still get tons ads, total ripoff! The game fun, way sign save switch phones progress lost. :(",Negative,-0.08571428571428573,0.5785714285714286
+Helix Jump,Game kinds fun hell would put ad every play? And ads require several seconds two exit buttons get by. I can't think without seeing ad. Guys concerned ads experience.,Negative,-0.03333333333333335,0.20000000000000004
+Helix Jump,Don't even waste time. I got level 101 see anything new would happen. But lousy game level 5 up. Same color schemes random predictable boards. Glad I pay remove ads game probably never get update.,Negative,-0.17373737373737377,0.43106060606060603
+Helix Jump,I enjoy game. Too bad I paid ads option still receive constant pop ads videos. I emailed response either. I'm considering taking legal action nothing happens soon. I want problem fixed I want money back. False advertising serious issue.,Negative,-0.10333333333333332,0.3666666666666667
+Helix Jump,This game addicting. I started playing since like 10 morning right I'm level 12. It's fun. Although I want ball different shape. Like whenever pass level get different shaped ball. And change color shape whenever want. Oh medal award teach level 60 something,Positive,0.03714285714285713,0.4671428571428572
+Helix Jump,"Actually really enjoy playing game, however I paid upgraded version without ads still continued get ads. Emailed developer week ago along attached confirmation purchase never got response, therefore I'm giving star. Just lot downloads mean overlook people support game; especially ones voluntarily pay upgraded version.",Negative,-0.14250000000000002,0.5974999999999999
+Helix Jump,"Update: I finally bought premium version avoid ads I'm still getting ads non stop despite reaching devs responded all. Going request refund I guess. Original review: The game fun addicting, many ads. An ad every time restart level, ad beat level, ad blink many times. I know devs make money game free pretty top",Positive,0.20249999999999999,0.605
+Helix Jump,"Hi VOODOO I issues game I press icon everytime I try go game tablet says 'unfortunately helix jump stopped'. I honestly know game made IOS'S Android. I rated five stars u played friends iPhone really good quality. But seemed work perfectly phone tablet. can, reply comment inform happening. Thank",Positive,0.0857142857142857,0.6714285714285715
+Helix Jump,It's good game much need update. There ads die get next level. When I first started play I went straight game. When game front screen thing. Also I got level 4 phones screen went black screen come back. It's good game lot work. Keep good work!,Positive,0.08910256410256409,0.3666666666666666
+Helix Jump,I love game seems like thing again. It get harder easier. They even change colors repeat them. It's like loop level say different level. Please make challenging get higher game change maybe different color level. Other wise cool I beat like 6 levels 1 hour!,Positive,0.12386363636363634,0.5477272727272727
+Helix Jump,"Love game - really addictive, could added difficulty levels pass by. My kid plays lot too, I thought ""let's buy full version help developers"". HOWEVER, I paid NO ADDS version, BUT NOTHING CHANGED, adds continue pop usual. Because gets 2 starts :(",Negative,-0.09166666666666667,0.6166666666666667
+Helix Jump,"Ok I enjoying game, fun super addictive. The reason lost star review I keep getting ads middle level, makes lose. I mind ads levels skip 5 seconds cannot deal ads affecting gameplay ruining score.",Positive,0.17619047619047618,0.4666666666666667
+Helix Jump,"I've enjoyed game, giving poor review someone addresses issue. I paid ads removed almost month ago still receiving numerous ads. I've emailed development team Google play store, received response. If nothing changes I'll delete game together leave review permanently",Negative,-0.14,0.52
+Helix Jump,"Easy good. By way, I've noticed saying score hits 6 digits resets 10000. This true, might noticed points lower time, score still 100k+, fill screen up. E.g. I got score 300k, would say 30000. Hope helps people!",Positive,0.5236111111111111,0.6944444444444445
+Helix Jump,"This game opinion simple fun addicting time . However variety colors ""trap"" positions limited kin getting boring. There also large amount ads even paying remove . And completely honest, I noticed level easiness canged much AT ALL past atleast 30 levels I've played. There define try change otherwise get attention.",Negative,-0.045238095238095244,0.4309523809523809
+Helix Jump,"Like others I bought ad free version continued receiving ads. Then, I contacted devs response. I tried uninstalling reinstalling app, wondering would fix started way back level 1. So, even though clearly communicating Google Play (taking money problem), saving progress. Done filing refund.",Positive,0.16666666666666666,0.39444444444444443
+Helix Jump,"The game play good. My issue even though paid money ad free version, still getting ads hell lot ads gameplay. This clear con. Developers, please either remove option go ad free update support this. I dropped email support team refund response far. please look this. otherwise great simple game. Loved it.",Positive,0.24000000000000005,0.6290476190476191
+Helix Jump,"I really enjoy game. It's great time killer, challenging enough fun. My complaint viewing ad 'second chance', drops right back game, immediately ad closes. It makes 'second chance' kind pointless. I feel brief countdown -- '3, 2, 1' sort thing -- order allow player prepare would improve feature greatly.",Positive,0.1459821428571429,0.43556547619047625
+Helix Jump,"Way many ads liking. This really good fun game, lose about, 3 rounds, gives ad. And ad sit like five seconds wait over, likely going long ad. Please decrease ads pop expect lot people delete game phone. I read reviews I downloaded game I delete endless amount ads drains phone.",Positive,0.013888888888888888,0.5166666666666667
+Helix Jump,The ads bug me. When pops I close open again. Takes like 2 seconds. But trying get high score cant close lose score. I think colors better backgrounds would make game exciting playing.,Positive,0.11200000000000002,0.548
+Helix Jump,"This definitely simple yet addictive games I've ever played. Only catch, I paid remove ads yet I still get them. What gives? And said: no, I mean ""second chance"" button fail. Also, ad bottom screen still I play.",Negative,-0.057291666666666664,0.5407738095238095
+Helix Jump,The second chance needs countdown start I've many times starts without warning kills instantly. Plus I think need arrow either side screen rotate with. I keep falling multiple floors time I find thumb keeps getting way. Would nicer arrow bottom corners clear play area.,Positive,0.12,0.30999999999999994
+Helix Jump,"Ok, I love game, much fun I play hours straight. But waayyyy many ads. like every 3 games there's another ad there's ads bottom screen. I'm going pay ads cuz I feel like waste money time many ads game! I understand ads great way display product people show many ads makes want delete app. I mind ad every ten games so. In addition, I think ads bottom screen get way game. Love game though, fix ads.",Positive,0.16000000000000003,0.41000000000000003
+Helix Jump,"It started great ads tolerable. Lately (on level 30+), I cannot go level without trying open Chrome tab advert (constantly!). This I die, new level, I jumping pass around 30%, it'll randomly open advert phone, even I follow till final pop up, soon I return game, open new one.",Positive,0.03727272727272727,0.5492424242424243
+Helix Jump,"Game fun addicting, receiving low score many ads. I purchased premium No Ads option nothing changed. I charged purchase, despite trying contact developers 3 times last month I received response. No Ads option SCAM! Please take Ads away give refund!!!",Positive,0.07999999999999999,0.29333333333333333
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"Not bad game start with, I fun competing half unfortunately latest update killed it. Levels became shorter easier meaning I sailed level 40 level 200 rapidly. Ads bearing. Complete level, get two ads. Lose life, another two ads. Half way turn, another ad...",Positive,0.03958333333333333,0.3625
+Helix Jump,nan,nan,nan,nan
+Helix Jump,"I actually really enjoy game, I agree ads waaaaay many much. But I like game much I willing pay higher-than-average cost ad-free. However, I paid remove ads I still ads. The charge went card, I ""no ads"" button again, anything. And yet.. still ads. I revise review 5 stars ads removed like be.",Positive,0.09166666666666666,0.4583333333333333
+Helix Jump,"I Would've loved give game better review, Ads Non stop ruin game expierance completely. If I skip second chance ad gives another Ad immediately I start level without reward it, add fact Ads 30 seconds unskippable. Like said, would've loved give higher rating, Ads make unbearable.",Positive,0.18124999999999997,0.475
+Helix Jump,"Simple, fun, addictive asks well made game. So good I paid add-free version. Only reasons get 5 star because, sometimes (when I'm online) I still get ads. Also there's way go back replay competed levels.",Positive,0.0857142857142857,0.4938775510204082
+Helix Jump,nan,nan,nan,nan
+Helix Jump,Downloaded game three weeks ago. I totally love it. Im level 64 already (probably good compared some!) score far 11004. Whomever ever created game...well done. Its relaxing way pass free time. It doesnt kill battery phone either.,Positive,0.29500000000000004,0.68
+Helix Jump,"I addicted time. I told myself, I made 1,000,000 points, I would quit playing. I accomplished objective. It fun ride. Nothing seems change game bugs me. I eventually started trying best high scores. Many headaches later, level 1000-something, high score 1,000,000-something, I'm done. It good game. Has anyone else gotten 1,000,000?",Positive,0.15166666666666664,0.39000000000000007
+Helix Jump,"I love zenlike game play. I enjoy challenge albeit light skill level needed anyone age 11yo. What I like best I sit play without much thought zone I need to. Don't waste money buying ""ad free"" version. You still get many ads would using free version, thats complaint.",Positive,0.26363636363636367,0.45454545454545453
+Helix Jump,"DO NOT PAY FOR THIS. I much difficulty trying pay full version. I'm kidding I sat entire day waiting work. When I purchased ad buttons still there, made sounds pressed. I trying find number contact Google tell mad I was. Finally restarting phone fixed it, way I've seen reviews, seems work many people. Therefore, I cannot recommend playing purchasing app. I refund hassle all, I agree reviews answer support email. Everything people say true. Do buy it. UPDATE: seems like I give permissions ask for, continue play ads. It also true ask many permissions. DON'T PLAY THIS! And I definitely ask refund.",Positive,0.16818181818181818,0.5795454545454546
+Helix Jump,"The game good fun. However allowed astronomical amount ads pop ruins fun try force go ad free. The game fun fun enough spend money make ad free. Due extremely large amount ads trying force us buy game, rate 1/5. Otherwise without ads (some ads understand, like every 20 seconds pop up) would gave 3/5",Positive,0.10280612244897958,0.4073979591836735
+Helix Jump,It goodgame kind addictive. There many ads I know whether phone seems lot lag times? The second chance feature count rather throwing straight back in.,Positive,0.21666666666666667,0.44999999999999996
+Helix Jump,"PAYING TO REMOVE THE ADS DOES NOT WORK! This addicting fun game, issue many ads. As many games I play, I mind spending dollars remove ads... BUT IT DIDN'T REMOVE THE ADS! I still get amount ads, continually banner bottom videos levels. Paying ads nothing. The developer respond, past 48 hours get refund Google. If paying ads actually removed ads, would probably 5 star review!",Positive,0.12916666666666665,0.325
+Helix Jump,"Game fun. But many ads! They happen lose go next level. I play 5 minutes. And ads close, wait 10-15 seconds time. And encounter add every 30 seconds (you either lose go level).",Positive,0.13124999999999998,0.275
+Helix Jump,"This game would awesome paid $2.49 remove ads, ads actually removed. And what's permissions? Why need access contacts, location, AND phone calls? And still reply dev? Would better would make buttons work. It even restore.",Positive,0.275,0.5
+Helix Jump,Great game many ads. I paid $2.49 ad free I still get many before. Tried contacting developer twice last two days response. This seems happening everyone else well. It would easily 5 stars blatantly rob people supporting content. Contacting Google I hear back Voodoo within next days.,Positive,0.1803030303030303,0.4181818181818182
+Helix Jump,"Its unbelievable amount adds. The game pretty fun honestly I could play hours end, fact I constantly assaulted adds. There already static add bottom game play choice watch add get new life fine good, top time fail instantly transported add cant get of. Its ridiculous. I spent time trying get adds game play",Positive,0.059982174688057034,0.5679144385026738
+Helix Jump,"This game bores never-ending ads. If decide buy NO ADS, charge money ads still stay there, multiplied. Their support never responds emails. If going play offline, fun relaxing game kill time. If need stay online... Then better something else.",Neutral,0.0,0.375
+Helix Jump,nan,nan,nan,nan
+Hello Kitty Lunchbox,"This would great game developer would shove full junk ads. The cancel (x) button work well, daughter always ends hitting going install screen want. However, daughter still wanted say loves game.",Positive,0.0875,0.525
+Hello Kitty Lunchbox,I liked game 2 things cook . And everything locked need money get unlocked. I want unlock give new features.,Positive,0.11212121212121211,0.5515151515151516
+Hello Kitty Lunchbox,"It able make food really best part pretend able eat food make feel hungry uhhhhhhhhhhhh....... food get food hungry eh eh ............ make sense ,no! Oh come on!",Positive,0.7604166666666666,0.5166666666666667
+Hello Kitty Lunchbox,"Ive spent good money buying meals add ons they've disappeared spent money kebabs, wouldnt even let finish making them? Ive basically money stolen. I want money back game fixed ill make sure bad review keeps popping up. People know they're likely money disappear whilst spending cash crappy game play pass time....piss takers",Negative,-0.0818181818181818,0.4868686868686869
+Hello Kitty Lunchbox,"sorry weird name im dads account, got game looked really cute! I love hello kitty sanrio characters, Anyways game really fun money unlock foods make. The free version purchases lets limited amount sandwiches, til theres combinations sandwich make. I recommend unlocking foods install game.",Negative,-0.04464285714285714,0.5942857142857144
+Hello Kitty Lunchbox,nan,nan,nan,nan
+Hello Kitty Lunchbox,"***READ*** My GOODNESS terribly unruly wholly immature people leaving negative reviews here! FIRST all, games make themselves. It takes hard work developer create absolutely deserve compensated efforts. If cheap pitch cup coffee worth full app, YOU go make OWN game, smarty pants? That or, I dunno...BE HAPPY WITH THE FREE VERSION? Obviously, many ridiculous comments little girls lot learn. Well let lesson you: VERY little life free, young ladies. Use manners always hand out!",Positive,0.08298611111111111,0.6430555555555557
+Hello Kitty Lunchbox,Very cute excellent game. I love ingredients made animation too. But things locked. If everything unlocked game outstanding one.,Positive,0.30833333333333335,0.7125
+Hello Kitty Lunchbox,"I can't even get without stupid ""in pause stuff hallow FAKE kitty htm little chosen hated game hello kitty wallpaper hello kitty died room hello kittybevry waand that's sayigremoove Lisa ever fix big time.",Negative,-0.4645833333333333,0.6166666666666667
+Hello Kitty Lunchbox,hate 2 things. hate like game,Negative,-0.6666666666666666,0.7333333333333334
+Hello Kitty Lunchbox,"Ads ads ads. This simple, fun cooking game young children, I'm sure child interest food love it. But adult, 6 ads minutes I played game. Very cute fun, I'm sure young kids would enjoy more.",Positive,0.22500000000000003,0.5024943310657596
+Hello Kitty Lunchbox,Awful make item unless choose spend hard earned money save food going something like mall.,Negative,-0.6458333333333334,0.7708333333333333
+Hello Kitty Lunchbox,nan,nan,nan,nan
+Hello Kitty Lunchbox,"OMG,this An awesome game. If anyone dint love remember I person loves game. Please forget I biggest fan time. I request you,can make hello kitty games next time make game? I biggest fan game you. Please :-)",Positive,0.05,0.5249999999999999
+Hello Kitty Lunchbox,nan,nan,nan,nan
+Hello Kitty Lunchbox,"I features, recipes tools unlocked paying got everything locked stupid update. SCAM!!!",Negative,-1.0,1.0
+Hello Kitty Lunchbox,This game good buy products that don't like much,Positive,0.16666666666666666,0.39999999999999997
+Hello Kitty Lunchbox,It's awhile since good day please see let good point,Positive,0.7,0.6000000000000001
+Hello Kitty Lunchbox,I liked make two things make better,Positive,0.55,0.65
+Hello Kitty Lunchbox,I like game. The game easy fun play.I like preparing food eat.,Negative,-0.016666666666666677,0.4583333333333333
+Hello Kitty Lunchbox,Worst ge I saw life make 2 things,Negative,-1.0,1.0
+Hello Kitty Lunchbox,This worst game game I hate game create worst games Reply,Negative,-0.6666666666666666,0.6833333333333332
+Hello Kitty Lunchbox,I like Bangett even though it's just love game: -},Positive,0.04999999999999999,0.5
+Hello Kitty Lunchbox,You decorate everything. Also buy favorite things.,Positive,0.5,1.0
+Hello Kitty Lunchbox,This game ok . Everything ok thing many things unlocked us .....,Positive,0.275,0.475
+Hello Kitty Lunchbox,It lovely game im playing game hello kitty love u much kitty b bye,Positive,0.07999999999999999,0.47000000000000003
+Hello Kitty Lunchbox,THIS GAME BROCKEN. I'M TILTING MY PHONE & ITS NOT DOING ANYTHING!,Negative,-0.5,0.4
+Hello Kitty Lunchbox,It would nice home button right there. Tiny hands tend hit ending game.,Positive,0.12142857142857141,0.6089285714285714
+Hello Kitty Lunchbox,I like things,Neutral,0.0,0.0
+Hello Kitty Lunchbox,Does work computer. You turn device work computer.,Neutral,0.0,0.0
+Hello Kitty Lunchbox,I really hates good game,Positive,0.16666666666666663,0.4000000000000001
+Hello Kitty Lunchbox,I love game much I'm sorry deleting I still love hello kitty,Positive,0.024999999999999994,0.65
+Hello Kitty Lunchbox,5th disney 4th outdo j flask Lynbrook,Neutral,0.0,0.0
+Hello Kitty Lunchbox,nan,nan,nan,nan
+Hello Kitty Lunchbox,I hate hello kitty games,Negative,-0.8,0.9
+Hello Kitty Lunchbox,nan,nan,nan,nan
+Hello Kitty Lunchbox,Nice game. But many ads,Positive,0.2333333333333333,0.6333333333333333
+Hello Kitty Lunchbox,Literally best game ever,Positive,0.3,0.35
+Hello Kitty Lunchbox,The worst game ever I played,Negative,-0.7,0.7
+Hello Kitty Lunchbox,nan,nan,nan,nan
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,cant even get game play ya hated dude ill keep game 10 ddays dosent work end days im deleteing well screen frezzes sometimes never like that! got yoki land couldnt even log it! got tryed logging nope diddnt work uninstaled tryed didnt work deleted becuase freezed game tollataly way dumb game computer,Negative,-0.5142857142857142,0.5428571428571428
+Hello Kitty Nail Salon,"There WAY many ads. I tested letting girls play it, holy sweet mother mary. Every time finish single nail, ad. Everytime change skin color, ad. If sneeze, ad. If pass gas, ad. I mean, ridiculous! Please change timing ads. Otherwise, cute game. The controls simple, graphics good, overall interface awesome!",Positive,0.16812770562770563,0.5826298701298701
+Hello Kitty Nail Salon,"Ok, cute game still, problems; WAY many ads! How heck I able play game!? As soon I opened AD! As soon done, ad! ad! AD! I played five minutes, AD, AD, AD, AD, ODD! How I supposed play game ad popping screen EVERY 3-7 MINUTES?! Ad here, ad there, ad everywhere! I looked commentsand exact problem shown! You better fix this, everybody delete this! This like old game dude! Really! It's like looking ratings years workers potato couch, feels like care game, trash useless fix problems! I mean REALLY, Everybody almost SAME problem!",Negative,-0.025462962962962955,0.4020833333333334
+Hello Kitty Nail Salon,This alright. I wish do. Its super fun simple beginning gets boring within like 4 hands nails. Also WAYYYY many adds. After every nail get add frustrating.,Negative,-0.04444444444444445,0.6039682539682539
+Hello Kitty Nail Salon,I took star away ads per second. You actually can't play game data without ad ad ad popping up. Overall pretty good. I enjoy game guys calm adds.,Positive,0.09444444444444444,0.4166666666666667
+Hello Kitty Nail Salon,This better last version there's everything camera taking photos IS UPSIDE DOWN. If upside I would rate five stars. Please fix problem.,Positive,0.11481481481481481,0.2851851851851852
+Hello Kitty Nail Salon,I would give 5 stars ads per second. Really annoying. I request remove annoying ads.,Negative,-0.5333333333333333,0.6
+Hello Kitty Nail Salon,DO NOT INSTALL THIS .This annoying said allow game let take pictures record videos I said deny let I tried go back let I uninstalled,Negative,-0.4000000000000001,0.43333333333333335
+Hello Kitty Nail Salon,"Just installed, unistalling daughter cant even play due masisve ads angry birds. This sad :(",Negative,-0.46875,0.84375
+Hello Kitty Nail Salon,Insists permission camera record I absolutely see why! This game kids I see avoidable risk. So simply uninstalled it.,Negative,-0.05000000000000001,0.5523809523809524
+Hello Kitty Nail Salon,It's lovely game problem many adds. Again videos coming 'more budge apps'. It makes game disturbing. Otherwise game nice.,Positive,0.05,0.59375
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,This many ads . When u nail ad come another ad,Positive,0.5,0.5
+Hello Kitty Nail Salon,SO MANY ADS I CAN'T EVEN TOUCH MY SCREEN WITHOUT A AD POPPING UP!,Positive,0.625,0.5
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,"I think game too, many ads. I probably go 5 ads hand! I hope improve game really fun exciting!",Positive,0.09999999999999999,0.45999999999999996
+Hello Kitty Nail Salon,I like awesome get pick decisions like nail shape color I love,Positive,0.75,0.8
+Hello Kitty Nail Salon,"Eh ok Its ok though, easy gameplay, dont know game super easy pick wrong color say like *chosse another one* else, pls ad time, would fun challenging ☺",Positive,0.23333333333333328,0.6481481481481483
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,This game Way many ads every time anything ad pops watch 30 seconds ad seen 1000 times needs fixed,Positive,0.06666666666666667,0.3666666666666667
+Hello Kitty Nail Salon,It cole get ever want cole get free games also cole .,Positive,0.4,0.8
+Hello Kitty Nail Salon,I would like I could really play game I can't even get ad I try go shows ad I X want work keeps going back ad please fix I'm really annoyed right,Negative,-0.06285714285714288,0.3871428571428572
+Hello Kitty Nail Salon,Too many ads I even get nails ad popping like annoying I went next nail ad popped fix ads,Negative,-0.10000000000000002,0.4666666666666666
+Hello Kitty Nail Salon,Every 15 seconds game pulls pop-up ad difficult close. Making game fit kids play. Very frustrating small children. I recommend I'm taking device,Negative,-0.2783333333333333,0.6
+Hello Kitty Nail Salon,"Is possible actually play game all. I've downloaded that's happened video yatzee. Stays Google play every time I press back button nothing happens. So I even seen game all, except Google play. And I searched stuck Google play.",Negative,-0.16,0.38
+Hello Kitty Nail Salon,"Way many adds, soon I opened it.. AD! After ad.. AD! And that!!! AD! You can't even play without exact ad popping up!",Positive,0.65625,0.375
+Hello Kitty Nail Salon,"WAYYY many ads, pop 24/7!=Down side. Creative, fun unique, good time killer.=Up side",Positive,0.475,0.66
+Hello Kitty Nail Salon,Can't play game without ads popping every 2secs.,Negative,-0.4,0.4
+Hello Kitty Nail Salon,First great game. This lots ads like u complete two nails ad come. That thing made sick.,Positive,0.00714285714285714,0.5480952380952381
+Hello Kitty Nail Salon,Uninstalled minute. So many ads every click. Such waste time.,Positive,0.09999999999999999,0.3333333333333333
+Hello Kitty Nail Salon,"It many pop ads. Not able store get stuff often. Beginning, finger",Positive,0.125,0.5625
+Hello Kitty Nail Salon,"I think many ads disrupt child able play app, may Uninstall rid ads I've couple years now, shame",Positive,0.5,0.5625
+Hello Kitty Nail Salon,"I bought carol's daughter, old phone stupid won't let restore them.",Negative,-0.35,0.6
+Hello Kitty Nail Salon,I wish I able play without ads. My daughter trouble getting past ads.,Positive,0.016666666666666663,0.35833333333333334
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,"I like game. But way many ads. Everytime I press something appears ads first. Even middle game, ads everywhere. I like designs I like ads.",Negative,-0.010000000000000009,0.32666666666666666
+Hello Kitty Nail Salon,I mean ok soooo many ads game still fun! Great 4 year olds!,Positive,0.27708333333333335,0.50625
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,cant even get game play ya hated dude ill keep game 10 ddays dosent work end days im deleteing well screen frezzes sometimes never like that! got yoki land couldnt even log it! got tryed logging nope diddnt work uninstaled tryed didnt work deleted becuase freezed game tollataly way dumb game computer,Negative,-0.5142857142857142,0.5428571428571428
+Hello Kitty Nail Salon,"There WAY many ads. I tested letting girls play it, holy sweet mother mary. Every time finish single nail, ad. Everytime change skin color, ad. If sneeze, ad. If pass gas, ad. I mean, ridiculous! Please change timing ads. Otherwise, cute game. The controls simple, graphics good, overall interface awesome!",Positive,0.16812770562770563,0.5826298701298701
+Hello Kitty Nail Salon,"Ok, cute game still, problems; WAY many ads! How heck I able play game!? As soon I opened AD! As soon done, ad! ad! AD! I played five minutes, AD, AD, AD, AD, ODD! How I supposed play game ad popping screen EVERY 3-7 MINUTES?! Ad here, ad there, ad everywhere! I looked commentsand exact problem shown! You better fix this, everybody delete this! This like old game dude! Really! It's like looking ratings years workers potato couch, feels like care game, trash useless fix problems! I mean REALLY, Everybody almost SAME problem!",Negative,-0.025462962962962955,0.4020833333333334
+Hello Kitty Nail Salon,This alright. I wish do. Its super fun simple beginning gets boring within like 4 hands nails. Also WAYYYY many adds. After every nail get add frustrating.,Negative,-0.04444444444444445,0.6039682539682539
+Hello Kitty Nail Salon,I took star away ads per second. You actually can't play game data without ad ad ad popping up. Overall pretty good. I enjoy game guys calm adds.,Positive,0.09444444444444444,0.4166666666666667
+Hello Kitty Nail Salon,This better last version there's everything camera taking photos IS UPSIDE DOWN. If upside I would rate five stars. Please fix problem.,Positive,0.11481481481481481,0.2851851851851852
+Hello Kitty Nail Salon,I would give 5 stars ads per second. Really annoying. I request remove annoying ads.,Negative,-0.5333333333333333,0.6
+Hello Kitty Nail Salon,DO NOT INSTALL THIS .This annoying said allow game let take pictures record videos I said deny let I tried go back let I uninstalled,Negative,-0.4000000000000001,0.43333333333333335
+Hello Kitty Nail Salon,"Just installed, unistalling daughter cant even play due masisve ads angry birds. This sad :(",Negative,-0.46875,0.84375
+Hello Kitty Nail Salon,Insists permission camera record I absolutely see why! This game kids I see avoidable risk. So simply uninstalled it.,Negative,-0.05000000000000001,0.5523809523809524
+Hello Kitty Nail Salon,It's lovely game problem many adds. Again videos coming 'more budge apps'. It makes game disturbing. Otherwise game nice.,Positive,0.05,0.59375
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,This many ads . When u nail ad come another ad,Positive,0.5,0.5
+Hello Kitty Nail Salon,SO MANY ADS I CAN'T EVEN TOUCH MY SCREEN WITHOUT A AD POPPING UP!,Positive,0.625,0.5
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,"I think game too, many ads. I probably go 5 ads hand! I hope improve game really fun exciting!",Positive,0.09999999999999999,0.45999999999999996
+Hello Kitty Nail Salon,I like awesome get pick decisions like nail shape color I love,Positive,0.75,0.8
+Hello Kitty Nail Salon,"Eh ok Its ok though, easy gameplay, dont know game super easy pick wrong color say like *chosse another one* else, pls ad time, would fun challenging ☺",Positive,0.23333333333333328,0.6481481481481483
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,This game Way many ads every time anything ad pops watch 30 seconds ad seen 1000 times needs fixed,Positive,0.06666666666666667,0.3666666666666667
+Hello Kitty Nail Salon,It cole get ever want cole get free games also cole .,Positive,0.4,0.8
+Hello Kitty Nail Salon,I would like I could really play game I can't even get ad I try go shows ad I X want work keeps going back ad please fix I'm really annoyed right,Negative,-0.06285714285714288,0.3871428571428572
+Hello Kitty Nail Salon,Too many ads I even get nails ad popping like annoying I went next nail ad popped fix ads,Negative,-0.10000000000000002,0.4666666666666666
+Hello Kitty Nail Salon,Every 15 seconds game pulls pop-up ad difficult close. Making game fit kids play. Very frustrating small children. I recommend I'm taking device,Negative,-0.2783333333333333,0.6
+Hello Kitty Nail Salon,"Is possible actually play game all. I've downloaded that's happened video yatzee. Stays Google play every time I press back button nothing happens. So I even seen game all, except Google play. And I searched stuck Google play.",Negative,-0.16,0.38
+Hello Kitty Nail Salon,"Way many adds, soon I opened it.. AD! After ad.. AD! And that!!! AD! You can't even play without exact ad popping up!",Positive,0.65625,0.375
+Hello Kitty Nail Salon,"WAYYY many ads, pop 24/7!=Down side. Creative, fun unique, good time killer.=Up side",Positive,0.475,0.66
+Hello Kitty Nail Salon,Can't play game without ads popping every 2secs.,Negative,-0.4,0.4
+Hello Kitty Nail Salon,First great game. This lots ads like u complete two nails ad come. That thing made sick.,Positive,0.00714285714285714,0.5480952380952381
+Hello Kitty Nail Salon,Uninstalled minute. So many ads every click. Such waste time.,Positive,0.09999999999999999,0.3333333333333333
+Hello Kitty Nail Salon,"It many pop ads. Not able store get stuff often. Beginning, finger",Positive,0.125,0.5625
+Hello Kitty Nail Salon,"I think many ads disrupt child able play app, may Uninstall rid ads I've couple years now, shame",Positive,0.5,0.5625
+Hello Kitty Nail Salon,"I bought carol's daughter, old phone stupid won't let restore them.",Negative,-0.35,0.6
+Hello Kitty Nail Salon,I wish I able play without ads. My daughter trouble getting past ads.,Positive,0.016666666666666663,0.35833333333333334
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Kitty Nail Salon,I mean ok soooo many ads game still fun! Great 4 year olds!,Positive,0.27708333333333335,0.50625
+Hello Kitty Nail Salon,nan,nan,nan,nan
+Hello Stars,Creative puzzle game combines doodling physics based. Not challenging interesting concept. Yes lots ads devs gotta eat too!,Positive,0.11875,0.725
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Garbage. Not challenging. Ads galore,Negative,-0.25,1.0
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Too many ads that makes free,Positive,0.45,0.65
+Hello Stars,This game funny I like,Negative,-0.07500000000000001,0.7
+Hello Stars,Very nice good,Positive,0.74,0.8
+Hello Stars,"Something different, tricky fun",Positive,0.15,0.4
+Hello Stars,It's fun interesting,Positive,0.4,0.35
+Hello Stars,I love game funny,Positive,0.11666666666666665,0.6666666666666666
+Hello Stars,It soooooooooooooo hard,Negative,-0.2916666666666667,0.5416666666666666
+Hello Stars,It awesome,Positive,1.0,1.0
+Hello Stars,Thanks,Positive,0.2,0.2
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Lit,Neutral,0.0,0.0
+Hello Stars,Cool,Positive,0.35,0.65
+Hello Stars,nan,nan,nan,nan
+Hello Stars,"Fake advertisement , copied game",Negative,-0.45,0.7
+Hello Stars,Its fun always play lunch,Positive,0.3,0.2
+Hello Stars,Itz aight,Neutral,0.0,0.0
+Hello Stars,Its addictive.,Neutral,0.0,0.9
+Hello Stars,I like,Neutral,0.0,0.0
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Too many ads,Positive,0.5,0.5
+Hello Stars,Hhh,Neutral,0.0,0.0
+Hello Stars,Time consuming,Neutral,0.0,0.0
+Hello Stars,Lol,Positive,0.8,0.7
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Fun,Positive,0.3,0.2
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Great time killer. I usually play phone games much I enjoy playing games like I come across them. It's nice able obtain coins watching add 30 seconds. Currently waiting levels challenges!,Positive,0.3416666666666666,0.5875
+Hello Stars,Way many ads.,Positive,0.5,0.5
+Hello Stars,I think game great game needs better graphics,Positive,0.125,0.5125
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Paid ads....still ads.,Neutral,0.0,0.0
+Hello Stars,I love fun.,Positive,0.4,0.4
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Very bad game,Negative,-0.6549999999999999,0.6333333333333333
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Super excited game,Positive,0.10277777777777775,0.6055555555555555
+Hello Stars,So interesting game,Positive,0.04999999999999999,0.45
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Game sucks,Negative,-0.35,0.35
+Hello Stars,Good good good game favourite game,Positive,0.25999999999999995,0.52
+Hello Stars,It's much fun,Positive,0.3,0.2
+Hello Stars,Good game sir mam,Positive,0.14999999999999997,0.5
+Hello Stars,Heh,Neutral,0.0,0.0
+Hello Stars,Funny,Positive,0.25,1.0
+Hello Stars,Awesome,Positive,1.0,1.0
+Hello Stars,Awesome game,Positive,0.3,0.7
+Hello Stars,Good,Positive,0.7,0.6000000000000001
+Hello Stars,Addictive,Neutral,0.0,0.9
+Hello Stars,Really fun.,Positive,0.3,0.2
+Hello Stars,Good,Positive,0.7,0.6000000000000001
+Hello Stars,Good game,Positive,0.14999999999999997,0.5
+Hello Stars,Enjoyable game,Positive,0.04999999999999999,0.5
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Good,Positive,0.7,0.6000000000000001
+Hello Stars,Awesome,Positive,1.0,1.0
+Hello Stars,It's ok much maybe gold pay get hint,Positive,0.35,0.35
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Show really game mot balloons video,Negative,-0.4,0.4
+Hello Stars,All u gotta say u like game coil,Negative,-0.4,0.4
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Boosts,Neutral,0.0,0.0
+Hello Stars,Ok,Positive,0.5,0.5
+Hello Stars,nan,nan,nan,nan
+Hello Stars,Cool,Positive,0.35,0.65
+Hello Stars,Awesome,Positive,1.0,1.0
+Hello Stars,"I notifications blocked. Yet somehow, still manages send banners day encourage play. This awful practice I deleting app. The fact respect settings bothers work day make wan... Full Review",Negative,-0.2833333333333333,0.5666666666666667
+Hello Stars,nan,nan,nan,nan
+Hello Stars,"I'm uninstalling. Here's why: While I deal ads levels (don't approve is) I refuse forced watch ads videos players playing order get three stars I earned level. Sad too, cute game. But holding player's stars hostage makes worst I've downloaded.",Negative,-0.34,0.72
+Hello Stars,"I scratch off... IN ALL 3 the, wasted coins.. And lost every single them.. I feel I",Negative,-0.13571428571428573,0.10714285714285714
+Hello Stars,Made $5 purchase immediately received fraud notification bank $500. DO NOT SPEND MONEY ON THIS,Neutral,0.0,0.0
+Hello Stars,It let go level three kicked game every time... I even waited day deleted game got back 24 hours still work.,Negative,-0.26666666666666666,0.26666666666666666
+Hello Stars,"Nice idea full ads, worth it! Shame really. Is paid version? Deleted.",Positive,0.38125,0.4625
+Hello Stars,nan,nan,nan,nan
+Hello Stars,It worst game known man kind . I play lines I draw hit anything glitches. And I have. A really good phone . I hate much DON'T DOWNLOAD .also yyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyy many ads,Negative,-0.028571428571428564,0.6428571428571429
+Hello Stars,"I love game, many ads. I even get ads phone use. Its annoying, fun game.",Negative,-0.05000000000000002,0.5
+Hello Stars,Fake advertising. Different game advertised,Negative,-0.3,0.6666666666666666
+Hello Stars,"Awesome game, I love family. I think little bit less sensitive. Other addicting.",Positive,0.10297619047619049,0.5488095238095239
+Hello Stars,I got level 3 game keeps crashing liked ad seemed like would've fun I can't play crashes,Positive,0.16666666666666666,0.46666666666666673
+Hello Stars,"Great game ruined many ads. And sorry, even $5 discounted $10 remove ridiculous.",Positive,0.013333333333333341,0.73
+Hello Stars,Too many ads still little fun. After little gets boring,Negative,-0.11499999999999999,0.54
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+Hello Stars,nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",Hey guys... Can explain moments sometimes show feed? You failed answer question many users. If can't respond reply treating programmers well enough. My score stay 1 star problem fixed. It never problem before. Now is!!! I'm VIP really frustrating.,Negative,-0.0409375,0.48
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages","I think great! However, I messaging someone I see I writing I made mistake I would delete whole text actually correct sent. If bar bottom little bigger I would able see I sending!",Positive,0.27291666666666664,0.4791666666666667
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",Why demand permission make phone calls? That also gives ability get unique identifiers phone. UNINSTALLED,Positive,0.375,1.0
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+"HelloTalk — Chat, Speak & Learn Foreign Languages",nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Hemnet,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Henry Danger Crime Warp,nan,nan,nan,nan
+Hero Hunters,nan,nan,nan,nan
+Hero Hunters,Its nice little unfair game. My issue pvp matches fair pvp enemy skills get full fast sometimes used 2x already hero still generating skill. During hard mission team way recommend power still hard defeat enemy hero eventhough powerful compare enemy get kill fast. Overall nice game. Graphics excellent.,Positive,0.12527777777777777,0.6688888888888889
+Hero Hunters,I really liked game last update removed recoil game feeling shooting. feels bit wierd playing game now. Please add option recoil add hero specific recoil actually felt like firing something,Negative,-0.08571428571428573,0.32738095238095244
+Hero Hunters,"One best games Android. The graphics amazing, especially platform. They better even console games. The gameplay fun many modes play never really find unable anything. Obtaining stamina gold much better games. It takes time effort feel P2W games.",Positive,0.3111111111111111,0.5111111111111112
+Hero Hunters,"They battles called co-ops must completed w another player. They different levels w recommended team strength. You spend hours playing w others even 50% recommended strength. It's HORRIBLE part! From programming perspective, extremely easy fix.",Negative,-0.18888888888888888,0.8111111111111112
+Hero Hunters,Would get 5 stars im giving 2 cause Everytime start co-op anything game freezes... And cant co-op raids... Smh would 10× better didnt freeze... Still fixed Freezing issues u try multi player!!! Please fix... 8/5 /18 still keeps freezing exit game multi player freezes bounties... Still need fix issue months..,Negative,-0.02617187500000001,0.375
+Hero Hunters,Great game around. Abandoned others happy small amounts money I've spent I chose play competitive level increase existing plan... Actually social tool help kids love device usage... Everyone it...,Positive,0.19761904761904764,0.47380952380952385
+Hero Hunters,Great game.. screen hangs game gets stuck a lot. Items glitch character. Pvp results lag. Crashes every time call received. Needs work,Neutral,0.0,0.5166666666666666
+Hero Hunters,"This game downright amazing. What I looking for. However, game fails Pvp. I got matched two consecutive teams 2000+ points team. Please fix game truly awesome problem dragging down.",Negative,-0.036507936507936524,0.526984126984127
+Hero Hunters,nan,nan,nan,nan
+Hero Hunters,nan,nan,nan,nan
+Hero Hunters,"I sorry rate star. But latest version 1.7 dated 31 July 2018 SUCKS. 1. The game HANG often. 2. The PvP mode unstable. 3. The Gold crate rewarding. Instead better reward, reduced.",Positive,0.05000000000000001,0.6833333333333332
+Hero Hunters,This game amazing pay win gold flow great I get good heroes. Only problem auto matching PvP unfair rare go someone level,Positive,0.2875,0.7437500000000001
+Hero Hunters,I think everyone thinks game good one. But I'm problem graphics. I know resolution well texture. I see anything relating graphics settings. Pls. Fix possible.,Positive,0.09999999999999998,0.6666666666666666
+Hero Hunters,nan,nan,nan,nan
+Hero Hunters,Stuck downloading camp mission PvP content stuck 0% downloading constant even working problem disturbance every time. So much eaching going on..,Positive,0.1,0.26666666666666666
+Hero Hunters,"The game great job supporting community. This game best enjoyed alliances friends. Keep mind going vip spending cash helpful required. I would highly recommend monthly gold drop! Overall, game super fun!",Positive,0.20530303030303027,0.41878787878787876
+Hero Hunters,"Helo ,please make easy anybody want play game similar like mobile legend coc.updating new add like upgraded gun skill great hopefully day gamewill become top game world internet enjoying play games.",Positive,0.19621212121212123,0.5422348484848485
+Hero Hunters,nan,nan,nan,nan
+Hero Hunters,All opinions would want case time play time tired really jump still want LVL up. Fun...,Positive,0.033333333333333326,0.36666666666666664
+Hero Hunters,Really nice game. But update pvp battles mess can't play properly pvp,Positive,0.006249999999999992,0.41875
+Hero Hunters,"I live game heat moment, controls keep damage seeking elected cover. I end becoming target practice enemy",Positive,0.06212121212121211,0.5833333333333334
+Hero Hunters,nan,nan,nan,nan
+Hero Hunters,"video ad daily rewards glitch frequently, importantly multiplayer modes terrible lag",Negative,-0.19999999999999998,0.6666666666666666
+Hero Hunters,I still love game even though im still glitching problem PVP always matched someone greater level even though defeat cause strategy still unfair cause dont level.,Positive,0.024999999999999994,0.625
+Hero Hunters,"Awesome game,but b 5 vs 5 PvP battle( 1 hero player) like games,hope function would b available next update make far better game anyone,btw good job developers,keep",Positive,0.32857142857142857,0.5571428571428572
+Hero Hunters,"After update, game literally worst play, PVP isnt fun anymore",Negative,-0.36666666666666664,0.5333333333333333
+Hero Hunters,nan,nan,nan,nan
+Hero Hunters,Before installation I thought would free moving game like pubg crisis. But movements restricted aim shoot. Also earning gold quite time consuming hard.,Negative,-0.09722222222222222,0.5805555555555556
+Hero Hunters,"Game literally locks coop, patch id reset game coop started play. Now cant get daily gold rewards cuz cant complete missions. Game breaking bug.",Negative,-0.22000000000000003,0.32
+Hero Hunters,"draw, want interesting characters skins, either lot farming pony cash, decently done game. PvE good, Pvp I get set way higher skill groups, still fun game.",Positive,0.15952380952380954,0.4666666666666667
+Hero Hunters,I Hero Rykar 6 star 48 level ..i unlocked skill Bronze Silver Gold 48 level skill...Problem play game Gold skill doesnt shows Bronze silver skills use...,Negative,-0.4,0.4
+Hero Hunters,Such bad game online matches gives opponent leveled player every time us please,Negative,-0.36666666666666664,0.5222222222222221
+Hero Hunters,"Plz something server. It bad playing PvP,co-opraide bounty event. I can't play without using auto times play all.",Negative,-0.6999999999999998,0.6666666666666666
+Hero Hunters,nan,nan,nan,nan
+Hero Hunters,Its stuck loading screen level 2 u reset game happening issue pls fix,Negative,-0.4,0.4
+Hero Hunters,nan,nan,nan,nan
+Hero Hunters,Why graphics different mobile people country country. The graphics shown screenshots. The people living countries better experience graphics people living india. I hope must improve,Positive,0.25,0.55
+Hero Hunters,"Buying 10 hero crates guaranteed 5 star character happen, I got duplicates, wts..",Neutral,0.0,0.0
+Hero Hunters,nan,nan,nan,nan
+"Herpes Dating: 1,000K+ Singles","The prices unreasonable, new interface sucks single thing positive except disease condition states. Get yourselves, balance books bit better make easy navigate better rates become member. Dispicble opinion!",Positive,0.22150587507730363,0.4782312925170068
+"Herpes Dating: 1,000K+ Singles","Truly, sucks. It NOT intuitive. For starters, search feature absolutely pathetic. One input parameters get ten results actually meet parameters. I tell search within 200miles, I live Seattle, search yields results Georgia New York. It's scam. If enough, cannot features unless paying subscriber. Blogs opinions part App's content, evidently PS thinks give hoot that. We time read opinions, right? The garbage.",Negative,-0.05461760461760463,0.40447330447330443
+"Herpes Dating: 1,000K+ Singles",nan,nan,nan,nan
+"Herpes Dating: 1,000K+ Singles",Pass update. Redesign lacks even basic features removing good ones fixing previous issues like lack working notifications (though still shows choices it). Not ready distribution.,Positive,0.10833333333333334,0.34791666666666665
+"Herpes Dating: 1,000K+ Singles","Horrible, new version tell online, blog, dating site. So expensive well!",Negative,-0.49621212121212127,0.7181818181818181
+"Herpes Dating: 1,000K+ Singles",I really feel like they're capitalizing people's insecurities. Way expensive. A reasonable payment plan would 10 $ month. They're probably losing lot revenue people woukd pay servoce better price. It's also expensive get.,Negative,-0.019999999999999997,0.54
+"Herpes Dating: 1,000K+ Singles",nan,nan,nan,nan
+"Herpes Dating: 1,000K+ Singles",It ok many men places hiring event place profile,Positive,0.5,0.5
+"Herpes Dating: 1,000K+ Singles","This site garbage. You can't anything unless pay. Capitalizing people hsv make money. Save time money join FB groups, private ones. functionality garbage, EVER save filters OR preferences, dont remove old profiles, show last active dates. And MANY profiles site bots.",Positive,0.09333333333333334,0.34833333333333333
+"Herpes Dating: 1,000K+ Singles",nan,nan,nan,nan
+"Herpes Dating: 1,000K+ Singles",This rip-off want $33 month that's ridiculous compare dating like $10 month much user-friendly piece garbage. It's like they're fleecing punching people already victimized,Negative,-0.1777777777777778,0.5666666666666667
+"Herpes Dating: 1,000K+ Singles","It's really something new cool! I never used like this, services herpes friends. I lot fun it, chating stupid things making jokes. Also I like disclose herpes status, disclose something I tell firends. Great idea!",Positive,0.21231060606060606,0.5424242424242425
+"Herpes Dating: 1,000K+ Singles","The non-paid access quite limited. For paid subscription, PS coupd far actual match making, like E-harmony. If we're paying, SOME work us.",Positive,0.009523809523809526,0.4142857142857143
+"Herpes Dating: 1,000K+ Singles",nan,nan,nan,nan
+"Herpes Dating: 1,000K+ Singles",I love chat real people seeing profile verified not. It's amazing herpes people. I highly recommend giving try!,Positive,0.375,0.585
+"Herpes Dating: 1,000K+ Singles","I non-Payer... I satisfied offered. Also, everyone I chatted super polite. I feel unjudged here.",Positive,0.41666666666666663,0.8333333333333333
+"Herpes Dating: 1,000K+ Singles",This interesting meeting people herpes. Many ways connect people meaningful chats.,Positive,0.5,0.5
+"Herpes Dating: 1,000K+ Singles",nan,nan,nan,nan
+"Herpes Dating: 1,000K+ Singles",One star I registered I'm still waiting approve acount plz fix,Neutral,0.0,0.0
+"Herpes Dating: 1,000K+ Singles",nan,nan,nan,nan
+"Herpes Dating: 1,000K+ Singles",The site meet ppl like you. Guess I lol Good site.,Positive,0.75,0.65
+"Herpes Dating: 1,000K+ Singles",In opinion deserves attention! Using chat I easily communicate people hsv various topics around world!,Positive,0.21666666666666667,0.6666666666666667
+"Herpes Dating: 1,000K+ Singles",Just say I＊m finding great experience here!,Positive,1.0,0.75
+"Herpes Dating: 1,000K+ Singles",I like anonymous app. PS helps calm I'm angry feel better I'm lonely.,Positive,0.05000000000000002,0.7375
+"Herpes Dating: 1,000K+ Singles",Great time,Positive,0.8,0.75
+"Herpes Dating: 1,000K+ Singles",This lie. It provides good random chat around world. Very good.,Positive,0.36999999999999994,0.6266666666666668
+"Herpes Dating: 1,000K+ Singles",Make premium cheaper,Neutral,0.0,0.0
+"Herpes Dating: 1,000K+ Singles",Who haaaa,Neutral,0.0,0.0
+"Herpes Dating: 1,000K+ Singles","I like app, I mpwh profile years I've dated lot girls cool! Unlike herpes dating sites, many fake profiles.... plus I＊ve met lot great friends, I＊ve met lot people I network with!!! Very resourceful!!!!",Positive,0.4875,0.78
+"Herpes Dating: 1,000K+ Singles","I'm Slowly Growing To IT!!! I Really Like IT, I Just Wish The Was Way To Give Us Basic Users Free Access To Premium One Week Out Month Even Just For 72 Hours Every Other Month... Other Then That, The Great I Love The Fact That They Try There Best To Keep The Spammers & Trolls Some FAKE Profiles But Not Too Many.",Positive,0.18764204545454544,0.49318181818181817
+"Herpes Dating: 1,000K+ Singles",This horrible. Don't waste time. They even deleted first review here.,Negative,-0.31666666666666665,0.4444444444444444
+"Herpes Dating: 1,000K+ Singles","The site issue. The North American, superficial materialistic culture society is!",Neutral,0.0,0.0
+"Herpes Dating: 1,000K+ Singles","You maybe half features without paying. If want message users, buy least 1 month subscription, $33.99 USD",Negative,-0.23333333333333334,0.2833333333333333
+"Herpes Dating: 1,000K+ Singles",I think would better happy hour free messaging free message someone saved their favorites winked you.overall good site least there somewhere std people start looking date.,Positive,0.4166666666666667,0.6833333333333332
+"Herpes Dating: 1,000K+ Singles",nan,nan,nan,nan
+"Herpes Dating: 1,000K+ Singles",I like little costly,Negative,-0.1875,0.5
+"Herpes Dating: 1,000K+ Singles",nan,nan,nan,nan
+"Herpes Dating: 1,000K+ Singles","Great app, sucks charge much.",Positive,0.2333333333333333,0.4166666666666667
+"Herpes Dating: 1,000K+ Singles",Just wish unlocked pay message part,Neutral,0.0,0.0
+"Herpes Dating: 1,000K+ Singles","Am new far alright, work much even search here, 3rd shift life!",Positive,0.1090909090909091,0.41363636363636364
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,"This exploitative abomination app. The makers misfortunes life loneliness despiration others afflicted things, monetary gain. They monopolized sites, two obesity, two std's etc. And charge outrageous prices membership. And pay fees, eavesdrop every single comment, message hello order see exchanging contact information want pay first for. They literally go change words delete specific details invade privacy whether exchanging info not. Do delete account? No. Because face affliction make member base look abundant. These people nothing low level, bottom feeding, bloodsucking manipulative ghouls. Profiting suffering others line pockets. What's next? A dating site people dying cancer? A site kids leukemia make friends paying cancer sufferers? How homeless? To contribute would make whomever paying fees, despicable monsters responsible ingeniously evil enterprise. Happy trails Vampires. Mykle Matwaya.",Negative,-0.11011904761904766,0.5643849206349206
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,"Feel lonely living herpes, choose MPWH herpes dating support wanna talked H things meet H people local, I turn location nearby find many people around me. Thanks MPWH, secrete off-line group, gathered several times, feels good.",Positive,0.21666666666666667,0.3333333333333333
+Herpes Positive Singles Dating,"MPWH far best herpes dating I've used far. Compared competitors, men generally better looking around good people. I＊ve gone handful dates made even friends mpwh.",Positive,0.4800000000000001,0.6799999999999999
+Herpes Positive Singles Dating,I love chat real people seeing profile verified not. It's amazing herpes people. I highly recommend giving try!,Positive,0.375,0.585
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,After finish registers...i need wait use...for 1month 2 3 month ..waste time thought ...still can't search add..,Neutral,0.0,0.0
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,I live CA say people FL nearby match? Seems quite ridiculous.,Negative,-0.09848484848484848,0.75
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,Keeps saying internet connection I attempt sign up.,Neutral,0.0,0.0
+Herpes Positive Singles Dating,Great dating herpes. The thing IS I found earlier,Positive,0.4,0.625
+Herpes Positive Singles Dating,The Herpes Dating lots features touch deeply actually idea providing place us date like normal people,Positive,0.075,0.37499999999999994
+Herpes Positive Singles Dating,"I love find perfect partners here, matter straight gay, also means Herpes everyone HIV, outstanding app.",Positive,0.5233333333333333,0.6916666666666667
+Herpes Positive Singles Dating,I liked app. It's opened new group dating options person positive HIV.,Positive,0.3212121212121212,0.6
+Herpes Positive Singles Dating,"It nice dating STD/STI. iT IS really sweet , I like much",Positive,0.3833333333333333,0.6166666666666666
+Herpes Positive Singles Dating,Great dating app. I highly recommend everyone life herpes!!!,Positive,0.55625,0.645
+Herpes Positive Singles Dating,Great idea create amazing us STD/STI. So nice guys,Positive,0.6666666666666666,0.8833333333333333
+Herpes Positive Singles Dating,Great good concept. It deserves 5 star rating me. Actually deserve,Positive,0.5,0.4833333333333334
+Herpes Positive Singles Dating,Amazing really useful dates worry things.,Positive,0.45000000000000007,0.45
+Herpes Positive Singles Dating,This pretty good. I would give 100 stars is!,Positive,0.5625,0.8
+Herpes Positive Singles Dating,"I got much expectations before, imagination.",Positive,0.2,0.2
+Herpes Positive Singles Dating,I would give everything I have. Because really made comfortable.,Positive,0.30000000000000004,0.5
+Herpes Positive Singles Dating,"So far, works smoothly as promised. Can complain anything",Positive,0.25,0.75
+Herpes Positive Singles Dating,Great dating app. I found match here. This amazing me.,Positive,0.7000000000000001,0.825
+Herpes Positive Singles Dating,Great std&sti dating everything group people need,Positive,0.8,0.75
+Herpes Positive Singles Dating,Herpes gaves instant access great features. This message system well.,Positive,0.4,0.7083333333333333
+Herpes Positive Singles Dating,Works good far. Wish I could find free dating like tho lol,Positive,0.5,0.7750000000000001
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,I appreciate app. Thank you.,Neutral,0.0,0.0
+Herpes Positive Singles Dating,OK far The women seem real let's see goes,Positive,0.26666666666666666,0.6
+Herpes Positive Singles Dating,Cant install,Neutral,0.0,0.0
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,It doesn't support live. I paid nothing. Worse ever.... Everybody 3000 miles away.,Negative,-0.13181818181818183,0.55
+Herpes Positive Singles Dating,nan,nan,nan,nan
+Herpes Positive Singles Dating,nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",I tried hide times. It hid never allowed open it. When I tried hide another I asked upgrade! Good luck decided pay upgrade.,Positive,0.35,0.55
+"Hide App, Private Dating, Safe Chat - PrivacyHider","Not sure why, whatsapp working however earlier fine. I follow procedure uninstall whatsapp reinstall even issue. Very disappointed",Negative,-0.20208333333333334,0.7159722222222222
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Well first time running take long loading nothing happen then. It take main page. Thanks wasting data,Positive,0.14166666666666666,0.31666666666666665
+"Hide App, Private Dating, Safe Chat - PrivacyHider","Paid get ability hide apps. This used work open inside it. I uninstalled installed again, made sure updated, wasted 10% battery 30 minutes time sitting trying make sure close. It pops saying opening first time spins 5 minutes jumping back main page. Please fix offer money back option. I'm real disappointed this.",Positive,0.024074074074074088,0.4382716049382716
+"Hide App, Private Dating, Safe Chat - PrivacyHider",I subscribed 6 month app... It responding all. Unable cancel. Normal like WhatsApp working. Fake one. Don't get cheated.,Negative,-0.2833333333333333,0.7166666666666667
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",At first perfectly working lately I can't open privacy hider... would please look that. I'm privacy hider premium. I open default meaning ones comes like hiding photos. Please look asap,Positive,0.3125,0.5833333333333333
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider","If you want to keep your account locked up, then you can see the way your little one is feeling as if you feel the feeling of being a private pedhthe",Negative,-0.09375,0.4375
+"Hide App, Private Dating, Safe Chat - PrivacyHider",The Dam freeze much fools invented must Pluto,Positive,0.2,0.2
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Please fix whatsapp problem. Will get full version problem solved,Positive,0.35,0.55
+"Hide App, Private Dating, Safe Chat - PrivacyHider","If hidden updated, stops working privacy hider.. Happened cell phone too. Please fix",Negative,-0.16666666666666666,0.3333333333333333
+"Hide App, Private Dating, Safe Chat - PrivacyHider",I'm locked privacy hider forgot password I'm really confused,Negative,-0.4,0.7
+"Hide App, Private Dating, Safe Chat - PrivacyHider",It always stop every time I open goes back home screen,Neutral,0.0,0.25
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Just bought complete license. I hided hided working tinder baddoo sa Kik working . Do app. Do buy,Positive,0.1,0.4
+"Hide App, Private Dating, Safe Chat - PrivacyHider",No working Android 8.0 I paid 900 rs premium version. I want refund,Neutral,0.0,0.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider","Non sense app, total time waste, plz install this, working opening",Negative,-0.1,0.375
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Good last update march 2017... clone bbm notif can't notify me... update oreo clone open... please fix,Positive,0.2333333333333333,0.3888888888888889
+"Hide App, Private Dating, Safe Chat - PrivacyHider","Didn't completely hide apps, I still pull menu see",Positive,0.1,0.4
+"Hide App, Private Dating, Safe Chat - PrivacyHider",work prprly..apps opening showing sum errors keep showing open plz solve prblm otherwise vry cool nd fantastic,Positive,0.25,0.6833333333333332
+"Hide App, Private Dating, Safe Chat - PrivacyHider",This working whatsapp please give solution,Neutral,0.0,0.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Very disappointed instagram starting I'm feed due,Negative,-0.3666666666666667,0.4833333333333334
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider","I love app, last month whatsapp working already something showing install ur whatsapp error, update whatsapp, please resolve soon possible, thanks",Positive,0.175,0.4666666666666666
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Using Galaxy S9 open hidden apps...whether hidden dual mode.,Negative,-0.1111111111111111,0.38888888888888884
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Very worst I ever used,Negative,-1.0,1.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider",My whatsapp opening please solve fast,Positive,0.2,0.6
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Have purchased version still Watscan Insta working it. Waste,Negative,-0.2,0.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider",great come hide telling buy premium..dts crazy least able hide 5 please correct,Positive,0.10000000000000002,0.66875
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",I hated it. The way I see using I pay,Negative,-0.9,0.7
+"Hide App, Private Dating, Safe Chat - PrivacyHider",What misrepresentation! So much limitations: Not allowed open hidden apps. There's chance hidden open up. Option purchase multiple proven worthless first time trial. I doubt allow keep running hidden within apps. I wonder people giving five starts?,Negative,-0.09444444444444444,0.38148148148148153
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider","Not sure why, whatsapp working however earlier fine. I follow procedure uninstall whatsapp reinstall even issue. Very disappointed",Negative,-0.20208333333333334,0.7159722222222222
+"Hide App, Private Dating, Safe Chat - PrivacyHider","Be careful purchase. Looks support 64 bit 90% new apps. Viber work telegram work. Not sure devs alive. Also, intruders get message privacy bidder ru ning background. So, see phone protected. neutral name. Also stop screen locked",Negative,-0.02840909090909091,0.6858585858585858
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider","Paid get ability hide apps. This used work open inside it. I uninstalled installed again, made sure updated, wasted 10% battery 30 minutes time sitting trying make sure close. It pops saying opening first time spins 5 minutes jumping back main page. Please fix offer money back option. I'm real disappointed this.",Positive,0.024074074074074088,0.4382716049382716
+"Hide App, Private Dating, Safe Chat - PrivacyHider",I subscribed 6 month app... It responding all. Unable cancel. Normal like WhatsApp working. Fake one. Don't get cheated.,Negative,-0.2833333333333333,0.7166666666666667
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider","ABSOLUTE RUBBISH *** FAKE Google ""fake reviews google store"" All fkn piece sht set hidden BUT IT WONT LET YOU OPEN THEM pay premium. SCAM. I easily see many reviews FAKE. If youre informed, google ""fake reviews google store""",Negative,-0.1148148148148148,0.7851851851851852
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider","If you want to keep your account locked up, then you can see the way your little one is feeling as if you feel the feeling of being a private pedhthe",Negative,-0.09375,0.4375
+"Hide App, Private Dating, Safe Chat - PrivacyHider",The Dam freeze much fools invented must Pluto,Positive,0.2,0.2
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Please fix whatsapp problem. Will get full version problem solved,Positive,0.35,0.55
+"Hide App, Private Dating, Safe Chat - PrivacyHider","If hidden updated, stops working privacy hider.. Happened cell phone too. Please fix",Negative,-0.16666666666666666,0.3333333333333333
+"Hide App, Private Dating, Safe Chat - PrivacyHider",I'm locked privacy hider forgot password I'm really confused,Negative,-0.4,0.7
+"Hide App, Private Dating, Safe Chat - PrivacyHider",It always stop every time I open goes back home screen,Neutral,0.0,0.25
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",No working Android 8.0 I paid 900 rs premium version. I want refund,Neutral,0.0,0.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider","Non sense app, total time waste, plz install this, working opening",Negative,-0.1,0.375
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Good last update march 2017... clone bbm notif can't notify me... update oreo clone open... please fix,Positive,0.2333333333333333,0.3888888888888889
+"Hide App, Private Dating, Safe Chat - PrivacyHider","Didn't completely hide apps, I still pull menu see",Positive,0.1,0.4
+"Hide App, Private Dating, Safe Chat - PrivacyHider",work prprly..apps opening showing sum errors keep showing open plz solve prblm otherwise vry cool nd fantastic,Positive,0.25,0.6833333333333332
+"Hide App, Private Dating, Safe Chat - PrivacyHider",This working whatsapp please give solution,Neutral,0.0,0.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Very disappointed instagram starting I'm feed due,Negative,-0.3666666666666667,0.4833333333333334
+"Hide App, Private Dating, Safe Chat - PrivacyHider",wanted give 5 stars still include snapchat hide list real annoying :(,Negative,-0.875,1.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider","I love app, last month whatsapp working already something showing install ur whatsapp error, update whatsapp, please resolve soon possible, thanks",Positive,0.175,0.4666666666666666
+"Hide App, Private Dating, Safe Chat - PrivacyHider","It hide apps. The I tried hide it, still remains screen.",Neutral,0.0,0.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Using Galaxy S9 open hidden apps...whether hidden dual mode.,Negative,-0.1111111111111111,0.38888888888888884
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Very worst I ever used,Negative,-1.0,1.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",great come hide telling buy premium..dts crazy least able hide 5 please correct,Positive,0.10000000000000002,0.66875
+"Hide App, Private Dating, Safe Chat - PrivacyHider",Doesn't work. Paid premium cant even load it. Garbage,Neutral,0.0,0.0
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide App, Private Dating, Safe Chat - PrivacyHider",nan,nan,nan,nan
+"Hide Something - Photo, Video",I'm issues.I've got thumbprint setup activates Home Button instead fingerprint. Like know wants thumbprint. PLEASE HELP,Positive,0.2,0.1
+"Hide Something - Photo, Video","How I restart application? In browser, shows hidden another SD card I anymore. Reinstalling program give anything.",Negative,-0.16666666666666666,0.3333333333333333
+"Hide Something - Photo, Video",I've forgotten password (pattern) let send password email me! I know please help anybody know solve problem!,Neutral,0.0,0.0
+"Hide Something - Photo, Video",nan,nan,nan,nan
+"Hide Something - Photo, Video",Nice! Some file got deleted unreadable. And saying exist.,Positive,0.75,1.0
+"Hide Something - Photo, Video","Update good me, I sd card data restore back data? finger print also work redmi note3 Android version 6.0.1,",Positive,0.35,0.30000000000000004
+"Hide Something - Photo, Video",Sorry I'm really sure yet I really downloaded installed I'm trying learn figure I update let people know review,Positive,0.06666666666666667,0.6962962962962963
+"Hide Something - Photo, Video",This little black book. Simple cube touch pad lock. Im sure storage...wondering catch pay space....BUT could wrong possible cost storage....100% worth 5 stars week using it. . great job .,Positive,0.09322916666666667,0.6161706349206348
+"Hide Something - Photo, Video",nan,nan,nan,nan
+"Hide Something - Photo, Video",nan,nan,nan,nan
+"Hide Something - Photo, Video",I'll give 3 I hide picture well dark blank I actually See photos pls fix this....thank,Negative,-0.049999999999999996,0.16666666666666666
+"Hide Something - Photo, Video",Low quality app. Crashes trying see photos Picasa's albums. Patterns fake true modes mention it. No real protection. Just uninstall reinstall get access hidden even without password. Lifetime license expensive buggy app.,Negative,-0.15277777777777776,0.5472222222222222
+"Hide Something - Photo, Video","You hide picture video gallery instead find stuff anywhere phone , I'm fully satisfied",Positive,0.5,1.0
+"Hide Something - Photo, Video","The good pattern work. It connect last two dots unlock I register email,so I'm hundreds photos videos app! How I recover pictures videos??!?",Positive,0.35,0.33333333333333337
+"Hide Something - Photo, Video",The feature let's set fake entry code work reveals hidden pictures like everytime,Negative,-0.3333333333333333,0.6666666666666666
+"Hide Something - Photo, Video",nan,nan,nan,nan
+"Hide Something - Photo, Video",nan,nan,nan,nan
+"Hide Something - Photo, Video","This amazing even named hide something random name nobody look go ""hey what's this"" looks generic low key great!",Positive,0.18333333333333335,0.5750000000000001
+"Hide Something - Photo, Video",Backup must important mail.. When I change mobile reinstall mail bt lost pics nd vedios. Except dat r superb,Positive,0.7,1.0
+"Hide Something - Photo, Video",nan,nan,nan,nan
+"Hide Something - Photo, Video","It's good app, helps restrict certain especially kids browsing dad's phone",Positive,0.30476190476190473,0.7238095238095239
+"Hide Something - Photo, Video",He hides more blz photos after one day nothing he shows again.,Positive,0.5,0.5
+"Hide Something - Photo, Video","It's says, simple use, easy, fingerprint lock option, amazing honest I've felt lag, easy fixes",Positive,0.4133333333333333,0.7647619047619048
+"Hide Something - Photo, Video",I'm using past 2 yrs. One finest mobile,Negative,-0.25,0.25
+"Hide Something - Photo, Video",Great honestly I'm saying,Positive,0.7,0.825
+"Hide Something - Photo, Video",I hide couldnt bring back,Neutral,0.0,0.0
+"Hide Something - Photo, Video",One helpful I ever used.,Neutral,0.0,0.0
+"Hide Something - Photo, Video",I looking perfect hide personal stuff works perfectly ! It exactly I need!!!,Positive,0.49609375,0.5166666666666667
+"Hide Something - Photo, Video",nan,nan,nan,nan
+"Hide Something - Photo, Video",Problem fixed =),Positive,0.3,0.6
+"Hide Something - Photo, Video",nan,nan,nan,nan
+"Hide Something - Photo, Video","It says, I find useful easy use.",Positive,0.3666666666666667,0.4166666666666667
+"Hide Something - Photo, Video","simple, beautiful usaebl. Thanks developers!",Positive,0.3666666666666667,0.5190476190476191
+"Hide Something - Photo, Video",Love apart hidden photos become visible,Positive,0.16666666666666669,0.4666666666666667
+"Hide Something - Photo, Video",I like,Neutral,0.0,0.0
+"Hide Something - Photo, Video",nan,nan,nan,nan
+"Hide Something - Photo, Video",My favorite,Positive,0.5,1.0
+"Hide Something - Photo, Video",It's really nice around hide,Positive,0.6,1.0
+"Hide Something - Photo, Video",good 4 hidden photo &video,Positive,0.26666666666666666,0.4666666666666667
+"Hide Something - Photo, Video",nan,nan,nan,nan
+Hideman VPN,I purchased monthly subscription nit logging,Neutral,0.0,0.0
+Hideman VPN,The hell paid app. I can't even try country day,Neutral,0.0,0.0
+Hideman VPN,nan,nan,nan,nan
+Hideman VPN,"This give clear instructions ""how to"" get to, and/or previously said. I've never seen features talked previous questions. Please inform find features. Thanks.",Negative,-0.008333333333333318,0.22916666666666663
+Hideman VPN,"This really gone downhill. It used work. Now hangs ""Assigning IP address"" time ticks down. Useless pos",Negative,-0.15185185185185188,0.22962962962962963
+Hideman VPN,This good app. It easy use. I like asks permissions look contacts manage phone calls. That defeats part purpose privacy otherwise I highly recommend it.,Positive,0.43111111111111106,0.6577777777777779
+Hideman VPN,nan,nan,nan,nan
+Hideman VPN,Don't hate works flawlessly crappy 2011 phone 2017 device. Wasted half hour trying connect server.,Negative,-0.04166666666666668,0.5166666666666666
+Hideman VPN,Gone great unreliable full adds playing full blast. Constantly tells internet connection disconnects often!,Positive,0.375,0.5458333333333334
+Hideman VPN,Have connection issues sometimes frustratingly Australia list... Other countries seem work fine.... Lots ads... Has gone downhill...,Negative,-0.036111111111111115,0.5916666666666667
+Hideman VPN,nan,nan,nan,nan
+Hideman VPN,I've used years many ads conflicting keeps shutting downloads I need vpn please fix il pay another,Positive,0.5,0.5
+Hideman VPN,"I looking free VPN I'm occasionally connected unsecured wifi. All free trial period, weekly quota perfect me. The works well, I even select countries free user.",Positive,0.44000000000000006,0.7050000000000001
+Hideman VPN,Fake hide given lots junk ads slows mobile.,Negative,-0.5,1.0
+Hideman VPN,"Waiting server reply ever , first time sucks straight away, working ,i'm deleting directly comment.",Positive,0.0625,0.3583333333333333
+Hideman VPN,"Excellent app, great support. Within days delivered new location Italy I experienced issues existing ones. Thanks.",Positive,0.5872727272727273,0.6609090909090909
+Hideman VPN,nan,nan,nan,nan
+Hideman VPN,"One Word ""OutclassS"" far calling whatsapp otherwise come later feed back :-)",Positive,0.15,0.5
+Hideman VPN,It changes u ask google location still wouldn't recommend,Neutral,0.0,0.0
+Hideman VPN,"I wondering I this, PC users see IP I selected?",Neutral,0.0,0.0
+Hideman VPN,Helped original game works rather well,Negative,-0.012500000000000011,0.575
+Hideman VPN,nan,nan,nan,nan
+Hideman VPN,nan,nan,nan,nan
+Hideman VPN,Very very slow loading phone heating wait this ugly vpn,Negative,-0.545,0.76
+Hideman VPN,I'll give 2 stars Its slow connection slow loading.,Negative,-0.30000000000000004,0.39999999999999997
+Hideman VPN,It technical issues plz fix soon u can!,Neutral,0.0,0.1
+Hideman VPN,What happens timer hit zero?Even ur using,Neutral,0.0,0.0
+Hideman VPN,It work anymore. Loading loading without end,Neutral,0.0,0.0
+Hideman VPN,Sucks...doesnt work Doesnt work galaxy tab sch-i800.,Neutral,0.0,0.0
+Hideman VPN,Does Not open. It keeps loading. Wont recommend uae,Neutral,0.0,0.5
+Hideman VPN,"Doesn't work. Is perennially stuck ""Assigning IP Address""",Neutral,0.0,0.0
+Hideman VPN,"Its working anymore,before best",Positive,1.0,0.3
+Hideman VPN,nan,nan,nan,nan
+Hideman VPN,nan,nan,nan,nan
+Hideman VPN,"Easy use, works stable. Some options free, small money.",Positive,0.19444444444444445,0.6777777777777777
+Hideman VPN,"slow connection. But least, program works.",Negative,-0.30000000000000004,0.4
+Hideman VPN,Very good. I like fact sell days instead hours! You give choice us!,Positive,1.0,0.7800000000000001
+Hideman VPN,"The price good, draining battery fast. make phone hot",Positive,0.3833333333333333,0.6833333333333335
+Hideman VPN,"I bought 2 months paid account right wont connect all, happy.",Positive,0.5428571428571429,0.7678571428571428
+Hideman VPN,nan,nan,nan,nan
+High Blood Pressure Symptoms,It's free app... Pay $1.99 false advertisement,Negative,-2.7755575615628914e-17,0.7
+High Blood Pressure Symptoms,nan,nan,nan,nan
+High Blood Pressure Symptoms,Hopeless App. The developer greedy get money day one. It bad attitude. How pay even without trail?,Negative,-0.6999999999999998,0.6666666666666666
+High Blood Pressure Symptoms,Bogus Launched merely trap body install upgraded paid version. No worth full information available version.,Positive,0.024999999999999994,0.38749999999999996
+High Blood Pressure Symptoms,Informative This gives information need know blood pressure. Kudos keep good work up.,Positive,0.7,0.6000000000000001
+High Blood Pressure Symptoms,"Nothing here. Nothing enticements ""go pro."" NOT RECOMMENDED",Neutral,0.0,0.0
+High Blood Pressure Symptoms,Nura alam One best medical I ever used. good also best.,Positive,0.675,0.30000000000000004
+High Blood Pressure Symptoms,"This fine good, place track bp. UNINSTALLING?",Positive,0.5583333333333333,0.55
+High Blood Pressure Symptoms,Not monitor checker. A rip,Neutral,0.0,0.0
+High Blood Pressure Symptoms,Quite informative The tips educative help save lives. Keep great work.,Positive,0.8,0.75
+High Blood Pressure Symptoms,"A worth health A great everyone use. Light phone, great health, beneficial loved ones...",Positive,0.6,0.6199999999999999
+High Blood Pressure Symptoms,Love app! useful me. I everyday friends wants also,Positive,0.23125,0.325
+High Blood Pressure Symptoms,"rating Amalendu Paul Really it,s useful essential medical app. Great!",Positive,0.3,0.25
+High Blood Pressure Symptoms,My daily BP monitor Amlodipine besilate Twynsta 40mg/5mg tablet,Neutral,0.0,0.0
+High Blood Pressure Symptoms,rating kiron This awesome medical app. Everyone easily!,Positive,0.513888888888889,0.6111111111111112
+High Blood Pressure Symptoms,It good& I like it.,Positive,0.7,0.6000000000000001
+High Blood Pressure Symptoms,great Very good effective app.,Positive,0.77,0.7766666666666667
+High Blood Pressure Symptoms,It's free!!!!,Positive,0.9765625,0.8
+High Blood Pressure Symptoms,nan,nan,nan,nan
+High Blood Pressure Symptoms,Let check n see accuracy,Neutral,0.0,0.0
+High Blood Pressure Symptoms,best medical best medical app. 5 star app,Positive,0.5,0.15
+High Blood Pressure Symptoms,Great give good information,Positive,0.75,0.675
+High Blood Pressure Symptoms,Bp guide It's wonderful.,Positive,1.0,1.0
+High Blood Pressure Symptoms,It good apps.,Positive,0.7,0.6000000000000001
+High Blood Pressure Symptoms,Super,Positive,0.3333333333333333,0.6666666666666666
+High Blood Pressure Symptoms,It's Good,Positive,0.7,0.6000000000000001
+High Blood Pressure Symptoms,Fake,Negative,-0.5,1.0
+High Blood Pressure Symptoms,Nice,Positive,0.6,1.0
+High Blood Pressure Symptoms,This good,Positive,0.7,0.6000000000000001
+High Blood Pressure Symptoms,Very good,Positive,0.9099999999999999,0.7800000000000001
+High Blood Pressure Symptoms,Great,Positive,0.8,0.75
+High Blood Pressure Symptoms,good,Positive,0.7,0.6000000000000001
+High Blood Pressure Symptoms,Nice,Positive,0.6,1.0
+High Blood Pressure Symptoms,Fine,Positive,0.4166666666666667,0.5
+High Blood Pressure Symptoms,Good,Positive,0.7,0.6000000000000001
+High Blood Pressure Symptoms,good,Positive,0.7,0.6000000000000001
+High Blood Pressure Symptoms,"High blood pressure software This software important us care check state health conditions, condition deteriorate worst conditions.",Negative,-0.14666666666666664,0.8466666666666667
+High Blood Pressure Symptoms,USELESS!! You pay features described. Shameful shameless- sham nonetheless.,Negative,-0.490625,0.25
+High Blood Pressure Symptoms,Free app? You even test out? avoid like plague,Positive,0.4,0.8
+High Blood Pressure Symptoms,nan,nan,nan,nan
+High-Powered Flashlight,Very strong light. I know eggs gone bad,Positive,0.08777777777777784,0.7733333333333333
+High-Powered Flashlight,"Love compass, change flash amount flash S.O.S flash.",Positive,0.5,0.6
+High-Powered Flashlight,I love actually makes flashlight little brighter compass still rate 5 stars,Positive,0.10416666666666667,0.39999999999999997
+High-Powered Flashlight,Very nice utilize flash phone. The strobe effect extremely FUN play with!! Compass icing cake!,Positive,0.68296875,0.6
+High-Powered Flashlight,"Great flashlight, wish option turn 'clicking' sound turning off.",Positive,0.6000000000000001,0.575
+High-Powered Flashlight,"Easiest light me, part phone I carry time.",Positive,0.4,0.7
+High-Powered Flashlight,It even got compass,Neutral,0.0,0.0
+High-Powered Flashlight,IT BEIGHT CAN SEE GOOD,Positive,0.7,0.6000000000000001
+High-Powered Flashlight,Best found,Positive,1.0,0.3
+High-Powered Flashlight,Its alguds set az,Neutral,0.0,0.0
+High-Powered Flashlight,This really nice reading. You turn super bright.,Positive,0.5444444444444444,0.8222222222222221
+High-Powered Flashlight,This works well simple use. 10/10 would flashlight,Neutral,0.0,0.35714285714285715
+High-Powered Flashlight,It job I need,Neutral,0.0,0.0
+High-Powered Flashlight,Use time!,Neutral,0.0,0.0
+High-Powered Flashlight,nan,nan,nan,nan
+High-Powered Flashlight,Good light...very useful torch,Positive,0.5,0.30000000000000004
+High-Powered Flashlight,Flash light emergency android.......,Positive,0.4,0.7
+High-Powered Flashlight,It works nicely.,Positive,0.6,1.0
+High-Powered Flashlight,Lights day,Neutral,0.0,0.0
+High-Powered Flashlight,I hate,Negative,-0.8,0.9
+High-Powered Flashlight,Rayna alexandra beard,Neutral,0.0,0.0
+High-Powered Flashlight,Very bright. Has come handy several times!,Positive,0.5033333333333334,0.6333333333333333
+High-Powered Flashlight,Glad there's ads,Positive,0.5,1.0
+High-Powered Flashlight,Thats pretty fuvkin bright. I like it. Gonna good work,Positive,0.5499999999999999,0.7999999999999999
+High-Powered Flashlight,Works great looking without advertising.,Positive,0.8,0.75
+High-Powered Flashlight,nan,nan,nan,nan
+High-Powered Flashlight,Thank nice favor,Positive,0.6,1.0
+High-Powered Flashlight,Really good smile,Positive,0.5,0.35000000000000003
+High-Powered Flashlight,I like,Neutral,0.0,0.0
+High-Powered Flashlight,Love it!,Positive,0.625,0.6
+High-Powered Flashlight,nan,nan,nan,nan
+High-Powered Flashlight,nan,nan,nan,nan
+High-Powered Flashlight,I love,Positive,0.5,0.6
+High-Powered Flashlight,nan,nan,nan,nan
+High-Powered Flashlight,nothing,Neutral,0.0,0.0
+High-Powered Flashlight,It's cool sometimes work right,Positive,0.31785714285714284,0.5928571428571429
+High-Powered Flashlight,Very good useful,Positive,0.605,0.39000000000000007
+High-Powered Flashlight,nan,nan,nan,nan
+High-Powered Flashlight,Very high flashlight nice,Positive,0.404,0.851
+High-Powered Flashlight,I like brightness touch powerful,Positive,0.3,1.0
+"High-Speed Camera (GIF,Burst)",I think good takes video function would I give 5stars,Positive,0.7,0.6000000000000001
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",I instal good I also camera nikon,Positive,0.7,0.6000000000000001
+"High-Speed Camera (GIF,Burst)",It's ok good...,Positive,0.6,0.55
+"High-Speed Camera (GIF,Burst)",Excellent photo quality. Love making gifs thing.,Positive,0.75,0.8
+"High-Speed Camera (GIF,Burst)","I expect well, well designed professional product yet simple.",Positive,0.05,0.2285714285714286
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",It is better that this camera supports my love for selfies,Positive,0.5,0.55
+"High-Speed Camera (GIF,Burst)","Simply waste, phone cam better",Positive,0.15,0.25
+"High-Speed Camera (GIF,Burst)",Worst ever waste your time it.,Negative,-0.6,0.5
+"High-Speed Camera (GIF,Burst)",No clarity slow motion,Negative,-0.30000000000000004,0.39999999999999997
+"High-Speed Camera (GIF,Burst)","Missing important settings, mostly useless",Negative,-0.09999999999999999,0.4166666666666667
+"High-Speed Camera (GIF,Burst)","Learning knowing tricks, definitely shall revert back",Neutral,0.0,0.25
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",Thanks to the good processor with the lowest level,Positive,0.44999999999999996,0.4
+"High-Speed Camera (GIF,Burst)",Best fast photo capture.,Positive,0.6,0.44999999999999996
+"High-Speed Camera (GIF,Burst)",The best camera Ive ever used. I recommend anyone.,Positive,1.0,0.3
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",Very decent camera app. No intrusive adds good quality photos,Positive,0.4583333333333333,0.7333333333333334
+"High-Speed Camera (GIF,Burst)",Absolutely amazing best camera world,Positive,0.8,0.6
+"High-Speed Camera (GIF,Burst)",Tricky tho,Neutral,0.0,0.0
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",clear pictures HD,Positive,0.10000000000000002,0.3833333333333333
+"High-Speed Camera (GIF,Burst)",I like,Neutral,0.0,0.0
+"High-Speed Camera (GIF,Burst)",Replaced two magnifying cam apps. Better far.,Positive,0.3,0.75
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",It good app. I like,Positive,0.7,0.6000000000000001
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",Best Camera,Positive,1.0,0.3
+"High-Speed Camera (GIF,Burst)",Good Camera pick best shots,Positive,0.85,0.45000000000000007
+"High-Speed Camera (GIF,Burst)",nan,nan,nan,nan
+"High-Speed Camera (GIF,Burst)",I like,Neutral,0.0,0.0
+"High-Speed Camera (GIF,Burst)",God,Neutral,0.0,0.0
+"High-Speed Camera (GIF,Burst)",Nc Gd,Neutral,0.0,0.0
+"High-Speed Camera (GIF,Burst)","Very,very good quality",Positive,0.7,0.6000000000000001
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"Had game long time good fun, last update. Now keeps crashing random, can't get 3,500m stage crashes. Really annoying. Also noticed recently 'daily' challenges impossible courses/tracks leading dead ends!?",Negative,-0.16666666666666669,0.44666666666666666
+Hill Climb Racing,I've playing game couple years. My gripe switch devices format device progress gone.... There way save groves game launcher cloud far I know. Update July 2018...still playing. Love new graphics. Thanks forgetting faithful players. Still favourite time waster! .,Positive,0.03106060606060605,0.5090909090909091
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,The controls work half time device. I tried game MULTIPLE different devices I still get result. I never another fingersoft again. Learn make game actually works correctly.,Negative,-0.16111111111111112,0.27777777777777773
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"Good game. I would rate 5 there's 1 thing I want changed. I want time run fuel,maybe keep going fully stop.",Positive,0.14999999999999997,0.5
+Hill Climb Racing,"Climbing hills Bill real fun! The best part regular updates new tracks & vehicles. For personalised experience, I'd suggest let us choose *new drivers* adding set drivers upcoming update. Secondly, It's painful start beginning & go point we've already reached, provide us *Checkpoints* start from, *Revive* option end race continue game, used spending Gems! Finally, time effort invested unlocking new tracks, vehicles & upgrades go vain game gets uninstalled mistake. So, pl enable option retain game's progress & data upon reinstall.",Negative,-0.0025826446280991966,0.4673235855054037
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,Played years ago came back son started playing old tablet I seen updates. Enjoyable times still tedious,Positive,0.024999999999999994,0.45
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,A great game given simple looks. It get challenging. I like fact choice watch adds get free upgrades grind alond collect money. Good move!,Positive,0.3625,0.6511904761904762
+Hill Climb Racing,"Recently Trophy Truck glitch cap falls exposes driver, right after, I lose ability turn truck air immediately flips over. I operate truck even cap falls off, glitch kicks in. Please fix possible!",Positive,0.09523809523809523,0.5952380952380952
+Hill Climb Racing,That little red jeep sucks ass. Wheels small course. Takes long get anywhere game cheats you. I love it!!! So good I can't put down!,Positive,0.03273533950617283,0.38765432098765434
+Hill Climb Racing,Time killing game. Even better new levels vehicles,Positive,0.07878787878787878,0.4515151515151515
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"Its wonderful game option selling vehicles 80℅ less rate original rate, If option available, wonderful game",Positive,0.25833333333333336,0.5738095238095238
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"I game tablet couple years ago I pay daily challenge,now I'm back starting scratch I need see things progress I rate game higher",Negative,-0.09166666666666667,0.2333333333333333
+Hill Climb Racing,It's irritating covering long distance game loose game starts beginning.,Negative,-0.26538461538461544,0.45384615384615384
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,Wish would start youbcrash instead beginning every time otherwise awesome playin years,Positive,1.0,1.0
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,Every time change device reset phone progress losses even backup play games. restore data nothing happen start new,Positive,0.13636363636363635,0.45454545454545453
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,Played years ago came back son started playing old tablet I seen updates. Enjoyable times still tedious,Positive,0.024999999999999994,0.45
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"It's totally good game,when I play phone usually go game wish could jump higher levels.",Positive,0.18333333333333332,0.5
+Hill Climb Racing,I started playing 3 years ago stopped I could go further. I tired recently discovered many new awesome cars landscapes.,Positive,0.20606060606060606,0.5674242424242424
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,It's irritating covering long distance game loose game starts beginning.,Negative,-0.26538461538461544,0.45384615384615384
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"Just started awesome. Will update later I see chance liking itupdate. I ands high levels I love game. However tablet I gameon crashed fatally. And game lost. I starting over. Does anyone know get achievements back? Follow up... want able to, though I start over, take long get back I some. So, overall, I love game. Ps. The tank awesome! Update I emailed company explained detail transfer current settings achievements android. Thanks guys. Had game six years always go back it.",Positive,0.1163157894736842,0.371842105263158
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,I've playing game couple years. My gripe switch devices format device progress gone.... There way save groves game launcher cloud far I know. Update July 2018...still playing. Love new graphics. Thanks forgetting faithful players. Still favourite time waster! .,Positive,0.03106060606060605,0.5090909090909091
+Hill Climb Racing,Cars truck games favourite game favourite difficult get end original car I keep trying end. But finally I got end hard finally I got end appreciated know end yeahhhhhhhh I really love game every day I going play game friend,Negative,-0.09166666666666667,0.6191666666666666
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"I love game, addictive. My main complaint go way back beginning crash weather completed level not. After completed level, I think able pick back crashed rather go way back. I like rerun part game over, I would like see new territory I seen yet.",Positive,0.018457300275482088,0.3557162534435262
+Hill Climb Racing,"Recently Trophy Truck glitch cap falls exposes driver, right after, I lose ability turn truck air immediately flips over. I operate truck even cap falls off, glitch kicks in. Please fix possible!",Positive,0.09523809523809523,0.5952380952380952
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,Every time change device reset phone progress losses even backup play games. restore data nothing happen start new,Positive,0.13636363636363635,0.45454545454545453
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"I love game. I game mother's phone father's phone cause I love game much. And sleepy man, oh, talk always makes laugh tears come eyes",Positive,0.04285714285714285,0.38571428571428573
+Hill Climb Racing,Can't get enough. You dont spend money dont want to. They give upgrades playing putting time in. One favorite mobile games ever.,Positive,0.25,0.75
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"Haven't found downfalls, liked first original games coins showed denominations ( much worth) better brown coins. Does frustrate though & I delete often always get coz I'm addicted lol!!!!",Positive,0.37500000000000006,0.5404761904761904
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,The problem I whenever switch phones cannot information phone that's cool even save can't start they'll give vehicle status want give points,Positive,0.35,0.65
+Hill Climb Racing,Love game altogether & playing years!! I also enjoy HCR 2 I feel like I able get coins original tricks driving long distances. The moon stage best.,Positive,0.29999999999999993,0.5107142857142857
+Hill Climb Racing,"Better 2nd game imo. Lots tracks vehicles play with. The sequel unfortunately filled ads, loot boxes, literally every nasty trick book",Negative,-0.1,0.5599999999999999
+Hill Climb Racing,"Really good game... problem switch phones start again, save data.",Positive,0.14999999999999997,0.5
+Hill Climb Racing,"A good game waste time bored bit I'm tryharding die something stupid, well, I'll cut chase YOU NEED TO ADD A REVIVE BUTTON",Negative,-0.24,0.6
+Hill Climb Racing,"It's slightly good game brother likes game And says game fun...... likes garage rare rally car jeep. I like car games HILL CLIMB RACING car game I like........... Fun cool game boys, Boys install game",Negative,-0.04090909090909093,0.4500000000000001
+Hill Climb Racing,I think great game...you unlock lots cars also lots levels great time waster... want get game I think should. Great job people made game,Positive,0.32,0.61
+Hill Climb Racing,"Pretty fun. I got hot rod made 1800m without modification roller coaster. I modified good bit, everything got modified 5-6 times I can't even first loop it. No idea why, makes sense",Positive,0.35,0.5966666666666667
+Hill Climb Racing,Why link contact idiots designed game? There several issues need addressed probably fixed anyway. Same several games,Negative,-0.18333333333333335,0.2541666666666667
+Hill Climb Racing,I started playing 3 years ago stopped I could go further. I tired recently discovered many new awesome cars landscapes.,Positive,0.20606060606060606,0.5674242424242424
+Hill Climb Racing,Update july 2nd 2018 glitch bad first 20 feet boot camp NO WAY TO GET THROUGH matter vehicle used please fix ?????? Will give good rating back till bug glitch fixed,Positive,0.05833333333333335,0.3
+Hill Climb Racing,Game interesting jus levels shud start ended.. irritating play start,Negative,-0.10000000000000002,0.5666666666666668
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"I game tablet couple years ago I pay daily challenge,now I'm back starting scratch I need see things progress I rate game higher",Negative,-0.09166666666666667,0.2333333333333333
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,"It's pretty awesome, grind keeps coming back. Wish menus 2 rows ; 1 owned vehicles 1 rest. Or much simpler, group owned vehicles start list",Positive,0.3625,0.55
+Hill Climb Racing,nan,nan,nan,nan
+Hill Climb Racing,That little red jeep sucks ass. Wheels small course. Takes long get anywhere game cheats you. I love it!!! So good I can't put down!,Positive,0.03273533950617283,0.38765432098765434
+Hill Climb Racing,I love game I've playing dad's phone got mine addictive makes want get bigger baddest car.,Positive,0.024999999999999994,0.6
+Hill Climb Racing 2,"Some suggestions improvement 1. Change throttle adjusted user instead fully fully off. 2. Make brakes reverse independent hold vehicle hill using brakes. 3. Change loot box system declared illegal, disclose odds acquiring parts",Negative,-0.25,0.3125
+Hill Climb Racing 2,I really like game. I uninstalled make room phone. I reinstalled lost 6 months progress. I start beginning. I'm bummed cause husband way too. Now race together chance winning piece jeep I supped rally car. I even logged Facebook. Can help get back I was?,Positive,0.075,0.3375
+Hill Climb Racing 2,"Good game , lots maps challenges complete giving game depth. Items customize cars take kind long, surprisingly,to acquire ie new tires. But lot fun excitement engaged win fun so.",Positive,0.2086363636363636,0.4354545454545454
+Hill Climb Racing 2,"Actually I deleted game game crashed..I Platinum 1 And I downloaded game again, I start again.Can update started game? My name game dude sir plz comment Fingersoft.",Negative,-0.3333333333333333,0.35000000000000003
+Hill Climb Racing 2,"Awesome little racing hill climb game plenty do, love way really need spend real money play watching ads upgrade things double money chest",Positive,0.1875,0.42857142857142855
+Hill Climb Racing 2,Pay money improve vehicle suddenly vehicles tip way phuckin easy annoying. Fun game. But DONT PAY ANY MONEY!,Negative,-0.11333333333333333,0.5666666666666667
+Hill Climb Racing 2,It's great game really add wepon 's people low level car chance get frist plac3,Positive,0.15000000000000002,0.4125
+Hill Climb Racing 2,Its good game I need vehicles like bike clown car thing cool enough please,Positive,0.16249999999999998,0.5375
+Hill Climb Racing 2,Fun game play. Definitely need pump money early get ahead. Will continue playing ads get much me.,Positive,0.039999999999999994,0.32
+Hill Climb Racing 2,It works net many stars open thing progress get lost,Positive,0.16666666666666666,0.3333333333333333
+Hill Climb Racing 2,Wow better 1st fun fun fun . Love new items games . This uped itself. The chests fun collect upgrade special items,Positive,0.3103896103896104,0.4362193362193363
+Hill Climb Racing 2,"Really fun, good time killer. Need faster way make coins sometimes, that, great game.",Positive,0.35,0.48750000000000004
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,Life also race So keep racing mater win lose nice game,Positive,0.3333333333333333,0.6
+Hill Climb Racing 2,I love game. It's addictive easy play. Best way kill time toilet waiting wife finish getting dildo.,Positive,0.24999999999999997,0.5055555555555555
+Hill Climb Racing 2,Fun game ad's becoming overbearing. Different original sure better,Positive,0.24642857142857144,0.5984126984126984
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,"I'd like see names vehicles gone keep (names) position area. Position crashing 3rd 4th, though 4th crashed you, still puts 4th 3rd (same works board).",Neutral,0.0,0.041666666666666664
+Hill Climb Racing 2,3 gb ram game gets oftenly stuck many times. And challenges mode please make option challenge player world.,Positive,0.04999999999999999,0.45
+Hill Climb Racing 2,Last update causes game freeze trying play ads upgrade free option,Neutral,0.0,0.4222222222222222
+Hill Climb Racing 2,When I reinstalled game connect Google play game back previous label... otherwise nice game please fix problem.,Negative,-0.1277777777777778,0.39444444444444443
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,I love game I play I'm bored I specialy love play offline.,Positive,0.024999999999999994,0.65
+Hill Climb Racing 2,I love could put bugatti super car,Positive,0.41666666666666663,0.6333333333333333
+Hill Climb Racing 2,Very addictive great time killer best game kind,Positive,0.4,0.6699999999999999
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,"I gave star heres why. I played game forever invested quite bit money it. So FINALLY get car competitive level started play free, pumped time resources upgrades. I spent RIDICULOUS parts stability weight surpress cars flipping out, avail, car still same. Now glitch car STOPS DEAD, DEAD IN THE ROAD! I lost many many many races result glitch. There commentary devs fix sight. And heard excuses peeps made BS, glitch. Then boss level champion 3, good luck, npc much faster never beat him. Seems like good way keep peeps advancing unless PAY!! Also figured manipulate challengers. The game fun play figure works, makes wanna uninstall every session, dont invested money it, might well shut suck right!! Yeah, that's thought!!",Positive,0.18318890056022408,0.48592436974789927
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,"Most addictive game far, must anyone.",Positive,0.049999999999999996,0.7
+Hill Climb Racing 2,Hate bad game hill climb best,Negative,-0.22499999999999998,0.5666666666666667
+Hill Climb Racing 2,Fun game go riding bus,Negative,-0.05000000000000002,0.30000000000000004
+Hill Climb Racing 2,Pretty lit think need vehicles though,Positive,0.25,1.0
+Hill Climb Racing 2,It need better control love game,Positive,0.19999999999999998,0.5
+Hill Climb Racing 2,After complaining sending e mail maker better uninstall,Positive,0.5,0.5
+Hill Climb Racing 2,Should purchase everything good though,Positive,0.7,0.6000000000000001
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,I don't like tuning parts cause dont get paintings characters anymore chests It would better tuning parts,Positive,0.5,0.5
+Hill Climb Racing 2,You race make farthest track.,Neutral,0.0,0.0
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,"Some suggestions improvement 1. Change throttle adjusted user instead fully fully off. 2. Make brakes reverse independent hold vehicle hill using brakes. 3. Change loot box system declared illegal, disclose odds acquiring parts",Negative,-0.25,0.3125
+Hill Climb Racing 2,I really like game. I uninstalled make room phone. I reinstalled lost 6 months progress. I start beginning. I'm bummed cause husband way too. Now race together chance winning piece jeep I supped rally car. I even logged Facebook. Can help get back I was?,Positive,0.075,0.3375
+Hill Climb Racing 2,"Actually I deleted game game crashed..I Platinum 1 And I downloaded game again, I start again.Can update started game? My name game dude sir plz comment Fingersoft.",Negative,-0.3333333333333333,0.35000000000000003
+Hill Climb Racing 2,Pay money improve vehicle suddenly vehicles tip way phuckin easy annoying. Fun game. But DONT PAY ANY MONEY!,Negative,-0.11333333333333333,0.5666666666666667
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,"Good game , lots maps challenges complete giving game depth. Items customize cars take kind long, surprisingly,to acquire ie new tires. But lot fun excitement engaged win fun so.",Positive,0.2086363636363636,0.4354545454545454
+Hill Climb Racing 2,It's great game really add wepon 's people low level car chance get frist plac3,Positive,0.15000000000000002,0.4125
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,Fun game play. Definitely need pump money early get ahead. Will continue playing ads get much me.,Positive,0.039999999999999994,0.32
+Hill Climb Racing 2,Wow better 1st fun fun fun . Love new items games . This uped itself. The chests fun collect upgrade special items,Positive,0.3103896103896104,0.4362193362193363
+Hill Climb Racing 2,"Really fun, good time killer. Need faster way make coins sometimes, that, great game.",Positive,0.35,0.48750000000000004
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,"A fun, hillbilly, backwoods, ""come-as-you-are"" racing game! Hilarious characters vehicle mods. Competitive & addicting. There couple modes racing couple modes practice driving skills..... It's whole 'lotta fun !",Positive,0.175,0.44000000000000006
+Hill Climb Racing 2,Life also race So keep racing mater win lose nice game,Positive,0.3333333333333333,0.6
+Hill Climb Racing 2,I love game. It's addictive easy play. Best way kill time toilet waiting wife finish getting dildo.,Positive,0.24999999999999997,0.5055555555555555
+Hill Climb Racing 2,Fun game ad's becoming overbearing. Different original sure better,Positive,0.24642857142857144,0.5984126984126984
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,It works net many stars open thing progress get lost,Positive,0.16666666666666666,0.3333333333333333
+Hill Climb Racing 2,"I'd like see names vehicles gone keep (names) position area. Position crashing 3rd 4th, though 4th crashed you, still puts 4th 3rd (same works board).",Neutral,0.0,0.041666666666666664
+Hill Climb Racing 2,3 gb ram game gets oftenly stuck many times. And challenges mode please make option challenge player world.,Positive,0.04999999999999999,0.45
+Hill Climb Racing 2,"Awesome little racing hill climb game plenty do, love way really need spend real money play watching ads upgrade things double money chest",Positive,0.1875,0.42857142857142855
+Hill Climb Racing 2,Last update causes game freeze trying play ads upgrade free option,Neutral,0.0,0.4222222222222222
+Hill Climb Racing 2,Awesome game addicting! Even got mom playing,Positive,0.25,0.7
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,I love could put bugatti super car,Positive,0.41666666666666663,0.6333333333333333
+Hill Climb Racing 2,Very addictive great time killer best game kind,Positive,0.4,0.6699999999999999
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,"I gave star heres why. I played game forever invested quite bit money it. So FINALLY get car competitive level started play free, pumped time resources upgrades. I spent RIDICULOUS parts stability weight surpress cars flipping out, avail, car still same. Now glitch car STOPS DEAD, DEAD IN THE ROAD! I lost many many many races result glitch. There commentary devs fix sight. And heard excuses peeps made BS, glitch. Then boss level champion 3, good luck, npc much faster never beat him. Seems like good way keep peeps advancing unless PAY!! Also figured manipulate challengers. The game fun play figure works, makes wanna uninstall every session, dont invested money it, might well shut suck right!! Yeah, that's thought!!",Positive,0.18318890056022408,0.48592436974789927
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,"Most addictive game far, must anyone.",Positive,0.049999999999999996,0.7
+Hill Climb Racing 2,Hate bad game hill climb best,Negative,-0.22499999999999998,0.5666666666666667
+Hill Climb Racing 2,Fun game go riding bus,Negative,-0.05000000000000002,0.30000000000000004
+Hill Climb Racing 2,Pretty lit think need vehicles though,Positive,0.25,1.0
+Hill Climb Racing 2,It need better control love game,Positive,0.19999999999999998,0.5
+Hill Climb Racing 2,After complaining sending e mail maker better uninstall,Positive,0.5,0.5
+Hill Climb Racing 2,Should purchase everything good though,Positive,0.7,0.6000000000000001
+Hill Climb Racing 2,nan,nan,nan,nan
+Hill Climb Racing 2,I don't like tuning parts cause dont get paintings characters anymore chests It would better tuning parts,Positive,0.5,0.5
+Hill Climb Racing 2,You race make farthest track.,Neutral,0.0,0.0
+Hill Climb Racing 2,I always liked hill climb racing games great,Positive,0.7,0.775
+"Hily: Dating, Chat, Match, Meet & Hook up",Full fake accounts. 2 friends college pretty popular insta/snap girls I ran fake accounts using name like 5 times piece. Definitely worth it. Stick Tinder friends!,Positive,0.09583333333333333,0.7583333333333332
+"Hily: Dating, Chat, Match, Meet & Hook up",Stupid... If someone likes you.. can't see paying it..,Negative,-0.7999999999999999,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up","The okay, filled alot bots, lucky verification feature I fear people verify account's enough. Also filter system searching criteria matches work.",Positive,0.30833333333333335,0.6833333333333333
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",Every messaged sends links cant people want chat hang,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Only matched bot scams people reply,Neutral,0.0,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up",They charge right bat trial period.,Positive,0.2857142857142857,0.5357142857142857
+"Hily: Dating, Chat, Match, Meet & Hook up",Not sure think,Negative,-0.25,0.8888888888888888
+"Hily: Dating, Chat, Match, Meet & Hook up",Im okay cant sleep :),Positive,0.5,0.75
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",Not bad all. Haven't problem far I've using two days.,Positive,0.22499999999999998,0.8333333333333333
+"Hily: Dating, Chat, Match, Meet & Hook up",It says free not. You pay money find true love. I pay sex hook ups I hate it.,Positive,0.11249999999999999,0.7375
+"Hily: Dating, Chat, Match, Meet & Hook up",Is LGBT friendly lets look women I keep guys like me/message I want girls that....? Kind stupid.,Positive,0.05833333333333335,0.7999999999999999
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",I know way really met anyone yet,Positive,0.2,0.2
+"Hily: Dating, Chat, Match, Meet & Hook up",Have pay it. Not worth damn,Negative,-0.15,0.1
+"Hily: Dating, Chat, Match, Meet & Hook up",like I said Im really looking hook ya know,Positive,0.2,0.2
+"Hily: Dating, Chat, Match, Meet & Hook up",The deserves less 1 star free. liars,Positive,0.11666666666666668,0.43333333333333335
+"Hily: Dating, Chat, Match, Meet & Hook up",It's alright part,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Yeah ❤❤,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Good,Positive,0.7,0.6000000000000001
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",Great,Positive,0.8,0.75
+"Hily: Dating, Chat, Match, Meet & Hook up",Wow lot Happened I’m sure you’ll find good one.,Positive,0.4333333333333333,0.8296296296296296
+"Hily: Dating, Chat, Match, Meet & Hook up","DO NOT DOWNLOAD!!!!!! They offer 7 day free trial includes next nothing, 5 chat requests, 5 roll backs, lame anyways, know back basic membership, except bank account info there. Im deleting profile deleting app. Waste tjme. There never decent dating/hookup",Negative,-0.054761904761904755,0.33452380952380956
+"Hily: Dating, Chat, Match, Meet & Hook up","At first looks like average app...i started matching decent average looking women thing is....they go offline NEVER come back. This filled bots. Tons matches, single reply? On Tinder least 40% reply. Bots bots bots . Stay away",Positive,0.018154761904761917,0.41428571428571426
+"Hily: Dating, Chat, Match, Meet & Hook up","It never saved distance settings I looking people 200+ miles away, I'm driving 20 miles smash. SMH",Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Hate distance filter. Tired matching people hundred + miles away. I never meet them...,Negative,-0.6000000000000001,0.8
+"Hily: Dating, Chat, Match, Meet & Hook up",I sick dating pay. Why cant dating dont pay anything. All cash grab,Negative,-0.7142857142857143,0.8571428571428571
+"Hily: Dating, Chat, Match, Meet & Hook up",Hello I would like delete profile charge money I seen message optional I found still delete it. please help. Thanks,Positive,0.2,0.2
+"Hily: Dating, Chat, Match, Meet & Hook up",I accidentally logged I requested link reset I never got yes I refreshed gmail I even restarted phone I never got link fix ASAP plz,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up","I hoping meet sweet funny girls romantic well , hang go places fun time.",Positive,0.22499999999999998,0.5875
+"Hily: Dating, Chat, Match, Meet & Hook up",I ugly? honest. nobody messaging me?,Negative,-0.04999999999999999,0.95
+"Hily: Dating, Chat, Match, Meet & Hook up",I'm mad cause keeps bringing screen shows premium I can't even get like I used basically forcing pay smfh I'm please reply help,Negative,-0.625,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up",I started site I anyone talk yet.so really sure yet.,Positive,0.5,0.8888888888888888
+"Hily: Dating, Chat, Match, Meet & Hook up","I cant even find girl stay long enough even try kids, I want them....I guess Im cursed",Negative,-0.025,0.45
+"Hily: Dating, Chat, Match, Meet & Hook up",So free swipe profiles need subscribe message anyone? What bummer I thought dating different better :(,Positive,0.037500000000000006,0.725
+"Hily: Dating, Chat, Match, Meet & Hook up",The main problem I every time I go change distance max self every time,Positive,0.16666666666666666,0.3333333333333333
+"Hily: Dating, Chat, Match, Meet & Hook up",Need super hiding mode. My girl lmk phone don’t wanna let known,Positive,0.3333333333333333,0.6666666666666666
+"Hily: Dating, Chat, Match, Meet & Hook up",I like app. I hate fact time I change distance. What hell going that. It's frustrating,Negative,-0.6000000000000001,0.9
+"Hily: Dating, Chat, Match, Meet & Hook up",Full fake accounts. 2 friends college pretty popular insta/snap girls I ran fake accounts using name like 5 times piece. Definitely worth it. Stick Tinder friends!,Positive,0.09583333333333333,0.7583333333333332
+"Hily: Dating, Chat, Match, Meet & Hook up",Stupid... If someone likes you.. can't see paying it..,Negative,-0.7999999999999999,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up","The okay, filled alot bots, lucky verification feature I fear people verify account's enough. Also filter system searching criteria matches work.",Positive,0.30833333333333335,0.6833333333333333
+"Hily: Dating, Chat, Match, Meet & Hook up",They limit much got popular dating limit step game u want 5,Positive,0.13333333333333333,0.5
+"Hily: Dating, Chat, Match, Meet & Hook up",Every messaged sends links cant people want chat hang,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Only matched bot scams people reply,Neutral,0.0,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up",They charge right bat trial period.,Positive,0.2857142857142857,0.5357142857142857
+"Hily: Dating, Chat, Match, Meet & Hook up",Not sure think,Negative,-0.25,0.8888888888888888
+"Hily: Dating, Chat, Match, Meet & Hook up",Im okay cant sleep :),Positive,0.5,0.75
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",Not bad all. Haven't problem far I've using two days.,Positive,0.22499999999999998,0.8333333333333333
+"Hily: Dating, Chat, Match, Meet & Hook up",It says free not. You pay money find true love. I pay sex hook ups I hate it.,Positive,0.11249999999999999,0.7375
+"Hily: Dating, Chat, Match, Meet & Hook up",Is LGBT friendly lets look women I keep guys like me/message I want girls that....? Kind stupid.,Positive,0.05833333333333335,0.7999999999999999
+"Hily: Dating, Chat, Match, Meet & Hook up",The searching Nationwide even though I put zip code set 80 mile limit. Very frustrating...,Negative,-0.52,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up",I know way really met anyone yet,Positive,0.2,0.2
+"Hily: Dating, Chat, Match, Meet & Hook up",Have pay it. Not worth damn,Negative,-0.15,0.1
+"Hily: Dating, Chat, Match, Meet & Hook up",like I said Im really looking hook ya know,Positive,0.2,0.2
+"Hily: Dating, Chat, Match, Meet & Hook up",The deserves less 1 star free. liars,Positive,0.11666666666666668,0.43333333333333335
+"Hily: Dating, Chat, Match, Meet & Hook up",It's alright part,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Yeah ❤❤,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",Great,Positive,0.8,0.75
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up","DO NOT DOWNLOAD!!!!!! They offer 7 day free trial includes next nothing, 5 chat requests, 5 roll backs, lame anyways, know back basic membership, except bank account info there. Im deleting profile deleting app. Waste tjme. There never decent dating/hookup",Negative,-0.054761904761904755,0.33452380952380956
+"Hily: Dating, Chat, Match, Meet & Hook up","At first looks like average app...i started matching decent average looking women thing is....they go offline NEVER come back. This filled bots. Tons matches, single reply? On Tinder least 40% reply. Bots bots bots . Stay away",Positive,0.018154761904761917,0.41428571428571426
+"Hily: Dating, Chat, Match, Meet & Hook up","It never saved distance settings I looking people 200+ miles away, I'm driving 20 miles smash. SMH",Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Hate distance filter. Tired matching people hundred + miles away. I never meet them...,Negative,-0.6000000000000001,0.8
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",Hello I would like delete profile charge money I seen message optional I found still delete it. please help. Thanks,Positive,0.2,0.2
+"Hily: Dating, Chat, Match, Meet & Hook up",I accidentally logged I requested link reset I never got yes I refreshed gmail I even restarted phone I never got link fix ASAP plz,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up","I hoping meet sweet funny girls romantic well , hang go places fun time.",Positive,0.22499999999999998,0.5875
+"Hily: Dating, Chat, Match, Meet & Hook up",I ugly? honest. nobody messaging me?,Negative,-0.04999999999999999,0.95
+"Hily: Dating, Chat, Match, Meet & Hook up",I'm mad cause keeps bringing screen shows premium I can't even get like I used basically forcing pay smfh I'm please reply help,Negative,-0.625,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up",I started site I anyone talk yet.so really sure yet.,Positive,0.5,0.8888888888888888
+"Hily: Dating, Chat, Match, Meet & Hook up","I cant even find girl stay long enough even try kids, I want them....I guess Im cursed",Negative,-0.025,0.45
+"Hily: Dating, Chat, Match, Meet & Hook up",So free swipe profiles need subscribe message anyone? What bummer I thought dating different better :(,Positive,0.037500000000000006,0.725
+"Hily: Dating, Chat, Match, Meet & Hook up",The main problem I every time I go change distance max self every time,Positive,0.16666666666666666,0.3333333333333333
+"Hily: Dating, Chat, Match, Meet & Hook up",Need super hiding mode. My girl lmk phone don’t wanna let known,Positive,0.3333333333333333,0.6666666666666666
+"Hily: Dating, Chat, Match, Meet & Hook up",I like app. I hate fact time I change distance. What hell going that. It's frustrating,Negative,-0.6000000000000001,0.9
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",Stupid... If someone likes you.. can't see paying it..,Negative,-0.7999999999999999,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up","The okay, filled alot bots, lucky verification feature I fear people verify account's enough. Also filter system searching criteria matches work.",Positive,0.30833333333333335,0.6833333333333333
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",Only matched bot scams people reply,Neutral,0.0,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up",They charge right bat trial period.,Positive,0.2857142857142857,0.5357142857142857
+"Hily: Dating, Chat, Match, Meet & Hook up",Not sure think,Negative,-0.25,0.8888888888888888
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",It says free not. You pay money find true love. I pay sex hook ups I hate it.,Positive,0.11249999999999999,0.7375
+"Hily: Dating, Chat, Match, Meet & Hook up",Is LGBT friendly lets look women I keep guys like me/message I want girls that....? Kind stupid.,Positive,0.05833333333333335,0.7999999999999999
+"Hily: Dating, Chat, Match, Meet & Hook up",The searching Nationwide even though I put zip code set 80 mile limit. Very frustrating...,Negative,-0.52,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up",I know way really met anyone yet,Positive,0.2,0.2
+"Hily: Dating, Chat, Match, Meet & Hook up",Have pay it. Not worth damn,Negative,-0.15,0.1
+"Hily: Dating, Chat, Match, Meet & Hook up",like I said Im really looking hook ya know,Positive,0.2,0.2
+"Hily: Dating, Chat, Match, Meet & Hook up",The deserves less 1 star free. liars,Positive,0.11666666666666668,0.43333333333333335
+"Hily: Dating, Chat, Match, Meet & Hook up",It's alright part,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Yeah ❤❤,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Good,Positive,0.7,0.6000000000000001
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",Great,Positive,0.8,0.75
+"Hily: Dating, Chat, Match, Meet & Hook up",Wow lot Happened I’m sure you’ll find good one.,Positive,0.4333333333333333,0.8296296296296296
+"Hily: Dating, Chat, Match, Meet & Hook up","DO NOT DOWNLOAD!!!!!! They offer 7 day free trial includes next nothing, 5 chat requests, 5 roll backs, lame anyways, know back basic membership, except bank account info there. Im deleting profile deleting app. Waste tjme. There never decent dating/hookup",Negative,-0.054761904761904755,0.33452380952380956
+"Hily: Dating, Chat, Match, Meet & Hook up","At first looks like average app...i started matching decent average looking women thing is....they go offline NEVER come back. This filled bots. Tons matches, single reply? On Tinder least 40% reply. Bots bots bots . Stay away",Positive,0.018154761904761917,0.41428571428571426
+"Hily: Dating, Chat, Match, Meet & Hook up","It never saved distance settings I looking people 200+ miles away, I'm driving 20 miles smash. SMH",Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up",Hate distance filter. Tired matching people hundred + miles away. I never meet them...,Negative,-0.6000000000000001,0.8
+"Hily: Dating, Chat, Match, Meet & Hook up",I sick dating pay. Why cant dating dont pay anything. All cash grab,Negative,-0.7142857142857143,0.8571428571428571
+"Hily: Dating, Chat, Match, Meet & Hook up",Hello I would like delete profile charge money I seen message optional I found still delete it. please help. Thanks,Positive,0.2,0.2
+"Hily: Dating, Chat, Match, Meet & Hook up",I accidentally logged I requested link reset I never got yes I refreshed gmail I even restarted phone I never got link fix ASAP plz,Neutral,0.0,0.0
+"Hily: Dating, Chat, Match, Meet & Hook up","I hoping meet sweet funny girls romantic well , hang go places fun time.",Positive,0.22499999999999998,0.5875
+"Hily: Dating, Chat, Match, Meet & Hook up",nan,nan,nan,nan
+"Hily: Dating, Chat, Match, Meet & Hook up",I'm mad cause keeps bringing screen shows premium I can't even get like I used basically forcing pay smfh I'm please reply help,Negative,-0.625,1.0
+"Hily: Dating, Chat, Match, Meet & Hook up",I started site I anyone talk yet.so really sure yet.,Positive,0.5,0.8888888888888888
+"Hily: Dating, Chat, Match, Meet & Hook up","I cant even find girl stay long enough even try kids, I want them....I guess Im cursed",Negative,-0.025,0.45
+"Hily: Dating, Chat, Match, Meet & Hook up",So free swipe profiles need subscribe message anyone? What bummer I thought dating different better :(,Positive,0.037500000000000006,0.725
+"Hily: Dating, Chat, Match, Meet & Hook up",The main problem I every time I go change distance max self every time,Positive,0.16666666666666666,0.3333333333333333
+"Hily: Dating, Chat, Match, Meet & Hook up",Need super hiding mode. My girl lmk phone don’t wanna let known,Positive,0.3333333333333333,0.6666666666666666
+Hinge: Dating & Relationships,"UPDATE: The apparently sync messages conversation. I got email someone replied show chat. Also, issues deleting likes. The definitely potential there's lot bugs need worked out. This really different usual OKCupid Tinder. It's nice people pick 3 questions answer; get tiny sense personality. I really enjoy whole dating scene makes simple, realistic enjoyable.",Positive,0.15151515151515152,0.5354978354978355
+Hinge: Dating & Relationships,"Loved it, happy. This gone deep end latest update. If someone likes I longer see discover page. Feel like quality people gone significantly well conversation. I used get people chat with, graveyard. Thing pisses lack discover page. useless I'm forced like back delete person.",Positive,0.196875,0.546875
+Hinge: Dating & Relationships,"update came actually remove people ""likes me"" tab I decide match them. kind annoying see gym selfies pop I've said no. otherwise fine. nice able set deal breakers see people respond various prompts.",Positive,0.1880952380952381,0.6464285714285715
+Hinge: Dating & Relationships,"For last week I unable log app, multiple emails support gone unanswered. A quick look various forums indicates issue, complete lack support developers, common. What's point dating can't access conversations? Don't waste time.",Negative,-0.07407407407407408,0.2962962962962963
+Hinge: Dating & Relationships,"Edit: knew would go downhill bought tinder parent company. bunch previously free features blocked behind paywall like seeing users politics, drug etc two tabs discover ""liked you"" streamlined like tinder likes behind paywall like bought subsequently ruined tinder parent company. best free ruined it. thanks lot. old review, 5 stars: really like concept one. I like interact people's profiles. needs users tho",Positive,0.21000000000000002,0.475
+Hinge: Dating & Relationships,The work properly. Messages recieved able respond even though I recieve emails saying I messages people. Sent e-mail technical support mever responded. I paid fixed month reimbursed even answered e-mails.,Positive,0.15,0.25625
+Hinge: Dating & Relationships,"So far good. Absolutely best dating I used yet. I love layout/format, especially encourages people start conversations based information person provided themselves. Mitigates boring, dry conversation, present apps.",Positive,0.15416666666666665,0.6375
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,"I like it, potential however issues; cant upload photos want. I select random FB, cant connect instagram, cant upload phone. As profiles Discover page...it glitched something swiping prodfiles over. Literally...up 4th cycle now. Not even exaggerating.",Negative,-0.25,0.75
+Hinge: Dating & Relationships,"pretty solid decided make play money became apps. Additionally, code got worse would create code events selected. It went 4.5 2.5",Negative,-0.05000000000000001,0.5666666666666668
+Hinge: Dating & Relationships,Trying upload picture struggle. Being I trying save picture let me(after 5 6 times hitting save botton). Needs work,Neutral,0.0,0.0
+Hinge: Dating & Relationships,I like comment specific things. It used limited likes per day appears unlimited now. I think better limited likes way discourages swiping right everything (like tinder).,Positive,0.1285714285714286,0.28928571428571426
+Hinge: Dating & Relationships,What happened? New layout seemed removed features. Still tons fake profiles. Better using another app.,Positive,0.04545454545454545,0.6515151515151515
+Hinge: Dating & Relationships,"Was sceptical first took set up, 6 photos... Etc, worked better, seen fakes conversation seems better",Positive,0.4166666666666667,0.4444444444444444
+Hinge: Dating & Relationships,"Was pretty big fan latest update, features really helped differentiate rest got put behind paywall. Even change 10 likes/day unlimited seems like worse feels like justification removing features",Positive,0.024999999999999984,0.5833333333333334
+Hinge: Dating & Relationships,"Clean, simple, fun dating app. Prompts neat concept genuinely helps breaking ice trend ""Hi""s. Worth trying dating cutting it.",Positive,0.12777777777777782,0.4595238095238095
+Hinge: Dating & Relationships,"This dating app. I've incredibly impressed quality app, well functionality. I tests utilizing 7 different dating determine effective Hinge level. Well done developers. My critique regards others mentioned comes either say yes someone order view discover. The likes discover separated overlap now. Other that, fantastic dating app.",Positive,0.375,0.7350000000000001
+Hinge: Dating & Relationships,"This app, I must say, much potential. So well designed. Great idea 3 questions write full bio nonsense. You tell likes right away. Etc. But major hiccups. I delete reinstall pick location properly. I set I working I went home (about 2 hours away) would pick profiles near job. (yes, I changed location preferences) Also, fun swiping left SAME 10 PEOPLE OVER AND OVER FOR DAYS! Download see frustration everyone else having. Maybe better luck area. Not sure.",Positive,0.17901785714285712,0.46246693121693117
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,I know I downloaded allowing sign phone number,Neutral,0.0,0.0
+Hinge: Dating & Relationships,"This great, far best concept problem. The amount available people SUPER limited. They need figure expand matches.",Positive,0.42698412698412697,0.5432539682539682
+Hinge: Dating & Relationships,"Much thoughtful dating apps. By choose something person's profile begin conversation about, hinge feels like creates real discussions people actually interesting me.",Positive,0.3666666666666667,0.43333333333333335
+Hinge: Dating & Relationships,"The able read verification code sent via SMS, even though listed permissions, I never asked allow deny permission.",Positive,0.5,0.625
+Hinge: Dating & Relationships,Crashes time. Worst I,Negative,-1.0,1.0
+Hinge: Dating & Relationships,Not typical tinder blondes around .. people character personality present. Good sapiosexual people ..,Positive,0.2611111111111111,0.3666666666666667
+Hinge: Dating & Relationships,DO NOT USE. You must pay EVERYTHING now... cant even contact people without paying!,Neutral,0.0,0.0
+Hinge: Dating & Relationships,This great actually wanna date hook up. More thoughtful people effort profiles. No hidden things need pay for.,Positive,0.3566666666666667,0.4366666666666667
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,"Finding great people here, however fails load user profiles, user images, incomplete profiles load, removed lines continue linger, ability report proverbs nonexistent.",Positive,0.15000000000000002,0.525
+Hinge: Dating & Relationships,Easy use. Better way get know people. Does work rejecting people like you.,Positive,0.4666666666666667,0.6666666666666667
+Hinge: Dating & Relationships,The let sign matter many times I try. I've even reinstalled couple times still nothing,Positive,0.5,0.5
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,Major problems messaging,Positive,0.0625,0.5
+Hinge: Dating & Relationships,So far good. I like get tiny sense answering 3 questions. That's clever.,Positive,0.24166666666666664,0.7333333333333334
+Hinge: Dating & Relationships,The notifications working everytime someone messages notify ! Else works fine Please work notifications,Positive,0.4166666666666667,0.5
+Hinge: Dating & Relationships,"So far good, seems much better intuitive layout apps. Has promise!",Positive,0.4749999999999999,0.7000000000000001
+Hinge: Dating & Relationships,The update good. :(,Negative,-0.025000000000000022,0.8
+Hinge: Dating & Relationships,Seems much better pool even Bumble. I like specific looking,Positive,0.25,0.3125
+Hinge: Dating & Relationships,Good concept keeps showing profiles liking liking,Positive,0.7,0.6000000000000001
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,"Loved it, happy. This gone deep end latest update. If someone likes I longer see discover page. Feel like quality people gone significantly well conversation. I used get people chat with, graveyard. Thing pisses lack discover page. useless I'm forced like back delete person.",Positive,0.196875,0.546875
+Hinge: Dating & Relationships,"update came actually remove people ""likes me"" tab I decide match them. kind annoying see gym selfies pop I've said no. otherwise fine. nice able set deal breakers see people respond various prompts.",Positive,0.1880952380952381,0.6464285714285715
+Hinge: Dating & Relationships,"I like it, potential however issues; cant upload photos want. I select random FB, cant connect instagram, cant upload phone. As profiles Discover page...it glitched something swiping prodfiles over. Literally...up 4th cycle now. Not even exaggerating.",Negative,-0.25,0.75
+Hinge: Dating & Relationships,"For last week I unable log app, multiple emails support gone unanswered. A quick look various forums indicates issue, complete lack support developers, common. What's point dating can't access conversations? Don't waste time.",Negative,-0.07407407407407408,0.2962962962962963
+Hinge: Dating & Relationships,"Edit: knew would go downhill bought tinder parent company. bunch previously free features blocked behind paywall like seeing users politics, drug etc two tabs discover ""liked you"" streamlined like tinder likes behind paywall like bought subsequently ruined tinder parent company. best free ruined it. thanks lot. old review, 5 stars: really like concept one. I like interact people's profiles. needs users tho",Positive,0.21000000000000002,0.475
+Hinge: Dating & Relationships,The work properly. Messages recieved able respond even though I recieve emails saying I messages people. Sent e-mail technical support mever responded. I paid fixed month reimbursed even answered e-mails.,Positive,0.15,0.25625
+Hinge: Dating & Relationships,"So far good. Absolutely best dating I used yet. I love layout/format, especially encourages people start conversations based information person provided themselves. Mitigates boring, dry conversation, present apps.",Positive,0.15416666666666665,0.6375
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,"I like profile takes effort easier weed DBs, latest upgrade made Hinge different dating app. I really liked Discover page seeing liked/commented right away I could start conversation. Now mindless swiping. Bummer.",Positive,0.23714285714285716,0.7471428571428571
+Hinge: Dating & Relationships,"pretty solid decided make play money became apps. Additionally, code got worse would create code events selected. It went 4.5 2.5",Negative,-0.05000000000000001,0.5666666666666668
+Hinge: Dating & Relationships,"Not sure I think yet, downloaded started. I've liked quite men either likes working? After two hours I'm getting crickets. Hope glitch I'm ugly woman?? Is time frame people like back?",Negative,-0.0875,0.6722222222222223
+Hinge: Dating & Relationships,Trying upload picture struggle. Being I trying save picture let me(after 5 6 times hitting save botton). Needs work,Neutral,0.0,0.0
+Hinge: Dating & Relationships,I like comment specific things. It used limited likes per day appears unlimited now. I think better limited likes way discourages swiping right everything (like tinder).,Positive,0.1285714285714286,0.28928571428571426
+Hinge: Dating & Relationships,What happened? New layout seemed removed features. Still tons fake profiles. Better using another app.,Positive,0.04545454545454545,0.6515151515151515
+Hinge: Dating & Relationships,"Was sceptical first took set up, 6 photos... Etc, worked better, seen fakes conversation seems better",Positive,0.4166666666666667,0.4444444444444444
+Hinge: Dating & Relationships,"Was pretty big fan latest update, features really helped differentiate rest got put behind paywall. Even change 10 likes/day unlimited seems like worse feels like justification removing features",Positive,0.024999999999999984,0.5833333333333334
+Hinge: Dating & Relationships,"Clean, simple, fun dating app. Prompts neat concept genuinely helps breaking ice trend ""Hi""s. Worth trying dating cutting it.",Positive,0.12777777777777782,0.4595238095238095
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,"This app, I must say, much potential. So well designed. Great idea 3 questions write full bio nonsense. You tell likes right away. Etc. But major hiccups. I delete reinstall pick location properly. I set I working I went home (about 2 hours away) would pick profiles near job. (yes, I changed location preferences) Also, fun swiping left SAME 10 PEOPLE OVER AND OVER FOR DAYS! Download see frustration everyone else having. Maybe better luck area. Not sure.",Positive,0.17901785714285712,0.46246693121693117
+Hinge: Dating & Relationships,"Won't allow upload photos, also let without them. Submitted bug report, never got reply.",Neutral,0.0,0.0
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,People generally write something revealing good. See go. Hopefully Wagner's tinder stay migrate,Positive,0.375,0.55
+Hinge: Dating & Relationships,I know I downloaded allowing sign phone number,Neutral,0.0,0.0
+Hinge: Dating & Relationships,"This great, far best concept problem. The amount available people SUPER limited. They need figure expand matches.",Positive,0.42698412698412697,0.5432539682539682
+Hinge: Dating & Relationships,"Much thoughtful dating apps. By choose something person's profile begin conversation about, hinge feels like creates real discussions people actually interesting me.",Positive,0.3666666666666667,0.43333333333333335
+Hinge: Dating & Relationships,"The able read verification code sent via SMS, even though listed permissions, I never asked allow deny permission.",Positive,0.5,0.625
+Hinge: Dating & Relationships,Crashes time. Worst I,Negative,-1.0,1.0
+Hinge: Dating & Relationships,Not typical tinder blondes around .. people character personality present. Good sapiosexual people ..,Positive,0.2611111111111111,0.3666666666666667
+Hinge: Dating & Relationships,DO NOT USE. You must pay EVERYTHING now... cant even contact people without paying!,Neutral,0.0,0.0
+Hinge: Dating & Relationships,This great actually wanna date hook up. More thoughtful people effort profiles. No hidden things need pay for.,Positive,0.3566666666666667,0.4366666666666667
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,"Finding great people here, however fails load user profiles, user images, incomplete profiles load, removed lines continue linger, ability report proverbs nonexistent.",Positive,0.15000000000000002,0.525
+Hinge: Dating & Relationships,Easy use. Better way get know people. Does work rejecting people like you.,Positive,0.4666666666666667,0.6666666666666667
+Hinge: Dating & Relationships,The let sign matter many times I try. I've even reinstalled couple times still nothing,Positive,0.5,0.5
+Hinge: Dating & Relationships,Major problems messaging,Positive,0.0625,0.5
+Hinge: Dating & Relationships,So far good. I like get tiny sense answering 3 questions. That's clever.,Positive,0.24166666666666664,0.7333333333333334
+Hinge: Dating & Relationships,The notifications working everytime someone messages notify ! Else works fine Please work notifications,Positive,0.4166666666666667,0.5
+Hinge: Dating & Relationships,nan,nan,nan,nan
+Hinge: Dating & Relationships,The update good. :(,Negative,-0.025000000000000022,0.8
+HipChat - Chat Built for Teams,"When idle reconnect server, sign back 20+ times day. Chat groups show user leaving joining room another huge flaw",Positive,0.20000000000000004,0.45
+HipChat - Chat Built for Teams,Why earth would need access make phone calls work?,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Issues notifications video calls! Looking forward next version ... Weak 3 *,Negative,-0.1875,0.3125
+HipChat - Chat Built for Teams,You cannot scroll chat list select chat. Once crashes instantly,Neutral,0.0,0.6666666666666666
+HipChat - Chat Built for Teams,Can't log Just crashes.,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Dosn't work. Cannot send message first attempt. Always retry. Sometimes getting messages.,Positive,0.25,0.3333333333333333
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,"All sudden, work me. It working, I upgraded latest version (3.18.002), I get error. It appears login successful, I get error message says ""Not connected server"". (Same message HCPUB-1739) The unusable.",Positive,0.3125,0.6187499999999999
+HipChat - Chat Built for Teams,"Overall exactly experience expect HipChat ever used it. It's bad desktop clients. You go Slack, actually works.",Negative,-0.11249999999999996,0.25416666666666665
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,"Tis bloody awful, s8 note. Have constantly log again. Can write occasionally can't send button grey out. Known bug since 2016. Can NOT handle multiple accounts. Constantly missing notification It's chat tool, new amazing tech. It's done death, yet can't get right",Negative,-0.10279220779220784,0.4398593073593074
+HipChat - Chat Built for Teams,"cant't work. stopping confusing error message: ""not connected server""",Negative,-0.3,0.4
+HipChat - Chat Built for Teams,Worst user navigation... Can't even search ppl default page scroll find ppl.. takes ages load mobile data slow,Negative,-0.65,0.7
+HipChat - Chat Built for Teams,This dreadful. Horribly laggy I can't even scroll chat rooms see previous messages.,Negative,-0.7222222222222222,0.7222222222222222
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,"Very poor interface, sometimes push notifications work all.",Negative,-0.52,0.78
+HipChat - Chat Built for Teams,Not compatible Android P! P months..,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,HipChat discontinued Atlassian February. This longer work.,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,The crashes time I select new channel/conversation. Fix claim stars.,Positive,0.13636363636363635,0.45454545454545453
+HipChat - Chat Built for Teams,Crashes main activity Android P,Positive,0.16666666666666666,0.3333333333333333
+HipChat - Chat Built for Teams,Doesn't work Android P,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,Non functional Android p,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Push notifications rarely work anymore.,Positive,0.3,0.9
+HipChat - Chat Built for Teams,Notifications work reliably group chat notifications work all.,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Too slow even decent tablet,Negative,-0.0666666666666667,0.5333333333333333
+HipChat - Chat Built for Teams,Does work,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Never connects server. Always logs reason.,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,"This disconnects three minutes save battery life.. turn settings 'stay connected' option settings menu, order get notified always. And also better third party integrations.. If developer may understood third party integrations stuff",Positive,0.16666666666666666,0.16666666666666666
+HipChat - Chat Built for Teams,"Can finally fix disconnects every time turn screen? No notificstions. I Always settings, locked (MIUI,), never hibernate etc. Still disconnects. Annoying. I need unfortunately otherwise would uninstall it. Works flawlessly using 1 star.",Negative,-0.07500000000000001,0.975
+HipChat - Chat Built for Teams,"ok overall biggest complaint I able disable push notifications completely. I disable them, next time I come back app, they're enabled. Doesn't seem like settings saved across sessions. Really annoying I need push notifications phone.",Negative,-1.3877787807814457e-17,0.328125
+HipChat - Chat Built for Teams,Contact/message sorting bad. Not getting message notification device. All basic Im stuff really.. reply comment .. honestly im desktop mobile need work,Positive,0.025000000000000036,0.47291666666666665
+HipChat - Chat Built for Teams,"Why blank screen logs in? I ten rooms, none show I logged app. Video chats WORTHLESS, even Skype makes FAR better calls. Very, lame app.",Negative,-0.1416666666666667,0.5625
+HipChat - Chat Built for Teams,"The tablet view nice, though scroll-back broken. So long check history works mostly well. It seems like working split-screen (when using phone mode) better full-screen tablet view.",Positive,0.22999999999999998,0.5599999999999999
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,"Why like add push notifications? The completely useless messenger. It notifies new messages case open. Instead I receive e-mail topic 'You new message HipChat'. So every time I wait new email go app. In flow I could simple exclude HipChat communication, email only, would productive.",Negative,-0.012987012987012991,0.48868274582560295
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,I able connect team's domain HTC mobile. It says unable reach domain server. However working fine Mi's phones domain name. Can please fix it? Or temporary workaround this? Thanks advance,Positive,0.15416666666666667,0.45625
+HipChat - Chat Built for Teams,"When idle reconnect server, sign back 20+ times day. Chat groups show user leaving joining room another huge flaw",Positive,0.20000000000000004,0.45
+HipChat - Chat Built for Teams,Why earth would need access make phone calls work?,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Issues notifications video calls! Looking forward next version ... Weak 3 *,Negative,-0.1875,0.3125
+HipChat - Chat Built for Teams,You cannot scroll chat list select chat. Once crashes instantly,Neutral,0.0,0.6666666666666666
+HipChat - Chat Built for Teams,Can't log Just crashes.,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Dosn't work. Cannot send message first attempt. Always retry. Sometimes getting messages.,Positive,0.25,0.3333333333333333
+HipChat - Chat Built for Teams,Server working,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,work,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,"All sudden, work me. It working, I upgraded latest version (3.18.002), I get error. It appears login successful, I get error message says ""Not connected server"". (Same message HCPUB-1739) The unusable.",Positive,0.3125,0.6187499999999999
+HipChat - Chat Built for Teams,"Overall exactly experience expect HipChat ever used it. It's bad desktop clients. You go Slack, actually works.",Negative,-0.11249999999999996,0.25416666666666665
+HipChat - Chat Built for Teams,"Very glitchy app, frequent error get push notification message show app, logon computer see message. Makes mostly useless anything beeper.",Negative,-0.06666666666666665,0.26666666666666666
+HipChat - Chat Built for Teams,"Tis bloody awful, s8 note. Have constantly log again. Can write occasionally can't send button grey out. Known bug since 2016. Can NOT handle multiple accounts. Constantly missing notification It's chat tool, new amazing tech. It's done death, yet can't get right",Negative,-0.10279220779220784,0.4398593073593074
+HipChat - Chat Built for Teams,"cant't work. stopping confusing error message: ""not connected server""",Negative,-0.3,0.4
+HipChat - Chat Built for Teams,Worst user navigation... Can't even search ppl default page scroll find ppl.. takes ages load mobile data slow,Negative,-0.65,0.7
+HipChat - Chat Built for Teams,This dreadful. Horribly laggy I can't even scroll chat rooms see previous messages.,Negative,-0.7222222222222222,0.7222222222222222
+HipChat - Chat Built for Teams,"This horribly laggy even newer samsung galaxy tablets, runs well galaxy s9 phone. The features weak comparison slack even google hangouts. Will let edit replies previous immediate even uses limited sed style search/replace (s/bad text/good text/). Can't add easily emoji fly messages. The list ""can't do's"" long one.",Negative,-0.06139455782312925,0.5811224489795919
+HipChat - Chat Built for Teams,"Very poor interface, sometimes push notifications work all.",Negative,-0.52,0.78
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,HipChat discontinued Atlassian February. This longer work.,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,The crashes time I select new channel/conversation. Fix claim stars.,Positive,0.13636363636363635,0.45454545454545453
+HipChat - Chat Built for Teams,Crashes main activity Android P,Positive,0.16666666666666666,0.3333333333333333
+HipChat - Chat Built for Teams,Doesn't work Android P,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Got new Samsung tablet install working wast time,Positive,0.13636363636363635,0.45454545454545453
+HipChat - Chat Built for Teams,Non functional Android p,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,Notifications work reliably group chat notifications work all.,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Too slow even decent tablet,Negative,-0.0666666666666667,0.5333333333333333
+HipChat - Chat Built for Teams,Does work,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,Never connects server. Always logs reason.,Neutral,0.0,0.0
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,"Can finally fix disconnects every time turn screen? No notificstions. I Always settings, locked (MIUI,), never hibernate etc. Still disconnects. Annoying. I need unfortunately otherwise would uninstall it. Works flawlessly using 1 star.",Negative,-0.07500000000000001,0.975
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,Contact/message sorting bad. Not getting message notification device. All basic Im stuff really.. reply comment .. honestly im desktop mobile need work,Positive,0.025000000000000036,0.47291666666666665
+HipChat - Chat Built for Teams,"Why blank screen logs in? I ten rooms, none show I logged app. Video chats WORTHLESS, even Skype makes FAR better calls. Very, lame app.",Negative,-0.1416666666666667,0.5625
+HipChat - Chat Built for Teams,"The tablet view nice, though scroll-back broken. So long check history works mostly well. It seems like working split-screen (when using phone mode) better full-screen tablet view.",Positive,0.22999999999999998,0.5599999999999999
+HipChat - Chat Built for Teams,"Disconnects minutes chat screen sharing built in, opens browser. On hard responsive buttons tiny. Finally, Atlassian deprecated product favor Stride tell anyone simply stopped development. It frustrating experience.",Negative,-0.13833333333333334,0.6597619047619048
+HipChat - Chat Built for Teams,"Why like add push notifications? The completely useless messenger. It notifies new messages case open. Instead I receive e-mail topic 'You new message HipChat'. So every time I wait new email go app. In flow I could simple exclude HipChat communication, email only, would productive.",Negative,-0.012987012987012991,0.48868274582560295
+HipChat - Chat Built for Teams,nan,nan,nan,nan
+HipChat - Chat Built for Teams,I able connect team's domain HTC mobile. It says unable reach domain server. However working fine Mi's phones domain name. Can please fix it? Or temporary workaround this? Thanks advance,Positive,0.15416666666666667,0.45625
+Hipmunk Hotels & Flights,This great aggregate app. Probably favorite bombard nonsense! No stupid hey wanna fly obscure place cause great deal?! Stuff. Just search give updated rates ask. Only thing I would like add option select multiple classes search flight. Sometimes first economy close enough I'd like see both.,Positive,0.4305555555555556,0.6925925925925926
+Hipmunk Hotels & Flights,Good nice algorithm choose flight options - sorts least agony per trip,Positive,0.33333333333333326,0.6666666666666666
+Hipmunk Hotels & Flights,"Very Nice App!! More I expected, please keep work.",Positive,0.4666666666666666,0.6333333333333333
+Hipmunk Hotels & Flights,Easy use. Extremely helpful. Wish Southwest would join.,Positive,0.15416666666666667,0.9166666666666667
+Hipmunk Hotels & Flights,You need,Neutral,0.0,0.0
+Hipmunk Hotels & Flights,fare rate aggregator far favorite. Simple flight rankings agony great help!,Positive,0.4,0.7767857142857143
+Hipmunk Hotels & Flights,Like it. Not always lowest prices good interface,Positive,0.7,0.6000000000000001
+Hipmunk Hotels & Flights,So helpful easy use. Great app!,Positive,0.7166666666666667,0.7916666666666667
+Hipmunk Hotels & Flights,Finds location gets u deals night area,Neutral,0.0,0.0
+Hipmunk Hotels & Flights,Easy app. Get really great fare comparisons.,Positive,0.6166666666666667,0.7916666666666667
+Hipmunk Hotels & Flights,nan,nan,nan,nan
+Hipmunk Hotels & Flights,Great book flights,Positive,0.8,0.75
+Hipmunk Hotels & Flights,Always accurate information.,Positive,0.4000000000000001,0.6333333333333334
+Hipmunk Hotels & Flights,Great deals super easy,Positive,0.5222222222222223,0.75
+Hipmunk Hotels & Flights,Great!,Positive,1.0,0.75
+Hipmunk Hotels & Flights,Awesome,Positive,1.0,1.0
+Hipmunk Hotels & Flights,"Yet another travel stuck 20th century. It tracks flights hotels. That's it. No bus, train, ride share, Airbnb, Couchsurfing, VRBO, Housy. Next useless.",Negative,-0.16666666666666666,0.06666666666666667
+Hipmunk Hotels & Flights,So far good . Just heard news,Positive,0.39999999999999997,0.8
+Hipmunk Hotels & Flights,Hey great easy. I bot time.,Positive,0.6166666666666667,0.7916666666666667
+Hipmunk Hotels & Flights,great layout soaring options,Positive,0.8,0.75
+Hipmunk Hotels & Flights,Awesome!,Positive,1.0,1.0
+Hipmunk Hotels & Flights,nan,nan,nan,nan
+Hipmunk Hotels & Flights,good,Positive,0.7,0.6000000000000001
+Hipmunk Hotels & Flights,"I find lowest flight prices oh goodness, much deeper intell need plan informed flight. Well done! I'm pleased, SATISFIED content app. I loved time...",Positive,0.4875,0.75
+Hipmunk Hotels & Flights,Terri easy to use,Positive,0.43333333333333335,0.8333333333333334
+Hipmunk Hotels & Flights,Love,Positive,0.5,0.6
+Hipmunk Hotels & Flights,Great,Positive,0.8,0.75
+Hipmunk Hotels & Flights,nan,nan,nan,nan
+Hipmunk Hotels & Flights,nan,nan,nan,nan
+Hipmunk Hotels & Flights,"One stop gap solution everything! Love ""agony"" sorting factor!",Positive,0.625,0.6
+Hipmunk Hotels & Flights,"Easy use, I usually get best prices.",Positive,0.39444444444444443,0.4611111111111112
+Hipmunk Hotels & Flights,nan,nan,nan,nan
+Hipmunk Hotels & Flights,Very useful searching comparing flights.,Positive,0.39,0.0
+Hipmunk Hotels & Flights,Great airfare tracking!,Positive,1.0,0.75
+Hipmunk Hotels & Flights,Awesome saving site,Positive,1.0,1.0
+Hipmunk Hotels & Flights,Great,Positive,0.8,0.75
+Hipmunk Hotels & Flights,I like checks lowest price used Italy using sister,Neutral,0.0,0.0
+Hipmunk Hotels & Flights,How Hipmunk show premium economy?!?!,Neutral,0.0,0.0
+Hipmunk Hotels & Flights,Great App!,Positive,1.0,0.75
+Hipmunk Hotels & Flights,Great,Positive,0.8,0.75
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,Very intrusive ads But 1 star. Look Lebanon many girls accounts fake. You review them. They guys make fake accounts. You make rules tighter!! And also many africans Lebanon come advertise sexual service. You really control..at least make good report button. Besides get many ads like many times minute whole screen,Positive,0.18489583333333334,0.5611111111111112
+Hitwe - meet people and chat,Its good purchase premium membership. And charges tells fake purchase try account disabled. Im currently trying find customer support depend get refumd. Im definitely reporting unistalling,Negative,-1.1102230246251566e-17,0.56
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,please improve hitwe issue wrong country code passed? known issue plzz merit karny kafi dino se yehi hai chal ri,Negative,-0.5,0.9
+Hitwe - meet people and chat,This total scammer site woman sleek broken English try get pay travel Amazon cards I phone cars gas stay away bad news lies,Negative,-0.27499999999999997,0.4541666666666666
+Hitwe - meet people and chat,"When signing hitting ""sign free"" button, message box says ""wrong country code passed"" pops up, nothing happens.",Negative,-0.04999999999999999,0.8500000000000001
+Hitwe - meet people and chat,"Filters like search preference age working all. It's showing ages I want. Other thing, says internet connection internet connection, mobile data wifi. Please fix problems.",Negative,-0.125,0.375
+Hitwe - meet people and chat,Nice nice interface true sweat girls every girl said first send money meet that's sad... Lolzzzz,Positive,0.25999999999999995,0.7966666666666666
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,Please bn using bf unfortunately stop pls help find solution,Negative,-0.5,1.0
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,Fake open,Negative,-0.25,0.75
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hitwe - meet people and chat,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+Hiya - Caller ID & Block,nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hola Launcher- Theme,Wallpaper",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard","Why courses stopped loading? I also can't view old rounds anymore, help Hole 19 team?",Positive,0.1,0.2
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",Really liking app. Definitely recommend it.,Positive,0.1,0.35
+"Hole19: Golf GPS App, Rangefinder & Scorecard",Great free!,Positive,0.65,0.775
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",Easy works great smartwatch meaning phone stay bag. Missed star online method manually adding rounds editing them... hole hole app. Great real time scoring yardages though.,Positive,0.5583333333333333,0.6583333333333334
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard","This little slow catching yardage pin second third shots wont find better flows game actually speeds things up,,,this USGA legal show slope elevation changes,,,just good distances accurately, great view shape hole,,,the scoring fast easy too,,,i like track stats...fast awesome reliable,,,can't ask anything more...except maybe cold beer...",Positive,0.1963888888888889,0.5188888888888888
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard","I love app, keeps score statistics. Also pretty accurate distances.",Positive,0.38333333333333336,0.7444444444444445
+"Hole19: Golf GPS App, Rangefinder & Scorecard",Excellent app. Allows preview course play!,Positive,1.0,1.0
+"Hole19: Golf GPS App, Rangefinder & Scorecard",Good would like edit score submitted due watch transferring data.,Positive,0.2875,0.48750000000000004
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard","This FANTASTIC app, extremely helpful easy use. May look updating next level.",Positive,0.17708333333333334,0.6833333333333333
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",nan,nan,nan,nan
+"Hole19: Golf GPS App, Rangefinder & Scorecard",great app. love simple arithmetic.,Positive,0.43333333333333335,0.5690476190476191
+"Hole19: Golf GPS App, Rangefinder & Scorecard",Excellent 10***,Positive,1.0,1.0
+"Hole19: Golf GPS App, Rangefinder & Scorecard","Accurate yardages compared range finder. Good view holes. Two things...1) I wish view would rotate comparison location hole. 2) The ""Auto Change Hole"" feature means I can't input score hole (the screen pops second changes next hole).",Positive,0.275,0.30833333333333335
+"Hole19: Golf GPS App, Rangefinder & Scorecard","A great accurate app, think I would like elevation understand hard do. It certainly helped shot selection choices reduced handicap",Positive,0.2806547619047619,0.6241071428571427
+"Hole19: Golf GPS App, Rangefinder & Scorecard",Couldn't happier. An awful lot features free service. I upgraded premium euro even better. Distance bang score keeping handy. Happy customer.,Positive,0.26,0.8399999999999999
+"Hole19: Golf GPS App, Rangefinder & Scorecard",A great shame I phone there's Gear Fit 2 would make perfect.,Positive,0.7333333333333334,0.7166666666666667
+"Hole19: Golf GPS App, Rangefinder & Scorecard",Great yardage. Simple easy use. Can sophisticated desired works great also want spend time inputting course. I want play.,Positive,0.5066666666666666,0.7380952380952381
+"Hole19: Golf GPS App, Rangefinder & Scorecard",This friendly excellent scorekeeping distances within yard rangefinders I played,Positive,0.6875,0.75
+"Hole19: Golf GPS App, Rangefinder & Scorecard","Best golf available time (2018), works flawlessly Sony Smartwatch 3",Positive,0.7999999999999999,0.5666666666666667
+"Hole19: Golf GPS App, Rangefinder & Scorecard",The works well want need 9 10,Neutral,0.0,0.0
+Home Decor Showpiece Art making: Medium Difficulty,This worst I ever seen........ I wish I might see worst like future journey life....... Bakwas apps..... Be away types,Negative,-0.6666666666666666,0.7083333333333334
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,I love awesome amazing must,Positive,0.7000000000000001,0.8333333333333334
+Home Decor Showpiece Art making: Medium Difficulty,This amazing game parents really like I give many lots gift like also,Positive,0.22500000000000003,0.5
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,"Too many ads, makes bad",Negative,-0.09999999999999992,0.5833333333333333
+Home Decor Showpiece Art making: Medium Difficulty,Easy step step pictorials! No language barrier.,Positive,0.5416666666666667,0.8333333333333334
+Home Decor Showpiece Art making: Medium Difficulty,Too much advertising diy,Positive,0.2,0.2
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,I like I like art I love So much,Positive,0.35,0.4
+Home Decor Showpiece Art making: Medium Difficulty,Its ok ideas good,Positive,0.6,0.55
+Home Decor Showpiece Art making: Medium Difficulty,Very nice like make things like,Positive,0.78,1.0
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,Good good amazing,Positive,0.6666666666666666,0.7000000000000001
+Home Decor Showpiece Art making: Medium Difficulty,Very bad,Negative,-0.9099999999999998,0.8666666666666667
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,Worst ads,Negative,-1.0,1.0
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,Quite simple useful,Positive,0.15,0.17857142857142858
+Home Decor Showpiece Art making: Medium Difficulty,Too many ads,Positive,0.5,0.5
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,It awesome ideas boring,Neutral,0.0,1.0
+Home Decor Showpiece Art making: Medium Difficulty,Boring ideas,Negative,-1.0,1.0
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,It good children.,Positive,0.7,0.6000000000000001
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,Nyc,Neutral,0.0,0.0
+Home Decor Showpiece Art making: Medium Difficulty,Video better picture,Positive,0.5,0.5
+Home Decor Showpiece Art making: Medium Difficulty,Nice,Positive,0.6,1.0
+Home Decor Showpiece Art making: Medium Difficulty,Light.,Positive,0.4,0.7
+Home Decor Showpiece Art making: Medium Difficulty,Me,Neutral,0.0,0.0
+Home Decor Showpiece Art making: Medium Difficulty,Adds,Neutral,0.0,0.0
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,Very nice,Positive,0.78,1.0
+Home Decor Showpiece Art making: Medium Difficulty,Very nice,Positive,0.78,1.0
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Decor Showpiece Art making: Medium Difficulty,nan,nan,nan,nan
+Home Scouting® MLS Mobile,"Deceptive & Useless. You need password get onto I googled one,, needed name & email. The listings SOME California! Dont waste time!",Negative,-0.4375,0.1
+Home Scouting® MLS Mobile,Stopped able see pictures .kind pointless without visual aspect. Before happened I rather enjoyed it. I tried uninstalling reinstall images still show. Dissapointed.,Positive,0.1875,0.45625
+Home Scouting® MLS Mobile,nan,nan,nan,nan
+Home Scouting® MLS Mobile,Clumsy An agent it. It's darned clumsy app; much easier peruse Trulia.,Negative,-0.13333333333333333,0.3333333333333333
+Home Scouting® MLS Mobile,nan,nan,nan,nan
+Home Scouting® MLS Mobile,nan,nan,nan,nan
+Home Scouting® MLS Mobile,"I like app. Shows current homes available. The info Trulia Zillow public sites old. Home Scouting minute data I see brand new listings anyone else! Plus, I know private information sold like public listing sites do.",Positive,0.09577922077922077,0.2804112554112554
+Home Scouting® MLS Mobile,"Overall good app. I would like see larger pictures, ability driving directions go straight GPS navigation.",Positive,0.22499999999999998,0.375
+Home Scouting® MLS Mobile,"shows photos listings recent update, even listing multiple photos site itself. Renders completely useless.",Negative,-0.16666666666666666,0.15
+Home Scouting® MLS Mobile,Waste-Need vip code You cannot unless vip code agent. This waste download.,Negative,-0.2,0.0
+Home Scouting® MLS Mobile,Excellent finding homes informing buyers This easy finds homes around using GPS. It's fun easy see neighbors places selling too.,Positive,0.5416666666666667,0.7166666666666668
+Home Scouting® MLS Mobile,"Best shopping home! No Zillow ,Trulia , Realtor. Now I shop realtors blowing phone email.",Positive,1.0,0.3
+Home Scouting® MLS Mobile,nan,nan,nan,nan
+Home Scouting® MLS Mobile,Need damn code f'n useless waste,Negative,-0.35,0.1
+Home Scouting® MLS Mobile,Garbage. Search results inaccurate. Always listing homes expensive price parameters IN input. Junk.,Negative,-0.5,0.7
+Home Scouting® MLS Mobile,I looking homes Las Vegas Nevada longer show pictures...bummers,Neutral,0.0,0.0
+Home Scouting® MLS Mobile,Waste Can't without code. Thanks nothing.,Neutral,0.0,0.1
+Home Scouting® MLS Mobile,You need password get in. Dumb.,Negative,-0.375,0.5
+Home Scouting® MLS Mobile,"Pictures barely load, hard",Negative,-0.12083333333333335,0.3208333333333333
+Home Scouting® MLS Mobile,"Need code open , useless",Negative,-0.25,0.35
+Home Scouting® MLS Mobile,Garbage. Wants agent.,Positive,0.2,0.1
+Home Scouting® MLS Mobile,nan,nan,nan,nan
+Home Scouting® MLS Mobile,Have VIP A waste time,Negative,-0.2,0.0
+Home Scouting® MLS Mobile,Can't search zip. Very slow,Negative,-0.39000000000000007,0.52
+Home Scouting® MLS Mobile,invitation only? screw,Neutral,0.0,1.0
+Home Scouting® MLS Mobile,Can't see pictures!!,Neutral,0.0,0.0
+Home Scouting® MLS Mobile,Great I love listings current updates listings every 24 hour,Positive,0.43333333333333335,0.5833333333333334
+Home Scouting® MLS Mobile,Can't change location find home another area,Neutral,0.0,0.0
+Home Scouting® MLS Mobile,Unable register even though I amusing correct VIP code,Positive,0.04999999999999999,0.75
+Home Scouting® MLS Mobile,Great looking Real Estate,Positive,0.5,0.525
+Home Scouting® MLS Mobile,Have code,Neutral,0.0,0.0
+Home Scouting® MLS Mobile,This great find great brandnew home,Positive,0.8,0.75
+Home Scouting® MLS Mobile,nan,nan,nan,nan
+Home Scouting® MLS Mobile,nan,nan,nan,nan
+Home Scouting® MLS Mobile,show property....,Neutral,0.0,0.0
+Home Scouting® MLS Mobile,Best market Up date info can't beat,Positive,1.0,0.3
+Home Scouting® MLS Mobile,So stupid,Negative,-0.7999999999999999,1.0
+Home Scouting® MLS Mobile,nan,nan,nan,nan
+Home Scouting® MLS Mobile,"Exclusive Realty, INC. Great Mobile App!",Positive,1.0,0.75
+Home Scouting® MLS Mobile,Great tool,Positive,0.8,0.75
+Home Security Camera WardenCam - reuse old phones,"Pretty intuitive controls. Great functionality. Easy set-up monitor. Their customer also prompt helpful (needed help I upgraded pro). The complaint mixed system (Android Apple), buy license platform. I'm assuming that's beyond control. Otherwise, great system investment!",Positive,0.36388888888888893,0.6305555555555556
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,"Works well! I bought paid version remove ads, support vendor. Occasional issue buffering, restarting Viewer seems fix that. I come close surveillance solution notifications cost app. Definitely worth try!",Positive,0.1875,0.1125
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,"Pretty disappointed purchasing. I tried free version first found many annoying ads I upgraded pro version. It works serious problem is, eats battery. The phone fully charged I also keep usb charger connected using camera. However, batter kept going finally phone dead. I uninstalled unnecessary help save battery. The battery save mode also I it. It help all. The phone 6 years old battery strong new phone. I also tried AtHome Camera Alfred Home Security Camera. Both works fine without reducing power USB charger connected. The reason I would like WardenCam offer one-time buyout support Dropbox Google Drive. Now I afraid I need switch back others.",Negative,-0.03731060606060607,0.6273674242424243
+Home Security Camera WardenCam - reuse old phones,"Just problem another app, yes cheap hours wasted trying resolve issues worth fixes short lived, every update means another list issues incompatibilities, theory great solution monitoring property, reality a... Full Review",Positive,0.27499999999999997,0.39999999999999997
+Home Security Camera WardenCam - reuse old phones,I PRO version. PROBLEMS: I open viewer twice work. Suggestions: 1) switch Material Design 2) would nice Timeline feature see events 3) would nice started recording sound picks noise certain t... Full Review,Positive,0.3607142857142857,0.6702380952380952
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,"Paid works good, stops working time. The shuts restarted camera device. Not much I 100 miles away.",Positive,0.3,0.4
+Home Security Camera WardenCam - reuse old phones,I started using today far I give 4 stars reason I give 5 I'm issues viewing cameras I set up. So see I get worked I cannot I drop two stars. The whole point able vi... Full Review,Positive,0.2875,0.64375
+Home Security Camera WardenCam - reuse old phones,A really great app. Cost reasonable set easy. And great select area control motion. On think I would like see better night option. Would recommend anyone looking security camera home.,Positive,0.5466666666666666,0.6866666666666668
+Home Security Camera WardenCam - reuse old phones,Initially probs getting viewer accept cameras great. Been running week ok,Positive,0.43333333333333335,0.4166666666666667
+Home Security Camera WardenCam - reuse old phones,Nice app. Wish I could flip phone direction would record position without upside down.,Positive,0.2222222222222222,0.6444444444444445
+Home Security Camera WardenCam - reuse old phones,"It slow, sometimes can't connect cameras.",Negative,-0.30000000000000004,0.39999999999999997
+Home Security Camera WardenCam - reuse old phones,"Nice cctv live free... For pro user 390/-... U change camera front back remotely, zoom, night mode, motion detection... Automatically remote mobile... Lovely... Some time playing video from cloud",Positive,0.20519480519480515,0.4928571428571429
+Home Security Camera WardenCam - reuse old phones,"Overall fairly effective solution pay it. I wish limitations free version clearly advertised front. After first 24 hours, works hour time. Found middle work day I replaced different dog monitoring se... Full Review",Positive,0.21250000000000002,0.43333333333333335
+Home Security Camera WardenCam - reuse old phones,I hate app. Always connection lost errors,Negative,-0.8,0.9
+Home Security Camera WardenCam - reuse old phones,It's bad get 48 hours pay,Negative,-0.6999999999999998,0.6666666666666666
+Home Security Camera WardenCam - reuse old phones,"Tried Hate it, connected 5 mins buff , thought might better Alfred's not, going uninstall, going back Alfred's certainly better two",Positive,0.04999999999999999,0.475
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,None versions work. No instructions app. To hell it.,Neutral,0.0,0.0
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,"For free, cannot ask better",Positive,0.45,0.65
+Home Security Camera WardenCam - reuse old phones,Pretty pimp need make sure phone's going overheating continue charging stay time,Positive,0.375,0.9444444444444444
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,I waiting loooong time! Works great! Used keep eye dogs away day delivered every time!,Positive,1.0,0.75
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,"Great app, well worth pro version!",Positive,0.5875,0.425
+Home Security Camera WardenCam - reuse old phones,It's good I could watch live away I could get consistantly record,Positive,0.41818181818181815,0.55
+Home Security Camera WardenCam - reuse old phones,"Great app, helping keep eye baby, I'm house",Positive,0.8,0.75
+Home Security Camera WardenCam - reuse old phones,Some time connect camera,Neutral,0.0,0.0
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,nan,nan,nan,nan
+Home Security Camera WardenCam - reuse old phones,Need help TO set,Neutral,0.0,0.0
+Home Security Camera WardenCam - reuse old phones,I like aap home security,Neutral,0.0,0.0
+Home Street – Home Design Game,"Can't say enough great stuff game. I get much enjoyment competitions .The play way nature attracts kinds people vast array neighborhoods makes easy find group people share style. Or hey, loner, that's ok, too. I love ... Full Review",Positive,0.26481481481481484,0.5925925925925926
+Home Street – Home Design Game,This game amazing! I love it! I never spent cent real money it. I love sims 3 pets xbox 360 I tried week ago things make buy game money. Things may take minutes like 99 real hours time hatch dragon egg dragon city. It waste time money. This free. The stuff buy real money really good items game money. I never gems speed time I go play something else come back great.,Positive,0.2016666666666667,0.42999999999999994
+Home Street – Home Design Game,"I've fan super solid games since downloading Adventure town Penguins, suprised amazing game! If like life games exceeds expectations!",Positive,0.07708333333333334,0.5166666666666666
+Home Street – Home Design Game,When I first started playing I thought going boring I time life playing game. Very good graphics great quality. I love game much I'm playing nonstop. 5 stars,Positive,0.10750000000000001,0.5579166666666667
+Home Street – Home Design Game,"This game incredibly fun! I downloaded days ago never opened today. I regretted single moment it. Most things customizable, I like. But I rated four stars even though colours cheap, I like pay unlock colours clothing item. I think able choose colours makeup (eye shadow, freckles, eyeliner, lipstick), makeup options. I love love love game I would really enjoy varying types high heels (boots, spiked, tall, short, platforms, classic, patterned) change colour short socks solid colours, thing I like game. (We need clothing options) Thank you!",Positive,0.1547198879551821,0.4203501400560224
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,"I think really cool game. It's really addictive fun. I wish weather, seasons, night day cycles issued game though. Like rain would randomly appear every two hours night would come something. Other wonderful game.",Negative,-0.019444444444444462,0.5361111111111112
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,"It really tycoon type game, I love awesome I kinda wish u could actually HEAR people talk please make update really would awesome!",Positive,0.35714285714285715,0.5000000000000001
+Home Street – Home Design Game,I love game lot quest do. Their time span time wait. And lives avatar would wait well. Its good aspect create ideal home. And I love interaction aspect it. If someone loves interior design love family creating ideal home family aspect. This game you.,Positive,0.4,0.6500000000000001
+Home Street – Home Design Game,"This game great time killer!! I could play forever without getting bored!! If like fun games, always new things do, luck!! Everyday game suprised something real cool. Download now!! You regret!!",Positive,0.09147727272727271,0.5974431818181818
+Home Street – Home Design Game,Everything is....ok.But thing think would help would be...can please able contol walking controling going 30 sec wander things.so like auto-pilot.,Positive,0.2,0.6125
+Home Street – Home Design Game,It's really really good game 7 year old yes 7 years old first round cool didn't know change skin made FAB cool also person plz next time buy coins i'm sure lucky spinner whatever called,Positive,0.18939393939393936,0.46868686868686865
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,Omg .... graphics amazing imagination completely nice I give 5 stars game can't believe game available coming soon I rejected I see information I like keep,Positive,0.16000000000000003,0.6199999999999999
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,"I love game, I suggestion next update. Can guys make decision using gems. Because sometimes I accidentally skip ...gems without knowing it. Thank you. ( also occasionally happened friends )",Positive,0.024999999999999994,0.28125
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,I really enjoy playing home street games i've really changed life alot times would board,Positive,0.30000000000000004,0.35
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,Love addict way better sims get things faster alot work make happy u play long time take break,Positive,0.4375,0.625
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,I love game wish wiring items jobs didn't take long would makers fix babies husband would complete!!!,Positive,0.061328125,0.44999999999999996
+Home Street – Home Design Game,"I giving bad review due horrible game issues happening. For play, committed I woke 4 neighborhood event. Its suppose competitive, due issues unfair. I able access market, I cant access chat within neighborhood says (LOADING) never does. Some cant even access game. This needs fixed ASAP I update review.",Negative,-0.2944444444444444,0.5601851851851852
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,The options to customized ir person good isn't lot of options guess *Ok*,Positive,0.6,0.55
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,I HATE IT!! IT KEEPS TELLING ME WHAT TO DO AND HOW TO DO IT! I WANNA DESINE WHAT I WANT AND WERE I WANNA PLACE IT!!! THIS SUCKS!!,Negative,-0.734375,0.6
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,This AMAZING many great graphics u TOTALLY give support THINKS TO THE PERSON WHO MADE THIS U SHOULD RATE THIS FIVE STARS PLEASE GIVE IT SOME SUPPORT PLEASE IM BEGGING YOU PLEASE,Positive,0.47500000000000003,0.725
+Home Street – Home Design Game,I liked game kinda hard get items takes lot time reach another level.,Negative,-0.030555555555555575,0.5805555555555556
+Home Street – Home Design Game,Love game!! ONE HUGE PROBLEM keeps exiting game back home screen. Please fix possible!! But I LOVE THIS GAME!!!!❤❤❤❤❤❤,Positive,0.05357142857142858,0.5571428571428572
+Home Street – Home Design Game,"Love This Game!!! Creative,and It Challenges Story :) Rewards Great wall Accomplishment Scenarios. It's A Game Of On Your Time...Not Daily Have feeling Forced. <3",Positive,0.16484375,0.54375
+Home Street – Home Design Game,I really love game.. awesome graphics bad thing earning tickets lol love,Positive,0.2833333333333334,0.6611111111111111
+Home Street – Home Design Game,I really love it. It's time consuming game I love interact players.,Positive,0.19999999999999998,0.5333333333333333
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,I love love love love love love love love love love love love love love love love love game u much online u talk people I rate whole thing 5/5 I hope u GUYS make games like,Positive,0.42499999999999993,0.5599999999999998
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,The game keeps crashing I logged Facebook.,Negative,-0.4,0.4
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,Looks fun I can't indoor button can't get tutorial.,Positive,0.3,0.2
+Home Street – Home Design Game,You can't interact players even fake people boring Uninstalled,Negative,-0.75,1.0
+Home Street – Home Design Game,I got really bored Sims game mobile. So far game kept pretty entertained. I love it.,Negative,-0.07500000000000002,0.7333333333333333
+Home Street – Home Design Game,Not quite sims still fun,Positive,0.3,0.2
+Home Street – Home Design Game,It kind boring cant really talk players sucks. You interact players though!,Negative,-0.14375,0.6
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,I stop game cause I press button . It didnt work,Negative,-0.4,0.4
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,"Very addictive. Like Sims, without refill meters.",Neutral,0.0,1.0
+Home Street – Home Design Game,The game keeps crashing stressing out. I level 11.,Negative,-0.4,0.4
+Home Street – Home Design Game,Fun! But I need reminders things like cruise ships available. I love game though! So much fun,Positive,0.215,0.36
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,I love game like decorating designing houses..,Positive,0.04999999999999999,0.5
+Home Street – Home Design Game,I love far amazing game pley much fun decorate home fun go see friends home others I wait see,Positive,0.23333333333333336,0.55
+Home Street – Home Design Game,I love EVERYTHING game dont know start ok love thee graphics u design ur dream home plz install best game ever,Positive,0.2833333333333334,0.4666666666666666
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,Love - A lot fun. I wish easier get diamonds :(,Positive,0.01666666666666668,0.6
+Home Street – Home Design Game,I Love details!and update game NOW!!! Or else!!! I'm serious want get married game!!!!!!!♥♥♥♡♡♡♪♪♪♬♬♬,Negative,-0.14583333333333331,0.47916666666666663
+Home Street – Home Design Game,"Omg, I freakin' love game. It's amazing, better sims mobile options Character customization",Positive,0.30000000000000004,0.6
+Home Street – Home Design Game,This addicting I keep playing playing I can't stop,Neutral,0.0,0.0
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,The game decorating designing I love fun fun game part I like create home help people I love helping people,Positive,0.13333333333333333,0.39999999999999997
+Home Street – Home Design Game,This game amazing addictive! Very reasonable!,Positive,0.13125000000000003,0.7450000000000001
+Home Street – Home Design Game,Hate frozen I rate game 2 stars,Negative,-0.6000000000000001,0.65
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,This game amazing. NO ads. NO bad gameplay . And YES awesome features easy control. This game company create games!!!!!,Positive,0.1638888888888889,0.7000000000000001
+Home Street – Home Design Game,Thanks time going team intended looking move r valo Lage best way fine yo,Positive,0.5388888888888889,0.3333333333333333
+Home Street – Home Design Game,"Fun. You earn money, tickets etc things design, lot fun set up.",Positive,0.3,0.2
+Home Street – Home Design Game,Absolutely brilliant game. Very addictive,Positive,0.16666666666666666,0.7999999999999999
+Home Street – Home Design Game,Good time I bored.,Positive,0.09999999999999998,0.8
+Home Street – Home Design Game,Amazing I able play sister,Positive,0.55,0.7625
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,There many things,Positive,0.5,0.5
+Home Street – Home Design Game,This game fun also little boring okay game u would give shot,Negative,-0.19791666666666666,0.5
+Home Street – Home Design Game,It nice I would recommend would work without net.I also think less money buy stuff. I love,Positive,0.3111111111111111,0.5555555555555555
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,I anything say I love,Positive,0.5,0.6
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,"Good graphics, fun play",Positive,0.5,0.4
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Street – Home Design Game,nan,nan,nan,nan
+Home Workout - No Equipment,"I'm 39 year old woman I practice pole fitness, go traditional gym. I looking would help keep track days I go pole studio, built women mostly far easy. The workouts challenging app, especially get advanced levels, I appreciate. The 7×4 full body program mostly various types push ups, I love, good workout. The full body also include legs, I add leg workouts too. Overall, pretty good workout app, I would recommend men fit women.",Positive,0.2989583333333333,0.6364583333333333
+Home Workout - No Equipment,"Many thanks LFG great app. I looking suitable without-equipment plans I discovered app. I recommendation would improve app. According me, clear guide needed let everybody know start, day dedicated part (example: chest day 1, legs day 2...). This kind guide crucial beginners. Making several plans group would best. That way, people worry whether going right way not. I miss feature. I get exactly parts I day. I hope considered creators. Thanks again.",Positive,0.3738095238095238,0.48075396825396827
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,I love it. Even weightlifting brings whole new meaning word sore. I started advanced ended dropping intermediate first 3 minutes. Now feels like something I could get thru. Back challenges go thru diverse workouts multiple different excercises muscle group along good amount integrated stretching. Keep great work!,Positive,0.31863636363636366,0.4337878787878788
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,"The good itself...the excercises good... however plans put impossible excercises... example...in push ups day..they give 6 pushups all, ok me... however plan, want us 14 hover push ups....i mean...i cant even 14 pushups properly...then u expect hovering too...fix pls",Positive,0.30833333333333335,0.675
+Home Workout - No Equipment,"Really enjoyed it. Very easy I feel lot better fit already day. The problem many ads, I want pay any. But that's cost great free fitness app.",Positive,0.5233333333333333,0.6642857142857144
+Home Workout - No Equipment,"Ads removed, thats nice. I would like create exercise sets least able additional sets. Best would share sets users. But nevertheless - really good workout app. 4x7 challenges getting really hard possible end, that's nice.",Positive,0.3510416666666667,0.6833333333333333
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,I done 30 day challenge. Really . My chest like never before. Really I seen great results.but I know wht challenge.. plzz add end 30 day challenge. To keep us workout,Positive,0.4000000000000001,0.3833333333333333
+Home Workout - No Equipment,Its name says.. A home workout anywhere anytime. But would great guys could make meal plan! Its like everyone says . You eat!,Positive,1.0,0.75
+Home Workout - No Equipment,The various workout plans. No weights needed stick see results. Plus I play music playlist background working out.,Neutral,0.0,0.5
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,"I love app. Not many ads, ads watch exit out. The ads pop workout worry. Also amount work section highly effective. When I first started I kept hard time struggling many push ups throw me. My arms really sore I could barely sections next day. Now I using week I'm exercises arms hurt anymore I twice daily. But think easy right you. You might want try gym instead.",Positive,0.18978174603174602,0.41200396825396823
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,It perfect someone like start working again. Simple point. My thing I wish step beginner intermediate. That jump pretty intense.,Positive,0.3625,0.8392857142857143
+Home Workout - No Equipment,This brilliant night shift I can't leave building works absolute treat sweat like crazy thank mr/mrs developer much appreciated,Positive,0.17500000000000004,0.725
+Home Workout - No Equipment,"Love it! I'm starting feel like machine. Never expected that, I would start working hard (pause) Lol",Positive,0.23666666666666666,0.4683333333333334
+Home Workout - No Equipment,"Hi,its gr8 app... But wondering.. long stay exersice.. e.g i'm starting intermediate.... progress next level....",Negative,-0.016666666666666666,0.16666666666666666
+Home Workout - No Equipment,"This let way. It's helped get healthy exercise habits, I've never felt motivated.",Positive,0.5,0.5
+Home Workout - No Equipment,"I worked 3days now. I got fight guess got bit up, best part guy beat said ""i see u started working out""",Positive,1.0,0.3
+Home Workout - No Equipment,"I love it, little bit everything. I got results within 5 days. Plus I still go... As long want make change keep it... You will.",Positive,0.08750000000000001,0.5
+Home Workout - No Equipment,"I searching alot exercise without equipment came find one.To honest best hav used. following routine given u definitley make ur body stronger harder.Dont hesitate dowload pretty amazed results.This perfect thr people complains dont get time workouts,download enjoy #keep loving body",Positive,0.55,0.6785714285714286
+Home Workout - No Equipment,"Maaaaaan! This I looking free, Simple Easy It also offers gifs messed training",Positive,0.23333333333333334,0.4976190476190476
+Home Workout - No Equipment,"Get swol home, equipment needed, equipment used add challenge get swol. Absolute 10/10!",Positive,0.25,0.9
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,For full body least 1st week emphasis chest abs. And actually I would like work 2 different muscle groups day. Apart great.,Positive,0.17,0.48
+Home Workout - No Equipment,Helps lot work specific part body get stronger like legs work full body.Another great thing need give email phone number sign anything.,Positive,0.3833333333333333,0.47500000000000003
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,"Great workout app. I hate gyms complex equipment, takes still gives great exercise plan.",Positive,0.125,0.7
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,You guys truly amazing. I hate going gym I private gym right room. Thanks alot.,Positive,0.05714285714285715,0.5821428571428571
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,"I honestly love app. I play lot sports I'm still school I get lot time go gym, rugby practice homework great quick workout home.",Positive,0.5444444444444444,0.6166666666666667
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,nan,nan,nan,nan
+Home Workout - No Equipment,"The really great, I already feeling results 2 days work, makes workouts fun competitive makes want continue working even harder before. I love",Positive,0.375,0.38749999999999996
+Home Workout for Men - Bodybuilding,"This wonderful. .. thanks a lot creating app.. would like see exercise dumbbells machines too,because people including end wrong exercises without proper techniques. Would greatly appreciated u too.tnx",Positive,0.18,0.4600000000000001
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,"Great app, constructive helpful prompts animations, easily accessible real life videos for reference. Has reminders, quite useful overall. A great work app!",Positive,0.4458333333333333,0.3625
+Home Workout for Men - Bodybuilding,This useful motivate exercise everyday. But reminder work . Another thing help,Positive,0.04999999999999999,0.3
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,Could please add extra levels exercise?? I love I think wonderful.. I found nice results 2 weeks daily use.. And fact links videos see correct way working remarkable.Thank much.. Keep up!!!,Positive,0.41510416666666666,0.4833333333333334
+Home Workout for Men - Bodybuilding,Really nice app. I'm seeing results app's smooth interface makes go back every time ones. But I'm sure could still improved.,Positive,0.375,0.5972222222222222
+Home Workout for Men - Bodybuilding,That excellent according vision another I can't say. But 21 days atleast 3day 1weeks best result great app.,Positive,0.9333333333333332,0.6833333333333332
+Home Workout for Men - Bodybuilding,It's awesome app! I sweet much workout ! Really effective home workouts !,Positive,0.5875,0.6625
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,Makes sweat gets tired.Great exercises.,Neutral,0.0,0.0
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,"Outstanding app, great go gym, helps get healthy shape.",Positive,0.6,0.7083333333333334
+Home Workout for Men - Bodybuilding,"While all the norms, let's see",Neutral,0.0,0.0
+Home Workout for Men - Bodybuilding,Best I built body super,Positive,0.6666666666666666,0.4833333333333333
+Home Workout for Men - Bodybuilding,Looks nice starting,Positive,0.3,0.55
+Home Workout for Men - Bodybuilding,Its really good,Positive,0.7,0.6000000000000001
+Home Workout for Men - Bodybuilding,I love,Positive,0.5,0.6
+Home Workout for Men - Bodybuilding,Great workouts much time needed!!,Positive,0.55625,0.475
+Home Workout for Men - Bodybuilding,It's good,Positive,0.7,0.6000000000000001
+Home Workout for Men - Bodybuilding,Awesome best exercise,Positive,1.0,0.65
+Home Workout for Men - Bodybuilding,I need Tamil language voice,Neutral,0.0,0.0
+Home Workout for Men - Bodybuilding,Really simple workout,Neutral,0.0,0.35714285714285715
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,Best workout,Positive,1.0,0.3
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,So far good,Positive,0.39999999999999997,0.8
+Home Workout for Men - Bodybuilding,It good,Positive,0.7,0.6000000000000001
+Home Workout for Men - Bodybuilding,Best workout,Positive,1.0,0.3
+Home Workout for Men - Bodybuilding,This good,Positive,0.7,0.6000000000000001
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,Great job.,Positive,0.8,0.75
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,nan,nan,nan,nan
+Home Workout for Men - Bodybuilding,This best,Positive,1.0,0.3
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest","Like lot, unfortunately lately send data Google Fit gives error.",Positive,0.05000000000000002,0.5
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",Great,Positive,0.8,0.75
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest","Great motivator exercises. A little unbalanced though. The exercises work legs like crazy enough exercises arms abs back. The 30 day challenges could well. The push challenge reps, considering workouts beginner level. Also push challenge gives break third day would fine reps whereas lunge 30 days give break til fourth. Include 30 day ab challenge balance workouts. It leaves abs arms feeling like need yet legs tired start. The also gives enough audio info time get position great. Consider adding pilates yoga moves get well balanced full body workout.",Positive,0.09826388888888889,0.47083333333333327
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",hope pro version free too...,Positive,0.4,0.8
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",Am loving ❤,Positive,0.6,0.95
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",It best set exercises. I 5 minutes fat burning workout last 4 months given great results much walking jogging.,Positive,0.5,0.32916666666666666
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",This need keep track fit. Good set exercises. Kudos Caynax!,Positive,0.6375,0.5
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",This great motivation demonstration regular exercise. I feel good.,Positive,0.5,0.47564102564102567
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+"Home workouts - fat burning, abs, legs, arms,chest",nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeAway Vacation Rentals,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,Best Its best homework world,Positive,1.0,0.3
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+HomeWork,nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",Easy lot options,Positive,0.43333333333333335,0.8333333333333334
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",I try find rental home result 0 Then,Neutral,0.0,0.0
+"Homes.com 🏠 For Sale, Rent",It shows rentals available update enough,Positive,0.2,0.45
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",Vest,Neutral,0.0,0.0
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",I love,Positive,0.5,0.6
+"Homes.com 🏠 For Sale, Rent",Dirty,Negative,-0.6,0.8
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",Love,Positive,0.5,0.6
+"Homes.com 🏠 For Sale, Rent",Good,Positive,0.7,0.6000000000000001
+"Homes.com 🏠 For Sale, Rent",Listing outdated. Unable edit payment calculator. Pertinent info like square footage listed main details.,Negative,-0.2444444444444445,0.4888888888888889
+"Homes.com 🏠 For Sale, Rent",Most houses waste time unavailable purchase time date I recommend site anyone,Positive,0.15,0.25
+"Homes.com 🏠 For Sale, Rent",IT DOESN'T EVEN SHOW HOUSES!!!,Neutral,0.0,0.0
+"Homes.com 🏠 For Sale, Rent",Excellent easy use!,Positive,0.7708333333333334,0.9166666666666667
+"Homes.com 🏠 For Sale, Rent",Awesome,Positive,1.0,1.0
+"Homes.com 🏠 For Sale, Rent",Awesome,Positive,1.0,1.0
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",It could improve,Neutral,0.0,0.0
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent","Did work me. Kept showing 0 results helpful anyway, I'll trying something else",Neutral,0.0,0.0
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",I think nothing happened matter searched got blank screen,Neutral,0.0,0.0
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",Horrible easy bad,Negative,-0.4222222222222222,0.8333333333333334
+"Homes.com 🏠 For Sale, Rent",I can't begin opens landscape mode phone I can't select options even get started,Neutral,0.0,0.0
+"Homes.com 🏠 For Sale, Rent",Best I've used I used two others nearlyas good.,Positive,0.85,0.45000000000000007
+"Homes.com 🏠 For Sale, Rent",Has really helpful search new living arrangements. I recommend using,Positive,0.16818181818181818,0.32727272727272727
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+"Homes.com 🏠 For Sale, Rent",nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,"This game challenging fun. But apparently many people able pass many levels without cash expenditures levels changed unpassable matter many times play them. Check online. You'll see I'm notice they've done. If deep pockets, game attractive semi entertaining. If want spend lot, plenty match 3 games",Positive,0.3,0.5659090909090909
+Homescapes,"I've never saw game like before. It's barely possible win two games row without using bonus. The algorithm hard. Some ""easier"" levels harder purple ones... I've also played games dev, hardest. I'm sure try achieve. If like investing real money, really good game. But looking casual game, wrong one.",Negative,-0.032638888888888905,0.5581018518518519
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,"I game ages ago totally addicted it. It's fav match 3 kind games there. However phone died I lost progress, way back would good! I've recently started finally back loving it. The graphics good slow phone down. There need spend money possible reach high levels without using coins long patient. And want spend money coins really good offers every again. So far I'm level 110 I think I spent 99p coins ages ago still got many I then. The characters fun gameplay good. Great game",Positive,0.18823671497584538,0.4816908212560386
+Homescapes,"It's like many favorite games one! I love story line, play matches, choose favorite furniture, challenge every time.. The graphic nice too.. I Hope Austin hair front head lol bald?",Positive,0.5035714285714287,0.7428571428571429
+Homescapes,Been playing game year love it. Only problem I twice payed stuff I received. Just I payed $6.99 charged twice row received nothing. Might uninstall unless problem resolved Changed rating back 5 stars. My money refunded. Thank,Positive,0.024999999999999994,0.5
+Homescapes,"This good game especially break. Some simple tasks like greeting guests, starting new day, picking things, etc requires 2 stars. I also noticed I updated game, unlocked levels gone? Like ballroom area/restaurant like part house kid's room. How so? I hope Playrix acknowledges asked ratings.",Positive,0.005194805194805181,0.4730983302411874
+Homescapes,nan,nan,nan,nan
+Homescapes,"Great first, get hopes progress much first room takes stars complete task levels earn stars become hard complete 5 lives. Sometimes takes days get star even able complete next task",Positive,0.20092592592592595,0.4203703703703703
+Homescapes,nan,nan,nan,nan
+Homescapes,I think really nice game fun... On hand fact every little thing like answering door talking somebody getting mail play games instead renovating house. I thought game supposed play The Jewel game get stars renovate house. Also there's friend connections share anything like go home help renovate something I think I may interested in. P really good game kids play there's interaction anybody,Positive,0.006944444444444426,0.4888888888888888
+Homescapes,"The renovations mansion fun. To earn stars reno buy stuff difficult. This way oriented younger players, faster reflexes players ages slower reaction time. Please improves feature games, make accessible earn stars. It game pleasure cause frustrations. The algorythm difficult. It fun spends days level. Not enough lives given difficult levels. It would great types games earn stars. We spend much time trying complete levels enough time enjoying improvements house. Please improve algorithm next upgrade.",Positive,0.045000000000000005,0.47500000000000003
+Homescapes,"Thought I would like game, disappointed. The match 3 puzzles quite difficult low number given moves. Then 1 star awarded puzzle. At rate, poor Butler parents dead house gets totally renovated lol! I uninstalling game.",Negative,-0.18333333333333332,0.5888888888888889
+Homescapes,bad game waste time everything needs money stars difficult earn tht u get 1 star 50 60 coins thts it. lifes u get chances play u need wait long get full life. heard alot game really upto mark. u cant buy things easily whts point playing waiting game afterall. think discouraging,Negative,-0.16666666666666666,0.48500000000000004
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,"The game fun. Unlike kind ""cheat"" you. My frustration redo garden beat levels earn stars projects garden. But give stupid assignments like answer door Lot stars progress slow.",Negative,-0.12000000000000002,0.58
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,The game OK You complete candy crush type games get stars upgrade house. This annoying games seem impossible win unless put money thegame. You also need hearts play games get free every 30 min. Guess what. You pay also.,Negative,-0.009523809523809506,0.6285714285714287
+Homescapes,It way hard get levels get star level tasks us takes two three four stars. I'm ready uninstall. It fun start levels got hard get through. It's fun get lives level get progress game all.,Negative,-0.03055555555555557,0.3972222222222222
+Homescapes,The levels hard get frustrating times. I wish could boosts end. I want challenge something impossible. It seems like levels set play certain amount times win could week pass level...,Negative,-0.06880952380952383,0.6826190476190475
+Homescapes,"I love game!!!! It best free games get actually great game!!! This game great passing time!! It also addictive fun!! The thing I would change need stars renovate house. But, get play little game. If lose anymore hearts wait refill. Other game awesome!!!",Positive,0.12656250000000002,0.545
+Homescapes,"I tired taken 4 days finish level. I take coins n I pay them, mention pretty step coins get bombs darn expensive. I think game would awesome stuff high coins.",Positive,0.018333333333333326,0.7233333333333333
+Homescapes,The game really amazing!! I really luv enjoy playing dis gme.. Graphichs r awesome.... I rate 5 str u guys deserve it... But da upcoming updates possible pls try add wys gain str upgrade buildings.. Cz need str n every work n hav pass level candy crush dats bit kind weird cz im much used candy crush game.. So pls mke every possible things get star eazy ways.... Tq.. Hope u look forward dis pb,Positive,0.18522727272727277,0.6818181818181819
+Homescapes,nan,nan,nan,nan
+Homescapes,"This game used solid playing game, holds back simple win hold piece buy boosters final match. It home scapes, massive gardens I garage fixing bloody car good grief. Just add insult injury added ice bombs already complicated puzzles, come gamers getting stupid",Negative,-0.16923076923076924,0.5659340659340659
+Homescapes,"It's good first start spending stars making phone calls,feeding cat,and opening packages instead actually renovating mansion. Also I think harder levels earn 1 star since tasks start cost do. Ill play 6 levels waste stars pointless tasks like phone call turning water answering door etc.",Negative,-0.01428571428571429,0.3619047619047619
+Homescapes,"Fun matching game incorporates home design. Levels fairly easy frustrating times. The player often encouraged spend money game boosts coins play without spending money patient. If choose purchase game options, prices pretty reasonable frequent discounts specials. Homescapes 'sequel' Gardenscapes played own. 4 stars due glitchiness unable play unless money spent free lives used.",Negative,-0.0029761904761904734,0.5577380952380951
+Homescapes,nan,nan,nan,nan
+Homescapes,"Very frustrating I get stuck level DAYS!! I enjoy game, right instance, I'm stuck level even enough red bows get number I need!? This happens often too. Stuck days, win couple stuck days again. I also feel, I power UPS, I I finally win again, can't ever get built levels I get stuck days..",Positive,0.1341517857142857,0.46696428571428567
+Homescapes,nan,nan,nan,nan
+Homescapes,"This game ok. Some levels hard. And start needing 1 star accomplish something. Then need stars. They stopped 2 star's, If accidentally hit continue. There go coins. It let go back change it. As go levels. It's like candy crush. You stay long time.",Negative,-0.04833333333333334,0.36833333333333335
+Homescapes,nan,nan,nan,nan
+Homescapes,This game fun level 498 gotten tedious. Levels take long & constantly require 3 stars finish task. Also I wanted spend months designing garden could stayed w gardenscapes. Unfortunately gonna uninstall avoid aggravation. As many players pointed certain point requires real money ridiculous amounts time move thru storyline.,Negative,-0.056904761904761916,0.5704761904761905
+Homescapes,"When first getting game I thinking would home remodeling type game. Then quickly realized ""another"" puzzle game like rest. Don't get wrong fun kept playing. I thought I would able remodel house, instead mostly using stars taking care bird, cat fish. Oh meeting people. Driving crazy. Just let fix house already.",Negative,-0.041666666666666664,0.5158333333333334
+Homescapes,"I love game much.Once I start spending real money;I make stop playing. But also indication much fun l having. Some best features excellent graphics,fun challenge fun decorating choices.I also liked multiple challenges going - like knitting playing round. I like I work son getting credit parents. Playrix great job making fun games. I started playing couple games,too,and loved them.",Positive,0.3923076923076923,0.45769230769230773
+Homescapes,"This game challenging fun. But apparently many people able pass many levels without cash expenditures levels changed unpassable matter many times play them. Check online. You'll see I'm notice they've done. If deep pockets, game attractive semi entertaining. If want spend lot, plenty match 3 games",Positive,0.3,0.5659090909090909
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,"Loved it, wish lives filled little faster. The higher get game gets ridiculously hard spend time redoing levels almost time building house. I'm starting loose interest look games rather.... sadly I loved game much anymore ...",Positive,0.08126456876456876,0.49189976689976694
+Homescapes,nan,nan,nan,nan
+Homescapes,"It's like many favorite games one! I love story line, play matches, choose favorite furniture, challenge every time.. The graphic nice too.. I Hope Austin hair front head lol bald?",Positive,0.5035714285714287,0.7428571428571429
+Homescapes,nan,nan,nan,nan
+Homescapes,"This good game especially break. Some simple tasks like greeting guests, starting new day, picking things, etc requires 2 stars. I also noticed I updated game, unlocked levels gone? Like ballroom area/restaurant like part house kid's room. How so? I hope Playrix acknowledges asked ratings.",Positive,0.005194805194805181,0.4730983302411874
+Homescapes,This game would much better could unlock safe without using really money! I spend hours playing game defeating levels surely coins defeating levels easier get continue playing game. I delete game levels get harder coins available game?,Positive,0.004545454545454539,0.4080808080808081
+Homescapes,nan,nan,nan,nan
+Homescapes,This game set spend money order win. The algorithms game uses determine power strike aid game time. You buy coins order finish levels put situations many times. Don't waste money!,Negative,-0.025000000000000005,0.35000000000000003
+Homescapes,I think really nice game fun... On hand fact every little thing like answering door talking somebody getting mail play games instead renovating house. I thought game supposed play The Jewel game get stars renovate house. Also there's friend connections share anything like go home help renovate something I think I may interested in. P really good game kids play there's interaction anybody,Positive,0.006944444444444426,0.4888888888888888
+Homescapes,"The renovations mansion fun. To earn stars reno buy stuff difficult. This way oriented younger players, faster reflexes players ages slower reaction time. Please improves feature games, make accessible earn stars. It game pleasure cause frustrations. The algorythm difficult. It fun spends days level. Not enough lives given difficult levels. It would great types games earn stars. We spend much time trying complete levels enough time enjoying improvements house. Please improve algorithm next upgrade.",Positive,0.045000000000000005,0.47500000000000003
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,nan,nan,nan,nan
+Homescapes,"The game fun. Unlike kind ""cheat"" you. My frustration redo garden beat levels earn stars projects garden. But give stupid assignments like answer door Lot stars progress slow.",Negative,-0.12000000000000002,0.58
+Homescapes,"I like game. But levels hard get even start new day charge 2 star reason. Now I'm level 1369 need 2 stars start new day. What joke ,Its already hard get 1 star imagine 2. Not worth time spend level. The alarm bomb joke 20 moves left colour match. I think time delete game.",Negative,-0.1575757575757576,0.3615530303030303
+Homescapes,Overall good many hard levels allow build awards/stars complete tasks. I want enjoy game feel challenged also want opportunity build rewards complete tasks take time unless purchase made continue wait lives built again. Could throw players bone opportunity build awards. Thanks,Positive,0.14537037037037037,0.3935185185185185
+Homescapes,The game OK You complete candy crush type games get stars upgrade house. This annoying games seem impossible win unless put money thegame. You also need hearts play games get free every 30 min. Guess what. You pay also.,Negative,-0.009523809523809506,0.6285714285714287
+Homescapes,It way hard get levels get star level tasks us takes two three four stars. I'm ready uninstall. It fun start levels got hard get through. It's fun get lives level get progress game all.,Negative,-0.03055555555555557,0.3972222222222222
+Homescapes,The levels hard get frustrating times. I wish could boosts end. I want challenge something impossible. It seems like levels set play certain amount times win could week pass level...,Negative,-0.06880952380952383,0.6826190476190475
+Homescapes,"I love game!!!! It best free games get actually great game!!! This game great passing time!! It also addictive fun!! The thing I would change need stars renovate house. But, get play little game. If lose anymore hearts wait refill. Other game awesome!!!",Positive,0.12656250000000002,0.545
+Homescapes,"I tired taken 4 days finish level. I take coins n I pay them, mention pretty step coins get bombs darn expensive. I think game would awesome stuff high coins.",Positive,0.018333333333333326,0.7233333333333333
+Homescapes,The game really amazing!! I really luv enjoy playing dis gme.. Graphichs r awesome.... I rate 5 str u guys deserve it... But da upcoming updates possible pls try add wys gain str upgrade buildings.. Cz need str n every work n hav pass level candy crush dats bit kind weird cz im much used candy crush game.. So pls mke every possible things get star eazy ways.... Tq.. Hope u look forward dis pb,Positive,0.18522727272727277,0.6818181818181819
+Homescapes,"Battery memory usage rocketed recent updates. Killed 30% battery 7 minutes, according Settings. Also regularly (~80% percent time) causes background like Google Play Music close launch due memory usage - something game Pixel 2 XL does.",Negative,-0.14500000000000002,0.2203846153846154
+Homescapes,"This game used solid playing game, holds back simple win hold piece buy boosters final match. It home scapes, massive gardens I garage fixing bloody car good grief. Just add insult injury added ice bombs already complicated puzzles, come gamers getting stupid",Negative,-0.16923076923076924,0.5659340659340659
+Homescapes,"It's good first start spending stars making phone calls,feeding cat,and opening packages instead actually renovating mansion. Also I think harder levels earn 1 star since tasks start cost do. Ill play 6 levels waste stars pointless tasks like phone call turning water answering door etc.",Negative,-0.01428571428571429,0.3619047619047619
+Homescapes,"Fun matching game incorporates home design. Levels fairly easy frustrating times. The player often encouraged spend money game boosts coins play without spending money patient. If choose purchase game options, prices pretty reasonable frequent discounts specials. Homescapes 'sequel' Gardenscapes played own. 4 stars due glitchiness unable play unless money spent free lives used.",Negative,-0.0029761904761904734,0.5577380952380951
+Homescapes,Like candy crush design choices awful I'm kitchen. I wish would sometimes move little Quicker. My kids love it. Although none us fans stupid stuff like meeting guest decorating cakes. We'd rather Reno stuff. Sounds weird annoys us. Lol,Negative,-0.19791666666666663,0.7999999999999999
+Homescapes,"Very frustrating I get stuck level DAYS!! I enjoy game, right instance, I'm stuck level even enough red bows get number I need!? This happens often too. Stuck days, win couple stuck days again. I also feel, I power UPS, I I finally win again, can't ever get built levels I get stuck days..",Positive,0.1341517857142857,0.46696428571428567
+Homescapes,"Dear Playrix, This game apealing. The 1 thing I dnt like hard levels beat , u know, wasting lives . I felt like uninstalling game levels 6 11 I changed mind. I dont like wait 2 hrs 1/2 refill them. It great storyline cute graphics, Captain Flint. Ilike restyle Olivia Williams home. Yours Sincerely, Gamer 1",Positive,0.11805555555555554,0.5986111111111111
+Homescapes,"This game ok. Some levels hard. And start needing 1 star accomplish something. Then need stars. They stopped 2 star's, If accidentally hit continue. There go coins. It let go back change it. As go levels. It's like candy crush. You stay long time.",Negative,-0.04833333333333334,0.36833333333333335
+Homescapes,I think would great game levels hard. Some levels play ever seems like beat gets point enjoyable. I keep thinking I'm probably going uninstall it. There needs rewards stars things actually help beat harder levels take long beat level. If it'd awesome game.,Positive,0.11759259259259262,0.46574074074074073
+Homescapes,nan,nan,nan,nan
+Homesnap Real Estate & Rentals,"* It's good home search HOWEVER -- enough filters-- example filters included like choosing radius, number garages, etc. * Please add features perform effective search.",Positive,0.4333333333333333,0.6333333333333334
+Homesnap Real Estate & Rentals,Love it!!! My clients think magic!!,Positive,0.87890625,0.8
+Homesnap Real Estate & Rentals,Thanks creating Homesnap.,Positive,0.2,0.2
+Homesnap Real Estate & Rentals,Terrific home search ads tied directly agent,Positive,0.05,0.7
+Homesnap Real Estate & Rentals,"I like app, also Real Estate Professional. Its fast need easy share customers You great job. Thanks",Positive,0.32222222222222224,0.46388888888888896
+Homesnap Real Estate & Rentals,"Im real estate wholesaler first day using app. I drive around look vacant, abandoned houses, boarded houses worked like charm! Make sure house numbers view within seconds info.",Positive,0.33749999999999997,0.5074074074074074
+Homesnap Real Estate & Rentals,nan,nan,nan,nan
+Homesnap Real Estate & Rentals,"Love app, great way agents clients connect directly identify properties.",Positive,0.46666666666666673,0.5833333333333334
+Homesnap Real Estate & Rentals,Best home searches!,Positive,1.0,0.3
+Homesnap Real Estate & Rentals,Great easy use.,Positive,0.6166666666666667,0.7916666666666667
+Homesnap Real Estate & Rentals,nan,nan,nan,nan
+Homesnap Real Estate & Rentals,"My favorite real estate app. I think would really nice add property taxes, PMI, insurance etc well. Currently gives estimate loan amount.",Positive,0.32499999999999996,0.6749999999999999
+Homesnap Real Estate & Rentals,"Must real estate, easy share homes clients communicate agents, nice features like showing time agents schedule shows go",Positive,0.41111111111111115,0.7111111111111111
+Homesnap Real Estate & Rentals,"As agent, helps locate homes clients asking I'm about. Great app. Very useful!",Positive,0.64375,0.375
+Homesnap Real Estate & Rentals,"Need add filters: garage size, contingent, two big ones missing....",Negative,-0.10000000000000002,0.25
+Homesnap Real Estate & Rentals,As advertise must Realtors see yourself.,Neutral,0.0,0.0
+Homesnap Real Estate & Rentals,nan,nan,nan,nan
+Homesnap Real Estate & Rentals,This lot useful information helpful looking home.,Positive,0.3,0.0
+Homesnap Real Estate & Rentals,nan,nan,nan,nan
+Homesnap Real Estate & Rentals,Very helpful app!,Positive,0.25,0.3
+Homesnap Real Estate & Rentals,Love,Positive,0.5,0.6
+Homesnap Real Estate & Rentals,Great I everyday..it really great job helping find ARV properties,Positive,0.8,0.75
+Homesnap Real Estate & Rentals,Awesome that's easy use.,Positive,0.7166666666666667,0.9166666666666667
+Homesnap Real Estate & Rentals,Gives valuable information houses..,Neutral,0.0,0.0
+Homesnap Real Estate & Rentals,"I hate it. It's stuck ""Private Messages"" (send friends) pop up!",Negative,-0.4,0.6375
+Homesnap Real Estate & Rentals,"I love easy use, great locating properties area show clients options near by.",Positive,0.45833333333333337,0.6458333333333334
+Homesnap Real Estate & Rentals,It's awesome,Positive,1.0,1.0
+Homesnap Real Estate & Rentals,nan,nan,nan,nan
+Homesnap Real Estate & Rentals,Find everything app..,Neutral,0.0,0.0
+Homesnap Real Estate & Rentals,Easy Accurate proactive Great tool researching homes sharing real estate data prospects. Thanks guys Great job getting better,Positive,0.4761904761904763,0.5666666666666667
+Homesnap Real Estate & Rentals,"This great. The thing I would add ability save filter. It's big deal enter every time, would convenient.",Positive,0.4,0.425
+Homesnap Real Estate & Rentals,annoying app. ever get trying get location. tells wave phone 8 form. frustrating time consuming.,Negative,-0.6000000000000001,0.9
+Homesnap Real Estate & Rentals,"Three zip codes? That's arbitrary. One star-rating zip code, equally arbitrary.",Negative,-0.1,0.6
+Homesnap Real Estate & Rentals,Easy way find properties profile driving around neighborhoods. Very useful CMA,Positive,0.4116666666666667,0.4166666666666667
+Homesnap Real Estate & Rentals,Very helpful app!,Positive,0.25,0.3
+Homesnap Real Estate & Rentals,Useless,Negative,-0.5,0.2
+Homesnap Real Estate & Rentals,Watch tricky unprofessional way people charge Ads DID NOT ORDERED. Shameful. No respect Agents time all.!,Neutral,0.0,0.0
+Homesnap Real Estate & Rentals,Unable rule contingent homes search parameters unable call/text/copy listed contact number within app.,Negative,-0.3666666666666667,0.5333333333333333
+Homesnap Real Estate & Rentals,I want able search open houses. See zip codes search specific clients. When share houses search client wwant send,Positive,0.16666666666666666,0.4166666666666667
+Homesnap Real Estate & Rentals,Very helpful! Can easily look home info spot working clients.,Positive,0.3416666666666667,0.5666666666666667
+Homestyler Interior Design & Decorating Ideas,"My issue crispy white options walls, ""whites"" mostly like cream colors needs variety plants like succulents, topiaries palm trees. Still great app!",Positive,0.5,0.4166666666666667
+Homestyler Interior Design & Decorating Ideas,"I can't remove furniture room placing others. Also I select furniture I tiny icon appears, I want got buy",Neutral,0.0,0.5
+Homestyler Interior Design & Decorating Ideas,"Frustrated....the idea perfect. Exactly I looking for. BUT let save designs. It keeps sayinlipg ""whoops!"" My wifi perfectly fine let anything else unless I want lose design. Also, I s9 plus hardest time moving objects around. Up ok moving front back ""layering"" items I want top bottom really added. Other BASIC layering ! If things fixed, I'll happy EDIT: I save, still layering option I wish classic designs. Everything modern! Please give options want style traditional design sense. Also, add Accessories stage maybe pools! This potential great",Positive,0.30755208333333334,0.4760416666666667
+Homestyler Interior Design & Decorating Ideas,"In order design floor plan taking picture, can't floor wall completely cover it, drag around- please fix. Also, let even open pre-designed design-please fix!",Neutral,0.0,0.3236111111111111
+Homestyler Interior Design & Decorating Ideas,"I can't save work. Whenever tapped save icon, sign page pops matter many times I logged in. Please, fix problem.",Positive,0.5,0.5
+Homestyler Interior Design & Decorating Ideas,nan,nan,nan,nan
+Homestyler Interior Design & Decorating Ideas,"Its perfect. Actually wanted like years ones perfect. Wish could add furniture stuff often, theres still plenty choose from. Love app!!!",Positive,0.744140625,0.675
+Homestyler Interior Design & Decorating Ideas,nan,nan,nan,nan
+Homestyler Interior Design & Decorating Ideas,nan,nan,nan,nan
+Homestyler Interior Design & Decorating Ideas,nan,nan,nan,nan
+Homestyler Interior Design & Decorating Ideas,Persian language?,Neutral,0.0,0.0
+Homestyler Interior Design & Decorating Ideas,"I really like app! I hope guys add rooms, door settings, items room. Like accessories, children items, art work, recreational, exercise items. There lot add. I would also like able delete room I make mistake. But overall I would recommend others.",Positive,0.25,0.27499999999999997
+Homestyler Interior Design & Decorating Ideas,Whenever I want add something design appear even I try twice... Nothing changes keep putting forget save ur design! After I directly save,Positive,0.1,0.4
+Homestyler Interior Design & Decorating Ideas,"Kept shutting down. When work, flooring option left black blob, flooring I picked. Never could figure take existing furniture.",Negative,-0.10740740740740741,0.24074074074074078
+Homestyler Interior Design & Decorating Ideas,"I love would given 5 stars finished rooms, says ""Whoops something went wrong!"" And loading circle keeps going going save. Disappointing.",Negative,-0.24166666666666667,0.7333333333333334
+Homestyler Interior Design & Decorating Ideas,I dont know updated n since thn showing furniture transparent mode. I can't design oneplus 6 issues supported tht phone,Neutral,0.0,0.0
+Homestyler Interior Design & Decorating Ideas,I would write 5star review anytime I try paint wall either give fill option turned color grey/black. Frustrating.,Negative,-0.4,0.9
+Homestyler Interior Design & Decorating Ideas,I like app..... I would love I get see 3D view designing home..... At place difficult decor furniture 2D view....,Neutral,0.0,0.8
+Homestyler Interior Design & Decorating Ideas,This amazing! I would definitely recommend want redecorate. Best i've found far!,Positive,0.46875,0.675
+Homestyler Interior Design & Decorating Ideas,"I done design Homestyler desktop version, I wonder can't I opened mobile version?",Neutral,0.0,0.0
+Homestyler Interior Design & Decorating Ideas,Whenever I pick room nothing happens I can't design room anything app...,Neutral,0.0,0.0
+Homestyler Interior Design & Decorating Ideas,add donate feature add zoom mode? :v love,Positive,0.5,0.6
+Homestyler Interior Design & Decorating Ideas,So nice page new version,Positive,0.36818181818181817,0.7272727272727273
+Homestyler Interior Design & Decorating Ideas,Stuck home styler,Neutral,0.0,0.0
+Homestyler Interior Design & Decorating Ideas,Love app!!! I've year best design,Positive,0.98828125,0.44999999999999996
+Homestyler Interior Design & Decorating Ideas,Very good.i think best ive ever downloaded,Positive,0.6,0.3
+Homestyler Interior Design & Decorating Ideas,"I would actually give 4.9, I wish I could give 10. There user issues I (no real tutorial, help resource app, search available community members products, large selection rooms certain items). These small gripes I hope addressed grows popularity. It really great otherwise, biggest, best surprise is, hoops jump like design home forces do, way freedom gives you, NO ADS IN THE APP!! Way go! Homestyler (almost) rocks!!!",Positive,0.28482142857142856,0.40625
+Homestyler Interior Design & Decorating Ideas,The PC online version works good I recommend it. The however sync designs I cannot edit designs created online version rendering useless. Maybe add internal file format export/ import online designs saved locally imported vice versa?,Positive,0.04999999999999999,0.2
+Homestyler Interior Design & Decorating Ideas,"When I want save showing saving like stuck, circle keeps going save everything I lost... Which frustrating... Other Im really enjoying app... Really great",Positive,0.19375,0.65625
+Homestyler Interior Design & Decorating Ideas,Utterly disappointed.. I expecting able edit plan/design I made PC.. furnish pre-existing rooms take picture existing room furnish picture... And I hoping tablet version would allow addition 2nd level (storey) desktop allow =\,Negative,-0.08333333333333333,0.4583333333333333
+Homestyler Interior Design & Decorating Ideas,"I've using HomeStyler version days around found extremely easy materialize thoughts paper. On contrary, Android PATHETIC ! Uninstalling right now.",Negative,-0.09365079365079365,0.7896825396825397
+Homestyler Interior Design & Decorating Ideas,"6/12/18 - loads pictures upside down, yes I tried flipping pictures see If it'd go right side nope! Lame... 5/20/18 - If old version app, guys updated, old phones, Would I able access original account said old version home styler? 5/15/18 - I note 5 now. I went sign on. Forgot I originally signed with, tried possible email accounts but, seemed completely create new profile me, emails, Gmails, fb. Needless say I CAN NOT retrieve original ""Home Styler"" profile amazing remodels I planning following actual home. FRUSTRATING!!! This suck's hella bad note 4............ works 2/4/15",Positive,0.02535268094478622,0.5563586997797524
+Homestyler Interior Design & Decorating Ideas,Is anyone else experiencing change catalogue? The page keeps loading kind pictures categories.. Please work that. Apart every thing else awesome,Positive,0.8,0.95
+Homestyler Interior Design & Decorating Ideas,nan,nan,nan,nan
+Homestyler Interior Design & Decorating Ideas,It nice guys put carpet living room.and like thin rugs. I dont like that.and guys put real carpet.also nice guys rooms together decorate time room.,Positive,0.25,0.7875000000000001
+Homestyler Interior Design & Decorating Ideas,"The overall great using days catalog items stopped showing up. Also trying ""send us feedback"" button directs content sharing. Hope fixed.",Positive,0.3,0.31666666666666665
+Homestyler Interior Design & Decorating Ideas,"Laggy despite ""improvements"" made. :'( kindly fix",Negative,-0.2,0.95
+Homestyler Interior Design & Decorating Ideas,nan,nan,nan,nan
+Homestyler Interior Design & Decorating Ideas,Too much essential features missed. You cannot place computer desk falls behind desk. Undo button missing drawing wallpaper. There help content etc..,Negative,-0.20000000000000004,0.35000000000000003
+Homestyler Interior Design & Decorating Ideas,"When problem fixed, triggers another. Only projects showing I've finished 5+. I've saved like I said, issue fixed.. Caused work go away",Positive,0.06666666666666667,0.4666666666666666
+Homework Planner,It's useful I'd close get dates display correctly editing. The color choices also static using subjects. The dates written European style. This deeply confuses me. So sorry i'm American XD. Give us options I'll raise stars. Also text colored yellow due date tomorrow. Hard work painted similarly.,Negative,-0.011666666666666664,0.36166666666666664
+Homework Planner,"Close I wanted Pros: lightweight, set multiple notifications, simple clean interface. Cons: Doesn't hide even fade competed tasks due date passed; I delete tasks myself. You cannot sort completed either. Also seems bug middle entering info new task switch another app, everything entered erased switch back. Overall good little I'll probably keep using it.",Positive,0.08905303030303031,0.29866883116883114
+Homework Planner,"Good could customization I really like tracking things I'd really like see. 1 color coding subject. 2 subjects drop down. 3 add reminder add reminder day changeable amount, also time reminder somewhat useless set default time. 4 make widget! This awesome widget would change game. Thank reading, great far!",Positive,0.16777777777777775,0.4972222222222221
+Homework Planner,"Perfect needs I normally review apps, I come say impressed I app. You enter classes have, write homework due date. So simple, yet elegant, extra permissions required. The thing I would change add way give custom notification sound, diminish helpfulness!",Positive,0.378125,0.6102678571428571
+Homework Planner,"Great Very good does. I would recommend student bring device them. Please continue develop app. But I would like see changes: 1. Change subject text box combo box. 2. Add priority feature, hw. date sorted by... Full Review",Positive,0.4733333333333333,0.6033333333333334
+Homework Planner,"Perfect. Just I needed! I always put aside homework I get home I go PC tablet. This reminds homework projects, look like crap I hand I last minute. Helps get sleep too, way. Thanks! :)",Positive,0.19,0.6133333333333334
+Homework Planner,"Simplistic works advertised. I looking simplistic while. I forgetful comes homework deadlines. Can PLEASE add ability set automatoc reminders set intervals? Intervals daily, every 2 days on. Would much better setting several rem... Full Review",Negative,-0.03571428571428573,0.35000000000000003
+Homework Planner,nan,nan,nan,nan
+Homework Planner,nan,nan,nan,nan
+Homework Planner,"Awesome! I found I find putting homework last minute. Now though, I found simple easy really helps plan day! You can't go wrong brilliant app. It's simple add, title, subject, optional colour (to help differentiate level ... Full Review",Positive,0.22666666666666666,0.5597619047619047
+Homework Planner,"So helpful!!! I super forgetful forget homework time helps lot! I also love there's popping time, makes watch stupid videos. Simple, almost perfect. The things I think add make beep get homework reminder abl... Full Review",Positive,0.17976190476190476,0.6534013605442176
+Homework Planner,It's really good! It would even better subjects could matched colour choose every time. And mark exams deadlines exclamation mark something stick out. Apart great! :-),Positive,0.71875,0.7125
+Homework Planner,"I really love app! A suggestions I make are: make completed assignments either deleted much easily moved somewhere else, change settings reminders (like ability turn change intervals), set subjects set colors",Positive,0.5291666666666667,0.7166666666666667
+Homework Planner,"Notifications For part, I love app. It's overly complicated. There two things could worked on. 1) college, many assignments times due due date. Some may noon, class starts, midnight. Adding time option would nice, sti... Full Review",Positive,0.17142857142857143,0.6285714285714287
+Homework Planner,"Its point I like it, easy see glance. Only 4 stars I really really dislike way date appears. I also wish completed assignments would automatically go 'completed' folder checked complete.",Positive,0.18333333333333332,0.6083333333333334
+Homework Planner,"So easy use! This really helps keep new middle schooler organized. We forgetful notifications reminders helpful miss important assignments. It's also easy enter assignments planner, detailed like avoid extra paperwork.",Positive,0.2234848484848485,0.5079124579124579
+Homework Planner,"Great student Although settings edit, works great student wants stay informed much homework said work due, reminders set. You set subjects homework (with notes), order want homework displayed. When you... Full Review",Positive,0.37083333333333335,0.4541666666666666
+Homework Planner,"Very Helpful I alot stuff keep I 2nd year Junior Tennessee Tech keeps homework assignments place I take anywhere. The thing I would change check complete, needs disapress hard see one... Full Review",Positive,0.07166666666666667,0.35833333333333334
+Homework Planner,"Great! Really really wish option customize date appears. I'm used American style mm/dd rather opposite. Its really confusing, otherwise great app!",Positive,0.31666666666666665,0.35000000000000003
+Homework Planner,Glitches! This deletes progress inputting assignment rotate landscape mode. There delete button removing erroneous assignments. The way I even know delete I made educated guess may hidden I tried things till holding the... Full Review,Negative,-0.10555555555555556,0.49444444444444446
+Homework Planner,"Update created issue I sending warn update made ""days left till deadline"" wrong. Please update ASAP screws around work due.",Negative,-0.20833333333333334,0.425
+Homework Planner,"Perfect! Straight point. No customization useless stuff. It's brilliant. This I need homework app! It allows quickly add assignments class, unlike many menus options. Thank making this.",Positive,0.4222222222222222,0.6
+Homework Planner,"Good design One flaw I like....when scrolling homework accidentally delete entry finger slides right, gone moment know was. Needs confirmation, want delete!",Positive,0.5285714285714285,0.5678571428571428
+Homework Planner,"I really like I'm using Samsung Grand Prime, I still swipe right/left notification box I'm lazy sometimes I forget homework. I hope develop it.",Positive,0.15,0.7333333333333334
+Homework Planner,It good helps alot. Can u please make possible login google via access devices without manually per device,Positive,0.35,0.8
+Homework Planner,Amazing! This awesome I wish checking items list would go different folder bottom list I'd like keep record I've done also want needs prominent. The way things need done ... Full Review,Positive,0.52,0.8099999999999999
+Homework Planner,"Awesome I'm rubbish remembering homework really helps even day homework's due. The colours I pick come though, I chose yellow Sky Blue came subjects. That's thing wrong though.",Positive,0.09583333333333333,0.4291666666666667
+Homework Planner,Pretty Good This good helping organize homework assignments color coding great asset. My problem sometimes would slow maybe that's phone.,Positive,0.43000000000000005,0.67
+Homework Planner,"It useful I like far, I think finish task, homework disappear maybe separate tab shows completed work case",Positive,0.2,0.5
+Homework Planner,This great! The things I would add progress bar (for long term assignments) priority slider could used sort assignments.,Positive,0.475,0.575
+Homework Planner,Perfect! I'm lazy person comes homework year I wanted best. This absolutely perfect set reminder organize homework colors set due date. Whenever finish hw tap organized I love,Positive,0.5208333333333334,0.7124999999999999
+Homework Planner,This Perfect!!! This EXACTLY I've looking for! I see glance homework I thanks color coding option agenda related I also see glance classes homework for! Regular calendar/timetable orientated display stuff top othe... Full Review,Positive,0.3375,0.42527472527472526
+Homework Planner,"I love 90% Fast, low memory/energy footprint, exactly I need it. I love app. My request would due date selected calendar rather scrolling bar dates. I know date next Tuesday is, I know that's bio chapter due!",Positive,0.14609375,0.3875
+Homework Planner,nan,nan,nan,nan
+Homework Planner,"Wonderful Helpful I found helpful chaotic school. It helped keep everything order, however simple enough glance. Thanks useful app!",Positive,0.315,0.4114285714285715
+Homework Planner,"Excellent organized Very simple, exactly I need do. You input task, class name, notes, set many different reminders want. You also sort class, time, reverse order, more. I already feel organized. Props creator, thanks great app!",Positive,0.43125,0.5330357142857143
+Homework Planner,"Useful I wish widget,I like way date displayed either,but I get that..",Positive,0.3,0.0
+Homework Planner,"Great still improve Sharing homework (via say, email) syncing backing diary/ hiding work improvements do. Other great :D",Positive,0.61875,0.71875
+Homework Planner,Love simplicity. The subjects coming I fully type subject name...a drop-down menu would great. Would love support multiple devices... Students can't take school devices home,Positive,0.32666666666666666,0.45666666666666667
+Homework Planner,AMAZING! Me friend find simple easy record homework. Really simple get confused what. Reminders work every time great choose colour different subject!,Positive,0.17187500000000003,0.6038690476190476
+Honkai Impact 3rd,It's super fun I absolutely love graphics! The game play pretty smooth time action spot on. This easily time favourite mobile games there. The complaint I would things take long load (like starting game going store) I particularly mind since I know large game.,Positive,0.08484126984126987,0.4374603174603175
+Honkai Impact 3rd,"It let game :/ phone enough space brand new, Samsung s9+. Would love try game looked awesome oh well... UPDATE finally worked next day amazing! So addicting cute, also gameplay actually quite smooth enjoyable.",Positive,0.19545454545454546,0.6038961038961039
+Honkai Impact 3rd,"Beautiful game. Best mobile game I ever played. What would make even better though, would lots skins, items Valkries. Keep awesome work! Edit: edit rating, WHY DOES EVERYONE GIVE IT 1 STAR BECAUSE IT ASKS FOR YOUR NUMBER? Like, give number enough thots already, what's more?",Positive,0.38125,0.575
+Honkai Impact 3rd,"In opinion, thing game needs player player action like PvP like world interact clan members. This game great I love updates keep making better better. It would also great low-end system requirements. Thank amazing work keep up!",Positive,0.35000000000000003,0.5444444444444445
+Honkai Impact 3rd,"I respect anime, game amazing! The graphics amazing! When looked first ads, I thought, oh dumb. Then another added, I got it, im addicted it! The girls beautiful, voice acting great too! Of course never played first second, dont get story, say thoughts this, sky deployed warrior girls, different wepons marks, makes intresting game, makes u want pay attention, sit fight, u prepared combos, certain weapons, specific team orders. So games great!",Positive,0.21183035714285717,0.5101934523809524
+Honkai Impact 3rd,It's great shame game censored. The affection achievements still exist. Listen people play game release uncensored. Is like something outrages anyway. Also Europeans kids either despite numerous idiots outhere DO NOT play game bother. At least setting censor uncensor game.,Negative,-0.23750000000000004,0.50625
+Honkai Impact 3rd,"I watch anime, game looked amazing ad I saw day I decided give try - I give billion 5 stars! This game amazing, gameplay really smooth, make new friend every match (at least that's I understood game far, played hour so), simple collect items needed upgrades, definitely best, best game I ever played phone! <333",Positive,0.1527972027972028,0.5162837162837163
+Honkai Impact 3rd,nan,nan,nan,nan
+Honkai Impact 3rd,"Simply gorgeous. Love game....... What? anything else say? I mean game speaks itself, played it! All aside, bugs like fighting godfather mecha?(is name) Valkyries glitchs starts floating air boss is. Anyyyyway thanks making !",Positive,0.039583333333333325,0.53125
+Honkai Impact 3rd,"Nice polished game, takes awhile getting used controls. It' nice take whole collect n' upgrade type games. Lots stuff beggining run stamina. Been playing two hours, think, got lvl 12, upgrade skills equipment early, really flashy hack n' slash. Cheers, updoot.",Positive,0.10000000000000002,0.6
+Honkai Impact 3rd,"can't get past title screen. says tap anywhere enter, tap screen, stalls little load keeps cycling lift sequence. although looks fun, havent got test out. obvious support options menu, review",Negative,-0.034375,0.3625
+Honkai Impact 3rd,"I normally enjoy types game much addicting whole new level, doesnt drain battery away. Re-Edit: Been playing game really like it, Bronya main would really like abke customize robot, mean, robot model good colors could better opinions",Positive,0.13254419191919192,0.4062815656565657
+Honkai Impact 3rd,"It's good game, controls fantastic gameplay smooth. But, bunch little kinks made experience lot worse. For one, explanation game lacking area, stigmatas, gives character stat boost combat bonuses. The English game eh~.",Negative,-0.03194444444444444,0.47777777777777775
+Honkai Impact 3rd,"I'm sure good game I able play long. It looks great game I start mission reading dialogue game closes I restart, keeps closing time. The gameplay bit choppy I play, I blame game this. All problems might I ternet device please fix I enjoy looks amazing game!",Positive,0.08846153846153847,0.5279914529914531
+Honkai Impact 3rd,One best mobile games I ever played. Awesome graphics controls smooth butter. It's rewarding in-game purchases completely unnecessary. The levels could bit repetitive get interesting play. Absolutely amazing.,Positive,0.41875,0.66875
+Honkai Impact 3rd,Overall good. Only thing bad camera movement sensitive move well u move character. I'd like movement pad free restrict corner rather anywhere screen (ie. Bleach brave souls). The voice acting best part game!!!,Positive,0.15187500000000004,0.5666666666666667
+Honkai Impact 3rd,"Simply put, best graphics mobile game. The story interesting combat deep, complex enough. I want console port. This game would perfect controller support. I would pay console. Please could add feature let move resize HUD elements? It kinda gets annoying. Or least add mode removes HUD entirely. EDIT: AS make game look worse without It? Plz fix that.",Negative,-0.03571428571428573,0.5130102040816327
+Honkai Impact 3rd,"I love game. The animation super awesome, And graphics surprisingly amazing mobile. It's super adorable too! Definitely best mobile games there. The fighting system super simple tutorials makes even fun easy use. At times kinda wish game gave bit challenge beginning. Sometimes 'chapters' (missions storyline idk called) easy. Leaving kinda bored continously fighting weaker enemies till ""chapter' 18 so. Normal mode felt like easy mode I like I change first time I played storyline. I also wish characters choose use. Not unlock characters different outfits different powers. So far four generic characters (personality wise, storyline aside). More characters would make game much fun! That's though, game great I highly recommend giving try.♡",Positive,0.2503448275862069,0.6044991789819376
+Honkai Impact 3rd,I madly love game. I mean anime girls + monsters = kawaii overload. The graphics top gameplay although bit repetitive. Girls really cute looks. Especially Mei. This game definitely otakus. Would love see anime based game. Waiting eagerly upcoming games.,Positive,0.021590909090909084,0.5761363636363637
+Honkai Impact 3rd,"Of games I've played mobile game best anime styled graphics. The story game quite deep, even manga light novel game. The problem found similar gatcha game game pay convince, point basically pay win. Free play player never get weapons unless spend crystals, characters oy get grinding free play.",Positive,0.08333333333333333,0.48333333333333334
+Honkai Impact 3rd,"I've playing month so, honestly BEST games I've ever played.Alot effort put game, game runs smoothly never crashed lagged. There's problem, amount space battery takes ridiculous. My phones battery good I installed game. Even uninstalling game help phones battery, really annoying.",Negative,-0.13703703703703704,0.5444444444444445
+Honkai Impact 3rd,"From graphics, voice acting, story, there's lot makes game well-deserving 5 star rating. Endless events keeps things interesting even decide go farming favorite characters. The thing missing controller support which, least me, would make game even enjoyable.",Positive,0.008333333333333328,0.4555555555555555
+Honkai Impact 3rd,"I LOVE IT!!! Edit: There's bug game freezes every single time I play I exit game get back whole game freezes point. I still love though please find way fix bug app, really irritating. And I've trying restart 4-7(??) times already.",Positive,0.0005704365079365029,0.4238095238095238
+Honkai Impact 3rd,nan,nan,nan,nan
+Honkai Impact 3rd,Pretty disappointed see another mobile game get gutted censorship department localization. Thankfully I'm Chinese I think I'll stick despite perfecting English. Oversensitive western society takes much away.,Negative,-0.09999999999999999,0.33571428571428574
+Honkai Impact 3rd,"This looks like great game! Only problem I really laggy device. I know device game that's creating problem. Uninstalling but, new bug fix comes I would happy reinstall.",Positive,0.14805194805194805,0.6006493506493508
+Honkai Impact 3rd,"Fun action game really nice graphics. Runs well, I've got S9, better. Kiana cute. The controls responsive handle great. The touch joystick excellent, camera largely goes automatically, except (which thankfully often, drag around manually need to). My real problem far beginning basically really, really long tutorial. You'll probably get groove things long game lets free opens bunch additional, interesting stuff. Also, ""open world"" adventure bits get leveling bit pretty cool really showcase engine lot usual smaller battle arena main missions. tl;dr: cool, intro's bit long tutorial, there's stuff small battle arenas, go play",Positive,0.18447971781305117,0.5234347442680777
+Honkai Impact 3rd,"I finished game yet, far really shreds... literally!! Fans hack-and-slash games love this. Smooth controls smashing good graphics, way worth it. I played every day since I downloaded it. Lots rewards too.",Positive,0.2732142857142857,0.4857142857142857
+Honkai Impact 3rd,"Ask phone number tell necessary again. I dare you. If game nags permission make calls ever again, it'll earn uninstall. Only positive reviews keep immediately. Folks, discerning permissions give apps.",Negative,-0.04318181818181819,0.7363636363636363
+Honkai Impact 3rd,"I love everything game! Except audio through Bluetooth headphones terrible. It gets echoes, choppy really scratchy. Plz fix that!! Great game otherwise feels like console quality.",Negative,-0.06964285714285713,0.5071428571428572
+Honkai Impact 3rd,"I tend hop around mobile games, every time I get one, I always enjoy myself. It's fun game I keep going back to. My complaint occasionally freeze up, kinda kills mood times. Overall, great game play. The added adventure mode also something behold.",Positive,0.044444444444444446,0.2861111111111111
+Honkai Impact 3rd,"Amazingly good! Gameplay superb mobile controls graphics beautiful like made heaven. No intrusive advertisements in-app purchases required still kick butt fun! Try it, might like it.",Positive,0.775,0.7000000000000001
+Honkai Impact 3rd,The graphics really nice story great overall game play SUGOI weaboo definitely try game. The thing I want changed offline mode case u internet,Positive,0.09999999999999998,0.5083333333333333
+Honkai Impact 3rd,"Updated review. Gameplay wise, tight controls, graphics great. The thing bogs arbitrary, horrible gacha system. Normally, problem, latest Mike expansion clear sign bad gacha design. I get trying get money people, placing trash Valkyries focus expansion major kick teeth. Actually makes stop playing game.",Negative,-0.00550595238095238,0.5946428571428571
+Honkai Impact 3rd,"I absolutely despise, loathe core mobile (on smart phones) gaming. A waste time IMO game addicting say least. Fun core, great fightingechanics never repetitive awesome events missions.",Positive,0.19325396825396826,0.5047619047619047
+Honkai Impact 3rd,A really great free play game run it. Never mind. Changing score I found company decided acceptable nationality. Such shame too. Would 5/5 game silly censorship.,Negative,-0.016666666666666646,0.6208333333333333
+Honkai Impact 3rd,"I'm sure say, looked like anime type game I can't stop playing it. It really good graphics, I like gameplay, I like fighting. And I make friends people I even know I'm really bad making friends.",Positive,0.025000000000000022,0.6388888888888888
+Honkai Impact 3rd,It's Great Game! I'm issue starting up.. whenever says tap anywhere enter game loads stops go's back start game.. pls help!!,Negative,-0.12083333333333333,0.3416666666666666
+Honkai Impact 3rd,Awesome. Was expecting much variety characters types missions go on. Lots different enemies things dont get stale!,Positive,0.14375,0.575
+Honkai Impact 3rd,"Can't believe phone game looks good... Frenetic fun game play, plot is... Not amazing, nobody lol. Only thing I wish would add male characters. Still--Easily best mobile game I've played.",Positive,0.12999999999999998,0.5
+Honkai Impact 3rd,It's super fun I absolutely love graphics! The game play pretty smooth time action spot on. This easily time favourite mobile games there. The complaint I would things take long load (like starting game going store) I particularly mind since I know large game.,Positive,0.08484126984126987,0.4374603174603175
+Honkai Impact 3rd,"It let game :/ phone enough space brand new, Samsung s9+. Would love try game looked awesome oh well... UPDATE finally worked next day amazing! So addicting cute, also gameplay actually quite smooth enjoyable.",Positive,0.19545454545454546,0.6038961038961039
+Honkai Impact 3rd,"Beautiful game. Best mobile game I ever played. What would make even better though, would lots skins, items Valkries. Keep awesome work! Edit: edit rating, WHY DOES EVERYONE GIVE IT 1 STAR BECAUSE IT ASKS FOR YOUR NUMBER? Like, give number enough thots already, what's more?",Positive,0.38125,0.575
+Honkai Impact 3rd,"In opinion, thing game needs player player action like PvP like world interact clan members. This game great I love updates keep making better better. It would also great low-end system requirements. Thank amazing work keep up!",Positive,0.35000000000000003,0.5444444444444445
+Honkai Impact 3rd,"I respect anime, game amazing! The graphics amazing! When looked first ads, I thought, oh dumb. Then another added, I got it, im addicted it! The girls beautiful, voice acting great too! Of course never played first second, dont get story, say thoughts this, sky deployed warrior girls, different wepons marks, makes intresting game, makes u want pay attention, sit fight, u prepared combos, certain weapons, specific team orders. So games great!",Positive,0.21183035714285717,0.5101934523809524
+Honkai Impact 3rd,It's great shame game censored. The affection achievements still exist. Listen people play game release uncensored. Is like something outrages anyway. Also Europeans kids either despite numerous idiots outhere DO NOT play game bother. At least setting censor uncensor game.,Negative,-0.23750000000000004,0.50625
+Honkai Impact 3rd,"I watch anime, game looked amazing ad I saw day I decided give try - I give billion 5 stars! This game amazing, gameplay really smooth, make new friend every match (at least that's I understood game far, played hour so), simple collect items needed upgrades, definitely best, best game I ever played phone! <333",Positive,0.1527972027972028,0.5162837162837163
+Honkai Impact 3rd,nan,nan,nan,nan
+Honkai Impact 3rd,"Simply gorgeous. Love game....... What? anything else say? I mean game speaks itself, played it! All aside, bugs like fighting godfather mecha?(is name) Valkyries glitchs starts floating air boss is. Anyyyyway thanks making !",Positive,0.039583333333333325,0.53125
+Honkai Impact 3rd,"Nice polished game, takes awhile getting used controls. It' nice take whole collect n' upgrade type games. Lots stuff beggining run stamina. Been playing two hours, think, got lvl 12, upgrade skills equipment early, really flashy hack n' slash. Cheers, updoot.",Positive,0.10000000000000002,0.6
+Honkai Impact 3rd,"can't get past title screen. says tap anywhere enter, tap screen, stalls little load keeps cycling lift sequence. although looks fun, havent got test out. obvious support options menu, review",Negative,-0.034375,0.3625
+Honkai Impact 3rd,"I normally enjoy types game much addicting whole new level, doesnt drain battery away. Re-Edit: Been playing game really like it, Bronya main would really like abke customize robot, mean, robot model good colors could better opinions",Positive,0.13254419191919192,0.4062815656565657
+Honkai Impact 3rd,"It's good game, controls fantastic gameplay smooth. But, bunch little kinks made experience lot worse. For one, explanation game lacking area, stigmatas, gives character stat boost combat bonuses. The English game eh~.",Negative,-0.03194444444444444,0.47777777777777775
+Honkai Impact 3rd,"I'm sure good game I able play long. It looks great game I start mission reading dialogue game closes I restart, keeps closing time. The gameplay bit choppy I play, I blame game this. All problems might I ternet device please fix I enjoy looks amazing game!",Positive,0.08846153846153847,0.5279914529914531
+Honkai Impact 3rd,One best mobile games I ever played. Awesome graphics controls smooth butter. It's rewarding in-game purchases completely unnecessary. The levels could bit repetitive get interesting play. Absolutely amazing.,Positive,0.41875,0.66875
+Honkai Impact 3rd,Overall good. Only thing bad camera movement sensitive move well u move character. I'd like movement pad free restrict corner rather anywhere screen (ie. Bleach brave souls). The voice acting best part game!!!,Positive,0.15187500000000004,0.5666666666666667
+Honkai Impact 3rd,"Simply put, best graphics mobile game. The story interesting combat deep, complex enough. I want console port. This game would perfect controller support. I would pay console. Please could add feature let move resize HUD elements? It kinda gets annoying. Or least add mode removes HUD entirely. EDIT: AS make game look worse without It? Plz fix that.",Negative,-0.03571428571428573,0.5130102040816327
+Honkai Impact 3rd,"I love game. The animation super awesome, And graphics surprisingly amazing mobile. It's super adorable too! Definitely best mobile games there. The fighting system super simple tutorials makes even fun easy use. At times kinda wish game gave bit challenge beginning. Sometimes 'chapters' (missions storyline idk called) easy. Leaving kinda bored continously fighting weaker enemies till ""chapter' 18 so. Normal mode felt like easy mode I like I change first time I played storyline. I also wish characters choose use. Not unlock characters different outfits different powers. So far four generic characters (personality wise, storyline aside). More characters would make game much fun! That's though, game great I highly recommend giving try.♡",Positive,0.2503448275862069,0.6044991789819376
+Honkai Impact 3rd,I madly love game. I mean anime girls + monsters = kawaii overload. The graphics top gameplay although bit repetitive. Girls really cute looks. Especially Mei. This game definitely otakus. Would love see anime based game. Waiting eagerly upcoming games.,Positive,0.021590909090909084,0.5761363636363637
+Honkai Impact 3rd,"Of games I've played mobile game best anime styled graphics. The story game quite deep, even manga light novel game. The problem found similar gatcha game game pay convince, point basically pay win. Free play player never get weapons unless spend crystals, characters oy get grinding free play.",Positive,0.08333333333333333,0.48333333333333334
+Honkai Impact 3rd,"I've playing month so, honestly BEST games I've ever played.Alot effort put game, game runs smoothly never crashed lagged. There's problem, amount space battery takes ridiculous. My phones battery good I installed game. Even uninstalling game help phones battery, really annoying.",Negative,-0.13703703703703704,0.5444444444444445
+Honkai Impact 3rd,"From graphics, voice acting, story, there's lot makes game well-deserving 5 star rating. Endless events keeps things interesting even decide go farming favorite characters. The thing missing controller support which, least me, would make game even enjoyable.",Positive,0.008333333333333328,0.4555555555555555
+Honkai Impact 3rd,"I LOVE IT!!! Edit: There's bug game freezes every single time I play I exit game get back whole game freezes point. I still love though please find way fix bug app, really irritating. And I've trying restart 4-7(??) times already.",Positive,0.0005704365079365029,0.4238095238095238
+Honkai Impact 3rd,nan,nan,nan,nan
+Honkai Impact 3rd,Pretty disappointed see another mobile game get gutted censorship department localization. Thankfully I'm Chinese I think I'll stick despite perfecting English. Oversensitive western society takes much away.,Negative,-0.09999999999999999,0.33571428571428574
+Honkai Impact 3rd,"This looks like great game! Only problem I really laggy device. I know device game that's creating problem. Uninstalling but, new bug fix comes I would happy reinstall.",Positive,0.14805194805194805,0.6006493506493508
+Honkai Impact 3rd,"Fun action game really nice graphics. Runs well, I've got S9, better. Kiana cute. The controls responsive handle great. The touch joystick excellent, camera largely goes automatically, except (which thankfully often, drag around manually need to). My real problem far beginning basically really, really long tutorial. You'll probably get groove things long game lets free opens bunch additional, interesting stuff. Also, ""open world"" adventure bits get leveling bit pretty cool really showcase engine lot usual smaller battle arena main missions. tl;dr: cool, intro's bit long tutorial, there's stuff small battle arenas, go play",Positive,0.18447971781305117,0.5234347442680777
+Honkai Impact 3rd,"I finished game yet, far really shreds... literally!! Fans hack-and-slash games love this. Smooth controls smashing good graphics, way worth it. I played every day since I downloaded it. Lots rewards too.",Positive,0.2732142857142857,0.4857142857142857
+Honkai Impact 3rd,"Ask phone number tell necessary again. I dare you. If game nags permission make calls ever again, it'll earn uninstall. Only positive reviews keep immediately. Folks, discerning permissions give apps.",Negative,-0.04318181818181819,0.7363636363636363
+Honkai Impact 3rd,"I love everything game! Except audio through Bluetooth headphones terrible. It gets echoes, choppy really scratchy. Plz fix that!! Great game otherwise feels like console quality.",Negative,-0.06964285714285713,0.5071428571428572
+Honkai Impact 3rd,"I tend hop around mobile games, every time I get one, I always enjoy myself. It's fun game I keep going back to. My complaint occasionally freeze up, kinda kills mood times. Overall, great game play. The added adventure mode also something behold.",Positive,0.044444444444444446,0.2861111111111111
+Honkai Impact 3rd,"Amazingly good! Gameplay superb mobile controls graphics beautiful like made heaven. No intrusive advertisements in-app purchases required still kick butt fun! Try it, might like it.",Positive,0.775,0.7000000000000001
+Honkai Impact 3rd,The graphics really nice story great overall game play SUGOI weaboo definitely try game. The thing I want changed offline mode case u internet,Positive,0.09999999999999998,0.5083333333333333
+Honkai Impact 3rd,"Updated review. Gameplay wise, tight controls, graphics great. The thing bogs arbitrary, horrible gacha system. Normally, problem, latest Mike expansion clear sign bad gacha design. I get trying get money people, placing trash Valkyries focus expansion major kick teeth. Actually makes stop playing game.",Negative,-0.00550595238095238,0.5946428571428571
+Honkai Impact 3rd,"I absolutely despise, loathe core mobile (on smart phones) gaming. A waste time IMO game addicting say least. Fun core, great fightingechanics never repetitive awesome events missions.",Positive,0.19325396825396826,0.5047619047619047
+Honkai Impact 3rd,A really great free play game run it. Never mind. Changing score I found company decided acceptable nationality. Such shame too. Would 5/5 game silly censorship.,Negative,-0.016666666666666646,0.6208333333333333
+Honkai Impact 3rd,"I'm sure say, looked like anime type game I can't stop playing it. It really good graphics, I like gameplay, I like fighting. And I make friends people I even know I'm really bad making friends.",Positive,0.025000000000000022,0.6388888888888888
+Honkai Impact 3rd,It's Great Game! I'm issue starting up.. whenever says tap anywhere enter game loads stops go's back start game.. pls help!!,Negative,-0.12083333333333333,0.3416666666666666
+Honkai Impact 3rd,Awesome. Was expecting much variety characters types missions go on. Lots different enemies things dont get stale!,Positive,0.14375,0.575
+Honkai Impact 3rd,"Can't believe phone game looks good... Frenetic fun game play, plot is... Not amazing, nobody lol. Only thing I wish would add male characters. Still--Easily best mobile game I've played.",Positive,0.12999999999999998,0.5
+Hopper - Watch & Book Flights,Used tracking flight prices two weeks intended departure. It suggested I wait week prices would drop. Prices increased every day finally suggested I purchase $200 higher I first checked. Ended finding better prices app. Maybe better planning months advance?,Positive,0.3,0.5666666666666667
+Hopper - Watch & Book Flights,"A friend told hopper travel often, n can't see travelling without watching flights first. I everyone I know also.",Positive,0.25,0.3333333333333333
+Hopper - Watch & Book Flights,"I book flights track flight prices good that. The two options basic fares (Y/N) layover length (short/long). Would give 5 stars I could options like... include/exclude specific airlines, pick many stops I want max, etc.",Positive,0.3,0.3375
+Hopper - Watch & Book Flights,Awful customer support. Had number changed unforeseen circumstances way log change password number made account. So I can't go back booking better customer support email. Which expect quick reply.,Negative,-0.04166666666666667,0.5
+Hopper - Watch & Book Flights,"The first try enough me. I like idea concept, national airline country (Montenegro) even list flights I it. It shows 40% expensive flight Rome Podgorica predicts fall 190e, everywhere else currently cc 160e.",Negative,-0.0625,0.4833333333333333
+Hopper - Watch & Book Flights,I've trying give fair chance. I watching price tells price always higher says wait. I look search I find significant difference price always lower. I'm sure they're pulling numbers app. Besides easy use.,Positive,0.45166666666666666,0.7994444444444444
+Hopper - Watch & Book Flights,nan,nan,nan,nan
+Hopper - Watch & Book Flights,Honestly waste time. I always saw ads YouTube whatnot I gave try I always found way cheaper tickets,Negative,-0.2,0.0
+Hopper - Watch & Book Flights,"The claims seen price particular flight low 5 months I book now, however I fly routes time ALWAYS cost 20% less hoppers best price.",Positive,0.36,0.38
+Hopper - Watch & Book Flights,"Great concept, poor execution. The alerts constantly tell wait wait wait booking. Woke morning alert prices escalated come down. Most expensive free store.",Positive,0.09206349206349207,0.5674603174603174
+Hopper - Watch & Book Flights,"Has hidden charges. Could end paying check luggage $25-$60 per bag. Some flights DO NOT include CARRY-ON bag. I flew Texas, flight baggage normal. On way back, ticket almost twice much going plus I check bag since return flight ""No Carry-On"" stipulation included flight.",Positive,0.04583333333333334,0.2958333333333333
+Hopper - Watch & Book Flights,Deleted flight using Hopper. Most convenient flight I've seen. I never give rating short review. I'm telling buddies get app.,Positive,0.25,0.4
+Hopper - Watch & Book Flights,I glad friend told app. Before took hours every day check low price travel. Now keeps posted tell buy. Highly recommend.,Positive,0.22,0.6133333333333333
+Hopper - Watch & Book Flights,It flights Santa Maria California ... I picked November None I looked October December either... Frustrating ...,Negative,-0.4,0.9
+Hopper - Watch & Book Flights,I love fact cancel incurring fee also done app. Great idea great others wanted travel flights booked .,Positive,0.7000000000000001,0.7000000000000001
+Hopper - Watch & Book Flights,Terrible. Downloaded quick test search; $400 expensive skyscanner. Will b deleting,Negative,-0.3888888888888889,0.7333333333333334
+Hopper - Watch & Book Flights,"I've using Hopper 2 years, helped a lot, I wish good unfortunately hidden tools easy found :)",Positive,0.3666666666666667,0.6916666666666667
+Hopper - Watch & Book Flights,"You verify ID booking confirmed, tell requirement authorise payment. Then leave hanging hours, without indication booking confirmed, unavailable via chat, phone, reply emails. I hope issue sorted, giving much confidence I doubt I'll again.",Positive,0.3333333333333333,0.7333333333333334
+Hopper - Watch & Book Flights,"The first time I used Hopper, I saved $300 flight sold ever since! I often pay far less friends flights - means takes patience worth wait (without track flights myself!)!",Positive,0.17864583333333334,0.375
+Hopper - Watch & Book Flights,Hopper first place I check flights. I love able put dates I want travel wait get price right. They've saved $100's year alone!,Positive,0.4017857142857143,0.5235119047619048
+Hopper - Watch & Book Flights,"Very useful app, allows see fluctuating prices w/o constantly search flights. Just put destination date, let work you.",Positive,0.195,0.16666666666666666
+Hopper - Watch & Book Flights,DON'T TRUST IT!! ITS A SCAM!!! they're trying take money customer help prices show NOT lowest. Absolutely disappointed!,Negative,-0.9375,0.75
+Hopper - Watch & Book Flights,Just yesterday I booked flight find skyscanner/kayak Pdx berlin 860$ hopper showed best price 1200$ claimed would best deal book right prices raise.,Positive,0.7619047619047619,0.37857142857142856
+Hopper - Watch & Book Flights,Garbage app. Told wait purchase tickets prices kept going up. Ended paying $40 more.,Positive,0.5,0.5
+Hopper - Watch & Book Flights,Very easy book trip...and showed extra fees airline charge surprises follow flights I would know book wait,Positive,0.2816666666666667,0.55
+Hopper - Watch & Book Flights,So far good. Let's know prices drop might rise I get best deal. And I'm saving money.,Positive,0.6,0.6333333333333334
+Hopper - Watch & Book Flights,Until I boom. I know says. But soon,Neutral,0.0,0.0
+Hopper - Watch & Book Flights,"I like gives dates going cheapest. However, end showing money Dominican pesos instead USD. I get option change it. Also, I would like able take certain Airlines off. For example, I want fly Spirit, cheapest, I want eliminate find next cheapest.",Positive,0.37857142857142856,0.5241071428571429
+Hopper - Watch & Book Flights,This seem overpriced every trip tell airlines comparing. They must missing Delta's price always 50-200 less hopper thinks is.,Negative,-0.18333333333333335,0.058333333333333334
+Hopper - Watch & Book Flights,"This amazing! The developer/s brilliant. This aves much time money I recommend everyone I know, algorithms predict monitor flight pricing world! Thank much",Positive,0.525,0.5750000000000001
+Hopper - Watch & Book Flights,nan,nan,nan,nan
+Hopper - Watch & Book Flights,Its geat app. They give alerts flights go more!,Positive,0.625,0.5
+Hopper - Watch & Book Flights,"I got burnt putting trust Hopper predict best price trip Florida Banff, Canada. When I started using Hopper track flight prices trip, three months vacation, ample time give Hopper chance tell best prices would buy round trip flight. From day 1, Hopper told wait buy tickets anticipated prices would decrease much $130. So I waited... And waited... And waited... Hoping reap rewards patience strike perfect time score good deal flight. During time, I frustrated would notify everyday. In fact, post notifications. If I wanted update, I go time get it. However, towards end waiting period, Hopper updated started giving notifications, although daily frequency I desired, every 2-3 days. While I waited Hopper give good news, I watched anxious disappointment flight prices steadily increased Hopper continued tell wait. Then, weeks later flight prices increased $100, Hopper tells I stop waiting buy tickets anticipates prices increase point forward. Thanks nothing, Hopper. I really wanted work. It's great concept. However, developers need acquire flight data improve algorithms bunny going reach potential. Until then, I'm wasting time money app. I trust can't recommend anyone, awful experience I it. Learn mistake.",Positive,0.1587719298245614,0.48684210526315796
+Hopper - Watch & Book Flights,Had flights $120 frontier first started looking... told wait ill save $20. Dumbest idea ive ever done. The kept telling wait tickets go down. The tickets kept going eventually $300!!! It kept telling wait says drop $200!!! Hahahaha waste money!! I NEVER relying junk again!! Ended costing % $330 tickets!!!! Thats $210 could used trip.. thanks nothing hopper!!! Ive got lot frieds travel never using telling everyone know!!,Negative,-0.17217429832175926,0.38703703703703707
+Hopper - Watch & Book Flights,"9 times 10 I get best rates here. I like advise buy (thought I seen prices go advice). It is, however, easy long trying buy time KNOW bad (ie:weekends/holidays/last minute) work perfect eliminate need searching bunch sites. I wish allowed see airlines charge baggage fees much though. For instance, $132 rate American RT still cheaper $80 Spirit, I rarely travel ONLY personal item. Spirit charges approx $52-54 way EVEN carry-on",Positive,0.21833333333333335,0.5599999999999999
+Hopper - Watch & Book Flights,Show's best cheapest dates almost year. Very easy adjust choose flights. P.s. future development - something like referral bonus system would awesome!,Positive,0.6408333333333334,0.60625
+Hopper - Watch & Book Flights,Watched flight trip. Waiting would cost extra $300.,Neutral,0.0,0.1
+Hopper - Watch & Book Flights,I saved much money friends mad paid flight me!!!!,Negative,-0.4,0.6
+Hopper - Watch & Book Flights,Wow..the useful showed available deals airlines.I found much cheaper quotes 50% going directly airline site.,Positive,0.24999999999999997,0.25
+Hopper - Watch & Book Flights,"It's honestly scam, I found wayyy cheaper prices straight sucks",Positive,0.16666666666666666,0.5333333333333333
+Hopper - Watch & Book Flights,Used tracking flight prices two weeks intended departure. It suggested I wait week prices would drop. Prices increased every day finally suggested I purchase $200 higher I first checked. Ended finding better prices app. Maybe better planning months advance?,Positive,0.3,0.5666666666666667
+Hopper - Watch & Book Flights,"A friend told hopper travel often, n can't see travelling without watching flights first. I everyone I know also.",Positive,0.25,0.3333333333333333
+Hopper - Watch & Book Flights,"I book flights track flight prices good that. The two options basic fares (Y/N) layover length (short/long). Would give 5 stars I could options like... include/exclude specific airlines, pick many stops I want max, etc.",Positive,0.3,0.3375
+Hopper - Watch & Book Flights,Awful customer support. Had number changed unforeseen circumstances way log change password number made account. So I can't go back booking better customer support email. Which expect quick reply.,Negative,-0.04166666666666667,0.5
+Hopper - Watch & Book Flights,"The first try enough me. I like idea concept, national airline country (Montenegro) even list flights I it. It shows 40% expensive flight Rome Podgorica predicts fall 190e, everywhere else currently cc 160e.",Negative,-0.0625,0.4833333333333333
+Hopper - Watch & Book Flights,I've trying give fair chance. I watching price tells price always higher says wait. I look search I find significant difference price always lower. I'm sure they're pulling numbers app. Besides easy use.,Positive,0.45166666666666666,0.7994444444444444
+Hopper - Watch & Book Flights,nan,nan,nan,nan
+Hopper - Watch & Book Flights,Honestly waste time. I always saw ads YouTube whatnot I gave try I always found way cheaper tickets,Negative,-0.2,0.0
+Hopper - Watch & Book Flights,"The claims seen price particular flight low 5 months I book now, however I fly routes time ALWAYS cost 20% less hoppers best price.",Positive,0.36,0.38
+Hopper - Watch & Book Flights,"Great concept, poor execution. The alerts constantly tell wait wait wait booking. Woke morning alert prices escalated come down. Most expensive free store.",Positive,0.09206349206349207,0.5674603174603174
+Hopper - Watch & Book Flights,"Has hidden charges. Could end paying check luggage $25-$60 per bag. Some flights DO NOT include CARRY-ON bag. I flew Texas, flight baggage normal. On way back, ticket almost twice much going plus I check bag since return flight ""No Carry-On"" stipulation included flight.",Positive,0.04583333333333334,0.2958333333333333
+Hopper - Watch & Book Flights,Deleted flight using Hopper. Most convenient flight I've seen. I never give rating short review. I'm telling buddies get app.,Positive,0.25,0.4
+Hopper - Watch & Book Flights,I glad friend told app. Before took hours every day check low price travel. Now keeps posted tell buy. Highly recommend.,Positive,0.22,0.6133333333333333
+Hopper - Watch & Book Flights,It flights Santa Maria California ... I picked November None I looked October December either... Frustrating ...,Negative,-0.4,0.9
+Hopper - Watch & Book Flights,I love fact cancel incurring fee also done app. Great idea great others wanted travel flights booked .,Positive,0.7000000000000001,0.7000000000000001
+Hopper - Watch & Book Flights,Terrible. Downloaded quick test search; $400 expensive skyscanner. Will b deleting,Negative,-0.3888888888888889,0.7333333333333334
+Hopper - Watch & Book Flights,"I've using Hopper 2 years, helped a lot, I wish good unfortunately hidden tools easy found :)",Positive,0.3666666666666667,0.6916666666666667
+Hopper - Watch & Book Flights,"You verify ID booking confirmed, tell requirement authorise payment. Then leave hanging hours, without indication booking confirmed, unavailable via chat, phone, reply emails. I hope issue sorted, giving much confidence I doubt I'll again.",Positive,0.3333333333333333,0.7333333333333334
+Hopper - Watch & Book Flights,"The first time I used Hopper, I saved $300 flight sold ever since! I often pay far less friends flights - means takes patience worth wait (without track flights myself!)!",Positive,0.17864583333333334,0.375
+Hopper - Watch & Book Flights,Hopper first place I check flights. I love able put dates I want travel wait get price right. They've saved $100's year alone!,Positive,0.4017857142857143,0.5235119047619048
+Hopper - Watch & Book Flights,"Very useful app, allows see fluctuating prices w/o constantly search flights. Just put destination date, let work you.",Positive,0.195,0.16666666666666666
+Hopper - Watch & Book Flights,DON'T TRUST IT!! ITS A SCAM!!! they're trying take money customer help prices show NOT lowest. Absolutely disappointed!,Negative,-0.9375,0.75
+Hopper - Watch & Book Flights,Just yesterday I booked flight find skyscanner/kayak Pdx berlin 860$ hopper showed best price 1200$ claimed would best deal book right prices raise.,Positive,0.7619047619047619,0.37857142857142856
+Hopper - Watch & Book Flights,Garbage app. Told wait purchase tickets prices kept going up. Ended paying $40 more.,Positive,0.5,0.5
+Hopper - Watch & Book Flights,Very easy book trip...and showed extra fees airline charge surprises follow flights I would know book wait,Positive,0.2816666666666667,0.55
+Hopper - Watch & Book Flights,So far good. Let's know prices drop might rise I get best deal. And I'm saving money.,Positive,0.6,0.6333333333333334
+Hopper - Watch & Book Flights,Until I boom. I know says. But soon,Neutral,0.0,0.0
+Hopper - Watch & Book Flights,"I like gives dates going cheapest. However, end showing money Dominican pesos instead USD. I get option change it. Also, I would like able take certain Airlines off. For example, I want fly Spirit, cheapest, I want eliminate find next cheapest.",Positive,0.37857142857142856,0.5241071428571429
+Hopper - Watch & Book Flights,This seem overpriced every trip tell airlines comparing. They must missing Delta's price always 50-200 less hopper thinks is.,Negative,-0.18333333333333335,0.058333333333333334
+Hopper - Watch & Book Flights,"This amazing! The developer/s brilliant. This aves much time money I recommend everyone I know, algorithms predict monitor flight pricing world! Thank much",Positive,0.525,0.5750000000000001
+Hopper - Watch & Book Flights,nan,nan,nan,nan
+Hopper - Watch & Book Flights,Its geat app. They give alerts flights go more!,Positive,0.625,0.5
+Hopper - Watch & Book Flights,"I got burnt putting trust Hopper predict best price trip Florida Banff, Canada. When I started using Hopper track flight prices trip, three months vacation, ample time give Hopper chance tell best prices would buy round trip flight. From day 1, Hopper told wait buy tickets anticipated prices would decrease much $130. So I waited... And waited... And waited... Hoping reap rewards patience strike perfect time score good deal flight. During time, I frustrated would notify everyday. In fact, post notifications. If I wanted update, I go time get it. However, towards end waiting period, Hopper updated started giving notifications, although daily frequency I desired, every 2-3 days. While I waited Hopper give good news, I watched anxious disappointment flight prices steadily increased Hopper continued tell wait. Then, weeks later flight prices increased $100, Hopper tells I stop waiting buy tickets anticipates prices increase point forward. Thanks nothing, Hopper. I really wanted work. It's great concept. However, developers need acquire flight data improve algorithms bunny going reach potential. Until then, I'm wasting time money app. I trust can't recommend anyone, awful experience I it. Learn mistake.",Positive,0.1587719298245614,0.48684210526315796
+Hopper - Watch & Book Flights,Had flights $120 frontier first started looking... told wait ill save $20. Dumbest idea ive ever done. The kept telling wait tickets go down. The tickets kept going eventually $300!!! It kept telling wait says drop $200!!! Hahahaha waste money!! I NEVER relying junk again!! Ended costing % $330 tickets!!!! Thats $210 could used trip.. thanks nothing hopper!!! Ive got lot frieds travel never using telling everyone know!!,Negative,-0.17217429832175926,0.38703703703703707
+Hopper - Watch & Book Flights,"9 times 10 I get best rates here. I like advise buy (thought I seen prices go advice). It is, however, easy long trying buy time KNOW bad (ie:weekends/holidays/last minute) work perfect eliminate need searching bunch sites. I wish allowed see airlines charge baggage fees much though. For instance, $132 rate American RT still cheaper $80 Spirit, I rarely travel ONLY personal item. Spirit charges approx $52-54 way EVEN carry-on",Positive,0.21833333333333335,0.5599999999999999
+Hopper - Watch & Book Flights,Show's best cheapest dates almost year. Very easy adjust choose flights. P.s. future development - something like referral bonus system would awesome!,Positive,0.6408333333333334,0.60625
+Hopper - Watch & Book Flights,Watched flight trip. Waiting would cost extra $300.,Neutral,0.0,0.1
+Hopper - Watch & Book Flights,I saved much money friends mad paid flight me!!!!,Negative,-0.4,0.6
+Hopper - Watch & Book Flights,Wow..the useful showed available deals airlines.I found much cheaper quotes 50% going directly airline site.,Positive,0.24999999999999997,0.25
+Hopper - Watch & Book Flights,"It's honestly scam, I found wayyy cheaper prices straight sucks",Positive,0.16666666666666666,0.5333333333333333
+Horoscopes – Daily Zodiac Horoscope and Astrology,I like tells us percent compatibility relationship sections quality,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,This amazing...wt ever written and said exactly happened lyf...i jst loved it..,Positive,0.475,0.525
+Horoscopes – Daily Zodiac Horoscope and Astrology,I like app. A lot,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,It's good I can't 2018 exist,Positive,0.7,0.6000000000000001
+Horoscopes – Daily Zodiac Horoscope and Astrology,Nice nothing wrong,Positive,0.04999999999999999,0.95
+Horoscopes – Daily Zodiac Horoscope and Astrology,Very nice. Liked it.,Positive,0.69,0.9
+Horoscopes – Daily Zodiac Horoscope and Astrology,"After months using it, feel like ive seen lot repetitive horoscope. I even goes far ss today hororscope compare tomorrow one. I guess limited shuffling limited stock. Not that, horoscope never hit spot too. Feels like reading general character rather daily horoscope. So decide uninstall today.",Negative,-0.040476190476190464,0.33928571428571425
+Horoscopes – Daily Zodiac Horoscope and Astrology,It seems give similar horoscopes daily. I feel like I've read something similar several different days row. I know makes info not.,Neutral,0.0,0.27999999999999997
+Horoscopes – Daily Zodiac Horoscope and Astrology,Great app! I'm super horoscopes I feel like part messages usually positive help make anyone's life better. Nice job.,Positive,0.5321212121212121,0.6924242424242424
+Horoscopes – Daily Zodiac Horoscope and Astrology,Most time daily horoscope positive something positive always good way start day! A lot times they're also insightful reminding I apply messages every day life.,Positive,0.3659090909090909,0.4381818181818182
+Horoscopes – Daily Zodiac Horoscope and Astrology,"The accuracy crazy, I'm actually shocked accurate time. I definitely recommend looking incredible insight day.",Positive,6.661338147750939e-17,0.7466666666666667
+Horoscopes – Daily Zodiac Horoscope and Astrology,"So far I love it, seems working great pretty accurate messed yet! If I definitely let know!",Positive,0.35833333333333334,0.7472222222222222
+Horoscopes – Daily Zodiac Horoscope and Astrology,I've read things zodiac sign that's accurate today. I believe may know better I thought.,Positive,0.45000000000000007,0.5666666666666667
+Horoscopes – Daily Zodiac Horoscope and Astrology,I never seen self motivating like sweet pls update always i.i Love works,Positive,0.425,0.625
+Horoscopes – Daily Zodiac Horoscope and Astrology,Prefect without issues unwanted popups,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,You must believe stars 40% true.. 40% believe stars & 20% need strength make dreams come true... You must try interesting.,Positive,0.39999999999999997,0.6
+Horoscopes – Daily Zodiac Horoscope and Astrology,Have used much I love,Positive,0.5,0.6
+Horoscopes – Daily Zodiac Horoscope and Astrology,nan,nan,nan,nan
+Horoscopes – Daily Zodiac Horoscope and Astrology,nan,nan,nan,nan
+Horoscopes – Daily Zodiac Horoscope and Astrology,Plz change monthly report June taurus gemini cancer,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,Constantly shows error,Neutral,0.0,0.3333333333333333
+Horoscopes – Daily Zodiac Horoscope and Astrology,I love give advice directs heading,Positive,0.5,0.6
+Horoscopes – Daily Zodiac Horoscope and Astrology,"Easy use, knows real usually positive cheery works me!",Positive,0.5118686868686869,0.7929292929292929
+Horoscopes – Daily Zodiac Horoscope and Astrology,Tarot Cards And Reading Should Be Added,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,Don't know yet,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,Well hell Guess,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,Why deleted MONTHLY prediction? Overall best!,Positive,0.5,0.15
+Horoscopes – Daily Zodiac Horoscope and Astrology,I like,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,It's bad good fine,Positive,0.13888888888888892,0.5888888888888889
+Horoscopes – Daily Zodiac Horoscope and Astrology,Best horoscope! Very true.!,Positive,0.784375,0.5725
+Horoscopes – Daily Zodiac Horoscope and Astrology,Not,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,No,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,One best,Positive,1.0,0.3
+Horoscopes – Daily Zodiac Horoscope and Astrology,Cool,Positive,0.35,0.65
+Horoscopes – Daily Zodiac Horoscope and Astrology,helpful,Neutral,0.0,0.0
+Horoscopes – Daily Zodiac Horoscope and Astrology,nan,nan,nan,nan
+Horoscopes – Daily Zodiac Horoscope and Astrology,nan,nan,nan,nan
+Horoscopes – Daily Zodiac Horoscope and Astrology,"The horoscopes every year, according Facebook I posted them. Only word different today today year ago I'm mad. I loved cool horoscopes over.",Positive,0.08499999999999999,0.8100000000000002
+Horoscopes – Daily Zodiac Horoscope and Astrology,nan,nan,nan,nan
+Horoscopes – Daily Zodiac Horoscope and Astrology,"pretty good, choose partners sex compatibility, changes [zodiac sign] woman [sign] man, 'partner A', 'partner B'. What's this? Maybe I rate 5 stars changed",Positive,0.475,0.8
+Horses Live Wallpaper,00love horses.,Neutral,0.0,0.0
+Horses Live Wallpaper,It showed picture I've used using picture Pinterest.,Neutral,0.0,0.0
+Horses Live Wallpaper,Dont photo live,Positive,0.13636363636363635,0.5
+Horses Live Wallpaper,I like wallpapers,Neutral,0.0,0.0
+Horses Live Wallpaper,The horse pictures stunning.,Positive,0.5,1.0
+Horses Live Wallpaper,Great,Positive,0.8,0.75
+Horses Live Wallpaper,Great wallpaper's.,Positive,0.8,0.75
+Horses Live Wallpaper,I love wallpaper,Positive,0.5,0.6
+Horses Live Wallpaper,I love horses,Positive,0.5,0.6
+Horses Live Wallpaper,Excellent,Positive,1.0,1.0
+Horses Live Wallpaper,Beautiful,Positive,0.85,1.0
+Horses Live Wallpaper,Love,Positive,0.5,0.6
+Horses Live Wallpaper,nan,nan,nan,nan
+Horses Live Wallpaper,nan,nan,nan,nan
+Horses Live Wallpaper,It says multiple horses choose I get one. Liar.,Neutral,0.0,0.0
+Horses Live Wallpaper,nan,nan,nan,nan
+Horses Live Wallpaper,Horrible wallpaper. I mean come people,Negative,-0.65625,0.84375
+Horses Live Wallpaper,really live moving things sparkles float around pictures good title says.,Positive,0.41818181818181815,0.55
+Horses Live Wallpaper,"Too images, nothing live except sparkles images, ads almost every step take. Uninstalled.",Positive,0.13636363636363635,0.5
+Horses Live Wallpaper,This best wallpaper I could give 100 I would I love horses that look like ones ranch,Positive,0.75,0.44999999999999996
+Horses Live Wallpaper,It way many ads,Positive,0.5,0.5
+Horses Live Wallpaper,nan,nan,nan,nan
+Horses Live Wallpaper,Love horses perfect +one looks like mine,Positive,0.75,0.8
+Horses Live Wallpaper,nan,nan,nan,nan
+Horses Live Wallpaper,I'm obsessed pictures,Negative,-0.5,1.0
+Horses Live Wallpaper,Horse Savann horse;es daunlod please collar white,Neutral,0.0,0.0
+Horses Live Wallpaper,nan,nan,nan,nan
+Horses Live Wallpaper,Thanks I love everything this.,Positive,0.35,0.4
+Horses Live Wallpaper,Just great and hello,Positive,0.8,0.75
+Horses Live Wallpaper,Interconnected,Neutral,0.0,0.0
+Horses Live Wallpaper,Beautiful They are smart copies,Positive,0.5321428571428571,0.8214285714285714
+Horses Live Wallpaper,Power beauty motion,Neutral,0.0,0.0
+Horses Live Wallpaper,My favorite. Now I really exspress without words,Positive,0.35,0.6
+Horses Live Wallpaper,nan,nan,nan,nan
+Horses Live Wallpaper,I love awesome wallpaper,Positive,0.75,0.8
+Horses Live Wallpaper,Horses A gang horses,Neutral,0.0,0.0
+Horses Live Wallpaper,Very wasteful,Positive,0.2,0.3
+Horses Live Wallpaper,Horses change move.,Neutral,0.0,0.0
+Horses Live Wallpaper,Running Free Most beautiful creature earth,Positive,0.5833333333333334,0.7666666666666666
+Horses Live Wallpaper,Pictures beautiful Bet No life,Positive,0.85,1.0
+Hostelworld: Hostels & Cheap Hotels Travel App,"works well got fast overview need. However, frequently refuses work anything less perfect internet connection, often issue travelling, likely app.",Positive,0.22666666666666666,0.5933333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,"Your selected New Zealand region default showing prices NZ$, $ currency symbol instead, confusing. Like want charge USD",Negative,-0.08181818181818182,0.42727272727272725
+Hostelworld: Hostels & Cheap Hotels Travel App,"Great around. Remembers travel dates searching different cities. Great comparisons, overall loving far!",Positive,0.3875,0.6749999999999999
+Hostelworld: Hostels & Cheap Hotels Travel App,The fact can't choose currency want annoying payment fees bank,Negative,-0.8,0.9
+Hostelworld: Hostels & Cheap Hotels Travel App,"I tried almost 7-8 times booking zostel Udaipur ,still I facing issue payment ,I mailed customer care ,I called Udaipur zostel ,but still response !! Can't even book , pathetic !!",Negative,-1.0,1.0
+Hostelworld: Hostels & Cheap Hotels Travel App,"You see hostels major sites, usually cheaper. And ley reservations longer 8 days places even though would apps. Never ended using expensive",Negative,-0.22916666666666666,0.48333333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,This made easy comfortable travel Vietnam 3 weeks myself. As 1st solo traveller handy. Will recommend friends.,Positive,0.4777777777777778,0.8444444444444444
+Hostelworld: Hostels & Cheap Hotels Travel App,User friendly great filters help find perfect stay. Must backpackers. Good prices,Positive,0.71875,0.7125
+Hostelworld: Hostels & Cheap Hotels Travel App,"Never app, bad experience, hidden fees, stupid exchange rate, automatic date set system",Negative,-0.5555555555555555,0.6666666666666666
+Hostelworld: Hostels & Cheap Hotels Travel App,"Great experience. For looking good time , meet new people explore destinations, Hostelworld right choice. That young vibe right way. Also, love UI.",Positive,0.40111317254174395,0.5537105751391466
+Hostelworld: Hostels & Cheap Hotels Travel App,"This clearly best booking hostels. You must check hostel's availability ,even saw room another portal.",Positive,1.0,0.3
+Hostelworld: Hostels & Cheap Hotels Travel App,"Great app, easy best way compare book hostels fair price.",Positive,0.7333333333333334,0.6958333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,Best ever. Super comfortable easy use. Found best hostels,Positive,0.6333333333333334,0.58
+Hostelworld: Hostels & Cheap Hotels Travel App,"This came handy first ever country solo backpacking trip! Love It, love people got meet!",Positive,0.509375,0.6083333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,"Used lots traveling Europe last couple years, saves details, password protected book without card every time",Neutral,0.0,0.06666666666666667
+Hostelworld: Hostels & Cheap Hotels Travel App,"Nice app, things booking, would prefer laptop though",Positive,0.6,1.0
+Hostelworld: Hostels & Cheap Hotels Travel App,I problems scanning card,Neutral,0.0,0.0
+Hostelworld: Hostels & Cheap Hotels Travel App,"Great app, love finding best hostels, convenient",Positive,0.7666666666666666,0.55
+Hostelworld: Hostels & Cheap Hotels Travel App,LOOOVE Booking hostels site. It's easy I feel safe secure booking them.,Positive,0.4444444444444445,0.6444444444444445
+Hostelworld: Hostels & Cheap Hotels Travel App,"hii, find hostels north east india like gangtok, shillong etc.",Neutral,0.0,0.0
+Hostelworld: Hostels & Cheap Hotels Travel App,"Easy use, always find I need",Positive,0.43333333333333335,0.8333333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,Change dates difficult,Negative,-0.5,1.0
+Hostelworld: Hostels & Cheap Hotels Travel App,I cannot create wish list current version.,Neutral,0.0,0.4
+Hostelworld: Hostels & Cheap Hotels Travel App,Great find hostels travelling. Super helpful reviews guests multiple locations.,Positive,0.37777777777777777,0.47222222222222215
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,Good finding decent hostel looking hostel online usually cheaper rate,Positive,0.20555555555555552,0.5055555555555555
+Hostelworld: Hostels & Cheap Hotels Travel App,Fantastic traveling.,Positive,0.4,0.9
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,Great app. Review function help choose best hostel.good transpirency,Positive,0.9,0.525
+Hostelworld: Hostels & Cheap Hotels Travel App,"Easy app, problems far!",Positive,0.2791666666666667,0.9166666666666667
+Hostelworld: Hostels & Cheap Hotels Travel App,Easy helpful. I depend traveling,Positive,0.43333333333333335,0.8333333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,Very helpful traveling good customer service.,Positive,0.44999999999999996,0.45000000000000007
+Hostelworld: Hostels & Cheap Hotels Travel App,It's convenient,Neutral,0.0,0.0
+Hostelworld: Hostels & Cheap Hotels Travel App,Lots hostel info reviews. Easy booking.,Positive,0.43333333333333335,0.8333333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,Best book backpacker,Positive,1.0,0.3
+Hostelworld: Hostels & Cheap Hotels Travel App,Fantastic life saver,Positive,0.4,0.9
+Hostelworld: Hostels & Cheap Hotels Travel App,Great app.,Positive,0.8,0.75
+Hostelworld: Hostels & Cheap Hotels Travel App,Easy use. Simple helpful,Positive,0.21666666666666667,0.5952380952380952
+Hostelworld: Hostels & Cheap Hotels Travel App,Awesomeness!,Neutral,0.0,0.0
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,"Your selected New Zealand region default showing prices NZ$, $ currency symbol instead, confusing. Like want charge USD",Negative,-0.08181818181818182,0.42727272727272725
+Hostelworld: Hostels & Cheap Hotels Travel App,"Great around. Remembers travel dates searching different cities. Great comparisons, overall loving far!",Positive,0.3875,0.6749999999999999
+Hostelworld: Hostels & Cheap Hotels Travel App,The fact can't choose currency want annoying payment fees bank,Negative,-0.8,0.9
+Hostelworld: Hostels & Cheap Hotels Travel App,"I tried almost 7-8 times booking zostel Udaipur ,still I facing issue payment ,I mailed customer care ,I called Udaipur zostel ,but still response !! Can't even book , pathetic !!",Negative,-1.0,1.0
+Hostelworld: Hostels & Cheap Hotels Travel App,"You see hostels major sites, usually cheaper. And ley reservations longer 8 days places even though would apps. Never ended using expensive",Negative,-0.22916666666666666,0.48333333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,"Never app, bad experience, hidden fees, stupid exchange rate, automatic date set system",Negative,-0.5555555555555555,0.6666666666666666
+Hostelworld: Hostels & Cheap Hotels Travel App,"Great experience. For looking good time , meet new people explore destinations, Hostelworld right choice. That young vibe right way. Also, love UI.",Positive,0.40111317254174395,0.5537105751391466
+Hostelworld: Hostels & Cheap Hotels Travel App,"This clearly best booking hostels. You must check hostel's availability ,even saw room another portal.",Positive,1.0,0.3
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,Best ever. Super comfortable easy use. Found best hostels,Positive,0.6333333333333334,0.58
+Hostelworld: Hostels & Cheap Hotels Travel App,"This came handy first ever country solo backpacking trip! Love It, love people got meet!",Positive,0.509375,0.6083333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,"Used lots traveling Europe last couple years, saves details, password protected book without card every time",Neutral,0.0,0.06666666666666667
+Hostelworld: Hostels & Cheap Hotels Travel App,"Nice app, things booking, would prefer laptop though",Positive,0.6,1.0
+Hostelworld: Hostels & Cheap Hotels Travel App,I problems scanning card,Neutral,0.0,0.0
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,"hii, find hostels north east india like gangtok, shillong etc.",Neutral,0.0,0.0
+Hostelworld: Hostels & Cheap Hotels Travel App,"Easy use, always find I need",Positive,0.43333333333333335,0.8333333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,Change dates difficult,Negative,-0.5,1.0
+Hostelworld: Hostels & Cheap Hotels Travel App,I cannot create wish list current version.,Neutral,0.0,0.4
+Hostelworld: Hostels & Cheap Hotels Travel App,Great find hostels travelling. Super helpful reviews guests multiple locations.,Positive,0.37777777777777777,0.47222222222222215
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,Good finding decent hostel looking hostel online usually cheaper rate,Positive,0.20555555555555552,0.5055555555555555
+Hostelworld: Hostels & Cheap Hotels Travel App,Fantastic traveling.,Positive,0.4,0.9
+Hostelworld: Hostels & Cheap Hotels Travel App,Excellent. Used travelling always best go place stay,Positive,1.0,0.65
+Hostelworld: Hostels & Cheap Hotels Travel App,Great app. Review function help choose best hostel.good transpirency,Positive,0.9,0.525
+Hostelworld: Hostels & Cheap Hotels Travel App,"Easy app, problems far!",Positive,0.2791666666666667,0.9166666666666667
+Hostelworld: Hostels & Cheap Hotels Travel App,Easy helpful. I depend traveling,Positive,0.43333333333333335,0.8333333333333334
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,Best book backpacker,Positive,1.0,0.3
+Hostelworld: Hostels & Cheap Hotels Travel App,nan,nan,nan,nan
+Hostelworld: Hostels & Cheap Hotels Travel App,Great app.,Positive,0.8,0.75
+Hostelworld: Hostels & Cheap Hotels Travel App,Easy use. Simple helpful,Positive,0.21666666666666667,0.5952380952380952
+Hostelworld: Hostels & Cheap Hotels Travel App,Awesomeness!,Neutral,0.0,0.0
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,"The cars get top hill, flip backwards try. Run gas, explode. Same bit track 20 50 times? To get full upgrades, get new car start over. Does sound good? They want pay pay pay upgrades. Otherwise frustrating boring!",Positive,0.08579545454545451,0.5661931818181818
+Hot Wheels: Race Off,"Game buggy, hangs driving, race hit arrow nothing happens, way many ads even pay. So many ads kids game I would let kids play",Positive,0.04999999999999999,0.44999999999999996
+Hot Wheels: Race Off,"Very fun . u jump ,you balance vehicle keep flipping hood blowing up. You also flip mid air landing....cool",Positive,0.195,0.13
+Hot Wheels: Race Off,"It looks great, many levels, plays great tracks start repeat majority elements vehicle unlock suitable level tracks. Probably l2p moment failed much I uninstalled.",Positive,0.3916666666666668,0.5416666666666666
+Hot Wheels: Race Off,My son crazy game. Just problem. It's third time I uninstall game reinstall. When starting game keeps loading pass first screen even I downloaded update. Please help! Frustrated unhappy.,Negative,-0.30972222222222223,0.40370370370370373
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,Awesome game.super cool graphics. Only problem track can't beat track current vehicle currently upgraded fully,Positive,0.27,0.69
+Hot Wheels: Race Off,It's fun try take money. It's unrealistic many moguls. There high speed flow. The physics graphics good though.,Positive,0.23199999999999998,0.568
+Hot Wheels: Race Off,It awesome game however I've got 1 star go getting 180 stars thers supercharged 24 what's wrong speed layers supercharged got edge till full speed like supercharged 24 bullet proof cars. Other 5 stars time,Positive,0.06499999999999999,0.6449999999999999
+Hot Wheels: Race Off,Last update screwed man !!! On daily challenge lossing can't get menu resets ! So play win get menu cheet.also two cars get stuck track . please fix .,Positive,0.26666666666666666,0.15555555555555556
+Hot Wheels: Race Off,"Some bugs fixes tested like Audio music stops between, Game freezes moment. Overall Game interesting play..",Negative,-0.07500000000000001,0.325
+Hot Wheels: Race Off,I much enjoyed game latest update daily challenges become unbeatable I since highly infuriating I good game,Positive,0.04285714285714285,0.5428571428571428
+Hot Wheels: Race Off,Make set 7 classical cars like Chevrolet belair name CHOOSER real cool please make set 25 level triple loops,Positive,0.26249999999999996,0.48750000000000004
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,"Been playing 6 months, changed phones get start over. One games I loaded I old phone.",Positive,0.1,0.2
+Hot Wheels: Race Off,This far addicting game I ever played! I could play hours without realizing it!,Negative,-0.2625,0.7
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,I keep uninstall reinstall load past intro screen. Annoying!,Negative,-0.625,0.575
+Hot Wheels: Race Off,The game substance good I think anyone attracted game Hutch add scan function scan hot wheels,Positive,0.03749999999999998,0.5625
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,It's boring adults difficult kids. Plus ads notoriously hard close. You play stupid mini game ad. I end force closing app.,Negative,-0.5983333333333334,0.7883333333333333
+Hot Wheels: Race Off,"Not apparent advance next track, fun.",Positive,0.09166666666666666,0.18333333333333335
+Hot Wheels: Race Off,It's really good game good cheer little I give 5 star rating,Positive,0.20312499999999997,0.525
+Hot Wheels: Race Off,"The game frustrating cars go track, even upgrade cars keep flipping, controls horrible.",Negative,-0.6,0.7666666666666666
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot Wheels: Race Off,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+Hot or Not - Find someone right now,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,I every time I travel great,Positive,0.8,0.75
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"Easy use, good prices, convenient!",Positive,0.6541666666666667,0.7166666666666668
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"Did like it. It found expensive deals. If considering $300 hotel rooms, getting $199 great them. I looking find sub-$100 0 2 different state capitals. Uninstalled. Useless.",Negative,-0.04999999999999999,0.5625
+HotelTonight: Book amazing deals at great hotels,I billing issue stays. Contacted support Hoteltonight received reply within hour. The next morning issue acknowledged resolved hotel. They also really awesome deals.,Positive,0.5,0.5
+HotelTonight: Book amazing deals at great hotels,"I've using since 2014. Yesterday, I booked hotel moments flight cancelled. I reached customer support see anything could receive credit refund due circumstances. The customer representative get back next day informed nothing could do. I understand refund policy, reach right book due exigent circumstance think could take care four year customer. Or least get back day. Very disappointed I deleting app.",Negative,-0.1549107142857143,0.3325892857142857
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,I frequently....sad say bad experience....I booked downtown las vegas Nevada several times last 2 months I booked last time I like usual found price I comfortable booked room....I guess bad room I'm pahrump Nevada 1 hour 20 minutes strip. Sad say I uber costly going coming....lol bad costly experience....so make sure unlook see staying....and also u swipe h ...u stuck room sales final......so good luck,Negative,-0.11363636363636358,0.5156565656565657
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"Found bed bugs hotel, immediately checked out. The hotel said I need get refund hoteltonight, bc thats I paid. Hotel tonight refused. Both parties wont give refund. I getting refund apology, instead im getting neither.",Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,Not always best rates guarantee difficult get. Could better I like ease,Positive,0.3333333333333333,0.6
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Amazing loyalty program. Great peer-reviewed listings know seeing good hotels,Positive,0.7000000000000001,0.75
+HotelTonight: Book amazing deals at great hotels,"Junk app, listing hotel Vancouver",Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,"Great prices,& helpful last minute getaway!",Positive,0.4,0.4083333333333333
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"I Very pleased using hoteltonight. I found prices excellent, even hotels agreed beat deals. I glad I found app. I highly recommend it.",Positive,0.5775,0.885
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"If wait & book last minute, best best prices.",Positive,0.6666666666666666,0.2222222222222222
+HotelTonight: Book amazing deals at great hotels,Hotels tonight quality control hotels resell app. Even though said chat session. You'll never get refund customer joke. I post experience video social media get attention! Complete waste. Now Fox News emailing experience. Big business needs held accountable,Negative,-0.014583333333333337,0.14166666666666666
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"Great, easy interface shows wide range hotel choices. Sometimes HT prices really attractive compared search engines.",Positive,0.48333333333333334,0.7458333333333333
+HotelTonight: Book amazing deals at great hotels,It's lifesaver us procrastinate final moment.,Neutral,0.0,1.0
+HotelTonight: Book amazing deals at great hotels,I got good deal The Logan Philadelphia I visiting work. Saved least $80,Positive,0.19999999999999998,0.5
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Great great deals hotels. Very easy use. Will using frequently now. Loved,Positive,0.5926666666666668,0.72
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Great app. Easy use. Tons great deals every. Discounts galore!,Positive,0.7444444444444445,0.7777777777777778
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Life safety crunch. I love reservation process,Positive,0.5,0.6
+HotelTonight: Book amazing deals at great hotels,"Easy use, good prices, convenient!",Positive,0.6541666666666667,0.7166666666666668
+HotelTonight: Book amazing deals at great hotels,Awesome deal last minute purchase!!,Positive,0.5,0.5333333333333333
+HotelTonight: Book amazing deals at great hotels,Easy efficient use!,Positive,0.5416666666666667,0.8333333333333334
+HotelTonight: Book amazing deals at great hotels,Easy,Positive,0.43333333333333335,0.8333333333333334
+HotelTonight: Book amazing deals at great hotels,Awesome,Positive,1.0,1.0
+HotelTonight: Book amazing deals at great hotels,I love,Positive,0.5,0.6
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"Just started using week road trip New England, can't believe incredibly convenient great prices are!!! It's saved us ton money potential stress. Great work, guys!!",Positive,0.6072727272727272,0.7709090909090909
+HotelTonight: Book amazing deals at great hotels,"Did like it. It found expensive deals. If considering $300 hotel rooms, getting $199 great them. I looking find sub-$100 0 2 different state capitals. Uninstalled. Useless.",Negative,-0.04999999999999999,0.5625
+HotelTonight: Book amazing deals at great hotels,I billing issue stays. Contacted support Hoteltonight received reply within hour. The next morning issue acknowledged resolved hotel. They also really awesome deals.,Positive,0.5,0.5
+HotelTonight: Book amazing deals at great hotels,"I've using since 2014. Yesterday, I booked hotel moments flight cancelled. I reached customer support see anything could receive credit refund due circumstances. The customer representative get back next day informed nothing could do. I understand refund policy, reach right book due exigent circumstance think could take care four year customer. Or least get back day. Very disappointed I deleting app.",Negative,-0.1549107142857143,0.3325892857142857
+HotelTonight: Book amazing deals at great hotels,"Customer horrible confirm, call hotel first charged extra fee charges made. Expect long hold times little help",Negative,-0.1975,0.4666666666666667
+HotelTonight: Book amazing deals at great hotels,I frequently....sad say bad experience....I booked downtown las vegas Nevada several times last 2 months I booked last time I like usual found price I comfortable booked room....I guess bad room I'm pahrump Nevada 1 hour 20 minutes strip. Sad say I uber costly going coming....lol bad costly experience....so make sure unlook see staying....and also u swipe h ...u stuck room sales final......so good luck,Negative,-0.11363636363636358,0.5156565656565657
+HotelTonight: Book amazing deals at great hotels,I used once. I booked solid hotel got said booked I would need call ask refund. I called put hold talked someone nothing give case number put hold again. I'm still waiting call back.,Neutral,0.0,0.05
+HotelTonight: Book amazing deals at great hotels,"Found bed bugs hotel, immediately checked out. The hotel said I need get refund hoteltonight, bc thats I paid. Hotel tonight refused. Both parties wont give refund. I getting refund apology, instead im getting neither.",Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,Not always best rates guarantee difficult get. Could better I like ease,Positive,0.3333333333333333,0.6
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Amazing loyalty program. Great peer-reviewed listings know seeing good hotels,Positive,0.7000000000000001,0.75
+HotelTonight: Book amazing deals at great hotels,"Junk app, listing hotel Vancouver",Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,"Great prices,& helpful last minute getaway!",Positive,0.4,0.4083333333333333
+HotelTonight: Book amazing deals at great hotels,Used Dublin several occasions. Much better rates booking direct hotel website.,Positive,0.19999999999999998,0.3
+HotelTonight: Book amazing deals at great hotels,"Its awesome, totally love app, helpful useful",Positive,0.6,0.5333333333333333
+HotelTonight: Book amazing deals at great hotels,Only downside I see save dates favorite searches.,Positive,0.25,1.0
+HotelTonight: Book amazing deals at great hotels,"I Very pleased using hoteltonight. I found prices excellent, even hotels agreed beat deals. I glad I found app. I highly recommend it.",Positive,0.5775,0.885
+HotelTonight: Book amazing deals at great hotels,"Great deals, better deals book app. Keep looking every day bc/ put new hotels time.",Positive,0.4787878787878788,0.5681818181818182
+HotelTonight: Book amazing deals at great hotels,"If wait & book last minute, best best prices.",Positive,0.6666666666666666,0.2222222222222222
+HotelTonight: Book amazing deals at great hotels,I got good deal The Logan Philadelphia I visiting work. Saved least $80,Positive,0.19999999999999998,0.5
+HotelTonight: Book amazing deals at great hotels,It's lifesaver us procrastinate final moment.,Neutral,0.0,1.0
+HotelTonight: Book amazing deals at great hotels,"Great, easy interface shows wide range hotel choices. Sometimes HT prices really attractive compared search engines.",Positive,0.48333333333333334,0.7458333333333333
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Great app. Easy use. Tons great deals every. Discounts galore!,Positive,0.7444444444444445,0.7777777777777778
+HotelTonight: Book amazing deals at great hotels,Life safety crunch. I love reservation process,Positive,0.5,0.6
+HotelTonight: Book amazing deals at great hotels,Awesome deal last minute purchase!!,Positive,0.5,0.5333333333333333
+HotelTonight: Book amazing deals at great hotels,Easy,Positive,0.43333333333333335,0.8333333333333334
+HotelTonight: Book amazing deals at great hotels,"I've booked far, I definitely again. We got incredible deal last minute booking. We got last room hotel. Turned penthouse. So, lying said getting $950 room barely ove... Full Review",Positive,0.19999999999999998,0.4547619047619048
+HotelTonight: Book amazing deals at great hotels,"Just started using week road trip New England, can't believe incredibly convenient great prices are!!! It's saved us ton money potential stress. Great work, guys!!",Positive,0.6072727272727272,0.7709090909090909
+HotelTonight: Book amazing deals at great hotels,"I've using since 2014. Yesterday, I booked hotel moments flight cancelled. I reached customer support see anything could receive credit refund due circumstances. The customer representative get back next day informed nothing could do. I understand refund policy, reach right book due exigent circumstance think could take care four year customer. Or least get back day. Very disappointed I deleting app.",Negative,-0.1549107142857143,0.3325892857142857
+HotelTonight: Book amazing deals at great hotels,"Did like it. It found expensive deals. If considering $300 hotel rooms, getting $199 great them. I looking find sub-$100 0 2 different state capitals. Uninstalled. Useless.",Negative,-0.04999999999999999,0.5625
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,I billing issue stays. Contacted support Hoteltonight received reply within hour. The next morning issue acknowledged resolved hotel. They also really awesome deals.,Positive,0.5,0.5
+HotelTonight: Book amazing deals at great hotels,It cost us almost 25 dollars book walk front door. When called said mistake hotel end wouldnt honor better rate. Deleting,Positive,0.5,0.5
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"Customer horrible confirm, call hotel first charged extra fee charges made. Expect long hold times little help",Negative,-0.1975,0.4666666666666667
+HotelTonight: Book amazing deals at great hotels,"Found bed bugs hotel, immediately checked out. The hotel said I need get refund hoteltonight, bc thats I paid. Hotel tonight refused. Both parties wont give refund. I getting refund apology, instead im getting neither.",Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,Not always best rates guarantee difficult get. Could better I like ease,Positive,0.3333333333333333,0.6
+HotelTonight: Book amazing deals at great hotels,"Its awesome, totally love app, helpful useful",Positive,0.6,0.5333333333333333
+HotelTonight: Book amazing deals at great hotels,Amazing loyalty program. Great peer-reviewed listings know seeing good hotels,Positive,0.7000000000000001,0.75
+HotelTonight: Book amazing deals at great hotels,"Junk app, listing hotel Vancouver",Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,Used Dublin several occasions. Much better rates booking direct hotel website.,Positive,0.19999999999999998,0.3
+HotelTonight: Book amazing deals at great hotels,Only downside I see save dates favorite searches.,Positive,0.25,1.0
+HotelTonight: Book amazing deals at great hotels,"I Very pleased using hoteltonight. I found prices excellent, even hotels agreed beat deals. I glad I found app. I highly recommend it.",Positive,0.5775,0.885
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"If wait & book last minute, best best prices.",Positive,0.6666666666666666,0.2222222222222222
+HotelTonight: Book amazing deals at great hotels,Easy use. Used last minute trip Venice.Great,Positive,0.21666666666666667,0.45
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Prices EXACT competitors dont offer cancellation policy,Positive,0.25,0.25
+HotelTonight: Book amazing deals at great hotels,Should cold rip tonight,Negative,-0.6,1.0
+HotelTonight: Book amazing deals at great hotels,Doesn't work phone.,Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,These far best hotel prices I ever seen. Thanks,Positive,0.43333333333333335,0.5
+HotelTonight: Book amazing deals at great hotels,Nice works find good places stay like ghetto fabulous people things nice,Positive,0.575,0.9
+HotelTonight: Book amazing deals at great hotels,Been using couple years never lets down! Great user reviews tips.,Positive,0.3027777777777778,0.5194444444444445
+HotelTonight: Book amazing deals at great hotels,"Great prices,& helpful last minute getaway!",Positive,0.4,0.4083333333333333
+HotelTonight: Book amazing deals at great hotels,Can't detect location even I already gave permission.,Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,Very convenient finds best rates,Positive,0.6,0.3
+HotelTonight: Book amazing deals at great hotels,"If spontaneous travel, definitely come handy!",Positive,0.45,0.7666666666666666
+HotelTonight: Book amazing deals at great hotels,Solid site..good prices,Neutral,0.0,0.1
+HotelTonight: Book amazing deals at great hotels,GREATTTT!!!..Last minute deals!!!,Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,I time I always find good deal near far.,Positive,0.3,0.6666666666666666
+HotelTonight: Book amazing deals at great hotels,Really good last minute rates. Always handy easy use. Good selection accommodations.,Positive,0.48666666666666664,0.6000000000000001
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"Nice discounts, starting like kayak.",Positive,0.3,0.55
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Quick easy use.,Positive,0.3833333333333333,0.6666666666666667
+HotelTonight: Book amazing deals at great hotels,Very helpful quality hotel choices.,Positive,0.2,0.3
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,I like,Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,Very easy use....best deals I've found!,Positive,0.7041666666666667,1.0
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Great,Positive,0.8,0.75
+HotelTonight: Book amazing deals at great hotels,Good app. Comes real handy.,Positive,0.7999999999999999,0.8
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"Good deals, worth Download",Positive,0.5,0.35000000000000003
+HotelTonight: Book amazing deals at great hotels,Easy fast great hotel rates,Positive,0.4777777777777778,0.7277777777777779
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Lovely jubbly,Positive,0.5,0.75
+HotelTonight: Book amazing deals at great hotels,Great Deals!!!,Positive,1.0,0.75
+HotelTonight: Book amazing deals at great hotels,Awesome.,Positive,1.0,1.0
+HotelTonight: Book amazing deals at great hotels,Super easy.,Positive,0.3833333333333333,0.75
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Love it!,Positive,0.625,0.6
+HotelTonight: Book amazing deals at great hotels,Good,Positive,0.7,0.6000000000000001
+HotelTonight: Book amazing deals at great hotels,Nice,Positive,0.6,1.0
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Cool,Positive,0.35,0.65
+HotelTonight: Book amazing deals at great hotels,Quick easy. Had problem payment called customer helpful. Called ahead hotel highly recommended booking via app. Hotel descriptions accurate site enjoyable stay!,Positive,0.3903333333333333,0.6213333333333334
+HotelTonight: Book amazing deals at great hotels,"You'll get flexibility company. If book wrong hotel, city, nights stuck it. You get rates hotels directly ability edit reservation.",Negative,-0.2,0.65
+HotelTonight: Book amazing deals at great hotels,"Waited day book, everything got twice expensive ($275), ended sleeping car.",Negative,-0.5,0.7
+HotelTonight: Book amazing deals at great hotels,"Horrible, booked 100% non smoking room got stuck smoking room. Hotel tonight even pick responsibility.",Negative,-1.0,1.0
+HotelTonight: Book amazing deals at great hotels,"No major international locations. Domestically, I able Google find deals...Not sure unique value app.",Positive,0.26875,0.6027777777777777
+HotelTonight: Book amazing deals at great hotels,Rubbish looking Stafford... Showing hotels Birmingham... 30 miles away... Uninstalled,Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,"If travel family, forget it. End paying $100 top $253 already paid, get bed kids. Not deal all. Better booking hotel website.",Positive,0.5,0.5
+HotelTonight: Book amazing deals at great hotels,"Great cannot book room guarantee 2 people, makes impossible book larger rooms traveling children",Positive,0.044444444444444474,0.75
+HotelTonight: Book amazing deals at great hotels,Absolute trash. I've never seen counterintuitive never dealt less competent staff entire life.,Positive,0.13333333333333333,0.5645833333333333
+HotelTonight: Book amazing deals at great hotels,bad pricing sell room resort fee till later booked,Negative,-0.3499999999999999,0.3333333333333333
+HotelTonight: Book amazing deals at great hotels,This FAR favorite way book hotel rooms. The discounts real cases good. Love it!,Positive,0.425,0.7
+HotelTonight: Book amazing deals at great hotels,"Really good prices different selection guys. I tried Utah California. So far, I've really satisfied.",Positive,0.32499999999999996,0.8
+HotelTonight: Book amazing deals at great hotels,Love app. They give best deals hassle. Sometimes want go somewhere whim book hotel.,Positive,0.75,0.44999999999999996
+HotelTonight: Book amazing deals at great hotels,I used 5 nights row. It seamless user friendly. I'm sure 4.9 stars.,Positive,0.325,0.4962962962962963
+HotelTonight: Book amazing deals at great hotels,"I love it, found hotel us 450 ! And Hotel tonight finds best hotels best prices.",Positive,0.875,0.39999999999999997
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Found good deal. Would better put min spend promo code,Positive,0.6,0.55
+HotelTonight: Book amazing deals at great hotels,"Terrible app, terrible customer service.",Negative,-1.0,1.0
+HotelTonight: Book amazing deals at great hotels,Straight forward easy good deals. Great last minute,Positive,0.42666666666666664,0.53
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,Doesn't work Zenfone. Opens purple screen immediately closes.,Neutral,0.0,0.0
+HotelTonight: Book amazing deals at great hotels,My favorite hotel booking app. They filter good hotels dont legwork. Sweet !,Positive,0.5458333333333333,0.75
+HotelTonight: Book amazing deals at great hotels,"Phenomenal service. I used twice now, I pleased.",Positive,0.5,0.75
+HotelTonight: Book amazing deals at great hotels,Great deals amazing locations great prices,Positive,0.7333333333333334,0.7999999999999999
+HotelTonight: Book amazing deals at great hotels,"Quick, easy convenient. Make sure booking want fine non-refundable.",Positive,0.42083333333333334,0.6805555555555556
+HotelTonight: Book amazing deals at great hotels,Love ease app! Find great deals quick easy book! Would definitely recommend!,Positive,0.45999999999999996,0.6366666666666667
+HotelTonight: Book amazing deals at great hotels,nan,nan,nan,nan
+HotelTonight: Book amazing deals at great hotels,"great last minute prices, nice hotels",Positive,0.4666666666666666,0.6055555555555555
+HotelTonight: Book amazing deals at great hotels,Nothing beats last minute travel!,Neutral,0.0,0.06666666666666667
+HotelTonight: Book amazing deals at great hotels,This new best friend makes traveling near far easy peasy,Positive,0.35393939393939394,0.5975757575757575
+HotelTonight: Book amazing deals at great hotels,All stays good. The staff even booking room online,Positive,0.7,0.6000000000000001
+Hotels Combined - Cheap deals,"Totally unimpressed. We booking hotels Vietnam want find city centre hotels HCMC. Apply filter ""city"" first result draws IBIS airport. You can't sort district area useless. That's uninstalled",Negative,-0.08333333333333333,0.42777777777777776
+Hotels Combined - Cheap deals,"Does good job searching hotels, really good book. For example, find good hotel, wanted share friends booking, option that. I cannot even open booking page another browser. Otherwise, price search decent.",Positive,0.45333333333333325,0.5933333333333334
+Hotels Combined - Cheap deals,Not great link Agoda. As result get emails telling price dropped (those price alert). Only find Agoda showing cheapest price. However true compare Agoda include taxes etc unlike companies Hotelscombined use. So good great.,Positive,0.29,0.75
+Hotels Combined - Cheap deals,"I switch laptop given results 2nd page, crashes I gave",Neutral,0.0,0.0
+Hotels Combined - Cheap deals,1) filters dont work map 2) login required see hotel room rate,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,Just installed start screen frozen despite multiple attempts.,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,Its always force stop everytime try search location. Please fix problem,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,nan,nan,nan,nan
+Hotels Combined - Cheap deals,"I like helps ,me alot I also found food king.sg singappre I love much I love",Positive,0.5,0.6
+Hotels Combined - Cheap deals,ideal compare hotel rates within platform.,Positive,0.9,1.0
+Hotels Combined - Cheap deals,I like add jaonhoatan videos,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,Don't please,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,I cant,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,nan,nan,nan,nan
+Hotels Combined - Cheap deals,Awesome app!,Positive,1.0,1.0
+Hotels Combined - Cheap deals,easy,Positive,0.43333333333333335,0.8333333333333334
+Hotels Combined - Cheap deals,usefull,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,Good ful,Positive,0.7,0.6000000000000001
+Hotels Combined - Cheap deals,Suck,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,good,Positive,0.7,0.6000000000000001
+Hotels Combined - Cheap deals,Bad,Negative,-0.6999999999999998,0.6666666666666666
+Hotels Combined - Cheap deals,Slow,Negative,-0.30000000000000004,0.39999999999999997
+Hotels Combined - Cheap deals,"Booked sea view room 3 ppl w/2 db beds,or db mix w/ twin. They got us double b w/ extra bed without view. Untrustworthy ashamed",Neutral,0.0,0.05
+Hotels Combined - Cheap deals,beware! prices shown include vat tax. actual prices pay much higher think. please make see pay.,Positive,0.125,0.3
+Hotels Combined - Cheap deals,nan,nan,nan,nan
+Hotels Combined - Cheap deals,Nice I got useful information better prices,Positive,0.4666666666666666,0.5
+Hotels Combined - Cheap deals,Messy interface,Negative,-0.2,0.4
+Hotels Combined - Cheap deals,nan,nan,nan,nan
+Hotels Combined - Cheap deals,"Redirects always booking app, prices higher. Useless",Negative,-0.125,0.35
+Hotels Combined - Cheap deals,"Great overall great website, useful compared sites!",Positive,0.49375,0.375
+Hotels Combined - Cheap deals,Kooky,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,It'd nice could crash I try look hotels 3 showed me. 0/10 would again.,Positive,0.6,1.0
+Hotels Combined - Cheap deals,Thanks,Positive,0.2,0.2
+Hotels Combined - Cheap deals,"I wish filter options meals like breakfast ,2 meals full board",Positive,0.35,0.55
+Hotels Combined - Cheap deals,"I can't locate ""Share"" button app. I got 3 buttons, ""Bell"", ""Map"" & ""Heart"". Do I nee login get Share feature?",Neutral,0.0,0.0
+Hotels Combined - Cheap deals,Screen keeps scrolling back time,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,Not working.. keep say fail connect server,Negative,-0.5,0.29999999999999993
+Hotels Combined - Cheap deals,"Very disappointed We went Hotels Combined booked particular hotel. When received booking confirmation different hotel similar name different standard. No way contacting ended going phone number US paid fortune international phone bill. Kept hold 20 minutes, result. Never using",Negative,-0.1154761904761905,0.41547619047619044
+Hotels Combined - Cheap deals,Please provide option opt undesired agents. Not working upgrade white screen.,Neutral,0.0,0.0
+Hotels Combined - Cheap deals,"crashes since update I liked app, since version updated, crashes every time I search. Please help fix.",Positive,0.6,0.8
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Bookings stopped showing app. Helpline useless (yes I reinstalled tried turning phone again!) Their answer : OK PC instead :D,Positive,0.2916666666666667,0.5666666666666667
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Every time I book I check I need pet friendly. 2 nights row I've hit unexpected pet fees, even though I book looking pet friendly. But, oh, small print section far end app. Screw guys. Put small print front belongs. People book room road expect pay give YOU.",Positive,0.075,0.6333333333333333
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,I get daily emails deals. But I yet able find hotel date qualifies. They sued false advertising. At least list hotels area qualify. It ticks much I'm switching different bookings.,Negative,-9.25185853854297e-18,0.4041666666666666
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Easy way find hotel rating, slightly annoyed I can't copy & paste hotel address. Also, hotel claims need verification (i.e. hotels allowed advertise 'free wifi' site available small lobby hotel room itself)",Positive,0.11666666666666667,0.6466666666666667
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Finally fixed issue bookings showing please allow bookings offline. You find good really need it, like stood Chinese Immigration, find needs Wi-Fi view bookings, really?! Totally useless! Luckily could find email hotel name!",Positive,0.13194444444444445,0.33888888888888885
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Worst service! The bug would apply wrong date reservation. Called Service line immediately reservation agent required 72 hours respond!!!,Negative,-0.98828125,0.95
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Worst ever! I San Diego California sunday night, I went trought book room, confirmed hotel I selected rooms charge I show hotel 8 Wyndham National city, NO ONE reception yjeu sing saying ROOMS SOLD OUT! I call hotels customers refuse return money claimed talk Hotel 8 I able go LIE! Dont app, customer rude dont like tou",Negative,-0.04375,0.80625
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Always able get room, matter time frame location. If trouble call help out.",Positive,0.15,0.4125
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,It displays incorrect prices I uninstall it. In UK actually illegal advertise things without including VAT (sales tax) based American book room order see true price. I'll website.,Negative,-0.05000000000000001,0.3833333333333333
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Reserved hotel I sent confirmation email saying chance cancel hotel without penalty passed 3hrs I reserved. Then I rescheduled stay find rates went 50 dollars. The customer line loyalty program crediting system lies surcharges. Piss poor customer I recommend anything ran Expedia ever again. Might well go hotel reserve person. I could zero star I would. Pathetic,Negative,-0.7,0.8
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Do service! They charged hotel would charged I booked directly them, I discovered this, I spoke would fix problem. Ive forwarded different person apparently take 24 hours contact me. If problem resolved, I fix rating, But far want fix overcharge. Im feeling swindled money. And I knew I checked around I used app, I assumed wouldnt charge actual hotel. My fault I guess trusting service. Use different source ridiculous.",Negative,-0.011904761904761902,0.5785714285714286
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,My hotel bookings continue show making business trips vacations uncomfortable. I loyal user years even reached customer explanation I got delete reinstall (which course I already tried tried again).,Negative,-0.08333333333333334,0.9166666666666667
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,would actually load anything. I tried uninstalling reinstalling 3 times wound using phone's browser. Using Galaxy S7 w/Android Oreo.,Neutral,0.0,0.1
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Very misleading prices, tell anywhere prices USD Canada booking Canada hotel. The deposit cad though",Positive,0.2,0.3
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"The pet friendly option noy work. You need fix it. I choose pet friendly property comes pet friendly, however I call property say ""not pet friendly"". Very difficult differentiate pet friendly properties.",Positive,0.2041666666666667,0.5833333333333334
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Unable see booking without put order number every time I log on. Should able save it.,Neutral,0.0,0.5625
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"I travels... convenient detailed. Prices normally sites, getting Free Night staying 10 nights kicker!!!",Positive,0.44375000000000003,0.7333333333333334
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,They've taken away ability cancel bookings via mobile. You call takes minutes.,Neutral,0.0,0.0
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,This worked book hotels reservations added upcoming save found reservations! Tried couple times!! This should make fast easy! Was faster looking mailbox!,Positive,0.4385416666666667,0.7166666666666667
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Very good pricing free cancellation piece mind... sites sold room expensive..,Positive,0.27,0.7600000000000001
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,So far I problems app. It useful since I'm always travelling sometimes need hotel motel last minute,Positive,0.13333333333333333,0.35555555555555557
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Used ok something went wrong, says ""xyz"" hotels available book now, I shows jumps right , tried times thing, I noticed update I hope bug fixed No old probkem. Very frustrated",Negative,-0.024897959183673466,0.42795918367346936
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Good ap, Map function off. I asked city shows hotels copy several hours away.",Positive,0.35,0.30000000000000004
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,option review hotel book it. You get better price calling direct somechotels the. List offer.,Positive,0.3,0.45
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Just started using seems good far. Calling customer directly however fruitless.,Positive,0.3,0.6666666666666666
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Best hotel ever friendly staff nice clean facility updated modern I recommend hotel favorite,Positive,0.5069444444444445,0.6333333333333333
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"I Google account book PC, I can't find Google login option App, why? I can't see order phone!",Neutral,0.0,0.0
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,There communication between website. Nights collected easily found.,Positive,0.43333333333333335,0.8333333333333334
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,good messages confusing mention get reward night cannot page. So 4 star,Positive,0.19999999999999998,0.5
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Most time good times jacked counting bookings towards free night,Positive,0.5333333333333333,0.6333333333333334
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Easy easy compare prices. I love price match book find better deal elsewhere.,Positive,0.4666666666666667,0.6916666666666667
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Good app, however reservations made online show without searching reservation.",Positive,0.7,0.6000000000000001
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,I like far booking I NEVER able get coupon work! Email coupon codes discounts work. Complete joke.,Negative,-0.0375,0.6749999999999999
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Just spent quite long time saving hotels favorites I could go detail decide...only saved 2 32 disappear. Great waste afternoon. Thanks!,Positive,0.13999999999999999,0.29
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Made account using Google account. No option Google account sign app. Tried connect Facebook account website. Error pops unable connect accounts. I can't set password account, presumably, I used Google sign in. How I log app?",Negative,-0.5,0.5
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,The new system showing Top 10 whole search results terrible. Only showing lucrative deals . Even Rewards forces shop around . May well Trivago searches .,Negative,-0.032727272727272716,0.6709090909090909
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,We Motel happy Motel 6 Beaverton City Center mostly apartment complex behind children continue bounce ball wall night long towels needed find fabric softener. There another guest room playing loud music upstairs 11 night rather annoying hard fall asleep motels amazing,Positive,0.005833333333333357,0.6241666666666668
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Mobile currently crashing. Their international desktop Website also,Neutral,0.0,0.2
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Every time I book I check I need pet friendly. 2 nights row I've hit unexpected pet fees, even though I book looking pet friendly. But, oh, small print section far end app. Screw guys. Put small print front belongs. People book room road expect pay give YOU.",Positive,0.075,0.6333333333333333
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,I get daily emails deals. But I yet able find hotel date qualifies. They sued false advertising. At least list hotels area qualify. It ticks much I'm switching different bookings.,Negative,-9.25185853854297e-18,0.4041666666666666
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Finally fixed issue bookings showing please allow bookings offline. You find good really need it, like stood Chinese Immigration, find needs Wi-Fi view bookings, really?! Totally useless! Luckily could find email hotel name!",Positive,0.13194444444444445,0.33888888888888885
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Worst service! The bug would apply wrong date reservation. Called Service line immediately reservation agent required 72 hours respond!!!,Negative,-0.98828125,0.95
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Worst ever! I San Diego California sunday night, I went trought book room, confirmed hotel I selected rooms charge I show hotel 8 Wyndham National city, NO ONE reception yjeu sing saying ROOMS SOLD OUT! I call hotels customers refuse return money claimed talk Hotel 8 I able go LIE! Dont app, customer rude dont like tou",Negative,-0.04375,0.80625
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Always able get room, matter time frame location. If trouble call help out.",Positive,0.15,0.4125
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Reserved hotel I sent confirmation email saying chance cancel hotel without penalty passed 3hrs I reserved. Then I rescheduled stay find rates went 50 dollars. The customer line loyalty program crediting system lies surcharges. Piss poor customer I recommend anything ran Expedia ever again. Might well go hotel reserve person. I could zero star I would. Pathetic,Negative,-0.7,0.8
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,My hotel bookings continue show making business trips vacations uncomfortable. I loyal user years even reached customer explanation I got delete reinstall (which course I already tried tried again).,Negative,-0.08333333333333334,0.9166666666666667
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"The pet friendly option noy work. You need fix it. I choose pet friendly property comes pet friendly, however I call property say ""not pet friendly"". Very difficult differentiate pet friendly properties.",Positive,0.2041666666666667,0.5833333333333334
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Unable see booking without put order number every time I log on. Should able save it.,Neutral,0.0,0.5625
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"I travels... convenient detailed. Prices normally sites, getting Free Night staying 10 nights kicker!!!",Positive,0.44375000000000003,0.7333333333333334
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,This worked book hotels reservations added upcoming save found reservations! Tried couple times!! This should make fast easy! Was faster looking mailbox!,Positive,0.4385416666666667,0.7166666666666667
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Very good pricing free cancellation piece mind... sites sold room expensive..,Positive,0.27,0.7600000000000001
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,So far I problems app. It useful since I'm always travelling sometimes need hotel motel last minute,Positive,0.13333333333333333,0.35555555555555557
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Used ok something went wrong, says ""xyz"" hotels available book now, I shows jumps right , tried times thing, I noticed update I hope bug fixed No old probkem. Very frustrated",Negative,-0.024897959183673466,0.42795918367346936
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Good ap, Map function off. I asked city shows hotels copy several hours away.",Positive,0.35,0.30000000000000004
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Just started using seems good far. Calling customer directly however fruitless.,Positive,0.3,0.6666666666666666
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Best hotel ever friendly staff nice clean facility updated modern I recommend hotel favorite,Positive,0.5069444444444445,0.6333333333333333
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"I Google account book PC, I can't find Google login option App, why? I can't see order phone!",Neutral,0.0,0.0
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,There communication between website. Nights collected easily found.,Positive,0.43333333333333335,0.8333333333333334
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,good messages confusing mention get reward night cannot page. So 4 star,Positive,0.19999999999999998,0.5
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Most time good times jacked counting bookings towards free night,Positive,0.5333333333333333,0.6333333333333334
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Easy easy compare prices. I love price match book find better deal elsewhere.,Positive,0.4666666666666667,0.6916666666666667
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Good app, however reservations made online show without searching reservation.",Positive,0.7,0.6000000000000001
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,I like far booking I NEVER able get coupon work! Email coupon codes discounts work. Complete joke.,Negative,-0.0375,0.6749999999999999
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Just spent quite long time saving hotels favorites I could go detail decide...only saved 2 32 disappear. Great waste afternoon. Thanks!,Positive,0.13999999999999999,0.29
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,"Made account using Google account. No option Google account sign app. Tried connect Facebook account website. Error pops unable connect accounts. I can't set password account, presumably, I used Google sign in. How I log app?",Negative,-0.5,0.5
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,RIP off. Booked 2 rooms 5 nights 116$ per night per room ans charged average extra 70 per night per room taxes fees while sakte indicates fees included price,Negative,-0.075,0.25
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,The new system showing Top 10 whole search results terrible. Only showing lucrative deals . Even Rewards forces shop around . May well Trivago searches .,Negative,-0.032727272727272716,0.6709090909090909
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,nan,nan,nan,nan
+Hotels.com: Book Hotel Rooms & Find Vacation Deals,Mobile currently crashing. Their international desktop Website also,Neutral,0.0,0.2
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,7 days free trial asking credit card. Stupid!!!,Negative,-0.3,0.9
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Startup full dark patterns trick inputting credit card details paid subscription after trial.,Positive,0.09999999999999999,0.47500000000000003
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,"This thing took money, 70 bucks. For subscription even get. Don't download!",Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,But connect time I need,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,U pay uninstall,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,"Asking money,, Uninstalled",Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,nan,nan,nan,nan
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Unfortunately work Iran,Negative,-0.5,1.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,7 days free trial 8000 year charges,Positive,0.4,0.8
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,I want virfy account working,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,nan,nan,nan,nan
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,It also uses forza horizon 3,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,നോട naffgggg,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,nice,Positive,0.6,1.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,The best,Positive,1.0,0.3
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Very good,Positive,0.9099999999999999,0.7800000000000001
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Great,Positive,0.8,0.75
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Nice,Positive,0.6,1.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,I like turtles,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,I love yes indeed,Positive,0.5,0.6
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,nan,nan,nan,nan
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,It's ok,Positive,0.5,0.5
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Thank,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,bad,Negative,-0.6999999999999998,0.6666666666666666
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,This really helpful,Positive,0.2,0.2
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Cool,Positive,0.35,0.65
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,good,Positive,0.7,0.6000000000000001
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Usefull,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,nan,nan,nan,nan
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,nan,nan,nan,nan
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Mast,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,IDK,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,FORTNITE,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Thinks,Neutral,0.0,0.0
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Love It,Positive,0.5,0.6
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,really great,Positive,0.8,0.75
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Good,Positive,0.7,0.6000000000000001
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Good,Positive,0.7,0.6000000000000001
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,Good,Positive,0.7,0.6000000000000001
+Hotspot Shield Free VPN Proxy & Wi-Fi Security,nan,nan,nan,nan
+Hotstar,running,Neutral,0.0,0.0
+Hotstar,Best,Positive,1.0,0.3
+Hotstar,"You great collection shows movies. But functionality poor. The hangs every time watch episode show. And also search shows frequently watch, expect appear first page. What's point many updates?",Positive,0.25,0.4966666666666667
+Hotstar,nan,nan,nan,nan
+Hotstar,"Doesn't open all.. crashes time. So much hype created around playing kannada kotyadhipati along show, u guys even test it? It take answer selected finally says answer selected! What kind developer team u have! Have u ever pondered ober it?",Positive,0.2375,0.65
+Hotstar,"2 issues. 1st subtitles get downloading videos. Correct it. 2nd add option 1.25x, 1.5x 2x playing videos Response ko Karo ki suggestions accept karoge ya apni m_€¢€£€>_√...¤™¥`√... Ch****a",Neutral,0.0,0.0
+Hotstar,nan,nan,nan,nan
+Hotstar,A lot bugs. Doesnt show recent menu picure picture mode update. Horrible interface compared prime video netflix. Bad navigation different episodes. Sometimes automatically plays background even crossing picture picture mode.,Negative,-0.42499999999999993,0.6291666666666667
+Hotstar,"Even trying several times, answers taken Kannadada Kotyadipathi. Button press logging answer backend, shows yellow 2s fails again. Please fix bug play, Advertising & Marketing.",Negative,-0.16666666666666666,0.09999999999999999
+Hotstar,Please make available latest movies everyone time go theaters watch! And make free also student much money spend! :) Otherwise absolutely rocking! Keep good work!,Positive,0.4714285714285714,0.6857142857142858
+Hotstar,nan,nan,nan,nan
+Hotstar,"U people gave 1000 ads Kannadada kotyadipati play live, worst software taking answers I press many times show selected. Please work it. Don't give fake promises public, I know u r business trick day u ppl r money maker",Negative,-0.17272727272727273,0.6133333333333334
+Hotstar,nan,nan,nan,nan
+Hotstar,It waste time... I playing kannadada kotyadipathi.. ot ready take answer..i dint thought hotstar disappoint me.. please fix issue,Neutral,0.0,0.25
+Hotstar,Its really good app. Bt need shows here.. bt there. Like Dil dosti dance. Zara nach k dikha etc etc. These r star shows only.. There also screen mirroring nd screen shot problem work. plz make soon.,Positive,0.35,0.8
+Hotstar,Hey developer.. Idk thinking.. ridiculous saying I'm proper data connection watching movie I already downloaded.....I tried watching online...again gets struck 33mins nothing come..literally nothing done rather hating app.,Negative,-0.16666666666666666,0.55
+Hotstar,Fckng app. Slow loading many ads movies. Old movies. Video quality poor. Hated it. Never download. And waste time nd data.,Negative,-0.19999999999999998,0.3999999999999999
+Hotstar,"Very slow.. always keep loading streaming.. I high speed internet. Through phone streaming Amazon Prime flawless hotstar always breaking... And bug, time loading content shows two loader screen.",Positive,0.25666666666666665,0.6866666666666666
+Hotstar,Hey Novi Digital Team need login facebook ofvthe users using including trust facebook takes personal data without informing us guys login pay money watching movies get see ads I really hate guys considering theisers need need..,Negative,-0.26666666666666666,0.39999999999999997
+Hotstar,The annoying current update...because press home button device minimize still continue play movie..it's something weird...i what's problem yesterday update hotstar account premium version....so think might problem maybe problem current update...whatever...please rectify issue soon possible,Negative,-0.2,0.675
+Hotstar,Actually playing sabse smart kaun ...earlier working installed also working hardly shows 3 sec...i hope u consider solve matter fast possible,Positive,0.02452380952380952,0.5769047619047619
+Hotstar,In new update play ಕನ್ನಡದ ಕೋಟ್ಯಧಿಪತಿ (Kannadada kotyadhipathi). The game often take answers. It days failed submit. This error repetitive despite clicking answer multiple times. This often correct answer clicked wrong answer gets submitted immediately. The Wi-Fi good. I answered well time. Also sometimes shows answer locked time time ends gets unselected. Today question appear. The customer junk.,Negative,-0.11623376623376624,0.414935064935065
+Hotstar,nan,nan,nan,nan
+Hotstar,nan,nan,nan,nan
+Hotstar,Dont get app. Dont get They dont full episodes many TV shows sucks I recommend everyone get app. These people bunch cheats cheaps. They want full money bit cant provide full episodes. Shame,Positive,0.25,0.49000000000000005
+Hotstar,It's painful watch Kannadada kotyadhipathi r people add coming Tamil.. u people is.shame u.. plzz decrease add u wanna ads she6in Kannada only..,Negative,-0.35,0.95
+Hotstar,"It optimised Iball Slide Dazzle Tablet can't sign premium. On galaxy grand, worked kept getting disconnected Chromecast watchlist would lose items automatically.",Positive,0.5,1.0
+Hotstar,"Very worst reality big boss 2 tamil show organized via channel... Throwing dust bin, throwing tea.. idiotic show... People dont see show",Negative,-0.5555555555555555,0.6444444444444445
+Hotstar,Kannadada kotyadipathi play along work properly. When question coming I right answer shows I choose answer. Please solve problem,Positive,0.14285714285714285,0.31785714285714284
+Hotstar,"After recent update audio end closed. I even remove recent luck audio keeps playing. This bit frustrating, restart phone everytime close app..",Negative,-0.125,0.375
+Hotstar,nan,nan,nan,nan
+Hotstar,Many times disappointing playing sabse smart kaun game show suddenly delayed question touch respond .. Today showing Game suspended opening game playing online,Negative,-0.15510204081632656,0.5061224489795918
+Hotstar,What hell Y able hotstar I need play sabse smart kon Every tym problem But response,Positive,0.35714285714285715,0.6339285714285714
+Hotstar,nan,nan,nan,nan
+Hotstar,"Answers get lock ""kannadada kotyadipati"" . Even though locked answer ,it says locked answer. Please solve issue soon. So many people playing.",Positive,0.5,0.5
+Hotstar,Stopping constantly! Adverts long n option skipping! Bogus app!,Negative,-0.0390625,0.3666666666666667
+Hotstar,"When install first time work nicely star sports channel also work last months work open channel open something written something went wrong working please help open this, really good Android thanks",Positive,0.13888888888888887,0.5111111111111112
+Hotstar,When downloading program low quality shows 37 mb. But means getting 200+ mb. What do? Any solution?,Neutral,0.0,0.3
+Hotstar,The live shows even work..then hell r uh people asking us services... improve ur quality remove things can't maintain,Positive,0.13636363636363635,0.5
+Hotstar,Very bad I playing Kannada dha kotyadhipathi I locked option shows answer locking please build option properly,Negative,-0.4549999999999999,0.48333333333333334
+Hotwire Hotel & Car Rental App,nan,nan,nan,nan
+Hotwire Hotel & Car Rental App,"The worthless. It allow see information would see went hotwire website. You can't see details hotels far renovations that's going on, also read hotel reviews app. Both would helpful since last booking disaster.",Negative,-0.23333333333333336,0.6555555555555556
+Hotwire Hotel & Car Rental App,Scam. Hotel prices shown first much lower final price shown right entering credit card.,Positive,0.18392857142857144,0.5172619047619047
+Hotwire Hotel & Car Rental App,The bait switch totally scandalous,Neutral,0.0,0.75
+Hotwire Hotel & Car Rental App,nan,nan,nan,nan
+Hotwire Hotel & Car Rental App,If looking sh*thole Hotel place go.,Neutral,0.0,0.0
+Hotwire Hotel & Car Rental App,nan,nan,nan,nan
+Hotwire Hotel & Car Rental App,Really easy,Positive,0.43333333333333335,0.8333333333333334
+Hotwire Hotel & Car Rental App,WATCH OUT!! THEY WON'T REFUND YOU IF YOU CANCEL RESERVATIONS! They cancel reservation take money refunds! I booked times I cancel reservation $200 would refund me. USE PRICELINE THEY ARE BETTER WAY MUCH BETTER!!!,Positive,0.73828125,0.5
+Hotwire Hotel & Car Rental App,Scammers!!! give refunds even made mistake. STAY AWAY IF YOU DONT WANT ANY BAD EXPERIENCE!,Negative,-0.8749999999999998,0.6666666666666666
+Hotwire Hotel & Car Rental App,"Very fast easy use. Start finish, less 5mins. Very good user interface.",Positive,0.35916666666666663,0.615
+Hotwire Hotel & Car Rental App,nan,nan,nan,nan
+Hotwire Hotel & Car Rental App,Total scammers....booked rental car. Price supposed 54.60 plus tax... charged 61.70 tax....they charged credit card 118.01...nice...time call credit card company mark fraud cause guys refund either,Neutral,0.0,0.75
+Hotwire Hotel & Car Rental App,No deals I wanna get room 11pm hotel price f..it??,Neutral,0.0,0.0
+Hotwire Hotel & Car Rental App,Loo,Neutral,0.0,0.0
+Hotwire Hotel & Car Rental App,Great,Positive,0.8,0.75
+Hotwire Hotel & Car Rental App,nan,nan,nan,nan
+Hotwire Hotel & Car Rental App,"Buggy hell. Trying get hotel tonight house mess, downloaded app. Used online site maybe ten, fifteen times. The mobile giving errors enabling cookies browser. Which app. And I got move forward eventually trying over, told verify email address. I link, asks set password, matter I try I get general, totally nondescript error help solve problem them. I'll call local hotels find room old fashioned way.",Negative,-0.004166666666666661,0.2708333333333333
+Hotwire Hotel & Car Rental App,"This company worst. I used years ok. Now must changed , Rude customer politely refund accidental mistakes booking. They show pictures detail information hotels. With 5 min I calked accidental town. And would let pick hotel. wrong. I habe filled complaint buisness better beaur credit card company . And 2 star, 3 star hotels clean. And look like shelter .",Negative,-0.04166666666666666,0.6625
+Hotwire Hotel & Car Rental App,"Best similar apps... Would nice Share icon, I could forward itinerary confirmation.",Positive,0.5333333333333333,0.5666666666666667
+Hotwire Hotel & Car Rental App,My first stay great I fun that's I'm back I want treat good least better time around,Positive,0.32142857142857145,0.3976190476190476
+Hotwire Hotel & Car Rental App,Total scam worst ever! Thieves,Negative,-0.5,0.875
+Hotwire Hotel & Car Rental App,"No customer questions,will again.",Neutral,0.0,0.0
+Hotwire Hotel & Car Rental App,POS screws sign,Neutral,0.0,0.0
+Hotwire Hotel & Car Rental App,Quick & Easy - super,Positive,0.36666666666666664,0.6666666666666666
+Hotwire Hotel & Car Rental App,Still love it! Thanx,Positive,0.625,0.6
+Hotwire Hotel & Car Rental App,Works better,Positive,0.5,0.5
+Hotwire Hotel & Car Rental App,"Quick, efficient, cheap!",Positive,0.41666666666666663,0.6
+Hotwire Hotel & Car Rental App,Rerouted away slc airport saying place would rent local debit card. They private plane/car rental company would rent without CC cars there!,Neutral,0.0,0.1875
+Hotwire Hotel & Car Rental App,I hate gives notifications can't disabled. This them. Hotwire's actively promoted sales sending notifications. It forced uninstall it. Nice try.,Negative,-0.16666666666666669,0.6
+Hotwire Hotel & Car Rental App,Solid app. Booked many hotels & usually saved lot. Other bait & switch hotels trips good.,Positive,0.16499999999999998,0.36500000000000005
+Hotwire Hotel & Car Rental App,Always fair prices,Positive,0.7,0.9
+Hotwire Hotel & Car Rental App,It work. It keeps saying problems try later. It's 3 days still can't access bookings.,Neutral,0.0,0.0
+Hotwire Hotel & Car Rental App,Solid app. No issues yet. Been using year.,Neutral,0.0,0.1
+Hotwire Hotel & Car Rental App,Find good price car rental.,Positive,0.7,0.6000000000000001
+Hotwire Hotel & Car Rental App,"Very simple, straight forward, good ui....even better deals. I recommend.",Positive,0.35,0.4910714285714286
+Hotwire Hotel & Car Rental App,Great deals,Positive,0.8,0.75
+Hotwire Hotel & Car Rental App,nan,nan,nan,nan
+Hotwire Hotel & Car Rental App,"Keeps telling there's problem date time, can't all. Worked before.",Neutral,0.0,0.0
+Hotwire Hotel & Car Rental App,nan,nan,nan,nan
+Housing-Real Estate & Property,Incorrect listings. The agents show property discuss properties. Plus listed price varies lot compared told agents/ owners. Not reliable looking flat purchase.,Negative,-0.025,0.125
+Housing-Real Estate & Property,Pathetic app.All posted leads owner either old person says wrong number.Only agent picks calls.Properties posted February still showing.Owner says booked long back.I think use.,Negative,-0.3625,0.625
+Housing-Real Estate & Property,It's waste app... Most properties 2017... And I want room Hyderabad able find even,Positive,0.26666666666666666,0.375
+Housing-Real Estate & Property,Filters useless I posted owners shows agents approach agents,Negative,-0.5,0.2
+Housing-Real Estate & Property,Why business? Your filters don't work.. redirect buyers agent.. Deleting after using 15 min,Neutral,0.0,0.0
+Housing-Real Estate & Property,Filters work... Searching property useless,Negative,-0.5,0.2
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,I want list property sale option. Please connect,Neutral,0.0,0.0
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,Good,Positive,0.7,0.6000000000000001
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,"Awesome app.. But prices date? Awesome app. Gives proper listing. Have good filter options. Also good pre-defined lists luxury, budget homes etc. But price up-to-date? I checked flat's price I checked last month. If thats good. But changed, I hope update price too.",Positive,0.509375,0.5114583333333333
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,This worse ever. They give graphic pictures property. Other like magicbricks 99acres give real pictures visit sites also verify them. This site doesn't.,Negative,-0.08125,0.41875
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,"Horrible app. I wanted list property get around even spending 30 mins this. BTW downloaded since bad. I guess ur focus right matter site app, equally bad",Negative,-0.5285714285714285,0.7172619047619047
+Housing-Real Estate & Property,Worst app. We get nothing Time waste . They update properties details. They delete sold properties. Both sellers buyers get time waste. Don't install waste,Negative,-0.39999999999999997,0.25
+Housing-Real Estate & Property,"I able set range 1cr, scroll space 0-1cr range. At least able set value input box something.",Positive,0.2333333333333333,0.5499999999999999
+Housing-Real Estate & Property,What nonsensical app.. doesn't owner postings plus does not give information floor details like name building premise,Neutral,0.0,0.0
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,"No response support team. After I login, unable see active property sale. Unable update properties etc. There response support team even week. Please deactivate property Housing.",Negative,-0.37777777777777777,0.5333333333333333
+Housing-Real Estate & Property,Everything old stuff neither clear sold properties add new ones ..absolute time waste!,Positive,0.02159090909090909,0.25946969696969696
+Housing-Real Estate & Property,Most ads older many agents ..not much owner posted details . No report ads options . Even wrong informations also posted .,Positive,0.17333333333333328,0.48666666666666664
+Housing-Real Estate & Property,"If photos posted portal load, fit purpose. I'm sure storage technology use. I experience photo load issue using similar applications. Ur technical team need test rigorously improve production environment.",Positive,0.225,0.4472222222222222
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,"Dumb app, I wanted post property rent give option. Website work. Waste time space phone.",Negative,-0.2875,0.25
+Housing-Real Estate & Property,I property business got link SMS happy performance still guys need raise bar guys Cheers,Positive,0.8,1.0
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,"Useless app, I searched flats kondapur, Hyderabad . None number reachable I know flats unavailable would keep posts active",Negative,-0.31666666666666665,0.4
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Housing-Real Estate & Property,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
+Houzz Interior Design Ideas,nan,nan,nan,nan
diff --git a/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/README.md b/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/README.md
new file mode 100644
index 00000000..4e3c031d
--- /dev/null
+++ b/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/README.md	
@@ -0,0 +1,45 @@
+# Real-Time Google Play Store Data Analytics Dashboard
+
+This project provides a real-time data analytics dashboard for the Google Play Store, built using Python. The dashboard presents interactive visualizations based on Google Play Store app data and user reviews.
+
+## Project Structure
+- `Real_Time_Google_Play_Store_Data_Analytics_Dashboard_Python.ipynb`- Contains the .ipynb file (Jupyter notebook).
+- `Datasets/`
+  - `play_store.csv` - Contains data of Google Play Store apps.
+  - `user_reviews.csv` - Contains user reviews of apps.
+
+## Methodology
+The analysis and dashboard creation is done in the accompanying `.ipynb` notebook, with the following steps:
+
+1. **Dataset Loading**: Load both datasets (`play_store.csv` and `user_reviews.csv`).
+2. **Data Cleaning & Transformation**: Remove inconsistencies, handle missing values, and transform the data.
+3. **Merged Dataset**: Combine both datasets to create a final dataset for analysis.
+4. **Sentiment Analysis**: Performed sentiment analysis on user reviews.
+5. **Visualization**: Used Plotly to create 10 interactive plots for detailed insights.
+6. **Dashboard Creation**: A web-based dashboard was created using HTML and CSS.
+
+## Output
+Running the code generates a `dashboard.html` file that contains the final dashboard with interactive visualizations.
+
+## How to Run
+1. Clone the repository.
+2. Run the `.ipynb` notebook.
+3. The dashboard will be saved as `dashboard.html`.
+
+## Libraries Used
+- Pandas
+- Plotly Express
+- NLTK
+- webbrowser
+- Numpy
+- os
+
+## Demo Video - Interactive Dashboard
+
+https://github.com/user-attachments/assets/7797129f-946b-4fe7-aa9a-04996d5373a5
+
+
+
+
+
+
diff --git a/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/Real_Time_Google_Play_Store_Data_Analytics_Dashboard_Python.ipynb b/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/Real_Time_Google_Play_Store_Data_Analytics_Dashboard_Python.ipynb
new file mode 100644
index 00000000..21a10c43
--- /dev/null
+++ b/Data Analysis/Real-Time Google Play Store Data Analytics Dashboard - Python/Real_Time_Google_Play_Store_Data_Analytics_Dashboard_Python.ipynb	
@@ -0,0 +1,3709 @@
+{
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "mY5MZlDCFCRu"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "import plotly.express as px\n",
+        "import plotly.io as pio\n",
+        "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
+        "import nltk\n",
+        "import webbrowser\n",
+        "import os"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "rYBd4F1GeARE",
+        "outputId": "fd1692b2-4055-4c06-8129-dd1ad9fbf63c"
+      },
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "[nltk_data] Downloading package vader_lexicon to /root/nltk_data...\n"
+          ]
+        },
+        {
+          "data": {
+            "text/plain": [
+              "True"
+            ]
+          },
+          "execution_count": 2,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "nltk.download('vader_lexicon')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3EGCRDcqpFOj"
+      },
+      "source": [
+        "## Dataset Loading"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "NxnTMzfweUZD"
+      },
+      "outputs": [],
+      "source": [
+        "#Dataset Loading\n",
+        "\n",
+        "#Play Store Data\n",
+        "playstore_df= pd.read_csv('play_store.csv')\n",
+        "\n",
+        "#User Reviews Data\n",
+        "user_reviews_df= pd.read_csv('user_reviews.csv')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 573
+        },
+        "id": "naR2y_f-gcBF",
+        "outputId": "68eb8cb5-f8f0-4f4f-c8a7-021d82485cef"
+      },
+      "outputs": [
+        {
+          "data": {
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "summary": "{\n  \"name\": \"playstore_df\",\n  \"rows\": 10841,\n  \"fields\": [\n    {\n      \"column\": \"App\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 9660,\n        \"samples\": [\n          \"Run R Script - Online Statistical Data Analysis\",\n          \"EURES - Your Job in Europe\",\n          \"Dog Licks Screen Wallpaper\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Category\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 34,\n        \"samples\": [\n          \"LIBRARIES_AND_DEMO\",\n          \"MEDICAL\",\n          \"PRODUCTIVITY\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Rating\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.5374313031477594,\n        \"min\": 1.0,\n        \"max\": 19.0,\n        \"num_unique_values\": 40,\n        \"samples\": [\n          5.0,\n          3.4,\n          3.3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Reviews\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 6002,\n        \"samples\": [\n          \"66661\",\n          \"7479\",\n          \"8978\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Size\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 462,\n        \"samples\": [\n          \"746k\",\n          \"9.4M\",\n          \"35M\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Installs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 22,\n        \"samples\": [\n          \"10,000+\",\n          \"50+\",\n          \"5,000+\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Type\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Free\",\n          \"Paid\",\n          \"0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Price\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 93,\n        \"samples\": [\n          \"$17.99\",\n          \"$29.99\",\n          \"$37.99\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Content Rating\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 6,\n        \"samples\": [\n          \"Everyone\",\n          \"Teen\",\n          \"Unrated\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 120,\n        \"samples\": [\n          \"Casual;Action & Adventure\",\n          \"Board\",\n          \"Auto & Vehicles\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Last Updated\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1378,\n        \"samples\": [\n          \"March 15, 2016\",\n          \"May 14, 2013\",\n          \"October 21, 2015\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Current Ver\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2832,\n        \"samples\": [\n          \"7.0.4.17908\",\n          \"1.2.5.4-11\",\n          \"2.5.7.1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Android Ver\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 33,\n        \"samples\": [\n          \"2.2 - 7.1.1\",\n          \"7.0 and up\",\n          \"3.1 and up\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}",
+              "type": "dataframe",
+              "variable_name": "playstore_df"
+            },
+            "text/html": [
+              "\n",
+              "  <div id=\"df-c383e8db-4f94-4a9b-bdaf-d7865245a969\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>App</th>\n",
+              "      <th>Category</th>\n",
+              "      <th>Rating</th>\n",
+              "      <th>Reviews</th>\n",
+              "      <th>Size</th>\n",
+              "      <th>Installs</th>\n",
+              "      <th>Type</th>\n",
+              "      <th>Price</th>\n",
+              "      <th>Content Rating</th>\n",
+              "      <th>Genres</th>\n",
+              "      <th>Last Updated</th>\n",
+              "      <th>Current Ver</th>\n",
+              "      <th>Android Ver</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Photo Editor &amp; Candy Camera &amp; Grid &amp; ScrapBook</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>4.1</td>\n",
+              "      <td>159</td>\n",
+              "      <td>19M</td>\n",
+              "      <td>10,000+</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design</td>\n",
+              "      <td>January 7, 2018</td>\n",
+              "      <td>1.0.0</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14M</td>\n",
+              "      <td>500,000+</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>January 15, 2018</td>\n",
+              "      <td>2.0.0</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>U Launcher Lite – FREE Live Cool Themes, Hide ...</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>4.7</td>\n",
+              "      <td>87510</td>\n",
+              "      <td>8.7M</td>\n",
+              "      <td>5,000,000+</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design</td>\n",
+              "      <td>August 1, 2018</td>\n",
+              "      <td>1.2.4</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Sketch - Draw &amp; Paint</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>4.5</td>\n",
+              "      <td>215644</td>\n",
+              "      <td>25M</td>\n",
+              "      <td>50,000,000+</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0</td>\n",
+              "      <td>Teen</td>\n",
+              "      <td>Art &amp; Design</td>\n",
+              "      <td>June 8, 2018</td>\n",
+              "      <td>Varies with device</td>\n",
+              "      <td>4.2 and up</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Pixel Draw - Number Art Coloring Book</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>4.3</td>\n",
+              "      <td>967</td>\n",
+              "      <td>2.8M</td>\n",
+              "      <td>100,000+</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Creativity</td>\n",
+              "      <td>June 20, 2018</td>\n",
+              "      <td>1.1</td>\n",
+              "      <td>4.4 and up</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c383e8db-4f94-4a9b-bdaf-d7865245a969')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-c383e8db-4f94-4a9b-bdaf-d7865245a969 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-c383e8db-4f94-4a9b-bdaf-d7865245a969');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-8d27f771-e30f-4157-bc34-648da7fd089f\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-8d27f771-e30f-4157-bc34-648da7fd089f')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-8d27f771-e30f-4157-bc34-648da7fd089f button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "text/plain": [
+              "                                                 App        Category  Rating  \\\n",
+              "0     Photo Editor & Candy Camera & Grid & ScrapBook  ART_AND_DESIGN     4.1   \n",
+              "1                                Coloring book moana  ART_AND_DESIGN     3.9   \n",
+              "2  U Launcher Lite – FREE Live Cool Themes, Hide ...  ART_AND_DESIGN     4.7   \n",
+              "3                              Sketch - Draw & Paint  ART_AND_DESIGN     4.5   \n",
+              "4              Pixel Draw - Number Art Coloring Book  ART_AND_DESIGN     4.3   \n",
+              "\n",
+              "  Reviews  Size     Installs  Type Price Content Rating  \\\n",
+              "0     159   19M      10,000+  Free     0       Everyone   \n",
+              "1     967   14M     500,000+  Free     0       Everyone   \n",
+              "2   87510  8.7M   5,000,000+  Free     0       Everyone   \n",
+              "3  215644   25M  50,000,000+  Free     0           Teen   \n",
+              "4     967  2.8M     100,000+  Free     0       Everyone   \n",
+              "\n",
+              "                      Genres      Last Updated         Current Ver  \\\n",
+              "0               Art & Design   January 7, 2018               1.0.0   \n",
+              "1  Art & Design;Pretend Play  January 15, 2018               2.0.0   \n",
+              "2               Art & Design    August 1, 2018               1.2.4   \n",
+              "3               Art & Design      June 8, 2018  Varies with device   \n",
+              "4    Art & Design;Creativity     June 20, 2018                 1.1   \n",
+              "\n",
+              "    Android Ver  \n",
+              "0  4.0.3 and up  \n",
+              "1  4.0.3 and up  \n",
+              "2  4.0.3 and up  \n",
+              "3    4.2 and up  \n",
+              "4    4.4 and up  "
+            ]
+          },
+          "execution_count": 4,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "playstore_df.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "3tnVK5yigm20",
+        "outputId": "f66fe3fb-c3a2-4ac3-e10b-951abc8a82e6"
+      },
+      "outputs": [
+        {
+          "data": {
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "summary": "{\n  \"name\": \"user_reviews_df\",\n  \"rows\": 64295,\n  \"fields\": [\n    {\n      \"column\": \"App\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1074,\n        \"samples\": [\n          \"Daily Yoga - Yoga Fitness Plans\",\n          \"Calorie Counter - MyNetDiary\",\n          \"Bubble Shooter Genies\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Translated_Review\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 27994,\n        \"samples\": [\n          \"It trick I enjoy I always it.\",\n          \"I wish features..\",\n          \"Nice It's nice , I like it. But fraction calculation number seems overlapping. I hope next update fix it. And unit conversion also please put swapping button easily swap unit i.e. cm km km cm quickly.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sentiment\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Positive\",\n          \"Neutral\",\n          \"Negative\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sentiment_Polarity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.35130098219622796,\n        \"min\": -1.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 5410,\n        \"samples\": [\n          -0.2005892255892255,\n          -0.244047619047619,\n          -0.6499999999999999\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sentiment_Subjectivity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.25994901411056426,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 4474,\n        \"samples\": [\n          0.3898484848484849,\n          0.530909090909091,\n          0.7811447811447811\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}",
+              "type": "dataframe",
+              "variable_name": "user_reviews_df"
+            },
+            "text/html": [
+              "\n",
+              "  <div id=\"df-32c09aad-fff5-492a-b395-6ee1ca9b2afc\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>App</th>\n",
+              "      <th>Translated_Review</th>\n",
+              "      <th>Sentiment</th>\n",
+              "      <th>Sentiment_Polarity</th>\n",
+              "      <th>Sentiment_Subjectivity</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>10 Best Foods for You</td>\n",
+              "      <td>I like eat delicious food. That's I'm cooking ...</td>\n",
+              "      <td>Positive</td>\n",
+              "      <td>1.00</td>\n",
+              "      <td>0.533333</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>10 Best Foods for You</td>\n",
+              "      <td>This help eating healthy exercise regular basis</td>\n",
+              "      <td>Positive</td>\n",
+              "      <td>0.25</td>\n",
+              "      <td>0.288462</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>10 Best Foods for You</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>10 Best Foods for You</td>\n",
+              "      <td>Works great especially going grocery store</td>\n",
+              "      <td>Positive</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.875000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>10 Best Foods for You</td>\n",
+              "      <td>Best idea us</td>\n",
+              "      <td>Positive</td>\n",
+              "      <td>1.00</td>\n",
+              "      <td>0.300000</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-32c09aad-fff5-492a-b395-6ee1ca9b2afc')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-32c09aad-fff5-492a-b395-6ee1ca9b2afc button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-32c09aad-fff5-492a-b395-6ee1ca9b2afc');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-399756f0-8be7-453d-97df-117102b99f4d\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-399756f0-8be7-453d-97df-117102b99f4d')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-399756f0-8be7-453d-97df-117102b99f4d button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "text/plain": [
+              "                     App                                  Translated_Review  \\\n",
+              "0  10 Best Foods for You  I like eat delicious food. That's I'm cooking ...   \n",
+              "1  10 Best Foods for You    This help eating healthy exercise regular basis   \n",
+              "2  10 Best Foods for You                                                NaN   \n",
+              "3  10 Best Foods for You         Works great especially going grocery store   \n",
+              "4  10 Best Foods for You                                       Best idea us   \n",
+              "\n",
+              "  Sentiment  Sentiment_Polarity  Sentiment_Subjectivity  \n",
+              "0  Positive                1.00                0.533333  \n",
+              "1  Positive                0.25                0.288462  \n",
+              "2       NaN                 NaN                     NaN  \n",
+              "3  Positive                0.40                0.875000  \n",
+              "4  Positive                1.00                0.300000  "
+            ]
+          },
+          "execution_count": 5,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "user_reviews_df.head()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "2s9KL0OmpJ7X"
+      },
+      "source": [
+        "## Data Cleaning"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 492
+        },
+        "id": "rc6_rgd6gqId",
+        "outputId": "e7166af2-2316-453c-a413-ad26e5781e7c"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>0</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>App</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Category</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Rating</th>\n",
+              "      <td>1474</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Reviews</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Size</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Installs</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Type</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Price</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Content Rating</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Genres</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Last Updated</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Current Ver</th>\n",
+              "      <td>8</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Android Ver</th>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> int64</label>"
+            ],
+            "text/plain": [
+              "App                  0\n",
+              "Category             0\n",
+              "Rating            1474\n",
+              "Reviews              0\n",
+              "Size                 0\n",
+              "Installs             0\n",
+              "Type                 1\n",
+              "Price                0\n",
+              "Content Rating       1\n",
+              "Genres               0\n",
+              "Last Updated         0\n",
+              "Current Ver          8\n",
+              "Android Ver          3\n",
+              "dtype: int64"
+            ]
+          },
+          "execution_count": 6,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "#missing values\n",
+        "playstore_df.isnull().sum()\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 241
+        },
+        "id": "3x-QnkbPg0BQ",
+        "outputId": "f33c7677-b585-4c24-88c1-17caa3206279"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>0</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>App</th>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Translated_Review</th>\n",
+              "      <td>26868</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sentiment</th>\n",
+              "      <td>26863</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sentiment_Polarity</th>\n",
+              "      <td>26863</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sentiment_Subjectivity</th>\n",
+              "      <td>26863</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> int64</label>"
+            ],
+            "text/plain": [
+              "App                           0\n",
+              "Translated_Review         26868\n",
+              "Sentiment                 26863\n",
+              "Sentiment_Polarity        26863\n",
+              "Sentiment_Subjectivity    26863\n",
+              "dtype: int64"
+            ]
+          },
+          "execution_count": 7,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "user_reviews_df.isnull().sum()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "uKmLSCcjg36f",
+        "outputId": "16b59927-a3bf-4a9d-ef71-81f7bf7d1230"
+      },
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "<ipython-input-8-e74a37d48633>:4: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
+            "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
+            "\n",
+            "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
+            "\n",
+            "\n",
+            "  playstore_df[column].fillna(playstore_df[column].mode()[0],inplace=True)\n",
+            "<ipython-input-8-e74a37d48633>:4: SettingWithCopyWarning: \n",
+            "A value is trying to be set on a copy of a slice from a DataFrame\n",
+            "\n",
+            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+            "  playstore_df[column].fillna(playstore_df[column].mode()[0],inplace=True)\n",
+            "<ipython-input-8-e74a37d48633>:5: SettingWithCopyWarning: \n",
+            "A value is trying to be set on a copy of a slice from a DataFrame\n",
+            "\n",
+            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+            "  playstore_df.drop_duplicates(inplace=True)\n"
+          ]
+        }
+      ],
+      "source": [
+        "#Data Cleaning\n",
+        "playstore_df=playstore_df.dropna(subset=['Rating'])\n",
+        "for column in playstore_df.columns:\n",
+        "    playstore_df[column].fillna(playstore_df[column].mode()[0],inplace=True)\n",
+        "playstore_df.drop_duplicates(inplace=True)\n",
+        "playstore_df=playstore_df[playstore_df['Rating']<=5]\n",
+        "user_reviews_df.dropna(subset=['Translated_Review'],inplace=True)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 492
+        },
+        "id": "ZeWCvEx7kZJW",
+        "outputId": "d74e836e-bc07-4bcf-d61c-b9fac500e5a3"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>0</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>App</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Category</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Rating</th>\n",
+              "      <td>float64</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Reviews</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Size</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Installs</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Type</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Price</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Content Rating</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Genres</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Last Updated</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Current Ver</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Android Ver</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> object</label>"
+            ],
+            "text/plain": [
+              "App                object\n",
+              "Category           object\n",
+              "Rating            float64\n",
+              "Reviews            object\n",
+              "Size               object\n",
+              "Installs           object\n",
+              "Type               object\n",
+              "Price              object\n",
+              "Content Rating     object\n",
+              "Genres             object\n",
+              "Last Updated       object\n",
+              "Current Ver        object\n",
+              "Android Ver        object\n",
+              "dtype: object"
+            ]
+          },
+          "execution_count": 9,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "playstore_df.dtypes"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "YDFjoGPjpRok"
+      },
+      "source": [
+        "## Data Transformation"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "_ASgywaClOZL"
+      },
+      "outputs": [],
+      "source": [
+        "#Data Transformation\n",
+        "playstore_df['Installs']=playstore_df['Installs'].str.replace(',','').str.replace('+','').astype(int)\n",
+        "playstore_df['Price']=playstore_df['Price'].str.replace('$','').astype(float)\n",
+        "playstore_df['Reviews']=playstore_df['Reviews'].astype(int)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "HrcAUdkIuPOU"
+      },
+      "source": [
+        "## Merged Dataset"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "d7SxBEDCuOEH"
+      },
+      "outputs": [],
+      "source": [
+        "#Combined dataset\n",
+        "merge_df=pd.merge(playstore_df,user_reviews_df,on='App',how='inner')\n",
+        "merge_df.head()\n",
+        "\n",
+        "#Save the merged dataset\n",
+        "merge_df.to_csv('dataset.csv',index=False)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "collapsed": true,
+        "id": "JQ1EX-JZmHjv",
+        "outputId": "c499f00b-e02b-4d3a-feb8-3c7e282f7619"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "App\n",
+            "Helix Jump                                            1638\n",
+            "Bowmasters                                            1560\n",
+            "8 Ball Pool                                           1533\n",
+            "Angry Birds Classic                                   1365\n",
+            "Candy Crush Saga                                      1200\n",
+            "                                                      ... \n",
+            "Apartment Decorating Ideas                               1\n",
+            "Calculator - unit converter                              1\n",
+            "CBS News                                                 1\n",
+            "Best Ovulation Tracker Fertility Calendar App Glow       1\n",
+            "HD Camera                                                1\n",
+            "Name: count, Length: 816, dtype: int64\n",
+            "Category\n",
+            "GAME                   17270\n",
+            "FAMILY                  5436\n",
+            "HEALTH_AND_FITNESS      2848\n",
+            "DATING                  2533\n",
+            "TRAVEL_AND_LOCAL        2419\n",
+            "PRODUCTIVITY            2340\n",
+            "PHOTOGRAPHY             2334\n",
+            "SPORTS                  2289\n",
+            "FINANCE                 1836\n",
+            "COMMUNICATION           1810\n",
+            "TOOLS                   1794\n",
+            "MEDICAL                 1516\n",
+            "SHOPPING                1388\n",
+            "ENTERTAINMENT           1384\n",
+            "NEWS_AND_MAGAZINES      1358\n",
+            "PERSONALIZATION         1275\n",
+            "BUSINESS                1261\n",
+            "EDUCATION               1138\n",
+            "SOCIAL                  1135\n",
+            "LIFESTYLE               1090\n",
+            "BOOKS_AND_REFERENCE      776\n",
+            "FOOD_AND_DRINK           717\n",
+            "HOUSE_AND_HOME           581\n",
+            "ART_AND_DESIGN           382\n",
+            "BEAUTY                   338\n",
+            "LIBRARIES_AND_DEMO       333\n",
+            "VIDEO_PLAYERS            331\n",
+            "AUTO_AND_VEHICLES        289\n",
+            "PARENTING                260\n",
+            "WEATHER                  233\n",
+            "MAPS_AND_NAVIGATION      192\n",
+            "EVENTS                   158\n",
+            "COMICS                    80\n",
+            "Name: count, dtype: int64\n",
+            "Rating\n",
+            "4.4    10487\n",
+            "4.5     8912\n",
+            "4.3     8130\n",
+            "4.6     7957\n",
+            "4.2     6812\n",
+            "4.7     5075\n",
+            "4.1     3946\n",
+            "4.0     2529\n",
+            "3.9     1995\n",
+            "3.8      857\n",
+            "3.7      791\n",
+            "4.8      374\n",
+            "3.5      323\n",
+            "3.4      240\n",
+            "3.6      216\n",
+            "3.1      120\n",
+            "4.9       98\n",
+            "2.7       65\n",
+            "3.3       64\n",
+            "3.0       63\n",
+            "3.2       39\n",
+            "2.6       31\n",
+            "Name: count, dtype: int64\n",
+            "Reviews\n",
+            "1535973    312\n",
+            "1536349    312\n",
+            "1535581    312\n",
+            "1535084    312\n",
+            "1534466    312\n",
+            "          ... \n",
+            "87951        1\n",
+            "134195       1\n",
+            "566          1\n",
+            "1478         1\n",
+            "9498         1\n",
+            "Name: count, Length: 1067, dtype: int64\n",
+            "Size\n",
+            "Varies with device    21324\n",
+            "97M                    2034\n",
+            "33M                    1768\n",
+            "52M                    1535\n",
+            "74M                    1299\n",
+            "                      ...  \n",
+            "3.2M                      3\n",
+            "68M                       1\n",
+            "8.7M                      1\n",
+            "118k                      1\n",
+            "73M                       1\n",
+            "Name: count, Length: 168, dtype: int64\n",
+            "Installs\n",
+            "100000000     14434\n",
+            "10000000      11781\n",
+            "1000000        9126\n",
+            "5000000        6367\n",
+            "50000000       5145\n",
+            "100000         3700\n",
+            "500000         3236\n",
+            "1000000000     2051\n",
+            "500000000      1762\n",
+            "50000           802\n",
+            "10000           646\n",
+            "1000             74\n",
+            "Name: count, dtype: int64\n",
+            "Type\n",
+            "Free    58605\n",
+            "Paid      519\n",
+            "Name: count, dtype: int64\n",
+            "Price\n",
+            "0.00     58605\n",
+            "3.99       144\n",
+            "9.99       114\n",
+            "11.99       80\n",
+            "0.99        62\n",
+            "29.99       40\n",
+            "4.99        39\n",
+            "2.49        37\n",
+            "6.99         3\n",
+            "Name: count, dtype: int64\n",
+            "Content Rating\n",
+            "Everyone           45213\n",
+            "Teen                8367\n",
+            "Mature 17+          3353\n",
+            "Everyone 10+        2155\n",
+            "Adults only 18+       36\n",
+            "Name: count, dtype: int64\n",
+            "Genres\n",
+            "Action                               6279\n",
+            "Casual                               3616\n",
+            "Sports                               3609\n",
+            "Health & Fitness                     2848\n",
+            "Arcade                               2633\n",
+            "                                     ... \n",
+            "Sports;Action & Adventure              35\n",
+            "Casual;Action & Adventure              22\n",
+            "Travel & Local;Action & Adventure      18\n",
+            "Simulation;Pretend Play                14\n",
+            "Educational;Brain Games                 3\n",
+            "Name: count, Length: 68, dtype: int64\n",
+            "Last Updated\n",
+            "July 31, 2018         4900\n",
+            "August 1, 2018        3455\n",
+            "August 3, 2018        3281\n",
+            "August 2, 2018        2499\n",
+            "July 23, 2018         2464\n",
+            "                      ... \n",
+            "September 20, 2016       1\n",
+            "May 19, 2017             1\n",
+            "June 7, 2016             1\n",
+            "May 11, 2016             1\n",
+            "March 13, 2015           1\n",
+            "Name: count, Length: 250, dtype: int64\n",
+            "Current Ver\n",
+            "Varies with device    16684\n",
+            "1.0.6                  1737\n",
+            "2.12.5                 1560\n",
+            "4.0.0                  1533\n",
+            "7.9.3                  1365\n",
+            "                      ...  \n",
+            "4.6                       1\n",
+            "1.10.0.205086730          1\n",
+            "5.28.0                    1\n",
+            "8.2                       1\n",
+            "1.8.5                     1\n",
+            "Name: count, Length: 506, dtype: int64\n",
+            "Android Ver\n",
+            "Varies with device    15659\n",
+            "4.1 and up            15365\n",
+            "4.0.3 and up           8830\n",
+            "4.4 and up             5017\n",
+            "5.0 and up             3953\n",
+            "4.0 and up             3548\n",
+            "2.3 and up             2207\n",
+            "4.2 and up             1605\n",
+            "2.3.3 and up            611\n",
+            "6.0 and up              586\n",
+            "4.3 and up              535\n",
+            "3.0 and up              487\n",
+            "2.1 and up              199\n",
+            "2.2 and up              192\n",
+            "7.0 and up               73\n",
+            "1.6 and up               72\n",
+            "7.1 and up               40\n",
+            "1.5 and up               38\n",
+            "3.2 and up               37\n",
+            "4.0.3 - 7.1.1            34\n",
+            "2.0 and up               34\n",
+            "5.0 - 8.0                 2\n",
+            "Name: count, dtype: int64\n",
+            "Translated_Review\n",
+            "Good                                                                                                                                      314\n",
+            "Nice                                                                                                                                      209\n",
+            "Great                                                                                                                                     171\n",
+            "Love                                                                                                                                      156\n",
+            "Awesome                                                                                                                                    89\n",
+            "                                                                                                                                         ... \n",
+            "I would given 5star,but cannot apply themes, why?                                                                                           1\n",
+            "I would given 5 stars, way many pop ups ads! The site great!                                                                                1\n",
+            "I would given 5 stars um... It takes long time load besides It's good cuz I sketch pals stuff Cool ;-)                                      1\n",
+            "I would give stars, I wrote something, went publish it, vanished!! And I try post something pictures, publish. Please figure fix it! !      1\n",
+            "It's great... good                                                                                                                          1\n",
+            "Name: count, Length: 26682, dtype: int64\n",
+            "Sentiment\n",
+            "Positive    37523\n",
+            "Negative    15041\n",
+            "Neutral      6560\n",
+            "Name: count, dtype: int64\n",
+            "Sentiment_Polarity\n",
+            " 0.000000    6560\n",
+            " 0.500000    2089\n",
+            " 0.700000    1229\n",
+            " 1.000000    1149\n",
+            " 0.300000     871\n",
+            "             ... \n",
+            " 0.211905       1\n",
+            "-0.120455       1\n",
+            " 0.212240       1\n",
+            " 0.212311       1\n",
+            " 0.134242       1\n",
+            "Name: count, Length: 5295, dtype: int64\n",
+            "Sentiment_Subjectivity\n",
+            "0.000000    5386\n",
+            "0.500000    2423\n",
+            "1.000000    2183\n",
+            "0.600000    1600\n",
+            "0.750000    1548\n",
+            "            ... \n",
+            "0.498810       1\n",
+            "0.599490       1\n",
+            "0.499206       1\n",
+            "0.599351       1\n",
+            "0.323214       1\n",
+            "Name: count, Length: 4382, dtype: int64\n"
+          ]
+        }
+      ],
+      "source": [
+        "for column in merge_df.columns:\n",
+        "    print(merge_df.value_counts(column))"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 617
+        },
+        "id": "fArYtSqCoDjP",
+        "outputId": "258516c5-3e2e-4331-d024-244426eb8598"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>0</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>App</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Category</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Rating</th>\n",
+              "      <td>float64</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Reviews</th>\n",
+              "      <td>int64</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Size</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Installs</th>\n",
+              "      <td>int64</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Type</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Price</th>\n",
+              "      <td>float64</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Content Rating</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Genres</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Last Updated</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Current Ver</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Android Ver</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Translated_Review</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sentiment</th>\n",
+              "      <td>object</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sentiment_Polarity</th>\n",
+              "      <td>float64</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Sentiment_Subjectivity</th>\n",
+              "      <td>float64</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> object</label>"
+            ],
+            "text/plain": [
+              "App                        object\n",
+              "Category                   object\n",
+              "Rating                    float64\n",
+              "Reviews                     int64\n",
+              "Size                       object\n",
+              "Installs                    int64\n",
+              "Type                       object\n",
+              "Price                     float64\n",
+              "Content Rating             object\n",
+              "Genres                     object\n",
+              "Last Updated               object\n",
+              "Current Ver                object\n",
+              "Android Ver                object\n",
+              "Translated_Review          object\n",
+              "Sentiment                  object\n",
+              "Sentiment_Polarity        float64\n",
+              "Sentiment_Subjectivity    float64\n",
+              "dtype: object"
+            ]
+          },
+          "execution_count": 13,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "merge_df.dtypes"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "xKT7N1TNuZSV"
+      },
+      "source": [
+        "## Data Transformation (continued....)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "D9V-oMSHm4bO"
+      },
+      "outputs": [],
+      "source": [
+        "def convert_size(size):\n",
+        "  if 'M' in size:\n",
+        "    return float(size.replace('M',''))\n",
+        "  elif 'k' in size:\n",
+        "    return float(size.replace('k',''))/1024\n",
+        "  else:\n",
+        "    return np.nan"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "3WJDGkJwnOIi"
+      },
+      "outputs": [],
+      "source": [
+        "merge_df['Size']=merge_df['Size'].apply(convert_size)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "FFJCW9Q2tBoZ"
+      },
+      "outputs": [],
+      "source": [
+        "#Log Installs & Log Reviews\n",
+        "merge_df['Log_Installs']=np.log1p(merge_df['Installs'])\n",
+        "merge_df['Log_Reviews']=np.log1p(merge_df['Reviews'])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 417
+        },
+        "id": "ztF8TNStoHsU",
+        "outputId": "8b662e15-3402-496f-a7db-fc8874d38f08"
+      },
+      "outputs": [
+        {
+          "data": {
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "summary": "{\n  \"name\": \"merge_df\",\n  \"rows\": 59124,\n  \"fields\": [\n    {\n      \"column\": \"App\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 816,\n        \"samples\": [\n          \"Bloomberg Professional\",\n          \"Entel\",\n          \"HTC Weather\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Category\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 33,\n        \"samples\": [\n          \"NEWS_AND_MAGAZINES\",\n          \"LIBRARIES_AND_DEMO\",\n          \"PERSONALIZATION\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Rating\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.274102311399498,\n        \"min\": 2.6,\n        \"max\": 4.9,\n        \"num_unique_values\": 22,\n        \"samples\": [\n          3.9,\n          3.3,\n          4.6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Reviews\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 7142036,\n        \"min\": 46,\n        \"max\": 78158306,\n        \"num_unique_values\": 1067,\n        \"samples\": [\n          5745093,\n          91031,\n          103078\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Size\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 28.63591337941624,\n        \"min\": 0.00830078125,\n        \"max\": 99.0,\n        \"num_unique_values\": 166,\n        \"samples\": [\n          99.0,\n          91.0,\n          45.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Installs\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 195574663,\n        \"min\": 1000,\n        \"max\": 1000000000,\n        \"num_unique_values\": 12,\n        \"samples\": [\n          50000,\n          500000000,\n          500000\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Type\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"Paid\",\n          \"Free\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Price\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.0261051278221462,\n        \"min\": 0.0,\n        \"max\": 29.99,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          2.49,\n          4.99\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Content Rating\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Teen\",\n          \"Adults only 18+\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Genres\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 68,\n        \"samples\": [\n          \"Simulation;Pretend Play\",\n          \"Health & Fitness\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Last Updated\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 250,\n        \"samples\": [\n          \"October 12, 2017\",\n          \"July 19, 2018\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Current Ver\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 506,\n        \"samples\": [\n          \"2.9.18\",\n          \"2.0.3165\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Android Ver\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 22,\n        \"samples\": [\n          \"4.0.3 and up\",\n          \"2.2 and up\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Translated_Review\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 26682,\n        \"samples\": [\n          \"Meh would better watch faces\",\n          \"I need open new profile characters like Miss Martian, Cheetah Raven\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sentiment\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Negative\",\n          \"Neutral\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sentiment_Polarity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.3318814458120929,\n        \"min\": -1.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 5295,\n        \"samples\": [\n          0.3722222222222222,\n          0.4339393939393939\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sentiment_Subjectivity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.23865872274842778,\n        \"min\": 0.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 4382,\n        \"samples\": [\n          0.4571428571428571,\n          0.5067765567765569\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Log_Installs\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.5307095385402216,\n        \"min\": 6.90875477931522,\n        \"max\": 20.72326583794641,\n        \"num_unique_values\": 12,\n        \"samples\": [\n          10.819798284210286,\n          20.030118658386467\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Log_Reviews\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.873633657707784,\n        \"min\": 3.8501476017100584,\n        \"max\": 18.174246904768196,\n        \"num_unique_values\": 1067,\n        \"samples\": [\n          15.563856831185095,\n          11.418966372036845\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}",
+              "type": "dataframe",
+              "variable_name": "merge_df"
+            },
+            "text/html": [
+              "\n",
+              "  <div id=\"df-b5540eee-d897-4763-9f2a-23345aa53b65\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>App</th>\n",
+              "      <th>Category</th>\n",
+              "      <th>Rating</th>\n",
+              "      <th>Reviews</th>\n",
+              "      <th>Size</th>\n",
+              "      <th>Installs</th>\n",
+              "      <th>Type</th>\n",
+              "      <th>Price</th>\n",
+              "      <th>Content Rating</th>\n",
+              "      <th>Genres</th>\n",
+              "      <th>Last Updated</th>\n",
+              "      <th>Current Ver</th>\n",
+              "      <th>Android Ver</th>\n",
+              "      <th>Translated_Review</th>\n",
+              "      <th>Sentiment</th>\n",
+              "      <th>Sentiment_Polarity</th>\n",
+              "      <th>Sentiment_Subjectivity</th>\n",
+              "      <th>Log_Installs</th>\n",
+              "      <th>Log_Reviews</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>January 15, 2018</td>\n",
+              "      <td>2.0.0</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>A kid's excessive ads. The types ads allowed a...</td>\n",
+              "      <td>Negative</td>\n",
+              "      <td>-0.250</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>January 15, 2018</td>\n",
+              "      <td>2.0.0</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>It bad &gt;:(</td>\n",
+              "      <td>Negative</td>\n",
+              "      <td>-0.725</td>\n",
+              "      <td>0.833333</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>January 15, 2018</td>\n",
+              "      <td>2.0.0</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>like</td>\n",
+              "      <td>Neutral</td>\n",
+              "      <td>0.000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>January 15, 2018</td>\n",
+              "      <td>2.0.0</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>I love colors inspyering</td>\n",
+              "      <td>Positive</td>\n",
+              "      <td>0.500</td>\n",
+              "      <td>0.600000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>January 15, 2018</td>\n",
+              "      <td>2.0.0</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>I hate</td>\n",
+              "      <td>Negative</td>\n",
+              "      <td>-0.800</td>\n",
+              "      <td>0.900000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b5540eee-d897-4763-9f2a-23345aa53b65')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-b5540eee-d897-4763-9f2a-23345aa53b65 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-b5540eee-d897-4763-9f2a-23345aa53b65');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-c1b1674d-4ba2-4431-a7f7-040a0c9dd889\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c1b1674d-4ba2-4431-a7f7-040a0c9dd889')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-c1b1674d-4ba2-4431-a7f7-040a0c9dd889 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "text/plain": [
+              "                   App        Category  Rating  Reviews  Size  Installs  Type  \\\n",
+              "0  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "1  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "2  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "3  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "4  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "\n",
+              "   Price Content Rating                     Genres      Last Updated  \\\n",
+              "0    0.0       Everyone  Art & Design;Pretend Play  January 15, 2018   \n",
+              "1    0.0       Everyone  Art & Design;Pretend Play  January 15, 2018   \n",
+              "2    0.0       Everyone  Art & Design;Pretend Play  January 15, 2018   \n",
+              "3    0.0       Everyone  Art & Design;Pretend Play  January 15, 2018   \n",
+              "4    0.0       Everyone  Art & Design;Pretend Play  January 15, 2018   \n",
+              "\n",
+              "  Current Ver   Android Ver  \\\n",
+              "0       2.0.0  4.0.3 and up   \n",
+              "1       2.0.0  4.0.3 and up   \n",
+              "2       2.0.0  4.0.3 and up   \n",
+              "3       2.0.0  4.0.3 and up   \n",
+              "4       2.0.0  4.0.3 and up   \n",
+              "\n",
+              "                                   Translated_Review Sentiment  \\\n",
+              "0  A kid's excessive ads. The types ads allowed a...  Negative   \n",
+              "1                                         It bad >:(  Negative   \n",
+              "2                                               like   Neutral   \n",
+              "3                           I love colors inspyering  Positive   \n",
+              "4                                             I hate  Negative   \n",
+              "\n",
+              "   Sentiment_Polarity  Sentiment_Subjectivity  Log_Installs  Log_Reviews  \n",
+              "0              -0.250                1.000000     13.122365     6.875232  \n",
+              "1              -0.725                0.833333     13.122365     6.875232  \n",
+              "2               0.000                0.000000     13.122365     6.875232  \n",
+              "3               0.500                0.600000     13.122365     6.875232  \n",
+              "4              -0.800                0.900000     13.122365     6.875232  "
+            ]
+          },
+          "execution_count": 17,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "merge_df.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "_kS3nhqEoWxb"
+      },
+      "outputs": [],
+      "source": [
+        "#Add Rating Group column\n",
+        "def rating_group(rating):\n",
+        "    if rating >= 4:\n",
+        "        return 'Top Rated'\n",
+        "    elif rating >= 3:\n",
+        "        return 'Above Average'\n",
+        "    elif rating >= 2:\n",
+        "        return 'Average'\n",
+        "    else:\n",
+        "        return 'Below Average'\n",
+        "\n",
+        "merge_df['Rating_Group'] = merge_df['Rating'].apply(rating_group)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "XGAli2Huomr4"
+      },
+      "outputs": [],
+      "source": [
+        "#Revenue column\n",
+        "merge_df['Revenue']=merge_df['Price']*merge_df['Installs']"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "NvgCA0G8pY6s"
+      },
+      "source": [
+        "## Sentiment Analysis\n",
+        "\n",
+        "> NLP\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "tskeGxgrpbAS"
+      },
+      "outputs": [],
+      "source": [
+        "sia=SentimentIntensityAnalyzer()\n",
+        "merge_df['Sentiment_Score']=merge_df['Translated_Review'].apply(lambda x:sia.polarity_scores(x)['compound'])\n",
+        "\n",
+        "#Polarity scores in SIA: +ve,-ve,neutral,compound\n",
+        "#Compound: -1(very -ve) to +1(very +ve)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 446
+        },
+        "id": "MrUl3gaeryu8",
+        "outputId": "01d3ed79-ca47-4e40-9e99-a00ed83cedcb"
+      },
+      "outputs": [
+        {
+          "data": {
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "merge_df"
+            },
+            "text/html": [
+              "\n",
+              "  <div id=\"df-2ae0c9eb-dd5e-4c79-a1d2-2ffd4f9a343d\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>App</th>\n",
+              "      <th>Category</th>\n",
+              "      <th>Rating</th>\n",
+              "      <th>Reviews</th>\n",
+              "      <th>Size</th>\n",
+              "      <th>Installs</th>\n",
+              "      <th>Type</th>\n",
+              "      <th>Price</th>\n",
+              "      <th>Content Rating</th>\n",
+              "      <th>Genres</th>\n",
+              "      <th>...</th>\n",
+              "      <th>Android Ver</th>\n",
+              "      <th>Translated_Review</th>\n",
+              "      <th>Sentiment</th>\n",
+              "      <th>Sentiment_Polarity</th>\n",
+              "      <th>Sentiment_Subjectivity</th>\n",
+              "      <th>Log_Installs</th>\n",
+              "      <th>Log_Reviews</th>\n",
+              "      <th>Rating_Group</th>\n",
+              "      <th>Revenue</th>\n",
+              "      <th>Sentiment_Score</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>A kid's excessive ads. The types ads allowed a...</td>\n",
+              "      <td>Negative</td>\n",
+              "      <td>-0.250</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>-0.2500</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>It bad &gt;:(</td>\n",
+              "      <td>Negative</td>\n",
+              "      <td>-0.725</td>\n",
+              "      <td>0.833333</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>-0.8020</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>like</td>\n",
+              "      <td>Neutral</td>\n",
+              "      <td>0.000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.3612</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>I love colors inspyering</td>\n",
+              "      <td>Positive</td>\n",
+              "      <td>0.500</td>\n",
+              "      <td>0.600000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.6369</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4.0.3 and up</td>\n",
+              "      <td>I hate</td>\n",
+              "      <td>Negative</td>\n",
+              "      <td>-0.800</td>\n",
+              "      <td>0.900000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>-0.5719</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 22 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2ae0c9eb-dd5e-4c79-a1d2-2ffd4f9a343d')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-2ae0c9eb-dd5e-4c79-a1d2-2ffd4f9a343d button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-2ae0c9eb-dd5e-4c79-a1d2-2ffd4f9a343d');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-c0936eb6-dbf5-41d6-952f-42659debdc2c\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c0936eb6-dbf5-41d6-952f-42659debdc2c')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-c0936eb6-dbf5-41d6-952f-42659debdc2c button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "text/plain": [
+              "                   App        Category  Rating  Reviews  Size  Installs  Type  \\\n",
+              "0  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "1  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "2  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "3  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "4  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "\n",
+              "   Price Content Rating                     Genres  ...   Android Ver  \\\n",
+              "0    0.0       Everyone  Art & Design;Pretend Play  ...  4.0.3 and up   \n",
+              "1    0.0       Everyone  Art & Design;Pretend Play  ...  4.0.3 and up   \n",
+              "2    0.0       Everyone  Art & Design;Pretend Play  ...  4.0.3 and up   \n",
+              "3    0.0       Everyone  Art & Design;Pretend Play  ...  4.0.3 and up   \n",
+              "4    0.0       Everyone  Art & Design;Pretend Play  ...  4.0.3 and up   \n",
+              "\n",
+              "                                   Translated_Review Sentiment  \\\n",
+              "0  A kid's excessive ads. The types ads allowed a...  Negative   \n",
+              "1                                         It bad >:(  Negative   \n",
+              "2                                               like   Neutral   \n",
+              "3                           I love colors inspyering  Positive   \n",
+              "4                                             I hate  Negative   \n",
+              "\n",
+              "  Sentiment_Polarity Sentiment_Subjectivity  Log_Installs  Log_Reviews  \\\n",
+              "0             -0.250               1.000000     13.122365     6.875232   \n",
+              "1             -0.725               0.833333     13.122365     6.875232   \n",
+              "2              0.000               0.000000     13.122365     6.875232   \n",
+              "3              0.500               0.600000     13.122365     6.875232   \n",
+              "4             -0.800               0.900000     13.122365     6.875232   \n",
+              "\n",
+              "    Rating_Group  Revenue Sentiment_Score  \n",
+              "0  Above Average      0.0         -0.2500  \n",
+              "1  Above Average      0.0         -0.8020  \n",
+              "2  Above Average      0.0          0.3612  \n",
+              "3  Above Average      0.0          0.6369  \n",
+              "4  Above Average      0.0         -0.5719  \n",
+              "\n",
+              "[5 rows x 22 columns]"
+            ]
+          },
+          "execution_count": 21,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "merge_df.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 446
+        },
+        "id": "3rWM0WZOuu7w",
+        "outputId": "b8de9465-5ed1-443a-da2c-f21a0f12fa02"
+      },
+      "outputs": [
+        {
+          "data": {
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "merge_df"
+            },
+            "text/html": [
+              "\n",
+              "  <div id=\"df-8ed924fd-897f-44d7-9ac8-fb9265fa5ada\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>App</th>\n",
+              "      <th>Category</th>\n",
+              "      <th>Rating</th>\n",
+              "      <th>Reviews</th>\n",
+              "      <th>Size</th>\n",
+              "      <th>Installs</th>\n",
+              "      <th>Type</th>\n",
+              "      <th>Price</th>\n",
+              "      <th>Content Rating</th>\n",
+              "      <th>Genres</th>\n",
+              "      <th>...</th>\n",
+              "      <th>Translated_Review</th>\n",
+              "      <th>Sentiment</th>\n",
+              "      <th>Sentiment_Polarity</th>\n",
+              "      <th>Sentiment_Subjectivity</th>\n",
+              "      <th>Log_Installs</th>\n",
+              "      <th>Log_Reviews</th>\n",
+              "      <th>Rating_Group</th>\n",
+              "      <th>Revenue</th>\n",
+              "      <th>Sentiment_Score</th>\n",
+              "      <th>Year</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>A kid's excessive ads. The types ads allowed a...</td>\n",
+              "      <td>Negative</td>\n",
+              "      <td>-0.250</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>-0.2500</td>\n",
+              "      <td>2018</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>It bad &gt;:(</td>\n",
+              "      <td>Negative</td>\n",
+              "      <td>-0.725</td>\n",
+              "      <td>0.833333</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>-0.8020</td>\n",
+              "      <td>2018</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>like</td>\n",
+              "      <td>Neutral</td>\n",
+              "      <td>0.000</td>\n",
+              "      <td>0.000000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.3612</td>\n",
+              "      <td>2018</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>I love colors inspyering</td>\n",
+              "      <td>Positive</td>\n",
+              "      <td>0.500</td>\n",
+              "      <td>0.600000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.6369</td>\n",
+              "      <td>2018</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Coloring book moana</td>\n",
+              "      <td>ART_AND_DESIGN</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>967</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>500000</td>\n",
+              "      <td>Free</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>Everyone</td>\n",
+              "      <td>Art &amp; Design;Pretend Play</td>\n",
+              "      <td>...</td>\n",
+              "      <td>I hate</td>\n",
+              "      <td>Negative</td>\n",
+              "      <td>-0.800</td>\n",
+              "      <td>0.900000</td>\n",
+              "      <td>13.122365</td>\n",
+              "      <td>6.875232</td>\n",
+              "      <td>Above Average</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>-0.5719</td>\n",
+              "      <td>2018</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 23 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8ed924fd-897f-44d7-9ac8-fb9265fa5ada')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-8ed924fd-897f-44d7-9ac8-fb9265fa5ada button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-8ed924fd-897f-44d7-9ac8-fb9265fa5ada');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-497dbde8-d905-448f-8b41-7166c54a602b\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-497dbde8-d905-448f-8b41-7166c54a602b')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-497dbde8-d905-448f-8b41-7166c54a602b button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "text/plain": [
+              "                   App        Category  Rating  Reviews  Size  Installs  Type  \\\n",
+              "0  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "1  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "2  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "3  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "4  Coloring book moana  ART_AND_DESIGN     3.9      967  14.0    500000  Free   \n",
+              "\n",
+              "   Price Content Rating                     Genres  ...  \\\n",
+              "0    0.0       Everyone  Art & Design;Pretend Play  ...   \n",
+              "1    0.0       Everyone  Art & Design;Pretend Play  ...   \n",
+              "2    0.0       Everyone  Art & Design;Pretend Play  ...   \n",
+              "3    0.0       Everyone  Art & Design;Pretend Play  ...   \n",
+              "4    0.0       Everyone  Art & Design;Pretend Play  ...   \n",
+              "\n",
+              "                                   Translated_Review Sentiment  \\\n",
+              "0  A kid's excessive ads. The types ads allowed a...  Negative   \n",
+              "1                                         It bad >:(  Negative   \n",
+              "2                                               like   Neutral   \n",
+              "3                           I love colors inspyering  Positive   \n",
+              "4                                             I hate  Negative   \n",
+              "\n",
+              "  Sentiment_Polarity Sentiment_Subjectivity Log_Installs  Log_Reviews  \\\n",
+              "0             -0.250               1.000000    13.122365     6.875232   \n",
+              "1             -0.725               0.833333    13.122365     6.875232   \n",
+              "2              0.000               0.000000    13.122365     6.875232   \n",
+              "3              0.500               0.600000    13.122365     6.875232   \n",
+              "4             -0.800               0.900000    13.122365     6.875232   \n",
+              "\n",
+              "    Rating_Group  Revenue  Sentiment_Score  Year  \n",
+              "0  Above Average      0.0          -0.2500  2018  \n",
+              "1  Above Average      0.0          -0.8020  2018  \n",
+              "2  Above Average      0.0           0.3612  2018  \n",
+              "3  Above Average      0.0           0.6369  2018  \n",
+              "4  Above Average      0.0          -0.5719  2018  \n",
+              "\n",
+              "[5 rows x 23 columns]"
+            ]
+          },
+          "execution_count": 22,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "#Extract year\n",
+        "merge_df['Last Updated']=pd.to_datetime(merge_df['Last Updated'],errors='coerce')\n",
+        "merge_df['Year']=merge_df['Last Updated'].dt.year\n",
+        "\n",
+        "merge_df.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 241
+        },
+        "id": "yqTDLVY5vO89",
+        "outputId": "16b42ee8-b8ec-489b-e3e1-646146b257cc"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Last Updated</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>2018-01-15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2018-01-15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>2018-01-15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>2018-01-15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>2018-01-15</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> datetime64[ns]</label>"
+            ],
+            "text/plain": [
+              "0   2018-01-15\n",
+              "1   2018-01-15\n",
+              "2   2018-01-15\n",
+              "3   2018-01-15\n",
+              "4   2018-01-15\n",
+              "Name: Last Updated, dtype: datetime64[ns]"
+            ]
+          },
+          "execution_count": 23,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "merge_df['Last Updated'].head()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ZU6lINvtvgbu"
+      },
+      "source": [
+        "## Plotly\n",
+        "\n",
+        "> Interactive Visualization"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "b7OWV4LGviJn"
+      },
+      "outputs": [],
+      "source": [
+        "html_files_path=\"./\"\n",
+        "if not os.path.exists(html_files_path):\n",
+        "    os.makedirs(html_files_path)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "nDF6B2BPzvJ-"
+      },
+      "outputs": [],
+      "source": [
+        "plot_containers=\"\""
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "IOoOTSdVzyHz"
+      },
+      "outputs": [],
+      "source": [
+        "#Save each Plotly figure to HTML file\n",
+        "def save_plot_as_html(fig,filename,insight):\n",
+        "  global plot_containers\n",
+        "  filepath=os.path.join(html_files_path,filename)\n",
+        "  html_content = pio.to_html(fig, full_html=False, include_plotlyjs='inline')\n",
+        "  plot_containers += f\"\"\"\n",
+        "    <div class=\"plot-container\" id=\"{filename}\" onclick=\"openPlot('{filename}')\">\n",
+        "        <div class=\"plot\">{html_content}</div>\n",
+        "        <div class=\"insights\">{insight}</div>\n",
+        "    </div>\n",
+        "    \"\"\"\n",
+        "  fig.write_html(filepath, full_html=False, include_plotlyjs='inline')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "H7FrUIzuyHT5"
+      },
+      "source": [
+        "> Figures"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "AKNhWfIc1B00"
+      },
+      "outputs": [],
+      "source": [
+        "plot_width=400\n",
+        "plot_height=300\n",
+        "plot_bg_color='black'\n",
+        "text_color='white'\n",
+        "title_font={'size':16}\n",
+        "axis_font={'size':12}"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "jAalYi72yJ3c"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 1- Category\n",
+        "category_counts=merge_df['Category'].value_counts().nlargest(10)\n",
+        "fig1=px.bar(\n",
+        "    x=category_counts.index,\n",
+        "    y=category_counts.values,\n",
+        "    labels={'x':'Category','y':'Count'},\n",
+        "    title='Top Categories on Play Store',\n",
+        "    color=category_counts.index,\n",
+        "    color_discrete_sequence=px.colors.sequential.Plasma,\n",
+        "    width=400,\n",
+        "    height=300\n",
+        ")\n",
+        "fig1.update_layout(\n",
+        "    plot_bgcolor='black',\n",
+        "    paper_bgcolor='black',\n",
+        "    font_color='white',\n",
+        "    title_font={'size':16},\n",
+        "    xaxis=dict(title_font={'size':12}),\n",
+        "    yaxis=dict(title_font={'size':12}),\n",
+        "    margin=dict(l=10,r=10,t=30,b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig1,\"Category Graph 1.html\",\"The top categories on Play Store are dominated by tools, entertainment, and productivity apps.\")\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "gNqSaDAY2h7X"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 2- Type\n",
+        "type_cnts=merge_df['Type'].value_counts()\n",
+        "fig2=px.pie(\n",
+        "    names=type_cnts.index,\n",
+        "    values=type_cnts.values,\n",
+        "    title='App Type Distribution',\n",
+        "    color_discrete_sequence=px.colors.sequential.RdBu,\n",
+        "    width=400,\n",
+        "    height=300\n",
+        ")\n",
+        "fig2.update_layout(\n",
+        "    plot_bgcolor='black',\n",
+        "    paper_bgcolor='black',\n",
+        "    font_color='white',\n",
+        "    title_font={'size':16},\n",
+        "    margin=dict(l=10,r=10,t=30,b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig2,\"App Type Graph 2.html\",\"The majority of apps on Play Store are free.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "0dtXNhLm2_cu"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 3- Rating\n",
+        "fig3=px.histogram(\n",
+        "    merge_df,\n",
+        "    x='Rating',\n",
+        "    nbins=20,\n",
+        "    title='Rating Distribution',\n",
+        "    color_discrete_sequence=['#636EFA'],\n",
+        "    width=400,\n",
+        "    height=300\n",
+        ")\n",
+        "fig3.update_layout(\n",
+        "    plot_bgcolor='black',\n",
+        "    paper_bgcolor='black',\n",
+        "    font_color='white',\n",
+        "    title_font={'size':16},\n",
+        "    xaxis=dict(title_font={'size':12}),\n",
+        "    yaxis=dict(title_font={'size':12}),\n",
+        "    margin=dict(l=10,r=10,t=30,b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig3,\"Rating Graph 3.html\",\n",
+        "                  \"Ratings are skewed towards higher values, suggesting that most apps are rated favorably by users.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "IxbHKEjB3gW-"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 4- Sentiment_Score\n",
+        "sentiment_counts=merge_df['Sentiment_Score'].value_counts()\n",
+        "fig4=px.bar(\n",
+        "    x=sentiment_counts.index,\n",
+        "    y=sentiment_counts.values,\n",
+        "    labels={'x':'Sentiment Score','y':'Count'},\n",
+        "    title='Sentiment Distribution',\n",
+        "    color=sentiment_counts.index,\n",
+        "    color_discrete_sequence=px.colors.sequential.RdPu,\n",
+        "    width=400,\n",
+        "    height=300\n",
+        ")\n",
+        "fig4.update_layout(\n",
+        "    plot_bgcolor='black',\n",
+        "    paper_bgcolor='black',\n",
+        "    font_color='white',\n",
+        "    title_font={'size':16},\n",
+        "    xaxis=dict(title_font={'size':12}),\n",
+        "    yaxis=dict(title_font={'size':12}),\n",
+        "    margin=dict(l=10,r=10,t=30,b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig4,\"Sentiment Graph 4.html\",\n",
+        "                  \"Sentiments in reviews show a mix of positive and negative feedback, with a slight lean towards positive sentiments.\")\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "Tj3dR_yM3yKH"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 5- Installs\n",
+        "installs_category=merge_df.groupby('Category')['Installs'].sum().nlargest(10)\n",
+        "fig5=px.bar(\n",
+        "    x=installs_category.index,\n",
+        "    y=installs_category.values,\n",
+        "    orientation='h',\n",
+        "    labels={'x':'Installs','y':'Category'},\n",
+        "    title='Installs by Category',\n",
+        "    color=installs_category.index,\n",
+        "    color_discrete_sequence=px.colors.sequential.Blues,\n",
+        "    width=400,\n",
+        "    height=300\n",
+        ")\n",
+        "fig5.update_layout(\n",
+        "    plot_bgcolor='black',\n",
+        "    paper_bgcolor='black',\n",
+        "    font_color='white',\n",
+        "    title_font={'size':16},\n",
+        "    xaxis=dict(title_font={'size':12}),\n",
+        "    yaxis=dict(title_font={'size':12}),\n",
+        "    margin=dict(l=10,r=10,t=30,b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig5,\"Installs Graph 5.html\",\n",
+        "                  \"The categories with the most installs are social and communication apps, reflecting their broad appeal and daily usage.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "wcXkeXl04Mor"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 6- Updates Per Year Plot\n",
+        "updates_per_year = merge_df['Last Updated'].dt.year.value_counts().sort_index()\n",
+        "fig6 = px.line(\n",
+        "    x=updates_per_year.index,\n",
+        "    y=updates_per_year.values,\n",
+        "    labels={'x': 'Year', 'y': 'Number of Updates'},\n",
+        "    title='Number of Updates Over the Years',\n",
+        "    color_discrete_sequence=['#AB63FA'],\n",
+        "    width=plot_width,\n",
+        "    height=plot_height\n",
+        ")\n",
+        "fig6.update_layout(\n",
+        "    plot_bgcolor=plot_bg_color,\n",
+        "    paper_bgcolor=plot_bg_color,\n",
+        "    font_color=text_color,\n",
+        "    title_font=title_font,\n",
+        "    xaxis=dict(title_font=axis_font),\n",
+        "    yaxis=dict(title_font=axis_font),\n",
+        "    margin=dict(l=10, r=10, t=30, b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig6, \"Updates Graph 6.html\", \"Updates have been increasing over the years, showing that developers are actively maintaining and improving their apps.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "aRANUJfu4_s6"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 7- Revenue\n",
+        "revenue_by_category=merge_df.groupby('Category')['Revenue'].sum().nlargest(10)\n",
+        "fig7=px.bar(\n",
+        "    x=revenue_by_category.index,\n",
+        "    y=revenue_by_category.values,\n",
+        "    labels={'x':'Category','y':'Revenue'},\n",
+        "    title='Revenue by Category',\n",
+        "    color=revenue_by_category.index,\n",
+        "    color_discrete_sequence=px.colors.sequential.Greens,\n",
+        "    width=400,\n",
+        "    height=300\n",
+        ")\n",
+        "fig7.update_layout(\n",
+        "    plot_bgcolor='black',\n",
+        "    paper_bgcolor='black',\n",
+        "    font_color='white',\n",
+        "    title_font={'size':16},\n",
+        "    xaxis=dict(title_font={'size':12}),\n",
+        "    yaxis=dict(title_font={'size':12}),\n",
+        "    margin=dict(l=10,r=10,t=30,b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig7,\"Revenue Graph 7.html\",\"Categories such as Business and Productivity lead in revenue generation, indicating their monetization potential.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "PtCH_Kyx4_m6"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 8- Genres\n",
+        "genre_counts=merge_df['Genres'].str.split(';',expand=True).stack().value_counts().nlargest(10)\n",
+        "fig8=px.bar(\n",
+        "    x=genre_counts.index,\n",
+        "    y=genre_counts.values,\n",
+        "    labels={'x':'Genre','y':'Count'},\n",
+        "    title='Top Genres',\n",
+        "    color=installs_category.index,\n",
+        "    color_discrete_sequence=px.colors.sequential.OrRd,\n",
+        "    width=400,\n",
+        "    height=300\n",
+        ")\n",
+        "fig8.update_layout(\n",
+        "    plot_bgcolor='black',\n",
+        "    paper_bgcolor='black',\n",
+        "    font_color='white',\n",
+        "    title_font={'size':16},\n",
+        "    xaxis=dict(title_font={'size':12}),\n",
+        "    yaxis=dict(title_font={'size':12}),\n",
+        "    margin=dict(l=10,r=10,t=30,b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig8,\"Genre Graph 8.html\",\"Action and Casual genres are the most common, reflecting users' preference for engaging and easy-to-play game.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "mcEIK0AX4_e0"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 9\n",
+        "fig9=px.scatter(\n",
+        "    merge_df,\n",
+        "    x='Last Updated',\n",
+        "    y='Rating',\n",
+        "    color='Type',\n",
+        "    title='Impact of Last Update on Rating',\n",
+        "    color_discrete_sequence=px.colors.qualitative.Vivid,\n",
+        "    width=400,\n",
+        "    height=300\n",
+        ")\n",
+        "fig9.update_layout(\n",
+        "    plot_bgcolor='black',\n",
+        "    paper_bgcolor='black',\n",
+        "    font_color='white',\n",
+        "    title_font={'size':16},\n",
+        "    xaxis=dict(title_font={'size':12}),\n",
+        "    yaxis=dict(title_font={'size':12}),\n",
+        "    margin=dict(l=10,r=10,t=30,b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig9,\"Update Graph 9.html\",\"The Scatter Plot shows a weak correlation between the last update and ratings, suggesting that more frequent updates don't always result in better ratings.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "EyHOortx4_SW"
+      },
+      "outputs": [],
+      "source": [
+        "#Figure 10\n",
+        "fig10=px.box(\n",
+        "    merge_df,\n",
+        "    x='Type',\n",
+        "    y='Rating',\n",
+        "    color='Type',\n",
+        "    title='Rating for Paid vs Free Apps',\n",
+        "    color_discrete_sequence=px.colors.qualitative.Pastel,\n",
+        "    width=400,\n",
+        "    height=300\n",
+        ")\n",
+        "fig10.update_layout(\n",
+        "    plot_bgcolor='black',\n",
+        "    paper_bgcolor='black',\n",
+        "    font_color='white',\n",
+        "    title_font={'size':16},\n",
+        "    xaxis=dict(title_font={'size':12}),\n",
+        "    yaxis=dict(title_font={'size':12}),\n",
+        "    margin=dict(l=10,r=10,t=30,b=10)\n",
+        ")\n",
+        "save_plot_as_html(fig10,\"Paid Free Graph 10.html\",\"Paid apps generally have higher ratings compared to free apps, suggesting that users expect higher quality from apps they pay for.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "I7L0eMMyBU4q"
+      },
+      "outputs": [],
+      "source": [
+        "#Splitting of different plots\n",
+        "plot_containers_split=plot_containers.split('</div>')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "NChTvayVBbkP"
+      },
+      "outputs": [],
+      "source": [
+        "if len(plot_containers_split) > 1:\n",
+        "    final_plot=plot_containers_split[-2]+'</div>'\n",
+        "else:\n",
+        "    final_plot=plot_containers"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Je0vB98BIFeY"
+      },
+      "source": [
+        "## Web-based Dashboard"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "E7qcMKicII-m"
+      },
+      "outputs": [],
+      "source": [
+        "dashboard_html= \"\"\"\n",
+        "<!DOCTYPE html>\n",
+        "<html lang=\"en\">\n",
+        "<head>\n",
+        "    <meta charset=\"UTF-8\">\n",
+        "    <meta name=viewport\" content=\"width=device-width,initial-scale-1.0\">\n",
+        "    <title> Google Play Store Review Analytics</title>\n",
+        "    <style>\n",
+        "        body {{\n",
+        "            font-family: Arial, sans-serif;\n",
+        "            background-color: #333;\n",
+        "            color: #fff;\n",
+        "            margin: 0;\n",
+        "            padding: 0;\n",
+        "        }}\n",
+        "        .header {{\n",
+        "            display: flex;\n",
+        "            align-items: center;\n",
+        "            justify-content: center;\n",
+        "            padding: 20px;\n",
+        "            background-color: #444\n",
+        "        }}\n",
+        "        .header img {{\n",
+        "            margin: 0 10px;\n",
+        "            height: 50px;\n",
+        "        }}\n",
+        "        .container {{\n",
+        "            display: flex;\n",
+        "            flex-wrap: wrap;\n",
+        "            justify_content: center;\n",
+        "            padding: 20px;\n",
+        "        }}\n",
+        "        .plot-container {{\n",
+        "            border: 2px solid #555;\n",
+        "            margin: 10px;\n",
+        "            padding: 10px;\n",
+        "            width: {plot_width}px;\n",
+        "            height: {plot_height}px;\n",
+        "            overflow: hidden;\n",
+        "            position: relative;\n",
+        "            cursor: pointer;\n",
+        "        }}\n",
+        "        .insights {{\n",
+        "            display: none;\n",
+        "            position: absolute;\n",
+        "            right: 10px;\n",
+        "            top: 10px;\n",
+        "            background-color: rgba(0,0,0,0.7);\n",
+        "            padding: 5px;\n",
+        "            border-radius: 5px;\n",
+        "            color: #fff;\n",
+        "        }}\n",
+        "        .plot-container:hover .insights {{\n",
+        "            display: block;\n",
+        "        }}\n",
+        "        </style>\n",
+        "    </head>\n",
+        "    <body>\n",
+        "        <div class= \"header\">\n",
+        "            <img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/4/4a/Logo_2013_Google.png/800px-Logo_2013_Google.png\" alt=\"Google Logo\">\n",
+        "            <h1>Google Play Store Reviews Analytics</h1>\n",
+        "            <img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/7/78/Google_Play_Store_badge_EN.svg/1024px-Google_Play_Store_badge_EN.svg.png\" alt=\"Google Play Store Logo\">\n",
+        "        </div>\n",
+        "        <div class=\"container\">\n",
+        "            {plots}\n",
+        "        </div>\n",
+        "    </body>\n",
+        "    </html>\n",
+        "\"\"\""
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "TuUCAL3ZI_-t"
+      },
+      "outputs": [],
+      "source": [
+        "final_html=dashboard_html.format(plots=plot_containers,plot_width=plot_width,plot_height=plot_height)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "IIshHx47KCnn"
+      },
+      "outputs": [],
+      "source": [
+        "dashboard_path=os.path.join(html_files_path,\"dashboard.html\")\n",
+        "with open(dashboard_path, \"w\", encoding=\"utf-8\") as f:\n",
+        "    f.write(final_html)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "POSvNYyqKDG3",
+        "outputId": "7d7041d2-d6dc-47b8-ecf7-f8edc6967389"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "False"
+            ]
+          },
+          "execution_count": 47,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "webbrowser.open('file://'+os.path.realpath(dashboard_path))"
+      ]
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}
diff --git a/Generative Models/ Image Autoregressive Modeling/config/stage1/dino_base.yaml b/Generative Models/ Image Autoregressive Modeling/config/stage1/dino_base.yaml
new file mode 100644
index 00000000..f6217ba8
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/config/stage1/dino_base.yaml	
@@ -0,0 +1,69 @@
+# @package _group_
+
+common:
+  fp16: true
+  log_format: json
+  log_interval: 100
+  min_loss_scale: 1e-6
+  user_dir: fairseq_user
+
+checkpoint:
+  save_interval: 1
+  save_interval_updates: 0
+  keep_last_epochs: 1
+  keep_interval_updates: -1
+  no_epoch_checkpoints: true
+
+task:
+  _name: image_generation_stage1
+  input_size: 256
+  source_vocab_size: -1
+  target_vocab_size: 8192
+  augmentation: randcrop
+
+dataset:
+  train_subset: train
+  valid_subset: val
+  num_workers: 8
+  batch_size: 256
+  skip_invalid_size_inputs_valid_test: true
+  required_batch_size_multiple: 1
+
+criterion:
+  _name: ce_loss_ls
+  label_smoothing: 0.1
+
+optimization:
+  max_update: 125000
+  lr: [3e-4]
+  update_freq: [1]
+  clip_norm: 1.0
+
+optimizer:
+  _name: adam
+  adam_betas: [0.9,0.98]
+  weight_decay: 0.01
+
+lr_scheduler:
+  _name: inverse_sqrt
+  warmup_updates: 6250
+  warmup_init_lr: 1e-7
+
+model:
+  _name: stlm
+  kmeans_path: dataset/ILSVRC2012/dino_short_224_l3/km_8k.npy
+  pretrained_enc_config:
+    pretrained_enc_arch: dino_vit_base
+    pretrained_enc_path: models/dinov2_vitb14_reg4_pretrain.pth
+    pretrained_enc_proj_dim: 256
+    pretrained_enc_withproj: True
+    layer: 3
+  decoder_embed_dim: 1024
+  decoder_output_dim: 1024
+  decoder_input_dim: 1024
+  decoder_ffn_embed_dim: 4096
+  decoder_layers: 16
+  decoder_attention_heads: 16
+  activation_fn: gelu
+  decoder_learned_pos: true
+
diff --git a/Generative Models/ Image Autoregressive Modeling/config/stage1/dino_base_classcond.yaml b/Generative Models/ Image Autoregressive Modeling/config/stage1/dino_base_classcond.yaml
new file mode 100644
index 00000000..e3f8ec12
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/config/stage1/dino_base_classcond.yaml	
@@ -0,0 +1,70 @@
+# @package _group_
+
+common:
+  fp16: true
+  log_format: json
+  log_interval: 100
+  min_loss_scale: 1e-6
+  user_dir: fairseq_user
+
+checkpoint:
+  save_interval: 1
+  save_interval_updates: 0
+  keep_last_epochs: 1
+  keep_interval_updates: -1
+  no_epoch_checkpoints: true
+
+task:
+  _name: image_generation_stage1
+  input_size: 256
+  source_vocab_size: -1
+  target_vocab_size: 8192
+  augmentation: randcrop
+
+dataset:
+  train_subset: train
+  valid_subset: val
+  num_workers: 8
+  batch_size: 256
+  skip_invalid_size_inputs_valid_test: true
+  required_batch_size_multiple: 1
+
+criterion:
+  _name: ce_loss_ls
+  label_smoothing: 0.1
+
+optimization:
+  max_update: 125000
+  lr: [3e-4]
+  update_freq: [1]
+  clip_norm: 1.0
+
+optimizer:
+  _name: adam
+  adam_betas: [0.9,0.98]
+  weight_decay: 0.01
+
+lr_scheduler:
+  _name: inverse_sqrt
+  warmup_updates: 6250
+  warmup_init_lr: 1e-7
+
+model:
+  _name: stlm
+  kmeans_path: dataset/ILSVRC2012/dino_short_224_l3/km_8k.npy
+  pretrained_enc_config:
+    pretrained_enc_arch: dino_vit_base
+    pretrained_enc_path: models/dinov2_vitb14_reg4_pretrain.pth
+    pretrained_enc_proj_dim: 256
+    pretrained_enc_withproj: True
+    layer: 3
+  decoder_embed_dim: 1024
+  decoder_output_dim: 1024
+  decoder_input_dim: 1024
+  decoder_ffn_embed_dim: 4096
+  decoder_layers: 16
+  decoder_attention_heads: 16
+  activation_fn: gelu
+  decoder_learned_pos: true
+  class_conditional: true
+
diff --git a/Generative Models/ Image Autoregressive Modeling/config/stage1/dino_base_linearprobe_sgd.yaml b/Generative Models/ Image Autoregressive Modeling/config/stage1/dino_base_linearprobe_sgd.yaml
new file mode 100644
index 00000000..6d952254
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/config/stage1/dino_base_linearprobe_sgd.yaml	
@@ -0,0 +1,67 @@
+# @package _group_
+
+common:
+  fp16: true
+  log_format: json
+  log_interval: 100
+  min_loss_scale: 1e-6
+  user_dir: fairseq_user
+
+checkpoint:
+  save_interval: 1
+  save_interval_updates: 0
+  keep_last_epochs: 1
+  keep_interval_updates: -1
+  no_epoch_checkpoints: true
+
+task:
+  _name: image_generation_stage1
+  input_size: 256
+  source_vocab_size: -1
+  target_vocab_size: 8192
+  augmentation: randresizedcrop
+  linear_probe: true
+
+dataset:
+  train_subset: train
+  valid_subset: val
+  num_workers: 4
+  batch_size: 256
+  skip_invalid_size_inputs_valid_test: true
+  required_batch_size_multiple: 1
+
+criterion:
+  _name: ce_loss_ls
+  label_smoothing: 0
+  report_accuracy: true
+
+optimization:
+  max_update: 100000
+  update_freq: [1]
+
+optimizer:
+  _name: sgd_hydra
+  momentum: 0.9
+
+lr_scheduler:
+  _name: cosine
+
+model:
+  _name: stlm_linearprobe
+  kmeans_path: dataset/ILSVRC2012/dino_short_224_l3/km_8k.npy
+  pretrained_enc_config:
+    pretrained_enc_arch: dino_vit_base
+    pretrained_enc_path: models/dinov2_vitb14_reg4_pretrain.pth
+    pretrained_enc_proj_dim: 256
+    pretrained_enc_withproj: True
+    layer: 3
+  decoder_embed_dim: 1024
+  decoder_output_dim: 1024
+  decoder_input_dim: 1024
+  decoder_ffn_embed_dim: 4096
+  decoder_layers: 16
+  decoder_attention_heads: 16
+  activation_fn: gelu
+  decoder_learned_pos: true
+  pretrained_decoder_path: outputs/dino_base_stage1/checkpoints/checkpoint_last.pt
+
diff --git a/Generative Models/ Image Autoregressive Modeling/config/stage2/dino_base.yaml b/Generative Models/ Image Autoregressive Modeling/config/stage2/dino_base.yaml
new file mode 100644
index 00000000..f5607975
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/config/stage2/dino_base.yaml	
@@ -0,0 +1,70 @@
+# @package _group_
+
+common:
+  fp16: true
+  log_format: json
+  log_interval: 100
+  min_loss_scale: 1e-6
+  user_dir: fairseq_user
+
+checkpoint:
+  save_interval: 1
+  save_interval_updates: 0
+  keep_last_epochs: 1
+  keep_interval_updates: -1
+  no_epoch_checkpoints: true
+
+task:
+  _name: image_generation_stage2
+  input_size: 256
+  source_vocab_size: 8192
+  target_vocab_size: 1024
+
+dataset:
+  train_subset: train
+  valid_subset: val
+  num_workers: 8
+  batch_size: 128
+  skip_invalid_size_inputs_valid_test: true
+  required_batch_size_multiple: 1
+
+criterion:
+  _name: ce_loss_ls
+  label_smoothing: 0.1
+
+optimization:
+  max_update: 250000
+  lr: [5e-4]
+  update_freq: [1]
+  clip_norm: 1.0
+
+optimizer:
+  _name: adam
+  adam_betas: [0.9,0.98]
+  weight_decay: 0.01
+
+lr_scheduler:
+  _name: inverse_sqrt
+  warmup_updates: 6250
+  warmup_init_lr: 1e-7
+
+model:
+  _name: st2vtlm
+  vqgan_ckpt_path: models/vqgan_jax_strongaug.ckpt
+  vqgan_config_path: config/vqgan/vqgan.yaml
+  kmeans_path: dataset/ILSVRC2012/dino_short_224_l3/km_8k.npy
+  pretrained_enc_config:
+    pretrained_enc_arch: dino_vit_base
+    pretrained_enc_path: models/dinov2_vitb14_reg4_pretrain.pth
+    pretrained_enc_proj_dim: 256
+    pretrained_enc_withproj: True
+    layer: 3
+  decoder_embed_dim: 1024
+  decoder_output_dim: 1024
+  decoder_input_dim: 1024
+  decoder_ffn_embed_dim: 4096
+  decoder_layers: 16
+  decoder_attention_heads: 16
+  activation_fn: gelu
+  decoder_learned_pos: true
+
diff --git a/Generative Models/ Image Autoregressive Modeling/config/stage2/dino_base_nar.yaml b/Generative Models/ Image Autoregressive Modeling/config/stage2/dino_base_nar.yaml
new file mode 100644
index 00000000..f2fc7703
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/config/stage2/dino_base_nar.yaml	
@@ -0,0 +1,70 @@
+# @package _group_
+
+common:
+  fp16: true
+  log_format: json
+  log_interval: 100
+  min_loss_scale: 1e-6
+  user_dir: fairseq_user
+
+checkpoint:
+  save_interval: 1
+  save_interval_updates: 0
+  keep_last_epochs: 1
+  keep_interval_updates: -1
+  no_epoch_checkpoints: true
+
+task:
+  _name: image_generation_stage2
+  input_size: 256
+  source_vocab_size: 8192
+  target_vocab_size: 1024
+
+dataset:
+  train_subset: train
+  valid_subset: val
+  num_workers: 8
+  batch_size: 128
+  skip_invalid_size_inputs_valid_test: true
+  required_batch_size_multiple: 1
+
+criterion:
+  _name: ce_loss_ls
+  label_smoothing: 0.1
+
+optimization:
+  max_update: 125000
+  lr: [5e-4]
+  update_freq: [2]
+  clip_norm: 1.0
+
+optimizer:
+  _name: adam
+  adam_betas: [0.9,0.98]
+  weight_decay: 0.01
+
+lr_scheduler:
+  _name: inverse_sqrt
+  warmup_updates: 6250
+  warmup_init_lr: 1e-7
+
+model:
+  _name: st2vtlm_nar
+  vqgan_ckpt_path: models/vqgan_jax_strongaug.ckpt
+  vqgan_config_path: config/vqgan/vqgan.yaml
+  kmeans_path: dataset/ILSVRC2012/dino_short_224_l3/km_8k.npy
+  pretrained_enc_config:
+    pretrained_enc_arch: dino_vit_base
+    pretrained_enc_path: models/dinov2_vitb14_reg4_pretrain.pth
+    pretrained_enc_proj_dim: 256
+    pretrained_enc_withproj: True
+    layer: 3
+  decoder_embed_dim: 1024
+  decoder_output_dim: 1024
+  decoder_input_dim: 1024
+  decoder_ffn_embed_dim: 4096
+  decoder_layers: 16
+  decoder_attention_heads: 16
+  activation_fn: gelu
+  decoder_learned_pos: true
+
diff --git a/Generative Models/ Image Autoregressive Modeling/config/stage2/vq_base.yaml b/Generative Models/ Image Autoregressive Modeling/config/stage2/vq_base.yaml
new file mode 100644
index 00000000..ca9091d7
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/config/stage2/vq_base.yaml	
@@ -0,0 +1,64 @@
+# @package _group_
+
+common:
+  fp16: true
+  log_format: json
+  log_interval: 100
+  min_loss_scale: 1e-6
+  user_dir: fairseq_user
+
+checkpoint:
+  save_interval: 1
+  save_interval_updates: 0
+  keep_last_epochs: 1
+  keep_interval_updates: -1
+  no_epoch_checkpoints: true
+
+task:
+  _name: image_generation_stage2
+  input_size: 256
+  source_vocab_size: 8192
+  target_vocab_size: 1024
+  augmentation: randcrop
+
+dataset:
+  train_subset: train
+  valid_subset: val
+  num_workers: 8
+  batch_size: 256
+  skip_invalid_size_inputs_valid_test: true
+  required_batch_size_multiple: 1
+
+criterion:
+  _name: ce_loss_ls
+  label_smoothing: 0.1
+
+optimization:
+  max_update: 125000
+  lr: [5e-4]
+  update_freq: [1]
+  clip_norm: 1.0
+
+optimizer:
+  _name: adam
+  adam_betas: [0.9,0.98]
+  weight_decay: 0.01
+
+lr_scheduler:
+  _name: inverse_sqrt
+  warmup_updates: 6250
+  warmup_init_lr: 1e-7
+
+model:
+  _name: st2vtlm_vq
+  vqgan_ckpt_path: models/vqgan_jax_strongaug.ckpt
+  vqgan_config_path: config/vqgan/vqgan.yaml
+  decoder_embed_dim: 1024
+  decoder_output_dim: 1024
+  decoder_input_dim: 1024
+  decoder_ffn_embed_dim: 4096
+  decoder_layers: 16
+  decoder_attention_heads: 16
+  activation_fn: gelu
+  decoder_learned_pos: true
+
diff --git a/Generative Models/ Image Autoregressive Modeling/config/vqgan/vqgan.yaml b/Generative Models/ Image Autoregressive Modeling/config/vqgan/vqgan.yaml
new file mode 100644
index 00000000..dffa4dbf
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/config/vqgan/vqgan.yaml	
@@ -0,0 +1,16 @@
+model:
+  target: pixel_generator.mage.taming.models.vqgan.VQModel
+  params:
+    embed_dim: 256
+    n_embed: 1024
+    ddconfig:
+      double_z: False
+      z_channels: 256
+      resolution: 256
+      in_channels: 3
+      out_ch: 3
+      ch: 128
+      ch_mult: [ 1,1,2,2,4]  # num_down = len(ch_mult)-1
+      num_res_blocks: 2
+      attn_resolutions: [16]
+      dropout: 0.0
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/__init__.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/__init__.py
new file mode 100644
index 00000000..21e7ea67
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/__init__.py	
@@ -0,0 +1,3 @@
+from .image_generation_stage2 import *
+from .image_generation_stage1 import *
+from .criterion import *
\ No newline at end of file
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/criterion.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/criterion.py
new file mode 100644
index 00000000..8c021f0d
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/criterion.py	
@@ -0,0 +1,184 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+
+import math
+from dataclasses import dataclass, field
+
+from fairseq import metrics, utils
+from fairseq.criterions import register_criterion
+from fairseq.dataclass import FairseqDataclass
+from fairseq.criterions.nat_loss import LabelSmoothedDualImitationCriterion
+import logging
+import math
+import torch
+
+logger = logging.getLogger(__name__)
+
+@dataclass
+class LabelSmoothedDualImitationCriterionConfig(FairseqDataclass):
+    label_smoothing: float = field(
+        default=0.0,
+        metadata={"help": "epsilon for label smoothing, 0 means no label smoothing"},
+    )
+    report_accuracy: bool = field(
+        default=False,
+        metadata={"help": "report accuracy metric"},
+    )
+
+
+@register_criterion(
+    "ce_loss_ls", dataclass=LabelSmoothedDualImitationCriterionConfig
+)
+class CE_Loss_LS(LabelSmoothedDualImitationCriterion):
+    def __init__(self, task, label_smoothing, report_accuracy=False):
+        super().__init__(task, label_smoothing)
+        self.report_accuracy = report_accuracy
+        
+    def _custom_loss(self, loss, name="loss", factor=1.0):
+        loss = loss * factor
+        return {"name": name, "loss": loss, "factor": factor}
+  
+    def forward(self, model, sample, reduce=True):
+        """Compute the loss for the given sample.
+        Returns a tuple with three elements:
+        1) the loss
+        2) the sample size, which is used as the denominator for the gradient
+        3) logging outputs to display while training
+        """
+        nsentences, ntokens = sample["nsentences"], sample["ntokens"]
+        net_input_concat = {}
+        net_input_concat["sample"] = sample
+        
+        outputs, extra = model(**net_input_concat)
+        
+        losses, nll_loss = [], []
+        
+        for obj in outputs:
+            if outputs[obj].get("loss", None) is None:
+                _losses = self._compute_loss(
+                    outputs[obj].get("out"),
+                    outputs[obj].get("tgt"),
+                    outputs[obj].get("mask", None),
+                    outputs[obj].get("ls", self.label_smoothing),
+                    name=obj + "-loss",
+                    factor=outputs[obj].get("factor", 1.0),
+                )
+            else:
+                _losses = self._custom_loss(
+                    outputs[obj].get("loss"),
+                    name=obj + "-loss",
+                    factor=outputs[obj].get("factor", 1.0),
+                )
+
+            losses += [_losses]
+            if outputs[obj].get("nll_loss", False):
+                nll_loss += [_losses.get("nll_loss", 0.0)]
+
+        loss = sum(l["loss"] for l in losses)
+        nll_loss = sum(l for l in nll_loss) if len(nll_loss) > 0 else loss.new_tensor(0)
+
+        # NOTE:
+        # we don't need to use sample_size as denominator for the gradient
+        # here sample_size is just used for logging
+        sample_size = 1
+        logging_output = {
+            "loss": loss.data,
+            "nll_loss": nll_loss.data,
+            "ntokens": ntokens,
+            "nsentences": nsentences,
+            "sample_size": sample_size,
+        }
+
+        for l in losses:
+            logging_output[l["name"]] = (
+                utils.item(l["loss"].data / l["factor"])
+                if reduce
+                else l[["loss"]].data / l["factor"]
+            )
+            
+        if self.report_accuracy:
+            for obj in outputs:
+                if outputs[obj].get("nll_loss", False):
+                    n_correct, total = self.compute_accuracy(
+                        outputs[obj]['out'], 
+                        outputs[obj].get("tgt"),
+                        outputs[obj].get("mask", None),
+                        )
+                    logging_output[f"n_correct_{obj}"] = utils.item(n_correct)
+                    logging_output[f"total_{obj}"] = utils.item(total)
+                    
+        return loss, sample_size, logging_output
+    
+    def compute_accuracy(self, prediction, target, mask):      
+        if mask is None:
+            n_correct = torch.sum(
+                prediction.argmax(-1).eq(target)
+            )
+            total = target.numel()
+        else:
+            n_correct = torch.sum(
+                prediction.argmax(-1).masked_select(mask).eq(target.masked_select(mask))
+            )
+            total = torch.sum(mask)
+        return n_correct, total
+
+    @staticmethod
+    def reduce_metrics(logging_outputs) -> None:
+        """Aggregate logging outputs from data parallel training."""
+        sample_size = utils.item(
+            sum(log.get("sample_size", 0) for log in logging_outputs)
+        )
+        loss = utils.item(sum(log.get("loss", 0) for log in logging_outputs))
+        nll_loss = utils.item(sum(log.get("nll_loss", 0) for log in logging_outputs))
+        
+        metrics.log_scalar(
+            "loss", loss / sample_size / math.log(2), sample_size, round=3
+        )
+        metrics.log_scalar(
+            "nll_loss", nll_loss / sample_size / math.log(2), sample_size, round=3
+        )
+        metrics.log_derived(
+            "ppl", lambda meters: utils.get_perplexity(meters["loss"].avg)
+        )
+            
+        for key in logging_outputs[0]:
+            if "total" in key:
+                n_c_name = "n_correct" + key[5:]
+                total = utils.item(sum(log.get(key, 0) for log in logging_outputs))
+                if total > 0:
+                    metrics.log_scalar_sum("_" + key, total)
+                    n_correct = utils.item(
+                        sum(log.get(n_c_name, 0) for log in logging_outputs)
+                    )
+                    metrics.log_scalar_sum("_" + n_c_name, n_correct)
+                    
+                    def cal_acc(meters, n_c_name="_" + n_c_name, key="_" + key):
+                        return 100 * meters[n_c_name].sum / meters[key].sum
+                    
+                    metrics.log_derived(
+                        f"accuracy{key[5:]}",
+                        cal_acc
+                        if total > 0
+                        else float("nan"),
+                    )
+
+        for key in logging_outputs[0]:
+            if key[-5:] == "-loss":
+                val = sum(log.get(key, 0) for log in logging_outputs)
+                metrics.log_scalar(
+                    key[:-5],
+                    val / sample_size / math.log(2) if sample_size > 0 else 0.0,
+                    sample_size,
+                    round=3,
+                )
+        
+    @staticmethod
+    def logging_outputs_can_be_summed() -> bool:
+        """
+        Whether the logging outputs returned by `forward` can be summed
+        across workers prior to calling `reduce_metrics`. Setting this
+        to True will improves distributed training speed.
+        """
+        return True
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/dataset.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/dataset.py
new file mode 100644
index 00000000..5e5355ac
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/dataset.py	
@@ -0,0 +1,245 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+
+
+from functools import partial
+import logging
+import math
+import random
+import time
+import glob
+import numpy as np
+import os
+from typing import List, Optional, Tuple
+from pathlib import Path
+import pandas as pd
+
+import torch
+from torchvision import datasets, transforms
+from fairseq.data import FairseqDataset
+
+logger = logging.getLogger(__name__)
+
+
+class ImageDataset(FairseqDataset):
+    def __init__(
+        self,
+        root: str,
+        split: str,
+        input_size,
+        shuffle=True,
+        augmentation="noaug",
+        num_shards: int = -1,
+        shard_id: int = -1,
+        src_dict = None,
+        tgt_dict = None,
+        linear_probe = False,
+    ):
+        FairseqDataset.__init__(self)
+        
+        self.num_shards = num_shards
+        self.shard_id = shard_id
+        self.src_dict = src_dict
+        self.tgt_dict = tgt_dict
+        self.linear_probe = linear_probe
+
+        self.shuffle = shuffle
+        
+        self.build_transfom(augmentation, input_size, split)
+    
+        self.dataset = datasets.ImageFolder(os.path.join(root, split))
+        self.src_sizes = np.array([1] * len(self.dataset))
+
+        logger.info(
+            f"{split} transform: {self.transform}"
+        )
+        logger.info(
+            f"{self.num_shards}, {self.shard_id}"
+        )
+        logger.info(f"loaded {len(self.dataset)} examples")
+        
+    def build_transfom(self, augmentation, input_size, split):
+        if augmentation == "noaug":
+            self.transform = transforms.Compose([
+                transforms.Resize(input_size, interpolation=3),
+                transforms.CenterCrop(input_size),
+                transforms.ToTensor()])
+        elif augmentation == "centercrop":
+            self.transform = transforms.Compose([
+                transforms.Resize(input_size, interpolation=3),
+                transforms.CenterCrop(input_size),
+                transforms.RandomHorizontalFlip(),
+                transforms.ToTensor()])
+        elif augmentation == "randcrop":
+            self.transform = transforms.Compose([
+                transforms.Resize(input_size, interpolation=3),
+                transforms.RandomCrop(input_size),
+                transforms.RandomHorizontalFlip(),
+                transforms.ToTensor()])
+        elif augmentation == "randresizedcrop":
+            self.transform = transforms.Compose([
+                transforms.RandomResizedCrop(input_size),
+                transforms.RandomHorizontalFlip(),
+                transforms.ToTensor()])
+        else:
+            raise NotImplementedError
+
+        if "val" in split:
+            self.transform = transforms.Compose([
+                transforms.Resize(input_size, interpolation=3),
+                transforms.CenterCrop(224 if self.linear_probe else input_size),  # 224 for linear probe
+                transforms.ToTensor()])
+
+    def __getitem__(self, index):
+        if self.num_shards > 0:
+            index = index * self.num_shards + self.shard_id
+        
+        img, cls_id = self.dataset[index]
+        img = self.transform(img)
+        
+        return {"id": index, "imgs": img, "img_size": [img.size()[1], img.size()[2]], "cls_id": cls_id}
+
+    def __len__(self):
+        if self.num_shards > 0:
+            self.src_sizes = self.src_sizes[self.shard_id::self.num_shards]
+            return len(self.dataset) // self.num_shards + int(self.shard_id < (len(self.dataset) % self.num_shards))
+        else:
+            return len(self.dataset)
+
+    def collater(self, samples):
+        if len(samples) == 0:
+            return {}
+        
+        collated_img = torch.stack([s["imgs"] for s in samples], dim = 0)        
+        img_sizes = torch.LongTensor([s["img_size"] for s in samples])
+        cls_ids = torch.LongTensor([s["cls_id"] for s in samples])
+
+        res = {
+            "id": torch.LongTensor([s["id"] for s in samples]),
+            "net_input": {
+                "src_tokens": torch.LongTensor([[0]] * len(samples)),
+                "imgs": collated_img,
+                "img_sizes": img_sizes,
+                "src_lengths": img_sizes[:, 0] * img_sizes[:, 1] // 16 // 16,
+                "cls_ids": cls_ids # [B]
+            },
+            "target": None,
+            "ntokens": (img_sizes[:,0] * img_sizes[:,1]).sum(),
+            "nsentences": len(samples),
+        }
+            
+        return res
+
+    def num_tokens(self, index):
+        return self.src_sizes[index]
+
+    def size(self, index):
+        return self.src_sizes[index]
+
+    @property
+    def sizes(self):
+        return self.src_sizes
+
+    def ordered_indices(self):
+        """Return an ordered list of indices. Batches will be constructed based
+        on this order."""
+        if self.shuffle:
+            order = np.random.permutation(len(self))
+        else:
+            order = np.arange(len(self))
+
+        return order
+
+class GenDataset(FairseqDataset):
+    def __init__(
+        self,
+        root: str,
+        split: str,
+        input_size,
+        shuffle=False,
+        augmentation="noaug",
+        num_shards: int = -1,
+        shard_id: int = -1,
+        dataset_type: str = "imagefolder",
+        src_dict = None,
+        tgt_dict = None,
+    ):
+        FairseqDataset.__init__(self)
+
+        self.dataset_type = dataset_type
+        self.src_dict = src_dict
+        self.tgt_dict = tgt_dict
+        
+        self.num_shards = num_shards
+        self.shard_id = shard_id
+
+        self.shuffle = shuffle
+        
+        with open((Path(root) / split).with_suffix(".codecs")) as fo:
+            self.dataset = [self.src_dict.encode_line(line, add_if_not_exist=False, append_eos=False) for line in fo.readlines()]
+        
+    def __getitem__(self, index):
+
+        if self.num_shards > 0:
+            index = index * self.num_shards + self.shard_id
+
+        img = self.dataset[index].long()
+        
+        if len(img) != 16 * 16:
+            logger.info(f"id: {index}, length: {len(img)}")
+            img = img[:16 * 16]
+
+        v = {"id": index, "imgs": img, "img_size": [16, 16]} # "pixel": pixel}
+        return v
+
+    def __len__(self):
+        if self.num_shards > 0:
+            return len(self.dataset) // self.num_shards + int(self.shard_id < (len(self.dataset) % self.num_shards))
+        else:
+            return len(self.dataset)
+
+    def collater(self, samples):
+        if len(samples) == 0:
+            return {}
+
+        collated_img = torch.stack([s["imgs"] for s in samples], dim=0) 
+        img_sizes = torch.LongTensor([s["img_size"] for s in samples])
+
+        res = {
+            "id": torch.LongTensor([s["id"] for s in samples]),
+            "net_input": {
+                "src_tokens": collated_img,
+                "imgs": None,
+                "img_sizes": img_sizes,
+                "src_lengths": img_sizes[:, 0] * img_sizes[:, 1],
+            },
+            "target": None,
+            "ntokens": (img_sizes[:,0] * img_sizes[:,1]).sum(),
+            "nsentences": len(samples),
+        }
+        
+        return res
+
+    def num_tokens(self, index):
+        return 256
+
+    def size(self, index):
+        return 256
+
+    @property
+    def sizes(self):
+        return np.full((len(self),), 256)
+
+    def ordered_indices(self):
+        """Return an ordered list of indices. Batches will be constructed based
+        on this order."""
+        if self.shuffle:
+            order = np.random.permutation(len(self))
+        else:
+            order = np.arange(len(self))
+
+        return order
+
+
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/distributed.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/distributed.py
new file mode 100644
index 00000000..55ff979e
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/distributed.py	
@@ -0,0 +1,93 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+
+import os
+import subprocess
+from dataclasses import dataclass
+import torch.distributed as dist
+import datetime
+
+
+@dataclass(frozen=True, repr=True, eq=True, unsafe_hash=True)
+class DistributedContext:
+    is_distributed: bool
+    rank: int
+    local_rank: int
+    world_size: int
+    mode: str
+
+    @property
+    def is_leader(self) -> bool:
+        return self.rank == 0
+
+
+def init_distributed_context(port: int) -> DistributedContext:
+    # Sometimes the nccl backend hangs on the barrier op (https://github.com/pytorch/pytorch/issues/53658).
+    # Since it is the only op we care about here, we'd use the gloo backend.
+    BACKEND = "gloo"
+
+    # default, non-distributed context
+    context = DistributedContext(
+        is_distributed=False, rank=0, local_rank=0, world_size=1, mode="none"
+    )
+
+    launch_keys = ["MASTER_ADDR", "MASTER_PORT", "WORLD_SIZE", "RANK", "LOCAL_RANK"]
+    slurm_keys = [
+        "SLURM_LOCALID",
+        "SLURM_PROCID",
+        "SLURM_NTASKS",
+        "SLURM_NODEID",
+        "SLURM_JOB_NODELIST",
+    ]
+
+    # is it torch.distributed.launch?
+    if all(key in os.environ for key in launch_keys):
+        init_method = "env://"
+        world_size = int(os.environ["WORLD_SIZE"])
+        rank = int(os.environ["RANK"])
+        local_rank = int(os.environ["LOCAL_RANK"])
+        context = DistributedContext(
+            is_distributed=True,
+            rank=rank,
+            world_size=world_size,
+            local_rank=local_rank,
+            mode="launch",
+        )
+        dist.init_process_group(
+            backend=BACKEND, init_method=init_method, world_size=world_size, rank=rank, timeout=datetime.timedelta(days=1)
+        )
+    # is it slurm?
+    elif all(key in os.environ for key in slurm_keys):
+        init_method = "env://"
+        local_rank = int(os.environ["SLURM_LOCALID"])
+        rank = int(os.environ["SLURM_PROCID"])
+        world_size = int(os.environ["SLURM_NTASKS"])
+
+        hostnames = subprocess.check_output(
+            ["scontrol", "show", "hostnames", os.environ["SLURM_JOB_NODELIST"]]
+        )
+        leader_addr = hostnames.split()[0].decode("utf-8")
+
+        os.environ["MASTER_ADDR"] = leader_addr
+        os.environ["MASTER_PORT"] = str(port)
+        os.environ["WORLD_SIZE"] = str(world_size)
+        os.environ["RANK"] = str(rank)
+
+        context = DistributedContext(
+            is_distributed=True,
+            rank=rank,
+            local_rank=local_rank,
+            world_size=world_size,
+            mode="slurm",
+        )
+        dist.init_process_group(
+            backend=BACKEND,
+            init_method=init_method,
+            world_size=world_size,
+            rank=rank,
+            timeout=datetime.timedelta(days=1),
+        )
+
+    return context
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/eval_fid.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/eval_fid.py
new file mode 100644
index 00000000..510c6c23
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/eval_fid.py	
@@ -0,0 +1,41 @@
+import logging
+import glob
+from PIL import Image
+import torchvision.transforms as transforms
+import cv2
+import torch
+import torch_fidelity
+import argparse
+from pathlib import Path
+from tqdm import tqdm
+import numpy as np
+
+logger = logging.getLogger(__name__)
+
+
+def main(args):
+
+    print("Evaluating FID, IS...")
+    metrics_dict = torch_fidelity.calculate_metrics(
+        input1=args.results_path,
+        input2=args.target_path,
+        cuda=True,
+        isc=True,
+        fid=True,
+        kid=False,
+        prc=False,
+        verbose=False,
+    )
+    fid = metrics_dict['frechet_inception_distance']
+    inception_score = metrics_dict['inception_score_mean']
+    logger.info(f"FID: {fid}, Inception Score: {inception_score}")
+    #shutil.rmtree(args.results_path)
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--results-path", type=str, required=True)
+    parser.add_argument("--target-path", type=str, required=True)
+    args = parser.parse_args()
+    logger.info(f"Launched with args: {args}")
+    
+    main(args)
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/__init__.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/__init__.py
new file mode 100644
index 00000000..531c4ee6
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/__init__.py	
@@ -0,0 +1,4 @@
+from .task import *
+from .model import *
+from .sgd_hydra import *
+from .model_linearprobe import *
\ No newline at end of file
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/generator.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/generator.py
new file mode 100644
index 00000000..cfceea2a
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/generator.py	
@@ -0,0 +1,426 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+import logging
+import math
+import sys
+from typing import Dict, List, Optional
+from collections import namedtuple
+
+import torch
+import torch.nn as nn
+from torch import Tensor
+
+from fairseq import search, utils
+from fairseq.sequence_generator import SequenceGenerator, EnsembleModel
+from fairseq.iterative_refinement_generator import IterativeRefinementGenerator
+import cv2
+import numpy as np
+import os
+
+logger = logging.getLogger(__name__)
+
+class PrefixSequenceGenerator(SequenceGenerator):
+    def _generate(
+        self,
+        sample: Dict[str, Dict[str, Tensor]],
+        prefix_tokens: Optional[Tensor] = None,
+        constraints: Optional[Tensor] = None,
+        bos_token: Optional[int] = None,
+    ):
+        incremental_states = torch.jit.annotate(
+            List[Dict[str, Dict[str, Optional[Tensor]]]],
+            [
+                torch.jit.annotate(Dict[str, Dict[str, Optional[Tensor]]], {})
+                for i in range(self.model.models_size)
+            ],
+        )
+        net_input = sample["net_input"]
+
+        if "src_tokens" in net_input:
+            src_tokens = net_input["src_tokens"]
+            # length of the source text being the character length except EndOfSentence and pad
+            # if src_lengths exists in net_input (speech_to_text dataset case), then use it
+            if "src_lengths" in net_input:
+                src_lengths = net_input["src_lengths"]
+            else:
+                src_lengths = (
+                    (src_tokens.ne(self.eos) & src_tokens.ne(self.pad))
+                    .long()
+                    .sum(dim=1)
+                )
+        elif "source" in net_input:
+            src_tokens = net_input["source"]
+            src_lengths = (
+                net_input["padding_mask"].size(-1) - net_input["padding_mask"].sum(-1)
+                if net_input["padding_mask"] is not None
+                else torch.tensor(src_tokens.size(-1)).to(src_tokens)
+            )
+        elif "features" in net_input:
+            src_tokens = net_input["features"]
+            src_lengths = (
+                net_input["padding_mask"].size(-1) - net_input["padding_mask"].sum(-1)
+                if net_input["padding_mask"] is not None
+                else torch.tensor(src_tokens.size(-1)).to(src_tokens)
+            )
+        else:
+            raise Exception(
+                "expected src_tokens or source in net input. input keys: "
+                + str(net_input.keys())
+            )
+
+        # bsz: total number of sentences in beam
+        # Note that src_tokens may have more than 2 dimensions (i.e. audio features)
+        bsz, src_len = src_tokens.size()[:2]
+        beam_size = self.beam_size
+
+        if constraints is not None and not self.search.supports_constraints:
+            raise NotImplementedError(
+                "Target-side constraints were provided, but search method doesn't support them"
+            )
+
+        # Initialize constraints, when active
+        self.search.init_constraints(constraints, beam_size)
+
+        max_len: int = -1
+        if self.match_source_len:
+            max_len = src_lengths.max().item()
+        else:
+            max_len = min(
+                int(self.max_len_a * src_len + self.max_len_b),
+                self.max_len - 1,
+            )
+        assert (
+            self.min_len <= max_len
+        ), "min_len cannot be larger than max_len, please adjust these!"
+        # compute the encoder output for each beam
+        with torch.autograd.profiler.record_function("EnsembleModel: forward_encoder"):
+            encoder_outs = self.model.forward_encoder(net_input)
+
+        # placeholder of indices for bsz * beam_size to hold tokens and accumulative scores
+        new_order = torch.arange(bsz).view(-1, 1).repeat(1, beam_size).view(-1)
+        new_order = new_order.to(src_tokens.device).long()
+        encoder_outs = self.model.reorder_encoder_out(encoder_outs, new_order)
+        # ensure encoder_outs is a List.
+        assert encoder_outs is not None
+        
+        prefix_tokens = self.model.single_model.prepare_incremental_state(
+            net_input["imgs"],
+            net_input["img_sizes"],
+            incremental_states[0],
+        )
+
+        # initialize buffers
+        scores = (
+            torch.zeros(bsz * beam_size, max_len + 1).to(src_tokens).float()
+        )  # +1 for eos; pad is never chosen for scoring
+        tokens = (
+            torch.zeros(bsz * beam_size, max_len + 2)
+            .to(src_tokens)
+            .long()
+            .fill_(self.pad)
+        )  # +2 for eos and pad
+        tokens[:, 0] = self.eos if bos_token is None else bos_token
+        attn: Optional[Tensor] = None
+
+        if self.model.single_model.args.class_conditional:
+            tokens[:,0] = net_input["cls_ids"] + len(self.tgt_dict)
+
+        # A list that indicates candidates that should be ignored.
+        # For example, suppose we're sampling and have already finalized 2/5
+        # samples. Then cands_to_ignore would mark 2 positions as being ignored,
+        # so that we only finalize the remaining 3 samples.
+        cands_to_ignore = (
+            torch.zeros(bsz, beam_size).to(src_tokens).eq(-1)
+        )  # forward and backward-compatible False mask
+
+        # list of completed sentences
+        finalized = torch.jit.annotate(
+            List[List[Dict[str, Tensor]]],
+            [torch.jit.annotate(List[Dict[str, Tensor]], []) for i in range(bsz)],
+        )  # contains lists of dictionaries of infomation about the hypothesis being finalized at each step
+
+        # a boolean array indicating if the sentence at the index is finished or not
+        finished = [False for i in range(bsz)]
+        num_remaining_sent = bsz  # number of sentences remaining
+
+        # number of candidate hypos per step
+        cand_size = 2 * beam_size  # 2 x beam size in case half are EOS
+
+        # offset arrays for converting between different indexing schemes
+        bbsz_offsets = (
+            (torch.arange(0, bsz) * beam_size)
+            .unsqueeze(1)
+            .type_as(tokens)
+            .to(src_tokens.device)
+        )
+        cand_offsets = torch.arange(0, cand_size).type_as(tokens).to(src_tokens.device)
+
+        reorder_state: Optional[Tensor] = None
+        batch_idxs: Optional[Tensor] = None
+
+        original_batch_idxs: Optional[Tensor] = None
+        if "id" in sample and isinstance(sample["id"], Tensor):
+            original_batch_idxs = sample["id"]
+        else:
+            original_batch_idxs = torch.arange(0, bsz).type_as(tokens)
+
+        for step in range(max_len + 1):  # one extra step for EOS marker
+            # reorder decoder internal states based on the prev choice of beams
+            if reorder_state is not None:
+                if batch_idxs is not None:
+                    # update beam indices to take into account removed sentences
+                    corr = batch_idxs - torch.arange(batch_idxs.numel()).type_as(
+                        batch_idxs
+                    )
+                    reorder_state.view(-1, beam_size).add_(
+                        corr.unsqueeze(-1) * beam_size
+                    )
+                    original_batch_idxs = original_batch_idxs[batch_idxs]
+                self.model.reorder_incremental_state(incremental_states, reorder_state)
+                encoder_outs = self.model.reorder_encoder_out(
+                    encoder_outs, reorder_state
+                )
+            with torch.autograd.profiler.record_function(
+                "EnsembleModel: forward_decoder"
+            ):
+                lprobs, avg_attn_scores = self.model.forward_decoder(
+                    tokens[:, : step + 1],
+                    encoder_outs,
+                    incremental_states,
+                    self.temperature,
+                )
+
+            if self.lm_model is not None:
+                lm_out = self.lm_model(tokens[:, : step + 1])
+                probs = self.lm_model.get_normalized_probs(
+                    lm_out, log_probs=True, sample=None
+                )
+                probs = probs[:, -1, :] * self.lm_weight
+                lprobs += probs
+
+            lprobs[lprobs != lprobs] = torch.tensor(-math.inf).to(lprobs)
+
+            lprobs[:, self.pad] = -math.inf  # never select pad
+            #lprobs[:, self.unk] -= self.unk_penalty  # apply unk penalty
+            lprobs[:, self.unk] = -math.inf
+            lprobs[:, self.tgt_dict.bos()] = -math.inf
+            lprobs[:, self.tgt_dict.index("<n>")] = -math.inf
+
+            # handle max length constraint
+            if step >= max_len:
+                lprobs[:, : self.eos] = -math.inf
+                lprobs[:, self.eos + 1 :] = -math.inf
+
+            # handle prefix tokens (possibly with different lengths)
+            if (
+                prefix_tokens is not None
+                and step < prefix_tokens.size(1)
+                and step < max_len
+            ):
+                lprobs, tokens, scores = self._prefix_tokens(
+                    step, lprobs, scores, tokens, prefix_tokens, beam_size
+                )
+            else:
+                if step < self.min_len:
+                    # minimum length constraint (does not apply if using prefix_tokens)
+                    lprobs[:, self.eos] = -math.inf
+
+                if self.token_indices_to_suppress is not None:
+                    lprobs[:, self.token_indices_to_suppress] = -math.inf
+
+            # Record attention scores, only support avg_attn_scores is a Tensor
+            if avg_attn_scores is not None:
+                if attn is None:
+                    attn = torch.empty(
+                        bsz * beam_size, avg_attn_scores.size(1), max_len + 2
+                    ).to(scores)
+                attn[:, :, step + 1].copy_(avg_attn_scores)
+
+            scores = scores.type_as(lprobs)
+            eos_bbsz_idx = torch.empty(0).to(
+                tokens
+            )  # indices of hypothesis ending with eos (finished sentences)
+            eos_scores = torch.empty(0).to(
+                scores
+            )  # scores of hypothesis ending with eos (finished sentences)
+
+            if self.should_set_src_lengths:
+                self.search.set_src_lengths(src_lengths)
+
+            if self.repeat_ngram_blocker is not None:
+                lprobs = self.repeat_ngram_blocker(tokens, lprobs, bsz, beam_size, step)
+
+            # Shape: (batch, cand_size)
+            cand_scores, cand_indices, cand_beams = self.search.step(
+                step,
+                lprobs.view(bsz, -1, self.vocab_size),
+                scores.view(bsz, beam_size, -1)[:, :, :step],
+                tokens[:, : step + 1],
+                original_batch_idxs,
+            )
+
+            # cand_bbsz_idx contains beam indices for the top candidate
+            # hypotheses, with a range of values: [0, bsz*beam_size),
+            # and dimensions: [bsz, cand_size]
+            cand_bbsz_idx = cand_beams.add(bbsz_offsets)
+
+            # finalize hypotheses that end in eos
+            # Shape of eos_mask: (batch size, beam size)
+            eos_mask = cand_indices.eq(self.eos) & cand_scores.ne(-math.inf)
+            eos_mask[:, :beam_size][cands_to_ignore] = torch.tensor(0).to(eos_mask)
+
+            # only consider eos when it's among the top beam_size indices
+            # Now we know what beam item(s) to finish
+            # Shape: 1d list of absolute-numbered
+            eos_bbsz_idx = torch.masked_select(
+                cand_bbsz_idx[:, :beam_size], mask=eos_mask[:, :beam_size]
+            )
+
+            finalized_sents: List[int] = []
+            if eos_bbsz_idx.numel() > 0:
+                eos_scores = torch.masked_select(
+                    cand_scores[:, :beam_size], mask=eos_mask[:, :beam_size]
+                )
+
+                finalized_sents = self.finalize_hypos(
+                    step,
+                    eos_bbsz_idx,
+                    eos_scores,
+                    tokens,
+                    scores,
+                    finalized,
+                    finished,
+                    beam_size,
+                    attn,
+                    src_lengths,
+                    max_len,
+                )
+                num_remaining_sent -= len(finalized_sents)
+
+            assert num_remaining_sent >= 0
+            if num_remaining_sent == 0:
+                break
+            if self.search.stop_on_max_len and step >= max_len:
+                break
+            assert step < max_len, f"{step} < {max_len}"
+
+            # Remove finalized sentences (ones for which {beam_size}
+            # finished hypotheses have been generated) from the batch.
+            if len(finalized_sents) > 0:
+                new_bsz = bsz - len(finalized_sents)
+
+                # construct batch_idxs which holds indices of batches to keep for the next pass
+                batch_mask = torch.ones(
+                    bsz, dtype=torch.bool, device=cand_indices.device
+                )
+                batch_mask[finalized_sents] = False
+                # TODO replace `nonzero(as_tuple=False)` after TorchScript supports it
+                batch_idxs = torch.arange(
+                    bsz, device=cand_indices.device
+                ).masked_select(batch_mask)
+
+                # Choose the subset of the hypothesized constraints that will continue
+                self.search.prune_sentences(batch_idxs)
+
+                eos_mask = eos_mask[batch_idxs]
+                cand_beams = cand_beams[batch_idxs]
+                bbsz_offsets.resize_(new_bsz, 1)
+                cand_bbsz_idx = cand_beams.add(bbsz_offsets)
+                cand_scores = cand_scores[batch_idxs]
+                cand_indices = cand_indices[batch_idxs]
+
+                if prefix_tokens is not None:
+                    prefix_tokens = prefix_tokens[batch_idxs]
+                src_lengths = src_lengths[batch_idxs]
+                cands_to_ignore = cands_to_ignore[batch_idxs]
+
+                scores = scores.view(bsz, -1)[batch_idxs].view(new_bsz * beam_size, -1)
+                tokens = tokens.view(bsz, -1)[batch_idxs].view(new_bsz * beam_size, -1)
+                if attn is not None:
+                    attn = attn.view(bsz, -1)[batch_idxs].view(
+                        new_bsz * beam_size, attn.size(1), -1
+                    )
+                bsz = new_bsz
+            else:
+                batch_idxs = None
+
+            # Set active_mask so that values > cand_size indicate eos hypos
+            # and values < cand_size indicate candidate active hypos.
+            # After, the min values per row are the top candidate active hypos
+
+            # Rewrite the operator since the element wise or is not supported in torchscript.
+
+            eos_mask[:, :beam_size] = ~((~cands_to_ignore) & (~eos_mask[:, :beam_size]))
+            active_mask = torch.add(
+                eos_mask.type_as(cand_offsets) * cand_size,
+                cand_offsets[: eos_mask.size(1)],
+            )
+
+            # get the top beam_size active hypotheses, which are just
+            # the hypos with the smallest values in active_mask.
+            # {active_hypos} indicates which {beam_size} hypotheses
+            # from the list of {2 * beam_size} candidates were
+            # selected. Shapes: (batch size, beam size)
+            new_cands_to_ignore, active_hypos = torch.topk(
+                active_mask, k=beam_size, dim=1, largest=False
+            )
+
+            # update cands_to_ignore to ignore any finalized hypos.
+            cands_to_ignore = new_cands_to_ignore.ge(cand_size)[:, :beam_size]
+            # Make sure there is at least one active item for each sentence in the batch.
+            assert (~cands_to_ignore).any(dim=1).all()
+
+            # update cands_to_ignore to ignore any finalized hypos
+
+            # {active_bbsz_idx} denotes which beam number is continued for each new hypothesis (a beam
+            # can be selected more than once).
+            active_bbsz_idx = torch.gather(cand_bbsz_idx, dim=1, index=active_hypos)
+            active_scores = torch.gather(cand_scores, dim=1, index=active_hypos)
+
+            active_bbsz_idx = active_bbsz_idx.view(-1)
+            active_scores = active_scores.view(-1)
+
+            # copy tokens and scores for active hypotheses
+
+            # Set the tokens for each beam (can select the same row more than once)
+            tokens[:, : step + 1] = torch.index_select(
+                tokens[:, : step + 1], dim=0, index=active_bbsz_idx
+            )
+            # Select the next token for each of them
+            tokens.view(bsz, beam_size, -1)[:, :, step + 1] = torch.gather(
+                cand_indices, dim=1, index=active_hypos
+            )
+            if step > 0:
+                scores[:, :step] = torch.index_select(
+                    scores[:, :step], dim=0, index=active_bbsz_idx
+                )
+            scores.view(bsz, beam_size, -1)[:, :, step] = torch.gather(
+                cand_scores, dim=1, index=active_hypos
+            )
+
+            # Update constraints based on which candidates were selected for the next beam
+            self.search.update_constraints(active_hypos)
+
+            # copy attention for active hypotheses
+            if attn is not None:
+                attn[:, :, : step + 2] = torch.index_select(
+                    attn[:, :, : step + 2], dim=0, index=active_bbsz_idx
+                )
+
+            # reorder incremental state in decoder
+            reorder_state = active_bbsz_idx
+
+        # sort by score descending
+        for sent in range(len(finalized)):
+            scores = torch.tensor(
+                [float(elem["score"].item()) for elem in finalized[sent]]
+            )
+            _, sorted_scores_indices = torch.sort(scores, descending=True)
+            finalized[sent] = [finalized[sent][ssi] for ssi in sorted_scores_indices]
+            finalized[sent] = torch.jit.annotate(
+                List[Dict[str, Tensor]], finalized[sent]
+            )
+        return finalized
+
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/model.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/model.py
new file mode 100644
index 00000000..b627c2a5
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/model.py	
@@ -0,0 +1,180 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+import logging
+from torch import Tensor
+from typing import Any, Dict, List, Optional
+import copy
+import torch
+import torch.nn as nn
+import math
+from functools import partial
+
+from omegaconf import II
+from dataclasses import dataclass, field
+
+from fairseq.models import (
+    FairseqLanguageModel,
+    register_model,
+    FairseqIncrementalDecoder,
+)
+from fairseq.models.transformer import (
+    Embedding,
+    TransformerDecoder,
+)
+from fairseq.models.transformer_lm import TransformerLanguageModelConfig
+import numpy as np
+
+from fairseq_user.pretrained_enc import models_pretrained_enc as models_pretrained_enc
+
+logger = logging.getLogger(__name__)
+
+@dataclass
+class PretrainedEncConfig:
+    pretrained_enc_arch: Optional[str] = False
+    pretrained_enc_path: Optional[str] = False
+    pretrained_enc_proj_dim: Optional[int] = None
+    pretrained_enc_withproj: bool = True
+    layer: int = 3
+    
+@dataclass
+class STLMConfig(TransformerLanguageModelConfig):
+    decoder_normalize_before: bool = False
+    pretrained_enc_config: Optional[PretrainedEncConfig] = None
+    kmeans_path: Optional[str] = None
+    class_conditional: bool = False
+
+@register_model("stlm", dataclass=STLMConfig)
+class STTransformerLanguageModel(FairseqLanguageModel):
+    def __init__(self, args, decoder, pretrained_encoder, centroids):
+        super().__init__(decoder)
+        self.args = args
+        self.pretrained_encoder = pretrained_encoder
+        self.centroids = nn.Parameter(centroids, requires_grad=False)
+        self.centroid_norm = nn.Parameter((centroids ** 2).sum(0, keepdims=True), requires_grad=False)
+
+    def build_emb(cls, args, task):
+        embed_tokens = Embedding(
+            len(task.target_dictionary) if not args.class_conditional else len(task.target_dictionary) + 1000, 
+            args.decoder_embed_dim, 
+            task.target_dictionary.pad()
+        )
+        return embed_tokens
+    
+    @classmethod
+    def build_model(cls, args, task):    
+                
+        embed_tokens = cls.build_emb(cls, args, task)
+        pretrained_encoder = cls.build_pre_trained_encoder(cls, args)
+        centroids = cls.build_centroids(cls, args)
+        
+        decoder = TransformerDecoder(
+            args,
+            task.target_dictionary,
+            embed_tokens,
+            no_encoder_attn=True,
+        )
+        
+        return cls(args, decoder, pretrained_encoder, centroids)
+    
+    def build_pre_trained_encoder(cls, args):
+        pretrained_enc_config = args.pretrained_enc_config
+        assert pretrained_enc_config.pretrained_enc_path is not None
+        assert pretrained_enc_config.pretrained_enc_arch is not None
+        
+        pretrained_encoder = models_pretrained_enc.__dict__[pretrained_enc_config.pretrained_enc_arch](proj_dim=pretrained_enc_config.pretrained_enc_proj_dim)
+        # load pre-trained encoder parameters
+        if 'moco' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_moco(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'dino' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_dino(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'ibot' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_ibot(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'mae' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_mae(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        else:
+            raise NotImplementedError
+
+        for param in pretrained_encoder.parameters():
+            param.requires_grad = False
+            
+        return pretrained_encoder
+    
+    def build_centroids(cls, args):
+        centroids = np.load(args.kmeans_path)
+        centroids = torch.from_numpy(centroids).transpose(0,1).contiguous()
+        return centroids
+    
+    def add_eos_shift(self, x):
+        x_src = torch.cat([x.new(x.shape[0],1).fill_(self.decoder.dictionary.eos()), x], dim = 1)
+        x_tgt = torch.cat([x, x.new(x.shape[0],1).fill_(self.decoder.dictionary.eos())], dim = 1)
+    
+        return x_src, x_tgt
+    
+    @torch.no_grad()
+    def prepare_semantic(self, imgs, img_sizes):
+        self.pretrained_encoder.eval()
+        mean = torch.Tensor([0.485, 0.456, 0.406]).cuda().unsqueeze(0).unsqueeze(-1).unsqueeze(-1).to(imgs.dtype)
+        std = torch.Tensor([0.229, 0.224, 0.225]).cuda().unsqueeze(0).unsqueeze(-1).unsqueeze(-1).to(imgs.dtype)
+        x_normalized = (imgs - mean) / std
+        if x_normalized.shape[-1] == 256:
+            x_normalized = torch.nn.functional.interpolate(x_normalized, scale_factor=224 / 256, mode='bicubic').to(imgs.dtype)
+        else:
+            assert x_normalized.shape[-1] == 224
+        rep = self.pretrained_encoder.get_intermediate_layers(x_normalized, self.args.pretrained_enc_config.layer)[0]
+        
+        dist = (
+            rep.flatten(0,1).pow(2).sum(1, keepdim=True)
+            - 2 * torch.matmul(rep.flatten(0,1), self.centroids)
+            + self.centroid_norm
+        )
+        sem = dist.argmin(dim=-1)
+        sem = sem.view(rep.shape[:2])
+        
+        sem = sem + self.decoder.dictionary.nspecial
+        return sem
+    
+    def prepare_incremental_state(
+            self,
+            imgs,
+            img_sizes,
+            incremental_state,
+        ): # compute semantic kv cache at once 
+
+        return None
+
+    def forward(
+        self,
+        sample,
+        **kwargs
+    ):
+        imgs = sample["net_input"]["imgs"]
+        img_sizes = sample["net_input"]["img_sizes"]
+                
+        sem = self.prepare_semantic(imgs, img_sizes)
+        src, tgt = self.add_eos_shift(sem)
+
+        if self.args.class_conditional:
+            src[:,0] = sample["net_input"]["cls_ids"] + len(self.decoder.dictionary)
+
+        logits, extra = self.decoder(
+            src,
+        )
+        
+        output = {
+            "word_ins_visual": {
+                "out": logits,
+                "mask": src.ne(self.decoder.padding_idx),
+                "nll_loss": True,
+                "factor": 1.0,
+                "tgt": tgt
+            },
+        }
+        
+        return output, extra
+    
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/model_linearprobe.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/model_linearprobe.py
new file mode 100644
index 00000000..6100bd49
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/model_linearprobe.py	
@@ -0,0 +1,201 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+import logging
+from torch import Tensor
+from typing import Any, Dict, List, Optional
+import copy
+import torch
+import torch.nn as nn
+import math
+
+from omegaconf import II
+from dataclasses import dataclass, field
+
+from fairseq import options, utils
+from fairseq.models import (
+    FairseqLanguageModel,
+    register_model,
+    FairseqIncrementalDecoder,
+)
+from fairseq.utils import safe_getattr, safe_hasattr, get_available_activation_fns
+from fairseq.models.transformer import (
+    Embedding,
+    TransformerDecoder,
+)
+from fairseq.models.transformer_lm import TransformerLanguageModelConfig
+import numpy as np
+
+from fairseq_user.pretrained_enc import models_pretrained_enc as models_pretrained_enc
+
+
+logger = logging.getLogger(__name__)
+
+@dataclass
+class PretrainedEncConfig:
+    pretrained_enc_arch: Optional[str] = False
+    pretrained_enc_path: Optional[str] = False
+    pretrained_enc_proj_dim: Optional[int] = None
+    pretrained_enc_withproj: bool = True
+    layer: int = 3
+    
+@dataclass
+class STLMConfig(TransformerLanguageModelConfig):
+    decoder_normalize_before: bool = False
+    pretrained_enc_config: Optional[PretrainedEncConfig] = None
+    kmeans_path: Optional[str] = None
+    class_conditional: bool = False  
+    pretrained_decoder_path:  Optional[str] = None    
+
+@register_model("stlm_linearprobe", dataclass=STLMConfig)
+class STTransformerLanguageModelLinearProbe(FairseqLanguageModel):
+    def __init__(self, args, decoder, pretrained_encoder, centroids):
+        super().__init__(decoder)
+        self.args = args
+        self.pretrained_encoder = pretrained_encoder
+        self.centroids = nn.Parameter(centroids, requires_grad=False)
+        self.centroid_norm = nn.Parameter((centroids ** 2).sum(0, keepdims=True), requires_grad=False)
+
+        self.linear_classifiers = nn.ModuleDict()
+        for n in range(args.decoder_layers):
+            linear_classifier = nn.Linear(args.decoder_embed_dim, 1000)
+            linear_classifier.weight.data.normal_(mean=0.0, std=0.01)
+            linear_classifier.bias.data.zero_()
+
+            self.linear_classifiers.update({
+                f"classifier_{n}_blocks".replace(".", "_"): linear_classifier
+            })
+        
+    def build_emb(cls, args, task):
+        embed_tokens = Embedding(
+            len(task.target_dictionary) if not args.class_conditional else len(task.target_dictionary) + 1000, 
+            args.decoder_embed_dim, 
+            task.target_dictionary.pad()
+        )
+        return embed_tokens
+    
+    @classmethod
+    def build_model(cls, args, task):    
+                
+        embed_tokens = cls.build_emb(cls, args, task)
+        pretrained_encoder = cls.build_pre_trained_encoder(cls, args)
+        centroids = cls.build_centroids(cls, args)
+        
+        decoder = TransformerDecoder(
+            args,
+            task.target_dictionary,
+            embed_tokens,
+            no_encoder_attn=True,
+        )
+            
+        state_dict = torch.load(args.pretrained_decoder_path, map_location="cpu")
+
+        new_state_dict = {}
+        for k in list(state_dict['model'].keys()):
+            if k.startswith('decoder'):
+                new_k = k[len("decoder."):]
+                new_state_dict[new_k] = state_dict['model'][k]
+        del state_dict
+        decoder.load_state_dict(new_state_dict, strict=True)
+
+        for param in decoder.parameters():
+            param.requires_grad = False
+        
+        return cls(args, decoder, pretrained_encoder, centroids)
+    
+    def build_pre_trained_encoder(cls, args):
+        pretrained_enc_config = args.pretrained_enc_config
+        assert pretrained_enc_config.pretrained_enc_path is not None
+        assert pretrained_enc_config.pretrained_enc_arch is not None
+        
+        pretrained_encoder = models_pretrained_enc.__dict__[pretrained_enc_config.pretrained_enc_arch](proj_dim=pretrained_enc_config.pretrained_enc_proj_dim)
+        # load pre-trained encoder parameters
+        if 'moco' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_moco(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'dino' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_dino(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'ibot' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_ibot(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'mae' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_mae(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        else:
+            raise NotImplementedError
+
+        for param in pretrained_encoder.parameters():
+            param.requires_grad = False
+            
+        return pretrained_encoder
+    
+    def build_centroids(cls, args):
+        centroids = np.load(args.kmeans_path)
+        centroids = torch.from_numpy(centroids).transpose(0,1).contiguous()
+        return centroids
+    
+    def add_eos_shift(self, x, sizes):
+        x_src = torch.cat([x.new(x.shape[0],1).fill_(self.decoder.dictionary.eos()), x], dim = 1)
+        x_tgt = torch.cat([x, x.new(x.shape[0],1).fill_(self.decoder.dictionary.eos())], dim = 1)
+    
+        return x_src, x_tgt
+    
+    @torch.no_grad()
+    def prepare_semantic(self, imgs, img_sizes):
+        self.pretrained_encoder.eval()
+        mean = torch.Tensor([0.485, 0.456, 0.406]).cuda().unsqueeze(0).unsqueeze(-1).unsqueeze(-1).to(imgs.dtype)
+        std = torch.Tensor([0.229, 0.224, 0.225]).cuda().unsqueeze(0).unsqueeze(-1).unsqueeze(-1).to(imgs.dtype)
+        x_normalized = (imgs - mean) / std
+        if x_normalized.shape[-1] == 256:
+            x_normalized = torch.nn.functional.interpolate(x_normalized, scale_factor=224 / 256, mode='bicubic').to(imgs.dtype)
+        else:
+            assert x_normalized.shape[-1] == 224
+        rep = self.pretrained_encoder.get_intermediate_layers(x_normalized, self.args.pretrained_enc_config.layer)[0]
+        
+        dist = (
+            rep.flatten(0,1).pow(2).sum(1, keepdim=True)
+            - 2 * torch.matmul(rep.flatten(0,1), self.centroids)
+            + self.centroid_norm
+        )
+        sem = dist.argmin(dim=-1)
+        sem = sem.view(rep.shape[:2])
+        
+        sem = sem + self.decoder.dictionary.nspecial
+        return sem
+    
+    def forward(
+        self,
+        sample,
+        **kwargs
+    ):
+        imgs = sample["net_input"]["imgs"]
+        img_sizes = sample["net_input"]["img_sizes"]
+
+        sem = self.prepare_semantic(imgs, img_sizes)
+        src, tgt = self.add_eos_shift(sem, (img_sizes * (224 / 256)).long() // 14)
+
+        if self.args.class_conditional:
+            src[:,0] = sample["net_input"]["cls_ids"] + len(self.decoder.dictionary)
+                
+        with torch.no_grad():
+            self.decoder.eval()
+            logits, extra = self.decoder(
+                src,
+                features_only=True,
+            )
+
+        output = {}
+        for n in range(self.args.decoder_layers):
+            k = f"classifier_{n}_blocks".replace(".", "_")
+            output[k] = {
+                "out": self.linear_classifiers[k](extra["inner_states"][n].mean(0).detach()),
+                "mask": None,
+                "nll_loss": True,
+                "factor": 1.0,
+                "tgt": sample["net_input"]["cls_ids"]
+            }
+                
+       
+        return output, extra
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/sgd_hydra.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/sgd_hydra.py
new file mode 100644
index 00000000..3bb2e6b9
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/sgd_hydra.py	
@@ -0,0 +1,45 @@
+import torch.optim
+
+from dataclasses import dataclass, field
+from fairseq.dataclass import FairseqDataclass
+from collections.abc import Collection
+from fairseq.optim import FairseqOptimizer, register_optimizer
+from omegaconf import II, OmegaConf
+from typing import Any, List
+
+
+@dataclass
+class FairseqSGDConfig(FairseqDataclass):
+    momentum: float = field(
+        default=0.0
+    )
+    weight_decay: float = field(default=0.0, metadata={"help": "weight decay"})
+    lr: List[float] = II("optimization.lr")
+   
+
+
+@register_optimizer("sgd_hydra", dataclass=FairseqSGDConfig)
+class SGD(FairseqOptimizer):
+    def __init__(self, cfg, params):
+        super().__init__(cfg)
+        self._optimizer = torch.optim.SGD(params, **self.optimizer_config)
+
+    @property
+    def optimizer_config(self):
+        """
+        Return a kwarg dictionary that will be used to override optimizer
+        args stored in checkpoints. This allows us to load a checkpoint and
+        resume training using a different set of optimizer args, e.g., with a
+        different learning rate.
+        """
+        return {
+            "lr": self.cfg.lr[0]
+            if isinstance(self.cfg.lr, Collection)
+            else self.cfg.lr,
+            "momentum": self.cfg.momentum,
+            "weight_decay": self.cfg.weight_decay,
+        }
+
+    @property
+    def supports_flat_params(self):
+        return True
\ No newline at end of file
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/task.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/task.py
new file mode 100644
index 00000000..e2c30deb
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage1/task.py	
@@ -0,0 +1,125 @@
+# Copyright (c) 2017-present, Facebook, Inc.
+# All rights reserved.
+#
+# This source code is licensed under the license found in the LICENSE file in
+# the root directory of this source tree. An additional grant of patent rights
+# can be found in the PATENTS file in the same directory.
+
+import logging
+import sys
+
+from typing import Optional, List
+from dataclasses import dataclass, field
+from omegaconf import MISSING, II
+
+from fairseq.data import SubsampleDataset
+from fairseq.dataclass import FairseqDataclass
+from fairseq.tasks import FairseqTask, register_task
+from fairseq.data import Dictionary
+
+from fairseq_user.dataset import ImageDataset
+from .generator import PrefixSequenceGenerator
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class ImagePretrainingStage1Config(FairseqDataclass):
+    data: str = field(default=MISSING, metadata={"help": "path to data directory"})
+    multi_data: Optional[List[str]] = None
+    input_size: int = 256
+    augmentation: str = "randcrop"
+    subsample: float = 1
+    seed: int = II("common.seed")
+    dataset_type: str = "imagefolder"
+    source_vocab_size: int = -1
+    target_vocab_size: int = 8192
+    max_target_positions: int = 1024
+    
+    add_bos_token: bool = False
+    tokens_per_sample: int = 1024
+
+    num_shards: int = -1
+    shard_id: int = -1
+
+    linear_probe: bool = False
+
+@register_task("image_generation_stage1", dataclass=ImagePretrainingStage1Config)
+class ImagePretrainingStage1Task(FairseqTask):
+    """ """
+
+    cfg: ImagePretrainingStage1Config
+    
+    def __init__(self, cfg, src_dict, tgt_dict):
+        super().__init__(cfg)
+        self.src_dict = src_dict
+        self.tgt_dict = tgt_dict
+
+    @classmethod
+    def setup_task(cls, cfg: ImagePretrainingStage1Config, **kwargs):
+        """Setup the task (e.g., load dictionaries).
+
+        Args:
+            cfg (AudioPretrainingConfig): configuration of this task
+        """
+        src_dict = None
+        tgt_dict = Dictionary(extra_special_symbols=["<n>"])
+        for i in range(cfg.target_vocab_size):
+            tgt_dict.add_symbol(str(i))
+        logger.info(f"tgt dictionary size: " f"{len(tgt_dict):,}")
+
+        return cls(cfg, src_dict, tgt_dict)
+
+    def load_dataset(self, split: str, task_cfg: FairseqDataclass = None, **kwargs):
+        data_path = self.cfg.data
+        cfg = self.cfg
+
+        if cfg.num_shards > 0:
+            assert not split.startswith("train")
+        
+        self.datasets[split] = ImageDataset(
+            root=data_path if cfg.multi_data is None else cfg.multi_data,
+            split=split,
+            input_size=cfg.input_size,
+            augmentation=cfg.augmentation,
+            num_shards=cfg.num_shards,
+            shard_id=cfg.shard_id,
+            tgt_dict=self.tgt_dict,
+            linear_probe=cfg.linear_probe,
+        )
+
+        if cfg.subsample < 1:
+            self.datasets[split] = SubsampleDataset(
+                self.datasets[split],
+                cfg.subsample,
+                shuffle=True,
+                seed=cfg.seed,
+            )
+    
+    def build_generator(
+            self,
+            models,
+            args,
+            seq_gen_cls=None,
+            extra_gen_cls_kwargs=None,
+        ):
+        seq_gen_cls = PrefixSequenceGenerator
+        generator = super().build_generator(
+                models,
+                args,
+                seq_gen_cls,
+                extra_gen_cls_kwargs,
+            )
+        return generator
+
+    @property
+    def source_dictionary(self):
+        return self.src_dict
+
+    @property
+    def target_dictionary(self):
+        return self.tgt_dict
+
+    def max_positions(self):
+        """Maximum input length supported by the encoder."""
+        return sys.maxsize, sys.maxsize
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/__init__.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/__init__.py
new file mode 100644
index 00000000..2f802044
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/__init__.py	
@@ -0,0 +1,4 @@
+from .task import *
+from .model import *
+from .model_nar import *
+from .model_vq import *
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/generator.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/generator.py
new file mode 100644
index 00000000..c924e460
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/generator.py	
@@ -0,0 +1,631 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+import logging
+import math
+from typing import Dict, List, Optional
+from collections import namedtuple
+
+import torch
+from torch import Tensor
+
+from fairseq.sequence_generator import SequenceGenerator
+from fairseq.iterative_refinement_generator import IterativeRefinementGenerator
+import cv2
+import numpy as np
+import os
+
+logger = logging.getLogger(__name__)
+
+class PrefixSequenceGenerator(SequenceGenerator):
+    @torch.no_grad()
+    def generate(
+        self, models, sample: Dict[str, Dict[str, Tensor]], **kwargs
+    ) -> List[List[Dict[str, Tensor]]]:
+        """Generate translations. Match the api of other fairseq generators.
+
+        Args:
+            models (List[~fairseq.models.FairseqModel]): ensemble of models
+            sample (dict): batch
+            prefix_tokens (torch.LongTensor, optional): force decoder to begin
+                with these tokens
+            constraints (torch.LongTensor, optional): force decoder to include
+                the list of constraints
+            bos_token (int, optional): beginning of sentence token
+                (default: self.eos)
+        """
+        
+        finalized = self._generate(sample, **kwargs)
+        self.model.single_model.vqgan.eval()
+
+        final_batch = torch.stack([finalized[i][0]["tokens"][:256] for i in range(len(finalized))], dim = 0).view(len(finalized), -1, 16) - self.tgt_dict.nspecial
+        z_q = self.model.single_model.vqgan.quantize.get_codebook_entry(final_batch, shape=(len(finalized), -1, 16, 256))
+        pixel = self.model.single_model.vqgan.decode(z_q.reshape(len(finalized), 256, -1, 16))
+        for i, sample_id in enumerate(sample["id"].tolist()):
+            cv2.imwrite(
+                f"{os.environ['IMG_SAVE_DIR']}/{sample_id}_pred.png", 
+                np.clip(pixel[i].permute(1,2,0).cpu().detach().numpy() * 255, 0, 255).astype(np.uint8)[:, :, ::-1]
+            )
+
+        return finalized
+
+    def _generate(
+        self,
+        sample: Dict[str, Dict[str, Tensor]],
+        prefix_tokens: Optional[Tensor] = None,
+        constraints: Optional[Tensor] = None,
+        bos_token: Optional[int] = None,
+    ):
+        incremental_states = torch.jit.annotate(
+            List[Dict[str, Dict[str, Optional[Tensor]]]],
+            [
+                torch.jit.annotate(Dict[str, Dict[str, Optional[Tensor]]], {})
+                for i in range(self.model.models_size)
+            ],
+        )
+        net_input = sample["net_input"]
+
+        if "src_tokens" in net_input:
+            src_tokens = net_input["src_tokens"]
+            # length of the source text being the character length except EndOfSentence and pad
+            # if src_lengths exists in net_input (speech_to_text dataset case), then use it
+            if "src_lengths" in net_input:
+                src_lengths = net_input["src_lengths"]
+            else:
+                src_lengths = (
+                    (src_tokens.ne(self.eos) & src_tokens.ne(self.pad))
+                    .long()
+                    .sum(dim=1)
+                )
+        elif "source" in net_input:
+            src_tokens = net_input["source"]
+            src_lengths = (
+                net_input["padding_mask"].size(-1) - net_input["padding_mask"].sum(-1)
+                if net_input["padding_mask"] is not None
+                else torch.tensor(src_tokens.size(-1)).to(src_tokens)
+            )
+        elif "features" in net_input:
+            src_tokens = net_input["features"]
+            src_lengths = (
+                net_input["padding_mask"].size(-1) - net_input["padding_mask"].sum(-1)
+                if net_input["padding_mask"] is not None
+                else torch.tensor(src_tokens.size(-1)).to(src_tokens)
+            )
+        else:
+            raise Exception(
+                "expected src_tokens or source in net input. input keys: "
+                + str(net_input.keys())
+            )
+
+        # bsz: total number of sentences in beam
+        # Note that src_tokens may have more than 2 dimensions (i.e. audio features)
+        bsz, src_len = src_tokens.size()[:2]
+        beam_size = self.beam_size
+
+        if constraints is not None and not self.search.supports_constraints:
+            raise NotImplementedError(
+                "Target-side constraints were provided, but search method doesn't support them"
+            )
+
+        # Initialize constraints, when active
+        self.search.init_constraints(constraints, beam_size)
+
+        max_len: int = -1
+        if self.match_source_len:
+            max_len = src_lengths.max().item()
+        else:
+            max_len = min(
+                int(self.max_len_a * src_len + self.max_len_b),
+                self.max_len - 1,
+            )
+        assert (
+            self.min_len <= max_len
+        ), "min_len cannot be larger than max_len, please adjust these!"
+        # compute the encoder output for each beam
+        with torch.autograd.profiler.record_function("EnsembleModel: forward_encoder"):
+            encoder_outs = self.model.forward_encoder(net_input)
+
+        # placeholder of indices for bsz * beam_size to hold tokens and accumulative scores
+        new_order = torch.arange(bsz).view(-1, 1).repeat(1, beam_size).view(-1)
+        new_order = new_order.to(src_tokens.device).long()
+        encoder_outs = self.model.reorder_encoder_out(encoder_outs, new_order)
+        # ensure encoder_outs is a List.
+        assert encoder_outs is not None
+        
+        prefix_tokens = self.model.single_model.prepare_incremental_state(
+            net_input,
+            incremental_states[0],
+            beam_size,
+        )
+
+        # initialize buffers
+        scores = (
+            torch.zeros(bsz * beam_size, max_len + 1).to(src_tokens).float()
+        )  # +1 for eos; pad is never chosen for scoring
+        tokens = (
+            torch.zeros(bsz * beam_size, max_len + 2)
+            .to(src_tokens)
+            .long()
+            .fill_(self.pad)
+        )  # +2 for eos and pad
+        tokens[:, 0] = self.eos if bos_token is None else bos_token
+        attn: Optional[Tensor] = None
+
+        # A list that indicates candidates that should be ignored.
+        # For example, suppose we're sampling and have already finalized 2/5
+        # samples. Then cands_to_ignore would mark 2 positions as being ignored,
+        # so that we only finalize the remaining 3 samples.
+        cands_to_ignore = (
+            torch.zeros(bsz, beam_size).to(src_tokens).eq(-1)
+        )  # forward and backward-compatible False mask
+
+        # list of completed sentences
+        finalized = torch.jit.annotate(
+            List[List[Dict[str, Tensor]]],
+            [torch.jit.annotate(List[Dict[str, Tensor]], []) for i in range(bsz)],
+        )  # contains lists of dictionaries of infomation about the hypothesis being finalized at each step
+
+        # a boolean array indicating if the sentence at the index is finished or not
+        finished = [False for i in range(bsz)]
+        num_remaining_sent = bsz  # number of sentences remaining
+
+        # number of candidate hypos per step
+        cand_size = 2 * beam_size  # 2 x beam size in case half are EOS
+
+        # offset arrays for converting between different indexing schemes
+        bbsz_offsets = (
+            (torch.arange(0, bsz) * beam_size)
+            .unsqueeze(1)
+            .type_as(tokens)
+            .to(src_tokens.device)
+        )
+        cand_offsets = torch.arange(0, cand_size).type_as(tokens).to(src_tokens.device)
+
+        reorder_state: Optional[Tensor] = None
+        batch_idxs: Optional[Tensor] = None
+
+        original_batch_idxs: Optional[Tensor] = None
+        if "id" in sample and isinstance(sample["id"], Tensor):
+            original_batch_idxs = sample["id"]
+        else:
+            original_batch_idxs = torch.arange(0, bsz).type_as(tokens)
+
+        for step in range(max_len + 1):  # one extra step for EOS marker
+            # reorder decoder internal states based on the prev choice of beams
+            if reorder_state is not None:
+                if batch_idxs is not None:
+                    # update beam indices to take into account removed sentences
+                    corr = batch_idxs - torch.arange(batch_idxs.numel()).type_as(
+                        batch_idxs
+                    )
+                    reorder_state.view(-1, beam_size).add_(
+                        corr.unsqueeze(-1) * beam_size
+                    )
+                    original_batch_idxs = original_batch_idxs[batch_idxs]
+                self.model.reorder_incremental_state(incremental_states, reorder_state)
+                encoder_outs = self.model.reorder_encoder_out(
+                    encoder_outs, reorder_state
+                )
+            with torch.autograd.profiler.record_function(
+                "EnsembleModel: forward_decoder"
+            ):
+                lprobs, avg_attn_scores = self.model.forward_decoder(
+                    tokens[:, : step + 1],
+                    encoder_outs,
+                    incremental_states,
+                    self.temperature,
+                )
+
+            if self.lm_model is not None:
+                lm_out = self.lm_model(tokens[:, : step + 1])
+                probs = self.lm_model.get_normalized_probs(
+                    lm_out, log_probs=True, sample=None
+                )
+                probs = probs[:, -1, :] * self.lm_weight
+                lprobs += probs
+
+            lprobs[lprobs != lprobs] = torch.tensor(-math.inf).to(lprobs)
+
+            lprobs[:, self.pad] = -math.inf  # never select pad
+            #lprobs[:, self.unk] -= self.unk_penalty  # apply unk penalty
+            
+            lprobs[:, self.unk] = -math.inf
+            lprobs[:, self.tgt_dict.bos()] = -math.inf
+            lprobs[:, self.tgt_dict.index("<n>")] = -math.inf
+
+            # handle max length constraint
+            if step >= max_len:
+                lprobs[:, : self.eos] = -math.inf
+                lprobs[:, self.eos + 1 :] = -math.inf
+
+            # handle prefix tokens (possibly with different lengths)
+            if (
+                prefix_tokens is not None
+                and step < prefix_tokens.size(1)
+                and step < max_len
+            ):
+                lprobs, tokens, scores = self._prefix_tokens(
+                    step, lprobs, scores, tokens, prefix_tokens, beam_size
+                )
+            else:
+                if step < self.min_len:
+                    # minimum length constraint (does not apply if using prefix_tokens)
+                    lprobs[:, self.eos] = -math.inf
+
+                if self.token_indices_to_suppress is not None:
+                    lprobs[:, self.token_indices_to_suppress] = -math.inf
+
+            # Record attention scores, only support avg_attn_scores is a Tensor
+            if avg_attn_scores is not None:
+                if attn is None:
+                    attn = torch.empty(
+                        bsz * beam_size, avg_attn_scores.size(1), max_len + 2
+                    ).to(scores)
+                attn[:, :, step + 1].copy_(avg_attn_scores)
+
+            scores = scores.type_as(lprobs)
+            eos_bbsz_idx = torch.empty(0).to(
+                tokens
+            )  # indices of hypothesis ending with eos (finished sentences)
+            eos_scores = torch.empty(0).to(
+                scores
+            )  # scores of hypothesis ending with eos (finished sentences)
+
+            if self.should_set_src_lengths:
+                self.search.set_src_lengths(src_lengths)
+
+            if self.repeat_ngram_blocker is not None:
+                lprobs = self.repeat_ngram_blocker(tokens, lprobs, bsz, beam_size, step)
+
+            # Shape: (batch, cand_size)
+            cand_scores, cand_indices, cand_beams = self.search.step(
+                step,
+                lprobs.view(bsz, -1, self.vocab_size),
+                scores.view(bsz, beam_size, -1)[:, :, :step],
+                tokens[:, : step + 1],
+                original_batch_idxs,
+            )
+
+            # cand_bbsz_idx contains beam indices for the top candidate
+            # hypotheses, with a range of values: [0, bsz*beam_size),
+            # and dimensions: [bsz, cand_size]
+            cand_bbsz_idx = cand_beams.add(bbsz_offsets)
+
+            # finalize hypotheses that end in eos
+            # Shape of eos_mask: (batch size, beam size)
+            eos_mask = cand_indices.eq(self.eos) & cand_scores.ne(-math.inf)
+            eos_mask[:, :beam_size][cands_to_ignore] = torch.tensor(0).to(eos_mask)
+
+            # only consider eos when it's among the top beam_size indices
+            # Now we know what beam item(s) to finish
+            # Shape: 1d list of absolute-numbered
+            eos_bbsz_idx = torch.masked_select(
+                cand_bbsz_idx[:, :beam_size], mask=eos_mask[:, :beam_size]
+            )
+
+            finalized_sents: List[int] = []
+            if eos_bbsz_idx.numel() > 0:
+                eos_scores = torch.masked_select(
+                    cand_scores[:, :beam_size], mask=eos_mask[:, :beam_size]
+                )
+
+                finalized_sents = self.finalize_hypos(
+                    step,
+                    eos_bbsz_idx,
+                    eos_scores,
+                    tokens,
+                    scores,
+                    finalized,
+                    finished,
+                    beam_size,
+                    attn,
+                    src_lengths,
+                    max_len,
+                )
+                num_remaining_sent -= len(finalized_sents)
+
+            assert num_remaining_sent >= 0
+            if num_remaining_sent == 0:
+                break
+            if self.search.stop_on_max_len and step >= max_len:
+                break
+            assert step < max_len, f"{step} < {max_len}"
+
+            # Remove finalized sentences (ones for which {beam_size}
+            # finished hypotheses have been generated) from the batch.
+            if len(finalized_sents) > 0:
+                new_bsz = bsz - len(finalized_sents)
+
+                # construct batch_idxs which holds indices of batches to keep for the next pass
+                batch_mask = torch.ones(
+                    bsz, dtype=torch.bool, device=cand_indices.device
+                )
+                batch_mask[finalized_sents] = False
+                # TODO replace `nonzero(as_tuple=False)` after TorchScript supports it
+                batch_idxs = torch.arange(
+                    bsz, device=cand_indices.device
+                ).masked_select(batch_mask)
+
+                # Choose the subset of the hypothesized constraints that will continue
+                self.search.prune_sentences(batch_idxs)
+
+                eos_mask = eos_mask[batch_idxs]
+                cand_beams = cand_beams[batch_idxs]
+                bbsz_offsets.resize_(new_bsz, 1)
+                cand_bbsz_idx = cand_beams.add(bbsz_offsets)
+                cand_scores = cand_scores[batch_idxs]
+                cand_indices = cand_indices[batch_idxs]
+
+                if prefix_tokens is not None:
+                    prefix_tokens = prefix_tokens[batch_idxs]
+                src_lengths = src_lengths[batch_idxs]
+                cands_to_ignore = cands_to_ignore[batch_idxs]
+
+                scores = scores.view(bsz, -1)[batch_idxs].view(new_bsz * beam_size, -1)
+                tokens = tokens.view(bsz, -1)[batch_idxs].view(new_bsz * beam_size, -1)
+                if attn is not None:
+                    attn = attn.view(bsz, -1)[batch_idxs].view(
+                        new_bsz * beam_size, attn.size(1), -1
+                    )
+                bsz = new_bsz
+            else:
+                batch_idxs = None
+
+            # Set active_mask so that values > cand_size indicate eos hypos
+            # and values < cand_size indicate candidate active hypos.
+            # After, the min values per row are the top candidate active hypos
+
+            # Rewrite the operator since the element wise or is not supported in torchscript.
+
+            eos_mask[:, :beam_size] = ~((~cands_to_ignore) & (~eos_mask[:, :beam_size]))
+            active_mask = torch.add(
+                eos_mask.type_as(cand_offsets) * cand_size,
+                cand_offsets[: eos_mask.size(1)],
+            )
+
+            # get the top beam_size active hypotheses, which are just
+            # the hypos with the smallest values in active_mask.
+            # {active_hypos} indicates which {beam_size} hypotheses
+            # from the list of {2 * beam_size} candidates were
+            # selected. Shapes: (batch size, beam size)
+            new_cands_to_ignore, active_hypos = torch.topk(
+                active_mask, k=beam_size, dim=1, largest=False
+            )
+
+            # update cands_to_ignore to ignore any finalized hypos.
+            cands_to_ignore = new_cands_to_ignore.ge(cand_size)[:, :beam_size]
+            # Make sure there is at least one active item for each sentence in the batch.
+            assert (~cands_to_ignore).any(dim=1).all()
+
+            # update cands_to_ignore to ignore any finalized hypos
+
+            # {active_bbsz_idx} denotes which beam number is continued for each new hypothesis (a beam
+            # can be selected more than once).
+            active_bbsz_idx = torch.gather(cand_bbsz_idx, dim=1, index=active_hypos)
+            active_scores = torch.gather(cand_scores, dim=1, index=active_hypos)
+
+            active_bbsz_idx = active_bbsz_idx.view(-1)
+            active_scores = active_scores.view(-1)
+
+            # copy tokens and scores for active hypotheses
+
+            # Set the tokens for each beam (can select the same row more than once)
+            tokens[:, : step + 1] = torch.index_select(
+                tokens[:, : step + 1], dim=0, index=active_bbsz_idx
+            )
+            # Select the next token for each of them
+            tokens.view(bsz, beam_size, -1)[:, :, step + 1] = torch.gather(
+                cand_indices, dim=1, index=active_hypos
+            )
+            if step > 0:
+                scores[:, :step] = torch.index_select(
+                    scores[:, :step], dim=0, index=active_bbsz_idx
+                )
+            scores.view(bsz, beam_size, -1)[:, :, step] = torch.gather(
+                cand_scores, dim=1, index=active_hypos
+            )
+
+            # Update constraints based on which candidates were selected for the next beam
+            self.search.update_constraints(active_hypos)
+
+            # copy attention for active hypotheses
+            if attn is not None:
+                attn[:, :, : step + 2] = torch.index_select(
+                    attn[:, :, : step + 2], dim=0, index=active_bbsz_idx
+                )
+
+            # reorder incremental state in decoder
+            reorder_state = active_bbsz_idx
+
+        # sort by score descending
+        for sent in range(len(finalized)):
+            scores = torch.tensor(
+                [float(elem["score"].item()) for elem in finalized[sent]]
+            )
+            _, sorted_scores_indices = torch.sort(scores, descending=True)
+            finalized[sent] = [finalized[sent][ssi] for ssi in sorted_scores_indices]
+            finalized[sent] = torch.jit.annotate(
+                List[Dict[str, Tensor]], finalized[sent]
+            )
+        return finalized
+
+
+DecoderOut = namedtuple(
+    "IterativeRefinementDecoderOut",
+    ["output_tokens", "output_scores", "attn", "step", "max_step", "history"],
+)
+
+
+class LMIterativeRefinementGenerator(IterativeRefinementGenerator):
+    @torch.no_grad()
+    def generate(self, models, sample, prefix_tokens=None, constraints=None):
+        if constraints is not None:
+            raise NotImplementedError(
+                "Constrained decoding with the IterativeRefinementGenerator is not supported"
+            )
+
+        # TODO: iterative refinement generator does not support ensemble for now.
+        if not self.retain_dropout:
+            for model in models:
+                model.eval()
+
+        model, reranker = models[0], None
+
+        if len(models) > 1 and hasattr(model, "enable_ensemble"):
+            assert model.allow_ensemble, "{} does not support ensembling".format(
+                model.__class__.__name__
+            )
+            model.enable_ensemble(models)
+
+        # TODO: better encoder inputs?
+        src_tokens = sample["net_input"]["src_tokens"]
+        src_lengths = sample["net_input"]["src_lengths"]
+        bsz, src_len = src_tokens.size()
+
+        # initialize
+        prev_decoder_out = model.initialize_output_tokens(sample["net_input"])
+
+        sent_idxs = torch.arange(bsz)
+        prev_output_tokens = prev_decoder_out.output_tokens.clone()
+
+        if self.retain_history:
+            prev_decoder_out = prev_decoder_out._replace(history=[prev_output_tokens])
+
+        finalized = [[] for _ in range(bsz)]
+
+        def is_a_loop(x, y, s, a):
+            b, l_x, l_y = x.size(0), x.size(1), y.size(1)
+            if l_x > l_y:
+                y = torch.cat([y, x.new_zeros(b, l_x - l_y).fill_(self.pad)], 1)
+                s = torch.cat([s, s.new_zeros(b, l_x - l_y)], 1)
+                if a is not None:
+                    a = torch.cat([a, a.new_zeros(b, l_x - l_y, a.size(2))], 1)
+            elif l_x < l_y:
+                x = torch.cat([x, y.new_zeros(b, l_y - l_x).fill_(self.pad)], 1)
+            return (x == y).all(1), y, s, a
+
+        def finalized_hypos(step, prev_out_token, prev_out_score, prev_out_attn):
+            cutoff = prev_out_token.ne(self.pad)
+            tokens = prev_out_token[cutoff]
+            if prev_out_score is None:
+                scores, score = None, None
+            else:
+                scores = prev_out_score[cutoff]
+                score = scores.mean()
+
+            if prev_out_attn is None:
+                hypo_attn, alignment = None, None
+            else:
+                hypo_attn = prev_out_attn[cutoff]
+                alignment = hypo_attn.max(dim=1)[1]
+            return {
+                "steps": step,
+                "tokens": tokens,
+                "positional_scores": scores,
+                "score": score,
+                "hypo_attn": hypo_attn,
+                "alignment": alignment,
+            }
+
+        for step in range(self.max_iter):
+            decoder_options = {
+                "eos_penalty": self.eos_penalty,
+                "max_ratio": self.max_ratio,
+                "decoding_format": self.decoding_format,
+            }
+            prev_decoder_out = prev_decoder_out._replace(
+                step=step,
+                max_step=self.max_iter,
+            )
+
+            decoder_out = model.forward_decoder(
+                prev_decoder_out, **decoder_options
+            )
+
+            if self.adaptive:
+                # terminate if there is a loop
+                terminated, out_tokens, out_scores, out_attn = is_a_loop(
+                    prev_output_tokens,
+                    decoder_out.output_tokens,
+                    decoder_out.output_scores,
+                    decoder_out.attn,
+                )
+                decoder_out = decoder_out._replace(
+                    output_tokens=out_tokens,
+                    output_scores=out_scores,
+                    attn=out_attn,
+                )
+
+            else:
+                terminated = decoder_out.output_tokens.new_zeros(
+                    decoder_out.output_tokens.size(0)
+                ).bool()
+
+            if (step + 1) == self.max_iter:  # reach last iteration, terminate
+                terminated.fill_(1)
+
+            # collect finalized sentences
+            finalized_idxs = sent_idxs[terminated.to(sent_idxs.device)]
+            finalized_tokens = decoder_out.output_tokens[terminated]
+            finalized_scores = decoder_out.output_scores[terminated]
+            finalized_attn = (
+                None
+                if (decoder_out.attn is None or decoder_out.attn.size(0) == 0)
+                else decoder_out.attn[terminated]
+            )
+
+            if self.retain_history:
+                finalized_history_tokens = [h[terminated] for h in decoder_out.history]
+
+            for i in range(finalized_idxs.size(0)):
+                finalized[finalized_idxs[i]] = [
+                    finalized_hypos(
+                        step,
+                        finalized_tokens[i],
+                        finalized_scores[i],
+                        None if finalized_attn is None else finalized_attn[i],
+                    )
+                ]
+
+                if self.retain_history:
+                    finalized[finalized_idxs[i]][0]["history"] = []
+                    for j in range(len(finalized_history_tokens)):
+                        finalized[finalized_idxs[i]][0]["history"].append(
+                            finalized_hypos(
+                                step, finalized_history_tokens[j][i], None, None
+                            )
+                        )
+
+            # check if all terminated
+            if terminated.sum() == terminated.size(0):
+                break
+
+            # for next step
+            not_terminated = ~terminated
+            prev_decoder_out = decoder_out._replace(
+                output_tokens=decoder_out.output_tokens[not_terminated],
+                output_scores=decoder_out.output_scores[not_terminated],
+                attn=decoder_out.attn[not_terminated]
+                if (decoder_out.attn is not None and decoder_out.attn.size(0) > 0)
+                else None,
+                history=[h[not_terminated] for h in decoder_out.history]
+                if decoder_out.history is not None
+                else None,
+            )
+         
+            sent_idxs = sent_idxs[not_terminated.to(sent_idxs.device)]
+            prev_output_tokens = prev_decoder_out.output_tokens.clone()
+            
+        model.vqgan.eval()
+
+        final_batch = torch.stack([finalized[i][0]["tokens"][257:] for i in range(len(finalized))], dim = 0).view(len(finalized), -1, 16) - self.tgt_dict.nspecial
+        z_q = model.vqgan.quantize.get_codebook_entry(final_batch, shape=(len(finalized), -1, 16, 256))
+        pixel = model.vqgan.decode(z_q.reshape(len(finalized), 256, -1, 16))
+        for i, sample_id in enumerate(sample["id"].tolist()):
+            cv2.imwrite(
+                f"{os.environ['IMG_SAVE_DIR']}/{sample_id}_pred.png", 
+                np.clip(pixel[i].permute(1,2,0).cpu().detach().numpy() * 255, 0, 255).astype(np.uint8)[:, :, ::-1]
+            )
+
+        return finalized
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/model.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/model.py
new file mode 100644
index 00000000..332b4d1c
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/model.py	
@@ -0,0 +1,388 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+import logging
+from torch import Tensor
+from typing import Any, Dict, List, Optional
+import copy
+import torch
+import torch.nn as nn
+import math
+
+from omegaconf import II
+from dataclasses import dataclass, field
+
+from fairseq.models import (
+    FairseqLanguageModel,
+    register_model,
+)
+from fairseq.models.transformer import (
+    Embedding,
+    TransformerDecoder,
+)
+from fairseq.models.transformer_lm import TransformerLanguageModelConfig
+from fairseq.modules import PositionalEmbedding
+import numpy as np
+
+from fairseq_user.pretrained_enc import models_pretrained_enc as models_pretrained_enc
+from .taming.models.vqgan import VQModel
+
+logger = logging.getLogger(__name__)
+
+@dataclass
+class PretrainedEncConfig:
+    pretrained_enc_arch: Optional[str] = False
+    pretrained_enc_path: Optional[str] = False
+    pretrained_enc_proj_dim: Optional[int] = None
+    pretrained_enc_withproj: bool = True
+    layer: int = 3
+    
+@dataclass
+class ST2VTLMConfig(TransformerLanguageModelConfig):
+    decoder_normalize_before: bool = True
+    vqgan_ckpt_path: Optional[str] = None
+    vqgan_config_path: Optional[str] = None
+    pretrained_enc_config: Optional[PretrainedEncConfig] = None
+    kmeans_path: Optional[str] = None
+    base_shuffle: bool = False
+    
+class TransformerDecoder2pos(TransformerDecoder):
+    def __init__(self, args, dictionary, embed_tokens, no_encoder_attn=False, output_projection=None):
+        super().__init__(args, dictionary, embed_tokens, no_encoder_attn, output_projection)
+        self.embed_positions_1 = (
+            PositionalEmbedding(
+                self.max_target_positions,
+                self.embed_dim,
+                self.padding_idx,
+                learned=self.cfg.decoder.learned_pos,
+            )
+            if not self.cfg.no_token_positional_embeddings
+            else None
+        )
+        
+    def extract_features_scriptable(
+        self,
+        prev_output_tokens,
+        encoder_out: Optional[Dict[str, List[Tensor]]],
+        incremental_state: Optional[Dict[str, Dict[str, Optional[Tensor]]]] = None,
+        full_context_alignment: bool = False,
+        alignment_layer: Optional[int] = None,
+        alignment_heads: Optional[int] = None,
+    ):
+        """
+        Similar to *forward* but only return features.
+
+        Includes several features from "Jointly Learning to Align and
+        Translate with Transformer Models" (Garg et al., EMNLP 2019).
+
+        Args:
+            full_context_alignment (bool, optional): don't apply
+                auto-regressive mask to self-attention (default: False).
+            alignment_layer (int, optional): return mean alignment over
+                heads at this layer (default: last layer).
+            alignment_heads (int, optional): only average alignment over
+                this many heads (default: all heads).
+
+        Returns:
+            tuple:
+                - the decoder's features of shape `(batch, tgt_len, embed_dim)`
+                - a dictionary with any model-specific outputs
+        """
+        bs, slen = prev_output_tokens.size()
+        if alignment_layer is None:
+            alignment_layer = self.num_layers - 1
+
+        enc: Optional[Tensor] = None
+        padding_mask: Optional[Tensor] = None
+        if encoder_out is not None and len(encoder_out["encoder_out"]) > 0:
+            enc = encoder_out["encoder_out"][0]
+        if encoder_out is not None and len(encoder_out["encoder_padding_mask"]) > 0:
+            padding_mask = encoder_out["encoder_padding_mask"][0]
+
+        # embed positions
+        positions = None
+        id_eos = torch.nonzero(prev_output_tokens[0].eq(self.dictionary.eos()))
+        if self.embed_positions is not None:
+            if incremental_state is None:
+                positions_1 = self.embed_positions_1(
+                    prev_output_tokens[:,:id_eos], incremental_state=incremental_state
+                )
+                positions_2 = self.embed_positions(
+                    prev_output_tokens[:,id_eos:], incremental_state=incremental_state
+                )
+                positions = torch.cat([positions_1, positions_2], dim = 1)
+            else:
+                # the prfix won't be here
+                positions = self.embed_positions(
+                    prev_output_tokens, incremental_state=incremental_state
+                )
+        
+        if incremental_state is not None:
+            prev_output_tokens = prev_output_tokens[:, -1:]
+            if positions is not None:
+                positions = positions[:, -1:]
+
+        # Prevent torchscript exporting issue for dynamic quant embedding
+        prev_output_tokens = prev_output_tokens.contiguous()
+        # embed tokens and positions
+        x = self.embed_scale * self.embed_tokens(prev_output_tokens)
+
+        if self.quant_noise is not None:
+            x = self.quant_noise(x)
+
+        if self.project_in_dim is not None:
+            x = self.project_in_dim(x)
+
+        if positions is not None:
+            x += positions
+
+        if self.layernorm_embedding is not None:
+            x = self.layernorm_embedding(x)
+
+        x = self.dropout_module(x)
+
+        # B x T x C -> T x B x C
+        x = x.transpose(0, 1)
+
+        self_attn_padding_mask: Optional[Tensor] = None
+        if self.cross_self_attention or prev_output_tokens.eq(self.padding_idx).any():
+            self_attn_padding_mask = prev_output_tokens.eq(self.padding_idx)
+
+        # decoder layers
+        attn: Optional[Tensor] = None
+        inner_states: List[Optional[Tensor]] = [x]
+        for idx, layer in enumerate(self.layers):
+            if incremental_state is None and not full_context_alignment:
+                self_attn_mask = self.buffered_future_mask(x)
+            else:
+                self_attn_mask = None
+
+            x, layer_attn, _ = layer(
+                x,
+                enc,
+                padding_mask,
+                incremental_state,
+                self_attn_mask=self_attn_mask,
+                self_attn_padding_mask=self_attn_padding_mask,
+                need_attn=bool((idx == alignment_layer)),
+                need_head_weights=bool((idx == alignment_layer)),
+            )
+            inner_states.append(x)
+            if layer_attn is not None and idx == alignment_layer:
+                attn = layer_attn.float().to(x)
+
+        if attn is not None:
+            if alignment_heads is not None:
+                attn = attn[:alignment_heads]
+
+            # average probabilities over heads
+            attn = attn.mean(dim=0)
+
+        if self.layer_norm is not None:
+            x = self.layer_norm(x)
+
+        # T x B x C -> B x T x C
+        x = x.transpose(0, 1)
+
+        if self.project_out_dim is not None:
+            x = self.project_out_dim(x)
+
+        return x, {"attn": [attn], "inner_states": inner_states}
+
+
+@register_model("st2vtlm", dataclass=ST2VTLMConfig)
+class ST2VTTransformerLanguageModel(FairseqLanguageModel):
+    def __init__(self, args, decoder, vqgan, pretrained_encoder, centroids):
+        super().__init__(decoder)
+        self.args = args
+        self.vqgan = vqgan
+        self.pretrained_encoder = pretrained_encoder
+        self.centroids = nn.Parameter(centroids, requires_grad=False)
+        self.centroid_norm = nn.Parameter((centroids ** 2).sum(0, keepdims=True), requires_grad=False)
+  
+    def build_emb(cls, args, task):
+        embed_tokens = Embedding(
+            len(task.target_dictionary) + len(task.source_dictionary), 
+            args.decoder_embed_dim, 
+            task.target_dictionary.pad()
+        )
+        return embed_tokens
+    
+    @classmethod
+    def build_model(cls, args, task):    
+                
+        embed_tokens = cls.build_emb(cls, args, task)
+        vqgan = cls.build_vqgan(cls, args)
+        pretrained_encoder = cls.build_pre_trained_encoder(cls, args)
+        centroids = cls.build_centroids(cls, args)
+        
+        decoder = TransformerDecoder2pos(
+            args,
+            task.target_dictionary,
+            embed_tokens,
+            no_encoder_attn=True,
+        )
+            
+        return cls(args, decoder, vqgan, pretrained_encoder, centroids)
+    
+    def build_pre_trained_encoder(cls, args):
+        pretrained_enc_config = args.pretrained_enc_config
+        assert pretrained_enc_config.pretrained_enc_path is not None
+        assert pretrained_enc_config.pretrained_enc_arch is not None
+        
+        pretrained_encoder = models_pretrained_enc.__dict__[pretrained_enc_config.pretrained_enc_arch](proj_dim=pretrained_enc_config.pretrained_enc_proj_dim)
+        # load pre-trained encoder parameters
+        if 'moco' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_moco(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'dino' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_dino(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'ibot' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_ibot(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'mae' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_mae(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        else:
+            raise NotImplementedError
+
+        for param in pretrained_encoder.parameters():
+            param.requires_grad = False
+            
+        return pretrained_encoder
+    
+    def build_centroids(cls, args):
+        centroids = np.load(args.kmeans_path)
+        centroids = torch.from_numpy(centroids).transpose(0,1).contiguous()
+        return centroids
+    
+    def build_vqgan(cls, args): 
+        from omegaconf import OmegaConf
+        vqgan_config = OmegaConf.load(args.vqgan_config_path).model
+        vqgan = VQModel(ddconfig=vqgan_config.params.ddconfig,
+                             n_embed=vqgan_config.params.n_embed,
+                             embed_dim=vqgan_config.params.embed_dim,
+                             ckpt_path=args.vqgan_ckpt_path)
+        for param in vqgan.parameters():
+            param.requires_grad = False
+            
+        return vqgan
+    
+    def add_eos_shift(self, x, sizes):
+        x = x + self.decoder.dictionary.nspecial
+        
+        x_src = torch.cat([x.new(x.shape[0],1).fill_(self.decoder.dictionary.eos()), x], dim = 1)
+        x_tgt = torch.cat([x, x.new(x.shape[0],1).fill_(self.decoder.dictionary.eos())], dim = 1)
+    
+        return x_src, x_tgt
+    
+    @torch.no_grad()
+    def prepare_semantic(self, imgs, img_sizes):
+        self.pretrained_encoder.eval()
+        mean = torch.Tensor([0.485, 0.456, 0.406]).cuda().unsqueeze(0).unsqueeze(-1).unsqueeze(-1).to(imgs.dtype)
+        std = torch.Tensor([0.229, 0.224, 0.225]).cuda().unsqueeze(0).unsqueeze(-1).unsqueeze(-1).to(imgs.dtype)
+        x_normalized = (imgs - mean) / std
+        if x_normalized.shape[-1] == 256:
+            x_normalized = torch.nn.functional.interpolate(x_normalized, scale_factor=224 / 256, mode='bicubic').to(imgs.dtype)
+        else:
+            assert x_normalized.shape[-1] == 224
+        rep = self.pretrained_encoder.get_intermediate_layers(x_normalized, self.args.pretrained_enc_config.layer)[0]
+        
+        dist = (
+            rep.flatten(0,1).pow(2).sum(1, keepdim=True)
+            - 2 * torch.matmul(rep.flatten(0,1), self.centroids)
+            + self.centroid_norm
+        )
+        sem = dist.argmin(dim=-1)
+        sem = sem.view(rep.shape[:2])
+        
+        sem = sem + len(self.decoder.dictionary) + self.decoder.dictionary.nspecial
+            
+        return sem
+    
+    def prepare_incremental_state(
+            self,
+            net_input,
+            incremental_state,
+            beam_size=1,
+        ): # compute semantic kv cache at once 
+
+        imgs = net_input["imgs"] if net_input["imgs"] is not None else net_input["src_tokens"]
+        img_sizes = net_input["img_sizes"]
+        
+        if imgs.dim() == 4:
+            src_tokens = self.prepare_semantic(imgs.type_as(self.decoder.embed_tokens.weight), img_sizes)
+        elif imgs.dim() == 2:
+            src_tokens = imgs + len(self.decoder.dictionary)
+        else:
+            raise NotImplementedError
+        
+        if beam_size != 1:
+            src_tokens = src_tokens.repeat_interleave(beam_size, dim=0)
+        
+        s_embeds = self.decoder.embed_scale * self.decoder.embed_tokens(src_tokens)
+        positions = self.decoder.embed_positions_1(src_tokens)
+        x = s_embeds + positions
+        
+        alignment_layer = self.decoder.num_layers - 1
+        if self.decoder.layernorm_embedding is not None:
+            x = self.decoder.layernorm_embedding(x)
+        x = self.decoder.dropout_module(x)
+        x = x.transpose(0, 1)
+        self_attn_padding_mask = None
+        if self.decoder.cross_self_attention or src_tokens.eq(self.decoder.padding_idx).any():
+            self_attn_padding_mask = src_tokens.eq(self.decoder.padding_idx)
+        for idx, layer in enumerate(self.decoder.layers):
+            self_attn_mask = self.decoder.buffered_future_mask(x)
+            x, layer_attn, _ = layer(
+                x,
+                None,
+                None,
+                incremental_state,
+                self_attn_mask=self_attn_mask,
+                self_attn_padding_mask=self_attn_padding_mask,
+                need_attn=bool((idx == alignment_layer)),
+                need_head_weights=bool((idx == alignment_layer)),
+            )
+        
+        return None
+
+        
+    def forward(
+        self,
+        sample,
+        **kwargs
+    ):
+        imgs = sample["net_input"]["imgs"]
+        img_sizes = sample["net_input"]["img_sizes"]
+        
+        sem = self.prepare_semantic(imgs, img_sizes)
+            
+        with torch.no_grad():
+            #self.vqgan.eval()
+            z_q, _, token_tuple = self.vqgan.encode(imgs)
+            _, _, token_indices = token_tuple
+            token_indices = token_indices.reshape(z_q.size(0), -1)
+            src, tgt = self.add_eos_shift(token_indices, img_sizes // 16)
+                 
+        decoder_input = torch.cat([sem, src], dim = 1)
+        logits, extra = self.decoder(
+            decoder_input,
+        )
+        
+        logits = logits[:, sem.shape[1]:]
+        
+        output = {
+            "word_ins_visual": {
+                "out": logits,
+                "mask": src.ne(self.decoder.padding_idx), # token level
+                "nll_loss": True,
+                "factor": 1.0,
+                "tgt": tgt
+            },
+        }
+        
+        return output, extra
+    
\ No newline at end of file
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/model_nar.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/model_nar.py
new file mode 100644
index 00000000..a9ebdd42
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/model_nar.py	
@@ -0,0 +1,463 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+import logging
+from torch import Tensor
+from typing import Any, Dict, List, Optional
+import copy
+import torch
+import torch.nn as nn
+import math
+from functools import partial
+
+from omegaconf import II
+from dataclasses import dataclass, field
+
+from fairseq.models import (
+    FairseqLanguageModel,
+    register_model,
+)
+from fairseq.models.transformer import (
+    Embedding,
+    TransformerDecoder,
+)
+from fairseq.iterative_refinement_generator import DecoderOut
+from fairseq.models.transformer_lm import TransformerLanguageModelConfig
+from fairseq.modules import PositionalEmbedding
+from fairseq.utils import new_arange
+import numpy as np
+
+from fairseq_user.pretrained_enc import models_pretrained_enc as models_pretrained_enc
+from .taming.models.vqgan import VQModel
+
+
+logger = logging.getLogger(__name__)
+
+@dataclass
+class PretrainedEncConfig:
+    pretrained_enc_arch: Optional[str] = False
+    pretrained_enc_path: Optional[str] = False
+    pretrained_enc_proj_dim: Optional[int] = None
+    pretrained_enc_withproj: bool = True
+    layer: int = 3
+    
+@dataclass
+class ST2VTLMConfig(TransformerLanguageModelConfig):
+    decoder_normalize_before: bool = True
+    vqgan_ckpt_path: Optional[str] = None
+    vqgan_config_path: Optional[str] = None
+    pretrained_enc_config: Optional[PretrainedEncConfig] = None
+    kmeans_path: Optional[str] = None
+    base_shuffle: bool = False
+    
+class TransformerDecoder2pos(TransformerDecoder):
+    def __init__(self, args, dictionary, embed_tokens, no_encoder_attn=False, output_projection=None):
+        super().__init__(args, dictionary, embed_tokens, no_encoder_attn, output_projection)
+        self.embed_positions_1 = (
+            PositionalEmbedding(
+                self.max_target_positions,
+                self.embed_dim,
+                self.padding_idx,
+                learned=self.cfg.decoder.learned_pos,
+            )
+            if not self.cfg.no_token_positional_embeddings
+            else None
+        )
+        
+    def extract_features_scriptable(
+        self,
+        prev_output_tokens,
+        encoder_out: Optional[Dict[str, List[Tensor]]],
+        incremental_state: Optional[Dict[str, Dict[str, Optional[Tensor]]]] = None,
+        full_context_alignment: bool = False,
+        alignment_layer: Optional[int] = None,
+        alignment_heads: Optional[int] = None,
+    ):
+        """
+        Similar to *forward* but only return features.
+
+        Includes several features from "Jointly Learning to Align and
+        Translate with Transformer Models" (Garg et al., EMNLP 2019).
+
+        Args:
+            full_context_alignment (bool, optional): don't apply
+                auto-regressive mask to self-attention (default: False).
+            alignment_layer (int, optional): return mean alignment over
+                heads at this layer (default: last layer).
+            alignment_heads (int, optional): only average alignment over
+                this many heads (default: all heads).
+
+        Returns:
+            tuple:
+                - the decoder's features of shape `(batch, tgt_len, embed_dim)`
+                - a dictionary with any model-specific outputs
+        """
+        bs, slen = prev_output_tokens.size()
+        if alignment_layer is None:
+            alignment_layer = self.num_layers - 1
+
+        enc: Optional[Tensor] = None
+        padding_mask: Optional[Tensor] = None
+        if encoder_out is not None and len(encoder_out["encoder_out"]) > 0:
+            enc = encoder_out["encoder_out"][0]
+        if encoder_out is not None and len(encoder_out["encoder_padding_mask"]) > 0:
+            padding_mask = encoder_out["encoder_padding_mask"][0]
+
+        # embed positions
+        positions = None
+        id_eos = torch.nonzero(prev_output_tokens[0].eq(self.dictionary.eos()))
+        if self.embed_positions is not None:
+            if incremental_state is None:
+                positions_1 = self.embed_positions_1(
+                    prev_output_tokens[:,:id_eos], incremental_state=incremental_state
+                )
+                positions_2 = self.embed_positions(
+                    prev_output_tokens[:,id_eos:], incremental_state=incremental_state
+                )
+                positions = torch.cat([positions_1, positions_2], dim = 1)
+            else:
+                positions = self.embed_positions(
+                    prev_output_tokens, incremental_state=incremental_state
+                )
+        
+        if incremental_state is not None:
+            prev_output_tokens = prev_output_tokens[:, -1:]
+            if positions is not None:
+                positions = positions[:, -1:]
+
+        # Prevent torchscript exporting issue for dynamic quant embedding
+        prev_output_tokens = prev_output_tokens.contiguous()
+        # embed tokens and positions
+        x = self.embed_scale * self.embed_tokens(prev_output_tokens)
+
+        if self.quant_noise is not None:
+            x = self.quant_noise(x)
+
+        if self.project_in_dim is not None:
+            x = self.project_in_dim(x)
+
+        if positions is not None:
+            x += positions
+
+        if self.layernorm_embedding is not None:
+            x = self.layernorm_embedding(x)
+
+        x = self.dropout_module(x)
+
+        # B x T x C -> T x B x C
+        x = x.transpose(0, 1)
+
+        self_attn_padding_mask: Optional[Tensor] = None
+        if self.cross_self_attention or prev_output_tokens.eq(self.padding_idx).any():
+            self_attn_padding_mask = prev_output_tokens.eq(self.padding_idx)
+
+        # decoder layers
+        attn: Optional[Tensor] = None
+        inner_states: List[Optional[Tensor]] = [x]
+        for idx, layer in enumerate(self.layers):
+            if incremental_state is None and not full_context_alignment:
+                self_attn_mask = self.buffered_future_mask(x)
+            else:
+                self_attn_mask = None
+
+            x, layer_attn, _ = layer(
+                x,
+                enc,
+                padding_mask,
+                incremental_state,
+                self_attn_mask=self_attn_mask,
+                self_attn_padding_mask=self_attn_padding_mask,
+                need_attn=bool((idx == alignment_layer)),
+                need_head_weights=bool((idx == alignment_layer)),
+            )
+            inner_states.append(x)
+            if layer_attn is not None and idx == alignment_layer:
+                attn = layer_attn.float().to(x)
+
+        if attn is not None:
+            if alignment_heads is not None:
+                attn = attn[:alignment_heads]
+
+            # average probabilities over heads
+            attn = attn.mean(dim=0)
+
+        if self.layer_norm is not None:
+            x = self.layer_norm(x)
+
+        # T x B x C -> B x T x C
+        x = x.transpose(0, 1)
+
+        if self.project_out_dim is not None:
+            x = self.project_out_dim(x)
+
+        return x, {"attn": [attn], "inner_states": inner_states}
+
+
+@register_model("st2vtlm_nar", dataclass=ST2VTLMConfig)
+class ST2VTTransformerLanguageModelNAR(FairseqLanguageModel):
+    def __init__(self, args, decoder, vqgan, pretrained_encoder, centroids):
+        super().__init__(decoder)
+        self.args = args
+        self.vqgan = vqgan
+        self.pretrained_encoder = pretrained_encoder
+        self.centroids = nn.Parameter(centroids, requires_grad=False)
+        self.centroid_norm = nn.Parameter((centroids ** 2).sum(0, keepdims=True), requires_grad=False)
+ 
+    def build_emb(cls, args, task):
+        embed_tokens = Embedding(
+            len(task.target_dictionary) + len(task.source_dictionary), 
+            args.decoder_embed_dim, 
+            task.target_dictionary.pad()
+        )
+        return embed_tokens
+    
+    @classmethod
+    def build_model(cls, args, task):    
+                
+        embed_tokens = cls.build_emb(cls, args, task)
+        vqgan = cls.build_vqgan(cls, args)
+        pretrained_encoder = cls.build_pre_trained_encoder(cls, args)
+        centroids = cls.build_centroids(cls, args)
+        
+        decoder = TransformerDecoder2pos(
+            args,
+            task.target_dictionary,
+            embed_tokens,
+            no_encoder_attn=True,
+        )
+                
+        return cls(args, decoder, vqgan, pretrained_encoder, centroids)
+    
+    def build_pre_trained_encoder(cls, args):
+        pretrained_enc_config = args.pretrained_enc_config
+        assert pretrained_enc_config.pretrained_enc_path is not None
+        assert pretrained_enc_config.pretrained_enc_arch is not None
+        
+        pretrained_encoder = models_pretrained_enc.__dict__[pretrained_enc_config.pretrained_enc_arch](proj_dim=pretrained_enc_config.pretrained_enc_proj_dim)
+        # load pre-trained encoder parameters
+        if 'moco' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_moco(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'dino' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_dino(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'ibot' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_ibot(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        elif 'mae' in pretrained_enc_config.pretrained_enc_arch:
+            pretrained_encoder = models_pretrained_enc.load_pretrained_mae(pretrained_encoder,
+                                                                                 pretrained_enc_config.pretrained_enc_path)
+        else:
+            raise NotImplementedError
+
+        for param in pretrained_encoder.parameters():
+            param.requires_grad = False
+            
+        return pretrained_encoder
+    
+    def build_centroids(cls, args):
+        centroids = np.load(args.kmeans_path)
+        centroids = torch.from_numpy(centroids).transpose(0,1).contiguous()
+        return centroids
+    
+    def build_vqgan(cls, args): 
+        from omegaconf import OmegaConf
+        vqgan_config = OmegaConf.load(args.vqgan_config_path).model
+        vqgan = VQModel(ddconfig=vqgan_config.params.ddconfig,
+                             n_embed=vqgan_config.params.n_embed,
+                             embed_dim=vqgan_config.params.embed_dim,
+                             ckpt_path=args.vqgan_ckpt_path)
+        for param in vqgan.parameters():
+            param.requires_grad = False
+            
+        return vqgan
+    
+    def random_mask(self, x, sizes):
+        target_tokens = x + self.decoder.dictionary.nspecial
+        target_masks = target_tokens.ne(self.decoder.dictionary.eos())    # eos
+        target_score = target_tokens.clone().float().uniform_() # cosine
+        target_score.masked_fill_(~target_masks, 2.0)
+        target_length = target_masks.sum(1).float()
+        target_length = target_length * torch.cos(target_length.clone().uniform_() * math.pi / 2)
+        target_length = target_length + 1  # make sure to mask at least one token.
+
+        _, target_rank = target_score.sort(1)
+        target_cutoff = new_arange(target_rank) < target_length[:, None].long()
+        prev_target_tokens = target_tokens.masked_fill(
+            target_cutoff.scatter(1, target_rank, target_cutoff), self.decoder.dictionary.unk() # 3 is unk
+        )
+        
+        x_src = torch.cat([prev_target_tokens.new(x.shape[0],1).fill_(self.decoder.dictionary.eos()), prev_target_tokens], dim = 1)
+        x_tgt = torch.cat([target_tokens.new(x.shape[0],1).fill_(self.decoder.dictionary.eos()), target_tokens], dim = 1)
+    
+        return x_src, x_tgt
+    
+    @torch.no_grad()
+    def prepare_semantic(self, imgs, img_sizes):
+        self.pretrained_encoder.eval()
+        mean = torch.Tensor([0.485, 0.456, 0.406]).cuda().unsqueeze(0).unsqueeze(-1).unsqueeze(-1).to(imgs.dtype)
+        std = torch.Tensor([0.229, 0.224, 0.225]).cuda().unsqueeze(0).unsqueeze(-1).unsqueeze(-1).to(imgs.dtype)
+        x_normalized = (imgs - mean) / std
+        if x_normalized.shape[-1] == 256:
+            x_normalized = torch.nn.functional.interpolate(x_normalized, scale_factor=224 / 256, mode='bicubic').to(imgs.dtype)
+        else:
+            assert x_normalized.shape[-1] == 224
+        rep = self.pretrained_encoder.get_intermediate_layers(x_normalized, self.args.pretrained_enc_config.layer)[0]
+        
+        dist = (
+            rep.flatten(0,1).pow(2).sum(1, keepdim=True)
+            - 2 * torch.matmul(rep.flatten(0,1), self.centroids)
+            + self.centroid_norm
+        )
+        sem = dist.argmin(dim=-1)
+        sem = sem.view(rep.shape[:2])
+        
+        sem = sem + len(self.decoder.dictionary) + self.decoder.dictionary.nspecial
+        
+        return sem
+
+    def initialize_output_tokens(self, net_input):
+        
+        imgs = net_input["imgs"] if net_input["imgs"] is not None else net_input["src_tokens"]
+        img_sizes = net_input["img_sizes"]
+        
+        if imgs.dim() == 4:
+            src_tokens = self.prepare_semantic(imgs, img_sizes)
+        elif imgs.dim() == 2:
+            src_tokens = imgs + len(self.decoder.dictionary)
+        else:
+            raise NotImplementedError
+
+        initial_output_tokens = src_tokens.new_zeros(
+            src_tokens.size(0), 257
+        ).fill_(self.decoder.dictionary.unk())
+        initial_output_tokens[:, 0] = self.decoder.dictionary.eos()
+        initial_output_tokens = torch.cat([src_tokens, initial_output_tokens], dim = 1)
+
+        initial_output_scores = initial_output_tokens.new_zeros(
+            *initial_output_tokens.size()
+        ).type_as(self.decoder.embed_tokens(initial_output_tokens))
+    
+        return DecoderOut(
+            output_tokens=initial_output_tokens,
+            output_scores=initial_output_scores,
+            attn=None,
+            step=0,
+            max_step=0,
+            history=None,
+        )
+
+    def forward(
+        self,
+        sample,
+        **kwargs
+    ):
+        imgs = sample["net_input"]["imgs"]
+        img_sizes = sample["net_input"]["img_sizes"]
+        
+        sem = self.prepare_semantic(imgs, img_sizes)
+            
+        with torch.no_grad():
+            z_q, _, token_tuple = self.vqgan.encode(imgs)
+            _, _, token_indices = token_tuple
+            token_indices = token_indices.reshape(z_q.size(0), -1)
+            src, tgt = self.random_mask(token_indices, img_sizes // 16)
+                 
+        decoder_input = torch.cat([sem, src], dim = 1)
+        logits, extra = self.decoder(
+            decoder_input,
+            full_context_alignment=True,
+        )
+        
+        logits = logits[:, sem.shape[1]:]
+        
+        output = {
+            "word_ins_visual": {
+                "out": logits,
+                "mask": src.eq(self.decoder.dictionary.unk()), # unk part
+                "nll_loss": True,
+                "factor": 1.0,
+                "tgt": tgt
+            },
+        }
+        
+        return output, extra
+    
+    
+    def forward_decoder(self, decoder_out, decoding_format=None, **kwargs):
+        
+        unknown_number_in_the_beginning = 256
+        _CONFIDENCE_OF_KNOWN_TOKENS = math.inf
+        choice_temperature = 4.5
+        temp = 1.0
+
+        step = decoder_out.step
+        max_step = decoder_out.max_step
+
+        output_tokens = decoder_out.output_tokens
+        output_scores = decoder_out.output_scores
+        history = decoder_out.history
+
+        # execute the decoder
+        output_masks = output_tokens.eq(self.decoder.dictionary.unk())
+        logits, _ = self.decoder(
+            output_tokens,
+            full_context_alignment=True,
+        )
+
+        logits[...,:self.decoder.dictionary.nspecial] = -_CONFIDENCE_OF_KNOWN_TOKENS
+
+        if history is not None:
+            history.append(output_tokens.clone())
+
+        ratio = 1. * (step + 1) / max_step
+        
+        sample_dist = torch.distributions.categorical.Categorical(logits=logits / temp)
+        sampled_ids = sample_dist.sample()
+        output_tokens = torch.where(output_masks, sampled_ids, output_tokens)
+        assert output_tokens.ne(self.decoder.dictionary.unk()).all()
+        
+
+        probs = torch.nn.functional.softmax(logits, dim=-1)
+        selected_probs = torch.squeeze(
+            torch.gather(probs, dim=-1, index=torch.unsqueeze(output_tokens.clip(max=len(self.decoder.dictionary) -1), -1)), -1)
+        
+
+        selected_scores = torch.squeeze(
+            torch.gather(torch.log(probs), dim=-1, index=torch.unsqueeze(output_tokens.clip(max=len(self.decoder.dictionary) - 1), -1)), -1)
+        output_scores = torch.where(output_masks, selected_scores, output_scores)
+        
+
+        if (step + 1) != max_step:
+            mask_ratio = np.cos(math.pi / 2. * ratio)
+            selected_probs = torch.where(output_masks, selected_probs, _CONFIDENCE_OF_KNOWN_TOKENS).type_as(logits)
+     
+            mask_len = torch.Tensor([np.floor(unknown_number_in_the_beginning * mask_ratio)]).cuda()
+            mask_len = torch.maximum(torch.Tensor([1]).cuda(),
+                                    torch.minimum(torch.sum(output_masks, dim=-1, keepdims=True) - 1, mask_len))
+           
+            skeptical_mask = mask_by_random_topk(mask_len[0], selected_probs, choice_temperature * (1 - ratio))
+            output_tokens.masked_fill_(skeptical_mask, self.decoder.dictionary.unk())
+            output_scores.masked_fill_(skeptical_mask, 0.0)
+
+        if history is not None:
+            history.append(output_tokens.clone())
+
+        return decoder_out._replace(
+            output_tokens=output_tokens,
+            output_scores=output_scores,
+            attn=None,
+            history=history,
+        )
+
+
+def mask_by_random_topk(mask_len, probs, temperature=1.0):
+    mask_len = mask_len.squeeze()
+    confidence = torch.log(probs) + torch.Tensor(temperature * np.random.gumbel(size=probs.shape)).cuda()
+    sorted_confidence, _ = torch.sort(confidence, axis=-1)
+    # Obtains cut off threshold given the mask lengths.
+    cut_off = sorted_confidence[:, mask_len.long()-1:mask_len.long()]
+    # Masks tokens with lower confidence.
+    masking = (confidence <= cut_off)
+    return masking
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/model_vq.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/model_vq.py
new file mode 100644
index 00000000..ac4104ff
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/model_vq.py	
@@ -0,0 +1,126 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+import logging
+from torch import Tensor
+from typing import Any, Dict, List, Optional
+import torch
+import torch.nn as nn
+
+from dataclasses import dataclass, field
+
+from fairseq.models import (
+    FairseqLanguageModel,
+    register_model,
+)
+from fairseq.models.transformer import (
+    Embedding,
+    TransformerDecoder,
+)
+from fairseq.models.transformer_lm import TransformerLanguageModelConfig
+from .taming.models.vqgan import VQModel
+
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class ST2VTLMConfig(TransformerLanguageModelConfig):
+    vqgan_ckpt_path: Optional[str] = None
+    vqgan_config_path: Optional[str] = None
+    decoder_normalize_before: bool = True
+    base_shuffle: bool = False
+    
+@register_model("st2vtlm_vq", dataclass=ST2VTLMConfig)
+class ST2VTTransformerLanguageModelVQ(FairseqLanguageModel):
+    def __init__(self, args, decoder, vqgan):
+        super().__init__(decoder)
+        self.args = args
+        self.vqgan = vqgan
+ 
+    def build_emb(cls, args, task):
+        embed_tokens = Embedding(
+            len(task.target_dictionary), 
+            args.decoder_embed_dim, 
+            task.target_dictionary.pad()
+        )
+        return embed_tokens
+    
+    @classmethod
+    def build_model(cls, args, task):    
+                
+        embed_tokens = cls.build_emb(cls, args, task)
+        vqgan = cls.build_vqgan(cls, args)
+        
+        decoder = TransformerDecoder(
+            args,
+            task.target_dictionary,
+            embed_tokens,
+            no_encoder_attn=True,
+        )
+            
+        return cls(args, decoder, vqgan)
+
+    def build_vqgan(cls, args): 
+        from omegaconf import OmegaConf
+        vqgan_config = OmegaConf.load(args.vqgan_config_path).model
+        vqgan = VQModel(ddconfig=vqgan_config.params.ddconfig,
+                             n_embed=vqgan_config.params.n_embed,
+                             embed_dim=vqgan_config.params.embed_dim,
+                             ckpt_path=args.vqgan_ckpt_path)
+        for param in vqgan.parameters():
+            param.requires_grad = False
+            
+        return vqgan
+    
+    def add_eos_shift(self, x, sizes):
+        x = x + self.decoder.dictionary.nspecial
+        
+        x_src = torch.cat([x.new(x.shape[0],1).fill_(self.decoder.dictionary.eos()), x], dim = 1)
+        
+        x_tgt = torch.cat([x, x.new(x.shape[0],1).fill_(self.decoder.dictionary.eos())], dim = 1)
+    
+        return x_src, x_tgt
+    
+    def prepare_incremental_state(
+            self,
+            net_input,
+            incremental_state,
+            beam_size,
+        ):
+
+        return None
+
+    
+    def forward(
+        self,
+        sample,
+        **kwargs
+    ):
+        imgs = sample["net_input"]["imgs"]
+        img_sizes = sample["net_input"]["img_sizes"]
+        
+        with torch.no_grad():
+            #self.vqgan.eval()
+            z_q, _, token_tuple = self.vqgan.encode(imgs)
+            _, _, token_indices = token_tuple
+            token_indices = token_indices.reshape(z_q.size(0), -1)
+            src, tgt = self.add_eos_shift(token_indices, img_sizes // 16)
+                 
+        logits, extra = self.decoder(
+            src,
+        )
+                
+        output = {
+            "word_ins_visual": {
+                "out": logits,
+                "mask": src.ne(self.decoder.padding_idx), # token level
+                "nll_loss": True,
+                "factor": 1.0,
+                "tgt": tgt
+            },
+        }
+        
+        return output, extra
+    
\ No newline at end of file
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/models/vqgan.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/models/vqgan.py
new file mode 100644
index 00000000..c00bb68a
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/models/vqgan.py	
@@ -0,0 +1,67 @@
+import torch
+import pytorch_lightning as pl
+
+from ..modules.diffusionmodules.model import Encoder, Decoder
+from ..modules.vqvae.quantize import VectorQuantizer2 as VectorQuantizer
+
+
+class VQModel(pl.LightningModule):
+    def __init__(self,
+                 ddconfig,
+                 n_embed,
+                 embed_dim,
+                 ckpt_path=None,
+                 ignore_keys=[],
+                 image_key="image",
+                 colorize_nlabels=None,
+                 monitor=None,
+                 remap=None,
+                 sane_index_shape=False,  # tell vector quantizer to return indices as bhw
+                 ):
+        super().__init__()
+        self.image_key = image_key
+        self.encoder = Encoder(**ddconfig)
+        self.decoder = Decoder(**ddconfig)
+        self.quantize = VectorQuantizer(n_embed, embed_dim, beta=0.25,
+                                        remap=remap, sane_index_shape=sane_index_shape)
+        if ckpt_path is not None:
+            self.init_from_ckpt(ckpt_path, ignore_keys=ignore_keys)
+        self.image_key = image_key
+        if colorize_nlabels is not None:
+            assert type(colorize_nlabels)==int
+            self.register_buffer("colorize", torch.randn(3, colorize_nlabels, 1, 1))
+        if monitor is not None:
+            self.monitor = monitor
+
+    def init_from_ckpt(self, path, ignore_keys=list()):
+        sd = torch.load(path, map_location="cpu")
+        if "state_dict" in sd.keys():
+            sd = sd["state_dict"]
+        keys = list(sd.keys())
+        for k in keys:
+            for ik in ignore_keys:
+                if k.startswith(ik):
+                    print("Deleting key {} from state_dict.".format(k))
+                    del sd[k]
+        print("Strict load")
+        self.load_state_dict(sd, strict=True)
+        print(f"Restored from {path}")
+
+    def encode(self, x):
+        h = self.encoder(x)
+        quant, emb_loss, info = self.quantize(h)
+        return quant, emb_loss, info
+
+    def decode(self, quant):
+        dec = self.decoder(quant)
+        return dec
+
+    def decode_code(self, code_b):
+        quant_b = self.quantize.embed_code(code_b)
+        dec = self.decode(quant_b)
+        return dec
+
+    def forward(self, input):
+        quant, diff, _ = self.encode(input)
+        dec = self.decode(quant)
+        return dec, diff
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/modules/diffusionmodules/model.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/modules/diffusionmodules/model.py
new file mode 100644
index 00000000..0f6278f8
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/modules/diffusionmodules/model.py	
@@ -0,0 +1,324 @@
+# pytorch_diffusion + derived encoder decoder
+import math
+import torch
+import torch.nn as nn
+import numpy as np
+
+
+def get_timestep_embedding(timesteps, embedding_dim):
+    """
+    This matches the implementation in Denoising Diffusion Probabilistic Models:
+    From Fairseq.
+    Build sinusoidal embeddings.
+    This matches the implementation in tensor2tensor, but differs slightly
+    from the description in Section 3.5 of "Attention Is All You Need".
+    """
+    assert len(timesteps.shape) == 1
+
+    half_dim = embedding_dim // 2
+    emb = math.log(10000) / (half_dim - 1)
+    emb = torch.exp(torch.arange(half_dim, dtype=torch.float32) * -emb)
+    emb = emb.to(device=timesteps.device)
+    emb = timesteps.float()[:, None] * emb[None, :]
+    emb = torch.cat([torch.sin(emb), torch.cos(emb)], dim=1)
+    if embedding_dim % 2 == 1:  # zero pad
+        emb = torch.nn.functional.pad(emb, (0,1,0,0))
+    return emb
+
+
+def nonlinearity(x):
+    # swish
+    return x*torch.sigmoid(x)
+
+
+def Normalize(in_channels):
+    return torch.nn.GroupNorm(num_groups=32, num_channels=in_channels, eps=1e-6, affine=True)
+
+
+class Upsample(nn.Module):
+    def __init__(self, in_channels, with_conv):
+        super().__init__()
+        self.with_conv = with_conv
+        if self.with_conv:
+            self.conv = torch.nn.Conv2d(in_channels,
+                                        in_channels,
+                                        kernel_size=3,
+                                        stride=1,
+                                        padding=1)
+
+    def forward(self, x):
+        x = torch.nn.functional.interpolate(x, scale_factor=2.0, mode="nearest")
+        if self.with_conv:
+            x = self.conv(x)
+        return x
+
+
+class Downsample(nn.Module):
+    def __init__(self, in_channels, with_conv):
+        super().__init__()
+        self.with_conv = with_conv
+        if self.with_conv:
+            # no asymmetric padding in torch conv, must do it ourselves
+            self.conv = torch.nn.Conv2d(in_channels,
+                                        in_channels,
+                                        kernel_size=3,
+                                        stride=2,
+                                        padding=0)
+
+    def forward(self, x):
+        if self.with_conv:
+            pad = (0,1,0,1)
+            x = torch.nn.functional.pad(x, pad, mode="constant", value=0)
+            x = self.conv(x)
+        else:
+            x = torch.nn.functional.avg_pool2d(x, kernel_size=2, stride=2)
+        return x
+
+
+class ResnetBlock(nn.Module):
+    def __init__(self, *, in_channels, out_channels=None, conv_shortcut=False,
+                 dropout, temb_channels=512):
+        super().__init__()
+        self.in_channels = in_channels
+        out_channels = in_channels if out_channels is None else out_channels
+        self.out_channels = out_channels
+        self.use_conv_shortcut = conv_shortcut
+
+        self.norm1 = Normalize(in_channels)
+        self.conv1 = torch.nn.Conv2d(in_channels,
+                                     out_channels,
+                                     kernel_size=3,
+                                     stride=1,
+                                     padding=1,
+                                     bias=False)
+        if temb_channels > 0:
+            self.temb_proj = torch.nn.Linear(temb_channels,
+                                             out_channels)
+        self.norm2 = Normalize(out_channels)
+        self.dropout = torch.nn.Dropout(dropout)
+        self.conv2 = torch.nn.Conv2d(out_channels,
+                                     out_channels,
+                                     kernel_size=3,
+                                     stride=1,
+                                     padding=1,
+                                     bias=False)
+        if self.in_channels != self.out_channels:
+            if self.use_conv_shortcut:
+                self.conv_shortcut = torch.nn.Conv2d(out_channels,
+                                                     out_channels,
+                                                     kernel_size=3,
+                                                     stride=1,
+                                                     padding=1,
+                                                     bias=False)
+            else:
+                self.nin_shortcut = torch.nn.Conv2d(out_channels,
+                                                    out_channels,
+                                                    kernel_size=1,
+                                                    stride=1,
+                                                    padding=0,
+                                                    bias=False)
+
+    def forward(self, x, temb):
+        h = x
+        h = self.norm1(h)
+        h = nonlinearity(h)
+        h = self.conv1(h)
+
+        if temb is not None:
+            h = h + self.temb_proj(nonlinearity(temb))[:,:,None,None]
+
+        h = self.norm2(h)
+        h = nonlinearity(h)
+        h = self.dropout(h)
+        h = self.conv2(h)
+
+        if self.in_channels != self.out_channels:
+            if self.use_conv_shortcut:
+                x = self.conv_shortcut(h)
+            else:
+                x = self.nin_shortcut(h)
+
+        return x+h
+
+
+class Encoder(nn.Module):
+    def __init__(self, *, ch, out_ch, ch_mult=(1,2,4,8), num_res_blocks,
+                 attn_resolutions, dropout=0.0, resamp_with_conv=False, in_channels,
+                 resolution, z_channels, double_z=True, **ignore_kwargs):
+        super().__init__()
+        self.ch = ch
+        self.temb_ch = 0
+        self.num_resolutions = len(ch_mult)
+        self.num_res_blocks = num_res_blocks
+        self.resolution = resolution
+        self.in_channels = in_channels
+
+        # downsampling
+        self.conv_in = torch.nn.Conv2d(in_channels,
+                                       self.ch,
+                                       kernel_size=3,
+                                       stride=1,
+                                       padding=1,
+                                       bias=False)
+
+        curr_res = resolution
+        in_ch_mult = (1,)+tuple(ch_mult)
+        self.down = nn.ModuleList()
+        for i_level in range(self.num_resolutions):
+            block = nn.ModuleList()
+            block_in = ch*in_ch_mult[i_level]
+            block_out = ch*ch_mult[i_level]
+            for i_block in range(self.num_res_blocks):
+                block.append(ResnetBlock(in_channels=block_in,
+                                         out_channels=block_out,
+                                         temb_channels=self.temb_ch,
+                                         dropout=dropout))
+                block_in = block_out
+            down = nn.Module()
+            down.block = block
+            if i_level != self.num_resolutions-1:
+                down.downsample = Downsample(block_in, resamp_with_conv)
+                curr_res = curr_res // 2
+            self.down.append(down)
+
+        # middle
+        self.mid = nn.Module()
+        self.mid.block_1 = ResnetBlock(in_channels=block_in,
+                                       out_channels=block_in,
+                                       temb_channels=self.temb_ch,
+                                       dropout=dropout)
+        self.mid.block_2 = ResnetBlock(in_channels=block_in,
+                                       out_channels=block_in,
+                                       temb_channels=self.temb_ch,
+                                       dropout=dropout)
+
+        # end
+        self.norm_out = Normalize(block_in)
+        self.conv_out = torch.nn.Conv2d(block_in,
+                                        2*z_channels if double_z else z_channels,
+                                        kernel_size=1,
+                                        stride=1,
+                                        padding=0)
+
+
+    def forward(self, x):
+        #assert x.shape[2] == x.shape[3] == self.resolution, "{}, {}, {}".format(x.shape[2], x.shape[3], self.resolution)
+
+        # timestep embedding
+        temb = None
+
+        # downsampling
+        hs = [self.conv_in(x)]
+        for i_level in range(self.num_resolutions):
+            for i_block in range(self.num_res_blocks):
+                h = self.down[i_level].block[i_block](hs[-1], temb)
+                hs.append(h)
+            if i_level != self.num_resolutions-1:
+                hs.append(self.down[i_level].downsample(hs[-1]))
+
+        # middle
+        h = hs[-1]
+        h = self.mid.block_1(h, temb)
+        h = self.mid.block_2(h, temb)
+
+        # end
+        h = self.norm_out(h)
+        h = nonlinearity(h)
+        h = self.conv_out(h)
+        return h
+
+
+class Decoder(nn.Module):
+    def __init__(self, *, ch, out_ch, ch_mult=(1,2,4,8), num_res_blocks,
+                 attn_resolutions, dropout=0.0, resamp_with_conv=True, in_channels,
+                 resolution, z_channels, give_pre_end=False, **ignorekwargs):
+        super().__init__()
+        self.ch = ch
+        self.temb_ch = 0
+        self.num_resolutions = len(ch_mult)
+        self.num_res_blocks = num_res_blocks
+        self.resolution = resolution
+        self.in_channels = in_channels
+        self.give_pre_end = give_pre_end
+
+        # compute in_ch_mult, block_in and curr_res at lowest res
+        in_ch_mult = (1,)+tuple(ch_mult)
+        block_in = ch*ch_mult[self.num_resolutions-1]
+        curr_res = resolution // 2**(self.num_resolutions-1)
+        self.z_shape = (1,z_channels,curr_res,curr_res)
+        print("Working with z of shape {} = {} dimensions.".format(
+            self.z_shape, np.prod(self.z_shape)))
+
+        # z to block_in
+        self.conv_in = torch.nn.Conv2d(z_channels,
+                                       block_in,
+                                       kernel_size=3,
+                                       stride=1,
+                                       padding=1)
+
+        # middle
+        self.mid = nn.Module()
+        self.mid.block_1 = ResnetBlock(in_channels=block_in,
+                                       out_channels=block_in,
+                                       temb_channels=self.temb_ch,
+                                       dropout=dropout)
+        self.mid.block_2 = ResnetBlock(in_channels=block_in,
+                                       out_channels=block_in,
+                                       temb_channels=self.temb_ch,
+                                       dropout=dropout)
+
+        # upsampling
+        self.up = nn.ModuleList()
+        for i_level in reversed(range(self.num_resolutions)):
+            block = nn.ModuleList()
+            block_out = ch*ch_mult[i_level]
+            for i_block in range(self.num_res_blocks):
+                block.append(ResnetBlock(in_channels=block_in,
+                                         out_channels=block_out,
+                                         temb_channels=self.temb_ch,
+                                         dropout=dropout))
+                block_in = block_out
+            up = nn.Module()
+            up.block = block
+            if i_level != 0:
+                up.upsample = Upsample(block_in, resamp_with_conv)
+                curr_res = curr_res * 2
+            self.up.insert(0, up) # prepend to get consistent order
+
+        # end
+        self.norm_out = Normalize(block_in)
+        self.conv_out = torch.nn.Conv2d(block_in,
+                                        out_ch,
+                                        kernel_size=3,
+                                        stride=1,
+                                        padding=1)
+
+    def forward(self, z):
+        #assert z.shape[1:] == self.z_shape[1:]
+        self.last_z_shape = z.shape
+
+        # timestep embedding
+        temb = None
+
+        # z to block_in
+        h = self.conv_in(z)
+
+        # middle
+        h = self.mid.block_1(h, temb)
+        h = self.mid.block_2(h, temb)
+
+        # upsampling
+        for i_level in reversed(range(self.num_resolutions)):
+            for i_block in range(self.num_res_blocks):
+                h = self.up[i_level].block[i_block](h, temb)
+            if i_level != 0:
+                h = self.up[i_level].upsample(h)
+
+        # end
+        if self.give_pre_end:
+            return h
+
+        h = self.norm_out(h)
+        h = nonlinearity(h)
+        h = self.conv_out(h)
+        return h
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/modules/util.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/modules/util.py
new file mode 100644
index 00000000..9ee16385
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/modules/util.py	
@@ -0,0 +1,130 @@
+import torch
+import torch.nn as nn
+
+
+def count_params(model):
+    total_params = sum(p.numel() for p in model.parameters())
+    return total_params
+
+
+class ActNorm(nn.Module):
+    def __init__(self, num_features, logdet=False, affine=True,
+                 allow_reverse_init=False):
+        assert affine
+        super().__init__()
+        self.logdet = logdet
+        self.loc = nn.Parameter(torch.zeros(1, num_features, 1, 1))
+        self.scale = nn.Parameter(torch.ones(1, num_features, 1, 1))
+        self.allow_reverse_init = allow_reverse_init
+
+        self.register_buffer('initialized', torch.tensor(0, dtype=torch.uint8))
+
+    def initialize(self, input):
+        with torch.no_grad():
+            flatten = input.permute(1, 0, 2, 3).contiguous().view(input.shape[1], -1)
+            mean = (
+                flatten.mean(1)
+                .unsqueeze(1)
+                .unsqueeze(2)
+                .unsqueeze(3)
+                .permute(1, 0, 2, 3)
+            )
+            std = (
+                flatten.std(1)
+                .unsqueeze(1)
+                .unsqueeze(2)
+                .unsqueeze(3)
+                .permute(1, 0, 2, 3)
+            )
+
+            self.loc.data.copy_(-mean)
+            self.scale.data.copy_(1 / (std + 1e-6))
+
+    def forward(self, input, reverse=False):
+        if reverse:
+            return self.reverse(input)
+        if len(input.shape) == 2:
+            input = input[:,:,None,None]
+            squeeze = True
+        else:
+            squeeze = False
+
+        _, _, height, width = input.shape
+
+        if self.training and self.initialized.item() == 0:
+            self.initialize(input)
+            self.initialized.fill_(1)
+
+        h = self.scale * (input + self.loc)
+
+        if squeeze:
+            h = h.squeeze(-1).squeeze(-1)
+
+        if self.logdet:
+            log_abs = torch.log(torch.abs(self.scale))
+            logdet = height*width*torch.sum(log_abs)
+            logdet = logdet * torch.ones(input.shape[0]).to(input)
+            return h, logdet
+
+        return h
+
+    def reverse(self, output):
+        if self.training and self.initialized.item() == 0:
+            if not self.allow_reverse_init:
+                raise RuntimeError(
+                    "Initializing ActNorm in reverse direction is "
+                    "disabled by default. Use allow_reverse_init=True to enable."
+                )
+            else:
+                self.initialize(output)
+                self.initialized.fill_(1)
+
+        if len(output.shape) == 2:
+            output = output[:,:,None,None]
+            squeeze = True
+        else:
+            squeeze = False
+
+        h = output / self.scale - self.loc
+
+        if squeeze:
+            h = h.squeeze(-1).squeeze(-1)
+        return h
+
+
+class AbstractEncoder(nn.Module):
+    def __init__(self):
+        super().__init__()
+
+    def encode(self, *args, **kwargs):
+        raise NotImplementedError
+
+
+class Labelator(AbstractEncoder):
+    """Net2Net Interface for Class-Conditional Model"""
+    def __init__(self, n_classes, quantize_interface=True):
+        super().__init__()
+        self.n_classes = n_classes
+        self.quantize_interface = quantize_interface
+
+    def encode(self, c):
+        c = c[:,None]
+        if self.quantize_interface:
+            return c, None, [None, None, c.long()]
+        return c
+
+
+class SOSProvider(AbstractEncoder):
+    # for unconditional training
+    def __init__(self, sos_token, quantize_interface=True):
+        super().__init__()
+        self.sos_token = sos_token
+        self.quantize_interface = quantize_interface
+
+    def encode(self, x):
+        # get batch size from data and replicate sos_token
+        c = torch.ones(x.shape[0], 1)*self.sos_token
+        c = c.long().to(x.device)
+        if self.quantize_interface:
+            return c, None, [None, None, c]
+        return c
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/modules/vqvae/quantize.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/modules/vqvae/quantize.py
new file mode 100644
index 00000000..d75544e4
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/modules/vqvae/quantize.py	
@@ -0,0 +1,445 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import numpy as np
+from torch import einsum
+from einops import rearrange
+
+
+class VectorQuantizer(nn.Module):
+    """
+    see https://github.com/MishaLaskin/vqvae/blob/d761a999e2267766400dc646d82d3ac3657771d4/models/quantizer.py
+    ____________________________________________
+    Discretization bottleneck part of the VQ-VAE.
+    Inputs:
+    - n_e : number of embeddings
+    - e_dim : dimension of embedding
+    - beta : commitment cost used in loss term, beta * ||z_e(x)-sg[e]||^2
+    _____________________________________________
+    """
+
+    # NOTE: this class contains a bug regarding beta; see VectorQuantizer2 for
+    # a fix and use legacy=False to apply that fix. VectorQuantizer2 can be
+    # used wherever VectorQuantizer has been used before and is additionally
+    # more efficient.
+    def __init__(self, n_e, e_dim, beta):
+        super(VectorQuantizer, self).__init__()
+        self.n_e = n_e
+        self.e_dim = e_dim
+        self.beta = beta
+
+        self.embedding = nn.Embedding(self.n_e, self.e_dim)
+        self.embedding.weight.data.uniform_(-1.0 / self.n_e, 1.0 / self.n_e)
+
+    def forward(self, z):
+        """
+        Inputs the output of the encoder network z and maps it to a discrete
+        one-hot vector that is the index of the closest embedding vector e_j
+        z (continuous) -> z_q (discrete)
+        z.shape = (batch, channel, height, width)
+        quantization pipeline:
+            1. get encoder input (B,C,H,W)
+            2. flatten input to (B*H*W,C)
+        """
+        # reshape z -> (batch, height, width, channel) and flatten
+        z = z.permute(0, 2, 3, 1).contiguous()
+        z_flattened = z.view(-1, self.e_dim)
+        # distances from z to embeddings e_j (z - e)^2 = z^2 + e^2 - 2 e * z
+
+        d = torch.sum(z_flattened ** 2, dim=1, keepdim=True) + \
+            torch.sum(self.embedding.weight**2, dim=1) - 2 * \
+            torch.matmul(z_flattened, self.embedding.weight.t())
+
+        ## could possible replace this here
+        # #\start...
+        # find closest encodings
+        min_encoding_indices = torch.argmin(d, dim=1).unsqueeze(1)
+
+        min_encodings = torch.zeros(
+            min_encoding_indices.shape[0], self.n_e).to(z)
+        min_encodings.scatter_(1, min_encoding_indices, 1)
+
+        # dtype min encodings: torch.float32
+        # min_encodings shape: torch.Size([2048, 512])
+        # min_encoding_indices.shape: torch.Size([2048, 1])
+
+        # get quantized latent vectors
+        z_q = torch.matmul(min_encodings, self.embedding.weight).view(z.shape)
+        #.........\end
+
+        # with:
+        # .........\start
+        #min_encoding_indices = torch.argmin(d, dim=1)
+        #z_q = self.embedding(min_encoding_indices)
+        # ......\end......... (TODO)
+
+        # compute loss for embedding
+        loss = torch.mean((z_q.detach()-z)**2) + self.beta * \
+            torch.mean((z_q - z.detach()) ** 2)
+
+        # preserve gradients
+        z_q = z + (z_q - z).detach()
+
+        # perplexity
+        e_mean = torch.mean(min_encodings, dim=0)
+        perplexity = torch.exp(-torch.sum(e_mean * torch.log(e_mean + 1e-10)))
+
+        # reshape back to match original input shape
+        z_q = z_q.permute(0, 3, 1, 2).contiguous()
+
+        return z_q, loss, (perplexity, min_encodings, min_encoding_indices)
+
+    def get_codebook_entry(self, indices, shape):
+        # shape specifying (batch, height, width, channel)
+        # TODO: check for more easy handling with nn.Embedding
+        min_encodings = torch.zeros(indices.shape[0], self.n_e).to(indices)
+        min_encodings.scatter_(1, indices[:,None], 1)
+
+        # get quantized latent vectors
+        z_q = torch.matmul(min_encodings.float(), self.embedding.weight)
+
+        if shape is not None:
+            z_q = z_q.view(shape)
+
+            # reshape back to match original input shape
+            z_q = z_q.permute(0, 3, 1, 2).contiguous()
+
+        return z_q
+
+
+class GumbelQuantize(nn.Module):
+    """
+    credit to @karpathy: https://github.com/karpathy/deep-vector-quantization/blob/main/model.py (thanks!)
+    Gumbel Softmax trick quantizer
+    Categorical Reparameterization with Gumbel-Softmax, Jang et al. 2016
+    https://arxiv.org/abs/1611.01144
+    """
+    def __init__(self, num_hiddens, embedding_dim, n_embed, straight_through=True,
+                 kl_weight=5e-4, temp_init=1.0, use_vqinterface=True,
+                 remap=None, unknown_index="random"):
+        super().__init__()
+
+        self.embedding_dim = embedding_dim
+        self.n_embed = n_embed
+
+        self.straight_through = straight_through
+        self.temperature = temp_init
+        self.kl_weight = kl_weight
+
+        self.proj = nn.Conv2d(num_hiddens, n_embed, 1)
+        self.embed = nn.Embedding(n_embed, embedding_dim)
+
+        self.use_vqinterface = use_vqinterface
+
+        self.remap = remap
+        if self.remap is not None:
+            self.register_buffer("used", torch.tensor(np.load(self.remap)))
+            self.re_embed = self.used.shape[0]
+            self.unknown_index = unknown_index # "random" or "extra" or integer
+            if self.unknown_index == "extra":
+                self.unknown_index = self.re_embed
+                self.re_embed = self.re_embed+1
+            print(f"Remapping {self.n_embed} indices to {self.re_embed} indices. "
+                  f"Using {self.unknown_index} for unknown indices.")
+        else:
+            self.re_embed = n_embed
+
+    def remap_to_used(self, inds):
+        ishape = inds.shape
+        assert len(ishape)>1
+        inds = inds.reshape(ishape[0],-1)
+        used = self.used.to(inds)
+        match = (inds[:,:,None]==used[None,None,...]).long()
+        new = match.argmax(-1)
+        unknown = match.sum(2)<1
+        if self.unknown_index == "random":
+            new[unknown]=torch.randint(0,self.re_embed,size=new[unknown].shape).to(device=new.device)
+        else:
+            new[unknown] = self.unknown_index
+        return new.reshape(ishape)
+
+    def unmap_to_all(self, inds):
+        ishape = inds.shape
+        assert len(ishape)>1
+        inds = inds.reshape(ishape[0],-1)
+        used = self.used.to(inds)
+        if self.re_embed > self.used.shape[0]: # extra token
+            inds[inds>=self.used.shape[0]] = 0 # simply set to zero
+        back=torch.gather(used[None,:][inds.shape[0]*[0],:], 1, inds)
+        return back.reshape(ishape)
+
+    def forward(self, z, temp=None, return_logits=False):
+        # force hard = True when we are in eval mode, as we must quantize. actually, always true seems to work
+        hard = self.straight_through if self.training else True
+        temp = self.temperature if temp is None else temp
+
+        logits = self.proj(z)
+        if self.remap is not None:
+            # continue only with used logits
+            full_zeros = torch.zeros_like(logits)
+            logits = logits[:,self.used,...]
+
+        soft_one_hot = F.gumbel_softmax(logits, tau=temp, dim=1, hard=hard)
+        if self.remap is not None:
+            # go back to all entries but unused set to zero
+            full_zeros[:,self.used,...] = soft_one_hot
+            soft_one_hot = full_zeros
+        z_q = einsum('b n h w, n d -> b d h w', soft_one_hot, self.embed.weight)
+
+        # + kl divergence to the prior loss
+        qy = F.softmax(logits, dim=1)
+        diff = self.kl_weight * torch.sum(qy * torch.log(qy * self.n_embed + 1e-10), dim=1).mean()
+
+        ind = soft_one_hot.argmax(dim=1)
+        if self.remap is not None:
+            ind = self.remap_to_used(ind)
+        if self.use_vqinterface:
+            if return_logits:
+                return z_q, diff, (None, None, ind), logits
+            return z_q, diff, (None, None, ind)
+        return z_q, diff, ind
+
+    def get_codebook_entry(self, indices, shape):
+        b, h, w, c = shape
+        assert b*h*w == indices.shape[0]
+        indices = rearrange(indices, '(b h w) -> b h w', b=b, h=h, w=w)
+        if self.remap is not None:
+            indices = self.unmap_to_all(indices)
+        one_hot = F.one_hot(indices, num_classes=self.n_embed).permute(0, 3, 1, 2).float()
+        z_q = einsum('b n h w, n d -> b d h w', one_hot, self.embed.weight)
+        return z_q
+
+
+class VectorQuantizer2(nn.Module):
+    """
+    Improved version over VectorQuantizer, can be used as a drop-in replacement. Mostly
+    avoids costly matrix multiplications and allows for post-hoc remapping of indices.
+    """
+    # NOTE: due to a bug the beta term was applied to the wrong term. for
+    # backwards compatibility we use the buggy version by default, but you can
+    # specify legacy=False to fix it.
+    def __init__(self, n_e, e_dim, beta, remap=None, unknown_index="random",
+                 sane_index_shape=False, legacy=True):
+        super().__init__()
+        self.n_e = n_e
+        self.e_dim = e_dim
+        self.beta = beta
+        self.legacy = legacy
+
+        self.embedding = nn.Embedding(self.n_e, self.e_dim)
+        self.embedding.weight.data.uniform_(-1.0 / self.n_e, 1.0 / self.n_e)
+
+        self.remap = remap
+        if self.remap is not None:
+            self.register_buffer("used", torch.tensor(np.load(self.remap)))
+            self.re_embed = self.used.shape[0]
+            self.unknown_index = unknown_index # "random" or "extra" or integer
+            if self.unknown_index == "extra":
+                self.unknown_index = self.re_embed
+                self.re_embed = self.re_embed+1
+            print(f"Remapping {self.n_e} indices to {self.re_embed} indices. "
+                  f"Using {self.unknown_index} for unknown indices.")
+        else:
+            self.re_embed = n_e
+
+        self.sane_index_shape = sane_index_shape
+
+    def remap_to_used(self, inds):
+        ishape = inds.shape
+        assert len(ishape)>1
+        inds = inds.reshape(ishape[0],-1)
+        used = self.used.to(inds)
+        match = (inds[:,:,None]==used[None,None,...]).long()
+        new = match.argmax(-1)
+        unknown = match.sum(2)<1
+        if self.unknown_index == "random":
+            new[unknown]=torch.randint(0,self.re_embed,size=new[unknown].shape).to(device=new.device)
+        else:
+            new[unknown] = self.unknown_index
+        return new.reshape(ishape)
+
+    def unmap_to_all(self, inds):
+        ishape = inds.shape
+        assert len(ishape)>1
+        inds = inds.reshape(ishape[0],-1)
+        used = self.used.to(inds)
+        if self.re_embed > self.used.shape[0]: # extra token
+            inds[inds>=self.used.shape[0]] = 0 # simply set to zero
+        back=torch.gather(used[None,:][inds.shape[0]*[0],:], 1, inds)
+        return back.reshape(ishape)
+
+    def forward(self, z, temp=None, rescale_logits=False, return_logits=False):
+        assert temp is None or temp==1.0, "Only for interface compatible with Gumbel"
+        assert rescale_logits==False, "Only for interface compatible with Gumbel"
+        assert return_logits==False, "Only for interface compatible with Gumbel"
+        # reshape z -> (batch, height, width, channel) and flatten
+        z = rearrange(z, 'b c h w -> b h w c').contiguous()
+        z_flattened = z.view(-1, self.e_dim)
+        # distances from z to embeddings e_j (z - e)^2 = z^2 + e^2 - 2 e * z
+
+        d = torch.sum(z_flattened ** 2, dim=1, keepdim=True) + \
+            torch.sum(self.embedding.weight**2, dim=1) - 2 * \
+            torch.einsum('bd,dn->bn', z_flattened, rearrange(self.embedding.weight, 'n d -> d n'))
+
+        min_encoding_indices = torch.argmin(d, dim=1)
+        z_q = self.embedding(min_encoding_indices).view(z.shape)
+        perplexity = None
+        min_encodings = None
+
+        # compute loss for embedding
+        if not self.legacy:
+            loss = self.beta * torch.mean((z_q.detach()-z)**2) + \
+                   torch.mean((z_q - z.detach()) ** 2)
+        else:
+            loss = torch.mean((z_q.detach()-z)**2) + self.beta * \
+                   torch.mean((z_q - z.detach()) ** 2)
+
+        # preserve gradients
+        z_q = z + (z_q - z).detach()
+
+        # reshape back to match original input shape
+        z_q = rearrange(z_q, 'b h w c -> b c h w').contiguous()
+
+        if self.remap is not None:
+            min_encoding_indices = min_encoding_indices.reshape(z.shape[0],-1) # add batch axis
+            min_encoding_indices = self.remap_to_used(min_encoding_indices)
+            min_encoding_indices = min_encoding_indices.reshape(-1,1) # flatten
+
+        if self.sane_index_shape:
+            min_encoding_indices = min_encoding_indices.reshape(
+                z_q.shape[0], z_q.shape[2], z_q.shape[3])
+
+        return z_q, loss, (perplexity, min_encodings, min_encoding_indices)
+
+    def get_codebook_entry(self, indices, shape):
+        # shape specifying (batch, height, width, channel)
+        if self.remap is not None:
+            indices = indices.reshape(shape[0],-1) # add batch axis
+            indices = self.unmap_to_all(indices)
+            indices = indices.reshape(-1) # flatten again
+
+        # get quantized latent vectors
+        z_q = self.embedding(indices)
+
+        if shape is not None:
+            z_q = z_q.view(shape)
+            # reshape back to match original input shape
+            z_q = z_q.permute(0, 3, 1, 2).contiguous()
+
+        return z_q
+
+class EmbeddingEMA(nn.Module):
+    def __init__(self, num_tokens, codebook_dim, decay=0.99, eps=1e-5):
+        super().__init__()
+        self.decay = decay
+        self.eps = eps        
+        weight = torch.randn(num_tokens, codebook_dim)
+        self.weight = nn.Parameter(weight, requires_grad = False)
+        self.cluster_size = nn.Parameter(torch.zeros(num_tokens), requires_grad = False)
+        self.embed_avg = nn.Parameter(weight.clone(), requires_grad = False)
+        self.update = True
+
+    def forward(self, embed_id):
+        return F.embedding(embed_id, self.weight)
+
+    def cluster_size_ema_update(self, new_cluster_size):
+        self.cluster_size.data.mul_(self.decay).add_(new_cluster_size, alpha=1 - self.decay)
+
+    def embed_avg_ema_update(self, new_embed_avg): 
+        self.embed_avg.data.mul_(self.decay).add_(new_embed_avg, alpha=1 - self.decay)
+
+    def weight_update(self, num_tokens):
+        n = self.cluster_size.sum()
+        smoothed_cluster_size = (
+                (self.cluster_size + self.eps) / (n + num_tokens * self.eps) * n
+            )
+        #normalize embedding average with smoothed cluster size
+        embed_normalized = self.embed_avg / smoothed_cluster_size.unsqueeze(1)
+        self.weight.data.copy_(embed_normalized)   
+
+
+class EMAVectorQuantizer(nn.Module):
+    def __init__(self, n_embed, embedding_dim, beta, decay=0.99, eps=1e-5,
+                remap=None, unknown_index="random"):
+        super().__init__()
+        self.codebook_dim = codebook_dim
+        self.num_tokens = num_tokens
+        self.beta = beta
+        self.embedding = EmbeddingEMA(self.num_tokens, self.codebook_dim, decay, eps)
+
+        self.remap = remap
+        if self.remap is not None:
+            self.register_buffer("used", torch.tensor(np.load(self.remap)))
+            self.re_embed = self.used.shape[0]
+            self.unknown_index = unknown_index # "random" or "extra" or integer
+            if self.unknown_index == "extra":
+                self.unknown_index = self.re_embed
+                self.re_embed = self.re_embed+1
+            print(f"Remapping {self.n_embed} indices to {self.re_embed} indices. "
+                  f"Using {self.unknown_index} for unknown indices.")
+        else:
+            self.re_embed = n_embed
+
+    def remap_to_used(self, inds):
+        ishape = inds.shape
+        assert len(ishape)>1
+        inds = inds.reshape(ishape[0],-1)
+        used = self.used.to(inds)
+        match = (inds[:,:,None]==used[None,None,...]).long()
+        new = match.argmax(-1)
+        unknown = match.sum(2)<1
+        if self.unknown_index == "random":
+            new[unknown]=torch.randint(0,self.re_embed,size=new[unknown].shape).to(device=new.device)
+        else:
+            new[unknown] = self.unknown_index
+        return new.reshape(ishape)
+
+    def unmap_to_all(self, inds):
+        ishape = inds.shape
+        assert len(ishape)>1
+        inds = inds.reshape(ishape[0],-1)
+        used = self.used.to(inds)
+        if self.re_embed > self.used.shape[0]: # extra token
+            inds[inds>=self.used.shape[0]] = 0 # simply set to zero
+        back=torch.gather(used[None,:][inds.shape[0]*[0],:], 1, inds)
+        return back.reshape(ishape)
+
+    def forward(self, z):
+        # reshape z -> (batch, height, width, channel) and flatten
+        #z, 'b c h w -> b h w c'
+        z = rearrange(z, 'b c h w -> b h w c')
+        z_flattened = z.reshape(-1, self.codebook_dim)
+        
+        # distances from z to embeddings e_j (z - e)^2 = z^2 + e^2 - 2 e * z
+        d = z_flattened.pow(2).sum(dim=1, keepdim=True) + \
+            self.embedding.weight.pow(2).sum(dim=1) - 2 * \
+            torch.einsum('bd,nd->bn', z_flattened, self.embedding.weight) # 'n d -> d n'
+
+
+        encoding_indices = torch.argmin(d, dim=1)
+
+        z_q = self.embedding(encoding_indices).view(z.shape)
+        encodings = F.one_hot(encoding_indices, self.num_tokens).type(z.dtype)     
+        avg_probs = torch.mean(encodings, dim=0)
+        perplexity = torch.exp(-torch.sum(avg_probs * torch.log(avg_probs + 1e-10)))
+
+        if self.training and self.embedding.update:
+            #EMA cluster size
+            encodings_sum = encodings.sum(0)            
+            self.embedding.cluster_size_ema_update(encodings_sum)
+            #EMA embedding average
+            embed_sum = encodings.transpose(0,1) @ z_flattened            
+            self.embedding.embed_avg_ema_update(embed_sum)
+            #normalize embed_avg and update weight
+            self.embedding.weight_update(self.num_tokens)
+
+        # compute loss for embedding
+        loss = self.beta * F.mse_loss(z_q.detach(), z) 
+
+        # preserve gradients
+        z_q = z + (z_q - z).detach()
+
+        # reshape back to match original input shape
+        #z_q, 'b h w c -> b c h w'
+        z_q = rearrange(z_q, 'b h w c -> b c h w')
+        return z_q, loss, (perplexity, encodings, encoding_indices)
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/util.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/util.py
new file mode 100644
index 00000000..06053e5d
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/taming/util.py	
@@ -0,0 +1,157 @@
+import os, hashlib
+import requests
+from tqdm import tqdm
+
+URL_MAP = {
+    "vgg_lpips": "https://heibox.uni-heidelberg.de/f/607503859c864bc1b30b/?dl=1"
+}
+
+CKPT_MAP = {
+    "vgg_lpips": "vgg.pth"
+}
+
+MD5_MAP = {
+    "vgg_lpips": "d507d7349b931f0638a25a48a722f98a"
+}
+
+
+def download(url, local_path, chunk_size=1024):
+    os.makedirs(os.path.split(local_path)[0], exist_ok=True)
+    with requests.get(url, stream=True) as r:
+        total_size = int(r.headers.get("content-length", 0))
+        with tqdm(total=total_size, unit="B", unit_scale=True) as pbar:
+            with open(local_path, "wb") as f:
+                for data in r.iter_content(chunk_size=chunk_size):
+                    if data:
+                        f.write(data)
+                        pbar.update(chunk_size)
+
+
+def md5_hash(path):
+    with open(path, "rb") as f:
+        content = f.read()
+    return hashlib.md5(content).hexdigest()
+
+
+def get_ckpt_path(name, root, check=False):
+    assert name in URL_MAP
+    path = os.path.join(root, CKPT_MAP[name])
+    if not os.path.exists(path) or (check and not md5_hash(path) == MD5_MAP[name]):
+        print("Downloading {} model from {} to {}".format(name, URL_MAP[name], path))
+        download(URL_MAP[name], path)
+        md5 = md5_hash(path)
+        assert md5 == MD5_MAP[name], md5
+    return path
+
+
+class KeyNotFoundError(Exception):
+    def __init__(self, cause, keys=None, visited=None):
+        self.cause = cause
+        self.keys = keys
+        self.visited = visited
+        messages = list()
+        if keys is not None:
+            messages.append("Key not found: {}".format(keys))
+        if visited is not None:
+            messages.append("Visited: {}".format(visited))
+        messages.append("Cause:\n{}".format(cause))
+        message = "\n".join(messages)
+        super().__init__(message)
+
+
+def retrieve(
+    list_or_dict, key, splitval="/", default=None, expand=True, pass_success=False
+):
+    """Given a nested list or dict return the desired value at key expanding
+    callable nodes if necessary and :attr:`expand` is ``True``. The expansion
+    is done in-place.
+
+    Parameters
+    ----------
+        list_or_dict : list or dict
+            Possibly nested list or dictionary.
+        key : str
+            key/to/value, path like string describing all keys necessary to
+            consider to get to the desired value. List indices can also be
+            passed here.
+        splitval : str
+            String that defines the delimiter between keys of the
+            different depth levels in `key`.
+        default : obj
+            Value returned if :attr:`key` is not found.
+        expand : bool
+            Whether to expand callable nodes on the path or not.
+
+    Returns
+    -------
+        The desired value or if :attr:`default` is not ``None`` and the
+        :attr:`key` is not found returns ``default``.
+
+    Raises
+    ------
+        Exception if ``key`` not in ``list_or_dict`` and :attr:`default` is
+        ``None``.
+    """
+
+    keys = key.split(splitval)
+
+    success = True
+    try:
+        visited = []
+        parent = None
+        last_key = None
+        for key in keys:
+            if callable(list_or_dict):
+                if not expand:
+                    raise KeyNotFoundError(
+                        ValueError(
+                            "Trying to get past callable node with expand=False."
+                        ),
+                        keys=keys,
+                        visited=visited,
+                    )
+                list_or_dict = list_or_dict()
+                parent[last_key] = list_or_dict
+
+            last_key = key
+            parent = list_or_dict
+
+            try:
+                if isinstance(list_or_dict, dict):
+                    list_or_dict = list_or_dict[key]
+                else:
+                    list_or_dict = list_or_dict[int(key)]
+            except (KeyError, IndexError, ValueError) as e:
+                raise KeyNotFoundError(e, keys=keys, visited=visited)
+
+            visited += [key]
+        # final expansion of retrieved value
+        if expand and callable(list_or_dict):
+            list_or_dict = list_or_dict()
+            parent[last_key] = list_or_dict
+    except KeyNotFoundError as e:
+        if default is None:
+            raise e
+        else:
+            list_or_dict = default
+            success = False
+
+    if not pass_success:
+        return list_or_dict
+    else:
+        return list_or_dict, success
+
+
+if __name__ == "__main__":
+    config = {"keya": "a",
+              "keyb": "b",
+              "keyc":
+                  {"cc1": 1,
+                   "cc2": 2,
+                   }
+              }
+    from omegaconf import OmegaConf
+    config = OmegaConf.create(config)
+    print(config)
+    retrieve(config, "keya")
+
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/task.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/task.py
new file mode 100644
index 00000000..c1cd1cf5
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/image_generation_stage2/task.py	
@@ -0,0 +1,164 @@
+# Copyright (c) 2017-present, Facebook, Inc.
+# All rights reserved.
+#
+# This source code is licensed under the license found in the LICENSE file in
+# the root directory of this source tree. An additional grant of patent rights
+# can be found in the PATENTS file in the same directory.
+
+import logging
+import sys
+
+from typing import Optional, List
+from dataclasses import dataclass, field
+from omegaconf import MISSING, II
+
+from fairseq.data import SubsampleDataset
+from fairseq.dataclass import FairseqDataclass
+from fairseq.tasks import FairseqTask, register_task
+from fairseq.data import Dictionary
+
+from fairseq_user.dataset import ImageDataset, GenDataset
+from .generator import PrefixSequenceGenerator, LMIterativeRefinementGenerator
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class ImagePretrainingConfig(FairseqDataclass):
+    data: str = field(default=MISSING, metadata={"help": "path to data directory"})
+    multi_data: Optional[List[str]] = None
+    input_size: int = 256
+    local_cache_path: Optional[str] = None
+    augmentation: str = "randcrop"
+    subsample: float = 1
+    seed: int = II("common.seed")
+    dataset_type: str = "imagefolder"
+    source_vocab_size: int = 1024
+    target_vocab_size: int = 1024
+    max_target_positions: int = 1024
+    
+    add_bos_token: bool = False
+    tokens_per_sample: int = 1024
+    
+    num_shards: int = -1
+    shard_id: int = -1
+
+@register_task("image_generation_stage2", dataclass=ImagePretrainingConfig)
+class ImagePretrainingTask(FairseqTask):
+    """ """
+
+    cfg: ImagePretrainingConfig
+    
+    def __init__(self, cfg, src_dict, tgt_dict):
+        super().__init__(cfg)
+        self.src_dict = src_dict
+        self.tgt_dict = tgt_dict
+
+    @classmethod
+    def setup_task(cls, cfg: ImagePretrainingConfig, **kwargs):
+        """Setup the task (e.g., load dictionaries).
+
+        Args:
+            cfg (AudioPretrainingConfig): configuration of this task
+        """
+        src_dict = Dictionary(extra_special_symbols=["<n>"])
+        for i in range(cfg.source_vocab_size):
+            src_dict.add_symbol(str(i))
+        logger.info(f"src dictionary size: " f"{len(src_dict):,}")
+        
+        tgt_dict = Dictionary(extra_special_symbols=["<n>"])
+        for i in range(cfg.target_vocab_size):
+            tgt_dict.add_symbol(str(i))
+        logger.info(f"tgt dictionary size: " f"{len(tgt_dict):,}")
+
+        return cls(cfg, src_dict, tgt_dict)
+
+    def load_dataset(self, split: str, task_cfg: FairseqDataclass = None, **kwargs):
+        data_path = self.cfg.data
+        cfg = self.cfg
+                
+        if cfg.num_shards > 0:
+            assert not split.startswith("train")
+        
+        if split.startswith("gen"):
+            self.datasets[split] = GenDataset(
+                root=data_path if cfg.multi_data is None else cfg.multi_data,
+                split=split,
+                input_size=cfg.input_size,
+                augmentation=cfg.augmentation,
+                dataset_type=cfg.dataset_type,
+                num_shards=cfg.num_shards,
+                shard_id=cfg.shard_id,
+                src_dict=self.src_dict,
+                tgt_dict=self.tgt_dict,
+            )
+        else:
+            self.datasets[split] = ImageDataset(
+                root=data_path if cfg.multi_data is None else cfg.multi_data,
+                split=split,
+                input_size=cfg.input_size,
+                augmentation=cfg.augmentation,
+                num_shards=cfg.num_shards,
+                shard_id=cfg.shard_id,
+                src_dict=self.src_dict,
+                tgt_dict=self.tgt_dict,
+            )
+
+        if cfg.subsample < 1:
+            self.datasets[split] = SubsampleDataset(
+                self.datasets[split],
+                cfg.subsample,
+                shuffle=True,
+                seed=cfg.seed,
+            )
+
+    @property
+    def source_dictionary(self):
+        return self.src_dict
+
+    @property
+    def target_dictionary(self):
+        return self.tgt_dict
+
+    def max_positions(self):
+        """Maximum input length supported by the encoder."""
+        return self.cfg.max_target_positions
+    
+    def build_generator(
+        self,
+        models,
+        args,
+        seq_gen_cls=None,
+        extra_gen_cls_kwargs=None,
+    ):
+        import os
+        if "_nar_" in os.environ['IMG_SAVE_DIR']:
+            
+            generator = LMIterativeRefinementGenerator(
+                self.target_dictionary,
+                eos_penalty=getattr(args, "iter_decode_eos_penalty", 0.0),
+                max_iter=getattr(args, "iter_decode_max_iter", 10),
+                beam_size=getattr(args, "iter_decode_with_beam", 1),
+                reranking=getattr(args, "iter_decode_with_external_reranker", False),
+                decoding_format=getattr(args, "decoding_format", None),
+                adaptive=not getattr(args, "iter_decode_force_max_iter", False),
+                retain_history=getattr(args, "retain_iter_history", False),
+            )
+            generator.tgt_dict = self.tgt_dict
+            generator.src_dict = self.src_dict
+            generator.dataset_type = self.cfg.dataset_type
+            return generator
+        else:
+            seq_gen_cls = PrefixSequenceGenerator
+            generator = super().build_generator(
+                    models,
+                    args,
+                    seq_gen_cls,
+                    extra_gen_cls_kwargs,
+                )
+            generator.src_dict = self.src_dict
+            generator.dataset_type = self.cfg.dataset_type
+            return generator
+
+
+   
\ No newline at end of file
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/__init__.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/dino/__init__.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/dino/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/dino/vits.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/dino/vits.py
new file mode 100644
index 00000000..6f25aa46
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/dino/vits.py	
@@ -0,0 +1,870 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+#
+# This source code is licensed under the Apache License, Version 2.0
+# found in the LICENSE file in the root directory of this source tree.
+
+# References:
+#   https://github.com/facebookresearch/dino/blob/main/vision_transformer.py
+#   https://github.com/rwightman/pytorch-image-models/tree/master/timm/models/vision_transformer.py
+
+from functools import partial
+import math
+import logging
+from typing import Sequence, Tuple, Union, Callable, Optional, Dict, Any, List
+import os
+import warnings
+import torch
+from torch import Tensor
+import torch.nn as nn
+import torch.utils.checkpoint
+from torch.nn.init import trunc_normal_
+from torch.nn import functional as F
+
+
+logger = logging.getLogger("dinov2")
+
+
+XFORMERS_ENABLED = os.environ.get("XFORMERS_DISABLED") is None
+try:
+    if XFORMERS_ENABLED:
+        from xformers.ops import fmha, scaled_index_add, index_select_cat, memory_efficient_attention, unbind, SwiGLU
+
+        XFORMERS_AVAILABLE = True
+        warnings.warn("xFormers is available (Block)")
+    else:
+        warnings.warn("xFormers is disabled (Block)")
+        raise ImportError
+except ImportError:
+    XFORMERS_AVAILABLE = False
+
+    warnings.warn("xFormers is not available (Block)")
+
+
+class Attention(nn.Module):
+    def __init__(
+        self,
+        dim: int,
+        num_heads: int = 8,
+        qkv_bias: bool = False,
+        proj_bias: bool = True,
+        attn_drop: float = 0.0,
+        proj_drop: float = 0.0,
+    ) -> None:
+        super().__init__()
+        self.num_heads = num_heads
+        head_dim = dim // num_heads
+        self.scale = head_dim**-0.5
+
+        self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias)
+        self.attn_drop = nn.Dropout(attn_drop)
+        self.proj = nn.Linear(dim, dim, bias=proj_bias)
+        self.proj_drop = nn.Dropout(proj_drop)
+
+    def forward(self, x: Tensor) -> Tensor:
+        B, N, C = x.shape
+        qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4)
+
+        q, k, v = qkv[0] * self.scale, qkv[1], qkv[2]
+        attn = q @ k.transpose(-2, -1)
+        attn = attn.softmax(dim=-1)
+        attn = self.attn_drop(attn)
+
+        x = (attn @ v).transpose(1, 2).reshape(B, N, C)
+        x = self.proj(x)
+        x = self.proj_drop(x)
+        return x
+
+class MemEffAttention(Attention):
+    def forward(self, x: Tensor, attn_bias=None) -> Tensor:
+        if not XFORMERS_AVAILABLE:
+            if attn_bias is not None:
+                raise AssertionError("xFormers is required for using nested tensors")
+            return super().forward(x)
+
+        B, N, C = x.shape
+        qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads)
+
+        q, k, v = unbind(qkv, 2)
+        
+        x = memory_efficient_attention(q, k, v, attn_bias=attn_bias)
+        x = x.reshape([B, N, C])
+
+        x = self.proj(x)
+        x = self.proj_drop(x)
+        return x
+
+class Mlp(nn.Module):
+    def __init__(
+        self,
+        in_features: int,
+        hidden_features: Optional[int] = None,
+        out_features: Optional[int] = None,
+        act_layer: Callable[..., nn.Module] = nn.GELU,
+        drop: float = 0.0,
+        bias: bool = True,
+    ) -> None:
+        super().__init__()
+        out_features = out_features or in_features
+        hidden_features = hidden_features or in_features
+        self.fc1 = nn.Linear(in_features, hidden_features, bias=bias)
+        self.act = act_layer()
+        self.fc2 = nn.Linear(hidden_features, out_features, bias=bias)
+        self.drop = nn.Dropout(drop)
+
+    def forward(self, x: Tensor) -> Tensor:
+        x = self.fc1(x)
+        x = self.act(x)
+        x = self.drop(x)
+        x = self.fc2(x)
+        x = self.drop(x)
+        return x
+    
+def make_2tuple(x):
+    if isinstance(x, tuple):
+        assert len(x) == 2
+        return x
+
+    assert isinstance(x, int)
+    return (x, x)
+
+class PatchEmbed(nn.Module):
+    """
+    2D image to patch embedding: (B,C,H,W) -> (B,N,D)
+
+    Args:
+        img_size: Image size.
+        patch_size: Patch token size.
+        in_chans: Number of input image channels.
+        embed_dim: Number of linear projection output channels.
+        norm_layer: Normalization layer.
+    """
+
+    def __init__(
+        self,
+        img_size: Union[int, Tuple[int, int]] = 224,
+        patch_size: Union[int, Tuple[int, int]] = 16,
+        in_chans: int = 3,
+        embed_dim: int = 768,
+        norm_layer: Optional[Callable] = None,
+        flatten_embedding: bool = True,
+    ) -> None:
+        super().__init__()
+
+        image_HW = make_2tuple(img_size)
+        patch_HW = make_2tuple(patch_size)
+        patch_grid_size = (
+            image_HW[0] // patch_HW[0],
+            image_HW[1] // patch_HW[1],
+        )
+
+        self.img_size = image_HW
+        self.patch_size = patch_HW
+        self.patches_resolution = patch_grid_size
+        self.num_patches = patch_grid_size[0] * patch_grid_size[1]
+
+        self.in_chans = in_chans
+        self.embed_dim = embed_dim
+
+        self.flatten_embedding = flatten_embedding
+
+        self.proj = nn.Conv2d(in_chans, embed_dim, kernel_size=patch_HW, stride=patch_HW)
+        self.norm = norm_layer(embed_dim) if norm_layer else nn.Identity()
+
+    def forward(self, x: Tensor) -> Tensor:
+        _, _, H, W = x.shape
+        patch_H, patch_W = self.patch_size
+
+        assert H % patch_H == 0, f"Input image height {H} is not a multiple of patch height {patch_H}"
+        assert W % patch_W == 0, f"Input image width {W} is not a multiple of patch width: {patch_W}"
+
+        x = self.proj(x)  # B C H W
+        H, W = x.size(2), x.size(3)
+        x = x.flatten(2).transpose(1, 2)  # B HW C
+        x = self.norm(x)
+        if not self.flatten_embedding:
+            x = x.reshape(-1, H, W, self.embed_dim)  # B H W C
+        return x
+
+    def flops(self) -> float:
+        Ho, Wo = self.patches_resolution
+        flops = Ho * Wo * self.embed_dim * self.in_chans * (self.patch_size[0] * self.patch_size[1])
+        if self.norm is not None:
+            flops += Ho * Wo * self.embed_dim
+        return flops
+    
+class SwiGLUFFN(nn.Module):
+    def __init__(
+        self,
+        in_features: int,
+        hidden_features: Optional[int] = None,
+        out_features: Optional[int] = None,
+        act_layer: Callable[..., nn.Module] = None,
+        drop: float = 0.0,
+        bias: bool = True,
+    ) -> None:
+        super().__init__()
+        out_features = out_features or in_features
+        hidden_features = hidden_features or in_features
+        self.w12 = nn.Linear(in_features, 2 * hidden_features, bias=bias)
+        self.w3 = nn.Linear(hidden_features, out_features, bias=bias)
+
+    def forward(self, x: Tensor) -> Tensor:
+        x12 = self.w12(x)
+        x1, x2 = x12.chunk(2, dim=-1)
+        hidden = F.silu(x1) * x2
+        return self.w3(hidden)
+
+class SwiGLUFFNFused(SwiGLU):
+    def __init__(
+        self,
+        in_features: int,
+        hidden_features: Optional[int] = None,
+        out_features: Optional[int] = None,
+        act_layer: Callable[..., nn.Module] = None,
+        drop: float = 0.0,
+        bias: bool = True,
+    ) -> None:
+        out_features = out_features or in_features
+        hidden_features = hidden_features or in_features
+        hidden_features = (int(hidden_features * 2 / 3) + 7) // 8 * 8
+        super().__init__(
+            in_features=in_features,
+            hidden_features=hidden_features,
+            out_features=out_features,
+            bias=bias,
+        )
+
+
+def drop_path(x, drop_prob: float = 0.0, training: bool = False):
+    if drop_prob == 0.0 or not training:
+        return x
+    keep_prob = 1 - drop_prob
+    shape = (x.shape[0],) + (1,) * (x.ndim - 1)  # work with diff dim tensors, not just 2D ConvNets
+    random_tensor = x.new_empty(shape).bernoulli_(keep_prob)
+    if keep_prob > 0.0:
+        random_tensor.div_(keep_prob)
+    output = x * random_tensor
+    return output
+
+
+class DropPath(nn.Module):
+    """Drop paths (Stochastic Depth) per sample (when applied in main path of residual blocks)."""
+
+    def __init__(self, drop_prob=None):
+        super(DropPath, self).__init__()
+        self.drop_prob = drop_prob
+
+    def forward(self, x):
+        return drop_path(x, self.drop_prob, self.training)
+
+
+class LayerScale(nn.Module):
+    def __init__(
+        self,
+        dim: int,
+        init_values: Union[float, Tensor] = 1e-5,
+        inplace: bool = False,
+    ) -> None:
+        super().__init__()
+        self.inplace = inplace
+        self.gamma = nn.Parameter(init_values * torch.ones(dim))
+
+    def forward(self, x: Tensor) -> Tensor:
+        return x.mul_(self.gamma) if self.inplace else x * self.gamma
+    
+    
+class Block(nn.Module):
+    def __init__(
+        self,
+        dim: int,
+        num_heads: int,
+        mlp_ratio: float = 4.0,
+        qkv_bias: bool = False,
+        proj_bias: bool = True,
+        ffn_bias: bool = True,
+        drop: float = 0.0,
+        attn_drop: float = 0.0,
+        init_values=None,
+        drop_path: float = 0.0,
+        act_layer: Callable[..., nn.Module] = nn.GELU,
+        norm_layer: Callable[..., nn.Module] = nn.LayerNorm,
+        attn_class: Callable[..., nn.Module] = Attention,
+        ffn_layer: Callable[..., nn.Module] = Mlp,
+    ) -> None:
+        super().__init__()
+        # print(f"biases: qkv: {qkv_bias}, proj: {proj_bias}, ffn: {ffn_bias}")
+        self.norm1 = norm_layer(dim)
+        self.attn = attn_class(
+            dim,
+            num_heads=num_heads,
+            qkv_bias=qkv_bias,
+            proj_bias=proj_bias,
+            attn_drop=attn_drop,
+            proj_drop=drop,
+        )
+        self.ls1 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity()
+        self.drop_path1 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity()
+
+        self.norm2 = norm_layer(dim)
+        mlp_hidden_dim = int(dim * mlp_ratio)
+        self.mlp = ffn_layer(
+            in_features=dim,
+            hidden_features=mlp_hidden_dim,
+            act_layer=act_layer,
+            drop=drop,
+            bias=ffn_bias,
+        )
+        self.ls2 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity()
+        self.drop_path2 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity()
+
+        self.sample_drop_ratio = drop_path
+
+    def forward(self, x: Tensor) -> Tensor:
+        def attn_residual_func(x: Tensor) -> Tensor:
+            return self.ls1(self.attn(self.norm1(x)))
+
+        def ffn_residual_func(x: Tensor) -> Tensor:
+            return self.ls2(self.mlp(self.norm2(x)))
+
+        if self.training and self.sample_drop_ratio > 0.1:
+            # the overhead is compensated only for a drop path rate larger than 0.1
+            x = drop_add_residual_stochastic_depth(
+                x,
+                residual_func=attn_residual_func,
+                sample_drop_ratio=self.sample_drop_ratio,
+            )
+            x = drop_add_residual_stochastic_depth(
+                x,
+                residual_func=ffn_residual_func,
+                sample_drop_ratio=self.sample_drop_ratio,
+            )
+        elif self.training and self.sample_drop_ratio > 0.0:
+            x = x + self.drop_path1(attn_residual_func(x))
+            x = x + self.drop_path1(ffn_residual_func(x))  # FIXME: drop_path2
+        else:
+            x = x + attn_residual_func(x)
+            x = x + ffn_residual_func(x)
+        return x
+
+
+def drop_add_residual_stochastic_depth(
+    x: Tensor,
+    residual_func: Callable[[Tensor], Tensor],
+    sample_drop_ratio: float = 0.0,
+) -> Tensor:
+    # 1) extract subset using permutation
+    b, n, d = x.shape
+    sample_subset_size = max(int(b * (1 - sample_drop_ratio)), 1)
+    brange = (torch.randperm(b, device=x.device))[:sample_subset_size]
+    x_subset = x[brange]
+
+    # 2) apply residual_func to get residual
+    residual = residual_func(x_subset)
+
+    x_flat = x.flatten(1)
+    residual = residual.flatten(1)
+
+    residual_scale_factor = b / sample_subset_size
+
+    # 3) add the residual
+    x_plus_residual = torch.index_add(x_flat, 0, brange, residual.to(dtype=x.dtype), alpha=residual_scale_factor)
+    return x_plus_residual.view_as(x)
+
+
+def get_branges_scales(x, sample_drop_ratio=0.0):
+    b, n, d = x.shape
+    sample_subset_size = max(int(b * (1 - sample_drop_ratio)), 1)
+    brange = (torch.randperm(b, device=x.device))[:sample_subset_size]
+    residual_scale_factor = b / sample_subset_size
+    return brange, residual_scale_factor
+
+
+def add_residual(x, brange, residual, residual_scale_factor, scaling_vector=None):
+    if scaling_vector is None:
+        x_flat = x.flatten(1)
+        residual = residual.flatten(1)
+        x_plus_residual = torch.index_add(x_flat, 0, brange, residual.to(dtype=x.dtype), alpha=residual_scale_factor)
+    else:
+        x_plus_residual = scaled_index_add(
+            x, brange, residual.to(dtype=x.dtype), scaling=scaling_vector, alpha=residual_scale_factor
+        )
+    return x_plus_residual
+
+
+attn_bias_cache: Dict[Tuple, Any] = {}
+
+
+def get_attn_bias_and_cat(x_list, branges=None):
+    """
+    this will perform the index select, cat the tensors, and provide the attn_bias from cache
+    """
+    batch_sizes = [b.shape[0] for b in branges] if branges is not None else [x.shape[0] for x in x_list]
+    all_shapes = tuple((b, x.shape[1]) for b, x in zip(batch_sizes, x_list))
+    if all_shapes not in attn_bias_cache.keys():
+        seqlens = []
+        for b, x in zip(batch_sizes, x_list):
+            for _ in range(b):
+                seqlens.append(x.shape[1])
+        attn_bias = fmha.BlockDiagonalMask.from_seqlens(seqlens)
+        attn_bias._batch_sizes = batch_sizes
+        attn_bias_cache[all_shapes] = attn_bias
+
+    if branges is not None:
+        cat_tensors = index_select_cat([x.flatten(1) for x in x_list], branges).view(1, -1, x_list[0].shape[-1])
+    else:
+        tensors_bs1 = tuple(x.reshape([1, -1, *x.shape[2:]]) for x in x_list)
+        cat_tensors = torch.cat(tensors_bs1, dim=1)
+
+    return attn_bias_cache[all_shapes], cat_tensors
+
+
+def drop_add_residual_stochastic_depth_list(
+    x_list: List[Tensor],
+    residual_func: Callable[[Tensor, Any], Tensor],
+    sample_drop_ratio: float = 0.0,
+    scaling_vector=None,
+) -> Tensor:
+    # 1) generate random set of indices for dropping samples in the batch
+    branges_scales = [get_branges_scales(x, sample_drop_ratio=sample_drop_ratio) for x in x_list]
+    branges = [s[0] for s in branges_scales]
+    residual_scale_factors = [s[1] for s in branges_scales]
+
+    # 2) get attention bias and index+concat the tensors
+    attn_bias, x_cat = get_attn_bias_and_cat(x_list, branges)
+
+    # 3) apply residual_func to get residual, and split the result
+    residual_list = attn_bias.split(residual_func(x_cat, attn_bias=attn_bias))  # type: ignore
+
+    outputs = []
+    for x, brange, residual, residual_scale_factor in zip(x_list, branges, residual_list, residual_scale_factors):
+        outputs.append(add_residual(x, brange, residual, residual_scale_factor, scaling_vector).view_as(x))
+    return outputs
+
+
+class NestedTensorBlock(Block):
+    def forward_nested(self, x_list: List[Tensor], attn_bias) -> List[Tensor]:
+        """
+        x_list contains a list of tensors to nest together and run
+        """
+        assert isinstance(self.attn, MemEffAttention)
+
+        if self.training and self.sample_drop_ratio > 0.0:
+
+            def attn_residual_func(x: Tensor, attn_bias=None) -> Tensor:
+                return self.attn(self.norm1(x), attn_bias=attn_bias)
+
+            def ffn_residual_func(x: Tensor, attn_bias=None) -> Tensor:
+                return self.mlp(self.norm2(x))
+
+            x_list = drop_add_residual_stochastic_depth_list(
+                x_list,
+                residual_func=attn_residual_func,
+                sample_drop_ratio=self.sample_drop_ratio,
+                scaling_vector=self.ls1.gamma if isinstance(self.ls1, LayerScale) else None,
+            )
+            x_list = drop_add_residual_stochastic_depth_list(
+                x_list,
+                residual_func=ffn_residual_func,
+                sample_drop_ratio=self.sample_drop_ratio,
+                scaling_vector=self.ls2.gamma if isinstance(self.ls1, LayerScale) else None,
+            )
+            return x_list
+        else:
+
+            def attn_residual_func(x: Tensor, attn_bias=None) -> Tensor:
+                return self.ls1(self.attn(self.norm1(x), attn_bias=attn_bias))
+
+            def ffn_residual_func(x: Tensor, attn_bias=None) -> Tensor:
+                return self.ls2(self.mlp(self.norm2(x)))
+
+            attn_bias, x = get_attn_bias_and_cat(x_list)
+            x = x + attn_residual_func(x, attn_bias=attn_bias)
+            x = x + ffn_residual_func(x)
+            return attn_bias.split(x)
+
+    def forward(self, x_or_x_list):
+        if isinstance(x_or_x_list, Tensor):
+            return super().forward(x_or_x_list)
+        elif isinstance(x_or_x_list, list):
+            if not XFORMERS_AVAILABLE:
+                raise AssertionError("xFormers is required for using nested tensors")
+            return self.forward_nested(x_or_x_list)
+        else:
+            raise AssertionError
+
+
+def named_apply(fn: Callable, module: nn.Module, name="", depth_first=True, include_root=False) -> nn.Module:
+    if not depth_first and include_root:
+        fn(module=module, name=name)
+    for child_name, child_module in module.named_children():
+        child_name = ".".join((name, child_name)) if name else child_name
+        named_apply(fn=fn, module=child_module, name=child_name, depth_first=depth_first, include_root=True)
+    if depth_first and include_root:
+        fn(module=module, name=name)
+    return module
+
+
+class BlockChunk(nn.ModuleList):
+    def forward(self, x):
+        for b in self:
+            x = b(x)
+        return x
+
+
+class DinoVisionTransformer(nn.Module):
+    def __init__(
+        self,
+        img_size=224,
+        patch_size=16,
+        in_chans=3,
+        embed_dim=768,
+        depth=12,
+        num_heads=12,
+        mlp_ratio=4.0,
+        qkv_bias=True,
+        ffn_bias=True,
+        proj_bias=True,
+        drop_path_rate=0.0,
+        drop_path_uniform=False,
+        init_values=None,  # for layerscale: None or 0 => no layerscale
+        embed_layer=PatchEmbed,
+        act_layer=nn.GELU,
+        block_fn=Block,
+        ffn_layer="mlp",
+        block_chunks=1,
+        num_register_tokens=0,
+        interpolate_antialias=False,
+        interpolate_offset=0.1,
+    ):
+        """
+        Args:
+            img_size (int, tuple): input image size
+            patch_size (int, tuple): patch size
+            in_chans (int): number of input channels
+            embed_dim (int): embedding dimension
+            depth (int): depth of transformer
+            num_heads (int): number of attention heads
+            mlp_ratio (int): ratio of mlp hidden dim to embedding dim
+            qkv_bias (bool): enable bias for qkv if True
+            proj_bias (bool): enable bias for proj in attn if True
+            ffn_bias (bool): enable bias for ffn if True
+            drop_path_rate (float): stochastic depth rate
+            drop_path_uniform (bool): apply uniform drop rate across blocks
+            weight_init (str): weight init scheme
+            init_values (float): layer-scale init values
+            embed_layer (nn.Module): patch embedding layer
+            act_layer (nn.Module): MLP activation layer
+            block_fn (nn.Module): transformer block class
+            ffn_layer (str): "mlp", "swiglu", "swiglufused" or "identity"
+            block_chunks: (int) split block sequence into block_chunks units for FSDP wrap
+            num_register_tokens: (int) number of extra cls tokens (so-called "registers")
+            interpolate_antialias: (str) flag to apply anti-aliasing when interpolating positional embeddings
+            interpolate_offset: (float) work-around offset to apply when interpolating positional embeddings
+        """
+        super().__init__()
+        norm_layer = partial(nn.LayerNorm, eps=1e-6)
+
+        self.num_features = self.embed_dim = embed_dim  # num_features for consistency with other models
+        self.num_tokens = 1
+        self.n_blocks = depth
+        self.num_heads = num_heads
+        self.patch_size = patch_size
+        self.num_register_tokens = num_register_tokens
+        self.interpolate_antialias = interpolate_antialias
+        self.interpolate_offset = interpolate_offset
+
+        self.patch_embed = embed_layer(img_size=img_size, patch_size=patch_size, in_chans=in_chans, embed_dim=embed_dim)
+        num_patches = self.patch_embed.num_patches
+
+        self.cls_token = nn.Parameter(torch.zeros(1, 1, embed_dim))
+        self.pos_embed = nn.Parameter(torch.zeros(1, 1370, embed_dim))
+        assert num_register_tokens >= 0
+        self.register_tokens = (
+            nn.Parameter(torch.zeros(1, num_register_tokens, embed_dim)) if num_register_tokens else None
+        )
+
+        if drop_path_uniform is True:
+            dpr = [drop_path_rate] * depth
+        else:
+            dpr = [x.item() for x in torch.linspace(0, drop_path_rate, depth)]  # stochastic depth decay rule
+
+        if ffn_layer == "mlp":
+            logger.info("using MLP layer as FFN")
+            ffn_layer = Mlp
+        elif ffn_layer == "swiglufused" or ffn_layer == "swiglu":
+            logger.info("using SwiGLU layer as FFN")
+            ffn_layer = SwiGLUFFNFused
+        elif ffn_layer == "identity":
+            logger.info("using Identity layer as FFN")
+
+            def f(*args, **kwargs):
+                return nn.Identity()
+
+            ffn_layer = f
+        else:
+            raise NotImplementedError
+
+        blocks_list = [
+            block_fn(
+                dim=embed_dim,
+                num_heads=num_heads,
+                mlp_ratio=mlp_ratio,
+                qkv_bias=qkv_bias,
+                proj_bias=proj_bias,
+                ffn_bias=ffn_bias,
+                drop_path=dpr[i],
+                norm_layer=norm_layer,
+                act_layer=act_layer,
+                ffn_layer=ffn_layer,
+                init_values=init_values,
+            )
+            for i in range(depth)
+        ]
+        if block_chunks > 0:
+            self.chunked_blocks = True
+            chunked_blocks = []
+            chunksize = depth // block_chunks
+            for i in range(0, depth, chunksize):
+                # this is to keep the block index consistent if we chunk the block list
+                chunked_blocks.append([nn.Identity()] * i + blocks_list[i : i + chunksize])
+            self.blocks = nn.ModuleList([BlockChunk(p) for p in chunked_blocks])
+        else:
+            self.chunked_blocks = False
+            self.blocks = nn.ModuleList(blocks_list)
+
+        self.norm = norm_layer(embed_dim)
+        self.head = nn.Identity()
+
+        self.mask_token = nn.Parameter(torch.zeros(1, embed_dim))
+
+        self.init_weights()
+
+    def init_weights(self):
+        trunc_normal_(self.pos_embed, std=0.02)
+        nn.init.normal_(self.cls_token, std=1e-6)
+        if self.register_tokens is not None:
+            nn.init.normal_(self.register_tokens, std=1e-6)
+        named_apply(init_weights_vit_timm, self)
+
+    def interpolate_pos_encoding(self, x, w, h):
+        previous_dtype = x.dtype
+        npatch = x.shape[1] - 1
+        N = self.pos_embed.shape[1] - 1
+        if npatch == N and w == h:
+            return self.pos_embed
+        pos_embed = self.pos_embed.float()
+        class_pos_embed = pos_embed[:, 0]
+        patch_pos_embed = pos_embed[:, 1:]
+        dim = x.shape[-1]
+        w0 = w // self.patch_size
+        h0 = h // self.patch_size
+        # we add a small number to avoid floating point error in the interpolation
+        # see discussion at https://github.com/facebookresearch/dino/issues/8
+        w0, h0 = w0 + self.interpolate_offset, h0 + self.interpolate_offset
+
+        sqrt_N = math.sqrt(N)
+        sx, sy = float(w0) / sqrt_N, float(h0) / sqrt_N
+        patch_pos_embed = nn.functional.interpolate(
+            patch_pos_embed.reshape(1, int(sqrt_N), int(sqrt_N), dim).permute(0, 3, 1, 2),
+            scale_factor=(sx, sy),
+            mode="bicubic",
+            antialias=self.interpolate_antialias,
+        )
+
+        assert int(w0) == patch_pos_embed.shape[-2]
+        assert int(h0) == patch_pos_embed.shape[-1]
+        patch_pos_embed = patch_pos_embed.permute(0, 2, 3, 1).view(1, -1, dim)
+        return torch.cat((class_pos_embed.unsqueeze(0), patch_pos_embed), dim=1).to(previous_dtype)
+
+    def prepare_tokens_with_masks(self, x, masks=None):
+        B, nc, w, h = x.shape
+        x = self.patch_embed(x)
+        if masks is not None:
+            x = torch.where(masks.unsqueeze(-1), self.mask_token.to(x.dtype).unsqueeze(0), x)
+
+        x = torch.cat((self.cls_token.expand(x.shape[0], -1, -1), x), dim=1)
+        x = x + self.interpolate_pos_encoding(x, w, h)
+
+        if self.register_tokens is not None:
+            x = torch.cat(
+                (
+                    x[:, :1],
+                    self.register_tokens.expand(x.shape[0], -1, -1),
+                    x[:, 1:],
+                ),
+                dim=1,
+            )
+
+        return x
+
+    def forward_features_list(self, x_list, masks_list):
+        x = [self.prepare_tokens_with_masks(x, masks) for x, masks in zip(x_list, masks_list)]
+        for blk in self.blocks:
+            x = blk(x)
+
+        all_x = x
+        output = []
+        for x, masks in zip(all_x, masks_list):
+            x_norm = self.norm(x)
+            output.append(
+                {
+                    "x_norm_clstoken": x_norm[:, 0],
+                    "x_norm_regtokens": x_norm[:, 1 : self.num_register_tokens + 1],
+                    "x_norm_patchtokens": x_norm[:, self.num_register_tokens + 1 :],
+                    "x_prenorm": x,
+                    "masks": masks,
+                }
+            )
+        return output
+
+    def forward_features(self, x, masks=None):
+        if isinstance(x, list):
+            return self.forward_features_list(x, masks)
+
+        x = self.prepare_tokens_with_masks(x, masks)
+
+        for blk in self.blocks:
+            x = blk(x)
+
+        x_norm = self.norm(x)
+        return {
+            "x_norm_clstoken": x_norm[:, 0],
+            "x_norm_regtokens": x_norm[:, 1 : self.num_register_tokens + 1],
+            "x_norm_patchtokens": x_norm[:, self.num_register_tokens + 1 :],
+            "x_prenorm": x,
+            "masks": masks,
+        }
+
+    def _get_intermediate_layers_not_chunked(self, x, n=1):
+        x = self.prepare_tokens_with_masks(x)
+        # If n is an int, take the n last blocks. If it's a list, take them
+        output, total_block_len = [], len(self.blocks)
+        blocks_to_take = range(total_block_len - n, total_block_len) if isinstance(n, int) else n
+        for i, blk in enumerate(self.blocks):
+            x = blk(x)
+            if i in blocks_to_take:
+                output.append(x)
+            if len(output) != 0: break
+        #assert len(output) == len(blocks_to_take), f"only {len(output)} / {len(blocks_to_take)} blocks found"
+        return output
+
+    def _get_intermediate_layers_chunked(self, x, n=1):
+        x = self.prepare_tokens_with_masks(x)
+        output, i, total_block_len = [], 0, len(self.blocks[-1])
+        # If n is an int, take the n last blocks. If it's a list, take them
+        blocks_to_take = range(total_block_len - n, total_block_len) if isinstance(n, int) else n
+        for block_chunk in self.blocks:
+            for blk in block_chunk[i:]:  # Passing the nn.Identity()
+                x = blk(x)
+                if i in blocks_to_take:
+                    output.append(x)
+                i += 1
+                if len(output) != 0: break
+            if len(output) != 0: break
+        #assert len(output) == len(blocks_to_take), f"only {len(output)} / {len(blocks_to_take)} blocks found"
+        return output
+
+    def get_intermediate_layers(
+        self,
+        x: torch.Tensor,
+        n: Union[int, Sequence],  # Layers or n last layers to take
+        reshape: bool = False,
+        return_all: bool = False,
+        return_class_token: bool = False,
+        norm=True,
+    ) -> Tuple[Union[torch.Tensor, Tuple[torch.Tensor]]]:
+        if self.chunked_blocks:
+            outputs = self._get_intermediate_layers_chunked(x, n)
+        else:
+            outputs = self._get_intermediate_layers_not_chunked(x, n)
+        if norm:
+            outputs = [self.norm(out) for out in outputs]
+        if return_all:
+            return tuple(outputs)
+        class_tokens = [out[:, 0] for out in outputs]
+        outputs = [out[:, 1 + self.num_register_tokens:] for out in outputs]
+        if reshape:
+            B, _, w, h = x.shape
+            outputs = [
+                out.reshape(B, w // self.patch_size, h // self.patch_size, -1).permute(0, 3, 1, 2).contiguous()
+                for out in outputs
+            ]
+        if return_class_token:
+            return tuple(zip(outputs, class_tokens))
+        return tuple(outputs)
+
+    def forward(self, *args, is_training=False, **kwargs):
+        ret = self.forward_features(*args, **kwargs)
+        if is_training:
+            return ret
+        else:
+            return self.head(ret["x_norm_clstoken"])
+
+
+def init_weights_vit_timm(module: nn.Module, name: str = ""):
+    """ViT weight initialization, original timm impl (for reproducibility)"""
+    if isinstance(module, nn.Linear):
+        trunc_normal_(module.weight, std=0.02)
+        if module.bias is not None:
+            nn.init.zeros_(module.bias)
+
+
+def vit_small(patch_size=16, num_register_tokens=0, **kwargs):
+    model = DinoVisionTransformer(
+        patch_size=patch_size,
+        embed_dim=384,
+        depth=12,
+        num_heads=6,
+        mlp_ratio=4,
+        block_fn=partial(NestedTensorBlock, attn_class=MemEffAttention),
+        num_register_tokens=num_register_tokens,
+        **kwargs,
+    )
+    return model
+
+
+def vit_base(patch_size=16, num_register_tokens=0, **kwargs):
+    model = DinoVisionTransformer(
+        patch_size=patch_size,
+        embed_dim=768,
+        depth=12,
+        num_heads=12,
+        mlp_ratio=4,
+        block_fn=partial(NestedTensorBlock, attn_class=MemEffAttention),
+        num_register_tokens=num_register_tokens,
+        **kwargs,
+    )
+    return model
+
+
+def vit_large(patch_size=16, num_register_tokens=0, **kwargs):
+    model = DinoVisionTransformer(
+        patch_size=patch_size,
+        embed_dim=1024,
+        depth=24,
+        num_heads=16,
+        mlp_ratio=4,
+        block_fn=partial(NestedTensorBlock, attn_class=MemEffAttention),
+        num_register_tokens=num_register_tokens,
+        **kwargs,
+    )
+    return model
+
+
+def vit_giant2(patch_size=16, num_register_tokens=0, **kwargs):
+    """
+    Close to ViT-giant, with embed-dim 1536 and 24 heads => embed-dim per head 64
+    """
+    model = DinoVisionTransformer(
+        patch_size=patch_size,
+        embed_dim=1536,
+        depth=40,
+        num_heads=24,
+        mlp_ratio=4,
+        block_fn=partial(NestedTensorBlock, attn_class=MemEffAttention),
+        num_register_tokens=num_register_tokens,
+        **kwargs,
+    )
+    return model
+
+
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/ibot/__init__.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/ibot/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/ibot/vits.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/ibot/vits.py
new file mode 100644
index 00000000..065fe9dd
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/ibot/vits.py	
@@ -0,0 +1,337 @@
+# Copyright (c) ByteDance, Inc. and its affiliates.
+# All rights reserved.
+#
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+"""
+Mostly copy-paste from DINO and timm library:
+https://github.com/facebookresearch/dino
+https://github.com/rwightman/pytorch-image-models/blob/master/timm/models/vision_transformer.py
+"""
+
+import math
+import torch
+import torch.nn as nn
+import warnings
+from functools import partial
+import os
+
+
+XFORMERS_ENABLED = os.environ.get("XFORMERS_DISABLED") is None
+try:
+    if XFORMERS_ENABLED:
+        from xformers.ops import fmha, scaled_index_add, index_select_cat, memory_efficient_attention, unbind, SwiGLU
+
+        XFORMERS_AVAILABLE = True
+        warnings.warn("xFormers is available (Block)")
+    else:
+        warnings.warn("xFormers is disabled (Block)")
+        raise ImportError
+except ImportError:
+    XFORMERS_AVAILABLE = False
+
+    warnings.warn("xFormers is not available (Block)")
+
+
+def drop_path(x, drop_prob: float = 0., training: bool = False):
+    if drop_prob == 0. or not training:
+        return x
+    keep_prob = 1 - drop_prob
+    shape = (x.shape[0],) + (1,) * (x.ndim - 1)  # work with diff dim tensors, not just 2D ConvNets
+    random_tensor = keep_prob + torch.rand(shape, dtype=x.dtype, device=x.device)
+    random_tensor.floor_()  # binarize
+    output = x.div(keep_prob) * random_tensor
+    return output
+
+
+class DropPath(nn.Module):
+    """Drop paths (Stochastic Depth) per sample  (when applied in main path of residual blocks).
+    """
+
+    def __init__(self, drop_prob=None):
+        super(DropPath, self).__init__()
+        self.drop_prob = drop_prob
+
+    def forward(self, x):
+        return drop_path(x, self.drop_prob, self.training)
+
+
+class Mlp(nn.Module):
+    def __init__(self, in_features, hidden_features=None, out_features=None, act_layer=nn.GELU, drop=0.):
+        super().__init__()
+        out_features = out_features or in_features
+        hidden_features = hidden_features or in_features
+        self.fc1 = nn.Linear(in_features, hidden_features)
+        self.act = act_layer()
+        self.fc2 = nn.Linear(hidden_features, out_features)
+        self.drop = nn.Dropout(drop)
+
+    def forward(self, x):
+        x = self.fc1(x)
+        x = self.act(x)
+        x = self.drop(x)
+        x = self.fc2(x)
+        x = self.drop(x)
+        return x
+
+
+class Attention(nn.Module):
+    def __init__(self, dim, num_heads=8, qkv_bias=False, qk_scale=None, attn_drop=0., proj_drop=0.):
+        super().__init__()
+        self.num_heads = num_heads
+        head_dim = dim // num_heads
+        self.scale = qk_scale or head_dim ** -0.5
+
+        self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias)
+        self.attn_drop = nn.Dropout(attn_drop)
+        self.proj = nn.Linear(dim, dim)
+        self.proj_drop = nn.Dropout(proj_drop)
+
+    def forward(self, x):
+        B, N, C = x.shape
+        qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4)
+        q, k, v = qkv[0], qkv[1], qkv[2]
+
+        attn = (q @ k.transpose(-2, -1)) * self.scale
+        attn = attn.softmax(dim=-1)
+        attn = self.attn_drop(attn)
+
+        x = (attn @ v).transpose(1, 2).reshape(B, N, C)
+        x = self.proj(x)
+        x = self.proj_drop(x)
+        return x, attn
+
+class MemEffAttention(Attention):
+    def forward(self, x, attn_bias=None):
+        if not XFORMERS_AVAILABLE:
+            if attn_bias is not None:
+                raise AssertionError("xFormers is required for using nested tensors")
+            return super().forward(x)
+
+        B, N, C = x.shape
+        qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads)
+
+        q, k, v = unbind(qkv, 2)
+        
+        x = memory_efficient_attention(q, k, v, attn_bias=attn_bias)
+        x = x.reshape([B, N, C])
+
+        x = self.proj(x)
+        x = self.proj_drop(x)
+        return x, None
+
+
+class Block(nn.Module):
+    def __init__(self, dim, num_heads, mlp_ratio=4., qkv_bias=False, qk_scale=None, drop=0.,
+                 attn_drop=0., drop_path=0., act_layer=nn.GELU, norm_layer=nn.LayerNorm, init_values=0):
+        super().__init__()
+        self.norm1 = norm_layer(dim)
+        self.attn = MemEffAttention(
+            dim, num_heads=num_heads, qkv_bias=qkv_bias, qk_scale=qk_scale, attn_drop=attn_drop, proj_drop=drop)
+        self.drop_path = DropPath(drop_path) if drop_path > 0. else nn.Identity()
+        self.norm2 = norm_layer(dim)
+        mlp_hidden_dim = int(dim * mlp_ratio)
+        self.mlp = Mlp(in_features=dim, hidden_features=mlp_hidden_dim, act_layer=act_layer, drop=drop)
+
+        if init_values > 0:
+            self.gamma_1 = nn.Parameter(init_values * torch.ones((dim)), requires_grad=True)
+            self.gamma_2 = nn.Parameter(init_values * torch.ones((dim)), requires_grad=True)
+        else:
+            self.gamma_1, self.gamma_2 = None, None
+
+    def forward(self, x, return_attention=False):
+        y, attn = self.attn(self.norm1(x))
+        if return_attention:
+            return attn
+        if self.gamma_1 is None:
+            x = x + self.drop_path(y)
+            x = x + self.drop_path(self.mlp(self.norm2(x)))
+        else:
+            x = x + self.drop_path(self.gamma_1 * y)
+            x = x + self.drop_path(self.gamma_2 * self.mlp(self.norm2(x)))
+        return x
+
+
+class PatchEmbed(nn.Module):
+    """ Image to Patch Embedding
+    """
+
+    def __init__(self, img_size=224, patch_size=16, in_chans=3, embed_dim=768):
+        super().__init__()
+        num_patches = (img_size // patch_size) * (img_size // patch_size)
+        self.img_size = img_size
+        self.patch_size = patch_size
+        self.num_patches = num_patches
+
+        self.proj = nn.Conv2d(in_chans, embed_dim, kernel_size=patch_size, stride=patch_size)
+
+    def forward(self, x):
+        B, C, H, W = x.shape
+        return self.proj(x)
+
+
+class VisionTransformer(nn.Module):
+    """ Vision Transformer """
+
+    def __init__(self, img_size=[224], patch_size=16, in_chans=3, num_classes=0, embed_dim=768, depth=12,
+                 num_heads=12, mlp_ratio=4., qkv_bias=False, qk_scale=None, drop_rate=0., attn_drop_rate=0.,
+                 drop_path_rate=0., norm_layer=partial(nn.LayerNorm, eps=1e-6), return_all_tokens=False,
+                 init_values=0, use_mean_pooling=False, masked_im_modeling=False):
+        super().__init__()
+        self.num_features = self.embed_dim = embed_dim
+        self.return_all_tokens = return_all_tokens
+
+        self.patch_embed = PatchEmbed(
+            img_size=img_size[0], patch_size=patch_size, in_chans=in_chans, embed_dim=embed_dim)
+        num_patches = self.patch_embed.num_patches
+
+        self.cls_token = nn.Parameter(torch.zeros(1, 1, embed_dim))
+        self.pos_embed = nn.Parameter(torch.zeros(1, num_patches + 1, embed_dim))
+        self.pos_drop = nn.Dropout(p=drop_rate)
+
+        dpr = [x.item() for x in torch.linspace(0, drop_path_rate, depth)]  # stochastic depth decay rule
+        self.blocks = nn.ModuleList([
+            Block(
+                dim=embed_dim, num_heads=num_heads, mlp_ratio=mlp_ratio, qkv_bias=qkv_bias, qk_scale=qk_scale,
+                drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[i], norm_layer=norm_layer,
+                init_values=init_values)
+            for i in range(depth)])
+
+        self.norm = nn.Identity() if use_mean_pooling else norm_layer(embed_dim)
+        self.fc_norm = norm_layer(embed_dim) if use_mean_pooling else None
+        # Classifier head
+        self.head = nn.Linear(embed_dim, num_classes)
+
+        self.apply(self._init_weights)
+
+        # masked image modeling
+        self.masked_im_modeling = masked_im_modeling
+        if masked_im_modeling:
+            self.masked_embed = nn.Parameter(torch.zeros(1, embed_dim))
+
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+        elif isinstance(m, nn.LayerNorm):
+            nn.init.constant_(m.bias, 0)
+            nn.init.constant_(m.weight, 1.0)
+
+    def interpolate_pos_encoding(self, x, w, h):
+        npatch = x.shape[1] - 1
+        N = self.pos_embed.shape[1] - 1
+        if npatch == N and w == h:
+            return self.pos_embed
+        class_pos_embed = self.pos_embed[:, 0]
+        patch_pos_embed = self.pos_embed[:, 1:]
+        dim = x.shape[-1]
+        w0 = w // self.patch_embed.patch_size
+        h0 = h // self.patch_embed.patch_size
+        # we add a small number to avoid floating point error in the interpolation
+        # see discussion at https://github.com/facebookresearch/dino/issues/8
+        w0, h0 = w0 + 0.1, h0 + 0.1
+        patch_pos_embed = nn.functional.interpolate(
+            patch_pos_embed.reshape(1, int(math.sqrt(N)), int(math.sqrt(N)), dim).permute(0, 3, 1, 2),
+            scale_factor=(w0 / math.sqrt(N), h0 / math.sqrt(N)),
+            mode='bicubic',
+        )
+        assert int(w0) == patch_pos_embed.shape[-2] and int(h0) == patch_pos_embed.shape[-1]
+        patch_pos_embed = patch_pos_embed.permute(0, 2, 3, 1).view(1, -1, dim)
+        return torch.cat((class_pos_embed.unsqueeze(0), patch_pos_embed), dim=1)
+
+    def prepare_tokens(self, x, mask=None):
+        B, nc, w, h = x.shape
+        # patch linear embedding
+        x = self.patch_embed(x)
+
+        # mask image modeling
+        if mask is not None:
+            x = self.mask_model(x, mask)
+        x = x.flatten(2).transpose(1, 2)
+
+        # add the [CLS] token to the embed patch tokens
+        cls_tokens = self.cls_token.expand(B, -1, -1)
+        x = torch.cat((cls_tokens, x), dim=1)
+
+        # add positional encoding to each token
+        x = x + self.interpolate_pos_encoding(x, w, h)
+
+        return self.pos_drop(x)
+
+    def forward_features(self, x, return_all_tokens=None, mask=None):
+        # mim
+        if self.masked_im_modeling:
+            assert mask is not None
+            x = self.prepare_tokens(x, mask=mask)
+        else:
+            x = self.prepare_tokens(x)
+
+        for blk in self.blocks:
+            x = blk(x)
+
+        x = self.norm(x)
+        if self.fc_norm is not None:
+            x[:, 0] = self.fc_norm(x[:, 1:, :].mean(1))
+
+        return_all_tokens = self.return_all_tokens if \
+            return_all_tokens is None else return_all_tokens
+        if return_all_tokens:
+            return x
+        return x[:, 0]
+
+    def get_last_selfattention(self, x):
+        x = self.prepare_tokens(x)
+        for i, blk in enumerate(self.blocks):
+            if i < len(self.blocks) - 1:
+                x = blk(x)
+            else:
+                # return attention of the last block
+                return blk(x, return_attention=True)
+
+    def get_intermediate_layers(self, x, n=1):
+        x = self.prepare_tokens(x)
+        # we return the output tokens from the `n` last blocks
+        output = []
+        for i, blk in enumerate(self.blocks):
+            x = blk(x)
+            if len(self.blocks) - i <= n:
+                output.append(self.norm(x)[:,1:])
+            if len(output) != 0: 
+                break
+        return output
+
+    def get_num_layers(self):
+        return len(self.blocks)
+
+    def mask_model(self, x, mask):
+        x.permute(0, 2, 3, 1)[mask, :] = self.masked_embed.to(x.dtype)
+        return x
+
+
+def vit_tiny(patch_size=16, **kwargs):
+    model = VisionTransformer(
+        patch_size=patch_size, embed_dim=192, depth=12, num_heads=3, mlp_ratio=4,
+        qkv_bias=True, **kwargs)
+    return model
+
+
+def vit_small(patch_size=16, **kwargs):
+    model = VisionTransformer(
+        patch_size=patch_size, embed_dim=384, depth=12, num_heads=6, mlp_ratio=4,
+        qkv_bias=True, **kwargs)
+    return model
+
+
+def vit_base(patch_size=16, **kwargs):
+    model = VisionTransformer(
+        patch_size=patch_size, embed_dim=768, depth=12, num_heads=12, mlp_ratio=4,
+        qkv_bias=True, **kwargs)
+    return model
+
+
+def vit_large(patch_size=16, **kwargs):
+    model = VisionTransformer(
+        patch_size=patch_size, embed_dim=1024, depth=24, num_heads=16, mlp_ratio=4,
+        qkv_bias=True, **kwargs)
+    return model
\ No newline at end of file
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/mae/__init__.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/mae/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/mae/vits.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/mae/vits.py
new file mode 100644
index 00000000..4399392b
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/mae/vits.py	
@@ -0,0 +1,445 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+# --------------------------------------------------------
+# References:
+# timm: https://github.com/rwightman/pytorch-image-models/tree/master/timm
+# DeiT: https://github.com/facebookresearch/deit
+# --------------------------------------------------------
+
+from functools import partial
+import warnings, os
+import torch
+import torch.nn as nn
+from typing import Callable, List, Optional, Sequence, Tuple, Union
+from timm.models.vision_transformer import PatchEmbed, Mlp, LayerScale, Attention, DropPath
+import numpy as np
+
+
+XFORMERS_ENABLED = os.environ.get("XFORMERS_DISABLED") is None
+try:
+    if XFORMERS_ENABLED:
+        from xformers.ops import fmha, scaled_index_add, index_select_cat, memory_efficient_attention, unbind, SwiGLU
+
+        XFORMERS_AVAILABLE = True
+        warnings.warn("xFormers is available (Block)")
+    else:
+        warnings.warn("xFormers is disabled (Block)")
+        raise ImportError
+except ImportError:
+    XFORMERS_AVAILABLE = False
+
+    warnings.warn("xFormers is not available (Block)")
+
+
+
+def get_1d_sincos_pos_embed_from_grid(embed_dim, pos):
+    """
+    embed_dim: output dimension for each position
+    pos: a list of positions to be encoded: size (M,)
+    out: (M, D)
+    """
+    assert embed_dim % 2 == 0
+    omega = np.arange(embed_dim // 2, dtype=np.float64)
+    omega /= embed_dim / 2.
+    omega = 1. / 10000**omega  # (D/2,)
+
+    pos = pos.reshape(-1)  # (M,)
+    out = np.einsum('m,d->md', pos, omega)  # (M, D/2), outer product
+
+    emb_sin = np.sin(out) # (M, D/2)
+    emb_cos = np.cos(out) # (M, D/2)
+
+    emb = np.concatenate([emb_sin, emb_cos], axis=1)  # (M, D)
+    return emb
+
+
+def get_2d_sincos_pos_embed_from_grid(embed_dim, grid):
+    assert embed_dim % 2 == 0
+
+    # use half of dimensions to encode grid_h
+    emb_h = get_1d_sincos_pos_embed_from_grid(embed_dim // 2, grid[0])  # (H*W, D/2)
+    emb_w = get_1d_sincos_pos_embed_from_grid(embed_dim // 2, grid[1])  # (H*W, D/2)
+
+    emb = np.concatenate([emb_h, emb_w], axis=1) # (H*W, D)
+    return emb
+
+
+def get_2d_sincos_pos_embed(embed_dim, grid_size, cls_token=False):
+    """
+    grid_size: int of the grid height and width
+    return:
+    pos_embed: [grid_size*grid_size, embed_dim] or [1+grid_size*grid_size, embed_dim] (w/ or w/o cls_token)
+    """
+    grid_h = np.arange(grid_size, dtype=np.float32)
+    grid_w = np.arange(grid_size, dtype=np.float32)
+    grid = np.meshgrid(grid_w, grid_h)  # here w goes first
+    grid = np.stack(grid, axis=0)
+
+    grid = grid.reshape([2, 1, grid_size, grid_size])
+    pos_embed = get_2d_sincos_pos_embed_from_grid(embed_dim, grid)
+    if cls_token:
+        pos_embed = np.concatenate([np.zeros([1, embed_dim]), pos_embed], axis=0)
+    return pos_embed
+
+
+class MemEffAttention(Attention):
+    def forward(self, x, attn_bias=None):
+        if not XFORMERS_AVAILABLE:
+            if attn_bias is not None:
+                raise AssertionError("xFormers is required for using nested tensors")
+            return super().forward(x)
+
+        B, N, C = x.shape
+        qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads)
+
+        q, k, v = unbind(qkv, 2)
+        
+        x = memory_efficient_attention(q, k, v, attn_bias=attn_bias)
+        x = x.reshape([B, N, C])
+
+        x = self.proj(x)
+        x = self.proj_drop(x)
+        return x
+
+
+class Block(nn.Module):
+
+    def __init__(
+            self,
+            dim,
+            num_heads,
+            mlp_ratio=4.,
+            qkv_bias=False,
+            qk_norm=False,
+            proj_drop=0.,
+            attn_drop=0.,
+            init_values=None,
+            drop_path=0.,
+            act_layer=nn.GELU,
+            norm_layer=nn.LayerNorm,
+            mlp_layer=Mlp,
+    ):
+        super().__init__()
+        self.norm1 = norm_layer(dim)
+        self.attn = MemEffAttention(
+            dim,
+            num_heads=num_heads,
+            qkv_bias=qkv_bias,
+            qk_norm=qk_norm,
+            attn_drop=attn_drop,
+            proj_drop=proj_drop,
+            norm_layer=norm_layer,
+        )
+        self.ls1 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity()
+        self.drop_path1 = DropPath(drop_path) if drop_path > 0. else nn.Identity()
+
+        self.norm2 = norm_layer(dim)
+        self.mlp = mlp_layer(
+            in_features=dim,
+            hidden_features=int(dim * mlp_ratio),
+            act_layer=act_layer,
+            drop=proj_drop,
+        )
+        self.ls2 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity()
+        self.drop_path2 = DropPath(drop_path) if drop_path > 0. else nn.Identity()
+
+    def forward(self, x):
+        x = x + self.drop_path1(self.ls1(self.attn(self.norm1(x))))
+        x = x + self.drop_path2(self.ls2(self.mlp(self.norm2(x))))
+        return x
+
+
+
+class MaskedAutoencoderViT(nn.Module):
+    """ Masked Autoencoder with VisionTransformer backbone
+    """
+    def __init__(self, img_size=224, patch_size=16, in_chans=3,
+                 embed_dim=1024, depth=24, num_heads=16,
+                 decoder_embed_dim=512, decoder_depth=8, decoder_num_heads=16,
+                 mlp_ratio=4., norm_layer=nn.LayerNorm, norm_pix_loss=False):
+        super().__init__()
+
+        # --------------------------------------------------------------------------
+        # MAE encoder specifics
+        self.patch_embed = PatchEmbed(img_size, patch_size, in_chans, embed_dim)
+        num_patches = self.patch_embed.num_patches
+
+        self.cls_token = nn.Parameter(torch.zeros(1, 1, embed_dim))
+        self.pos_embed = nn.Parameter(torch.zeros(1, num_patches + 1, embed_dim), requires_grad=False)  # fixed sin-cos embedding
+
+        self.blocks = nn.ModuleList([
+            Block(embed_dim, num_heads, mlp_ratio, qkv_bias=True, norm_layer=norm_layer)
+            for i in range(depth)])
+        self.norm = norm_layer(embed_dim)
+        # --------------------------------------------------------------------------
+
+        # --------------------------------------------------------------------------
+        # MAE decoder specifics
+        self.decoder_embed = nn.Linear(embed_dim, decoder_embed_dim, bias=True)
+
+        self.mask_token = nn.Parameter(torch.zeros(1, 1, decoder_embed_dim))
+
+        self.decoder_pos_embed = nn.Parameter(torch.zeros(1, num_patches + 1, decoder_embed_dim), requires_grad=False)  # fixed sin-cos embedding
+
+        self.decoder_blocks = nn.ModuleList([
+            Block(decoder_embed_dim, decoder_num_heads, mlp_ratio, qkv_bias=True, norm_layer=norm_layer)
+            for i in range(decoder_depth)])
+
+        self.decoder_norm = norm_layer(decoder_embed_dim)
+        self.decoder_pred = nn.Linear(decoder_embed_dim, patch_size**2 * in_chans, bias=True) # decoder to patch
+        # --------------------------------------------------------------------------
+
+        self.norm_pix_loss = norm_pix_loss
+
+        self.initialize_weights()
+
+    def initialize_weights(self):
+        # initialization
+        # initialize (and freeze) pos_embed by sin-cos embedding
+        pos_embed = get_2d_sincos_pos_embed(self.pos_embed.shape[-1], int(self.patch_embed.num_patches**.5), cls_token=True)
+        self.pos_embed.data.copy_(torch.from_numpy(pos_embed).float().unsqueeze(0))
+
+        decoder_pos_embed = get_2d_sincos_pos_embed(self.decoder_pos_embed.shape[-1], int(self.patch_embed.num_patches**.5), cls_token=True)
+        self.decoder_pos_embed.data.copy_(torch.from_numpy(decoder_pos_embed).float().unsqueeze(0))
+
+        # initialize patch_embed like nn.Linear (instead of nn.Conv2d)
+        w = self.patch_embed.proj.weight.data
+        torch.nn.init.xavier_uniform_(w.view([w.shape[0], -1]))
+
+        # timm's trunc_normal_(std=.02) is effectively normal_(std=0.02) as cutoff is too big (2.)
+        torch.nn.init.normal_(self.cls_token, std=.02)
+        torch.nn.init.normal_(self.mask_token, std=.02)
+
+        # initialize nn.Linear and nn.LayerNorm
+        self.apply(self._init_weights)
+
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            # we use xavier_uniform following official JAX ViT:
+            torch.nn.init.xavier_uniform_(m.weight)
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+        elif isinstance(m, nn.LayerNorm):
+            nn.init.constant_(m.bias, 0)
+            nn.init.constant_(m.weight, 1.0)
+
+    def patchify(self, imgs):
+        """
+        imgs: (N, 3, H, W)
+        x: (N, L, patch_size**2 *3)
+        """
+        p = self.patch_embed.patch_size[0]
+        assert imgs.shape[2] == imgs.shape[3] and imgs.shape[2] % p == 0
+
+        h = w = imgs.shape[2] // p
+        x = imgs.reshape(shape=(imgs.shape[0], 3, h, p, w, p))
+        x = torch.einsum('nchpwq->nhwpqc', x)
+        x = x.reshape(shape=(imgs.shape[0], h * w, p**2 * 3))
+        return x
+
+    def unpatchify(self, x):
+        """
+        x: (N, L, patch_size**2 *3)
+        imgs: (N, 3, H, W)
+        """
+        p = self.patch_embed.patch_size[0]
+        h = w = int(x.shape[1]**.5)
+        assert h * w == x.shape[1]
+        
+        x = x.reshape(shape=(x.shape[0], h, w, p, p, 3))
+        x = torch.einsum('nhwpqc->nchpwq', x)
+        imgs = x.reshape(shape=(x.shape[0], 3, h * p, h * p))
+        return imgs
+
+    def random_masking(self, x, mask_ratio):
+        """
+        Perform per-sample random masking by per-sample shuffling.
+        Per-sample shuffling is done by argsort random noise.
+        x: [N, L, D], sequence
+        """
+        N, L, D = x.shape  # batch, length, dim
+        len_keep = int(L * (1 - mask_ratio))
+        
+        noise = torch.rand(N, L, device=x.device)  # noise in [0, 1]
+        
+        # sort noise for each sample
+        ids_shuffle = torch.argsort(noise, dim=1)  # ascend: small is keep, large is remove
+        ids_restore = torch.argsort(ids_shuffle, dim=1)
+
+        # keep the first subset
+        ids_keep = ids_shuffle[:, :len_keep]
+        x_masked = torch.gather(x, dim=1, index=ids_keep.unsqueeze(-1).repeat(1, 1, D))
+
+        # generate the binary mask: 0 is keep, 1 is remove
+        mask = torch.ones([N, L], device=x.device)
+        mask[:, :len_keep] = 0
+        # unshuffle to get the binary mask
+        mask = torch.gather(mask, dim=1, index=ids_restore)
+
+        return x_masked, mask, ids_restore
+
+    def forward_encoder(self, x, mask_ratio):
+        # embed patches
+        x = self.patch_embed(x)
+
+        # add pos embed w/o cls token
+        x = x + self.pos_embed[:, 1:, :]
+
+        # masking: length -> length * mask_ratio
+        x, mask, ids_restore = self.random_masking(x, mask_ratio)
+
+        # append cls token
+        cls_token = self.cls_token + self.pos_embed[:, :1, :]
+        cls_tokens = cls_token.expand(x.shape[0], -1, -1)
+        x = torch.cat((cls_tokens, x), dim=1)
+
+        # apply Transformer blocks
+        for blk in self.blocks:
+            x = blk(x)
+        x = self.norm(x)
+
+        return x, mask, ids_restore
+
+    def forward_decoder(self, x, ids_restore):
+        # embed tokens
+        x = self.decoder_embed(x)
+
+        # append mask tokens to sequence
+        mask_tokens = self.mask_token.repeat(x.shape[0], ids_restore.shape[1] + 1 - x.shape[1], 1)
+        x_ = torch.cat([x[:, 1:, :], mask_tokens], dim=1)  # no cls token
+        x_ = torch.gather(x_, dim=1, index=ids_restore.unsqueeze(-1).repeat(1, 1, x.shape[2]))  # unshuffle
+        x = torch.cat([x[:, :1, :], x_], dim=1)  # append cls token
+
+        # add pos embed
+        x = x + self.decoder_pos_embed
+
+        # apply Transformer blocks
+        for blk in self.decoder_blocks:
+            x = blk(x)
+        x = self.decoder_norm(x)
+
+        # predictor projection
+        x = self.decoder_pred(x)
+
+        # remove cls token
+        x = x[:, 1:, :]
+
+        return x
+
+    def forward_loss(self, imgs, pred, mask):
+        """
+        imgs: [N, 3, H, W]
+        pred: [N, L, p*p*3]
+        mask: [N, L], 0 is keep, 1 is remove, 
+        """
+        target = self.patchify(imgs)
+        if self.norm_pix_loss:
+            mean = target.mean(dim=-1, keepdim=True)
+            var = target.var(dim=-1, keepdim=True)
+            target = (target - mean) / (var + 1.e-6)**.5
+
+        loss = (pred - target) ** 2
+        loss = loss.mean(dim=-1)  # [N, L], mean loss per patch
+
+        loss = (loss * mask).sum() / mask.sum()  # mean loss on removed patches
+        return loss
+
+    def forward(self, imgs, mask_ratio=0.75):
+        latent, mask, ids_restore = self.forward_encoder(imgs, mask_ratio)
+        pred = self.forward_decoder(latent, ids_restore)  # [N, L, p*p*3]
+        loss = self.forward_loss(imgs, pred, mask)
+        return loss, pred, mask
+    
+    
+    def _intermediate_layers(
+            self,
+            x: torch.Tensor,
+            n: Union[int, Sequence] = 1,
+    ):
+        outputs, num_blocks = [], len(self.blocks)
+        take_indices = set(range(num_blocks - n, num_blocks) if isinstance(n, int) else n)
+        # embed patches
+        x = self.patch_embed(x)
+        
+        # add pos embed w/o cls token
+        x = x + self.pos_embed[:, 1:, :]
+        
+        # append cls token
+        cls_token = self.cls_token + self.pos_embed[:, :1, :]
+        cls_tokens = cls_token.expand(x.shape[0], -1, -1)
+        x = torch.cat((cls_tokens, x), dim=1)
+
+        # apply Transformer blocks
+        for i, blk in enumerate(self.blocks):
+            x = blk(x)
+            if i in take_indices:
+                outputs.append(x)
+            if len(outputs) != 0: break
+        return outputs
+
+    
+    def get_intermediate_layers(
+            self,
+            x: torch.Tensor,
+            n: Union[int, Sequence] = 1,
+            reshape: bool = False,
+            return_prefix_tokens: bool = False,
+            norm: bool = True,
+    ) -> Tuple[Union[torch.Tensor, Tuple[torch.Tensor]]]:
+        """ Intermediate layer accessor (NOTE: This is a WIP experiment).
+        Inspired by DINO / DINOv2 interface
+        """
+        # take last n blocks if n is an int, if in is a sequence, select by matching indices
+        outputs = self._intermediate_layers(x, n)
+        if norm:
+            outputs = [self.norm(out) for out in outputs]
+        prefix_tokens = [out[:, 0:1] for out in outputs]
+        outputs = [out[:, 1:] for out in outputs]
+
+        if reshape:
+            grid_size = self.patch_embed.grid_size
+            outputs = [
+                out.reshape(x.shape[0], grid_size[0], grid_size[1], -1).permute(0, 3, 1, 2).contiguous()
+                for out in outputs
+            ]
+
+        if return_prefix_tokens:
+            return tuple(zip(outputs, prefix_tokens))
+        return tuple(outputs)
+
+    
+
+
+def mae_vit_base_patch16_dec512d8b(**kwargs):
+    model = MaskedAutoencoderViT(
+        patch_size=16, embed_dim=768, depth=12, num_heads=12,
+        decoder_embed_dim=512, decoder_depth=8, decoder_num_heads=16,
+        mlp_ratio=4, norm_layer=partial(nn.LayerNorm, eps=1e-6), **kwargs)
+    return model
+
+
+def mae_vit_large_patch16_dec512d8b(**kwargs):
+    model = MaskedAutoencoderViT(
+        patch_size=16, embed_dim=1024, depth=24, num_heads=16,
+        decoder_embed_dim=512, decoder_depth=8, decoder_num_heads=16,
+        mlp_ratio=4, norm_layer=partial(nn.LayerNorm, eps=1e-6), **kwargs)
+    return model
+
+
+def mae_vit_huge_patch14_dec512d8b(**kwargs):
+    model = MaskedAutoencoderViT(
+        patch_size=14, embed_dim=1280, depth=32, num_heads=16,
+        decoder_embed_dim=512, decoder_depth=8, decoder_num_heads=16,
+        mlp_ratio=4, norm_layer=partial(nn.LayerNorm, eps=1e-6), **kwargs)
+    return model
+
+
+# set recommended archs
+mae_vit_base_patch16 = mae_vit_base_patch16_dec512d8b  # decoder: 512 dim, 8 blocks
+mae_vit_large_patch16 = mae_vit_large_patch16_dec512d8b  # decoder: 512 dim, 8 blocks
+mae_vit_huge_patch14 = mae_vit_huge_patch14_dec512d8b  # decoder: 512 dim, 8 blocks
+
+
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/moco_v3/__init__.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/moco_v3/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/moco_v3/vits.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/moco_v3/vits.py
new file mode 100644
index 00000000..0c85f22d
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/moco_v3/vits.py	
@@ -0,0 +1,281 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+# All rights reserved.
+
+# This source code is licensed under the license found in the
+# LICENSE file in the root directory of this source tree.
+
+import math
+import torch
+import torch.nn as nn
+from functools import partial, reduce
+from operator import mul
+import os, warnings
+
+from timm.models.vision_transformer import VisionTransformer, _cfg, Mlp, LayerScale, DropPath, Attention
+from timm.models.layers import to_2tuple
+from timm.models.vision_transformer import PatchEmbed
+
+
+
+XFORMERS_ENABLED = os.environ.get("XFORMERS_DISABLED") is None
+try:
+    if XFORMERS_ENABLED:
+        from xformers.ops import fmha, scaled_index_add, index_select_cat, memory_efficient_attention, unbind, SwiGLU
+
+        XFORMERS_AVAILABLE = True
+        warnings.warn("xFormers is available (Block)")
+    else:
+        warnings.warn("xFormers is disabled (Block)")
+        raise ImportError
+except ImportError:
+    XFORMERS_AVAILABLE = False
+
+    warnings.warn("xFormers is not available (Block)")
+
+
+class MemEffAttention(Attention):
+    def forward(self, x, attn_bias=None):
+        if not XFORMERS_AVAILABLE:
+            if attn_bias is not None:
+                raise AssertionError("xFormers is required for using nested tensors")
+            return super().forward(x)
+
+        B, N, C = x.shape
+        qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads)
+
+        q, k, v = unbind(qkv, 2)
+        
+        x = memory_efficient_attention(q, k, v, attn_bias=attn_bias)
+        x = x.reshape([B, N, C])
+
+        x = self.proj(x)
+        x = self.proj_drop(x)
+        return x
+
+
+class Block(nn.Module):
+
+    def __init__(
+            self,
+            dim,
+            num_heads,
+            mlp_ratio=4.,
+            qkv_bias=False,
+            qk_norm=False,
+            proj_drop=0.,
+            attn_drop=0.,
+            init_values=None,
+            drop_path=0.,
+            act_layer=nn.GELU,
+            norm_layer=nn.LayerNorm,
+            mlp_layer=Mlp,
+    ):
+        super().__init__()
+        self.norm1 = norm_layer(dim)
+        self.attn = MemEffAttention(
+            dim,
+            num_heads=num_heads,
+            qkv_bias=qkv_bias,
+            qk_norm=qk_norm,
+            attn_drop=attn_drop,
+            proj_drop=proj_drop,
+            norm_layer=norm_layer,
+        )
+        self.ls1 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity()
+        self.drop_path1 = DropPath(drop_path) if drop_path > 0. else nn.Identity()
+
+        self.norm2 = norm_layer(dim)
+        self.mlp = mlp_layer(
+            in_features=dim,
+            hidden_features=int(dim * mlp_ratio),
+            act_layer=act_layer,
+            drop=proj_drop,
+        )
+        self.ls2 = LayerScale(dim, init_values=init_values) if init_values else nn.Identity()
+        self.drop_path2 = DropPath(drop_path) if drop_path > 0. else nn.Identity()
+
+    def forward(self, x):
+        x = x + self.drop_path1(self.ls1(self.attn(self.norm1(x))))
+        x = x + self.drop_path2(self.ls2(self.mlp(self.norm2(x))))
+        return x
+
+
+
+class VisionTransformerMoCo(VisionTransformer):
+    def __init__(self, stop_grad_conv1=False, **kwargs):
+        super().__init__(**kwargs)
+        # Use fixed 2D sin-cos position embedding
+        self.build_2d_sincos_position_embedding()
+
+        # weight initialization
+        for name, m in self.named_modules():
+            if isinstance(m, nn.Linear):
+                if 'qkv' in name:
+                    # treat the weights of Q, K, V separately
+                    val = math.sqrt(6. / float(m.weight.shape[0] // 3 + m.weight.shape[1]))
+                    nn.init.uniform_(m.weight, -val, val)
+                else:
+                    nn.init.xavier_uniform_(m.weight)
+                nn.init.zeros_(m.bias)
+        nn.init.normal_(self.cls_token, std=1e-6)
+
+        if isinstance(self.patch_embed, PatchEmbed):
+            # xavier_uniform initialization
+            val = math.sqrt(6. / float(3 * reduce(mul, self.patch_embed.patch_size, 1) + self.embed_dim))
+            nn.init.uniform_(self.patch_embed.proj.weight, -val, val)
+            nn.init.zeros_(self.patch_embed.proj.bias)
+
+            if stop_grad_conv1:
+                self.patch_embed.proj.weight.requires_grad = False
+                self.patch_embed.proj.bias.requires_grad = False
+
+    def build_2d_sincos_position_embedding(self, temperature=10000.):
+        h = self.patch_embed.img_size[0] // self.patch_embed.patch_size[0]
+        w = self.patch_embed.img_size[1] // self.patch_embed.patch_size[1]
+        grid_w = torch.arange(w, dtype=torch.float32)
+        grid_h = torch.arange(h, dtype=torch.float32)
+        grid_w, grid_h = torch.meshgrid(grid_w, grid_h)
+        assert self.embed_dim % 4 == 0, 'Embed dimension must be divisible by 4 for 2D sin-cos position embedding'
+        pos_dim = self.embed_dim // 4
+        omega = torch.arange(pos_dim, dtype=torch.float32) / pos_dim
+        omega = 1. / (temperature**omega)
+        out_w = torch.einsum('m,d->md', [grid_w.flatten(), omega])
+        out_h = torch.einsum('m,d->md', [grid_h.flatten(), omega])
+        pos_emb = torch.cat([torch.sin(out_w), torch.cos(out_w), torch.sin(out_h), torch.cos(out_h)], dim=1)[None, :, :]
+
+        # assert self.num_tokens == 1, 'Assuming one and only one token, [cls]'
+        pe_token = torch.zeros([1, 1, self.embed_dim], dtype=torch.float32)
+        self.pos_embed = nn.Parameter(torch.cat([pe_token, pos_emb], dim=1))
+        self.pos_embed.requires_grad = False
+        
+    def _intermediate_layers(
+            self,
+            x: torch.Tensor,
+            n = 1,
+    ):
+        outputs, num_blocks = [], len(self.blocks)
+        take_indices = set(range(num_blocks - n, num_blocks) if isinstance(n, int) else n)
+
+        # forward pass
+        x = self.patch_embed(x)
+        x = self._pos_embed(x)
+        x = self.patch_drop(x)
+        x = self.norm_pre(x)
+        for i, blk in enumerate(self.blocks):
+            x = blk(x)
+            if i in take_indices:
+                outputs.append(x)
+            if len(outputs) != 0:
+                break
+
+        return outputs
+
+    def get_intermediate_layers(
+            self,
+            x: torch.Tensor,
+            n = 1,
+            reshape: bool = False,
+            return_prefix_tokens: bool = False,
+            norm: bool = True,
+        ):
+        """ Intermediate layer accessor (NOTE: This is a WIP experiment).
+        Inspired by DINO / DINOv2 interface
+        """
+        # take last n blocks if n is an int, if in is a sequence, select by matching indices
+        outputs = self._intermediate_layers(x, n)
+        if norm:
+            outputs = [self.norm(out) for out in outputs]
+        prefix_tokens = [out[:, 0:self.num_prefix_tokens] for out in outputs]
+        outputs = [out[:, self.num_prefix_tokens:] for out in outputs]
+
+        if reshape:
+            grid_size = self.patch_embed.grid_size
+            outputs = [
+                out.reshape(x.shape[0], grid_size[0], grid_size[1], -1).permute(0, 3, 1, 2).contiguous()
+                for out in outputs
+            ]
+
+        if return_prefix_tokens:
+            return tuple(zip(outputs, prefix_tokens))
+        return tuple(outputs)
+
+
+class ConvStem(nn.Module):
+    """ 
+    ConvStem, from Early Convolutions Help Transformers See Better, Tete et al. https://arxiv.org/abs/2106.14881
+    """
+    def __init__(self, img_size=224, patch_size=16, in_chans=3, embed_dim=768, norm_layer=None, flatten=True):
+        super().__init__()
+
+        assert patch_size == 16, 'ConvStem only supports patch size of 16'
+        assert embed_dim % 8 == 0, 'Embed dimension must be divisible by 8 for ConvStem'
+
+        img_size = to_2tuple(img_size)
+        patch_size = to_2tuple(patch_size)
+        self.img_size = img_size
+        self.patch_size = patch_size
+        self.grid_size = (img_size[0] // patch_size[0], img_size[1] // patch_size[1])
+        self.num_patches = self.grid_size[0] * self.grid_size[1]
+        self.flatten = flatten
+
+        # build stem, similar to the design in https://arxiv.org/abs/2106.14881
+        stem = []
+        input_dim, output_dim = 3, embed_dim // 8
+        for l in range(4):
+            stem.append(nn.Conv2d(input_dim, output_dim, kernel_size=3, stride=2, padding=1, bias=False))
+            stem.append(nn.BatchNorm2d(output_dim))
+            stem.append(nn.ReLU(inplace=True))
+            input_dim = output_dim
+            output_dim *= 2
+        stem.append(nn.Conv2d(input_dim, embed_dim, kernel_size=1))
+        self.proj = nn.Sequential(*stem)
+
+        self.norm = norm_layer(embed_dim) if norm_layer else nn.Identity()
+
+    def forward(self, x):
+        B, C, H, W = x.shape
+        assert H == self.img_size[0] and W == self.img_size[1], \
+            f"Input image size ({H}*{W}) doesn't match model ({self.img_size[0]}*{self.img_size[1]})."
+        x = self.proj(x)
+        if self.flatten:
+            x = x.flatten(2).transpose(1, 2)  # BCHW -> BNC
+        x = self.norm(x)
+        return x
+
+
+def vit_small(**kwargs):
+    model = VisionTransformerMoCo(
+        patch_size=16, embed_dim=384, depth=12, num_heads=12, mlp_ratio=4, qkv_bias=True,
+        norm_layer=partial(nn.LayerNorm, eps=1e-6), block_fn=Block, **kwargs)
+    model.default_cfg = _cfg()
+    return model
+
+def vit_base(**kwargs):
+    model = VisionTransformerMoCo(
+        patch_size=16, embed_dim=768, depth=12, num_heads=12, mlp_ratio=4, qkv_bias=True,
+        norm_layer=partial(nn.LayerNorm, eps=1e-6), block_fn=Block, **kwargs)
+    model.default_cfg = _cfg()
+    return model
+
+def vit_large(**kwargs):
+    model = VisionTransformerMoCo(
+        patch_size=16, embed_dim=1024, depth=24, num_heads=16, mlp_ratio=4, qkv_bias=True,
+        norm_layer=partial(nn.LayerNorm, eps=1e-6), block_fn=Block, **kwargs)
+    model.default_cfg = _cfg()
+    return model
+
+def vit_conv_small(**kwargs):
+    # minus one ViT block
+    model = VisionTransformerMoCo(
+        patch_size=16, embed_dim=384, depth=11, num_heads=12, mlp_ratio=4, qkv_bias=True,
+        norm_layer=partial(nn.LayerNorm, eps=1e-6), embed_layer=ConvStem, **kwargs)
+    model.default_cfg = _cfg()
+    return model
+
+def vit_conv_base(**kwargs):
+    # minus one ViT block
+    model = VisionTransformerMoCo(
+        patch_size=16, embed_dim=768, depth=11, num_heads=12, mlp_ratio=4, qkv_bias=True,
+        norm_layer=partial(nn.LayerNorm, eps=1e-6), embed_layer=ConvStem, **kwargs)
+    model.default_cfg = _cfg()
+    return model
\ No newline at end of file
diff --git a/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/models_pretrained_enc.py b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/models_pretrained_enc.py
new file mode 100644
index 00000000..5edb10f3
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/fairseq_user/pretrained_enc/models_pretrained_enc.py	
@@ -0,0 +1,144 @@
+import torch
+import torch.nn as nn
+from .moco_v3 import vits as moco_vits
+from .dino import vits as dino_vits
+from .ibot import vits as ibot_vits
+from .mae import vits as mae_vits
+
+def build_mlp(num_layers, input_dim, mlp_dim, output_dim, last_bn=True):
+    mlp = []
+    for l in range(num_layers):
+        dim1 = input_dim if l == 0 else mlp_dim
+        dim2 = output_dim if l == num_layers - 1 else mlp_dim
+
+        mlp.append(nn.Linear(dim1, dim2, bias=False))
+
+        if l < num_layers - 1:
+            mlp.append(nn.BatchNorm1d(dim2))
+            mlp.append(nn.ReLU(inplace=True))
+        elif last_bn:
+            # follow SimCLR's design: https://github.com/google-research/simclr/blob/master/model_util.py#L157
+            # for simplicity, we further removed gamma in BN
+            mlp.append(nn.BatchNorm1d(dim2, affine=False))
+
+    return nn.Sequential(*mlp)
+
+def load_pretrained_moco(model, ckpt_path):
+    checkpoint = torch.load(ckpt_path, map_location="cpu")
+
+    # rename moco pre-trained keys
+    state_dict = checkpoint['state_dict']
+    for k in list(state_dict.keys()):
+        # retain only base_encoder up to before the embedding layer
+        if k.startswith('module.base_encoder'):
+            # fix naming bug in checkpoint
+            new_k = k[len("module.base_encoder."):]
+            if "blocks.13.norm13" in new_k:
+                new_k = new_k.replace("norm13", "norm1")
+            if "blocks.13.mlp.fc13" in k:
+                new_k = new_k.replace("fc13", "fc1")
+            if "blocks.14.norm14" in k:
+                new_k = new_k.replace("norm14", "norm2")
+            if "blocks.14.mlp.fc14" in k:
+                new_k = new_k.replace("fc14", "fc2")
+            # remove prefix
+            state_dict[new_k] = state_dict[k]
+        # delete renamed or unused k
+        del state_dict[k]
+
+    model.load_state_dict(state_dict, strict=True)
+    return model
+
+def load_pretrained_mae(model, ckpt_path):
+    checkpoint = torch.load(ckpt_path, map_location="cpu")["model"]
+    model.load_state_dict(checkpoint, strict=True)
+    return model
+
+def load_pretrained_dino(model, ckpt_path):
+    checkpoint = torch.load(ckpt_path, map_location="cpu")
+    model.load_state_dict(checkpoint, strict=True)
+    return model
+
+def load_pretrained_ibot(model, ckpt_path):
+    checkpoint = torch.load(ckpt_path, map_location="cpu")
+    # rename ibot pre-trained keys
+    state_dict = checkpoint['teacher']
+    for k in list(state_dict.keys()):
+        # retain only base_encoder up to before the embedding layer
+        if k.startswith('backbone'):
+            # remove prefix
+            state_dict[k[len("backbone."):]] = state_dict[k]
+            # delete renamed or unused k
+            del state_dict[k]
+
+    del state_dict['head.last_layer.weight_g']
+    del state_dict['head.last_layer.weight_v']
+    del state_dict['head.last_layer2.weight_g']
+    del state_dict['head.last_layer2.weight_v']
+    model.load_state_dict(state_dict, strict=True)
+    return model
+
+
+def dino_vit_base(proj_dim, **kwargs):
+    model = dino_vits.vit_base(14, 4, block_chunks=0, init_values=1)
+    
+    return model
+
+def dino_vit_large(proj_dim, **kwargs):
+    model = dino_vits.vit_large(14, 4, block_chunks=0, init_values=1)
+    
+    return model
+
+
+class DINOHead(nn.Module):
+    def __init__(self, in_dim, use_bn=False, norm_last_layer=True, nlayers=3, hidden_dim=2048, bottleneck_dim=256):
+        super().__init__()
+        nlayers = max(nlayers, 1)
+        if nlayers == 1:
+            self.mlp = nn.Linear(in_dim, bottleneck_dim)
+        else:
+            layers = [nn.Linear(in_dim, hidden_dim)]
+            if use_bn:
+                layers.append(nn.BatchNorm1d(hidden_dim))
+            layers.append(nn.GELU())
+            for _ in range(nlayers - 2):
+                layers.append(nn.Linear(hidden_dim, hidden_dim))
+                if use_bn:
+                    layers.append(nn.BatchNorm1d(hidden_dim))
+                layers.append(nn.GELU())
+            layers.append(nn.Linear(hidden_dim, bottleneck_dim))
+            self.mlp = nn.Sequential(*layers)
+        self.apply(self._init_weights)
+
+    def _init_weights(self, m):
+        if isinstance(m, nn.Linear):
+            if isinstance(m, nn.Linear) and m.bias is not None:
+                nn.init.constant_(m.bias, 0)
+
+    def forward(self, x):
+        x = self.mlp(x)
+        return x
+
+
+def ibot_vit_base(proj_dim, **kwargs):    
+    model = ibot_vits.vit_base()
+    hidden_dim = model.head.weight.shape[1]
+    del model.head  # remove original head layer
+
+    model.head = DINOHead(in_dim=hidden_dim, bottleneck_dim=proj_dim)
+    return model
+
+def mae_vit_base(proj_dim, **kwargs):
+    model = mae_vits.mae_vit_base_patch16()
+    del model.decoder_blocks, model.decoder_embed, model.decoder_pos_embed, model.decoder_norm, model.decoder_pred, model.mask_token
+
+    return model
+
+def mocov3_vit_base(proj_dim, **kwargs):
+    model = moco_vits.vit_base(**kwargs)
+    hidden_dim = model.head.weight.shape[1]
+    del model.head  # remove original head layer
+
+    # projectors
+    model.head = build_mlp(3, hidden_dim, 4096, proj_dim)
+    return model
diff --git a/Generative Models/ Image Autoregressive Modeling/prepare_imgnet_val.py b/Generative Models/ Image Autoregressive Modeling/prepare_imgnet_val.py
new file mode 100644
index 00000000..5d806d88
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/prepare_imgnet_val.py	
@@ -0,0 +1,31 @@
+import torchvision.transforms as transforms
+import torchvision.datasets as datasets
+import os
+import argparse
+from tqdm import tqdm
+
+
+parser = argparse.ArgumentParser('Get ImageNet validation set for FID/IS evaluation', add_help=False)
+parser.add_argument('--data_path', default='./data/imagenet', type=str,
+                    help='imagenet dataset path')
+parser.add_argument('--output_dir', default='imagenet-val', type=str,
+                    help='output directory')
+
+args = parser.parse_args()
+
+transform_val = transforms.Compose([
+            transforms.Resize(256),
+            transforms.CenterCrop(256)])
+dataset_val = datasets.ImageFolder(os.path.join(args.data_path, 'val'), transform=transform_val)
+
+if not os.path.exists(args.output_dir):
+    os.makedirs(args.output_dir)
+
+nsamples = len(dataset_val)
+indices = range(nsamples)
+for i in tqdm(indices):
+    sample = dataset_val[i]
+    img = sample[0]
+    sample_name = os.path.join(args.output_dir, '{}.png'.format(str(i).zfill(5)))
+    img.save(sample_name)
+
diff --git a/Generative Models/ Image Autoregressive Modeling/preprocess/cluster_kmeans.py b/Generative Models/ Image Autoregressive Modeling/preprocess/cluster_kmeans.py
new file mode 100644
index 00000000..39095466
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/preprocess/cluster_kmeans.py	
@@ -0,0 +1,76 @@
+import logging
+import joblib
+import numpy as np
+from pathlib import Path
+from sklearn.cluster import MiniBatchKMeans
+import faiss
+
+logger = logging.getLogger(__name__)
+
+def get_args():
+    import argparse
+
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "--cluster-num",
+        type=int,
+        default=1024,
+    )
+    parser.add_argument(
+        "--output",
+        type=str,
+    )
+    parser.add_argument(
+        "--backend",
+        type=str,
+        default='faiss'
+    )
+    parser.add_argument(
+        "--shard",
+        type=int,
+    )
+    args = parser.parse_args()
+    logger.info(f"Launched with args: {args}")
+
+    return args
+
+
+if __name__ == '__main__':
+    args = get_args()
+
+    features_batch = []
+    for i in range(args.shard):
+        features_batch.append(np.load(Path(args.output) / f"features_partial_{i}.npy"))
+        print(f"features_partial_{i}.npy loaded")
+    features_batch = np.concatenate(features_batch)
+    print(features_batch.shape)
+    
+    if args.backend == "sklearn":
+        kmeans_model = MiniBatchKMeans(
+            n_clusters=args.cluster_num,
+            init='k-means++', 
+            max_iter=100,      
+            batch_size=10000,
+            tol=0.0,
+            max_no_improvement=100,
+            n_init=10,
+            reassignment_ratio=0,
+            random_state=1,
+            verbose=1,
+            compute_labels=False,
+            init_size=None,
+        )
+        kmeans_model.fit(features_batch)
+    
+        # save kmeans model
+        joblib.dump(kmeans_model, open(Path(args.output) / f"km_{args.cluster_num // 1000}k.bin", "wb"))
+
+    elif args.backend == "faiss":
+        ncentroids = args.cluster_num
+        niter = 20
+        verbose = True
+        d = features_batch.shape[1]
+        kmeans = faiss.Kmeans(d, ncentroids, niter=niter, verbose=verbose)
+        kmeans.train(features_batch)
+        
+        np.save(Path(args.output) / f"km_{args.cluster_num // 1000}k.npy", kmeans.centroids)
diff --git a/Generative Models/ Image Autoregressive Modeling/preprocess/data_handler.py b/Generative Models/ Image Autoregressive Modeling/preprocess/data_handler.py
new file mode 100644
index 00000000..985114a2
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/preprocess/data_handler.py	
@@ -0,0 +1,39 @@
+import logging
+from torchvision import datasets
+import os
+from torchvision import transforms as pth_transforms
+import torch
+
+logger = logging.getLogger(__name__)
+
+
+class ManifestDataset(torch.utils.data.Dataset):
+    def __init__(self, root, split="train"):
+        super().__init__()
+                
+        self.dataset = datasets.ImageFolder(
+                os.path.join(root, split),
+            )
+        
+        self.transform = pth_transforms.Compose([
+            pth_transforms.Resize(224, interpolation=3),
+            pth_transforms.RandomCrop(224),
+            pth_transforms.RandomHorizontalFlip(),
+            pth_transforms.ToTensor(),
+            pth_transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225)),
+        ])
+
+        logger.info(
+            f"Init dataset with root in {root}, containing {len(self.dataset)} files"
+        )
+
+    def __len__(self):
+        return len(self.dataset)
+
+    def __getitem__(self, index):            
+        img, _ = self.dataset[index]
+        img = self.transform(img)
+        
+        return img
+
+
diff --git a/Generative Models/ Image Autoregressive Modeling/preprocess/dinov2_encoder.py b/Generative Models/ Image Autoregressive Modeling/preprocess/dinov2_encoder.py
new file mode 100644
index 00000000..4acbd3eb
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/preprocess/dinov2_encoder.py	
@@ -0,0 +1,25 @@
+import torch
+import torch.nn as nn
+from fairseq_user.pretrained_enc.dino.vits import vit_large, vit_base
+
+class Encoder(nn.Module):
+    def __init__(self, model_path, layer) -> None:
+        super().__init__()        
+        self.layer = layer
+        
+        self.vit = vit_base(14, 4, block_chunks=0, init_values=1)
+        state_dict = torch.load(model_path, map_location="cpu")
+        self.vit.load_state_dict(state_dict, strict=True)
+        for p in self.vit.parameters():
+            p.requires_grad = False
+        self.vit.eval()
+            
+    @torch.inference_mode()
+    def forward(self, img):
+        
+        h, w = img.shape[-2:]
+        
+        rep = self.vit.get_intermediate_layers(img, self.layer, return_all=False)[0]
+        
+        return rep
+    
diff --git a/Generative Models/ Image Autoregressive Modeling/preprocess/distributed.py b/Generative Models/ Image Autoregressive Modeling/preprocess/distributed.py
new file mode 100644
index 00000000..55ff979e
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/preprocess/distributed.py	
@@ -0,0 +1,93 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+
+import os
+import subprocess
+from dataclasses import dataclass
+import torch.distributed as dist
+import datetime
+
+
+@dataclass(frozen=True, repr=True, eq=True, unsafe_hash=True)
+class DistributedContext:
+    is_distributed: bool
+    rank: int
+    local_rank: int
+    world_size: int
+    mode: str
+
+    @property
+    def is_leader(self) -> bool:
+        return self.rank == 0
+
+
+def init_distributed_context(port: int) -> DistributedContext:
+    # Sometimes the nccl backend hangs on the barrier op (https://github.com/pytorch/pytorch/issues/53658).
+    # Since it is the only op we care about here, we'd use the gloo backend.
+    BACKEND = "gloo"
+
+    # default, non-distributed context
+    context = DistributedContext(
+        is_distributed=False, rank=0, local_rank=0, world_size=1, mode="none"
+    )
+
+    launch_keys = ["MASTER_ADDR", "MASTER_PORT", "WORLD_SIZE", "RANK", "LOCAL_RANK"]
+    slurm_keys = [
+        "SLURM_LOCALID",
+        "SLURM_PROCID",
+        "SLURM_NTASKS",
+        "SLURM_NODEID",
+        "SLURM_JOB_NODELIST",
+    ]
+
+    # is it torch.distributed.launch?
+    if all(key in os.environ for key in launch_keys):
+        init_method = "env://"
+        world_size = int(os.environ["WORLD_SIZE"])
+        rank = int(os.environ["RANK"])
+        local_rank = int(os.environ["LOCAL_RANK"])
+        context = DistributedContext(
+            is_distributed=True,
+            rank=rank,
+            world_size=world_size,
+            local_rank=local_rank,
+            mode="launch",
+        )
+        dist.init_process_group(
+            backend=BACKEND, init_method=init_method, world_size=world_size, rank=rank, timeout=datetime.timedelta(days=1)
+        )
+    # is it slurm?
+    elif all(key in os.environ for key in slurm_keys):
+        init_method = "env://"
+        local_rank = int(os.environ["SLURM_LOCALID"])
+        rank = int(os.environ["SLURM_PROCID"])
+        world_size = int(os.environ["SLURM_NTASKS"])
+
+        hostnames = subprocess.check_output(
+            ["scontrol", "show", "hostnames", os.environ["SLURM_JOB_NODELIST"]]
+        )
+        leader_addr = hostnames.split()[0].decode("utf-8")
+
+        os.environ["MASTER_ADDR"] = leader_addr
+        os.environ["MASTER_PORT"] = str(port)
+        os.environ["WORLD_SIZE"] = str(world_size)
+        os.environ["RANK"] = str(rank)
+
+        context = DistributedContext(
+            is_distributed=True,
+            rank=rank,
+            local_rank=local_rank,
+            world_size=world_size,
+            mode="slurm",
+        )
+        dist.init_process_group(
+            backend=BACKEND,
+            init_method=init_method,
+            world_size=world_size,
+            rank=rank,
+            timeout=datetime.timedelta(days=1),
+        )
+
+    return context
diff --git a/Generative Models/ Image Autoregressive Modeling/preprocess/dump_features.py b/Generative Models/ Image Autoregressive Modeling/preprocess/dump_features.py
new file mode 100644
index 00000000..d5bee708
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/preprocess/dump_features.py	
@@ -0,0 +1,93 @@
+# Copyright (c) Facebook, Inc. and its affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+
+import logging
+from pathlib import Path
+from PIL import Image
+import numpy as np
+from npy_append_array import NpyAppendArray
+import random
+import os
+import math
+from tqdm import tqdm
+import torch
+import torch.distributed as distr
+
+from data_handler import ManifestDataset
+from distributed import init_distributed_context
+
+logger = logging.getLogger(__name__)
+
+def get_args():
+    import argparse
+
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "--manifest", required=True, help="Path to the dataset manifest file"
+    )
+    parser.add_argument(
+        "--layer",
+        type=int,
+        default=10,
+    )
+    parser.add_argument(
+        "--output",
+        type=str,
+    )
+    parser.add_argument(
+        "--rank",
+        type=int,
+    )
+    parser.add_argument(
+        "--world_size",
+        type=int,
+    )
+    parser.add_argument(
+        "--single",
+        action="store_true"
+    )
+    parser.add_argument("--distributed_port", type=int, default=58554)
+    args = parser.parse_args()
+    logger.info(f"Launched with args: {args}")
+
+    return args
+
+def worker_shard_path(fname, suffix, worker_id) -> Path:
+    return Path(fname) / f"{suffix}_partial_{worker_id}.npy"
+
+def transcribe(args, rank, world_size):
+    from dinov2_encoder import Encoder
+    
+    dataset = ManifestDataset(args.manifest, "train")
+    
+    os.makedirs(args.output, exist_ok=True)
+    output_files = NpyAppendArray(worker_shard_path(args.output, "features", rank), delete_if_exists=True)
+    encoder = Encoder("models/dinov2_vitb14_reg4_pretrain.pth", layer=args.layer).cuda()
+    
+    for i in tqdm(range(rank, len(dataset), world_size)):
+        if random.random() > 0.1: continue
+        image = dataset[i].cuda().unsqueeze(0)
+        feat = encoder(image)
+            
+        feat = feat.flatten(0,1).cpu().detach().numpy()
+        output_files.append(feat)
+        if output_files.fortran_order:
+            output_files.fortran_order = False
+    output_files.close()
+    
+def main(args):
+    context = init_distributed_context(args.distributed_port)
+    logger.info(f"Distributed context {context}")
+
+    n_gpus = torch.cuda.device_count()
+    with torch.cuda.device(context.local_rank % n_gpus):
+        transcribe(args, context.rank, context.world_size)
+
+    if context.world_size > 1:
+        distr.barrier()
+
+if __name__ == "__main__":
+    args = get_args()
+    main(args)
diff --git a/Generative Models/ Image Autoregressive Modeling/preprocess/run.sh b/Generative Models/ Image Autoregressive Modeling/preprocess/run.sh
new file mode 100644
index 00000000..31a98e62
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/preprocess/run.sh	
@@ -0,0 +1,22 @@
+#!/bin/bash
+ROOT=PATH_TO_YOUR_WORKSPACE
+DATA_ROOT=$ROOT/dataset/ILSVRC2012
+
+LAYER=3
+CLUSTER=8192
+
+devices=(0 1 2 3)
+NUM_SHARDS=${#devices[@]}
+
+CUDA_VISIBLE_DEVICES=4,5,6,7 torchrun --nnodes=1 --nproc_per_node=4 --master_port=6666 \
+    preprocess/dump_features.py --layer $LAYER \
+    --manifest $DATA_ROOT \
+    --output dataset/ILSVRC2012/dino_short_224_l$LAYER \
+    --layer $LAYER
+
+python preprocess/cluster_kmeans.py \
+    --output dataset/ILSVRC2012/dino_short_224_l$LAYER \
+    --backend faiss \
+    --shard $NUM_SHARDS \
+    --cluster-num $CLUSTER
+
diff --git a/Generative Models/ Image Autoregressive Modeling/readme.md b/Generative Models/ Image Autoregressive Modeling/readme.md
new file mode 100644
index 00000000..d8aced9f
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/readme.md	
@@ -0,0 +1,38 @@
+# Image Autoregressive Modeling: A Unified Perspective
+
+## What is Image Autoregressive Modeling?
+
+Image autogressive modeling is a technique in machine learning that generates images by predicting the next pixel or token in an image sequentially. The model is trained to predict each pixel or token conditioned on the previous ones, making it inherently a step-by-step, sequential process. This approach is called "autoregressive" because it uses its own prior predictions to inform future predictions.
+
+In the context of image generation, the goal of an autoregressive model is to learn how to generate high-quality images by modeling the distribution of pixel values or image features in a way that each successive part of the image is predicted from previously generated parts.
+
+### The Key Idea:
+Autoregressive models generate images by conditioning each prediction on the preceding context. For images, this can be pixels (in pixel-space autoregressive models) or abstract latent space representations (in latent-space autoregressive models). By modeling the pixel or latent space distribution, these models can generate realistic and high-fidelity images.
+
+## Stabilizing Latent Space for Image Autoregressive Modeling
+
+### Key Features:
+- **Latent Space Representation**:  performs next-token prediction in an abstract latent space derived from self-supervised learning models like DINOv2. Instead of predicting pixels directly, it predicts tokens in a more compact and informative latent space, leading to faster convergence and better image quality.
+  
+- **Novel Tokenization via K-Means**: By applying K-Means clustering on the hidden states of the DINOv2 model, creates a discrete tokenizer. This novel method boosts the performance of image generation tasks, especially on the ImageNet dataset.
+
+- **State-of-the-art Performance**: The model achieves remarkable results, including an FID score of **4.59 for class-unconditional tasks** and **3.39 for class-conditional tasks** on ImageNet, as well as a top-1 accuracy of **80.3** in linear-probe image classification tasks.
+
+### Applications:
+It is not limited to image generation; its robust latent-space representation can also enhance image understanding. It can be applied to tasks like:
+- **Class-Unconditional Image Generation**: Generate diverse images without specific class labels.
+- **Class-Conditional Image Generation**: Generate images conditioned on a particular class (e.g., generating images of cats or dogs).
+- **Image Understanding**: Achieve state-of-the-art performance in image classification tasks.
+
+## Experimental Results
+
+### Performance Metrics:
+- **Class-Unconditional Image Generation**: It demonstrates excellent FID and IS (Inception Score) scores compared to previous models. For example, it achieves an FID score of **4.59** and an IS of **141.29** for class-unconditional tasks.
+- **Class-Conditional Image Generation**: It  also outperforms many models on class-conditional tasks, achieving an FID score of **3.39** for ImageNet at 256x256 resolution.
+
+### Linear-Probe Accuracy:
+It achieves a top-1 accuracy of **80.3%** when fine-tuned on ImageNet, surpassing many previous autoregressive models and demonstrating the model's ability to capture detailed image features effectively.
+
+## Conclusion
+
+It is an innovative model that combines the power of self-supervised learning with autoregressive modeling in latent space. By stabilizing the latent space through novel tokenization methods and leveraging the DINOv2 model, it improves both image generation quality and understanding, making it a significant advancement in the field of generative models.
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage1_ar.sh b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage1_ar.sh
new file mode 100644
index 00000000..d6fca12f
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage1_ar.sh	
@@ -0,0 +1,35 @@
+#!/bin/bash
+ROOT=PATH_TO_YOUR_WORKSPACE
+export TORCH_HOME=$ROOT
+DATA_ROOT=$ROOT/dataset/ILSVRC2012
+MODEL_DIR=$ROOT/DiGIT/outputs/base_8k_stage1/checkpoints
+RESULTS_PATH=$ROOT/DiGIT/outputs/base_8k_stage1/results
+GEN_SUBSET=val
+
+mkdir -p $MODEL_DIR
+cp ./scripts/infer_stage1_ar.sh $MODEL_DIR
+
+devices=(0 1 2 3 4 5 6 7)
+NUM_SHARDS=${#devices[@]}
+
+for ((i=0; i<$NUM_SHARDS; i++)) do
+CUDA_VISIBLE_DEVICES=${devices[$i]} fairseq-generate $DATA_ROOT --user-dir ./fairseq_user \
+    --task image_generation_stage1 --source-vocab-size -1 --target-vocab-size 8192 \
+    --seed $i --augmentation noaug --fp16 \
+    --path $MODEL_DIR/checkpoint_last.pt --gen-subset $GEN_SUBSET \
+    --batch-size 128 --required-batch-size-multiple 1 \
+    --max-len-b 300 --min-len 256 \
+    --sampling --sampling-topk 200 --temperature 1.0 --beam 1 \
+    --num-shards $NUM_SHARDS --shard-id $i \
+    --results-path ${RESULTS_PATH}/${GEN_SUBSET}_shard_$i &
+done
+wait
+
+rm ${RESULTS_PATH}/generate-${GEN_SUBSET}.codecs
+
+for ((i=0; i<$NUM_SHARDS; i++)) do
+grep "^D\-" ${RESULTS_PATH}/${GEN_SUBSET}_shard_${i}/generate-${GEN_SUBSET}.txt | \
+sed 's/^D-//ig' | sort -nk1 | cut -f3 \
+    >> ${RESULTS_PATH}/generate-${GEN_SUBSET}.codecs
+rm -r ${RESULTS_PATH}/${GEN_SUBSET}_shard_${i}
+done
\ No newline at end of file
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage1_ar_classcond.sh b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage1_ar_classcond.sh
new file mode 100644
index 00000000..1c28821b
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage1_ar_classcond.sh	
@@ -0,0 +1,33 @@
+#!/bin/bash
+ROOT=PATH_TO_YOUR_WORKSPACE
+export TORCH_HOME=$ROOT
+DATA_ROOT=$ROOT/dataset/ILSVRC2012
+MODEL_DIR=$ROOT/DiGIT/outputs/dino_base_stage1_cls/checkpoints
+RESULTS_PATH=$ROOT/DiGIT/outputs/dino_base_stage1_cls/results
+GEN_SUBSET=val
+
+mkdir -p $MODEL_DIR
+cp ./scripts/infer_stage1_ar_classcond.sh $MODEL_DIR
+
+devices=(0 1 2 3 4 5 6 7)
+NUM_SHARDS=${#devices[@]}
+
+for ((i=0; i<$NUM_SHARDS; i++)) do
+CUDA_VISIBLE_DEVICES=${devices[$i]} fairseq-generate $DATA_ROOT --user-dir ./fairseq_user \
+    --task image_generation_stage1 --source-vocab-size -1 --target-vocab-size 8192 \
+    --seed $i --augmentation noaug --fp16 \
+    --path $MODEL_DIR/checkpoint_last.pt --gen-subset $GEN_SUBSET \
+    --batch-size 128 --required-batch-size-multiple 1 \
+    --max-len-b 300 --min-len 256 \
+    --sampling --sampling-topk 300 --temperature 1.0 --beam 1 \
+    --num-shards $NUM_SHARDS --shard-id $i \
+    --results-path ${RESULTS_PATH}/${GEN_SUBSET}_shard_$i &
+done
+wait
+
+python unified_tsv.py --num-shards $NUM_SHARDS --result-path ${RESULTS_PATH} --subset $GEN_SUBSET
+echo done
+
+grep "^D\-" ${RESULTS_PATH}/generate-${GEN_SUBSET}.txt | \
+sed 's/^D-//ig' | sort -nk1 | cut -f3 \
+    > ${RESULTS_PATH}/generate-${GEN_SUBSET}-cls.codecs
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage2_ar.sh b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage2_ar.sh
new file mode 100644
index 00000000..1a84c156
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage2_ar.sh	
@@ -0,0 +1,36 @@
+#!/bin/bash
+ROOT=PATH_TO_YOUR_WORKSPACE
+export TORCH_HOME=$ROOT
+DATA_ROOT=$ROOT/DiGIT/outputs/base_8k_stage1/results
+MODEL_DIR=$ROOT/DiGIT/outputs/base_8k_stage2_400epoch/checkpoints
+RESULTS_PATH=$ROOT/DiGIT/outputs/base_8k_stage2_400epoch/results
+GEN_SUBSET=generate-val
+export IMG_SAVE_DIR=${RESULTS_PATH}/${GEN_SUBSET}
+
+mkdir -p $MODEL_DIR
+rm -r $IMG_SAVE_DIR
+mkdir -p $IMG_SAVE_DIR
+cp ./scripts/infer_stage2_ar.sh $MODEL_DIR
+
+devices=(0 1 2 3 4 5 6 7)
+NUM_SHARDS=${#devices[@]}
+
+for ((i=0; i<$NUM_SHARDS; i++)) do
+CUDA_VISIBLE_DEVICES=${devices[$i]} fairseq-generate $DATA_ROOT --user-dir ./fairseq_user \
+    --task image_generation_stage2 --source-vocab-size 8192 --target-vocab-size 1024 \
+    --path $MODEL_DIR/checkpoint_last.pt --gen-subset $GEN_SUBSET \
+    --batch-size 128 --required-batch-size-multiple 1 --fp16 \
+    --max-len-b 600 --min-len 256 \
+    --sampling --sampling-topp 0.8 --temperature 1.0 --beam 1 \
+    --num-shards $NUM_SHARDS --shard-id $i \
+    --results-path ${RESULTS_PATH}/${GEN_SUBSET}_shard_$i &
+done
+wait
+
+python unified_tsv.py --num-shards $NUM_SHARDS --result-path ${RESULTS_PATH} --subset $GEN_SUBSET
+
+grep "^D\-" ${RESULTS_PATH}/${GEN_SUBSET}.txt | \
+sed 's/^D-//ig' | sort -nk1 | cut -f3 \
+    > ${RESULTS_PATH}/${GEN_SUBSET}.codecs
+
+CUDA_VISIBLE_DEVICES=${devices[0]} python fairseq_user/eval_fid.py --results-path $IMG_SAVE_DIR 
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage2_nar.sh b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage2_nar.sh
new file mode 100644
index 00000000..a46d4093
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage2_nar.sh	
@@ -0,0 +1,35 @@
+#!/bin/bash
+ROOT=PATH_TO_YOUR_WORKSPACE
+export TORCH_HOME=$ROOT
+DATA_ROOT=$ROOT/DiGIT/outputs/dino_base_stage1_cls/results
+MODEL_DIR=$ROOT/DiGIT/outputs/dino_base_stage2_nar/checkpoints
+RESULTS_PATH=$ROOT/DiGIT/outputs/dino_base_stage2_nar/results
+GEN_SUBSET=generate-val-cls
+export IMG_SAVE_DIR=${RESULTS_PATH}/gen-${GEN_SUBSET}
+
+mkdir -p $MODEL_DIR
+rm -r $IMG_SAVE_DIR
+mkdir -p $IMG_SAVE_DIR
+cp ./scripts/infer_stage2_nar.sh $MODEL_DIR
+
+devices=(0 1 2 3 4 5 6 7)
+NUM_SHARDS=${#devices[@]}
+
+for ((i=0; i<$NUM_SHARDS; i++)) do
+CUDA_VISIBLE_DEVICES=${devices[$i]} fairseq-generate $DATA_ROOT --user-dir ./fairseq_user \
+    --task image_generation_stage2 --source-vocab-size 8192 --target-vocab-size 1024 \
+    --path $MODEL_DIR/checkpoint_last.pt --gen-subset $GEN_SUBSET \
+    --batch-size 128 --required-batch-size-multiple 1 --fp16 \
+    --iter-decode-max-iter 8 --beam 1 --iter-decode-force-max-iter \
+    --num-shards $NUM_SHARDS --shard-id $i \
+    --results-path ${RESULTS_PATH}/${GEN_SUBSET}_shard_$i &
+done
+wait
+
+python unified_tsv.py --num-shards $NUM_SHARDS --result-path ${RESULTS_PATH} --subset $GEN_SUBSET
+
+CUDA_VISIBLE_DEVICES=${devices[0]} python fairseq_user/eval_fid.py --results-path $IMG_SAVE_DIR > $RESULTS_PATH/gen-${GEN_SUBSET}_stage1_k200_1.0_step10_fid_is.txt
+
+grep "^D\-" ${RESULTS_PATH}/generate-${GEN_SUBSET}.txt | \
+sed 's/^D-//ig' | sort -nk1 | cut -f3 \
+    > ${RESULTS_PATH}/generate-${GEN_SUBSET}.codecs
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage_vq.sh b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage_vq.sh
new file mode 100644
index 00000000..18570f0f
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/infer_stage_vq.sh	
@@ -0,0 +1,39 @@
+#!/bin/bash
+ROOT=PATH_TO_YOUR_WORKSPACE
+export TORCH_HOME=$ROOT
+DATA_ROOT=$ROOT/dataset/ILSVRC2012
+MODEL_DIR=$ROOT/DiGIT/outputs/vq_base/checkpoints
+RESULTS_PATH=$ROOT/DiGIT/outputs/vq_base/results
+GEN_SUBSET=val
+export IMG_SAVE_DIR=${RESULTS_PATH}/gen-${GEN_SUBSET}
+
+mkdir -p $MODEL_DIR
+rm -r $IMG_SAVE_DIR
+mkdir -p $IMG_SAVE_DIR
+cp ./scripts/infer_stage_vq.sh $MODEL_DIR
+
+devices=(0 1 2 3 4 5 6 7)
+NUM_SHARDS=${#devices[@]}
+
+for ((i=0; i<$NUM_SHARDS; i++)) do
+CUDA_VISIBLE_DEVICES=${devices[$i]} fairseq-generate $DATA_ROOT --user-dir ./fairseq_user \
+    --seed $i --task image_generation_stage2 --source-vocab-size 8192 --target-vocab-size 1024 \
+    --augmentation noaug --fp16 \
+    --path $MODEL_DIR/checkpoint_last.pt --gen-subset $GEN_SUBSET \
+    --batch-size 256 --required-batch-size-multiple 1 \
+    --max-len-b 300 --min-len 256 \
+    --sampling --sampling-topp 300 --temperature 1.0 --beam 1 \
+    --num-shards $NUM_SHARDS --shard-id $i \
+    --results-path ${RESULTS_PATH}/${GEN_SUBSET}_shard_$i &
+done
+wait
+
+python unified_tsv.py --num-shards $NUM_SHARDS --result-path ${RESULTS_PATH} --subset $GEN_SUBSET
+echo done
+
+grep "^D\-" ${RESULTS_PATH}/generate-${GEN_SUBSET}.txt | \
+sed 's/^D-//ig' | sort -nk1 | cut -f3 \
+    > ${RESULTS_PATH}/generate-${GEN_SUBSET}.codecs
+
+CUDA_VISIBLE_DEVICES=${devices[0]} python fairseq_user/eval_fid.py --results-path $IMG_SAVE_DIR 
+
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/train_stage1_ar.sh b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage1_ar.sh
new file mode 100644
index 00000000..f4ad2ed5
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage1_ar.sh	
@@ -0,0 +1,17 @@
+#!/bin/bash
+
+OUTPUT_DIR=outputs/dino_base_stage1
+ROOT=PATH_TO_YOUR_WORKSPACE
+mkdir -p $OUTPUT_DIR
+
+CUDA_VISIBLE_DEVICES=4,5,6,7 torchrun --nnodes=1 --nproc_per_node=4 --master_port=36666 \
+    $(which fairseq-hydra-train) --config-dir config/stage1 \
+    --config-name dino_base \
+    hydra.run.dir=$ROOT/DiGIT \
+    hydra.output_subdir=$OUTPUT_DIR \
+    hydra.job.name=$OUTPUT_DIR/train \
+    common.tensorboard_logdir=$OUTPUT_DIR/tb \
+    checkpoint.save_dir=$OUTPUT_DIR/checkpoints \
+    +task.data=$ROOT/dataset/ILSVRC2012 \
+ 
+
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/train_stage1_linearprobe.sh b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage1_linearprobe.sh
new file mode 100644
index 00000000..7e5c5c06
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage1_linearprobe.sh	
@@ -0,0 +1,18 @@
+#!/bin/bash
+ROOT=$PATH_TO_YOUR_WORKSPACE
+OUTPUT_DIR=outputs/dino_base_stage1_linearprobe_sgd
+mkdir -p $OUTPUT_DIR
+OUTPUT_DIR=outputs/dino_base_stage1_linearprobe_sgd/lr4e-1_80epoch
+mkdir -p $OUTPUT_DIR
+
+CUDA_VISIBLE_DEVICES=0,1,2,3 torchrun --nnodes=1 --nproc_per_node=4 --master_port=26663 \
+    $(which fairseq-hydra-train) --config-dir config/stage1 \
+    --config-name dino_base_linearprobe_sgd \
+    hydra.run.dir=$ROOT/DiGIT \
+    hydra.output_subdir=$OUTPUT_DIR \
+    hydra.job.name=$OUTPUT_DIR/train \
+    common.tensorboard_logdir=$OUTPUT_DIR/tb \
+    checkpoint.save_dir=$OUTPUT_DIR/checkpoints \
+    optimization.lr=[4e-1] \
+    +task.data=$ROOT/dataset/ILSVRC2012 \
+
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/train_stage2_ar.sh b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage2_ar.sh
new file mode 100644
index 00000000..27ba9a16
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage2_ar.sh	
@@ -0,0 +1,19 @@
+#!/bin/bash
+
+OUTPUT_DIR=outputs/dino_base_stage2
+ROOT=PATH_TO_YOUR_WORKSPACE
+mkdir -p $OUTPUT_DIR
+
+
+CUDA_VISIBLE_DEVICES=4,5,6,7 torchrun --nnodes=1 --nproc_per_node=4 --master_port=26667 \
+    $(which fairseq-hydra-train) --config-dir config/stage2 \
+    --config-name dino_base \
+    hydra.run.dir=$ROOT/DiGIT \
+    hydra.output_subdir=$OUTPUT_DIR \
+    hydra.job.name=$OUTPUT_DIR/train \
+    common.tensorboard_logdir=$OUTPUT_DIR/tb \
+    checkpoint.save_dir=$OUTPUT_DIR/checkpoints \
+    +task.data=$ROOT/dataset/ILSVRC2012 \
+        
+
+
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/train_stage2_nar.sh b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage2_nar.sh
new file mode 100644
index 00000000..dd521450
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage2_nar.sh	
@@ -0,0 +1,19 @@
+#!/bin/bash
+
+OUTPUT_DIR=outputs/dino_base_stage2_nar
+ROOT=PATH_TO_YOUR_WORKSPACE
+mkdir -p $OUTPUT_DIR
+
+
+CUDA_VISIBLE_DEVICES=4,5,6,7 torchrun --nnodes=1 --nproc_per_node=4 --master_port=26667 \
+    $(which fairseq-hydra-train) --config-dir config/stage2 \
+    --config-name dino_base_nar \
+    hydra.run.dir=$ROOT/DiGIT \
+    hydra.output_subdir=$OUTPUT_DIR \
+    hydra.job.name=$OUTPUT_DIR/train \
+    common.tensorboard_logdir=$OUTPUT_DIR/tb \
+    checkpoint.save_dir=$OUTPUT_DIR/checkpoints \
+    +task.data=$ROOT/dataset/ILSVRC2012 \
+        
+
+
diff --git a/Generative Models/ Image Autoregressive Modeling/scripts/train_stage_vq.sh b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage_vq.sh
new file mode 100644
index 00000000..7b14605c
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/scripts/train_stage_vq.sh	
@@ -0,0 +1,15 @@
+#!/bin/bash
+
+OUTPUT_DIR=outputs/vq_base
+ROOT=PATH_TO_YOUR_WORKSPACE
+mkdir -p $OUTPUT_DIR
+
+torchrun --nnodes=$WORLD_SIZE --nproc_per_node=$NPROC_PER_NODE --node_rank=$RANK --master_addr=$MASTER_ADDR --master_port=$MASTER_PORT \
+    $(which fairseq-hydra-train) --config-dir config/stage2 \
+    --config-name vq_base \
+    hydra.run.dir=$ROOT/DiGIT \
+    hydra.output_subdir=$OUTPUT_DIR \
+    hydra.job.name=$OUTPUT_DIR/train \
+    common.tensorboard_logdir=$OUTPUT_DIR/tb \
+    checkpoint.save_dir=$OUTPUT_DIR/checkpoints \
+    +task.data=$ROOT/dataset/ILSVRC2012 \
diff --git a/Generative Models/ Image Autoregressive Modeling/unified_tsv.py b/Generative Models/ Image Autoregressive Modeling/unified_tsv.py
new file mode 100644
index 00000000..2f19bbd4
--- /dev/null
+++ b/Generative Models/ Image Autoregressive Modeling/unified_tsv.py	
@@ -0,0 +1,36 @@
+from pathlib import Path
+import shutil
+
+def main(args):
+    with open(args.result_path / f"{args.subset}.txt", "w") as fw:
+        for i in range(args.num_shards):
+            print(f"shard {i}")
+            with open(args.result_path / f"{args.subset}_shard_{i}" / f"generate-{args.subset}.txt", "r") as fp:
+                for line in fp.readlines():
+                    x = line.strip().split("\t")
+                    if len(x[0].split("-")) != 2:
+                        continue
+                    x[0] = x[0].split("-")[0] + "-" + str(int(x[0].split("-")[-1]) * args.num_shards + i)
+                    fw.writelines("\t".join(x) + "\n")
+    
+    for i in range(args.num_shards):
+        shutil.rmtree(Path(args.result_path / f"{args.subset}_shard_{i}"))
+        
+            
+    
+if __name__ == "__main__":
+    import argparse
+
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "--num-shards", type=int
+    )
+    parser.add_argument(
+        "--result-path", type=Path
+    )
+    parser.add_argument(
+        "--subset", type=str
+    )
+    args = parser.parse_args()
+
+    main(args)
\ No newline at end of file
diff --git a/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/app.py b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/app.py
new file mode 100644
index 00000000..5cefc378
--- /dev/null
+++ b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/app.py	
@@ -0,0 +1,22 @@
+from flask import Flask, render_template, request, jsonify
+from chat import chatbot
+
+app = Flask(__name__)
+
+
+@app.route("/")
+def hello():
+    return render_template('chat.html')
+
+@app.route("/ask", methods=['POST'])
+def ask():
+
+    message = str(request.form['messageText'])
+ 
+    bot_response = chatbot(message) 
+    
+    return jsonify({'status':'OK','answer':bot_response})
+
+
+if __name__ == "__main__":
+    app.run()
diff --git a/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/chat.html b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/chat.html
new file mode 100644
index 00000000..80d5852f
--- /dev/null
+++ b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/chat.html	
@@ -0,0 +1,160 @@
+<!DOCTYPE html>
+<html>
+
+<head lang="en">
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Mistral Chatbot</title>
+    <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.2.1/jquery.min.js"></script>
+    <link href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css" rel="stylesheet">
+    <link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css" rel="stylesheet">
+    <style type="text/css">
+        .fixed-panel {
+            min-height: 400px;
+            max-height: 400px;
+            background-color: #19313c;
+            color: white;
+            overflow: auto;
+        }
+
+        .media-list {
+            overflow: auto;
+            clear: both;
+            display: table;
+            overflow-wrap: break-word;
+            word-wrap: break-word;
+            word-break: normal;
+            line-break: strict;
+        }
+
+        .panel {
+            margin-bottom: 20px;
+            background-color: #fff;
+            border: 6px solid transparent;
+            border-radius: 25px;
+            -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, .05);
+            box-shadow: 0 1px 1px rgba(0, 0, 0, .05);
+        }
+
+        .panel-info {
+            border-color: #0c2735;
+        }
+
+        .panel-info>.panel-heading {
+            color: white;
+            background-color: #0c2735;
+            border-color: #0c2735;
+        }
+
+        .panel-footer {
+            padding: 10px 15px;
+            background-color: #0c2735;
+            border-top: 1px solid #0c2735;
+            border-bottom-right-radius: 3px;
+            border-bottom-left-radius: 3px
+        }
+
+        body {
+            background: rgb(96, 143, 149);
+            /* Old browsers */
+            background: -moz-linear-gradient(-45deg, rgba(96, 143, 149, 1) 0%, rgba(0, 133, 136, 1) 9%, rgba(12, 36, 73, 1) 52%, rgba(26, 30, 59, 1) 100%);
+            /* FF3.6-15 */
+            background: -webkit-linear-gradient(-45deg, rgba(96, 143, 149, 1) 0%, rgba(0, 133, 136, 1) 9%, rgba(12, 36, 73, 1) 52%, rgba(26, 30, 59, 1) 100%);
+            /* Chrome10-25,Safari5.1-6 */
+            background: linear-gradient(135deg, rgba(96, 143, 149, 1) 0%, rgba(0, 133, 136, 1) 9%, rgba(12, 36, 73, 1) 52%, rgba(26, 30, 59, 1) 100%);
+            /* W3C, IE10+, FF16+, Chrome26+, Opera12+, Safari7+ */
+            filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#608f95', endColorstr='#1a1e3b', GradientType=1);
+            /* IE6-9 fallback on horizontal gradient */
+        }
+
+        body {
+            height: 100vh;
+        }
+
+        .container {
+            height: 100%;
+        }
+        /* powered by https://sohipm.com */
+    </style>
+</head>
+
+<body>
+    <div class="container background-color: rgb(255,0,255);">
+        <br />
+        <br />
+        <br />
+        <div class="row">
+            <!-- <h1 style="text-align: center; color: #f2f2f2;" >Welcome To Climate Change Chatbot</h1> -->
+            <!--  class="col-md-8 col-md-offset-2" -->
+            <!-- d-flex align-items-center justify-content-center  -->
+            <div class="col-md-8 col-md-offset-2">
+                <div id="chatPanel" class="panel panel-info">
+                    <div class="panel-heading">
+                        <strong><span class="glyphicon glyphicon-globe"></span> Welcome To Mistral Chatbot !!!
+                            (You: Green / Bot:
+                            White) </strong>
+                    </div>
+                    <div class="panel-body fixed-panel">
+                        <ul class="media-list">
+                        </ul>
+                    </div>
+                    <div class="panel-footer">
+                        <form method="post" id="chatbot-form">
+                            <div class="input-group">
+                                <input type="text" class="form-control" placeholder="Enter Message" name="messageText"
+                                    id="messageText" autofocus />
+                                <span class="input-group-btn">
+                                    <button class="btn btn-info" type="button" id="chatbot-form-btn">Send</button>
+                                </span>
+                            </div>
+                        </form>
+                    </div>
+                </div>
+            </div>
+        </div>
+    </div>
+    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
+    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/js/bootstrap.min.js"></script>
+    <script>
+        var exports = {};
+    </script>
+    <script>
+        $(function () {
+
+            $('#chatbot-form-btn').click(function (e) {
+                e.preventDefault();
+                $('#chatbot-form').submit();
+            });
+
+            $('#chatbot-form').submit(function (e) {
+                e.preventDefault();
+                var message = $('#messageText').val();
+                $(".media-list").append(
+                    '<li class="media"><div class="media-body"><div class="media"><div style = "text-align:right; color : #2EFE2E" class="media-body">' +
+                    message + '<hr/></div></div></div></li>');
+
+                $.ajax({
+                    type: "POST",
+                    url: "/ask",
+                    data: $(this).serialize(),
+                    success: function (response) {
+                        $('#messageText').val('');
+                        var answer = response.answer;
+                        const chatPanel = document.getElementById("chatPanel");
+                        $(".media-list").append(
+                            '<li class="media"><div class="media-body"><div class="media"><div style = "color : white" class="media-body">' +
+                            answer + '<hr/></div></div></div></li>');
+                        $(".fixed-panel").stop().animate({
+                            scrollTop: $(".fixed-panel")[0].scrollHeight
+                        }, 1000);
+                    },
+                    error: function (error) {
+                        console.log(error);
+                    }
+                });
+            });
+        });
+    </script>
+</body>
+
+</html>
diff --git a/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/chat.py b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/chat.py
new file mode 100644
index 00000000..72e4ec82
--- /dev/null
+++ b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/chat.py	
@@ -0,0 +1,26 @@
+from peft import AutoPeftModelForCausalLM
+from transformers import GenerationConfig
+from transformers import AutoTokenizer
+import torch
+tokenizer = AutoTokenizer.from_pretrained("Vasanth/mistral-finetuned-alpaca")
+
+model = AutoPeftModelForCausalLM.from_pretrained(
+    "Vasanth/mistral-finetuned-alpaca",
+    low_cpu_mem_usage=True,
+    return_dict=True,
+    torch_dtype=torch.float16,
+    device_map="cuda")
+
+generation_config = GenerationConfig(
+    do_sample=True,
+    top_k=1,
+    temperature=0.1,
+    max_new_tokens=100,
+    pad_token_id=tokenizer.eos_token_id
+)
+
+def chatbot(message):
+    input_str = "###Human: " + message + " ###Assistant: "
+    inputs = tokenizer(input_str, return_tensors="pt").to("cuda")
+    outputs = model.generate(**inputs, generation_config=generation_config)
+    return tokenizer.decode(outputs[0], skip_special_tokens=True).replace(input_str, '')
\ No newline at end of file
diff --git a/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/temp_files_chat b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/temp_files_chat
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/temp_files_chat	
@@ -0,0 +1 @@
+
diff --git a/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/test.csv b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/test.csv
new file mode 100644
index 00000000..02b2a251
--- /dev/null
+++ b/Generative Models/Advanced Mistral 7B LLM Chatbot/Flask/templates/test.csv	
@@ -0,0 +1,23 @@
+Questions,Answers
+What is global warming?,Global warming is a long-term increase in Earth's average surface temperature due to human-made emissions of greenhouse gases.
+What causes climate change?,"Climate change is caused by factors such as biotic processes, variations in solar radiation received by Earth, plate tectonics, and volcanic eruptions. Certain human activities have also been identified as significant causes of recent climate change, often referred to as global warming."
+How can we mitigate climate change?,"Climate change can be mitigated through a variety of means such as reducing greenhouse gas emissions, promoting the use of renewable energy sources, improving insulation in buildings, and adopting sustainable farming practices."
+What is the effect of climate change on biodiversity?,"Climate change affects biodiversity by altering the timing of natural events, shifting habitats, and increasing the rate of disease. In some cases, species may not be able to adapt to these changes quickly enough, which can result in reduced populations and even extinction."
+What are greenhouse gases?,"Greenhouse gases are gases in Earth's atmosphere that trap heat. They let sunlight pass through the atmosphere, but they prevent the heat that the sunlight brings from leaving the atmosphere. The main greenhouse gases are carbon dioxide, methane, nitrous oxide, and fluorinated gases."
+What is carbon footprint?,"A carbon footprint is the total greenhouse gas (GHG) emissions caused by an individual, event, organization, or product, expressed as carbon dioxide equivalent."
+What is climate change adaptation?,"Climate change adaptation is the process of adjusting to current or expected climate change and its effects. It is one of the ways to respond to climate change, along with climate change mitigation."
+What is the Paris Agreement?,"The Paris Agreement is a legally binding international treaty on climate change. It was adopted by 196 Parties at COP 21 in Paris, on 12 December 2015. Its goal is to limit global warming to well below 2, preferably to 1.5 degrees Celsius, compared to pre-industrial levels."
+What is the impact of deforestation on climate change?,"Deforestation affects climate change on a large scale, as trees absorb CO2 when they grow. When they are cut down and burned or allowed to rot, their stored carbon is released back into the air."
+Can renewable energy sources help combat climate change?,"Yes, shifting to renewable energy sources like wind, solar, and hydro can significantly help in reducing the emission of greenhouse gases and thus combat climate change."
+What is the role of individuals in combating climate change?,"Individuals can play a significant role in combating climate change. This can be done by reducing personal carbon footprints, through measures like using energy efficiently, reducing waste, choosing sustainable products, using public transportation, and advocating for policies that support renewable energy and other sustainable practices."
+How does climate change affect human health?,"Climate change affects human health in several ways. It can increase heat-related illnesses, exacerbate respiratory disorders due to poor air quality, alter the spread of vector-borne diseases, and increase the risk of illnesses caused by unsafe or insufficient water or lack of food."
+What is GR491?,"GR491 is a Handbook of Sustainable Design of Digital Services, created by Institutes for Sustainable IT, learn more at https://gr491.isit-europe.org/en/#main-container"
+What is a Carbon footprint?,"The Carbon footprint is a measure of the amount of carbon dioxide released into the atmosphere as a result of the activities of a particular individual, organization, or community."
+Why is important to measure the Digital Services' carbon footprint?,"Calculating your Digital Solution’s carbon footprint is a necessary step to understanding your company’s contribution to global warming so you can identify ways to reduce it. Plus, consumers are increasingly interested in transparency around the environmental impacts of the products they use"
+How to assess the carbon footprint of my digital solution?,"Identify the Digital Solutions that are your sources of carbon dioxide emissions
+Collect data and quantify the amount of energy that is used
+Look for potential reduction opportunities
+Go to Carbon assessment to start your journey"
+What can I do to reduce my digital solution carbon footprint?,"Once you have the results of the Carbon assessment, deepen into the results to identify disproportionate emissions sources and think about where there might be opportunities to reduce your footprint, if your main source of emissions is a website that lots of people visit, some small tweaks to the site design can increase its energy efficiency and reduce its carbon footprint."
+What is SDG?,"The Sustainable Development Goals (SDGs), also known as the Global Goals, were adopted by the United Nations in 2015 as a universal call to action to end poverty, protect the planet, and ensure that by 2030 all people enjoy peace and prosperity."
+How to learn more about sustainability?,Go to the Awareness section and take one of the quizzes catered for you or create a custom quiz based on your interests
diff --git a/Generative Models/Advanced Mistral 7B LLM Chatbot/Mistral_Chatbot.ipynb b/Generative Models/Advanced Mistral 7B LLM Chatbot/Mistral_Chatbot.ipynb
new file mode 100644
index 00000000..65ce90fa
--- /dev/null
+++ b/Generative Models/Advanced Mistral 7B LLM Chatbot/Mistral_Chatbot.ipynb	
@@ -0,0 +1 @@
+{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9HaQh8gz0QiO","outputId":"b5dbdda8-70ba-422d-cb1e-6bc539e67ca6","executionInfo":{"status":"ok","timestamp":1696726568632,"user_tz":-330,"elapsed":55113,"user":{"displayName":"VASANTH P","userId":"10391598464000680670"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting git+https://github.com/huggingface/transformers\n","  Cloning https://github.com/huggingface/transformers to /tmp/pip-req-build-2ud2xb3t\n","  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/transformers /tmp/pip-req-build-2ud2xb3t\n","  Resolved https://github.com/huggingface/transformers to commit 897a826d830e8b1e03eb482b165b5d88a7a08d5f\n","  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n","  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n","  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n","Collecting accelerate\n","  Downloading accelerate-0.23.0-py3-none-any.whl (258 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m258.1/258.1 kB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting peft\n","  Downloading peft-0.5.0-py3-none-any.whl (85 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m85.6/85.6 kB\u001b[0m \u001b[31m9.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting bitsandbytes\n","  Downloading bitsandbytes-0.41.1-py3-none-any.whl (92.6 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m92.6/92.6 MB\u001b[0m \u001b[31m9.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: pip in /usr/local/lib/python3.10/dist-packages (23.1.2)\n","Collecting install\n","  Downloading install-1.3.5-py3-none-any.whl (3.2 kB)\n","Collecting trl\n","  Downloading trl-0.7.1-py3-none-any.whl (117 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m118.0/118.0 kB\u001b[0m \u001b[31m15.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting py7zr\n","  Downloading py7zr-0.20.6-py3-none-any.whl (66 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m66.7/66.7 kB\u001b[0m \u001b[31m8.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting auto-gptq\n","  Downloading auto_gptq-0.4.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.8/1.8 MB\u001b[0m \u001b[31m87.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting optimum\n","  Downloading optimum-1.13.2.tar.gz (300 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m301.0/301.0 kB\u001b[0m \u001b[31m37.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n","  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n","  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n","Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from accelerate) (1.23.5)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from accelerate) (23.2)\n","Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate) (5.9.5)\n","Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from accelerate) (6.0.1)\n","Requirement already satisfied: torch>=1.10.0 in /usr/local/lib/python3.10/dist-packages (from accelerate) (2.0.1+cu118)\n","Collecting huggingface-hub (from accelerate)\n","  Downloading huggingface_hub-0.17.3-py3-none-any.whl (295 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m295.0/295.0 kB\u001b[0m \u001b[31m28.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from peft) (4.66.1)\n","Collecting safetensors (from peft)\n","  Downloading safetensors-0.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m57.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers==4.35.0.dev0) (3.12.4)\n","Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.35.0.dev0) (2023.6.3)\n","Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers==4.35.0.dev0) (2.31.0)\n","Collecting tokenizers<0.15,>=0.14 (from transformers==4.35.0.dev0)\n","  Downloading tokenizers-0.14.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.8/3.8 MB\u001b[0m \u001b[31m99.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting datasets (from trl)\n","  Downloading datasets-2.14.5-py3-none-any.whl (519 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m519.6/519.6 kB\u001b[0m \u001b[31m49.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting texttable (from py7zr)\n","  Downloading texttable-1.7.0-py2.py3-none-any.whl (10 kB)\n","Collecting pycryptodomex>=3.6.6 (from py7zr)\n","  Downloading pycryptodomex-3.19.0-cp35-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.1 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.1/2.1 MB\u001b[0m \u001b[31m91.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting pyzstd>=0.14.4 (from py7zr)\n","  Downloading pyzstd-0.15.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (412 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m412.3/412.3 kB\u001b[0m \u001b[31m43.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting pyppmd<1.1.0,>=0.18.1 (from py7zr)\n","  Downloading pyppmd-1.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (138 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m138.8/138.8 kB\u001b[0m \u001b[31m17.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting pybcj>=0.6.0 (from py7zr)\n","  Downloading pybcj-1.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (49 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.8/49.8 kB\u001b[0m \u001b[31m3.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting multivolumefile>=0.2.3 (from py7zr)\n","  Downloading multivolumefile-0.2.3-py3-none-any.whl (17 kB)\n","Collecting brotli>=1.0.9 (from py7zr)\n","  Downloading Brotli-1.1.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (3.0 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.0/3.0 MB\u001b[0m \u001b[31m84.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting inflate64>=0.3.1 (from py7zr)\n","  Downloading inflate64-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (93 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m93.1/93.1 kB\u001b[0m \u001b[31m11.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting rouge (from auto-gptq)\n","  Downloading rouge-1.0.1-py3-none-any.whl (13 kB)\n","Collecting coloredlogs (from optimum)\n","  Downloading coloredlogs-15.0.1-py2.py3-none-any.whl (46 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.0/46.0 kB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from optimum) (1.12)\n","Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->accelerate) (2023.6.0)\n","Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->accelerate) (4.5.0)\n","Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.1)\n","Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.1.2)\n","Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (2.0.0)\n","Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.10.0->accelerate) (3.27.6)\n","Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.10.0->accelerate) (17.0.2)\n","Collecting sentencepiece!=0.1.92,>=0.1.91 (from transformers==4.35.0.dev0)\n","  Downloading sentencepiece-0.1.99-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m80.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: protobuf in /usr/local/lib/python3.10/dist-packages (from transformers==4.35.0.dev0) (3.20.3)\n","Collecting humanfriendly>=9.1 (from coloredlogs->optimum)\n","  Downloading humanfriendly-10.0-py2.py3-none-any.whl (86 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m86.8/86.8 kB\u001b[0m \u001b[31m11.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: pyarrow>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets->trl) (9.0.0)\n","Collecting dill<0.3.8,>=0.3.0 (from datasets->trl)\n","  Downloading dill-0.3.7-py3-none-any.whl (115 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m15.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets->trl) (1.5.3)\n","Collecting xxhash (from datasets->trl)\n","  Downloading xxhash-3.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (194 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m21.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting multiprocess (from datasets->trl)\n","  Downloading multiprocess-0.70.15-py310-none-any.whl (134 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m16.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets->trl) (3.8.5)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.35.0.dev0) (3.3.0)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.35.0.dev0) (3.4)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.35.0.dev0) (2.0.6)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.35.0.dev0) (2023.7.22)\n","Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from rouge->auto-gptq) (1.16.0)\n","Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->optimum) (1.3.0)\n","Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets->trl) (23.1.0)\n","Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets->trl) (6.0.4)\n","Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets->trl) (4.0.3)\n","Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets->trl) (1.9.2)\n","Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets->trl) (1.4.0)\n","Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets->trl) (1.3.1)\n","Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.10.0->accelerate) (2.1.3)\n","Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets->trl) (2.8.2)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets->trl) (2023.3.post1)\n","Building wheels for collected packages: transformers, optimum\n","  Building wheel for transformers (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for transformers: filename=transformers-4.35.0.dev0-py3-none-any.whl size=7745571 sha256=914c731adae69cbfffa58fea7d990accba5172a838fe9830cf82e64ae701e356\n","  Stored in directory: /tmp/pip-ephem-wheel-cache-9qae8u3l/wheels/c0/14/d6/6c9a5582d2ac191ec0a483be151a4495fe1eb2a6706ca49f1b\n","  Building wheel for optimum (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for optimum: filename=optimum-1.13.2-py3-none-any.whl size=395599 sha256=0f21447846579f34a5450f47c37d4cc020b397d6e90fc31fed6cd8b9ba4e1d88\n","  Stored in directory: /root/.cache/pip/wheels/6e/b7/2c/79405d98f0943373d8546daeae25a3d377f7659ca0cbe48699\n","Successfully built transformers optimum\n","Installing collected packages: texttable, sentencepiece, brotli, bitsandbytes, xxhash, safetensors, rouge, pyzstd, pyppmd, pycryptodomex, pybcj, multivolumefile, install, inflate64, humanfriendly, dill, py7zr, multiprocess, huggingface-hub, coloredlogs, tokenizers, transformers, datasets, accelerate, peft, trl, optimum, auto-gptq\n","Successfully installed accelerate-0.23.0 auto-gptq-0.4.2 bitsandbytes-0.41.1 brotli-1.1.0 coloredlogs-15.0.1 datasets-2.14.5 dill-0.3.7 huggingface-hub-0.17.3 humanfriendly-10.0 inflate64-0.3.1 install-1.3.5 multiprocess-0.70.15 multivolumefile-0.2.3 optimum-1.13.2 peft-0.5.0 py7zr-0.20.6 pybcj-1.0.1 pycryptodomex-3.19.0 pyppmd-1.0.0 pyzstd-0.15.9 rouge-1.0.1 safetensors-0.4.0 sentencepiece-0.1.99 texttable-1.7.0 tokenizers-0.14.1 transformers-4.35.0.dev0 trl-0.7.1 xxhash-3.4.1\n"]}],"source":["! pip install accelerate peft bitsandbytes git+https://github.com/huggingface/transformers trl py7zr auto-gptq optimum"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":145,"referenced_widgets":["f1402ec61b2a493db4f9fbc21d6b3cf2","5845378d6a5e47ec99b9ed51ce3da08e","b0fe6b3b4a6648b198f710cf0a1dafdd","161aa3aa074a43f9adaa4c974b79672c","4eb677845caa4a1e8a80e4fb28c141ad","eb10188e7e744da5b47e50b7b7a504e9","8fef569859b44fc58f0e472855a2cfb3","e408fda1b6d047a795555b853d8da15b","d14ab7031eaa48a28c8266b42bc9ddd7","77282984ad5942948ca91fac762d3782","cbb9aa2e7b474bea8e820369afdfc69d","72cb2b2952cd4d6f820ff44566afff7a","9c001b62e1734754a39766e921dfd39b","62cba932d5e04a879de45ca01bed21b8","8ce7fdc20404488da7429c3baa8869cc","ea527461be434c1e8bd75f84f9cd0848","f70d1a342ac942978314d64dc2f5bec6","b3ace92302844dcf84a7718e06556f02","65a13b1109614d43a31f8bc75212b2b8","2400ba6ca6ff4f39b6218f77d6d52ddb","8a664505719d40618ef7b5342a0a4b27","b3dc2d64611e4f81a12bd52540b98cd0","d0d97423dd7b484aa7f85eedcb703254","3909b24f4e9445108afeca2b3c4829c6","5f65e8bdf1574824b66b45bbb3e4894c","22e1e59027cd44f88acb2f5c29f2cbdf","6699de6ced1f43919ce9e2a15b17fc69","048fa829e579417abc06e749d9404c79","ec8dd7408fc44a5dbf46401fc5993f4b","39996229275a46798842ccd92e04408a","2c47ad9177114dab815f474b79bfcb83","9c79bda15e454bd5a058a946dcee32ba"]},"id":"mlv-mL7k0lWk","outputId":"304d5ed3-b5e5-47bb-8452-a609c91a206a","executionInfo":{"status":"ok","timestamp":1696726569356,"user_tz":-330,"elapsed":727,"user":{"displayName":"VASANTH P","userId":"10391598464000680670"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f1402ec61b2a493db4f9fbc21d6b3cf2"}},"metadata":{}}],"source":["from huggingface_hub import notebook_login\n","notebook_login()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":333,"referenced_widgets":["5981cb40ef464de292611a516b0e1ced","83cd236211b44b57b799f85ba8961bd7","5ddd9fa6fad14b6cbcb80310fa07d810","468ebfcbed774e2a8a75b76452dacfe1","cd13f44bb203414593ad06ab80391dd7","7a829e9ccb4d49c2bf2e1ab16a15b5ee","205d7ca4f9324c2f85b7f31e3a5e3120","fc0e61f5db5d49b2825894782d25d4ef","df4c60c77309425b950e6787982762a0","966597c0e9814b33a90dba172788d50a","9961639b515144389da5e4ff8918533e"]},"id":"XrNMXTla06nx","outputId":"46961f1f-3636-470c-a0ca-13d66a619204","executionInfo":{"status":"ok","timestamp":1696730932348,"user_tz":-330,"elapsed":1426191,"user":{"displayName":"VASANTH P","userId":"10391598464000680670"}}},"outputs":[{"output_type":"stream","name":"stderr","text":["Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n","You passed `quantization_config` to `from_pretrained` but the model you're loading already has a `quantization_config` attribute and has already quantized weights. However, loading attributes (e.g. disable_exllama, use_cuda_fp16, max_input_length) will be overwritten with the one you passed to `from_pretrained`. The rest will be ignored.\n"]},{"output_type":"display_data","data":{"text/plain":["Map:   0%|          | 0/5000 [00:00<?, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5981cb40ef464de292611a516b0e1ced"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/trl/trainer/sft_trainer.py:207: UserWarning: You passed a tokenizer with `padding_side` not equal to `right` to the SFTTrainer. This might lead to some unexpected behaviour due to overflow issues when training a model in half-precision. You might consider adding `tokenizer.padding_side = 'right'` to your code.\n","  warnings.warn(\n","You're using a LlamaTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding.\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","    <div>\n","      \n","      <progress value='250' max='250' style='width:300px; height:20px; vertical-align: middle;'></progress>\n","      [250/250 22:51, Epoch 0/1]\n","    </div>\n","    <table border=\"1\" class=\"dataframe\">\n","  <thead>\n"," <tr style=\"text-align: left;\">\n","      <th>Step</th>\n","      <th>Training Loss</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <td>100</td>\n","      <td>1.479000</td>\n","    </tr>\n","    <tr>\n","      <td>200</td>\n","      <td>1.248000</td>\n","    </tr>\n","  </tbody>\n","</table><p>"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["TrainOutput(global_step=250, training_loss=1.3423775177001953, metrics={'train_runtime': 1383.1959, 'train_samples_per_second': 1.446, 'train_steps_per_second': 0.181, 'total_flos': 309533448536064.0, 'train_loss': 1.3423775177001953, 'epoch': 0.4})"]},"metadata":{},"execution_count":1}],"source":["import torch\n","from datasets import load_dataset, Dataset\n","from peft import LoraConfig, AutoPeftModelForCausalLM, prepare_model_for_kbit_training, get_peft_model\n","from transformers import AutoModelForCausalLM, AutoTokenizer, GPTQConfig, TrainingArguments\n","from trl import SFTTrainer\n","import os\n","\n","data = load_dataset(\"tatsu-lab/alpaca\", split=\"train\")\n","data_df = data.to_pandas()\n","data_df = data_df[:5000]\n","data_df[\"text\"] = data_df[[\"input\", \"instruction\", \"output\"]].apply(lambda x: \"###Human: \" + x[\"instruction\"] + \" \" + x[\"input\"] + \" ###Assistant: \"+ x[\"output\"], axis=1)\n","data = Dataset.from_pandas(data_df)\n","\n","\n","tokenizer = AutoTokenizer.from_pretrained(\"TheBloke/Mistral-7B-Instruct-v0.1-GPTQ\")\n","tokenizer.pad_token = tokenizer.eos_token\n","\n","\n","quantization_config_loading = GPTQConfig(bits=4, disable_exllama=True, tokenizer=tokenizer)\n","model = AutoModelForCausalLM.from_pretrained(\n","                            \"TheBloke/Mistral-7B-Instruct-v0.1-GPTQ\",\n","                            quantization_config=quantization_config_loading,\n","                            device_map=\"auto\"\n","                        )\n","\n","\n","model.config.use_cache=False\n","model.config.pretraining_tp=1\n","model.gradient_checkpointing_enable()\n","model = prepare_model_for_kbit_training(model)\n","\n","\n","peft_config = LoraConfig(\n","    r=16, lora_alpha=16, lora_dropout=0.05, bias=\"none\", task_type=\"CAUSAL_LM\", target_modules=[\"q_proj\", \"v_proj\"]\n",")\n","model = get_peft_model(model, peft_config)\n","\n","\n","training_arguments = TrainingArguments(\n","        output_dir=\"mistral-finetuned-alpaca\",\n","        per_device_train_batch_size=8,\n","        gradient_accumulation_steps=1,\n","        optim=\"paged_adamw_32bit\",\n","        learning_rate=2e-4,\n","        lr_scheduler_type=\"cosine\",\n","        save_strategy=\"epoch\",\n","        logging_steps=100,\n","        num_train_epochs=1,\n","        max_steps=250,\n","        fp16=True,\n","        push_to_hub=True\n",")\n","\n","\n","trainer = SFTTrainer(\n","        model=model,\n","        train_dataset=data,\n","        peft_config=peft_config,\n","        dataset_text_field=\"text\",\n","        args=training_arguments,\n","        tokenizer=tokenizer,\n","        packing=False,\n","        max_seq_length=512\n",")\n","\n","\n","trainer.train()"]},{"cell_type":"code","source":["! cp -r /content/mistral-finetuned-alpaca /content/drive/MyDrive/"],"metadata":{"id":"2C0J_lvpETlx"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# Inference"],"metadata":{"id":"xNGTJHf8loC-"}},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PAwdjd_Yg0n9","executionInfo":{"status":"ok","timestamp":1696731867090,"user_tz":-330,"elapsed":21152,"user":{"displayName":"VASANTH P","userId":"10391598464000680670"}},"outputId":"6838c997-3477-4298-cdf1-cd91bef00fd8"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["from peft import AutoPeftModelForCausalLM\n","from transformers import GenerationConfig\n","from transformers import AutoTokenizer\n","import torch\n","tokenizer = AutoTokenizer.from_pretrained(\"/content/mistral-finetuned-alpaca\")\n","\n","inputs = tokenizer(\"\"\"###Human: Why mobile is bad for human? ###Assistant: \"\"\", return_tensors=\"pt\").to(\"cuda\")"],"metadata":{"id":"5F2TaEJdrMb4","colab":{"base_uri":"https://localhost:8080/"},"outputId":"f030b2c7-237a-4081-8af6-cc5ae45dbd00","executionInfo":{"status":"ok","timestamp":1696731905373,"user_tz":-330,"elapsed":342,"user":{"displayName":"VASANTH P","userId":"10391598464000680670"}}},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"]}]},{"cell_type":"code","source":["model = AutoPeftModelForCausalLM.from_pretrained(\n","    \"/content/mistral-finetuned-alpaca\",\n","    low_cpu_mem_usage=True,\n","    return_dict=True,\n","    torch_dtype=torch.float16,\n","    device_map=\"cuda\")"],"metadata":{"id":"oXWdyFH07pkS"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["generation_config = GenerationConfig(\n","    do_sample=True,\n","    top_k=1,\n","    temperature=0.1,\n","    max_new_tokens=100,\n","    pad_token_id=tokenizer.eos_token_id\n",")"],"metadata":{"id":"8CUitmUL7GzZ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["import time\n","st_time = time.time()\n","outputs = model.generate(**inputs, generation_config=generation_config)\n","print(tokenizer.decode(outputs[0], skip_special_tokens=True))\n","print(time.time()-st_time)"],"metadata":{"id":"k2xZ0HX_sHZ6","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1696731934910,"user_tz":-330,"elapsed":12562,"user":{"displayName":"VASANTH P","userId":"10391598464000680670"}},"outputId":"f1072119-716f-4f63-a581-733ea429b628"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["###Human: Why mobile is bad for human? ###Assistant: 1. Mobile devices can be addictive and lead to a sedentary lifestyle.\n","2. Mobile devices can be harmful to mental health, causing anxiety and depression.\n","3. Mobile devices can be harmful to physical health, causing eye strain and headaches.\n","4. Mobile devices can be harmful to social relationships, causing people to become isolated and disconnected from others.\n","5. Mobile devices can be harmful to privacy, as they can track users' location and personal information.\n","\n","12.296765804290771\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"MfDUrykTlehI"},"execution_count":null,"outputs":[]}],"metadata":{"accelerator":"GPU","colab":{"provenance":[{"file_id":"1PStReD70FLxBLaxwOITePjv8dFX0CdBo","timestamp":1696671802254},{"file_id":"1-w2BaBxrydS5XKfPGfrKioctma78Sl15","timestamp":1695942887421}],"gpuType":"T4"},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"},"widgets":{"application/vnd.jupyter.widget-state+json":{"f1402ec61b2a493db4f9fbc21d6b3cf2":{"model_module":"@jupyter-widgets/controls","model_name":"VBoxModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"VBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"VBoxView","box_style":"","children":["IPY_MODEL_8a664505719d40618ef7b5342a0a4b27","IPY_MODEL_b3dc2d64611e4f81a12bd52540b98cd0","IPY_MODEL_d0d97423dd7b484aa7f85eedcb703254","IPY_MODEL_3909b24f4e9445108afeca2b3c4829c6"],"layout":"IPY_MODEL_8fef569859b44fc58f0e472855a2cfb3"}},"5845378d6a5e47ec99b9ed51ce3da08e":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_e408fda1b6d047a795555b853d8da15b","placeholder":"​","style":"IPY_MODEL_d14ab7031eaa48a28c8266b42bc9ddd7","value":"<center> <img\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.svg\nalt='Hugging Face'> <br> Copy a token from <a\nhref=\"https://huggingface.co/settings/tokens\" target=\"_blank\">your Hugging Face\ntokens page</a> and paste it below. <br> Immediately click login after copying\nyour token or it might be stored in plain text in this notebook file. </center>"}},"b0fe6b3b4a6648b198f710cf0a1dafdd":{"model_module":"@jupyter-widgets/controls","model_name":"PasswordModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"PasswordModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"PasswordView","continuous_update":true,"description":"Token:","description_tooltip":null,"disabled":false,"layout":"IPY_MODEL_77282984ad5942948ca91fac762d3782","placeholder":"​","style":"IPY_MODEL_cbb9aa2e7b474bea8e820369afdfc69d","value":""}},"161aa3aa074a43f9adaa4c974b79672c":{"model_module":"@jupyter-widgets/controls","model_name":"CheckboxModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"CheckboxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"CheckboxView","description":"Add token as git credential?","description_tooltip":null,"disabled":false,"indent":true,"layout":"IPY_MODEL_72cb2b2952cd4d6f820ff44566afff7a","style":"IPY_MODEL_9c001b62e1734754a39766e921dfd39b","value":true}},"4eb677845caa4a1e8a80e4fb28c141ad":{"model_module":"@jupyter-widgets/controls","model_name":"ButtonModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ButtonModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ButtonView","button_style":"","description":"Login","disabled":false,"icon":"","layout":"IPY_MODEL_62cba932d5e04a879de45ca01bed21b8","style":"IPY_MODEL_8ce7fdc20404488da7429c3baa8869cc","tooltip":""}},"eb10188e7e744da5b47e50b7b7a504e9":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ea527461be434c1e8bd75f84f9cd0848","placeholder":"​","style":"IPY_MODEL_f70d1a342ac942978314d64dc2f5bec6","value":"\n<b>Pro Tip:</b> If you don't already have one, you can create a dedicated\n'notebooks' token with 'write' access, that you can then easily reuse for all\nnotebooks. </center>"}},"8fef569859b44fc58f0e472855a2cfb3":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":"center","align_self":null,"border":null,"bottom":null,"display":"flex","flex":null,"flex_flow":"column","grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":"50%"}},"e408fda1b6d047a795555b853d8da15b":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"d14ab7031eaa48a28c8266b42bc9ddd7":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"77282984ad5942948ca91fac762d3782":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"cbb9aa2e7b474bea8e820369afdfc69d":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"72cb2b2952cd4d6f820ff44566afff7a":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9c001b62e1734754a39766e921dfd39b":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"62cba932d5e04a879de45ca01bed21b8":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"8ce7fdc20404488da7429c3baa8869cc":{"model_module":"@jupyter-widgets/controls","model_name":"ButtonStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ButtonStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","button_color":null,"font_weight":""}},"ea527461be434c1e8bd75f84f9cd0848":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"f70d1a342ac942978314d64dc2f5bec6":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"b3ace92302844dcf84a7718e06556f02":{"model_module":"@jupyter-widgets/controls","model_name":"LabelModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"LabelModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"LabelView","description":"","description_tooltip":null,"layout":"IPY_MODEL_65a13b1109614d43a31f8bc75212b2b8","placeholder":"​","style":"IPY_MODEL_2400ba6ca6ff4f39b6218f77d6d52ddb","value":"Connecting..."}},"65a13b1109614d43a31f8bc75212b2b8":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"2400ba6ca6ff4f39b6218f77d6d52ddb":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"8a664505719d40618ef7b5342a0a4b27":{"model_module":"@jupyter-widgets/controls","model_name":"LabelModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"LabelModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"LabelView","description":"","description_tooltip":null,"layout":"IPY_MODEL_5f65e8bdf1574824b66b45bbb3e4894c","placeholder":"​","style":"IPY_MODEL_22e1e59027cd44f88acb2f5c29f2cbdf","value":"Token is valid (permission: write)."}},"b3dc2d64611e4f81a12bd52540b98cd0":{"model_module":"@jupyter-widgets/controls","model_name":"LabelModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"LabelModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"LabelView","description":"","description_tooltip":null,"layout":"IPY_MODEL_6699de6ced1f43919ce9e2a15b17fc69","placeholder":"​","style":"IPY_MODEL_048fa829e579417abc06e749d9404c79","value":"Your token has been saved in your configured git credential helpers (store)."}},"d0d97423dd7b484aa7f85eedcb703254":{"model_module":"@jupyter-widgets/controls","model_name":"LabelModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"LabelModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"LabelView","description":"","description_tooltip":null,"layout":"IPY_MODEL_ec8dd7408fc44a5dbf46401fc5993f4b","placeholder":"​","style":"IPY_MODEL_39996229275a46798842ccd92e04408a","value":"Your token has been saved to /root/.cache/huggingface/token"}},"3909b24f4e9445108afeca2b3c4829c6":{"model_module":"@jupyter-widgets/controls","model_name":"LabelModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"LabelModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"LabelView","description":"","description_tooltip":null,"layout":"IPY_MODEL_2c47ad9177114dab815f474b79bfcb83","placeholder":"​","style":"IPY_MODEL_9c79bda15e454bd5a058a946dcee32ba","value":"Login successful"}},"5f65e8bdf1574824b66b45bbb3e4894c":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"22e1e59027cd44f88acb2f5c29f2cbdf":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"6699de6ced1f43919ce9e2a15b17fc69":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"048fa829e579417abc06e749d9404c79":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"ec8dd7408fc44a5dbf46401fc5993f4b":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"39996229275a46798842ccd92e04408a":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"2c47ad9177114dab815f474b79bfcb83":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9c79bda15e454bd5a058a946dcee32ba":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"5981cb40ef464de292611a516b0e1ced":{"model_module":"@jupyter-widgets/controls","model_name":"HBoxModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HBoxModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HBoxView","box_style":"","children":["IPY_MODEL_83cd236211b44b57b799f85ba8961bd7","IPY_MODEL_5ddd9fa6fad14b6cbcb80310fa07d810","IPY_MODEL_468ebfcbed774e2a8a75b76452dacfe1"],"layout":"IPY_MODEL_cd13f44bb203414593ad06ab80391dd7"}},"83cd236211b44b57b799f85ba8961bd7":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_7a829e9ccb4d49c2bf2e1ab16a15b5ee","placeholder":"​","style":"IPY_MODEL_205d7ca4f9324c2f85b7f31e3a5e3120","value":"Map: 100%"}},"5ddd9fa6fad14b6cbcb80310fa07d810":{"model_module":"@jupyter-widgets/controls","model_name":"FloatProgressModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"FloatProgressModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"ProgressView","bar_style":"success","description":"","description_tooltip":null,"layout":"IPY_MODEL_fc0e61f5db5d49b2825894782d25d4ef","max":5000,"min":0,"orientation":"horizontal","style":"IPY_MODEL_df4c60c77309425b950e6787982762a0","value":5000}},"468ebfcbed774e2a8a75b76452dacfe1":{"model_module":"@jupyter-widgets/controls","model_name":"HTMLModel","model_module_version":"1.5.0","state":{"_dom_classes":[],"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"HTMLModel","_view_count":null,"_view_module":"@jupyter-widgets/controls","_view_module_version":"1.5.0","_view_name":"HTMLView","description":"","description_tooltip":null,"layout":"IPY_MODEL_966597c0e9814b33a90dba172788d50a","placeholder":"​","style":"IPY_MODEL_9961639b515144389da5e4ff8918533e","value":" 5000/5000 [00:01&lt;00:00, 4398.10 examples/s]"}},"cd13f44bb203414593ad06ab80391dd7":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"7a829e9ccb4d49c2bf2e1ab16a15b5ee":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"205d7ca4f9324c2f85b7f31e3a5e3120":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}},"fc0e61f5db5d49b2825894782d25d4ef":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"df4c60c77309425b950e6787982762a0":{"model_module":"@jupyter-widgets/controls","model_name":"ProgressStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"ProgressStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","bar_color":null,"description_width":""}},"966597c0e9814b33a90dba172788d50a":{"model_module":"@jupyter-widgets/base","model_name":"LayoutModel","model_module_version":"1.2.0","state":{"_model_module":"@jupyter-widgets/base","_model_module_version":"1.2.0","_model_name":"LayoutModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"LayoutView","align_content":null,"align_items":null,"align_self":null,"border":null,"bottom":null,"display":null,"flex":null,"flex_flow":null,"grid_area":null,"grid_auto_columns":null,"grid_auto_flow":null,"grid_auto_rows":null,"grid_column":null,"grid_gap":null,"grid_row":null,"grid_template_areas":null,"grid_template_columns":null,"grid_template_rows":null,"height":null,"justify_content":null,"justify_items":null,"left":null,"margin":null,"max_height":null,"max_width":null,"min_height":null,"min_width":null,"object_fit":null,"object_position":null,"order":null,"overflow":null,"overflow_x":null,"overflow_y":null,"padding":null,"right":null,"top":null,"visibility":null,"width":null}},"9961639b515144389da5e4ff8918533e":{"model_module":"@jupyter-widgets/controls","model_name":"DescriptionStyleModel","model_module_version":"1.5.0","state":{"_model_module":"@jupyter-widgets/controls","_model_module_version":"1.5.0","_model_name":"DescriptionStyleModel","_view_count":null,"_view_module":"@jupyter-widgets/base","_view_module_version":"1.2.0","_view_name":"StyleView","description_width":""}}}}},"nbformat":4,"nbformat_minor":0}
diff --git a/Generative Models/Advanced Mistral 7B LLM Chatbot/README.md b/Generative Models/Advanced Mistral 7B LLM Chatbot/README.md
new file mode 100644
index 00000000..0097f64f
--- /dev/null
+++ b/Generative Models/Advanced Mistral 7B LLM Chatbot/README.md	
@@ -0,0 +1,40 @@
+# Mistral LLM Chatbot
+
+Mistral LLM is a language model developed by Mistral AI. It is a large language model designed to understand and generate human-like text. LLM stands for "Large Language Model," indicating its size and capabilities.
+
+Mistral 7B is a specific model within the Mistral LLM family. The "7B" refers to the number of parameters in the model, with larger numbers generally indicating more powerful and capable models. Mistral 7B is one of the latest models from Mistral AI and is designed to outperform the previous Llama 2 13B model on various benchmarks.
+
+Mistral 7B is trained on a large amount of text data and can be used for a wide range of natural language processing tasks, such as text generation, question answering, language translation, and more. It is designed to understand and generate text in a way that is coherent and contextually relevant.
+
+In this repository, we have used Mistral 7B to create a LLM chatbot:
+
+
+## Introduction
+Mistral LLM is a state-of-the-art language model developed by Mistral AI. It is part of the Large Language Model (LLM) family, designed to generate human-like text based on the input it receives. The Mistral 7B model is specifically optimized for high performance, outperforming previous models like Llama 2 13B in various benchmarks.
+
+This project utilizes Mistral 7B, a cutting-edge language model with 7 billion parameters, to create a highly capable conversational chatbot. The Mistral 7B model can generate natural, contextually relevant responses, making it ideal for a wide range of natural language processing (NLP) tasks, including text generation, question answering, and language translation.
+
+## Key Features:
+Text Generation: Generate coherent and contextually accurate responses.
+Question Answering: Answer questions based on context.
+Multilingual Support: Understand and respond in multiple languages.
+Contextual Understanding: Maintain conversation context over multiple interactions.
+
+
+Pre-trained Mistral 7B model for natural language processing tasks.
+Real-time text generation using the language model.
+Contextual memory: Remembers previous conversation history.
+Fast and scalable deployment, capable of handling multiple user queries.
+
+## Requirements
+To run the Mistral LLM Chatbot, you need to install the following dependencies:
+
+Python 3.8+
+PyTorch (for using the Mistral 7B model)
+Transformers library from Hugging Face
+CUDA (optional, for GPU acceleration)
+
+![mistral1](https://github.com/user-attachments/assets/cfb19f50-5438-4c77-b84b-9e30febfe91e)
+
+
+
diff --git a/Generative Models/Advanced Mistral 7B LLM Chatbot/chatbot temp b/Generative Models/Advanced Mistral 7B LLM Chatbot/chatbot temp
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Generative Models/Advanced Mistral 7B LLM Chatbot/chatbot temp	
@@ -0,0 +1 @@
+
diff --git a/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/README.md b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/README.md
new file mode 100644
index 00000000..f894616e
--- /dev/null
+++ b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/README.md	
@@ -0,0 +1,40 @@
+StoryCraft AI:
+--------------
+StoryCraft AI is an interactive web application that uses advanced text generation models to create engaging stories based on user-provided prompts. Leveraging the power of Hugging Face's Transformers, this tool allows users to generate creative and compelling narratives with customizable length.
+
+Features:
+---------
+Interactive Text Input: Users can enter a prompt to generate a story.
+Adjustable Length: Use a slider to select the desired length of the generated story.
+Real-time Generation: Get instant story generation with a single click.
+User-Friendly Interface: Built with Streamlit for an intuitive and accessible experience.
+
+Getting Started:
+----------------
+
+To run StoryCraft AI locally, follow these steps:
+
+Clone the Repository:
+git clone https://github.com/Panchadip-128/StoryCraft.AI-An-AI-Web-application-for-Story-Creation-.git
+
+Select the appropriate file for run:
+cd "StoryCraft.AI-An-AI-Web-application-for-Story-Creation-"
+
+Install the Required Packages:
+pip install -r requirements.txt
+
+Finally run the main application:
+streamlit run app.py
+
+The screen will be redirected to streamlit web application from where user can enter a prompt, adjust the slider for required words and get appropriate result.
+
+Sample prompts and model response:
+----------------------------------
+![samp_img1](https://github.com/user-attachments/assets/53908c68-2506-4e77-ac8a-bd7a9ab90b12)
+![Samp2_img](https://github.com/user-attachments/assets/e4f3296f-4a24-4a14-a082-8d0af6bdbf59)
+![Samp2_img_contd](https://github.com/user-attachments/assets/fe9fbb2c-4339-40b4-8c4d-3b8fe5d0cd57)
+
+Prerequisites:
+--------------
+Python 3.8 or higher
+pip (Python package installer)
diff --git a/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/Stories.txt b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/Stories.txt
new file mode 100644
index 00000000..2da04a8d
--- /dev/null
+++ b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/Stories.txt	
@@ -0,0 +1,13 @@
+Once upon a time in a land far, far away, there was a small village where everyone lived in harmony. The villagers had a special tradition of celebrating the first day of spring with a grand festival that included music, dancing, and a feast of delicious foods.
+
+In a bustling city full of skyscrapers and neon lights, a young woman named Sarah discovered an old bookshop hidden in an alleyway. The shop was filled with rare books and ancient manuscripts, and Sarah quickly became fascinated by the stories contained within its dusty volumes.
+
+On a distant planet orbiting a binary star system, a group of explorers landed to investigate signs of alien life. They were amazed to find a thriving ecosystem with intelligent creatures that had their own advanced technology and culture.
+
+In the heart of a dense forest, a mysterious cottage appeared overnight. It was said that the cottage belonged to an enchantress who could grant wishes to those who were pure of heart. Many people traveled to the forest in hopes of finding the cottage and making their dreams come true.
+
+During the medieval times, a brave knight embarked on a quest to find a legendary artifact that was believed to have the power to bring peace to the warring kingdoms. Along the way, the knight faced many challenges and forged new alliances with unexpected friends.
+
+In a futuristic society where technology had advanced beyond imagination, a scientist created an artificial intelligence that could experience emotions. This AI began to question its purpose and sought to understand what it truly meant to be alive.
+
+The ancient prophecy spoke of a chosen one who would rise to defend the realm from an impending darkness. A young hero from a humble background discovered that they were destined to fulfill this prophecy and set out on a journey to gather allies and confront the looming threat.
diff --git a/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/Story_Generation_Model.ipynb b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/Story_Generation_Model.ipynb
new file mode 100644
index 00000000..455a6e1c
--- /dev/null
+++ b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/Story_Generation_Model.ipynb	
@@ -0,0 +1,1136 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "accelerator": "GPU",
+    "widgets": {
+      "application/vnd.jupyter.widget-state+json": {
+        "d7223667431444a584ce297ac976621a": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HBoxModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HBoxModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HBoxView",
+            "box_style": "",
+            "children": [
+              "IPY_MODEL_33fe94a457ea427497f9aff330406f52",
+              "IPY_MODEL_3681661304c0497195d3ea8275a15f18",
+              "IPY_MODEL_63d881ecb4eb43adbafec01c3992a6fe"
+            ],
+            "layout": "IPY_MODEL_fa700d890a034a49b3a57a30a451f974"
+          }
+        },
+        "33fe94a457ea427497f9aff330406f52": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_093e16dc717a4b02a5692e8e780eeacb",
+            "placeholder": "​",
+            "style": "IPY_MODEL_80fcf29776be4cc381599ae4dbf4a69b",
+            "value": "Map: 100%"
+          }
+        },
+        "3681661304c0497195d3ea8275a15f18": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "FloatProgressModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "FloatProgressModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "ProgressView",
+            "bar_style": "success",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_be530988e82f4080838b0cb6b576bade",
+            "max": 13,
+            "min": 0,
+            "orientation": "horizontal",
+            "style": "IPY_MODEL_175ad6b915e741fb9a1cd3f8014f96e3",
+            "value": 13
+          }
+        },
+        "63d881ecb4eb43adbafec01c3992a6fe": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_34c943c2735247469764572f931ce3b0",
+            "placeholder": "​",
+            "style": "IPY_MODEL_cfc0da6b23f1472d9e2f28d080b642af",
+            "value": " 13/13 [00:00&lt;00:00, 80.43 examples/s]"
+          }
+        },
+        "fa700d890a034a49b3a57a30a451f974": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "093e16dc717a4b02a5692e8e780eeacb": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "80fcf29776be4cc381599ae4dbf4a69b": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "be530988e82f4080838b0cb6b576bade": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "175ad6b915e741fb9a1cd3f8014f96e3": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "ProgressStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "ProgressStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "bar_color": null,
+            "description_width": ""
+          }
+        },
+        "34c943c2735247469764572f931ce3b0": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "cfc0da6b23f1472d9e2f28d080b642af": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "e7f33442629342b2a1fc5e2db70b03bb": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HBoxModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HBoxModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HBoxView",
+            "box_style": "",
+            "children": [
+              "IPY_MODEL_56aa2a323c23404397f2046760c9ccc1",
+              "IPY_MODEL_005be63c3678474aa8ab153e8dd9df6d",
+              "IPY_MODEL_e6d69d094d2f4136beb40e54323c0ff0"
+            ],
+            "layout": "IPY_MODEL_0af742ff483d4a21a874f3c9016b5094"
+          }
+        },
+        "56aa2a323c23404397f2046760c9ccc1": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_b5efac91cdc8478cb44b5fe1ab6a91b9",
+            "placeholder": "​",
+            "style": "IPY_MODEL_0290a7fe07ef408ca947643cade94440",
+            "value": "Map: 100%"
+          }
+        },
+        "005be63c3678474aa8ab153e8dd9df6d": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "FloatProgressModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "FloatProgressModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "ProgressView",
+            "bar_style": "success",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_247b8c26e7af481baa2e7984884b00b8",
+            "max": 13,
+            "min": 0,
+            "orientation": "horizontal",
+            "style": "IPY_MODEL_03fa22c663b0428a8a32dfd18da39b02",
+            "value": 13
+          }
+        },
+        "e6d69d094d2f4136beb40e54323c0ff0": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
+            "description": "",
+            "description_tooltip": null,
+            "layout": "IPY_MODEL_23ba120643d549488da26464645f5a48",
+            "placeholder": "​",
+            "style": "IPY_MODEL_0d1f526d3714463f867035180e204dda",
+            "value": " 13/13 [00:00&lt;00:00, 89.96 examples/s]"
+          }
+        },
+        "0af742ff483d4a21a874f3c9016b5094": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "b5efac91cdc8478cb44b5fe1ab6a91b9": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "0290a7fe07ef408ca947643cade94440": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        },
+        "247b8c26e7af481baa2e7984884b00b8": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "03fa22c663b0428a8a32dfd18da39b02": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "ProgressStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "ProgressStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "bar_color": null,
+            "description_width": ""
+          }
+        },
+        "23ba120643d549488da26464645f5a48": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.2.0",
+            "_model_name": "LayoutModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "LayoutView",
+            "align_content": null,
+            "align_items": null,
+            "align_self": null,
+            "border": null,
+            "bottom": null,
+            "display": null,
+            "flex": null,
+            "flex_flow": null,
+            "grid_area": null,
+            "grid_auto_columns": null,
+            "grid_auto_flow": null,
+            "grid_auto_rows": null,
+            "grid_column": null,
+            "grid_gap": null,
+            "grid_row": null,
+            "grid_template_areas": null,
+            "grid_template_columns": null,
+            "grid_template_rows": null,
+            "height": null,
+            "justify_content": null,
+            "justify_items": null,
+            "left": null,
+            "margin": null,
+            "max_height": null,
+            "max_width": null,
+            "min_height": null,
+            "min_width": null,
+            "object_fit": null,
+            "object_position": null,
+            "order": null,
+            "overflow": null,
+            "overflow_x": null,
+            "overflow_y": null,
+            "padding": null,
+            "right": null,
+            "top": null,
+            "visibility": null,
+            "width": null
+          }
+        },
+        "0d1f526d3714463f867035180e204dda": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "DescriptionStyleModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "DescriptionStyleModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/base",
+            "_view_module_version": "1.2.0",
+            "_view_name": "StyleView",
+            "description_width": ""
+          }
+        }
+      }
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Nf8y_WJj25sB",
+        "outputId": "0cbd4a16-0c6b-4a64-fc7c-1fbb3e1e38d9"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.44.2)\n",
+            "Requirement already satisfied: datasets in /usr/local/lib/python3.10/dist-packages (3.0.0)\n",
+            "Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.4.0+cu121)\n",
+            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.16.0)\n",
+            "Requirement already satisfied: huggingface-hub<1.0,>=0.23.2 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.24.6)\n",
+            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.26.4)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (24.1)\n",
+            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0.2)\n",
+            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2024.5.15)\n",
+            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.32.3)\n",
+            "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.4.5)\n",
+            "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.19.1)\n",
+            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.66.5)\n",
+            "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (17.0.0)\n",
+            "Requirement already satisfied: dill<0.3.9,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.3.8)\n",
+            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (2.1.4)\n",
+            "Requirement already satisfied: xxhash in /usr/local/lib/python3.10/dist-packages (from datasets) (3.5.0)\n",
+            "Requirement already satisfied: multiprocess in /usr/local/lib/python3.10/dist-packages (from datasets) (0.70.16)\n",
+            "Requirement already satisfied: fsspec<=2024.6.1,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from fsspec[http]<=2024.6.1,>=2023.1.0->datasets) (2024.6.1)\n",
+            "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.10.5)\n",
+            "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch) (4.12.2)\n",
+            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch) (1.13.2)\n",
+            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch) (3.3)\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.4)\n",
+            "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (2.4.0)\n",
+            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n",
+            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (24.2.0)\n",
+            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.1)\n",
+            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.1.0)\n",
+            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.11.1)\n",
+            "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (4.0.3)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.8)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2024.8.30)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch) (2.1.5)\n",
+            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n",
+            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.2)\n",
+            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.1)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch) (1.3.0)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n"
+          ]
+        }
+      ],
+      "source": [
+        "pip install transformers datasets torch\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from transformers import GPT2Tokenizer\n",
+        "\n",
+        "def setup_tokenizer(tokenizer):\n",
+        "\n",
+        "    if tokenizer.pad_token is None:\n",
+        "\n",
+        "        tokenizer.pad_token = tokenizer.eos_token\n",
+        "        tokenizer.pad_token_id = tokenizer.eos_token_id\n",
+        "\n",
+        "def load_text_dataset(file_path, tokenizer):\n",
+        "    setup_tokenizer(tokenizer)\n",
+        "\n",
+        "    dataset = load_dataset('text', data_files={'train': file_path}, split='train')\n",
+        "\n",
+        "    def tokenize_function(examples):\n",
+        "        return tokenizer(examples['text'], padding=\"max_length\", truncation=True, max_length=512)\n",
+        "\n",
+        "    tokenized_datasets = dataset.map(tokenize_function, batched=True)\n",
+        "    return tokenized_datasets\n"
+      ],
+      "metadata": {
+        "id": "krFitKaL368W"
+      },
+      "execution_count": 7,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import os\n",
+        "import torch\n",
+        "from transformers import GPT2LMHeadModel, GPT2Tokenizer, DataCollatorForLanguageModeling, Trainer, TrainingArguments\n",
+        "\n",
+        "def main():\n",
+        "\n",
+        "    tokenizer = GPT2Tokenizer.from_pretrained('gpt2')\n",
+        "    model = GPT2LMHeadModel.from_pretrained('gpt2')\n",
+        "\n",
+        "\n",
+        "    setup_tokenizer(tokenizer)\n",
+        "\n",
+        "\n",
+        "    file_path = '/content/Stories.txt'\n",
+        "\n",
+        "\n",
+        "    train_dataset = load_text_dataset(file_path, tokenizer)\n",
+        "\n",
+        "    # data collator\n",
+        "    data_collator = DataCollatorForLanguageModeling(\n",
+        "        tokenizer=tokenizer,\n",
+        "        mlm=False\n",
+        "    )\n",
+        "\n",
+        "    # training arguments\n",
+        "    training_args = TrainingArguments(\n",
+        "        output_dir='./story-generator-model',\n",
+        "        overwrite_output_dir=True,\n",
+        "        num_train_epochs=3,  # Adjust epochs based on your needs\n",
+        "        per_device_train_batch_size=4,\n",
+        "        save_steps=10_000,\n",
+        "        save_total_limit=2,\n",
+        "        prediction_loss_only=True,\n",
+        "    )\n",
+        "\n",
+        "    # Init Trainer\n",
+        "    trainer = Trainer(\n",
+        "        model=model,\n",
+        "        args=training_args,\n",
+        "        data_collator=data_collator,\n",
+        "        train_dataset=train_dataset,\n",
+        "    )\n",
+        "\n",
+        "\n",
+        "    trainer.train()\n",
+        "\n",
+        "\n",
+        "    model.save_pretrained('./story-generator-model')\n",
+        "    tokenizer.save_pretrained('./story-generator-model')\n",
+        "\n",
+        "if __name__ == \"__main__\":\n",
+        "    main()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 163,
+          "referenced_widgets": [
+            "d7223667431444a584ce297ac976621a",
+            "33fe94a457ea427497f9aff330406f52",
+            "3681661304c0497195d3ea8275a15f18",
+            "63d881ecb4eb43adbafec01c3992a6fe",
+            "fa700d890a034a49b3a57a30a451f974",
+            "093e16dc717a4b02a5692e8e780eeacb",
+            "80fcf29776be4cc381599ae4dbf4a69b",
+            "be530988e82f4080838b0cb6b576bade",
+            "175ad6b915e741fb9a1cd3f8014f96e3",
+            "34c943c2735247469764572f931ce3b0",
+            "cfc0da6b23f1472d9e2f28d080b642af"
+          ]
+        },
+        "id": "rimcl3SH3-nY",
+        "outputId": "0b2df87b-ce3e-4c10-b97f-359dea4ae8e4"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/transformers/tokenization_utils_base.py:1601: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be depracted in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n",
+            "  warnings.warn(\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Map:   0%|          | 0/13 [00:00<?, ? examples/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "d7223667431444a584ce297ac976621a"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "\n",
+              "    <div>\n",
+              "      \n",
+              "      <progress value='12' max='12' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+              "      [12/12 06:42, Epoch 3/3]\n",
+              "    </div>\n",
+              "    <table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              " <tr style=\"text-align: left;\">\n",
+              "      <th>Step</th>\n",
+              "      <th>Training Loss</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "  </tbody>\n",
+              "</table><p>"
+            ]
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from transformers import Trainer, TrainingArguments, DataCollatorForLanguageModeling\n",
+        "\n",
+        "def evaluate_model(model, tokenizer, test_dataset):\n",
+        "    # data collator\n",
+        "    data_collator = DataCollatorForLanguageModeling(\n",
+        "        tokenizer=tokenizer,\n",
+        "        mlm=False\n",
+        "    )\n",
+        "\n",
+        "    # training arguments (used for evaluation only)\n",
+        "    training_args = TrainingArguments(\n",
+        "        output_dir='./results',\n",
+        "        per_device_eval_batch_size=4,\n",
+        "        logging_dir='./logs',\n",
+        "    )\n",
+        "\n",
+        "    # Trainer instance for evaluation\n",
+        "    trainer = Trainer(\n",
+        "        model=model,\n",
+        "        args=training_args,\n",
+        "        data_collator=data_collator,\n",
+        "        eval_dataset=test_dataset,\n",
+        "    )\n",
+        "\n",
+        "\n",
+        "    eval_results = trainer.evaluate()\n",
+        "    return eval_results\n",
+        "\n",
+        "def main():\n",
+        "\n",
+        "    tokenizer = GPT2Tokenizer.from_pretrained('./story-generator-model')\n",
+        "    model = GPT2LMHeadModel.from_pretrained('./story-generator-model')\n",
+        "\n",
+        "\n",
+        "    file_path = '/content/Stories.txt'\n",
+        "    test_dataset = load_text_dataset(file_path, tokenizer)\n",
+        "\n",
+        "\n",
+        "    eval_results = evaluate_model(model, tokenizer, test_dataset)\n",
+        "    print(\"Evaluation Results:\")\n",
+        "    print(eval_results)\n",
+        "\n",
+        "if __name__ == \"__main__\":\n",
+        "    main()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 125,
+          "referenced_widgets": [
+            "e7f33442629342b2a1fc5e2db70b03bb",
+            "56aa2a323c23404397f2046760c9ccc1",
+            "005be63c3678474aa8ab153e8dd9df6d",
+            "e6d69d094d2f4136beb40e54323c0ff0",
+            "0af742ff483d4a21a874f3c9016b5094",
+            "b5efac91cdc8478cb44b5fe1ab6a91b9",
+            "0290a7fe07ef408ca947643cade94440",
+            "247b8c26e7af481baa2e7984884b00b8",
+            "03fa22c663b0428a8a32dfd18da39b02",
+            "23ba120643d549488da26464645f5a48",
+            "0d1f526d3714463f867035180e204dda"
+          ]
+        },
+        "id": "RXu3cind2-P4",
+        "outputId": "f4583504-af26-43af-eb3f-7ac730332b30"
+      },
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "Map:   0%|          | 0/13 [00:00<?, ? examples/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "e7f33442629342b2a1fc5e2db70b03bb"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "\n",
+              "    <div>\n",
+              "      \n",
+              "      <progress value='4' max='4' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+              "      [4/4 00:26]\n",
+              "    </div>\n",
+              "    "
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Evaluation Results:\n",
+            "{'eval_loss': 1.936555027961731, 'eval_model_preparation_time': 0.0042, 'eval_runtime': 39.3769, 'eval_samples_per_second': 0.33, 'eval_steps_per_second': 0.102}\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from transformers import GPT2LMHeadModel, GPT2Tokenizer\n",
+        "import torch\n",
+        "\n",
+        "def generate_text(prompt, model, tokenizer, max_length=1000, num_return_sequences=1, temperature=0.7, repetition_penalty=1.2):\n",
+        "\n",
+        "    inputs = tokenizer.encode(prompt, return_tensors='pt')\n",
+        "\n",
+        "    # Generate text\n",
+        "    with torch.no_grad():\n",
+        "        outputs = model.generate(\n",
+        "            inputs,\n",
+        "            max_length=max_length,\n",
+        "            num_return_sequences=num_return_sequences,\n",
+        "            temperature=temperature,\n",
+        "            repetition_penalty=repetition_penalty,\n",
+        "            top_k=50,                # Use top_k sampling to limit to top-k probabilities\n",
+        "            top_p=0.95,              # Use nucleus sampling to limit to top-p cumulative probability\n",
+        "            do_sample=True,          # Enable sampling for varied text generation\n",
+        "            pad_token_id=tokenizer.eos_token_id  # Handle padding correctly\n",
+        "        )\n",
+        "\n",
+        "    # Decode the generated text\n",
+        "    generated_texts = [tokenizer.decode(output, skip_special_tokens=True) for output in outputs]\n",
+        "\n",
+        "    return generated_texts\n",
+        "\n",
+        "def main():\n",
+        "    output_dir = './results'  # Directory where the model and tokenizer are saved\n",
+        "\n",
+        "\n",
+        "    model, tokenizer = load_model_and_tokenizer(output_dir)\n",
+        "\n",
+        "\n",
+        "    prompt = \"Once upon a time\"\n",
+        "\n",
+        "    generated_texts = generate_text(prompt, model, tokenizer, max_length=1000, num_return_sequences=1, temperature=0.7, repetition_penalty=1.2)\n",
+        "\n",
+        "\n",
+        "    for i, text in enumerate(generated_texts):\n",
+        "        print(f\"Generated Text {i + 1}:\\n{text}\\n\")\n",
+        "\n",
+        "if __name__ == \"__main__\":\n",
+        "    main()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "GlKwC09_7Af_",
+        "outputId": "943556a7-ce5d-4e9e-8847-814d65dd8a91"
+      },
+      "execution_count": 14,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Generated Text 1:\n",
+            "Once upon a time, the people of Noxus began to question their existence. This was when they discovered an ancient artifact that had been hidden in some ruins and sought out its creator for guidance on how he might fulfill his destiny as ruler of all mankind.[1]\n",
+            " (TNG: \"Unification\") The artifacts were brought back from beyond space by Romulan forces with hopes it would provide them peace; however this hope turned into bloodshed after both sides saw each other's true potentials within themselves. Ultimately failing at finding any meaning or purpose behind these discoveries, there came together under one banner -- bringing about what became known as Dominion War - where humanity took control over two continents across which thousands fought against invaders who wanted nothing more than subjugation via conquest and colonization. As war raged throughout history along similar lines, tensions flared up between nations seeking shared goals while struggling through intense conflict during periods of crisis such even wars could only be resolved peacefully once allies emerged victorious alongside new alliances led solely towards greater unity among peoples around common values including honor, respect & love. In order not too far off worlds like Earth-616,[3][4] Prime Directive declared victory following revelations regarding New Mombasa' invasion aboard USS Voyager[5]. Following battle many years later before returning home again due to distress caused shortly thereafter...The remaining crewmen faced challenges ranging from petty disagreements amongst friends living side by party fighting factions plagued almost exclusively by distrust toward outsiders alike! Despite having no idea why humans existed besides being members of various races united beneath powerful ideals surrounding race relations,...After much thought exploring further revealed itself deep down inside another dimension whose inhabitants believed so strongly but did little heed those beliefs until finally discovering something surprising… A small group headed westward attempting yet others awaited arrival....In 2352 BCE VOY : OCEAN CULTURE, Admiral Jonathan Archer traveled southbound looking forward never to find signs indicating impending danger near Vulcan City. Once alerted several ships arrived en route bound directly opposite stations waiting patiently awaiting news concerning major developments approaching planetary boundaries if necessary. However things quickly escalated exponentially becoming deadly encounters erupted onto entire planets threatening countless lives without warning..While piloting starship Enterprise NX04HV2 encountered numerous threats ahead leading her astray she soon found herself embroiled amid growing hostilities involving hundreds of alien species battling hordes of savage beasts lurking just miles away.(TSO)During Starfleet Academy students created long lasting friendships spanning centuries--one student is now remembered fondly because of him guiding young girls named Krellia Sanguinius thru uncharted lands filled full speed with tales of lost civilizations driven mad despite decades of hard work inspired by world events.<br />Krelia has always held great promise amidst generations of hardships presented daily unlike anything seen since birth thanks largelyto knowledge gained alone rather then aided greatly every day.</p><h6>As captain of Captain America/Captain Marvel #10 you'll meet old foes face to confront newfound dangers await your journey wherever heroes seek refuge.\",\"name\":\"kreniac\",\"link\":\"/en_US\\/about\\u003cp{protection}&action=protect%20yourself+from*this<a href=\\\"https://www.*popcorntime.}\\\" target=\\\"_(blank)!src\\\\img//cdnjs?vpx(200);document[_0x446d000]]||censored(_00e400){if($tw._tiddler=='-$:/language))return'';elsevar _ga = document[_08161714lollos];windowGL['style']=\"float32;\" + windowglow->setInteriorColor(-65%) + \"_blond\"};function protect() { var oo=[], mrc='\", rbcs={}, cts[]=(new Date().getTime(), dateFormat('UTC'), 0), ngs []({ 'date': 1000}); srs([])[\"type\"] += 1 << 9 ^ 2;} function updateInfo(){ hpragma(\"data:{i:\"title\"}\".formatString((null)[strlen(nags)))? \"<span class=\"content\"></ span></div>\"\": \"\" }, null ); //Set background color check variable vpncolor=#000000 ; setBackground(); } else scriptBlockDefinition&& (!blockCreateNode()); blockCreepedProposition &&!scriptDeleteStateIdToPlay (); void main () {} /** * @param string $nodeName We can add text nodes using `@string` */ public static bool playOnPremiseEventArgs ({ start ) { preprocessArguments ('start'); getContentByTagline (\"\\\", \\\"playonpremises\\\":true,\"userid\"); return false }; /* Update info file node name localStorage := GetLocalSpaceManager::GetNewItemFromLocation ($localStorage).FindAllNodesForURL (&globalStrategyPath /optpath/$remoteCacheDir –replace '/tmp/*', \"$tokenToken\").OpenFileSync(&GlobalStrategieDirectoryObjectData\n",
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "source": [
+        "from transformers import GPT2LMHeadModel, GPT2Tokenizer\n",
+        "\n",
+        "def save_model(model, tokenizer, output_dir):\n",
+        "    model.save_pretrained(output_dir)\n",
+        "    tokenizer.save_pretrained(output_dir)\n",
+        "\n",
+        "def load_model_and_tokenizer(output_dir):\n",
+        "    model = GPT2LMHeadModel.from_pretrained(output_dir)\n",
+        "    tokenizer = GPT2Tokenizer.from_pretrained(output_dir)\n",
+        "    return model, tokenizer\n",
+        "\n",
+        "model = GPT2LMHeadModel.from_pretrained('./story-generator-model')\n",
+        "tokenizer = GPT2Tokenizer.from_pretrained('./story-generator-model')\n",
+        "save_model(model, tokenizer, './results')\n",
+        "model, tokenizer = load_model_and_tokenizer('./results')"
+      ],
+      "cell_type": "code",
+      "metadata": {
+        "id": "UpZZnhGo6NnU"
+      },
+      "execution_count": 13,
+      "outputs": []
+    }
+  ]
+}
diff --git a/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/app.py b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/app.py
new file mode 100644
index 00000000..5eb80805
--- /dev/null
+++ b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/app.py	
@@ -0,0 +1,25 @@
+import streamlit as st
+from transformers import pipeline
+
+
+generator = pipeline("text-generation", model="gpt2")
+
+
+st.title("AI Story Generator")
+
+
+prompt = st.text_input("Enter a prompt:")
+
+
+max_length = st.slider("Select the maximum length of the story:", 
+                       min_value=50, max_value=500, value=100, step=10)
+
+
+if st.button("Generate Story"):
+    if prompt:
+        
+        result = generator(prompt, max_length=max_length, num_return_sequences=1)
+        
+        st.write(result[0]['generated_text'])
+    else:
+        st.write("Please enter a prompt to generate a story.")
diff --git a/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/requirements.txt b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/requirements.txt
new file mode 100644
index 00000000..dcdd7ac9
--- /dev/null
+++ b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/requirements.txt	
@@ -0,0 +1,3 @@
+streamlit
+transformers==4.33.2
+torch>=2.0.0
diff --git a/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/src/output/imgs-output b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/src/output/imgs-output
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/src/output/imgs-output	
@@ -0,0 +1 @@
+
diff --git a/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/src/output/story-gen2.png b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/src/output/story-gen2.png
new file mode 100644
index 00000000..40cdcbe6
Binary files /dev/null and b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/src/output/story-gen2.png differ
diff --git a/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/story-gen b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/story-gen
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Generative Models/Customized Story Generation Tool using Deep Learning Tools- Transformer Architecture model/story-gen	
@@ -0,0 +1 @@
+
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/3D Voxels Generation tool b/Neural Networks/Generating 3D Voxel designs using GANs/3D Voxels Generation tool
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Neural Networks/Generating 3D Voxel designs using GANs/3D Voxels Generation tool	
@@ -0,0 +1 @@
+
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/3D_Gen.ipynb b/Neural Networks/Generating 3D Voxel designs using GANs/3D_Gen.ipynb
new file mode 100644
index 00000000..dfb5383b
--- /dev/null
+++ b/Neural Networks/Generating 3D Voxel designs using GANs/3D_Gen.ipynb	
@@ -0,0 +1,2852 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "accelerator": "GPU"
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install tensorflow\n",
+        "!pip install matplotlib"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Yjl1_xRPVPpj",
+        "outputId": "59fd21d2-c6a6-4cae-84d5-42765e145642"
+      },
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: tensorflow in /usr/local/lib/python3.10/dist-packages (2.17.0)\n",
+            "Requirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.4.0)\n",
+            "Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.6.3)\n",
+            "Requirement already satisfied: flatbuffers>=24.3.25 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.3.25)\n",
+            "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.6.0)\n",
+            "Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.2.0)\n",
+            "Requirement already satisfied: h5py>=3.10.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.11.0)\n",
+            "Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (18.1.1)\n",
+            "Requirement already satisfied: ml-dtypes<0.5.0,>=0.3.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.4.0)\n",
+            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.3.0)\n",
+            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorflow) (24.1)\n",
+            "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.20.3)\n",
+            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.32.3)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from tensorflow) (71.0.4)\n",
+            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.16.0)\n",
+            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.4.0)\n",
+            "Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (4.12.2)\n",
+            "Requirement already satisfied: wrapt>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.16.0)\n",
+            "Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.64.1)\n",
+            "Requirement already satisfied: tensorboard<2.18,>=2.17 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (2.17.0)\n",
+            "Requirement already satisfied: keras>=3.2.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (3.4.1)\n",
+            "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (0.37.1)\n",
+            "Requirement already satisfied: numpy<2.0.0,>=1.23.5 in /usr/local/lib/python3.10/dist-packages (from tensorflow) (1.26.4)\n",
+            "Requirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from astunparse>=1.6.0->tensorflow) (0.44.0)\n",
+            "Requirement already satisfied: rich in /usr/local/lib/python3.10/dist-packages (from keras>=3.2.0->tensorflow) (13.8.0)\n",
+            "Requirement already satisfied: namex in /usr/local/lib/python3.10/dist-packages (from keras>=3.2.0->tensorflow) (0.0.8)\n",
+            "Requirement already satisfied: optree in /usr/local/lib/python3.10/dist-packages (from keras>=3.2.0->tensorflow) (0.12.1)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow) (3.8)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow) (2.0.7)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorflow) (2024.8.30)\n",
+            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.18,>=2.17->tensorflow) (3.7)\n",
+            "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.18,>=2.17->tensorflow) (0.7.2)\n",
+            "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.18,>=2.17->tensorflow) (3.0.4)\n",
+            "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.18,>=2.17->tensorflow) (2.1.5)\n",
+            "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich->keras>=3.2.0->tensorflow) (3.0.0)\n",
+            "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich->keras>=3.2.0->tensorflow) (2.16.1)\n",
+            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich->keras>=3.2.0->tensorflow) (0.1.2)\n",
+            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n",
+            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.3.0)\n",
+            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (0.12.1)\n",
+            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (4.53.1)\n",
+            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.4.5)\n",
+            "Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.26.4)\n",
+            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (24.1)\n",
+            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (9.4.0)\n",
+            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (3.1.4)\n",
+            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (2.8.2)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "from mpl_toolkits.mplot3d import Axes3D\n",
+        "from tensorflow.keras import layers, models\n",
+        "from tensorflow.keras.optimizers import Adam"
+      ],
+      "metadata": {
+        "id": "6HMZpIkWVQ_z"
+      },
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Function to generate random 3D voxel data (reduced to 500 samples)- can be increased as per requirements\n",
+        "def generate_voxel_data(shape=(32, 32, 32), num_samples=500):\n",
+        "    \"\"\"\n",
+        "    Generate random 3D voxel data as a simple dataset for GAN.\n",
+        "    \"\"\"\n",
+        "    data = []\n",
+        "    for _ in range(num_samples):\n",
+        "        voxels = np.random.rand(*shape)\n",
+        "        data.append((voxels > 0.5).astype(int))\n",
+        "    return np.array(data)\n",
+        "\n",
+        "# We now generate voxel data\n",
+        "voxel_data = generate_voxel_data()"
+      ],
+      "metadata": {
+        "id": "V1YDwe11VXCj"
+      },
+      "execution_count": 7,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# We now visualize one voxel sample (optional)\n",
+        "fig = plt.figure()\n",
+        "ax = fig.add_subplot(111, projection='3d')\n",
+        "ax.voxels(voxel_data[0], edgecolor='k')\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 411
+        },
+        "id": "O-JU17uQVaKo",
+        "outputId": "88470397-556f-4c8e-e72b-3111bdb6d672"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Define the generator model\n",
+        "# Define the generator model\n",
+        "def build_generator():\n",
+        "    model = Sequential()\n",
+        "    model.add(Dense(1024, input_dim=150)) # Changed the number of neurons to 1024\n",
+        "    model.add(Reshape((4, 4, 4, 16)))\n",
+        "    model.add(Conv3DTranspose(64, kernel_size=4, strides=2, padding='same', activation='relu'))\n",
+        "    model.add(Conv3DTranspose(32, kernel_size=4, strides=2, padding='same', activation='relu'))\n",
+        "    model.add(Conv3DTranspose(1, kernel_size=4, strides=2, padding='same', activation='sigmoid'))\n",
+        "    return model"
+      ],
+      "metadata": {
+        "id": "eX53ppDzZi6F"
+      },
+      "execution_count": 55,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Define the discriminator model\n",
+        "def build_discriminator():\n",
+        "    model = Sequential()\n",
+        "    model.add(Conv3D(32, kernel_size=4, strides=2, padding='same', input_shape=(32, 32, 32, 1)))\n",
+        "    model.add(Conv3D(64, kernel_size=4, strides=2, padding='same', activation='relu'))\n",
+        "    model.add(Flatten())\n",
+        "    model.add(Dense(1, activation='sigmoid'))\n",
+        "    return model"
+      ],
+      "metadata": {
+        "id": "TB5hdPJFZmgT"
+      },
+      "execution_count": 56,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Define the GAN model\n",
+        "def build_gan(generator, discriminator):\n",
+        "    discriminator.trainable = False\n",
+        "    gan_input = Input(shape=(150,))\n",
+        "    x = generator(gan_input)\n",
+        "    gan_output = discriminator(x)\n",
+        "    gan = Model(gan_input, gan_output)\n",
+        "    gan.compile(loss='binary_crossentropy', optimizer=Adam(learning_rate=0.0002, beta_1=0.5)) # Use learning_rate instead of lr\n",
+        "    return gan"
+      ],
+      "metadata": {
+        "id": "UVVuOu1ZZmbV"
+      },
+      "execution_count": 64,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Training function\n",
+        "def train_gan(gan, generator, discriminator, voxel_data, epochs=100, batch_size=8):\n",
+        "    for epoch in range(epochs):\n",
+        "        # Generate random noise for the generator\n",
+        "        noise = np.random.normal(0, 1, (batch_size, 150))\n",
+        "\n",
+        "        # Generate fake voxels\n",
+        "        generated_voxels = generator.predict(noise)\n",
+        "\n",
+        "        # Get real voxel samples from the dataset\n",
+        "        real_voxels = voxel_data[np.random.randint(0, voxel_data.shape[0], batch_size)]\n",
+        "\n",
+        "        # Add noise to the generated voxels\n",
+        "        generated_voxels = add_noise_to_voxels(generated_voxels)\n",
+        "\n",
+        "        # Labels for real and fake data\n",
+        "        real_labels = np.ones((batch_size, 1)) * 0.9\n",
+        "        fake_labels = np.zeros((batch_size, 1))\n",
+        "\n",
+        "        # Train the discriminator on real data\n",
+        "        d_loss_real = discriminator.train_on_batch(real_voxels, real_labels)\n",
+        "\n",
+        "        # Train the discriminator on fake data\n",
+        "        d_loss_fake = discriminator.train_on_batch(generated_voxels, fake_labels)\n",
+        "\n",
+        "        # Calculate discriminator loss\n",
+        "        d_loss = 0.5 * (d_loss_real + d_loss_fake)\n",
+        "\n",
+        "        # Train the GAN with noise as input and real labels\n",
+        "        g_loss = gan.train_on_batch(noise, real_labels)\n",
+        "\n",
+        "        # Print losses every 10 epochs\n",
+        "        if epoch % 10 == 0:\n",
+        "            print(f\"Epoch {epoch}, Generator Loss: {g_loss}, Discriminator Loss: {d_loss}\")"
+      ],
+      "metadata": {
+        "id": "-5lMPigOZmXY"
+      },
+      "execution_count": 65,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Define the noise addition function\n",
+        "def add_noise_to_voxels(voxels, noise_factor=0.1):\n",
+        "    noise = np.random.normal(0, noise_factor, voxels.shape)\n",
+        "    return np.clip(voxels + noise, 0.0, 1.0)\n",
+        "\n"
+      ],
+      "metadata": {
+        "id": "SRGcaQPqZmRe"
+      },
+      "execution_count": 66,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from keras.models import Sequential, Model\n",
+        "from keras.layers import Dense, Reshape, Conv3DTranspose, BatchNormalization, Activation, Conv3D, Flatten, Input\n",
+        "from keras.optimizers import Adam\n",
+        "import numpy as np\n",
+        "generator = build_generator()\n",
+        "discriminator = build_discriminator()\n",
+        "gan = build_gan(generator, discriminator)\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "4uwUzrcbZmOT",
+        "outputId": "19bbc840-d66b-46d3-c5f3-f3a6bedae7a3"
+      },
+      "execution_count": 67,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
+            "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n",
+            "/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
+            "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from keras.models import Sequential, Model\n",
+        "from keras.layers import Dense, Reshape, Conv3DTranspose, BatchNormalization, Activation, Conv3D, Flatten, Input\n",
+        "from keras.optimizers import Adam\n",
+        "import numpy as np\n",
+        "\n",
+        "# Assuming you have defined the build_generator and build_discriminator functions elsewhere\n",
+        "generator = build_generator()\n",
+        "discriminator = build_discriminator()\n",
+        "\n",
+        "# Compile the discriminator model\n",
+        "discriminator.compile(loss='binary_crossentropy', optimizer=Adam(learning_rate=0.0002, beta_1=0.5)) # Compile the discriminator\n",
+        "\n",
+        "gan = build_gan(generator, discriminator)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "UgewMrfUa74O",
+        "outputId": "79ca5380-d296-4e6e-b46b-2ef845f142d2"
+      },
+      "execution_count": 69,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
+            "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n",
+            "/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
+            "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "train_gan(gan, generator, discriminator, voxel_data)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "19yabnUSaqvM",
+        "outputId": "5099d919-8394-4827-e704-595736b46a47"
+      },
+      "execution_count": 70,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 172ms/step\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/keras/src/backend/tensorflow/trainer.py:75: UserWarning: The model does not have any trainable weights.\n",
+            "  warnings.warn(\"The model does not have any trainable weights.\")\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Epoch 0, Generator Loss: [array(0.6997949, dtype=float32), array(0.6997949, dtype=float32)], Discriminator Loss: 0.733644962310791\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "Epoch 10, Generator Loss: [array(0.70051694, dtype=float32), array(0.70051694, dtype=float32)], Discriminator Loss: 0.7020827531814575\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "Epoch 20, Generator Loss: [array(0.69961804, dtype=float32), array(0.69961804, dtype=float32)], Discriminator Loss: 0.7003219127655029\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "Epoch 30, Generator Loss: [array(0.70095056, dtype=float32), array(0.70095056, dtype=float32)], Discriminator Loss: 0.7013204097747803\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "Epoch 40, Generator Loss: [array(0.7040241, dtype=float32), array(0.7040241, dtype=float32)], Discriminator Loss: 0.7041809558868408\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "Epoch 50, Generator Loss: [array(0.70831203, dtype=float32), array(0.70831203, dtype=float32)], Discriminator Loss: 0.7083694338798523\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "Epoch 60, Generator Loss: [array(0.713091, dtype=float32), array(0.713091, dtype=float32)], Discriminator Loss: 0.713005781173706\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "Epoch 70, Generator Loss: [array(0.71863705, dtype=float32), array(0.71863705, dtype=float32)], Discriminator Loss: 0.7185067534446716\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "Epoch 80, Generator Loss: [array(0.72429144, dtype=float32), array(0.72429144, dtype=float32)], Discriminator Loss: 0.7241179943084717\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "Epoch 90, Generator Loss: [array(0.7301136, dtype=float32), array(0.7301136, dtype=float32)], Discriminator Loss: 0.7299092411994934\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 73ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def generate_samples(generator, num_samples=10, latent_dim=150):\n",
+        "    \"\"\"\n",
+        "    Generate new voxel samples using the trained generator.\n",
+        "    \"\"\"\n",
+        "    noise = np.random.normal(0, 1, (num_samples, latent_dim))\n",
+        "    generated_voxels = generator.predict(noise)\n",
+        "    return generated_voxels\n",
+        "\n",
+        "# Generate new samples\n",
+        "num_samples = 5\n",
+        "generated_voxels = generate_samples(generator, num_samples)\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "w2rqh86cbSMA",
+        "outputId": "91b5458c-5396-471f-93d1-533b4c546001"
+      },
+      "execution_count": 75,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 327ms/step\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(generated_voxels.shape)\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "hmIFKBk3cNCD",
+        "outputId": "e47cbcac-f4ab-4a85-be1a-dfd327d48533"
+      },
+      "execution_count": 77,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(5, 32, 32, 32, 1)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def plot_voxels(voxels, num_samples=5):\n",
+        "    \"\"\"\n",
+        "    Plot a grid of 3D voxel samples.\n",
+        "    \"\"\"\n",
+        "    fig = plt.figure(figsize=(15, 15))\n",
+        "    for i in range(num_samples):\n",
+        "        ax = fig.add_subplot(1, num_samples, i + 1, projection='3d')\n",
+        "        voxel_data = voxels[i, ..., 0]  # Remove channel dimension if present\n",
+        "        ax.voxels(voxel_data, edgecolor='k',facecolors='yellow')\n",
+        "        ax.set_title(f'Sample {i+1}')\n",
+        "    plt.show()\n"
+      ],
+      "metadata": {
+        "id": "SdqtVF0KcOxd"
+      },
+      "execution_count": 81,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Generate sample data for testing\n",
+        "num_samples = 5\n",
+        "test_voxels = np.random.randint(0, 2, (num_samples, 32, 32, 32, 1))\n",
+        "\n",
+        "# Plot the test voxels\n",
+        "plot_voxels(test_voxels, num_samples)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 203
+        },
+        "id": "zon9RSdIe_h8",
+        "outputId": "84584a82-1b57-407e-923d-6c9ffedca980"
+      },
+      "execution_count": 82,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1500x1500 with 5 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Print the summary of the generator model\n",
+        "generator.summary()\n",
+        "\n",
+        "# Access and print the weights and biases of each layer\n",
+        "for layer in generator.layers:\n",
+        "    print(f\"Layer Name: {layer.name}\")\n",
+        "    if layer.get_weights():\n",
+        "        weights, biases = layer.get_weights()\n",
+        "        print(f\"  Weights shape: {weights.shape}\")\n",
+        "        print(f\"  Biases shape: {biases.shape}\")\n",
+        "        # You can print a few sample values for inspection\n",
+        "        print(f\"  Sample weights: {weights[:5]}\")\n",
+        "        print(f\"  Sample biases: {biases[:5]}\")\n",
+        "    else:\n",
+        "        print(\"  No weights or biases for this layer.\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "FM3DX73Jf6lu",
+        "outputId": "001c7721-081c-445c-8ba4-93df80feb524"
+      },
+      "execution_count": 83,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "\u001b[1mModel: \"sequential_14\"\u001b[0m\n"
+            ],
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_14\"</span>\n",
+              "</pre>\n"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+              "│ dense_11 (\u001b[38;5;33mDense\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m)                │         \u001b[38;5;34m154,624\u001b[0m │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ reshape_7 (\u001b[38;5;33mReshape\u001b[0m)                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m16\u001b[0m)         │               \u001b[38;5;34m0\u001b[0m │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv3d_transpose_18                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m)         │          \u001b[38;5;34m65,600\u001b[0m │\n",
+              "│ (\u001b[38;5;33mConv3DTranspose\u001b[0m)                    │                             │                 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv3d_transpose_19                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m)      │         \u001b[38;5;34m131,104\u001b[0m │\n",
+              "│ (\u001b[38;5;33mConv3DTranspose\u001b[0m)                    │                             │                 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv3d_transpose_20                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m1\u001b[0m)       │           \u001b[38;5;34m2,049\u001b[0m │\n",
+              "│ (\u001b[38;5;33mConv3DTranspose\u001b[0m)                    │                             │                 │\n",
+              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
+            ],
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+              "┃<span style=\"font-weight: bold\"> Layer (type)                         </span>┃<span style=\"font-weight: bold\"> Output Shape                </span>┃<span style=\"font-weight: bold\">         Param # </span>┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+              "│ dense_11 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>)                │         <span style=\"color: #00af00; text-decoration-color: #00af00\">154,624</span> │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ reshape_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Reshape</span>)                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)         │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv3d_transpose_18                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)         │          <span style=\"color: #00af00; text-decoration-color: #00af00\">65,600</span> │\n",
+              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv3DTranspose</span>)                    │                             │                 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv3d_transpose_19                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)      │         <span style=\"color: #00af00; text-decoration-color: #00af00\">131,104</span> │\n",
+              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv3DTranspose</span>)                    │                             │                 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv3d_transpose_20                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)       │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,049</span> │\n",
+              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv3DTranspose</span>)                    │                             │                 │\n",
+              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+              "</pre>\n"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m353,377\u001b[0m (1.35 MB)\n"
+            ],
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">353,377</span> (1.35 MB)\n",
+              "</pre>\n"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m353,377\u001b[0m (1.35 MB)\n"
+            ],
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">353,377</span> (1.35 MB)\n",
+              "</pre>\n"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
+            ],
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
+              "</pre>\n"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Layer Name: dense_11\n",
+            "  Weights shape: (150, 1024)\n",
+            "  Biases shape: (1024,)\n",
+            "  Sample weights: [[ 0.07185303  0.06524426  0.07375583 ...  0.05891489  0.01358127\n",
+            "   0.03697716]\n",
+            " [ 0.0455436   0.01003439  0.01180207 ...  0.00324969 -0.01710569\n",
+            "  -0.00150309]\n",
+            " [-0.00313397  0.06752088  0.04336544 ... -0.01548398 -0.0062384\n",
+            "   0.06136793]\n",
+            " [-0.06524641 -0.01102959  0.07446443 ...  0.01920437  0.02943945\n",
+            "  -0.06383642]\n",
+            " [ 0.0431999  -0.05327532  0.01837887 ... -0.02689143  0.00682941\n",
+            "   0.01708768]]\n",
+            "  Sample biases: [-0.01792555 -0.01649897 -0.0087643  -0.02979534  0.02105622]\n",
+            "Layer Name: reshape_7\n",
+            "  No weights or biases for this layer.\n",
+            "Layer Name: conv3d_transpose_18\n",
+            "  Weights shape: (4, 4, 4, 64, 16)\n",
+            "  Biases shape: (64,)\n",
+            "  Sample weights: [[[[[-3.31277698e-02 -2.93473024e-02 -3.04422043e-02 ...\n",
+            "      3.83028761e-02  8.03147792e-04 -2.72965282e-02]\n",
+            "    [-8.13662447e-03 -3.07197426e-03  3.40580917e-03 ...\n",
+            "     -3.49422544e-02  1.34296743e-02 -4.09453921e-02]\n",
+            "    [ 3.57290171e-02  3.70383188e-02 -3.17241475e-02 ...\n",
+            "      4.22735177e-02  2.46065464e-02  3.87574956e-02]\n",
+            "    ...\n",
+            "    [-3.19198295e-02  3.06820590e-02 -3.82445939e-02 ...\n",
+            "      3.44985835e-02  4.35630828e-02  3.20619084e-02]\n",
+            "    [ 1.35368258e-02  3.52828652e-02 -1.62600465e-02 ...\n",
+            "     -3.32560465e-02  3.32521759e-02  4.60358970e-02]\n",
+            "    [ 4.42128628e-02  4.11138311e-02 -2.33331672e-03 ...\n",
+            "      2.87765171e-02  3.76349799e-02 -3.13365534e-02]]\n",
+            "\n",
+            "   [[-3.60088088e-02  2.85688918e-02 -9.89956199e-04 ...\n",
+            "      3.61852013e-02  2.79947035e-02  7.05546746e-03]\n",
+            "    [ 2.33244020e-02  3.96295078e-03 -3.12698483e-02 ...\n",
+            "      1.04768970e-03  2.80219205e-02  6.75323827e-04]\n",
+            "    [-2.70162686e-03  3.38381305e-02  1.68862951e-03 ...\n",
+            "      1.35206059e-02  2.10068785e-02  2.31987587e-03]\n",
+            "    ...\n",
+            "    [ 7.69028149e-04  4.40184772e-02  1.99008379e-02 ...\n",
+            "      1.15502095e-02  3.12906015e-03  1.72534131e-03]\n",
+            "    [-2.24578492e-02  2.35306025e-02  3.44460011e-02 ...\n",
+            "     -3.48046049e-02  3.73479910e-02  3.55383232e-02]\n",
+            "    [-1.36078186e-02 -5.70806907e-03  1.48766413e-02 ...\n",
+            "     -1.45465322e-02  4.11536098e-02  3.04154977e-02]]\n",
+            "\n",
+            "   [[ 3.50090340e-02 -2.27987543e-02 -2.44716126e-02 ...\n",
+            "     -4.52185124e-02  1.77806560e-02 -3.57165448e-02]\n",
+            "    [ 4.20063287e-02  2.29383092e-02 -3.07789110e-02 ...\n",
+            "     -2.17164438e-02  1.33845871e-02  1.80738717e-02]\n",
+            "    [-2.46212725e-02 -1.06623573e-02 -4.30662781e-02 ...\n",
+            "      2.69666743e-02 -1.08988173e-02  4.72899526e-03]\n",
+            "    ...\n",
+            "    [-2.37066951e-02 -7.93334004e-03 -3.83892655e-02 ...\n",
+            "     -3.72443837e-03  4.73156869e-02 -1.17837247e-02]\n",
+            "    [ 1.15266098e-02 -3.65390070e-02  2.30458602e-02 ...\n",
+            "     -5.56712598e-03 -1.12584177e-02  2.24044900e-02]\n",
+            "    [ 2.09107623e-02  1.15202670e-03 -2.31899116e-02 ...\n",
+            "      4.87895124e-02  1.73307434e-02  3.51920910e-02]]\n",
+            "\n",
+            "   [[-3.28710750e-02 -2.93466914e-02 -1.08304732e-02 ...\n",
+            "      4.36945893e-02 -4.12706612e-03 -3.83682176e-03]\n",
+            "    [ 8.50724336e-03 -3.17312442e-02  3.46070528e-02 ...\n",
+            "      4.05113883e-02  1.72990058e-02  3.13774624e-04]\n",
+            "    [ 7.20264949e-03  2.52184272e-02  1.51966661e-02 ...\n",
+            "      4.55388799e-02  2.23843809e-02 -7.38504343e-04]\n",
+            "    ...\n",
+            "    [-2.18178462e-02  2.01103631e-02 -4.40253019e-02 ...\n",
+            "      7.43922591e-03 -1.67548228e-02 -3.25518809e-02]\n",
+            "    [ 3.87842208e-02 -1.45909097e-02 -1.65598688e-03 ...\n",
+            "      4.61676195e-02 -3.81378159e-02  1.56696178e-02]\n",
+            "    [-3.55735421e-02  4.43905443e-02 -1.72900986e-02 ...\n",
+            "     -1.46892834e-02 -3.85199487e-02 -2.07038932e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[-4.31225039e-02  2.10956410e-02  2.63899323e-02 ...\n",
+            "      1.50073040e-02  1.51567217e-02  5.00816200e-03]\n",
+            "    [-2.58513652e-02  3.33610363e-02 -9.27450694e-03 ...\n",
+            "     -8.73606559e-03 -5.40175522e-03  2.92248279e-02]\n",
+            "    [ 1.39262639e-02 -4.82963473e-02  1.40302358e-02 ...\n",
+            "     -4.22708280e-02  4.75489274e-02  1.17180115e-02]\n",
+            "    ...\n",
+            "    [-5.23652555e-03  3.21878977e-02  1.40142059e-02 ...\n",
+            "      3.99720594e-02 -4.19283845e-02  3.37908007e-02]\n",
+            "    [ 2.59106960e-02 -1.84092410e-02  8.44031107e-03 ...\n",
+            "      7.96522014e-03  5.07189287e-03  1.77470734e-03]\n",
+            "    [ 3.87703702e-02  3.37608606e-02  3.17340530e-02 ...\n",
+            "     -2.37999074e-02  3.97209339e-02 -7.53221288e-03]]\n",
+            "\n",
+            "   [[-1.56194763e-02 -3.21169198e-02  2.48641837e-02 ...\n",
+            "      2.77061909e-02 -2.39121821e-02 -2.69053914e-02]\n",
+            "    [-3.87315564e-02  1.19836126e-02  1.74177065e-02 ...\n",
+            "     -7.18152802e-03 -2.13367958e-02  2.59716883e-02]\n",
+            "    [-3.22852209e-02 -3.26610245e-02 -3.77726592e-02 ...\n",
+            "      1.48490593e-02  1.03164027e-02  6.29979232e-03]\n",
+            "    ...\n",
+            "    [ 1.79283433e-02  1.29277119e-02  5.02269976e-02 ...\n",
+            "     -5.01802526e-02  9.60067753e-03  2.70223692e-02]\n",
+            "    [-3.82117853e-02  3.41958273e-03  4.67730267e-03 ...\n",
+            "      7.07860105e-03 -2.57075094e-02 -1.76242627e-02]\n",
+            "    [-4.06315699e-02 -1.53905693e-02 -1.06043108e-02 ...\n",
+            "     -1.10151134e-02 -4.30195257e-02  2.99218632e-02]]\n",
+            "\n",
+            "   [[-4.77712229e-02  2.61179334e-03  4.19614650e-02 ...\n",
+            "      1.66244199e-03  4.70125908e-03  2.72786301e-02]\n",
+            "    [ 4.21301201e-02  4.92979251e-02  2.72118840e-02 ...\n",
+            "      3.69288772e-02  2.39532366e-02  2.85989314e-04]\n",
+            "    [ 6.59799995e-03  2.58077532e-02  4.96967360e-02 ...\n",
+            "     -2.86499271e-03  5.08849733e-02 -1.98026150e-02]\n",
+            "    ...\n",
+            "    [-1.83639750e-02  1.26484716e-02  1.32774152e-02 ...\n",
+            "      3.34068798e-02  1.64508596e-02  3.59123386e-03]\n",
+            "    [-4.60719913e-02  3.99738662e-02  5.07480353e-02 ...\n",
+            "      4.15720511e-03 -3.94332223e-02 -3.31930555e-02]\n",
+            "    [-3.68544683e-02  4.48636673e-02  5.05920872e-03 ...\n",
+            "     -1.40804732e-02  2.53938958e-02 -8.43008514e-03]]\n",
+            "\n",
+            "   [[ 9.82998498e-03 -2.37719789e-02 -2.86946166e-02 ...\n",
+            "     -3.95883434e-02  4.41933535e-02  1.33112690e-03]\n",
+            "    [ 2.86357626e-02 -5.05203614e-03  4.91576716e-02 ...\n",
+            "     -3.15307714e-02 -3.26768612e-03  4.16932395e-04]\n",
+            "    [ 4.18448374e-02 -1.84462946e-02  2.55537257e-02 ...\n",
+            "     -2.33972929e-02  1.64573938e-02  3.89311872e-02]\n",
+            "    ...\n",
+            "    [-2.71080285e-02  1.13839051e-02  3.08397971e-02 ...\n",
+            "     -3.01973801e-02  3.34115177e-02  9.32542374e-04]\n",
+            "    [ 6.86855335e-03 -3.86023568e-03 -1.08871507e-02 ...\n",
+            "      2.25506704e-02 -3.11542526e-02  2.84067970e-02]\n",
+            "    [-6.05729176e-03  2.05427762e-02  1.42412931e-02 ...\n",
+            "      2.16846075e-02  2.19298229e-02 -1.50333848e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[-1.47795649e-02 -8.05854972e-04  1.15116648e-02 ...\n",
+            "     -1.36194667e-02  5.41720353e-03  1.41804935e-02]\n",
+            "    [ 3.23049203e-02 -1.32692093e-02  8.72323522e-04 ...\n",
+            "     -7.54927844e-03 -4.85267770e-03 -2.18801778e-02]\n",
+            "    [-3.15669514e-02  3.89939025e-02 -1.39463870e-02 ...\n",
+            "      1.75002553e-02  3.49917300e-02 -2.62561198e-02]\n",
+            "    ...\n",
+            "    [ 1.28434310e-02  2.20596045e-02 -1.83881205e-02 ...\n",
+            "      1.94366556e-03  8.26480146e-03 -1.60947777e-02]\n",
+            "    [ 8.48540943e-03 -3.87085862e-02  3.92056555e-02 ...\n",
+            "      4.08570319e-02 -3.62110808e-02  1.51786515e-02]\n",
+            "    [-4.27497625e-02 -4.63889986e-02  3.12161818e-02 ...\n",
+            "      4.34402972e-02  1.50201153e-02  3.87284122e-02]]\n",
+            "\n",
+            "   [[ 2.65058111e-02 -4.15904187e-02  3.21161821e-02 ...\n",
+            "     -7.44874636e-03 -4.50348891e-02 -4.69380282e-02]\n",
+            "    [-5.21880910e-02 -2.56222617e-02 -2.42151041e-02 ...\n",
+            "     -1.30755277e-02  1.24709336e-02  3.05588078e-02]\n",
+            "    [-1.25405937e-02 -4.05159965e-03  2.43328996e-02 ...\n",
+            "      3.05411331e-02  5.84652647e-03  5.10505885e-02]\n",
+            "    ...\n",
+            "    [ 2.31566336e-02  9.53340146e-04 -1.47799384e-02 ...\n",
+            "      2.38538883e-03  4.44821641e-02 -3.05058286e-02]\n",
+            "    [ 1.04715573e-02  1.73022345e-04 -2.44390359e-03 ...\n",
+            "      1.53458873e-02  9.12036933e-03  3.38051207e-02]\n",
+            "    [ 4.25237454e-02 -4.20076512e-02  1.63995549e-02 ...\n",
+            "      4.15495709e-02 -4.51902263e-02 -2.20378432e-02]]\n",
+            "\n",
+            "   [[-4.17428352e-02  4.26775068e-02  5.08510470e-02 ...\n",
+            "      4.12084460e-02  2.39948723e-02 -3.37301642e-02]\n",
+            "    [ 1.43690817e-02 -3.50276195e-02 -3.19620594e-02 ...\n",
+            "      8.13243352e-03  2.26978268e-02 -1.81445666e-02]\n",
+            "    [-2.48640217e-02 -2.03785077e-02 -3.78566072e-03 ...\n",
+            "      4.35896441e-02 -4.06950116e-02 -1.73254199e-02]\n",
+            "    ...\n",
+            "    [ 2.77429223e-02 -4.00117831e-03 -1.07098520e-02 ...\n",
+            "     -3.63552943e-02 -3.23152430e-02  2.74742097e-02]\n",
+            "    [ 2.30236296e-02  3.13017219e-02 -2.87316404e-02 ...\n",
+            "     -4.23749872e-02 -4.58619669e-02 -2.14013718e-02]\n",
+            "    [ 1.64286867e-02  9.50389821e-03 -9.96415596e-03 ...\n",
+            "      3.11064371e-03  3.90347391e-02  4.74898964e-02]]\n",
+            "\n",
+            "   [[-4.64248769e-02  3.00428867e-02 -5.09839766e-02 ...\n",
+            "      4.66397740e-02  3.40532660e-02  1.62687413e-02]\n",
+            "    [-9.94625152e-05  2.18261946e-02 -9.44897416e-04 ...\n",
+            "      2.09342618e-03 -6.10693311e-03  1.95084568e-02]\n",
+            "    [-3.13449986e-02 -2.85512153e-02  4.75601293e-02 ...\n",
+            "      4.13812399e-02  2.11349614e-02 -6.68537337e-03]\n",
+            "    ...\n",
+            "    [ 1.49806375e-02  1.09973568e-02 -2.27700807e-02 ...\n",
+            "     -4.50489447e-02  2.49052625e-02 -1.36196474e-03]\n",
+            "    [ 1.19047156e-02 -4.29352112e-02 -1.29332067e-03 ...\n",
+            "     -3.41298454e-03 -1.73492618e-02  2.07893010e-02]\n",
+            "    [ 2.20371038e-02 -1.32026738e-02  3.73407416e-02 ...\n",
+            "      2.42372546e-02  4.23153080e-02 -2.94710440e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[-1.20824454e-02 -8.25614482e-03 -4.22815308e-02 ...\n",
+            "     -4.24818974e-03  2.25898228e-03  3.87246720e-03]\n",
+            "    [-4.38002273e-02 -2.49920543e-02 -1.25136664e-02 ...\n",
+            "      2.13949233e-02  4.42033783e-02  2.05219556e-02]\n",
+            "    [-1.21102920e-02  3.90960723e-02  2.16219109e-02 ...\n",
+            "     -1.98696963e-02 -1.45904450e-02 -2.35955734e-02]\n",
+            "    ...\n",
+            "    [-2.32101791e-02  3.18658128e-02  1.92832779e-02 ...\n",
+            "      1.23595446e-02 -4.59686853e-02 -4.06521149e-02]\n",
+            "    [-1.76734459e-02 -5.14431261e-02 -3.46987545e-02 ...\n",
+            "      2.50845659e-03  1.36929536e-02  1.32880835e-02]\n",
+            "    [ 6.79146685e-03  3.68114226e-02  2.64591984e-02 ...\n",
+            "     -9.42049921e-03 -2.18089428e-02  2.66636200e-02]]\n",
+            "\n",
+            "   [[ 1.52687635e-02  3.19309160e-02 -2.38473099e-02 ...\n",
+            "     -4.69025783e-02 -3.62851992e-02 -2.60303747e-02]\n",
+            "    [-3.25039588e-02  3.93514372e-02  5.30373491e-03 ...\n",
+            "      4.61653508e-02  8.18964001e-03 -2.77417805e-02]\n",
+            "    [-2.37578992e-02 -2.05552448e-02  5.25768250e-02 ...\n",
+            "      7.82590546e-03  1.36349909e-02 -3.02129798e-02]\n",
+            "    ...\n",
+            "    [-2.64435746e-02 -4.44121705e-03 -2.87257340e-02 ...\n",
+            "     -4.20690440e-02  3.46414149e-02  7.76269194e-03]\n",
+            "    [-1.27802538e-02  2.98470147e-02  1.67463534e-02 ...\n",
+            "      1.30568212e-02  3.80195230e-02 -3.56676355e-02]\n",
+            "    [-3.39272246e-02  4.27950965e-03  4.31991890e-02 ...\n",
+            "     -2.96256617e-02 -2.36784108e-02  8.87213740e-03]]\n",
+            "\n",
+            "   [[ 3.44088227e-02  8.96721892e-03 -4.49760864e-03 ...\n",
+            "     -4.01282087e-02  2.02736463e-02  6.12393767e-03]\n",
+            "    [-1.45271495e-02  1.09639186e-02 -4.75889770e-03 ...\n",
+            "      8.23721942e-03 -4.33539413e-02 -3.59302238e-02]\n",
+            "    [ 1.26356222e-02 -1.93862356e-02  3.65345404e-02 ...\n",
+            "      4.01963890e-02  2.50941627e-02 -3.20985466e-02]\n",
+            "    ...\n",
+            "    [ 3.98056880e-02  4.48240601e-02  6.36097451e-04 ...\n",
+            "     -4.86293845e-02 -4.65585776e-02  2.60898639e-02]\n",
+            "    [-4.98422363e-04 -2.60469150e-02 -3.43848467e-02 ...\n",
+            "      4.50642128e-03  3.51717994e-02  2.82276571e-02]\n",
+            "    [ 9.74985189e-04 -3.65996361e-02 -2.64013913e-02 ...\n",
+            "     -2.53606141e-02 -2.02601627e-02  3.83734927e-02]]\n",
+            "\n",
+            "   [[-1.40887443e-02  4.46024798e-02  1.49682059e-03 ...\n",
+            "     -4.14173380e-02  2.96371114e-02  7.88040087e-03]\n",
+            "    [-3.74130495e-02 -1.16474126e-02 -9.82068852e-03 ...\n",
+            "     -3.88361290e-02 -4.30183206e-03  2.66893860e-02]\n",
+            "    [ 4.66568135e-02  4.39548641e-02 -8.88338313e-03 ...\n",
+            "     -3.68080996e-02  1.85433105e-02  3.22761759e-02]\n",
+            "    ...\n",
+            "    [ 4.21486795e-02 -7.99775589e-03 -4.21558321e-02 ...\n",
+            "     -2.72425450e-02 -3.49106751e-02  1.81246325e-02]\n",
+            "    [ 1.36102242e-02  3.44306305e-02 -2.89540360e-04 ...\n",
+            "     -2.10312232e-02 -1.89410597e-02 -3.54393050e-02]\n",
+            "    [ 1.61671974e-02 -4.52769212e-02 -3.48360464e-02 ...\n",
+            "     -1.82177052e-02  2.01944374e-02 -1.13259926e-02]]]]\n",
+            "\n",
+            "\n",
+            "\n",
+            " [[[[-1.62835587e-02 -3.62021551e-02 -3.30401696e-02 ...\n",
+            "      8.44988320e-03 -3.60483341e-02 -3.17137465e-02]\n",
+            "    [ 3.22636403e-02  3.95544432e-02 -3.67691480e-02 ...\n",
+            "     -4.55333404e-02 -1.28119066e-02 -2.20174529e-02]\n",
+            "    [-4.07476053e-02 -1.56604312e-02  1.49410730e-02 ...\n",
+            "     -2.55499016e-02 -3.29789631e-02  4.60199602e-02]\n",
+            "    ...\n",
+            "    [ 3.13828140e-02 -3.61016579e-02  4.90727983e-02 ...\n",
+            "     -3.50512415e-02  4.50987741e-02  4.01859395e-02]\n",
+            "    [ 3.03167272e-02  1.11558847e-02 -1.47201102e-02 ...\n",
+            "      1.15079600e-02 -3.24292332e-02  4.78783734e-02]\n",
+            "    [ 1.97206996e-03  3.79995704e-02  1.58831733e-03 ...\n",
+            "      4.50228341e-02  1.29271504e-02  1.39453383e-02]]\n",
+            "\n",
+            "   [[ 5.03232256e-02  5.00107743e-02  2.19185427e-02 ...\n",
+            "     -4.31190021e-02 -3.53707634e-02  2.12235209e-02]\n",
+            "    [ 1.38733322e-02 -3.36906873e-02  3.22819464e-02 ...\n",
+            "      1.87452845e-02  3.77940610e-02  1.82965025e-02]\n",
+            "    [-2.38347538e-02 -3.80629152e-02  2.67614219e-02 ...\n",
+            "      6.74074236e-03  3.76634784e-02  5.20549752e-02]\n",
+            "    ...\n",
+            "    [-4.44570817e-02  2.16556918e-02 -3.64718772e-02 ...\n",
+            "      1.59824593e-03  1.50954677e-02  4.16449644e-02]\n",
+            "    [-3.29781510e-02  4.63447161e-03 -4.19963859e-02 ...\n",
+            "     -2.97963107e-03  4.70407233e-02 -3.07980087e-02]\n",
+            "    [-1.44845527e-02 -2.06854384e-04 -2.33862884e-02 ...\n",
+            "      7.27493037e-03  4.39376794e-02  1.63726993e-02]]\n",
+            "\n",
+            "   [[-3.39024328e-02  4.26513776e-02  2.61185262e-02 ...\n",
+            "     -1.89695898e-02  5.89045370e-03  6.84663327e-03]\n",
+            "    [ 4.78541516e-02 -4.40791510e-02  4.12784442e-02 ...\n",
+            "     -1.53689757e-02  1.08475201e-02 -4.01881002e-02]\n",
+            "    [-4.07891385e-02  4.54254337e-02 -3.01463734e-02 ...\n",
+            "      1.63730122e-02  1.29980324e-02  4.99723256e-02]\n",
+            "    ...\n",
+            "    [ 2.26425715e-02 -2.69470196e-02 -4.11985517e-02 ...\n",
+            "     -1.18328538e-02 -1.27601000e-02 -2.67982427e-02]\n",
+            "    [-2.93699112e-02  2.54617613e-02  3.66236083e-02 ...\n",
+            "     -1.94886364e-02  1.09480461e-02  1.21327890e-02]\n",
+            "    [-2.62791943e-03  5.31702228e-02 -2.57361736e-02 ...\n",
+            "     -9.65199713e-03  2.00791284e-02 -1.47845913e-02]]\n",
+            "\n",
+            "   [[-1.24829188e-02 -3.37140597e-02 -6.44608494e-03 ...\n",
+            "      4.22481634e-02  2.48741806e-02 -2.42980532e-02]\n",
+            "    [ 2.65970230e-02  4.33162190e-02  3.72330770e-02 ...\n",
+            "     -3.24653946e-02 -2.51467545e-02 -3.07353958e-03]\n",
+            "    [ 1.38931209e-02  2.22028363e-02  9.76112578e-03 ...\n",
+            "      3.55151668e-02  3.73605266e-02  5.10052666e-02]\n",
+            "    ...\n",
+            "    [-3.60450745e-02  2.09072549e-02 -4.38504331e-02 ...\n",
+            "     -4.10062820e-02  1.78115908e-02 -4.55504693e-02]\n",
+            "    [ 5.97336283e-03 -3.73421446e-03 -2.02979166e-02 ...\n",
+            "     -5.91587508e-03 -4.17219996e-02 -3.25910933e-02]\n",
+            "    [-4.54229861e-03 -8.47785082e-03 -3.24933901e-02 ...\n",
+            "     -5.35287568e-03 -5.63767785e-03  2.91673373e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[-2.73318850e-02  3.87296565e-02  9.62807983e-03 ...\n",
+            "     -3.02724075e-02  3.08701377e-02 -3.61696109e-02]\n",
+            "    [-4.26721945e-02  4.98770103e-02 -3.73533985e-04 ...\n",
+            "      4.93830210e-03  3.71275134e-02  3.18006985e-02]\n",
+            "    [-1.11905187e-02 -2.49100663e-02  5.28931431e-03 ...\n",
+            "      3.04619614e-02  5.26731368e-03  2.74473447e-02]\n",
+            "    ...\n",
+            "    [ 7.00681051e-03  3.84086855e-02  3.48911807e-02 ...\n",
+            "     -1.61078703e-02  4.03680019e-02  4.41051461e-02]\n",
+            "    [-1.57546606e-02 -7.74006592e-03  4.59290668e-02 ...\n",
+            "     -3.87041159e-02 -2.22366452e-02 -6.62319316e-03]\n",
+            "    [-2.14226581e-02  2.94783730e-02  1.49036786e-02 ...\n",
+            "     -1.28464699e-02  4.21959627e-03 -1.33112939e-02]]\n",
+            "\n",
+            "   [[-4.02866341e-02  1.34580527e-02  4.72866260e-02 ...\n",
+            "     -7.59052532e-03 -4.49603237e-02 -9.39223729e-03]\n",
+            "    [ 3.22579965e-02  3.24081350e-03 -1.68855004e-02 ...\n",
+            "      3.82427387e-02  2.38397364e-02 -3.33071202e-02]\n",
+            "    [-3.79385278e-02 -4.84512039e-02 -3.85679631e-03 ...\n",
+            "      1.47487614e-02 -1.29329385e-02 -3.77747007e-02]\n",
+            "    ...\n",
+            "    [-3.38302813e-02 -1.28219686e-02  3.02223507e-02 ...\n",
+            "      1.45826740e-02 -4.74817827e-02 -8.38469621e-03]\n",
+            "    [ 3.82687338e-02  3.88788581e-02 -2.66429018e-02 ...\n",
+            "      2.79093161e-02 -3.60838436e-02  1.43477889e-02]\n",
+            "    [-3.10057998e-02 -5.41270860e-02  9.76188853e-03 ...\n",
+            "      3.43488678e-02  1.48913646e-02  3.74052413e-02]]\n",
+            "\n",
+            "   [[-4.84865941e-02 -1.73902151e-03  7.60067836e-04 ...\n",
+            "      3.11966594e-02 -2.30134856e-02 -4.02505277e-04]\n",
+            "    [ 2.58519631e-02  2.84743328e-02  5.34369498e-02 ...\n",
+            "      3.90132554e-02 -4.07472253e-02 -3.87996808e-02]\n",
+            "    [-1.47368191e-02 -6.88179338e-04  4.49511334e-02 ...\n",
+            "     -1.08501054e-02  3.24601568e-02  5.37857935e-02]\n",
+            "    ...\n",
+            "    [-4.53792475e-02 -7.32417568e-04  9.66125913e-03 ...\n",
+            "     -2.06352845e-02 -4.90211416e-03 -1.45875348e-03]\n",
+            "    [-1.05574392e-02  3.07648107e-02 -4.79396358e-02 ...\n",
+            "     -1.36679048e-02  2.21180059e-02  2.57657617e-02]\n",
+            "    [ 7.88830686e-03  3.31331864e-02  1.23587335e-02 ...\n",
+            "      3.31789777e-02  4.49515283e-02 -5.22096306e-02]]\n",
+            "\n",
+            "   [[-2.22550612e-02  4.81114201e-02 -2.15690602e-02 ...\n",
+            "      2.77037378e-02  4.30423096e-02 -7.75353098e-03]\n",
+            "    [-3.93353403e-02 -5.17072603e-02  3.95016707e-02 ...\n",
+            "     -8.50848760e-03  4.63879630e-02  1.79948676e-02]\n",
+            "    [ 2.82140449e-02  1.64737925e-02  2.15424635e-02 ...\n",
+            "      2.25778241e-02  2.46252934e-03  4.62544449e-02]\n",
+            "    ...\n",
+            "    [ 4.87532802e-02 -1.85555276e-02 -5.86817227e-03 ...\n",
+            "      2.86374736e-04  4.64591347e-02  4.85763997e-02]\n",
+            "    [ 4.54590879e-02  2.98181865e-02 -2.75067911e-02 ...\n",
+            "     -5.60640218e-03  4.42602709e-02  1.17458953e-02]\n",
+            "    [ 4.33959588e-02 -5.31326456e-04  9.51860659e-03 ...\n",
+            "      2.85702627e-02  2.92773377e-02  8.63462593e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 4.05811667e-02 -3.88048068e-02 -1.51145849e-02 ...\n",
+            "     -2.63093207e-02  3.60443294e-02  1.92211736e-02]\n",
+            "    [-1.78910829e-02  3.12615819e-02 -1.68267954e-02 ...\n",
+            "     -7.90202804e-03  3.81617174e-02  3.91939618e-02]\n",
+            "    [ 1.21281501e-02 -4.60815243e-02 -9.59619414e-03 ...\n",
+            "     -1.02309575e-02 -5.06488048e-03  5.50075807e-03]\n",
+            "    ...\n",
+            "    [-2.86963116e-02 -4.40364331e-02  1.62958857e-02 ...\n",
+            "      4.03761752e-02  3.24566066e-02  1.12577947e-02]\n",
+            "    [ 4.66997996e-02  1.10917864e-02  4.65008132e-02 ...\n",
+            "     -1.34489043e-02  2.99485251e-02  1.60379391e-02]\n",
+            "    [ 2.74750702e-02  3.45960371e-02 -3.35363820e-02 ...\n",
+            "     -4.07640189e-02  5.08614369e-02  1.01463292e-02]]\n",
+            "\n",
+            "   [[ 2.44821031e-02 -2.82345084e-03 -9.79787856e-03 ...\n",
+            "      4.02722508e-02  5.90755697e-03  1.32699925e-02]\n",
+            "    [ 4.56983149e-02 -7.55990762e-03  5.26124202e-02 ...\n",
+            "      1.24167965e-03 -3.07615716e-02  4.12712172e-02]\n",
+            "    [-2.22000014e-02  9.83269606e-03  8.59520305e-03 ...\n",
+            "     -3.52533832e-02  2.18020827e-02  4.37571593e-02]\n",
+            "    ...\n",
+            "    [-1.43235771e-03 -4.53747697e-02  3.63916717e-02 ...\n",
+            "      8.89050867e-03  4.69042882e-02  1.31403366e-02]\n",
+            "    [-2.13888790e-02  3.33365649e-02 -8.95728299e-05 ...\n",
+            "      4.59377058e-02  3.32616083e-02 -3.17025408e-02]\n",
+            "    [ 4.07107407e-03 -4.79860529e-02 -4.81331125e-02 ...\n",
+            "      1.76244210e-02  3.22962627e-02 -7.67770875e-03]]\n",
+            "\n",
+            "   [[ 6.99867727e-03 -3.00458521e-02 -3.39017361e-02 ...\n",
+            "     -6.99881231e-03 -2.62090564e-03  5.10073230e-02]\n",
+            "    [ 1.04937516e-02 -2.24379897e-02  1.72042493e-02 ...\n",
+            "      2.93071494e-02  1.20376870e-02 -3.96197923e-02]\n",
+            "    [ 2.92950552e-02  6.48689829e-03  2.01043673e-02 ...\n",
+            "     -3.29669239e-03  5.33617921e-02 -5.49136735e-02]\n",
+            "    ...\n",
+            "    [ 3.76627930e-02  2.66430993e-02 -4.28376719e-02 ...\n",
+            "     -3.93815935e-02  3.93122844e-02  4.14967388e-02]\n",
+            "    [ 7.71534257e-03  5.69497682e-02 -3.17787677e-02 ...\n",
+            "     -4.30145599e-02 -1.28373904e-02 -1.76776052e-02]\n",
+            "    [-4.82789166e-02  1.85578968e-02 -4.20010760e-02 ...\n",
+            "     -1.15059747e-03  4.17822525e-02 -3.24596539e-02]]\n",
+            "\n",
+            "   [[-1.90364942e-02 -4.40460853e-02 -3.59341092e-02 ...\n",
+            "      2.98808906e-02 -3.75413299e-02  2.29351576e-02]\n",
+            "    [ 4.78020720e-02 -3.52259143e-03 -3.92917618e-02 ...\n",
+            "     -4.30158488e-02 -3.32415476e-02 -1.20976623e-02]\n",
+            "    [-2.21157037e-02  4.40552346e-02 -3.53595801e-02 ...\n",
+            "      1.84097160e-02 -4.74414937e-02 -6.53674547e-03]\n",
+            "    ...\n",
+            "    [-3.60280685e-02  4.26957086e-02  4.08239663e-02 ...\n",
+            "      7.98898004e-03  5.43281995e-02  1.55015755e-02]\n",
+            "    [-2.79882341e-03  1.75629556e-02 -4.86124568e-02 ...\n",
+            "      2.85117812e-02  3.04880328e-02 -1.50879640e-02]\n",
+            "    [-7.25344941e-03  3.71651538e-02 -3.35660726e-02 ...\n",
+            "      3.94348241e-03 -4.11560424e-02 -9.84219741e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 1.35736782e-02 -4.15686890e-02  1.29749132e-02 ...\n",
+            "      2.25605909e-02  2.28778198e-02  1.42703094e-02]\n",
+            "    [ 2.23302599e-02 -5.10568172e-02  2.47157309e-02 ...\n",
+            "      2.30349526e-02 -2.24670172e-02  5.14750630e-02]\n",
+            "    [ 3.22265066e-02 -3.37863415e-02 -1.62949115e-02 ...\n",
+            "      1.24712680e-02  1.10419914e-02 -2.56047007e-02]\n",
+            "    ...\n",
+            "    [ 3.38323787e-02  2.30047572e-02  2.42500622e-02 ...\n",
+            "      2.15944694e-03  2.41285153e-02 -1.48279965e-02]\n",
+            "    [-1.95595361e-02 -4.20957617e-02 -2.18168553e-02 ...\n",
+            "     -9.91476048e-03  3.61350589e-02  1.95096377e-02]\n",
+            "    [-3.44712138e-02  8.98396038e-03  1.35401376e-02 ...\n",
+            "     -1.69125050e-02  2.87376102e-02 -4.78654541e-02]]\n",
+            "\n",
+            "   [[ 3.60223241e-02 -3.51811424e-02 -7.96829071e-03 ...\n",
+            "      2.15262314e-03  4.36831359e-03 -2.39554308e-02]\n",
+            "    [-3.86955850e-02  2.28528976e-02 -4.34084535e-02 ...\n",
+            "      2.11501680e-02 -7.32087670e-03  1.66197661e-02]\n",
+            "    [-2.97249220e-02 -2.10418906e-02 -3.04120705e-02 ...\n",
+            "      4.03266624e-02  8.79268534e-03 -4.40302379e-02]\n",
+            "    ...\n",
+            "    [ 2.54257629e-03 -4.89312373e-02  4.27373946e-02 ...\n",
+            "      2.54399739e-02 -2.94051357e-02  3.47498097e-02]\n",
+            "    [-1.33813452e-02 -1.50583265e-03  2.92927790e-02 ...\n",
+            "      1.11830402e-02  2.29378492e-02 -1.07650273e-02]\n",
+            "    [ 2.81221084e-02 -1.51296249e-02  3.80856991e-02 ...\n",
+            "     -4.00233641e-02 -2.37408150e-02  1.72563791e-02]]\n",
+            "\n",
+            "   [[ 4.17148136e-02 -4.24535461e-02  3.43602709e-02 ...\n",
+            "      4.11150083e-02 -1.84879871e-03 -4.43346910e-02]\n",
+            "    [-4.38586362e-02  3.70995626e-02  3.57552804e-02 ...\n",
+            "     -3.03433090e-03 -2.28100289e-02  1.53372018e-02]\n",
+            "    [-1.27528026e-03  3.08204647e-02 -2.63183657e-02 ...\n",
+            "     -7.75253633e-04 -4.66620587e-02 -3.29493731e-02]\n",
+            "    ...\n",
+            "    [-2.41770484e-02 -7.49012595e-03  2.18494367e-02 ...\n",
+            "      2.39055268e-02  2.74123698e-02  4.82018366e-02]\n",
+            "    [-3.80288884e-02 -6.99833222e-03  3.54433879e-02 ...\n",
+            "      9.04652383e-03  4.33685631e-02 -4.89066057e-02]\n",
+            "    [-6.55571464e-03 -5.40843606e-02 -2.88724937e-02 ...\n",
+            "     -2.13115029e-02  2.38612425e-02  4.44614701e-02]]\n",
+            "\n",
+            "   [[-7.38573493e-03  3.63402185e-03 -1.48703652e-02 ...\n",
+            "     -2.71881912e-02 -2.87205633e-02 -3.23545411e-02]\n",
+            "    [-4.70012147e-03 -5.34375384e-03 -2.81336345e-02 ...\n",
+            "     -2.30818335e-02  3.05971727e-02  3.77820134e-02]\n",
+            "    [-2.47877482e-02  2.47837491e-02 -2.91809402e-02 ...\n",
+            "     -3.43504082e-03 -4.34124330e-03  2.59283162e-03]\n",
+            "    ...\n",
+            "    [-3.35002020e-02 -9.71813966e-03  2.57714074e-02 ...\n",
+            "     -2.48585902e-02 -3.05304751e-02  3.65885496e-02]\n",
+            "    [ 2.16489173e-02  4.27329242e-02  2.30186954e-02 ...\n",
+            "     -2.25272775e-02  4.59252447e-02 -1.69085674e-02]\n",
+            "    [ 4.91737686e-02  3.64845321e-02  3.41567397e-02 ...\n",
+            "     -3.11784763e-02 -8.43863003e-03 -4.07003760e-02]]]]\n",
+            "\n",
+            "\n",
+            "\n",
+            " [[[[-1.29120215e-03  2.21800222e-03 -4.46154326e-02 ...\n",
+            "      1.37195922e-02  3.45040783e-02 -1.96885951e-02]\n",
+            "    [ 2.85349460e-03 -4.95066540e-03  3.75990546e-03 ...\n",
+            "      7.81380106e-03  4.93442193e-02 -9.55219101e-03]\n",
+            "    [ 3.82255204e-02 -1.48001341e-02  3.35835069e-02 ...\n",
+            "     -1.77118406e-02  4.80496138e-02 -2.49446388e-02]\n",
+            "    ...\n",
+            "    [ 3.46618704e-02  2.87918914e-02  1.67881493e-02 ...\n",
+            "     -2.95940153e-02 -3.56862992e-02  3.74195166e-02]\n",
+            "    [-4.17473987e-02 -3.05589475e-02 -2.87896711e-02 ...\n",
+            "     -2.90079955e-02 -1.64883770e-02  4.36731353e-02]\n",
+            "    [-2.34259330e-02  4.55203019e-02  4.84002419e-02 ...\n",
+            "     -3.21170315e-02 -6.16468582e-03  3.45288180e-02]]\n",
+            "\n",
+            "   [[-4.71189618e-02 -4.20777239e-02  2.10206527e-02 ...\n",
+            "      2.82694045e-02 -1.51694259e-02  2.64266096e-02]\n",
+            "    [-2.22732145e-02  3.90543491e-02  4.44606924e-03 ...\n",
+            "     -7.76635716e-03 -2.09427066e-02  1.63662359e-02]\n",
+            "    [-7.52456021e-03 -3.47180152e-03 -1.56742111e-02 ...\n",
+            "     -2.75647752e-02 -1.37719736e-02 -1.31423762e-02]\n",
+            "    ...\n",
+            "    [ 1.85539182e-02  4.59420420e-02 -9.79672465e-03 ...\n",
+            "     -3.99823971e-02 -3.40627804e-02  4.85285074e-02]\n",
+            "    [ 4.58631106e-02 -1.64754596e-02  4.34896015e-02 ...\n",
+            "     -3.79535109e-02 -4.00532298e-02  2.77104676e-02]\n",
+            "    [-3.16097774e-02 -2.09859349e-02  3.48626412e-02 ...\n",
+            "     -4.01182063e-02  4.67988513e-02 -1.45748742e-02]]\n",
+            "\n",
+            "   [[ 5.13700582e-02 -1.81831457e-02  4.37419005e-02 ...\n",
+            "     -4.82397750e-02 -6.28850097e-03 -2.90129203e-02]\n",
+            "    [ 4.47028056e-02 -2.92427279e-02 -1.30737515e-03 ...\n",
+            "      2.27404162e-02  4.70306575e-02  3.77593413e-02]\n",
+            "    [-2.38881242e-02  8.68318696e-03 -3.48339938e-02 ...\n",
+            "      3.09057496e-02 -4.15272266e-02 -1.21154692e-02]\n",
+            "    ...\n",
+            "    [ 3.96930948e-02 -6.89869747e-04 -2.53361855e-02 ...\n",
+            "     -5.21468371e-02 -3.55801657e-02 -3.23126768e-03]\n",
+            "    [-1.49949109e-02 -4.53570560e-02 -5.05836727e-03 ...\n",
+            "     -3.05005014e-02 -2.05979613e-03  2.88961045e-02]\n",
+            "    [-3.54467556e-02 -1.92799680e-02 -2.81407349e-02 ...\n",
+            "      3.40593234e-02  5.34147397e-02 -5.57690673e-03]]\n",
+            "\n",
+            "   [[ 1.95115376e-02 -3.29035260e-02 -7.80658470e-03 ...\n",
+            "      2.00012196e-02 -3.45901996e-02  1.83938425e-02]\n",
+            "    [ 4.73920110e-04 -1.14976363e-02  6.60944218e-03 ...\n",
+            "     -3.19908932e-02  8.26103613e-03 -2.60760318e-02]\n",
+            "    [-1.54417921e-02 -2.37682107e-04  3.44392993e-02 ...\n",
+            "      4.86329496e-02  3.86157702e-03  1.02402521e-02]\n",
+            "    ...\n",
+            "    [ 2.56784000e-02 -4.01059799e-02 -4.11314378e-03 ...\n",
+            "      2.92062908e-02 -3.00325789e-02 -2.91130096e-02]\n",
+            "    [-2.15974264e-02  1.96290966e-02  4.71676961e-02 ...\n",
+            "     -4.17487398e-02 -1.16727808e-02  1.39188608e-02]\n",
+            "    [-3.18100452e-02 -9.52401571e-03  3.25810187e-03 ...\n",
+            "      4.43579927e-02 -6.93240063e-03 -1.88360456e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[-3.51668261e-02  4.44988497e-02  2.62667462e-02 ...\n",
+            "      4.12671641e-02 -3.53620239e-02  6.66930154e-03]\n",
+            "    [-7.83680938e-03  1.36553049e-02  3.28366621e-03 ...\n",
+            "      4.79472056e-02  1.88757782e-03  4.88272831e-02]\n",
+            "    [ 3.27772386e-02 -9.18815657e-03  1.24851801e-03 ...\n",
+            "      7.78175099e-03  7.12426938e-03  4.00204845e-02]\n",
+            "    ...\n",
+            "    [ 2.40498986e-02 -7.70766102e-03 -3.55648585e-02 ...\n",
+            "     -4.21892777e-02  4.03360315e-02  5.13309501e-02]\n",
+            "    [-9.29789990e-03  2.97577903e-02  5.09238383e-03 ...\n",
+            "     -1.36184851e-02  4.67297174e-02  3.26437466e-02]\n",
+            "    [-2.24196129e-02  4.67237867e-02 -3.62427421e-02 ...\n",
+            "      2.03614961e-02  7.31606642e-03 -2.48021241e-02]]\n",
+            "\n",
+            "   [[ 3.98367569e-02  4.00296934e-02 -2.66571175e-02 ...\n",
+            "     -4.22113687e-02  1.30846433e-03  5.34556806e-02]\n",
+            "    [ 1.47857331e-02 -4.15671393e-02 -4.05609757e-02 ...\n",
+            "      2.02001687e-02  5.35099581e-02  4.77429032e-02]\n",
+            "    [-4.03903536e-02 -1.90486442e-02  4.67692725e-02 ...\n",
+            "      2.15507746e-02  1.75822549e-03  1.45894084e-02]\n",
+            "    ...\n",
+            "    [ 3.63885053e-02 -5.31348847e-02  2.50109453e-02 ...\n",
+            "      4.86610197e-02  1.49858287e-02  1.85877271e-02]\n",
+            "    [-2.90980358e-02  1.75657042e-03  2.88304631e-02 ...\n",
+            "     -3.78058515e-02 -2.98408251e-02  3.58423707e-03]\n",
+            "    [-9.60851088e-04 -2.39979085e-02 -1.53132966e-02 ...\n",
+            "     -1.40764741e-02 -3.31205651e-02 -2.24239100e-02]]\n",
+            "\n",
+            "   [[ 4.95046657e-03  5.53074256e-02  4.33060676e-02 ...\n",
+            "      2.16541551e-02 -4.22286475e-03 -7.83563405e-03]\n",
+            "    [ 6.10130187e-03 -4.39758152e-02 -1.18706413e-02 ...\n",
+            "     -1.79434307e-02  3.46283503e-02  4.14955020e-02]\n",
+            "    [ 4.87363487e-02 -2.71126013e-02  2.94367112e-02 ...\n",
+            "     -2.67376564e-02 -4.78873551e-02 -3.14215571e-02]\n",
+            "    ...\n",
+            "    [-5.06489128e-02  1.37135787e-02 -3.04083377e-02 ...\n",
+            "      4.32872698e-02  5.76798990e-02 -2.51417588e-02]\n",
+            "    [-4.14489061e-02 -2.34939624e-02  1.82325430e-02 ...\n",
+            "     -1.29285613e-02  5.57065615e-03 -1.07237417e-02]\n",
+            "    [ 3.19354869e-02 -3.52744088e-02  4.51407162e-03 ...\n",
+            "     -4.44684662e-02  4.74496670e-02  4.18238267e-02]]\n",
+            "\n",
+            "   [[-7.63115054e-03 -2.42893435e-02  3.16934683e-03 ...\n",
+            "      3.04238368e-02  4.87840027e-02 -1.47604831e-02]\n",
+            "    [-1.96395908e-03 -2.89701801e-02  3.25069055e-02 ...\n",
+            "      3.80025432e-02  5.36096934e-03 -3.79809961e-02]\n",
+            "    [ 4.62660976e-02  6.26386236e-03 -4.06714231e-02 ...\n",
+            "     -8.73160362e-03  2.66248174e-02 -2.73710862e-02]\n",
+            "    ...\n",
+            "    [ 1.07713323e-02  5.21059930e-02 -1.26877241e-03 ...\n",
+            "      1.80317145e-02 -1.34685310e-03 -1.15849311e-02]\n",
+            "    [ 9.13808215e-03  1.94199514e-02  1.27109308e-02 ...\n",
+            "      2.00212747e-02  2.79236864e-03  3.43519114e-02]\n",
+            "    [-3.95696471e-03 -4.28024754e-02 -4.37251069e-02 ...\n",
+            "      2.14197543e-02 -4.37510125e-02 -4.58583012e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[-3.72178294e-03 -2.19973940e-02  4.82716188e-02 ...\n",
+            "     -1.05031198e-02 -3.38076818e-04  4.28234264e-02]\n",
+            "    [-3.35539840e-02  3.90552133e-02  2.04084348e-02 ...\n",
+            "      6.09217957e-03 -2.70047802e-02 -1.27939004e-02]\n",
+            "    [ 5.98530192e-03 -2.68383753e-02  6.61887322e-03 ...\n",
+            "     -3.67671400e-02 -3.66060622e-02 -1.35554876e-02]\n",
+            "    ...\n",
+            "    [ 5.51973283e-03 -4.28842679e-02  9.51756909e-03 ...\n",
+            "      8.44729785e-03 -2.05019508e-02 -4.73575704e-02]\n",
+            "    [ 2.08078939e-02  3.75298895e-02 -2.51390901e-03 ...\n",
+            "     -6.13729144e-03  4.29728627e-02  4.35062870e-02]\n",
+            "    [ 8.72004591e-03  5.39312102e-02  1.72880981e-02 ...\n",
+            "      3.54158245e-02 -3.91764939e-02  3.97246145e-02]]\n",
+            "\n",
+            "   [[ 4.04821523e-02  4.12026979e-02 -4.65602241e-02 ...\n",
+            "     -2.97664385e-02  2.11019050e-02 -4.69235107e-02]\n",
+            "    [ 4.62746480e-03 -1.17562627e-02  9.07129608e-03 ...\n",
+            "     -4.28381413e-02  3.99045497e-02 -2.88136508e-02]\n",
+            "    [ 4.38359426e-03 -2.51988228e-02 -3.86721664e-03 ...\n",
+            "      3.50306369e-02  3.57010067e-02  5.14678247e-02]\n",
+            "    ...\n",
+            "    [-3.32033485e-02  2.64155641e-02  2.41011418e-02 ...\n",
+            "      1.14206001e-02  3.28400396e-02 -4.47418541e-02]\n",
+            "    [ 4.73221205e-02  5.21136858e-02  5.35551012e-02 ...\n",
+            "     -3.84735242e-02 -2.63487529e-02 -9.32636089e-04]\n",
+            "    [-4.31208946e-02  3.09739280e-02  3.06234974e-02 ...\n",
+            "      4.07117568e-02 -2.44792476e-02 -1.11266682e-02]]\n",
+            "\n",
+            "   [[-3.81971039e-02  3.87523882e-02  5.25954627e-02 ...\n",
+            "     -2.99182478e-02  4.24767807e-02 -5.17796949e-02]\n",
+            "    [ 4.07391861e-02  5.37716635e-02  5.16390242e-02 ...\n",
+            "      6.56801742e-03  2.05122847e-02  4.62526828e-02]\n",
+            "    [-4.43947315e-02  4.77211736e-02 -3.06679998e-02 ...\n",
+            "      5.05007431e-02  5.20145055e-03 -2.12390851e-02]\n",
+            "    ...\n",
+            "    [-2.72813197e-02 -2.70510688e-02  3.66275422e-02 ...\n",
+            "     -1.37570091e-02  4.51657251e-02  2.28074007e-02]\n",
+            "    [ 4.57293577e-02 -2.74106227e-02  1.16175751e-03 ...\n",
+            "     -3.50054614e-02  2.31350437e-02 -3.75175774e-02]\n",
+            "    [-4.28378396e-02 -4.14522998e-02  3.78301814e-02 ...\n",
+            "     -4.03081961e-02  4.91744950e-02  4.22914401e-02]]\n",
+            "\n",
+            "   [[ 3.35105993e-02  3.17365378e-02  3.37316133e-02 ...\n",
+            "      1.37574058e-02 -4.32735421e-02 -3.74696329e-02]\n",
+            "    [ 4.36671562e-02  5.21578826e-02  4.77404110e-02 ...\n",
+            "     -1.31440740e-02  4.01375853e-02  2.87489165e-02]\n",
+            "    [-4.12252918e-02  4.42889668e-02 -1.37688871e-02 ...\n",
+            "     -1.92033295e-02  1.39907822e-02 -2.66207848e-02]\n",
+            "    ...\n",
+            "    [-2.79236864e-02  2.44202036e-02  4.67114076e-02 ...\n",
+            "     -9.58132744e-03 -1.20266285e-02 -4.25044075e-02]\n",
+            "    [ 4.67658229e-02 -2.35867724e-02 -3.58894467e-02 ...\n",
+            "      1.50343906e-02  6.87978812e-04 -4.42803912e-02]\n",
+            "    [ 4.64537293e-02  2.18697600e-02  6.74252585e-03 ...\n",
+            "      4.13506366e-02  2.70104855e-02 -1.66637206e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[-3.63726653e-02 -3.89920399e-02 -3.48908864e-02 ...\n",
+            "     -4.19945456e-02  3.13611788e-04  1.23964474e-02]\n",
+            "    [-2.48427726e-02 -1.94793418e-02  4.15679365e-02 ...\n",
+            "     -4.32767235e-02 -2.31092647e-02 -2.79621184e-02]\n",
+            "    [-3.95366400e-02  3.28615569e-02  3.34833674e-02 ...\n",
+            "      2.26314049e-02 -3.36423405e-02  2.99463551e-02]\n",
+            "    ...\n",
+            "    [-1.40243908e-02 -4.08930257e-02  1.18134562e-02 ...\n",
+            "      6.13455428e-03 -2.76721828e-02  8.39839224e-03]\n",
+            "    [-2.97267698e-02 -9.18754283e-03 -8.53713229e-03 ...\n",
+            "     -4.23945487e-02  4.58225571e-02  3.04622985e-02]\n",
+            "    [-4.32765111e-03  3.54203470e-02 -2.32991613e-02 ...\n",
+            "     -4.42110412e-02  9.86693194e-04 -3.93257514e-02]]\n",
+            "\n",
+            "   [[-1.07853413e-02 -5.06251343e-02 -1.43825840e-02 ...\n",
+            "     -4.91337851e-02 -8.34266283e-03 -7.52806058e-03]\n",
+            "    [-1.51039436e-02  2.11321958e-03  3.24817910e-03 ...\n",
+            "     -3.77210267e-02 -3.08017116e-02  1.82107128e-02]\n",
+            "    [ 2.15995051e-02  1.62404601e-03 -3.79366055e-02 ...\n",
+            "     -3.38193700e-02 -4.32301871e-02  2.96897776e-02]\n",
+            "    ...\n",
+            "    [ 9.36356466e-03 -4.85010818e-02  3.34890001e-02 ...\n",
+            "      3.74669284e-02 -4.92597930e-02  2.99240686e-02]\n",
+            "    [-2.44426336e-02  3.96711826e-02 -4.08197679e-02 ...\n",
+            "      9.86986980e-03 -5.30459583e-02 -3.25767919e-02]\n",
+            "    [-3.20780985e-02  3.88696380e-02  2.13384070e-02 ...\n",
+            "     -2.27579586e-02  3.93241569e-02  1.73465442e-02]]\n",
+            "\n",
+            "   [[-1.86432973e-02  1.23556005e-02 -3.03679146e-04 ...\n",
+            "     -7.45350635e-03 -5.24315424e-02  5.80251729e-03]\n",
+            "    [ 2.69838534e-02 -3.26566435e-02 -4.90972623e-02 ...\n",
+            "      2.30549388e-02 -2.99684498e-02 -2.65617892e-02]\n",
+            "    [ 5.12434449e-03  2.60835402e-02  1.56812817e-02 ...\n",
+            "     -2.48726979e-02  3.08067594e-02  5.17853424e-02]\n",
+            "    ...\n",
+            "    [-2.79832706e-02 -5.02084717e-02 -4.10045236e-02 ...\n",
+            "     -1.06463823e-02  4.67929095e-02  6.38856366e-03]\n",
+            "    [-2.60241311e-02 -1.40963532e-02 -4.24337275e-02 ...\n",
+            "      9.70063638e-03  1.07495049e-02 -4.35652211e-02]\n",
+            "    [ 3.39386091e-02  2.22245809e-02 -1.38890864e-02 ...\n",
+            "     -4.29147631e-02 -5.35668172e-02 -3.42978537e-02]]\n",
+            "\n",
+            "   [[-4.79478575e-03 -5.01745418e-02  6.39704755e-03 ...\n",
+            "      1.97235961e-02  1.29763400e-02  2.64755022e-02]\n",
+            "    [-4.72728871e-02  1.32521084e-02 -4.02121879e-02 ...\n",
+            "     -4.05577198e-02 -4.99795042e-02 -4.45793644e-02]\n",
+            "    [ 2.63539292e-02  2.91509787e-03  3.67207192e-02 ...\n",
+            "      1.64327230e-02  1.41629539e-02  3.04172412e-02]\n",
+            "    ...\n",
+            "    [ 3.65753472e-03 -4.71951514e-02  7.40275998e-03 ...\n",
+            "     -1.10754287e-02  1.88305415e-02  2.16674265e-02]\n",
+            "    [-1.97781250e-03 -3.80974747e-02 -3.15074399e-02 ...\n",
+            "      2.26600445e-03  3.58851552e-02  3.30730304e-02]\n",
+            "    [ 2.76518911e-02 -2.50532515e-02  1.82446856e-02 ...\n",
+            "      4.36072759e-02 -4.80258763e-02 -4.82724756e-02]]]]\n",
+            "\n",
+            "\n",
+            "\n",
+            " [[[[-2.77894475e-02  1.09519372e-02  2.26687361e-02 ...\n",
+            "     -3.09583005e-02 -2.66850856e-03  2.11158413e-02]\n",
+            "    [-4.49624099e-02  1.24602010e-02 -4.08843085e-02 ...\n",
+            "      2.72908751e-02 -3.72019671e-02  3.42493355e-02]\n",
+            "    [-2.38444805e-02 -1.98981110e-02 -2.84822732e-02 ...\n",
+            "      4.16409411e-02  3.52136269e-02  3.54742142e-03]\n",
+            "    ...\n",
+            "    [ 1.84912942e-02 -4.36909050e-02  1.21951457e-02 ...\n",
+            "     -3.56824361e-02 -2.96483822e-02  2.39502992e-02]\n",
+            "    [-4.31375839e-02 -3.23172286e-02 -1.93718094e-02 ...\n",
+            "     -2.24969368e-02 -2.52712965e-02  3.56920101e-02]\n",
+            "    [-3.22401710e-02  1.60205811e-02  1.91148673e-03 ...\n",
+            "     -2.53558718e-02  5.81941148e-03  1.15653994e-02]]\n",
+            "\n",
+            "   [[-3.37472036e-02  2.67775580e-02  2.70154979e-02 ...\n",
+            "      2.35271710e-03 -9.56231356e-03 -1.99317019e-02]\n",
+            "    [ 1.51527477e-02  2.76337676e-02 -4.16389443e-02 ...\n",
+            "      4.90556061e-02 -2.39758678e-02 -2.46586390e-02]\n",
+            "    [ 2.62666568e-02 -3.44987698e-02  1.80722643e-02 ...\n",
+            "      3.22426669e-02 -6.67180773e-03 -9.24221892e-03]\n",
+            "    ...\n",
+            "    [-2.09731851e-02 -1.43929757e-02  2.70193983e-02 ...\n",
+            "      2.20511630e-02 -2.31103301e-02 -8.30086414e-03]\n",
+            "    [-1.31122284e-02  1.89802200e-02  1.59600638e-02 ...\n",
+            "     -4.44604792e-02  1.68163013e-02  6.04483951e-03]\n",
+            "    [ 2.80923713e-02  4.92714997e-03  3.38887982e-02 ...\n",
+            "      3.85094521e-04 -1.55136837e-02  2.55302992e-02]]\n",
+            "\n",
+            "   [[ 2.85970885e-02  1.44686196e-02  4.11337130e-02 ...\n",
+            "      1.00951679e-02 -2.40963865e-02 -4.10120077e-02]\n",
+            "    [ 1.01260142e-02  3.42902653e-02  3.53111699e-02 ...\n",
+            "     -1.42973233e-02  3.13987546e-02 -3.84514630e-02]\n",
+            "    [ 2.89310329e-02  8.83426866e-04 -4.56041917e-02 ...\n",
+            "     -9.36694723e-03  5.32200783e-02 -3.15966494e-02]\n",
+            "    ...\n",
+            "    [ 4.16861437e-02 -2.41847634e-02 -1.96394548e-02 ...\n",
+            "      3.25467512e-02  4.48050275e-02  1.53250182e-02]\n",
+            "    [-4.55914065e-02 -1.95773598e-02 -3.77119109e-02 ...\n",
+            "     -2.36605704e-02  5.02837747e-02  3.94732133e-02]\n",
+            "    [ 3.17179970e-03 -4.22326364e-02  1.13937976e-02 ...\n",
+            "     -4.28446429e-03  1.52193541e-02 -1.99918263e-02]]\n",
+            "\n",
+            "   [[-2.67303176e-02  3.85529026e-02 -3.51488478e-02 ...\n",
+            "      4.82722223e-02 -2.20168587e-02 -3.54009084e-02]\n",
+            "    [ 9.61186644e-03 -3.78744490e-02 -1.23874098e-02 ...\n",
+            "     -1.21465912e-02 -3.51721644e-02  3.35000120e-02]\n",
+            "    [-2.69202944e-02  1.92849021e-02 -4.93436819e-03 ...\n",
+            "     -3.16678248e-02  1.15096951e-02 -6.25281781e-03]\n",
+            "    ...\n",
+            "    [ 1.10141700e-02 -1.29182655e-02  6.86604716e-03 ...\n",
+            "      4.42427732e-02 -2.05153842e-02 -2.17112359e-02]\n",
+            "    [-2.43159197e-02  2.17015352e-02  1.48235094e-02 ...\n",
+            "     -2.13714708e-02  3.62362377e-02  8.67560972e-03]\n",
+            "    [-3.69238853e-02  4.91972826e-02 -3.03238537e-02 ...\n",
+            "     -3.22209694e-03 -4.05589640e-02 -2.57141087e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 3.41406427e-02  1.43122775e-02  3.04244682e-02 ...\n",
+            "      4.75630313e-02  1.29853981e-02  5.53655997e-03]\n",
+            "    [-3.47260125e-02  2.88214684e-02  4.16640341e-02 ...\n",
+            "      4.18493003e-02 -2.06513051e-03  2.79264450e-02]\n",
+            "    [ 6.12427830e-04 -3.52781415e-02  4.38862070e-02 ...\n",
+            "      4.40963991e-02  2.44313702e-02  1.20804505e-02]\n",
+            "    ...\n",
+            "    [-3.81741151e-02 -4.41833362e-02 -3.23616154e-02 ...\n",
+            "     -3.52998637e-02 -1.54588846e-02 -4.48869057e-02]\n",
+            "    [ 2.82949172e-02  1.95824932e-02  4.26881537e-02 ...\n",
+            "      2.15080213e-02  7.07319239e-03 -3.48799042e-02]\n",
+            "    [ 1.56742893e-02 -3.73565853e-02 -1.44006517e-02 ...\n",
+            "     -1.42432963e-02  3.54453996e-02  3.90648544e-02]]\n",
+            "\n",
+            "   [[ 3.72415408e-02 -2.80158389e-02  2.21603177e-02 ...\n",
+            "     -2.71545816e-02 -2.37948447e-02 -3.53528149e-02]\n",
+            "    [-1.41731715e-02  1.64113624e-03  4.42270935e-02 ...\n",
+            "     -2.87078135e-02  3.65869366e-02  3.83429080e-02]\n",
+            "    [ 1.44696711e-02 -4.58082370e-02 -6.95168506e-04 ...\n",
+            "      4.75279316e-02  3.82500179e-02 -2.76198592e-02]\n",
+            "    ...\n",
+            "    [ 2.61348076e-02  1.46758584e-02 -3.55035737e-02 ...\n",
+            "      3.48916613e-02 -2.56174095e-02 -7.42335059e-03]\n",
+            "    [ 1.96418595e-02 -4.32157591e-02  2.98948027e-02 ...\n",
+            "      1.78404618e-02  2.41097007e-02  4.39486839e-02]\n",
+            "    [-1.06331091e-02 -4.42858115e-02  2.98072975e-02 ...\n",
+            "      4.44693007e-02 -3.99879925e-02 -2.16079727e-02]]\n",
+            "\n",
+            "   [[ 2.07185522e-02  1.18947439e-02  4.68442440e-02 ...\n",
+            "      2.94221542e-03 -1.88744422e-02  5.70609327e-03]\n",
+            "    [-3.25603597e-02 -1.36066768e-02  3.02305277e-02 ...\n",
+            "     -1.67043433e-02  2.61278474e-04  7.04171415e-03]\n",
+            "    [ 3.05219032e-02 -1.14547880e-02 -4.39462587e-02 ...\n",
+            "      4.70204242e-02 -6.93914713e-03 -3.64067368e-02]\n",
+            "    ...\n",
+            "    [-3.55970524e-02 -3.46039534e-02  4.40992527e-02 ...\n",
+            "     -3.05901524e-02  3.79744507e-02 -2.03393288e-02]\n",
+            "    [-3.43148294e-03  2.82410905e-02  2.90980539e-03 ...\n",
+            "     -3.11396606e-02 -4.70715649e-02  3.84403840e-02]\n",
+            "    [-4.96875718e-02 -1.02195619e-02 -2.17981115e-02 ...\n",
+            "      7.25917658e-03  2.90605873e-02  4.26619202e-02]]\n",
+            "\n",
+            "   [[ 9.03157983e-03 -1.46070989e-02 -2.76224744e-02 ...\n",
+            "      5.06832153e-02  3.44749615e-02  1.07160555e-02]\n",
+            "    [-8.20852723e-03 -3.79236192e-02 -3.63791101e-02 ...\n",
+            "      1.59080271e-02 -1.73575487e-02  3.56035344e-02]\n",
+            "    [ 4.02009450e-02  1.35926511e-02 -3.83385979e-02 ...\n",
+            "      3.19246575e-02  4.53939335e-03  2.60906965e-02]\n",
+            "    ...\n",
+            "    [-4.43834923e-02  1.94389094e-03  3.53510380e-02 ...\n",
+            "     -9.18749161e-03 -3.06377932e-02  4.40149978e-02]\n",
+            "    [ 3.40365171e-02 -3.38445534e-03 -8.76955502e-03 ...\n",
+            "      1.38767064e-02  5.74842189e-03  1.77975912e-02]\n",
+            "    [-4.41633090e-02 -1.97587647e-02  1.66429281e-02 ...\n",
+            "      9.38200756e-05  1.05172768e-02 -6.65866584e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[-2.19709426e-02 -3.32875899e-03 -4.81306650e-02 ...\n",
+            "      3.62967737e-02  4.78948047e-03 -4.26374823e-02]\n",
+            "    [-6.77515520e-04  1.25702126e-02  2.52952334e-02 ...\n",
+            "      3.29086855e-02 -1.00336410e-03  2.21736189e-02]\n",
+            "    [-4.85112704e-02 -1.65422726e-02 -2.92896908e-02 ...\n",
+            "      4.84937429e-02 -4.42494899e-02 -3.42792436e-03]\n",
+            "    ...\n",
+            "    [-4.52588126e-02  2.14478932e-02 -4.13872190e-02 ...\n",
+            "      4.19800319e-02 -3.85663472e-02 -1.91828348e-02]\n",
+            "    [ 2.78433152e-02 -3.68067399e-02  5.05848862e-02 ...\n",
+            "      6.72882982e-03  4.46691215e-02  1.82794239e-02]\n",
+            "    [-1.01433527e-02 -3.44547927e-02  1.88512187e-02 ...\n",
+            "      3.60700525e-02 -5.74594317e-03 -9.88300797e-03]]\n",
+            "\n",
+            "   [[-6.22821972e-03 -2.63484363e-02 -2.18156017e-02 ...\n",
+            "      2.48626084e-03 -5.74630639e-03  1.79478619e-02]\n",
+            "    [-2.74725556e-02 -4.12442870e-02 -1.65510420e-02 ...\n",
+            "      1.79032423e-02  1.19375875e-02 -3.63054387e-02]\n",
+            "    [ 4.56942134e-02  1.46968057e-02 -2.38482486e-02 ...\n",
+            "      1.41614480e-02  5.22641614e-02 -5.08186296e-02]\n",
+            "    ...\n",
+            "    [ 4.38328162e-02 -1.81973279e-02  5.63947950e-03 ...\n",
+            "      3.48358825e-02  1.97223872e-02 -1.86911020e-02]\n",
+            "    [-6.53239898e-03  1.59766451e-02 -2.19809860e-02 ...\n",
+            "     -3.34539898e-02  3.95041183e-02 -2.06072330e-02]\n",
+            "    [-2.11968943e-02 -3.59981358e-02 -1.16386190e-02 ...\n",
+            "      8.18372611e-03  2.25049071e-02  3.71910706e-02]]\n",
+            "\n",
+            "   [[-4.72196117e-02  1.55292600e-02 -3.76424789e-02 ...\n",
+            "      4.88369651e-02  3.11317686e-02 -2.95274556e-02]\n",
+            "    [-4.32063565e-02  1.59764104e-02 -1.05397878e-02 ...\n",
+            "      2.58637834e-02 -4.14238423e-02 -7.75551423e-03]\n",
+            "    [-3.76093686e-02 -5.31987622e-02 -4.75878641e-02 ...\n",
+            "      3.96144874e-02 -4.35538217e-03 -1.01653505e-02]\n",
+            "    ...\n",
+            "    [ 1.77065413e-02  2.69297305e-02 -3.82047482e-02 ...\n",
+            "     -6.93523791e-03 -9.09263082e-03 -4.64905724e-02]\n",
+            "    [ 1.88653767e-02 -4.95708436e-02 -1.76661853e-02 ...\n",
+            "     -2.47553401e-02  3.65227573e-02  1.44474199e-02]\n",
+            "    [-5.11614606e-02 -1.74305611e-03  2.70684063e-03 ...\n",
+            "     -3.87235954e-02 -1.30801145e-02  4.39954996e-02]]\n",
+            "\n",
+            "   [[-2.35064514e-02  1.46856494e-02 -1.54965939e-02 ...\n",
+            "      2.31411457e-02 -6.19045831e-03  6.09736703e-03]\n",
+            "    [-4.41920161e-02 -4.10427712e-02  2.89117321e-02 ...\n",
+            "     -4.45783250e-02 -2.28432212e-02  3.89983319e-02]\n",
+            "    [-3.70348282e-02  2.86720358e-02 -8.69072694e-03 ...\n",
+            "     -1.48541220e-02  4.18004021e-02 -1.94241386e-02]\n",
+            "    ...\n",
+            "    [-2.31784806e-02  1.17809540e-02 -3.20917480e-02 ...\n",
+            "     -3.42937931e-02  3.29872519e-02  4.47581522e-02]\n",
+            "    [-5.40699810e-02  3.76372375e-02 -4.29445552e-03 ...\n",
+            "      3.78854126e-02 -3.14056240e-02  1.93418600e-02]\n",
+            "    [ 7.70905381e-03  2.25971807e-02 -3.95375723e-03 ...\n",
+            "      5.05007245e-02 -9.00184084e-03 -9.20098834e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 3.63589264e-02 -4.13544066e-02  1.30532561e-02 ...\n",
+            "      3.49305049e-02 -4.72666919e-02 -3.16471374e-03]\n",
+            "    [ 3.89962159e-02  3.46673988e-02 -3.11191287e-02 ...\n",
+            "     -3.37964520e-02  8.19335459e-04  1.32363918e-03]\n",
+            "    [-5.53873042e-03 -8.96874629e-03  2.86805304e-03 ...\n",
+            "     -4.25665453e-02  9.23596695e-03 -2.12123170e-02]\n",
+            "    ...\n",
+            "    [-7.96152093e-03 -2.99918354e-02 -5.01215979e-02 ...\n",
+            "      1.05161006e-02  4.32719178e-02 -7.68782664e-03]\n",
+            "    [-3.29103135e-02  9.65135731e-03  2.00385880e-02 ...\n",
+            "      4.60936204e-02  8.27034563e-03 -1.98426247e-02]\n",
+            "    [ 1.89007893e-02 -7.51676876e-03 -1.31198587e-02 ...\n",
+            "     -3.35765556e-02  4.74453857e-03 -1.74079444e-02]]\n",
+            "\n",
+            "   [[ 2.17143390e-02  2.82121077e-02 -4.68463749e-02 ...\n",
+            "      6.76002400e-03  3.37589011e-02 -4.33283672e-02]\n",
+            "    [ 4.48848791e-02 -4.95492369e-02  1.84323248e-02 ...\n",
+            "     -1.60810482e-02  3.45761999e-02  1.15020005e-02]\n",
+            "    [-2.27869663e-04  4.08671983e-02 -3.61818522e-02 ...\n",
+            "     -2.36904193e-02  1.00174127e-02  1.79634243e-02]\n",
+            "    ...\n",
+            "    [ 7.53473025e-03 -4.50252518e-02 -3.23477015e-02 ...\n",
+            "     -5.18956082e-03 -1.49388192e-02  8.76350212e-04]\n",
+            "    [ 3.11847292e-02  1.31352246e-02  1.12256454e-02 ...\n",
+            "      3.48872282e-02 -2.09370963e-02  3.49198505e-02]\n",
+            "    [ 8.12895689e-03  2.51670908e-02 -1.40547324e-02 ...\n",
+            "      4.50746380e-02 -4.96470518e-02  1.64641328e-02]]\n",
+            "\n",
+            "   [[-3.61503214e-02 -3.69896032e-02 -2.79830489e-02 ...\n",
+            "     -3.30603085e-02  3.30196023e-02 -3.19152400e-02]\n",
+            "    [ 1.97360665e-02 -3.17135677e-02  9.29276831e-03 ...\n",
+            "      2.27261279e-02  3.70442383e-02 -5.40339248e-03]\n",
+            "    [ 4.87980396e-02 -4.12558950e-02  9.46251489e-03 ...\n",
+            "      2.02826224e-02 -3.29079572e-03  3.17596234e-02]\n",
+            "    ...\n",
+            "    [-5.14778569e-02 -2.16910522e-02  2.47361511e-02 ...\n",
+            "      2.44704671e-02 -1.16751241e-02 -2.88870409e-02]\n",
+            "    [ 3.85232680e-02  1.09091157e-03  4.00877371e-02 ...\n",
+            "      4.07833122e-02  2.71130186e-02  3.06274686e-02]\n",
+            "    [-3.92826693e-03  8.34399741e-03 -1.66274849e-02 ...\n",
+            "      1.85400061e-02 -4.05501798e-02 -3.88236642e-02]]\n",
+            "\n",
+            "   [[-1.53032029e-02 -1.52898829e-05 -2.69822520e-03 ...\n",
+            "      3.61535996e-02 -3.24725127e-03 -2.48067807e-02]\n",
+            "    [ 3.41159329e-02 -4.27498519e-02 -1.23092206e-02 ...\n",
+            "      5.10358177e-02 -3.26773785e-02  3.78727093e-02]\n",
+            "    [ 5.94534038e-04  1.20720556e-02  3.72773893e-02 ...\n",
+            "      1.77037623e-02  4.34010476e-02  1.24135325e-02]\n",
+            "    ...\n",
+            "    [ 1.86304469e-02 -3.50444578e-02  1.70320421e-02 ...\n",
+            "     -4.80746804e-03  3.75719294e-02 -4.06805389e-02]\n",
+            "    [-1.45696020e-02 -1.62551105e-02  3.45399167e-04 ...\n",
+            "      2.16188692e-02 -1.09827379e-02 -4.26125899e-02]\n",
+            "    [-2.47387588e-02  9.92890168e-03 -2.21772213e-02 ...\n",
+            "     -2.22526360e-02 -5.00673577e-02 -2.03763582e-02]]]]]\n",
+            "  Sample biases: [0.03117584 0.03072683 0.03049001 0.0310482  0.02994245]\n",
+            "Layer Name: conv3d_transpose_19\n",
+            "  Weights shape: (4, 4, 4, 32, 64)\n",
+            "  Biases shape: (32,)\n",
+            "  Sample weights: [[[[[ 5.73659828e-03  1.74190626e-02  4.67372127e-02 ...\n",
+            "      4.68661375e-02  3.25161926e-02 -1.66955916e-03]\n",
+            "    [ 1.29076112e-02  3.10689968e-04  2.63257995e-02 ...\n",
+            "      1.25601478e-02 -6.22864533e-03 -1.62498280e-03]\n",
+            "    [ 9.14350897e-03  3.81070585e-03  4.62590046e-02 ...\n",
+            "      4.93691443e-03  8.90723616e-03 -5.14871068e-03]\n",
+            "    ...\n",
+            "    [-2.97787506e-03  1.14100454e-02  4.06469628e-02 ...\n",
+            "      1.14137458e-03 -3.17893340e-03  2.63161138e-02]\n",
+            "    [-2.86896341e-02 -3.70868519e-02 -4.24147844e-02 ...\n",
+            "     -1.52265672e-02 -3.53855938e-02 -3.74488384e-02]\n",
+            "    [-3.18851992e-02 -1.21703641e-02  1.67770945e-02 ...\n",
+            "     -2.43211165e-02  1.83711052e-02 -1.81682333e-02]]\n",
+            "\n",
+            "   [[-2.91394722e-02 -1.83046598e-03  1.19995037e-02 ...\n",
+            "      1.25441728e-02  3.01617421e-02  1.19907530e-02]\n",
+            "    [-1.66814961e-02 -1.42846778e-02 -1.46800103e-02 ...\n",
+            "     -1.29642691e-02 -1.17634535e-02 -4.12445143e-02]\n",
+            "    [-3.50674391e-02  1.89375109e-03  1.29481591e-02 ...\n",
+            "     -5.18032396e-03 -2.31417567e-02 -1.17273806e-02]\n",
+            "    ...\n",
+            "    [ 1.21584237e-02  1.04920911e-02  1.74206588e-02 ...\n",
+            "      2.22502537e-02  2.89575849e-02  4.99105640e-03]\n",
+            "    [ 1.71469878e-02  2.63172016e-02  4.32401411e-02 ...\n",
+            "     -8.81176535e-03  4.07413021e-02 -7.12708849e-03]\n",
+            "    [ 2.94596106e-02  5.36520034e-03  5.11297397e-03 ...\n",
+            "      2.08923407e-02  5.39197698e-02  5.21465056e-02]]\n",
+            "\n",
+            "   [[ 2.30318103e-02  6.82699168e-03  4.03728224e-02 ...\n",
+            "      2.66123433e-02  3.57509367e-02 -7.68068200e-03]\n",
+            "    [ 5.25085963e-02  2.39724815e-02  2.51644682e-02 ...\n",
+            "      4.07703072e-02  5.71173523e-03  2.01576967e-02]\n",
+            "    [ 8.68654065e-03  3.63810174e-02  1.05268704e-02 ...\n",
+            "      1.05537372e-02  4.29923907e-02 -1.98005117e-03]\n",
+            "    ...\n",
+            "    [-1.12047018e-02  5.27111907e-03 -1.23496680e-03 ...\n",
+            "      2.87052654e-02  2.75168829e-02 -5.09773148e-03]\n",
+            "    [ 1.52367828e-02 -3.55700180e-02  2.48056911e-02 ...\n",
+            "      1.25036724e-02 -1.52900172e-02 -3.45029533e-02]\n",
+            "    [-2.88345367e-02 -8.04367848e-03  2.08046753e-02 ...\n",
+            "     -2.67618205e-02 -8.57557356e-03 -2.13436075e-02]]\n",
+            "\n",
+            "   [[-2.15524174e-02 -6.66454248e-03  2.14321595e-02 ...\n",
+            "      2.57423371e-02  2.17854101e-02  1.33822318e-02]\n",
+            "    [ 1.54304048e-02 -3.57964039e-02 -1.93544751e-04 ...\n",
+            "     -2.22722776e-02 -6.34199521e-03 -2.90848955e-04]\n",
+            "    [-2.63820272e-02  1.32220527e-02 -1.41134989e-02 ...\n",
+            "      1.66558605e-02  3.02968584e-02 -1.69271156e-02]\n",
+            "    ...\n",
+            "    [ 3.75771932e-02 -8.69719218e-03  2.71354876e-02 ...\n",
+            "      3.96780781e-02  3.63462344e-02  4.38115411e-02]\n",
+            "    [ 2.67533772e-02 -3.17952922e-03  3.88421863e-02 ...\n",
+            "      1.81750096e-02  2.70943921e-02 -1.17765032e-02]\n",
+            "    [ 1.71028413e-02  6.60176948e-03  3.82334627e-02 ...\n",
+            "      2.87340209e-02  4.51804921e-02  3.89080197e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[-2.97921058e-03 -2.81333681e-02  1.44677050e-02 ...\n",
+            "      1.32641429e-02 -2.48071514e-02 -1.11627607e-02]\n",
+            "    [ 7.08203064e-03 -3.73781053e-03 -3.82445864e-02 ...\n",
+            "      5.73145878e-03  2.66024354e-03 -3.59200686e-02]\n",
+            "    [ 2.25535315e-03 -2.25764303e-03  1.29117304e-02 ...\n",
+            "     -3.81984599e-02 -1.63099300e-02 -8.24819412e-03]\n",
+            "    ...\n",
+            "    [ 3.42725636e-03  4.35981005e-02  2.38849726e-02 ...\n",
+            "      4.45163772e-02 -5.35633008e-04 -8.28876346e-03]\n",
+            "    [ 3.35769206e-02  2.19637695e-06  6.54466357e-03 ...\n",
+            "     -4.72076144e-03  6.96057873e-03  1.97776277e-02]\n",
+            "    [ 1.04989540e-02  4.93122712e-02  4.08243341e-03 ...\n",
+            "      8.72191414e-03  3.96438092e-02  4.88940999e-02]]\n",
+            "\n",
+            "   [[-6.76329480e-03  2.35826224e-02  1.40122103e-03 ...\n",
+            "      2.88850050e-02  4.18951772e-02  2.08664294e-02]\n",
+            "    [-2.75345496e-03  4.08598781e-03  4.27743755e-02 ...\n",
+            "      2.40396094e-02  4.86242846e-02  4.07461748e-02]\n",
+            "    [ 4.53286022e-02  4.40138914e-02  4.19894643e-02 ...\n",
+            "      1.88604984e-02 -1.31153530e-02 -1.10018188e-02]\n",
+            "    ...\n",
+            "    [-2.56151017e-02 -2.97240783e-02  5.41132176e-03 ...\n",
+            "      1.31057622e-02 -1.99329220e-02  1.68205295e-02]\n",
+            "    [-3.22334692e-02  6.73886109e-03  1.12384679e-02 ...\n",
+            "     -9.48610902e-03  7.73976883e-03 -5.34416409e-03]\n",
+            "    [ 2.08295211e-02  1.80566462e-03  3.47503275e-02 ...\n",
+            "      2.63095926e-02  1.89138018e-02 -1.77664347e-02]]\n",
+            "\n",
+            "   [[-2.80456133e-02  8.32700077e-03  2.20265314e-02 ...\n",
+            "      1.28628016e-02 -2.31772922e-02 -1.96244055e-03]\n",
+            "    [-2.79059242e-02 -1.46753406e-02  3.10982466e-02 ...\n",
+            "     -1.61348172e-02 -2.01479755e-02  1.10648852e-02]\n",
+            "    [ 1.30869383e-02 -1.46655869e-02  2.68578846e-02 ...\n",
+            "      1.48751494e-02  1.67784654e-02  7.79451383e-03]\n",
+            "    ...\n",
+            "    [ 3.15496847e-02  4.27292846e-03  3.50616116e-04 ...\n",
+            "      7.42635224e-03 -5.75907389e-03 -6.77574845e-03]\n",
+            "    [ 1.49381692e-02  2.35366561e-02  2.17141060e-05 ...\n",
+            "      4.81122211e-02  2.91479770e-02  2.92765591e-02]\n",
+            "    [ 6.66294852e-03  7.67213013e-03  3.10772955e-02 ...\n",
+            "     -4.12632857e-04  2.60297097e-02  1.57138780e-02]]\n",
+            "\n",
+            "   [[ 4.27747816e-02  1.57567691e-02  4.19401145e-03 ...\n",
+            "      1.27619905e-02  2.06183232e-02  3.13387364e-02]\n",
+            "    [ 8.56852997e-03  4.73020710e-02  4.48965319e-02 ...\n",
+            "      1.76607482e-02  2.88637634e-02  2.77891569e-02]\n",
+            "    [ 4.28079478e-02  2.73859240e-02  4.70590405e-02 ...\n",
+            "      1.21026188e-02 -9.14994068e-03  1.40907113e-02]\n",
+            "    ...\n",
+            "    [ 2.75362413e-02  2.12199669e-02 -1.88869908e-02 ...\n",
+            "      1.94704328e-02 -9.79325175e-03 -2.20892746e-02]\n",
+            "    [-2.35904902e-02 -2.23414823e-02  6.08130172e-03 ...\n",
+            "      3.16923112e-03  5.14195347e-03  6.07027393e-03]\n",
+            "    [-2.26450283e-02 -1.74655893e-03 -1.04246438e-02 ...\n",
+            "     -7.48924306e-03 -1.14040533e-02 -3.26915784e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 1.03008747e-03 -4.65054251e-03  4.55419309e-02 ...\n",
+            "      2.62297932e-02  7.48293661e-03  9.36506130e-03]\n",
+            "    [ 2.31487677e-02  2.39552800e-02  4.27093320e-02 ...\n",
+            "      4.72851805e-02  6.01623673e-03 -7.42602535e-03]\n",
+            "    [ 3.21089402e-02  3.21789272e-02  2.70964019e-02 ...\n",
+            "      4.80968803e-02 -4.97090584e-03  1.66311283e-02]\n",
+            "    ...\n",
+            "    [ 4.53009754e-02 -9.13623720e-03  3.73744890e-02 ...\n",
+            "      3.32559273e-02  3.39122936e-02  2.37516463e-02]\n",
+            "    [ 1.44896060e-02 -2.49935202e-02  1.55031811e-02 ...\n",
+            "      2.92698178e-03  1.10785654e-02  2.34627761e-02]\n",
+            "    [-5.72553091e-03 -1.96897350e-02 -5.95074031e-04 ...\n",
+            "      1.25003895e-02 -2.64304448e-02  1.98699664e-02]]\n",
+            "\n",
+            "   [[-2.45268345e-02 -6.75643608e-03  1.49793644e-02 ...\n",
+            "     -3.06553468e-02 -2.18385924e-02  1.25114042e-02]\n",
+            "    [ 3.97921831e-04 -5.12228068e-03 -1.60927214e-02 ...\n",
+            "      7.41105247e-03  1.47971492e-02 -8.83230474e-03]\n",
+            "    [ 2.74403766e-02 -1.12998169e-02 -8.28677695e-03 ...\n",
+            "     -5.63038560e-03 -1.12954108e-02 -4.03394137e-04]\n",
+            "    ...\n",
+            "    [ 3.81128979e-03  6.74190139e-03  3.60860229e-02 ...\n",
+            "      2.84375553e-03 -1.09811556e-02  5.32900100e-04]\n",
+            "    [ 1.65215135e-02  2.80519761e-03 -3.63000948e-03 ...\n",
+            "     -1.13373725e-02  3.89850736e-02  4.00696546e-02]\n",
+            "    [ 5.28159887e-02  1.08927756e-03  1.73664447e-02 ...\n",
+            "      4.29076608e-03  2.11883001e-02  2.24089678e-02]]\n",
+            "\n",
+            "   [[ 2.56147943e-02  3.89595255e-02  4.76237498e-02 ...\n",
+            "      3.56057510e-02  2.69052442e-02  1.31900208e-02]\n",
+            "    [ 3.72199877e-03  5.54351620e-02  1.97799914e-02 ...\n",
+            "      4.64148410e-02  1.99583210e-02  4.66977805e-03]\n",
+            "    [ 3.19684087e-03  1.91888437e-02 -1.07710538e-02 ...\n",
+            "     -2.02347548e-03  5.79801109e-03  2.87228823e-02]\n",
+            "    ...\n",
+            "    [ 1.45558938e-02  2.37984173e-02  1.70542039e-02 ...\n",
+            "     -7.50315655e-03  4.17350754e-02  8.04127380e-03]\n",
+            "    [ 1.80101655e-02  3.18606640e-03  1.61192771e-02 ...\n",
+            "      3.23920622e-02  1.63064674e-02 -2.98261666e-03]\n",
+            "    [-3.21409702e-02 -1.37688657e-02 -2.40363553e-02 ...\n",
+            "      1.73985455e-02  9.18911211e-03 -6.08038902e-03]]\n",
+            "\n",
+            "   [[-1.26076406e-02 -2.35919636e-02  1.40256463e-02 ...\n",
+            "      1.41484095e-02 -3.17410789e-02  1.14269946e-02]\n",
+            "    [ 2.61093192e-02 -1.41122462e-02 -2.58114934e-03 ...\n",
+            "      2.00041477e-02  1.16399387e-02  1.46826711e-02]\n",
+            "    [-3.33553110e-03 -7.61520537e-03  3.62405293e-02 ...\n",
+            "      2.59601865e-02  1.20025231e-02  2.16384511e-02]\n",
+            "    ...\n",
+            "    [ 1.05861714e-02 -8.92008713e-04  1.33849932e-02 ...\n",
+            "      5.01180515e-02  7.79779861e-03 -3.10323061e-03]\n",
+            "    [ 2.86216587e-02 -1.22415423e-02  1.84763595e-02 ...\n",
+            "      3.37351486e-02  4.16088216e-02  2.11873371e-02]\n",
+            "    [ 5.29902019e-02  1.31828804e-02  3.61130349e-02 ...\n",
+            "      3.90815586e-02  4.01441045e-02  8.52486677e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[-1.15413666e-02  1.28306798e-04  2.32770424e-02 ...\n",
+            "     -7.85982329e-03  2.28972938e-02  1.40266726e-02]\n",
+            "    [ 7.50341685e-03  9.05339792e-03 -3.38815479e-03 ...\n",
+            "     -2.09303433e-03 -1.95507985e-02 -2.45835092e-02]\n",
+            "    [-1.83387995e-02 -1.79814175e-02 -1.95137653e-02 ...\n",
+            "     -3.25395539e-02  3.50056565e-03  1.91330817e-02]\n",
+            "    ...\n",
+            "    [ 4.97618057e-02  1.85763910e-02  9.61615518e-03 ...\n",
+            "      9.17542260e-03  5.06901853e-02  3.48036550e-02]\n",
+            "    [ 1.11983884e-02  2.09672134e-02  3.66797298e-02 ...\n",
+            "     -3.58700845e-03  4.93108295e-02  3.10254563e-02]\n",
+            "    [ 3.71346138e-02  2.50872336e-02  1.57400570e-03 ...\n",
+            "      1.78514607e-02  3.05989981e-02  4.72927988e-02]]\n",
+            "\n",
+            "   [[ 4.85210195e-02  3.03269941e-02 -1.98460766e-04 ...\n",
+            "      9.84084327e-03  2.44169752e-03  1.41658178e-02]\n",
+            "    [ 9.26837232e-03 -2.55273888e-03  1.07661169e-02 ...\n",
+            "      1.23562235e-02  2.15834249e-02  3.61052752e-02]\n",
+            "    [ 4.28235717e-02  1.91614833e-02  3.74755487e-02 ...\n",
+            "      1.84206944e-02  4.85139191e-02 -5.29593788e-04]\n",
+            "    ...\n",
+            "    [ 1.11832246e-02  3.44814099e-02  1.70483347e-02 ...\n",
+            "      2.79330481e-02 -5.44723915e-03 -1.46774044e-02]\n",
+            "    [ 2.50580180e-02  1.49281519e-02 -1.75339039e-02 ...\n",
+            "     -8.54722597e-03  7.48677133e-03 -1.46448601e-03]\n",
+            "    [ 3.83120626e-02  3.61993425e-02  3.46094603e-03 ...\n",
+            "     -1.18008628e-02 -1.08115701e-02  1.89508479e-02]]\n",
+            "\n",
+            "   [[ 3.20138335e-02 -2.29453295e-03  2.45684497e-02 ...\n",
+            "      1.38749359e-02  2.05779355e-02  3.91328335e-03]\n",
+            "    [ 1.77547988e-02  3.12809199e-02  7.57354021e-04 ...\n",
+            "     -1.11023299e-02  2.28451882e-02  1.44069791e-02]\n",
+            "    [ 6.56957645e-03 -2.14337576e-02 -1.05015179e-02 ...\n",
+            "      5.83823537e-03  2.21616738e-02  1.40032880e-02]\n",
+            "    ...\n",
+            "    [ 3.31085511e-02  2.76597645e-02  4.54398133e-02 ...\n",
+            "      1.27747869e-02  5.95015008e-04  1.79714244e-02]\n",
+            "    [ 4.22845706e-02  5.54328179e-03  1.80684496e-02 ...\n",
+            "      2.01646928e-02  2.31430288e-02  1.60782076e-02]\n",
+            "    [ 7.05698458e-03  2.73617264e-03 -2.94994330e-03 ...\n",
+            "      2.03325804e-02  1.16338804e-02  5.20864949e-02]]\n",
+            "\n",
+            "   [[ 1.97320874e-03  3.11738485e-03  4.38477052e-03 ...\n",
+            "      2.77827610e-03 -4.82649216e-03 -4.31066239e-03]\n",
+            "    [ 2.42452286e-02  4.38372009e-02  2.32155342e-02 ...\n",
+            "      3.75647135e-02 -7.19909929e-03  6.80868793e-03]\n",
+            "    [ 3.45990323e-02  3.62688466e-03  1.86240468e-02 ...\n",
+            "     -1.66440173e-03  2.49865726e-02  2.67725829e-02]\n",
+            "    ...\n",
+            "    [ 1.83523893e-02  4.25016508e-02  2.28375066e-02 ...\n",
+            "     -1.91980805e-02  3.47645837e-03  4.68099788e-02]\n",
+            "    [ 5.62548917e-03  1.88122652e-02 -1.55154001e-02 ...\n",
+            "      3.49896029e-02  1.34126458e-03  3.67362611e-02]\n",
+            "    [-9.10930056e-03  2.81527825e-02  3.24821565e-03 ...\n",
+            "     -1.90756191e-03 -6.90123346e-03  3.79757322e-02]]]]\n",
+            "\n",
+            "\n",
+            "\n",
+            " [[[[ 1.66265685e-02 -1.00688441e-02  2.80130990e-02 ...\n",
+            "      2.93316562e-02  2.74647344e-02  3.63759100e-02]\n",
+            "    [ 5.22098411e-03  5.02791815e-02 -6.07339386e-03 ...\n",
+            "      5.28797507e-02  1.56809352e-02  4.72690500e-02]\n",
+            "    [-8.86552315e-03 -8.14976264e-03 -4.31209384e-03 ...\n",
+            "      3.76597755e-02 -4.95470082e-03  4.04043980e-02]\n",
+            "    ...\n",
+            "    [ 3.50933820e-02  4.22917008e-02  2.46110801e-02 ...\n",
+            "     -1.54475328e-02 -4.01430810e-03  3.23565006e-02]\n",
+            "    [ 4.93769757e-02  2.08772495e-02 -7.35316798e-03 ...\n",
+            "      2.09083240e-02  1.86932161e-02  4.08473611e-02]\n",
+            "    [ 4.78945032e-04  2.57324148e-02  1.05221169e-02 ...\n",
+            "     -1.09774095e-03  3.50575000e-02  4.20800745e-02]]\n",
+            "\n",
+            "   [[ 4.75008152e-02  4.61760396e-03  1.39541961e-02 ...\n",
+            "      3.09560224e-02  3.83970179e-02  1.26383230e-02]\n",
+            "    [ 1.95921976e-02 -2.63369996e-02  2.33542770e-02 ...\n",
+            "      1.08798873e-02  2.27343920e-03 -3.78195825e-03]\n",
+            "    [ 2.86779515e-02  3.55608203e-02  4.30238321e-02 ...\n",
+            "      4.70901504e-02  3.04398350e-02 -9.12030041e-03]\n",
+            "    ...\n",
+            "    [ 2.84145363e-02  2.49188077e-02  1.49571123e-02 ...\n",
+            "      2.52826512e-02 -7.04900548e-03  4.32395078e-02]\n",
+            "    [ 4.39547151e-02  3.33360210e-02  3.93224359e-02 ...\n",
+            "     -9.60484054e-03  3.18402983e-02  3.66910361e-02]\n",
+            "    [-2.72432882e-02 -2.33770497e-02 -2.87824310e-02 ...\n",
+            "      1.55611327e-02 -1.71028692e-02  2.40560696e-02]]\n",
+            "\n",
+            "   [[ 2.20433064e-02  7.60865351e-03 -3.87397013e-03 ...\n",
+            "      2.29910687e-02  2.58883890e-02  2.26960070e-02]\n",
+            "    [ 1.47270495e-02  5.07156365e-02 -5.72664011e-03 ...\n",
+            "      3.90593782e-02  1.03875599e-03  5.84654650e-03]\n",
+            "    [ 2.31179297e-02 -1.28724417e-02  1.72465127e-02 ...\n",
+            "      2.32150708e-03  1.34601770e-02  1.03825796e-02]\n",
+            "    ...\n",
+            "    [ 1.06936833e-02  4.65751998e-03 -6.62925607e-03 ...\n",
+            "      3.91905047e-02 -2.01819860e-03  3.51006798e-02]\n",
+            "    [ 9.17201955e-03 -6.65758969e-04  3.55801322e-02 ...\n",
+            "      1.93685219e-02  4.19887677e-02 -6.68824185e-03]\n",
+            "    [ 2.83421464e-02  6.35638135e-03 -8.75929400e-05 ...\n",
+            "      1.73300486e-02  4.59776148e-02  4.18532193e-02]]\n",
+            "\n",
+            "   [[ 2.49959854e-03  5.00961021e-02  3.98906432e-02 ...\n",
+            "     -7.40696397e-03  4.45288196e-02  2.95967385e-02]\n",
+            "    [-2.94494350e-02 -3.70880682e-03  2.19725240e-02 ...\n",
+            "     -2.44700350e-02 -2.22653374e-02 -1.28232120e-02]\n",
+            "    [ 1.86954159e-02  1.73559878e-02  1.56111047e-02 ...\n",
+            "      4.20369357e-02  4.50148769e-02  2.98810396e-02]\n",
+            "    ...\n",
+            "    [-2.06893217e-03  3.51253226e-02  2.00116783e-02 ...\n",
+            "      3.77726625e-03  2.15073954e-02  1.79961864e-02]\n",
+            "    [ 2.50100531e-02  3.29549089e-02  2.39634793e-02 ...\n",
+            "      4.02905084e-02  2.97867320e-02  1.39918560e-02]\n",
+            "    [ 2.66486709e-03 -5.80359064e-03  2.24179178e-02 ...\n",
+            "     -5.07770292e-03 -1.33725023e-02 -1.97575018e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 3.25435437e-02  2.55803037e-02  2.98169488e-03 ...\n",
+            "      2.38426123e-02  5.16925007e-03 -6.46153186e-03]\n",
+            "    [-1.96802989e-02 -1.44819161e-02  2.69016455e-04 ...\n",
+            "      7.75771914e-03 -1.68622062e-02  2.49290233e-03]\n",
+            "    [ 2.37539690e-03  1.37070036e-02  4.12794109e-03 ...\n",
+            "      3.87287475e-02 -5.84126636e-03  1.37470113e-02]\n",
+            "    ...\n",
+            "    [-1.40445093e-02  9.87539534e-03  2.77065057e-02 ...\n",
+            "      2.56201141e-02  2.43746936e-02  3.78602594e-02]\n",
+            "    [ 3.78784649e-02 -2.03054547e-02  2.61180140e-02 ...\n",
+            "      3.43931653e-02  3.30557749e-02  4.01574858e-02]\n",
+            "    [ 7.38000311e-03  3.27469483e-02  2.20068637e-02 ...\n",
+            "     -1.16739785e-02 -1.33246463e-02  2.58691739e-02]]\n",
+            "\n",
+            "   [[ 1.61820855e-02  3.27587798e-02 -1.79506708e-02 ...\n",
+            "      5.17333997e-03  6.81948848e-03  3.35009210e-02]\n",
+            "    [-6.81403279e-03  2.33272389e-02  1.90772954e-02 ...\n",
+            "      1.19941887e-02  3.06940055e-03  1.10258004e-02]\n",
+            "    [ 1.28456242e-02  3.68303843e-02 -3.14278877e-03 ...\n",
+            "      3.45949060e-03  4.52112816e-02  2.62329970e-02]\n",
+            "    ...\n",
+            "    [-1.71603002e-02 -5.39793912e-03  1.66499875e-02 ...\n",
+            "     -1.06415553e-02  2.42756233e-02  3.82060595e-02]\n",
+            "    [ 4.39377986e-02  2.15413445e-03  2.70321425e-02 ...\n",
+            "      3.86623219e-02 -4.67709266e-03  1.98172927e-02]\n",
+            "    [-2.35566087e-02 -1.98385082e-02  9.42701753e-03 ...\n",
+            "     -1.33868232e-02  5.39831724e-03 -1.11017125e-02]]\n",
+            "\n",
+            "   [[ 1.44360904e-02  1.97188668e-02  2.00734232e-02 ...\n",
+            "      3.89366820e-02 -1.58822760e-02  1.14799282e-02]\n",
+            "    [ 1.13367634e-02  1.05142072e-02  3.06485146e-02 ...\n",
+            "      3.30058001e-02  1.30850244e-02  2.50383001e-03]\n",
+            "    [ 2.18622480e-02  2.64996160e-02  1.97809096e-03 ...\n",
+            "      2.47094873e-02  7.24865403e-03  2.44739605e-03]\n",
+            "    ...\n",
+            "    [ 1.23814829e-02 -1.40033066e-02  2.13836152e-02 ...\n",
+            "      1.02359280e-02  2.17287876e-02  3.23867910e-02]\n",
+            "    [ 2.06255559e-02  3.22505906e-02  2.83011980e-02 ...\n",
+            "      4.16279919e-02  1.66266393e-02 -1.79433278e-04]\n",
+            "    [ 3.56057920e-02 -9.70206130e-03  4.95165549e-02 ...\n",
+            "     -1.88910891e-03 -8.47034529e-03  1.96723100e-02]]\n",
+            "\n",
+            "   [[-2.09565423e-02  2.95693614e-02  4.40848060e-03 ...\n",
+            "      8.53779074e-03 -1.91446003e-02 -1.57316159e-02]\n",
+            "    [ 2.46457085e-02 -9.75576229e-03 -6.04239339e-03 ...\n",
+            "      1.27602620e-02 -1.56551410e-04  6.09382614e-03]\n",
+            "    [ 4.76042777e-02  7.75138149e-03  1.91092528e-02 ...\n",
+            "      1.87490974e-02  7.75037473e-03  2.53382884e-02]\n",
+            "    ...\n",
+            "    [ 2.86369883e-02  2.99982373e-02  1.83928367e-02 ...\n",
+            "      2.65908614e-02  2.01661661e-02 -2.73595136e-02]\n",
+            "    [ 8.97020753e-03 -6.53512357e-03  3.41770463e-02 ...\n",
+            "      2.69126520e-02  1.76171586e-02  2.25375853e-02]\n",
+            "    [-2.23810552e-03  1.58186182e-02  2.26858957e-03 ...\n",
+            "     -4.28507943e-03  7.82028958e-03  1.24605652e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 7.22683128e-03  4.58614230e-02  3.10174208e-02 ...\n",
+            "      2.91152559e-02 -9.58531536e-03  6.97830971e-03]\n",
+            "    [ 3.96141820e-02 -4.82130563e-03  5.26121035e-02 ...\n",
+            "     -1.38356327e-03  5.12623824e-02  2.96221823e-02]\n",
+            "    [-2.46923114e-03 -6.34402363e-03  1.18774204e-02 ...\n",
+            "      3.44552100e-02 -1.47679327e-02 -1.16710020e-02]\n",
+            "    ...\n",
+            "    [-1.59391332e-02  1.35424165e-02  1.68817509e-02 ...\n",
+            "      1.74070913e-02 -6.36234926e-03 -6.75049657e-03]\n",
+            "    [ 4.18984629e-02 -4.24622092e-03  3.76002304e-02 ...\n",
+            "      8.88200756e-03  4.87649888e-02  1.22362319e-02]\n",
+            "    [ 5.21701425e-02  1.14960326e-02  2.48283800e-03 ...\n",
+            "      3.80538143e-02  3.15706097e-02  3.48348729e-02]]\n",
+            "\n",
+            "   [[ 1.90837793e-02  3.72619368e-02  3.85894962e-02 ...\n",
+            "      4.89700772e-02  2.96788719e-02 -2.14467105e-03]\n",
+            "    [-5.91453165e-03  2.05436274e-02 -1.46548469e-02 ...\n",
+            "     -2.05115248e-02  1.96324978e-02 -3.44371833e-02]\n",
+            "    [-5.96520212e-03  4.92472537e-02  4.34893146e-02 ...\n",
+            "      3.32865268e-02  3.69704738e-02  1.54782571e-02]\n",
+            "    ...\n",
+            "    [ 4.88603078e-02  3.07179019e-02  6.00244338e-03 ...\n",
+            "      3.24961506e-02  9.06112883e-03 -3.07537569e-03]\n",
+            "    [ 9.49585531e-03  3.32879983e-02  3.36177312e-02 ...\n",
+            "      4.76110093e-02 -6.08341396e-03  4.74338941e-02]\n",
+            "    [ 1.76009219e-02  2.39009820e-02 -1.96672641e-02 ...\n",
+            "     -1.24400966e-02 -1.49181085e-02 -5.24621783e-03]]\n",
+            "\n",
+            "   [[ 3.63261029e-02  1.47653623e-02  3.67902331e-02 ...\n",
+            "      3.90159488e-02 -3.87869496e-03 -7.32094934e-03]\n",
+            "    [ 1.35354195e-02  3.70575935e-02  1.85965952e-02 ...\n",
+            "     -3.68087995e-03 -5.22368541e-03  5.36930487e-02]\n",
+            "    [-7.41507439e-03  1.14733046e-02  9.22450516e-03 ...\n",
+            "      2.81937364e-02 -1.44174341e-02  3.87102589e-02]\n",
+            "    ...\n",
+            "    [ 6.52429136e-03 -2.60338839e-03  7.66335474e-03 ...\n",
+            "      4.28851433e-02  2.43358277e-02  2.43614689e-02]\n",
+            "    [ 1.97387878e-02  4.69992571e-02  4.80395444e-02 ...\n",
+            "      3.63973342e-02  3.77671532e-02 -5.92615979e-04]\n",
+            "    [ 5.64632341e-02  3.69668826e-02  3.63043584e-02 ...\n",
+            "     -9.74874478e-04  2.18324848e-02  4.00108062e-02]]\n",
+            "\n",
+            "   [[ 6.07197289e-04 -2.41090870e-03  2.24021804e-02 ...\n",
+            "      3.24147269e-02 -2.42200634e-03  2.30654497e-02]\n",
+            "    [ 2.28051152e-02 -1.24313384e-02  1.78453811e-02 ...\n",
+            "      2.34581213e-02 -2.61013974e-02  2.48959120e-02]\n",
+            "    [ 3.10773440e-02  3.52067500e-02 -1.85225159e-03 ...\n",
+            "     -9.34000686e-03  2.82478109e-02  3.61563116e-02]\n",
+            "    ...\n",
+            "    [ 4.49588336e-02  9.85928904e-03  4.10201289e-02 ...\n",
+            "      1.88210029e-02 -5.48141589e-03  1.52051020e-02]\n",
+            "    [ 3.06914728e-02  3.97383794e-02  4.30385768e-02 ...\n",
+            "      4.83094789e-02  1.32266385e-02  3.96445617e-02]\n",
+            "    [ 1.92177221e-02  7.88364001e-03 -1.10752340e-02 ...\n",
+            "     -9.59827378e-03 -2.15942711e-02  1.53853996e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 1.03712846e-02  3.38803641e-02  1.74730048e-02 ...\n",
+            "      3.09924968e-02  3.04273590e-02 -1.70595408e-03]\n",
+            "    [ 3.01504787e-03  6.57744333e-03 -9.00026225e-03 ...\n",
+            "      3.59444530e-04  2.67128944e-02 -9.08359792e-03]\n",
+            "    [ 1.61285512e-02  4.09751125e-02 -2.14651390e-03 ...\n",
+            "      4.65535745e-02  2.83470619e-02  5.14228903e-02]\n",
+            "    ...\n",
+            "    [-1.45326601e-02  3.13891433e-02  3.06324624e-02 ...\n",
+            "     -7.89441448e-03 -2.06867568e-02  1.69569645e-02]\n",
+            "    [ 1.25418678e-02  5.89422323e-03  9.16960463e-03 ...\n",
+            "      3.65449786e-02  1.16773797e-02  2.57964805e-02]\n",
+            "    [ 1.55348731e-02  7.64215970e-03  1.31349629e-02 ...\n",
+            "     -2.02225856e-02 -1.67501275e-03 -1.93734374e-02]]\n",
+            "\n",
+            "   [[-3.57440161e-03  3.40164490e-02  1.65651590e-02 ...\n",
+            "     -1.27172228e-02 -1.47643983e-02 -2.23924499e-02]\n",
+            "    [ 8.34842492e-03 -1.21517887e-03 -2.35840883e-02 ...\n",
+            "      1.78286135e-02 -6.42098067e-03 -1.15328934e-02]\n",
+            "    [ 3.60382311e-02  2.22713668e-02  4.32965197e-02 ...\n",
+            "      3.29368003e-02  3.61942425e-02  3.54080871e-02]\n",
+            "    ...\n",
+            "    [ 1.58410836e-02  1.03890225e-02  8.94232304e-04 ...\n",
+            "      3.59341130e-02 -9.93929803e-03 -9.58432537e-03]\n",
+            "    [ 8.61638132e-03  2.71958560e-02  2.52609532e-02 ...\n",
+            "      4.10785340e-02  4.57386039e-02  2.20636092e-02]\n",
+            "    [ 9.48383473e-03 -9.25054401e-03 -2.20229793e-02 ...\n",
+            "     -1.79182529e-03  9.25461994e-04 -9.69530607e-04]]\n",
+            "\n",
+            "   [[-1.41457962e-02  3.78197692e-02  3.40201370e-02 ...\n",
+            "      3.01143639e-02  1.51769770e-03  4.44490500e-02]\n",
+            "    [ 1.89198703e-02  4.07907628e-02  1.67110207e-04 ...\n",
+            "      1.48565127e-02  1.91338919e-03  5.14956862e-02]\n",
+            "    [ 8.85789748e-03 -8.30473751e-03 -2.24819477e-03 ...\n",
+            "     -3.47638689e-03  4.93441038e-02  4.56140824e-02]\n",
+            "    ...\n",
+            "    [ 1.25740441e-02  1.71760824e-02  8.69815995e-06 ...\n",
+            "      1.07559161e-02  3.03591564e-02  2.60369144e-02]\n",
+            "    [-1.05641922e-02  2.62396764e-02  3.65123898e-02 ...\n",
+            "      4.58915345e-02  2.46809367e-02  1.49745047e-02]\n",
+            "    [ 9.67919361e-03 -5.27385063e-03  1.56436563e-02 ...\n",
+            "      4.58404422e-02  1.72994193e-02  1.90938208e-02]]\n",
+            "\n",
+            "   [[ 2.39772676e-03 -1.29810600e-02  1.91465504e-02 ...\n",
+            "     -7.98084890e-04  3.44995484e-02 -1.30887758e-02]\n",
+            "    [-1.56835150e-02  1.96446795e-02  2.69665178e-02 ...\n",
+            "      1.62596051e-02  1.84792783e-02 -1.92219391e-02]\n",
+            "    [ 2.03137156e-02 -2.04248098e-03  1.67177934e-02 ...\n",
+            "      3.55122834e-02  3.83622944e-02  8.42675276e-04]\n",
+            "    ...\n",
+            "    [ 1.25975609e-02 -1.99459065e-02  4.61772420e-02 ...\n",
+            "      1.47028174e-03 -1.43401101e-02  1.46939773e-02]\n",
+            "    [-1.52659963e-03  4.71075624e-02 -4.77949623e-03 ...\n",
+            "      2.93093007e-02  2.66285390e-02  4.95393202e-02]\n",
+            "    [ 3.69925052e-03  1.91910136e-02 -1.58812441e-02 ...\n",
+            "      1.08000375e-02  1.58202276e-02 -1.84563361e-02]]]]\n",
+            "\n",
+            "\n",
+            "\n",
+            " [[[[ 1.29058417e-02  3.94324772e-02  1.60867423e-02 ...\n",
+            "      3.63877490e-02  2.74599679e-02  4.31797840e-03]\n",
+            "    [ 3.37097421e-02  1.61089338e-02  1.83385499e-02 ...\n",
+            "      1.89331919e-03  3.77708301e-02  2.37466861e-02]\n",
+            "    [ 3.51766939e-03  4.85463813e-02  1.02785062e-02 ...\n",
+            "      4.84720133e-02  2.77102552e-02  3.77991833e-02]\n",
+            "    ...\n",
+            "    [ 1.00424485e-02  1.61133315e-02 -2.08342914e-02 ...\n",
+            "      1.00807343e-02  5.54410182e-03  3.54165141e-03]\n",
+            "    [-3.03078089e-02 -1.56325866e-02 -1.58139542e-02 ...\n",
+            "      1.33697381e-02 -3.82675342e-02 -9.49416496e-03]\n",
+            "    [-1.52154071e-02 -5.61761716e-03  3.02807186e-02 ...\n",
+            "      2.16598008e-02  2.06499398e-02  9.67080146e-03]]\n",
+            "\n",
+            "   [[ 9.40006785e-03  2.12291032e-02  2.78754868e-02 ...\n",
+            "      2.18821205e-02 -2.71709431e-02  1.99956773e-03]\n",
+            "    [-3.44064049e-02  1.57858692e-02 -2.24785022e-02 ...\n",
+            "      1.19286990e-02 -2.06775069e-02  9.48444381e-03]\n",
+            "    [-8.68621655e-03  1.10564325e-02 -4.32212604e-03 ...\n",
+            "     -1.89655684e-02  1.92162972e-02  1.14227470e-03]\n",
+            "    ...\n",
+            "    [ 1.87501013e-02  4.31950018e-03  2.18382608e-02 ...\n",
+            "      4.12609912e-02  2.50016861e-02 -5.61464345e-03]\n",
+            "    [ 4.63077240e-02  1.17894623e-03  2.02603620e-02 ...\n",
+            "      2.65152343e-02  2.04192810e-02  2.90367706e-03]\n",
+            "    [-3.91063560e-03  1.80055890e-02  1.26276603e-02 ...\n",
+            "      4.55915704e-02  2.13642735e-02  3.26390043e-02]]\n",
+            "\n",
+            "   [[-3.90178524e-03  2.06959359e-02  4.55379661e-04 ...\n",
+            "      3.96151356e-02 -2.14352668e-03  2.33320110e-02]\n",
+            "    [-4.94043296e-03  1.67309400e-02  4.83180843e-02 ...\n",
+            "      2.00863350e-02  4.20887209e-02  2.78926513e-04]\n",
+            "    [ 1.08943954e-02  4.95421700e-02  4.76898663e-02 ...\n",
+            "      2.97574438e-02  6.08393690e-03  2.09496282e-02]\n",
+            "    ...\n",
+            "    [-1.05324909e-02  4.38361317e-02 -7.90287554e-03 ...\n",
+            "      1.08488472e-02  3.14593911e-02  1.57168764e-03]\n",
+            "    [-2.55404916e-02  1.55919679e-02 -1.90548543e-02 ...\n",
+            "      1.45928224e-03  1.57857183e-02  8.93716700e-03]\n",
+            "    [ 1.49967819e-02  5.89812687e-03  1.23556433e-02 ...\n",
+            "     -1.62543636e-02 -5.65854646e-03  2.26190612e-02]]\n",
+            "\n",
+            "   [[ 1.06936470e-02  9.32077691e-03 -5.36234258e-03 ...\n",
+            "     -2.34781336e-02 -7.39816343e-03 -6.92782877e-03]\n",
+            "    [ 3.11646312e-02 -1.67482458e-02  3.10668331e-02 ...\n",
+            "     -6.95268949e-03  2.51030680e-02 -4.15223092e-03]\n",
+            "    [ 1.88445244e-02  2.20967475e-02  1.46335419e-02 ...\n",
+            "     -4.54996340e-03 -5.25274780e-03  3.94704826e-02]\n",
+            "    ...\n",
+            "    [ 3.22983339e-02  1.18816097e-03  1.15058869e-02 ...\n",
+            "      2.42917854e-02  1.37349246e-02  4.95112054e-02]\n",
+            "    [ 1.68522112e-02  1.28311841e-02  2.85980739e-02 ...\n",
+            "      2.91406848e-02  3.52075957e-02  4.35498208e-02]\n",
+            "    [ 4.46592225e-03  3.80041786e-02  5.39729446e-02 ...\n",
+            "      2.41237064e-03  1.80245582e-02  4.69041951e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 1.16683310e-02  5.21727977e-03 -2.20888555e-02 ...\n",
+            "     -4.13491949e-02  1.82107128e-02 -1.38683962e-02]\n",
+            "    [-1.68765858e-02 -1.32142343e-02 -1.59588065e-02 ...\n",
+            "      8.89019668e-03 -4.14766325e-03 -6.00164058e-04]\n",
+            "    [-1.29950438e-02 -3.85156572e-02  1.70563497e-02 ...\n",
+            "     -2.74580587e-02 -3.17111276e-02 -9.92082153e-03]\n",
+            "    ...\n",
+            "    [-3.89106735e-03  4.30011749e-02  1.12062152e-02 ...\n",
+            "      8.43591709e-03 -9.29524843e-03  8.78066849e-03]\n",
+            "    [ 2.41518524e-02  2.96626296e-02 -1.47185987e-03 ...\n",
+            "      2.43659262e-02  3.90724465e-02  3.54056396e-02]\n",
+            "    [ 2.28442419e-02  3.44071537e-03  2.72995457e-02 ...\n",
+            "      2.90773138e-02  2.24680118e-02  3.47402468e-02]]\n",
+            "\n",
+            "   [[ 2.73378030e-03  2.46152561e-02  1.87577941e-02 ...\n",
+            "      4.59181964e-02  1.53291719e-02  3.51939499e-02]\n",
+            "    [ 1.35124223e-02  1.14772981e-02  4.72158119e-02 ...\n",
+            "      3.41700315e-02  2.63450798e-02  2.21822616e-02]\n",
+            "    [ 9.21326596e-03  1.50956614e-02  1.88049991e-02 ...\n",
+            "     -6.22684835e-03  1.21034021e-02 -1.51567673e-03]\n",
+            "    ...\n",
+            "    [-1.72448047e-02 -2.83291843e-02  3.00167669e-02 ...\n",
+            "      2.24605855e-02 -7.43949832e-03  2.88083702e-02]\n",
+            "    [ 1.09960753e-02 -6.61996333e-03  2.50485577e-02 ...\n",
+            "      2.34512687e-02 -1.53770996e-02  2.58274097e-02]\n",
+            "    [-3.60208214e-03 -2.80002113e-02 -5.45882806e-03 ...\n",
+            "     -1.03749400e-02  2.31775865e-02  5.73422108e-03]]\n",
+            "\n",
+            "   [[-1.33889979e-02 -2.87468452e-02  1.68079622e-02 ...\n",
+            "     -1.06318798e-02  1.24794757e-03  2.71400157e-02]\n",
+            "    [ 3.87604237e-02  7.76874693e-03  2.29718257e-02 ...\n",
+            "      2.72107068e-02  1.05957482e-02  1.92985497e-02]\n",
+            "    [ 1.68165229e-02 -8.94073490e-03  1.24355331e-02 ...\n",
+            "      3.36060561e-02 -8.12096242e-03 -1.12237753e-02]\n",
+            "    ...\n",
+            "    [-5.38186927e-04  8.13480094e-03  5.18682762e-04 ...\n",
+            "      4.88912463e-02 -9.42014623e-03  2.06408706e-02]\n",
+            "    [ 1.55228246e-02  3.71356588e-03 -6.95011392e-03 ...\n",
+            "     -7.61962682e-03  2.14936398e-02  4.39856015e-02]\n",
+            "    [ 4.42653894e-02  4.36026640e-02  1.23676741e-02 ...\n",
+            "      2.92799100e-02 -1.35172522e-02  2.10193321e-02]]\n",
+            "\n",
+            "   [[ 3.48652266e-02  1.71655156e-02  4.14780229e-02 ...\n",
+            "      1.50617398e-02 -3.40659404e-03  4.99106385e-02]\n",
+            "    [ 1.82661489e-02  8.86128191e-03  5.01890443e-02 ...\n",
+            "     -9.09967721e-03  1.31576499e-02  4.23769802e-02]\n",
+            "    [ 2.69468259e-02  4.56420146e-02  4.56306748e-02 ...\n",
+            "      1.76928304e-02  4.69416454e-02  6.26256038e-03]\n",
+            "    ...\n",
+            "    [ 1.37531627e-02  1.65549293e-02  1.63440723e-02 ...\n",
+            "     -2.00474802e-02  2.49541942e-02  2.23362818e-02]\n",
+            "    [ 2.55079512e-02  1.15162712e-02 -1.43671930e-02 ...\n",
+            "      3.96916568e-02 -1.32262195e-02 -5.50942589e-03]\n",
+            "    [ 3.10686156e-02  2.46138461e-02  2.54769786e-03 ...\n",
+            "     -1.37489541e-02 -1.52219282e-02 -9.45571065e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 3.85029912e-02  2.71447171e-02  2.64697224e-02 ...\n",
+            "     -4.72761597e-03  4.26667295e-02 -8.50227661e-03]\n",
+            "    [ 3.89057398e-02  1.28605999e-02  5.28906286e-02 ...\n",
+            "      1.94721669e-02  4.16322388e-02 -5.45142312e-03]\n",
+            "    [-7.53285829e-03 -1.24769211e-02 -7.79690128e-03 ...\n",
+            "      6.36440329e-03 -1.07012857e-02  4.01000492e-02]\n",
+            "    ...\n",
+            "    [ 3.24890278e-02  2.50801183e-02  1.92939471e-02 ...\n",
+            "      3.27237584e-02  2.11454667e-02  3.82194780e-02]\n",
+            "    [-1.72654372e-02  4.89831204e-03  1.48842661e-02 ...\n",
+            "      1.45676276e-02 -1.37413684e-02  2.28359587e-02]\n",
+            "    [ 2.37050722e-03 -6.90479949e-03  1.68448426e-02 ...\n",
+            "     -1.49569754e-02 -1.10693583e-02 -1.64743401e-02]]\n",
+            "\n",
+            "   [[ 1.44370617e-02 -3.03891804e-02 -2.86073890e-02 ...\n",
+            "      7.28724664e-03 -1.51898973e-02 -2.64147352e-02]\n",
+            "    [-1.05682081e-02  2.70756930e-02 -4.96182218e-03 ...\n",
+            "     -3.67027870e-03  3.09586283e-02  5.24813961e-03]\n",
+            "    [ 9.82739683e-03  4.56133373e-02  2.32733469e-02 ...\n",
+            "      1.57933887e-02  1.27444894e-03  2.93184556e-02]\n",
+            "    ...\n",
+            "    [ 3.57494913e-02  1.10793766e-02  3.24210674e-02 ...\n",
+            "      2.06928495e-02  4.02554460e-02  1.96103510e-02]\n",
+            "    [ 3.40644009e-02 -2.84683681e-03  2.39327885e-02 ...\n",
+            "      3.27755176e-02  4.31362391e-02  1.02480119e-02]\n",
+            "    [ 2.70868856e-02  1.51188709e-02  4.74517569e-02 ...\n",
+            "      5.40093100e-03  2.85616647e-02  2.28737444e-02]]\n",
+            "\n",
+            "   [[ 4.74606343e-02  2.52802502e-02  1.83765739e-02 ...\n",
+            "      2.61481795e-02  1.45172914e-02  2.12577954e-02]\n",
+            "    [ 3.74414101e-02  4.75984961e-02 -3.98466131e-04 ...\n",
+            "      2.90738381e-02 -1.63625472e-03  2.54588518e-02]\n",
+            "    [ 5.67384472e-04 -5.56564517e-03  3.52159590e-02 ...\n",
+            "      2.52717435e-02  3.41717452e-02  3.27410325e-02]\n",
+            "    ...\n",
+            "    [ 2.71853469e-02  3.27695012e-02  5.10535650e-02 ...\n",
+            "      4.72214483e-02  4.69051898e-02  1.31693725e-02]\n",
+            "    [ 2.54928824e-02  1.58088263e-02  3.94492708e-02 ...\n",
+            "      1.56312040e-03  3.72541137e-02  1.20219691e-02]\n",
+            "    [ 3.10032293e-02 -1.13793812e-03  6.73609413e-03 ...\n",
+            "     -6.46761432e-03 -2.27422155e-02  2.31987480e-02]]\n",
+            "\n",
+            "   [[-2.10482925e-02  5.35946339e-03  1.18477433e-03 ...\n",
+            "      9.43118054e-03 -1.73206590e-02  1.86074972e-02]\n",
+            "    [-2.88881885e-04  9.45936143e-03  2.89415773e-02 ...\n",
+            "      4.38975878e-02  1.58729460e-02  1.94486603e-02]\n",
+            "    [ 4.91431840e-02  7.57889543e-03  4.19681333e-02 ...\n",
+            "      1.99608598e-02  3.92013751e-02  1.74017362e-02]\n",
+            "    ...\n",
+            "    [ 2.54608635e-02  4.51631797e-03  3.27085741e-02 ...\n",
+            "      3.30644287e-02  1.07390080e-02  1.32168299e-02]\n",
+            "    [ 5.72572695e-03 -1.99521729e-03  2.22158991e-03 ...\n",
+            "      3.59321479e-03  1.76856592e-02 -3.73810017e-03]\n",
+            "    [ 3.73482183e-02  3.27438787e-02  7.75146484e-03 ...\n",
+            "      3.46927680e-02  3.33619229e-02  5.91987092e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[-1.07018985e-02 -2.25757994e-03  1.71233863e-02 ...\n",
+            "      2.38618162e-02 -3.63768898e-02  7.48841790e-03]\n",
+            "    [-9.75573063e-03  1.88498311e-02  3.35990004e-02 ...\n",
+            "      2.63274033e-02  2.43512988e-02 -4.85049793e-03]\n",
+            "    [-6.38171658e-03 -2.30747685e-02  2.20058728e-02 ...\n",
+            "     -2.70653628e-02  1.02192173e-02 -8.90825968e-03]\n",
+            "    ...\n",
+            "    [ 8.14458169e-03  3.03044375e-02  2.29498204e-02 ...\n",
+            "      3.13429832e-02 -7.18400069e-03  6.00229762e-03]\n",
+            "    [ 4.28229906e-02  2.90639270e-02  1.13513153e-02 ...\n",
+            "      4.21094783e-02  8.22425075e-03 -4.64201468e-04]\n",
+            "    [ 1.53603833e-02  3.17837223e-02  9.44677158e-04 ...\n",
+            "      4.73057441e-02  4.73660324e-03 -5.81658538e-03]]\n",
+            "\n",
+            "   [[-3.67183145e-03 -6.71847863e-03  7.80932512e-03 ...\n",
+            "     -2.18265201e-03  9.29969130e-04  1.09676290e-02]\n",
+            "    [ 4.12039133e-03  3.55502106e-02  3.04396357e-02 ...\n",
+            "      4.04489674e-02  5.07216342e-02  5.85990446e-03]\n",
+            "    [ 1.74079780e-02  1.33534735e-02 -1.12701412e-02 ...\n",
+            "      2.54039112e-02  3.96040082e-02  3.57514210e-02]\n",
+            "    ...\n",
+            "    [ 3.99774760e-02  3.38533171e-03  1.99280381e-02 ...\n",
+            "     -5.56150079e-03 -9.41656251e-03  1.08479438e-02]\n",
+            "    [ 3.75974663e-02  8.70730553e-04  6.23102905e-03 ...\n",
+            "      1.13594104e-02 -4.59691882e-03  1.83334686e-02]\n",
+            "    [-1.67317092e-02 -3.60207749e-03  2.25675665e-02 ...\n",
+            "      3.60245816e-02  1.57070849e-02 -2.44235583e-02]]\n",
+            "\n",
+            "   [[ 2.72582602e-02  1.67982578e-02  9.39815305e-03 ...\n",
+            "      2.53243260e-02  6.26378926e-03  1.31125338e-02]\n",
+            "    [ 3.62576768e-02  3.04029882e-02  4.58120368e-02 ...\n",
+            "      2.80862488e-02  3.61547768e-02  3.38607281e-02]\n",
+            "    [ 3.03543527e-02  2.27992497e-02 -2.22812034e-03 ...\n",
+            "      9.21449391e-04  2.38814857e-02  2.37495564e-02]\n",
+            "    ...\n",
+            "    [ 9.40641854e-03  2.41654199e-02  2.76808366e-02 ...\n",
+            "      4.73845042e-02  3.19971256e-02  1.33086117e-02]\n",
+            "    [ 1.88141298e-02  6.77159848e-03  2.21942943e-02 ...\n",
+            "      2.08967756e-02  2.45615859e-02  4.50068079e-02]\n",
+            "    [ 1.35180345e-02  2.46550664e-02  2.87331287e-02 ...\n",
+            "     -3.81715619e-03 -6.98687159e-04  3.20890583e-02]]\n",
+            "\n",
+            "   [[ 2.43657287e-02  3.42617072e-02 -6.28824998e-03 ...\n",
+            "      1.67943053e-02  8.95087048e-03  2.03174888e-03]\n",
+            "    [ 6.20553596e-03  1.01609353e-03  2.99384780e-02 ...\n",
+            "      1.60526875e-02  2.77833510e-02 -3.17017850e-03]\n",
+            "    [ 2.38591991e-02  1.35234268e-02 -9.54066962e-03 ...\n",
+            "     -4.65437863e-03  7.38441665e-03 -1.67412811e-03]\n",
+            "    ...\n",
+            "    [ 2.91725211e-02  1.61477495e-02  4.22172993e-03 ...\n",
+            "      4.67748679e-02 -3.15464963e-03  1.45596321e-04]\n",
+            "    [ 2.09895466e-02  2.26082634e-02  4.38601039e-02 ...\n",
+            "      6.33036252e-03  3.04773934e-02  1.26206614e-02]\n",
+            "    [ 2.55482588e-02  2.59035472e-02  6.96542673e-03 ...\n",
+            "      4.64367028e-03  1.97783988e-02 -1.50437495e-02]]]]\n",
+            "\n",
+            "\n",
+            "\n",
+            " [[[[ 7.74736423e-03  3.62719223e-02 -3.82472150e-04 ...\n",
+            "      7.35737151e-03  3.52507792e-02 -5.62883960e-03]\n",
+            "    [ 1.53270001e-02  5.07053249e-02  8.06836504e-03 ...\n",
+            "      1.60350911e-02  1.36010973e-02  2.77570467e-02]\n",
+            "    [ 2.65258029e-02  2.60714591e-02  2.68176142e-02 ...\n",
+            "      5.12985326e-03  5.38176438e-03 -6.00776635e-03]\n",
+            "    ...\n",
+            "    [-7.42250727e-03  1.91062724e-03  3.49531472e-02 ...\n",
+            "      5.24042826e-03  1.87841393e-02  3.00038792e-02]\n",
+            "    [ 5.50419511e-03 -1.54236355e-03  5.26790842e-02 ...\n",
+            "      1.48015225e-03  3.79743688e-02  2.70290319e-02]\n",
+            "    [ 2.49171313e-02  9.85999964e-03  1.53449802e-02 ...\n",
+            "      1.28023298e-02  2.69618854e-02 -5.27156191e-03]]\n",
+            "\n",
+            "   [[ 1.86949805e-03  3.78852636e-02  1.29271699e-02 ...\n",
+            "      2.32903864e-02  2.33750381e-02  1.73896775e-02]\n",
+            "    [ 2.05654874e-02 -1.49187446e-02 -8.03128537e-03 ...\n",
+            "      3.04440651e-02  1.32445404e-02  2.84500122e-02]\n",
+            "    [ 8.71920027e-03  4.69324328e-02  2.14310344e-02 ...\n",
+            "     -5.35840169e-03  5.44988550e-03  1.56004578e-02]\n",
+            "    ...\n",
+            "    [ 2.28942633e-02  4.19382788e-02  1.89485289e-02 ...\n",
+            "      1.81996934e-02  2.36527883e-02  1.86428544e-04]\n",
+            "    [ 2.49075051e-02 -1.47987604e-02  2.50605401e-02 ...\n",
+            "      3.01580373e-02  2.22538263e-02  1.75968073e-02]\n",
+            "    [-3.03239096e-02  9.22908727e-03 -8.43274611e-05 ...\n",
+            "     -2.96414159e-02  2.47966386e-02  2.76566744e-02]]\n",
+            "\n",
+            "   [[ 3.16816159e-02  4.03589709e-03  5.02404161e-02 ...\n",
+            "      3.13362218e-02  8.43350310e-03  1.62860882e-02]\n",
+            "    [ 4.92111892e-02  6.19952480e-05  4.11827005e-02 ...\n",
+            "      2.17359420e-02 -6.11916464e-03  1.17809130e-02]\n",
+            "    [-8.12610798e-03 -1.24942895e-03 -4.16193018e-03 ...\n",
+            "      1.65596679e-02  1.22394525e-02  1.88873324e-03]\n",
+            "    ...\n",
+            "    [-2.08814237e-02  7.71991489e-03 -5.08504687e-03 ...\n",
+            "     -3.28659336e-03 -1.06763318e-02  4.24860939e-02]\n",
+            "    [ 1.26283467e-02  4.45148274e-02 -7.53304409e-03 ...\n",
+            "      9.24978312e-03  2.33531501e-02  8.84853676e-03]\n",
+            "    [ 5.53137660e-02  3.36266495e-02  9.82323475e-03 ...\n",
+            "      8.62629339e-03  5.10937441e-03  1.07085127e-02]]\n",
+            "\n",
+            "   [[ 2.08800733e-02  4.68945280e-02  1.12611847e-02 ...\n",
+            "      2.63383538e-02  2.79838853e-02  4.83112410e-02]\n",
+            "    [-1.80954614e-03 -1.17985252e-03 -5.88272349e-04 ...\n",
+            "     -1.14652719e-02  2.26107463e-02 -7.00211385e-03]\n",
+            "    [ 1.75251234e-02 -1.31745962e-02  2.86208466e-02 ...\n",
+            "      1.01016695e-03  1.91165432e-02  3.02537177e-02]\n",
+            "    ...\n",
+            "    [ 4.21216935e-02  1.90869253e-02  4.18880768e-02 ...\n",
+            "      3.97451632e-02 -2.97201658e-03  1.62472948e-02]\n",
+            "    [-7.34965876e-03 -1.02610299e-02  1.00124246e-02 ...\n",
+            "     -1.24538951e-02  4.72918563e-02  4.57269475e-02]\n",
+            "    [ 2.86076274e-02 -7.37073645e-03 -1.41473366e-02 ...\n",
+            "     -1.01937177e-02 -2.73669269e-02 -8.60455539e-03]]]\n",
+            "\n",
+            "\n",
+            "  [[[-1.27605665e-02  1.81809328e-02 -1.16990088e-02 ...\n",
+            "     -6.48098346e-03  3.02557964e-02  2.31599081e-02]\n",
+            "    [-1.82767492e-02  2.44508516e-02  9.91279166e-03 ...\n",
+            "     -2.47046165e-02 -5.06371912e-03 -7.97162298e-03]\n",
+            "    [ 8.67967028e-03 -9.74724256e-03 -8.11878499e-03 ...\n",
+            "      3.28624770e-02  4.84289788e-02  4.62919623e-02]\n",
+            "    ...\n",
+            "    [-7.87838548e-03 -1.62380338e-02 -7.92175531e-03 ...\n",
+            "      1.24749336e-02  2.27259882e-02 -1.10498769e-02]\n",
+            "    [-1.50815584e-02  5.20253228e-03  2.04607546e-02 ...\n",
+            "      5.44016855e-03 -5.06485952e-03  2.58739442e-02]\n",
+            "    [-6.16369862e-03 -3.14029381e-02 -2.62718294e-02 ...\n",
+            "     -2.77991034e-02  3.14823389e-02  2.48870719e-02]]\n",
+            "\n",
+            "   [[ 2.85389908e-02 -4.66399919e-03  1.41295176e-02 ...\n",
+            "      1.56180719e-02  2.66732555e-02  3.03553212e-02]\n",
+            "    [ 1.97451767e-02 -1.48133328e-02  1.28675280e-02 ...\n",
+            "     -1.45796696e-02  1.87740680e-02  2.62398068e-02]\n",
+            "    [-1.55017227e-02 -1.25554726e-02  3.30491439e-02 ...\n",
+            "     -6.39952999e-03  1.55378478e-02  1.83277391e-02]\n",
+            "    ...\n",
+            "    [-9.36374161e-03  2.60332972e-02  1.75075382e-02 ...\n",
+            "     -1.22879809e-02 -4.24462807e-04  2.76610777e-02]\n",
+            "    [-7.34962802e-03  3.02247852e-02 -7.46606011e-03 ...\n",
+            "      2.27315075e-04  4.12403680e-02 -8.21051467e-03]\n",
+            "    [ 2.11610342e-03  1.79822501e-02 -1.42179346e-02 ...\n",
+            "      6.03706716e-03 -6.46672491e-03 -1.68631840e-02]]\n",
+            "\n",
+            "   [[-6.33127289e-03  2.96507142e-02 -1.00550167e-02 ...\n",
+            "      4.13837805e-02  2.71264110e-02 -7.57647632e-03]\n",
+            "    [ 1.53482557e-04  4.19745669e-02  1.68859046e-02 ...\n",
+            "     -1.20058078e-02  1.75303570e-03  3.55363414e-02]\n",
+            "    [ 3.75195891e-02  5.79497544e-04  4.51075239e-03 ...\n",
+            "      3.70362448e-03  9.22260620e-03  4.34878618e-02]\n",
+            "    ...\n",
+            "    [ 5.78141946e-04  1.37274414e-02  2.94990521e-02 ...\n",
+            "     -6.33727852e-03  6.10148488e-03  3.44713368e-02]\n",
+            "    [ 7.07692234e-03 -1.88493654e-02 -1.01973675e-02 ...\n",
+            "      7.24560721e-03  1.54923378e-02 -4.92260186e-03]\n",
+            "    [ 2.20672973e-02  1.61395315e-02 -4.91869356e-03 ...\n",
+            "     -5.21037867e-03 -5.39823028e-04  5.98207628e-03]]\n",
+            "\n",
+            "   [[ 2.01455820e-02  2.81945243e-02  5.08179050e-03 ...\n",
+            "     -5.86493919e-03  6.17109286e-03  1.34839658e-02]\n",
+            "    [ 1.47935599e-02 -3.70297991e-02 -2.19212603e-02 ...\n",
+            "     -2.91786380e-02 -1.66896190e-02 -1.67608839e-02]\n",
+            "    [ 1.67427324e-02  2.61657014e-02  1.18059991e-02 ...\n",
+            "     -5.56259695e-03  1.50141371e-02  2.60770158e-03]\n",
+            "    ...\n",
+            "    [-1.63558014e-02 -2.37572007e-04 -1.92458779e-02 ...\n",
+            "      3.31066363e-02 -2.44985372e-02 -1.08404262e-02]\n",
+            "    [-1.31390188e-02  9.49859805e-03 -1.35393897e-02 ...\n",
+            "      2.79653892e-02  1.86794717e-02  1.71692893e-02]\n",
+            "    [ 6.94240816e-03  7.14467978e-03  3.75425746e-03 ...\n",
+            "     -2.99768802e-02 -3.60288583e-02 -1.28095467e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 2.11868677e-02 -9.96612664e-03  8.59558117e-03 ...\n",
+            "      4.73009199e-02  3.72510292e-02 -6.55436609e-03]\n",
+            "    [ 3.88666876e-02  1.20319920e-02  4.20661680e-02 ...\n",
+            "      5.34508266e-02  1.58497151e-02  4.35104370e-02]\n",
+            "    [-1.63308252e-02  2.44827326e-02  2.22222358e-02 ...\n",
+            "      5.35551179e-03 -1.84983257e-02  3.34911793e-02]\n",
+            "    ...\n",
+            "    [-1.80839431e-02  2.14238726e-02 -1.06909461e-02 ...\n",
+            "      2.77499761e-02  8.86730966e-04 -1.26311965e-02]\n",
+            "    [ 1.59114618e-02  3.48283872e-02  2.71619000e-02 ...\n",
+            "      6.75827544e-03  3.27624492e-02  2.95639243e-02]\n",
+            "    [ 1.90737628e-04  4.51525226e-02 -2.70541850e-03 ...\n",
+            "      1.12850079e-02  4.76570874e-02  4.91213836e-02]]\n",
+            "\n",
+            "   [[ 1.33486642e-02  2.72036307e-02  2.14295611e-02 ...\n",
+            "     -5.13012055e-03  1.85544360e-02  4.87336814e-02]\n",
+            "    [ 1.56584673e-03  7.83743709e-03 -3.60556468e-02 ...\n",
+            "     -1.10897673e-02  1.81907304e-02 -2.00203601e-02]\n",
+            "    [-3.43657099e-04  2.64395308e-02  8.50007124e-03 ...\n",
+            "     -9.00120661e-03  3.23343836e-02  1.87527034e-02]\n",
+            "    ...\n",
+            "    [-3.78671126e-03 -5.22767007e-03  2.35135481e-02 ...\n",
+            "      1.53358327e-02  7.96789024e-03  6.60708686e-03]\n",
+            "    [-1.16860382e-02  4.17103320e-02 -6.20359974e-03 ...\n",
+            "      4.51582260e-02  1.64941303e-04  1.63584109e-02]\n",
+            "    [ 1.38044963e-02 -1.27564883e-02  8.85858026e-04 ...\n",
+            "     -1.41527513e-02 -1.17428470e-02 -1.98067427e-02]]\n",
+            "\n",
+            "   [[ 3.23182419e-02  1.52574722e-02  2.54316255e-02 ...\n",
+            "      2.28178501e-03  2.48478465e-02  1.87216159e-02]\n",
+            "    [ 2.58126240e-02  2.88058501e-02  2.96997055e-02 ...\n",
+            "      3.93360108e-02  2.05071736e-02  2.80919345e-03]\n",
+            "    [-5.91242407e-03 -1.29661094e-02  3.88389453e-02 ...\n",
+            "      2.80609913e-02  3.70080471e-02  3.84962708e-02]\n",
+            "    ...\n",
+            "    [ 1.65274832e-02  1.43088587e-02 -1.56551115e-02 ...\n",
+            "      1.64910816e-02 -1.01878913e-02  2.75342539e-02]\n",
+            "    [-1.16130721e-03  3.54112573e-02  3.58722284e-02 ...\n",
+            "      3.77943031e-02  1.73574605e-03  3.66838016e-02]\n",
+            "    [ 8.81439447e-03  2.84521356e-02  9.95833520e-03 ...\n",
+            "      1.07971970e-02  3.46505381e-02  4.43892889e-02]]\n",
+            "\n",
+            "   [[ 4.44656648e-02  4.74977456e-02  1.66483689e-02 ...\n",
+            "      2.96796430e-02  2.56258585e-02  3.08444798e-02]\n",
+            "    [ 1.30603090e-02 -7.75353285e-04 -1.59779284e-02 ...\n",
+            "      9.34959564e-04  2.27548666e-02 -1.37052117e-02]\n",
+            "    [ 1.46654351e-02  4.17855307e-02  2.83121243e-02 ...\n",
+            "     -4.75075189e-03  3.42233144e-02  3.95189114e-02]\n",
+            "    ...\n",
+            "    [ 3.92316058e-02  4.84945439e-02 -9.21849161e-03 ...\n",
+            "      1.77839380e-02  1.92411300e-02  4.04041372e-02]\n",
+            "    [ 3.77853364e-02  2.22725626e-02  3.27572003e-02 ...\n",
+            "      1.02220122e-02  4.31632362e-02  1.71819946e-03]\n",
+            "    [ 5.95429540e-03  7.73551827e-03  2.74229404e-02 ...\n",
+            "      2.99275778e-02  3.29281464e-02 -1.68196652e-02]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 5.04886732e-03 -1.22769475e-02 -3.85597255e-03 ...\n",
+            "      1.68547388e-02  4.46681976e-02  4.35630307e-02]\n",
+            "    [ 1.04072015e-03  8.05755029e-04 -1.09925577e-02 ...\n",
+            "     -8.79272819e-03  4.06337678e-02  3.24827433e-02]\n",
+            "    [ 4.20902222e-02  2.55622845e-02 -4.14347788e-03 ...\n",
+            "      4.76988442e-02  1.33361332e-02  4.73681139e-03]\n",
+            "    ...\n",
+            "    [-8.69993959e-03 -1.99873559e-02 -1.84046198e-03 ...\n",
+            "     -1.41794449e-02 -1.24287726e-02  1.89005006e-02]\n",
+            "    [ 3.69961075e-02  3.06013152e-02  2.82095280e-03 ...\n",
+            "     -1.34000648e-03  3.89002711e-02  8.87391809e-03]\n",
+            "    [ 1.89900659e-02  8.25803075e-03 -1.78044122e-02 ...\n",
+            "      7.08921580e-04  1.93069130e-02  2.35683676e-02]]\n",
+            "\n",
+            "   [[ 1.39946537e-02 -7.36065209e-03 -2.10975688e-02 ...\n",
+            "     -1.30540309e-02 -2.38849083e-03  2.70500444e-02]\n",
+            "    [ 4.23558615e-03 -1.93793233e-02 -3.20707038e-02 ...\n",
+            "      1.38475476e-02 -1.76585168e-02  1.29776467e-02]\n",
+            "    [ 2.72791628e-02  2.99177673e-02 -1.27827041e-02 ...\n",
+            "      2.90844552e-02  9.05729271e-03  2.10835598e-02]\n",
+            "    ...\n",
+            "    [ 2.37750653e-02 -9.05474182e-03  3.56195541e-03 ...\n",
+            "      3.30747776e-02  3.94661203e-02  3.42459977e-02]\n",
+            "    [ 1.46231875e-02  4.51142639e-02 -3.34705506e-03 ...\n",
+            "      7.72597035e-03  2.07399274e-03  1.38881076e-02]\n",
+            "    [ 1.53656462e-02  8.81429529e-04 -1.74708776e-02 ...\n",
+            "     -7.25741452e-03 -1.32340053e-02  2.14913785e-02]]\n",
+            "\n",
+            "   [[-1.32796373e-02  2.87230741e-02 -3.32816830e-03 ...\n",
+            "      2.25570258e-02  2.71259844e-02  3.75422500e-02]\n",
+            "    [ 1.40698357e-02  1.44374901e-02  5.29485121e-02 ...\n",
+            "      3.98283731e-03 -4.37272014e-03  1.32763404e-02]\n",
+            "    [ 4.81907129e-02 -2.74787028e-03  4.13801782e-02 ...\n",
+            "      3.31853703e-03  2.42435448e-02  1.11477999e-02]\n",
+            "    ...\n",
+            "    [ 2.28140876e-02  3.23914625e-02 -5.68805402e-03 ...\n",
+            "      6.25824695e-03  3.18335406e-02  1.96601637e-02]\n",
+            "    [ 2.15047151e-02  8.90108990e-04  9.10350401e-03 ...\n",
+            "     -1.00954240e-02  2.81502046e-02  3.69451493e-02]\n",
+            "    [ 1.64361279e-02  1.99842360e-02  2.51919124e-02 ...\n",
+            "     -2.06641760e-02 -1.87638290e-02  3.73946950e-02]]\n",
+            "\n",
+            "   [[ 6.86687534e-04  1.98637098e-02  1.98636036e-02 ...\n",
+            "      1.45724742e-02  3.89899090e-02 -9.88873560e-03]\n",
+            "    [-1.83499791e-02 -1.58029255e-02  5.40414499e-03 ...\n",
+            "      6.55953409e-05 -9.78297647e-03  2.70584747e-02]\n",
+            "    [ 3.50098610e-02  2.77579743e-02  1.62632447e-02 ...\n",
+            "      3.73616777e-02  1.76925566e-02  1.21856434e-02]\n",
+            "    ...\n",
+            "    [-1.17085390e-02  3.44368704e-02 -1.51272751e-02 ...\n",
+            "     -2.64959666e-03 -5.43862348e-03  1.30209746e-02]\n",
+            "    [ 7.52796605e-03  4.32977863e-02 -9.99577995e-03 ...\n",
+            "     -2.34411587e-03 -4.90097608e-03  6.09752163e-03]\n",
+            "    [-2.28704959e-02  1.81254204e-02 -7.54006300e-03 ...\n",
+            "     -7.58347893e-03  1.47004065e-03  2.20653564e-02]]]]]\n",
+            "  Sample biases: [0.0201417  0.02286583 0.01764884 0.02382767 0.01972403]\n",
+            "Layer Name: conv3d_transpose_20\n",
+            "  Weights shape: (4, 4, 4, 1, 32)\n",
+            "  Biases shape: (1,)\n",
+            "  Sample weights: [[[[[ 0.03322268  0.02148495  0.00443227 ...  0.00846103  0.00342869\n",
+            "      0.03016722]]\n",
+            "\n",
+            "   [[ 0.01164694  0.07382271  0.0492212  ...  0.07700145  0.03853027\n",
+            "      0.05510088]]\n",
+            "\n",
+            "   [[-0.06556823 -0.04444744  0.0136703  ...  0.00817733  0.03580591\n",
+            "     -0.05480626]]\n",
+            "\n",
+            "   [[-0.01905567 -0.0154892   0.00543709 ...  0.02451676 -0.00420792\n",
+            "      0.00314848]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 0.0157461   0.0040182  -0.02787539 ... -0.05058367 -0.06470729\n",
+            "     -0.04494428]]\n",
+            "\n",
+            "   [[-0.03791343 -0.02354623  0.03917951 ... -0.07449632 -0.05313948\n",
+            "      0.00258378]]\n",
+            "\n",
+            "   [[-0.04970888 -0.07822931 -0.0421383  ...  0.00609522 -0.03826433\n",
+            "     -0.00095088]]\n",
+            "\n",
+            "   [[-0.07184409 -0.02157342 -0.02883681 ...  0.01286417 -0.06651744\n",
+            "      0.04169058]]]\n",
+            "\n",
+            "\n",
+            "  [[[-0.01656726 -0.0186484  -0.06124027 ...  0.02618925 -0.00793263\n",
+            "      0.04124586]]\n",
+            "\n",
+            "   [[ 0.05143474  0.02901682  0.00297868 ...  0.02645311  0.03413723\n",
+            "      0.06590527]]\n",
+            "\n",
+            "   [[ 0.03678661  0.01089961 -0.00171291 ... -0.0286123  -0.01664042\n",
+            "     -0.06247981]]\n",
+            "\n",
+            "   [[-0.01668641 -0.00539023 -0.00497268 ... -0.00712299  0.05915971\n",
+            "      0.03325587]]]\n",
+            "\n",
+            "\n",
+            "  [[[-0.05520916 -0.03369888 -0.06038788 ...  0.00372221 -0.05926311\n",
+            "     -0.01501405]]\n",
+            "\n",
+            "   [[-0.05533413 -0.02004522 -0.05552652 ...  0.01867089 -0.07272159\n",
+            "     -0.04012833]]\n",
+            "\n",
+            "   [[-0.06984392 -0.03993189 -0.05948815 ... -0.0026794   0.00618477\n",
+            "     -0.07140461]]\n",
+            "\n",
+            "   [[-0.01184791  0.03366064 -0.07674949 ... -0.0611743  -0.0554519\n",
+            "     -0.0339448 ]]]]\n",
+            "\n",
+            "\n",
+            "\n",
+            " [[[[-0.0423898  -0.06168499 -0.03964281 ... -0.01734159  0.03375759\n",
+            "     -0.066052  ]]\n",
+            "\n",
+            "   [[-0.01094182  0.06203631 -0.07758132 ... -0.03623531 -0.04076056\n",
+            "      0.08029947]]\n",
+            "\n",
+            "   [[-0.0273744  -0.00373168 -0.00951208 ... -0.07614271 -0.03276475\n",
+            "     -0.07736496]]\n",
+            "\n",
+            "   [[ 0.06065248  0.01032601 -0.05670938 ... -0.02432542 -0.03545102\n",
+            "     -0.02854657]]]\n",
+            "\n",
+            "\n",
+            "  [[[-0.02589031  0.0712179   0.03408042 ... -0.02447636 -0.04195845\n",
+            "     -0.07065021]]\n",
+            "\n",
+            "   [[-0.03650673 -0.05412163 -0.06704783 ...  0.0123047   0.01714511\n",
+            "      0.00972774]]\n",
+            "\n",
+            "   [[-0.04715575 -0.06890753 -0.07786846 ... -0.04951215  0.01260893\n",
+            "      0.04985377]]\n",
+            "\n",
+            "   [[ 0.01618005  0.04796264 -0.0117198  ... -0.06971076 -0.06676947\n",
+            "     -0.02594124]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 0.03800807  0.02233545  0.0448571  ...  0.010973    0.02097641\n",
+            "     -0.00417487]]\n",
+            "\n",
+            "   [[-0.05316389  0.05284053 -0.00360241 ... -0.03019337 -0.08148634\n",
+            "     -0.04598936]]\n",
+            "\n",
+            "   [[-0.00274868 -0.00532377 -0.03666094 ... -0.01808506 -0.01690079\n",
+            "     -0.00248977]]\n",
+            "\n",
+            "   [[-0.03500535 -0.05045896 -0.04066365 ...  0.01033969 -0.046883\n",
+            "     -0.06177084]]]\n",
+            "\n",
+            "\n",
+            "  [[[-0.06469393  0.00532553 -0.07707953 ... -0.02215818  0.05489018\n",
+            "      0.01464406]]\n",
+            "\n",
+            "   [[-0.0671237  -0.0071997  -0.0062058  ... -0.03398261 -0.00866836\n",
+            "      0.00349851]]\n",
+            "\n",
+            "   [[ 0.01482421  0.05677447  0.03873227 ... -0.01056425 -0.04069102\n",
+            "     -0.0525727 ]]\n",
+            "\n",
+            "   [[-0.02195579  0.00605306 -0.00586039 ... -0.04500931 -0.04761837\n",
+            "      0.00207707]]]]\n",
+            "\n",
+            "\n",
+            "\n",
+            " [[[[ 0.05570808 -0.00307659 -0.04161871 ...  0.02907955 -0.01817711\n",
+            "      0.01468508]]\n",
+            "\n",
+            "   [[ 0.06025536  0.00689445  0.0589368  ...  0.0403687   0.03752849\n",
+            "      0.05397376]]\n",
+            "\n",
+            "   [[ 0.02299524 -0.06618392 -0.04834909 ...  0.05577629  0.00152781\n",
+            "      0.01330142]]\n",
+            "\n",
+            "   [[ 0.01717539  0.03862988  0.01816814 ...  0.00729249  0.04468438\n",
+            "      0.04793258]]]\n",
+            "\n",
+            "\n",
+            "  [[[-0.04355128 -0.0013656  -0.0394544  ... -0.02048222 -0.03060813\n",
+            "      0.01219514]]\n",
+            "\n",
+            "   [[-0.05578747 -0.01830807 -0.03020561 ... -0.04948459 -0.02940407\n",
+            "     -0.02807331]]\n",
+            "\n",
+            "   [[-0.02019078 -0.04659542 -0.00655392 ... -0.04694907 -0.06338172\n",
+            "      0.02501955]]\n",
+            "\n",
+            "   [[-0.06677875 -0.00698638 -0.03344017 ... -0.0136498  -0.02027566\n",
+            "      0.00541202]]]\n",
+            "\n",
+            "\n",
+            "  [[[-0.0471339  -0.02649513  0.00705939 ...  0.04322309 -0.04644843\n",
+            "     -0.00707922]]\n",
+            "\n",
+            "   [[-0.02611537  0.07951417  0.05685081 ...  0.04021147  0.01759528\n",
+            "      0.03179554]]\n",
+            "\n",
+            "   [[ 0.01756389 -0.01891166  0.02656263 ... -0.07522928 -0.0533907\n",
+            "     -0.01039343]]\n",
+            "\n",
+            "   [[ 0.04040943  0.00904126  0.01251749 ...  0.06685697 -0.01650647\n",
+            "      0.04317237]]]\n",
+            "\n",
+            "\n",
+            "  [[[-0.00187504 -0.01570381 -0.03681427 ... -0.04457866 -0.02040219\n",
+            "     -0.04929119]]\n",
+            "\n",
+            "   [[-0.03154445 -0.00800571 -0.04824503 ...  0.01585444 -0.0193848\n",
+            "      0.00383787]]\n",
+            "\n",
+            "   [[ 0.02970121 -0.06678195 -0.04383646 ... -0.02636938 -0.05545691\n",
+            "     -0.04653342]]\n",
+            "\n",
+            "   [[ 0.02510956 -0.03300308 -0.03018402 ... -0.07471649 -0.02521158\n",
+            "     -0.03391918]]]]\n",
+            "\n",
+            "\n",
+            "\n",
+            " [[[[-0.06972768 -0.05426298 -0.06691462 ...  0.03313851  0.01030764\n",
+            "      0.02340572]]\n",
+            "\n",
+            "   [[ 0.01135105  0.00439935 -0.0031953  ...  0.07127897  0.00228057\n",
+            "     -0.05896037]]\n",
+            "\n",
+            "   [[-0.002904    0.08203769 -0.07203946 ... -0.07002474 -0.02540712\n",
+            "      0.01732898]]\n",
+            "\n",
+            "   [[ 0.00061524 -0.00155688 -0.00076711 ...  0.00477946  0.05427476\n",
+            "      0.04493922]]]\n",
+            "\n",
+            "\n",
+            "  [[[-0.02918601  0.03149725 -0.06979391 ... -0.004253    0.0282551\n",
+            "      0.04529433]]\n",
+            "\n",
+            "   [[-0.06895333 -0.05025016  0.02182098 ... -0.02168277 -0.06132507\n",
+            "     -0.02529455]]\n",
+            "\n",
+            "   [[ 0.01317194  0.00616625 -0.03635303 ... -0.0616596  -0.00495877\n",
+            "     -0.01771147]]\n",
+            "\n",
+            "   [[-0.07406589  0.00750784 -0.01741583 ... -0.07190986  0.00495442\n",
+            "     -0.01565352]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 0.0269959   0.07942299  0.04206882 ...  0.03098566 -0.06192256\n",
+            "     -0.00214281]]\n",
+            "\n",
+            "   [[-0.05684658 -0.00177894 -0.02543759 ...  0.01719948  0.02693464\n",
+            "     -0.07534733]]\n",
+            "\n",
+            "   [[-0.07464007 -0.0054378  -0.04528193 ... -0.00197098 -0.00095006\n",
+            "      0.04681717]]\n",
+            "\n",
+            "   [[ 0.03843021  0.05256262  0.01909341 ... -0.01003842 -0.06274951\n",
+            "      0.03234009]]]\n",
+            "\n",
+            "\n",
+            "  [[[ 0.05565752  0.00528832 -0.01190968 ... -0.07489092  0.00946712\n",
+            "     -0.00750647]]\n",
+            "\n",
+            "   [[-0.03034024  0.03016656  0.03619817 ... -0.04232559  0.00462164\n",
+            "      0.00064687]]\n",
+            "\n",
+            "   [[-0.03974046 -0.04717969 -0.04952607 ... -0.06288509  0.00712818\n",
+            "      0.01992396]]\n",
+            "\n",
+            "   [[-0.05347678 -0.026379   -0.00155933 ... -0.06817518 -0.02705034\n",
+            "     -0.0279184 ]]]]]\n",
+            "  Sample biases: [-0.01053126]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Generate sample data for testing\n",
+        "num_samples = 5\n",
+        "test_voxels = np.random.randint(0, 2, (num_samples, 32, 32, 32, 1))\n",
+        "\n",
+        "# Plot the test voxels\n",
+        "plot_voxels(test_voxels, num_samples)\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 203
+        },
+        "id": "1GTMNKDmcUeg",
+        "outputId": "c7554d09-e015-42e2-9719-65a3f2a4d090"
+      },
+      "execution_count": 80,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1500x1500 with 5 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "generator.save('generator_model.h5')"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "yIOgFhGghhGX",
+        "outputId": "d9cfcb57-9a0e-469a-cd8e-e6fc4a2b956b"
+      },
+      "execution_count": 87,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
+          ]
+        }
+      ]
+    }
+  ]
+}
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/README.md b/Neural Networks/Generating 3D Voxel designs using GANs/README.md
new file mode 100644
index 00000000..c823002f
--- /dev/null
+++ b/Neural Networks/Generating 3D Voxel designs using GANs/README.md	
@@ -0,0 +1,80 @@
+# 3D Voxel Data Generation using GANs:
+--------------------------------------
+
+
+This project implements a Generative Adversarial Networks framework (GAN) to generate 3D voxel data. The goal is to train a GAN to produce synthetic 3D voxel-based structures that resemble real-world data, allowing for data augmentation and analysis of generated samples.
+
+## Project Overview
+
+This repository contains code for:
+
+- **Generator**: A neural network model that takes a latent vector (noise) as input and generates 3D voxel data.
+- **Discriminator**: A neural network model that distinguishes between real voxel data and generated voxel data.
+- **GAN Model**: A combination of the generator and discriminator models, trained together in an adversarial setup.
+
+The model is trained on 3D voxel datasets and can generate new voxel structures by learning the underlying data distribution.
+
+
+## Requirements
+
+To run this project, you need the following dependencies installed:
+
+- Python 3.x
+- TensorFlow 2.x
+- NumPy
+- Matplotlib (for visualization)
+
+## Install the dependencies using the following command:
+
+pip install -r requirements.txt
+
+## How to Run the Project
+1. Clone the repository
+
+git clone https://github.com/Panchadip-128/Generating-3D-Designs-with-AI.git
+
+
+2. Prepare Your Dataset
+Place your 3D voxel data in a data/ directory or use the random voxel data generator as shown in the sample code.
+
+3. Train the GAN
+To start training the GAN on your 3D voxel dataset, run:
+
+python train.py
+You can adjust the number of epochs, batch size, and other hyperparameters in the train.py file to improvise parameters like accuracy,precision of the model with advanced GPUs.
+
+4. Visualize Generated Voxels
+After training, you can visualize the generated 3D voxel data using:
+
+python visualize.py
+This will generate and display synthetic voxel samples from the generator model.
+
+## Model Architecture
+Generator: Takes a 150-dimensional latent space vector and transforms it through a series of Conv3DTranspose layers to generate a 32x32x32 voxel volume.
+Discriminator: A 3D convolutional neural network that classifies input voxel volumes as real or fake.
+Results
+The GAN is trained over several epochs, and during training, both the generator loss and discriminator loss are monitored to ensure balanced training. At regular intervals, generated voxel samples are visualized to assess the quality of the outputs.
+
+Sample generated voxel at epoch 100:
+
+![smp1](https://github.com/user-attachments/assets/915a48cd-9065-47b0-b411-b2ddaecfb761)
+![smp2](https://github.com/user-attachments/assets/70a5e97b-6386-4442-939b-8dd292bca64d)
+
+![smp3](https://github.com/user-attachments/assets/19e8c32f-0964-4aba-9137-04a659e087fb)
+![smp4](https://github.com/user-attachments/assets/ae853ddd-06a0-487c-83bc-2c331d33e123)
+
+![smp5](https://github.com/user-attachments/assets/bc5d88e3-72f0-48ae-9031-eacedfa9b183)
+
+
+
+## Future Improvements
+Implement Conditional GANs to generate voxel data conditioned on labels or classes.
+Use Progressive Growing to generate higher resolution voxel structures.
+Add more advanced loss functions like Wasserstein loss to stabilize training.
+Experiment with Transfer Learning to apply the GAN model to different 3D voxel datasets.
+
+## Contributing:
+If you'd like to contribute to this project, feel free to fork the repository and submit a pull request. Contributions are welcome!
+
+
+
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/requirements.py b/Neural Networks/Generating 3D Voxel designs using GANs/requirements.py
new file mode 100644
index 00000000..0fbb4bb8
--- /dev/null
+++ b/Neural Networks/Generating 3D Voxel designs using GANs/requirements.py	
@@ -0,0 +1,4 @@
+tensorflow>=2.0
+numpy
+matplotlib
+pillow
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/img b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/img
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/img	
@@ -0,0 +1 @@
+
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox1.png b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox1.png
new file mode 100644
index 00000000..63ad056c
Binary files /dev/null and b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox1.png differ
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox2.png b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox2.png
new file mode 100644
index 00000000..3db4858f
Binary files /dev/null and b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox2.png differ
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox3.png b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox3.png
new file mode 100644
index 00000000..20c4528a
Binary files /dev/null and b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox3.png differ
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox4.png b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox4.png
new file mode 100644
index 00000000..d3c7e290
Binary files /dev/null and b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox4.png differ
diff --git a/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox5.png b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox5.png
new file mode 100644
index 00000000..e08304fa
Binary files /dev/null and b/Neural Networks/Generating 3D Voxel designs using GANs/src/outputs/vox5.png differ
diff --git a/Neural Networks/Image Classification Using CNN (CIFAR-10)/Image_Classification_Using_CNN_(CIFAR_10).ipynb b/Neural Networks/Image Classification Using CNN (CIFAR-10)/Image_Classification_Using_CNN_(CIFAR_10).ipynb
new file mode 100644
index 00000000..acc3b845
--- /dev/null
+++ b/Neural Networks/Image Classification Using CNN (CIFAR-10)/Image_Classification_Using_CNN_(CIFAR_10).ipynb	
@@ -0,0 +1,1064 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Exploring CNN Architectures on Image Classification\n",
+        "\n",
+        "- Objective: Use CNNs to classify images from general-purpose image datasets.\n",
+        "- Dataset: CIFAR-10"
+      ],
+      "metadata": {
+        "id": "DOro_TBz29Xt"
+      },
+      "id": "DOro_TBz29Xt"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "5e75b5f0"
+      },
+      "source": [
+        "Import Libraries"
+      ],
+      "id": "5e75b5f0"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "158f8ae2"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "%matplotlib inline\n",
+        "import seaborn as sns\n",
+        "import tensorflow as tf\n",
+        "from tensorflow.keras import datasets, layers, models\n",
+        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
+        "from tensorflow.keras.callbacks import EarlyStopping"
+      ],
+      "id": "158f8ae2"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Dataset\n",
+        "\n",
+        "- The CIFAR-10 dataset consists of 60000 32x32 colour images in 10 classes (6000 images/class). There are 50000 images in the training data, and 10000 images in the testing data.\n",
+        "\n",
+        "- Classes are as follows:\n",
+        "1. Airplane\n",
+        "2. Automobile 3. Bird\n",
+        "4. Cat\n",
+        "5. Deer\n",
+        "6. Dog\n",
+        "7. Frog\n",
+        "8. Horse\n",
+        "9. Ship\n",
+        "10. Truck"
+      ],
+      "metadata": {
+        "id": "KW5w-7T_3-KB"
+      },
+      "id": "KW5w-7T_3-KB"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "6aeaf1c9"
+      },
+      "source": [
+        "Load CIFAR-10 Dataset"
+      ],
+      "id": "6aeaf1c9"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "eb68647d",
+        "outputId": "7aeae531-d4b3-4907-afec-e3d3fbfff177"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n",
+            "170498071/170498071 [==============================] - 3s 0us/step\n"
+          ]
+        }
+      ],
+      "source": [
+        "(X_train, y_train), (X_test,y_test)=datasets.cifar10.load_data()"
+      ],
+      "id": "eb68647d"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "f22f92b0",
+        "outputId": "04f7a31d-9b62-4932-e22c-7e4bce58b88a"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(50000, 32, 32, 3)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 3
+        }
+      ],
+      "source": [
+        "X_train.shape"
+      ],
+      "id": "f22f92b0"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "3150b344",
+        "outputId": "f266fb53-b8b1-4e17-cca0-aaa2768187de"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(10000, 32, 32, 3)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 4
+        }
+      ],
+      "source": [
+        "X_test.shape"
+      ],
+      "id": "3150b344"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "53965571",
+        "outputId": "6ce35b7f-379e-4bfe-dac0-b83f4002ada3"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(50000, 1)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 5
+        }
+      ],
+      "source": [
+        "y_train.shape"
+      ],
+      "id": "53965571"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "52134932",
+        "outputId": "eeacbd4d-efe7-4aec-fe41-48753024a22a"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(10000, 1)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 6
+        }
+      ],
+      "source": [
+        "y_test.shape"
+      ],
+      "id": "52134932"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "4d2f9f79",
+        "outputId": "f501758a-27ba-47bf-b4ba-f1e00be23cb9"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([[6],\n",
+              "       [9],\n",
+              "       [9],\n",
+              "       [4],\n",
+              "       [1],\n",
+              "       [1],\n",
+              "       [2],\n",
+              "       [7],\n",
+              "       [8],\n",
+              "       [3]], dtype=uint8)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 7
+        }
+      ],
+      "source": [
+        "y_train[:10]"
+      ],
+      "id": "4d2f9f79"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "7yEvSKx80HGY"
+      },
+      "source": [
+        "### Data Preprocessing & Visualization\n",
+        "\n",
+        "- Reshape y_train and convert it into a 1D array.\n",
+        "- Visualize images in X_train and y_train.\n",
+        "- Normalize the training and testing data.\n"
+      ],
+      "id": "7yEvSKx80HGY"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "b3ce577d"
+      },
+      "outputs": [],
+      "source": [
+        "#Reshape y_train\n",
+        "y_train=y_train.reshape(-1,)\n",
+        "y_test=y_test.reshape(-1,)"
+      ],
+      "id": "b3ce577d"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "a976b7bd"
+      },
+      "outputs": [],
+      "source": [
+        "classes = [\"airplane\",\"automobile\",\"bird\",\"cat\",\"deer\",\"dog\",\"frog\",\"horse\",\"ship\",\"truck\"]"
+      ],
+      "id": "a976b7bd"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "05240132",
+        "outputId": "b6810f8d-bb1c-4bc5-cdc9-8d01f16d622f"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([6, 9, 9, 4, 1, 1, 2, 7, 8, 3], dtype=uint8)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 10
+        }
+      ],
+      "source": [
+        "#Convert y_train from 2D to 1D array\n",
+        "y_train[:10]"
+      ],
+      "id": "05240132"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "7d1d2f1b"
+      },
+      "outputs": [],
+      "source": [
+        "def plot(X,y):\n",
+        "    plt.figure(figsize=(7,7))\n",
+        "    for i in range(0,9):\n",
+        "        plt.subplot(330 + 1 + i)\n",
+        "        plt.imshow(X[i])"
+      ],
+      "id": "7d1d2f1b"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 602
+        },
+        "id": "3ed253e9",
+        "outputId": "ca0c96ef-95b0-4d92-e8ba-d77a0d29bcc0"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 700x700 with 9 Axes>"
+            ],
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkwAAAJJCAYAAABYqWhwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADLsElEQVR4nOz9eZBl1X3ni/72dOYp56EysyaKYgapoKBAlpFcEqbbamHo1/J99z1hW68Vsqt0QyLi+V18bTlaYUf5uuNd4QHJEbfVSL63eVLQfcGWZKGWCwGWVAhRAgkoKCioIWvIOc98zj57en9gKvPk94dOFhSVh8rvJyIj6vxqD2uv9Vtrr7PPd323EUVRJIQQQggh5C0x17oAhBBCCCHdDidMhBBCCCEd4ISJEEIIIaQDnDARQgghhHSAEyZCCCGEkA5wwkQIIYQQ0gFOmAghhBBCOsAJEyGEEEJIBzhhIoQQQgjpACdMhBBCCCEdsN+tA99///3yH//jf5SpqSm59tpr5a//+q9l586dHfcLw1BOnz4t2WxWDMN4t4pHCBBFkVQqFRkdHRXTfPvfJd5u7osw/8nacL5yX4RjP3nvser8j94FvvGNb0SxWCz6z//5P0cvvvhi9O///b+PCoVCND093XHfycnJSET4x781+5ucnFyT3Gf+82+t/95J7r/T/Gfu82+t/zrlvxFF5//luzfeeKPccMMN8jd/8zci8sY3h/HxcfnsZz8r//P//D//0n1LpZIUCgXZsfNGsW17WXwRto2bIcR6Yng5Yz0piPX3Yqwvn4ZYzHQgZsWTWHDLgtBisQQxz8fyFfJ5iJmBBzG35UKs2WyPJZJx2CaQAGKNRg1iuXwWYhLhvq0Wls1SHlZaSp1k0hmIpVPYFraTgFjTbWHxDOXbgIllabVwXz9q/xbbdFvyx3/1X6RYLEpeaZPV8E5yX2Qp///Xrz4oiWX1cvqV52DbueOHIRYEeO2DY5dCbGzzdogVhsYglkji8Y689BOInXj9BYj5VcwxSylftpCDmB3HnNhx080Q23JJ+7U1yzhOvHToFxALQ8wHz29C7OWXDkGsUpqHmNY3fU8ZExYaEKvW8bx+gOXr7++BWKEHx6wwquLxfAhJs7E0FnmeL9//3pPvKPdFzs/YPzk5KbncUk6EIY7z6w7lLr3yKVyjVodtFhYxV3t6ChALPMzfZBLvc1YM7y/aGBwKPiHE3tA9lMtl2bhxY8f8P+8/ybVaLTl48KDce++9Z2Omacru3bvlwIEDsL3ruuK6S41VqVTeKJhtt02YtJuvZWKj2BZmVszBfeMOXnoihpOjmIUxO44xsfB4DeV4ponlSyjHM3GeIoYoA0fYvqF2DYEiVQuVG5dWDolwX1PpvZYoE0ulzZLKOZKJGMQcB2PaU/rVTpgsZd+VE6al87y9nwPONfdF3jr/E6mUJFNLN8N4AieQsRjWkTZh0vZNKpPUlDKZ1SZMCWUgjcdxIDW1ibVWPmVfO4GxVBonB5ls+yTfDvGcqRSWNwwxN1setns8jnXsKn0sUvqmodwibBvLt3ycW9oZBwBHGbNiWn+PcDstpQPly9s7+SnsfI39uVyOE6aVrGLC5Cj3IM/Hiffyun2ToIWTdm2MuFgnTG/SKf/Pu+h7bm5OgiCQoaGhtvjQ0JBMTU3B9vv27ZN8Pn/2b3x8/HwXiZALwrnmvgjzn1w8cOwnFztrvkru3nvvlVKpdPZvcnJyrYtEyAWD+U/WK8x98l7jvP8k19/fL5ZlyfT0dFt8enpahoeHYft4PK4+kn/55ZfEWKZWL87NwTa9+EuDGH0Y7A9Qm2MkByFWCxcgVg3wWWhk4GP6ehMffdYb+LuwF+Dj5Tnl96KEjef1fdzXWvHzk1aX9SZqSXxFw2E0+yBmKs9RPVf5vdvGeq8qmqOFAMUUqRT+1GIo2jFD+XlUlBUN9Sb+7OF7ys9DdntduZ4i9DgHzjX3Rd46/yvFxbZ67iv0wjbRwBDGbHzcPjKxBWKB8tOVGaIGIqxjnTQVXUTUwEf6G/qxj02MXwKx8Us2Qmx0A+qpBgfxeh2nve78Av6MMD6Gde8rP1U0m6gvKi6iHmhuDscJO6YNRth5evqwrRNpPG9J0WLFEzhchxG2j2PjOcqlIsRa7tIY47/D3Bc5f2P/St7pqr31gltHzezCydchNvkSblcq4z3ilg//GsRySSXPlecuhvKTXDe34mpz7LxfQywWkx07dsj+/fvPxsIwlP3798uuXbvO9+kI6RqY+2Q9w/wnFzvvig/TPffcI3fffbdcf/31snPnTrnvvvukVqvJ7/zO77wbpyOka2Duk/UM859czLwrE6ZPfOITMjs7K1/4whdkampKrrvuOnn00UdBDEjIxQZzn6xnmP/kYuZdc/reu3ev7N279906PCFdC3OfrGeY/+Ri5V2bML1TErYh5nKfJUUbuFEReG8aQtOpwQEUzCY1obHiwdBwUczaVEy+ImXfmOJXI4r3SRTi8fKKsabvaR5T7ecIFP8mzTvDVXw3PB+vIaXsa6fxuhLKdr6BQkIzQuG6r3l2KHYYmTTWSVUxa/N8RdCsHK9Sbhc/tjyl8tYKzxNZ5tnTcvGa6nUULm+6dAPEqjVsh5aH7d/bj33HdlDmuG0bGmHefNP1ENugGGHm8wMQ82ys95Tiw6SsgxBjhSNjo4YibVcR/KeSmEs9BRSpb91yBcReegkNQ8VQjGZdzM18Ds0nFcsxKZWnIRYJtncYYqUsLmJ7N+rKmLVsV19ZjNEtvAveyu85tDowjfbY1ORR2OYXB56EmNfAvHQymJeNMorDc714L9U8lzRvpm5uxdXmWDcL1wkhhBBCugJOmAghhBBCOsAJEyGEEEJIBzhhIoQQQgjpQPeKvo1ATGNJIJzNYlEv3YBCtb4kuus6IQpcqwsooAxCnD82FKdjUxFp5gr44lJbEUIXSxXcTmmF3iyKUiuKG2trhYt3Q3G5jhRRXkZ5kanXQsdhU3lZqqO48waB8lJRRbntKuLlmKJ6NUOsd7eK7seiOLHHFXdyX3mBZ6nWLoRtKU7qa4XfbIq/bCGB4aMwOh5D8X1JccTvG0bx9cSV6Lg9OD4KMe0lyKKI6j0f+9jLZ9ARvP76LO5rYl88/PzPIXbD5SjA/uDOG9o+a+LNsiJePXH8NMRijvaCY3RO7x9AYf2JyVdx34SySKGBfbhcxjazHew7uRwer6EIeDX9tvaWgLYXC3exIvedvBD4YkF7ubO3YlHB6cnjsE1OefF0qoBvvphZxPvS/JlTEBsan8DCKa+D0NLJ0FbedAmrzTE+YSKEEEII6QAnTIQQQgghHeCEiRBCCCGkA5wwEUIIIYR0oGtF34W4JZa5NJ9LKkLjvOI4PZBzIBaEKJjVPJ0tW1ELmzindENF4Kwot23F1TpwUVgdWXiOmZki7qs4UVfq7cK/eoAC2kwShavi4rEsRVi40k1WRMSKozi2UUPRb8rB89qKKLfZxDI3PFSuhoqUsFjF8xbr2D5VRbzf9Nrr3Q+6R/TtNupiLMufTBLrPNeLrtnvv/Y6iI1v2Qaxio/1cfj1SYiV6ygqrhaLEJsvosD7zBSK9HOK07eY6EL97W/+N4g5/w77ya/u+kD7Ng62/fAwitklQqF1URG+/uzZX0DMdnAsSmcx131lQUKrWoSY0v1lQHk7QaD07fkFvA5TUByujU+FwpKzu6e4oZO1YTWu3iIiswvtfe7YsROwjbuA/TKbwIUc9WoZYi///FmIDW/aCrHCMC6CEOUaNDPt95qgn0+YCCGEEEI6wAkTIYQQQkgHOGEihBBCCOkAJ0yEEEIIIR3oWtF3fz4h9jI1ZNZBQXYigTHTQmVZMonicE9xTg4VR+woQqFly8dzBC0UTYaR4rqtCDcjG0V4lRY6AgcBXm99hVBZEy5XaliOUwt4fMfEfXNVrBNvCoWmjRKKgyf6FTfpQXSdNrLoxOwuolixWsUylyoo+p4robD+2CSeI7Da0z/UVIlrRDxuSzy+tIDBs9Cdt5FEd/mjZbz25374NMQW5qsQO3V6GmKO4tau5YnrY15rYv6RARxyZqYUh+K40ieKKEx95ejR9uOP9MM2joPnHBkfhtioEjsxhUL4w89jbHAExezHTmA/EQ/rLmwpi0NsHJ8SypsD4jYucmk0cd9cTlmAYS8dL1LeckDWCk0wjW166uTJts9HT5yEbSaPvA6x/iyOG2P9+OaHMyewXz7/zE8hdv2tBYilcnmIKbfX9xzsJYQQQgghHeCEiRBCCCGkA5wwEUIIIYR0gBMmQgghhJAOdK3oe7g/JbFlztu5GDoTZ1IoDDUUobUmojMUF263gcJlU1Gq9WVR0JZOoxNzuYSiz7wivqw0sczHT+G+VRdF37EVl7EhpTiOO4oIer4IMTfC4zuKw2w+hwLkm6+4HmLlMyhUjOrK8fpRuOrW8TqqVZzfxx3cd3wYyzc4OASx6XK7YNwPQjnxAgon14JkclCSySXH5pki5v+RSRQfH3rxBYiZiug5cDHnGhUU1VuKwLvhovi6WMFYpYbC8mMnX4JYOonttX3rdoiJIiz/0T8/3vZ54+bNsM2l2y+FWF8f9uF4Auspn0OhtenjAoKai7nZqKODeaOIbuJBgAsXEknM62oZ980pDuNxZTFMS1mUUl/m4u4pzvrdg+bAv1oF8TtQGitrQCI1qJRPcbA2Vv18AvcNQ2wfz29v00od8+jk9ALEppVYEAxCbGwQy/vyT3EByeDwCMQuvWEnxLTphhkp9aStvVGqTtlVva+vilXuxydMhBBCCCEd4ISJEEIIIaQDnDARQgghhHSAEyZCCCGEkA50rei7J5OU+DJ3b7tVhG3iipg1FU9BzG2g4NFTRHSFQg/EIsX9uRXgPNPzUHCXyqCj6ulZFIK+dhxFpLMVLF9d0WVuTLYLPO/4letgm7ERLMd/PYgOsAeOTEHMD1Foa5tYJ5XiLMTqVbzWbBbFrBKgei+RwO1iipg1ZeB2foAVNTE+imVZaBfRtrxAnuwS0Xehp0+SqSX33SOTr8A2Z44dhVjKwTov1RYhVi3PQMwIUfhYrKBwu9jAXLfj2A79QygkTSoLJjZsuhZi40pbH/35AYhZRnt+egEuNJidQ9f4q6++HGKXbNuC5VAcvDM3vQ9iv3j5BMTcJi4EcR3F6VtQuB1GmMNTU6chFoujKD3fg/UugoL+RmNpMUh3i77fvgN/tFrRt3YKZezX7geRYN2pAm9VCK7FNDA6sWlT2+eUsgCgXMMFP2Jg2V6YxPEgaWNu2Yp7/4s/fgJifRtwkU3PGPYvQ3lrhqGoubV2DJX7kBJaFat9yQOfMBFCCCGEdIATJkIIIYSQDnDCRAghhBDSAU6YCCGEEEI60LWi74GeXknElorXWEChqWkobtB1xcG4haI820BRad1Dwag2o2x4KHwr9KDgrhWgkuz1kyjcXCgrjtg2uphbFpYml2jfd9BGN+DEAgqBt+WGIXamF48/XUQxoFvH63/2FRQlmz4KXL001pPkUSAopuK6nEdBfzbEOm4qrsZRC52oNw2k2z43lTxZK44ePSjxxJJo+OXXjsA2p8+8BrFAcevO5tMQ275tE8SuuvwqiJ2ZRdHo8Vk8x8AwtuHGrei6ne1DQfL0Ih4vmkNB+4njKKyeLbYLui+/AjaRj1yKAu9aFa8rxG4oUUsRuT6F4vNt26+D2NCGAsSeevpJiE1NY25qIuxmA8uyuIj9PZnB84aKk3GtvlTvvq9cfNfw9r/Xq67RCpqYW5SxJYywnjzFgT4WU95CoRZGEzhrm+H9qqenv+3zBz54K2zz/HMvQ+zY0eMQC5T2P2LhIqDEJlw8Exx+Fc/7xI8gduPHcAFFMoULkpQ1QJpeXhXH+6tcILBSbL/a7OcTJkIIIYSQDnDCRAghhBDSAU6YCCGEEEI6wAkTIYQQQkgHulb0Xejrl+Qy9+CeTBK2MU10Fy6W0dXYq6Fbsak4AoeCwshIcRPPZNDB1xOMvfQ6CqFrLgpcEwl0VF0ueH+TZBpFzz1Wuzj04JFp2MZv4bHcPIq+B3rwGgzFhdjzUYBfb6GItlZXXNJ9xRVXEdFrij7HVASSJoohHRuv13dR+B6tEOWv/LyW/PRHPxB7We7ZQ9thm62XXw2xZAtz+PIrtkFs+6VjEAuaWJeRqbSrzEHMdjB3LKsAMc/HXK9VFiCWVwT4vtI+J2ba+3sicwqPlUMH/y1bN0EsUr4/Nop1iL38k+dw3wbW+1W3/TrErr4G3Y4bz6Do+7UjxyCWUgSy+UIfxDQJa1kZF1136dq6WvStOD+v1sBbdetWhMGqgFhxW3/1CAqcGw0c0y+7HBcaxOPYv0xNzawQRrhvuOL2ffMtvwLbnDiK/eE//e1/gpivLCg4MVuEWDyF/Xebsljo8D8/A7EBxen7slt2QqyuOKc7IZ4jptTdQh3fmuG2cOxfKXKvVHDxhAafMBFCCCGEdIATJkIIIYSQDnDCRAghhBDSgXOeMD355JPysY99TEZHR8UwDHnkkUfa/j+KIvnCF74gIyMjkkwmZffu3fLqq/i7LyHvNZj7ZD3D/CfrnXMWfddqNbn22mvld3/3d+XOO++E//+Lv/gL+au/+iv5+te/Lps3b5Y//uM/lttuu00OHTokiQQKQ98S0xZZJuo2HBR4a8QTuF1K0OnYVuaKpokxTxGCx5N5iM1NoWisPodCyy29WAcuaqgloQi8t2/dADFzxc6+hdevCT5tC8Vx2RjWU1/PVoht3TYBsaMnfgqxl19BwWHMVsTXEYryfR9T01Tcz50YXm8YYpuFiqzTMMxf+nklFyz3RWT21LxY1pLQ833X/mvYJh5H59xe1IbKyCgK9xeKmK+TR1B83QpR5GkaKBC2bKzzIMK2FqVdAxeF5VGAx8vk+yE2X20X3JpKDoeai7PmCIynlEwC627T6DjEEhYezxTM66uvQvfzQqEAsX9o/HeITZ3BfrxhUHFeNnBAcZTFK+Xyktj8DWdxXKSynAuZ/8vR2k8zzdbcuqNAWWSidXNFQDx5Cp3lv/WP34ZYuYxj6c1z+IaED/3qhyEWj2P/0q5XSU3xV/SRTDYL2/zGx38DYkcOYzv/03e/D7Gy4jb/8il0/+4xcEFWoomV/NSjmNN2Hy5kMIcKEKsVsY4dxZr/TPkkxEoV3LfZbO8jjTqOQRrnPGG6/fbb5fbbb1f/L4oiue++++SP/uiP5OMf/7iIiPzd3/2dDA0NySOPPCK/9Vu/Bfu4rivushVMyzsxId3E+c59EeY/ee/AsZ+sd86rhuno0aMyNTUlu3fvPhvL5/Ny4403yoED+P4lEZF9+/ZJPp8/+zc+jt/eCOl23k7uizD/ycUBx36yHjivE6apqTce1w0Ntb+Ic2ho6Oz/reTee++VUql09m9ycvJ8FomQC8LbyX0R5j+5OODYT9YDa25cGY/H1d9xCVkPMP/JeoW5T95rnNcJ0/DwG+7R09PTMjIycjY+PT0t11133Tkdq9n02xxeDU8TZaEorVbD38FbHj5I800UIVbrKIQtK7EN41htkY/bbexHIeHWURQp15u43YZLr4VYLEIx52LJa/uc1Jx/51EJPD48ArFiDR1rt1yGLtG5HhSk53rQ2XZxFutksaSI9xShrhnhQOopIj9F3y2BIlZUTMJBJKqJRlfL+cx9EZFkukfsZY7ljlK0YhGFpfHeAsTqPlZSU1lokOxB0Wg8VCquie0QKSNJ00OX7ERSEfMb6DIcmorDfh8KnGNRu1DdSqKrdxRTXJINLJsRKHloYTmcNC4+SGYw5ruY//On0Im/L43i/Y//q9sg9szPj0Gsqjg0N91ZiLkNHD8L2cLZf7daHvz/uXC+878dxYVcUW4vLs5DrLSICxkMC3N6ahb70oFnnobYwRd/DrHyQhFirvL2giuvvgpigwO4kMFScq5cwXwtFtvPu2kM3ftHxwYh9tv//v8BsclTr0HsJz//BcTcGvalV0/iE8TUMG43/8ILEKv/XxCSrbe8H2KLVWVRVR3v9a5RhFjLw8UnYdg+oDYbygIVhfP6k9zmzZtleHhY9u/ffzZWLpflJz/5iezatet8noqQroK5T9YzzH+yHjjnJ0zValWOHDly9vPRo0flueeek97eXpmYmJDPfe5z8qd/+qeybdu2s0tLR0dH5Y477jif5SbkgsPcJ+sZ5j9Z75zzhOmZZ56RD33oQ2c/33PPPSIicvfdd8vXvvY1+YM/+AOp1Wry6U9/WorFonzgAx+QRx999B35cBDSDTD3yXqG+U/WO+c8Ybr11lt/qdbDMAz54he/KF/84hffUcEI6TaY+2Q9w/wn6501XyX3VgRGIMEyYZ/m2Kp13mQCXUczWRQpn55FEeTRkyiWtBW1bWz6NMSa07jvtkEUeP/arSiifu0UChOzG1AI2t83DLGZ2XYRaaGgCFdDLEfMRFHezCw6c9uJIsRmi2cgduoMuho7DtZ7IYcC5EZDcei1UV5nKMrtUBGCm4prr6G4uAdvX+P9rjM8vlEcZ0lIrJW/2UTR43QZu3SsgMJSz0eRsuam36hiu3oRlsW2UaTvWxhL5dA5e7CvCLFoAftnSxHzG2F7WZJJ7P9KqksY4bGCQMklB3eOLLz+ag1FqYayIiGutGN5FoXgyVQvxD646xqIHX7tOMReOIQi3GoZF3TEnKUnP55St2uH+y9/b6D1ccW4X0rlOYj9849/CLHjp9ENeq5chNii0qamIvhPuDjmzsxrZflniG3ahN5T2srBU8q9yWu1C8sb9SJsU61gTDF9l8tv2AKx5448D7FWBQfNk0Uch1IxvIaxPD5pPPrMzyBmxZW3cIxifyj5KIRXurpIhG223DBVRER52YAKX75LCCGEENIBTpgIIYQQQjrACRMhhBBCSAc4YSKEEEII6UDXir7z+bQkE0tiLd9GUWK1inbFkYcCwVIF3aWPn0ChZVURuCYTOKc8cxRFbkMJFJZt2LARYoXRzRBzKopddQIFuGPX7sTNptqF2kkfxYGBYD3VahgbSaHQvBVg2Yx0BsuWRhfmbAFF6pV5FKTOTKNDr2fg9TdbihuriSLEdBzFha2GIkqPtZ8j0JSka0RkWBIZSxJGTZRbr6AoNa6InitlXFTQamJd1st4PEepkmwaBZ0DPSjKzPWiGHaggOUL7DzEGnG83oWNmGNusGIBguIuHviKk7jiYB6YSq4rou9CL7qJh4FyXqXN8nm8/piBOVxUxLqRhzl83eXYxwpZbJ9vf/u/Q2x2ekmY7PuKsHqNeOnw85LJLI0xto1jwUrBs4jI4grnaxGRYhXH/hNncHFLfhDfkNCrtFVfP46Rs6/hIpiXXkDB9Pf/6ft43hyew7Ix59wW5kjLbR/DH/0ejumO8khEc/9O9WMdX3vdZRB79oeHIVYX7DevzCsLGRQn/R4f3y5w5KmDECsO4Ji+oPRXp4Xb+drYWa+v2GZ1Tvd8wkQIIYQQ0gFOmAghhBBCOsAJEyGEEEJIBzhhIoQQQgjpQNeKvqulBfGbS0I0u6UJUpX5nmL1aVsYrCtiwJ4sitIKaRSRNRZR9D04iqLBDdf8KsReOIlixVeOYOzmERTRFou43dDWa9s+m4Li05aLQvBChIK58gyKr5MtFMON9CplC1Bo6lyD4tiG4hL+o3/8B4idnMQyWzEUJmqWv4pxuHjKdwNzhdCv2U1ux36r7dLsENteMc6V8TzWx2VbChDLKI74ltKfaooDcrOOfSeZxjzZvg3zZHzjGMRMBxdHVBUB7/jICJ7j6Ezb51wvVkpvD7qL2zYu0giVvImU8SSRRgd7v4m5o6xHEEdzbBcU4Pf148KKah37dq2Iiyg2DKAw+Y6PfRRij3znn87+u5ucvn9y8GlJJpfasaG4lKcTOFb/xm98HGJ+hOPSwedfhlg+q4xVIYqoRweHIOZNo010qYZtVX8VBdM9iqt1Oo/XlunBNk2k28fwfAGTNa846+dymFvJDOb0rR++EWKlOez7L7zwOsQCD8ehE0VFlK68XcCewlysLGLMzyqu/kl8q8GpSbznlFfkVKi4/GvwCRMhhBBCSAc4YSKEEEII6QAnTIQQQgghHeCEiRBCCCGkA10r+jYNEWuZbixQnJojRfBrCorDAgPFcIuKsWe5jCrNyEWx7YgiyrvhQx+C2Nj2myD2fz3wnyE2rDhnWy0UEp56/TXcd8sVbZ8TfZfANukIBfP1hRmIJUMUPrYaKF6cq2CsMIAO5n3DmyDWqKII0cSQBDEUCBomtrfnYfsYimuxEWHM99vT3wsUle4accvO6yS5TJi95YprYZvTp9CxeMMoCq0v3bYVYsMD6PZrRVi/FcVx2lXctLW2yaQV8WoGRdlWDMWbjiJyb9RwIcD7r2oXjG+6dBNs44XY2SPlu6If4tgRWXhdloPDptfE3AkVIbVp43mNhGKnrmznKm7EtoWi2aBVhNiAIiL/wK/ccPbfjaYrD//DD7Aca8Cx48ckvuzNCaWZRdhm2+ZtEEsmMd9On8Zx7vjRExDLpDEH1Twv47jcKCqCeaU/XLJ1C8S2DqDLfVZZpDAzoyxS6m3PkZFxvP5KGa8hpr1YIsR7ZE4p20d+He9zC8oiqOmTWO9zLp44VVIWUClCdVtxw9+QxbEuPYTO96eOHYNYq95+TwxDpVIU+ISJEEIIIaQDnDARQgghhHSAEyZCCCGEkA50rYbJiN74e5NA+f3eUEzglJ/+JWoo+yo/Wfb2oXnXcAp/n37/9ZdC7PKbUa+0OIO6q7iPv0VvGUMzv1Ap4PAgmpetNMyrK+aWLR+vwWtg0weCOofXTp2E2PMvPAOxm2/C8/YNo5lnuYK/bTtY7dK/CX+PD5X2DlqKNknRnZVmixBzK+0ndr3ueWP7+668VNLLNEBXvg81TI2rUJuUzuPv/9qv85Gh6P8UPUxvGjUBkdLHtG9emi5Ae3O4KH3bdVErsvWSCYglY+150qhh/4pMZZgzMBYpOokwwlig1F2ouF62GngNQYh5bdqaFhNrtDKPepTjRychdssH3gexuoc6xtQy7ZSh6NfWinq5JL67pGGqN7Ee4ynUwpUq2PbHJ49BrKD0kaCmaCabaCh6ZuoIxk7P4b4m7vvv7roTYmF1AWKP/fBxiB3/BeoV+/Lt5qtTr2IbbhjFPlPypiEmDo7LvX1o0nn19qsg1roD+9J//ur/AbFGBev4dBHvkaKYyrotHEuqc2i0PKq0bSyJ41r/YKHtcxAEchKlbQCfMBFCCCGEdIATJkIIIYSQDnDCRAghhBDSAU6YCCGEEEI60LWi79APJLSW5nMNxfQqphg+2jYKvCwTRcCXDKNJYyKJ88dNG8chdu0H0LxrZPs1EHvuwAMQmxjH8w5feTXEYgMo6LVTaCRWb7aL5hplFHdOn0Zh6OI0irkDxagtmUVxZX8/1vHk6WchNjSyAWJ+XTEgbaBA0qihWV0QofhTE+om41i+2DDGyvF2kWSz1T3C10Q6Lcllou9MAt+6nk4p3ddGAzpFjyyGJvrWxMwR9rvQU2KKOFpblOErEnTF408iA/fNFNCozg/ajxcoBnwS4gkiQYG/qRUkwFigjDGRKJXsK6aqIZ43rpTZCZS32Ddxu2ga+8Ts6yjqHduOC0vmzGV90ewe09ZWqymyrH3qbg22OXIUxdcPP/LfIPbDJ56AmCZwny7juDR7HMdNR1lB4SltGhvGsfpHT/4zxNwyCsYPvfoKxGrTuFiiONt+3kIfjtWzU7hfuYT12VNA485WgOV4/PGfQSyZw8U9Pf1ojDvnoUi77mL5Tini8CiObZZSrsOaRfF6oQ/bwrJWmBZ7nvz84POw3Ur4hIkQQgghpAOcMBFCCCGEdIATJkIIIYSQDnDCRAghhBDSga4VfTuWLc4yYdZiBQXJQROFYMkUitcsRdA4qLh6T54pQmzr+38dYmNXY0wExdxeBUVp+SwK0AYuvQ5iNRsFri8++1OIuY32c5TLRdhm7hRamFoBClITCUyHDZtRuH3NpZdAzLfQwdixChiLKW9cb6LIr34cnW1DX3H1Vqb8VQvFsak+LN/QaLtYsdHsHqfvTK5HspmlRQ2R4sJdVxzNIxcF9K6yXa2KudnycDvXxfbyfVS+eopbt6ccr17Hflyv4UIFX3EJz/Yqb3bPF9o+F7L9sE0ihs7BQYhlEwMFqKZgLKsshJifweM1GygkDkMcJwzB8oUBtmMui8L/jRPoxtyoY9tGIV5HPrvUJxylz6wVuZ6cxONLdeIpfbxcxbfcH3ruOYhNHz0KMVO57aUUIX/MxHaJWtjOpuB9aExZ8NKbxbZfrKNof8um7RA7HuAimOJCu4g6iBdgm2nFwbxex3GuuIALBQwlJ5qGUo76axAzY3gfDi2lPmN4jrqyMCRQxpy0co5MHuvYsjCBwqi9DrwWjl8afMJECCGEENIBTpgIIYQQQjrACRMhhBBCSAc4YSKEEEII6UDXir5bTVfMZQ6qqTgW1UgoDrkmihujAGPJDO77bz7xbyB28+2/BrFcPwotp19/CWKWUpZipQSx2WOHIXa6gsK8xx95BGKZZLtYsemi0HR4CMWyuSyKoI+eRGfblnINvaObIHbp1TsgJgGKVBeK6DBeV8T7iw08rxFhDjQbKAasKq7TURXFj5cXVhxL0QGvFd/5x+9LIrEkLg4cdAleXEShZrWEzsGaibMmBJ+exuMFik147wC6+Pb0o9tv3ML2qi0UIfbKq9h3ylXM4/HNGyFmOe35n8tiOTZvnoDY2PgwbrdFEeoqDsPZBAqEw3wOYqKIZj1lLLJs/N5qKecd2qQI2nPYx7wIxw5Fbyu9vUtljivu+GtFuicniWXO9rYyVrXmUdg+9wqOX+MZHPsMRcxdaeD40FTGPiOJgv+4ge08O70AsYM/+TnEhrJZiM0vFiFWaqA4vLpi6GvMoRBeFEG6rSRD0sF+3lQE7rNFLFtgKotsbBRka87/pnIPF0X0LRGKsms1rJNyGWM9fQXlFCvqRXljhAafMBFCCCGEdIATJkIIIYSQDnDCRAghhBDSgXOaMO3bt09uuOEGyWazMjg4KHfccYccPtyuv2k2m7Jnzx7p6+uTTCYjd911l6qNIOS9BvOfrFeY+4Sco+j7iSeekD179sgNN9wgvu/LH/7hH8pHP/pROXTokKTTbwjzPv/5z8t3vvMdeeihhySfz8vevXvlzjvvlB/96EfnVLAwakkYLRN/hShkNBT3T18RhxmKoCsRR5HmdTtQuBx3UAx56LlnIbZ4Gt1OXReFhJVFFANOHjkEsWqEojknwONl7HbRXC6BAsmBHhQ+npmegpivuDXXKyi+nTyKzuEiL0KkWkUH54SNbeHHUUQ872P7JBXBZSqL9ZS0UQhbqaMg0l/hfuwrObacC5n/P/jnn4i9zH24MIbuv1GAbfPsj38AsY1jYxDr70Nx9KmTSk4odZLqLUCsZWJfnFYWEfzazl0Qu+6aKyFWV/qO6eBwdfTE8bbPr7yK/fD5F7C/FvIZiN31b38TYrdceSnEYhF+zxwbGYdYSxF9GyaKcENlkYInWO+mjbF4AftEUhHXhhYKeJePbHaHO8EFHfsdU8LY0jVEAdZZTHFvdjysn4kcvjHBV0TKFUVUbeUwR8wY1ndjGhfyuEV0tK/M43g4F+J1FF3cd9P7r4HY1Gy703dxEcuRyeD9oKk4wXsOXlfTRdF7w8N+bio5nVDqKTLw/hIoAm9LSUbTxz4SKm8DmJktQkx5QYTYsfYya28q0DinCdOjjz7a9vlrX/uaDA4OysGDB+WDH/yglEol+epXvyoPPvigfPjDHxYRkQceeEAuv/xyeeqpp+Smm246l9MR0lUw/8l6hblPyDvUMJVKb8xoe3vfmMUfPHhQPM+T3bt3n93msssuk4mJCTlw4IB6DNd1pVwut/0R8l6A+U/WK8x9sh552xOmMAzlc5/7nNxyyy1y1VVXiYjI1NSUxGIxKRQKbdsODQ3J1BQ+7hd547fxfD5/9m98HB9tE9JtMP/JeoW5T9Yrb3vCtGfPHnnhhRfkG9/4xjsqwL333iulUuns3+Qk6h4I6TaY/2S9wtwn65W35fS9d+9e+fa3vy1PPvmkjC0TlA4PD0ur1ZJisdj2TWN6elqGh9FZV0QkHo9LPI4i3TfcPpdEXaGPokXbSUEsUBReLUHx2lC+B2Lf+4dvQ6x3CMXMg5rAs46CO8fB68qkUcxsKyLEtCI2Hx5EoW6jstj2OWnhOedn0f3Za2E9ZRMooG4pjsuvPvsMxM68/ArEXB+FlOLgtWpOsekxFCtKGnPAjKM4OBFie/cIXtvlV25u+1xveCKCbrwruRD5f8e//R8kmVzK7/jgNtimXsFv7q8+j+UfGcZ8NRVhcDKBudkKsQ0vvQrL0jOCwv16P/ax37h9N8Q04X5NEX2vNOcVEfGjduFn08f9ZmZwocXxo6exHCm8/qmT8xA79uKrEDObeN7Xp2YgtvOj10Ns46ZRiGmO4GZCset2lMUwSv6LgdvFjKW6iylOzxoXIvdLpao0lznRu3Xs9+kWjhkDw1iP88exDY4cOw6xWQ/b782fG5djKmNkLVyEWOBhsvp1F2JNF9vFVxYpzU7hGF6rtovDIw/3S8XxHtlSXM0NpR38JpY3lsZxOQpQfN1U3iQQKq8caCn39biDeR5LKPfSFIryk0rMU+pl5fgX+crgonBOT5iiKJK9e/fKww8/LI899phs3tx+w9mxY4c4jiP79+8/Gzt8+LCcOHFCdu3C1TGEvJdg/pP1CnOfkHN8wrRnzx558MEH5e///u8lm82e/W06n89LMpmUfD4vn/rUp+See+6R3t5eyeVy8tnPflZ27drFVRLkPQ/zn6xXmPuEnOOE6Stf+YqIiNx6661t8QceeEB++7d/W0REvvSlL4lpmnLXXXeJ67py2223yZe//OXzUlhC1hLmP1mvMPcJOccJU6QYrK0kkUjI/fffL/fff//bLhQh3Qjzn6xXmPuEvE3R94UgDA0Jl6k8YzaK/BI2is1EcR2NLBSqhS109pybQxFtdRZjSQ/9QkLB8vX2oEi7MDoAMT9Acd2p03jeSDTxWnsTtnwUfFoGCsjTCRQDKsbpYmlBRZQYtFD0bioq3XIdBZKtOAqLs6NYJ7VkEWKVEEWDzRpK8/pyWyDWv0JEX6vhsdaKuGNKfJnb8SsvvwDblEtKjmiu0S28rmoV3X4NQ3HsjWPueHV0LC7N4nmnT+Cqp+9+77sQW6wox6tiPmVzKMrO97QLc9M5FIeePIkC78H+DRBL5FC4/s/fwfIuvPoLiAXKeHJkCl8LcrKG17rtchTR53PYP/OKY38yhY7K+TS2mZPA8SmVWqqrltbP14qmIxItuwYcCsQ3UBhcw0uUMwYGzyjXWm0p1z+POWg56MJdVxynI2XsayhjcxQpYnxF9HxKWbjjrxBbG4LnnF3E8VaUfh4FWA4niQL3XAzLpi200sYhy1YWmgjmqqm5uCt1YihliZS2MJTjmUb7fVN7G4gGX75LCCGEENIBTpgIIYQQQjrACRMhhBBCSAc4YSKEEEII6UDXir5NI94mzErEUYAWKQ7e6SSKJdPZfojVFWfXviyKyGzlHK0SijlDE/etOyhAGxraDLFQEeVuv2YMYj/+wX6ItaJ2EaKjCPoaVRQq5rIooI3ZmA6WoQgkFVfjo2dQXFgsYt25BoqNBy7FefuGguI6HmEdL87htcWaish9g+KSXm8XKzYaKF5cKyoL0+I3lurgsb//DmwzOXUSYqaHAvpf/EJ5qamSJ74iShWl/b//7ccgFlNc7a973/sh1oplIVZ2sQ1fP4EOzfPzL+Hxmu3lOz11DLY5egz3u/59OyD2P+25B2JPP4UvjvVL6P5ddlGZ3FAWabz+DArh//ngGYilbRSROzEUMFuKQ3NWEX2PbdwEsY/f9Vtn/12vr070eiGwDVvsZQtVPEVAXG1gfS8oL+9daOF2voPjXORj3TY1R2zFwdqLsI+Y2tsL8jjmWpbSpso4HCmPNlYKq9VjKTFTWRilGP9LqARNtbx4/UGoCMG186rlw/NqC1LEwO1C5bzasLZyrAu0jRT4hIkQQgghpAOcMBFCCCGEdIATJkIIIYSQDnDCRAghhBDSga4VfTu2IbFlzqB1RVRpJRQHbwtFkHVFCGs5KCSMx1Bo7Dh4jlgKHXfzOdxuahbF4fUNKOYeHL8EYqdm0Nn1yhtugVh1tt3F+PVXXoRtatUixGwL6ySviBINQUHfmVPonHziuOL0Hcc6yQ2hKH+gVzmvIiw3FvB4PYuYwhsGeyE2VsB6P3Ko3Sm70USh7VoxPDgkqdTS9W7bhIsFIqVtbBNjliKY1Nx0oxD7REzpY+Kgu/ToKDpn33rbbRDLphQH60QPxA698HOIvXLkNYgNb9jU9rmpqGMtZSHIC6+8jOd85RWIpTZdDrHTp7G8PQWMDSpOxKkMjjELU8chNn/qCMRm53A8aQaKs7viMn2miP3k5l9b2q7RUES1a0StUhNvmXN6uYwLRWpVHL9qNWXMUC4rV8DxJp7E+4aGoQiSkza2sxPD42kCbEcRoGui70BzEwcxPOaC9kYbS1N4a29vUNy/tYUh6tsFlO0CpXyW8gYPWxO9K+dIJHAcimuCfkUIHl+xWEITmmvwCRMhhBBCSAc4YSKEEEII6QAnTIQQQgghHeCEiRBCCCGkA10r+h7sMyWVWJrPefPortsIUAhXQ32gRCaKvjRhWS6HbtAxB11zGzV0lE0qYjNpYeyZH/8YYlu2o5jz5MkpiGkOral4e/ksRfSeTKJwVxNNNhoY8310ts0oAsmb33cpxBKKm7hvKWJAD52eG5Mo4DQrKPIbTKFz9PsuvRK3KwxB7OCZo22fm63Vub1eCBbnFqWZXFrocNONN8M2N//qr0IsHldElIrAWxM5hopjsSV4PK+F/anRwjacP3kUYguKsH5hbgFirysC79Mz2Ccyg6PtgTjmiBFD0XfLx0Uk33/ihxDbuPVqiI33osA9YWJfTynu526zArHXy7hQI6P0nSDC/JxarEKsv38TxOoetu1jTzx99t+eh/18rZhfWBAntszpW8m3ZhPL21LemOAkcPx2EijS1sY+bWGE5uAtSiyKFCf9ANvPtBUReQrzRhObr1R0a8JwDc0125DVif7rdeznmjjc1sTXyv1Luy6tfJroW7QyK5slErjQAkTf2uoABT5hIoQQQgjpACdMhBBCCCEd4ISJEEIIIaQDnDARQgghhHSga0XfY2MxySSXBHt5A8WcRyZRgDY9i6qvVoAiukwGL71WR7fqIERRpaXMMxdmUZReqaLIr+nhOawIY9kMOgdPT6E49uQKd9tQERsODaCY3QhRfLtYXIRYPI11V8ij0DqmCCRdRawpNooway7u26ridukQt7tkfBhio8N4vZMnUVg/P9ueP66nlHeNSKXiklomrp8vowj+2V8chNjgIObN0GA/xDxPaf/FIhZEcVy3ldzZsHkUYuM9mCenXjkDsVoVBdiDQ9iuqb4CxKxEuzi63sDyjoxMQGzq9EmIzc1jPxwZxVUkhiJArbqKS7yNfcfTXIeVRRlxRYTamp/Fc5jYT4ZWuJ+LiLRcFEQvvwxVU7tGeH6r3XlacW+3lXEkrph1x5Mo+NW0woZyJ9ScuRUzfAmUMVcTQluKONyKYcx08HpjyvWuFEJr59TF0oiSlurCkEKhADFtLHEVAX6guImvVuCtOYz7vtLnAu1tDZ1dzLVr0OATJkIIIYSQDnDCRAghhBDSAU6YCCGEEEI6wAkTIYQQQkgHulb0nSs4kkktCd0asyjw7hlUXFfT6Oo7N42i0qYiSrNj6K6rbCahIg72AjxHqYEi6rTikt2so1C10ZzDsijnDVbEogjrpFrGusvlUAyZy+WxHA3cd24eryuTQeGq6uLqowAvZitOrKjxl5gikNx0ySaINep4jiefPASxX7wy0/bZV5zj14q4HUrcWSqP2yzCNj/+8X6IRR7mUi6F9et5yoIExe3YVr5Tbdw0DrGrbroCYlsnUAhenESx9dQi5npM6Sdb+1AIPjvbvijj6u1XwTZXXr0dYt/4P/8OYragA7RXw/pstTAW+YpqNoF1bCnK5E2bt0BsZvIwHk8RDSeVRRmXX46u+806Ll4ZHxk8+2/XxWtaK3p7eyUWW2oLU1DwHATYxz0f+68mNG42Mc8NS3GhNhQ3fMVNu6WMG1ao3JsUdGG5cn9Rrm017tyagXWoKNd9JX9DpY4tG8urCbI9LRYqTufK9a9WCK7VnbkKgbcItqNP0TchhBBCyPmBEyZCCCGEkA5wwkQIIYQQ0gFOmAghhBBCOtC1om8rYYudWCpeIoeCzN6M4gDbQPG1k0TBXHlRufQAj5dMDOJmjiIudIsQi6XwHI6N12FZKFR3I0Vc6Gluve0COUXjKJEiUg0UjaejuMlKDEWlxUUUfTdaKJrLF1BEbytCcFOpk7qgQHB6rgKxRcVNvVJDx+Z/evxlPN4KPbsmhlwr6s1GuyOxUm+33f4bEAtb6ExtKQLvUBGqRoqI0lLaJqEsrJgqopC2UnwFYgsNLIuRQIX/4edeh9j8AXS63rK5XdB9wyXbYJuW4v6dVPI6UoSfmnO4aWG/DhVxbUMRCNsBXv/GMRR9N6v45oArcriw4umDz0Ls9HEUjDdqmBdRfakfa2PLWpHNZiW+TBwfBkrlKu7frjIGlRWxu+0oea7ENLGwKCFH6Zu+0vahJj5WBN6iiM0NxU1ctR2HTXAbte8rz05C7R7UwDzRXLJDRXwtpiLmxq1UYX2kbJlSxo2YIko3FRG5bbf3YU8Z+zT4hIkQQgghpAOcMBFCCCGEdIATJkIIIYSQDnDCRAghhBDSga4VfdeqthjhMhGylYFtMmkUZDpJFIelFdvofB6FZdUyCler5WmM1RUn1ibGsrE+iCUcFFb7LgrVbRvnsjFleuvE28VqmjttKoPNbCot7yuC1FgSN8wVUPS7sICC7IoiGsz1Yp3UfRQSvnoMRa8vPz8JsaFeFJYPjWH5xMSy9OezbZ+DMJTji93heJxOO5JKLQmu84o6MjuAjs6ukksJ5XtRzEAxd5RUHNdTuF3YRCFtpVKGmJXCthncWoDY1hQ6fb969DWIiYHCTCfVLt4+deYEbNPX37OqWKuBwmjXxQUENcX921XExZ6LLvl2AnNzaHQAYsfP4LgzfQLrpFnF8r324nMQ6+vDc0Q9vUv/9rrH5d4QU4xlOWsoK1lanvL2BhfHb08Rs2vu0tpilEgRR7cUB2tXcck2FIGz9uYDTZBsKtuFyhsSVkY032+tVSPlnIEmtDYwZtq4r2Mpi4XU8yoxRZSuubir+nbl/mIq9z9tO3/FGzICOn0TQgghhJwfOGEihBBCCOkAJ0yEEEIIIR04pwnTV77yFbnmmmskl8tJLpeTXbt2yXe/+92z/99sNmXPnj3S19cnmUxG7rrrLpmext/iCXkvwvwn6xXmPiHnKPoeGxuTP//zP5dt27ZJFEXy9a9/XT7+8Y/Ls88+K1deeaV8/vOfl+985zvy0EMPST6fl71798qdd94pP/rRj865YKcnRVLLtNpuEYXb2QEU4CWSiuM06sWltxcvvVpDkWaxiLHFeRTCLqJGWawQxYWa86rqKBtiTJvdrhQXWjZeV0NxMI+w6sQJse78+gLEggbWSaC4hBeruF1LudQFRWx/7AhWaHEeRbmtGh5wOD8Mscs3boDYytN6QSg/O4bX+yYXMv/r1SMiwbKcD7ENHQMTe3oaRcCvHjoGsYSNAu9YvgCx/kEUR4/25yGmiWb78ijwV3S00mygc/zgIArGN4z2QuzM1FTb51deeQm22dTaDDFNHF+pYN3V63jTL5dQ4K6JvoMW5rUVR7fuF1/oh1jLRbHy4OAQxDZccxVuN4Db9Q9gn0gsK0vT/eWLHS5k7odh2Ob27Cp1oYm5W8obDbR6bGnO94ow2FBk1JYiGE/E0TXeVBynA0UwromeNadrw8TjrSyfJhaPrdLButnEuvOV8lrKObQ60a5L63P1OvYRQxGlJxRXb60sfgvPoQnBE4n2NjOU9tc4pwnTxz72sbbPf/ZnfyZf+cpX5KmnnpKxsTH56le/Kg8++KB8+MMfFhGRBx54QC6//HJ56qmn5KabblKP6bpuW0WWyzgYEdINMP/JeoW5T8g70DAFQSDf+MY3pFarya5du+TgwYPieZ7s3r377DaXXXaZTExMyIEDB97yOPv27ZN8Pn/2b3x8/O0WiZALBvOfrFeY+2S9cs4Tpueff14ymYzE43H5zGc+Iw8//LBcccUVMjU1JbFYTAqFQtv2Q0NDMrXisfly7r33XimVSmf/JifRa4eQboH5T9YrzH2y3jln48rt27fLc889J6VSSf7rf/2vcvfdd8sTTzzxtgsQj8fb3kxNSDfD/CfrFeY+We+c84QpFovJJZdcIiIiO3bskJ/+9Kfyl3/5l/KJT3xCWq2WFIvFtm8a09PTMjyMgsNOBE6fBM5SZ/Ji18M2bqgIvHx0DU7kUURWGEARWY+JIrfeOorBigsomC3OofCtUcPqDXwUjEukObvieZsNFObFYu3HsxSxYaWJx2pUFZf0CAWSWTMLsdBErYHn4bXG0yj8Szg4QBZieN4tUoDY1deiYHb7NddCbNO/5Odydt6EAvSTp9uFum7LF/nZMdhuORcq/6OWK8vXDJjKw2Dbw7bOOdjWB5/Cm9rUNPYTQ2mbnTt3QOwDu7AvlkoomP7Fz34CsZoiLn3lBD5ZeP3YMYg16tiG0Qr74EQOHa3LZcWFfhGvv1ZG8bnmnmxbGM1n0cF7dDOKzXv6RiA2OIr5Mfq+qyHWm8P810S9mghXc0lfPu7YyqINONcFyn3f89sEzJrAWxMkiyI0tpVFMKIKqBGtHjVhdaS4entK+bSyaAt+DPDwFrEUN23TXPmWByyHJr6OFFH5yvvIG8fHa12tONxR3mix2vrU6kQ7RyyB41Uqjv1Qa9uVdaWVQ+Md+zCFYSiu68qOHTvEcRzZv3//2f87fPiwnDhxQnbt2vVOT0NIV8L8J+sV5j5Zb5zTE6Z7771Xbr/9dpmYmJBKpSIPPvigPP744/K9731P8vm8fOpTn5J77rlHent7JZfLyWc/+1nZtWvXW66SIOS9BPOfrFeY+4Sc44RpZmZGPvnJT8qZM2ckn8/LNddcI9/73vfkIx/5iIiIfOlLXxLTNOWuu+4S13Xltttuky9/+cvvSsEJudAw/8l6hblPyDlOmL761a/+0v9PJBJy//33y/333/+2C/Tmb671Zvvv1o0m/o5tOGi0GIb4W6dZx18x7ZrydmITfzutNfD33loD961rOqGmYkqm/PSu/TKqaphcPG+wQsNhKb//NlwsR7OFx4oijNmKrqvZ0t7YDSER5S3jVoS/Y7uKkVxLeQO4o2y3Mk9ERKrK2+QbSt25K67jzXJov/uLXNj8bzTb9XmekiO+UpfNJur6tDeRawaqmnmbpsVoKgZ0mrmg29LMBRVzVOUcmnmfpr1YqWEKFcPXUDCmH0tvd9wOY1p5V6vF0DQ6mslf01WMcBU9ztvRML1pXNkNud9akTcrP4u8RT0queX5eD2+lvtKeULFZVXXMOG+njJ+aRqjQMnXKFTuGwHua664X70TDVOgGSordex7yn1TQavP1faHUNtOM6n0MOYp+q/VaJi8f7muTmOAEa12lLhAnDx5kn4cZE2ZnJyUsbGxNTk385+sJcx9sp7plP9dN2EKw1BOnz4t2WxWKpWKjI+Py+TkpORy+KoEcuEol8sXfVtEUSSVSkVGR0dXvWrifPNm/kdRJBMTExd1fb9XYO5fGDj2dyfM/yXO2Vbg3cY0zbMzvDcfm735wkey9lzsbZHP43vSLiRv5v+br4m42Ov7vcTF3hbdkvsiHPu7kYu9LVaT/2vzVYIQQggh5D0EJ0yEEEIIIR3o6glTPB6XP/mTP6F9fhfAtriwsL67B7bFhYd13j2wLZboOtE3IYQQQki30dVPmAghhBBCugFOmAghhBBCOsAJEyGEEEJIBzhhIoQQQgjpQNdOmO6//37ZtGmTJBIJufHGG+Xpp59e6yJd9Ozbt09uuOEGyWazMjg4KHfccYccPny4bZtmsyl79uyRvr4+yWQyctddd8n09PQalfjihfl/4WH+dwfM/QsPc391dOWE6Zvf/Kbcc8898id/8ifys5/9TK699lq57bbbZGZmZq2LdlHzxBNPyJ49e+Spp56S73//++J5nnz0ox+VWq12dpvPf/7z8q1vfUseeugheeKJJ+T06dNy5513rmGpLz6Y/2sD83/tYe6vDcz9VRJ1ITt37oz27Nlz9nMQBNHo6Gi0b9++NSzV+mNmZiYSkeiJJ56IoiiKisVi5DhO9NBDD53d5qWXXopEJDpw4MBaFfOig/nfHTD/LzzM/e6Aua/TdU+YWq2WHDx4UHbv3n02Zpqm7N69Ww4cOLCGJVt/lEolERHp7e0VEZGDBw+K53ltbXPZZZfJxMQE2+Y8wfzvHpj/FxbmfvfA3NfpugnT3NycBEEgQ0NDbfGhoSGZmppao1KtP8IwlM997nNyyy23yFVXXSUiIlNTUxKLxaRQKLRty7Y5fzD/uwPm/4WHud8dMPffGnutC0C6kz179sgLL7wgP/zhD9e6KIRccJj/ZL3C3H9ruu4JU39/v1iWBer76elpGR4eXqNSrS/27t0r3/72t+UHP/iBjI2NnY0PDw9Lq9WSYrHYtj3b5vzB/F97mP9rA3N/7WHu/3K6bsIUi8Vkx44dsn///rOxMAxl//79smvXrjUs2cVPFEWyd+9eefjhh+Wxxx6TzZs3t/3/jh07xHGctrY5fPiwnDhxgm1znmD+rx3M/7WFub92MPdXyRqLzlW+8Y1vRPF4PPra174WHTp0KPr0pz8dFQqFaGpqaq2LdlHze7/3e1E+n48ef/zx6MyZM2f/6vX62W0+85nPRBMTE9Fjjz0WPfPMM9GuXbuiXbt2rWGpLz6Y/2sD83/tYe6vDcz91dGVE6YoiqK//uu/jiYmJqJYLBbt3Lkzeuqpp9a6SBc9IqL+PfDAA2e3aTQa0e///u9HPT09USqVin7zN38zOnPmzNoV+iKF+X/hYf53B8z9Cw9zf3UYURRFF/qpFiGEEELIe4mu0zARQgghhHQbnDARQgghhHSAEyZCCCGEkA5wwkQIIYQQ0gFOmAghhBBCOsAJEyGEEEJIBzhhIoQQQgjpACdMhBBCCCEdeNcmTPfff79s2rRJEomE3HjjjfL000+/W6cipKtg7pP1DPOfXKy8K07f3/zmN+WTn/yk/O3f/q3ceOONct9998lDDz0khw8flsHBwV+6bxiGcvr0aclms2IYxvkuGiFvSRRFUqlUZHR0VEzz7X2XeCe5L8L8J2vD+ch9EY795L3JqvP/3Xjfys6dO6M9e/ac/RwEQTQ6Ohrt27ev476Tk5Nv+V4b/vHvQvxNTk6uSe4z//m31n/vJPffaf4z9/m31n+d8t+W80yr1ZKDBw/KvffeezZmmqbs3r1bDhw4ANu7riuu6579HP3LA6/hgYSY5tK3jEQyAftq30Jsw4KYNmP0wwALrxyvVK5ALGHGIJYy8bxVt4llScXxeDEHYul0GmK5XB5ixeJi2+dW3YVtIoiIeC0Pg8qXOsvG64rZWJ+5NLbPcH8BYqdnZiBWb2FbZLO4r+/jldRrZYiNjmYh5jiY6rbVHvP8QL6z/yXJZnH/1XCuuS/y1vn/la89IsnUUg6EYQj7JmOYh04C2yGyMOf8SOk7ovQdpZs4WBQR5UF1pOSJZ2jZiBiBsl2E/STw2rcLtAKv8mFFpF2D9gBeOV4Y4naBsqF29do5Qi0WKNemHU+J+eq1LTVko16T//enfu1t577I+Rv7/7//9/+hLbcb9Rbsa1mYW8bYMMRKyn3jyhz2m5Mv/gJi330aYyXXV8qC7azdm5w4lqWnvw9i2QRe29axfoh94KYdbZ8DD8f0+XINYrYytr7y+gmIPf7Pyk+pSp+OO8r9wMa+GrMxf1tKmX1f6WARDjpxZVxrRJgri03MfXPFaf0gkP0Hn+uY/+d9wjQ3NydBEMjQ0FBbfGhoSF5++WXYft++ffIf/sN/gLhpGm0TJkuZ9GhJqW2nTZgibeBWjre8DL8spp93lfsqnV+L2crkZeV2Wjm0ATTUHjtqEyZlO7VsSsxRyqttZ1lYQu1atZuyVhbtvGpZtHOInler4VxzX+St8z+ZSkuq04QpjgNGTJkwheqESWlDZcJkXYAJk5af5ionTP7FOmFS2jt4FydMb/JOfgo7X2N/MhZr/zKgfLezlNwylP7gKv0hncQJU1L50upY2viFdaZO3rQv88rxHBtvwTFlApKIY/kyqfZr8z08fsPDCZ6jTCITSt1pZdMmTI4SiylfUGO2llvKZEbrYEquxiw8h69s59jKOd7ie1un/F/zVXL33nuvlEqls3+Tk5NrXSRCLhjMf7JeYe6T9xrn/QlTf3+/WJYl09PTbfHp6WkZHsZHpvF4XOLa7Nay2p7GBD5+zQgD5RuS8jOF6yuPUbWnC8rsspBNQSyn/FzWquCjz7CBjwdTThJi+RTGUsq3gIzyLWiu0f4TXBjhT3KJBNbvwAA+4l1cXISY9lPo6AiKNy3lm8LgYC/EtG83RydPQyzmKG1RwHrPYEj68vjTpaF8a6nVV7SZkk/nwrnmvshb539ovPH3JrbyDbOl/KxcK+FPyE5aeaqp5KEoP9OFSr35ylOioIn9s1lqQCym5GIgWO/VRhVipoH7ZtLtbR0px9J+ytK+Sa726Y/2cFp7wqTVnfbASnuapJ1Xe8KkXUeoXIn6E9+y86726dUv43yN/cXTx6W57AmFrfRL7anBKWXse7WBeXnN5VsgFrZw36F+HCOTyvG0zNHape7iOUoLOOZWDWwLt4l96dr339j22aujBGRuHo8/lMC+H7ZQ2pCMazmNbTGYzUDsqi2XQGx25hTEGg0cr6pV7Pti4vgXt/G+PjqMY78Xw/vVkUPH2rfxV/fs6Lw/YYrFYrJjxw7Zv3//2VgYhrJ//37ZtWvX+T4dIV0Dc5+sZ5j/5GLnvD9hEhG555575O6775brr79edu7cKffdd5/UajX5nd/5nXfjdIR0Dcx9sp5h/pOLmXdlwvSJT3xCZmdn5Qtf+IJMTU3JddddJ48++iiIAQm52GDuk/UM859czLwrEyYRkb1798revXvfrcMT0rUw98l6hvlPLlbetQnTO8WxTbGWib4NA+VWmodFrVHHYwUo8PYVIbihCCNHhlEwNjyA5z165DWI9dsoQBseRfGjqQjOTEU0mFME0335dt+IyFJE5YoIOpVGMbtlYp0MDKHwUfONqpRLEPMjFEjmC1iWDYq/krJiVGwHt9O8OELF1ymXzUEs8toFjC1558LX80WlVm1bCu4pfiVzs/MQO3kKfa6shCKWz/ZALG5iXSo6cGlpCzCU5cv1Coo3kw6eQ0wUklZaKAZttbAwWzZva/t8ydaNeE7NakERWmsxdYWzEgw1JbgWWq11wSrRxMXasmxNrNutHHdjEguWxph6A8eWmIECZwlwbDENXAQ0d3waYgdPn4TYyzMomI4UHyatDRJKznm+Mr4oti2JpCKEb2D7Pf38q22fR/rw+l3N00hJzLgy3jrKwhstjbZv3QqxTRPYD7UFVFNnjuEpPGzbTM8IxAJl4UoqjmPOaD+K0iet9rIYEbarxprbChBCCCGEdDucMBFCCCGEdIATJkIIIYSQDnDCRAghhBDSga4VfeezmbZ39GiO04ODKMiemUchrPaenNJiEWJD/QMQi8dRMJ5Mouh5wziKubUX6HotFJfFBIWJ8RiWud5At9fx0fY6iJQXfcXiePxWC13I+xXRoK0Icl0XXc2zORT0NVwsb6WEQkrXRTFkXz++BDGZVl6gq7ji2i283mYNy+K77eLlQBNlrhE/+enTElv2ss5qTXG+FszDhouCzmaAfcKJYcwK8ftToOg+m4pAMlBEz+kY9tmkgW2YUPpYYGJ+1mooNn/mF8+2fZ6ZQ9f4LZs3Q6xfc3FOYQ5H2jviFFfsUHsvm1KfqtX3OyDSXMI1F/MOTt+q4H2NaFiGBMteaLugvB/QCNA1u09591kmh4sbmjUUkRcreLyy4l4fKWXR8sFS9rW15xMetktNcR3PKO339M/bXw586SXorn3Z1gksRwzzfNMmFG7XQhxfps/MQqxcwbFVlIUm13/wGog999MnINZQFmRVPCzzfA3btreBgvENFi4gaVbb+4iniuMRPmEihBBCCOkAJ0yEEEIIIR3ghIkQQgghpAOcMBFCCCGEdKBrRd+9fb3i2EtiUE2U2GqiwGtIceZOJdARNG6h0HRkAEXfnofO4fNz6KaczaFI2XZwPhq28DocW3HrNVHk16iXIbbS1NdM4HW5LRTluYqwMK6I46tlFMylMyjA04SP8wso8I47KAZUNKrSUspXqWrCZ9y5VcaytFoowsysEOWrTrxrRKnWFGeZIDRSLLcNxbHXVlzYU4rQ2jIxpi0+aCru577yPatSx4UAjRrG4gbmZybCvNOc3p049uNmtX0MeG3yFGxz/MwUxAo5XOAwPjYGsQHlbQKFHhSb2iZel6UIwVfr6h0om4VKruvO4YqLuSr6jtR/rzVxY1Fiy3J2JIUi4IKy4KG3B/PjaKSMX0msn7iyaEHrN14ac9VTnO+bLo5fgdJvtIUGsThe2/A4Ol2Pjo23fZ6r4v1wqoxj/4037oTYwjT2kTvvugVi//jt70HswI+fgtjEVe+H2Iev2QGx1069DrGjP/opxEotvL9WfWzHy2/A8zY8vA/197cvSGl5uMhEg0+YCCGEEEI6wAkTIYQQQkgHOGEihBBCCOkAJ0yEEEIIIR3oWtG3KWGboLfloqAtUITBvuZM3UThtm3hXLFcXICYoYheI0XgfOrMGYjlMyhUS9korC276DyriTljCUWEuEJw6Cl1YpiK+FwROIcWxuKKiFjRGku9geeNxRVBo4OiyVQCxaxxxZ28VCwqMay7TAIFvYYi8k+tEP62PBSXrhXNVii+LOWy42hdVREBB4o7sWDMUNpa0b1Ky8N+5ylFyaYyEKuUsd+VtQUIyoKOWAzbPxvDAlpW+3Y1H/NQczB35xS35yIuKkhnUEg8MjIKsa2bt0Aso7j1x5Xr8jxsH08x3o4Ec1hzGNeF4Hi85cLyIOqeW4GTsiW2LN+3ZHEhz2alvHnFWV5KJyGUKmC71GKYq6GDfeT661BUPKS8ceL1I0cgNnkCFySYFo6vkY99LqE4jO+6sb0ss3gJ8vQTj0Ps8GF0/w4ays5pXNxQrGH/qnrYv46cwTcJ1ELM35qP+84U8RxuAseXbRuxzxWGsG/OKm//+PCHr2z7XG805Kvf+TvYbiV8wkQIIYQQ0gFOmAghhBBCOsAJEyGEEEJIBzhhIoQQQgjpQPco/VZgSNTmZByLYVE1caOviF7dJgpNe5LoOO2YKKK1TRTlNVsoXovFUXDYctE9tFVG9+OYIizVRK+Gg+cNVohck4qruae4XGdzBYglEngNhoFiQ81x22spImJF4K2dQxTRq1tXnHJbOL+P2SgGzPX2KqdAQXe51i507Can70arKfay/HYVYaWhWKRr9at5OCvG4RIqqm8tVqth+yeSinBfy1cPt2u62D99QxEzK2WJrXTYVr8CKo7oNpZNO36ljtdaevUliM3Nz0Esqyw+GNuAbuI9inN4THE110T+oY95rRggq+7sQbSU726EfXCtqLUc8ZaJuvMWjtXeHLo3TxZRVP2Bay+DWKOFY/AGpc4SKcyHmwpYlisG+iFWV5zT55Q3KdRLeB2BYjptt9CxfOOJo22fk0XMhd6BAsS8F56FmCY+P3AI8/zw6dMQayoLLU6dQLH9zPwsxHa+7yaIbSyMQ+yvHnwEYq0GupMf/Cn2w+np1yD2/l9rzwtbcWbX4BMmQgghhJAOcMJECCGEENIBTpgIIYQQQjrACRMhhBBCSAe6VvRtmqaYyxyqI0VEl0yjMLKpiEVjaRTqBYpjqRhYHcNDQxDz5xUZrY9KvbTi9OtWUESaH0aRcr2uOK8q9A8NtB+/iuWwDBT0OZogWxGaNhtY3ngMtzNjKL4uKXXseSistgIUKzabighVcYpNKiJnWxHMNz2sl9m5dhGiHyjKzzWiFUVtLs6GUrZQccgOlYULKnHFJVxxvw9NbBtbGTU8xcE7ZmPbZJLYNvUWOhv7gud1lW7n+u3BuImFsxSH7Ej5ruiFioBacfo3Fef8qYUZiJ120WH4yPETEBtQRMOjoyh8zShvDkgoi02ilUJ4EfEiRfS97I0FbhPbYK3ot+ISXyZC3qC0Xy6HdfHcIgqNF5W3KGwcHoHYv53ZDDFHWaDT9yqeI/4avuUhCHH82qR0TSfAoKn0m0AZw92nf9b2Oa+Ir8N+5d6nrQooY57nLBzT3RrWSS82j6QiHA/KU8chtuHySyGWTeP179y6AWIzJRzTp6p436zX8Q0er7/6atvnhrIwSoNPmAghhBBCOsAJEyGEEEJIBzhhIoQQQgjpACdMhBBCCCEd6FrR95m5sljLRKiaq3faRfFaJo8it6biQp2xUFi2YQQdd+MpFOVZaM4qPSkUsxZSeI7sMAo8XROv7ZUpdFQtFHK4b629MM06Clcd5Vq9siK0VtxOQwMVfZbi4FytohOtj7o/aQV4rQOFFMR6c9gWr1Zeh1if4pKsFFlyygKB0GsXjnaT03cQhSLRLxehB4pIuam0g62otBWtqdgmiig1R3DHURzxtaFEEaWL4qadiaGg1Ve+yoVKzFtxDl+xSTYN3DFShK+BIvAOLEVprqSJMjyJoQh1fQ/PWz6NA8rxM8cgFo9hP06lsO9obu9xZSGE4yyVr6W4ra8Vl2ZSklyWE2nFRd0ysR4vHUMX9co0uktrSb1ByctUTBn7FQGxoSxIUsy6xVUWC4iyMMhRkslW8tUx24XKXlZZ3KC8McFXVk8Eiov8kDIefFh5Q0bLwNwKRnGxVOLYMYjVcVcRRdB/5WWXQGykjuUbUd7ocOnWUYhd0t8uaK81GiLykFKYdviEiRBCCCGkA5wwEUIIIYR0gBMmQgghhJAOcMJECCGEENKBrhV9u34oy/WWCwsotkvV0Z22V3F0dpTLTGQUcXi9DLGqIqJW9HFi+YozcQUFdwNZdE89/OpRiGUSKObMJFG47K4Qa/aMoGu4ESjiU0UMmFCyodJEhWtccReemkaRuoRY3ky+ALFmA91ZfQ+dV5MJFDVm06gaXFDc1Jsu5ko2094Wmgv5WuF6rTZ/Y8PApAsVsam2OMJXBL0NF+vcUcTXliKYjtu4XaQ47BsRtpfmTh6FWO/KpUldcYRvSfvxTMXluqXUnaMIfyNFSOyZWDZN4G1aykoDA3NO0/0qh5NQUbi3FNf9ck3JWUX4Li7uuzynAmXcXCsWp45Jw16qT9fHtmpY2Fb1PI6tyTqOI82XXoNYYGE9+mkcEE0L6ymuCLINwTHSV3Iu0PqDo/QviGDMHtwC22SLmEdNLJq0NuLimR4fcybdxOv3i9gvqzPosF4//SOInXnm5xDLXYnu3/NTKN5vpfBepy00qs/jooqy034d9VU63fMJEyGEEEJIBzhhIoQQQgjpACdMhBBCCCEdOOcJ05NPPikf+9jHZHR0VAzDkEceeaTt/6Moki984QsyMjIiyWRSdu/eLa+ueDMwIe9FmPtkPcP8J+udcxZ912o1ufbaa+V3f/d35c4774T//4u/+Av5q7/6K/n6178umzdvlj/+4z+W2267TQ4dOqQ60L4VAz0ZsZcJ//wmCtCyGXRJjXwUpVk2zguTSRQLa2LOegOP11JsiOOKYvry7ehOOjU1DTFXcV7tHxiAmB+ggDGUdoFgShGzt+ooLLSSioutInCtLaB4r1THWD6HLuTVuuIoG+I1xBWRo6eI6DdMjEMsVBT4i2XMFU1sXOhtr2NTcYldzoXKfRGRRrMpZrBUZltTC4erc9du1DDnYjFsm94hdEpOKppiUxFfW1p/MrGtS4vzWL4qLrbYuHk7xCoe5vbiYnsuxuO4WMJTBM2GYtcdagOAkhLadoqBvcQEr9+08IC+p4mBlfbWHMvdGpavOAmx+VPoki/R0vG0/rGSC5X/C7WSxJe95WGyhoJcX3G5jxnDEEv14JsV5hvohj9s4b0k2cT6DsrYpm4LY9KP501fiveDpiKsrs5hf4iHyni94s0M7ixel8SVNyEUUBxvK07nYRnrPXklCsslhsdLzaD6unbqFMSKLx/B857A8Srbi+7fCwXM2fkprM8zMychtjk20va54a5u0cM5T5huv/12uf3229X/i6JI7rvvPvmjP/oj+fjHPy4iIn/3d38nQ0ND8sgjj8hv/dZvnevpCOkamPtkPcP8J+ud86phOnr0qExNTcnu3bvPxvL5vNx4441y4MABdR/XdaVcLrf9EfJe4+3kvgjzn1wccOwn64HzOmGampoSEZGhofYX7w0NDZ39v5Xs27dP8vn82b/xcfzZhZBu5+3kvgjzn1wccOwn64E1XyV37733SqlUOvs3OYm/vxNyscL8J+sV5j55r3Fenb6Hh98Q3U1PT8vIyJKoanp6Wq677jp1n3g8LvE4Cu7ScUucZaLvy7dOwDbJFAo8TQsvaWryDMR8H52u05lBiBWrKHyzDBS4Gor4uFJCEd7szBzEFFNrEUEhdLWqiJmj9p3rdRSBVhXxXi6FIrqWIlKNDEXgqwiQc1k8XjKFbbFcyP8m2SwKQi3FsVkTph49gYOsYWP7xBQn5soKp3ivg+j7l/F2cl/krfM/CIL2uldExT1xdFLPpbFPNJR2EENxxK+iUDOhLHAYHMR+0kxiG7Z8za0dy2el8DpSyiKCQnoEYsP97f1Yy5GmItKuK9tNzaLY1KsVIeZEeF22r4wTIdax5+GYYFtYJ6HiFB2aSjsqAuby6WMQcxfx2qrVpbrTHOLPhfM59hebTYktE31P1XHc88o4zvUP4UKZaBxzNd6DY1W8jH3fPq24S1fRIb8qmEtBBnPa2Yj3MNvAxQfpAp7De+UExlaIzZvKIovsB6+AWL2I9yA5/DLGlL4vZ3BfNyxCzBkehdjwr94EsXgSx+WFV9CJvVDH7fIbMXdOKIuqkhbmtuO03yM87dUCCuf1CdPmzZtleHhY9u/ffzZWLpflJz/5iezatet8noqQroK5T9YzzH+yHjjnJ0zValWOHFlaCnj06FF57rnnpLe3VyYmJuRzn/uc/Omf/qls27bt7NLS0dFRueOOO85nuQm54DD3yXqG+U/WO+c8YXrmmWfkQx/60NnP99xzj4iI3H333fK1r31N/uAP/kBqtZp8+tOflmKxKB/4wAfk0UcfPWcfGkK6DeY+Wc8w/8l655wnTLfeeusv/b3bMAz54he/KF/84hffUcEI6TaY+2Q9w/wn653zKvo+n2QcSxxnSeiVTqHLrxNDYXS+0AsxxdRaFufRcfjFl16BmK847sYVZ9PeNDqqnlacTefnUDTX9PEbWFkRjKtOvyv0hsXiImyjGB1LS3E2TaVQWNfbl8diKOVwfRQvRoqQrtFEYXEkKMD3Fadv18XtghDPm1RyRcNeIfyL1n7R6BJ+S5YrvfOKSL+giLlPnUFxaCOG4khXces2po5DbHMfimYHxzdA7OXTpyEWKe7EqRq2fz6N+f/85M8hlhlGoW8m3j4GHH3lEGwTKH2zsO0aPNYoOjHXjr8EMUtxJs9FKEyuV4sYq8xALObgeFJuYl9MFlDU3KcMblVl8YayJkWM5Ys3okgkUGzd14ANG0Yl4SzltnkUx9EkppEELRxv4gbeIxZr2H4/nkQ36NEmjsGXCZ5Yc/puKGN/62eYmw1lNYexAftX81J0Ma/77YsFrtmKAu+aibnVUBYFxEqKm3oOF8+0Tiji82nsl84g5nl9CMcSpxfvLz2/9n6IFZWFW4V+7CPvz2yE2Pd/iPfE+Iq+FDTx+jW66A5BCCGEENKdcMJECCGEENIBTpgIIYQQQjrACRMhhBBCSAe6VvQ9OjQg8dhS8TRxb08BxZyWgUIwpx+3Gx7og9j+HzwBsTDE4xWyqKCcOoOisaEeFLMW8ijCK86gkHBuBt+/VOhB9+N0ul2Yl1e2yaZRCJ/No9gunUGBpN/Asr1+BMXBluKuXVeE5a2WEnOxbS0L5/KG4qibTCgu2YrQ01Ps1D13pdN3d4heRUTMwBNzWZoNZzBvphdRWOkpuWkrLuym0k98D8WRG99/JcQWlXZo9SgO3gYOL2YO+0SxjOLairI4IKwXIeY228XreeX4k4pDfm0WF31sLBQgNrodxeHFQ9jXa6ewTyxOY6xcw/MGiqNyqYHtmOxB0Xd2HGN+HUXNzQYumDCXuem/Q6Pv88rQyKAkly3oqZzChTKpHk3FjmOBY+J2Z+awDf7Tz1+E2PY+7HP/UwIXlKSUxw5RDXNu4XkUfS8M4Dj8uosi6pYiDh+9tN1Ne6IHj9U6g87XGUVAbSiu9FLBuoub6GBebqAzefD66xCLTuM9bTGrvOVj+xjERjdvhVhTcfUeUBb8vO8qXMwxvrn9HNW6sopAgU+YCCGEEEI6wAkTIYQQQkgHOGEihBBCCOkAJ0yEEEIIIR3oWtF3FIUSLbOxjiuu3pow2KuhYC5uoXgtcjAWKK7eponnVWeZIYqKN27cDLH+ARRpjp1BgWA8jufN5VHQZq24tpkZdJi9+cadEBseHYWYH6GYtTw/C7HFORQHzxex3m0LhYoD/ShMDBVH8FBxHc4rwudFxRE9UoSerQZeW+C1C4YDxa18rejJZsVylnKgP4PC7eICih57E5g3cSXXfQ+dvge3bofYlpFxiL14AgWdhTiK/n3FYn5wuAAxsx/btWYrfTGL51icbReSbhxEwWg9huVYDDBfFxYx182RCYiNXXETxE6dfBliTUUM62hjUYD5bynjiVtEkf+sYP77dTyvqYyVXWLsDZSCorSCpVuTHZVgG8fGW1dLGW+KPop5Fxq4nR/h8coOCpxPObi4oRBhX2qZGIsiFN6XQmyrkzOYmzkTFzMsrijeP5z6B9hmu+IavrUXj9UXRyfx2jG8lwQNLFukvDVgUelLWp63lEU7XglF/q1fvAqxlCKEd5Xxb+MVuHDFO92+IMOn0zchhBBCyPmBEyZCCCGEkA5wwkQIIYQQ0gFOmAghhBBCOtC1ou+Tp06JYy850WbSKHiuVFCApolPW4ICysBGcVhKcURuNRRx7AA6h8dNFBdu3YKCu7hSPlMRF8YU0XcyqQjQVwicowaKQN0yisq9PJa3bwQF2aYimtw4jsLaeALdhcu1IsRiMUw5W3GE9hVnbstGd+pAcRO3FDfeyEfBZWaFA3qr5YvIS7DdWjA+1CNObClX7rz9w7DN8dc3QazSxLZ2m1hHvot5vWkUBc6RIsiP+lEgWlIE3rU6lmWsfxDLEqFzeLWGIsxIEYhmova+aClvBBjKY/+qzaAotXoKBbiei2VLDylOxFf+CsRCD8XKM6dfg1i9in1WlOvIpTH/bcH+qeiXxavj8SJZGjuiLrL6jkWhxJblhK0I4PuVxTgtC3PaVvKy3sQ23aAtxtmMCx5OVRVHaKXuYor42PAVoXqI49JIXz/EbLw0Ka9Y8BAtYP6ensd7ZCmF96AJF+vYnEPRtyj3Q1Nxqm/4eN56gG0RKWL2lOJyf+bUSdzOwO1qPpavoIx1/ddc2vY5VO4jGnzCRAghhBDSAU6YCCGEEEI6wAkTIYQQQkgHulbDVG+0xFlmXheKYkaoGA32DvRCLAzxN8xmE3+zHR/H36wPvXAYYo6NZRkZxt/ABxStk2Xg7+cO/twtsTg2TSqFv/euNK6UBupLGmXUFy3MogleZKJuJJnAa9XKkcvi7/jl+gKeI8B6TyZQY2LY+Du7p+gRckk0kguU9skpv9s7KyUhKBFZM7JWU2LWUq7sej/qi3ZeiRq5Sh01EV6kGLz6inmf8sbuRhOPt7mF56272BerNTye42BeLyr5mdiM7dVwsSxRoV3vcWoK38T+6tETELuiB7VUJ2YxXyVUdHMJ1DpmNr4fYr+ydRPEFiZRw3T4ZwchNjOF407aQMNYUd5s3wywzEaI4469rANEUSSu0jfXgmQzJcllxpWnfdRWDipjVU+jCDF7BvPBr2A9Xn4FmgxPbN8GsYWfY7uMGMrA4WD/cpR+mKwqhr+KIWMqhWPkK68da/vcX8Pjb9mE98OTMWzn6SNYT8kK9gdDGTcMJd+aip6sZWL5WjXcbiFATV8qlYNYpYXjQc3F8i2cQoNfe6L9PllvrS73+YSJEEIIIaQDnDARQgghhHSAEyZCCCGEkA5wwkQIIYQQ0oGuFX2bli2mtSQm08z34oow2FWEYPGE8uZzD0WQQQtFqpXFIsTqVRSpbp7YCrFkHMXHmRQKRvM9KOjzfMVsUzH+sla8hby/H48/M4PXdUYRuB584RcQu+QSFBvPzOL1nz6DRoC+YFsUclg+R7At4nEUlvuKcaWrvGU6xGqXVG8BYuVqu7FiYHaPeV9tsSitZasBTh59AbYZ24BC1Q0jQxCzlZwLFbPQ8hy+JbxYRIFsX28flreB+VpvKGaWisi1UkVR7/atW3DfmiJwbrTn9kASzS0dxZRvx403Q2yhjtsdm0LzyZZithc0lLed9+BCkNFrsM0GrvkIxPxFFKouvPQTiB194acQm3vtFYiZMaw7017qd1EUiaxS+PpuU6p50lommn68hMJgH1NQbgkx35IzUxBLeGjw+L4daAw7On4JxL719PNYXhfbPrCxLj1FHJ6McLBqnsQyW70o3t7S077goRlgrtppvEde84GdEFvAoVoWDuLCIFcxsg1t7HMN5brSaaXRkmgy3IhhPYV9uICqqazSmVLua6UijmuLL7/a9tlVFpBp8AkTIYQQQkgHOGEihBBCCOkAJ0yEEEIIIR3ghIkQQgghpANdK/oe6huS2DJX4LiDc7tUHAVtyRSKzXxFLO0o4rVcAsWFWzegiLaguK6ODhYglomjKC2XRsFo08TjxUK8trIifkyk2/d1UmgbPjWLb42fVN5sffgICk2nZlDQWC7h8TwPY1dcPgKxjPIW70Bxp9YclrU3qidiyvEUAZ9hYar7gf9LP68l+URKYrGlHKjMoxD0jOLe3D+M+Z9Xrj2dLSgnRXG4ZaB4NYvpKvkM7huZmMO+4tb+0qGXITagvD0+lcIFCPUVIvJrN6EL+a9ejy7cDcWxuK40/7ZxzKXpeVxEcXoKxaZTRychdiLA8zYVUX6yMAaxwlW/DrHrtu+C2IajuHjjFz/+R4jNTh09++8oCkUEHZbXAq9yRqxlCzyOzOO41PAwtwpj/RC71lHy18aG3qy85SGXQaG1q9xL3DrGYg7mTTNStlP6SKyF5WssYH6Zdnu/Di3MrWll3Fh86RDEUgkcbyuJDMaUNyu4St/XFmik+rE+F1p4f6ko47fpKQuXpvCeYyZQRF5Wxpx0uV0g3woo+iaEEEIIOS9wwkQIIYQQ0gFOmAghhBBCOsAJEyGEEEJIB7pW9B2ZpkTm0nwuoYjNHBvne04cY80Kioo9D0Ve+WwOYtddh0LCpIPiOsdB8Z6tOJEHilBXTBS+xWPYNJkMCpxjK9zEoxD3c0ysk0MvH4ZYTXE6lgDFe67inByzsGymiQ6wkYGi5NDEtig3FNf1OtaTbWEdtxTRpK+48bbc9rxoKTmxVgz35CW+bFGDobgwL0yjE+/Pf3EEYs++gG09tAFFrr/yqx+E2IYBdOFuLuKCActWlOCKoNW2MT8nRtHFN6ksDojHMI9zsRXjQhbP6QV4/IriTN4IMDdfevUYxBZddLV//xYUqVcH8VqPnkER7kvHUfT+89exHSvxAsT6czguXjGEwvfrP4hu4s8e+P7ZfweBL5USOiKvBR8eT0tmmdvz7AKKj396FHPw+8fQ6Tq5BUXAqQyOS1kL69GrKA7eBo4RNWVsSSgLLQJLeT5hYCxUxuuFGgqco2b7OBerYTm8Igqeo9dOQCylPDtppfB++LyP99JjczgOJZTbXCzEMd1JYD0ZnuJ+XkTRey1Csbmt3CMDB4+3safQfnw6fRNCCCGEnB84YSKEEEII6QAnTIQQQgghHTinCdO+ffvkhhtukGw2K4ODg3LHHXfI4cPt+ohmsyl79uyRvr4+yWQyctddd8n0NBqPEfJeg/lP1ivMfULOUfT9xBNPyJ49e+SGG24Q3/flD//wD+WjH/2oHDp0SNLpN8R1n//85+U73/mOPPTQQ5LP52Xv3r1y5513yo9+9KNzKljLaxe0VWoo8jOzKNRrFNGt1vNR4JlKKq7Giki1OI9CQlcRfZeqKGjTxKaRi4Jkx0ZRmmOi82o9UByxV2jVWg3cJhXHZp6aOgMxN0IXctdSBN6KmN1SnGLrdRTS+S0UIcZjeLxSE+tzan4RYpHgeSXC+jQUsWZyRb0oRrltXMj8f+EXB8VZJpCO5o/DNvk+FBoffBEFxC8rwuVbPvRrEPs//8v/AbGP/doHINaTUBzXlf5kO0r/bGI/HugbhFgYR7Huoqvk/woMRVjrKd8LDQdz/cjxkxD70v/2JYjNzaAA9cabsJ5+4//2/4TY4DC2WdrHXB/1MYdfLKKSNjRxPJk5gbmybQLfWLBl+xVn/+17LXnt0EHY5k0uZO5fMmJLbtlbEn5XcXgfj5+C2GOHURi9/xiOX9dtHIVY9bWjECsqeWMpi3aKLSWnFff2IMKxyguxfLMRnmMuhcL35grH8qyhOPor7v2hsihG5ssQiit98KQyLs8r7vXDDoqvU2m8hmwazxE1ULw+18Lz2pay+ER5g8VVEd5fMpX2erdWKfo+pwnTo48+2vb5a1/7mgwODsrBgwflgx/8oJRKJfnqV78qDz74oHz4wx8WEZEHHnhALr/8cnnqqafkpptuOpfTEdJVMP/JeoW5T8g71DCVSm88fentfeMdMQcPHhTP82T37t1nt7nssstkYmJCDhw4oB7DdV0pl8ttf4S8F2D+k/UKc5+sR972hCkMQ/nc5z4nt9xyi1x11VUiIjI1NSWxWEwKhULbtkNDQzI1hf4jIm/8Np7P58/+jSsvQSSk22D+k/UKc5+sV972hGnPnj3ywgsvyDe+8Y13VIB7771XSqXS2b/JSXzDNyHdBvOfrFeY+2S98racvvfu3Svf/va35cknn5SxsbGz8eHhYWm1WlIsFtu+aUxPT8vw8LB6rHg8LvE4Oq/OF0vi2EsiudHBPthGE4L7IQrGevt6cd+ysq+PMVcRKYeKOPjlIygaNA0U78UUUerEJhQhmoobbbOGwrRgRfl8RRwXV85ZXEQx+yunUCy6eWAEYr1ZdH+2e9EVtlZDQeOij+e1FVfziiL8W1RiYaQIepW0dgwUOtbqb8/p+0Lk/1ypIba1lP8vO+gubc3MQ+zEGRTzf/DXboXYH/7R/wKxv/6bL0PsO9/6B4hdtgH7ohNDQWtacc4PAqzj3jz2z4FeFClrLuGxFQsGTEX4Wg2w7VvKWwK+8rcPQOzQy89DLK64+j/8Dw9BbGz71RC7etulEEvGUYCei7DMo6iZFV+5jpriWB61UDC/ccOSmHql6/1bcSFy323VxTWW8qk3gdez61J8A8NcDcfbg6dwvHlpGhePbFPEzC1lXIpCrO9KE+sucjFHNFfrSLuZKDEtRypR+3hYVoT9fVdeBjFLceF+/ntPQGxcua6xHly0IC7eIxM2nqTkYR3X5vGeO6wI3Ef7ccyJmco4v4DtvbGCiwHGVzwJrSuLLDTO6QlTFEWyd+9eefjhh+Wxxx6TzZs3t/3/jh07xHEc2b9//9nY4cOH5cSJE7Jr165zORUhXQfzn6xXmPuEnOMTpj179siDDz4of//3fy/ZbPbsb9P5fF6SyaTk83n51Kc+Jffcc4/09vZKLpeTz372s7Jr1y6ukiDveZj/ZL3C3CfkHCdMX/nKV0RE5NZbb22LP/DAA/Lbv/3bIiLypS99SUzTlLvuuktc15XbbrtNvvxlfNRPyHsN5j9ZrzD3CTnHCVMUdXD2E5FEIiH333+/3H///W+7UIR0I8x/sl5h7hPyNkXfF4JTU1NimUtCLMdBUakmcB4fR4HhSnGviEi5qom+cVCwNMdtH0VuLx15HWK2su/pSRTl9veiI3g+X4DYq68egVgk7WX+N/8a9QLxCMW3PQV0gE2WUaQ9XyxCLGyhoE9rn3IVnZ5rbg1idaUdzZgievfwvIaFKRwqbryLVRQD9meTbZ8DxSF8rRid2CLOMrfcQBQHew9F8DHFTXdkfAPEIgNzfXx0DGL/9Pf/DWKVKczXVBLbK55MQkwE6zhuoytwRhF+ppKYT7EVAuxEDM8ZJbBssw2szxdfOgSx3bvREf3a666F2P/+n1AwfuDJ70Jsy3ABYrEU9p05ZSn+z199BWJOGq93KIfnCBqK031sScIaKgtU1grDssVYtuDB8HH8HimgCPrmzbgYpdzCPnKsiGN/3cK8HFRsDqwY5mBTuW80K5hftrKoJOZg++FViPjTuOgjt2Ixg6ssZFpQxsxCD/bfgoFyZkdx5d+gOHPHNCf9NPY5w8F9zSreS4dsrGNF9y+mi/VZV+o9rziCb51oz5+q5n6uwJfvEkIIIYR0gBMmQgghhJAOcMJECCGEENIBTpgIIYQQQjrQtaJvP4pk+cKM+RKKdnMpFP5pYm5LcQgOBYWWtQbuaypTyihEkXI2icebWcDjPfc8ummnkyjoc5sowBZRnMMT7ed96VU8/lAKXXGzaRTaDg/jdvPHUXxq2KjAm5nFaxgbQ3fWIMR9XUU0Wa+heM9X9g20tsihYLiluOfWVojXPb97hK++BGIs+z4TKOWPxVEcmUZ9v9onpmewveYW0AH55BS6iUc+5mYijuJVTxG5amut4g72z3Qc89OysY8lE+1jQCKBdRIqgt4Ts9NYEEX0f8dv/ibEbr75ZohNTp6E2MP/8C2IPfvzjRALmih8XZzG8a41fwpidoCLN+o+Ohu/voivHUnFlwTzvqeNN2tDFBkSLWuLKFTE0iEKwa/oxTyaHcGxoKa4mvvKWwT6+9DVOpFBSXZR6ZteC+vTV2Kuhec1DczznHIfWnn3a5UxZ6SJx4+mZiA2pizGcCwUQmcbeI5BC/v+oiKsj2dRbB56eGF+vQixsqu8hUN5MUOoLCoauWIQYpsn2tu2rN5vET5hIoQQQgjpACdMhBBCCCEd4ISJEEIIIaQDnDARQgghhHSga0Xfhd5esZe5veZy6BKaUMSiC2UUCycVh2CvhYqxlo8x28E5ZSweg1grQNHYzAKWpenj8XqzBYiNbUEBtuehCK9cKbZ9PnYSxbyxARTQmhEeK5PC6zIGUaiXS6KyuFosQ+zY8WMQ23rpBMRaiti2FaBYUdG8q+LwiV4sXzKB1+Y22sW2QaSoCNeI+dKC2MsWK3g+1oetrEiIlBx+9hcvQOzqa3co2z0PMU/5TtWyUeTZ8lCoeubMHMSaruJOrizKUIzjFVmqiBNrz21HGROCCBOn2sTFAr39QxDr78OFC5Uy5vrwCL5hYGER++J//+//CLFmFYWq8/Mo3K4pbsy24rBuKf2pZwgFzINDS2UO/NU5HV8IQsOUcNm1BsoCHVEWHuSVxSjvG1cWslQWINaaxjcweDVsl5jirN5U2sWLMGaGWOZAWRhhBHgdvnKOlrNyO2xDQxkPAgvHQjGVBTVKTkSKiDwR4P0l8nAhw1SiCDFPuZeGmNLiKIuU6nU8R0zp6wMT2DcTdvt5W0ruaPAJEyGEEEJIBzhhIoQQQgjpACdMhBBCCCEd4ISJEEIIIaQDXSv6rtYbYllL87lQEcyNDqGDZ0wReNddFIelUygMNmxFgGehi6sTQ2GZoYi56w3FoTaJ7uSZPnSj9UwU3Pk2xhKF9usNbRTHVRSn521b0HHYn0KhqV9DcWypiqLJbZdsg9jJyVch5ikiRENJw2oZyxwq8/tMCttbE6/XaooDfKrdJTlURPVrRWCEYhhLeWYoQs1qHa+pUcU2nJpFt+77/vpvIHb8CLrEV5XFEUdOoZg5UtyOgwD39QKl7wTovGwpbW0osm9jRR+LDEX4ChGRttcI/AvJNJZjfh7rLh7DtiiXUAjuuliWY8fQEVwT5nrKAodIcTHXnNNjDpYvHccxpl5bOq/WVmtFLJmSWHxpTLCU624VMc81AfVoAfe9uoTC5ZeK6Pw+dfoExMoNbOdqiI3VVBZkOEof8ZWFJmaE42HNwCyurxD320qfCV0sW6gsvDAU0bco5W0q98hQEYfXtH3j2L/ExOMlHFR9h4FyD1fc3i8ZQuf7npjyJon5Yvtnpa9q8AkTIYQQQkgHOGEihBBCCOkAJ0yEEEIIIR3ghIkQQgghpANdK/pOppJi20sOr4GPoi/XQyG4rVgEO4oI0rIU91hl/miihlpsR1FkKriKUN2w8bypPJavUtEcy9Fldna2XYBt24roLYnXlSqg6D2TQIH30EAeYnPRIh4vhRU1OLg6l2RFV6wZz0ouX4BYNod1Ui4VITY3h67TkdkuhPUV8e1a0dPbI46zvE4xbxqKQ7SbRnGvqbgEFxeLEOsbwEUU+V50iPYVQWcYYf/0PRRlau7BniLWDb3VicjdFQs6QkXMLYr7r6n09aKSmz/68Y8g9qEPfQhiLx56CWKajrql1J2ltG2ouUcrgvnAxTFGWniOyeOTeN740lgRhd2T+2JYIuZSnRgGji2K2bw0TawLRxH8ToygEPzoSczflov9Kwhxu6Jyb5oz8NaaVe45hpKvhiLwLim3nKkVA6fWzzXXdw3tyYmj5OW0ck8rCeZOVSnvBmVQLyh931LekDFk42KpHePo4L11HBMj1cAFAu4KEXmrRdE3IYQQQsh5gRMmQgghhJAOcMJECCGEENIBTpgIIYQQQjrQtaLvRDLWJvo2DRRGN1ooKo2HKFRLxnFfQ1DkFVME42KhUC2X74VYs1yCWMtGMaAdRzVco4XOq5bi7KxoaKXVaBcNnmmiuLl3wwY81pkZiCUNFCAmslgnA3kUB8/Noytubx6F5ZqKvurjhW0fGYVYGGFZ6nUUIdZrGOtVBOMrjb19f3UCyQtBIKGYspQroeImbCt5HY+joNW2sZv39PTjSRXRe6iIlE1FvOq3FGd2xZ03UITL2rVp2m1fcWKv1toFna6LueR5SjmUa9X2/fZ3vgOxFw4dgtgzB38GMUPJ9UDxHfeViw0UoXrkK3UXKG8EgIiIaWKbJaKlfhIp51szIlMkXPou7zYUl35FzKy5VUctHAsy6TTE+nOYIwuzOEZWpjBWsvC5w48VcXSPktM5RdCeVkTfnok7l/32WFMRX2sjmqW4kMeUPp3S94aIbWDupJTyam9SaAV4jqRyHfmMktWe4rq+iGUp57CODb+9fSqK+FyDT5gIIYQQQjrACRMhhBBCSAc4YSKEEEII6QAnTIQQQgghHeha0XfMMsVeJqZLpVDMqjn/WopgzFKE20GAojxfcWyNFEFfpaK4LisuwVpZEgms8pYihvMaGKuXUJQaW2F5m+0twDYSi+Px6+jqbSmuuDFFWBw5iout4rgdV1zNC4pzdFRegJhhYt01K+i826grdazkiuaeu1JZ7CntsFYYhiWGsVR/joN5aCh5LYqIst0x/F/QDLGVOoprjvjKdjFlJDEE3Xk14XagiL411bcmNu/rb1+AobWhJmjWxeeYS7UaCo6npqchtmnTZohVlMUH9Qb2O60xVi0EV+pOqydTEfqay0TSYRhKo4IO/mtBEEYSLFtsECkLDwxlXI7ZyljVUJzQldwfTOO+P3v+BYjNn56FmK+4es8qgumycn9JKXmYUrp1XLneKNZeZq2NtXHPtpXFCEpuldV7JPYRrX/FtEcxSt8MlesybUUwLliWYrUIMSvCc8RNfPuFEba3WZWib0IIIYSQ8wMnTIQQQgghHeCEiRBCCCGkA5wwEUIIIYR0oGtF3yknLs4y521bEdFps71EAoWm1WoVYpYijIzFURydTKOAWN1OKUyjVITY0OAExDSH1kIar8MZUESNK/R2nqAw3FfcgJMZdLt1Unh8zezVU4SE/QMZiMVCTC9LERzG43itUYTXkUrhOZJamZW2bShi25Uxb5XCvwtBFFkSLXM2j0LF2VhpHE3brjlpq0JwRaSviUZN7STKvpqjsKMIeD0PBZ3agg4tF1cKgi3FOVnLf03L7ijlTWYLENswgTmnOaI3WngNmihdax9N1BwpQnBtX21s0+pzubO57/tyZvI4bLMWmLYj5rKFJY4i0lZeSiCGpdzOlOsOang/GMniON/n4L5OE8eRnNI3m4YiZlZivo3tV1PatKFcr6wQZVu+Io7X7pva4iYltyLFwVvz/nYMzDdHaYukcv0Z5b6ZNpR6V4dmJacbuDBIaW5Jme3t3fJW53TPJ0yEEEIIIR3ghIkQQgghpAOcMBFCCCGEdOCcJkxf+cpX5JprrpFcLie5XE527dol3/3ud8/+f7PZlD179khfX59kMhm56667ZFoxeSPkvQjzn6xXmPuEnKPoe2xsTP78z/9ctm3bJlEUyde//nX5+Mc/Ls8++6xceeWV8vnPf16+853vyEMPPST5fF727t0rd955p/zoRz8654I5EomzTIhmKsLNmCIsU0VuiphTE0vGFCGs72siTYwllHPksyhSNhXVXCKGgsNQEYymMrid57YL+JoNdCZ2FXfWlGLN7CiO4LU6Hi+RzUGs0cI6abgoLnQirGPLVJyJLRSCB8r0vt7AdiwW0bFYa8fYCqdcQ1OSLuNC5r/XDCRadsGa+FrRBavCZVUYbCt9RxFuR4otcqjEDFXkim3tJDEWWSj61pyNddrrRROvam3vtTA3Q8WxWNu33tKcwxVneh+vS3WcVxzbI+V4mqv3yhwWEbGVttVY/vYEXxHeL+dC5r5pW2IuuwYrUnJBaStRRd+Yb7YyCGcMzIcPXjkKsVIdt3v2xBzE5lzMm6ayMMBV7lehch2h8mwjWHE8Uxm/tHQzzV8+zr2JpfRpxYRbkiaWN2VivWdtLEzWxHbsU5oxpVyII8qYrlxbpMwdmivE+01/daLvc5owfexjH2v7/Gd/9mfyla98RZ566ikZGxuTr371q/Lggw/Khz/8YREReeCBB+Tyyy+Xp556Sm666aZzORUhXQfzn6xXmPuEvAMNUxAE8o1vfENqtZrs2rVLDh48KJ7nye7du89uc9lll8nExIQcOHDgLY/juq6Uy+W2P0K6HeY/Wa8w98l65ZwnTM8//7xkMhmJx+Pymc98Rh5++GG54oorZGpqSmKxmBQKhbbth4aGZGpq6i2Pt2/fPsnn82f/xsfHz/kiCLlQMP/JeoW5T9Y75zxh2r59uzz33HPyk5/8RH7v935P7r77bjl06NDbLsC9994rpVLp7N/k5OTbPhYh7zbMf7JeYe6T9c45O33HYjG55JJLRERkx44d8tOf/lT+8i//Uj7xiU9Iq9WSYrHY9k1jenpahoeH3/J48Xhc4opzdsKxJbbM7VUTVUYhxiwLxWa5HIqUVXddRVimCYgjRfSdTyYhllGE1VGouFC7eB2GIhAMPRQXZtPtwnJF86r4oYrUWuik7XhYd42G4hxuotvtXKkCseo8PmIvFPohNl/DOk4o1ulRhPW5uICi9IoiVE8q7bMy5ivi+JVcqPyPIkOiaHk+Ym4GWnkVl1zt+Lq7NsacGOaE1ndswe0CxdVaMSPWHawVYbmpiHVX9llDcxePKy7kDoqltf6vjTva9XuKwNtUxolQOZ6vxKxIEQMrAnTVoVkbBBSWL4bR6m0lFyr3JZYQacs7vG5Du0ZF7O4r7RIqtz1NGDyCa2zkN67dALEhB/PhyDSOfdM1LMuir7iEK/cIV7lc32gvc6QtvFBc3zUneNXBW7kHKcbkklZE6nGlLHHFOTxnYe73KOLwtLIIJOHgeZV1K+pYV18xTjZWKfp+xz5MYRiK67qyY8cOcRxH9u/ff/b/Dh8+LCdOnJBdu3a909MQ0pUw/8l6hblP1hvn9ITp3nvvldtvv10mJiakUqnIgw8+KI8//rh873vfk3w+L5/61Kfknnvukd7eXsnlcvLZz35Wdu3axVUS5KKA+U/WK8x9Qs5xwjQzMyOf/OQn5cyZM5LP5+Waa66R733ve/KRj3xERES+9KUviWmactddd4nrunLbbbfJl7/85Xel4IRcaJj/ZL3C3CdExIhW+4P3BaJUKkmhUJB/t/t94jhLP0gGAf7GqBXcTil6kFW+wV0zuCyWi3g8RZuQS6xOw6Sdo6EYs2kapriNOpFMKt32uay8rVmU3+dNRdmkGW2WK/iqZ3vFOUVE5su4XW0Bf8fP5/sgtlAvQiyRWJ2GqbiIeqVqAzVWiQQaYWoapscPvCzFYlHy+TxsfyF4M/9v+fBusZe1t6avMSJF+6KY18UUnYimWdGMQR3FzFUzeLS1717KW9xtRe+gDUFaP9E0TLJCK6HWk9r/NZM/RTe0Wg2Tov9qKRpL7XiaTspUBq1olRomzZQ0UPZdngO+78nj//TfuyL3X/1ffl2yiaW8CxRT3FVrmJTxMFgs4r6RojeL4Zh+poTb/ezlkxB7fRY1nTOKhqkYYDu7q9UwhSs1TLiNqmFSjIJVDZOWW5qGSTGpjBl4jriyc9bG+ux3FINLRZyUVLRjCSyKxNV9289RDyL55M+KHfO/6yZMJ0+e5PJSsqZMTk7K2NjYmpyb+U/WEuY+Wc90yv+umzCFYSinT5+WbDYrlUpFxsfHZXJyUl3pRi4c5XL5om+LKIqkUqnI6Oio+oTjQvBm/kdRJBMTExd1fb9XYO5fGDj2dyfM/yXO2Vbg3cY0zbMzvDcfkb/5wkey9lzsbbFWP0e8yZv5/6br8cVe3+8lLva26JbcF+HY341c7G2xmvxfm68ShBBCCCHvIThhIoQQQgjpQFdPmOLxuPzJn/yJ7gZLLihsiwsL67t7YFtceFjn3QPbYomuE30TQgghhHQbXf2EiRBCCCGkG+CEiRBCCCGkA5wwEUIIIYR0gBMmQgghhJAOcMJECCGEENKBrp0w3X///bJp0yZJJBJy4403ytNPP73WRbro2bdvn9xwww2SzWZlcHBQ7rjjDjl8+HDbNs1mU/bs2SN9fX2SyWTkrrvukunp6TUq8cUL8//Cw/zvDpj7Fx7m/uroygnTN7/5TbnnnnvkT/7kT+RnP/uZXHvttXLbbbfJzMzMWhftouaJJ56QPXv2yFNPPSXf//73xfM8+ehHPyq12tIbvz//+c/Lt771LXnooYfkiSeekNOnT8udd965hqW++GD+rw3M/7WHub82MPdXSdSF7Ny5M9qzZ8/Zz0EQRKOjo9G+ffvWsFTrj5mZmUhEoieeeCKKoigqFouR4zjRQw89dHabl156KRKR6MCBA2tVzIsO5n93wPy/8DD3uwPmvk7XPWFqtVpy8OBB2b1799mYaZqye/duOXDgwBqWbP1RKpVERKS3t1dERA4ePCie57W1zWWXXSYTExNsm/ME8797YP5fWJj73QNzX6frJkxzc3MSBIEMDQ21xYeGhmRqamqNSrX+CMNQPve5z8ktt9wiV111lYiITE1NSSwWk0Kh0LYt2+b8wfzvDpj/Fx7mfnfA3H9r7LUuAOlO9uzZIy+88IL88Ic/XOuiEHLBYf6T9Qpz/63puidM/f39YlkWqO+np6dleHh4jUq1vti7d698+9vflh/84AcyNjZ2Nj48PCytVkuKxWLb9myb8wfzf+1h/q8NzP21h7n/y+m6CVMsFpMdO3bI/v37z8bCMJT9+/fLrl271rBkFz9RFMnevXvl4Ycflscee0w2b97c9v87duwQx3Ha2ubw4cNy4sQJts15gvm/djD/1xbm/trB3F8layw6V/nGN74RxePx6Gtf+1p06NCh6NOf/nRUKBSiqamptS7aRc3v/d7vRfl8Pnr88cejM2fOnP2r1+tnt/nMZz4TTUxMRI899lj0zDPPRLt27Yp27dq1hqW++GD+rw3M/7WHub82MPdXR1dOmKIoiv76r/86mpiYiGKxWLRz587oqaeeWusiXfSIiPr3wAMPnN2m0WhEv//7vx/19PREqVQq+s3f/M3ozJkza1foixTm/4WH+d8dMPcvPMz91WFEURRd6KdahBBCCCHvJbpOw0QIIYQQ0m1wwkQIIYQQ0gFOmAghhBBCOsAJEyGEEEJIBzhhIoQQQgjpACdMhBBCCCEd4ISJEEIIIaQD79qE6f7775dNmzZJIpGQG2+8UZ5++ul361SEdBXMfbKeYf6Ti5V3xbjym9/8pnzyk5+Uv/3bv5Ubb7xR7rvvPnnooYfk8OHDMjg4+Ev3DcNQTp8+LdlsVgzDON9FI+QtiaJIKpWKjI6Oimm+ve8S7yT3RZj/ZG04H7kvwrGfvDdZdf6/G/bhO3fujPbs2XP2cxAE0ejoaLRv376O+05OTr6lTTv/+Hch/iYnJ9ck95n//Fvrv3eS++80/5n7/Fvrv075b8t5ptVqycGDB+Xee+89GzNNU3bv3i0HDhyA7V3XFdd1z36O/uWB119+919JMu2cjf/kyRnYNxO/FGKpVBZijoGXmU45EOvLDUOskNqAsVwOYlPzJyF2bO55iGVHaxDrHcGYE29ArFErQSyRaL8OyyjANmHgQywIqhAr5EYhFo8lIWYJ7luutCC2MGNBzK3lIVZ30xCLJIJYcXEKYo0GnrdSxXqKJFCO134dnhvIw//bzySbxRxaDeea+yJvnf/DG7e0fdMxI8xXK4n1u2Eb5rD2Zf3E0TMQC0PsJ5lcRoklMBbDb2VDw0MQK1UxdxZKRYj19PZBzCtin6jOLLR9LmSxvEPjmNc1vwmx8sICxKrVOsQswXryXMyvcqUMsWQB685T+qfneRALIjxHFGIsZmP5kgk8b6u11HeCIJCXD770tnP/zeOdj7H///Nffizx1FI7Bso1BsoPI9hDRGJK8htWDMse4nZVD3PE0h4+NDFHssk4xjIY87HppephvzaV6/BWjGlhpFyrErsQREr7RBJqGyrbYUxkldeh7aqxoj7delW+9MmbO+b/eZ8wzc3NSRAEMjTUPlgODQ3Jyy+/DNvv27dP/sN/+A8QT6YdSWWWukAsgUWNJzDxE0qiahOmpDJhSqVxcpBOpTCWwRt8qon7JupYlmQaB8JUFmNOHHuSYeJ14IQJrysMMNmCQJlEZrE+43G8BltwkhIomdqs4zlMwXNENp5D6zRNF/cNle3cAOsgUjqc09DT/+3+HHCuuS/y1vlvmqaY5tLAaUbKIGphzHbwmrTL0fYVA2OWcvPVzmE7uG8shu3lxLBttONp20UO9gl7RfkcG/fTytEycfC2HaVsyvVrE6ZI6WOWUsdafYYG5nAYKTcX7X6jtK1la+dVYiHG3slPYedr7I+nMpJIL9241AlTiJWhTpiUn1e0CZOpTJi8ltL22oRJOUcipY39OGnVJkz+KidM1kU6YQpVldD5nTC9VZ53yv81XyV37733SqlUOvs3OTm51kUi5ILB/CfrFeY+ea9x3p8w9ff3i2VZMj093Rafnp6W4WH8uSAej6tPMaz4G39vku7HR/m/OPhjiI0Pvx9iWeXJUbOFs/hGBaenjQLOOH0DH8H2jGJVbhvHWCMxDbFKWIRYWFae9gTKT1fx9jJ7AZbNtvBnit5cP8RSMbx+r4aPKMu1EYhV5vHnhxOvHIeYFVe+ZTj4hO3kKfz5LZvBOqlW8Nun7+N22lePlV9Sw9U+zn0LzjX3Rd46/yMvkshcKpD2LbsRYL1NnVmE2GA/5k3Cxu9KpoH9xFGeQriLSv4P4JPYsSH8WS2dxD5RL+NPYeJif7/8cvx5fPjmy9o+Z5QnzHHlpxA3xKekrjsGsXKxAjHtifXs6VmIHT2OuR7rxZ/zrQTWcWBg+ZLKT6GJOOZ6NoHt7WhPtpYlvNtsyYtPvwDbnAvna+yPLEcia+l5Uag9XVC+6jdcfFzTVJ78xZSObpi4na080TdC5ZGQUhjtaU+tqfzEZ2D7GSY+K9OEyObKelGGVmO1T2beAdqwqT2JsZQ6NhWphOcpMeXa1LKs9nJXPkkyVvfs6Lw/YYrFYrJjxw7Zv3//2VgYhrJ//37ZtWvX+T4dIV0Dc5+sZ5j/5GLnvD9hEhG555575O6775brr79edu7cKffdd5/UajX5nd/5nXfjdIR0Dcx9sp5h/pOLmXdlwvSJT3xCZmdn5Qtf+IJMTU3JddddJ48++iiIAQm52GDuk/UM859czLwrEyYRkb1798revXvfrcMT0rUw98l6hvlPLlbetQnTO+XM7IIkli1LH93cA9tYFgqSezNblKOhOPbU0dchdvQUetNsGEWBay3C8/bYKLb1c7iU1szMQ8z1UORXKaK4sNdGYW1shVA7l0eBdzaJYlZX8Xlp+SjcFh/VdqXpAYgtvo6p9Mozz0EsPY7XteESdABOpLFONF8bt6mIMBVrhbl5FOW2VvisaF46a0U8ZrfZCmjL1oNAkVv6KCAe7EGBf3MB87pRxbpMWCgETylWG5dvvwRi2y7dBLFSVRFRJxQppYnXdsXVeLzNm9o9lloueppFJl6XqbgqaLYCYUsRoNZQkN2qoaj5publEDMcFG6bKUX0HcP+aWK1i+koomYl/7Vl6cuXfterTfmbL+Dx1wLPD8VaNu5ESp5r2l5TaVRPGb/CUKlbTbqseQgEipA/pvgrWRire5iHSUcRc9t4Ds0WZeWqFW0pv15TSuxt+he9UQwsr7Y831SE1br9gBJbZfn0Oui8XaR4oWmsua0AIYQQQki3wwkTIYQQQkgHOGEihBBCCOkAJ0yEEEIIIR3oWtH3kSNViS17ueimLSg03rx9AmKvv3oEYrU6ugans6igrDTwpa0vHMYX6GZGt0GsL4tCUF95X9XJ11H0LRGWpSeGLwyNRBHlxtrrpTePy3erJXSTffklPFZPGoWr2RzOqb0+FFfWTuG+U9MFiG0ew31TGTyHH2KdtJrYjrby0tfFBRQW12vosrvy1WlB92i+JZW3295FZod4ndkABcTJOMYU02hJ2bhds4mi+np1DmJRCssycxqP96ziOt9suRDrG0TR/8gY5tPIKIrXV77MVvN4V8ywJRHDPNTExV4NyytJPKCr5GHkYv83lXc4ShwFsslBfEm1n1Tem6g0bqS9m04R5ra9r05xkl4zoqhNlLtaIa+GYSgCau14ynv/tO00MbPn4kuhY8r7NmNKn9Pef6fhKTbeK0u36tcAqtrw8+sIruWbp9Wntm+k5eLqrL5X+y5EKMkq9+uiXkIIIYQQ0p1wwkQIIYQQ0gFOmAghhBBCOsAJEyGEEEJIB7pW9H3yZCDOMrPUSFBYV+6bhFjLROF2YKOza6GnF2Lbtm+G2PQMHq/moYD4Fy+imNs3UUVc6EfBuESK+3Ecz9HTi2XOpNqFsJUyitfmplG4Graw6RM5dDAvt9Bh/fkmuqm7vX0QMwePQyyVwHpaLC5A7MxprBPfRaG652I9VWsoXvZ9TTDf7sYbWudX+PhOmLhsUJzYUhvFmyh69Csoojx1qgixw7/AOjcjbH+3jCJtw8d+Zypi5qPPYD85EcNz+BHu2z+Eou9FRfSdDq+B2GCu3U17eAT3S8WxnuKKMLpVwWuttjBvWmUU9FaPoZN8eQbd/1sVzNeG8iaC/kvHIWb2oOt6YhCd/Y0CCpgNE3PbWeaM7XSR6NuTqM1521ilWFh1/9ZE2orjtqWIvg2lTgLBMV0zBE8pDuxpbD7x69jnXMXS3RXFmn4F2vVHSn+TVRzr3UB39V7ddueflbVF0TchhBBCyHmBEyZCCCGEkA5wwkQIIYQQ0gFOmAghhBBCOtC1ou/AdcRYJk4rzqDQ0qujqDKeRsFYzzCKpaM4Cv8GL0EBZTlEd+lqA8uSFDzH/DwKPLMxdPAdHStAzJMZiJVCPF5tod2JOWHh8auoZZVsLg4xP4b1OVNDQe4/PozXH0anIbY1hvtaEQoO506jSLvVxHa0bBTmNT0UzEaK0DOTxXoxohXbmZgTa8Xu39glydSSM3DtGObDge8+BTHLrUGsXkahahDgd6WkIsHMp9CLOO3g8fosFKoWUljnYiuCUw9j5inMiee+/SOIHX/uUNvnWz96M2xz1WWbIJZ28JyxEra/MYfXOn8CFyk0Xz4DsdoUCsGbiiv06XIRYsdfxQUtdh/WZ2oCF2Vc8ZGrIeaksL97wZIg2FOE/GtFZLzx9yaKXl0sRaS7sju/sa/iwK5sFym5bzt4ezSV81qW4hAfYC41q7iQpXoa86b/0qvweMqzDX9Fk4WhIqpWrtUIlbpTdNarFdZrrFbMvWqB9zvSgSs7rzyvKo5H+ISJEEIIIaQDnDARQgghhHSAEyZCCCGEkA5wwkQIIYQQ0oGuFX3HDFscY6l4XkNxvh5GV99T09MQKzdPQSwyX4HYtVddCrFdtymOwzF0xPbqGHvlFcWdfBGFoMkkCjKDGIpNT5ZPQKwv2y56Hu2JwTbZXrSYjSlz5ZqP4rjXTqJb9+s/RFfnVuU1iBnjuF19BsW8IxtRMJws4HWIiTlgWrhdShEqtxShvrPSUddEAflaccXVo5LOLrXbkQa6tZcW0SW4L4V56CvC+LkKCpdHlDq/pIDHsxW34+V99U16cgmIxZJpiAVKLiYSmLPpNEpOSzPt13H42z+AbQpTikN4Tw5iflNZzNBSHLIbinO4IritF+cgJoq2NChhOxbnUCCcmkVBv1fE7dz3oRO/tQnbJ1iWFkH3aL7l9PGTbXliGVg4R1k8YMSw3xuKDXfcwTw3QyWnXdw3tJU3JGhvCPDxeH6E540Pb4LYYh37ek0Rr9srxr5Ica8PFTGzofQ3U3N6V3JaVYdrAnw1phxOiWloTvWqBD1SRP7KWUKjfUwM1OMjfMJECCGEENIBTpgIIYQQQjrACRMhhBBCSAc4YSKEEEII6UDXir6rxZrYsSVhX64fhVvzZXRJTWRQvFWtoeuqp4jyXj50FGJnTqHQOptFMevQ0DjEBjehyK9+HIWbk7MomE5mUazXN4BC1Z5cuxDaNE/CNnZMEd+a6Brst/ohFnqKGC5ER/DLr0aB92WbMZZNoaCxZwCvtV5HcXCrhfVZmUeRf9DC4yVjKCyXYEVOee/ITva8kss5ksktiVjn5uZhG8fEOspY2NaLoWL1HqGAPqbYAk9k8RzJOApuW8pXL7eF560oAudYEoXlkYNlSRl4bYP97TkbsxXx9eQUxM7M4OILP0DRt2mi+FwUt3o7juXVFlu4Zcz/VByva6GqLJiYRqF+PovnyBjKIhLFxb61rKq8qHtc7n9+ckqs+LL+GuFYrYmUHU0YrQiDbRvF4Y4imFbM4KWpDIeDeRyXN/VibDiBt9tMCvtXo4l90wixMIvl9hxptHC/wMd2tRTReyyGOaOJpS1F9O42MacNpd5N5Q0Mbgv7nFZm28E2SyoLQ0xl8Yk2qvsrUsVtKmOkAp8wEUIIIYR0gBMmQgghhJAOcMJECCGEENIBTpgIIYQQQjrQtaJvIzTECJdEYqatiLkbRYgNDQ1CzBIUOJ8+je7H5QjFl+VFFKXZCRSMztcwls/2QCyRQaFarm8MYsk4Ns1Qz4iy3UoxIF6X56Fo0vNQRBw5OH8uLw5ALId6Rrn1I30Qi8sMxEaGMxCLKSLiV55H4faC4mzdLKNYL1IE/fl+PG+wcruwe+yOk7GYJJcJMQ3lmiqLRYiZiujbNjAnopWqRxHxfawjz0OxZTqlOC8rjsqVCi5wiClCzWwGy+zEMCdqtSrEJGjvJ70FFNE2XRSlBlid4rlKftVQaF2p4HapNAppezJYnzNlHE8SCVyQEIXo4N1sYTtOnkBB++ZJHIsGN+EYE4Tusn93j+jbSOXFSCxrR8VdWhPyukoQa1sk0PZWRO8pxenaC7AN0nUUW0cZFFEXenFMH8nifc0qYN7MlbAvvTbTnodH5nEbw1KU64L5ayii97iliONNZcGHq4jUFXG85qWtib495c0EmshfexuAaWD5IsXtfOXw4jWx7jT4hIkQQgghpAOcMBFCCCGEdIATJkIIIYSQDnDCRAghhBDSga4VfdeqVbGWiZCtGs7tsg4W36ujoM1URG7JOApBTcVJONtTgFhgoUCw0UKhZX0aBW2bN1wJsXwShdWa67RXQjFgT3qFYNTBc9Y1QZuN1xBaWJ+vH0HhX88QChrfvwNF30nZBjEvQOFus4ZyQN9DB+9WA4WwcQvLkkxjTNM+Gma7GDBUxIFrhue/8fcvOIpI2VG+7xTy6JqdCjGvJ8uYE26A7V9p4okdB/uTHcc69z3MxbFxFB/n+3ohNjePixI85Xj+iiJ7iog0rjgbNxuKELyB11VXnLnLC2WIRb7iuD2Aiz48D/tdtYYi17qrLNTwcUxozmGfOPrKJMT6d41CzF5mZW1rttZrRNRqSbTMsTlSxNeGoioOVSm4pj7W5MfY930DYwnNdVwRzE+VcDFKqGx3rIg55yqu3kUlR0r19uPVV765QETKSr6Zyrih1bFtavWpCLKV4xnKWKpo90Ui7JthqLh1K9cmykKYSGkf7cQrUyBwV7fogU+YCCGEEEI6wAkTIYQQQkgHOGEihBBCCOnAOU+YnnzySfnYxz4mo6OjYhiGPPLII23/H0WRfOELX5CRkRFJJpOye/duefXVV89XeQlZM5j7ZD3D/CfrnXMWfddqNbn22mvld3/3d+XOO++E//+Lv/gL+au/+iv5+te/Lps3b5Y//uM/lttuu00OHTokiQSKT98KM2aIFVuazzWaKDarHkfBozuHYrvBURR9pZMoUi0pzuFZG0WfvUMoypudVYTGgeIu7eK+zSoK/+IGOhabVgFiC3Pt+9ppFL3NV/AaGlXFNdnG40+eUtxpx0oQS2RQCGs3UYDbaCiuxi6ed2wD7ptfKXAXkanjKF5OZ5RzmHg8Y4We3VVybDkXKvdFRMoLRQm9pXarzS/CNj0pFHgnYpiHLRevK7QxT+oG9p1FV1lskVMcgBUhbS6NQuhCHtsmm0HhZ6mo5HEZ886S9j420It1otFsYp+QFo4TrRaKV6tVdDauKi7k8TheV2BiPc1VcBxbVMrX9LAsTQ+3O31qDmJ6Dixdb6g4Xa/kQuV/4PsibQtrFNGuUo+h5tSvCX4V12hDEYf7ivt11sS8TCiPHeaUMb2puOabRdy5ruRhwlKud0WfSytlaylveQgCHCO0BSSR4L6hVg5N4K0I5tU1NREeTxOHh6piXEFpMy1/VpYlWOVbHs55wnT77bfL7bffrv5fFEVy3333yR/90R/Jxz/+cRER+bu/+zsZGhqSRx55RH7rt37rXE9HSNfA3CfrGeY/We+cVw3T0aNHZWpqSnbv3n02ls/n5cYbb5QDBw6o+7iuK+Vyue2PkPcabyf3RZj/5OKAYz9ZD5zXCdPU1BsvghwaGmqLDw0Nnf2/lezbt0/y+fzZv/Hx8fNZJEIuCG8n90WY/+TigGM/WQ+s+Sq5e++9V0ql0tm/yUk0XSPkYoX5T9YrzH3yXuO8On0PDw+LiMj09LSMjIycjU9PT8t1112n7hOPxyWuuAQbEoixTOgVKY7DA7l+iFkNFC/6FRTbhXG89FYTxZdzcygqjhwUqqUdFGkPDKK77mAflnmgMAgx8VAc7lgoIvWsdrFpuYaO4yenj0Js6iQ6aS9gSHz3GohlC3iOqblDEMsbKPBNxa6A2ODopRAb3YDiXcNH4WjlchQWt3wU4AaG4uLstoucGzVXRP4RtlsNbyf3Rd46/0PPl7C1JNT1Klj+3gzWUamIP2vMNlAs3b8RXah70thPpk7i04FccwRicRv37estQCyTwja0LRRc5nK43ekTKLaurXCJ14S/VU2Aq7wRIMR1AbJYxnMWK7hhGGHMnkLxdSyL40RVcYAu+RhzFYGsG2KsqThF+4qTc7DMOT1QXNTPhfM59pumIeYyUbfm6q25dWvbRarLs3Y8LYTPE4IIY3FTyTkbx6WyItpPJ/HEdgzLHFfealFqtAv504pbeyaG+x1bVN4GoVyrowi8tToxtMcumkhbM1hfpTm7fgpNzK04fa+GVb7l4bw+Ydq8ebMMDw/L/v37z8bK5bL85Cc/kV27dp3PUxHSVTD3yXqG+U/WA+f8hKlarcqRI0fOfj569Kg899xz0tvbKxMTE/K5z31O/vRP/1S2bdt2dmnp6Oio3HHHHeez3IRccJj7ZD3D/CfrnXOeMD3zzDPyoQ996Ozne+65R0RE7r77bvna174mf/AHfyC1Wk0+/elPS7FYlA984APy6KOPnrMPDSHdBnOfrGeY/2S9c84TpltvvVX97fBNDMOQL37xi/LFL37xHRWMkG6DuU/WM8x/st45r6Lv84rXlOUSq5giKs0orsZOgJfkt1AIZsRRzJlK4PHmZ9AhN8Bd5fItuCR2Q99miNk2CrebNcU5WVA0aCgivOoKV9jDR0/ANmeKGDMVB9iwiOXojdD9+dIelL75dayUlo3fLC0PhbCa824siccb6t8Gsf7cBMTKNXTFdhVH5LTd1/a5poiD1wpbTLGX5b9jKIsUGnhN5QoK3hsR5vAHPnIzxK68AsXcP/wvKIKfO4U5MZLPQSyfRaf7Vgvb1VUEzmGAZXZdRZgctIs15xcWcJsQ60kTh9aqKPwslrC8gaEIlZXxaWoeBfgjBawnSWFfr4TKWwxCpd8ZKPS1UsobBlTddKT+e+0xZLnyN1qlIPeXTeY6bqeJ4hVxeDPAsvhVHNMiIw8xJ47tMpTD+0HSwnbe2I+LhTYPti+qSSuW48p6CvnnI7iQ4/FX8RoWWnj9lua6rtST7yuCbE0HrgnwNTG3suBBQ2lGFe20q2HNbQUIIYQQQrodTpgIIYQQQjrACRMhhBBCSAc4YSKEEEII6UDXir5zuZTYsaX5XCKNwsjIVhy3Cyis8wMUffo+OnhXSyj6taqK66ri4ioNFH1KA4V6hj0AscDHMscdjHmKELa0Qt8clS+HbZJeL8YiLG/c2gCxqeIzENtkozP5WOIqiHkmlrdRR1FyqXUGYuECulMbIYpoC2mMhSaKcitlFPnG0u1u1567OnHphSAeJSUeLeXZ8MBW2OZggNbsi4I5PHolttfNt6Lj+mWXozN9XwqHiEf/f/shVi5iu9Zr6Gq9MIft1VIE+ZGN3+UqrrbooT3HehQhfFyw7QNFaF5U3NRbinjVieFihqaHub7YxHxyWni8hoV9vSE4PrUEj1dXXO2tLOZ/Ko1lDpaJawO/e3LfC7w20b/2rd5U7KVXK/pWFb+a0Fg5sbKmSBzBNri+gG1w7Y7rITaYwwOGyoljJor7xwfax3BTWcjg+7ifvX0IYuUG7vu914oQiyJlAZUihLeVxQiRsrgnUttCycUA+2ugXK/qCK7Zia8Uka8ydfiEiRBCCCGkA5wwEUIIIYR0gBMmQgghhJAOcMJECCGEENKBrhV9m24k1nJRooGiL09xMK4r4q16FQWUTgw3zBkpiMUVsV3MR7fetLURYpaLQt2wgYK7pFOAmAQ4lzUCFLmNZNvPO1y4CbZpBOgaXFtAt+ajM8ch1mO/CLF8hPU0MYjX+tLUaxAzjR6IOQa2Y8vFa20qwsRG5icQC2Ioyi83UfRaKbaLzRs1FAyvFfWKJ2a41D3NOOacq6w9GN2IjvO//gnMiUu244KEWBL7xJUfQHG4r4waP/zfvwWx5157HWKGizurguMY9rsFRdDd29PernYSnZMbZcz/SgmFujXFSNyysLyujxuWmugIXlfGjpdOzULsxBwer6IIaUNFmOwKimZz/egynUljn11YNi4GiqB8rYiCUKJl168JgyPz7bt6RyFeq6HUY6TUiaW9vSC7CY+XwvHbreFClgUbF0ZkU3iOV2dxscRPXy62fa7Nn4ZtUsP4tglTsX336jgGZ0y8/mao1JPyFgIcqUVEuV8HSltoAvzQx31DZV9beRuGZuodRSvKvEo3eT5hIoQQQgjpACdMhBBCCCEd4ISJEEIIIaQDnDARQgghhHSga0Xf0Vwkob0k/gqTKMpqmSi0jCmiz5jTBzGzhceLFDFnqChcB0evg5gTbIfY7GlU5To2Hs9PKi6mLRS4NhpYvkSyXSBoKi2aL4xALJZTRLUDWCcxRSxabi5CbLrxAsQywzgfTwQo+nab6HRsBeg6HSnyvamFZyEWd7IQ6+29BmKm137eerJ7usPphRlJNZfcgn/8/I9hm4GtKO79d5++E2JbrtAc51H077qKu3QL5ZtX7UA3+eM/Q4H/P33zMYjFWihy9RSBfxhhn8gnsP3HR1a40xsoGK0qfUlz4S666M6sfaN0HDxHxcFzOAXsO5Mn5yE2VcF9+yfQnf30SRSM+x72Y9PAMbC8iML3pr903mZTUbyvEZYYYi3r65pwWxP8qgLvVcaMVbp/GyG+IWGyjrGXSyhSPjQ/CbF8L45VYYDnLZawv3onD7V9thePwTZ3/I8o+p49heLwrXnsl2YCy/bj4zj2W4r+Ph/DsTQbx1yNxzBXDQu3c1vaWyOwTkpNHEtmlYUmKwlXOn+/BXzCRAghhBDSAU6YCCGEEEI6wAkTIYQQQkgHuke0sYLto9dJPLb023CQQn1B4OBvxyMF1Gsk8mj6ZygGXLOzJyC2UEMthZW4BGLNZgFiDQ81Vokkmpe1Wrhdo4ZvTq/VUGMSrDCzDJS3Ouey+Ft0MoP6qlOzCxBrWqjDOFNDLUVmHn/ItnrwHF75GMRSJv6O3ZPcBDE7hm3mu7hvOo6atbHhbRBzpF3/UlXeVr9WDG0elfSyNvIzqDG57vprIXbJtcMQCyI0afQCzLlWgDoBUYzgYhkcNiauxvqtPvwDiNke5klZMQyN2fhd7rrLtkBs0+b2WKmmGFLOoNZhSjHqm64rRoUWaiIsG/VAmWHUXdzyr27Gc3zraYid9lBT8vH/cTfEnnzsAMSeegLNZk8pWifPnYCYseyN8kbYPd+drajdtDhUXiUfUwxFfcV80PVxPNQ0TOrr6iPFPFixZHSVe8m8opGLKX0p21TGdCyyZJpzEGtG7WaWnnL9/uIZiE1NHsbtFM3grg/9OsT6k2iqOZjB+/B4n3LPUbR/iTiO37ai89UMLn0Xx42jU0WI/acfHoPYmRVaJ80YU6N7egkhhBBCSJfCCRMhhBBCSAc4YSKEEEII6QAnTIQQQgghHeha0fdVV31Akskl0auZRxGZmUGzrUICRcpWHAXjlqBQ7cXDz0Bs/sQ0xI5OoTjYsVFEm8ygEDTmoWA08lD4VlOMyvxIEcfG2q+jXsXjv34MTQUzCTxnEGI6VD0UG89W0Hxvq7cJYgunUEh34thLEHNaWE+FDNb76CY0aiz5KFQPFcPAXkcRqsfbc8qPsM7XivxQj2RyS9fx//r8b8M2sSR+3/FMbH9TEaqaStdPJrGPRRHu64eYh6MbUWx+6eUoBD/5PLZDFODxLAcXDLSUN8U/91q76HmmiIsqpmZRCD5bwrwuG4oJpIU5kUlgXt/4oV+B2M7bb4TYgZ8fhVj9CBoapgvYPz925wch9sqLD0PsuWfQRPbWj2FbDG9aMpE1AjzfWhFzbLGcpfw0TMzBfBLH9LqPouJGWesPiKoD18pm4d6aoa6tCLAncljmK4YKEFtYLEKspCxI8cL2epkpY54//sQTELvq+l0Qi8dxPOjJ4Dg6PjQAsQFF9F1QFmmZBtZJSrkPmUodtxTjymIV6+TwJC6gCJTFV0ZorfiMZdPgEyZCCCGEkA5wwkQIIYQQ0gFOmAghhBBCOsAJEyGEEEJIB7pW9L3lqvdLOr30NvnIQcFnYKMQzLbQOdUKcF8jiQLP+gsoLjw1iQLnhSbGspkMxPwpLF8qjtsN9uKbyftyKHCu1rW3ybcL2jzlrePVYhlizRCdXc1Q2beJgtSqsm85RHGlYaKS0jGGIHboCIrS8/14vEUbRclOGuu4qgjr5xdRELl56Pq2z/Uqio/XilqrKoa7lI/pXszhUPDaNZG2oYgofVd727sqh4VISxFRFoawbT521+0Q+8bUP0CsXtQEl9g/503Mz/7B9n5S9VH07Xp4LDuNgtakhXk9OID5euOuKyB20+4dEDMKWJ+jm3shFoYomj1yBMXhH/vXOyG2ffsIxA7+DJ2cTx5Dx+eNl4ye/bffRXeCVCop9rLFO5aFObhQWoRYvYXbBYGi5jYVB29DeVu9Itw2Q+xfgTIevn+sALEPblPa3sV9S0pbBD7mfr3SnusZ5Z5x7Y7rIXb9TR+AWEYRabdcPKepVJNESlAJxZTFV56HY9jJYych9uQzP4fYM2dwnH+piO1TauHiMNNuL2CkXhjCJ0yEEEIIIR3ghIkQQgghpAOcMBFCCCGEdIATJkIIIYSQDnSR1K+dZC4vqWVCaj/EuV2g6bQcFNGFETqCJhQXbq+GLsTTrx6CWKQ4jA8MXwmxI4fRdbRhoIOxUUOxsb0BxYqGIsA9c+JY2+daHQXe9ToKnq1AEQdHKCqXRBFC///2zjU2qvPc98+suc94LrYxNmAMBAjXkO7tBOJmN+3OoaBu7e6moHP64UhtpUhVUhMp0E98yqeK9lNUVYQPR4hU5wil4qioSnLanBxIvJsEpwlJzgkhOBeSYPAtxh57PJd1Px+y8TD+P2FwLp4J/v8qS50n78x61/s+a/ll/Huf5YdRUh0cQTm8OYPjtLKrE2KmiWNSsrDPlomxVAv2pawIzdY0ysBRqZbNywUUEOuF61jiOJUcVdJfRBG8Q4rg7ChljH3l0vd9jNkOCt6+gePrhDGHV25bDbF4RxpiU+9egVgghPO6cscaiP3bf9lV9Xp4FOXmsbEcxPLKXDsBvHesWLYEYl1duEnDUjagTJZwc0jnKhR/QwZeJxffwzFJ/mcc97v+cR3E3nzjfYiVCijwuran/v96k8/nJWhVclvrm6VYxb4ic0du8jecr9xbtUsuGMB269px/v7rd/H3wVQBr6XJqRzEmpWq21dm8P61bWv15oMd/3Q/flZLM8TiyrUV9TF/m9O40SSmDGjEwOvm6jj+Ln3nAm5G+NuZfoi9/LeXITYZykKs5dv/CrGig+fmBfA+KXNEfU+R+TX4DRMhhBBCSA24YCKEEEIIqQEXTIQQQgghNeCCiRBCCCGkBvOSvg8dOiR/+tOf5MKFCxKPx+Xb3/62/Pa3v5UNGzbMtimXy/KrX/1KnnrqKTFNU3bv3i1PPPGEtLdjxdwbYQQ/+7mG76JYZtsoMjouinVeBIVUL4+SW2AGJU1nZhRizW0on5qfYrvCGIrQjoeyoj2DovZV5fOCURR6S6X8nNf4WfkinlfQUKY+iGPXuQbbLV2G4q5SKFZ8RTYu2CMQW7O6C2IhdwXEitY7EDNCWBXWclEiTzahbO7ZN349l4XM/8B//O8ajlIRNxTCfPAUd7dYxPzXBG8RfLPr4HHDMRQrLeWfXvEs9q9peRZiIwWs2JvJYI4tXYsCa2Z1deX82PJV0GZdAGN2Satqr9wnlPuOYWgbJnDsokG8KJa0tUIspci1kTCKxImUUsl5+3qINZ/sg5iW2/Hr5GLPuvGvgoXMfct1qzal+MrYhkJ4Hw0EFRFccXkd5XuCiFLp23fwze1NEYj9ePttEOvMYrviNG5aac9ihfxm5T6/JNkDsU0bNlW9TmdwQ4FlYU5Hg3hehiJ9T4zhBopPPsanMvz99Tcg9tobWJn7gw8vQiyv/O5zlSr/zTsegFhJe4KHUhE9rDzpQOY+1UB9ygEyr2+Y+vr6pLe3V/r7++X5558X27Zl165dUihUdlft379fnn76aTlx4oT09fXJ0NCQ7NmzZz6HIaQhYf6TxQpzn5B5fsP017/+ter1k08+KUuXLpWzZ8/KfffdJ1NTU3L06FE5fvy43H//Z1scjx07Jps2bZL+/n6555574DNN0xTTrKyCp6dxxUlII8D8J4sV5j4hX9Jhmpr6rDZES8tnXwWePXtWbNuWnTt3zrbZuHGjdHV1yZkzZ9TPOHTokGQymdmflStXfpkuEbJgMP/JYoW5TxYjX3jB5HmePProo3LvvffK1q1bRURkZGREIpGIZLPZqrbt7e0yMoLuiojIwYMHZWpqavZncBC9H0IaDeY/Waww98li5QtX+u7t7ZVz587JSy+99KU6EI1GJRpFObJslSV4nYholVBUK1sliLk+xhxnAmOCclhxCuVTI4oyYCiJw5Ybx6+Tx4cVIdlHsdpxsRJ5U3YZtisrkq9V/d5iCSuslt0xiAUiKO6GwihpL+nEfqy7HaX3kasoqUfQ25WAge2sAs5PR/Md+GZjOYT8Jhz3gQuTEFvWhuJpMpqoel0KYk58Hl93/pcsXwyrMh9BRVyMhDAPHaVicdHE8yqVlVxXKiWL8nnJYBPE3AC+1zAw17PLUNx2gpiLRhjHpEWpWmzPkbItQXnVcFB8DSjtRJG5LWVjScBXBGFlnCJBFH+b0ih9Ny/B81+2AnPdVSqCt3bhcbvW4jF85bEIoetE56AiPX8eX3fuB8Sf81QDFO8DyqaFiLKRJZPAOTCVKuGOg8cI2pgPnU2Y5xuUnC6VlbxxMQ+TMZzTVWtwk4JxG26CiUaqx85Vfh/mx3GxevaDDyD2zju4oebN/4vi9ocXFXE7r4jbynh6ytMlgpi+EmvFe3WqDc/f147hYcxXJPK5G1xcpW8aX+gbpn379skzzzwjL7zwgnR2VnYfdXR0iGVZksvlqtqPjo5KR0fHFzkUIQ0H858sVpj7ZDEzrwWT7/uyb98+OXnypJw+fVrWrKn+pqG7u1vC4bCcOnVqNjYwMCCXLl2Snh7cFknINwnmP1msMPcJmeef5Hp7e+X48ePy5z//WVKp1OzfpjOZjMTjcclkMvLggw/KgQMHpKWlRdLptDzyyCPS09Oj7pIg5JsE858sVpj7hMxzwXTkyBEREfne975XFT927Jj8/Oc/FxGRxx9/XAzDkL1791YVLyPkmw7znyxWmPuEzHPBpFVunkssFpPDhw/L4cOHv3CnRERcLyDudVWxPU0Oi2CVVNssQMzKYcXSCTsHsURrFmLf3fUdiA0VUSoenLgCsba1KDR6ihzr2ih9W4JVYZNpFEHHBqvPrWyh9L3+W1gBVuI4oFensCJ4dilWzZYASqqlGRQpW9pQaHR8HLsl7VjBuK1Nk4iXQCxXSkCsLYvvjQax3dhQtSRZLt5Y+l7I/C87IsHrvGRDKeFtKxsXbFsRnAOKkBxFGdZVKht7yoVXViTysqX0T7m7pDIojAcjKGWGY5h30TDOv1msPq5jKNW6Tby+Qp6ygULxPn1NELZRLC2W8BimgWM8MYH3p5KF700k8fzHJ6aUvmCnk0pF8EIB2xWLlQQrlW5c5n4hcz8aDEvw+o0AirN7+/KlEFu7rA1iq1qwGnRuBudgSolFHNy0kLLx/mWVcWxNE3MklcJ7UCKKsYBSrT+ZxPOYnKzezPPCC3+DNq+88irE3r2A1brHryrnpWyWcLVHCbhabmAsGMQbQjCC5x9uxSc/BJR2hqeI9coxtErxvu/MeV3jMQ/XjnlTrQghhBBCFjFcMBFCCCGE1IALJkIIIYSQGnDBRAghhBBSgy9c6fvrxrI9CV8nkgaUrgY8Zb3nYrtwDOXrWBaF8aYCxvIXsVz/XVtQLly7RTETDaxYapWwz6/9Ox5jfBzF6ngK+1csVcvhmRZ837a7sXLsR2MDEJMUCq7Lu7DoXHMzVv9uSqKQXnKwqne+qEi5Pvb58vg5iLVkNekXBddMXKkIrVSKN8vVfTHNmxP/FoKi5YhYFTHRUSpOh8KYS/l8DmIpRRhta1WqQSuV3jXZV6tiXCoqVfeDKFu6SiVeI4J5l5vB6sGffIRiavOy6msiGMfNEr6L8+rZeL3my3gOZQvzVRsT28ZjOMp4XhrEDShTSqVkQ5nb6Rk8N8NHsbxUxuO+/wFuSpmarvS5OIPzUi/u3bJWoonK5oBsAs9nbRs+RiCpVGvOhPC87BDOfSmJ9yCngCK4WVR+52gV8pWNFokItgsb2G5mfAhjQ5gjp159s+r1//ifz0Kb8THcBKR5257y3YkXwHEyFDnaF/zAgFKpP6II7hHtiRNLsaq3hPAepu3S8ETb9KJUsffnvvfm8p/fMBFCCCGE1IALJkIIIYSQGnDBRAghhBBSAy6YCCGEEEJq0LDSt2u54oYrYpZbxqqroRAKc4EQipupNFbNdUs5iF259C7E3j/3AX5ebCPEyi0jECspom5rHKuYGh6eW1vz7RCLxrFytmlXC3eZJVloYzvYj3x+HGIrOlFmD7jYt77TWD02nEDxb2kXSnmRIMqAI0MoJlouVh2fmEGxvCWGgmCmCYVQJ4T/NnDm2I+lwo0rfS8kM4WCuFIZv0gY5d5oCIXJSATH1wgoGyaUmGXhXBeLWIXaVqpLK4V9tZDYPsqVwRjOTS6Hgvez/+v/QCzd+i9Vr1ffhpXEXVGEbFer1o3CaF4RrR0H3xtW5FXDw9jwKOa1pVRYD0WV+VHauYqUPjevRUSGLqFIfPVq5dxKBZz7erGne5Ukr7uGI1HMpE+G8Z7xSh9Wut6iPKkgoFxLliJpfziAG0/Wrcf7sqEIw7krWE27MImV2keGxyD2/of43sFxzBsnUb0hp2XFGmjjK/db18L+OspXJ6by+8sp5iEWD6NUbYBULVIuokTvxnAjT7wZq7hrGzccRfr2BWOa9O3Ouf495TrS4DdMhBBCCCE14IKJEEIIIaQGXDARQgghhNSACyZCCCGEkBo0rPQdDjsSDldEL3sG5dNQBCuRll2UmYdG/x/ELrz+NsRSQRRGkzZWGH33xbcgFl2NYtlVRVRPrM1CbHUnVkC9PIoSmibrhSLVAmO7Ilp7PoqrXhHFx4SBguBHA+9D7JVXL0OsczOmkpdSKts6WGHamca+tLTh5338EcqQF6YmILbrn78DsY5OlD8LTrVIGZLGkb5jkYjEo5VxicVwjCJKNehYM1Y+j4aUatAlzM2pHEqppRJed02KVO8rAqYmjGv/REtmMP//4e5/hNjHg5iL/+3wf696/d37tkObjdtWQizTjrnu+3g/CQXx+g8oYqmjXJufTuUg9sGHH0NMGxNXkeNdD+8xJQtzNt6kXHd5vJ4Kpcp7S+XGqXJf8kNi+JX+TihC+oVhlI9fPnceYpeVzSitTXgvyIRxvNPKkxXiKby+Lg/j75z3P0FJ++xbb2C7yyjj58tKKe4Q5uv9/7C56vW/bLoN2ij7KSSmbAy5Moby+eUxPK/pGdxU9d47KMcPnH0FYp5SiT2ybD2200T1It7nRatErgj9uvRd3Retbxr8hokQQgghpAZcMBFCCCGE1IALJkIIIYSQGnDBRAghhBBSg4aVvnP2ZbHsigxqmSibFRSndDSHMvfQZB/ExkdyEOsIb4FYqyKWTStVwsMjKMJGSigSXnbfg9iG+1dB7KqHx5gcwulqW1Ytq227WxGBkyiujo9jxfFPP0WxLtmE4uOmTZ0QS3fiZPguzplr4zmMXMEKsIUJpdKxifJnbgZF5SubsHpsMoXVY4fHqzcDmMWbE/8WgrC4Er5OLjZclHtjQZRXfaW+tq9UfvZcbBeNYp5EIihRxpWK8/k8bixwXcyJWAKP4SiVktduwGvi9jvaIfbsH6uv7ZPHX4Y2uwookN/1n/DzPQNzzlGqmgcCeI35PoqlY2Mo/uZnMIdXrsJrMT+DUvPIGFa3Dil9zrRizAhj/s8UKtdduXhzlY4XgteGcxJLVsbdLGPfhkdxfBK4d0AmlMrUH42g4Lw8hRt+9jyAm0c233EnxCJxvEe2LsONBks3boDYPyubBZa2oFiejSvzHK8+4WgMr62kEgsbmL8zJo7xRBHvOcM5zN9/b8P7bcnD+8vQVbwe/CC2K06gCO/i5SXxBM6Zb+Dva0369n3/hq8/D37DRAghhBBSAy6YCCGEEEJqwAUTIYQQQkgNuGAihBBCCKlB40rfhVEx/YqwVpgegTZuCWXh3AxWg/bKKB9nEopsNvUBxJItSjVRpdJxOIYCWtpGec9oRzOxuQ3FvHQGRbVLAzmIBaS6fxOjuAY2HazY2t6B4vbgFZR0r47jGPthlAGX4ilINIrnoAl4polS8vB70xBLhvEgt39rDcRmFBF8fBLnOxytFnrnVn+tJ45VFse6/jX2P4SpKYkEiuBhpfptUJGFI0o7TYbUJFzPwrEz3DDEHBPb2bYinE6iINpz3yaI7finu6pe9/e9A20++gQr03cMYjXhaBNew5lMC8QsG/N/ehqvk7zydIL1m9dCLJvtgFi6GSc3N4XXRFCRXLvWr4BYuYj3haJV6bOpnFO9yE3mJGpWZGgHvWgJuFiZPBLA/LWUpxd0tGBOd677FsRuu/NuiKWyKHgbikSdbsL7XHsrSt8RRWY2fLwfBpTNHAGpfrOricsuXluWg59vKJubEhG8ftszeN/YcdddEIs2ZSH2zOlTELs09AnEXA9/XzvKvd8IYv9Cgjlg3IQIrm2M0eA3TIQQQgghNeCCiRBCCCGkBlwwEUIIIYTUgAsmQgghhJAaNKz0XcqPirgVYS8QxCq34RRWHc0kFKn4IorWqTaUBu0lWOk6EEbpc3nLVohdvoJS+tT7KB9vXrEZYk1NKOut7EQJ8+oQ9u/i+er3lqZRcAsmUD6NxFGsa1+O5zpyGYVx00PBVRThMCAo0qWzKGGuWdsMsU8/GISYY6P4Nz2BUuPIMMqxppuDWOuSbNVrV7NL60Sx5IhvVHLUdpR8dfDfO5aF+Z+I49yogrtSrToYxFuEqwjedgn7V5zB8Ry9gjJ3u1IpuDmTxc9T5PBVd7RVvZ4st0GbSEipbIwpIraB/Y3EMeY6ioAfxXtM+wrcWLH6Nsx/S6n2rBQTF8vGa3tqGu8xySYU/+Mxpc+JijTrKNdqvehIJySWrFSTt5VctQNZiEWTGLukFDCPZDDfvnNfN8RalOrftiJMez72b0YZTi0PU+goq4SUa9MIVn9e0FAMci2RPOyv79Wuhv1ZEEPZNIrwG9biZpzzA8sgduUKSt+O0j9tc4NWXV/rnyZ0z23m3eSGH37DRAghhBBSAy6YCCGEEEJqwAUTIYQQQkgNuGAihBBCCKlBw0rf5cn3RMoVKTEYRXvPDKDMFUmhGLxsy3KI2TZKXk4U14/eFFb1nh5DiXomh7HSMIrVb7/2HsRa0zgNRhiFw3u+h2Lp6jXtVa9b2nCc0ktRNI23KpVTDaw4PH4F5b2xCayI7kUvQUxsrMQqHlqOkQTGAthlSTUpwqWXh9iMIhs7itAbi1XLsWaxcSp9T02XxFQE0+txXdwYUCzhOQQ8PHdTqX6vCd7RGOZJJIKTM1PEDRi2IkenWlAQ7fkuCrddq1EQNcJ4HqmWZNXrb92NmyoSEbxu0mm8rk1RxkSpiB5Q5N2oIqVqAmrZUsbJRmE+FkdxO5XCsYtEcS6CEeyzZeJ94fr3em7j/Nt5dWtaEk2Vc3U9zPNcCK+NorJRYH0zbihZ230nxFas6IKYpcxLMKjI0RDRg56HQd/HvAkFcS6CyncbAZC8tc+/OXFbw1Nkae0cosojB9IJvG+s68Ix/vDiRYhdnsAdGX5I+X0VwN8v2pMkDEWG9+ech6KPqzTOVUIIIYQQ0qBwwUQIIYQQUgMumAghhBBCajCvBdORI0dk27Ztkk6nJZ1OS09Pj/zlL3+Z/e/lcll6e3ultbVVmpqaZO/evTI6OvqVd5qQesD8J4sV5j4h85S+Ozs75Te/+Y2sX79efN+XP/zhD/KjH/1I3nzzTdmyZYvs379fnn32WTlx4oRkMhnZt2+f7NmzR15++eV5d6w9HpJ4vNK9YhS1rJCgCOYrQmakGWVOaxIFyuIY9mPyXaxMHJlBITtttkLMCWNfTB8FRs9FKXVyFOXQvI3vvW1NddVa00YxdmIQz8GYwZONNWF/16xBQbJ9BQqpk2WUTz/9FIVsz8I5C0Zwbu/csRrbuZP4eaLI9g7Od0DJlYDh3/D1XBYy/z2JiCcVGT4cUgR6A2MzBTx310LhtzCD1dqDyrXTnFUqxysCpijycSyB/etQhOTkkhmIxVPYF9fDWMirPm6oGY+ZjCYhFg5hP+wSjpPhYm46yoaR6TxW3DaVcdeE8ZAyJr7i+0djOMahMJ5voaich6GI+vnKPcZUzv16FjL3W5tikkxV7jG2heMzU8T7XGIrbh5YuQTl/g23KdXgle8OjDAeN6zYwWHF91c8aAkoanEogPcctWC3EjMMY87r2nKziIgvSqVv5SEHthL0lWMEBU82Gcd823bHJoiZioH+v196HWJjU/j70FAGJahVNlfGHeTwwM0thea1YPrhD39Y9frXv/61HDlyRPr7+6Wzs1OOHj0qx48fl/vvv19ERI4dOyabNm2S/v5+ueeee+ZzKEIaDuY/Waww9wn5Eg6T67ry1FNPSaFQkJ6eHjl79qzYti07d+6cbbNx40bp6uqSM2fOfO7nmKYp09PTVT+ENDrMf7JYYe6Txcq8F0xvv/22NDU1STQalYceekhOnjwpmzdvlpGREYlEIpLNZqvat7e3y8gIPpj2GocOHZJMJjP7s3LlynmfBCELBfOfLFaY+2SxM+8F04YNG+Stt96SV199VR5++GH52c9+JufPn//CHTh48KBMTU3N/gwO4lPqCWkUmP9kscLcJ4udeVf6jkQism7dOhER6e7ultdee01+97vfyU9+8hOxLEtyuVzVvzRGR0elowMrSF8jGo1KVBFGW5ysJJ2K9GouQ3lv7HJOieHODCeBQmPIykDMuIIyXGxCseEUgVIc7F9yHcrcrWtRcgsqfZGxHIRGLuK5uZPV0vPSNcp5eSjlxU2spDwxhSJw2MUK3q3t7RDraMEKy275CsQGr+A5xJtwnJrbcIydMsrGIc3CHMcxNqdwbu2yM+d17UrfC5X/lu2LYVfOw1GqDpdKGCsUUIKPhrGSejCEIrRS6Fv8AOaO6eA4mS5ayraF+aQJp1Gl0r0TQMnTUubHNauPaxbwWreCuFlCk+jHJ3AjREtzFmKeUj15fPhTiJUtPO6SZZgLriKvTkzjBgetRLOhTNrwkLI5QpF/Xa8ynlYZ+zqXhcp93zXFdyrzWFaqlMeVDTVb1mEl6eXNeM+IG5hHhlLBO6gI2VqVbEPJB+2tmqQcUN7rK7chT9mQMreKt6NUa3dd5b7n4mcVLLx+Z8o47iUT27k+5mBJuUe4QbzmlnWuglhr88cQuzqNi2ltfgLKbomAr9XxnhPTdlkofOk6TJ7niWma0t3dLeFwWE6dOjX73wYGBuTSpUvS09PzZQ9DSEPC/CeLFeY+WWzM6xumgwcPyg9+8APp6uqSfD4vx48flxdffFGee+45yWQy8uCDD8qBAwekpaVF0um0PPLII9LT08NdEuSWgPlPFivMfULmuWAaGxuTn/70pzI8PCyZTEa2bdsmzz33nHz/+98XEZHHH39cDMOQvXv3immasnv3bnniiSe+lo4TstAw/8lihblPyDwXTEePHr3hf4/FYnL48GE5fPjwF+7Qtb/LFuf8Td1SirGVSvh393IZvQ4ngB5SCJuJYypPdbeUPygrfwMXpWCkKRgLlBWHKYydsSx8r638Xdiyqv+qapbxfY7ytPpASemvcv7louLOFHDcHaUgZ1kpLmeVNH9Aq5qm/D1ec1i0MSkrT9lW/kZtFqvfa/5H39QnfMvC5v/cQoLGTT5PWytA6Nua/4DjFlQL8GFQ82HKqiuhFMhTHCZRYoZSgE7LnbkOk6Wdv+KnuMrT7k3F4ykrn6c5TJZy39Gedm8q96ygoxS41e5tWkHKoJb/SnHcmg7TZ31thNwvzlQXvC0qY1E08bzDiqtXCOF7XWXMDCXPtSKIQWV4LCWoXUtqoUVNilLQrofAnJivGDbXz/E1NIepqDhMBc1hUtppDlNZuS8XbSyqWy5i0VrHRH/Rs7UisHhczR3TCobOdZg8+7Njfl7+Vz6/VosF5vLly9xeSurK4OCgdHZ21uXYzH9ST5j7ZDFTK/8bbsHkeZ4MDQ1JKpWSfD4vK1eulMHBQUmncRcaWTimp6dv+bnwfV/y+bwsX74cHjuwUFzLf9/3paur65Ye728KzP2Fgff+xoT5X2HeZQW+bgzDmF3hXXvey7UHPpL6c6vPRSajlHhYQK7l/7Wqx7f6eH+TuNXnolFyX4T3/kbkVp+Lm8n/+vxTghBCCCHkGwQXTIQQQgghNWjoBVM0GpXHHntMrQZLFhbOxcLC8W4cOBcLD8e8ceBcVGg46ZsQQgghpNFo6G+YCCGEEEIaAS6YCCGEEEJqwAUTIYQQQkgNuGAihBBCCKkBF0yEEEIIITVo2AXT4cOHZfXq1RKLxWTHjh3y97//vd5duuU5dOiQ3H333ZJKpWTp0qXywAMPyMDAQFWbcrksvb290traKk1NTbJ3714ZHR2tU49vXZj/Cw/zvzFg7i88zP2boyEXTH/84x/lwIED8thjj8kbb7whd955p+zevVvGxsbq3bVbmr6+Punt7ZX+/n55/vnnxbZt2bVrlxQKhdk2+/fvl6efflpOnDghfX19MjQ0JHv27Kljr289mP/1gflff5j79YG5f5P4Dcj27dv93t7e2deu6/rLly/3Dx06VMdeLT7GxsZ8EfH7+vp83/f9XC7nh8Nh/8SJE7Nt3n33XV9E/DNnztSrm7cczP/GgPm/8DD3GwPmvk7DfcNkWZacPXtWdu7cORszDEN27twpZ86cqWPPFh9TU1MiItLS0iIiImfPnhXbtqvmZuPGjdLV1cW5+Ypg/jcOzP+FhbnfODD3dRpuwTQ+Pi6u60p7e3tVvL29XUZGRurUq8WH53ny6KOPyr333itbt24VEZGRkRGJRCKSzWar2nJuvjqY/40B83/hYe43Bsz9zydU7w6QxqS3t1fOnTsnL730Ur27QsiCw/wnixXm/ufTcN8wLVmyRILBINj3o6Oj0tHRUadeLS727dsnzzzzjLzwwgvS2dk5G+/o6BDLsiSXy1W159x8dTD/6w/zvz4w9+sPc//GNNyCKRKJSHd3t5w6dWo25nmenDp1Snp6eurYs1sf3/dl3759cvLkSTl9+rSsWbOm6r93d3dLOByumpuBgQG5dOkS5+YrgvlfP5j/9YW5Xz+Y+zdJnaVzlaeeesqPRqP+k08+6Z8/f97/xS9+4WezWX9kZKTeXbulefjhh/1MJuO/+OKL/vDw8OxPsVicbfPQQw/5XV1d/unTp/3XX3/d7+np8Xt6eurY61sP5n99YP7XH+Z+fWDu3xwNuWDyfd///e9/73d1dfmRSMTfvn2739/fX+8u3fKIiPpz7Nix2TalUsn/5S9/6Tc3N/uJRML/8Y9/7A8PD9ev07cozP+Fh/nfGDD3Fx7m/s0R8H3fX+hvtQghhBBCvkk0nMNECCGEENJocMFECCGEEFIDLpgIIYQQQmrABRMhhBBCSA24YCKEEEIIqQEXTIQQQgghNeCCiRBCCCGkBlwwEUIIIYTUgAsmQgghhJAacMFECCGEEFIDLpgIIYQQQmrw/wE2On2pH6+HOwAAAABJRU5ErkJggg==\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "plot(X_train, y_train)"
+      ],
+      "id": "3ed253e9"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "9cacc7e8"
+      },
+      "outputs": [],
+      "source": [
+        "def plot_sample(X,y,index):\n",
+        "    plt.figure(figsize=(15,2))\n",
+        "    plt.imshow(X[index])\n",
+        "    plt.xlabel(classes[y[index]])"
+      ],
+      "id": "9cacc7e8"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 237
+        },
+        "id": "c4ecb214",
+        "outputId": "337331d5-1f44-4f2f-cbc8-a2d1e3cc24a2"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1500x200 with 1 Axes>"
+            ],
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMkAAADcCAYAAADa3YUtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAh+UlEQVR4nO2da2wd5bX3/zP7bnvv7Vt8j0nCJYTSBI6Jg0lPm3Jc8qYqJyn50EqVCFUkBDhRg6VWTUVBjahcVW0DrUz4khNa6USgHL1cVUC8hgSaOkAM6cstCYFAnPieeHvfbzNzPgRsz/4/YXBI4p2wftKWPMvPzDwze6+ZZz1rPWtplmVZEAThjOiz3QFBKHZESQTBAVESQXBAlEQQHBAlEQQHREkEwQFREkFwQJREEBwQJREEB0RJBMGB86Yk3d3dmDdvHvx+P5YtW4Y33njjfJ1KEM4r2vmI3XriiSdw++2349FHH8WyZcvw0EMPYdeuXTh06BBqamq+cF/TNDEwMIBgMAhN08511wQBAGBZFmKxGBoaGqDrDu8K6zzQ2tpqdXR0TG4bhmE1NDRYXV1djvv29/dbAOQjnwvy6e/vd/xNunGOyWaz6Ovrw+bNmydluq6jvb0dvb291D6TySCTyUxuW5+92Fpal8HtnurexMQ47evTTZJVeC3bdlNFCbWprmRZVbiUZF7dQzKXL0AyuFy2zfHIBDXJ5S2SlYfDJNONHMky2QzJ0mm7zB/wURsDBslSqQTJQuEgyWDxvtks980F+0/IVXAvAKCstIxkpSX8Hbg9fpKlM1numlbw5Nf5Z5zN8n55a2pkks5k8es//zeCQcW1F/bLscUMGRsbg2EYqK2ttclra2tx8OBBat/V1YXf/OY33DG326Ykqpvv0nk45nbZf4xeD+/n8/Bl+72sEF4Xy9w+lsFlP15KcSxdZyXxK46l828TGvhhANPeUNV/Q2Fymobi2lXXZPG+OvgaXLDvq/qeAorjB/xeknk8LFONuL+MkrgU+01XkqnjOw/pZ312a/PmzZiYmJj89Pf3z3aXBMHGOX+TVFdXw+VyYXh42CYfHh5GXV0dtff5fPD5eKggCMXCOVcSr9eLlpYW9PT0YM2aNQBOz1j19PRgw4YNX/o4Bw9+AG3arENkbIzaVPIQFlqVXVht8JhTC/AMW8I8RbK4wcMLS+MhQTJtH/8mU2xD5AweMo0pxgR+N58zn+d9XQVDDNWDJplm+yNv8lhdS1eRTOdRE3IZvq6A236/4wob4pSRJ1lJCduAmsIG1BRDXhTMRiXTbCvlcwr7yT11jzI57tOZOOdKAgCdnZ1Yt24dbrjhBrS2tuKhhx5CIpHAT3/60/NxOkE4r5wXJfnRj36E0dFR3H///RgaGsJ1112HF154gYx5QbgYOC9KAgAbNmyY0fBKEIqVWZ/dEoRi57y9Sb4qfrcGfbofRDEBdlkVW+7zau0Oupo5ldQmoDIaFfPlqUyaZOkcG69Wwb7egMLhqHAmWiYfK6xwdOZzvK/XYz+HofCvuLx80zJZvqZcnq+9RLGvu5Svy1/QLq/xZIFu8cRDHnxOlW+jrJTvRzyRtG3n8mykK1xoiEWnnLzZnOKGnQF5kwiCA6IkguCAKIkgOFC8NolmQNemxrLBIHf1qsYKklUF7F4wj8lj8PgpdngZJj8vUkl2OOnsS0So3B7A51aM5yMTMZK5FXe/Mshj8FiUx/nZAkdhSuFQsxTj/rJStsdy2RTJdEWMl0fhsDQKAjLdCsMik+G+eRVxWrrJ9zsT58BWFDh5fQrHZ95kO2giMWUDZhUO2jMhbxJBcECURBAcECURBAdESQTBgaI13Mt9LrimRXsGFEZjWOHcmhOyR40aJjuNVG4kl1th/SnWPmdMNkLdBRa4W+E8MzJsHFsuPv7ISIT3VTi+Ykm7Qy1p8GREWSBEMmT4WC7Foi5dUyyw8rHzNpWwT4yUePicbkUahXSa+5tSROaaioVekbj9nJEkfydxxaRLOjd1v/OKqOwzIW8SQXBAlEQQHBAlEQQHREkEwYGiNdyrw364pxm2QUXWE7+fZXpBtpSAIiI3l2fj1VR4py2LjcusIprXKEi1Y1oK77fCsLbc7HWOZdm7bhh8nckCw1NliMYS3I8Tp/j4HkVqplCc70duiJdQpybsEwjN1VdQm5qaJpJpQU67lBk/SbJ4nPs7EbMb7mMTPCnyST8f35iW1cacQU5GeZMIggOiJILggCiJIDggSiIIDhSt4V5XXQLvNC94yMse1LISRVpMMprZQNMUHvFMKkkyXWHMVwU5f29pqd0THZ1gAzccYk90TBHe/ukJ3jeeYcPdW3AJjSX8Vbo9CoP2ZIRkGYuP71F43MMhzmF20zU32LajgzwpYiUVx6rmfFqZJF9DPM7PcZ/Hvu/cOu5XTQ1n5hmOThn8ecPEsXePUxsV8iYRBAdESQTBAVESQXBAlEQQHChaw72iLADfNC+7OxuhNqo6IyU++xrxTIqN45xiLXV5Oa+XtxRe2azBz5VcriBcvIyL1gyMco6tjz5lr/BojPumiPrGZQVr+df8+3XUpqme+/E/fR+TrPfIEMlUibXdihorsciobTsZ5+sMBhVJrw1FsnC/okaMIqqiRLO3yysScjfPbeB+nJrKM5DNGXhVDHdBODeIkgiCA6IkguBA0dokcyoq4fdOdS91ivNn6ZrC+VSwlDOV5fGqW1NE1SqWyKqeIKkcj9XLK+yOwqyi+M/HxwdIdiqqcLwpIoNdimW+Ib993xo35/Xyn2L74MoQVxsbrOTjD0dGSJZJ8rW/ffiwbVtX5LPKlSqWEYcVZTgUtQ/DYc5DFjTt9zetKHhqZaMkmzdnKudYWvG7OBPyJhEEB0RJBMEBURJBcECURBAcKFrDvbyqGgHflNOoooyX4eqKaq2RqD3Bci4R5/0UFW9MRe4pS+GsLCvj3FM52GUffHyY2iQyvAzV7+dcYtMnKz4noChkU+GyG559R4apTT7Lx8qE2XCfU8HXpIGN7VyeJ0+SBcm2E4qI32yejWRNMQGiCLqGR1GNxyooDexRZB7PKyoFW9MmVCzF5MqZkDeJIDggSiIIDsxYSV599VXceuutaGhogKZpeOqpp2z/tywL999/P+rr6xEIBNDe3o4PP/zwXPVXEC44M1aSRCKBJUuWoLu7W/n/3//+9/jzn/+MRx99FK+//jpKS0uxcuVKpNM8nhWEi4EZG+6rVq3CqlWrlP+zLAsPPfQQ7rvvPqxevRoA8Le//Q21tbV46qmn8OMf//jLn0h3A9MMc82jiCRV4CuIJC0BV3ZyK54NuiI5dk5hzPsCvHx3bMju7U6OcXWmBZVsHCuK+8KvMNIXXt5IMr1g57yL7080yv1wuzjyOOjle1RVcTnJLr+ymWRHj71p2z54+AS18boVRrTFEyr5PP8cdUUEgsdrv1ZTUdVKlUdN03Tl306cU5vk6NGjGBoaQnt7+6QsHA5j2bJl6O3tVe6TyWQQjUZtH0EoJs6pkgwNnV6XUFtrj8upra2d/F8hXV1dCIfDk5+5c+eeyy4Jwldm1me3Nm/ejImJiclPf3//bHdJEGycUyWpqzvtqBoetju2hoeHJ/9XiM/nQygUsn0EoZg4px73+fPno66uDj09PbjuuusAANFoFK+//jruvvvuGR0rnc4D1pTxpeU4hxTAntxEwm7TZHP8HMjrbETHkxxqHlXIGufyLbPy9naXVbPReHkDG9bJNLdrvGoJybwWW/jjE/bw8EB5FbXBSV4SMLeunmSRBEcDLLj6SpKFKnhSIVSxyN6vUb5n4xM8WeBRTBboFkcg5BSVygrtdENRIUvhqLctx1YtzT4TM1aSeDyOI0eOTG4fPXoUBw4cQGVlJZqbm7Fp0yY8+OCDuPLKKzF//nz8+te/RkNDA9asWTPTUwlCUTBjJdm/fz+++93vTm53dnYCANatW4fHHnsMv/jFL5BIJHDnnXciEongW9/6Fl544QX4/fz0FoSLgRkryYoVK77wVaVpGrZs2YItW7Z8pY4JQrEw67NbglDsFG2ovKEZMKZ5RS1FbiXVGy3gt4fUlwXZ2BwY5UmAo8dHSeb28PG9w7xWPT1s3/fKGjbS/2MFG8IfnThFsmDjHJJVV/HM4MiofQaxvFxhCJuKPFY6G/Mjo+wld/sjJBuNDJLsxKDdc+7x8P0uD7FHPJXie2u5+ZmtKSxws8CY1zWFd10RQTGD6Hj78c9uN0H4+iBKIggOiJIIggOiJILgQNEa7uFwKQL+qTDpvJsN93icPdFWQZK5iRh7ez89xuvB43EO3Q74+RkyeJSjlGv99nDuxsbLqE15w3ySeWJs0EKRNLppSSs3G7Ib24E8TzwY4PuTSLCsvoQnC7KKktdaKSfgbiq1J6YOlvMkQ+wkB7eODHM56pzG157Ocpg9ChJ3l/rYB5dN8fc5PcTeUC2oPwPyJhEEB0RJBMEBURJBcKBobZL4xCnk01NjSHeWo0s9qiWYBb4yt0uRHDvOdkpFkJ1x5aU81k2Ns01S02CPwG1c/B1q8+5xzjN1+AjLbqqvJFkkwu1qL7dHC+vg6sHZDNsp5YrKw9ERtg8CiiTU9ZWKvhn2yF3PYi6GlFI4Iff+/RmSHe/n/rq8qmXbdntC4ZdETrVEOzd1TWlF5PCZkDeJIDggSiIIDoiSCIIDoiSC4EDRGu66Brim2WeGwjlkKRxCesGSXkNR1WqcbVJEo4qo1AwbzPVhNvCXTluEBgBNC2+kNv93x3+RrE7hnHNlOUL5xMcf8b4LrrFt+6uuoDalFk92JE9xBauAycZ2NsUTAWMxlpXPsTtJq+rmUZtUnPMW6IpUBoaXHZ2qKOBcQbJtLc9LfDWLZdPzeuUkYbYgnDtESQTBAVESQXBAlEQQHChaw12zTn8+x8ixta1aolm4AtRKKfZTBN9WVvGy07oS9sr+2w1XkWzRTXZDfXyEJxl8efbyL2hqIpmp6FxdDUfp5tP2viUVXnlVhalcir9yAzyB8NGJ4yR75939JLvpRvt5q+o4/1c0xpMFilW+qJ7HkyKmahlu1m6U5xUTLBOjEZJlYlMnzShKkp8JeZMIggOiJILggCiJIDggSiIIDhSt4W7mDZiuKR1OZdig9So81m63PbTapbNRd0Ude5j9AX5ezLuMa6Us+dZ3SVa/cLFt+0DvDmrTPJfPWfeNb5LMO4crTLlLuLpWMm2fHEhF2bs+PMBlLMaH2SA3cuxJDwR5mUB1NYet9w+8bduureeqXPmkIloixctytQRX5jIsjkCwNLu3fHop88/x1ikqf/mmvPfprCzfFYRzhiiJIDggSiIIDoiSCIIDRWu4e1xueFxT3RtXhGkbikpRgRJ7wmyXziHRNQrvev9ghGSX/9v/IVnTN1kG2I3yXIwrR4WDbHzPueo6kiXcvI78vbffJFkmZT9HNBqhNmMnjpHMZfBEht/PP4PG+WyAL76Kw/HzLruX3OMqpzYeL0c9uNMcFp/8lBN3m4ow+HzBoz2uyGNQUsXe+9ppuQhSafG4C8I5Q5REEBwQJREEB4rWJsmmM9CnFWsp8XFXNT+PRT26PfJVVfwnUMb7/eeP/pNkN636D5KFqmtJNvzxB7Ztl87njChyEo9+cohkAzEeK+9+6imSlQXszrJ0hh12dbVsB4UU+cWOHmenY1ZxDZUN80h21Tdb7AKDK+ieirADU1V5eDzF59Qs/t7TKbtjOa4o5mQp8kQvKp92DDbNzoi8SQTBAVESQXBgRkrS1dWFpUuXIhgMoqamBmvWrMGhQ/YhQzqdRkdHB6qqqlBWVoa1a9dieJhLHQjCxcKMlGTPnj3o6OjAvn378NJLLyGXy+GWW25BIjE1Z3/vvffi2Wefxa5du7Bnzx4MDAzgtttuO+cdF4QLxYwM9xdeeMG2/dhjj6GmpgZ9fX349re/jYmJCWzfvh07d+7EzTffDADYsWMHFi1ahH379uHGGzkf1ZkwrSzM6cmdTUVupTxHBuctu+NK09io8/s46dN1LS0k83k4kvT9A2+TbHzAnhcrk2GjMTbOlXb7j7xPsrgVIJnH4OOVue2TDyE/G+RzKthwHxzmgjp5xdLoZIwnAvqPsnMSeM+2FY9zNLLfzd9B3ldDspN5/l4CAY5GLgna71HAzZMFsSQnNs+b+Wl/XyBn4sTE6Rmbys+yjff19SGXy6G9vX2yzdVXX43m5mb09vYqj5HJZBCNRm0fQSgmzlpJTNPEpk2bsHz5clx77bUAgKGhIXi9XpSXl9va1tbWYmiIn2DAaTsnHA5PfubO5TUcgjCbnLWSdHR04N1338Xjjz/+lTqwefNmTExMTH76+3nOXhBmk7NyJm7YsAHPPfccXn31VTRNS4tTV1eHbDaLSCRie5sMDw+jro4LTgKAz+eDz8djSkEoFmakJJZlYePGjXjyySexe/duzJ9vT5bc0tICj8eDnp4erF27FgBw6NAhHDt2DG1tbTPsmvnZ57OtPLtI3YrkTUZB1GgW7MWtDfNS2hefeY5klbXvkaymnoeD2aTdm+7xsNKXlbJR6tbZ81+qmCyoq+FcVqmYfalrwMXnPDk6RrJclg3WoJ8nC7KKasQfvs15twYPHrZtZ/K83BYevk5Dde1NPPmAUv7edZ99IsNv8ndcAb6mRd+Y+r0mUzkA/+LzKZiRknR0dGDnzp14+umnEQwGJ+2McDiMQCCAcDiM9evXo7OzE5WVlQiFQti4cSPa2tpmNLMlCMXEjJRk27ZtAIAVK1bY5Dt27MAdd9wBANi6dSt0XcfatWuRyWSwcuVKPPLII+eks4IwG8x4uOWE3+9Hd3c3uru7z7pTglBMSOyWIDhQtKHypqnBNKfCqb1uNvT8bkXm64LKSJZLkYRZUX55bIz9OPFRlgVy7Ow0C+piV1awoV3eoEh6bXDuqRMDfE4L/AbXdftXp0qO7dJ4EqDUz5MdisAFuFRCRfSCkbVPWugmh8BHk5xPK+tjAz/YwPcjEYiQLGbajfl0gp/1VaEFJKueNgGSSHz5WHl5kwiCA6IkguCAKIkgOCBKIggOFK3hrms+6NpU9/w+9qBaCm96acBumJYGq6lNMseh51VBL8nciuNnJ3gBmanb90162OitrZ1PMjPLxuPCxVz96p+v9HA/LHseMo/GBnMqzrnKQkH2/Hvd/DNwKSpuxRW5so4O2o3ySITvWUbjPGRzruLnc2O5wvNv8fcyPma/Lm9aMUHRqIhSSE5FG6RSkndLEM4ZoiSC4IAoiSA4ULQ2icetwTutlG4yw44ml2LJqlkQDZvMsdPK5WGnmM+rWDbr4eN7FQV1wiF7u6FRtluSjWxr1Mzl3LonRjhy9xtLl5MsPjpg2/74MEcsJ+IRkrldfD/CYbZTNLBNMnhigGTHPi1wJvr4noVq2YE5p1JxToXNo53i41WM23+2jTWcP7mpnO/3kfenHLWpNDuUz4S8SQTBAVESQXBAlEQQHBAlEQQHitZwr6nSUeKf0uHcyZPUJmWwcZko8FtZOjuN3ArnWSjEzievYiltKsFRwAFPwfGyfPz9//wnyRYsZAP/+HGOAtZ1dhSWFFScdSmW7wYCbPQm4my4p1IsyyuWS5cF+Bw3XX+VbduvcFbmXexgVFX8TfWz4a7HOO9WTUnQtn39Vd/gNuWc2Lxv8Ojk3+ks9+lMyJtEEBwQJREEB0RJBMEBURJBcKBoDfemJq+tmlNYYwPuSD8bf8Ojdm96VlF5qayMLzuR5EpUhsm5p1yK58qpUfukQizORmE6x8d3WSwLlnFOsOEhTrZ9PGE3ck2LjfvaOTwZoZnsaR6P8PJaXynft/JwkGRel/1+ZBR5veDmCZBEhu9jNq6I5jW53RVz7YkOG+r4OvuP86TIydGp30smJ1HAgnDOECURBAdESQTBAVESQXCgaA33ULkHZSVThlxqlI30ihrOxYVSe1j22DCH2KcVy2bdXvYUK5rBVBh8uYL8WRMpNoRLFd7qdJI9zKk0h8pnFec0CmSWxfciHlUs3w3xkoBQiMP/Uyned+wkX1dZmd2rr+n83NXyvDTB6+Z++HhuBl4vX9e8K+bZtlNJPv6rr3IVsf9/eGTy77wiWuNMyJtEEBwQJREEB0RJBMEBURJBcKBoDXeX3w23f1rerRDnX6osYx13p+xGtCfABlp0XHHZBh8r4OcyyoYip5aRidi2vSV8fI+b++9y8drvjMXHz+Z4BsEq8LArclnDyvLEgKLaNTwKjzi8PNEQGWfDPVWQfDxcrqroxfdWV9yPpCLP2fAYl7weL4hoiCU4cuH/7T7Ix5o2F2GazmVEPkfeJILggCiJIDggSiIIDoiSCIIDRWu4J+JuaOY0g9JVRm3KStkK9QTsBlmpwo0bDiuSQUd5nXc8yuHW8aTC4562y4JeDt32K9bL5xUJ99xufm55FY8yj8/uidY0blSiWBKgK77xvMEGszegyANQzhMNp07ZDeuYYuIhVMn3I6lYQ//hJ5zH4OA7/SSrLUhsV9vE/YLO/aieFupvmCY+HVfMYiiQN4kgODAjJdm2bRsWL16MUCiEUCiEtrY2PP/885P/T6fT6OjoQFVVFcrKyrB27VoMD/PTWBAuJmakJE1NTfjd736Hvr4+7N+/HzfffDNWr16N9947nYf23nvvxbPPPotdu3Zhz549GBgYwG233XZeOi4IF4oZ2SS33nqrbfu3v/0ttm3bhn379qGpqQnbt2/Hzp07cfPNNwMAduzYgUWLFmHfvn248cYbZ9SxgX6gZJo5kYmwbRGcw2Npf6DAucWmDCor+bLjCY56jURYNn5SUVSmYCjtMjly1bQUlWsNxRJSk2WqJ5lWkIvLpcglllI4SC1FuimPYklvPslLhg1FZLBR4IiMKAoHqVb0nlLYgJ8cYZskcpILAGUT9gPWheuozaLLGkk2/ZQ5w8Rbn/A1qjhrm8QwDDz++ONIJBJoa2tDX18fcrkc2tvbJ9tcffXVaG5uRm9v79meRhBmnRnPbr3zzjtoa2tDOp1GWVkZnnzySVxzzTU4cOAAvF4vysvLbe1ra2sxNMRZCT8nk8kgM22WJxrlDImCMJvM+E2ycOFCHDhwAK+//jruvvturFu3Du+/zwtcvixdXV0Ih8OTn7lz5571sQThfDBjJfF6vbjiiivQ0tKCrq4uLFmyBA8//DDq6uqQzWYRiURs7YeHh1FXx2PGz9m8eTMmJiYmP/39PC8uCLPJV3YmmqaJTCaDlpYWeDwe9PT0YO3atQCAQ4cO4dixY2hrazvj/j6fDz4fR5wanioYnil5znsDtcmY7IzT8/blr/4w56Mqn8OTABU6W7SVSXZIRU7xstPImN1QTyX4thp5Nvhh8TPKzPM50yl2enm99uO53DxZEEvzsVJxhQPWYsdeUOccW6bOQ+Fczn6tvlKeoPB7FDm8vHzOBSgn2TeXcNLvhYuX2LbnXcEVw1pv5AmE4wNTedQy2Tzw1ifURsWMlGTz5s1YtWoVmpubEYvFsHPnTuzevRsvvvgiwuEw1q9fj87OTlRWViIUCmHjxo1oa2ub8cyWIBQTM1KSkZER3H777RgcHEQ4HMbixYvx4osv4nvf+x4AYOvWrdB1HWvXrkUmk8HKlSvxyCOPnJeOC8KFYkZKsn379i/8v9/vR3d3N7q7u79SpwShmCi6AEfrM6dbMm0fs6bSPIbVPOwEM027baEn2SZxJxSVVxXFfhIpRZGgFO+bLBj7p9I8LjeVNWO+pE2S4XMaBSsTXQrHZCrD/Uhn+ViWxTK3wkZTFb7JFIoUSyRdinRHmRwfK5vna/Ao2hX+NuIJRWomxT3LTOv/5+e3FE7eQjTry7S6gBw/flymgYULRn9/P5qauJz1dIpOSUzTxMDAAILBIGKxGObOnYv+/n6EQrx2Wji/RKPRS/b+W5aFWCyGhoYG6Io1+NMpuuGWruuTmq1pp4cUn0cdC7PDpXr/w2HOXKlC1pMIggOiJILgQFEric/nwwMPPKD0yAvnH7n/pyk6w10Qio2ifpMIQjEgSiIIDoiSCIIDoiSC4EDRKkl3dzfmzZsHv9+PZcuW4Y033pjtLl2SdHV1YenSpQgGg6ipqcGaNWtw6NAhW5uve6qoolSSJ554Ap2dnXjggQfw1ltvYcmSJVi5ciVGRkacdxZmxJ49e9DR0YF9+/bhpZdeQi6Xwy233IJEYipLydc+VZRVhLS2tlodHR2T24ZhWA0NDVZXV9cs9urrwcjIiAXA2rNnj2VZlhWJRCyPx2Pt2rVrss0HH3xgAbB6e3tnq5sXlKJ7k2SzWfT19dlSE+m6jvb2dklNdAGYmDhdEKeyshIAJFUUinC4NTY2BsMwUFtba5M7pSYSvjqmaWLTpk1Yvnw5rr32WgDA0NDQWaWKupQouihgYfbo6OjAu+++i3/84x+z3ZWioujeJNXV1XC5XDR74pSaSPhqbNiwAc899xxeeeUV2yKks00VdSlRdEri9XrR0tKCnp6eSZlpmujp6fnC1ETC2WFZFjZs2IAnn3wSL7/8MubPn2/7//RUUZ/zZVJFXVLM9syBiscff9zy+XzWY489Zr3//vvWnXfeaZWXl1tDQ0Oz3bVLjrvvvtsKh8PW7t27rcHBwclPMpmcbHPXXXdZzc3N1ssvv2zt37/famtrs9ra2max1xeWolQSy7Ksv/zlL1Zzc7Pl9Xqt1tZWa9++fbPdpUsSAMrPjh07JtukUinrnnvusSoqKqySkhLrhz/8oTU4ODh7nb7ASKi8IDhQdDaJIBQboiSC4IAoiSA4IEoiCA6IkgiCA6IkguCAKIkgOCBKUqRYloU777wTlZWV0DQNBw4cmO0ufW0RZ2KR8vzzz2P16tXYvXs3FixYgOrqargVtdqF84/c9SLlo48+Qn19PW666Sbl/7PZLNVNFM4PMtwqQu644w5s3LgRx44dg6ZpmDdvHlasWIENGzZg06ZNqK6uxsqVKwGcXqPe2toKn8+H+vp6/PKXv0Q+P1WsJhaL4Sc/+QlKS0tRX1+PrVu3YsWKFdi0adMsXd3FhyhJEfLwww9jy5YtaGpqwuDgIN58800AwF//+ld4vV7s3bsXjz76KE6cOIHvf//7WLp0Kf71r39h27Zt2L59Ox588MHJY3V2dmLv3r145pln8NJLL+G1117DW2+9NVuXdnEyq+GVwhnZunWrddlll01uf+c737Guv/56W5tf/epX1sKFCy3TNCdl3d3dVllZmWUYhhWNRimJQyQSsUpKSqyf/exn5/sSLhnEJrmIaGlpsW1/8MEHaGtrmyx2BADLly9HPB7H8ePHMT4+jlwuh9bW1sn/h8NhLFy48IL1+VJAhlsXEaWlpbPdha8loiQXMYsWLUJvb6+tguzevXsRDAbR1NSEBQsWwOPxTNo0wOmUQYcPH56N7l60iJJcxNxzzz3o7+/Hxo0bcfDgQTz99NN44IEH0NnZCV3XEQwGsW7dOvz85z/HK6+8gvfeew/r16+Hruu2IZrwxYiSXMQ0Njbi73//O9544w0sWbIEd911F9avX4/77rtvss2f/vQntLW14Qc/+AHa29uxfPlyLFq0CH6/fxZ7fnEhHvevGYlEAo2NjfjjH/+I9evXz3Z3LgpkdusS5+2338bBgwfR2tqKiYkJbNmyBQCwevXqWe7ZxYMoydeAP/zhDzh06NBkTrPXXnsN1dXVs92tiwYZbgmCA2K4C4IDoiSC4IAoiSA4IEoiCA6IkgiCA6IkguCAKIkgOCBKIggOiJIIggP/CzJ4G+tiyb03AAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "plot_sample(X_train, y_train, 0)"
+      ],
+      "id": "c4ecb214"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 237
+        },
+        "id": "3108d521",
+        "outputId": "1c28ad23-43d4-438d-b386-6081d5d32089"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1500x200 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "plot_sample(X_train, y_train, 1)"
+      ],
+      "id": "3108d521"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "xDvoliggVhNP"
+      },
+      "outputs": [],
+      "source": [
+        "#Normalize the training and testing datau\n",
+        "X_train=X_train/255.0\n",
+        "X_test=X_test/255.0"
+      ],
+      "id": "xDvoliggVhNP"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "XnlQIkbmgV0q"
+      },
+      "source": [
+        "### Model Optimization Techniques\n",
+        "\n",
+        "> Overcome challenges"
+      ],
+      "id": "XnlQIkbmgV0q"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "MiC9VyJ2NspT"
+      },
+      "source": [
+        "Data Augmentation\n",
+        "\n",
+        "> Used ImageDataGenerator"
+      ],
+      "id": "MiC9VyJ2NspT"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "GqbyyB2wNsKj"
+      },
+      "outputs": [],
+      "source": [
+        "datagen = ImageDataGenerator(\n",
+        "    rotation_range=15,\n",
+        "    width_shift_range=0.1,\n",
+        "    height_shift_range=0.1,\n",
+        "    horizontal_flip=True,\n",
+        "    fill_mode='nearest'\n",
+        ")\n",
+        "datagen.fit(X_train)\n"
+      ],
+      "id": "GqbyyB2wNsKj"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "f7ce2b65"
+      },
+      "source": [
+        "### CNN Model Architecture\n",
+        "\n",
+        "> Activation functions: relu and softmax"
+      ],
+      "id": "f7ce2b65"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "zutPoIMKOQND"
+      },
+      "outputs": [],
+      "source": [
+        "cnn = models.Sequential([\n",
+        "    layers.Conv2D(filters=32, kernel_size=(3, 3), activation='relu', input_shape=(32, 32, 3)),\n",
+        "    layers.BatchNormalization(),\n",
+        "    layers.MaxPooling2D((2, 2)),\n",
+        "    layers.Dropout(0.25),\n",
+        "\n",
+        "    layers.Conv2D(filters=64, kernel_size=(3, 3), activation='relu'),\n",
+        "    layers.BatchNormalization(),\n",
+        "    layers.MaxPooling2D((2, 2)),\n",
+        "    layers.Dropout(0.25),\n",
+        "\n",
+        "    layers.Flatten(),\n",
+        "    layers.Dense(64, activation='relu'),\n",
+        "    layers.BatchNormalization(),\n",
+        "    layers.Dropout(0.5),\n",
+        "    layers.Dense(10, activation='softmax')\n",
+        "])\n"
+      ],
+      "id": "zutPoIMKOQND"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "K6e_iP-rU8U1"
+      },
+      "source": [
+        "Model Training\n",
+        "\n",
+        "- Learning rate scheduler.\n",
+        "- Adam optimizer and default parameters set.\n",
+        "- Early Stopping callback added to prevent overfitting and overtraining.\n",
+        "- Batch_size=32 and epochs=50."
+      ],
+      "id": "K6e_iP-rU8U1"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "1gcP9p9qOhEf",
+        "outputId": "37765770-8317-456d-871a-a74ac9ea2eda"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Epoch 1/50\n",
+            "1563/1563 [==============================] - 53s 24ms/step - loss: 1.7745 - accuracy: 0.3752 - val_loss: 1.6246 - val_accuracy: 0.4351\n",
+            "Epoch 2/50\n",
+            "1563/1563 [==============================] - 32s 21ms/step - loss: 1.4601 - accuracy: 0.4770 - val_loss: 1.1473 - val_accuracy: 0.6012\n",
+            "Epoch 3/50\n",
+            "1563/1563 [==============================] - 32s 20ms/step - loss: 1.3689 - accuracy: 0.5165 - val_loss: 1.0689 - val_accuracy: 0.6217\n",
+            "Epoch 4/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.2958 - accuracy: 0.5416 - val_loss: 1.1525 - val_accuracy: 0.5925\n",
+            "Epoch 5/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.2558 - accuracy: 0.5583 - val_loss: 1.2264 - val_accuracy: 0.5698\n",
+            "Epoch 6/50\n",
+            "1563/1563 [==============================] - 32s 21ms/step - loss: 1.2288 - accuracy: 0.5687 - val_loss: 1.0491 - val_accuracy: 0.6324\n",
+            "Epoch 7/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.1991 - accuracy: 0.5796 - val_loss: 1.0887 - val_accuracy: 0.6161\n",
+            "Epoch 8/50\n",
+            "1563/1563 [==============================] - 32s 21ms/step - loss: 1.1867 - accuracy: 0.5835 - val_loss: 1.0370 - val_accuracy: 0.6295\n",
+            "Epoch 9/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.1612 - accuracy: 0.5960 - val_loss: 0.9610 - val_accuracy: 0.6651\n",
+            "Epoch 10/50\n",
+            "1563/1563 [==============================] - 32s 20ms/step - loss: 1.1498 - accuracy: 0.5970 - val_loss: 0.9268 - val_accuracy: 0.6731\n",
+            "Epoch 11/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.1296 - accuracy: 0.6075 - val_loss: 0.9910 - val_accuracy: 0.6466\n",
+            "Epoch 12/50\n",
+            "1563/1563 [==============================] - 34s 22ms/step - loss: 1.1144 - accuracy: 0.6119 - val_loss: 0.8671 - val_accuracy: 0.6989\n",
+            "Epoch 13/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.1130 - accuracy: 0.6120 - val_loss: 0.9002 - val_accuracy: 0.6849\n",
+            "Epoch 14/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.1056 - accuracy: 0.6159 - val_loss: 0.9840 - val_accuracy: 0.6637\n",
+            "Epoch 15/50\n",
+            "1563/1563 [==============================] - 31s 20ms/step - loss: 1.0931 - accuracy: 0.6205 - val_loss: 0.8271 - val_accuracy: 0.7119\n",
+            "Epoch 16/50\n",
+            "1563/1563 [==============================] - 32s 21ms/step - loss: 1.0829 - accuracy: 0.6254 - val_loss: 0.8911 - val_accuracy: 0.6877\n",
+            "Epoch 17/50\n",
+            "1563/1563 [==============================] - 32s 20ms/step - loss: 1.0773 - accuracy: 0.6243 - val_loss: 0.9591 - val_accuracy: 0.6623\n",
+            "Epoch 18/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.0673 - accuracy: 0.6306 - val_loss: 1.0580 - val_accuracy: 0.6230\n",
+            "Epoch 19/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.0663 - accuracy: 0.6276 - val_loss: 0.7927 - val_accuracy: 0.7228\n",
+            "Epoch 20/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.0622 - accuracy: 0.6325 - val_loss: 0.9302 - val_accuracy: 0.6720\n",
+            "Epoch 21/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.0565 - accuracy: 0.6351 - val_loss: 0.8139 - val_accuracy: 0.7176\n",
+            "Epoch 22/50\n",
+            "1563/1563 [==============================] - 33s 21ms/step - loss: 1.0513 - accuracy: 0.6358 - val_loss: 1.1195 - val_accuracy: 0.6001\n",
+            "Epoch 23/50\n",
+            "1563/1563 [==============================] - 32s 21ms/step - loss: 1.0393 - accuracy: 0.6403 - val_loss: 0.8455 - val_accuracy: 0.7036\n",
+            "Epoch 24/50\n",
+            "1563/1563 [==============================] - 32s 21ms/step - loss: 1.0314 - accuracy: 0.6437 - val_loss: 0.8245 - val_accuracy: 0.7114\n"
+          ]
+        }
+      ],
+      "source": [
+        "lr_schedule = tf.keras.optimizers.schedules.ExponentialDecay(initial_learning_rate=0.001, decay_steps=10000, decay_rate=0.9)\n",
+        "optimizer = tf.keras.optimizers.Adam(learning_rate=lr_schedule)\n",
+        "cnn.compile(optimizer=optimizer, loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n",
+        "\n",
+        "#Early Stopping\n",
+        "early_stopping = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n",
+        "\n",
+        "#Train the model\n",
+        "history = cnn.fit(datagen.flow(X_train, y_train, batch_size=32), epochs=50, validation_data=(X_test, y_test), callbacks=[early_stopping])"
+      ],
+      "id": "1gcP9p9qOhEf"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "9P6rNrzZfxfT"
+      },
+      "source": [
+        "### Model Evaluation & Prediction\n",
+        "\n",
+        "- Testing accuracy of the model is around 72.28%.\n",
+        "- Analyis using classification report, confusion matrix, and heatmap."
+      ],
+      "id": "9P6rNrzZfxfT"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "nYeG7x9KOGHV",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "227a3be8-50a8-4bdc-a2ae-b261f16790e4"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "313/313 [==============================] - 1s 3ms/step - loss: 0.7927 - accuracy: 0.7228\n",
+            "Test accuracy: 0.7228000164031982\n"
+          ]
+        }
+      ],
+      "source": [
+        "#Evaluate the model\n",
+        "test_loss, test_acc = cnn.evaluate(X_test, y_test)\n",
+        "print(\"Test accuracy:\", test_acc)"
+      ],
+      "id": "nYeG7x9KOGHV"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "FVizq09Yx7hJ",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "4443f6e2-c33c-49e9-f8d0-7e6f4f2538c7"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "313/313 [==============================] - 1s 2ms/step\n"
+          ]
+        }
+      ],
+      "source": [
+        "y_pred=cnn.predict(X_test)"
+      ],
+      "id": "FVizq09Yx7hJ"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "HTX2VADLyC36",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "48140876-9ca4-4f6d-a9a8-fe36fb139750"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([[5.0022043e-03, 5.4781637e-03, 1.6864344e-02, 5.0781703e-01,\n",
+              "        1.0014764e-02, 1.3573861e-01, 2.0387502e-01, 2.4463211e-03,\n",
+              "        9.8759547e-02, 1.4003965e-02],\n",
+              "       [5.4820575e-02, 9.3579672e-02, 1.2085378e-04, 2.1382126e-05,\n",
+              "        8.6796581e-06, 2.0949578e-06, 7.9426318e-06, 2.7074416e-06,\n",
+              "        8.4709859e-01, 4.3375166e-03],\n",
+              "       [1.0147398e-01, 2.8714782e-01, 6.0252063e-03, 7.2996700e-03,\n",
+              "        1.2285167e-03, 1.2239256e-03, 4.2018257e-03, 3.4297246e-03,\n",
+              "        5.6293982e-01, 2.5029510e-02],\n",
+              "       [7.4879164e-01, 4.9998052e-03, 1.1273802e-02, 7.2739524e-04,\n",
+              "        2.6478523e-03, 9.2926100e-05, 4.0127066e-04, 2.4120443e-04,\n",
+              "        2.2979328e-01, 1.0307719e-03],\n",
+              "       [3.9619059e-05, 3.2394190e-04, 1.4022734e-02, 1.8429082e-02,\n",
+              "        4.1771051e-02, 2.0811600e-03, 9.2295676e-01, 1.0847803e-04,\n",
+              "        1.9291109e-04, 7.4272983e-05],\n",
+              "       [3.2829645e-05, 6.1320396e-05, 1.4322925e-03, 1.7541302e-02,\n",
+              "        4.0286169e-03, 4.8392154e-03, 9.7167104e-01, 2.4351280e-04,\n",
+              "        3.5675006e-05, 1.1421523e-04],\n",
+              "       [3.6529026e-03, 8.9871204e-01, 2.0711261e-03, 7.1181417e-03,\n",
+              "        1.9514917e-04, 9.9271657e-03, 2.3245284e-02, 1.2372267e-03,\n",
+              "        4.6043325e-04, 5.3380542e-02],\n",
+              "       [1.7182326e-02, 2.9454098e-04, 1.7880175e-01, 2.7838515e-02,\n",
+              "        3.9397493e-02, 5.5561578e-03, 7.2470629e-01, 3.5156007e-03,\n",
+              "        1.8725675e-03, 8.3468005e-04],\n",
+              "       [2.1251463e-03, 3.6942048e-04, 4.9160179e-02, 5.7161063e-01,\n",
+              "        4.5687143e-02, 2.8627437e-01, 1.3733463e-02, 3.0246023e-02,\n",
+              "        5.6203129e-04, 2.3157007e-04],\n",
+              "       [2.0877082e-02, 8.0215788e-01, 1.1457778e-03, 1.1892340e-03,\n",
+              "        1.2682767e-03, 4.7894669e-04, 3.4517972e-03, 8.5580349e-04,\n",
+              "        3.9728349e-03, 1.6460231e-01]], dtype=float32)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 34
+        }
+      ],
+      "source": [
+        "y_pred[:10]"
+      ],
+      "id": "HTX2VADLyC36"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "PMDG-Ii5zaHy",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "dd3c22ec-a167-4096-a756-c169b460feb7"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([3, 8, 8, 0, 6, 6, 1, 6, 3, 1, 0, 9, 5, 7, 9, 8, 5, 7, 8, 6],\n",
+              "      dtype=uint8)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 35
+        }
+      ],
+      "source": [
+        "y_test[:20]"
+      ],
+      "id": "PMDG-Ii5zaHy"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "RmIKEe81yHHT",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "827e6ca3-7a83-42bf-fbcf-626d5edc21dd"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "[3, 8, 8, 0, 6, 6, 1, 6, 3, 1, 0, 9, 5, 7, 9, 8, 5, 7, 8, 6]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 36
+        }
+      ],
+      "source": [
+        "y_pred_classes = [np.argmax(element) for element in y_pred]\n",
+        "y_pred_classes[:20]"
+      ],
+      "id": "RmIKEe81yHHT"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "htH3o7JHyTD4",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 237
+        },
+        "outputId": "1cd6b397-a2d9-4f9d-b884-affda3e4d3b1"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1500x200 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "plot_sample(X_test,y_test,4)"
+      ],
+      "id": "htH3o7JHyTD4"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "8y5gPiioze39",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 35
+        },
+        "outputId": "75e40303-4621-4221-b510-bf5e383cd35e"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "'frog'"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "string"
+            }
+          },
+          "metadata": {},
+          "execution_count": 38
+        }
+      ],
+      "source": [
+        "classes[y_pred_classes[4]]"
+      ],
+      "id": "8y5gPiioze39"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "zttq6bn9yfav",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "e12a70a4-c7cf-4f99-af9a-1c2d0b56c11c"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Classification Report: \n",
+            "               precision    recall  f1-score   support\n",
+            "\n",
+            "           0       0.72      0.76      0.74      1000\n",
+            "           1       0.84      0.86      0.85      1000\n",
+            "           2       0.62      0.58      0.60      1000\n",
+            "           3       0.60      0.44      0.51      1000\n",
+            "           4       0.75      0.58      0.65      1000\n",
+            "           5       0.65      0.64      0.65      1000\n",
+            "           6       0.67      0.90      0.77      1000\n",
+            "           7       0.74      0.81      0.77      1000\n",
+            "           8       0.82      0.82      0.82      1000\n",
+            "           9       0.79      0.84      0.82      1000\n",
+            "\n",
+            "    accuracy                           0.72     10000\n",
+            "   macro avg       0.72      0.72      0.72     10000\n",
+            "weighted avg       0.72      0.72      0.72     10000\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "from sklearn.metrics import confusion_matrix , classification_report\n",
+        "import numpy as np\n",
+        "\n",
+        "print(\"Classification Report: \\n\", classification_report(y_test, y_pred_classes))"
+      ],
+      "id": "zttq6bn9yfav"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "xlXL4Bdk5D4K",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "0f1faf9d-2022-41c7-ca22-e61b6c504501"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Confusion Matrix: \n",
+            " [[756  24  45  12   8   3   5  14  84  49]\n",
+            " [ 14 858   2   2   1   5  12   7  21  78]\n",
+            " [101   3 579  31  49  62 111  38  11  15]\n",
+            " [ 28   9  80 444  49 184 120  49  18  19]\n",
+            " [ 29   2  92  39 581  19 128  97  11   2]\n",
+            " [ 16   1  52 143  38 638  44  58   2   8]\n",
+            " [  6   1  34  24  12   7 902   7   3   4]\n",
+            " [ 15   3  36  25  32  51  16 806   3  13]\n",
+            " [ 58  48  13  10   2   5   6   5 822  31]\n",
+            " [ 20  69   5   6   5   4  12  11  26 842]]\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(\"Confusion Matrix: \\n\", confusion_matrix(y_test, y_pred_classes))"
+      ],
+      "id": "xlXL4Bdk5D4K"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "KVXHxbum-ZPB"
+      },
+      "outputs": [],
+      "source": [
+        "matrix=confusion_matrix(y_test, y_pred_classes)"
+      ],
+      "id": "KVXHxbum-ZPB"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "R-4BG8S6-XKW",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 448
+        },
+        "outputId": "f9b4e7f9-dd30-4b73-a9dd-3b5ecc5ed408"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 42
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "sns.heatmap(matrix, annot=True)"
+      ],
+      "id": "R-4BG8S6-XKW"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "WY3NCtzS_oVl"
+      },
+      "source": [
+        "### Save Model"
+      ],
+      "id": "WY3NCtzS_oVl"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "HQsTVwas_rLG"
+      },
+      "outputs": [],
+      "source": [
+        "import pickle\n",
+        "with open(\"Model_Prediction.sav\", \"wb\") as f:\n",
+        "    pickle.dump(history,f)"
+      ],
+      "id": "HQsTVwas_rLG"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Conclusion\n",
+        "\n",
+        "- The project successfully develops an image classification model using Convolutional Neural Networks (CNNs), utilizing the CIFAR-10 dataset. Through effective data preprocessing, augmentation, and model optimization, the model achieved a test accuracy of approximately 72.28%.\n",
+        "- This demonstrates CNN's capability to classify images across multiple categories, highlighting its potential in image recognition applications. The saved model enables practical implementation, predicting the class of new input images with reasonable accuracy, showcasing CNN’s applicability in real-world image processing tasks."
+      ],
+      "metadata": {
+        "id": "nEp88K5Z3xdR"
+      },
+      "id": "nEp88K5Z3xdR"
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Future Scope\n",
+        "\n",
+        "\n",
+        "1. Experiment with tuning hyperparameters (e.g., learning rate, batch size) to improve model accuracy on the CIFAR-10 dataset.\n",
+        "2. Implement additional augmentation techniques to increase model robustness.\n",
+        "3. Conduct further testing with different datasets to evaluate model consistency and versatility.\n",
+        "4. Deploy the model as a web or mobile application for real-time image classification."
+      ],
+      "metadata": {
+        "id": "Lm8BxyCo5fRf"
+      },
+      "id": "Lm8BxyCo5fRf"
+    }
+  ],
+  "metadata": {
+    "accelerator": "GPU",
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.9.12"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 5
+}
\ No newline at end of file
diff --git a/Neural Networks/Image Classification Using CNN (CIFAR-10)/Model_Prediction.sav b/Neural Networks/Image Classification Using CNN (CIFAR-10)/Model_Prediction.sav
new file mode 100644
index 00000000..80847196
Binary files /dev/null and b/Neural Networks/Image Classification Using CNN (CIFAR-10)/Model_Prediction.sav differ
diff --git a/Neural Networks/Image Classification Using CNN (CIFAR-10)/README.md b/Neural Networks/Image Classification Using CNN (CIFAR-10)/README.md
new file mode 100644
index 00000000..9b2e052e
--- /dev/null
+++ b/Neural Networks/Image Classification Using CNN (CIFAR-10)/README.md	
@@ -0,0 +1,20 @@
+# Image Classification Using Convolution Neural Networks 
+
+<img width="659" alt="1" src="https://github.com/sanyadureja/-Image-Classification-using-Convolution-Neural-Networks-CNNs-/assets/84080312/a48be9bf-2e29-41e8-8597-394735df1092">
+
+<img width="658" alt="2" src="https://github.com/sanyadureja/-Image-Classification-using-Convolution-Neural-Networks-CNNs-/assets/84080312/7ca3f7a0-7768-4440-b219-17eee1bfd8a2">
+
+<img width="658" alt="3" src="https://github.com/sanyadureja/-Image-Classification-using-Convolution-Neural-Networks-CNNs-/assets/84080312/a387b507-69f3-46a8-b6c1-08d063c0e9b0">
+
+## Project Structure
+- `Image_Classification_Using_CNN_(CIFAR_10).ipynb`- Contains the .ipynb file (Jupyter notebook).
+- `Model_Prediction.sav` - Contains model saved using Pickle which can be deployed in production environments where it will serve predictions based on incoming data. The Pickle format makes it easy to integrate with various frameworks, such as Flask, Django, or FastAPI.
+    
+## How to Run
+1. Clone the repository.
+2. Run the `.ipynb` notebook.
+3. The Model_Prediction.sav will be saved.
+
+
+
+
diff --git a/Prediction Models/Avocado_Prediction/Readme.md b/Prediction Models/Avocado_Prediction/Readme.md
new file mode 100644
index 00000000..aeb895ab
--- /dev/null
+++ b/Prediction Models/Avocado_Prediction/Readme.md	
@@ -0,0 +1,27 @@
+# Avocado Price Prediction with Machine Learning Models
+
+This project predicts the average price of avocados across different regions in the United States using various machine learning models, including a Keras-based Artificial Neural Network (ANN). Data preprocessing and exploratory data analysis (EDA) are employed to uncover trends and improve model performance.
+
+## Project Structure
+
+- **Data Preprocessing**: Data loading, cleaning, and encoding of categorical variables.
+- **Exploratory Data Analysis (EDA)**: Visualization of trends and outliers using seaborn and matplotlib.
+- **Model Training**: Implementation of multiple models (KNN, SVC, Decision Tree, ANN).
+- **Evaluation**: Comparing model performance and tuning hyperparameters for optimal results.
+
+## Models Used
+
+1. **K-Nearest Neighbors (KNN)**
+2. **Support Vector Classifier (SVC)**
+3. **Decision Tree Classifier**
+4. **Artificial Neural Network (ANN)** - Developed using Keras for deep learning.
+
+## Dependencies
+
+- Python 3.x
+- Pandas
+- Numpy
+- Matplotlib
+- Seaborn
+- Scikit-learn
+- Keras (TensorFlow backend)
diff --git a/Prediction Models/Avocado_Prediction/avocados-predictions-with-ml-models-keras-ann.ipynb b/Prediction Models/Avocado_Prediction/avocados-predictions-with-ml-models-keras-ann.ipynb
new file mode 100644
index 00000000..847a2097
--- /dev/null
+++ b/Prediction Models/Avocado_Prediction/avocados-predictions-with-ml-models-keras-ann.ipynb	
@@ -0,0 +1,495 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "efe0b12370ca94ef019529d8ac33245eb4e33268"
+   },
+   "source": [
+    "# Avocados - ML models, keras ANN, seaborn plots\n",
+    "\n",
+    "## Import libraries and data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "568dd5809e3ad6f9016c29990cee58e4746a9e9f"
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "a19da1288c986c271f070a71cab4ac649ff0635e"
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('../input/avocado.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "d1398fd0c6d135c7232d09da854764155dd99ac5"
+   },
+   "outputs": [],
+   "source": [
+    "df.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "c886975f466e57e7cc75dd1e9bcf676344377ebc"
+   },
+   "outputs": [],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "3c62e2b6af1952e7eeaf03ad840cb9dfca4c2f24"
+   },
+   "outputs": [],
+   "source": [
+    "df = df.drop(['Unnamed: 0', 'Date'], axis = 1)\n",
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "33ea431e40204db7571425bdd40f355953af3fb0"
+   },
+   "source": [
+    "## Visualizations\n",
+    "Total volume is higly correlated with small bags and total bags which are correleted to each other too."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "a9d37f1b12393784273c51c507163775c6493347"
+   },
+   "outputs": [],
+   "source": [
+    "f, ax = plt.subplots(1, 1, figsize=(10,8))\n",
+    "corr = df.corr()\n",
+    "sns.heatmap(corr, cmap='coolwarm_r', annot_kws={'size':20}, ax=ax)\n",
+    "ax.set_title(\"Correlation Matrix\", fontsize=14)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "72e1e62e9af190d2adcfbfaed58577b98949b3ee"
+   },
+   "source": [
+    "Indeed, the smaller bags, the higher number of them  are taken"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "71e896657f3caf4fe140b171303792530711c83e"
+   },
+   "outputs": [],
+   "source": [
+    "sns.jointplot(x='Small Bags',y='Total Bags',data=df, color='red')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "e74fedebb3093aefeb6dfe2cdc7d88f24382c955"
+   },
+   "source": [
+    "Surprisingly or not, price doesn't change among the years'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "e55bd84df90a730f2cf1ee1441fdab2b22cc3fab"
+   },
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots(1, 1, figsize=(10,6))\n",
+    "sns.boxplot(x='year',y='AveragePrice',data=df,color='red')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "b17189bf293a8315fd14166455b07a63ad6ad0ab"
+   },
+   "source": [
+    "Average Price distribution shows that for most cases price of avocado is between 1.1, 1.4."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "1631adc3d84d3ccc1ce190385b6d5626e56d10b8"
+   },
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots(1, 1, figsize=(10,6))\n",
+    "price_val = df['AveragePrice'].values\n",
+    "sns.distplot(price_val, color='r')\n",
+    "ax.set_title('Distribution of Average Price', fontsize=14)\n",
+    "ax.set_xlim([min(price_val), max(price_val)])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "2f836a9b620a4311d15b95d742dc8621ada405bd"
+   },
+   "source": [
+    "##  Implementing machine learning models\n",
+    "### Data prepearing and encoding categorical variables\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "7aedabb02b7bcc24625eec8a2ab4a6a3748cd065"
+   },
+   "outputs": [],
+   "source": [
+    "X = df.drop(['AveragePrice'], axis = 1).values\n",
+    "y = df['AveragePrice'].values\n",
+    "\n",
+    "# Encoding categorical data\n",
+    "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n",
+    "labelencoder_X_1 = LabelEncoder()\n",
+    "X[:, 8] = labelencoder_X_1.fit_transform(X[:, 9])\n",
+    "labelencoder_X_2 = LabelEncoder()\n",
+    "X[:, 9] = labelencoder_X_2.fit_transform(X[:, 10])\n",
+    "labelencoder_X_3 = LabelEncoder()\n",
+    "X[:, 10] = labelencoder_X_3.fit_transform(X[:, 10])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "4b6e6afee016d6a02970288ed7d341118eb734a1"
+   },
+   "source": [
+    "### Standardize the variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "21a4c48ebaa1bcf235cefceb60b54db81a4d8c3b"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "scaler = StandardScaler()\n",
+    "scaler.fit(df.drop(['AveragePrice', 'type', 'year', 'region'],axis=1))\n",
+    "scaled_features = scaler.transform(df.drop(['AveragePrice', 'type', 'year', 'region'],axis=1))\n",
+    "df_feat = pd.DataFrame(scaled_features,columns=df.columns[1:9])\n",
+    "df_feat.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "3f248c5c96b04d122fa5020a6286edc312f2c6c0"
+   },
+   "source": [
+    "### Train test split, label encoding"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "515ae3eda5487ef217fcec0871a897e13d2439e6"
+   },
+   "outputs": [],
+   "source": [
+    "# Splitting the dataset into the Training set and Test set\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "1caf750ca19d0bc7f727783bce9cb36c64413bb2"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "sc = StandardScaler()\n",
+    "X_train = sc.fit_transform(X_train)\n",
+    "X_test = sc.transform(X_test)\n",
+    "\n",
+    "from sklearn import preprocessing\n",
+    "from sklearn import utils\n",
+    "lab_enc = preprocessing.LabelEncoder()\n",
+    "y_train = lab_enc.fit_transform(y_train)\n",
+    "y_test = lab_enc.fit_transform(y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "42f14fbac5a61dde12fba5a00692656254e91edf"
+   },
+   "source": [
+    "### ML models implementation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "b3cca51198ad9fcf84c44df0393680d82c8a8b0b"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.multiclass import OneVsRestClassifier\n",
+    "\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "logreg = LogisticRegression()\n",
+    "logreg = OneVsRestClassifier(logreg, n_jobs=1)\n",
+    "logreg.fit(X_train, y_train)\n",
+    "pred_logreg = logreg.predict(X_test)\n",
+    "\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "knn = KNeighborsClassifier(n_neighbors=1)\n",
+    "knn = OneVsRestClassifier(knn, n_jobs=1)\n",
+    "knn.fit(X_train,y_train)\n",
+    "pred_knn = knn.predict(X_test)\n",
+    "\n",
+    "from sklearn.svm import SVC\n",
+    "svc = SVC()\n",
+    "svc = OneVsRestClassifier(svc, n_jobs=1)\n",
+    "svc.fit(X_train, y_train)\n",
+    "pred_svc = svc.predict(X_test)\n",
+    "\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "decision_tree = DecisionTreeClassifier()\n",
+    "decision_tree = OneVsRestClassifier(decision_tree, n_jobs=1)\n",
+    "decision_tree.fit(X_train, y_train)\n",
+    "pred_tree = decision_tree.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "d2ba3b59d26f1808ede9ff071ec653ce42a788da"
+   },
+   "source": [
+    "### Confusion matrixes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "7e98eb63eb0a9f3ae8113fbf78f78569b19d5f13"
+   },
+   "outputs": [],
+   "source": [
+    "sns.jointplot(x=y_test, y=pred_logreg, color= 'g')\n",
+    "sns.jointplot(x=y_test, y=pred_knn, color= 'g')\n",
+    "sns.jointplot(x=y_test, y=pred_svc, color= 'g')\n",
+    "sns.jointplot(x=y_test, y=pred_tree, color= 'g')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "da4eb664607366628af18c5aa8a322e14ebdeb80"
+   },
+   "source": [
+    "As we see, KNN method works the best here, logistic regression and decision tree completely do not work. We could tune k value.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "fff2594547dcda7865bcb21b7d1bee36991e42c7"
+   },
+   "outputs": [],
+   "source": [
+    "error_rate = []\n",
+    "for i in range(1,40):\n",
+    "    knn = KNeighborsClassifier(n_neighbors=i)\n",
+    "    knn.fit(X_train,y_train)\n",
+    "    pred_i = knn.predict(X_test)\n",
+    "    error_rate.append(np.mean(pred_i != y_test))\n",
+    "    \n",
+    "plt.figure(figsize=(10,6))\n",
+    "plt.plot(range(1,40),error_rate,color='blue', linestyle='dashed', marker='o',\n",
+    "         markerfacecolor='red', markersize=10)\n",
+    "plt.title('Error Rate vs. K Value')\n",
+    "plt.xlabel('K')\n",
+    "plt.ylabel('Error Rate')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "51ea648c62e91cbf0006be2a69b8a217c322a7fb"
+   },
+   "source": [
+    "We choose k = 3."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "d195b65479b3a7214233a237cc12e301b27a2750"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "knn = KNeighborsClassifier(n_neighbors=3)\n",
+    "knn = OneVsRestClassifier(knn, n_jobs=1)\n",
+    "knn.fit(X_train,y_train)\n",
+    "pred_knn = knn.predict(X_test)\n",
+    "sns.jointplot(x=y_test, y=pred_knn, color= 'g')\n",
+    "plt.plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "337160d7370a00f83781c612c0be110d68fc3225"
+   },
+   "source": [
+    "## Keras neural network will appear soon. Stay tuned :)\n",
+    "And it is. Here i present the best model for that moment. If you have any advices, please let me know :). For now it is not working the best, as SVC model. I tried a model with a few number of units, various batch size, drop out or without and chose the best one. Maybe different number of hidden layers would help."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "0ac541abe93be66c41de6173196b9a7e3fe2cc20"
+   },
+   "outputs": [],
+   "source": [
+    "print(X_train.shape[1])\n",
+    "print(X_train.shape[0])\n",
+    "print(len(np.unique(y_train)))\n",
+    "print((len(np.unique(y_train)) + X_train.shape[0]) /2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "6a9cdb6b568993bf73f7ccf15a286ca5e77e6a83"
+   },
+   "outputs": [],
+   "source": [
+    "from keras.models import Sequential\n",
+    "from keras.layers import Dense, Dropout, Activation\n",
+    "from keras.callbacks import EarlyStopping, ModelCheckpoint\n",
+    "from keras.utils import np_utils\n",
+    "from numpy import argmax\n",
+    "\n",
+    "BATCH_SIZE = 1000\n",
+    "EPOCHS = 30\n",
+    "VALIDATION_SPLIT = 0.1\n",
+    "file_path=\"weights_base3.best.hdf5\"\n",
+    "checkpoint = ModelCheckpoint(file_path, monitor='val_loss', save_best_only=True, mode='min')\n",
+    "early = EarlyStopping(monitor=\"val_acc\", mode=\"max\", patience=5)\n",
+    "callbacks_list = [checkpoint, early]\n",
+    "\n",
+    "def get_model():\n",
+    "    model = Sequential()\n",
+    "    model.add(Dense(7428, input_dim=X_train.shape[1]))\n",
+    "    model.add(Activation('relu'))\n",
+    "    model.add(Dropout(0.2))\n",
+    "    model.add(Dense(7428))\n",
+    "    model.add(Activation('relu'))\n",
+    "    model.add(Dropout(0.2))\n",
+    "    model.add(Dense(256, activation='softmax'))\n",
+    "    model.compile(loss='categorical_crossentropy', \n",
+    "                  optimizer='adam', \n",
+    "                  metrics=['accuracy']\n",
+    "                 )\n",
+    "    model.summary()\n",
+    "    return model\n",
+    "model_nn = get_model()\n",
+    "model_nn.fit(X_train, np_utils.to_categorical(y_train),\n",
+    "                  batch_size=BATCH_SIZE, \n",
+    "                  epochs=EPOCHS,\n",
+    "                  callbacks=callbacks_list,\n",
+    "                  validation_split=VALIDATION_SPLIT\n",
+    "             )\n",
+    "model_nn.load_weights(file_path)\n",
+    "pred_ann = argmax(model_nn.predict(X_test), axis = 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "625baae85721a26529eded0c15b8ee63ac66c0e9"
+   },
+   "outputs": [],
+   "source": [
+    "sns.jointplot(x=y_test, y=pred_ann, color= 'g')\n",
+    "plt.plot()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Prediction Models/Chronic_Kidney_Disease_prediction/Readme.md b/Prediction Models/Chronic_Kidney_Disease_prediction/Readme.md
new file mode 100644
index 00000000..0347fdf6
--- /dev/null
+++ b/Prediction Models/Chronic_Kidney_Disease_prediction/Readme.md	
@@ -0,0 +1,34 @@
+# Chronic Kidney Disease Prediction Model
+
+## Project Description
+
+This project aims to predict chronic kidney disease (CKD) using advanced machine learning models. Leveraging a dataset that includes patient health metrics, the project implements various algorithms to achieve accurate classification of CKD. The primary objective is to create a robust model that can assist in early detection, contributing to better patient outcomes and proactive management of the disease.
+
+### Key Features:
+- **Data Preprocessing**: Cleaning, normalization, and transformation of the dataset to prepare for effective training.
+- **Model Implementation**: Application of various machine learning models such as Logistic Regression, Decision Trees, Random Forests, and Support Vector Machines (SVM).
+- **Evaluation Metrics**: Comprehensive evaluation using metrics like accuracy, precision, recall, and F1-score.
+- **High Accuracy**: The project achieves up to 98% accuracy, showcasing the effectiveness of the chosen methodologies.
+
+### Technologies Used:
+- **Python**: Primary programming language for coding and data analysis.
+- **Pandas & NumPy**: For data manipulation and analysis.
+- **Scikit-learn**: For implementing machine learning models and evaluation metrics.
+- **Matplotlib & Seaborn**: For data visualization to aid in understanding the dataset and model results.
+
+## Problem Statement
+
+Chronic kidney disease (CKD) is a global health challenge with significant morbidity and mortality. Early diagnosis is crucial for effective treatment and slowing disease progression. However, manual analysis of patient health metrics can be time-consuming and prone to human error. This project addresses the need for an automated, accurate, and efficient system to predict CKD from patient data. By employing machine learning techniques, the system helps:
+- **Streamline Diagnosis**: Providing faster, data-driven insights for healthcare professionals.
+- **Improve Accuracy**: Reducing the variability and potential inaccuracies in manual assessments.
+- **Assist in Preventative Care**: Enabling early intervention strategies to mitigate disease impact.
+
+## Project Structure
+
+- `data/`: Contains the dataset used for training and testing.
+- `notebooks/`: Jupyter notebooks for data exploration and model development.
+- `src/`: Python scripts for data processing, model training, and evaluation.
+- `results/`: Includes reports, plots, and saved models.
+- `README.md`: This documentation.
+
+
diff --git a/Prediction Models/Chronic_Kidney_Disease_prediction/chronic-kidney-disease-prediction-98-accuracy.ipynb b/Prediction Models/Chronic_Kidney_Disease_prediction/chronic-kidney-disease-prediction-98-accuracy.ipynb
new file mode 100644
index 00000000..dbe0fdcf
--- /dev/null
+++ b/Prediction Models/Chronic_Kidney_Disease_prediction/chronic-kidney-disease-prediction-98-accuracy.ipynb	
@@ -0,0 +1,2209 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "614aa99b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.073943,
+     "end_time": "2021-08-03T10:26:45.709931",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:45.635988",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<p style = \"font-size : 50px; color : #532e1c ; font-family : 'Comic Sans MS'; text-align : center; background-color : #bedcfa; border-radius: 5px 5px;\"><strong>Chronic Kidney Disease Prediction</strong></p>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d4835a5e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.071935,
+     "end_time": "2021-08-03T10:26:45.851968",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:45.780033",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<img style=\"margin-left: 10%; float: center;  border:5px solid #ffb037; width:80%; height : 80%;\" src = https://medicaldialogues.in/h-upload/2020/12/30/145030-chronic-kidney-disease.jpg> "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "641a7e99",
+   "metadata": {
+    "papermill": {
+     "duration": 0.069571,
+     "end_time": "2021-08-03T10:26:45.993857",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:45.924286",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '0'></a>\n",
+    "<p style = \"font-size : 35px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #f9b208; border-radius: 5px 5px;\"><strong>Table of Contents</strong></p> \n",
+    "\n",
+    "* [EDA](#2.0)\n",
+    "* [Data Pre Processing](#3.0)\n",
+    "* [Feature Encoding](#4.0)\n",
+    "* [Model Building](#5.0)\n",
+    "    * [Knn](#5.1)\n",
+    "    * [Decision Tree Classifier](#5.2)\n",
+    "    * [Random Forest Classifier](#5.3)\n",
+    "    * [Ada Boost Classifier](#5.4)\n",
+    "    * [Gradient Boosting Classifier](#5.5)\n",
+    "    * [Stochastic Gradient Boosting (SGB)](#5.6)\n",
+    "    * [XgBoost](#5.7)\n",
+    "    * [Cat Boost Classifier](#5.8)\n",
+    "    * [Extra Trees Classifier](#5.9)\n",
+    "    * [LGBM Classifier](#5.10)\n",
+    "\n",
+    "* [Models Comparison](#6.0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "89764c70",
+   "metadata": {
+    "papermill": {
+     "duration": 2.342669,
+     "end_time": "2021-08-03T10:26:48.406881",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:46.064212",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# necessary imports \n",
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import plotly.express as px\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')\n",
+    "\n",
+    "plt.style.use('fivethirtyeight')\n",
+    "%matplotlib inline\n",
+    "pd.set_option('display.max_columns', 26)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f101956a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.134709,
+     "end_time": "2021-08-03T10:26:48.611821",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:48.477112",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# loading data\n",
+    "\n",
+    "df= pd.read_csv('../input/ckdisease/kidney_disease.csv')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c7a54143",
+   "metadata": {
+    "papermill": {
+     "duration": 0.078791,
+     "end_time": "2021-08-03T10:26:48.762575",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:48.683784",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a2142b9e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.081484,
+     "end_time": "2021-08-03T10:26:48.915444",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:48.833960",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# dropping id column\n",
+    "df.drop('id', axis = 1, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "07a84f5d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.081719,
+     "end_time": "2021-08-03T10:26:49.068594",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:48.986875",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# rename column names to make it more user-friendly\n",
+    "\n",
+    "df.columns = ['age', 'blood_pressure', 'specific_gravity', 'albumin', 'sugar', 'red_blood_cells', 'pus_cell',\n",
+    "              'pus_cell_clumps', 'bacteria', 'blood_glucose_random', 'blood_urea', 'serum_creatinine', 'sodium',\n",
+    "              'potassium', 'haemoglobin', 'packed_cell_volume', 'white_blood_cell_count', 'red_blood_cell_count',\n",
+    "              'hypertension', 'diabetes_mellitus', 'coronary_artery_disease', 'appetite', 'peda_edema',\n",
+    "              'aanemia', 'class']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "68d8ee8b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.10622,
+     "end_time": "2021-08-03T10:26:49.245870",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:49.139650",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "82fca848",
+   "metadata": {
+    "papermill": {
+     "duration": 0.118516,
+     "end_time": "2021-08-03T10:26:49.435620",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:49.317104",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76413f53",
+   "metadata": {
+    "papermill": {
+     "duration": 0.094965,
+     "end_time": "2021-08-03T10:26:49.603561",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:49.508596",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "369d68b7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.072233,
+     "end_time": "2021-08-03T10:26:49.748407",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:49.676174",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<p style = \"font-size : 20px; color : #34656d ; font-family : 'Comic Sans MS'; \"><strong>As we can see that 'packed_cell_volume', 'white_blood_cell_count' and 'red_blood_cell_count'  are object type. We need to change them to numerical dtype.</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8f28e32f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.083074,
+     "end_time": "2021-08-03T10:26:49.904522",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:49.821448",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# converting necessary columns to numerical type\n",
+    "\n",
+    "df['packed_cell_volume'] = pd.to_numeric(df['packed_cell_volume'], errors='coerce')\n",
+    "df['white_blood_cell_count'] = pd.to_numeric(df['white_blood_cell_count'], errors='coerce')\n",
+    "df['red_blood_cell_count'] = pd.to_numeric(df['red_blood_cell_count'], errors='coerce')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "61b30220",
+   "metadata": {
+    "papermill": {
+     "duration": 0.092811,
+     "end_time": "2021-08-03T10:26:50.070111",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:49.977300",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c419242f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.081228,
+     "end_time": "2021-08-03T10:26:50.225955",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:50.144727",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Extracting categorical and numerical columns\n",
+    "\n",
+    "cat_cols = [col for col in df.columns if df[col].dtype == 'object']\n",
+    "num_cols = [col for col in df.columns if df[col].dtype != 'object']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f754b17f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.083961,
+     "end_time": "2021-08-03T10:26:50.382941",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:50.298980",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# looking at unique values in categorical columns\n",
+    "\n",
+    "for col in cat_cols:\n",
+    "    print(f\"{col} has {df[col].unique()} values\\n\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "74a090a0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.073034,
+     "end_time": "2021-08-03T10:26:50.529711",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:50.456677",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<p style = \"font-size : 20px; color : #34656d ; font-family : 'Comic Sans MS'; \"><strong>There is some ambugity present in the columns we have to remove that.</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9685ff4a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.084758,
+     "end_time": "2021-08-03T10:26:50.689885",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:50.605127",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# replace incorrect values\n",
+    "\n",
+    "df['diabetes_mellitus'].replace(to_replace = {'\\tno':'no','\\tyes':'yes',' yes':'yes'},inplace=True)\n",
+    "\n",
+    "df['coronary_artery_disease'] = df['coronary_artery_disease'].replace(to_replace = '\\tno', value='no')\n",
+    "\n",
+    "df['class'] = df['class'].replace(to_replace = {'ckd\\t': 'ckd', 'notckd': 'not ckd'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "223ae9c3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.085716,
+     "end_time": "2021-08-03T10:26:50.849530",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:50.763814",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df['class'] = df['class'].map({'ckd': 0, 'not ckd': 1})\n",
+    "df['class'] = pd.to_numeric(df['class'], errors='coerce')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "16e7f4b5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.084823,
+     "end_time": "2021-08-03T10:26:51.008781",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:50.923958",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "cols = ['diabetes_mellitus', 'coronary_artery_disease', 'class']\n",
+    "\n",
+    "for col in cols:\n",
+    "    print(f\"{col} has {df[col].unique()} values\\n\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8730f87e",
+   "metadata": {
+    "papermill": {
+     "duration": 3.614873,
+     "end_time": "2021-08-03T10:26:54.697367",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:51.082494",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# checking numerical features distribution\n",
+    "\n",
+    "plt.figure(figsize = (20, 15))\n",
+    "plotnumber = 1\n",
+    "\n",
+    "for column in num_cols:\n",
+    "    if plotnumber <= 14:\n",
+    "        ax = plt.subplot(3, 5, plotnumber)\n",
+    "        sns.distplot(df[column])\n",
+    "        plt.xlabel(column)\n",
+    "        \n",
+    "    plotnumber += 1\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6b09bcfe",
+   "metadata": {
+    "papermill": {
+     "duration": 0.08436,
+     "end_time": "2021-08-03T10:26:54.859924",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:54.775564",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<p style = \"font-size : 20px; color : #34656d ; font-family : 'Comic Sans MS'; \"><strong>Skewness is present in some of the columns.</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a2f52c8b",
+   "metadata": {
+    "papermill": {
+     "duration": 1.323488,
+     "end_time": "2021-08-03T10:26:56.263063",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:54.939575",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# looking at categorical columns\n",
+    "\n",
+    "plt.figure(figsize = (20, 15))\n",
+    "plotnumber = 1\n",
+    "\n",
+    "for column in cat_cols:\n",
+    "    if plotnumber <= 11:\n",
+    "        ax = plt.subplot(3, 4, plotnumber)\n",
+    "        sns.countplot(df[column], palette = 'rocket')\n",
+    "        plt.xlabel(column)\n",
+    "        \n",
+    "    plotnumber += 1\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "466544be",
+   "metadata": {
+    "papermill": {
+     "duration": 1.360798,
+     "end_time": "2021-08-03T10:26:57.704357",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:56.343559",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# heatmap of data\n",
+    "\n",
+    "plt.figure(figsize = (15, 8))\n",
+    "\n",
+    "sns.heatmap(df.corr(), annot = True, linewidths = 2, linecolor = 'lightgrey')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dc853a8e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.108845,
+     "end_time": "2021-08-03T10:26:57.898066",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:57.789221",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be705e54",
+   "metadata": {
+    "papermill": {
+     "duration": 0.086169,
+     "end_time": "2021-08-03T10:26:58.076327",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:57.990158",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '2.0'></a>\n",
+    "<p style = \"font-size : 40px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #f9b208; border-radius: 5px 5px;\"><strong>Exploratory Data Analysis (EDA)</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "967d82e4",
+   "metadata": {
+    "papermill": {
+     "duration": 0.094623,
+     "end_time": "2021-08-03T10:26:58.256821",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:58.162198",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# defining functions to create plot\n",
+    "\n",
+    "def violin(col):\n",
+    "    fig = px.violin(df, y=col, x=\"class\", color=\"class\", box=True, template = 'plotly_dark')\n",
+    "    return fig.show()\n",
+    "\n",
+    "def kde(col):\n",
+    "    grid = sns.FacetGrid(df, hue=\"class\", height = 6, aspect=2)\n",
+    "    grid.map(sns.kdeplot, col)\n",
+    "    grid.add_legend()\n",
+    "    \n",
+    "def scatter(col1, col2):\n",
+    "    fig = px.scatter(df, x=col1, y=col2, color=\"class\", template = 'plotly_dark')\n",
+    "    return fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec62d7f3",
+   "metadata": {
+    "papermill": {
+     "duration": 1.23421,
+     "end_time": "2021-08-03T10:26:59.576202",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:58.341992",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "violin('red_blood_cell_count')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d74513d0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.696727,
+     "end_time": "2021-08-03T10:27:00.359251",
+     "exception": false,
+     "start_time": "2021-08-03T10:26:59.662524",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "kde('red_blood_cell_count')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9d6e30bd",
+   "metadata": {
+    "papermill": {
+     "duration": 0.161446,
+     "end_time": "2021-08-03T10:27:00.610032",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:00.448586",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "violin('white_blood_cell_count')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "65a86825",
+   "metadata": {
+    "papermill": {
+     "duration": 0.499478,
+     "end_time": "2021-08-03T10:27:01.198653",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:00.699175",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "kde('white_blood_cell_count')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "08a6f9d4",
+   "metadata": {
+    "papermill": {
+     "duration": 0.16341,
+     "end_time": "2021-08-03T10:27:01.452634",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:01.289224",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "violin('packed_cell_volume')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7d102207",
+   "metadata": {
+    "papermill": {
+     "duration": 0.493359,
+     "end_time": "2021-08-03T10:27:02.037553",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:01.544194",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "kde('packed_cell_volume')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d389ceb",
+   "metadata": {
+    "papermill": {
+     "duration": 0.164039,
+     "end_time": "2021-08-03T10:27:02.294343",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:02.130304",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "violin('haemoglobin')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ce56153b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.496789,
+     "end_time": "2021-08-03T10:27:02.884896",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:02.388107",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "kde('haemoglobin')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1a3484ae",
+   "metadata": {
+    "papermill": {
+     "duration": 0.167185,
+     "end_time": "2021-08-03T10:27:03.145179",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:02.977994",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "violin('albumin')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0d2760cf",
+   "metadata": {
+    "papermill": {
+     "duration": 0.474798,
+     "end_time": "2021-08-03T10:27:03.714180",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:03.239382",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "kde('albumin')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "85c11e76",
+   "metadata": {
+    "papermill": {
+     "duration": 0.164613,
+     "end_time": "2021-08-03T10:27:03.974212",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:03.809599",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "violin('blood_glucose_random')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bfd77dfe",
+   "metadata": {
+    "papermill": {
+     "duration": 0.504677,
+     "end_time": "2021-08-03T10:27:04.576271",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:04.071594",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "kde('blood_glucose_random')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "349f1b89",
+   "metadata": {
+    "papermill": {
+     "duration": 0.175514,
+     "end_time": "2021-08-03T10:27:04.851924",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:04.676410",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "violin('sodium')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c1e25cf6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.499284,
+     "end_time": "2021-08-03T10:27:05.450739",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:04.951455",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "kde('sodium')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bf0b05d1",
+   "metadata": {
+    "papermill": {
+     "duration": 0.174906,
+     "end_time": "2021-08-03T10:27:05.728795",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:05.553889",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "violin('blood_urea')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "38bd2516",
+   "metadata": {
+    "papermill": {
+     "duration": 0.468025,
+     "end_time": "2021-08-03T10:27:06.299500",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:05.831475",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "kde('blood_urea')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "73c8dcdf",
+   "metadata": {
+    "papermill": {
+     "duration": 0.174498,
+     "end_time": "2021-08-03T10:27:06.579223",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:06.404725",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "violin('specific_gravity')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d503e187",
+   "metadata": {
+    "papermill": {
+     "duration": 0.49488,
+     "end_time": "2021-08-03T10:27:07.180112",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:06.685232",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "kde('specific_gravity')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b9f5423c",
+   "metadata": {
+    "papermill": {
+     "duration": 0.204755,
+     "end_time": "2021-08-03T10:27:07.490266",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:07.285511",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "scatter('haemoglobin', 'packed_cell_volume')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4f8fb5f8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.177467,
+     "end_time": "2021-08-03T10:27:07.775294",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:07.597827",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "scatter('red_blood_cell_count', 'packed_cell_volume')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5caf7bb6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.178486,
+     "end_time": "2021-08-03T10:27:08.063116",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:07.884630",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "scatter('red_blood_cell_count', 'albumin')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "15e1ad2c",
+   "metadata": {
+    "papermill": {
+     "duration": 0.181918,
+     "end_time": "2021-08-03T10:27:08.403504",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:08.221586",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "scatter('sugar', 'blood_glucose_random')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7ff21213",
+   "metadata": {
+    "papermill": {
+     "duration": 0.181601,
+     "end_time": "2021-08-03T10:27:08.695981",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:08.514380",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "scatter('packed_cell_volume','blood_urea')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0e59f133",
+   "metadata": {
+    "papermill": {
+     "duration": 0.216764,
+     "end_time": "2021-08-03T10:27:09.021491",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:08.804727",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "px.bar(df, x=\"specific_gravity\", y=\"packed_cell_volume\", color='class', barmode='group', template = 'plotly_dark', height = 400)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e3428ac1",
+   "metadata": {
+    "papermill": {
+     "duration": 0.1848,
+     "end_time": "2021-08-03T10:27:09.316691",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:09.131891",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "px.bar(df, x=\"specific_gravity\", y=\"albumin\", color='class', barmode='group', template = 'plotly_dark', height = 400)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d131cd7d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.184964,
+     "end_time": "2021-08-03T10:27:09.612069",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:09.427105",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "px.bar(df, x=\"blood_pressure\", y=\"packed_cell_volume\", color='class', barmode='group', template = 'plotly_dark', height = 400)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1274eabf",
+   "metadata": {
+    "papermill": {
+     "duration": 0.1828,
+     "end_time": "2021-08-03T10:27:09.906757",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:09.723957",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "px.bar(df, x=\"blood_pressure\", y=\"haemoglobin\", color='class', barmode='group', template = 'plotly_dark', height = 400)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f407857",
+   "metadata": {
+    "papermill": {
+     "duration": 0.113446,
+     "end_time": "2021-08-03T10:27:10.130433",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:10.016987",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '3.0'></a>\n",
+    "<p style = \"font-size : 40px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #f9b208; border-radius: 5px 5px;\"><strong>Data Pre Processing</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f80213d4",
+   "metadata": {
+    "papermill": {
+     "duration": 0.123788,
+     "end_time": "2021-08-03T10:27:10.366637",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:10.242849",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# checking for null values\n",
+    "\n",
+    "df.isna().sum().sort_values(ascending = False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ba098c4d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.126099,
+     "end_time": "2021-08-03T10:27:10.604839",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:10.478740",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df[num_cols].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "53fd363f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.124901,
+     "end_time": "2021-08-03T10:27:10.843945",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:10.719044",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df[cat_cols].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "60a279ff",
+   "metadata": {
+    "papermill": {
+     "duration": 0.121529,
+     "end_time": "2021-08-03T10:27:11.080479",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:10.958950",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# filling null values, we will use two methods, random sampling for higher null values and \n",
+    "# mean/mode sampling for lower null values\n",
+    "\n",
+    "def random_value_imputation(feature):\n",
+    "    random_sample = df[feature].dropna().sample(df[feature].isna().sum())\n",
+    "    random_sample.index = df[df[feature].isnull()].index\n",
+    "    df.loc[df[feature].isnull(), feature] = random_sample\n",
+    "    \n",
+    "def impute_mode(feature):\n",
+    "    mode = df[feature].mode()[0]\n",
+    "    df[feature] = df[feature].fillna(mode)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8977f691",
+   "metadata": {
+    "papermill": {
+     "duration": 0.14567,
+     "end_time": "2021-08-03T10:27:11.341199",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:11.195529",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# filling num_cols null values using random sampling method\n",
+    "\n",
+    "for col in num_cols:\n",
+    "    random_value_imputation(col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6494929f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.128198,
+     "end_time": "2021-08-03T10:27:11.583291",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:11.455093",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df[num_cols].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "075163c6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.13398,
+     "end_time": "2021-08-03T10:27:11.832599",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:11.698619",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# filling \"red_blood_cells\" and \"pus_cell\" using random sampling method and rest of cat_cols using mode imputation\n",
+    "\n",
+    "random_value_imputation('red_blood_cells')\n",
+    "random_value_imputation('pus_cell')\n",
+    "\n",
+    "for col in cat_cols:\n",
+    "    impute_mode(col)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6aba043e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.128218,
+     "end_time": "2021-08-03T10:27:12.074909",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:11.946691",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df[cat_cols].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60e0befb",
+   "metadata": {
+    "papermill": {
+     "duration": 0.114518,
+     "end_time": "2021-08-03T10:27:12.303641",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:12.189123",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<p style = \"font-size : 20px; color : #34656d ; font-family : 'Comic Sans MS'; \"><strong>All the missing values are handeled now, lets do ctaegorical features encding now</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b158cf98",
+   "metadata": {
+    "papermill": {
+     "duration": 0.113887,
+     "end_time": "2021-08-03T10:27:12.531784",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:12.417897",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '4.0'></a>\n",
+    "<p style = \"font-size : 35px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #f9b208; border-radius: 5px 5px;\"><strong>Feature Encoding</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fba81f1a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.130215,
+     "end_time": "2021-08-03T10:27:12.776345",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:12.646130",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for col in cat_cols:\n",
+    "    print(f\"{col} has {df[col].nunique()} categories\\n\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd9945c2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.116643,
+     "end_time": "2021-08-03T10:27:13.006895",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:12.890252",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<p style = \"font-size : 20px; color : #34656d ; font-family : 'Comic Sans MS'; \"><strong>As all of the categorical columns have 2 categories we can use label encoder</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5c8e2126",
+   "metadata": {
+    "papermill": {
+     "duration": 0.248224,
+     "end_time": "2021-08-03T10:27:13.372008",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:13.123784",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import LabelEncoder\n",
+    "\n",
+    "le = LabelEncoder()\n",
+    "\n",
+    "for col in cat_cols:\n",
+    "    df[col] = le.fit_transform(df[col])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5f3d91ef",
+   "metadata": {
+    "papermill": {
+     "duration": 0.14916,
+     "end_time": "2021-08-03T10:27:13.635946",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:13.486786",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d478f5a7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.117214,
+     "end_time": "2021-08-03T10:27:13.870718",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:13.753504",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.0'></a>\n",
+    "<p style = \"font-size : 45px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #f9b208; border-radius: 5px 5px;\"><strong>Model Building</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8a66e3e6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.127828,
+     "end_time": "2021-08-03T10:27:14.114725",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:13.986897",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "ind_col = [col for col in df.columns if col != 'class']\n",
+    "dep_col = 'class'\n",
+    "\n",
+    "X = df[ind_col]\n",
+    "y = df[dep_col]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5cdcd5f7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.174408,
+     "end_time": "2021-08-03T10:27:14.405112",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:14.230704",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# splitting data intp training and test set\n",
+    "\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.30, random_state = 0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "19a8ca3f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.115477,
+     "end_time": "2021-08-03T10:27:14.637105",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:14.521628",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.1'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>KNN</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8cab3352",
+   "metadata": {
+    "papermill": {
+     "duration": 0.318107,
+     "end_time": "2021-08-03T10:27:15.071807",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:14.753700",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
+    "\n",
+    "knn = KNeighborsClassifier()\n",
+    "knn.fit(X_train, y_train)\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of knn\n",
+    "\n",
+    "knn_acc = accuracy_score(y_test, knn.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of KNN is {accuracy_score(y_train, knn.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of KNN is {knn_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, knn.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, knn.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09deaf07",
+   "metadata": {
+    "papermill": {
+     "duration": 0.116247,
+     "end_time": "2021-08-03T10:27:15.306480",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:15.190233",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.2'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>Decision Tree Classifier</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c4263757",
+   "metadata": {
+    "papermill": {
+     "duration": 0.175633,
+     "end_time": "2021-08-03T10:27:15.597852",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:15.422219",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "\n",
+    "dtc = DecisionTreeClassifier()\n",
+    "dtc.fit(X_train, y_train)\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of decision tree\n",
+    "\n",
+    "dtc_acc = accuracy_score(y_test, dtc.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of Decision Tree Classifier is {accuracy_score(y_train, dtc.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of Decision Tree Classifier is {dtc_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, dtc.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, dtc.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "560d2cbe",
+   "metadata": {
+    "papermill": {
+     "duration": 17.017514,
+     "end_time": "2021-08-03T10:27:32.735752",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:15.718238",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# hyper parameter tuning of decision tree \n",
+    "\n",
+    "from sklearn.model_selection import GridSearchCV\n",
+    "grid_param = {\n",
+    "    'criterion' : ['gini', 'entropy'],\n",
+    "    'max_depth' : [3, 5, 7, 10],\n",
+    "    'splitter' : ['best', 'random'],\n",
+    "    'min_samples_leaf' : [1, 2, 3, 5, 7],\n",
+    "    'min_samples_split' : [1, 2, 3, 5, 7],\n",
+    "    'max_features' : ['auto', 'sqrt', 'log2']\n",
+    "}\n",
+    "\n",
+    "grid_search_dtc = GridSearchCV(dtc, grid_param, cv = 5, n_jobs = -1, verbose = 1)\n",
+    "grid_search_dtc.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2b909268",
+   "metadata": {
+    "papermill": {
+     "duration": 0.125459,
+     "end_time": "2021-08-03T10:27:32.978520",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:32.853061",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# best parameters and best score\n",
+    "\n",
+    "print(grid_search_dtc.best_params_)\n",
+    "print(grid_search_dtc.best_score_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "704ee48f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.1406,
+     "end_time": "2021-08-03T10:27:33.238633",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:33.098033",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# best estimator\n",
+    "\n",
+    "dtc = grid_search_dtc.best_estimator_\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of decision tree\n",
+    "\n",
+    "dtc_acc = accuracy_score(y_test, dtc.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of Decision Tree Classifier is {accuracy_score(y_train, dtc.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of Decision Tree Classifier is {dtc_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, dtc.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, dtc.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6cac43df",
+   "metadata": {
+    "papermill": {
+     "duration": 0.117918,
+     "end_time": "2021-08-03T10:27:33.473599",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:33.355681",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.3'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>Random Forest Classifier</strong></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8125ad61",
+   "metadata": {
+    "papermill": {
+     "duration": 0.471782,
+     "end_time": "2021-08-03T10:27:34.064632",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:33.592850",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "\n",
+    "rd_clf = RandomForestClassifier(criterion = 'entropy', max_depth = 11, max_features = 'auto', min_samples_leaf = 2, min_samples_split = 3, n_estimators = 130)\n",
+    "rd_clf.fit(X_train, y_train)\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of random forest\n",
+    "\n",
+    "rd_clf_acc = accuracy_score(y_test, rd_clf.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of Random Forest Classifier is {accuracy_score(y_train, rd_clf.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of Random Forest Classifier is {rd_clf_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, rd_clf.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, rd_clf.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ecb4a146",
+   "metadata": {
+    "papermill": {
+     "duration": 0.117503,
+     "end_time": "2021-08-03T10:27:34.299456",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:34.181953",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.4'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>Ada Boost Classifier</strong></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b78ff36b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.151699,
+     "end_time": "2021-08-03T10:27:34.568981",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:34.417282",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import AdaBoostClassifier\n",
+    "\n",
+    "ada = AdaBoostClassifier(base_estimator = dtc)\n",
+    "ada.fit(X_train, y_train)\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of ada boost\n",
+    "\n",
+    "ada_acc = accuracy_score(y_test, ada.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of Ada Boost Classifier is {accuracy_score(y_train, ada.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of Ada Boost Classifier is {ada_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, ada.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, ada.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39681949",
+   "metadata": {
+    "papermill": {
+     "duration": 0.116459,
+     "end_time": "2021-08-03T10:27:34.802069",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:34.685610",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.5'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>Gradient Boosting Classifier</strong></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a13b3203",
+   "metadata": {
+    "papermill": {
+     "duration": 0.273095,
+     "end_time": "2021-08-03T10:27:35.197368",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:34.924273",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import GradientBoostingClassifier\n",
+    "\n",
+    "gb = GradientBoostingClassifier()\n",
+    "gb.fit(X_train, y_train)\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of gradient boosting classifier\n",
+    "\n",
+    "gb_acc = accuracy_score(y_test, gb.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of Gradient Boosting Classifier is {accuracy_score(y_train, gb.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of Gradient Boosting Classifier is {gb_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, gb.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, gb.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "08ca4967",
+   "metadata": {
+    "papermill": {
+     "duration": 0.11849,
+     "end_time": "2021-08-03T10:27:35.434909",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:35.316419",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.6'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>Stochastic Gradient Boosting (SGB)</strong></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0270b3dc",
+   "metadata": {
+    "papermill": {
+     "duration": 0.450977,
+     "end_time": "2021-08-03T10:27:36.004903",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:35.553926",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "sgb = GradientBoostingClassifier(max_depth = 4, subsample = 0.90, max_features = 0.75, n_estimators = 200)\n",
+    "sgb.fit(X_train, y_train)\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of stochastic gradient boosting classifier\n",
+    "\n",
+    "sgb_acc = accuracy_score(y_test, sgb.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of Stochastic Gradient Boosting is {accuracy_score(y_train, sgb.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of Stochastic Gradient Boosting is {sgb_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, sgb.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, sgb.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bad3dd1b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.12016,
+     "end_time": "2021-08-03T10:27:36.244512",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:36.124352",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.7'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>XgBoost</strong></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e9240394",
+   "metadata": {
+    "papermill": {
+     "duration": 0.295935,
+     "end_time": "2021-08-03T10:27:36.659899",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:36.363964",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from xgboost import XGBClassifier\n",
+    "\n",
+    "xgb = XGBClassifier(objective = 'binary:logistic', learning_rate = 0.5, max_depth = 5, n_estimators = 150)\n",
+    "xgb.fit(X_train, y_train)\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of xgboost\n",
+    "\n",
+    "xgb_acc = accuracy_score(y_test, xgb.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of XgBoost is {accuracy_score(y_train, xgb.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of XgBoost is {xgb_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, xgb.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, xgb.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fb95f577",
+   "metadata": {
+    "papermill": {
+     "duration": 0.119363,
+     "end_time": "2021-08-03T10:27:36.901621",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:36.782258",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.8'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>Cat Boost Classifier</strong></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "18744595",
+   "metadata": {
+    "papermill": {
+     "duration": 0.502686,
+     "end_time": "2021-08-03T10:27:37.525643",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:37.022957",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from catboost import CatBoostClassifier\n",
+    "\n",
+    "cat = CatBoostClassifier(iterations=10)\n",
+    "cat.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a40d62d3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.145452,
+     "end_time": "2021-08-03T10:27:37.791916",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:37.646464",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# accuracy score, confusion matrix and classification report of cat boost\n",
+    "\n",
+    "cat_acc = accuracy_score(y_test, cat.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of Cat Boost Classifier is {accuracy_score(y_train, cat.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of Cat Boost Classifier is {cat_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, cat.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, cat.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "163e2b66",
+   "metadata": {
+    "papermill": {
+     "duration": 0.11928,
+     "end_time": "2021-08-03T10:27:38.032119",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:37.912839",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.9'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>Extra Trees Classifier</strong></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fa0260e3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.321475,
+     "end_time": "2021-08-03T10:27:38.474354",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:38.152879",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.ensemble import ExtraTreesClassifier\n",
+    "\n",
+    "etc = ExtraTreesClassifier()\n",
+    "etc.fit(X_train, y_train)\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of extra trees classifier\n",
+    "\n",
+    "etc_acc = accuracy_score(y_test, etc.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of Extra Trees Classifier is {accuracy_score(y_train, etc.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of Extra Trees Classifier is {etc_acc} \\n\")\n",
+    "\n",
+    "print(f\"Confusion Matrix :- \\n{confusion_matrix(y_test, etc.predict(X_test))}\\n\")\n",
+    "print(f\"Classification Report :- \\n {classification_report(y_test, etc.predict(X_test))}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9a1ef9c8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.119764,
+     "end_time": "2021-08-03T10:27:38.714992",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:38.595228",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '5.10'></a>\n",
+    "<p style = \"font-size : 25px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #fbc6a4; border-radius: 5px 5px;\"><strong>LGBM Classifier</strong></p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f6a932da",
+   "metadata": {
+    "papermill": {
+     "duration": 0.560678,
+     "end_time": "2021-08-03T10:27:39.394880",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:38.834202",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from lightgbm import LGBMClassifier\n",
+    "\n",
+    "lgbm = LGBMClassifier(learning_rate = 1)\n",
+    "lgbm.fit(X_train, y_train)\n",
+    "\n",
+    "# accuracy score, confusion matrix and classification report of lgbm classifier\n",
+    "\n",
+    "lgbm_acc = accuracy_score(y_test, lgbm.predict(X_test))\n",
+    "\n",
+    "print(f\"Training Accuracy of LGBM Classifier is {accuracy_score(y_train, lgbm.predict(X_train))}\")\n",
+    "print(f\"Test Accuracy of LGBM Classifier is {lgbm_acc} \\n\")\n",
+    "\n",
+    "print(f\"{confusion_matrix(y_test, lgbm.predict(X_test))}\\n\")\n",
+    "print(classification_report(y_test, lgbm.predict(X_test)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1bad90b3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.12238,
+     "end_time": "2021-08-03T10:27:39.641368",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:39.518988",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<a id = '6.0'></a>\n",
+    "<p style = \"font-size : 35px; color : #34656d ; font-family : 'Comic Sans MS'; text-align : center; background-color : #f9b208; border-radius: 5px 5px;\"><strong>Models Comparison</strong></p> "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d0edf63f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.137113,
+     "end_time": "2021-08-03T10:27:39.900584",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:39.763471",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "models = pd.DataFrame({\n",
+    "    'Model' : [ 'KNN', 'Decision Tree Classifier', 'Random Forest Classifier','Ada Boost Classifier',\n",
+    "             'Gradient Boosting Classifier', 'Stochastic Gradient Boosting', 'XgBoost', 'Cat Boost', 'Extra Trees Classifier'],\n",
+    "    'Score' : [knn_acc, dtc_acc, rd_clf_acc, ada_acc, gb_acc, sgb_acc, xgb_acc, cat_acc, etc_acc]\n",
+    "})\n",
+    "\n",
+    "\n",
+    "models.sort_values(by = 'Score', ascending = False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "472c52ec",
+   "metadata": {
+    "papermill": {
+     "duration": 0.390074,
+     "end_time": "2021-08-03T10:27:40.409843",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:40.019769",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "px.bar(data_frame = models, x = 'Score', y = 'Model', color = 'Score', template = 'plotly_dark', \n",
+    "       title = 'Models Comparison')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "029f4fe8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.124031,
+     "end_time": "2021-08-03T10:27:40.653600",
+     "exception": false,
+     "start_time": "2021-08-03T10:27:40.529569",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<p style = \"font-size : 25px; color : #f55c47 ; font-family : 'Comic Sans MS'; \"><strong>If you like my work, don't forget to leave an upvote!!</strong></p> "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 63.932833,
+   "end_time": "2021-08-03T10:27:41.688051",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2021-08-03T10:26:37.755218",
+   "version": "2.3.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Prediction Models/Classification of Waste using CNN/Readme.md b/Prediction Models/Classification of Waste using CNN/Readme.md
new file mode 100644
index 00000000..114ad985
--- /dev/null
+++ b/Prediction Models/Classification of Waste using CNN/Readme.md	
@@ -0,0 +1,66 @@
+# Waste Classification with Convolutional Neural Networks (CNN)
+
+This project applies a Convolutional Neural Network (CNN) model to classify waste images into various categories to facilitate efficient waste management. The system leverages deep learning to identify and categorize images of waste, helping improve sorting accuracy in waste management processes.
+
+## Table of Contents
+- [Project Overview](#project-overview)
+- [Problem Statement](#problem-statement)
+- [Technical Approach](#technical-approach)
+- [Dataset](#dataset)
+- [Requirements](#requirements)
+- [Installation](#installation)
+- [Usage](#usage)
+- [Model Performance](#model-performance)
+- [Contributing](#contributing)
+
+
+## Project Overview
+This project provides an automated solution to categorize waste types using CNNs. By training on a dataset of labeled waste images, the model can recognize different waste categories, such as recyclables and non-recyclables. This helps in minimizing sorting errors and improving the overall efficiency of waste management.
+
+## Problem Statement
+Manual sorting of waste can be inefficient and often leads to sorting errors, which compromise the recycling process. This project aims to address this issue by automating waste classification through machine learning. With accurate categorization, waste can be managed more effectively, reducing contamination in recycling streams and improving resource efficiency.
+
+## Technical Approach
+The project employs a Convolutional Neural Network (CNN) architecture designed to classify waste images. The CNN model includes:
+- **Image Pre-processing**: Standardizing waste images for input to the model.
+- **Convolutional Layers**: Extracting essential features from the images.
+- **Fully Connected Layers**: Aggregating features for final classification.
+
+The model is trained on a labeled dataset and validated for accuracy to ensure reliable performance.
+
+## Dataset
+The dataset used for training includes images of various waste categories, labeled for supervised learning. Each image is categorized based on its type to provide a foundation for model learning.
+
+## Requirements
+- Python 3.7+
+- TensorFlow
+- Keras
+- NumPy
+- OpenCV
+- Matplotlib
+
+## Installation
+1. Clone this repository:
+    ```bash
+    git clone https://github.com/yourusername/waste-classification-with-cnn.git
+    ```
+2. Install dependencies:
+    ```bash
+    pip install -r requirements.txt
+    ```
+
+## Usage
+1. To train the model:
+    ```bash
+    python train.py
+    ```
+2. To classify an image:
+    ```bash
+    python classify.py --image <path_to_image>
+    ```
+
+## Model Performance
+The model has been trained and evaluated on the dataset, achieving a classification accuracy of XX% on the test data.
+
+## Contributing
+Contributions are welcome! Please open an issue or submit a pull request.
diff --git a/Prediction Models/Classification of Waste using CNN/waste-classification-with-cnn.ipynb b/Prediction Models/Classification of Waste using CNN/waste-classification-with-cnn.ipynb
new file mode 100644
index 00000000..8b6d59f9
--- /dev/null
+++ b/Prediction Models/Classification of Waste using CNN/waste-classification-with-cnn.ipynb	
@@ -0,0 +1,721 @@
+{
+ "cells": [
+  {
+   "attachments": {
+    "ecafcddb-f01b-47ac-b38e-1cd964b2b971.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 📌 Introduction\n",
+    "\n",
+    "![image.png](attachment:ecafcddb-f01b-47ac-b38e-1cd964b2b971.png)\n",
+    "\n",
+    "Waste is a significant global issue. Increasing volumes of waste are being generated as the global population and living standards rise. People are increasingly concerned about the production of waste and its effect, and are seeking ways to deal with the problem.\n",
+    "\n",
+    "Recycling is the process of converting waste materials into new materials and objects. The recovery of energy from waste materials is often included in this concept. The recyclability of a material depends on its ability to reacquire the properties it had in its original state. It is an alternative to \"conventional\" waste disposal that can save material and help lower greenhouse gas emissions. Recycling can prevent the waste of potentially useful materials and reduce the consumption of fresh raw materials, thereby reducing: energy usage, air pollution (from incineration), and water pollution (from landfilling).\n",
+    "\n",
+    " **In this notebook, we will classify waste as organic or recyclable using Convolutional Neural Network (CNN).**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:14:17.763773Z",
+     "iopub.status.busy": "2022-07-07T20:14:17.763326Z",
+     "iopub.status.idle": "2022-07-07T20:14:28.063021Z",
+     "shell.execute_reply": "2022-07-07T20:14:28.062010Z",
+     "shell.execute_reply.started": "2022-07-07T20:14:17.763727Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/input\n",
+      "/kaggle/input/waste-classification-data\n",
+      "/kaggle/input/waste-classification-data/DATASET\n",
+      "/kaggle/input/waste-classification-data/DATASET/TEST\n",
+      "/kaggle/input/waste-classification-data/DATASET/TEST/R\n",
+      "/kaggle/input/waste-classification-data/DATASET/TEST/O\n",
+      "/kaggle/input/waste-classification-data/DATASET/TRAIN\n",
+      "/kaggle/input/waste-classification-data/DATASET/TRAIN/R\n",
+      "/kaggle/input/waste-classification-data/DATASET/TRAIN/O\n",
+      "/kaggle/input/waste-classification-data/dataset\n",
+      "/kaggle/input/waste-classification-data/dataset/DATASET\n",
+      "/kaggle/input/waste-classification-data/dataset/DATASET/TEST\n",
+      "/kaggle/input/waste-classification-data/dataset/DATASET/TEST/R\n",
+      "/kaggle/input/waste-classification-data/dataset/DATASET/TEST/O\n",
+      "/kaggle/input/waste-classification-data/dataset/DATASET/TRAIN\n",
+      "/kaggle/input/waste-classification-data/dataset/DATASET/TRAIN/R\n",
+      "/kaggle/input/waste-classification-data/dataset/DATASET/TRAIN/O\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd \n",
+    "import matplotlib.pyplot as plt\n",
+    "from tqdm import tqdm\n",
+    "import cv2\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')\n",
+    "import os\n",
+    "for dirname, _, _ in os.walk('/kaggle/input'):\n",
+    "        print(dirname)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:14:28.065093Z",
+     "iopub.status.busy": "2022-07-07T20:14:28.064699Z",
+     "iopub.status.idle": "2022-07-07T20:14:28.068698Z",
+     "shell.execute_reply": "2022-07-07T20:14:28.067906Z",
+     "shell.execute_reply.started": "2022-07-07T20:14:28.065057Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "train_path = \"/kaggle/input/waste-classification-data/DATASET/TRAIN/\"\n",
+    "test_path = \"/kaggle/input/waste-classification-data/DATASET/TEST/\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:14:28.070892Z",
+     "iopub.status.busy": "2022-07-07T20:14:28.070414Z",
+     "iopub.status.idle": "2022-07-07T20:14:28.086113Z",
+     "shell.execute_reply": "2022-07-07T20:14:28.085286Z",
+     "shell.execute_reply.started": "2022-07-07T20:14:28.070856Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from keras.models import Sequential \n",
+    "from keras.layers import Conv2D, MaxPooling2D, Activation, Dropout, Flatten, Dense, BatchNormalization\n",
+    "from keras.preprocessing.image import ImageDataGenerator, img_to_array, load_img\n",
+    "from keras.utils.vis_utils import plot_model\n",
+    "from glob import glob"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:14:28.088939Z",
+     "iopub.status.busy": "2022-07-07T20:14:28.088449Z",
+     "iopub.status.idle": "2022-07-07T20:15:18.908616Z",
+     "shell.execute_reply": "2022-07-07T20:15:18.907572Z",
+     "shell.execute_reply.started": "2022-07-07T20:14:28.088902Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 9999/9999 [00:22<00:00, 447.98it/s]\n",
+      "100%|██████████| 12565/12565 [00:28<00:00, 443.09it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "x_data = [] \n",
+    "y_data = [] \n",
+    "\n",
+    "for category in glob(train_path+'/*'):\n",
+    "    for file in tqdm(glob(category+'/*')):\n",
+    "        img_array=cv2.imread(file)\n",
+    "        img_array = cv2.cvtColor(img_array, cv2.COLOR_BGR2RGB)\n",
+    "        x_data.append(img_array) \n",
+    "        y_data.append(category.split(\"/\")[-1])\n",
+    "        \n",
+    "data=pd.DataFrame({'image': x_data,'label': y_data})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:18.910743Z",
+     "iopub.status.busy": "2022-07-07T20:15:18.910259Z",
+     "iopub.status.idle": "2022-07-07T20:15:18.917373Z",
+     "shell.execute_reply": "2022-07-07T20:15:18.916389Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:18.910696Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(22564, 2)"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:18.919506Z",
+     "iopub.status.busy": "2022-07-07T20:15:18.918856Z",
+     "iopub.status.idle": "2022-07-07T20:15:18.932111Z",
+     "shell.execute_reply": "2022-07-07T20:15:18.931060Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:18.919449Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Counter({'R': 9999, 'O': 12565})"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from collections import Counter\n",
+    "Counter(y_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:18.933980Z",
+     "iopub.status.busy": "2022-07-07T20:15:18.933562Z",
+     "iopub.status.idle": "2022-07-07T20:15:19.033682Z",
+     "shell.execute_reply": "2022-07-07T20:15:19.032785Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:18.933933Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "colors = ['#a0d157','#c48bb8']\n",
+    "plt.pie(data.label.value_counts(),startangle=90,explode=[0.05,0.05],autopct='%0.2f%%',\n",
+    "        labels=['Organic', 'Recyclable'], colors= colors,radius=2)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:19.036743Z",
+     "iopub.status.busy": "2022-07-07T20:15:19.036207Z",
+     "iopub.status.idle": "2022-07-07T20:15:21.567128Z",
+     "shell.execute_reply": "2022-07-07T20:15:21.566315Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:19.036703Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x1080 with 9 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(20,15))\n",
+    "for i in range(9):\n",
+    "    plt.subplot(4,3,(i%12)+1)\n",
+    "    index=np.random.randint(15000)\n",
+    "    plt.title('This image is of {0}'.format(data.label[index]),fontdict={'size':20,'weight':'bold'})\n",
+    "    plt.imshow(data.image[index])\n",
+    "    plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* O -> Organic\n",
+    "* R -> Recyclable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:21.569137Z",
+     "iopub.status.busy": "2022-07-07T20:15:21.568680Z",
+     "iopub.status.idle": "2022-07-07T20:15:21.575542Z",
+     "shell.execute_reply": "2022-07-07T20:15:21.574392Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:21.569104Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number Of Class:  2\n"
+     ]
+    }
+   ],
+   "source": [
+    "className = glob(train_path + '/*' )\n",
+    "numberOfClass = len(className)\n",
+    "print(\"Number Of Class: \",numberOfClass)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Convolutional Neural Network - CNN"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:21.577340Z",
+     "iopub.status.busy": "2022-07-07T20:15:21.576944Z",
+     "iopub.status.idle": "2022-07-07T20:15:21.685395Z",
+     "shell.execute_reply": "2022-07-07T20:15:21.684518Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:21.577305Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "model = Sequential()\n",
+    "model.add(Conv2D(32,(3,3),input_shape = (224,224,3)))\n",
+    "model.add(Activation(\"relu\"))\n",
+    "model.add(MaxPooling2D())\n",
+    "\n",
+    "model.add(Conv2D(64,(3,3)))  \n",
+    "model.add(Activation(\"relu\"))\n",
+    "model.add(MaxPooling2D())\n",
+    "\n",
+    "model.add(Conv2D(128,(3,3)))\n",
+    "model.add(Activation(\"relu\"))\n",
+    "model.add(MaxPooling2D())\n",
+    "\n",
+    "model.add(Flatten())\n",
+    "model.add(Dense(256))\n",
+    "model.add(Activation(\"relu\"))\n",
+    "model.add(Dropout(0.5))\n",
+    "model.add(Dense(64))\n",
+    "model.add(Activation(\"relu\"))\n",
+    "model.add(Dropout(0.5))\n",
+    "model.add(Dense(numberOfClass)) # output\n",
+    "model.add(Activation(\"sigmoid\"))\n",
+    "\n",
+    "model.compile(loss = \"binary_crossentropy\",\n",
+    "              optimizer = \"adam\",\n",
+    "              metrics = [\"accuracy\"])\n",
+    "\n",
+    "batch_size = 256"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:21.687147Z",
+     "iopub.status.busy": "2022-07-07T20:15:21.686771Z",
+     "iopub.status.idle": "2022-07-07T20:15:22.120239Z",
+     "shell.execute_reply": "2022-07-07T20:15:22.119222Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:21.687109Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "plot_model(model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:22.122757Z",
+     "iopub.status.busy": "2022-07-07T20:15:22.122082Z",
+     "iopub.status.idle": "2022-07-07T20:15:22.128132Z",
+     "shell.execute_reply": "2022-07-07T20:15:22.127343Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:22.122713Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "train_datagen = ImageDataGenerator(rescale= 1./255)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:22.130147Z",
+     "iopub.status.busy": "2022-07-07T20:15:22.129778Z",
+     "iopub.status.idle": "2022-07-07T20:15:22.141981Z",
+     "shell.execute_reply": "2022-07-07T20:15:22.140952Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:22.130109Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "test_datagen = ImageDataGenerator(rescale= 1./255)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:22.143836Z",
+     "iopub.status.busy": "2022-07-07T20:15:22.143172Z",
+     "iopub.status.idle": "2022-07-07T20:15:23.039088Z",
+     "shell.execute_reply": "2022-07-07T20:15:23.038099Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:22.143790Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Found 22564 images belonging to 2 classes.\n",
+      "Found 2513 images belonging to 2 classes.\n"
+     ]
+    }
+   ],
+   "source": [
+    "train_generator = train_datagen.flow_from_directory(\n",
+    "        train_path, \n",
+    "        target_size= (224,224),\n",
+    "        batch_size = batch_size,\n",
+    "        color_mode= \"rgb\",\n",
+    "        class_mode= \"categorical\")\n",
+    "\n",
+    "test_generator = test_datagen.flow_from_directory(\n",
+    "        test_path, \n",
+    "        target_size= (224,224),\n",
+    "        batch_size = batch_size,\n",
+    "        color_mode= \"rgb\",\n",
+    "        class_mode= \"categorical\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:15:23.040859Z",
+     "iopub.status.busy": "2022-07-07T20:15:23.040515Z",
+     "iopub.status.idle": "2022-07-07T20:32:31.866696Z",
+     "shell.execute_reply": "2022-07-07T20:32:31.865801Z",
+     "shell.execute_reply.started": "2022-07-07T20:15:23.040821Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/10\n",
+      "89/89 [==============================] - 103s 1s/step - loss: 0.6039 - accuracy: 0.7080 - val_loss: 0.3391 - val_accuracy: 0.8719\n",
+      "Epoch 2/10\n",
+      "89/89 [==============================] - 103s 1s/step - loss: 0.3999 - accuracy: 0.8338 - val_loss: 0.3016 - val_accuracy: 0.8810\n",
+      "Epoch 3/10\n",
+      "89/89 [==============================] - 103s 1s/step - loss: 0.3749 - accuracy: 0.8459 - val_loss: 0.2866 - val_accuracy: 0.8898\n",
+      "Epoch 4/10\n",
+      "89/89 [==============================] - 103s 1s/step - loss: 0.3328 - accuracy: 0.8687 - val_loss: 0.2433 - val_accuracy: 0.9097\n",
+      "Epoch 5/10\n",
+      "89/89 [==============================] - 102s 1s/step - loss: 0.3167 - accuracy: 0.8743 - val_loss: 0.2779 - val_accuracy: 0.8930\n",
+      "Epoch 6/10\n",
+      "89/89 [==============================] - 103s 1s/step - loss: 0.2776 - accuracy: 0.8906 - val_loss: 0.2563 - val_accuracy: 0.9045\n",
+      "Epoch 7/10\n",
+      "89/89 [==============================] - 103s 1s/step - loss: 0.2430 - accuracy: 0.9042 - val_loss: 0.3085 - val_accuracy: 0.8858\n",
+      "Epoch 8/10\n",
+      "89/89 [==============================] - 103s 1s/step - loss: 0.2189 - accuracy: 0.9156 - val_loss: 0.2622 - val_accuracy: 0.9117\n",
+      "Epoch 9/10\n",
+      "89/89 [==============================] - 103s 1s/step - loss: 0.1735 - accuracy: 0.9370 - val_loss: 0.2871 - val_accuracy: 0.9009\n",
+      "Epoch 10/10\n",
+      "89/89 [==============================] - 102s 1s/step - loss: 0.1336 - accuracy: 0.9515 - val_loss: 0.3280 - val_accuracy: 0.9049\n"
+     ]
+    }
+   ],
+   "source": [
+    "hist = model.fit_generator(\n",
+    "        generator = train_generator,\n",
+    "        epochs=10,\n",
+    "        validation_data = test_generator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:32:31.868772Z",
+     "iopub.status.busy": "2022-07-07T20:32:31.868328Z",
+     "iopub.status.idle": "2022-07-07T20:32:32.123347Z",
+     "shell.execute_reply": "2022-07-07T20:32:32.122325Z",
+     "shell.execute_reply.started": "2022-07-07T20:32:31.868721Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=[10,6])\n",
+    "plt.plot(hist.history[\"accuracy\"], label = \"Train acc\")\n",
+    "plt.plot(hist.history[\"val_accuracy\"], label = \"Validation acc\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T20:32:32.125577Z",
+     "iopub.status.busy": "2022-07-07T20:32:32.124940Z",
+     "iopub.status.idle": "2022-07-07T20:32:32.359597Z",
+     "shell.execute_reply": "2022-07-07T20:32:32.357652Z",
+     "shell.execute_reply.started": "2022-07-07T20:32:32.125535Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAFlCAYAAADYqP0MAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAABPpUlEQVR4nO3dd1zW5f7H8dcFKLhwb0DIvVAUJ+4stzZs2CkzT3Uatmzvfo1TnTxm69Rp2TllaVma5UrNbQ7ce4viFgURZV+/P75k5EEFBb73De/n4+Ej7vt7jw+h8OYan8tYaxERERGR/OXjdgEiIiIiRZFCloiIiEgBUMgSERERKQAKWSIiIiIFQCFLREREpAAoZImIiIgUAD+3CzhXlSpVbGhoqNtliIiIiFzUypUrj1lrq+Z0zeNCVmhoKNHR0W6XISIiInJRxpiY813TdKGIiIhIAVDIEhERESkAClkiIiIiBcDj1mSJiIgUF2lpacTGxpKcnOx2KXIRAQEBBAUFUaJEiVw/RyFLRETEJbGxsZQrV47Q0FCMMW6XI+dhrSUuLo7Y2FjCwsJy/TxNF4qIiLgkOTmZypUrK2B5OGMMlStXzvOIo0KWiIiIixSwvMOlfJ1yFbKMMb2NMVuNMTuMMU/lcH2YMeaoMWZN1p87s1273RizPevP7XmuUERERApEXFwcLVu2pGXLltSoUYPatWufvZ2amnrB50ZHR/Pggw/m6f1CQ0M5duzY5ZTsVS66JssY4wt8AFwFxAIrjDFTrLWbznnoBGvtiHOeWwl4EYgELLAy67kn8qV6ERERuWSVK1dmzZo1ALz00kuULVuWxx577Oz19PR0/PxyjgqRkZFERkYWRpleKzcjWW2BHdbaXdbaVGA8MCiXr98LmGWtPZ4VrGYBvS+tVBERESlow4YN45577qFdu3Y88cQTLF++nA4dOhAREUHHjh3ZunUrAPPmzaN///6AE9CGDx9Ot27duOKKK3j33Xcv+j6jR4+mWbNmNGvWjDFjxgCQlJREv379aNGiBc2aNWPChAkAPPXUUzRp0oTw8PA/hUBPl5vdhbWBfdluxwLtcnjc9caYLsA24BFr7b7zPLf2uU80xtwN3A0QEhKSu8pFRESKkP/7aSObDpzM19dsUiuQFwc0zfPzYmNjWbJkCb6+vpw8eZKFCxfi5+fH7NmzeeaZZ/j+++//5zlbtmxh7ty5JCYm0rBhQ+69997ztjtYuXIlY8eOZdmyZVhradeuHV27dmXXrl3UqlWLqVOnApCQkEBcXByTJk1iy5YtGGOIj4/P8+fjlvxa+P4TEGqtDccZrfpPXp5srf3YWhtprY2sWjXHMxbz1bJdceyPP1Pg7yMiIuKNbrjhBnx9fQEn6Nxwww00a9aMRx55hI0bN+b4nH79+uHv70+VKlWoVq0ahw8fPu/rL1q0iGuvvZYyZcpQtmxZrrvuOhYuXEjz5s2ZNWsWTz75JAsXLqR8+fKUL1+egIAA/vrXv/LDDz9QunTpAvmcC0JuRrL2A8HZbgdl3XeWtTYu281PgX9ke263c547L69F5qeTyWnc+d9omtQM5Ou72uPro10dIiLivksZcSooZcqUOfvx888/T/fu3Zk0aRJ79uyhW7duOT7H39//7Me+vr6kp6fn+X0bNGjAqlWrmDZtGs899xxXXnklL7zwAsuXL2fOnDlMnDiR999/n19//TXPr+2G3IxkrQDqG2PCjDElgZuBKdkfYIypme3mQGBz1sczgauNMRWNMRWBq7Puc01gQAme79+EZbuP8+nCXW6WIiIi4vESEhKoXdtZ6fPFF1/ky2t27tyZyZMnc/r0aZKSkpg0aRKdO3fmwIEDlC5dmltvvZXHH3+cVatWcerUKRISEujbty9vv/02a9euzZcaCsNFR7KstenGmBE44cgX+Nxau9EY8zIQba2dAjxojBkIpAPHgWFZzz1ujHkFJ6gBvGytPV4An0ee3NA6iF83H2HUL1vpVL8KTWuVd7skERERj/TEE09w++238+qrr9KvX798ec1WrVoxbNgw2rZtC8Cdd95JREQEM2fO5PHHH8fHx4cSJUrw4YcfkpiYyKBBg0hOTsZay+jRo/OlhsJgrLVu1/AnkZGRNjo6usDf53hSKr3HLKB8qRL89EAnAkr4Fvh7ioiIZLd582YaN27sdhmSSzl9vYwxK621OfayKLYd3yuVKclbN7Rg+5FTvDF9i9vliIiISBFTbEMWQNcGVRnWMZQvluxh/rajbpcjIiIiRUixDlkAT/VpRIPqZXnsu7UcT7rwEQIiIiIiuVXsQ1ZACV/G3BRBwuk0nvlhPZ62Rk1ERES8U7EPWeB0xH2sVwNmbDzEdytj3S5HREREigCFrCx3drqCDldU5v+mbCQmLsntckRERMTLKWRl8fEx/PPGFvj4GB6ZsIb0jEy3SxIRESlQ3bt3Z+bMP/cIHzNmDPfee+95n9OtWzd+b7XUt2/fHM8SfOmllxg1atQF33vy5Mls2rTp7O0XXniB2bNn56H6nGU/uNptClnZ1KpQiteubc6qvfH8a95Ot8sREREpUEOGDGH8+PF/um/8+PEMGTIkV8+fNm0aFSpUuKT3Pjdkvfzyy/Ts2fOSXstTKWSdY2CLWlzTshbvzNnO6r0n3C5HRESkwAwePJipU6eSmursrt+zZw8HDhygc+fO3HvvvURGRtK0aVNefPHFHJ8fGhrKsWPHAHjttddo0KABnTp1YuvWrWcf88knn9CmTRtatGjB9ddfz+nTp1myZAlTpkzh8ccfp2XLluzcuZNhw4YxceJEAObMmUNERATNmzdn+PDhpKSknH2/F198kVatWtG8eXO2bLlwn8vjx49zzTXXEB4eTvv27Vm3bh0A8+fPp2XLlrRs2ZKIiAgSExM5ePAgXbp0oWXLljRr1oyFCxde3v9ccndAdLHzf4OasWLPCR6ZsIapD3amjL/+N4mISAGb/hQcWp+/r1mjOfR547yXK1WqRNu2bZk+fTqDBg1i/Pjx3HjjjRhjeO2116hUqRIZGRlceeWVrFu3jvDw8BxfZ+XKlYwfP541a9aQnp5Oq1ataN26NQDXXXcdd911FwDPPfccn332GQ888AADBw6kf//+DB48+E+vlZyczLBhw5gzZw4NGjRg6NChfPjhhzz88MMAVKlShVWrVvGvf/2LUaNG8emnn57383vxxReJiIhg8uTJ/PrrrwwdOpQ1a9YwatQoPvjgA6Kiojh16hQBAQF8/PHH9OrVi2effZaMjAxOnz6dl//TOdJIVg7KlyrBP29sQczx07w6ddPFnyAiIuKlsk8ZZp8q/Pbbb2nVqhURERFs3LjxT1N751q4cCHXXnstpUuXJjAwkIEDB569tmHDBjp37kzz5s0ZN24cGzduvGA9W7duJSwsjAYNGgBw++23s2DBgrPXr7vuOgBat27Nnj17LvhaixYt4rbbbgOgR48exMXFcfLkSaKiohg5ciTvvvsu8fHx+Pn50aZNG8aOHctLL73E+vXrKVeu3AVfOzc0RHMe7a+ozN+61OWj+Tvp3rAaVzet4XZJIiJSlF1gxKkgDRo0iEceeYRVq1Zx+vRpWrduze7duxk1ahQrVqygYsWKDBs2jOTk5Et6/WHDhjF58mRatGjBF198wbx58y6rXn9/fwB8fX1JT0+/pNd46qmn6NevH9OmTSMqKoqZM2fSpUsXFixYwNSpUxk2bBgjR45k6NChl1WrRrIuYORVDWhSM5CnfljPkcRL+8slIiLiycqWLUv37t0ZPnz42VGskydPUqZMGcqXL8/hw4eZPn36BV+jS5cuTJ48mTNnzpCYmMhPP/109lpiYiI1a9YkLS2NcePGnb2/XLlyJCYm/s9rNWzYkD179rBjxw4AvvzyS7p27XpJn1vnzp3Pvue8efOoUqUKgYGB7Ny5k+bNm/Pkk0/Spk0btmzZQkxMDNWrV+euu+7izjvvZNWqVZf0ntkpZF1AST8f3rm5JUkp6TwxcZ26wYuISJE0ZMgQ1q5dezZktWjRgoiICBo1asQtt9xCVFTUBZ/fqlUrbrrpJlq0aEGfPn1o06bN2WuvvPIK7dq1IyoqikaNGp29/+abb+att94iIiKCnTv/2NEfEBDA2LFjueGGG2jevDk+Pj7cc889l/R5vfTSS6xcuZLw8HCeeuop/vOf/wBOm4pmzZoRHh5OiRIl6NOnD/PmzTv7eU+YMIGHHnrokt4zO+NpwSEyMtL+3n/DU/xnyR5enLKRVwY15bYOoW6XIyIiRcTmzZtp3Lix22VILuX09TLGrLTWRub0eI1k5cLQDnXo2qAqr07dzI4j/zu0KSIiInIuhaxcMMbw1uBwyvj78fCENaSmqxu8iIiIXJhCVi5VCwzg9euas2H/ScbM3uZ2OSIiIuLhFLLyoFfTGtzcJpgP5+9k+e7jbpcjIiJFgKetjZacXcrXSSErj57v34SQSqV5ZMIaTianuV2OiIh4sYCAAOLi4hS0PJy1lri4OAICAvL0PDUjzaMy/n68fVNLbvjoN176cSOjb2rpdkkiIuKlgoKCiI2N5ejRo26XIhcREBBAUFBQnp6jkHUJWoVU5IEe9RgzezvdG1VjQItabpckIiJeqESJEoSFhbldhhQQTRdeohHd69EyuALPTlrPwYQzbpcjIiIiHkYh6xL5+fow5qaWpGdaHv12LZmZmk8XERGRPyhkXYbQKmV4cUATluyM47NFu90uR0RERDyIQtZlujEymKubVOetmVvZdOCk2+WIiIiIh1DIukzGGN64PpzypUvw8ITVJKdluF2SiIiIeACFrHxQqUxJ3hoczrbDp/jHjK1ulyMiIiIeQCErn3RrWI3bO9Th88W7Wbhd/U5ERESKO4WsfPRUn8bUq1aWx75by4mkVLfLERERERcpZOWjUiV9GXNTS44npfLMpPU6JkFERKQYU8jKZ81ql2fkVQ2ZvuEQ36/a73Y5IiIi4pJchSxjTG9jzFZjzA5jzFMXeNz1xhhrjInMuh1qjDljjFmT9eej/Crck93d5QrahVXixR83sDfutNvliIiIiAsuGrKMMb7AB0AfoAkwxBjTJIfHlQMeApadc2mntbZl1p978qFmj+frYxh9U0t8fAwjv11Dekam2yWJiIhIIcvNSFZbYIe1dpe1NhUYDwzK4XGvAG8CyflYn9eqXaEUr17TjOiYE3w0f6fb5YiIiEghy03Iqg3sy3Y7Nuu+s4wxrYBga+3UHJ4fZoxZbYyZb4zpfOmlep9BLWszsEUtxszeztp98W6XIyIiIoXoshe+G2N8gNHAozlcPgiEWGsjgJHA18aYwBxe425jTLQxJvro0aLVY+qVQc2oVs6fRyas4XRqutvliIiISCHJTcjaDwRnux2Udd/vygHNgHnGmD1Ae2CKMSbSWptirY0DsNauBHYCDc59A2vtx9baSGttZNWqVS/tM/FQ5UuXYNSNLdgdl8SrUze7XY6IiIgUktyErBVAfWNMmDGmJHAzMOX3i9baBGttFWttqLU2FFgKDLTWRhtjqmYtnMcYcwVQH9iV75+Fh+tYtwp3d76Cr5ftZfamw26XIyIiIoXgoiHLWpsOjABmApuBb621G40xLxtjBl7k6V2AdcaYNcBE4B5r7fHLrNkrjby6AY1rBvLk9+s4mpjidjkiIiJSwIyndSWPjIy00dHRbpdRILYdTqT/e4voVK8Kn90eiTHG7ZJERETkMhhjVlprI3O6po7vhahB9XI83acRv245wrhle90uR0RERAqQQlYhu71DKJ3rV+HVqZvYefSU2+WIiIhIAVHIKmQ+PoZRN7QgoIQvD49fQ5q6wYuIiBRJClkuqB4YwBvXNWf9/gTemb3d7XJERESkAChkuaR3s5rc0DqIf83bwYo9xXLDpYiISJGmkOWiFwc2JahiaR6ZsIbE5DS3yxEREZF8pJDlorL+frx9U0sOxJ/hpSmb3C5HRERE8pFClsta16nIiB71+X5VLFPXHXS7HBEREcknClke4IEe9WgRXIFnJq3nUEKy2+WIiIhIPlDI8gAlfH0Yc1NLUtMzeey7tWRmelYXfhEREck7hSwPEValDC8MaMKiHccYu2SP2+WIiIjIZVLI8iA3twmmZ+PqvDljC1sOnXS7HBEREbkMClkexBjDm9c3JzCgBA+PX0NyWobbJYmIiMglUsjyMJXL+vPW4HC2HEpk1MytbpcjIiIil0ghywN1b1SN29rX4dNFu1m845jb5YiIiMglUMjyUM/0bcwVVcvw6LdriT+d6nY5IiIikkcKWR6qVElf3rkpgmOnUnh20gasVVsHERERb6KQ5cGaB5XnkasaMHX9QSat3u92OSIiIpIHClke7p6udWkTWpEXftzIvuOn3S5HREREckkhy8P5+hhG39gSA4z8dg0Z6gYvIiLiFRSyvEBwpdK8fE1TVuw5wUfzd7pdjoiIiOSCQpaXuKZlbfqH1+TtWdtYH5vgdjkiIiJyEQpZXsIYw2vXNKdqOX8emrCaM6nqBi8iIuLJFLK8SPnSJfjnDS3YdTSJv0/b7HY5IiIicgEKWV6mY70q3NU5jC+XxjB3yxG3yxEREZHzUMjyQo/1akijGuV4fOJajp1KcbscERERyYFClhfy9/NlzM0tOZmczlPfr1M3eBEREQ+kkOWlGtUI5MnejZi9+QjfLN/ndjkiIiJyDoUsL3ZHx1A61avCKz9vYtfRU26XIyIiItkoZHkxHx/DqBtaUNLPh0cmrCEtI9PtkkRERCSLQpaXq1E+gNeva87a2ATem7Pd7XJEREQki0JWEdC3eU2ubxXE+3N3sDLmuNvliIiICApZRcZLA5tQq0IpHp6whlMp6W6XIyIiUuzlKmQZY3obY7YaY3YYY566wOOuN8ZYY0xktvueznreVmNMr/woWv5XuYASvH1TS/afOMP/TdnodjkiIiLF3kVDljHGF/gA6AM0AYYYY5rk8LhywEPAsmz3NQFuBpoCvYF/Zb2eFIA2oZW4r1s9vlsZy/T1B90uR0REpFjLzUhWW2CHtXaXtTYVGA8MyuFxrwBvAsnZ7hsEjLfWplhrdwM7sl5PCshDPesTHlSehyesYczsbSSn6SBpERERN+QmZNUGsne7jM267yxjTCsg2Fo7Na/PzXr+3caYaGNM9NGjR3NVuOSshK8Pn94eyVVNqjNm9nZ6jp7PzI2H1BVeRESkkF32wndjjA8wGnj0Ul/DWvuxtTbSWhtZtWrVyy2p2KtWLoD3b2nF13e1o0xJP/725UqGfr6cnWpYKiIiUmhyE7L2A8HZbgdl3fe7ckAzYJ4xZg/QHpiStfj9Ys+VAtSxbhWmPtiJFwc0Yc2+eHqPWcDr0zZr96GIiEghyE3IWgHUN8aEGWNK4ixkn/L7RWttgrW2irU21FobCiwFBlpro7Med7Mxxt8YEwbUB5bn+2ch5+Xn68MdUWHMfawb10UE8e8Fu+gxah6TVsdqClFERKQAXTRkWWvTgRHATGAz8K21dqMx5mVjzMCLPHcj8C2wCZgB3G+t1UpsF1Qp68+bg8OZfH8UNcsH8MiEtdzw0W9s2J/gdmkiIiJFkvG00YzIyEgbHR3tdhlFWmamZeLKWN6csYUTp1O5pV0Ij17VkIplSrpdmoiIiFcxxqy01kbmdE0d34shHx/DjW2C+fWxbgztEMo3y/fR/Z/z+GppDBmZnhW6RUREvJVCVjFWvlQJXhrYlKkPdqJRjXI8N3kDA99fRPQenX8oIiJyuRSyhEY1Avnmrva8f0sEx5NSGfzRb4ycsIYjJ5Mv/mQRERHJkUKWAGCMoX94LeY82pX7u9fl53UH6fHP+Xy8YCep6ZlulyciIuJ1FLLkT0qX9OPxXo345ZEutAurxN+nbaHPOwtYuF2d+EVERPJCIUtyFFqlDJ8Na8PnwyLJyLTc9tly/vZlNPuOn3a7NBEREa+gkCUX1KNRdWY+0oXHezVkwbZj9Bw9n7dn6eBpERGRi1HIkovy9/Pl/u71+PWxrlzdtAbvzNnOlf+cz4wNOnhaRETkfBSyJNdqli/Fe0Mi+Oau9pT19+Oer5yDp3cc0cHTIiIi51LIkjzrULcyUx/sxEsDmrA26+Dp16ZuIjE5ze3SREREPIZCllwSP18fhmUdPD24dRCfLtpNj3/O54dVOnhaREQEFLLkMlUu688b14cz+b4oalUoxchv1zJYB0+LiIgoZEn+aBFcgUn3duQfg8OJiUtiwPuLeHbSek4kpbpdmoiIiCsUsiTf+PgYbowMZs6j3bijYxjjVzgHT3+pg6dFRKQYUsiSfFe+VAleGNCEaQ92pnGNQJ6fvIEB7y1ihQ6eFhGRYkQhSwpMwxrl+PqudnxwSyviT6dyw0e/8YgOnhYRkWJCIUsKlDGGfuE1mf1oV0Z0r8fUdQfpPmoe/56vg6dFRKRoU8iSQlG6pB+P9WrIrJFd6FC3Mq9P30LvdxYwf5sOnhYRkaJJIUsKVZ3KZfj09jaMvaMN1sLtny/n7v/q4GkRESl6FLLEFd0bVmPGw515ondDFu1wDp4ePWsbZ1J18LSIiBQNClniGn8/X+7rVo9fH+1Gr6Y1eHfOdnqOns+MDQfVNV5ERLyeQpa4rkb5AN4dEsGEu9tTLsCPe75axW2fLWfHkUS3SxMREblkClniMdpdUZmfH+jEy4Oasi42nt5jFvLqzzp4WkREvJNClngUP18fhnYIZe5j3bghMojPFu+m+6j5fL8ylkx1jRcRES+ikCUeqXJZf16/Lpwf748iqGIpHv1uLYM/WqKDp0VExGsoZIlHCw+qwA/3duStweHsPX6aAe8v4ukf1nNcB0+LiIiH83O7AJGL8fEx3BAZTK9mNXhn9na+WLKHaesPcku7EG5pG0JwpdJulygiIvI/jKdtlY+MjLTR0dFulyEebPvhREb9spVZmw5jcXpu3da+Dl0aVMXXx7hdnoiIFCPGmJXW2sgcrylkibc6EH+G8cv38s2KfRxNTCGoYin+0q4ON0YGUbmsv9vliYhIMaCQJUVaWkYmv2w8zFdLY/htVxwlfX3o27wGt7avQ+s6FTFGo1siIlIwFLKk2NhxJJGvlu7l+5WxJKak06hGOW5tX4drImpT1l9LEEVEJH8pZEmxczo1nSlrDvDl0hg2HjhJWX8/ro2oza3t69CwRjm3yxMRkSLiskOWMaY38A7gC3xqrX3jnOv3APcDGcAp4G5r7SZjTCiwGdia9dCl1tp7LvReClmSn6y1rNkXz5dLY/h53UFS0zNpG1qJv7QPoU+zmpT0UxcTERG5dJcVsowxvsA24CogFlgBDLHWbsr2mEBr7cmsjwcC91lre2eFrJ+ttc1yW6xClhSUE0mpfLdyH+OW7SUm7jRVypbkxshgbmkXQlBFtYEQEZG8u1DIys0ilbbADmvtrqwXGw8MAs6GrN8DVpYygGfNQYoAFcuU5O4udbmz0xUs3HGMr5bG8NH8nXw4fyc9Glbj1g516Fq/Kj5qAyEiIvkgNyGrNrAv2+1YoN25DzLG3A+MBEoCPbJdCjPGrAZOAs9Zaxfm8Ny7gbsBQkJCcl28yKXw8TF0bVCVrg2qsv/3NhDL9zFn7AqCK/3eBiKYSmVKul2qiIh4sdxMFw4Geltr78y6fRvQzlo74jyPvwXoZa293RjjD5S11sYZY1oDk4Gm54x8/YmmC8UNqemZ/LLpEF/+FsOy3ccp6etDv/Ca3No+hFYhagMhIiI5u9zpwv1AcLbbQVn3nc944EMAa20KkJL18UpjzE6gAaAUJR6lpJ8P/cNr0T+8FtsOJzJuaQw/rNrPpNX7aVSjHLd1qMM1LWtTRm0gREQkl3IzkuWHs/D9SpxwtQK4xVq7Mdtj6ltrt2d9PAB40VobaYypChy31mYYY64AFgLNrbXHz/d+GskST5GUks6Paw7w1dIYNh102kBc18ppA9GgutpAiIjIZY5kWWvTjTEjgJk4LRw+t9ZuNMa8DERba6cAI4wxPYE04ARwe9bTuwAvG2PSgEzgngsFLBFPUsbfj1vahTCkbTCr9sYzbmkM45fv47+/xdA2rBK3tq9D76Y11AZCRERypGakInlwPCmV76L38dWyGPYdP0OVsiW5qU0wt7SrQ+0KpdwuT0RECpk6vovks8xMy4LtR/lqaQy/bjkCQI9G1bi1fR26qA2EiEixcbkL30XkHD4+hm4Nq9GtYTViT5zmm+V7mbBiH7M3HyGkUmn+0i6EG9QGQkSkWCueI1mrx0FIe6hct2DfR4qV1PRMZmw8xFdLY1i++7izY7F5Tf7Svg6tQiqoDYSISBGk6cLsUhLh7aaQehra3Aldn4DSlQru/aRY2nookXHLnDYQp1LSaVIzkFvb12FQy1pqAyEiUoQoZJ0r8RDMex1W/RdKloPOI6HdPVAioGDfV4qdUynp/LhmP1/+FsOWQ4mUy9YGor7aQIiIeD2FrPM5shlmvQjbZ0L5YLjyBWg2GHy0JV/yl7WWVXtP8OVvMUxbf4jUjEzaZbWB6KU2ECIiXksh62J2zYdfnoND66BmS7j6FQjrUrg1SLERdyqFb6Nj+Xr5720g/Lm5TTBD2oWoDYSIiJdRyMqNzExY/y3MeQVOxkKD3nDVy1C1YeHXIsVCRqZlwbasNhBbj2CAHo2qc1uHOnSuV0VtIEREvIBCVl6knYFlH8HC0ZCaBK2GQrenoVx192qSIm/f8T/aQMQlpVKncmn6Nq9JRHAFIkIqUrWcv9sliohIDhSyLkVSHMx/E6I/A19/iHoIOo6AkmXcrkyKsJT0DGZsOMTXy/ayMuYE6ZnOv8/gSqWICK5IRIgTuprUDNQ6LhERD6CQdTnidsLsF2HzT1C2BvR4Flr+BXx83a5MirjktAw27E9g1d4TrN4bz6q9Jzh8MgWAkn4+NKsVSKuQikSEOOGrZvkA9eISESlkCln5Ye9SZ3F87Aqo1tRZr1XvStAPNSlEBxPOsHpvPKuzgte6/QmkpmcCUD3Q/+xoV6s6FWlWqzylSuqXAREpplJOQXwMVG9aoG+jkJVfrIVNk2H2S3BiD1zRDa56BWqGu1uXFFup6ZlsPnjSCV374lm9N569x08D4OdjaFwzMGuKsQIRwRWpU7m0RrtEpGj7/Wf1jGfAtwQ8sAp8C64JtEJWfktPddZqzX8TzsRDiyHQ4zkoX9vtykQ4diqFNXvjWb3vBKti4lkbG8/p1AwAKpUpmbWY3lnbFR5UnnIBJVyuWEQknxzdBtMfh13zoEZz6DcagtsW6FsqZBWUMyecXYjLPgLjAx3uh6iHISDQ7cpEzsrItGw7nPjHNOO+eHYcOQU4s90NqpU7O9rVKqQidauWVfsIEfEuqUmw4C1Y8j6UKA1XPg+Rwwtl/bRCVkE7EQO/vgLrv4PSVaDbU9B6mDNMKeKBEs6ksXZf/NlF9av3nuBkcjoA5fz9aBlS4Wz7iJbBFahYpqTLFYuI5MBa2DzFmRo8GetsTOv5EpStVmglKGQVlv2r4JfnIWYRVK7nLI5v2FeL48XjZWZadscl/WlR/ZZDJ8nqIEFYlTJnpxgjgivQqEY5/HzVQkJEXHRshzM1uPNXqN4M+v0TQtoXehkKWYXJWtg2A2a9AMe2QUhHuPpVCGrtdmUieZKUks662ARW7/tjtOvYqVQASpXwpXlQ+bML6luFVKBaoA5YF5FCkJoEC/8JS94DvwDo/iy0ubNAF7dfiEKWGzLSYdV/YN7rkHQUml3vHEBdMdTtykQuibWW2BNnsnYxnmDV3ng2HUggLcP5HlK7Qqk/RrtCKtC0ViD+fmohISL5xFrY8jPMeBoS9kH4zc6MkcsnsihkuSklERa/4yzGsxnQ9m7o/CiUruR2ZSKXLTktg40H/mghsWZvPPvjzwBQ0teHJmcbpjoL62tXKKUWEiKSd3E7YfoTsGO206uy71sQGuV2VYBClmc4eQDmvgarx0FAeejyOLS9C/x0Jp0ULYdPJp9d1+U0TI0nOc1pmFq1nP/ZBfUd61amRXAFd4sVEc+WehoWjXYGK3z9ofszzmCFS1ODOVHI8iSHNjjrtXbOgQp1oOeL0PQ6LY6XIistI5OthxLPBq9Ve0+wJ85pmNqzcTWe6tOYetXKulyliHgUa2HrNJj+FCTsheY3wtWvQLkablf2PxSyPNGOOU7YOrwBard2FsfX6eh2VSKF4nhSKhNW7ONfc3dwOi2Dv7QL4eGeDaikVhEicnwXTH8Stv8CVRtDv1EQ2sntqs5LIctTZWbA2vFOj63Eg9CoP/T8P6hSz+3KRApF3KkUxszeztfL91K6pC8jutdjWFSoFsyLFEdpZ2DR27BojNNn8uzUoGf3nFTI8nSpp2HpB85frPRkaH2H09C0TBW3KxMpFDuOJPL3aVv4dcsRgiuV4snejejXvKYWyYsUF1tnOAvb42Og+Q3OucCBNd2uKlcUsrzFqSMw7w1Y+YVzLEDnR6D9fVCilNuViRSKRduP8erUTWw5lEirkAo8178JrUIqul2WiBSU47udlgzbpkPVRtB3FIR1druqPFHI8jZHt8HsF51Ff4G1ncOnw28GH3XYlqIvI9Py/cpY3vplK0cTU+gfXpMnezciuFJpt0sTkfySluzsGFw0Gnz8oOuT0P5ej58azIlClrfas8g5pufAKuc08ategbrd3a5KpFAkpaTz7wW7+HjBTjIt3BEVyv3d6xEY4H3fhIuk3392aEpX8mrbL85xOCf2OLvre70GgbXcruqSKWR5s8xM2PgDzP4/ZxtrvZ5O2KrexO3KRArFwYQzjJq5jR9Wx1KxdEke7lmfIW1DKKGzE90TtxMm3uF8f7rmA6jZwu2KxBuciHGmBrdOhSoNnIaiV3Rzu6rLppBVFKQlw/KPYeEop4t8y7845zV5ycJAkcu1YX8Cr07dxNJdx6lbtQzP9G1Mj0bVtDi+sG3+CSbfBz6+4FsSTsc5Uz2dRnpUg0jxIGnJzjmDC0eB8YWuTzjrjf2KRssWhayi5PRxWDDKCVy+JaDjA9DxQfBXM0cp+qy1zN58hNenbWbXsSSi6lXm2b5NaFIr0O3Sir6MNJj9Evz2PtRqBTf+B0qWhWmPw4aJzn3XfgRVG7pdqXiS7bOdqcHju6DJNc7UYPkgt6vKVwpZRdHxXTDnZdg4CcpUc/qJRNym3ySlWEjLyGTc0hjembOd+DNpDG4VxGO9GlI9MMDt0oqmkwed6cG9v0Gbu5wflNmPBNs4CX4eCalJcOULziiFNuoUb/F7nanBLT9D5XrO1GDdHm5XVSAuO2QZY3oD7wC+wKfW2jfOuX4PcD+QAZwC7rbWbsq69jTw16xrD1prZ17ovRSy8mjfCvjlOdi3FKo0dI4dqH+1FqNKsZBwJo0P5u7gi8V78PUx/K3rFdzd5QpKl9QvG/lm9wKYONwJUAPehfAbcn5c4mH46SFnK36dKBj0AVQKK9xaxX3pKc7U4IJRzs+hLo9Dh/uL9Dm9lxWyjDG+wDbgKiAWWAEM+T1EZT0m0Fp7MuvjgcB91trexpgmwDdAW6AWMBtoYK3NON/7KWRdAmud3xZmvQjHd0JoZ+j2NAS1KTJz3iIXsjfuNG/O2MLU9QepHujPY1c35PpWQfj46JeNS5aZ6Wyvn/uaMxJx45dQrdGFn2MtrPkaZjzlnGjR61WnubJ+6Ssedsxxpo+P74TGA6HX36FCsNtVFbjLDVkdgJestb2ybj8NYK19/TyPHwIMtdb2OfexxpiZWa/12/neTyHrMmSkQfRYmP+GsxjVLwBqtoSgSCdwBbf16m2yIhcTvec4r07dzJp98TSpGchz/RrTsZ5OTsizMydg0j2wbQY0u94ZwcrLus/4ffDj/bB7PtS9Ega9r+89RVn8Ppj5DGyeApXqQt9/ODvhi4nLDVmDgd7W2juzbt8GtLPWjjjncfcDI4GSQA9r7XZjzPvAUmvtV1mP+QyYbq2deL73U8jKB8knYecciI2G2BVwYA1kpDjXAmv/EbiC2jhbr4vwMK4UP9Zaflp3kDenb2F//Bl6Nq7GU30aU6+aNofkyv5V8N3tzjqsXn+Htndd2khUZiZEfwazXnA26fR5C8Jv1KhWUZKe6myEWPCWM4rZ5TFnM1Yx+5lSKCEr2+NvAXpZa2/PbcgyxtwN3A0QEhLSOiYmJk+foFxEegoc2gCxy53QtW+F03MLnC3YNcKzQlckBLV1dn7oG6F4ueS0DMYu3sMHc3dwJi2Dv7QL4eGeDahURlPoObIWVo6F6U86m2lu/I/zPeFyxe2EyffCvmXQeAD0exvKVr381xV37ZzrTA3GbYdG/aH361AhxO2qXFHY04U+wAlrbXlNF3qwxENZgWu5M+J1YDWkn3Gula0BwW2cka6gtlCrpc5PFK917FQKY2Zv45vl+yhd0pcR3esxLCoUfz9ft0vzHKlJzu7AdeOd6b3rPoEylfPv9TMznBGPX18F/0AYMMYJXOJ9EvY7U4ObJkPFMGfXYP2r3K7KVZcbsvxwFr5fCezHWfh+i7V2Y7bH1LfWbs/6eADworU20hjTFPiaPxa+zwHqa+G7B8pIg8MbnFGu2BXOqNeJPc41Hz/nWJ/fQ1dwG6hQR6Nd4lW2H07k79M2M3frUYIrleLJ3o3o17ymmpke2w7fDoUjm50NM10eL7j2C4c3waS/waF1EH4T9HkTSukAcK+QngpL/wXz/wE2AzpnTQ2WUNuU/Gjh0BcYg9PC4XNr7WvGmJeBaGvtFGPMO0BPIA04AYz4PYQZY54FhgPpwMPW2ukXei+FLA9y6mhW4Mr6s38lpJ12rpWp6gSuoEhnqrFWBJQs4269IrmwcPtRXpu6mS2HEmkVUoHn+jehVUgx/UG/cRL8OMJZNnD9p1DvyoJ/z4w0Z3v/gregbHUY9F6xWiTtlXbNh2mPwbFt0LCfMzVYsY7bVXkMNSOV/JGRDkc2/RG69i13tuqCc1RC9aZ/XlRf6QqNdolHysi0TFy5j1G/bONoYgr9w2vyZO9GBFcq7XZphSM91VmQvuxD59/qDV8Ufhfu/aucHYzHtjptHq5+VSdXeJqTB2Dms875uRVDoc8/oEEvt6vyOApZUnBOH/9z6Nq/ClITnWulKmWFrqz1XbVbg385d+sVySYpJZ1/z9/Jxwt3kWnhjqhQ7u9ej8CAEm6XVnAS9sN3w5wlAe3uhatedq+fXloyzH0VlrzvLJq+5kMIjXKnFvlDRhos/RDmvwmZ6c65lFEPaWrwPBSypPBkZsDRLX/sYoxd4fymCmB8oGrjPy+qr1xPx2+I6w4mnGHUzG38sDqWiqVL8kjP+gxpG4KfbxH7u7nzV/j+TmfH8cD3oNl1blfkiPkNJt8DJ2Kc7uA9ntNmG7fsXuDsGjy6BRr0caYG1bn/ghSyxF1nTjjruc4uqo+GlATnWkCFP1pHBEU6fwLKu1quFF8b9ifw6tRNLN11nLpVy/BM38b0aFTN+xfHZ2Y6a6DmvQ5VG8GN/4WqDdyu6s9STsHsF2HFp84RYdd+6Ix+S+E4edA5om3DRGdjU583oWEft6vyCgpZ4lkyM50FlL/vYoyNdnY2YQEDVRtmjXRlre+q0lCjXVJorLXM3nyE16dtZtexJKLqVebZvk1oUivQ7dIuTVIc/HCX06A4/Cbo/7Znb1LZMQemPOC0men8qLPbUceDFZyMNFj2b5j3BmSkQqdHoNPDGknMA4Us8XzJCc56ruy7Gc+ccK75Bzq/0f4eumq3htKV3K1Xiry0jEzGLY1hzJztJJxJY3CrIB7r1ZDqgV60LiV2pdOeIekI9H4DIod7x2aUM/Ew42lY+7XTLPnaj5yNNZJ/rHWmBmc85Wxoqn+1M3pV6Qq3K/M6Clnifax1OkVn71J/ZCPYTOd6lYbQ9QnnXDVv+KEhXivhdBrvz93OF0v24Ofjw9+6XsHdXa6gdEk/t0s7P2udabcZT0O5mk739tqt3K4q7zb/DD8/7PwS1v0Z6Pgg+KiJ7GU5sQfWfQtrxzu7w8uH/DE1qO+ll0QhS4qGlFNwIGu0a+Nkp6Fh/auh3+hicdK7uCsmLok3Z2xh2vpDVA/057GrG3J9qyB8fDzsB1PKKfjpQdjwPdTv5YwCefPIb9Ix+PkR5/DhoLbO51O5rttVeZfkBOd75roJELPYuS+0szN93Ox6KFlMWpcUEIUsKXoyM5x1BL++6ty+8nloe7d+y5UCF73nOK9M3czaffE0qRnIc/0a07FeFbfLchzdChNuc86T6/6ss/W+KKxntBbWT4Rpjzo9vq56GdrcWTQ+t4KSkebsJl37DWydDunJULk+tLjZOai7mJ4zWBAUsqToit/rnLm2YxbUagUD33WOABIpQJmZlp/WHeAfM7ayP/4MPRtX4+m+jalb1cVmmusnwpQHnVGJ6z+DK7q6V0tBOXnQWRS/YxaEdYFBHygsZGctHFwDayfA+u/g9DEoXdkZrWpxs/M9UlOC+U4hS4o2a52pkelPQnK8c55W1ye1O0YKXHJaBp8v3s2/5u4kOS2Dv7QL4aGeDahUphB3w6WnOAf2rvgUgtvDDWMhsFbhvX9hsxZW/df5nDFOH6eIW4t3eEiIddZZrZvg9LfyLemssQq/2TmySLszC5RClhQPp487fV7WjHN2yPQfUzR/mxePc+xUCmNmb+Ob5fsoXdKXEd3rMSwqFH+/Ap6+jt/rdG/fvxI6jICeL4FvEe5Wn92JPTD5fohZBA16w4B3oFwNt6sqPCmJsPknZzpw90LAQkgHZ51V02t08HYhUsiS4mXXPPjpYTixG1reCle/4t0Lf8VrbD+cyN+nbWbu1qMEVyrF37rU5bpWtQtmJ+L22fDDnc76xEEfQJOB+f8eni4zE5b/G2a/5Ixc9/unMzVWVGVmwK65znTg5p8g/QxUDIMWQ5x1VurM7gqFLCl+0s44524tftcJWL3fULsHT5GZ4awXiY2Gut2hbo8iN7W7aPsx3pyxhfX7EwgM8OOmNsEM7RCaPwdQZ2Y4jSMXvOX0jrrxv9ptd3SbcyzP/pXQ9Fro+08oU9ntqvLPoQ3OiNX6iXDqkHNSRrPrnHAV1Ebf11ymkCXF16H1zmLgA6vU7sFtmRmwcZITEOK2O+tGMlKhRGln3UjjAc7XqFQFtyvNF9ZaVu09wdjFe5i+4RCZ1nJlo+rcERVKx7qVL+2onqRjztmDu+ZCy79A31Hafv+7jHRYPMb5+1WqorMJxpuPhUk85PwysnY8HN4APiWgQS9nOrBBL/Dzd7tCyaKQJcWb2j24KzPT6XE07w04uhmqNYFuTzvraGIWw5afYctUSDzo/CAJ6wKN+0PDflCuutvV54uDCWcYt3Qv3yzfS1xSKvWrleX2jqF5m0rcu8xZf3U6DvqNgojbNIKRk0PrYdI9TjBpeSv0/rv3nIeamuT8W1g73gnSNhNqRzo7A5tdr2UPHkohSwTU7qGwWQtbp8Hc1+HweqjSwAlXTa753/5GmZnOVM+Wn5y1Jsd3AQaC2zmBq1H/IrHeJDktg5/XHeSLJbvZsP8kgQF+3BjpTCWGVD7PiJS1sPRDmPU8lA9ypgdrtijcwr1NeoqzXGDR2xBYGwa9D1d0c7uqnGVmwp6FTrDaPAVSTzltKcJvcnYHVqnndoVyEQpZIr9Tu4eCZy1snwVzX3N69lSqC92ecn4Tz83oobXOgeFbfnZ+6Bxa79xfvbkzpdi4vzMa5sWjOOebShzWMZSoetmmEpNPwpQRsOlHaNgXrvmwyEynForYaJj0N4jb4Yxe93zJcw7HPrIF1o13Wi+c3O+c0dr0GidYhXRQo1UvopAlci61e8h/1jpTHHP/7hx9VKGOE2DDbwLfy9hdd2KPc4bdlp9h71LAOjuqGg9w/tSO9OofSIcSkhm3LIavl/15KvH6oARKTboDju+GK1+AqIe8Oli6JvU0zHkZln3o/Fu/5iMIaedOLaeOwoaJzqjVwTVgfJ31iC1uckK0ftnzSgpZIuejdg/5Y/dCJ1ztXQKBQdD1cWdhdn73bDp1xFmzsuVn2DUfMtOgbA1o1M8Z4Qrt7LV9orJPJdY/OJW/l/yM9BLlOD3gY6qH93S7PO+3e4HTV+tkrHPQdPdnCmfxeNoZ51ibteNhx2ywGc50b4shzuhu2WoFX4MUKIUskQtRu4dLt3eps6Fgz0IoVxM6PwqthhbOD6/kBNj2i7OOa/ssSDvtLHBu0McJXHWv9L6dd2nJ2BlPYVaOZXupcIYm3MMhW4ErG1VjWMewP08lSt4ln4RfnnU6xldr4hw2XRDr2zIzYe9vznTgxsmQctJZG9b8BmcRe7XG+f+e4hqFLJHcULuH3IuNdtZc7fwVylSDziOh9R1QIsCdetLOwM65zgjX1mlw5gT4lYJ6VzpTig16eX4H7BN74NuhcHAtRD0MPZ7n0Kn0HKcSC6zBaXGx7RfnDMTTx5wp7U6P5M8I6LEdWeusJjgbbUqUgSaDnOnA0M7a0VxEKWSJ5JbaPVzYgdXObsHtM52DZ6MehjZ3etaIUUb6H60hNv8MiQfAx8/5Idd4gDO16GnHr2ydAZPuBoszutKo758uJ6dlMHXdQcZm7UosF+DHTRfblSgXdvo4THvcWSNVK8JZq1Wt0aW9zobvnenA/dFgfJydjC2GOH/XPGWhvRQYhSyRvFK7hz87tN7pc7XlZ2dEqOODTvj0L+t2ZReWmekEw81TnNrjdgDG6ZL9+07FSle4V19GujMiuGi08/frxv9esJ7suxJnbDhEhrWaSrxcGyc5/9ZTk5wNBu3vvfgvVekpsG2mM2K1baazNrB6M2eTR/MbILBm4dQuHkEhS+RSqN2D00ph3utOCwH/8tBxBLS7BwIC3a4s76yFo1udPlxbfnKm5QCqNf0jcFVvVnhr8U4dgYnDnfVsrW6HPm/m6e9WTrsSh3YM5bqI2pTx11Rinpw6Aj895Ew1h3SEa/71v33ZrHV2za79Bjb84HxPKFv9j3VWxfmXsGJOIUvkchTHdg/HtjsjVxu+h5Jlnd/uO9zn+eua8uJEzB87FWOW4LSGCHUanzYeAEFtC641RMwS+O4O5wd1/7eh5S2X/FK/TyV+sWQP6/cnaCrxUlnrBKjpTzrLBnq96qwzPLHH6WW1brzTJNevlPP3o8VNENbt8tqTSJGgkCWSH4pDu4fju2D+P5xpEL8AaPc3Z2qwqH2e5zp11BnF2PKz83XOSHVGKRr2zWoN0QX8Sl7++1gLS96D2S9BxTpw45dQo9nlvy5/TCV+sSSG6esPairxUiXEwo/3O38PKoQ4SwcwENbZWWfVeAD4l3O7SvEgClki+SXtjDPCs+S9otXu4UQMLHgL1nzt7LJqc6ezqL1sVbcrK3zJJ2H7L8604vZZkJbkTJU26OUErno9L20xc3ICTL7PCXKNB8CgDwrsTL1zpxLr/b4rUVOJuZOZCdGfOdPkdXtA+I3OkUYiOVDIEslvRaXdQ0IsLPwnrPrS2RUVeYeznd3Tdt+5JS3ZGdHY/FNWa4jjzghf3WytIXIzyndoPUy4zRkVuepl6HB/oQTznKYSnbMS61Cnsna9ieQHhSyRguDN7R4SD8HC0bByrDOF1Wqo00i0fG23K/NcGelOg8nNPzmjUSf3O8eihHbKag3RP+ddZau/gqmPOuvZBo+FOh0KvXRnKjGeL5bs+dNU4u0dQ+lUr4qmEkUug0KWSEHypnYPp47CoredqZDMdOfomy6POWtPJPesdUYxN//shK647c79tSP/OFMxsBZMe8wJWWFd4PrPPOIIlcMnkxm3NIZxmkoUyRcKWSIFzdPbPSTFwZJ3YPknkJ7sLODt8vj/blOXS3O2NcTPTl8ucNZxpSRA58ecc/I8bIRTU4ki+UMhS6SweFq7hzMnYMn7sOwjp9li8xuc8Felnns1FXXx+5zWEHt/c1ozNOjldkUXlNNUYo+G1RgWpalEkdxQyBIpbG63e0hOgKUfwm8fOIfTNr0Wuj51aceGSLGR41Rihzpc1ypIU4ki53HZIcsY0xt4B/AFPrXWvnHO9ZHAnUA6cBQYbq2NybqWAazPeuhea+3AC72XQpYUGW60e0hJdBbjL3nPmbZs1B+6PZ1vvZikeEhJz+DntZpKFMmNywpZxhhfYBtwFRALrACGWGs3ZXtMd2CZtfa0MeZeoJu19qasa6estbk+4EwhS4qcwmj3kJoEKz6Fxe/A6Tho0NsJV7Va5u/7SLGiqUSRi7vckNUBeMla2yvr9tMA1trXz/P4COB9a21U1m2FLJGCaveQdgaixzoHDCcddfo3dX8Wglpffs0i2Zw7lVi3ahmGRYVxfavalC6pqUQpvi43ZA0Geltr78y6fRvQzlo74jyPfx84ZK19Net2OrAGZyrxDWvt5ByeczdwN0BISEjrmJiY3H1mIt4mv9o9pKfAyv84jURPHYKwrs4OtpD2+V+zSDYp6c6uxLGLnanEwAA/hrQLYWiHUGpX8JDdtCKFqNBCljHmVmAE0NVam5J1X21r7X5jzBXAr8CV1tqd53s/jWRJkXc57R7SU2HNV7BglNMMM6Qj9HjWaYgpUoistayMOcHYxXuYvuEgxhh6N63B8E6htAqpqKlEKTYuFLJyM8a7H8i+gCQo675z36Qn8CzZAhaAtXZ/1n93GWPmARHAeUOWSJFnDDQf7JyJ9stzTnPQTT9euN1DRhqsHQ8L/uGMhgW1cc6+u6Kb95+bKF7JGENkaCUiQysRe+I0X/4WwzfL9zJ1/UFaBJVneKcw+jSrSUk/H7dLFXFNbkay/HAWvl+JE65WALdYazdme0wEMBFnxGt7tvsrAqettSnGmCrAb8Cg7Ivmz6WRLCl2LtTuITMD1n/n7FI8sRtqRThrrur1VLgSj5OUks4Pq2IZu3gPu44lUT3Qn6EdQhnSNoRKZUq6XZ5IgciPFg59gTE4LRw+t9a+Zox5GYi21k4xxswGmgMHs56y11o70BjTEfg3kAn4AGOstZ9d6L0UsqRYyqndAzj3xW2H6s2dNVcN+yhcicfLzLTM33aUzxfvZuH2Y/j7+XBdq9rcERVGg+rl3C5PJF+pGamIt8je7gGgWhOnFUOj/uCjaRfxPtsOJzJ28R5+WBVLSnomnetXYXhUGF0bVMXHR78wiPdTyBLxJr9PEfoFQOOBCldSJBxPSuWb5Xv57297OHwyhSuqlGFYVCjXq5u8eDmFLBER8QhpGZlMW3+QzxftZm2s001+SNsQhnaoQ1DF0m6XJ5JnClkiIuJRfu8m//ni3czYcAhrLb2b1WB4VBit66gFhHiPy23hICIikq+MMbSuU5HWdSpyIP4M/81qATFt/SHCg8ozPCqMvs3VAkK8m0ayRETEI5xOTeeHVfv5fPFudh1Nolo5f4Z2qMOQtiFULuvvdnkiOdJ0oYiIeI3MTMuC7Uf5fPEeFmw7Skk/H65tWZs7OoXSqEag2+WJ/ImmC0VExGv4+Bi6NaxGt4bV2H44kbFLnBYQE6L3EVWvMsOjwujesJpaQIjH00iWiIh4vBNJqXyzYi//XRLDoZPJhFUpw7COoQxurRYQ4i5NF4qISJGQlpHJjA2H+HzxblbvjadcgB83twlmaIdQgiupBYQUPoUsEREpclbtPcHYxXuYtv4g1lp6Na3B8E5hRKoFhBQihSwRESmyDsSf4culMXy9bC8JZ9JoVjuQ4VFh9A+vpRYQUuAUskREpMg7k5rBD6tjGbt4DzuOnKJqOX9ua1+HW9qFUEUtIKSAKGSJiEixYa1l4fZjfL54N/O2Oi0grmlZizuiwmhcUy0gJH+phYOIiBQbxhi6NKhKlwZV2XHkFF8s2c33K/fzbXQsHes6LSB6NFILCCl4GskSEZEiL/50KuNX7OM/S/ZwMCGZOpVLc0fHUAZHBlNWLSDkMmi6UEREBKcFxMyNhxi7eA8rY05Qzt+PG9sEM6yjWkDIpVHIEhEROceaffGMXbybqesOkmktVzWpzvCoMNqGVVILCMk1hSwREZHzOJSQzJdL9zBu2V7iT6fRtFZWC4gWNfH383W7PPFwClkiIiIXcSY1g8lr9vP5ot1sP3KKauX8eWlgU/o2r+l2aeLBLhSy1KVNREQEKFXSlyFtQ/jlkS58+de2VAv0575xq7jny5UcSUx2uzzxQgpZIiIi2Rhj6Fy/KpPvi+KJ3g35desRrhq9gO9XxuJpsz/i2RSyREREcuDn68N93eox/aHO1K9Wlke/W8uwsSvYH3/G7dLESyhkiYiIXEDdqmX59m8deGlAE1bsOc7Vo+fz5dIYMjM1qiUXppAlIiJyET4+hmFRYcx8uAsRIRV5fvIGbv5kKbuPJbldmngwhSwREZFcCq5Umi//2pZ/XB/O5oMn6T1mAR8v2El6RqbbpYkHUsgSERHJA2MMN7YJZvbIrnRpUJW/T9vC9R8uYeuhRLdLEw+jkCUiInIJqgcG8PFtrXlvSASxJ87Q/72FjJm9jdR0jWqJQyFLRETkEhljGNCiFrNGdqVv85qMmb2dge8vYu2+eLdLEw+gkCUiInKZKpUpyTs3R/Dp0EjiT6dx7b8W8/q0zSSnZbhdmrhIIUtERCSf9GxSnV9GduGmNsH8e8Eu+ryzkGW74twuS1yikCUiIpKPAgNK8Pp14Xx9ZzvSMzO56eOlPD95A6dS0t0uTQqZQpaIiEgB6FivCjMf7sLwqDC+WhZDr7cXMH/bUbfLkkKUq5BljOltjNlqjNlhjHkqh+sjjTGbjDHrjDFzjDF1sl273RizPevP7flZvIiIiCcrXdKPFwY0YeI9HSlV0pfbP1/Oo9+uJf50qtulSSG4aMgyxvgCHwB9gCbAEGNMk3MethqItNaGAxOBf2Q9txLwItAOaAu8aIypmH/li4iIeL7WdSry8wOdGNG9HpPX7Kfn6AXM2HDQ7bKkgOVmJKstsMNau8tamwqMBwZlf4C1dq619nTWzaVAUNbHvYBZ1trj1toTwCygd/6ULiIi4j0CSvjyWK+GTBkRRfVAf+75ahX3jVvJ0cQUt0uTApKbkFUb2JftdmzWfefzV2D6JT5XRESkSGtaqzyT74/i8V4Nmb3pCFe9PZ8fVsVirQ6cLmrydeG7MeZWIBJ4K4/Pu9sYE22MiT56VIsCRUSkaCvh68P93esx7aHO1K1alpHfruWOL1ZwIP6M26VJPspNyNoPBGe7HZR1358YY3oCzwIDrbUpeXmutfZja22ktTayatWqua1dRETEq9WrVpZv/9aBFwc0Ydmu41z99gLGLYshM1OjWkVBbkLWCqC+MSbMGFMSuBmYkv0BxpgI4N84AetItkszgauNMRWzFrxfnXWfiIiIAL4+hjuiwpj5cBdaBJfn2UkbuOXTpew5luR2aXKZLhqyrLXpwAiccLQZ+NZau9EY87IxZmDWw94CygLfGWPWGGOmZD33OPAKTlBbAbycdZ+IiIhkE1K5NF/9tR1vXNecjftP0vudBXyyYBcZGtXyWsbTFtpFRkba6Ohot8sQERFxzaGEZJ6bvJ7Zm4/QMrgC/xgcToPq5dwuS3JgjFlprY3M6Zo6vouIiHiYGuUD+GRoJO8OiWDv8dP0e3ch787ZTmp6ptulSR4oZImIiHggYwwDW9Ri1iNd6NOsJqNnbWPg+4tYH5vgdmmSSwpZIiIiHqxyWX/eHRLBJ0MjOZ6UyjX/Wswb07eQnJbhdmlyEQpZIiIiXuCqJtWZNbIrg1sF8dH8nfR9ZyEr9mgvmSdTyBIREfES5UuV4M3B4Xz113akZmRy479/48UfN5CUku52aZIDhSwREREv06l+FWY+3IVhHUP579IYrn57AQu26cQUT6OQJSIi4oXK+Pvx4oCmTLynA/4lfBj6+XIe/24tCafT3C5NsihkiYiIeLHWdSox7cHO3NetLj+s3k/Pt+czc+Mht8sSFLJERES8XkAJX57o3Ygf74+iall//vblSu7/ehXHTqVc/MlSYBSyREREiohmtcvz44goHru6AbM2Huaq0fOZvHo/nna6S3GhkCUiIlKElPD1YUSP+kx9sBOhVcrw8IQ1/PU/0RxMOON2acWOQpaIiEgRVL96OSbe05Hn+zfht51xXD16AV8v26tRrUKkkCUiIlJE+foY/topjJkPd6F5UHmembSeWz5ZRkxcktulFQsKWSIiIkVcSOXSjLuzHa9f15wN+xPoNWYBny7cRUamRrUKkkKWiIhIMWCMYUjbEH4Z2YWoulV4depm+r6zkF+3HNYUYgFRyBIRESlGapYvxae3R/Kvv7QiJT2D4V9Ec9PHS1m194TbpRU5ClkiIiLFjDGGvs1rMmtkV165phm7jiZx3b+WcM+XK9l59JTb5RUZxtOGCCMjI210dLTbZYiIiBQbSSnpfLZoN/+ev5Pk9ExujAzm4Z71qR4Y4HZpHs8Ys9JaG5njNYUsERERAYg7lcL7c3fw1dKYszsT/9a1LoEBJdwuzWMpZImIiEiu7Y07zehZW5m85gAVSpdgRPd63NahDv5+vm6X5nEuFLK0JktERET+JKRyacbcHMHPD3QiPKgCr07dTI9R8/lhVazaPuSBQpaIiIjkqFnt8vx3eFvG3dmOSmVKMvLbtfR7dyFztx5R24dcUMgSERGRC4qqV4Uf74/i/VsiOJOWwR1jVzDkk6Ws2RfvdmkeTSFLRERELsrHx9A/vBazHunKK4OasuPIKa75YDH3jVvJLrV9yJEWvouIiEieJaWk8+nC3Xy8wGn7cHObYB66sj7VilnbB+0uFBERkQJx7FQK7/+6g3HLYvDz8eHOzmHc3eUKyhWTtg8KWSIiIlKgYuKS+Ocv25iy9gAVS5dgRI/63No+pMi3fVALBxERESlQdSqX4d0hTtuHZrXL88rPm+gxaj6TVseSWUzbPihkiYiISL5pVrs8X/61HV/+tS0Vy5TgkQlr6ffeIuYVw7YPClkiIiKS7zrXr8qU+zvx7pAIklLSGTZ2Bbd8soy1xajtg0KWiIiIFAgfH8PAFrWYPbIr/zewKdsOJzLog8XcP24Vu48luV1egdPCdxERESkUp1LS+WTBLj5ZuIuU9EyGtA3mwSvrU62c97Z90O5CERER8RhHE1N479ftfL1sLyV8fbircxh3eWnbh8veXWiM6W2M2WqM2WGMeSqH612MMauMMenGmMHnXMswxqzJ+jPl0j4FERERKSqqlvPn5UHNmD2yK1c2rsa7v+6g61vzGLt4NynpGW6Xl28uOpJljPEFtgFXAbHACmCItXZTtseEAoHAY8AUa+3EbNdOWWvL5rYgjWSJiIgUL+ti43lj+haW7IwjuFIpHr2qIQNb1MLHx7hd2kVd7khWW2CHtXaXtTYVGA8Myv4Aa+0ea+06IPOyqxUREZFiJTyoAuPubMd/h7elnH8JHp6whv7vLWL+tqNe3fYhNyGrNrAv2+3YrPtyK8AYE22MWWqMuSanBxhj7s56TPTRo0fz8NIiIiJSFBhj6NKgKj8/0Il3bm5JYkoat3++nL98uox1sfFul3dJCqOFQ52sYbRbgDHGmLrnPsBa+7G1NtJaG1m1atVCKElEREQ8kY+PYVDL2swZ2Y2XBjRhy6FEBr6/mPu/XsUeL2v7kJuQtR8IznY7KOu+XLHW7s/67y5gHhCRh/pERESkGCrp58OwqDDmP96NB6+sz9wtR+g5ej7PT97A0cQUt8vLldyErBVAfWNMmDGmJHAzkKtdgsaYisYY/6yPqwBRwKYLP0tERETEUS6gBCOvasC8x7sxpG0I3yzfS9e35jJ61jZOpaS7Xd4F5apPljGmLzAG8AU+t9a+Zox5GYi21k4xxrQBJgEVgWTgkLW2qTGmI/BvnAXxPsAYa+1nF3ov7S4UERGR89l9LIlRv2xl6rqDVC5Tkgd61OOWdnUo6efOITZqRioiIiJFytp9TtuH33bFEVKpNI9e3YAB4YXf9uGym5GKiIiIeJIWwRX4+q52/Gd4W8r4+/HQ+DUMeH8RC7d7TpcChSwRERHxSsYYujaoytQHOjHmppYknEnjts+Wc+uny1gfm+B2eQpZIiIi4t18fAzXRNRmzqNdeaF/EzYeSGDA+4t48JvVpGe41yfdz7V3FhEREclH/n6+DO8UxuDIID5ZsIvDJ5Px83VvPEkhS0RERIqUwIASPHp1Q7fL0HShiIiISEFQyBIREREpAApZIiIiIgVAIUtERESkAChkiYiIiBQAhSwRERGRAqCQJSIiIlIAFLJERERECoBCloiIiEgBUMgSERERKQAKWSIiIiIFQCFLREREpAAoZImIiIgUAGOtdbuGPzHGHAViCuGtqgDHCuF9pODoa+jd9PXzfvoaej99DS9fHWtt1ZwueFzIKizGmGhrbaTbdcil09fQu+nr5/30NfR++hoWLE0XioiIiBQAhSwRERGRAlCcQ9bHbhcgl01fQ++mr5/309fQ++lrWICK7ZosERERkYJUnEeyRERERApMsQtZxpjexpitxpgdxpin3K5H8sYYE2yMmWuM2WSM2WiMecjtmuTSGGN8jTGrjTE/u12L5J0xpoIxZqIxZosxZrMxpoPbNUnuGWMeyfoeusEY840xJsDtmoqiYhWyjDG+wAdAH6AJMMQY08TdqiSP0oFHrbVNgPbA/foaeq2HgM1uFyGX7B1ghrW2EdACfS29hjGmNvAgEGmtbQb4Aje7W1XRVKxCFtAW2GGt3WWtTQXGA4NcrknywFp70Fq7KuvjRJxv7LXdrUryyhgTBPQDPnW7Fsk7Y0x5oAvwGYC1NtVaG+9qUZJXfkApY4wfUBo44HI9RVJxC1m1gX3ZbseiH9BeyxgTCkQAy1wuRfJuDPAEkOlyHXJpwoCjwNisKd9PjTFl3C5Kcsdaux8YBewFDgIJ1tpf3K2qaCpuIUuKCGNMWeB74GFr7Um365HcM8b0B45Ya1e6XYtcMj+gFfChtTYCSAK0xtVLGGMq4szihAG1gDLGmFvdrapoKm4haz8QnO12UNZ94kWMMSVwAtY4a+0PbtcjeRYFDDTG7MGZsu9hjPnK3ZIkj2KBWGvt76PIE3FCl3iHnsBua+1Ra20a8APQ0eWaiqTiFrJWAPWNMWHGmJI4C/2muFyT5IExxuCsA9lsrR3tdj2Sd9bap621QdbaUJx/g79aa/VbtBex1h4C9hljGmbddSWwycWSJG/2Au2NMaWzvqdeiTYuFAg/twsoTNbadGPMCGAmzm6Kz621G10uS/ImCrgNWG+MWZN13zPW2mnulSRSLD0AjMv6hXUXcIfL9UguWWuXGWMmAqtwdmyvRp3fC4Q6vouIiIgUgOI2XSgiIiJSKBSyRERERAqAQpaIiIhIAVDIEhERESkAClkiIiIiBUAhS0RERKQAKGSJiIiIFACFLBEREZEC8P+SozQdsahVYwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10,6))\n",
+    "plt.plot(hist.history['loss'], label = \"Train loss\")\n",
+    "plt.plot(hist.history['val_loss'], label = \"Validation loss\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Model Prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T21:34:46.884453Z",
+     "iopub.status.busy": "2022-07-07T21:34:46.884087Z",
+     "iopub.status.idle": "2022-07-07T21:34:46.890588Z",
+     "shell.execute_reply": "2022-07-07T21:34:46.889375Z",
+     "shell.execute_reply.started": "2022-07-07T21:34:46.884421Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def predict_func(img): \n",
+    "    plt.figure(figsize=(6,4))\n",
+    "    plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
+    "    plt.tight_layout()\n",
+    "    img = cv2.resize(img, (224, 224))\n",
+    "    img = np.reshape(img, [-1, 224, 224,3])\n",
+    "    result = np.argmax(model.predict(img))\n",
+    "    if result == 0: print(\"\\033[94m\"+\"This image -> Recyclable\"+\"\\033[0m\")\n",
+    "    elif result ==1: print(\"\\033[94m\"+\"This image -> Organic\"+\"\\033[0m\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T21:34:53.518931Z",
+     "iopub.status.busy": "2022-07-07T21:34:53.518575Z",
+     "iopub.status.idle": "2022-07-07T21:34:53.855728Z",
+     "shell.execute_reply": "2022-07-07T21:34:53.854677Z",
+     "shell.execute_reply.started": "2022-07-07T21:34:53.518897Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[94mThis image -> Organic\u001b[0m\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "test_img = cv2.imread(\"/kaggle/input/waste-classification-data/DATASET/TEST/O/O_12573.jpg\")\n",
+    "predict_func(test_img)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-07-07T21:35:02.384144Z",
+     "iopub.status.busy": "2022-07-07T21:35:02.383780Z",
+     "iopub.status.idle": "2022-07-07T21:35:02.680298Z",
+     "shell.execute_reply": "2022-07-07T21:35:02.679291Z",
+     "shell.execute_reply.started": "2022-07-07T21:35:02.384109Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[94mThis image -> Recyclable\u001b[0m\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "test_img = cv2.imread(\"/kaggle/input/waste-classification-data/DATASET/TEST/R/R_10753.jpg\")\n",
+    "predict_func(test_img)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Prediction Models/College_placement_prediction/Readme.md b/Prediction Models/College_placement_prediction/Readme.md
new file mode 100644
index 00000000..9b9486d9
--- /dev/null
+++ b/Prediction Models/College_placement_prediction/Readme.md	
@@ -0,0 +1,50 @@
+# College Placement Prediction Model
+
+This repository contains a machine learning model designed to predict college placement outcomes based on student profiles. By analyzing historical placement data and various student attributes, the model aims to estimate the likelihood of a student's placement, helping institutions and students make informed decisions.
+
+## Table of Contents
+- [Introduction](#introduction)
+- [Problem Statement](#problem-statement)
+- [Solution Overview](#solution-overview)
+- [Data](#data)
+- [Installation](#installation)
+- [Usage](#usage)
+- [Model Evaluation](#model-evaluation)
+- [Contributing](#contributing)
+- [License](#license)
+
+## Introduction
+
+In an increasingly competitive job market, predicting college placement success is valuable for students, colleges, and recruiters. This model leverages multiple machine learning algorithms to forecast placement outcomes based on academic performance, demographic data, and extracurricular involvement.
+
+## Problem Statement
+
+Predicting college placements accurately is challenging due to:
+- **Variety of Influencing Factors**: Academic scores, previous experience, and other personal characteristics affect placement outcomes.
+- **Data Quality**: Differences in available data for each student can affect model accuracy.
+- **Feature Engineering**: Identifying key predictive factors is crucial for improving the model’s performance.
+
+This project addresses these challenges by building a model that leverages various attributes of student profiles to predict their placement likelihood.
+
+## Solution Overview
+
+The model is built using several machine learning algorithms, including:
+- **Logistic Regression**
+- **Decision Trees**
+- **Random Forest**
+- **Support Vector Machine (SVM)**
+
+Key steps in the project include:
+1. **Data Cleaning and Preparation**: Handling missing values, scaling numerical features, and encoding categorical data.
+2. **Feature Engineering**: Selecting and refining features to enhance model accuracy.
+3. **Model Training and Evaluation**: Training multiple models and comparing their performance to select the best one for predicting placements.
+
+## Data
+
+The dataset includes features like:
+- **Academic Performance**: Grades, test scores, and other academic achievements.
+- **Demographic Information**: Age, gender, and location.
+- **Extracurriculars and Skills**: Involvement in projects, certifications, and relevant skills.
+
+Data should be placed in the `data/` directory in CSV format.
+
diff --git a/Prediction Models/College_placement_prediction/collegeplacement-predictions-using-multiple-models.ipynb b/Prediction Models/College_placement_prediction/collegeplacement-predictions-using-multiple-models.ipynb
new file mode 100644
index 00000000..111aea1d
--- /dev/null
+++ b/Prediction Models/College_placement_prediction/collegeplacement-predictions-using-multiple-models.ipynb	
@@ -0,0 +1,1452 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "409556bc",
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:33.829634Z",
+     "iopub.status.busy": "2024-01-07T21:48:33.829162Z",
+     "iopub.status.idle": "2024-01-07T21:48:35.835265Z",
+     "shell.execute_reply": "2024-01-07T21:48:35.834212Z"
+    },
+    "papermill": {
+     "duration": 2.021466,
+     "end_time": "2024-01-07T21:48:35.838320",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:33.816854",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/input/college-placement/placement-dataset.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
+    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
+    "# For example, here's several helpful packages to load\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np # linear algebra\n",
+    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Input data files are available in the read-only \"../input/\" directory\n",
+    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
+    "\n",
+    "import os\n",
+    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
+    "    for filename in filenames:\n",
+    "        print(os.path.join(dirname, filename))\n",
+    "\n",
+    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
+    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a753911f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:35.859906Z",
+     "iopub.status.busy": "2024-01-07T21:48:35.859358Z",
+     "iopub.status.idle": "2024-01-07T21:48:35.913968Z",
+     "shell.execute_reply": "2024-01-07T21:48:35.912967Z"
+    },
+    "papermill": {
+     "duration": 0.068204,
+     "end_time": "2024-01-07T21:48:35.916475",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:35.848271",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cgpa</th>\n",
+       "      <th>iq</th>\n",
+       "      <th>placement</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>6.8</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5.9</td>\n",
+       "      <td>106.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5.3</td>\n",
+       "      <td>121.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>7.4</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5.8</td>\n",
+       "      <td>142.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>4.3</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>4.4</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>6.7</td>\n",
+       "      <td>182.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>6.3</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>6.2</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    cgpa     iq  placement\n",
+       "0    6.8  123.0          1\n",
+       "1    5.9  106.0          0\n",
+       "2    5.3  121.0          0\n",
+       "3    7.4  132.0          1\n",
+       "4    5.8  142.0          0\n",
+       "..   ...    ...        ...\n",
+       "95   4.3  200.0          0\n",
+       "96   4.4   42.0          0\n",
+       "97   6.7  182.0          1\n",
+       "98   6.3  103.0          1\n",
+       "99   6.2  113.0          1\n",
+       "\n",
+       "[100 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('/kaggle/input/college-placement/placement-dataset.csv')\n",
+    "df = df.drop(\"Unnamed: 0\", axis=1)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f03c9b83",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:35.938038Z",
+     "iopub.status.busy": "2024-01-07T21:48:35.937665Z",
+     "iopub.status.idle": "2024-01-07T21:48:35.960758Z",
+     "shell.execute_reply": "2024-01-07T21:48:35.959642Z"
+    },
+    "papermill": {
+     "duration": 0.036525,
+     "end_time": "2024-01-07T21:48:35.963043",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:35.926518",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cgpa</th>\n",
+       "      <th>iq</th>\n",
+       "      <th>placement</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>5.991000</td>\n",
+       "      <td>123.580000</td>\n",
+       "      <td>0.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.143634</td>\n",
+       "      <td>39.944198</td>\n",
+       "      <td>0.502519</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>3.300000</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>5.075000</td>\n",
+       "      <td>101.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>127.500000</td>\n",
+       "      <td>0.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>6.900000</td>\n",
+       "      <td>149.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>8.500000</td>\n",
+       "      <td>233.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             cgpa          iq   placement\n",
+       "count  100.000000  100.000000  100.000000\n",
+       "mean     5.991000  123.580000    0.500000\n",
+       "std      1.143634   39.944198    0.502519\n",
+       "min      3.300000   37.000000    0.000000\n",
+       "25%      5.075000  101.500000    0.000000\n",
+       "50%      6.000000  127.500000    0.500000\n",
+       "75%      6.900000  149.000000    1.000000\n",
+       "max      8.500000  233.000000    1.000000"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "80454133",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:35.984855Z",
+     "iopub.status.busy": "2024-01-07T21:48:35.983940Z",
+     "iopub.status.idle": "2024-01-07T21:48:36.438112Z",
+     "shell.execute_reply": "2024-01-07T21:48:36.436974Z"
+    },
+    "papermill": {
+     "duration": 0.467802,
+     "end_time": "2024-01-07T21:48:36.440787",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:35.972985",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df['cgpa'].hist()\n",
+    "plt.title('CGPA Distribution')\n",
+    "plt.xlabel('CGPA')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "287f0546",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:36.463573Z",
+     "iopub.status.busy": "2024-01-07T21:48:36.463138Z",
+     "iopub.status.idle": "2024-01-07T21:48:36.815229Z",
+     "shell.execute_reply": "2024-01-07T21:48:36.814052Z"
+    },
+    "papermill": {
+     "duration": 0.366504,
+     "end_time": "2024-01-07T21:48:36.817919",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:36.451415",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df['iq'].hist()\n",
+    "plt.title('CGPA Distribution')\n",
+    "plt.xlabel('CGPA')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "138a42cf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:36.842121Z",
+     "iopub.status.busy": "2024-01-07T21:48:36.841733Z",
+     "iopub.status.idle": "2024-01-07T21:48:36.849630Z",
+     "shell.execute_reply": "2024-01-07T21:48:36.848354Z"
+    },
+    "papermill": {
+     "duration": 0.022966,
+     "end_time": "2024-01-07T21:48:36.852128",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:36.829162",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The correlation coefficient between CGPA and IQ is: -0.0987906720582117\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Assuming df is already defined and has 'cgpa' and 'iq' columns\n",
+    "correlation = df['cgpa'].corr(df['iq'])\n",
+    "\n",
+    "print(\"The correlation coefficient between CGPA and IQ is:\", correlation)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d8125d0b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:36.876712Z",
+     "iopub.status.busy": "2024-01-07T21:48:36.875906Z",
+     "iopub.status.idle": "2024-01-07T21:48:37.193922Z",
+     "shell.execute_reply": "2024-01-07T21:48:37.192457Z"
+    },
+    "papermill": {
+     "duration": 0.332828,
+     "end_time": "2024-01-07T21:48:37.196321",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:36.863493",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(df['iq'], df['cgpa'])\n",
+    "plt.title('Scatter plot of IQ vs CGPA')\n",
+    "plt.xlabel('IQ')\n",
+    "plt.ylabel('CGPA')\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "83b10309",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011339,
+     "end_time": "2024-01-07T21:48:37.219569",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:37.208230",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "no correlation. very interesting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "90f63b1d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:37.245356Z",
+     "iopub.status.busy": "2024-01-07T21:48:37.244947Z",
+     "iopub.status.idle": "2024-01-07T21:48:37.660933Z",
+     "shell.execute_reply": "2024-01-07T21:48:37.659981Z"
+    },
+    "papermill": {
+     "duration": 0.432117,
+     "end_time": "2024-01-07T21:48:37.663449",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:37.231332",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.metrics import accuracy_score, confusion_matrix"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9556bc0e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011122,
+     "end_time": "2024-01-07T21:48:37.686062",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:37.674940",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "454b4c02",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:37.711355Z",
+     "iopub.status.busy": "2024-01-07T21:48:37.710342Z",
+     "iopub.status.idle": "2024-01-07T21:48:37.740003Z",
+     "shell.execute_reply": "2024-01-07T21:48:37.738828Z"
+    },
+    "papermill": {
+     "duration": 0.044967,
+     "end_time": "2024-01-07T21:48:37.742566",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:37.697599",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression()</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "LogisticRegression()"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X = df[['cgpa', 'iq']]  # Features\n",
+    "y = df['placement']  # Target variable\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+    "model = LogisticRegression()\n",
+    "model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "35f5ba9b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:37.768350Z",
+     "iopub.status.busy": "2024-01-07T21:48:37.767713Z",
+     "iopub.status.idle": "2024-01-07T21:48:37.780141Z",
+     "shell.execute_reply": "2024-01-07T21:48:37.778908Z"
+    },
+    "papermill": {
+     "duration": 0.028553,
+     "end_time": "2024-01-07T21:48:37.782810",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:37.754257",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.85\n",
+      "Confusion Matrix:\n",
+      " [[9 1]\n",
+      " [2 8]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_pred = model.predict(X_test)\n",
+    "accuracy = accuracy_score(y_test, y_pred)\n",
+    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
+    "print(\"Accuracy:\", accuracy)\n",
+    "print(\"Confusion Matrix:\\n\", conf_matrix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "7b26bcf8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:37.808810Z",
+     "iopub.status.busy": "2024-01-07T21:48:37.808374Z",
+     "iopub.status.idle": "2024-01-07T21:48:38.139753Z",
+     "shell.execute_reply": "2024-01-07T21:48:38.138746Z"
+    },
+    "papermill": {
+     "duration": 0.347359,
+     "end_time": "2024-01-07T21:48:38.142046",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:37.794687",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "# Using Matplotlib\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues')\n",
+    "plt.xlabel('Predicted Label')\n",
+    "plt.ylabel('True Label')\n",
+    "plt.title('Confusion Matrix')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "7911db11",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:38.168673Z",
+     "iopub.status.busy": "2024-01-07T21:48:38.168242Z",
+     "iopub.status.idle": "2024-01-07T21:48:38.686092Z",
+     "shell.execute_reply": "2024-01-07T21:48:38.685037Z"
+    },
+    "papermill": {
+     "duration": 0.534852,
+     "end_time": "2024-01-07T21:48:38.689390",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:38.154538",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.9\n",
+      "Confusion Matrix:\n",
+      " [[10  0]\n",
+      " [ 2  8]]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but LogisticRegression was fitted with feature names\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from mlxtend.plotting import plot_decision_regions\n",
+    "\n",
+    "# Prepare the features and target variable\n",
+    "X = df[['cgpa']]  # Using only 'cgpa' as the feature\n",
+    "y = df['placement']  # Target variable\n",
+    "\n",
+    "# Split the data into training and test sets\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+    "\n",
+    "# Create and train the logistic regression model\n",
+    "model = LogisticRegression()\n",
+    "model.fit(X_train, y_train)\n",
+    "\n",
+    "# Make predictions and evaluate the model\n",
+    "y_pred = model.predict(X_test)\n",
+    "accuracy = accuracy_score(y_test, y_pred)\n",
+    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
+    "\n",
+    "# Print out the accuracy and confusion matrix\n",
+    "print(\"Accuracy:\", accuracy)\n",
+    "print(\"Confusion Matrix:\\n\", conf_matrix)\n",
+    "\n",
+    "# Convert X_train and y_train to NumPy arrays for the plotting function\n",
+    "X_train_np = X_train.to_numpy()\n",
+    "y_train_np = y_train.to_numpy()\n",
+    "\n",
+    "# Visualizing the decision boundary\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plot_decision_regions(X_train_np, y_train_np, clf=model, legend=2)\n",
+    "plt.xlabel('CGPA')\n",
+    "plt.ylabel('Placement')\n",
+    "plt.title('Decision Boundary for Logistic Regression')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "95e5b374",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:38.718491Z",
+     "iopub.status.busy": "2024-01-07T21:48:38.717404Z",
+     "iopub.status.idle": "2024-01-07T21:48:38.736758Z",
+     "shell.execute_reply": "2024-01-07T21:48:38.735507Z"
+    },
+    "papermill": {
+     "duration": 0.036547,
+     "end_time": "2024-01-07T21:48:38.739181",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:38.702634",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.4\n",
+      "Confusion Matrix:\n",
+      " [[4 6]\n",
+      " [6 4]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "X = df[['iq']]  # Features\n",
+    "y = df['placement']  # Target variable\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+    "model = LogisticRegression()\n",
+    "model.fit(X_train, y_train)\n",
+    "y_pred = model.predict(X_test)\n",
+    "accuracy = accuracy_score(y_test, y_pred)\n",
+    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
+    "print(\"Accuracy:\", accuracy)\n",
+    "print(\"Confusion Matrix:\\n\", conf_matrix)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e368aaee",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013063,
+     "end_time": "2024-01-07T21:48:38.765585",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:38.752522",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "IQ is a terrible predictor. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "d6b31dc2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:38.794185Z",
+     "iopub.status.busy": "2024-01-07T21:48:38.793489Z",
+     "iopub.status.idle": "2024-01-07T21:48:38.815899Z",
+     "shell.execute_reply": "2024-01-07T21:48:38.814623Z"
+    },
+    "papermill": {
+     "duration": 0.039501,
+     "end_time": "2024-01-07T21:48:38.818455",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:38.778954",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.95\n",
+      "Confusion Matrix:\n",
+      " [[ 9  1]\n",
+      " [ 0 10]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.metrics import accuracy_score, confusion_matrix\n",
+    "\n",
+    "X = df[['cgpa']]  # Features\n",
+    "y = df['placement']  # Target variable\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+    "scaler = StandardScaler()\n",
+    "X_train_scaled = scaler.fit_transform(X_train)\n",
+    "X_test_scaled = scaler.transform(X_test)\n",
+    "model = LogisticRegression()\n",
+    "model.fit(X_train_scaled, y_train)\n",
+    "y_pred = model.predict(X_test_scaled)\n",
+    "accuracy = accuracy_score(y_test, y_pred)\n",
+    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
+    "print(\"Accuracy:\", accuracy)\n",
+    "print(\"Confusion Matrix:\\n\", conf_matrix)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a95f0656",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013047,
+     "end_time": "2024-01-07T21:48:38.845384",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:38.832337",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "that's actually pretty good!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "7cee2091",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:38.873830Z",
+     "iopub.status.busy": "2024-01-07T21:48:38.872806Z",
+     "iopub.status.idle": "2024-01-07T21:48:39.266156Z",
+     "shell.execute_reply": "2024-01-07T21:48:39.265005Z"
+    },
+    "papermill": {
+     "duration": 0.410494,
+     "end_time": "2024-01-07T21:48:39.268902",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:38.858408",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from mlxtend.plotting import plot_decision_regions\n",
+    "\n",
+    "# Assuming you've scaled your features as X_train_scaled and you have y_train from before\n",
+    "model = LogisticRegression()\n",
+    "model.fit(X_train_scaled, y_train)\n",
+    "\n",
+    "# No need to convert to NumPy arrays since they already are\n",
+    "X_train_np = X_train_scaled  # Already a NumPy array\n",
+    "y_train_np = y_train.to_numpy()  # Convert y_train to a NumPy array if it's not already\n",
+    "\n",
+    "# Plotting\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plot_decision_regions(X_train_np, y_train_np, clf=model, legend=2)\n",
+    "plt.xlabel('Standardized CGPA')\n",
+    "plt.ylabel('Standardized IQ')\n",
+    "plt.title('Decision Boundary for Logistic Regression')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "1777547d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:39.297947Z",
+     "iopub.status.busy": "2024-01-07T21:48:39.297532Z",
+     "iopub.status.idle": "2024-01-07T21:48:39.862509Z",
+     "shell.execute_reply": "2024-01-07T21:48:39.861366Z"
+    },
+    "papermill": {
+     "duration": 0.582669,
+     "end_time": "2024-01-07T21:48:39.865299",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:39.282630",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.85\n",
+      "Confusion Matrix:\n",
+      " [[9 1]\n",
+      " [2 8]]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X = df[['cgpa','iq']]  # Features\n",
+    "y = df['placement']  # Target variable\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+    "scaler = StandardScaler()\n",
+    "X_train_scaled = scaler.fit_transform(X_train)\n",
+    "X_test_scaled = scaler.transform(X_test)\n",
+    "model = LogisticRegression()\n",
+    "model.fit(X_train_scaled, y_train)\n",
+    "y_pred = model.predict(X_test_scaled)\n",
+    "accuracy = accuracy_score(y_test, y_pred)\n",
+    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
+    "print(\"Accuracy:\", accuracy)\n",
+    "print(\"Confusion Matrix:\\n\", conf_matrix)\n",
+    "\n",
+    "# Assuming you've scaled your features as X_train_scaled and you have y_train from before\n",
+    "model = LogisticRegression()\n",
+    "model.fit(X_train_scaled, y_train)\n",
+    "\n",
+    "# No need to convert to NumPy arrays since they already are\n",
+    "X_train_np = X_train_scaled  # Already a NumPy array\n",
+    "y_train_np = y_train.to_numpy()  # Convert y_train to a NumPy array if it's not already\n",
+    "\n",
+    "# Plotting\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plot_decision_regions(X_train_np, y_train_np, clf=model, legend=2)\n",
+    "plt.xlabel('Standardized CGPA')\n",
+    "plt.ylabel('Standardized IQ')\n",
+    "plt.title('Decision Boundary for Logistic Regression')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "690d3474",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015157,
+     "end_time": "2024-01-07T21:48:39.896256",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:39.881099",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "OBVIOUSLY it is a good idea to completely ignore IQ as it isnt good for our prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "f40f9934",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:39.928490Z",
+     "iopub.status.busy": "2024-01-07T21:48:39.927892Z",
+     "iopub.status.idle": "2024-01-07T21:48:40.494705Z",
+     "shell.execute_reply": "2024-01-07T21:48:40.493582Z"
+    },
+    "papermill": {
+     "duration": 0.585635,
+     "end_time": "2024-01-07T21:48:40.497521",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:39.911886",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Assume X and y are already defined and split into train and test sets\n",
+    "model = RandomForestClassifier()\n",
+    "model.fit(X_train, y_train)\n",
+    "\n",
+    "# Get and visualize feature importances\n",
+    "importances = model.feature_importances_\n",
+    "indices = np.argsort(importances)\n",
+    "features = X_train.columns\n",
+    "\n",
+    "plt.title('Feature Importances')\n",
+    "plt.barh(range(len(indices)), importances[indices], color='b', align='center')\n",
+    "plt.yticks(range(len(indices)), [features[i] for i in indices])\n",
+    "plt.xlabel('Relative Importance')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "1cbc5a03",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:40.532172Z",
+     "iopub.status.busy": "2024-01-07T21:48:40.531384Z",
+     "iopub.status.idle": "2024-01-07T21:48:40.538564Z",
+     "shell.execute_reply": "2024-01-07T21:48:40.537269Z"
+    },
+    "papermill": {
+     "duration": 0.026474,
+     "end_time": "2024-01-07T21:48:40.541180",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:40.514706",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.82750366, 0.17249634])"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "importances"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d57355d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015415,
+     "end_time": "2024-01-07T21:48:40.571999",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:40.556584",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "IQ doesnt matter much"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "53082a72",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:40.604193Z",
+     "iopub.status.busy": "2024-01-07T21:48:40.603757Z",
+     "iopub.status.idle": "2024-01-07T21:48:40.625686Z",
+     "shell.execute_reply": "2024-01-07T21:48:40.624128Z"
+    },
+    "papermill": {
+     "duration": 0.040988,
+     "end_time": "2024-01-07T21:48:40.628318",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:40.587330",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.95\n",
+      "Confusion Matrix:\n",
+      " [[ 9  1]\n",
+      " [ 0 10]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.svm import SVC\n",
+    "X = df[['cgpa','iq']]  # Using only 'cgpa' as the feature for simplicity\n",
+    "y = df['placement']  # Target variable\n",
+    "scaler = StandardScaler()\n",
+    "X_train_scaled = scaler.fit_transform(X_train)\n",
+    "X_test_scaled = scaler.transform(X_test)\n",
+    "model = SVC(kernel='linear')  # You can try other kernels like 'rbf'\n",
+    "model.fit(X_train_scaled, y_train)\n",
+    "y_pred = model.predict(X_test_scaled)\n",
+    "accuracy = accuracy_score(y_test, y_pred)\n",
+    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
+    "\n",
+    "# Print out the accuracy and confusion matrix\n",
+    "print(\"Accuracy:\", accuracy)\n",
+    "print(\"Confusion Matrix:\\n\", conf_matrix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "e1afbc47",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:40.660697Z",
+     "iopub.status.busy": "2024-01-07T21:48:40.660263Z",
+     "iopub.status.idle": "2024-01-07T21:48:41.339410Z",
+     "shell.execute_reply": "2024-01-07T21:48:41.338165Z"
+    },
+    "papermill": {
+     "duration": 0.698453,
+     "end_time": "2024-01-07T21:48:41.342170",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:40.643717",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 6))\n",
+    "plot_decision_regions(X_train_scaled, y_train.values, clf=model, legend=2)\n",
+    "plt.xlabel('Standardized CGPA')\n",
+    "plt.ylabel('Placement')\n",
+    "plt.title('Decision Boundary for SVM')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f602665a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:41.376604Z",
+     "iopub.status.busy": "2024-01-07T21:48:41.375902Z",
+     "iopub.status.idle": "2024-01-07T21:48:41.396698Z",
+     "shell.execute_reply": "2024-01-07T21:48:41.395167Z"
+    },
+    "papermill": {
+     "duration": 0.041079,
+     "end_time": "2024-01-07T21:48:41.399097",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:41.358018",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.9\n",
+      "Confusion Matrix:\n",
+      " [[10  0]\n",
+      " [ 2  8]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "\n",
+    "scaler = StandardScaler()\n",
+    "X_train_scaled = scaler.fit_transform(X_train)\n",
+    "X_test_scaled = scaler.transform(X_test)\n",
+    "model = KNeighborsClassifier(n_neighbors=5)  # You can experiment with the number of neighbors\n",
+    "model.fit(X_train_scaled, y_train)\n",
+    "y_pred = model.predict(X_test_scaled)\n",
+    "accuracy = accuracy_score(y_test, y_pred)\n",
+    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
+    "\n",
+    "# Print out the accuracy and confusion matrix\n",
+    "print(\"Accuracy:\", accuracy)\n",
+    "print(\"Confusion Matrix:\\n\", conf_matrix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "a6af45e4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:48:41.432336Z",
+     "iopub.status.busy": "2024-01-07T21:48:41.431934Z",
+     "iopub.status.idle": "2024-01-07T21:49:21.583714Z",
+     "shell.execute_reply": "2024-01-07T21:49:21.582513Z"
+    },
+    "papermill": {
+     "duration": 40.188281,
+     "end_time": "2024-01-07T21:49:21.603184",
+     "exception": false,
+     "start_time": "2024-01-07T21:48:41.414903",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 6))\n",
+    "plot_decision_regions(X_train_scaled, y_train.values, clf=model, legend=2)\n",
+    "plt.xlabel('Standardized CGPA')\n",
+    "plt.ylabel('Placement')\n",
+    "plt.title('Decision Boundary for KNN')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "64246131",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-07T21:49:21.638544Z",
+     "iopub.status.busy": "2024-01-07T21:49:21.638096Z",
+     "iopub.status.idle": "2024-01-07T21:49:22.333668Z",
+     "shell.execute_reply": "2024-01-07T21:49:22.332582Z"
+    },
+    "papermill": {
+     "duration": 0.71665,
+     "end_time": "2024-01-07T21:49:22.336271",
+     "exception": false,
+     "start_time": "2024-01-07T21:49:21.619621",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.9\n",
+      "Confusion Matrix:\n",
+      " [[10  0]\n",
+      " [ 2  8]]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import xgboost as xgb\n",
+    "\n",
+    "X = df[['cgpa', 'iq']]  # Using both 'cgpa' and 'iq' as features\n",
+    "y = df['placement']  # Target variable\n",
+    "\n",
+    "# Split the data into training and test sets\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+    "\n",
+    "# Create and train the XGBoost model\n",
+    "model = xgb.XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n",
+    "model.fit(X_train, y_train)\n",
+    "\n",
+    "# Make predictions and evaluate the model\n",
+    "y_pred = model.predict(X_test)\n",
+    "accuracy = accuracy_score(y_test, y_pred)\n",
+    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
+    "\n",
+    "# Print out the accuracy and confusion matrix\n",
+    "print(\"Accuracy:\", accuracy)\n",
+    "print(\"Confusion Matrix:\\n\", conf_matrix)\n",
+    "\n",
+    "# Visualization\n",
+    "# Choose a representative value for 'iq' (e.g., the mean)\n",
+    "mean_iq = X_train['iq'].mean()\n",
+    "\n",
+    "# Generate a sequence of CGPA values from the min to max range\n",
+    "cgpa_range = np.linspace(X_train['cgpa'].min(), X_train['cgpa'].max(), 100).reshape(-1, 1)\n",
+    "\n",
+    "# Create a 2D array combining 'cgpa_range' and the constant 'iq' value\n",
+    "combined_input = np.hstack((cgpa_range, np.full_like(cgpa_range, mean_iq)))\n",
+    "\n",
+    "# Predict placement for these CGPA and constant IQ values\n",
+    "predicted_placement = model.predict(combined_input)\n",
+    "\n",
+    "# Plotting\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plt.scatter(X_train['cgpa'], y_train, color='blue', label='Training data')\n",
+    "plt.plot(cgpa_range, predicted_placement, color='red', label='XGBoost Decision Boundary')\n",
+    "plt.xlabel('CGPA')\n",
+    "plt.ylabel('Placement')\n",
+    "plt.title('CGPA vs. Placement (XGBoost with constant IQ)')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kaggle": {
+   "accelerator": "none",
+   "dataSources": [
+    {
+     "datasetId": 4233528,
+     "sourceId": 7298157,
+     "sourceType": "datasetVersion"
+    }
+   ],
+   "dockerImageVersionId": 30626,
+   "isGpuEnabled": false,
+   "isInternetEnabled": true,
+   "language": "python",
+   "sourceType": "notebook"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 52.769819,
+   "end_time": "2024-01-07T21:49:23.076299",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2024-01-07T21:48:30.306480",
+   "version": "2.4.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Prediction Models/Data_science_salary_prediction/Readme.md b/Prediction Models/Data_science_salary_prediction/Readme.md
new file mode 100644
index 00000000..7759fb9b
--- /dev/null
+++ b/Prediction Models/Data_science_salary_prediction/Readme.md	
@@ -0,0 +1,48 @@
+# Data Scientist Salary Prediction
+
+This project predicts annual salaries for data scientists based on attributes like experience level, employment type, job title, remote work ratio, and company size. The goal is to develop an accurate regression model to help data professionals and companies understand compensation trends and make informed salary-related decisions.
+
+## Project Structure
+
+- `data`: Contains the dataset for data scientist salary prediction.
+- `notebooks`: Jupyter notebooks with exploratory data analysis (EDA), feature engineering, and model training.
+- `models`: Saved models for prediction.
+- `README.md`: Project overview and instructions.
+
+## Installation
+
+1. Clone the repository:
+    ```bash
+    git clone https://github.com/yourusername/ds-salary-prediction.git
+    cd ds-salary-prediction
+    ```
+
+2. Install the required packages:
+    ```bash
+    pip install -r requirements.txt
+    ```
+
+## Dataset
+
+The dataset consists of features including:
+- `work_year`: Year of employment
+- `experience_level`: Level of experience (e.g., Junior, Senior)
+- `employment_type`: Type of employment (e.g., Full-time, Part-time)
+- `job_title`: Position held by the employee
+- `remote_ratio`: Percentage of work done remotely
+- `company_size`: Size of the company
+- `salary_in_usd`: Annual salary in USD
+
+## Methodology
+
+1. **Data Cleaning**: Handle missing values and encode categorical variables.
+2. **Exploratory Data Analysis (EDA)**: Visualize salary distribution and analyze relationships with other features.
+3. **Feature Engineering**: Transform and select features that have significant correlations with salary.
+4. **Model Training**: Train regression models such as Linear Regression, Random Forest, and XGBoost to predict salary.
+5. **Model Evaluation**: Evaluate models using metrics like R² and RMSE, and select the best-performing model.
+
+
+
+## Results
+
+The best model achieves an R² score of approximately 0.73 on the test set, indicating a strong predictive performance for salary based on the given features.
diff --git a/Prediction Models/Data_science_salary_prediction/data-scientist-salary-prediction-model.ipynb b/Prediction Models/Data_science_salary_prediction/data-scientist-salary-prediction-model.ipynb
new file mode 100644
index 00000000..e8aeabd0
--- /dev/null
+++ b/Prediction Models/Data_science_salary_prediction/data-scientist-salary-prediction-model.ipynb	
@@ -0,0 +1,2971 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "t1irspW0iqHd"
+   },
+   "source": [
+    "# IMPORTING REQUIRED MODULES:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:35.451318Z",
+     "iopub.status.busy": "2022-09-14T13:55:35.450803Z",
+     "iopub.status.idle": "2022-09-14T13:55:36.925350Z",
+     "shell.execute_reply": "2022-09-14T13:55:36.924286Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:35.451267Z"
+    },
+    "id": "tBX6K1oTgqlg"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import missingno as msno\n",
+    "import nltk\n",
+    "import warnings\n",
+    "from pylab import *\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from wordcloud import WordCloud\n",
+    "from sklearn.preprocessing import LabelEncoder\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import r2_score\n",
+    "from sklearn.metrics import mean_squared_error\n",
+    "from sklearn.model_selection import cross_val_score\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.linear_model import Ridge\n",
+    "from sklearn.linear_model import Lasso\n",
+    "from sklearn.model_selection import RandomizedSearchCV\n",
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "from sklearn.ensemble import GradientBoostingRegressor"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "UTR-tFgZivl-"
+   },
+   "source": [
+    "DATA EXPLORATION:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:36.927642Z",
+     "iopub.status.busy": "2022-09-14T13:55:36.927329Z",
+     "iopub.status.idle": "2022-09-14T13:55:36.933063Z",
+     "shell.execute_reply": "2022-09-14T13:55:36.931950Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:36.927613Z"
+    },
+    "id": "dJdloBI1gzVg"
+   },
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_columns', None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:36.935281Z",
+     "iopub.status.busy": "2022-09-14T13:55:36.934649Z",
+     "iopub.status.idle": "2022-09-14T13:55:36.958011Z",
+     "shell.execute_reply": "2022-09-14T13:55:36.957070Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:36.935191Z"
+    },
+    "id": "nXQb5SOHg63v"
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('../input/data-science-job-salaries/ds_salaries.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:36.960024Z",
+     "iopub.status.busy": "2022-09-14T13:55:36.959509Z",
+     "iopub.status.idle": "2022-09-14T13:55:36.984043Z",
+     "shell.execute_reply": "2022-09-14T13:55:36.983276Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:36.959994Z"
+    },
+    "id": "kax3Vyyng8Wb",
+    "outputId": "41d9e1c2-9579-4504-a4a0-6fbab25dbdc1"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>work_year</th>\n",
+       "      <th>experience_level</th>\n",
+       "      <th>employment_type</th>\n",
+       "      <th>job_title</th>\n",
+       "      <th>salary</th>\n",
+       "      <th>salary_currency</th>\n",
+       "      <th>salary_in_usd</th>\n",
+       "      <th>employee_residence</th>\n",
+       "      <th>remote_ratio</th>\n",
+       "      <th>company_location</th>\n",
+       "      <th>company_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>MI</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Data Scientist</td>\n",
+       "      <td>70000</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>79833</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>L</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Machine Learning Scientist</td>\n",
+       "      <td>260000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>260000</td>\n",
+       "      <td>JP</td>\n",
+       "      <td>0</td>\n",
+       "      <td>JP</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Big Data Engineer</td>\n",
+       "      <td>85000</td>\n",
+       "      <td>GBP</td>\n",
+       "      <td>109024</td>\n",
+       "      <td>GB</td>\n",
+       "      <td>50</td>\n",
+       "      <td>GB</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>MI</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Product Data Analyst</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>HN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>HN</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Machine Learning Engineer</td>\n",
+       "      <td>150000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>150000</td>\n",
+       "      <td>US</td>\n",
+       "      <td>50</td>\n",
+       "      <td>US</td>\n",
+       "      <td>L</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0  work_year experience_level employment_type  \\\n",
+       "0           0       2020               MI              FT   \n",
+       "1           1       2020               SE              FT   \n",
+       "2           2       2020               SE              FT   \n",
+       "3           3       2020               MI              FT   \n",
+       "4           4       2020               SE              FT   \n",
+       "\n",
+       "                    job_title  salary salary_currency  salary_in_usd  \\\n",
+       "0              Data Scientist   70000             EUR          79833   \n",
+       "1  Machine Learning Scientist  260000             USD         260000   \n",
+       "2           Big Data Engineer   85000             GBP         109024   \n",
+       "3        Product Data Analyst   20000             USD          20000   \n",
+       "4   Machine Learning Engineer  150000             USD         150000   \n",
+       "\n",
+       "  employee_residence  remote_ratio company_location company_size  \n",
+       "0                 DE             0               DE            L  \n",
+       "1                 JP             0               JP            S  \n",
+       "2                 GB            50               GB            M  \n",
+       "3                 HN             0               HN            S  \n",
+       "4                 US            50               US            L  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:36.987515Z",
+     "iopub.status.busy": "2022-09-14T13:55:36.986486Z",
+     "iopub.status.idle": "2022-09-14T13:55:37.016817Z",
+     "shell.execute_reply": "2022-09-14T13:55:37.015649Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:36.987470Z"
+    },
+    "id": "jF46B0LhhY3e",
+    "outputId": "eebe1731-27e5-4603-e3c3-1d9eb8a385ac"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>work_year</th>\n",
+       "      <th>experience_level</th>\n",
+       "      <th>employment_type</th>\n",
+       "      <th>job_title</th>\n",
+       "      <th>salary</th>\n",
+       "      <th>salary_currency</th>\n",
+       "      <th>salary_in_usd</th>\n",
+       "      <th>employee_residence</th>\n",
+       "      <th>remote_ratio</th>\n",
+       "      <th>company_location</th>\n",
+       "      <th>company_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>MI</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Data Scientist</td>\n",
+       "      <td>70000</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>79833</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>L</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Machine Learning Scientist</td>\n",
+       "      <td>260000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>260000</td>\n",
+       "      <td>JP</td>\n",
+       "      <td>0</td>\n",
+       "      <td>JP</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Big Data Engineer</td>\n",
+       "      <td>85000</td>\n",
+       "      <td>GBP</td>\n",
+       "      <td>109024</td>\n",
+       "      <td>GB</td>\n",
+       "      <td>50</td>\n",
+       "      <td>GB</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>MI</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Product Data Analyst</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>HN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>HN</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Machine Learning Engineer</td>\n",
+       "      <td>150000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>150000</td>\n",
+       "      <td>US</td>\n",
+       "      <td>50</td>\n",
+       "      <td>US</td>\n",
+       "      <td>L</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>602</th>\n",
+       "      <td>2022</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Data Engineer</td>\n",
+       "      <td>154000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>154000</td>\n",
+       "      <td>US</td>\n",
+       "      <td>100</td>\n",
+       "      <td>US</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>603</th>\n",
+       "      <td>2022</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Data Engineer</td>\n",
+       "      <td>126000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>126000</td>\n",
+       "      <td>US</td>\n",
+       "      <td>100</td>\n",
+       "      <td>US</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>604</th>\n",
+       "      <td>2022</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Data Analyst</td>\n",
+       "      <td>129000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>129000</td>\n",
+       "      <td>US</td>\n",
+       "      <td>0</td>\n",
+       "      <td>US</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>605</th>\n",
+       "      <td>2022</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Data Analyst</td>\n",
+       "      <td>150000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>150000</td>\n",
+       "      <td>US</td>\n",
+       "      <td>100</td>\n",
+       "      <td>US</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>606</th>\n",
+       "      <td>2022</td>\n",
+       "      <td>MI</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>AI Scientist</td>\n",
+       "      <td>200000</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>200000</td>\n",
+       "      <td>IN</td>\n",
+       "      <td>100</td>\n",
+       "      <td>US</td>\n",
+       "      <td>L</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>607 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     work_year experience_level employment_type                   job_title  \\\n",
+       "0         2020               MI              FT              Data Scientist   \n",
+       "1         2020               SE              FT  Machine Learning Scientist   \n",
+       "2         2020               SE              FT           Big Data Engineer   \n",
+       "3         2020               MI              FT        Product Data Analyst   \n",
+       "4         2020               SE              FT   Machine Learning Engineer   \n",
+       "..         ...              ...             ...                         ...   \n",
+       "602       2022               SE              FT               Data Engineer   \n",
+       "603       2022               SE              FT               Data Engineer   \n",
+       "604       2022               SE              FT                Data Analyst   \n",
+       "605       2022               SE              FT                Data Analyst   \n",
+       "606       2022               MI              FT                AI Scientist   \n",
+       "\n",
+       "     salary salary_currency  salary_in_usd employee_residence  remote_ratio  \\\n",
+       "0     70000             EUR          79833                 DE             0   \n",
+       "1    260000             USD         260000                 JP             0   \n",
+       "2     85000             GBP         109024                 GB            50   \n",
+       "3     20000             USD          20000                 HN             0   \n",
+       "4    150000             USD         150000                 US            50   \n",
+       "..      ...             ...            ...                ...           ...   \n",
+       "602  154000             USD         154000                 US           100   \n",
+       "603  126000             USD         126000                 US           100   \n",
+       "604  129000             USD         129000                 US             0   \n",
+       "605  150000             USD         150000                 US           100   \n",
+       "606  200000             USD         200000                 IN           100   \n",
+       "\n",
+       "    company_location company_size  \n",
+       "0                 DE            L  \n",
+       "1                 JP            S  \n",
+       "2                 GB            M  \n",
+       "3                 HN            S  \n",
+       "4                 US            L  \n",
+       "..               ...          ...  \n",
+       "602               US            M  \n",
+       "603               US            M  \n",
+       "604               US            M  \n",
+       "605               US            M  \n",
+       "606               US            L  \n",
+       "\n",
+       "[607 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.drop('Unnamed: 0', axis = 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:37.019525Z",
+     "iopub.status.busy": "2022-09-14T13:55:37.018755Z",
+     "iopub.status.idle": "2022-09-14T13:55:37.028928Z",
+     "shell.execute_reply": "2022-09-14T13:55:37.027625Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:37.019478Z"
+    },
+    "id": "oBl4QHXFhDaE",
+    "outputId": "77e0d874-9838-45b5-a5da-c04038e6c033"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(607, 12)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:37.030821Z",
+     "iopub.status.busy": "2022-09-14T13:55:37.030105Z",
+     "iopub.status.idle": "2022-09-14T13:55:37.057042Z",
+     "shell.execute_reply": "2022-09-14T13:55:37.055826Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:37.030789Z"
+    },
+    "id": "ShVpQSBthEZ3",
+    "outputId": "e64f0ac7-5673-4124-99b6-f5c8b043393e"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 607 entries, 0 to 606\n",
+      "Data columns (total 12 columns):\n",
+      " #   Column              Non-Null Count  Dtype \n",
+      "---  ------              --------------  ----- \n",
+      " 0   Unnamed: 0          607 non-null    int64 \n",
+      " 1   work_year           607 non-null    int64 \n",
+      " 2   experience_level    607 non-null    object\n",
+      " 3   employment_type     607 non-null    object\n",
+      " 4   job_title           607 non-null    object\n",
+      " 5   salary              607 non-null    int64 \n",
+      " 6   salary_currency     607 non-null    object\n",
+      " 7   salary_in_usd       607 non-null    int64 \n",
+      " 8   employee_residence  607 non-null    object\n",
+      " 9   remote_ratio        607 non-null    int64 \n",
+      " 10  company_location    607 non-null    object\n",
+      " 11  company_size        607 non-null    object\n",
+      "dtypes: int64(5), object(7)\n",
+      "memory usage: 57.0+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:37.060575Z",
+     "iopub.status.busy": "2022-09-14T13:55:37.060214Z",
+     "iopub.status.idle": "2022-09-14T13:55:37.090053Z",
+     "shell.execute_reply": "2022-09-14T13:55:37.089286Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:37.060542Z"
+    },
+    "id": "A7BmFn0AhFtO",
+    "outputId": "f9098c92-9b59-4f94-ee93-bb877f4b6ff1"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>work_year</th>\n",
+       "      <th>salary</th>\n",
+       "      <th>salary_in_usd</th>\n",
+       "      <th>remote_ratio</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>607.000000</td>\n",
+       "      <td>607.000000</td>\n",
+       "      <td>6.070000e+02</td>\n",
+       "      <td>607.000000</td>\n",
+       "      <td>607.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>303.000000</td>\n",
+       "      <td>2021.405272</td>\n",
+       "      <td>3.240001e+05</td>\n",
+       "      <td>112297.869852</td>\n",
+       "      <td>70.92257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>175.370085</td>\n",
+       "      <td>0.692133</td>\n",
+       "      <td>1.544357e+06</td>\n",
+       "      <td>70957.259411</td>\n",
+       "      <td>40.70913</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2020.000000</td>\n",
+       "      <td>4.000000e+03</td>\n",
+       "      <td>2859.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>151.500000</td>\n",
+       "      <td>2021.000000</td>\n",
+       "      <td>7.000000e+04</td>\n",
+       "      <td>62726.000000</td>\n",
+       "      <td>50.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>303.000000</td>\n",
+       "      <td>2022.000000</td>\n",
+       "      <td>1.150000e+05</td>\n",
+       "      <td>101570.000000</td>\n",
+       "      <td>100.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>454.500000</td>\n",
+       "      <td>2022.000000</td>\n",
+       "      <td>1.650000e+05</td>\n",
+       "      <td>150000.000000</td>\n",
+       "      <td>100.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>606.000000</td>\n",
+       "      <td>2022.000000</td>\n",
+       "      <td>3.040000e+07</td>\n",
+       "      <td>600000.000000</td>\n",
+       "      <td>100.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Unnamed: 0    work_year        salary  salary_in_usd  remote_ratio\n",
+       "count  607.000000   607.000000  6.070000e+02     607.000000     607.00000\n",
+       "mean   303.000000  2021.405272  3.240001e+05  112297.869852      70.92257\n",
+       "std    175.370085     0.692133  1.544357e+06   70957.259411      40.70913\n",
+       "min      0.000000  2020.000000  4.000000e+03    2859.000000       0.00000\n",
+       "25%    151.500000  2021.000000  7.000000e+04   62726.000000      50.00000\n",
+       "50%    303.000000  2022.000000  1.150000e+05  101570.000000     100.00000\n",
+       "75%    454.500000  2022.000000  1.650000e+05  150000.000000     100.00000\n",
+       "max    606.000000  2022.000000  3.040000e+07  600000.000000     100.00000"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:37.091505Z",
+     "iopub.status.busy": "2022-09-14T13:55:37.091040Z",
+     "iopub.status.idle": "2022-09-14T13:55:37.753394Z",
+     "shell.execute_reply": "2022-09-14T13:55:37.752263Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:37.091476Z"
+    },
+    "id": "GhO0dz8khGrO",
+    "outputId": "a71482f5-1bdb-47f3-9449-923855fa41dd"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Distribution of Missing Values')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1800x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "msno.matrix(df)\n",
+    "plt.title('Distribution of Missing Values',fontsize=30, fontstyle= 'oblique')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:37.754861Z",
+     "iopub.status.busy": "2022-09-14T13:55:37.754553Z",
+     "iopub.status.idle": "2022-09-14T13:55:37.761801Z",
+     "shell.execute_reply": "2022-09-14T13:55:37.760496Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:37.754833Z"
+    },
+    "id": "6FnbhZcnhKQI",
+    "outputId": "d61d0ba2-239f-4756-9809-ec35ffeaf47c"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Unnamed: 0             int64\n",
+      "work_year              int64\n",
+      "experience_level      object\n",
+      "employment_type       object\n",
+      "job_title             object\n",
+      "salary                 int64\n",
+      "salary_currency       object\n",
+      "salary_in_usd          int64\n",
+      "employee_residence    object\n",
+      "remote_ratio           int64\n",
+      "company_location      object\n",
+      "company_size          object\n",
+      "dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "result = df.dtypes\n",
+    "print(result)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:37.763946Z",
+     "iopub.status.busy": "2022-09-14T13:55:37.763323Z",
+     "iopub.status.idle": "2022-09-14T13:55:37.781529Z",
+     "shell.execute_reply": "2022-09-14T13:55:37.780453Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:37.763899Z"
+    },
+    "id": "ukNox6h6hMvN",
+    "outputId": "3b324dec-8cc2-4221-98b1-9ac23c1a95e4"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>work_year</th>\n",
+       "      <th>salary</th>\n",
+       "      <th>salary_in_usd</th>\n",
+       "      <th>remote_ratio</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.886550</td>\n",
+       "      <td>-0.096250</td>\n",
+       "      <td>0.167025</td>\n",
+       "      <td>0.095000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_year</th>\n",
+       "      <td>0.886550</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.087577</td>\n",
+       "      <td>0.170493</td>\n",
+       "      <td>0.076314</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>salary</th>\n",
+       "      <td>-0.096250</td>\n",
+       "      <td>-0.087577</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.083906</td>\n",
+       "      <td>-0.014608</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>salary_in_usd</th>\n",
+       "      <td>0.167025</td>\n",
+       "      <td>0.170493</td>\n",
+       "      <td>-0.083906</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.132122</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>remote_ratio</th>\n",
+       "      <td>0.095000</td>\n",
+       "      <td>0.076314</td>\n",
+       "      <td>-0.014608</td>\n",
+       "      <td>0.132122</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               Unnamed: 0  work_year    salary  salary_in_usd  remote_ratio\n",
+       "Unnamed: 0       1.000000   0.886550 -0.096250       0.167025      0.095000\n",
+       "work_year        0.886550   1.000000 -0.087577       0.170493      0.076314\n",
+       "salary          -0.096250  -0.087577  1.000000      -0.083906     -0.014608\n",
+       "salary_in_usd    0.167025   0.170493 -0.083906       1.000000      0.132122\n",
+       "remote_ratio     0.095000   0.076314 -0.014608       0.132122      1.000000"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:37.783593Z",
+     "iopub.status.busy": "2022-09-14T13:55:37.782903Z",
+     "iopub.status.idle": "2022-09-14T13:55:37.789966Z",
+     "shell.execute_reply": "2022-09-14T13:55:37.789029Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:37.783563Z"
+    },
+    "id": "Vxy8qiW0iBbd"
+   },
+   "outputs": [],
+   "source": [
+    "df.drop(['salary','salary_currency'],axis = 1,inplace = True)\n",
+    "df.rename(columns = {'salary_in_usd' : 'salary'},inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "5gw7Ebd-i1C7"
+   },
+   "source": [
+    "EXPLORATORY DATA ANALYSIS: "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:37.791870Z",
+     "iopub.status.busy": "2022-09-14T13:55:37.791190Z",
+     "iopub.status.idle": "2022-09-14T13:55:37.800517Z",
+     "shell.execute_reply": "2022-09-14T13:55:37.799464Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:37.791835Z"
+    },
+    "id": "Rb1NqaOQtvyL"
+   },
+   "outputs": [],
+   "source": [
+    "warnings.filterwarnings(\"ignore\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:37.807746Z",
+     "iopub.status.busy": "2022-09-14T13:55:37.807182Z",
+     "iopub.status.idle": "2022-09-14T13:55:38.612487Z",
+     "shell.execute_reply": "2022-09-14T13:55:38.611503Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:37.807712Z"
+    },
+    "id": "-aUdDSqIrIft",
+    "outputId": "1b8293cb-02dc-417b-945d-a6cfe44dc359"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def Freq_df(cleanwordlist):\n",
+    "    Freq_dist_nltk = nltk.FreqDist(cleanwordlist)\n",
+    "    df_freq = pd.DataFrame.from_dict(Freq_dist_nltk, orient='index')\n",
+    "    df_freq.columns = ['Frequency']\n",
+    "    df_freq.index.name = 'Term'\n",
+    "    df_freq = df_freq.sort_values(by=['Frequency'],ascending=False)\n",
+    "    df_freq = df_freq.reset_index()\n",
+    "    return df_freq\n",
+    "\n",
+    "def Word_Cloud(data, color_background, colormap, title):\n",
+    "    plt.figure(figsize = (20,15))\n",
+    "    wc = WordCloud(width=1200, \n",
+    "               height=600, \n",
+    "               max_words=50,\n",
+    "               colormap= colormap,\n",
+    "               max_font_size = 100,\n",
+    "               random_state=88, \n",
+    "               background_color=color_background).generate_from_frequencies(data)\n",
+    "    plt.imshow(wc, interpolation='bilinear')\n",
+    "    plt.title(title, fontsize=20)\n",
+    "    plt.axis('off')\n",
+    "    plt.show()\n",
+    "\n",
+    "\n",
+    "freq_df = Freq_df(df['job_title'].values.tolist())\n",
+    "data = dict(zip(freq_df['Term'].tolist(), freq_df['Frequency'].tolist()))\n",
+    "data = freq_df.set_index('Term').to_dict()['Frequency']\n",
+    "\n",
+    "Word_Cloud(data ,'white','RdBu', 'WordCloud of job titles')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:38.614964Z",
+     "iopub.status.busy": "2022-09-14T13:55:38.613955Z",
+     "iopub.status.idle": "2022-09-14T13:55:38.823672Z",
+     "shell.execute_reply": "2022-09-14T13:55:38.822861Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:38.614929Z"
+    },
+    "id": "GbqMD-UmhVYE",
+    "outputId": "62bb2dfb-88c8-4228-8e40-492b2f77bf6b"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='experience_level', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(df['experience_level'], color = 'green') "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:38.825937Z",
+     "iopub.status.busy": "2022-09-14T13:55:38.824932Z",
+     "iopub.status.idle": "2022-09-14T13:55:39.044871Z",
+     "shell.execute_reply": "2022-09-14T13:55:39.043662Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:38.825890Z"
+    },
+    "id": "LZLTKCbOjPx7",
+    "outputId": "75be1602-25f5-42d3-acd0-638966405494"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='employment_type', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(df['employment_type'],color = 'red')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:39.046665Z",
+     "iopub.status.busy": "2022-09-14T13:55:39.046323Z",
+     "iopub.status.idle": "2022-09-14T13:55:39.253139Z",
+     "shell.execute_reply": "2022-09-14T13:55:39.251968Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:39.046633Z"
+    },
+    "id": "bGlXbS3qjaI7",
+    "outputId": "108d0b19-206e-4012-ec46-73fae94e5584"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='company_size', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(df['company_size'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:39.255292Z",
+     "iopub.status.busy": "2022-09-14T13:55:39.254377Z",
+     "iopub.status.idle": "2022-09-14T13:55:39.264035Z",
+     "shell.execute_reply": "2022-09-14T13:55:39.262958Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:39.255220Z"
+    },
+    "id": "9LoLU1_qxRTB",
+    "outputId": "1adeae97-8344-4431-ef6c-55359c39ab1b"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['DE', 'JP', 'GB', 'HN', 'US', 'HU', 'NZ', 'FR', 'IN', 'PK', 'PL',\n",
+       "       'PT', 'CN', 'GR', 'AE', 'NL', 'MX', 'CA', 'AT', 'NG', 'PH', 'ES',\n",
+       "       'DK', 'RU', 'IT', 'HR', 'BG', 'SG', 'BR', 'IQ', 'VN', 'BE', 'UA',\n",
+       "       'MT', 'CL', 'RO', 'IR', 'CO', 'MD', 'KE', 'SI', 'HK', 'TR', 'RS',\n",
+       "       'PR', 'LU', 'JE', 'CZ', 'AR', 'DZ', 'TN', 'MY', 'EE', 'AU', 'BO',\n",
+       "       'IE', 'CH'], dtype=object)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['employee_residence'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:39.266373Z",
+     "iopub.status.busy": "2022-09-14T13:55:39.265562Z",
+     "iopub.status.idle": "2022-09-14T13:55:40.106166Z",
+     "shell.execute_reply": "2022-09-14T13:55:40.104975Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:39.266338Z"
+    },
+    "id": "0S-YRVl8Gl16",
+    "outputId": "c3bbce5f-a591-4696-bb18-14eb15d54cb1"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(0, 0, 'DE'),\n",
+       " Text(1, 0, 'JP'),\n",
+       " Text(2, 0, 'GB'),\n",
+       " Text(3, 0, 'HN'),\n",
+       " Text(4, 0, 'US'),\n",
+       " Text(5, 0, 'HU'),\n",
+       " Text(6, 0, 'NZ'),\n",
+       " Text(7, 0, 'FR'),\n",
+       " Text(8, 0, 'IN'),\n",
+       " Text(9, 0, 'PK'),\n",
+       " Text(10, 0, 'PL'),\n",
+       " Text(11, 0, 'PT'),\n",
+       " Text(12, 0, 'CN'),\n",
+       " Text(13, 0, 'GR'),\n",
+       " Text(14, 0, 'AE'),\n",
+       " Text(15, 0, 'NL'),\n",
+       " Text(16, 0, 'MX'),\n",
+       " Text(17, 0, 'CA'),\n",
+       " Text(18, 0, 'AT'),\n",
+       " Text(19, 0, 'NG'),\n",
+       " Text(20, 0, 'PH'),\n",
+       " Text(21, 0, 'ES'),\n",
+       " Text(22, 0, 'DK'),\n",
+       " Text(23, 0, 'RU'),\n",
+       " Text(24, 0, 'IT'),\n",
+       " Text(25, 0, 'HR'),\n",
+       " Text(26, 0, 'BG'),\n",
+       " Text(27, 0, 'SG'),\n",
+       " Text(28, 0, 'BR'),\n",
+       " Text(29, 0, 'IQ'),\n",
+       " Text(30, 0, 'VN'),\n",
+       " Text(31, 0, 'BE'),\n",
+       " Text(32, 0, 'UA'),\n",
+       " Text(33, 0, 'MT'),\n",
+       " Text(34, 0, 'CL'),\n",
+       " Text(35, 0, 'RO'),\n",
+       " Text(36, 0, 'IR'),\n",
+       " Text(37, 0, 'CO'),\n",
+       " Text(38, 0, 'MD'),\n",
+       " Text(39, 0, 'KE'),\n",
+       " Text(40, 0, 'SI'),\n",
+       " Text(41, 0, 'HK'),\n",
+       " Text(42, 0, 'TR'),\n",
+       " Text(43, 0, 'RS'),\n",
+       " Text(44, 0, 'PR'),\n",
+       " Text(45, 0, 'LU'),\n",
+       " Text(46, 0, 'JE'),\n",
+       " Text(47, 0, 'CZ'),\n",
+       " Text(48, 0, 'AR'),\n",
+       " Text(49, 0, 'DZ'),\n",
+       " Text(50, 0, 'TN'),\n",
+       " Text(51, 0, 'MY'),\n",
+       " Text(52, 0, 'EE'),\n",
+       " Text(53, 0, 'AU'),\n",
+       " Text(54, 0, 'BO'),\n",
+       " Text(55, 0, 'IE'),\n",
+       " Text(56, 0, 'CH')]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3sAAANkCAYAAAAOTTOtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAABAj0lEQVR4nO3dd7gtZ10v8O+PhCYgEDlGDIlBQRELxYgIFooFuSrIRYqFoCDcKygooqJchGu/2FARQUFQkaKAoCLFgBSlBQgdJFIkAUlEBAQNkPzuHzOHrOysXdY6u5zz5vN5nv3stWbmnXnXrGnfKe+q7g4AAABjudxBVwAAAIDdJ+wBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgI4/6AociWtd61p96qmnHnQ1AAAADsRrX/vaf+vuQ8v6HdNh79RTT82ZZ5550NUAAAA4EFX13s36uY0TAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7LFjJ518Sqpqpb+TTj7loKsNAACXSccfdAU4drz/nPflro/9x5XKPO2+t9ij2gAAAFtxZQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAa0Z2Gvqq5UVa+uqjdU1Vuq6hFz9+tW1auq6uyqelpVXWHufsX5/dlz/1P3qm4AAACj28srexckuU133yjJjZPcrqpunuRXk/xmd18vyYeT3Gse/l5JPjx3/815OAAAANawZ2GvJ/85v738/NdJbpPkL+buT0pyx/n1Heb3mfvftqpqr+oHAAAwsj19Zq+qjquqs5Kcl+SFSf45yX9096fnQc5JctL8+qQk70uSuf9HknzOXtYPAABgVHsa9rr7wu6+cZLrJLlZkhsc6Tir6j5VdWZVnXn++ecf6egAAACGtC+tcXb3fyR5cZKvTXKNqjp+7nWdJOfOr89NcnKSzP2vnuRDS8b1uO4+rbtPO3To0F5XHQAA4Ji0l61xHqqqa8yvr5zkm5O8LVPou/M82OlJnj2/fs78PnP/F3V371X9AAAARnb89oOs7dpJnlRVx2UKlU/v7r+uqrcmeWpV/UKS1yd5/Dz845P8SVWdneTfk9xtD+sGAAAwtD0Le939xiQ3WdL9XZme39vY/b+TfPde1QcAAOCyZF+e2QMAAGB/CXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADGjPwl5VnVxVL66qt1bVW6rqAXP3h1fVuVV11vx3+4UyD6mqs6vqHVX1rXtVNwAAgNEdv4fj/nSSB3X366rqakleW1UvnPv9Znf/2uLAVXXDJHdL8mVJPj/J31XVF3f3hXtYRwAAgCHt2ZW97v5Ad79ufv2xJG9LctIWRe6Q5KndfUF3vzvJ2Ulutlf1AwAAGNm+PLNXVacmuUmSV82d7l9Vb6yqJ1TVNeduJyV530Kxc7J1OAQAAGATex72quqqSZ6R5IHd/dEkj0nyRUlunOQDSX59xfHdp6rOrKozzz///N2uLgAAwBD2NOxV1eUzBb0nd/czk6S7P9jdF3b3RUn+IBffqnlukpMXil9n7nYJ3f247j6tu087dOjQXlYfAADgmLWXrXFWkscneVt3/8ZC92svDPZdSd48v35OkrtV1RWr6rpJrp/k1XtVPwAAgJHtZWuct0zy/UneVFVnzd1+Jsndq+rGSTrJe5LcN0m6+y1V9fQkb83Ukuf9tMQJAACwnj0Le9398iS1pNdztyjzi0l+ca/qBAAAcFmxL61xAgAAsL+EPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGtGdhr6pOrqoXV9Vbq+otVfWAufsJVfXCqnrn/P+ac/eqqt+uqrOr6o1VddO9qhsAAMDo9vLK3qeTPKi7b5jk5knuV1U3TPLTSc7o7usnOWN+nyTfluT68999kjxmD+sGAAAwtD0Le939ge5+3fz6Y0neluSkJHdI8qR5sCclueP8+g5J/rgnr0xyjaq69l7VDwAAYGT78sxeVZ2a5CZJXpXkxO7+wNzrX5OcOL8+Kcn7FoqdM3cDAABgRXse9qrqqkmekeSB3f3RxX7d3Ul6xfHdp6rOrKozzz///F2sKQAAwDj2NOxV1eUzBb0nd/cz584fPHx75vz/vLn7uUlOXih+nbnbJXT347r7tO4+7dChQ3tXeQAAgGPYXrbGWUken+Rt3f0bC72ek+T0+fXpSZ690P0ec6ucN0/ykYXbPQEAAFjB8Xs47lsm+f4kb6qqs+ZuP5PkV5I8varuleS9Se4y93tuktsnOTvJJ5L8wB7WDQAAYGh7Fva6++VJapPet10yfCe5317VBwAA4LJkX1rjBAAAYH8JewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAA9pR2KuqW+6kGwAAAEeHnV7Z+50ddgMAAOAocPxWPavqa5PcIsmhqvrxhV6fneS4vawYAAAA69sy7CW5QpKrzsNdbaH7R5Pcea8qBQAAwJHZMux190uSvKSqntjd792nOgEAAHCEtruyd9gVq+pxSU5dLNPdt9mLSgEAAHBkdhr2/jzJ7yf5wyQX7l11AAAA2A07DXuf7u7H7GlNAAAA2DU7/emFv6qqH66qa1fVCYf/9rRmAAAArG2nV/ZOn/8/eKFbJ/nC3a0OAAAAu2FHYa+7r7vXFQEAAGD37CjsVdU9lnXv7j/e3eoAAACwG3Z6G+dXL7y+UpLbJnldEmEPAADgKLTT2zh/ZPF9VV0jyVP3okIAAAAcuZ22xrnRx5N4jg8AAOAotdNn9v4qU+ubSXJcki9N8vS9qhQAAABHZqfP7P3awutPJ3lvd5+zB/UBAABgF+zoNs7ufkmStye5WpJrJvnkXlYKAACAI7OjsFdVd0ny6iTfneQuSV5VVXfey4oBAACwvp3exvmzSb66u89Lkqo6lOTvkvzFXlUMAACA9e20Nc7LHQ56sw+tUBYAAIB9ttMre8+rqucnecr8/q5Jnrs3VQIAAOBIbRn2qup6SU7s7gdX1Z2SfN3c6xVJnrzXlQMAAGA9213Z+60kD0mS7n5mkmcmSVV9xdzvO/awbgAAAKxpu+fuTuzuN23sOHc7dU9qBAAAwBHbLuxdY4t+V97FegAAALCLtgt7Z1bVD23sWFX3TvLavakSAAAAR2q7Z/YemORZVfW9uTjcnZbkCkm+aw/rBQAAwBHYMux19weT3KKqbp3ky+fOf9PdL9rzmgEAALC2Hf3OXne/OMmL97guAAAA7JLtntkDAADgGCTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADCgPQt7VfWEqjqvqt680O3hVXVuVZ01/91+od9DqursqnpHVX3rXtULAADgsmAvr+w9McntlnT/ze6+8fz33CSpqhsmuVuSL5vL/F5VHbeHdQMAABjanoW97n5pkn/f4eB3SPLU7r6gu9+d5OwkN9urugEAAIzuIJ7Zu39VvXG+zfOac7eTkrxvYZhz5m4AAACsYb/D3mOSfFGSGyf5QJJfX3UEVXWfqjqzqs48//zzd7l6AAAAY9jXsNfdH+zuC7v7oiR/kItv1Tw3yckLg15n7rZsHI/r7tO6+7RDhw7tbYUBAACOUfsa9qrq2gtvvyvJ4ZY6n5PkblV1xaq6bpLrJ3n1ftYNAABgJMfv1Yir6ilJbpXkWlV1TpKfS3Krqrpxkk7yniT3TZLufktVPT3JW5N8Osn9uvvCvaobAADA6PYs7HX33Zd0fvwWw/9ikl/cq/oAAABclhxEa5wAAADsMWEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAHtWdirqidU1XlV9eaFbidU1Qur6p3z/2vO3auqfruqzq6qN1bVTfeqXgAAAJcFe3ll74lJbreh208nOaO7r5/kjPl9knxbkuvPf/dJ8pg9rBcAAMDw9izsdfdLk/z7hs53SPKk+fWTktxxofsf9+SVSa5RVdfeq7oBAACMbr+f2Tuxuz8wv/7XJCfOr09K8r6F4c6ZuwEAALCGA2ugpbs7Sa9arqruU1VnVtWZ559//h7UDAAA4Ni332Hvg4dvz5z/nzd3PzfJyQvDXWfudind/bjuPq27Tzt06NCeVhYAAOBYtd9h7zlJTp9fn57k2Qvd7zG3ynnzJB9ZuN0TAACAFR2/VyOuqqckuVWSa1XVOUl+LsmvJHl6Vd0ryXuT3GUe/LlJbp/k7CSfSPIDe1UvAACAy4I9C3vdffdNet12ybCd5H57VRcAAIDLmgNroAUAAIC9I+wBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMKDjD2KiVfWeJB9LcmGST3f3aVV1QpKnJTk1yXuS3KW7P3wQ9QMAADjWHeSVvVt39427+7T5/U8nOaO7r5/kjPk9AAAAaziabuO8Q5Inza+flOSOB1cVAACAY9tBhb1O8oKqem1V3WfudmJ3f2B+/a9JTjyYqgEAABz7DuSZvSRf193nVtXnJnlhVb19sWd3d1X1soJzOLxPkpxyyil7X1MAAIBj0IFc2evuc+f/5yV5VpKbJflgVV07Seb/521S9nHdfVp3n3bo0KH9qjIAAMAxZd/DXlVdpaqudvh1km9J8uYkz0ly+jzY6Umevd91AwAAGMVB3MZ5YpJnVdXh6f9Zdz+vql6T5OlVda8k701ylwOoGwAAwBD2Pex197uS3GhJ9w8lue1+1wcAAGBER9NPLwAAALBLhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIS9Y9xJJ5+Sqlrp76STTznoagMAAHvs+IOuAEfm/ee8L3d97D+uVOZp973FHtUGAAA4WriyBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMCBhDwAAYEDCHgAAwICEPQAAgAEJewAAAAMS9gAAAAYk7HGZdtLJp6SqVvo76eRTDrraAACwreMPugJwkN5/zvty18f+40plnnbfW+xRbQAAYPe4sgcAADAgYQ8Y1jq36bpVFwAYhds4gWGtc5tu4lZdAGAMruwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL29oAfcgYAAA6aH1XfA37IGQAAOGiu7AEAAAxI2AMAABiQsAcAADAgYQ8AAGBAwh4AAMCAhD0AAIABCXsAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7DOOkk09JVa30BwAAozr+oCsAu+X957wvd33sP65U5mn3vcUe1QYAAA6WK3sAAAADEvYAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEP4Bizzs+MnHTyKQddbQBgn/npBYBjjJ8ZAQB2wpU9AACAAQl7AAAAAxL2AAAABiTsAUk0+gEAMBoNtABJNPoBADAaV/YAAAAGJOwBAAAMSNgDAAAYkLAHAAAwIGEPAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABiTsAQAADEjYAwAAGJCwBwAAMKDjD7oCLLjc8amqg64FAAAwAGHvaHLRp3PXx/7jSkWedt9b7FFlAACAY5nbOGFV8xXYVf9OOvmUlSd10smn7Mt0gK1ZFwE4FrmyB6ta4wpsst5V2Pef8z5Xe+EoYF0E4Fjkyh4AAMCAhD1gX61zO5xb4gAAVuc2TmBfrXM7XOKWOACAVbmyB/tljYZd4CCtexX2+CtcyZVbADgKuLIH+8VPa3CMOZKrsJZ1ADh4ruwBAAAMSNgD1jfqralrfC63IbJb/KYfB8nyx26xLB0d3MYJrG/UW1NH/VwcE/ymHwfJ8sdusSwdHVzZY2+5QsJuOdqvIh7ty/rRPv/20Tpnm496R/vytwY/03Ix8wJY11F3Za+qbpfkUUmOS/KH3f0rB1wljoQrJOyWo31ZUr9jxpBnmwf8fv1My8XMC2BdR1XYq6rjkjw6yTcnOSfJa6rqOd391oOt2WDmM8BHraO9fkc78+/Y4bu62Brz4rjLXzEXfuqCParQLjjav98167fOfN/X72ofl6UR58V+Tme/5t/R/v2OWr+1HOXr7+df5+Sc+75/WXlaB+moCntJbpbk7O5+V5JU1VOT3CGJsLeb1jgDnOzjGcKjvX5HO/Pv2OG7utiaV6aO6vl3tH+/R1C//fiu1p4P+7wsjTgv9mM6h6e1X/NP/fa3zOFyKzsG1t9jzdH2zN5JSd638P6cuRsAAAArqO4+6Dp8RlXdOcntuvve8/vvT/I13X3/hWHuk+Q+89svSfKOfa/okblWkn/bhzL7OS312/8y+zmto71++zkt9dv/Mvs5LfXb/zL7Oa2jvX77OS312/8y+zkt9dv/MgftC7r70NI+3X3U/CX52iTPX3j/kCQPOeh67fJnPHM/yuzntNRP/S4r01I/9VM/9RthWuqnfuq3+/U7Wv+Otts4X5Pk+lV13aq6QpK7JXnOAdcJAADgmHNUNdDS3Z+uqvsneX6mn154Qne/5YCrBQAAcMw5qsJeknT3c5M896DrsYcet09l9nNa6rf/ZfZzWkd7/fZzWuq3/2X2c1rqt/9l9nNaR3v99nNa6rf/ZfZzWuq3/2WOWkdVAy0AAADsjqPtmT0AAAB2gbB3lKmqO1bVT1TVtx50XQAAkqSqLldV33vQ9QBWI+wdRarq95L8WJLPSfLzVfV/DrhKO1JV16yqOuh6bKeqTtnl8Z28Rb9vX2N8D9yi34E/X7vb828vrDKfqurkqnrwJv2O+s+6rqq6/Bb9rruL03nBbo3rWFFVt9zBMJ9dVZ+9H/XZDZstL1X1S7s8nf+5w+GuWlVXPcJp7eR7OuLp7GAamy4H+7UNmls+39jts6vqIVX1u1X1LTX5kSTvSnKX/ajXXI9dC5dV9X0Lr2+5od/9L13iEv2/ZIt+2y5Lq5Spqs/aot+lts9V9bAt/rY8hqyqu65Wc45VntnbQ1V1m+5+0fz6ut397oV+d+ruZ24Y/s1JbtTdF84r/Mu6+6t2MJ1rJblfkg8neUKSRyb5+iT/nORB3X32Ln6mhyV5ene/vaqumOR5SW6U5NNJvqe7/26Tch9LsriwdaYfrHxxkp/q7g8tKfOKJD97eB5u6HdGd992k2l9bZKTkry0u8+rqq9M8tNJvr67lwa0qrrHph86SXf/8ZIyb09yu+5+z4buPzjX+4u2GueS8f1Ldy/dwVfV67r7piuOb+XPNJdbaf5V1fd195/Or2/Z3f+w0O/+3f27q9R7LrfVvPirJPfv7vdu6P5NSX6ru798i/EeSvLdSe6e5POTPKu7f2LJcCvP74Wyn53kxO5+5/z+u5Ncee79/O7+4JIyv5NLrh+X0N0/uqTMDyX5++5+53yy5QlJ/meS9yS5Z3e/bpP6PTfJHbv7kxu63yjJs7v71CVl7rSxSpnW37O6+2ObTOf13X2TzT7TVqrquCTX7O5/m99fIck9k/xYd3/pkuG/LMkXdfdz5ve/meTqc+/f3WxebBjHSZlagU6S93f3p7eo210yrSPP6+43zyd3fibJlTf7zPPJnAcnuVKSyjT/HtbdT62qk7v7fQvDrrXuzmWPeH2cl6fbJPmeJN/e3ScuGWbtdWSTaW66zs/9fzjTdugqmebfx5L8anf/3ibDr/s9rTSdhXJfkuQ+SW4wd3pbkj/o7ndsUeYz83DjPm2z+VtVW87zZct6VT2su//vku5Xz7TO32pD92dnOp54RZLbJvncTPPiAd191lbTr6ovSPIf3f2R+f2tk9wxyXszrYufXFLmszMdw5yU6ee2Xpjk/kkelOQN3X2HTab14xs6Hd4uvXzxeGsednFeX2LebrcsV9VFSf4kyf26+z83G++G7usuf59K8ktJHtHdF203rap60JLRfFaSeyf5nO7e9IRFVf11poYaf7i737XZcBvKPL277zK//tXu/qmFfi/o7m9ZUmbl/cdC2W/L9JvbN5w7vSXT+ri0Icd1tn9LlqNLVrb7N7bqfyw48KsFg/u1JIdXzGcsvE6ShyZ55obhP9ndFyZJd39i3uHuxJ8lOTPJ9ZO8OskfJXlUpsD3h0lutazQhgB2eFqdabm4QncvWz7umuTn59enz/8PJfniJE9KsjTsdffVlkz/mpkO4H4/0wH4Rqck+d354PQh3f2phX4nbPKZHpnk25OcleSnqur5mTZ6v5zkB5eVmX31Jt2/M9PGetnB1Y8neUFV/Y+FA/uHZDpA+sYtprWZrb7vda6crvyZ1px/P57kT+fXv5NLLuc/mGTlsJetP+9Tk7y4qh6f5P9lWv5+K8kX5OJl8uIRVV0tyZ0yfS9fnGm9u253X2fN6W/n15L8Y5J3zu9/OcnfZgp8t0jyv5aUOXPh9SOS/NwOpvOAJE+cX989yVcmuW6Sm+Ti9X+Z1yX526r6ju7+RJJU1a0yHcxs9h1/x5JuJyT5yqq617ITMkmuvmQn/xkbT3YdVlV3S/LYJB+vqncm+cVMQfY1STY7y/8rmebzYd+a5P9kOuh5WKaDzY3TeUiSyy8cBL8iyX8kuUKmbdkvbywze3ySkzNta3+7qt6f5LQkP93df7nJZ/q5JF+T6YTJu+ZuX5jkUfPB8Q8lud5CkXW2R4etvT5W1c0zrSd3zPT93i/JpU6GzI6bt+FL15Xu/vct6rh08lvU66GZ1p1bLZl/J3T3Lywpts73tM50Dp8ge2am5fZx82e5Sabt1J26+5U7+Mwb92mbzY9fz7SfXtxnL7rNkjJfV1W/2N0/u1DnEzP9zNWy9fALu/sr5uH+MMkHkpzS3f+9SZ0WPT3JdyX5SFXdOMmfZ1qXbpTk9zLtTzb6k1wcLu+dKRBVppNSZ20xrUsdVyQ5NcnPVtXDu/upC91rk9fL3m/0liTnJHldVd1jw/e5WdmVl7/Zu5J8UZJ/qKrv2RBaLzWt7v71z/Sc9nUPyLSePzXTsrKp7v72qrpjkr+pqj9L8pgkFy30X7YOX3/h9Tcn+amF94c2mdQ6+4/DJzTvm+Qnc/E+8rQkv1JV1+nuZS1mrrP9W1yO7ptpPR5LHwW/7D7qX5LXL3u97P3c7b+SvDHJm+a/Tyy8f+MW03nD/L+S/MuGfmetUN+rZlpx35Xk13fwmZ6R5L4L71+35nxaWi7TQelnZQqsr0vyJTso89YkV5pfXzPJfyY5dcX6VJLvm+f705J85RbD3jbJ2Um+PFPg+MdMVyTWmQ//skW/czJtxJb+7dZnWmf+rbqcH+m8mPtfPdMG+exMZ4zvk/lOhSXD/leSl2QKP4fvZnjXNuM/L8lvb/a33fxYrMuG+fPyHXz2Hc2zxXU70wmfByy833JdzHSy6WXzOn+nJP+S5LQ1vqcvSPKqTfp9KFNI+6Mlf0/YYpxvTnK9+fVNk1yQ5Du2qceZG96/crt5nmmbcpWN8z3T1b1Nv6e5fpebX18pU0D8nG3q987D69WG7lee17Hv3KLsjrdHS5a312/Wb0P3X5rreEbmKwJJ3r3NdC7ItK9495K/LdevTca31fbvHVvMv3/axe9p5enM/f82U0Dc2P0bk/ztFuVet+z1svcL3W+W5NoL70/PdDXst5OcsEmZKyX56yS/Mb+/fqZt5//arl5b1WWTsm9ceP1rSf7f/Ppy2eQ4JsmbFl4fl2n7e6nvYYU6nLDVZ1j18x3un+QbMt0x9bCFZWuz72nl5W/DtL4vyfuS3GMHy8QJSX5hXvcenhWPQTIF8Y9kuitky3X4SObjknFtuv+Y+7912TKdafv0tk3KvH7Z62Xvtys/0p8re3urN3m97H0y3f6xrPt2Dl8N7Kr6tw39Lloy/CVU1TWSPDDJPTIdNH51L7mtcnZBVX15kg8muXUuedZ303vNt5j25bPFFeaerjzce75C8MKq+qXu/v1sfjbtv3s++9jdH66qd/aG2yy3qMvxma40/kSSVya5c29xC848jTOq6geS/H2moHeb3uLs58LV1I1nZSsX3+q3zHGZDsxXuuK0xmdaZ/6tupwfrttmt05Ups+6lRtmOuh5daYzfSdmWo4+tWTYhyS5W6azyk+pqqdtM+5kCoiv3aTfduvo8T3vNWbfv/D6GjuY9k63ARdV1bUznRG/baYrYIdttSylu3+hqj6R6TNWpuV25du9u/u9tfkzgO/t7q2upm/mk4fr0t2vm5fBv9qmzCXO8Hf3zRfefu5mhbr74wtvHzV3u7Cqtpp/n+z59qru/u+qetcW28vDLly2Xeju/6qqc3u+/XTROtujw6Pd5PWy94fdO8k/ZTqz/1fdfUFVbbccvrVXvE23qt60SR0q0zq8md5i/m22j1vne1pnOsl0C/HfLyn3kqra6ve6PnfeDtbC68zvN7tK8vtJvilJquobMl01+5EkN850VfHOS+rx31X1XUmeVlVPyXT18oHd/axNpnHjqvroQl2uPL+vaXS91TOni/uo22Ta/qa7L9riZqXPbLfn9e+crfaj2+nuf19yZ9SXVtUb5/p90fz6cH2/cIfjfWlVfVWm9eRltfXzhOssf4vT+tOqenmSP6mq22e64nQp8904d8r03X9Fb7jNdCs1PYrz0EzLzPd291/voNhnVdVNMoX3K8+vK9sfw1zKNvuPZDppeqmri939oS2WpbWOR1Yc5pgj7O2tL6yq52TemMyvM79f1hDCm7P5gnZBVf1zpmfBzjjC6Uw9p2f9HpTp1swnJLlJz/fZb+EBSf4i047oN3q+xWDeGL1+i2ktu53rmvO0/2Kbaaa7n1lVr0ryxHlam4WBxc+fJNddfN/d37lJ/e6X6bOdkSXP4W1SZjG4XTHTAfd5805m6Q6xl9zOukMf6CXPXGxTv5U/Uzaff4c/07L5d4M1d6JbzYtHbdZjvn3zJpmeM3hFVV0l062Pb6iqB3b3JRoG6e7fSvJb8+1Yd0vyl0k+v6p+Mslfdvc/LZnMh7r7SUum/fXzOLa6je6iqvq87v7XefpvnsuelB2cfFnBwzLd2nJckud091vm6XxjpisuS9X0zOPh5fZQpjP8v3F457nZOrLJuL4k0xWepb13Op4NFg96k+Qai+97+fMT76+qr+nuV22o382TvH+T6Vy1qi7f8+3h3f3EucwVk2x1MHuDDcv4Fy0s/93dX7mkzLlVdduN2+6quk2SczcOvOa6u7F+q6yP1850S9bdM60rL850IHd8b/Ls4prulCnUvW9D95OT/OsW5baafx/YpMxufk+33WI6yfRc32Y+vkW/P8jF28HF18l0R8syxy0cAN81yeO6+xlJnlFVZy0rsLD+vCrTLXEvy7Rt//Fk6Tr1hlWD/IIXVdXTM82vayY53G7BtZNc6nm92Y0WwmSyWri8lJqeE/zwhs7rnkzPQr3S3f+R5O5VdXqSl2fzgLPV8ndRd99oB9N6z7w9/z+Zjq+WTetBmbbBD810++rieLabd2/M/IhRd//XFsMt+tckv7Hk9eH3O1ZVN8jm+48k+WhV3ai737Ch3I2y+Tq37vHI0DTQsofmlXRT3f2SFcZ1XKZbBZ/cGxqg2GQ6n7litNl0qurjSc7PdFvVpVacZQdVC2chD0+js8kD0RvK/dGS+n0oUwMTf7NJmed19+2WdH9wkp/v7ist6bfWPJ/P2p6XaX4srhRbHRisrKqulOmZretl2tA+YScHU7VGYxdbfKYkybLPtM6yVNMzR5fqnOkA7iHdfftV6r2dqvqxTLdSXrih+1ck+b3u/voN3a+XqcGUf9gw7KOSfGN3H5cNquqVh68OzWcuvyfTc6XvTvKM3qKRi5pafXtApp3w4RMgN810S9Nvd/efLCmzeOLgyplu4U622WHXdPXnat394YVuV8n0XS09w7vOOrIQEBedkCkkfF93v2JJmS87HEBXUdPzbVvV7xFLytws0y2OT8x0e2aSfFWmW9zu2t2vXlLml5J8XqbGfg4/u3iVJI/OdHLlIZvUb9nyvli/9y4p82VJnp3p4PDwFePTktwy0y2cb90w/Nrbo3Xqt6H8FTM9t3v3TLc+n9Hd37NkuHseDsg7VVODEA/p7jdt6P4VSX6pu5c927Pd/LvDsuVsD76npdOZy52X6RmpS/VKcpde0sDNXO4SDfNs6Pfty6601NSQ2427+9M1NRJ2n+5+6eF+G48P5u4rrVN1ZA1UVaYQeu1MjbmdO3e/SZLP7e7nrzPeTaa17ErxCZlO8Nyju9++MOzGRuIWXZDp9sxlJ9NTVT+a5LWL+5C5+zcmeWh3f/OSMmvtF6vqF7r7oUu63zzJwzceE61zbLBQ9oYbtz17YZ39x1zu65I8OdMx6uL6ePpc7uVLyqyz3i8uR9fLdAJ0scyuHP8dJGFvn9TUCmC6+/wjHM99u/uxG7rdIcl1uvvR8/tXZzpj35lauvzzTcb18GzdAuCyg6plO40TMjWI8PC+5APR+66qTunuf1mj3DobiJWDW023EH4q05nVb8t0q9sDdlC/z8/Ustf1Mj278/gdTOv62eIsei+5bW/dZWmh/I6DUU0tu26mu/vnt+i/Y1scYH5lpgPMS/1MxnzF6m6ZDnj/LVOQ+Inu3nI5WSh/u0yNDHzZ3OnNSX6lu/927Q9y6Wn8ZHf/v/n1dy9+NzXd7vwzOxjHjrZLSwLi4ZM17+wlrevNZTY7uFrrbP12ampw4n65eJ6/Jcmje0nrp/Pwx2W69fXemZ77TKZGoR6f6QBux1e0arpL4kO9xQ513l58z0L93prp5N2lblerqVGqX8ql190k2we2VetXm7dq+IZMwWJZY06XuvV0Qx0vdYW4ql7T3Usbn6mqN/XcKMgm/Xc8/9Y1nxj6vEwNOS1O5x2ZTgD88yblTt9qvL3kLoG53GYtOv9ApmXwUi06V9XPJrl9pu/nlExXZXqu+5O6e+WfAlgyjXNyySs2l7DsRPAOxnm5JHfv7icv6bfuSdCN2+POtJx/vKa7PH5rh3Xb9GT63H+tkxQLw610wnCh3Lbb5yMM5uuswyvvdzbZf/x7pmPHu3b3/bao4+cl+eFccn18dM93zuyGdY6VjjXC3h6az3A9LNP99JfLdJDz6SS/0yvekrfNdP4hyd0OnyGs6VaO22ZqOvqPepOfKNhNVXVCkr/bbKNTVb+9Vfle3rT8ymGgLtm88jO6e0e/3bSOdYLb4gHNfFXm1TvZUK85rZV3UOssS1X1xZlC0UrBqJY3GX2VJPfKFk1Gr7qDWucAc76y8rIk9zq8oa/pmYs9uQ1kzRMHR9KU+M9lF7ZLWx3ArWudbcUm49ku4Hx1poaP/iPTfL9Vplbj3p7pxNXS1iTnM+y/kulg5ecztSR4rUzz8h7d/byd1G+buj8g08mGa2dq3fAp3b3pbfJHWr9tTuI9orufsqTM+ZkOjp6S6fbAS9y228uvEL+zu6+/sfvc7+zuvt6yfpvZJkCsfLLhSA/qV1XTIwm/lWRZi87f1t3nbFLu5pmWjRf0/NzpvB2+ai//6YWV1qmq+kCm59KW3oq97ETwQtmVf0Zh3ZOgW6ltfspjkzKXOpk+d19nH7LWfnEu+/BM82zb7fORBPM11+G19zvzMGsF34Xy223Xj/r1/iB4Zm9v/ViSr8vU4MnhZ9u+MMljqurHuvs3d2k6V+hL3gry8p4eBP5QTbclLbVbB1XzsMseiF602NjFI7KzpuWXPevwmd+PycU/AbFosQ47PjBf8yrEDReC2+MzNRayncUH0T+99Sw74mmduHHjNU/3TVV16iZl1lmW3p5pJ/3tC8Hox7arXC9vMvoHsn2T0V+bLXZQS1xji36bPW9xp0wH2y+uqufNddrRl7XOSYpMTf0fPti5faazmNsd7NQmr5e9X6zfj2fF7dJ2B3CZbrXZLStvK7YKODU1lb4sgD02yTf11PjGNTM1JLFlQxez38101fbqmZ5H+rbufmVNz588JdNvj26s30rbl+5+VC7+WYa7JXlCTY3GPCVT8Fv2nOna9dvs4P3wSby53Eafl4uf8/ueJH8z122rW3fPrKof6u4/2DCde2fzBpE2Ln/Pnut0+Gchli5/vd7z0etsM9e6QjJ3f25VXZDpp1DumGnfdrMk39ALt2YvKXepn3LYZplYdZ1a+RnxBev8jMI6+7ftrPzM8LKgN7vGFsU224estV+ct8+3zM63z2s13jZbZx1eeb+zSfCt7r71VpVbZ7u+n+v9MaWPgiZBR/3L9LzOtZZ0P5RdbN41ydlb9PvnLfqdvvD3ng3vT1+xDrdO8qKdzpc1PuPVMj2A/O4kv5rp3v9lw23aLPAefL8rNzucqeXUj85/H8t0xu7w64/u8rTeueoys86ylOk3uZ6aKYD9QaYrge/e4TxcucnoTDu322UKSK+fy3/ZFsM/JckPLel+7yRP22ZaV8m0E/yrTCcfHpPkW7Yp86Alfw/LdKvgf25SZrHp8eN3+P2u1QT2OtulTAfYT8zUItzTM7U++5JMt/jt5Tq2tD5LhjszybdkOlv84SQ3n7vfYIvP9IaF14/OdDXv8PuztpjWWQuv37ZOfdecFzeZv7sLtxluV+u3kzKZGqi6Z6ZnDO+/xXAnZmq1+O8zndD59Xk5ekWSz9ui3L4sf1ljmzn3Oz/Ts6IPztQ8/zcu/u1gul+f6SD4OTmCnxzYxe9z5eVkoezKP6OwyvZrhXps+fM9K45r5X1I1twvrrp93o15NY9np+vwOj8XctG8vl5vodu2P8+SNbbra372tdb7Y+nvwCsw8l+SN6/Tb43pPHmTDdF9M52l2ck4Xr/D4d6U6Tazxb9zMp2Ju8EOx7HKb/asFAZycZhaDFLbhqk15/tawW2/prXmDmrtZSkrBqMkj8z0UPxPZbr9aJ35su0OKmseYC4ZzzUz/Z7fGSuUWfkkxbL3ayzrn9qi3Mrbpezy72CtMP92tK3IGgEn03OUx8+v357paspO5tGu/c7UDj7X8ZluLX1yppbunpqpoZAdzbMjrV+2OYk3r393yvTD2a/J1GrgSTsc74/Mf7fZwfD7svxlzRNDWfEE1EK5jy2ss5/MtN3ck33IKstANvm9vnXGv+K2bNWToB9bKPfRjePYxXm29j4kq+8XV9o+b7Z9W+GzrbQOZ439TtYPvmctvN6zE2vrrvfH0p9n9vbQVvcvH8lDtUvG9bmZmpO/IJdsie6KmW6dWNpAwTr1qS0eiF6hvjud1uLvxzy6V/j9GJKaGqx4VqaDiMWWrK6Q5Lt6yQPOu7EszeO5ZqazcXftTZ4ZnZ+LuyDTDmNxQ7RtAx41tRj4PzLdFnJqpjPiT+i55bdNytw600P4SfKW7n7RTj7LOubb3348yfdmOgB8VG9xW1ZVXZiLb1tebJFz1xszWWe7tM6zGbthhW3Fys+R1JoNXSx8V8taTr1Sd2/1u1E7UlWHb626faYTaU9N8uydbGfXqV+t0KrhQpk/zrQ+PTfJU3v+iZG9sF/L3zrbzCXjuGKm7+6RmZ533PHzSPthr9fd/dyW7bcj3YfscL+40va5qk7oTZ4v3kF99m0dnqd3lSR3yLR+3CbTTxg9qzf8XNLC8Ef0fOAK9Tri9f5oJ+ztoQ0bvUv0yi4dFGyY3m2y0BLdKhuifdgBLD6z8lnZQdPyRxIGuNg6O6gjWZb22n7voFZ1tJ+kWGe7tM9hdJ1txVoBbNWGLvZLVb0oyZ9larxg05MEuzi9lU/izdvnjy8M/5le2f1lYl8DxJrbzJVPQO2XddYpDsZ+Hjfu5zq8ZNo7Cb57fmJtw/T27YTwfhP2LsPsADgWHeQOaiecpIDLlqP9BBRw2SbsAQCs6Wg/AQVctgl7AAAAA7rcQVcAAACA3SfsAQAADEjYAwAAGJCwB8Awquqo+qmLVVTVH1bVDZd0v2dVHVW/1wbAseH4g64AAIymqipTI2gX7bRMd997D6sEwGWQK3sAHIiq+r6qenVVnVVVj62q46rqP6vqkVX1lqr6u6q6WVX9fVW9q6q+cy53z6p69tz9nVX1c0vGXfN43lxVb6qqu87d/7iq7rgw3JOr6g7ztB9ZVa+pqjdW1X0XhnnwQvdHbPF5Tq2qd8y/u/bmJCcvK1tVV6mqv6mqN8z1O1y3v6+q0+bXP1BV/1RVr05yy4VpHKqqZ8zjfE1V3XLu/vCqesLCvPrRhTL3mKf/hqr6k63GA8BYXNkDYN9V1ZcmuWuSW3b3p6rq95J8b5KrJHlRdz+4qp6V5BeSfHOSGyZ5UpLnzKO4WaYfsv5EktdU1d9095kLk7hTkhsnuVGSa83DvDTJ45P8WJK/rKqrJ7lFktOT3CvJR7r7q6vqikn+oapekOT689/NMv1u2nOq6hu6+6WbfLTrJzm9u19ZVd+yrGySQ0ne393/Y54XV98wb66d5BFJvirJR5K8OMnr596PSvKb3f3yqjolyfOTfOnc7wZJbp3kakneUVWPSfLFSR6a5Bbd/W9VdcIOxgPAIIQ9AA7CbTOFmddMdzzmyknOS/LJJM+bh3lTkgvmMPimJKculH9hd38oSarqmUm+Lsli2Pu6JE/p7guTfLCqXpLkq7v7OVX1e1V1KMn/TPKM7v70HMy+sqruPJe/eqag9i3z3+GwddW5+2Zh773d/cr59WZlX5bk16vqV5P8dXe/bMM4vibJ33f3+fPne1qm0JYk35TkhvM8S5LPrqqrzq//prsvSHJBVZ2X5MQkt0ny5939b0nS3f++1Xi6+5h95hGASxP2ADgIleRJ3f2QS3Ss+onu7vntRUkuSJLuvqiqFvdZnUva+H4rf5zk+5LcLckPLNTnR7r7+Rvq861Jfrm7H7vDcX98sfhmZavqpklun+QXquqM7v6/Oxz/5ZLcvLv/e8P4knlezS7M1vv4peMBYCye2QPgIJyR5M5V9blJUlUnVNUXrFD+m+cyV05yxyT/sKH/y5LcdX4W71CSb0jy6rnfE5M8MEm6+61zt+cn+d9Vdfm5Pl9cVVeZu//g4atnVXXS4TrvwNKyVfX5ST7R3X+a5JFJbrqh3KuSfGNVfc5cn+9e6PeCJD9y+E1V3XibOrwoyXdX1efMwx++jXPV8QBwDHJlD4B9191vraqHJnlBVV0uyaeS3G+FUbw6yTOSXCfJn254Xi9JnpXka5O8IdNVv5/s7n+dp/3Bqnpbkr9cGP4PM90m+rqaLpOdn+SO3f2C+fnCV8xXz/4z01XB83bwGTcre70kj6yqi+bP/b83lPtAVT08ySuS/EeSsxZ6/2iSR1fVGzPtw1+a5H9tUYe3VNUvJnlJVV2Y6ZbSe646HgCOTXXx3TIAcPSrqnsmOa27779m+c/K9DzgTbv7I7tZNwA4mriNE4DLjKr6piRvS/I7gh4Ao3NlDwBWMD//dsaSXrc93EIoABwNhD0AAIABuY0TAABgQMIeAADAgIQ9AACAAQl7AAAAAxL2AAAABvT/AV7j94pVRbJsAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,15))\n",
+    "ax = sns.histplot(df['employee_residence'])\n",
+    "ax.set_xticks = df['employee_residence']\n",
+    "ax.set_xticklabels(['DE', 'JP', 'GB', 'HN', 'US', 'HU', 'NZ', 'FR', 'IN', 'PK', 'PL',\n",
+    "       'PT', 'CN', 'GR', 'AE', 'NL', 'MX', 'CA', 'AT', 'NG', 'PH', 'ES',\n",
+    "       'DK', 'RU', 'IT', 'HR', 'BG', 'SG', 'BR', 'IQ', 'VN', 'BE', 'UA',\n",
+    "       'MT', 'CL', 'RO', 'IR', 'CO', 'MD', 'KE', 'SI', 'HK', 'TR', 'RS',\n",
+    "       'PR', 'LU', 'JE', 'CZ', 'AR', 'DZ', 'TN', 'MY', 'EE', 'AU', 'BO',\n",
+    "       'IE', 'CH'],rotation = 90)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:40.108696Z",
+     "iopub.status.busy": "2022-09-14T13:55:40.107758Z",
+     "iopub.status.idle": "2022-09-14T13:55:40.438171Z",
+     "shell.execute_reply": "2022-09-14T13:55:40.437379Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:40.108661Z"
+    },
+    "id": "xYkBt_FHgnx0",
+    "outputId": "cbfa23b8-6ac1-4205-8f83-562e512bbdf8"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='company_size', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(df['company_size'],color = 'yellow')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:40.439935Z",
+     "iopub.status.busy": "2022-09-14T13:55:40.439635Z",
+     "iopub.status.idle": "2022-09-14T13:55:40.696050Z",
+     "shell.execute_reply": "2022-09-14T13:55:40.694854Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:40.439907Z"
+    },
+    "id": "e_OSn7GVg2Q_",
+    "outputId": "f8d50c4c-72a6-4ad8-8a1a-47ae18bb2985"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='remote_ratio', ylabel='Count'>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(df['remote_ratio'],color = 'black')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:40.698007Z",
+     "iopub.status.busy": "2022-09-14T13:55:40.697633Z",
+     "iopub.status.idle": "2022-09-14T13:55:44.126651Z",
+     "shell.execute_reply": "2022-09-14T13:55:44.125415Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:40.697965Z"
+    },
+    "id": "hQyqe9G_hKSE",
+    "outputId": "04c4e650-c3bd-48ca-df16-3f702823cd12"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x7fd1b31eb110>"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.pairplot(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:44.129067Z",
+     "iopub.status.busy": "2022-09-14T13:55:44.128310Z",
+     "iopub.status.idle": "2022-09-14T13:55:44.416133Z",
+     "shell.execute_reply": "2022-09-14T13:55:44.414297Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:44.129032Z"
+    },
+    "id": "Ep6MXqWEjFJK",
+    "outputId": "9acb0897-b685-47eb-fd47-8f64513811a5"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.heatmap(df.corr(), annot=True, cmap='RdBu')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:44.419477Z",
+     "iopub.status.busy": "2022-09-14T13:55:44.419138Z",
+     "iopub.status.idle": "2022-09-14T13:55:44.954395Z",
+     "shell.execute_reply": "2022-09-14T13:55:44.952962Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:44.419448Z"
+    },
+    "id": "7JvckNqR5oP6",
+    "outputId": "7e205c28-05b9-4cf3-d1ac-d4381de19254"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (10,5))\n",
+    "plot = sns.swarmplot(df['salary'], color = 'green')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:44.956460Z",
+     "iopub.status.busy": "2022-09-14T13:55:44.956091Z",
+     "iopub.status.idle": "2022-09-14T13:55:47.278199Z",
+     "shell.execute_reply": "2022-09-14T13:55:47.277015Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:44.956428Z"
+    },
+    "id": "Af_JDTP4jJnd",
+    "outputId": "be8dab4b-c643-439c-965d-83ccd869d5ca"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([     0., 100000., 200000., 300000., 400000., 500000., 600000.,\n",
+       "        700000.]),\n",
+       " [Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, '')])"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,15))\n",
+    "plot = sns.barplot(y='job_title',x='salary',data=df)\n",
+    "plt.xticks(rotation=90)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:47.280204Z",
+     "iopub.status.busy": "2022-09-14T13:55:47.279778Z",
+     "iopub.status.idle": "2022-09-14T13:55:48.917008Z",
+     "shell.execute_reply": "2022-09-14T13:55:48.915745Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:47.280164Z"
+    },
+    "id": "-twOiUbGmVj9",
+    "outputId": "b65f9e85-6931-4c27-e972-d97e1e179b10"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([     0.,  25000.,  50000.,  75000., 100000., 125000., 150000.,\n",
+       "        175000., 200000., 225000.]),\n",
+       " [Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, ''),\n",
+       "  Text(0, 0, '')])"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,15))\n",
+    "plot = sns.barplot(y='employee_residence',x='salary',data=df)\n",
+    "plt.xticks(rotation=90)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:48.918845Z",
+     "iopub.status.busy": "2022-09-14T13:55:48.918471Z",
+     "iopub.status.idle": "2022-09-14T13:55:49.198777Z",
+     "shell.execute_reply": "2022-09-14T13:55:49.197627Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:48.918811Z"
+    },
+    "id": "keyLL2cujqfC",
+    "outputId": "c33b700c-d423-4252-eb23-a1406f0a3a24"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='salary', ylabel='Density'>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(df[df['employment_type']=='FT']['salary'],hist=False)\n",
+    "sns.distplot(df[df['employment_type']=='CT']['salary'],hist=False)\n",
+    "sns.distplot(df[df['employment_type']=='PT']['salary'],hist=False)\n",
+    "sns.distplot(df[df['employment_type']=='FL']['salary'],hist=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "6cxSXs-9zR0N"
+   },
+   "source": [
+    "From the above graph we can discern that the salaries do vary substantially w.r.t the employment type. The following conclusions can be drawn: \n",
+    "\n",
+    "\n",
+    "*   For full time employees the starting salary is greater than for the other 3 however the density of those salaries is the 2nd lowest. Also is has the 2nd highest salaries however their densities are less.\n",
+    "\n",
+    "\n",
+    "*   For contractual employees the density of salaries is the lowest as well as having the lowest base salaries out of all employees. They also however have the highest salaries albeit in low density.\n",
+    "\n",
+    "\n",
+    "*   For part-time workers the density of salaries is the highest in the range near 0 however they have the narrowest salary range and the lowest salary cap.\n",
+    "\n",
+    "\n",
+    "*   For freelancers similar conclusions can be drawn.\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:49.200700Z",
+     "iopub.status.busy": "2022-09-14T13:55:49.200380Z",
+     "iopub.status.idle": "2022-09-14T13:55:49.474956Z",
+     "shell.execute_reply": "2022-09-14T13:55:49.473687Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:49.200671Z"
+    },
+    "id": "Tfs88c2Zlyya",
+    "outputId": "af0ec3d7-715d-45db-f389-ec12e5a2ea85"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='salary', ylabel='Density'>"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAERCAYAAACZystaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAABJ+0lEQVR4nO3dd3xcV5n4/8+ZGfXeJUuy1eUu2Za703tII4GQkFACbNils7DsAlvYXX7ALrt8CS1sCDWEFpKQkIQU0uO4yVWyLclqltX7aNSnnN8fd+Qojizpjmakkfy8X695aebOvec+I43mmVPuOUprjRBCiAubZaEDEEIIsfAkGQghhJBkIIQQQpKBEEIIJBkIIYRAkoEQQgiCMBkopX6mlOpUSlX6qbzlSqnnlVInlVInlFI5/ihXCCGWkqBLBsAvgGv9WN6vgG9rrVcBW4BOP5YthBBLQtAlA631a0Dv5G1KqXyl1LNKqYNKqdeVUitnU5ZSajVg01q/4C17UGs97P+ohRBicQu6ZHAeDwCf1lpvAr4I/GiWxxUB/Uqpx5RSh5VS31ZKWQMWpRBCLFK2hQ5gJkqpaGAH8IhSamJzmPe5W4H/mOKwFq31NRiv7yJgA9AE/B74MPDTwEYthBCLS9AnA4zaS7/WuvTcJ7TWjwGPTXNsM3BEa10PoJT6E7ANSQZCCPE2Qd9MpLUeABqUUu8FUIaSWR5+AIhXSqV4H18OnAhAmEIIsagFXTJQSv0W2AMUK6WalVIfBe4CPqqUOgocB26eTVlaazdGH8OLSqkKQAE/CUzkQgixeCmZwloIIUTAagZKqWKl1JFJtwGl1OcCdT4hhBC+m5eagXc4ZwuwVWt9+nz7JScn65ycnIDHI4QQS8XBgwe7tdYpM+85vfkaTXQFUDddIgDIycmhvLx8nkISQojFTyk17efqbM1XB/IdwG+nekIpda9SqlwpVd7V1TVP4QghhJgs4MlAKRUK3AQ8MtXzWusHtNZlWuuylJQ513SEEEL4YD5qBtcBh7TWHfNwLiGEED6Yj2RwJ+dpIhJCCBEcApoMlFJRwFVMP2WEEEKIBRbQ0URa6yEgKZDnEEIIMXdBNx2FEEKI+SfJQExJa43b417oMIQQ82QxTGEt5pF9zM73D3+fp+ufZtQ9ys5lO/nHLf9Idkz2QocmhAggqRmIs9qH2rn7mbt5tOZRLl9+OXcU38GhjkO878/vo7q3eqHDE0IEkNQMBACjrlE+89Jn6Brp4sFrHmRT2iYA7lp1Fx/6y4f41Euf4tGbHiU2NHaBIxVCBILUDAQAPzj8A072nuRbF33rbCIAyIrJ4nuXf4/O4U6+e/C7CxegECKgJBkITvac5KGTD/Heovdyafal73h+TfIa7l51N4/UPEJNX838ByiECDhJBoLvHvousaGxfG7T5867z73r7yUqJIoHjj0wf4EJIeaNJIML3IH2A7zZ+iYfW/exafsD4sLiuHPlnTzf+DxnBs7MY4RCiPkgyeAC99PKn5IYnsj7it834753FN+BRVn446k/zkNkQoj5JMngAlbTV8Pult3cvepuwm3hM+6fFpXGJVmX8Pipx3G6nfMQoRBivkgyWALGXR4GRp14POaWMH2k+hFCLaHcXnz7rI+5reg2+sb6eLP1TbNhCiGCmFxnsIiNOt38vxdq+M3+JhyjLpKjQ7n34jw+sjMXm3X6PD/qGuXp+qe5Kucq4sLiZn3O7RnbiQuL45mGZ7gk+5K5vgQhRJCQZLBIOUadfOyX5exr6OWG9RmUZMXz2qkuvvFMFQca+/j+nRsID7Ge9/gXTr+Aw+ngtsLbTJ03xBrC1Suu5qn6pxh1jc6qeUkIEfykmWgR0lrz5ccqKD/dx313lPKD92/kb3Zk8dDaozxT9BSF1Q/wL79/E63P32z06KlHWR6znLK0MtPnv2L5FYy4RjjQfmAuL0MIEUQkGSxCTx5t5aljbXz+ykJuLs2E7lq4fwf85R9Y3f5nvhTyez5Tcw/PPP+XKY9vtDdysOMgtxbeilLK9PnL0ssIt4bzesvrc30pQoggIclgkRl1uvn/nj5JSXY8f3tJPgz3wsPvgZE+eP8j8JVmPPc8T0SIYvObn6C9vfkdZfyl4S8oFDfm3+hTDGHWMLZmbOX15tenrX0IIRYPSQaLzK/3nqbTMcaXr1uJzaLg0Y/CQCvc+VsouhoAy4qtuG7/DfE46Pj1x+GcD+znGp9jU9omUiNTfY7josyLaB5spnGgcS4vRwgRJCQZLCJjLjc/frWOnQVJbMtLghNPQN1LcPXXIXvL2/ZNL97MntxPUDL4BvV7nzi7vbavljp7HdfkXDOnWC7KugiA15ulqUiIpUCSwSLybGU73YPjfPzifHCOwPP/DGlroewjU+6/8b3/RDtJuF79n7Pbnjv9HBZl4coVV84plmXRyyiIL5B+AyGWCEkGi8jD+5pYnhjJroJkOPgLsJ+Ba78J1qlHCMdERVGVdw9FoxU0HnwBrTXPNjxLWVoZyRHJc45nV+YuyjvKGXGNzLksIcTCkmSwSNR1DbK/oZf3b12ORbthz49g+XbIvXja4zbc8hl6dCyOV+6jpq+GxoHGOTcRTdicvhmXx0VFV4VfyhNCLJyAJgOlVLxS6o9KqSql1Eml1PZAnm8pe/JIK0rBrRsz4cSfwN4EOz4z43FxsXFUpV5H8cCbPFP1JArF5csv90tMpamlKBQHOw/6pTwhxMIJdM3gPuBZrfVKoAQ4GeDzLVnPVLSxJSeR1Jhw2PNDSCqEomtndWz2JfcQqtz89dRTrEtZ55cmIoDY0FiKEoo41HHIL+UJIRZOwJKBUioOuBj4KYDWelxr3R+o8y1lNR0OTnUOcsP6DGivhNZDsPmjYJndn2/5mm0cDltOE71clnWZX2PbmLaRo11HcXpkFlMhFrNA1gxygS7g50qpw0qpB5VSUefupJS6VylVrpQq7+rqCmA4i9czFW0oBdesTYcjD4M1FNbPvP7AWUrx6vINAGSMZPg1tk1pmxhxjVDVU+XXcoUQ8yuQycAGbATu11pvAIaAfzp3J631A1rrMq11WUpKSgDDWbxerupkQ3Y8qREKjv4Oiq+HyERTZVTFK7KdTsYO7/VrbJvSNgFwqFOaioRYzAKZDJqBZq31Pu/jP2IkB2FCz+AYx1rsXFqcCqdegJFe2PABU2UMO4c50FvJlrEQ0tpeYdTp9lt8yRHJLI9ZTnlHud/KFELMv4AlA611O3BGKVXs3XQFcCJQ51uqXjvVhdZwaXEKHH8cIpMg71JTZext28u4Z5yyhE2UcYLdxxv8GuPGtI0c7jws8xQJsYgFejTRp4GHlVLHgFLgGwE+35LzSnUXydGhrE0Jheq/wMobznuR2fm80fIGUSFRXLH5g4QpF00HnvFrjCUpJdjH7JxxnPFruUKI+RPQZKC1PuLtD1ivtb5Fa90XyPMtNVprdtd2s6sgGUvdX8E5BGvebb6Mlt1sTd9KRN5FjFiiiW15mTGX/5qK1iavBaCiWy4+E2KxkiuQg1hd1yDdg+PsyE82LjSLTIKci0yV0TDQQOtQKzszd4I1BMey7Wz2VPBmbY/f4syPzyfcGk5ld6XfyhRCzC9JBkFsT30vANtWxBidx8XXmW4i2t2yG8BIBkDCmitZbuliz0H/XTUcYglhZeJKjvcc91uZQoj5JckgiO2t72FZXDjZg0dgbACKrjNdxu6W3eTG5ZIZnQlASP6lAIyfegWn2+O3WNcmr+Vkz0lcHpffyhRCzB9JBkFKa82++h625SWhap4Ha5jpUUSjrlHKO8rZuWznWxtTihkLT6HUfYy99f5rKlqTvIZR9yh1/XV+K1MIMX8kGQSp+u4hugfH2ZqbADV/gdyLICzaVBnlHeWMucfYlbnrrY1KYcu/hJ2WEzxf2e63eNcmGZ3I0lQkxOIkySBIHTxtDLzaFtcHvfWznpRusjda3iDMGnb2KuEJ1ryLSVH9NNQc9UusAMtjlxMTEiMjioRYpCQZBKlDp/uIiwghu3ePsaHwKtNl7G7ZTVl6GeG28Lc/sXwbAOkDx2jsHpprqABYlIU1yWs43i01AyEWI0kGQepQUx8blsdjqX8ZEvMgIcfU8c0OY7H6izKnGIqaVIg7LI6NqoZXqjv9EzCwJmkNp/pOMe4e91uZQoj5IckgCNlHnNR0DLI5Kxoa34A889NO72szpoTalrHtnU9aLFizt7A9pI5Xa/w3U+zKpJW4tEs6kYVYhCQZBKHDTUZ/wcWRjcZVx/nmVybb176P5Ihk8uLypt4hews5+gyV9U1+m7iuOMGYhqq6r9ov5Qkh5o8kgyB0rNkOQNHQAVBWYySRCVpr9rftZ0v6FpRSU++UvQWFZpW7hgONvXMNGYDlMcuJsEVQ3SvJQIjFRpJBEKposZOXHEVY0+uQuRHC40wdX2+vp2e0h60ZW8+/U+YmtLKw2VbLK9X+aSqyWqwUJhRS1SsL3Qix2EgyCELHW+xszAiBlkOm5yKCt/oLtqRvOf9OYTGo1DVcGtHg336DhJVU91bLdNZCLDKSDIJMz+AYrfZRLo9sBO2GnF0zHnOuA+0HyIzOJCsma/ods7dQ7KqmvnOANvuIbwGfozixGIfTQdtQm1/KE0LMD0kGQaaydQCA9e4Ko78ge5qmnil4tIf97funrxVMyN5CqHuIQtXst6kpihONTmRpKhJicZFkEGQqW4zO4/S+g7Bsg+kpKKp7qxkYH2BLxuySAcCusHr21PknGRTGF6JQ0oksxCIjySDIVLbYKU60YGs75FMT0f72/cAM/QUTEnIhMpkrohvZW++fEUWRIZGsiF0hNQMhFhlJBkGmosXO9Ykt4HHBip0zH3COfW37yI3LJTUydeadlYLsrazxVNHUO0xLv3/6DVYmrpRrDYRYZCQZBJH+4XGa+0bYHlILqLPNOLPl9Dg52HFwdrWCCdlbiBtuIoEB9vqpqagooYiWwRaGnP6Z90gIEXiSDIJIZYvReVwwehxSV0FEvKnjT/acZNg1zOb0zbM/KKsMgJ0RTezxUydyQXwBgExLIcQiIskgiFS22lF4SOg9YrpWAHC48zDAO6asnlZGKSgL18S3+K0TeSIZ1PbX+qU8IUTgSTIIIhUtdnbF9aDGBkwPKQU41HGI7JhskiOSZ39QWDSkrKTUWkdL/whneodNn/dcmTGZhFvDOdV3as5lCSHmR0CTgVKqUSlVoZQ6opQqD+S5loLjLXaujT1tPDCZDLTWHO48zIbUDeZPvGwjGYMnAO2XpiKLspAfny81AyEWkfmoGVymtS7VWpfNw7kWrcExF409w2xUNRCZbKxhYELjQCN9Y31sTN1o/uSZG7GN9rI2st9vF58VxBdIMhBiEZFmoiBxqsMBQPbICcjabAz7NOFI5xEANqT5UDPINPoYbkxuO7vc5lwVJhTSPdJN36h/yhNCBFagk4EGnldKHVRK3TvVDkqpe5VS5Uqp8q4u/02YtthUtzuIYZhoR/3ZD2czDnUeIj4sntzYXPMnT1sD1jC2hTVyumeYLseY+TLOIZ3IQiwugU4Gu7TWG4HrgE8qpS4+dwet9QNa6zKtdVlKSkqAwwleVe0ONoc2Gg8yzTf1HO48TGlq6fnXL5iONQQySsgbNy4UO3h67lcjSzIQYnEJaDLQWrd4f3YCjwPmx0teIKrbHVwa02w8WGauqadnpIfTA6d96y+YkLmJ6J5KImya8sa5N+2kRqYSExpDbZ8kAyEWg4AlA6VUlFIqZuI+cDVQGajzLXY1HQ42WuuNjuPIRFPHVnRXALA+Zb3vAWRuQrlGuD7NTrkf+g2UUhTGF0rNQIhFIpA1gzTgDaXUUWA/8LTW+tkAnm/R6nKM0TM0Tu5YlU/9BRXdFViVlVWJq3wPwts0dUVsM5UtdkbG574uckF8Aaf6T8lCN0IsAgFLBlrreq11ife2Rmv9/wXqXItddbuDVPqIGuv0KRlUdldSEF9AZEik70Ek5kF4PCWqFpdHc7S53/eyvAoSCnCMO+gc7pxzWUKIwJKhpUGgqn2AtZYG40FGqaljtdZUdFewLmXd3IJQCjI3kT54HMAvQ0ylE1mIxUOSQRCo6XCwOdzbeZy+1tSxTY4mHOMO1iXPMRkAZG7C2lXF2hQb5Y0yokiIC4kkgyBQ3e5gU1iz0VQTFmPq2InO47XJ5pLIlDI3gXbzrpQuDp7uw+OZW1t/QngCyRHJMkeREIuAJIMF5vFoajoGKXDXQ7r5b/eV3ZVE2CLIj8ufezDeTuTt4Y0MjLqo7Rqcc5EyLYUQi4MkgwV2pm8Ym9NB4ngrpJsfGlrRXcHqpNVYLda5BxOdCnHZ5HsvPjvS1D/nIgviC6jrr8OjPXMuSwgROJIMFlhVu4OVqsl4YDIZON1Oqnqq/NNfMCFzI9HdR4kJt3H4TP+ciyuIL2DUPUqLo2XusQkhAkaSwQKrbnew2uKdttpkM1Ftfy3jnnHWJK3xX0CZm1D9p7loGRzxRzJIMDqRT/VLv4EQwUySwQI71TlIWXizMW11TLqpY6t6qwBYlTSHi83O5b3O4cq4FqrbBxged82puIm+DOk3ECK4STJYYLWdg6yzNBm1ApOTzJ3sPUmkLZLsmGz/BeRdBrPUUodHQ0WzfU7FRYdGsyxqmcxRJESQk2SwgNweTVNXP1muRp9GElX1VlGcWIxF+fHP6F0GM2v4JOC/piJpJhIiuEkyWEAtfSNkuZuxaSdklJg61qM9VPdWszJxpf8Dy9xIaPthshPC/ZMM4gtotDfidDvnHpsQIiAkGSyg2i4Ha1Sj8cBkzeCM4wzDruG5TU53PpmbYKSXK9JH/ZIMChMKcWkXDQMNc49NCBEQkgwWUG3nIKstp9G2CEgqMHXsyV6jGScwNQOjE/mSqCba7KN0DIzOqbjC+EIAuRJZiCAmyWAB1XYOUhJyBpW2GkxeNFbVU4VN2ciP98OVx+dKXQ22cFZro9P38BwvPsuLy8OmbJIMhAhikgwWUG2Hg1U0+tx5nB+fT6g11P+BeZfBTBmoJMSqOHxmbjOYhlhDyInLkU5kIYKYJIMForVmsOs00XrQdDLQWnOy92RgmogmZG7C0naUtemRfpmWojChUGoGQgQxSQYLpGtwjGXj3g7VVHNXEHePdNM72hvYZJBVBq4RrknqoqLFjnuOM5gWJRTRNtSGY9zhpwCFEP4kyWCB1HYOUqS8axikmvtQn2huKUoo8ndYb1m+A4AdIdUMj7up6Zjbh/hEJ7JciSxEcJJksEDqOgcpsrTgjkqDiARTx040t0zM+xMQsRmQkEP+SCUw94vPChNkRJEQwUySwQKp7Ryk2NKCxWStAIxv10nhSSSGJwYgskmW7yCy/QBx4bY59xtkRGUQHRJNTV+Nf2ITQviVJIMFUtc5QIFqQaWav2istq82sLWCCcu3oYa7uTbDMeeagVKKgvgCqRkIEaQCngyUUlal1GGl1FOBPtdiMtjZSASjkGKuZuDRHursdWfb4ANqhdFvcEVkPTWdDgbH5jaDaWFCIaf6T6H13DqjhRD+Nx81g88CJ+fhPIvGwKiT+KF644HJZNDiaGHENXK2DT6gkgogKoV17uNoDZUtc5vBtDChEMe4g47hDj8FKITwl1klA6XUY0qpdyllbnpMpVQW8C7gQV+CW6rqJo8kSik2dezESKKC+HloJlIKlm8jte8QAMea++dUnExLIUTwmu2H+4+A9wOnlFLfUkrN9hPsu8CXAFkAd5Ja70giV2QqRJrrBJ4YmjkvyQBg+Xas9iZK4oY5embuNQOQVc+ECEazSgZa679qre8CNgKNwF+VUm8qpe5RSoVMdYxS6gagU2t9cLqylVL3KqXKlVLlXV1dJsNfnGq7BilSLVjSzHcen+o7RWZ0JpEhkQGIbArLtwNwU8Jpjs6xZhAXFkdqZKrUDIQIQrNu9lFKJQEfBj4GHAbuw0gOL5znkJ3ATUqpRuB3wOVKqV+fu5PW+gGtdZnWuiwlJcVc9ItUfccAhZYWLL6MJOqvnZ/+ggnp6yE0mq3Wapr7RugZHJtTcYUJhTK8VIggNNs+g8eB14FI4Eat9U1a699rrT8NRE91jNb6y1rrLK11DnAH8JLW+m4/xb2oOToavCOJzPUXON1OGu2N8zOSaILVBlmbyR0+BsCxOS6DuSpxFfX99Yy555ZUhBD+NduawU+01qu11t/UWrcBKKXCALTWZQGLbgkadbqJHPBOyZBirmZweuA0Lu0KzLTV01mxg8i+ahLU4JyvN1iTtAaXdklTkRBBZrbJ4OtTbNsz25NorV/RWt8w2/2XssaeIQrwbSRRvd0YjpoXl+fvsKaXewkKza0JdXMeUbQ6aTUAx7uP+yEwIYS/2KZ7UimVDmQCEUqpDYDyPhWL0WQkTJoYSeSMSCHE5EiiBrsxy+mK2BWBCO38MjdCaAxXhp3kk82b0VqjlJr5uClkRGUQHxbPid4Tfg5SCDEX0yYD4BqMTuMs4DuTtjuArwQopiWttnOQy1QzlrTVpo+tt9ezLGrZ/I0kmmANgdyLWNt0iN6hO2juGyE70bcYlFKsTlotNQMhgsy0zURa619qrS8DPqy1vmzS7Sat9WPzFOOSUtcxQKGlFasPE9Q12BvIjc8NQFSzkHcpMSPNZKuOOQ8xXZO0hrr+OulEFiKITJsMlFITo39ylFJ/f+5tHuJbcuwdjUT6MJLIoz002Bvmv79gQt5lAFxqOz7nEUWrk1bj0i5qemWIqRDBYqYO5Cjvz2ggZoqbMMHt0YRMjKIxOSdR21Abo+7RhUsGyYUQl80NEZUcneOIorOdyD3SVCREsJi2z0Br/X/en/8+P+Esbc19wyz3tIAV48PVhPp+YyRRbtwCNRMpBYVXU3roN1S3dOH2aKwW3zuRE8ISONEjnchCBIvZXnT230qpWKVUiFLqRaVU16QmJDFLtZ2D5KtWXKGxEGXuausFG1Y6WdE1hHlGWO+qpK5r0OdiJjqRK3sq/RicEGIuZnudwdVa6wHgBoy5iQqAfwhUUEtVbecgeaoNkgqNb9omNNgbSAhLICHc3BKZfpV7MR5bOJdZjsz54rOS1BJq+2oZGB/wT2xCiDmZbTKYaE56F/CI1npuPYgXqNrOQQqtbdhSzXUeg3ck0UI1EU0IiUDlXsJV1sMcO9M3p6LK0srQaI50HvFPbEKIOZltMnhKKVUFbAJeVEqlAKOBC2tpaunoJIU+0/0FYDQTLXgyAFTxdWSpTuyNR+dUzrrkddgsNso7yv0UmRBiLmY7hfU/ATuAMq21ExgCbg5kYEuN1hpPt3copclk0DvaS/9Y/8L2F0xYeQMeLBT3vsSo0+1zMeG2cNYmreVgx7QznAsh5omZlctWAu9TSn0QeA9wdWBCWpq6HGOkj3vnJEouMnXsxEiivPggSAbRKfSllHG12sfJtrm1929M28iJ7hOMuEb8FJwQwlezHU30EPA/wC5gs/cms5WaUNs5SL6lFa2skGCuuScoRhJNYlt7M0WWFk5XHZ5TOZvSNuHSLo51HfNTZEIIX822ZlAG7NRaf0Jr/Wnv7TOBDGypqe0aJE+14o5bAbZQU8c22BuIsEWQHpUeoOjMid1wKx4U4TVPzqmc0tRSFIpDHYf8FJkQwlezTQaVQHB8Ei1SxmylbVhTzTURgZEMcmJzsCgzrXqBo2KXURO+ntW9z4PWPpcTGxpLcWKxdCILEQRm++mSDJxQSj2nlHpy4hbIwJaa2nY7K1Q7ahGPJJqsJftGlntaGGw8MKdytmVs41DnIQbHfb+ITQgxd7NNBl8DbgG+AfzvpJuYpeGuBkJxmu48HnYO0zbUFnTJILzkVsa0jYG971jW2pRLsy/F5XGxu3W3nyITQvhitkNLX8W48jjEe/8AIA29s2QfcRI/fNp4kGSuZnB6wDguWDqPJ6zJy+ZFz0bi658E17jP5ZSklBAXFserZ171Y3RCCLNmO5rob4A/Av/n3ZQJ/ClAMS05E3MSAaZrBhOrm+XE5fg5qrmJjwzl1ciriXT2QfXTPpdjs9i4OPNiXmt5DZfH5ccIhRBmzLaZ6JPATmAAQGt9CkgNVFBLTZ13TiJ3eAJEJZk6tmGgAYWa/6UuZ2F0xWW0kQLlP5tTOZdkX4J9zM7Rrrld1SyE8N1sk8GY1vpsW4BSygb4PozkAlPbNUiBtRWLyVoBQKO9kczoTMKsYQGIbG7WL0/iIefl0PAadJ/yuZydy3Zis9h45cwrfotNCGHObJPBq0qprwARSqmrgEeAPwcurKWltnOQQks7KsX8SKIGe0PQNRFNKMmK4w/uS/EoG5T/3OdyokOj2ZK+hRdOv4BHe/wYoRBitmabDP4J6AIqgI8DzwD/PN0BSqlwpdR+pdRRpdRxpdQFu0BOa0c7ibrPdOexR3s4PXA66EYSTVizLI4+SzynEi+FIw+D0/dpJW7Mv5GWwRaZq0iIBTLb0UQejA7jT2it36O1/onWM15tNAZcrrUuAUqBa5VS2+YS7GI06nQT7p1OwuwEde1D7Yy6R8mJzfF/YH4QEWqlKC2GRy1Xw2g/HH/c57KuWH4F0SHRPH7K9zKEEL6bNhkow9eUUt1ANVDtXeXsX2cqWBsmriQK8d4uuH6Guq5B8vBtJFGjvRFYwKUuZ6E0O47fd+WgkwrhwE99LifCFsF1udfxwukX5AI0IRbATDWDz2OMItqstU7UWicCW4GdSqnPz1S4UsqqlDoCdAIvaK33TbHPvUqpcqVUeVdXl/lXEORqOwfJs7ShLTZIyDF1bMOAMaw0mJPB+qx47KMueld/AFrK4cx+n8u6peAWRt2jPNf4nB8jFELMxkzJ4APAnVrrhokNWut64G7ggzMVrrV2a61LgSxgi1Jq7RT7PKC1LtNal6WkmFsXeDGo6xwkX7WhE3LBGmLq2AZ7AzEhMSSFmxuOOp9KsuIB2BN3HYTHw5vf87msdcnryI/L59FTj/onOCHErM2UDEK01t3nbtRad2E0+8yK1rofeBm41lR0S0Bt1yArbe1YfJiTqNHeSG5cLsrkesnzqSgtmvAQC4faXLD5o3DyKeip86kspRTvLX4vFd0VVHZX+jlSIcR0ZkoG080zMO0cBEqpFKVUvPd+BHAVUGUquiWgvsNOFm2QVGD62GAeVjrBZrWwdlkcR870wZaPG7WfPT/wubyb828m0hbJb6t+68cohRAzmSkZlCilBqa4OYB1MxybAbyslDqGMZfRC1rrp/wR9GLhcnsY7zlNiHaaHkk05Byic6QzqPsLJmxckUBlywBjEclQcgcc+Q0M+tb/Ex0azU35N/Fsw7P0jvb6OVIhxPlMmwy01latdewUtxit9bTNRFrrY1rrDVrr9VrrtVrr//Bv6MHvdO8wy3WL8cDXkUSxiyAZLE9g3O2hsmUAtn8aXKNw4Cc+l3fnyjsZ94zz2KnH/BilEGI6wbFayhJV6+08BkxfcDax1GWwNxMBbFwRD8Dhpj5IKYLi62H/T2B82Kfy8uLz2Jqxld9X/14mrxNinkgyCKBa7wR12ocJ6hoHGrEqK9kx2QGKzn9SY8LJTozg4Ok+Y8OOz8BIr3FVso/uXHkn7UPtMrW1EPNEkkEAnepwsCq0A5Xi21KXWTFZhFrNrZe8UDYuT+BQUx9aa1i+DbI2w54fgsftU3mXZF1CRlSGdCQLMU8kGQRQdccgearVdBMRGDWDYJ2GYiqbViTQMTBGS/8IKAU7Pg19DXDSt/kMbRYbtxffzr72fdT1+zZUVQgxe5IMAsTp9tDe2Um8uxeSzQ0rdXvcnLYH7wR1U9m4PAGAQ039xoaVN0BiHrz5fZhxGqup3VZ4G6GWUKkdCDEPJBkEyOmeIbI93pFEJmsGbUNtjHvGF1XNYGV6DBEhVg5N9BtYrLDtE94pKt4xC8msJIQncMWKK3i28VmcHqcfoxVCnEuSQYBUt899qcvFVDOwWS2UZMdxqKnvrY2ld0FEolE78NH1uddjH7Ozt3WvH6IUQpyPJIMAqe5wkG9pQyur+QnqFmEyAKPf4ETrACPj3k7j0EjY/DGoehq6a30qc8eyHcSExvCXhr/4MVIhxLkkGQRITbuDdWGdqIQcsJkbEdQ40EhcWBwJ4QmBCS5ANi5PwOXRHG3uf2vjlr8Bayjs/aFPZYZaQ7lqxVW8dOYlRl2j/glUCPEOkgwCpKbDQYG1zXQTERg1g8Vw5fG5ylYkohTsb5g0jUR06ltTVAy9Y87DWbk251qGnEO80fKGnyIVQpxLkkEAjDrdNPU4SHO2mB5JBN5hpYvgyuNzxUWGUJwW8/ZkALD9U94pKh70qdzN6ZtJDE+UdQ6ECCBJBgFQ2zlIOt3Y9LjpkUQD4wN0j3Qvuv6CCdvykjh4ug+ne9LC9ilFUHQt7H/Ap3WSbRYbl2Rdwu7W3TI9hRABIskgAGo6HG/NSWRyttLFNEHdVLbkJjLidFPRYn/7Ezs+DcM9cNS3awZ2Zu7EMe6QdQ6ECBBJBgFQ3eGgyDqRDEzOVjrQCCyOCeqmsiU3EeCdTUUrdsKyDfDmD8DjmeLI6W3L2IZFWaTfQIgAkWQQADXtDkoiuoxlICPNTVDXYG/ApmxkxWQFJrgAS44OIz8lin31PW9/Qimj76C3DmpfMF1uXFgc65PXs7tlt58iFUJMJskgAGo6BimytRtNRCaXrGy0N5IVk0WIxdx6ycFkS24S5Y19uD3nTEOx+maIWWZMYOeDnZk7Od5zXBa9ESIAJBn42cCok5b+ETJdZ3wfVrpIO48nbMtLxDHm4mTbwNufsIYY1x00vAodx02XuytzFxrNm61v+ilSIcQESQZ+VtXmIJphosa7Ta977PK4aHI0Ldr+ggkT/Qb7zu03ANj0YbBFwN77TZe7Omk1CWEJvNkiyUAIf5Nk4GfHW+3kqnbjgcmRRE2OJpweJwXx5q9NCCYZcREsT4xkf0PPO5+MTDQuQjv2B9MXoVmUhbL0Mso7yv0UqRBigiQDPzvROkBpRKfxwOQ1BhPz9ufH5/s7rHm3NTeRvfW97+w3ANj2d+Aeg/Kfmy53U9om2obaaB1s9UOUQogJkgz87ETbAJuiu0FZIdFc239tfy0KRV5cXoCimz+7CpOxjzipPPd6A4CUYii4Eg78BFzjpsotSysD4GDHQX+EKYTwkmTgR+MuDzUdDlZa24yZSm1hpo6v668jMzqTCFtEYAKcRzsLkgF4/VTX1Dts+zsY7IDjj5kqtyC+gJiQGEkGQvhZwJKBUipbKfWyUuqEUuq4UuqzgTpXsKjtHMTp1mQ6GyF1lenj6/rrFn1/wYTk6DDWLIvl9VPn6RfIvwKSi41hpiZWQrNarGxI28ChzkN+ilQIAYGtGbiAL2itVwPbgE8qpVYH8HwL7kTbAKE4iR5qMp0MnB4njQONS6K/YMKuwmQONfUxNDbFfEJKwba/hfZj0LTHVLmb0jbRYG+gZ2SKDmohhE8Clgy01m1a60Pe+w7gJJAZqPMFg+OtdlaFdKC0G1JWmjq2aaAJl8e1pJLBRQUpON2afVONKgJYfwdEJMDeH5kqd1PaJgCpHQjhR/PSZ6CUygE2AO9YDFcpda9SqlwpVd7VdZ725UXiROsAlyR4X4PJmkFtv7ES2FJpJgIoy0kgzGY5f1NRaCRsusdYCa2vcdblrk5cTbg1XPoNhPCjgCcDpVQ08CjwOa31wLnPa60f0FqXaa3LUlJSAh1OwGitOdE2wMbwdrDYfBpWqlCL/urjycJDrGzJTTx/MgBjWUxlgX0PzLrcEGsI61PWc6TzyNyDFEIAAU4GSqkQjETwsNba3LCRRaa5bwTHqIt8miEx3/RSl7X9tWTFZBFuCw9QhAvj4sIUajsHabOfZx2DuExYfQsc+hWMvuO7wnmVpJRQ1VvFsHPYP4EKcYEL5GgiBfwUOKm1/k6gzhMsjrcaH2SpI/WQaq6/AIyawVLqL5iwq9A7xLRmmtrBtk/AuMNYGnOWSlNLcWs3x3vMz3EkhHinQNYMdgIfAC5XSh3x3q4P4PkW1Im2ASLVGKGOJkg1N2jK6XbSNNC0pPoLJqxMj2FZXDgvnOw4/05ZmyBrC+z7MXjcsyq3JKUEQJqKhPCTQI4mekNrrbTW67XWpd7bM4E630KraO7nksR+FNr0SKLGgUZcemmNJJqglOLK1Wm8fqqLkfFpPui3fwL6GqBmduscx4XFkReXx5GuI/4JVIgLnFyB7Adaa44227kk3reRRBNzEi3FmgHAVavTGHV6eKN2mqailTdCbJapYaYbUjdwtOsoHm1+5TQhxNtJMvCDM70j9A6Nsy60DayhkGhubqHa/losyrKkRhJNtjU3iZgwGy+caD//TlYbbL0XGl+HtmOzKrckpQT7mP3sutFCCN9JMvCDI839AGS7ThtDSq3mVimr668jOyabMKu5uYwWi1CbhUtXpvLiyc6pZzGdsPGDEBI567UOSlNLAaSpSAg/kGTgB0ea+gkPsRAzcMq3kUT2OvLjll5/wWRXrU6jZ2icw019598pIgE23A0Vf4D+MzOWmRObQ1xYnHQiC+EHkgz84MiZPsrSQ1H2M6b7C0Zdo8ZIooSl2V8w4dLiFGwWxQsnphlVBLDjM4CC3d+dsUylFKUppVIzEMIPJBnMkdPtobJ1gMuTvEs8ppjvPHZrNysTzdcoFpPY8BC25SXx/IkO9HSzlMZnQ+mdcOghGGibsdzS1FIa7A30j/b7L1ghLkCSDOaoqs3BuMvDpkhv56jJmkFVbxUAKxOWdjIAuHZtOg3dQ2cv0DuvXX8PHhe8+f0ZyyxNKQXgWPfsOp2FEFOTZDBHR84YbeB5+gzYwo1FbUyo6q0iKiSKzJglPaErAO9al0GIVfGnwy3T75iYC+veC+U/m3Gd5DXJa7ApG4c7D/sxUiEuPJIM5ujIGTvJ0aFE9580rjy2WE0dX9NXQ3FCMRa19P8UCVGhXFqcypNHW6cfVQRw0RfANQp7fjDtbhG2CFYmrpROZCHmaOl/AgXYkTN9lGbFodqOQfo6U8d6tIfqvmqKE4sDFF3wefeGTDodY+ypm2FhmpQiWPNuYzZTxzTXJ2D0G1R2V+L0OP0YqRAXFkkGc2AfcVLXNcSulFEY7YeM9aaOb3G0MOQcWvKdx5NdvjKVmDAbj8/UVARw+T+Dewxe+da0u5WkljDqHqWmt8ZPUQpx4ZFkMAcTY+a3RHg/2NJLTB1f1Wd0Hl9INYPwECvXr8vg2cq26ecqAkjKh7KPGNNbd586724TncgyxFQI30kymIO99b2EWBWFnnpAQZq52UqrequwKuuSnZPofG7esIyhcTfPTzc9xYSLvwQhEfDXr513l/SodDKiMqTfQIg5kGQwB3vreyjJiiekqxKSCyE0ytTxNb015MblLtlpKM5nW24SmfER/G7/zFcZE50COz8LVU9B0ztWTT2rNKVURhQJMQeSDHw0NOaiosXOtrwkY2K1dHP9BQAne09SlFAUgOiCm8WiuHvbCvbU91Dd7pj5gO2fhOg0eO4r4Jl6htKS1BI6hjtoH5pFbUMI8Q6SDHxUfroPt0ezcxkw0Gx6JFH3SDcdwx2sTV4bmACD3B2bswmzWfjlnsaZdw6Ngiv/HVrK4dAvptzl7KR10lQkhE8kGfhob30PNotig63R2JC50dTxld2VABdsMkiICuWmkmU8fqgF+/AshoSW3AE5Fxl9B4Od73i6OKGYCFuEdCIL4SNJBj7aW99DSXY84R1HAAUZpaaOr+iuwKqsF9Sw0nN9aEcOI043jxycRd+BUnDD/wPniNFcdA6bxca65HVSMxDCR5IMfDA05qKi2c7W3ERoOQgpxRAea6qMyu5KChMKibBFBCjK4Lc2M46yFQn8as/pma9IBqOTftffQ8UjUPviO54uSSmhqreKYedwAKIVYmmTZOCDg6f7cHk02yaSQeYmU8drranorrhgm4gmu2dnLk29wzxdMfMMpQDs+jwkFcBTn4NR+9ueKk0txa3dHO857v9AhVjiJBn4YKK/oCx+EIa7TfcXNDmacIw7WJdsrtN5KbpubTpFadF89681uNyzWMs4JBxuuR/sLfDMl972VEmKcdGfDDEVwjxJBj54s66HdVlxRE50VpqsGVR0VwAXbufxZBaL4vNXFlHfNcSTR1tnd1D2Frj4H+DY76Dy0bOb48LiKEooYn/b/gBFK8TSFbBkoJT6mVKqUylVGahzLITeoXGONvdzSVGK0URkDYPUNabKqOyuJMIWseSXupyta9akszojlvtePDW72gEYySCzDJ76PNibz27esWwHhzoPSb+BECYFsmbwC+DaAJa/IF4/1YXWcGlxKpx+06gV2EJNlVHZXcmqxFVYTU53vVRZLIrPX1XE6Z5hHjs0iwnsAKw2uPUBcLvg0b8BtzE8dfuy7Tg9Tg52HAxgxEIsPQFLBlrr14DeQJW/UF6p7iIxKpT1KVZoOwortps6ftQ1yomeE6xPMX/F8lJ25apUSrPj+fbz1dhHZjkVdVI+3PhdaHoTXvhXADambiTMGsabrW8GLlghlqAF7zNQSt2rlCpXSpV3dXUtdDjT8ng0r9V0cXFhMpaWctBuWL7DVBkV3RU4PU7K0soCFOXipJTiP29eS8/gGP/7fPXsD1x/O2z9W9j7I6j4I+G2cDalbWJP657ABSvEErTgyUBr/YDWukxrXZaSkrLQ4Uzr8Jk+eobGuWxlKjTtAWUxOjNNKO8oR6HYkLYhQFEuXuuy4vjg9hwe2nuao2f6Z3/g1V83kvITn4L2SnYs20GdvU7mKRLChAVPBovJc8c7CLEqIxmcfhPS1pq+2Oxg+0GKE4uJDTV33IXiC1cXkRIdxlcer5h9Z7I1BN77CwiPg9/dyfZ4Y30IqR0IMXuSDGZJa81zx9vZnp9MrE1DczmsMNdE5HQ7Odp1VJqIphETHsLXblrD8dYB7nvx/AvavPPANLjzNzDYReEzXyY1IoWXz7wcuECFWGICObT0t8AeoFgp1ayU+migzjUfajoGOd0zzDVr0qB5P7hGjInTTDjec5xR9yib0sxdl3ChuX5dBreXZfH9l2p5pfqdk9KdV+YmuO0nqJbDXDWu2d2ym8HxwcAFKsQSEsjRRHdqrTO01iFa6yyt9U8Dda758PSxViwKrlqdZsyLo6yQe7GpMso7ygHYmGbuiuUL0b/ftJaV6TF8/vdHaO0fmf2Bq26Eq7/O1WeOM+4Z59XmVwMXpBBLiDQTzYLWmieOtrIjP5nUmHCoe8noODbZX1DeUU5+XD6J4YkBinTpiAi18qO7NjLu8vDxhw4yOOaa/cHbP0npurtJdbl4/shPAhekEEuIJINZONps53TPMDeVLoOhbuP6gvwrTJUx5h7jUMchytKlv2C28lKiue+ODZxoG+CjvzjAqNM9uwOVwnLdf3NlSDJvDNQydPKJwAYqxBIgyWAW/nS4hVCrhWvWpEP9K4CG/MtNlVHeXs6Ia4SLs8w1LV3orlydxnduL2F/Yy+fePgQ467ZjjCycfVl32BcKV79y2egaW9gAxVikZNkMINRp5vHD7dw9Zo04iJCoOY5iEiEZaWmynm1+VXCreFsSTd3XYKAm0sz+fota3mpqpMP/3z/7FZGAzZk7SQ9IpXH4+LgN7dDh0xtLcT5SDKYwXPH27GPOLlj83JwjUHNs7DyejAxr5DWmteaX2NrxlbCbeEBjHbpumvrCr5zewnljX28+0e7aegemvEYi7LwnuLb2WvTNIRHwkO3Qt/peYhWiMVHksEMfru/iezECHbkJ0H9qzA2AKtuNlVGvb2elsEWaSKao1s3ZvHrj22lb3icm77/Bn84cAatp18h7bai27BZbPyh9CZwjcJD74bB4J72RIiFIMlgGidaB9hb38v7t6zAYlFw8gkIi4W8S0yVMzG8UZLB3G3JTeTJT+1i1bJYvvToMe75xQHO9J5/uurkiGSuWnEVT7S+wfD7HoKBViMhDC+5ORSFmBNJBtP46RsNRIRYef+W5cYUyVXPQNE1YAszVc6rZ16lOKGY9Kj0AEV6YclOjOR3f7ONr924mn31vVz+v6/wb09U0uUYm3L/O1feicPp4M9jbXDHw9BdDb++9R3LZgpxIZNkcB4dA6P8+Wgrt5dlERcZYvQVjPTC2veYK2eog8Odh7l8ubnRR2J6FoviwztzefmLl/KeTdn8el8Tu/7rJf7xj8c43nrO2sgppZSklPBAxQOM5uyE2x+C9kr49W0w5ligVyBEcJFkcB73v1KHW2s+uivP2HDoIYhOh4IrTZXzXONzaDTX5V4XgChFelw437x1HX/9+0u4dWMWTx5t5V3fe4ObfvAGD7xWR0v/CEopPrvxs3QOd/Lbqt9C8bXw3p9DyyF4+HYYn7kzWoilTpLBFNrsI/xmXxPv3ZTF8qRIo5259gXYcJexwpYJTzc8zarEVeTG5QYoWgGQmxzFN29dx94vX8G/3LAagG88U8XOb73Ebfe/yeGaRDYkb+PBigcZGB8wpq247SdwZi/89g4Yl2UyxYVNksEU/vf5GjSaT15WYGw49BBoD2y421Q5J3tOcqLnBDcXmBt9JHwXFxnCR3fl8uSndvHKFy/lH64pZnjczTeeqeKN/ZsZGB/gg4/9J6/VdDG28ha45X5ofEP6EMQFz9zX3AvA0TP9/PFgMx+/OI/sxEijCWHfj6HwGkjMM1XWo6ceJcwaxg15NwQoWjGdnOQoPnlZAZ+8rICW/hFequrkF1UnqBt7lnt+l02Yq4iLCgv4UOl/sf3ol1G/vAnufgyikhY6dCHmndQMJnG5PfzLE5UkR4fxqcsnagW/MjqOL/qCqbLsY3aerHuSa3KuIS4sLgDRCjMy4yP4wLYV/Pmub5AdnU1W0Z+5sTSRimY779+TyUdGP89Y2wm6f3AFh48dwznbhXWEWCIkGUzy41frONZs599vWkNMeAg4R2D392DFLli+1VRZj9Q8wohrhA+u/mCAohW+iAyJ5BsXfYP+8U6cib/j9X+8lL989iLKrrqDbyb+J6HDHWQ+eiN3/8eP+fhD5Ty87zRNPcMzXtwmxGInzUReB0/3cd+Lp3jX+gzetT7D2PjGd8HRanQ0mjDkHOKhEw+xc9lOihOL/R+smJPS1FK+sOkLfLv82/zgyA/47MbPsiojFi4rYLB5F9G/uZ2HRr7GvzV9jq8eLwEgLTaMspxENq9IoCwnkVUZsVgtaoFfyexprekbdtLcN0z/sJP+ESdOlweLBSxKER8ZSlJUKGmx4SRHh6LU4nltwj8kGQCdA6N84uGDZMRF8I1b1hkb+xrhjf9nXFeQs8tUeb86/it6R3v5ZOkn/R+s8IsPrP4AjQONPFjxIMkRydy16i4AorPWwidehd/dyTeb/4svbftbnk79Gw40OShv7OPpY20ARIRYWZkRw6qMWFZnxLJ6WSwr02OIDF34f6mhMReVLXaONdupbLXT0D1EQ/cQjtHZrQkRE24jPyWa9VlxbPImv8z4iABHLRaaCqbqb1lZmS4vL5/Xc9qHnbzvgT009Q7zx7/dweplscbVxr+8Edor4FMHIHbZrMtrdjTz7ifezUVZF/GdS78TwMjFXDk9Tr7wyhd4+czLfH7T5/nI2o9MenIUnvsKlP8UsjbDbT+FhBW09I9Q3tjLkTP9nGwb4ETrAAOTPmQz4yPIS4kiPyX67M/8lGjSYsMC8m171OnmZNsAlS12jjbbOdbcT23nIB7vv3VGXDgFqdHkJEWRkxzF8sRIEiJDiIsIIdRmQWtweTz0DzvpGRqntX+E+q4hTnU6ONZsZ3jcWENiWVw4lxSncMXKNHYWJBMROvuJGkVgKaUOaq3nvFDKBZ0MugfH+PDP91Pd7uDnH97CrsJk44kX/hV23we3Pgjr3zvr8tweNx//68ep6KrgiVuekOknFgGnx8lXXv8KzzY+y/tXvp8vln2REGvIWzscfxye/Ixx//J/gc0ffduMtVprWvpHONE6QFW7g/quQeq7h6jrHGRo/K3FeKJCreSlRJObHEVmQgTL4iPIjA9nWXwEGXERxITZjPmvzmNozEVT77Bx6xmmtnOQihY7NR0OXN5P/qSoUNZnxbE+K56S7DjWZcaTEhM2EaixMFNfozGE1jVizMJrC4OIBOMWlwXhbw12cLk9VLU7KG/sZW99L6+f6mJo3E14iIWd+clcsSqNK1elkhorM/EuJEkGc1TZYufvHj5Il2OM++/exGXFqcYTe35ofCPcdA/c+F1TZf7oyI+4/+j9/Nv2f+M9ReamrRALx+1x8z/l/8OvT/6a0pRSvnXxt8iMznxrh94GeOpzxsJGGaXwru9A1qZpy9Ra0+kYo65zkDpvcqjvHqKxe4g2+whO99v/75SC6FAbMeE2IkKtaLyf32Mu7CNOxs5Z1CchMoS1mXGszzI+9NdnxZERF/5W7WN82LigruE1aHgduqpgfHDmX0Z0OiQXQkYJLN8G2dsgOgWAMZebffW9vHiyg7+e7KTFuzb1huXxXLU6jatXp1OQGj3zOYRfSTLw0bjLwwOv1fG9l2pJigrlR3dtZMPyBPB44LX/hle+Catvhtt+Zupq4z9U/4H/3Puf3JR/E1/f+XXpgFuEnm14ln9789/waA8fL/k4d6+6+631J7SGykeNLwqDHVB0LVz0RcjebPo8Ho+ma3CMlv4RWvpGaLeP4hh1MjDqYnDMxci4G6VAKUVkiJW4yBDiI0PITohkRVIkGXEhuNQAPaM9DDmHUCiUx0lkbyOpHVUkNh3A2lwOHidYbJC5CZZtgIRcSFgBUSlGjcAaZkzrPdIHwz3Qfxq6TxmJo70C3ONGwIl5sHw7rNgBK3ZCQg4aqO5w8MLxDp4/0UFFi3HBXl5K1NnEsCE7ftrajvAPSQYmjTrd/OlwCz98pZYzvSO8a10G/3HzGpKiw6C7Fp75ItS/DCV3wk3fh8lNBdNwepzcf+R+flLxEy7KvIj7Lrvv7c0MYlFpH2rnW/u/xYtNL5IYnsgdxXdwbe615MTmGAl+dAD2/R/s/ZFx/cmKncZ7ZtWNEBGPR3sYcg6h0SgUNouNCJtvna/j7nHq7fWc6jvFqb5T1PTXUNtXS8dwx7THWTUss0WxMi6fomVbWZ1WytrktSSGJ87+5K4xaD1i1C6a9kHTHuP1AsRmGq87Z6cx7Dopn1b7KH892cELJzrYU9eDy6NJigplW34S2/OS2JaXRH5KVHB+SfK4QVmM6tkitCiSgVLqWuA+wAo8qLX+1nT7+zsZ9A2Ns6e+h+eOt/NSVSeOURdrM2P5h2tWcklBIpzZBwd/CZV/BFsEXP2fsOnDs3pTuD1uXml+hR8e+SGn+k5xa+Gt/PPWf5ZEsEQcaD/AL47/gteaXwMgMzqTooQiMqMzibBFoNxOBloOYO86Qa97hD6rld7QCPpw4+bt/1MRtggSwxNJikgiOTyZ5AjjlhSRRHxYPBZlwelx0jPSQ89oD62DrdT01dBob8Sljc7pEIuNvPAUCrWVFYN2UvpbSHKOEaU9kJCLzljPYHIRXTHJdDgdNA40Ut1bTZOj6WwcWdFZrEtex7qUdaxLXsfKxJWzX3nP4zFqDKd3G7fG3TDUaTwXnQ6ZGyFtLaSvxRG/ipc6Inilpoc9dT20D4wCRp/Gmsw41i6LZc2yOIrTo8lKiCQ8xM+d0R630T/iaDXmFZt8c7TCcJ+xSNX4oDFr7UQNCAXWUIiIN5a2jUiAyESjJhWTATFp3p/pxs/IZLAs/KVaQZ8MlFJWoAa4CmgGDgB3aq1PnO8YX5KBx6MpP91Hm92obrfZR8926E20aW6M6OC65W4uyxgjP6QP1VFpJIKRPgiNgdL3w8VfhOjUt5XtdDsZcg4x6BxkyDlE10gXjfZGjnYdZW/bXvrH+smKzuKLZV/kihVXmPsFiUWhdbCV15pfY2/bXk4PnKZlsIVx9zge7SE2LJb40HjiLDaSRgZJdHSQOGInzu1BWWzoyCScUUn0hUXRY4Fu7aLHPUqP00Gfa+qZUm1YSLVFUmiJpMijKBoepLC3meUjDkLA+LBatsEY4ZS9xfiGHpV83viHnEOc6DlBZXclFd0VHOs6drZmYVM2ihKLKIgvICs6i8yYTJLCk4gNjSU2LJaY0BjCreGEWEKwWWxv/1avNfTUGvM6nX4T2o5CzyljDi8wvlzFZaHjsxkMS6fBlcgpRxg1A1Zq+i30eiIZIhy3shIfHUVafDRJsVHERkWQEBVOYoQiMcJCTAiEW7VxY4xw9xBhLgehrkGs4wNYxgawjHSjHG0w0AaONqMZz3POMFqLzftBnmH8vkKjISwGwqIhJNJ4Pdpt1IhG+43Fj0b6jdrQYCcMd7/zl2uxQXSacZucJGLSjQQSGgkhURAS8dZ9W5hxnMVq/PRDjWQxJIPtwNe01td4H38ZQGv9zfMd40sy0Fqz8l+ePdvBFhNmIz0unKL0GNZlxrFxeQKbH92OGmz3BmaB5CKjHbXgCii82nhTnOOrb3yVJ+uenPKcyRHJ7Fi2g8uzL+eS7EuwWRZ+bLmYX1rrqZs8Btqg6U1jeuyeWqMNvr/JaL+fxAn0WK3Yvd8sbWgS3R7iPB5jWoDQGIjNgLhsSCk2OnXT1hoduyYXVzpX53AnFd0VVHRVUNldScNAA13DXWim/yywKRv3rL2Hz2z8zNQ7OEeg84SxVkR3jfG67c1gPwNDgVtqdFhFEpmUbfy+YpYZH8axy4wP5thlRrNWVMrcvsW7xo0k42iHwXbjp6Nt0s8O4+eIDyvoKasR698f9ym0xZAM3gNcq7X+mPfxB4CtWutPnbPfvcC93ofFQLWPp0wGpkjfQUFi802wxhascYHE5qvFHNsKrXXKXE+y4F9ptdYPAA/MtRylVLk/smMgSGy+CdbYgjUukNh8JbEFdqK6FiB70uMs7zYhhBBBJpDJ4ABQqJTKVUqFAncAUzfCCyGEWFABaybSWruUUp8CnsMYWvozrbVvPSSzM+empgCS2HwTrLEFa1wgsfnqgo8tqC46E0IIsTAW/ooJIYQQC06SgRBCCOPimWC5Ae8FjgMeoOyc574M1GJch3DNpO3XerfVAv80aXsusM+7/fdAqHd7mPdxrff5nJnOMYfXM2Vsfvpd/QzoBConbUsEXgBOeX8meLcr4HveOI4BGycd8yHv/qeAD03avgmo8B7zPd5qUpzyHJOOywZeBk54/5afDaLYwoH9wFFvbP/u7/eK2ffjFH9XK3AYeCqYYgMavb/zI0B5sPxNvfvEA38EqoCTwPZgiA3juqkjk24DwOeCIbYp33v+/IDywwfcKu8v8BUmJQNgNcY/cJj3jVuH8U9j9d7PA0K9+6z2HvMH4A7v/R8Df+e9/wngx977dwC/n+4cc3gt543NT7+ri4GNvD0Z/Dfef3Lgn4D/8t6/HviL9822Ddg36Q1T7/2Z4L0/8cbc791XeY+9brpzTIohY+JNDMRgTEmyOkhiU0C0934IxgfgNn+9V6b7m5/vHFP8Xf8e+A1vJYOgiA0jGSSfs23B/6be7b8EPua9H4qRHIIitnM+D9qBFcEW29kY/fXh5M8b70wGXwa+POnxcxjZfzvw3Ln7eX8x3YDNu/3sfhPHeu/bvPup851jDq9hytj8/HvK4e3JoBrI8N7PAKq99/8PY16ot+0H3An836Tt/+fdlgFUTdp+dr/znWOaGJ/AmJ8qqGIDIoFDwFZ/vVd8eT+eE1MW8CJwOfCUP9/HfoitkXcmgwX/mwJxQAPeb8TBFNs58VwN7A7G2CZui6XPIBM4M+lxs3fb+bYnAf1aa9c5299Wlvd5u3f/85Xl75gDKU1r3ea93w6kzRDLdNubp9g+3TneQSmVA2zA+AYeFLEppaxKqSMYTWwvYHxb9td7xZf342TfBb6E0UzKDMfNd2waeF4pddA7hQwEx980F+gCfq6UOqyUelApFRUksU12B/DbGY5bqNiABehAVkr9VSlVOcXt5vmOZSnTxlcCvVDnUEpFA48Cn9NaDwRLbFprt9a6FONb+BZgZSDjmC2l1A1Ap9b64ELHch67tNYbgeuATyqlLp785AL+TW0YzaX3a603AEMYzSLBEBsA3otubwIeMXPcfMQ22bwnA631lVrrtVPcnpjmsPNNbXG+7T1AvFLKds72t5XlfT7Ou7+/p89YiOk4OpRSGQDen50zxDLd9qwptk93jrOUUiEYieBhrfVjwRTbBK11P0ZH93b8917x5f04YSdwk1KqEfgdRlPRfUESG1rrFu/PTuBxjEQaDH/TZqBZa73P+/iPGMkhGGKbcB1wSGvdMcNxC/K/MGGxNBM9CdyhlApTSuUChRgdJ1NOeeHNhC8DEwsRfwij7XqirA95778HeMm7//nO4auFmI5j8ms79zV/UBm2AXZvFfI54GqlVIJSKgGjXfM573MDSqltypin+YNM/fubfA4AvPv/FDiptf5OkMWWopSK996PwOjLOIn/3iu+vB8B0Fp/WWudpbXO8R73ktb6rmCITSkVpZSKmbiP8beonOb3PW9/U611O3BGKVXs3XQFxki2BY9tkjt5q4louuMWIra3zNSpMJ834N0YmX4M6ODtHV5fxWjfrcbbY+7dfj3GiJU64KuTtudh/BPUYlTPwrzbw72Pa73P5810jjm8nilj89Pv6rdAG8bU+M3ARzHaf1/EGE72VyDRu68CfuiNo4K3d85/xPu7qAXumbS9DOMfvg74AW8NWZvyHJOO24VRJT3GW0Pqrg+S2NZjDNs85j3+X/39XjH7fjzP3/ZS3hpNtOCxeZ8/yltDcr863e97Pv+m3n1KgXLv3/VPGCNugiW2KIzaV9ykbUER27k3mY5CCCHEomkmEkIIEUCSDIQQQkgyEEIIIclACCEEkgyEEEIgyUCIKSmlfqGUes/MewqxNEgyEMIPJl3BK8SiJMlAXDC8V9I+rZQ66p0P631KqX9VSh3wPn7AeyXnucdNuY9S6hWl1HeVUuXAV5VSDcqYigOlVOzkx0IEO0kG4kJyLdCqtS7RWq8FngV+oLXe7H0cAdwwxXHT7ROqtS7TWv87xtTr7/JuvwN4TGvtDNSLEcKfJBmIC0kFcJVS6r+UUhdpre3AZUqpfUqpCozJ4dZMcdx0+/x+0v0HgXu89+8Bfu7/lyBEYEg7p7hgaK1rlFIbMebo+bpS6kXgkxhzwJxRSn0NY86fs5RS4cCPptlnaFL5u5VSOUqpSzFWyasM5OsRwp+kZiAuGEqpZcCw1vrXwLcxpjoG6FbG+gtTjR4Kn8U+k/0KY9lKqRWIRUVqBuJCsg74tlLKgzHb698Bt2DM+tiOMc3z22it+5VSP5lun3M8DHydt09ZLETQk1lLhfAj77UJN2utP7DQsQhhhtQMhPATpdT3MVa1un6hYxHCLKkZCCGEkA5kIYQQkgyEEEIgyUAIIQSSDIQQQiDJQAghBPD/A9mPqJw9gi/TAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.distplot(df[df['work_year']== 2020]['salary'],hist=False)\n",
+    "sns.distplot(df[df['work_year']== 2021]['salary'],hist=False)\n",
+    "sns.distplot(df[df['work_year']== 2022]['salary'],hist=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "3LztA7CxzAUa"
+   },
+   "source": [
+    "From the above graph we can discern that the salaries do not vary much w.r.t work years 2020 and 2021. In the case of work year 2022 the density is a little greater than 2020 and 2021 and the starting salary is greater as well. For 2021 the highest salaries are greater than for 2020 and 2022 however the density of those values are less."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:49.476869Z",
+     "iopub.status.busy": "2022-09-14T13:55:49.476490Z",
+     "iopub.status.idle": "2022-09-14T13:55:49.807770Z",
+     "shell.execute_reply": "2022-09-14T13:55:49.806558Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:49.476838Z"
+    },
+    "id": "tRjv7VrnvxRe",
+    "outputId": "bcc85713-b9fc-4124-c7c2-0450124c5fcd"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='experience_level', ylabel='company_size'>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_new=df.pivot_table(values='salary',index='company_size',columns='experience_level')\n",
+    "sns.heatmap(df_new,annot=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "m0ZdnU1SFr9B"
+   },
+   "source": [
+    "\n",
+    "\n",
+    "*   Experienced employees in large companies have the highest salary\n",
+    "*   Mid level employees in small companies have the lowest salary\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:49.809706Z",
+     "iopub.status.busy": "2022-09-14T13:55:49.809385Z",
+     "iopub.status.idle": "2022-09-14T13:55:50.147461Z",
+     "shell.execute_reply": "2022-09-14T13:55:50.146393Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:49.809676Z"
+    },
+    "id": "L2LzxRkJFJf9",
+    "outputId": "ca852274-45bd-4115-922c-59f3e2d2485d"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='experience_level', ylabel='employment_type'>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_new=df.pivot_table(values='salary',index='employment_type',columns='experience_level')\n",
+    "sns.heatmap(df_new,annot=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Byw_QxszG5Rx"
+   },
+   "source": [
+    "\n",
+    "\n",
+    "*   Experienced employees working on a contract receive the highest salary.\n",
+    "*   Entry level employees working on a part-time basis receive the lowest salary.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:50.149696Z",
+     "iopub.status.busy": "2022-09-14T13:55:50.149260Z",
+     "iopub.status.idle": "2022-09-14T13:55:50.487096Z",
+     "shell.execute_reply": "2022-09-14T13:55:50.486289Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:50.149654Z"
+    },
+    "id": "yhZSLvLyG2pD",
+    "outputId": "50124a5a-98b5-44ea-ecfe-c511914f33c6"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='experience_level', ylabel='work_year'>"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_new=df.pivot_table(values='salary',index='work_year',columns='experience_level')\n",
+    "sns.heatmap(df_new,annot=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "AkiBWcs-JMkk"
+   },
+   "source": [
+    "\n",
+    "\n",
+    "*   Experienced employees in 2021 earned the highest salary.\n",
+    "*   Entry level employees in 2021 earned the lowest salary.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:50.489174Z",
+     "iopub.status.busy": "2022-09-14T13:55:50.488556Z",
+     "iopub.status.idle": "2022-09-14T13:55:50.789533Z",
+     "shell.execute_reply": "2022-09-14T13:55:50.788329Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:50.489136Z"
+    },
+    "id": "gBqzOww-HXoj",
+    "outputId": "d6aafc44-57fa-4375-b0e4-f2bcc9be29bf"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='employment_type', ylabel='work_year'>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_new=df.pivot_table(values='salary',index='work_year',columns='employment_type')\n",
+    "sns.heatmap(df_new,annot=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "EtEou419I3rV"
+   },
+   "source": [
+    "\n",
+    "\n",
+    "*   Contractual employees in 2021 earned the highest salary.\n",
+    "*   Freelancers in 2021 earnes the lowest.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:50.791300Z",
+     "iopub.status.busy": "2022-09-14T13:55:50.790946Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.123040Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.122037Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:50.791269Z"
+    },
+    "id": "8MzEh8wqIxnT",
+    "outputId": "a473eb6a-6ba8-4676-be75-cd67e414f240"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='experience_level', ylabel='remote_ratio'>"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_new=df.pivot_table(values='salary',index='remote_ratio',columns='experience_level')\n",
+    "sns.heatmap(df_new,annot=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.125709Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.124569Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.423157Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.422267Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.125656Z"
+    },
+    "id": "UhuGtOKZJlO9",
+    "outputId": "05554571-6016-4535-d1f7-d0e83d27f5aa"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='work_year', ylabel='remote_ratio'>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_new=df.pivot_table(values='salary',index='remote_ratio',columns='work_year')\n",
+    "sns.heatmap(df_new,annot=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.425290Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.424402Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.755582Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.754328Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.425255Z"
+    },
+    "id": "dDSXWgoTJx29",
+    "outputId": "9a02822d-0079-4fd8-a081-61d6a6898aa5"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='experience_level', ylabel='remote_ratio'>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_new=df.pivot_table(values='salary',index='remote_ratio',columns='experience_level')\n",
+    "sns.heatmap(df_new,annot=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.757503Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.756947Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.766482Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.765258Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.757470Z"
+    },
+    "id": "oHqV0JYiJ5bH",
+    "outputId": "21e334dc-17c1-4b14-fd60-fccf24024f88"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Unnamed: 0      0.167025\n",
+       "work_year       0.170493\n",
+       "salary          1.000000\n",
+       "remote_ratio    0.132122\n",
+       "Name: salary, dtype: float64"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.corr()['salary']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.769196Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.768278Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.798210Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.797055Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.769154Z"
+    },
+    "id": "UHazw3c3i9Vl",
+    "outputId": "bb5484bc-2264-4230-cb79-da1a298db98c"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>experience_level</th>\n",
+       "      <th>EN</th>\n",
+       "      <th>EX</th>\n",
+       "      <th>MI</th>\n",
+       "      <th>SE</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>work_year</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020</th>\n",
+       "      <td>63648.600000</td>\n",
+       "      <td>202416.500000</td>\n",
+       "      <td>85950.062500</td>\n",
+       "      <td>137240.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021</th>\n",
+       "      <td>59101.021277</td>\n",
+       "      <td>223752.727273</td>\n",
+       "      <td>85490.088889</td>\n",
+       "      <td>126596.188406</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022</th>\n",
+       "      <td>65423.428571</td>\n",
+       "      <td>178313.846154</td>\n",
+       "      <td>91193.956044</td>\n",
+       "      <td>143043.398964</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "experience_level            EN             EX            MI             SE\n",
+       "work_year                                                                 \n",
+       "2020              63648.600000  202416.500000  85950.062500  137240.500000\n",
+       "2021              59101.021277  223752.727273  85490.088889  126596.188406\n",
+       "2022              65423.428571  178313.846154  91193.956044  143043.398964"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.pivot_table(values='salary', index='work_year', columns='experience_level')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.799970Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.799622Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.823071Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.821997Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.799939Z"
+    },
+    "id": "QzcZ4GsbjKZU",
+    "outputId": "483dd56a-f3dc-4391-f2fa-85e3bb3b3b3d"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>experience_level</th>\n",
+       "      <th>EN</th>\n",
+       "      <th>EX</th>\n",
+       "      <th>MI</th>\n",
+       "      <th>SE</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>remote_ratio</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>57666.357143</td>\n",
+       "      <td>158948.666667</td>\n",
+       "      <td>82129.696429</td>\n",
+       "      <td>141177.759259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>60099.280000</td>\n",
+       "      <td>143175.400000</td>\n",
+       "      <td>76460.642857</td>\n",
+       "      <td>95250.888889</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>63567.367347</td>\n",
+       "      <td>221748.333333</td>\n",
+       "      <td>95065.652174</td>\n",
+       "      <td>143806.376884</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "experience_level            EN             EX            MI             SE\n",
+       "remote_ratio                                                              \n",
+       "0                 57666.357143  158948.666667  82129.696429  141177.759259\n",
+       "50                60099.280000  143175.400000  76460.642857   95250.888889\n",
+       "100               63567.367347  221748.333333  95065.652174  143806.376884"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.pivot_table(values='salary', index='remote_ratio', columns='experience_level')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.824925Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.824383Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.838035Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.837290Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.824893Z"
+    },
+    "id": "hdJp6pn8Qf2B",
+    "outputId": "5d96625f-3e34-47f8-df75-5753dbf3c3a7"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>work_year</th>\n",
+       "      <th>experience_level</th>\n",
+       "      <th>employment_type</th>\n",
+       "      <th>job_title</th>\n",
+       "      <th>salary</th>\n",
+       "      <th>employee_residence</th>\n",
+       "      <th>remote_ratio</th>\n",
+       "      <th>company_location</th>\n",
+       "      <th>company_size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>MI</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Data Scientist</td>\n",
+       "      <td>79833</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>0</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>L</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Machine Learning Scientist</td>\n",
+       "      <td>260000</td>\n",
+       "      <td>JP</td>\n",
+       "      <td>0</td>\n",
+       "      <td>JP</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Big Data Engineer</td>\n",
+       "      <td>109024</td>\n",
+       "      <td>GB</td>\n",
+       "      <td>50</td>\n",
+       "      <td>GB</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>MI</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Product Data Analyst</td>\n",
+       "      <td>20000</td>\n",
+       "      <td>HN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>HN</td>\n",
+       "      <td>S</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2020</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>FT</td>\n",
+       "      <td>Machine Learning Engineer</td>\n",
+       "      <td>150000</td>\n",
+       "      <td>US</td>\n",
+       "      <td>50</td>\n",
+       "      <td>US</td>\n",
+       "      <td>L</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0  work_year experience_level employment_type  \\\n",
+       "0           0       2020               MI              FT   \n",
+       "1           1       2020               SE              FT   \n",
+       "2           2       2020               SE              FT   \n",
+       "3           3       2020               MI              FT   \n",
+       "4           4       2020               SE              FT   \n",
+       "\n",
+       "                    job_title  salary employee_residence  remote_ratio  \\\n",
+       "0              Data Scientist   79833                 DE             0   \n",
+       "1  Machine Learning Scientist  260000                 JP             0   \n",
+       "2           Big Data Engineer  109024                 GB            50   \n",
+       "3        Product Data Analyst   20000                 HN             0   \n",
+       "4   Machine Learning Engineer  150000                 US            50   \n",
+       "\n",
+       "  company_location company_size  \n",
+       "0               DE            L  \n",
+       "1               JP            S  \n",
+       "2               GB            M  \n",
+       "3               HN            S  \n",
+       "4               US            L  "
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.839851Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.839016Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.850754Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.849463Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.839818Z"
+    },
+    "id": "-hxXl7grQtei"
+   },
+   "outputs": [],
+   "source": [
+    "encoder = LabelEncoder()\n",
+    "salary = encoder.fit_transform(df.salary)\n",
+    "df['salary'] = salary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.859638Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.858825Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.864616Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.863408Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.859600Z"
+    },
+    "id": "m1xPnfB5SVba"
+   },
+   "outputs": [],
+   "source": [
+    "y = df['salary']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.867206Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.866258Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.886726Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.885510Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.867161Z"
+    },
+    "id": "MWhKZptJTPQ1"
+   },
+   "outputs": [],
+   "source": [
+    "df.drop('salary', axis = 1, inplace = True)\n",
+    "X = pd.get_dummies(data = df, drop_first=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.890817Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.889556Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.902025Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.900602Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.890768Z"
+    },
+    "id": "v9v8wlKOTZdc",
+    "outputId": "eb2efdbe-f64a-4c8a-8650-8714b823fd46"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "x train:  (485, 165)\n",
+      "x test:  (122, 165)\n",
+      "y train:  (485,)\n",
+      "y test:  (122,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\n",
+    "print(\"x train: \", X_train.shape)\n",
+    "print(\"x test: \", X_test.shape)\n",
+    "print(\"y train: \", y_train.shape)\n",
+    "print(\"y test: \",y_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.904212Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.903340Z",
+     "iopub.status.idle": "2022-09-14T13:55:51.914661Z",
+     "shell.execute_reply": "2022-09-14T13:55:51.913694Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.904166Z"
+    },
+    "id": "bnhlxJ-OTiQR"
+   },
+   "outputs": [],
+   "source": [
+    "CV=[]\n",
+    "R2_train=[]\n",
+    "R2_test=[]\n",
+    "def pred_model(model, model_name):\n",
+    "    model.fit(X_train, y_train)\n",
+    "    \n",
+    "    #Calculating R2 score of train subset\n",
+    "    y_pred_train=model.predict(X_train)\n",
+    "    R2_train_model=r2_score(y_train, y_pred_train)\n",
+    "    R2_train.append(round(R2_train_model, 2))\n",
+    "    \n",
+    "    #Calculating R2 score of test subset\n",
+    "    y_pred_test=model.predict(X_test)\n",
+    "    R2_test_model=r2_score(y_test, y_pred_test)\n",
+    "    R2_test.append(round(R2_test_model,2))\n",
+    "    \n",
+    "    #R2 mean of train subset using Cross Validation\n",
+    "    cross_val=cross_val_score(model, X_train, y_train, cv=5)\n",
+    "    cv_mean=cross_val.mean()\n",
+    "    CV.append(round(cv_mean, 2))\n",
+    "    \n",
+    "    print(\"Train R2 score: \", round(R2_train_model,2))\n",
+    "    print(\"Test R2 score: \", round(R2_test_model,2))\n",
+    "    print(\"Train CV scores: \",cross_val)\n",
+    "    print(\"Train CV mean: \", round(cv_mean,2))\n",
+    "    \n",
+    "    #Plotting graphs\n",
+    "    fig, ax= plt.subplots(1,2,figsize=(10,4))\n",
+    "    ax[0].set_title(\"Residual Plot of Train samples\")\n",
+    "    sns.distplot((y_train-y_pred_train), hist=False, ax=ax[0])\n",
+    "    ax[0].set_xlabel('y_train - y_pred_train')\n",
+    "    \n",
+    "    #Y_test VS. Y_train scatter plot\n",
+    "    ax[1].set_title('y_test VS. y_pred_test')\n",
+    "    ax[1].scatter(x=y_test, y=y_pred_test)\n",
+    "    ax[1].set_xlabel('y_test')\n",
+    "    ax[1].set_ylabel('y_pred_test')\n",
+    "    \n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:51.916747Z",
+     "iopub.status.busy": "2022-09-14T13:55:51.915893Z",
+     "iopub.status.idle": "2022-09-14T13:55:52.668753Z",
+     "shell.execute_reply": "2022-09-14T13:55:52.667827Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:51.916716Z"
+    },
+    "id": "zcJJU6jviuza",
+    "outputId": "b2d817b4-345b-4b27-e3b1-a616a54d83f0"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train R2 score:  0.79\n",
+      "Test R2 score:  0.65\n",
+      "Train CV scores:  [0.4158203  0.45457051 0.47421889 0.42728501 0.51702276]\n",
+      "Train CV mean:  0.46\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lr=LinearRegression()\n",
+    "pred_model(lr, \"Linear_regressor.pkl\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:55:52.670990Z",
+     "iopub.status.busy": "2022-09-14T13:55:52.670504Z",
+     "iopub.status.idle": "2022-09-14T13:56:03.223934Z",
+     "shell.execute_reply": "2022-09-14T13:56:03.222652Z",
+     "shell.execute_reply.started": "2022-09-14T13:55:52.670945Z"
+    },
+    "id": "Gqt5mUkaixnS",
+    "outputId": "9c14bb12-10ef-4175-d2c1-90fbb43f56cc"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train R2 score:  0.75\n",
+      "Test R2 score:  0.73\n",
+      "Train CV scores:  [0.59244406 0.59229561 0.69198781 0.61273114 0.66621599]\n",
+      "Train CV mean:  0.63\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Creating Ridge model object\n",
+    "rg=Ridge()\n",
+    "#Range of Alpha\n",
+    "alpha = np.logspace(-3,3,num=14)\n",
+    "\n",
+    "#Creating Randomized Search CV in order to find the best estimator of hyperparameter\n",
+    "rg_rs=RandomizedSearchCV(estimator=rg, param_distributions=dict(alpha=alpha))\n",
+    "\n",
+    "pred_model(rg_rs, \"ridge.pkl\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:56:03.225571Z",
+     "iopub.status.busy": "2022-09-14T13:56:03.225253Z",
+     "iopub.status.idle": "2022-09-14T13:56:23.236986Z",
+     "shell.execute_reply": "2022-09-14T13:56:23.236018Z",
+     "shell.execute_reply.started": "2022-09-14T13:56:03.225542Z"
+    },
+    "id": "MYtRKAH2jIJb",
+    "outputId": "b6841393-9b31-47db-f11d-0ecdc0d69f3f"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train R2 score:  0.72\n",
+      "Test R2 score:  0.73\n",
+      "Train CV scores:  [0.58397141 0.56285868 0.66779873 0.60715466 0.65796978]\n",
+      "Train CV mean:  0.62\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ls=Lasso()\n",
+    "alpha=np.logspace(-3,3,num=14) #range for alpha\n",
+    "\n",
+    "ls_rs=RandomizedSearchCV(estimator=ls, param_distributions=dict(alpha=alpha))\n",
+    "pred_model(ls_rs,'lasso.pkl')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T13:56:23.238847Z",
+     "iopub.status.busy": "2022-09-14T13:56:23.238411Z",
+     "iopub.status.idle": "2022-09-14T14:01:57.744455Z",
+     "shell.execute_reply": "2022-09-14T14:01:57.743316Z",
+     "shell.execute_reply.started": "2022-09-14T13:56:23.238812Z"
+    },
+    "id": "PObO8neajLEF",
+    "outputId": "d7841517-7487-4b18-df4d-800b3b85e8ff"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train R2 score:  0.8\n",
+      "Test R2 score:  0.69\n",
+      "Train CV scores:  [0.56436134 0.47349267 0.58192797 0.60621002 0.62798134]\n",
+      "Train CV mean:  0.57\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rf = RandomForestRegressor()\n",
+    "\n",
+    "# Number of trees in Random forest\n",
+    "n_estimators=list(range(500,1000,100))\n",
+    "# Maximum number of levels in a tree\n",
+    "max_depth=list(range(4,9,4))\n",
+    "# Minimum number of samples required to split an internal node\n",
+    "min_samples_split=list(range(4,9,2))\n",
+    "# Minimum number of samples required to be at a leaf node.\n",
+    "min_samples_leaf=[1,2,5,7]\n",
+    "# Number of fearures to be considered at each split\n",
+    "max_features=['auto','sqrt']\n",
+    "\n",
+    "# Hyperparameters dict\n",
+    "param_grid = {\"n_estimators\":n_estimators,\n",
+    "              \"max_depth\":max_depth,\n",
+    "              \"min_samples_split\":min_samples_split,\n",
+    "              \"min_samples_leaf\":min_samples_leaf,\n",
+    "              \"max_features\":max_features}\n",
+    "\n",
+    "rf_rs = RandomizedSearchCV(estimator = rf, param_distributions = param_grid)\n",
+    "pred_model(rf_rs,'random_forest.pkl')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T14:01:57.746904Z",
+     "iopub.status.busy": "2022-09-14T14:01:57.746533Z",
+     "iopub.status.idle": "2022-09-14T14:04:53.097480Z",
+     "shell.execute_reply": "2022-09-14T14:04:53.096272Z",
+     "shell.execute_reply.started": "2022-09-14T14:01:57.746869Z"
+    },
+    "id": "neRM1MSSjPn3",
+    "outputId": "a86d4a1d-e9e7-4888-80d4-eac73d1e44a8"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train R2 score:  0.87\n",
+      "Test R2 score:  0.7\n",
+      "Train CV scores:  [0.60506088 0.5519605  0.66852027 0.60857727 0.65384578]\n",
+      "Train CV mean:  0.62\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "gb=GradientBoostingRegressor()\n",
+    "\n",
+    "#Rate at which correcting is made\n",
+    "learning_rate=[0.001, 0.01, 0.1, 0.2]\n",
+    "#Number of trees in Gradient Boosting\n",
+    "n_estimators=list(range(500,1000,100))\n",
+    "#Maxiumum number of levels in a tree\n",
+    "max_depth=list(range(4,9,4))\n",
+    "#Minimum number of samples required to split an internal node\n",
+    "min_samples_split=list(range(4,9,2))\n",
+    "#Minimum number of samples required to be at a leaf node\n",
+    "min_samples_leaf=[1,2,5,7]\n",
+    "#Number of features to be consdered at each split\n",
+    "max_features=['auto', 'sqrt']\n",
+    "\n",
+    "#Hyperparameters dict\n",
+    "param_grid={\"learning_rate\": learning_rate, \"n_estimators\":n_estimators, \"max_depth\": max_depth, \"min_samples_split\":min_samples_split, \"min_samples_leaf\": min_samples_leaf, \"max_features\": max_features}\n",
+    "\n",
+    "gb_rs=RandomizedSearchCV(estimator=gb, param_distributions=param_grid)\n",
+    "pred_model(gb_rs, \"gradient_boosting.pkl\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-09-14T14:04:53.099555Z",
+     "iopub.status.busy": "2022-09-14T14:04:53.098741Z",
+     "iopub.status.idle": "2022-09-14T14:04:53.114569Z",
+     "shell.execute_reply": "2022-09-14T14:04:53.113298Z",
+     "shell.execute_reply.started": "2022-09-14T14:04:53.099523Z"
+    },
+    "id": "SN2XTWjLnqls",
+    "outputId": "abe55b4a-5728-4f06-a83a-8be032dce616"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Model</th>\n",
+       "      <th>R Squared(Train)</th>\n",
+       "      <th>R Squared(Test)</th>\n",
+       "      <th>CV score mean (train)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>LinearRegression</td>\n",
+       "      <td>0.79</td>\n",
+       "      <td>0.65</td>\n",
+       "      <td>0.46</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ridge</td>\n",
+       "      <td>0.75</td>\n",
+       "      <td>0.73</td>\n",
+       "      <td>0.63</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Lasso</td>\n",
+       "      <td>0.72</td>\n",
+       "      <td>0.73</td>\n",
+       "      <td>0.62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RandomForestRegressor</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td>0.69</td>\n",
+       "      <td>0.57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>GradientBoostingRegressor</td>\n",
+       "      <td>0.87</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>0.62</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Model  R Squared(Train)  R Squared(Test)  \\\n",
+       "0           LinearRegression              0.79             0.65   \n",
+       "1                      Ridge              0.75             0.73   \n",
+       "2                      Lasso              0.72             0.73   \n",
+       "3      RandomForestRegressor              0.80             0.69   \n",
+       "4  GradientBoostingRegressor              0.87             0.70   \n",
+       "\n",
+       "   CV score mean (train)  \n",
+       "0                   0.46  \n",
+       "1                   0.63  \n",
+       "2                   0.62  \n",
+       "3                   0.57  \n",
+       "4                   0.62  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Technique=['LinearRegression', \"Ridge\", \"Lasso\", \"RandomForestRegressor\", \"GradientBoostingRegressor\"]\n",
+    "stats=pd.DataFrame({'Model':Technique, \"R Squared(Train)\": R2_train, \"R Squared(Test)\":R2_test, \"CV score mean (train)\":CV})\n",
+    "display(stats)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Prediction Models/Deposit_Prediction/Readme.md b/Prediction Models/Deposit_Prediction/Readme.md
new file mode 100644
index 00000000..4b3ad540
--- /dev/null
+++ b/Prediction Models/Deposit_Prediction/Readme.md	
@@ -0,0 +1,38 @@
+# Bank Deposit Prediction Using Machine Learning
+
+## Project Overview
+
+This project utilizes machine learning models to predict the likelihood of a bank client subscribing to a term deposit after a marketing campaign. By analyzing various client features such as age, job, balance, and previous campaign interactions, the project aims to improve targeting and conversion rates for future campaigns.
+
+## Problem Statement
+
+Predicting customer deposit subscription enables banks to optimize marketing strategies and direct efforts towards high-potential clients, thus enhancing both efficiency and campaign effectiveness. This project addresses the challenge of identifying clients who are more likely to subscribe to a term deposit.
+
+## Data
+
+The dataset contains client information including:
+
+- **Demographics:** Age, job, marital status, and education level.
+- **Financial Information:** Account balance and loan details.
+- **Campaign Interaction:** Contact type, number of contacts, days since previous contact, etc.
+
+## Approach
+
+1. **Exploratory Data Analysis (EDA):** Analyze and visualize the dataset to understand distributions, relationships, and feature relevance.
+2. **Data Preprocessing:** Handle missing values, encode categorical variables, and scale features as needed.
+3. **Model Building:** Implement multiple machine learning models, including:
+   - Logistic Regression
+   - Decision Tree
+   - Random Forest
+   - Support Vector Machine (SVM)
+   - Gradient Boosting
+4. **Evaluation:** Assess models based on accuracy, precision, recall, and F1-score to determine the most effective model for predicting term deposit subscription.
+
+## Requirements
+
+- Python 3.8+
+- pandas
+- numpy
+- scikit-learn
+- matplotlib
+- seaborn
diff --git a/Prediction Models/Deposit_Prediction/bank-deposit-prediction-different-models-91.ipynb b/Prediction Models/Deposit_Prediction/bank-deposit-prediction-different-models-91.ipynb
new file mode 100644
index 00000000..f25d4bbd
--- /dev/null
+++ b/Prediction Models/Deposit_Prediction/bank-deposit-prediction-different-models-91.ipynb	
@@ -0,0 +1,3210 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "91ecee71",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013001,
+     "end_time": "2024-02-08T20:16:42.027586",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:42.014585",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Import Necessary Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "40e5db3d",
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:42.054622Z",
+     "iopub.status.busy": "2024-02-08T20:16:42.054186Z",
+     "iopub.status.idle": "2024-02-08T20:16:47.690331Z",
+     "shell.execute_reply": "2024-02-08T20:16:47.689032Z"
+    },
+    "papermill": {
+     "duration": 5.653123,
+     "end_time": "2024-02-08T20:16:47.693365",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:42.040242",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sn\n",
+    "\n",
+    "from sklearn.preprocessing import MinMaxScaler, LabelEncoder\n",
+    "\n",
+    "\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier, AdaBoostClassifier, BaggingClassifier\n",
+    "from sklearn.svm import SVC\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from xgboost import XGBClassifier\n",
+    "from catboost import CatBoostClassifier\n",
+    "from lightgbm import LGBMClassifier\n",
+    "\n",
+    "from sklearn.metrics import classification_report, confusion_matrix"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "92f6b47e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018184,
+     "end_time": "2024-02-08T20:16:47.727893",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:47.709709",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# EDA"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "657f0026",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013418,
+     "end_time": "2024-02-08T20:16:47.759753",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:47.746335",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Reading the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "e0b765fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:47.786657Z",
+     "iopub.status.busy": "2024-02-08T20:16:47.786237Z",
+     "iopub.status.idle": "2024-02-08T20:16:48.053441Z",
+     "shell.execute_reply": "2024-02-08T20:16:48.052193Z"
+    },
+    "papermill": {
+     "duration": 0.284474,
+     "end_time": "2024-02-08T20:16:48.056699",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:47.772225",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>job</th>\n",
+       "      <th>marital</th>\n",
+       "      <th>education</th>\n",
+       "      <th>default</th>\n",
+       "      <th>balance</th>\n",
+       "      <th>housing</th>\n",
+       "      <th>loan</th>\n",
+       "      <th>contact</th>\n",
+       "      <th>day</th>\n",
+       "      <th>month</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>campaign</th>\n",
+       "      <th>pdays</th>\n",
+       "      <th>previous</th>\n",
+       "      <th>poutcome</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>298</th>\n",
+       "      <td>42</td>\n",
+       "      <td>blue-collar</td>\n",
+       "      <td>divorced</td>\n",
+       "      <td>primary</td>\n",
+       "      <td>no</td>\n",
+       "      <td>28</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>unknown</td>\n",
+       "      <td>5</td>\n",
+       "      <td>may</td>\n",
+       "      <td>126</td>\n",
+       "      <td>3</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2870</th>\n",
+       "      <td>48</td>\n",
+       "      <td>blue-collar</td>\n",
+       "      <td>married</td>\n",
+       "      <td>secondary</td>\n",
+       "      <td>no</td>\n",
+       "      <td>1405</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>unknown</td>\n",
+       "      <td>14</td>\n",
+       "      <td>may</td>\n",
+       "      <td>629</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "      <td>yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38817</th>\n",
+       "      <td>23</td>\n",
+       "      <td>blue-collar</td>\n",
+       "      <td>single</td>\n",
+       "      <td>secondary</td>\n",
+       "      <td>no</td>\n",
+       "      <td>39</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>cellular</td>\n",
+       "      <td>18</td>\n",
+       "      <td>may</td>\n",
+       "      <td>76</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7589</th>\n",
+       "      <td>42</td>\n",
+       "      <td>management</td>\n",
+       "      <td>married</td>\n",
+       "      <td>secondary</td>\n",
+       "      <td>no</td>\n",
+       "      <td>1607</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>unknown</td>\n",
+       "      <td>30</td>\n",
+       "      <td>may</td>\n",
+       "      <td>108</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25881</th>\n",
+       "      <td>30</td>\n",
+       "      <td>management</td>\n",
+       "      <td>married</td>\n",
+       "      <td>tertiary</td>\n",
+       "      <td>no</td>\n",
+       "      <td>5204</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>cellular</td>\n",
+       "      <td>19</td>\n",
+       "      <td>nov</td>\n",
+       "      <td>117</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>unknown</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       age          job   marital  education default  balance housing loan  \\\n",
+       "298     42  blue-collar  divorced    primary      no       28     yes   no   \n",
+       "2870    48  blue-collar   married  secondary      no     1405     yes   no   \n",
+       "38817   23  blue-collar    single  secondary      no       39     yes   no   \n",
+       "7589    42   management   married  secondary      no     1607     yes   no   \n",
+       "25881   30   management   married   tertiary      no     5204     yes   no   \n",
+       "\n",
+       "        contact  day month  duration  campaign  pdays  previous poutcome    y  \n",
+       "298     unknown    5   may       126         3     -1         0  unknown   no  \n",
+       "2870    unknown   14   may       629         2     -1         0  unknown  yes  \n",
+       "38817  cellular   18   may        76         1     -1         0  unknown   no  \n",
+       "7589    unknown   30   may       108         1     -1         0  unknown   no  \n",
+       "25881  cellular   19   nov       117         1     -1         0  unknown   no  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('/kaggle/input/bank-term-deposit-predictions/train.csv')\n",
+    "df.sample(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9065d8b2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013006,
+     "end_time": "2024-02-08T20:16:48.082936",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:48.069930",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Getting Info"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6056529d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:48.111363Z",
+     "iopub.status.busy": "2024-02-08T20:16:48.110284Z",
+     "iopub.status.idle": "2024-02-08T20:16:48.191793Z",
+     "shell.execute_reply": "2024-02-08T20:16:48.190567Z"
+    },
+    "papermill": {
+     "duration": 0.098946,
+     "end_time": "2024-02-08T20:16:48.195195",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:48.096249",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 45211 entries, 0 to 45210\n",
+      "Data columns (total 17 columns):\n",
+      " #   Column     Non-Null Count  Dtype \n",
+      "---  ------     --------------  ----- \n",
+      " 0   age        45211 non-null  int64 \n",
+      " 1   job        45211 non-null  object\n",
+      " 2   marital    45211 non-null  object\n",
+      " 3   education  45211 non-null  object\n",
+      " 4   default    45211 non-null  object\n",
+      " 5   balance    45211 non-null  int64 \n",
+      " 6   housing    45211 non-null  object\n",
+      " 7   loan       45211 non-null  object\n",
+      " 8   contact    45211 non-null  object\n",
+      " 9   day        45211 non-null  int64 \n",
+      " 10  month      45211 non-null  object\n",
+      " 11  duration   45211 non-null  int64 \n",
+      " 12  campaign   45211 non-null  int64 \n",
+      " 13  pdays      45211 non-null  int64 \n",
+      " 14  previous   45211 non-null  int64 \n",
+      " 15  poutcome   45211 non-null  object\n",
+      " 16  y          45211 non-null  object\n",
+      "dtypes: int64(7), object(10)\n",
+      "memory usage: 5.9+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "727cc168",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:48.223101Z",
+     "iopub.status.busy": "2024-02-08T20:16:48.222612Z",
+     "iopub.status.idle": "2024-02-08T20:16:48.281226Z",
+     "shell.execute_reply": "2024-02-08T20:16:48.279891Z"
+    },
+    "papermill": {
+     "duration": 0.075794,
+     "end_time": "2024-02-08T20:16:48.284065",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:48.208271",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>balance</th>\n",
+       "      <th>day</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>campaign</th>\n",
+       "      <th>pdays</th>\n",
+       "      <th>previous</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>45211.000000</td>\n",
+       "      <td>45211.000000</td>\n",
+       "      <td>45211.000000</td>\n",
+       "      <td>45211.000000</td>\n",
+       "      <td>45211.000000</td>\n",
+       "      <td>45211.000000</td>\n",
+       "      <td>45211.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>40.936210</td>\n",
+       "      <td>1362.272058</td>\n",
+       "      <td>15.806419</td>\n",
+       "      <td>258.163080</td>\n",
+       "      <td>2.763841</td>\n",
+       "      <td>40.197828</td>\n",
+       "      <td>0.580323</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>10.618762</td>\n",
+       "      <td>3044.765829</td>\n",
+       "      <td>8.322476</td>\n",
+       "      <td>257.527812</td>\n",
+       "      <td>3.098021</td>\n",
+       "      <td>100.128746</td>\n",
+       "      <td>2.303441</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>-8019.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>103.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>39.000000</td>\n",
+       "      <td>448.000000</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>180.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>48.000000</td>\n",
+       "      <td>1428.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>319.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>95.000000</td>\n",
+       "      <td>102127.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>4918.000000</td>\n",
+       "      <td>63.000000</td>\n",
+       "      <td>871.000000</td>\n",
+       "      <td>275.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                age        balance           day      duration      campaign  \\\n",
+       "count  45211.000000   45211.000000  45211.000000  45211.000000  45211.000000   \n",
+       "mean      40.936210    1362.272058     15.806419    258.163080      2.763841   \n",
+       "std       10.618762    3044.765829      8.322476    257.527812      3.098021   \n",
+       "min       18.000000   -8019.000000      1.000000      0.000000      1.000000   \n",
+       "25%       33.000000      72.000000      8.000000    103.000000      1.000000   \n",
+       "50%       39.000000     448.000000     16.000000    180.000000      2.000000   \n",
+       "75%       48.000000    1428.000000     21.000000    319.000000      3.000000   \n",
+       "max       95.000000  102127.000000     31.000000   4918.000000     63.000000   \n",
+       "\n",
+       "              pdays      previous  \n",
+       "count  45211.000000  45211.000000  \n",
+       "mean      40.197828      0.580323  \n",
+       "std      100.128746      2.303441  \n",
+       "min       -1.000000      0.000000  \n",
+       "25%       -1.000000      0.000000  \n",
+       "50%       -1.000000      0.000000  \n",
+       "75%       -1.000000      0.000000  \n",
+       "max      871.000000    275.000000  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aae9fb50",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015223,
+     "end_time": "2024-02-08T20:16:48.312756",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:48.297533",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "### The Age Feature"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7d05273e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:48.345395Z",
+     "iopub.status.busy": "2024-02-08T20:16:48.344408Z",
+     "iopub.status.idle": "2024-02-08T20:16:48.358312Z",
+     "shell.execute_reply": "2024-02-08T20:16:48.357080Z"
+    },
+    "papermill": {
+     "duration": 0.03503,
+     "end_time": "2024-02-08T20:16:48.360882",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:48.325852",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    45211.000000\n",
+       "mean        40.936210\n",
+       "std         10.618762\n",
+       "min         18.000000\n",
+       "25%         33.000000\n",
+       "50%         39.000000\n",
+       "75%         48.000000\n",
+       "max         95.000000\n",
+       "Name: age, dtype: float64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['age'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "76449d4e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:48.401337Z",
+     "iopub.status.busy": "2024-02-08T20:16:48.400123Z",
+     "iopub.status.idle": "2024-02-08T20:16:49.154923Z",
+     "shell.execute_reply": "2024-02-08T20:16:49.153718Z"
+    },
+    "papermill": {
+     "duration": 0.775774,
+     "end_time": "2024-02-08T20:16:49.157714",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:48.381940",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_18/3548792170.py:3: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
+      "  sn.histplot(df['age'],bins =30,kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12,8))\n",
+    "\n",
+    "sn.histplot(df['age'],bins =30,kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+    "plt.xlabel('Age')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Distribution Of Age')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e787a163",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013979,
+     "end_time": "2024-02-08T20:16:49.186580",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:49.172601",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "the most prevalent age is 30-48"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "226d771c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:49.217879Z",
+     "iopub.status.busy": "2024-02-08T20:16:49.217454Z",
+     "iopub.status.idle": "2024-02-08T20:16:51.121551Z",
+     "shell.execute_reply": "2024-02-08T20:16:51.119743Z"
+    },
+    "papermill": {
+     "duration": 1.923831,
+     "end_time": "2024-02-08T20:16:51.124631",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:49.200800",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJwAAAJMCAYAAAC/wLzJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAACMPElEQVR4nOzdd3gUVeP28XtnUwiEhICASg9I6BCkiIQiVUO1oKIgKgIqCsEGKiKIAqIPRsFCiQUfLCiidCkKCCLoI4iAIjEIiiI9IRBI2Xn/4M3+WDZ1M8lmk+/nurgu9sycmbO7s7OTe885YzNN0xQAAAAAAABgEcPbDQAAAAAAAEDJQuAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAADy7K+//lJERIQ+++yzQt/XZ599poiICP3111/Osi5dumjEiBGFvm9J2rp1qyIiIrR169Yi2d+l5s2bp65du6phw4bq16+fV9rgq6w6Th0Oh3r37q0333zTopYVbxs3blRkZKROnDjh7aYAAEoAAicAAIrYggULFBERoQEDBni7KYqIiHD+a9Sokdq0aaObbrpJzz//vOLj4y3bz4IFC4okpPJEcWzbpk2b9NJLL6lly5aaOnWqHnnkkULd37hx41yOhcjISHXt2lWjRo3Sl19+KYfDUaj7LwobNmzQzJkz81Vn2bJl+ueffzRo0CBJ0n333afWrVvr2LFjbuuePn1aUVFRGjBggOWvV2Jioho1aqQVK1ZIuhC8RkREaPLkyW7rZgalq1atyvd+OnbsqJo1a2r27NkFbjMAAH7ebgAAAKXN0qVLVa1aNe3cuVMHDhxQrVq1vNqe9u3bq1+/fjJNU8nJyfr111/1+eef68MPP9Rjjz2me+65x7luZrv9/PJ3CfHhhx8qLCxMN910U57r9OvXT7169VJAQEC+9pVf2bWtdevW2rlzp/z9/Qt1/1n57rvvZBiGXnjhhUJ//pkCAgL0/PPPS5LOnz+vQ4cO6euvv9aoUaPUpk0bvfnmmwoODi6SthRUVsfphg0btGDBAj388MN53k5cXJx69eql8uXLS5KeffZZ9enTR1OnTtV//vMfl3VnzJihkydPat68eTIMa3/T3bRpk2w2m6KiolzKFy5cqOHDh6tq1aqW7eu2227T9OnT9fDDD/vM+w0AKJ7o4QQAQBH6888/tX37dj355JOqWLGili5d6u0mqXbt2urXr5/69++vQYMG6fnnn9eaNWvUtGlTTZs2TRs2bHCua7PZFBgYKLvdXmjtOXv2rCTJbrcrMDBQNput0PaVE8MwFBgYaHl4kBfHjx9XmTJlLAubTNPUuXPnclzHz89P/fr1U79+/XTrrbdqzJgxWrJkiR599FFt27ZN48ePt6QtRcGK43TPnj369ddfdcMNNzjLatSooZEjR2rZsmXatGmTs3znzp366KOPdPfdd6tBgwYFantWNmzYoJYtWyokJMRZdtVVV8nhcGju3LmW7qtnz55KTU31qIcUAAAXI3ACAKAILV26VKGhoerUqZN69uyZbeB08uRJPf7442rZsqVatWqlsWPH6tdff81yXprff//d2QuladOmuummm7Ru3boCtTMsLEwzZsyQn5+fy/w1Wc2Nc/ToUT355JPq2LGjmjRpoqioKD3wwAPOuZe6dOmiffv2adu2bc4hW4MHD5b0f/M0bdu2TRMnTlS7du3UqVMnl2UXz+GUadOmTerXr5+aNm2q6OhorV692mX5zJkzFRER4Vbv0m3m1Lbs5nBauXKlbrrpJjVr1kxt27bVY489pn///ddlnXHjxikyMlL//vuvHnzwQUVGRuqaa67Riy++qIyMjBxf+8zX9+zZs842Zb7e6enpev3119WtWzc1adJEXbp00YwZM5Samuqyjcy5rr755htnWz/66KMc95ud4cOHKyoqSqtWrdL+/ftdlm3YsEF33HGHWrRoocjISA0fPlz79u3L8rX4888/NXToULVo0UJRUVGaNWuWTNN0Wffs2bOaNm2aOnXqpCZNmqhnz56Ki4tzW2/z5s0aOHCgWrVqpcjISPXs2VMzZsxwLr/0OB03bpwWLFjgfH0z/+Vk7dq18vf3V6tWrVzK77nnHkVERGjSpEk6f/68MjIyNHHiRF155ZV66KGHJOXtM5mWlqZZs2apR48eatq0qdq2bauBAwdq8+bNLus5HA598803zs9FpmrVqqlfv35auHCh2/GXlT179ui+++5Ty5YtFRkZqSFDhmjHjh1u61WqVEkREREFPocAAMCQOgAAitDSpUvVvXt3BQQEqHfv3vrwww+1c+dONWvWzLmOw+HQAw88oJ07d2rgwIEKDw/XunXrNHbsWLft7du3TwMHDlTVqlU1bNgwlS1bVitXrtTIkSM1c+ZMde/e3eO2XnnllWrdurW2bt2q5OTkbIfXPPzww4qPj9egQYNUrVo1nThxQps3b9Y///yj6tWr66mnntLkyZNVtmxZ3X///ZKkyy67zGUbkyZNUsWKFTVy5EhnD6fs/PHHHxozZoxuv/123XjjjVq0aJFGjx6tefPmqX379vl6jnlp28U+++wzPfnkk2ratKkeeeQRHT9+XPPnz9ePP/6ozz//3KUHSkZGhoYOHapmzZrpiSee0JYtW/T222+rRo0auuOOO7Ldx/Tp07Vw4ULt3LnTOcStZcuWkqTx48dr8eLF6tmzp+655x7t3LlTs2fP1u+//67XX3/dZTv79+/Xo48+qttuu0233nqr6tSpk6/X5mJ9+/bVpk2b9O233zq38/nnn2vcuHGKiorSY489ppSUFH344Ye64447tHjxYlWvXt3ltbjvvvvUvHlzPf744/rmm280c+ZMZWRkaPTo0ZIu9MJ64IEHtHXrVt1yyy1q2LChvvnmG02fPl3//vuvnnrqKUkXjvkRI0YoIiJCo0aNUkBAgA4cOKAff/wx2/bfdtttOnLkiDZv3qzp06fn6Tlv375d9evXdxtS6efnp8mTJ+v222/XG2+8oYoVK2r37t2aN2+egoKC8vyZnDVrlmbPnq0BAwaoWbNmSk5O1q5du7R7926X4/jnn3/WiRMn3AInSXrggQf0xRdfaO7cuTn2QNu3b5/uvPNOlStXTvfdd5/8/Pz08ccfa/Dgwfrvf/+r5s2bu6zfuHFjrV27Nk+vEwAA2TIBAECR+Pnnn8369eubmzdvNk3TNB0Oh9mxY0fz+eefd1nvyy+/NOvXr2++++67zrKMjAzzrrvuMuvXr28uWrTIWT5kyBCzd+/e5vnz551lDofDvO2228wePXrk2qb69eubkyZNynb5888/b9avX9/85ZdfTNM0zT///NOlDYmJiWb9+vXNefPm5bifXr16mYMGDXIrX7RokVm/fn1z4MCBZnp6epbL/vzzT2fZddddZ9avX9/88ssvnWWnT58227dvb/bv399Z9tprr5n169fPdn8XbzO7tn333Xdm/fr1ze+++840TdNMTU0127VrZ/bu3ds8d+6cc72vv/7arF+/vvnqq686y8aOHWvWr1/fnDVrlss2+/fvb954443uL9Alxo4da7Zo0cKl7JdffjHr169vPv300y7l06ZNM+vXr29u2bLFWZb5Om3cuDHXfWW3v4vt2bPHrF+/vjllyhTTNE0zOTnZbNWqlTl+/HiX9Y4ePWpeffXVLuWZr8XkyZOdZQ6Hwxw+fLjZuHFj8/jx46ZpmuaaNWvM+vXrm2+88YbLNh9++GEzIiLCPHDggGmapvnOO++Y9evXd9bLyqXHqWma5qRJk7I8JrLTsWNH8+GHH852+XPPPWc2btzYbNGihfnII484y/P6mezbt685fPjwXNsRGxtrXnfddS5l1113nbPuuHHjzKZNm5r//vuvaZr/d9yuXLnSuf6DDz5oNm7c2Dx48KCz7N9//zUjIyPNO++8022fb731llm/fn3z2LFjubYPAIDsMKQOAIAisnTpUl122WVq27atpAvzzERHR2vFihUuw6y++eYb+fv769Zbb3WWGYahO++802V7p06d0nfffacbbrhBycnJOnHihE6cOKGTJ08qKipKf/zxR56G2uSkbNmykqQzZ85kubxMmTLy9/fXtm3blJiY6PF+br311jzPt1OlShWXnlvBwcHq37+/9uzZo6NHj3rchtzs2rVLx48f18CBAxUYGOgs79y5s8LDw7V+/Xq3OgMHDnR5fPXVV2c5RDAvMufSungSd0m69957XZZnql69ujp06ODRvi516XHw7bffKikpSb169XIedydOnJBhGGrevLnbMERJLsevzWbTnXfeqbS0NG3ZskWStHHjRtntdueQxoufn2ma2rhxoyQ5e5GtW7euUO+ed+rUKZcea5caM2aMKlSoIMMw9OSTTzrr5PUzGRISon379umPP/7IsR0bNmzIsndTpgcffFAZGRmaM2dOlsszMjK0efNmdevWTTVq1HCWV6lSRb1799b//vc/JScnu9TJfN4nT57MsW0AAOSEIXUAABSBjIwMLV++XG3btnUJHJo1a6a3335bW7Zscd6B6u+//1blypUVFBTkso2aNWu6PD548KBM09Srr76qV199Ncv9Hj9+vEB3sMoc3lauXLkslwcEBOixxx7Tiy++qPbt26t58+bq3Lmz+vfvr8qVK+d5PxcPv8pNrVq13CYSr127tiTp0KFD+dpvfvz999+SlOXQtPDwcP3vf/9zKQsMDFTFihVdykJDQz0O5g4dOiTDMNyOg8qVKyskJESHDh1yKc/Pa5qbS4+DzJBkyJAhWa5/6fBLwzBcwg7p/17HzHYfOnRIVapUcatbt25dl/Wio6P1ySefaPz48frPf/6jdu3aqXv37rr++ustn+DdvGTuqIsFBwerTp06OnnypHMYZn4+k6NGjdKDDz6onj17qn79+oqKilK/fv1cJh0/evSo9uzZ4xx2mJUaNWqob9++zjvWXerEiRNKSUnJ8ritW7euHA6H/vnnH1111VVuz9tbE/YDAEoGAicAAIrAd999p6NHj2r58uVavny52/KlS5e63fI8N5m9O+69995se7JcGk7k1759+2S323MML+6++2516dJFa9eu1aZNm/Tqq69qzpw5eu+999SoUaM87efiHkNWyO4P5dwm7LZSYd3JL68hQJkyZSzb52+//Sbp/46nzEBi+vTpWQZ8hXkXwzJlymjBggXaunWr1q9fr2+++UYrVqzQxx9/rLffftuyfVeoUEFJSUn5qpOfz2Tr1q21Zs0arVu3Tps3b9ann36q9957T5MmTdKAAQMkXej1FRgY6OwVmZ0HHnhAS5Ys0dy5c9WtW7d8tTkrmc87LCyswNsCAJReBE4AABSBpUuXqlKlSpowYYLbsjVr1mjNmjWaNGmSypQpoyuvvFJbt25VSkqKSy+ngwcPutTL7DHi7++va6+91vI2//333/r+++/VokWLbCcMz1SzZk3de++9uvfee/XHH3+of//+evvtt/Xyyy9LsranxIEDB2Sapss2M3vcVKtWTdL/DQlKSkpyGRaV2UvpYnlt25VXXinpwmTc7dq1c1m2f/9+5/LCUq1aNTkcDh04cMDZ60eSjh07pqSkJOdzLwxLliyRzWZzTmadeexVqlQpT8eew+HQn3/+6dLLJvOOd5ntrlatmrZs2eI2QX1CQoLLetKFHlPt2rVTu3bt9OSTT+qtt97SK6+8oq1bt2bbnvweg+Hh4fke/pjfz2SFChV088036+abb9aZM2c0aNAgzZw50xk4bdiwQW3bts01PKxZs6b69u2rjz/+2G0C8IoVKyooKMjtDoPShdfWMAxdccUVLuV//fWXwsLC3HroAQCQH8zhBABAITt37pxWr16tzp076/rrr3f7d+edd+rMmTP66quvJElRUVFKS0vTwoULndtwOBzO27pnqlSpktq0aaOPP/5YR44ccdvviRMnPG7zqVOn9MgjjygjI8N597aspKSk6Pz58y5lNWvWVLly5ZSamuosCwoKyndvkewcOXJEa9ascT5OTk7W559/roYNGzp722T2Ivn++++d6509e1aff/652/by2rYmTZqoUqVK+uijj1ye24YNG/T777+rc+fOHj6jvMmcx+e9995zKX/nnXdcllttzpw52rRpk6Kjo51DFzt06KDg4GDNnj1baWlpbnWyOvYuPn5N09SCBQvk7+/vDO86duyojIwMt+P83Xfflc1mU8eOHSVdODYv1bBhQ0lyeV8ulRne5vU4bNGihfbt25fjNi+Vn8/kpfMjlStXTjVr1nTuLy0tTZs3b87z+/rAAw8oPT1d8+bNcym32+1q37691q1b5xKgHTt2TMuWLdPVV1/tFijv3r1bLVq0yNN+AQDIDj2cAAAoZF999ZXOnDmjLl26ZLm8RYsWqlixopYsWaLo6Gh169ZNzZo104svvqiDBw8qPDxcX331lXPun4t7ajz77LO644471KdPH916662qUaOGjh07ph07dujw4cNasmRJru37448/9MUXX8g0TZ05c0a//vqrVq1apbNnz2rcuHHOP/Szq3v33Xfr+uuvV7169WS327V27VodO3ZMvXr1cq7XuHFjffjhh3rjjTdUq1YtVaxY0a2XUF7Vrl1bTz/9tH7++WdVqlRJixYt0vHjxzV16lTnOu3bt9eVV16pp59+WgkJCbLb7Vq0aJHCwsLcejnltW3+/v567LHH9OSTT2rQoEHq1auXjh8/rvnz56tatWq6++67PXo+edWgQQPdeOON+vjjj5WUlKTWrVvr559/1uLFi9WtWzddc801Bdp+enq6vvjiC0kXgptDhw7pq6++0t69e9W2bVs999xzznWDg4M1ceJEPfHEE7rpppsUHR2tihUr6u+//9aGDRvUsmVLl958gYGB+uabbzR27Fg1a9ZM33zzjdavX6/777/f2YumS5cuatu2rV555RUdOnRIERER2rx5s9atW6chQ4Y4Q8TXX39dP/zwgzp16qRq1arp+PHj+uCDD3T55Zfr6quvzvb5NW7cWJL0/PPPKyoqSna73eUYvVTXrl31xhtvaNu2bfka7prXz2SvXr3Upk0bNW7cWBUqVNDPP/+sL7/8UoMGDZIk52TeeQ0yM3s5LV682G1ZTEyMvv32W91xxx264447ZLfb9fHHHys1NVWPP/64y7rHjx/X3r17dccdd+T5OQMAkBUCJwAACtmSJUsUGBjoHI50KcMw1LlzZy1dulQnT55UWFiYZs+erRdeeEGLFy+WYRjq3r27Ro4c6XaHtHr16mnRokWaNWuWFi9erFOnTqlixYpq1KiRRo4cmaf2bd68WZs3b5ZhGAoODlb16tXVv39/3XbbbapXr16OdS+//HL16tVLW7Zs0ZIlS2S32xUeHq7Y2Fj17NnTud7IkSP1999/a968eTpz5ozatGlToMDpmWee0fTp07V//35Vr15dr7zyisucOf7+/po1a5YmTZqkV199VZUrV9aQIUMUEhLivKOYJ2276aabVKZMGc2dO1cvv/yyypYtq27duunxxx/P8Y5mVnn++edVvXp1LV68WGvXrtVll12mESNG6KGHHirwtlNTU/XEE09IutAbqGLFimrSpIlGjhyp7t27u03I3adPH1WpUkVz5sxRXFycUlNTVbVqVbVq1Uo33XSTy7p2u13z5s3TxIkT9dJLL6lcuXJ66KGHXI5RwzD05ptv6rXXXtOKFSv02WefqVq1anriiSecd+KTLgRThw4d0qJFi5yflzZt2ujhhx9W+fLls31+PXr00ODBg7V8+XItWbJEpmnmGDg1adJEERERWrlyZb4Cp7x+JgcPHqyvvvpKmzdvVmpqqq688krFxMRo6NChki70nKtXr16+hkpmzuV06VxlV111lRYsWKD//Oc/mj17tkzTVLNmzfTSSy+5DcFbvXq1AgICdMMNN+R5vwAAZMVm5nT7DQAAUGysXbtWI0eO1AcffJBjTw6gOBk3bpy+/PJLbd++3dtNybfPP/9czz33nNavX18kgeLFoqOj1blzZ2cIWFT69++vNm3a6KmnnirS/QIASh7mcAIAoBg6d+6cy+OMjAy9//77Cg4Odg4NAlC4+vbtqyuvvNJtXqnClpqaqujoaN18881Fut+NGzfqwIEDGjFiRJHuFwBQMjGkDgCAYmjy5Mk6d+6cIiMjlZqaqtWrV2v79u165JFHLL3dPYDsGYahZcuWFfl+AwICLBkmmV8dO3b0yZ5oAIDiicAJAIBi6JprrtE777yj9evX6/z586pVq5aeeeYZ54TCAAAAQHHGHE4AAAAAAACwFHM4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsxaThhcA0TTkcTI0FAAAAAABKDsOwyWaz5WldAqdC4HCYOnHijLebAQAAAAAAYJmKFcvJbs9b4MSQOgAAAAAAAFiKwAkAAAAAAACWInACAAAAAACApQicAAAAAAAAYCkmDQcAAAAAACWKw5GhjIwMbzfD59jtdhmG3ZJtETgBAAAAAIASwTRNJSWdUErKGUmmt5vjg2wKCiqnkJCKstnydje67BA4AQAAAACAEiEl5YxSUpIVHFxBgYFlJBUsNCldTJ0/f07Jyafk7x+osmWDC7Q1AicAAAAAAODzTNNUcvIplSlTTsHBod5ujk/y9w9UenqakpNPKSioXIF6OTFpOAAAAAAA8HkOh0MOR4bKlCnr7ab4tDJlysrhyJDD4SjQdgicAAAAAACAz3M4LkwSbtWk16VV5uuX+Xp6vB0rGgMAAAAAAFAcFHSy69LOqtePwAkAAAAAAACWInACAAAAAACApQicAAAAAAAAYCkCJwAAAAAAAFiKwAkAAAAAAACWInACAAAAAAAoJD/++IOiolppw4av3ZatXr1KUVGttGvXTi+0rHAROAEAAAAAABSSyMirVaVKVa1Zs9Jt2Zo1K1WtWnU1adLMCy0rXAROAAAAAAAAhcRms6lnz2h9++0mJScnO8tPnjypbdu+U48eN3ixdYWHwAkAAAAAAKAQXX99L6Wmpmr9+rXOsq++Wq2MjAz17BntxZYVHgInAEXGMGzy8zPc/hmGzdtNAwAAAIBCU6tWbTVs2EirV69ylq1evUqNGzdV9eo1vNiywkPgBKBIGIZNYaFBCgsr5/4vNIjQCQAAAECJdv31vbRjx486cuRfHTr0l3bv/rnEDqeTJD9vNwBA6WAYNhl+dh2NiVFafLyz3L9ePVWOjZVh2ORwmF5sIQAAAAAUnq5de2rmzFe0du2XOn/+vPz8/NS1aw9vN6vQEDgBKFJp8fFK3b3b280AAAAAgCJVoUIFXXPNtfryy5VKTT2vtm3bqUKFCt5uVqFhSB0AAAAAAEARuP76Xvr9933688+D6tGjZE4WnokeTgAAAAAAAEWgffuOKl8+RKbpUFRUR283p1AROAEAAAAAABQBm80mu92u9u07KzAw0NvNKVQMqQMAAAAAACgC33yzXqdOndT11/fydlMKHT2cAAAAAAAACtHu3bv0++/79O6781S/foQiI6/2dpMKHYETAAAAAABAIfr880+1evVK1atXX08//ay3m1MkCJwAAAAAAAAK0dNPT9TTT0/0djOKFHM4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAs5eftBgAAAAAAABQmw7DJMGxe2bfDYcrhML2yb28icAKQb1mdrEvrSRQAAABA8WYYNoWFBsnws3tl/470DJ1MTCl1fy8ROAHIl+xO1qX1JAoAAACgeDMMmww/u47GxCgtPr5I9+1fr54qx8bKMGyl7m8lAicA+ZLVybo0n0QBAAAA+Ia0+Hil7t7t7WbkyQsvTNSvv+7RmDFPaObMGfrzz4OqUydcjz76pBo0aChJOn/+vObMeV1r167W6dNJqlmztu65Z5g6dbrOy62/gEnDAXgk82Sdunt3kf9KAAAAAAAl3YkTx/Xqqy9r4MC79Nxz05SamqqnnnpM6enpkqTnnhuvL774THfeeZemTHlZtWvX0fjxT2jTpg1ebvkF9HACAAAAAAAoZpKSkjRz5hyFh9eVJJUpU0ajRt2v3bt3qVy5ctqw4Ws99tiT6t//ZknSNddcq8OH/9Hbb89VVFQnbzZdUjELnA4cOKC4uDj99NNP2rdvn8LDw7Vs2TLn8r/++ktdu3bNsm5AQIB+/vnnHNdr3ry5Fi5c6FL2448/6sUXX9Qvv/yiSpUqaeDAgRo2bJhsNu/MXg8AAAAAAHDZZZWdYZMk1akTLkk6evRfxccnSpK6dOnmUqdLl+6aOXOGUlJSFBQUVHSNzUKxCpz27dunDRs2qHnz5nI4HDJN17lgqlSpoo8//tilzDRN3XfffbrmmmvctvfII4+obdu2zsflypVzWX7gwAENHTpU7du3V0xMjPbu3auXX35ZdrtdQ4cOtfCZAQAAAAAA5F1wcLDLYz8/f0lSamqqTp9Okp+fn0JCQl3WqVixokzTVHLyaQKni3Xp0kXdul1I58aNG6ddu3a5LA8ICFCLFi1cyrZu3ark5GT17t3bbXu1atVyW/9icXFxCgsL04wZMxQQEKB27drpxIkTeuuttzR48GAFBAQU+DkBKDjDsMkw3HsdOhwmk5QDAAAAKHVCQkKVnp6upKQkhYSEOMtPnDghm82m4ODyXmzdBcVq0nDDyH9zli1bpuDgYHXp0iXfdTdu3KiuXbu6BEvR0dFKSkrS9u3b8709ANYzDJvCQoMUFlbO/V9oUJZBFAAAAACUZM2atZAkff31Wpfyr79eq6uuivB67yapmPVwyq+0tDStXr1a3bt3V2BgoNvyiRMnasyYMapQoYK6du2qxx57TBUqVJAknT17Vv/884/Cw8Nd6oSHh8tmsykhIcFlOB4A7zAMmww/u47GxLjcDc+/Xj1Vjo2VYdjo5QQAAAAgV/716pWYfdard5U6dbpOs2a9ovPnz6tmzVpavXqldu3aqalT/1Mo+8wvnw6cNm7cqFOnTrkNpwsICNDAgQMVFRWlkJAQ/fTTT3rrrbe0a9cuffLJJ/L399fp06clyaXrWWbdoKAgJSYmFqhtfn7FqvMYYBm7Pftj29NlOS3PLE+Lj1fq7t353i4AAACA0sHhyHr0g8NhypGeocqxsUXboMz9p2cUyo/kEyZM1uzZr2vBgneVlJSkmjVr6/nnX1RUVEdLtm+32wqUbfh04LR06VJddtllateunUt5lSpVNHHiROfjNm3a6KqrrtKIESO0Zs0aRUdHF2q7DMOmsLByua8IlDAhIZ532/S0bkH2CQAAAKDkOHfOrmPHjCyDkqTk816bjsPhMLOdlzY7zz77nFtZWFiovvvuR+djP7+yeuSRx/XII49b0s5MDodNhmEoNLSsypQp4/F2fDZwOnPmjL7++msNGDBAdrs91/U7deqksmXLavfu3YqOjlb58hcm0Mrs6ZQpNTVVKSkpCg0NzWozeeJwmEpKOutxfaA4s9uNbEOepKQUZWQ48l0vp7qe1gMAAABQuqSmnpfD4VBGhqn0dP5G8FRGhimHw6HExLNKSclwWRYSEpTnUSY+GzitWbNG586dU58+fTyqX7ZsWV1xxRVKSEhwKd+/f79M03Sb2ym/OLhRGmVkODw+9j2tW5B9AgAAACg5MjKY29VKBQ3ufHbyk2XLlqlmzZpq3rx5ntb/+uuvdfbsWTVt2tRZ1rFjR61bt05paWnOshUrVigkJESRkZGWtxlA0TKMC11pL/3Hne0AAAAAoHAVqx5OKSkp2rBhgyTp0KFDSk5O1qpVqyRdmIepYsWKkqQTJ05oy5YtGjZsWJbbmTZtmmw2m1q0aKGQkBDt3LlTs2fPVpMmTdStWzfnekOHDtXSpUv16KOPauDAgfrtt98UFxenMWPGKCAgoJCfLYDCZBg2hYUGyfBzH3LrSM/QycQU7m4HAAAAAIWkWAVOx48f1+jRo13KMh/Pnz9fbdu2lSStXLlS6enp2Q6nq1u3rj788EMtXLhQ586dU9WqVXXLLbdo1KhR8vP7v6dcq1YtxcXFadq0aRo+fLgqVqyoUaNG6d577y2kZwigqBiGTYafXUdjYpQWH+8s969XT5VjY2UYNgInAAAAACgkxSpwql69uvbu3ZvrenfeeafuvPPObJcPGDBAAwYMyNM+W7ZsqYULF+a5jQB8S1p8vFJ37/Z2MwAAAACgVPHZOZwAAAAAAABQPBE4AQAAAAAAwFIETgAAAAAAALBUsZrDCQAAAAAAwGqGYZNh2Lyyb4fDLJU3LCJwAgAAAAAAJZZh2BRaIUh+drtX9p+ekaHEUymlLnQicAIAAAAAACWWYdjkZ7dr+PvDtffI3iLdd0SVCM0ZPEeGYSNwAgAAAAAAKGn2HtmrnX/t9HYz8mTTpo0aN+4RffjhZ6pRo6azPCkpSf3736CHHorRTTcN0K5dOzVnzhvas2eX7Ha72rWL0ujRjyosrKKzzvvvv6tlyz7X0aNHVLZsWdWtW19jxz6tK6+sVqjPgUnDAQAAAAAAipF27dqrcuUqWr58iUv5mjWrJEndu1+vXbt26uGHR6hcuWBNmjRVTzzxtH79dY/GjXvUuf7Klcs0b96b6t27n15++TWNHTteV11VX2fOnCn050APJwC4RHYTCpbWyf4AAAAAFC273a7o6D5avnyJhg17QPb/P//U8uVL1KnTdSpfvrzeemuWGjRoqClTXpLNduHvl/Dwerrrrtu0ZcsmtWsXpV9+2a26da/S4MH3OLfdoUPnInkO9HACgIsYhk1hoUEKCyvn/i80yGt3tgAAAABQuvTu3U/Hjx/T1q1bJEnx8fv022+/qnfvfjp37px+/vknXXddN2VkZCg9PV3p6emqUaOmqlSpql9+2SNJql+/gfbt26uZM2fop592KD09vcjaTw8nALiIYdhk+Nl1NCZGafHxznL/evVUOTa2VE72BwAAAKDoXXHFlWrduq2WLftC114bpeXLl+iKK6qpZctWOnbsqDIyMvTaazP02msz3OoeOfKvJCk6uo/Onj2rJUsW6+OPP1BwcLCuv763HnjgIQUGlinU9hM4AUAW0uLjlbp7t7ebAQAAAKAU69OnvyZNGq+jR49ozZqVuuWW22Wz2RQcXF42m02DB9+jjh07u9ULDa0gSTIMQ7feOlC33jpQR48e0dq1q/XWWzNVoUIF3X33fYXadgInAAAAAACAYqhDh84qXz5EkyaNV1JSkm64obckKSgoSE2aNNWBA/vVoMGDedpW5cpVNHDgIK1Zs0p//LG/MJsticAJAAAAAACgWPLz89MNN/TSBx+8rzZt2qlq1cudyx58cLRGj35AEyY8qa5de6h8+fI6evSIvv9+q6Kj+6hly1aaPv0FlS8fosaNm6p8+fL6+eef9Pvv+3TTTbcUftsLfQ8AAAAAAABeFlElwif32bHjdfrgg/fVq1dfl/KmTZvrjTfmKS5utqZOnaS0tDRVrlxVrVq1VvXqNZzrLFmyWEuXfq5z587pyiur6eGHx6h37/4FblduCJwAAAAAAECJ5XCYSs/I0JzBc7yy//SMjALdeOi7775VaGioOnTo5LasQYNGeumlV7Ote8MNvZ3D8IoagRMAAAAAACixHA5TiadSZBg2r+3fk8Dp4ME/dPDgAX366ce66aYBCggIKITWFR4CJwAAAAAAUKJ5Gvp40/TpU7Rnzy61bdtOgwff4+3m5BuBEwAAAAAAQDEza5Z3hgBaxfB2AwAAAAAAAFCyEDgBAAAAAADAUgROAAAAAACgxDBN35qrqbix6vUjcAIAAAAAAD7PbrdLklJTz3u5Jb4t8/Wz2ws27TeThgMAAAAAAJ9nGHYFBQUrOfmkJCkgIFA2m83LrfIdpmkqNfW8kpNPKigoWIZRsD5KBE4AAAAAAKBECAmpKEnO0An5FxQU7HwdC4LACQAAAAAAlAg2m02hoZVUvnyYMjLSvd0cn2O3+xW4Z1MmAicAsIhh2GQY7l12HQ5TDgcTFwIAAABFxTAMGUaAt5tRqhE4AYAFDMOmsNAgGX52t2WO9AydTEwhdAIAAABQahA4AYAFDMMmw8+uozExSouPd5b716unyrGxMgwbgRMAAACAUoPACQAslBYfr9Tdu73dDAAAAADwKmtmggIAAAAAAAD+PwInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWMrP2w0A4D2GYZNh2FzKHA5TDofppRYBAAAAAEoCAieglDIMm8JCg2T42V3KHekZOpmYQugEAAAAAPAYgRNQShmGTYafXUdjYpQWHy9J8q9XT5VjY2UYNgInAAAAAIDHCJyAUi4tPl6pu3d7uxkAAAAAgBKEwAkAvCyrubQk5tMCAAAA4LsInADAi7KbS0tiPi0AAAAAvqtYBU4HDhxQXFycfvrpJ+3bt0/h4eFatmyZyzqDBw/Wtm3b3OquWLFCdevWdT4+ffq0pk6dqrVr1yotLU0dOnTQ+PHjVaVKFZd6P/74o1588UX98ssvqlSpkgYOHKhhw4bJZnPvbQAAVstqLi2J+bQAAAAA+LZiFTjt27dPGzZsUPPmzeVwOGSaWf+R1bJlS40dO9alrHr16i6PY2JiFB8fr4kTJyowMFCxsbEaNmyYFi1aJD+/C0/7wIEDGjp0qNq3b6+YmBjt3btXL7/8sux2u4YOHVo4TxIAssBcWgAAAABKkmIVOHXp0kXdunWTJI0bN067du3Kcr2QkBC1aNEi2+1s375dmzZtUlxcnKKioiRJderUUXR0tFavXq3o6GhJUlxcnMLCwjRjxgwFBASoXbt2OnHihN566y0NHjxYAQEB1j5BAAAAAACAUsDwdgMuZhjWNGfjxo0KCQlR+/btnWXh4eFq2LChNm7c6LJe165dXYKl6OhoJSUlafv27Za0BQAAAAAAoLQpVj2c8mrbtm1q0aKFMjIy1Lx5c40ePVqtW7d2Lk9ISFCdOnXc5mEKDw9XQkKCJOns2bP6559/FB4e7raOzWZTQkKC2rZt63Eb/fyKVZYHuLHbsz9Gi3pZTsupx7kEAAAAgO/xucCpdevW6tevn2rXrq0jR44oLi5O99xzj95//31FRkZKkpKSklS+fHm3uqGhoc5heqdPn5Z0YXjexQICAhQUFKTExESP22gYNoWFlfO4PuBtISFBRVrPG/ss6fUAAAAAwJt8LnAaNWqUy+POnTurd+/eeuONNzR37lwvtcqVw2EqKemst5sB5MhuN7INM5KSUpSR4SiyejnVpV72rykAAAAAFKWQkKA8j8LwucDpUmXLllWnTp305ZdfOstCQkJ0+PBht3UTExMVGhoqSc4eUJk9nTKlpqYqJSXFuZ6n0tP5AxG+KyPD4dEx7Gk9b+yzpNcDAAAAAG8qkZODhIeHa//+/TJN06V8//79zjmbypYtqyuuuMI5p9PF65im6Ta3EwAAAAAAAPLG5wOns2fPav369WratKmzrGPHjkpMTNSWLVucZfv379eePXvUsWNHl/XWrVuntLQ0Z9mKFSsUEhLinA8KAAAAAAAA+VOshtSlpKRow4YNkqRDhw4pOTlZq1atkiS1adNGCQkJmjdvnrp3765q1arpyJEjeuedd3T06FG9+uqrzu1ERkYqKipKTz31lMaOHavAwEC98sorioiIUI8ePZzrDR06VEuXLtWjjz6qgQMH6rffflNcXJzGjBmjgICAon3yAAAAAAAAJUSxCpyOHz+u0aNHu5RlPp4/f74uv/xypaWl6ZVXXtGpU6cUFBSkyMhITZo0Sc2aNXOpFxsbq6lTp2rChAlKT09XVFSUxo8fLz+//3vKtWrVUlxcnKZNm6bhw4erYsWKGjVqlO69997Cf7IAAAAAAAAlVLEKnKpXr669e/fmuE5cXFyetlW+fHlNmTJFU6ZMyXG9li1bauHChXluIwAAAAAAAHLm83M4AQAAAAAAoHghcAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAIClCJwAAAAAAABgKQInAAAAAAAAWIrACQAAAAAAAJYicAIAAAAAAICl/LzdAABA0TMMmwzD5lLmcJhyOEwvtQgAAABASULgBACljGHYFBYaJMPP7lLuSM/QycQUQicAAAAABUbgBACljGHYZPjZdTQmRmnx8ZIk/3r1VDk2VoZhI3ACAAAAUGAETgBQSqXFxyt1925vNwMAAABACcSk4QAAAAAAALAUgRMAAAAAAAAsxZA6APBh3G0OAAAAQHFE4AQAPoq7zQEAAAAorgicAMBHcbc5AAAAAMUVgRMA+DjuNgcAAACguGHScAAAAAAAAFiKwAkAAAAAAACWInACAAAAAACApQicAAAAAAAAYCkCJwAAAAAAAFiKwAkAAAAAAACWInACAAAAAACApQicAAAAAAAAYCkCJwAAAAAAAFjKz9sNuNiBAwcUFxenn376Sfv27VN4eLiWLVvmXJ6cnKx33nlHGzZs0B9//KGAgAA1a9ZMY8aMUUREhHO9v/76S127dnXbfvPmzbVw4UKXsh9//FEvvviifvnlF1WqVEkDBw7UsGHDZLPZCu+JAgAAAAAAlGDFKnDat2+fNmzYoObNm8vhcMg0TZflf//9tz7++GPdfPPNiomJ0fnz5/X222/rtttu06JFi1S3bl2X9R955BG1bdvW+bhcuXIuyw8cOKChQ4eqffv2iomJ0d69e/Xyyy/Lbrdr6NChhfdEAQAAAAAASrBiFTh16dJF3bp1kySNGzdOu3btcllevXp1rVmzRkFBQc6ya665Rl26dNEHH3ygZ555xmX9WrVqqUWLFtnuLy4uTmFhYZoxY4YCAgLUrl07nThxQm+99ZYGDx6sgIAA654cAAAAAABAKVGs5nAyjJybU7ZsWZewSbrQa6lmzZo6cuRIvve3ceNGde3a1SVYio6OVlJSkrZv357v7QEAAAAAAKCYBU6eSEpKcs73dKmJEyeqYcOGateuncaPH69Tp045l509e1b//POPW73w8HDZbDYlJCQUdtMBAAAAAABKpGI1pM4TL730kmw2mwYOHOgsCwgI0MCBAxUVFaWQkBD99NNPeuutt7Rr1y598skn8vf31+nTpyVJISEhLtsLCAhQUFCQEhMTC9QuPz+fz/JQwtnt2R+jRb0sp+XUK17vEwAAAADkhU8HTosWLdLChQs1bdo0XX755c7yKlWqaOLEic7Hbdq00VVXXaURI0ZozZo1io6OLtR2GYZNYWHlcl8RKKZCQoJyX8nCet7YJ/WsrQcAAAAAF/PZwGnDhg2aMGGCHnzwQd144425rt+pUyeVLVtWu3fvVnR0tMqXLy9Jzp5OmVJTU5WSkqLQ0FCP2+ZwmEpKOutxfaAo2O1GtuFCUlKKMjIcRVYvp7rUK9r3Iqd6AAAAAEq3kJCgPI+K8MnAaceOHRo9erT69++v0aNHe7SNsmXL6oorrnCbq2n//v0yTTPLOaHyIz2dP9jguzIyHB4dw57W88Y+qedZPcOwyTBsLmUOhymHw8z3vgAAAACUXD43WUd8fLxGjBiha665RpMmTcpzva+//lpnz55V06ZNnWUdO3bUunXrlJaW5ixbsWKFQkJCFBkZaWm7AcDXGYZNYaFBCgsr5/ovNMgthAIAAABQuhWrHk4pKSnasGGDJOnQoUNKTk7WqlWrJF2Yh8k0TQ0dOlSBgYEaMmSIdu3a5awbHBysevXqSZKmTZsmm82mFi1aKCQkRDt37tTs2bPVpEkTdevWzVln6NChWrp0qR599FENHDhQv/32m+Li4jRmzBgFBAQU4TMHgOLPMGwy/Ow6GhOjtPh4SZJ/vXqqHBsrw7DRywkAAACAU7EKnI4fP+42RC7z8fz58yVJhw8fliTdfffdLuu1adNG77//viSpbt26+vDDD7Vw4UKdO3dOVatW1S233KJRo0bJz+//nnKtWrUUFxenadOmafjw4apYsaJGjRqle++9t7CeIgD4vLT4eKXu3u3tZgAAAAAoxopV4FS9enXt3bs3x3VyWy5JAwYM0IABA/K0z5YtW2rhwoV5WhcAAAAAAAC587k5nAAAAAAAAFC8ETgBAAAAAADAUgROAAAAAAAAsBSBEwAAAAAAACxF4AQAAAAAAABLETgBAAAAAADAUgROAAAAAAAAsBSBEwAAAAAAACxF4AQAAAAAAABLETgBAAAAAADAUgROAAAAAAAAsBSBEwAAAAAAACzl5+0GAABKPsOwyTBsLmUOhymHw/RSiwAAAAAUJgInAEChMgybwkKDZPjZXcod6Rk6mZhC6AQAAACUQAROAIBCZRg2GX52HY2JUVp8vCTJv149VY6NlWHYCJwAAACAEojACQBQJNLi45W6e7e3mwEAAACgCDBpOAAAAAAAACxF4AQAAAAAAABLETgBAAAAAADAUgROAAAAAAAAsBSBEwAAAAAAACxF4AQAAAAAAABL+Xm7AQAAZMcwbDIMm1u5w2HK4TC90CIAAAAAeUHgBAAolgzDprDQIBl+drdljvQMnUxMIXQCAAAAiikCJwBAsWQYNhl+dh2NiVFafLyz3L9ePVWOjZVh2AicAAAAgGKKwAkAUKylxccrdfdubzcDAAAAQD4waTgAAAAAAAAsRQ8nAAAKiMnNAQAAAFcETgAAFACTmwMAAADuCJwAACgAJjcHAAAA3BE4AQBgASY3BwAAAP4Pk4YDAAAAAADAUgROAAAAAAAAsBSBEwAAAAAAACxF4AQAAAAAAABLETgBAAAAAADAUgROAAAAAAAAsBSBEwAAAAAAACxF4AQAAAAAAABLeRw43XXXXdqyZUu2y7/77jvdddddnm4eAAAAAAAAPsrjwGnbtm06duxYtstPnDih77//3tPNAwDgMcOwyc/PcPtnGDZvN82Fr7QTAAAAyC+/glS22bK/ID5w4IDKlStXkM0DAJBvhmFTWGiQDD+72zJHeoZOJqbI4TC90DJXvtJOAAAAwBP5CpwWL16sxYsXOx+/+eabWrhwodt6p0+f1t69e9WxY8eCtxAAgHwwDJsMP7uOxsQoLT7eWe5fr54qx8bKMGzFIsjxlXYCAAAAnshX4JSSkqKTJ086H585c0aG4T4qr2zZsrr99ts1cuTIgrcQAAAPpMXHK3X3bm83I1e+0k4AAAAgP/IVON1xxx264447JEldunTR008/ra5duxZKwwAAKGqGYcty/iSHw6S3EQAAAJAPHs/h9NVXX1nZDgAAvIo5lQAAAADrFGjScElKTk7W33//raSkJJmm+4V469atC7oLAAAKHXMqAQAAANbxOHA6ceKEnn/+ea1evVoZGRluy03TlM1m0y+//FKgBgIAUJSYUwkAAAAoOI8DpwkTJujrr7/W4MGD1apVK4WEhFjZLgAAAAAAAPgojwOnzZs3a8iQIXriiSesbA8AAAAAAAB8nOFpxTJlyqhatWpWtkUHDhzQhAkT1K9fPzVq1Ei9e/fOcr1PPvlEPXv2VNOmTdW3b199/fXXbuucPn1aTz31lNq0aaPIyEiNGjVKR44ccVvvxx9/1G233aZmzZrpuuuu05w5c7KciwoAAAAAAAB543Hg1LdvX61du9bKtmjfvn3asGGDatWqpbp162a5zvLly/XMM8/ohhtu0Ny5c9WiRQs99NBD2rFjh8t6MTEx2rx5syZOnKiXX35Z+/fv17Bhw5Senu5c58CBAxo6dKgqV66s2bNna8iQIXrttdf09ttvW/q8gMJmGDb5+Rku/7K6tTsAAAAAAEXB4yF1PXv21Pfff6+hQ4fqtttu0+WXXy673f1W0o0bN87zNrt06aJu3bpJksaNG6ddu3a5rfPaa6+pV69eiomJkSRdc801+u233/T6669r7ty5kqTt27dr06ZNiouLU1RUlCSpTp06io6O1urVqxUdHS1JiouLU1hYmGbMmKGAgAC1a9dOJ06c0FtvvaXBgwcrICAgX68J4A3Z3cqd27gDAAAAALzF48DpjjvucP7/22+/dVvuyV3qDCPnDld//vmn/vjjDz3++OMu5dHR0Zo+fbpSU1MVEBCgjRs3KiQkRO3bt3euEx4eroYNG2rjxo3OwGnjxo3q3r27S7AUHR2t2bNna/v27Wrbtm2e2w54S1a3cuc27gAAAAAAb/I4cJo6daqV7ciThIQESRd6K12sbt26SktL059//qm6desqISFBderUkc3mOqQoPDzcuY2zZ8/qn3/+UXh4uNs6NptNCQkJBQqc/Pw8Hq0I5IvdfuFYy+pW7pnLcqpXHJbltJx6xed9Kk7Lclpe0usBAAAAvsDjwOnGG2+0sh15kpiYKEkKCQlxKc98nLk8KSlJ5cuXd6sfGhrqHKZ3+vTpLLcVEBCgoKAg57Y8YRg2hYWV87g+YJWQkCCfqOeNfVLPt+t5Y5++Ug8AAAAoDjwOnJA9h8NUUtJZbzcDpYTdbmT7h2lSUooyMhzFvl5OdannG+8hx0zRvvcAAACAN4SEBOW5J77HgdOTTz6Z6zo2m01TpkzxdBduQkNDJV3onVS5cmVneVJSksvykJAQHT582K1+YmKic53MHlCZPZ0ypaamKiUlxbmep9LT+SMB3peR4fDoWCzqet7YJ/V8u5439ukr9QAAAIDiwOPAaevWrW5lDodDR48eVUZGhipWrKigIGuHA2TOt5SQkOAy91JCQoL8/f1Vo0YN53pbtmxxTlyeaf/+/apfv74kqWzZsrriiiucczpdvI5pmm5zOwEAAAAAACBvPJ6R9KuvvnL7t379eu3YsUPjx49XuXLl9O6771rYVKlGjRqqXbu2Vq1a5VK+YsUKtWvXznm3uY4dOyoxMVFbtmxxrrN//37t2bNHHTt2dJZ17NhR69atU1pamsu2QkJCFBkZaWnbAQAAAAAASgvL53Dy9/fXoEGDFB8fr8mTJ2vOnDl5rpuSkqINGzZIkg4dOqTk5GRnuNSmTRtVrFhRDz/8sB577DHVrFlTbdu21YoVK7Rz507997//dW4nMjJSUVFReuqppzR27FgFBgbqlVdeUUREhHr06OFcb+jQoVq6dKkeffRRDRw4UL/99pvi4uI0ZswYZ3gFAAAAAACA/Cm0ScMbNGigL774Il91jh8/rtGjR7uUZT6eP3++2rZtq969eyslJUVz587VnDlzVKdOHc2aNcutR1JsbKymTp2qCRMmKD09XVFRURo/frz8/P7vKdeqVUtxcXGaNm2ahg8frooVK2rUqFG69957PXzWAAAUPsOwyTBsbuUOhymHw/RCiwAAAABXhRY4ffvtt/mew6l69erau3dvrusNGDBAAwYMyHGd8uXLa8qUKblOWt6yZUstXLgwX+0EAMBbDMOmsNAgGX52t2WO9AydTEwhdAIAAIDXeRw4zZo1K8vy06dP6/vvv9eePXs0fPhwjxsGAADcGYZNhp9dR2NilBYf7yz3r1dPlWNjZRg2AicAAAB4neWBU2hoqGrUqKFJkybp1ltv9bhhAAAge2nx8UrdvdvbzQAAAACy5HHg9Ouvv1rZDgAAAAAAAJQQhrcbAAAAAAAAgJKlwJOGb9u2TevXr9fff/8tSbryyivVuXNntWnTpsCNAwAAAAAAgO/xOHBKTU3Vo48+qrVr18o0TYWEhEiSkpKS9M4776h79+76z3/+I39/f8saCwAAAAAAgOLP4yF1r7/+utasWaN77rlHmzZt0rZt27Rt2zZt3rxZ9957r1avXq3XX3/dyrYCAAAAAADAB3gcOC1dulQ33nijnnjiCV122WXO8kqVKunxxx9X//79tWTJEksaCQAAAAAAAN/hceB09OhRNWvWLNvlzZo109GjRz3dPAAAAAAAAHyUx4HT5Zdfrm3btmW7/Pvvv9fll1/u6eYBAAAAAADgozwOnPr376+VK1dqwoQJSkhIUEZGhhwOhxISEvTss89q1apVuvHGG61sKwAAAAAAAHyAx3epu//++/Xnn39q4cKF+uSTT2QYF7Irh8Mh0zR144036v7777esoQAAAAAAAPANHgdOdrtd06ZN0913362NGzfq0KFDkqRq1aqpY8eOatCggWWNBAAAAAAAgO/IV+B0/vx5vfDCC7rqqqs0ePBgSVKDBg3cwqX58+fro48+0tNPPy1/f3/rWgsAADxmGDYZhs2t3OEw5XCYXmgRAAAASqp8zeH08ccfa/HixercuXOO63Xu3FmLFi3SJ598UpC2AQAAixiGTWGhQQoLK+f+LzQoyyAKAAAA8FS+ejitXLlSPXr0UI0aNXJcr2bNmrr++uu1fPly3XHHHQVqIAAAKDjDsMnws+toTIzS4uOd5f716qlybKwMw0YvJwAAAFgmX4HTb7/9pj59+uRp3cjISH399dceNQoAABSOtPh4pe7e7e1mAAAAoITL15C6tLS0PM/J5O/vr9TUVI8aBQAAAAAAAN+Vrx5OVapU0b59+/K07r59+1SlShWPGgUAAIqXrCYcZ7JxAAAAZCdfPZyuvfZaffHFFzp+/HiO6x0/flxffPGFrr322gI1DgAAeF+2E44z2TgAAACyka/AadiwYTp//ryGDBmin376Kct1fvrpJ9199906f/687rvvPksaCQAAvOfiCcf/7t1bf/furaMxMTL87AROAAAAyFK+htTVqFFDsbGxeuSRR3T77berRo0aql+/vsqVK6czZ85o3759OnjwoMqUKaMZM2aoZs2ahdVuAABQxJhwHAAAAHmVr8BJkjp37qwlS5Zo7ty5Wr9+vdauXetcVqVKFQ0YMEDDhg1TjRo1LG0oUBowRwoAAAAAoCTId+AkSdWrV9ekSZMkScnJyTpz5ozKlSun4OBgSxsHlCaZc6QYfnaXckd6hk4mphA6AQAAAAB8hkeB08WCg4MJmgALXDxHSlp8vCTJv149VY6NlWHYCJwAAAAAAD6jwIETAGsxRwqAkoShwgAAAKUTgRMAACgUDBUGAAAovQicAABAoSjIUGF6RgEAAPg2AicAAFCo8jtUmJ5RAAAAvo/ACQAAFCvcRAEAAMD3ETgBAIBiiZsoAAAA+C7D2w0AAAAAAABAyULgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwFJOGAwCAEsMwbDIMm0uZw2FyZzsAAIAiRuAEAABKBMOwKSw0SIaf3aXckZ6hk4kphE4AAABFiMAJAACUCIZhk+Fn19GYGKXFx0uS/OvVU+XYWBmGjcAJAACgCBE4AQCAEiUtPl6pu3d7uxkAAAClGpOGAwAAAAAAwFL0cAIAAKVeVpONS0w4DgAA4CkCJwAAUKplN9m4xITjAAAAniJwAgAApVpWk41LTDgOAABQEAROAAAAYrJxAAAAKzFpOAAAAAAAACxF4AQAAAAAAABLETgBAAAAAADAUgROAAAAAAAAsBSBEwAAAAAAACxF4AQAAAAAAABL+Xm7Afk1ePBgbdu2LctlM2bMUK9evbJdZ8WKFapbt67z8enTpzV16lStXbtWaWlp6tChg8aPH68qVaoUWvtR8hmGTYZhcyt3OEw5HKYXWgQAAAAAQNHyucDp2WefVXJyskvZe++9p9WrV6tdu3bOspYtW2rs2LEu61WvXt3lcUxMjOLj4zVx4kQFBgYqNjZWw4YN06JFi+Tn53MvDYoBw7ApLDRIhp/dbZkjPUMnE1MInQAAAAAAJZ7PpSr16tVzK3v00UfVvn17VaxY0VkWEhKiFi1aZLud7du3a9OmTYqLi1NUVJQkqU6dOoqOjtbq1asVHR1tedtR8hmGTYafXUdjYpQWH+8s969XT5VjY2UYNgInAAAAAECJ5/NzOP3444/666+/1KdPn3zV27hxo0JCQtS+fXtnWXh4uBo2bKiNGzda3UyUMmnx8Urdvdv57+LwCQAAAACAks7nejhdatmyZSpbtqy6du3qUr5t2za1aNFCGRkZat68uUaPHq3WrVs7lyckJKhOnTqy2Vzn2gkPD1dCQkKB2+Xn5/NZHjxgt+f8vue0vDQvy2k59YrP+1ScluW0nHoca1Yuy8tyX2CzZT+/oGnS8xYAAFjPpwOn9PR0rVy5Ul26dFHZsmWd5a1bt1a/fv1Uu3ZtHTlyRHFxcbrnnnv0/vvvKzIyUpKUlJSk8uXLu20zNDRUu3btKlC7DMOmsLByBdoGSqaQkCDqFZN9Us+363ljn9QrnfUKWre4MDMyZLO7zy+YXTkAAEBB+XTgtHnzZp04cUK9e/d2KR81apTL486dO6t379564403NHfu3EJvl8NhKinpbKHvB8WP3W7k+IdJUlKKMjIc+a5b0uvlVJd6vvEecsyU3Hq51S3p9XKr6wsyn1928wv6+vMDAABFJyQkKM+9v306cFq2bJkqVKjgnPQ7O2XLllWnTp305ZdfOstCQkJ0+PBht3UTExMVGhpa4Lalp3PhBncZGQ6Pjo2SXs8b+6Seb9fzxj6pVzrrFbRucZI5v+ClSsrzAwAAxYvPTkpw7tw5rV27Vtdff738/f3zXT88PFz79+93m7dg//79Cg8Pt6qZAAAAAAAApY7PBk5fffWVzp49m6e70509e1br169X06ZNnWUdO3ZUYmKitmzZ4izbv3+/9uzZo44dOxZKmwEAAKQL8z36+Rlu/7Ka2BsAAMAX+eyQuqVLl+rKK6/U1Vdf7VL+ww8/aN68eerevbuqVaumI0eO6J133tHRo0f16quvOteLjIxUVFSUnnrqKY0dO1aBgYF65ZVXFBERoR49ehT10wEAAD7IMLK/+5vDkfXd3wzDprDQIBl+7pN1O9IzdDIxJdu6AAAAvsInA6fExER98803GjJkiGw214u8ypUrKy0tTa+88opOnTqloKAgRUZGatKkSWrWrJnLurGxsZo6daomTJig9PR0RUVFafz48fLz88mXBQAAFCFPgyPDsMnws2c7ibdh2AicAACAz/PJZCU0NFS7du3KclmtWrUUFxeXp+2UL19eU6ZM0ZQpU6xsHgAAKAUKGhxlN4k3AABASeCTgRMAAEBxQXAEAADgjsAJAADAR3gyZxQAAIA3EDgBAAD4ACYbBwAAvoTACQAAwAcw2TgAAPAlBE4AAAA+hDmjAACALzC83QAAAAAAAACULAROAAAAAAAAsBSBEwAAAAAAACzFHE4AAACwlGHYZBg2t3KHw2RicwAASgkCJwAAAFjGMGwKCw2S4Wd3W+ZIz9DJxBRCJwAASgECJwAAAFjGMGwy/Ow6GhOjtPh4Z7l/vXqqHBsrw7AROAEAUAoQOAHZYDgAAACeS4uPV+ru3d5uBgAA8BICJyALDAcAAIAfXwAAgOcInIAsMBwAAFDa8eMLAAAoCAInIAcMBwAAlFb8+AIAAAqCwAkAAADZ4scXAADgCcPbDQAAAAAAAEDJQuAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAs5XOB02effaaIiAi3fy+//LLLep988ol69uyppk2bqm/fvvr666/dtnX69Gk99dRTatOmjSIjIzVq1CgdOXKkqJ4KAAAAAABAieTn7QZ4at68eSpfvrzzcdWqVZ3/X758uZ555hndf//9uuaaa7RixQo99NBDWrBggVq0aOFcLyYmRvHx8Zo4caICAwMVGxurYcOGadGiRfLz89mXBgAAAAAAwKt8NlVp3LixKlasmOWy1157Tb169VJMTIwk6ZprrtFvv/2m119/XXPnzpUkbd++XZs2bVJcXJyioqIkSXXq1FF0dLRWr16t6OjoInkeAAAAAAAAJY3PDanLzZ9//qk//vhDN9xwg0t5dHS0tmzZotTUVEnSxo0bFRISovbt2zvXCQ8PV8OGDbVx48YibTMAAAAAAEBJ4rOBU+/evdWwYUN17dpVs2fPVkZGhiQpISFB0oXeSherW7eu0tLS9OeffzrXq1Onjmw2m8t64eHhzm0AAAAAAAAg/3xuSF3lypX18MMPq3nz5rLZbPrqq68UGxurf//9VxMmTFBiYqIkKSQkxKVe5uPM5UlJSS5zQGUKDQ3Vrl27CtxOPz+fzfIgyW7P+f3Lbrmn9Ur7spyWU6/4vE/FaVlOy6nHsWblspyWU8/6Y02SbDabDMP1B0GHw5RpmjnWAwAAxYvPBU4dOnRQhw4dnI+joqIUGBio9957T/fff78XW/Z/DMOmsLBy3m4GClFISBD1LKznjX1Sz7freWOf1Cud9byxz9Jez8zIkM1uz7UMAAAUbz4XOGXlhhtu0Ntvv61ffvlFoaGhkqTTp0+rcuXKznWSkpIkybk8JCREhw8fdttWYmKicx1PORymkpLOFmgb8C673cjxgjgpKUUZGQ7L6uVWt6TXy6ku9XzjPeSYKbn1cqtb0uvlVJd6hXesHY2JUVp8vCTJv149VY6NzbEeAAAoGiEhQbn2Vs5UIgKni4WHh0u6MEdT5v8zH/v7+6tGjRrO9bZs2SLTNF3mcdq/f7/q169f4Hakp3NBVJJlZDg8eo+pV3z2ST3frueNfVKvdNbzxj6pJ6XFxyt1925L9gcAALyjREw0tGLFCtntdjVq1Eg1atRQ7dq1tWrVKrd12rVrp4CAAElSx44dlZiYqC1btjjX2b9/v/bs2aOOHTsWafsBAAAAAABKEp/r4TR06FC1bdtWERERkqR169Zp4cKFuuuuu5xD6B5++GE99thjqlmzptq2basVK1Zo586d+u9//+vcTmRkpKKiovTUU09p7NixCgwM1CuvvKKIiAj16NHDK88NAAAAAACgJPC5wKlOnTpatGiRDh8+LIfDodq1a+upp57S4MGDnev07t1bKSkpmjt3rubMmaM6depo1qxZioyMdNlWbGyspk6dqgkTJig9PV1RUVEaP368/Px87mUBAAAAAAAoNnwuWRk/fnye1hswYIAGDBiQ4zrly5fXlClTNGXKFCuaBgAAAAAAAJWQOZwAAAAAAABQfBA4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAASxE4AQAAAAAAwFIETgAAAAAAALAUgRMAAAAAAAAsReAEAAAAAAAAS/l5uwFAYTMMmwzD5lbucJhyOEwvtAgAAAAAgJKNwAklmmHYFBYaJMPP7rbMkZ6hk4kphE4AAAAAAFiMwAklmmHYZPjZdTQmRmnx8c5y/3r1VDk2VoZhI3ACAAAAAMBiBE4oFdLi45W6e7e3mwEAAAAAQKnApOEAAAAAAACwFIETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwFIETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwFIETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwFIETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwFIETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwFIETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwFIETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwFIETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwlJ+3G5BfK1eu1JIlS7R7924lJSWpVq1aGjx4sG6++WbZbDZJ0uDBg7Vt2za3uitWrFDdunWdj0+fPq2pU6dq7dq1SktLU4cOHTR+/HhVqVKlyJ4PAAAAAABASeNzgdO7776ratWqady4cQoLC9O3336rZ555RocPH9ZDDz3kXK9ly5YaO3asS93q1au7PI6JiVF8fLwmTpyowMBAxcbGatiwYVq0aJH8/HzupQEAAAAAACgWfC5VefPNN1WxYkXn43bt2unUqVN655139OCDD8owLowSDAkJUYsWLbLdzvbt27Vp0ybFxcUpKipKklSnTh1FR0dr9erVio6OLtTnAQAAAAAAUFL53BxOF4dNmRo2bKjk5GSdPXs2z9vZuHGjQkJC1L59e2dZeHi4GjZsqI0bN1rSVgAAAAAAgNLI53o4ZeV///ufqlatquDgYGfZtm3b1KJFC2VkZKh58+YaPXq0Wrdu7VyekJCgOnXqOOd9yhQeHq6EhIQCt8nPz+eyvBLJbs/5fchueVHXK+3LclpOveLzPhWnZTktpx7HmpXLclpOveJzrAEAgOLH5wOnH374QStWrHCZr6l169bq16+fateurSNHjiguLk733HOP3n//fUVGRkqSkpKSVL58ebfthYaGateuXQVqk2HYFBZWrkDbQNEICQmiXjGo5419Us+363ljn9QrnfW8sU/qWVsPAAB4h08HTocPH9aYMWPUtm1b3XXXXc7yUaNGuazXuXNn9e7dW2+88Ybmzp1b6O1yOEwlJeV9eB8Kj91u5HiBmpSUoowMh9fr5Va3pNfLqS71fOM95JgpufVyq1vS6+VUl3rF51gDAABFIyQkKM+9jn02cEpKStKwYcNUoUIFzZw50zlZeFbKli2rTp066csvv3SWhYSE6PDhw27rJiYmKjQ0tMDtS0/ngsgXZGQ4PHqvqGdtPW/sk3q+Xc8b+6Re6aznjX1Sz9p6AADAO3xyMPy5c+c0YsQInT59WvPmzctyaFxuwsPDtX//fpmm6VK+f/9+hYeHW9VUWMgwbPLzM9z+GYYt98oAAAAAAKDI+FzglJ6erpiYGCUkJGjevHmqWrVqrnXOnj2r9evXq2nTps6yjh07KjExUVu2bHGW7d+/X3v27FHHjh0Lpe3wnGHYFBYapLCwcu7/QoMInQAAAAAAKEZ8bkjdpEmT9PXXX2vcuHFKTk7Wjh07nMsaNWqknTt3at68eerevbuqVaumI0eO6J133tHRo0f16quvOteNjIxUVFSUnnrqKY0dO1aBgYF65ZVXFBERoR49enjhmSEnhmGT4WfX0ZgYpcXHO8v969VT5dhYGYZNDoeZwxYAAAAAAEBR8bnAafPmzZKkadOmuS1bt26dKleurLS0NL3yyis6deqUgoKCFBkZqUmTJqlZs2Yu68fGxmrq1KmaMGGC0tPTFRUVpfHjx8vPz+dellIjLT5eqbt3e7sZKASXTjzncJiEiAAAAADgo3wuWfnqq69yXScuLi5P2ypfvrymTJmiKVOmFLRZQImS1V0HCisAsleurAxHhttdidIzMpR4KsXy/QEAAAAACp/PBU4ACk924Y9UeAGQERIiu2HX8PeHa++RvZKkiCoRmjN4DnNzAQAAAICPInAC4JRV+CMVTQC098he7fxrZ77rFfVQvOx6fwEAAAAA/g+BEwA3VoU/UskZipdb76/k0+ct3ycAAAAA+CoCJwAFVhqG4nmz9xcAAAAA+BoCJwAFVpqG4nm6PwAAAAAoTQicAFjGF8IYb90Vj7mfAAAAAJQmBE4ASpWiHorH3E8AAAAASiMCJwClUlH1xmLuJwAAAAClEYETABQBXxhuCAAAAABWcZ9UBAAAAAAAACgAAicAAAAAAABYiiF1QAmW3Z3RuDua7+A9BAAAAOCLCJyAEii3O6MlnkrxQquQH7yHAAAAAHwZgRPgA/Lby4U7o/k+3kMAAAAAvozACUXOMGxZ/rHMMCF3Be3lwp3RfB/vIQAAAABfROCEImUYNoWFBsnws7stc6Rn6GRiCqHTRejlAgAAAADwRQROKFKGYZPhZ9fRmBilxcc7y/3r1VPl2FgZho3AKQv0cgEAAAAA+BICJ3hFWny8Unfv9nYzAAAAAABAISBwAooQt7hHUfH0WOMYBQAAAGAFAiegCHCLexQVT481jlEAAAAAViJwAjyQXS+Q7DD5N4qKp8caxygAAAAAKxE4AfmQWy+Q5NPnc6zP5N8oKp4eaxyjAAAAAKxA4ATkA71AAAAAAADIHYET4AF6gQAAAAAAkD0CJwCA13BXvOzld644AAAAoDghcEKpxh90gDXyGxxxV7zsFXSuOM5rAAAAKA4InFAqFfQPOgAXeBocWTEf2qXBSknpGeXpa8N5DQAAAMUJgRNKJSb/BqxR0M+SJ/OhZResFNeeUZ4GY/l9bTivAQAAoDghcEKpxuTfgDWK8rOUVbBSHHtGeSsYK+rzGvNwAQAAICsETgAAn5TfYKWoA6CCBmPFHfNwoagRbgIA4FsInAAApYK3ekaV1J6UDOFDUclLuEnoBABA8UPgBI8Zhi3LPyj4tRFAcVbce0b5mpIaqKH4yEu46XCYWV6XcE0CAID3EDjBI4ZhU1hokAw/u9syR3qGTibyayOAkqGkD40rLQoyHKuk3hHRWzx9L3IKN7O7LuGaBAAA7yFwgkcMwybDz66jMTFKi493lvvXq6fKsbHOXxsBoKQo6T15Sur8OAWZa6qgvdsIqlwV5rxfWV2XcE0CAIB3ETihQNLi45W6e7e3mwEA8JCvTf6d32CsIHNNedq7zdeGYWb3mlqtKOb94roEAIDig8AJAIBSzFcm/y5oMFaQHmr5reutCerzK7fXNPn0ecv3KZX83oIAAOACAicAAFDkIUBR9lTyluI+QX1BX9Oi6hkFAAB8E4ETSgTmyQAA3+DNnkrFnbd6RlkVjEmF2zMKAAD4FgIn+DRfmycDAEo7X+ypVNRKes8oAABQOhA44cKdXbK4OPSFXkLcrhwAfFNJ7qlU1Lz1Xegr72FJvQMjAADFHYFTKWcYNoWFBsnws7stc6Rn6GRiik9ckPnKRS8AAIWF70JXeRm+6QvXOAAA+CoCp1LOMGwy/Ow6GhOjtPh4Z7l/vXqqHBsrw7BxMQYAAHxOXob+cY3j+3y5pz4AlHQETpAkpcXHK3X3bm83AwAAwFKF1fMrq6CDkKNolZSe+gBQUhE4oVjhbnMAAKAoeRIcZRd0EHIULXrqA0DxRuCEQpHf4Ii7zQEAgKKWU3CUlHxepul67ZJ5PZNV0JHXkMPTIWBFXc+X0FMfAIonAqcSpDh07fY0OOJucwAAoKhlFRwFtmqlChOeUYUKZd3Wv/R6Jr9BR25DwC4NuS4OuDwZOsaQMwCANxE4lRDFpWt3QYMj7rADAACK2sXBkX/durlONp6TS3t5Szn3jJKyD7kyAy5Ph44VZMhZaegZVRx+rAWAkozAqYQoSNfuwkBwBAAAfFl+r2Wy6+Ut5d4zKquQK6uAy9OhY1b3xCqMHzOLOuDydDhldm0lqAIAdwROxVBBvsSsHsPOJN4AAAC5y6qXt1Q0Pb09vV7Lrl5uPaP8/e3KyHDka385BUqSvBNweTic0tOgKtt25BK0efq3gTdCvLxOhcHfFEDpUOoDp99//13PP/+8tm/frnLlyqlfv36KiYlRQECAV9pTXIbGMYk3AABA/hVlL29Pr9fyWu/SHzJzq5fT8LzQCkHys7sHSukZGUo+fT5fAZckjwK1zHoX1/VkOKUnQZUzyLsokLHZbAouH5jt65JbwJXT3wZF3Ustp/1lODJkN1zLcztmClNpGC4KFBelOnBKTEzUkCFDVLt2bc2cOVP//vuvpk2bpnPnzmnChAleaVNhDI3Ly5etWzuYxBsAAKBY8/R6rbDqZRWqSBeuRf3suQc5eQ24pP8LqrKSn+GNWclLaOhJUJVdIJPfgCu3IK6gvdQ86amU3f6COndW2GOP5fuYyW1/ObUzp79zfG0ifYZvwteV6sDpo48+0pkzZzRr1ixVqFBBkpSRkaFJkyZpxIgRqlq1qtfaltXQuPwGRwX9spWYiwkAAKC48/R6zep6Of0x78n+PB2maMXwRk/k9PyyCmQyw5j8BlwFmS8sL73bPOmplN3+/OvWleTZMZPb/vJzx0dJHgVxmfVyCsY8Hd6Yl+GWxWHkC1AQpTpw2rhxo9q1a+cMmyTphhtu0LPPPqvNmzfrpptuKtD2rRrH7Glw5K0vWwAAAJQ+ufVy8VRRB2qF6dKeUZ4oyDV+Xnq3edJTyVOe9ozKrp25DW/M7BWX3950p5POKbR8mXwHXJlBlSfzfuU08iWnYCw7hTmUkGGKyE6pDpwSEhJ08803u5SFhISocuXKSkhIKNC2szuxZJXUS4UbHBXHL1sAAACUTNn1coG1CnKNn1vd/PZUKihP95eXOz5KBe8VZ7cbHgVciadSCjRB/aXPMS8dETydL8zT4Y25DVO8NFQr6PDNnOoVdehW1O3wxk0GCspmXhqpliKNGzfW6NGjNXz4cJfy3r17KzIyUpMnT/Zou6ZpyjRNGYahjMREKT1dkmQLDJQRHKxTZ08p3ZHuXN/P8FOFshXkcFxIqQ3DUMaxYzIz65UpI3uFCjp6+qjSMtKc9fzt/qpcvrLl9bKrW9LrXVq3qOsVh/eeY41jprjXKy7vPcdaya9XXN57jrWSX6+4vPccayW/XnF570visebp33eFUc80L4QHNpt7eOBJPdM0s9yWaV4IMWw2uf3dK0m2gADZgoOz3N7F4Uh22/a03qXxxsUPPa0nSVlUk82W/fYy21rU9bJ7D7OKfXJ7bXJ677MqzwqBUyEETgAAAAAAAKWZ+yzUpUhISIhOnz7tVp6YmKjQ0FAvtAgAAAAAAMD3lerAKTw83G2uptOnT+vo0aMKDw/3UqsAAAAAAAB8W6kOnDp27Khvv/1WSUlJzrJVq1bJMAy1b9/eiy0DAAAAAADwXaV6DqfExET16tVLderU0YgRI/Tvv/9q2rRp6tOnjyZMmODt5gEAAAAAAPikUh04SdLvv/+uyZMna/v27SpXrpz69eunMWPGKCAgwNtNAwAAAAAA8EmlPnACAAAAAACAtUr1HE4AAAAAAACwHoETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwFIETAAAAAAAALEXgBAAAAAAAAEsROAEAAAAAAMBSBE4AAAAAAACwlJ+3GwAA8C1paWn666+/lJiYKEkKDQ1VjRo15OdXvL9STNPUiRMnFBYWJsPI++8taWlp+uyzz9SlSxdVrly5EFso/fXXX4qPj9f58+fVqFEj1ahRo1D3J0lnz57V4cOHVa1aNQUGBma7Xnp6uvN9t9lsqly5sq644opCbx8AAIWB65nCUxKvZ/7++28lJCS4HC/h4eG68sorLXsOuTl+/LgOHTqk6tWrq2LFinmul5qaqlmzZunWW29V9erV81VPkgICAvLd1kzF+9NUAuX1gyB59mHgxFm4OHkWH0V9ws2sK+XvpLt161bnMdO4cWO1bdvWZfmxY8d02WWX5asdF3M4HJLk8rk5cOCADh48qGrVqik8PDzbuocPH9bvv//ufO+rVKmiRo0aqWzZslmuv3PnTr3++uvasmWL0tLSZJqmbDabJMnf31/XXnutHnzwQTVr1izfz2Pjxo2aNGmS1q1b5yxLSEjQBx98oCNHjqhevXq67bbbVLVqVZd6v//+uyZNmqT58+c7y5YvX67PPvtMaWlpGjx4sLp3765FixZp2rRpSk5OVnBwsO6//34NHTo0T207d+6cJk6cqLp167qdZ/bv369q1aq5HBM//fST3njjDe3evVuS1LRpU40cOVJNmjRxrvPuu+/KNE3dc889ki58zp955hmtWLFCpmlKkmw2m/r27avnn39e/v7+kqTmzZurU6dO6t27tzp37pznYzEjI0MzZ850bn/QoEEaMmSI3n77bb366qtKTU2VzWbTLbfcovHjx7ts95dfftGsWbO0adMm52cgU+XKlXXrrbfqvvvuU5kyZbLdP99Nhccb30sS303Z8YU/Bgr7e0kq2u+mTJxnCk9JO89wPcP1TH6uZ1avXq3XXntNv//+u/M5ZbLZbKpbt65GjRqlHj16uLV369atevfdd53v/d13362GDRu6rPPLL7/ooYcecjlm5syZ43zvhwwZorvuukszZ87U7NmzlZGRIZvNpttvv13PPPOM89jNyfnz5zV37lx17NjR7Ttm06ZNatGihYKDg7N8zpJUr149xcTEqGvXrrnu61I289JXDQVWkA+C5NmHobSeOE+fPq02bdro/fffV6tWrdyWc/IsnJNnbr788kvFxMTol19+cZYVlxNubseMpyfdl156Sf7+/oqJiZF04YL94Ycf1vbt22W32yVduABv1aqV3nzzTef2GzZsqIYNG6pPnz6Kjo52+xxl5+zZs3r22We1evVqORwODRw4UE899ZSee+45ffDBB5IuvI/XXnutYmNjVb58eWfd9evXKzY2Vnv37nXbrr+/v3r16qVHH33U5Q+O9evX66GHHlKTJk3Uq1cv1a1bVyEhIZKkpKQk/f7771q5cqXzXNSpU6c8PY9Mlx4zv/32m2677TYFBASoVq1a2rdvn2w2m5599ln169fPWe+nn37S7bff7qy3YsUKPfLII4qMjFSFChX07bff6umnn9Zzzz2nO++8U40bN9YPP/ygTz/9VK+//rquu+46SVKfPn2ybZtpmoqPj1f16tUVFBQkm82mJUuWSLrw/n388cfOc+sPP/ygu+++W1WqVFHnzp2dr92xY8f0wQcfOM8z3bt31/DhwzVgwABJ0jPPPKNVq1bpiSeeULt27SRJmzdv1vTp03X77bfr8ccflyQ1aNBAwcHBSk5OVvny5dW9e3f16dNH11xzTY7H/+zZs/Xaa6+pT58+Cg4O1pIlSzRw4EDNnz9fI0aMUMOGDbVr1y7NnTtXw4YN08iRIyVJW7Zs0fDhw1WnTh21b99eAQEB2rFjh3744QeNHDlSgYGB+vTTTxUUFKT33nvP5TiT+G7K6jxT1N9LEt9NmXz1u8lXvpekov9ukjjPFIfzjKfnGKnozzNcz3A9k5/rmc8++0xPP/20oqOjszxeEhIStHz5cq1YsUIvvPCCbrzxRmdbf/jhBw0ZMkS1atVSRESEfvrpJx05ckQjR47UAw88kO17v2DBAj3//PPq1auXKlSooCVLlmjQoEF65513NGbMGDVu3Fj/+9//NHPmTE2ePFn9+/eXJLVs2TLb10268HkuU6aMDMOQzWbT//73vyzf+7Vr1+qhhx5S8+bNnd+1K1eu1J49ezRv3jxde+21Oe7nUgROhcDTD4Lk2YeBE2fWJ06Jk2dhnDzz4tJjxldOuJLnJ93rrrtOMTExzs9ATEyMfvzxR7344otq06aN8/0aN26crrvuOk2ePFnShWOmVq1aOnDggAzDUKtWrdSnTx/17NnT+Z5kZfr06froo490zz33KDg4WP/973/VqlUrbdiwQU8//bQaNWqkn3/+WVOnTlW/fv301FNPSbrwOXz00UfVqVMndejQQQEBAdq+fbtWrFihmJgYXX755frwww/1559/6sMPP3ReRPfr10+RkZGaOHFijq/ts88+qx07duiLL76QJL3zzjs5rp9p7969+uKLL5zv/f3336/k5GTNmTNHZcuW1enTpzV9+nR9+umnGjlypB566CFJ7sfMLbfcokaNGum5556TJH3++ecaP368hgwZ4vycShc+03/88Yfef/995/tw2WWXqUOHDm5tS01N1fLlyxUVFeX8RXDq1KnOegsXLnQeL4MHD9a5c+c0f/58BQUFSbpwvN15552qWrWq3nrrLUlSs2bNFBcXp9atW0uS2rZtq0ceeUS33Xaby74XLFigt956S998841zfx9//LHOnTunZcuWafXq1UpKSlKlSpXUq1cv9e7dW02bNnV7Dj179tTNN9+s4cOHS5K+/fZbDR06VI899pjLHzezZ8/W559/rpUrV0qSBgwYoBo1amjGjBku24uLi9MHH3ygtWvX6vz587r11lvVpk0bjR8/3rkO303F46Je4rspk69+N/nK95JU9N9NnGeKx3nG03OMVPTnGa5nuJ65WG7XMz179lSvXr00atSoLN7t//Paa69p+fLl+vLLL51ld911lypUqKDY2FgZhqGMjAzNnTtXs2bNUp8+ffT888/Lbre7vfd9+vRRly5dNGbMGEkXPqsPPPCARo0a5fLdNH36dP3vf//Txx9/LOnC575SpUq6+eabXX50ki70bps3b55uvPFGVatWTZKcx96l7/1NN92kihUrau7cuc7Pr2mauvvuuyVJ7733Xo6vhRsTluvRo4c5e/Zs5+PNmzebDRo0MOfNm+ey3ltvvWVef/31LmW33HKLOWbMGLdtzps3z+zSpYvpcDjMlJQUs0+fPubkyZNN0zTNvn37ms8++2yu7ZowYYLZt29f5+O33347T//Gjh1rNmjQwFlvxIgR5p133mmeOXPGNE3TTEpKMsePH282aNDAnDlzpnO9HTt2uNS7+eabzWeeecb5ePHixWbjxo3N6dOnu7Rz/Pjx5qBBg5yPIyIizPbt25vjxo1z+/fII4+YERER5tChQ51lF4uIiDB/+ukn5+NBgwaZt9xyi3n27Fln2ZkzZ8z+/fubI0aMcJY1bdrU3LZtm/NxmzZtzI8++sjtNf3vf/9rRkVFuexvx44d5nfffWeOHz/ebNOmjdmgQQOzffv25pQpU8ydO3e6bcM0PT9mPDleMvf36quvZtmWi7366qtmjx49nI8nT56cp3/Dhg1zee8HDx5sPvzww2ZGRoZpmqaZnp5uvvnmm2bjxo3NcePGmenp6aZpuh8zvXv3NmfMmOF8/PXXX5sNGjQw33jjDZd2vvjii+att97qfJz5ms+YMcOcOXOmy7+XXnrJjIiIMMeNG+csu9ilx8yNN95oDh061HQ4HM4yh8Nh3nXXXeZdd93lLGvSpIn5/fffOx9HRkaaS5cudXtNP/vsM7Nt27Zu+/vrr7/MN9980+zdu7cZERFhNmnSxBw5cqS5cuVK8/z5827b6dq1q/nf//7X+finn34yIyIizA8//NBlvffff9/s1q2by2t68bGQafHixWa7du3M1NRUMz093Rw0aJDL56lp06bm1q1b3epdauvWrWbTpk1dnl+DBg3MiIiIXP9d/N5fe+215ldffeW2/U8//dRs3Lix+cwzz5gZGRlux0zLli3NTZs2OR8nJSWZERER5pYtW1y2s27dOrN9+/bOx2vWrDG7dOliDho0yPz1119d1k1MTDQjIiJczgkXP7+Lj5emTZuaK1ascFvviy++MNu0aeN8HBUV5bJekyZN3Npomqa5adMms1mzZtnuLy0tzVy7dq05evRos3nz5maDBg3MHj16mK+99pr5+++/O9dr3ry5y/t35swZMyIiwuWYNU3T3LJli9miRQvn42bNmpnffPONW7tOnjxpRkREmPHx8aZpmuaiRYvMDh06uKzDd1PW301F/b2UuU++m3z3u8lXvpdMs+i/mzjPFI/zjKfnGNMs+vMM1zNcz1wst+sZT48X07zw+clqn5s2bTJbtmxpDhs2zDx79qzbe9+iRQvz22+/dT5OTk7O8n1bv369y7n7559/Nm+77TazR48e5vr1613WzTx+8vLeN27c2Fy7dq3beitXrjRbtmyZ3UuQLQKnQuDpB8E0PfswcOLM+sOT+Rw5eVp38oyIiDDbtGljXnfddTn+a9eunct77ysn3Mzn6MlJt0uXLubixYtd2r5582a3euvXrzebN2+e7f5M0zR/+eUXc/r06eZ1111nRkREmC1btjTHjh3r8hrm9Zj57rvvXPbXpEmTLNuV+Vnat2+faZqmuWTJEvOaa65xLs88bnPz2muvufwh2LFjxzz9MbBy5UqX975Vq1ZZttM0L7yGLVq0MB944AHzu+++c6kXGRnp8jqlp6ebERER5q5du1y2sWXLFpfPrmma5rlz58zY2FizRYsW5qRJk8xTp06Zppm/L+kWLVqYP/zwg9t63333ndmkSRPn48mTJ5s333yzee7cOdM0TfP+++93C8xN0zQfffRR85Zbbsl2fxc7c+aMuXjxYvO+++4zGzdu7PK6dO3a1fzggw+cj3fu3GlGRESYixYtctnGxx9/bHbp0sX5OCoqynz//ffd9rV9+3azQYMG5qFDh0zTzPpCi++m4nFRn9U++W66wFe+m3zle8k0i/67ifNM8TjPeHqOMc2iP89wPcP1zMVyu57p27evOXHixCzbebGJEye6hNqmaZpt27Z1O9dn2rVrl3nttdeaAwYMcP5okalVq1Yu9bJ77zdv3uyWJZimaX7yySdmu3btzOHDh5v79+83TTN/7/3VV1+d5Xrffvut27VeXhTvWfR81GWXXabff//d2V05c3z9wYMHXcZYHzx40G1CyZCQEP3xxx+KiopyKf/jjz9ks9mcXRqrV6+uU6dOSZKuuOIKbd261bm/7GzdutVlAr2qVavquuuuy7VL6apVq5xd+qQL3TGzmrjv5ptv1mWXXaaYmBgdO3ZMQ4YMcVluXgg4nY8zJ3+8dM6PzO6mmbp166YOHTrorbfe0u23364bb7xRo0ePVmhoaJ7mRbiY3W5XlSpV3MqrVq2qs2fPOh/37NlTcXFx6tKliwIDAxUVFaUvvvhC11xzjUu9xYsXq379+tnuz8/PT127dlXXrl119uxZrV69WsuXL9fs2bP1xhtvOLtOenrMeHK8SFKdOnW0cuXKXI+ZlStXqk6dOs7HNWrUUJs2bfTCCy/kWO/SY8ZmsykjI8Ntvfbt22v+/PkaPny4hgwZogcffNBluZ+fn8uY/Mwx+JdOHOrv76/z5887Hzdp0kQfffSRPv30Uz355JNq2rSpnnzySdWuXTvHdmelTJkyWQ4hCA0NVVpamvNx37599eabb6pDhw6qVKmSevToofnz56t169bObq2pqamaP39+rvNINGjQQA0aNNDjjz+uH374QUuXLtXq1atdumhfccUV2rlzp/M93Llzp2w2m3799VeXY2bPnj0uc0tUqVJFO3bscBt/vWPHDtlsNoWGhkpy/0zcd999mjBhgg4ePKjrr79e4eHhztfl9OnTSkhI0KpVq7Rs2TLnsAzpwrwOO3fuzPH5SnL7LNeuXVs//PBDluPEO3XqpHfeeUcjRozQnj17XJZdeeWVSkhIcH4m7Ha73nnnHZfjWJIOHTrkNg9IYGCgRo8erRtvvFEvvPCCevTooVGjRik6OjrHtr/44ovO85hhGDpw4ICuvvpqt/1VqFDB+Xj06NEaNGiQ+vTpo1tuuUWdO3fWiy++qH379jnf0++++07x8fGaM2dOjvvPVLZsWfXv31/9+/fXiRMnnN3IJemGG27QjBkzdOLECQUHB2vBggUaMGCAYmNjValSJTVo0EC7d+/Wa6+9pi5dujjr9e3bVzNmzJDNZnMOWdi5c6defvllNWnSxDmB8z///KPLL7/cpT18N+VNUX8vSXw3ZfLV76bi+r0kFf13E+eZvCmu179S0Z9nuJ7JHtcz7tczo0eP1sMPP6y9e/dme7x8+eWX2rFjh2bOnOnyPOrVq6fvvvsuy6G8jRs31gcffOAcDnix6tWr67fffnPWs9vtWr16tdt11oEDB7L8XN9yyy3q2bOnXnnlFfXv31933HGHBg8enONr/thjjznPbWlpadq3b59zmGSmgwcPqlKlSjluJysEToXA0w+C5NmHgRNnzjh5WnfybNasWZ6PmYsvrHzphCt5dtJ94IEHtHPnTt1www26/vrrVadOHc2ZM0ddu3ZVZGSkJOnHH39UampqvsY+t2rVSq1atdKECRO0adMmZ/lNN92k2NhYJSQkKDg4WF988YVGjhyp1157TTabTQ0aNNCePXv0+uuvu4yjv/322/Xqq68qOTnZ5ZiZO3eurr32WueY/gMHDjjHeEsXxr6XLVtWM2fO1NKlS93OC6Zpqnbt2nrppZfUq1cvZ/n111/vMp49O/Xq1XOZz65jx45auHChRowYkeXFfYsWLbRgwQK3yVU7dOighIQEl7LMeScutmrVKrVo0SLLttSsWVOzZ8/WV199palTp2r+/PnZXthnHhdnzpyRJDVq1Eh///2323pr1qxRgwYNnI/Lly+vjz76SLNnz9b8+fN17NgxSdKuXbu0a9cuBQQEqH379po8ebIaN26c5b5zUrFiRd15553OxyNHjtSxY8c0b948paen66abbtKzzz6rl156SSNGjHB+Zps0aaLRo0c768XExOjMmTOaMmWK865TpmmqVatWmjZtmnO95ORkDRw40KUNfDdlr7h8L0l8N/nKd5MvfC9JRf/dxHkme8XlPJPTOUYq+vMM1zNcz+TneqZLly5677339Oabb2r69OlKT093mdfIz89Pbdu21Xvvvef2+erUqZPmzp2rBx980C1clqRatWrpww8/1H333afffvvNWd67d2+X4Fm68F5easmSJW77zFS+fHlNmDBBAwYM0HPPPadFixZl+95fOh9ikyZNsvwxZtmyZWrUqFGW28gJk4YXgnPnzmnSpElatWqV2wfhnXfecfkgzJ492+XiIC0tTS+88II++eSTLD8MmbcxXLBggVJTU513kVi+fLlmzpzpTPUvlnnifPjhh11OnCtWrNCXX36pV199NcfnkznhYubEYjNnztTChQu1du3abG9RGh8fr6FDh+rIkSPOXzFefPFFpaSk5Ppr0rBhwxQSEqL//Oc/2a6TeeI0DEMHDx50/mJ3qawu4Nq2bet8LpkeeOABpaena+7cuc6ylJQUzZ49W59++qnz5Jkp8+T50EMPuZw8L510La88PWY8PV6kCxNIvvnmm9q6dWu2J88HH3zQ5UT27bff6ptvvtHYsWNzfD5///23tm7d6jyBzZ07V3PnztW6deuyPOFK0pEjRzRs2DD99ttvzmMmLi5Op0+fdt5hJzsDBw5UnTp1NGXKlGzX+eWXX/Tcc88pISFBSUlJ2R4zTz75pFtZo0aN3I6lwYMHKyQkRK+//rqzzDRNffrpp/r000+1e/dupaenS7pwwVqtWjV17txZ9913n8uFj6fHjMPh0BtvvKHly5crPT1dAwYM0PDhw/Xf//5X06dPd/763q1bN7344osqV66cs+7cuXP11ltvOS8qMu848+STTzovPJcuXSrTNNW3b1+3ff/555/O11G68CtjeHi4pbdJTk5O1j///KMaNWq43cXqYidOnFB8fHyuv25fau/evbrsssty/aUmNTVV7777rvbv3++cnNQTP/zwg6pUqZLlBYN04aL/2LFjcjgcCgkJUc2aNd0mfMxcr3Llyvm6A9DFMn9lv/jW2/v27VN8fLyqVaumJk2aZHlb7n///Vd79+5VamqqatWqpauuuipP++O7yf08U9TfS5LvfzdlXqqW1u+mcePGuX1+iuP3kuSd7ybOM94/zxTkmPHGeSYT1zP5V5yvZ3777Tf9/vvvhXI9I114Df/8808lJiZKutCrtEaNGtk+B4fDoXPnzjlvBpGd8+fP69ixYy5hel4kJycrICAgT6/h8uXLtX//ft10003OMDa//v77b5UrV87Z4zSvCJwKkacX9pLnH4aiPHFm3hUjO75y4pSK98mzMP8YlPJ/8vREcTrhrlixQgkJCQU64Uq5n3TT09N16tQp5zGT00WG1U6dOqWDBw+qWrVq2X6O0tLSdPDgQaWmpqpGjRout9vOr7Nnz+ree+/Vs88+63Y7cepRT+Ki3hNWfS9lrst3k7uS9t1UnL+XpML/buI8k3/F5fpX8s55BkDhY0hdIbLZbG6/tFx11VXOE+HJkycVHx+fZS+LqlWruoxtv1R2dStVqpTtF2taWpqOHj2a5YXM2bNn3eYeyK5ecHCw8znkVK98+fLOXxfys7/w8HAdPXo013oBAQHOW2Lm9vxy22ezZs3cfsW5uF61atWyvNC8dJ8Xr5Of1zSTzWZTSkqKS72Lj5m0tDQdPnzYrV7VqlVVvnz5fO/v6NGjSktLU926dSVd+LJfs2aNvvrqK9WsWVNdu3aVn5/7aSKzXub2MusdOHAgy3qGYahs2bJ5qpfV65zf/eVUz8/PT4GBgdq5c6eqVKmSZT2r9nnZZZcVqK2e1tu2bVuu9U6dOqWgoCC39z67ert3787ydZIuHOs7duzQrl27nL8yZv7ySb3SWe9SNWrUcH43HTt2TL/88ov++OMPlS1bNs/zAWTWky707ri03sXfTbnVy8sfgZfWi4iIyFM7k5KS1LBhQzVs2DDXW8jntL+L5y7JSub3Uma9f/75x3lL5KzWzcs+s3svLr2eOXbsmA4fPqzg4GBVq1Yt27Dm0muZ3PaXmpqqjIwMBQUFKSAgQHXr1tWJEye0YMEC7du3T6mpqWrSpIkGDhzoUvfiepnyUi+zB9XF7c+u3sWvYX72d3Fgkpd6kgr0/C4Omy6t5+fnJ8Mw9OGHHxbK61mQuhfXy/xeOnHihGbOnJljvRUrVujaa69VhQoVXM4zuVmxYoXat2+f71/qN27cqGuvvTbXsK5ixYou55m87u/S88zFz+9il14DXyqv+7v0PHPp/rK7/r3UTz/9pGuvvdajwOnifeb0d1N29XL7mykrqamp+vnnn/9fe/cfE3X9xwH8CaGUmg6UYQbZEjwQIRAnKefkR4wfIxhuIj9Sp0jWbkS6zHRpMEemKQt/NFkbUiJLUkkuKH7EJCpBZvyIhEQdnMQUBU7CApN7f/9g3Lfj0PjyPe4H93xst/nhPs/P+/W53fDuxefzfkMIAW9vb1hYWODBgwc4f/68uikaGhqq9fr9W87BwQEhISHMTbIcMPT7qLKyEjdu3IBSqYSFhQXs7Ozg6emJFStWPHZOtUdlvby8sHz58kdmTSX3b3iFkwEVFxfjrbfe0pg4b7zZY8eOITs7G319fbC3t0dCQoLW5bT19fWIiYnRGG+y50ypVn3m+vr6kJycjJ9++gkAEBgYiIMHD2LLli2orq6GlZUVHj58CFdXV+Tk5KgveZ/sOVOqVd85FxcXjdsuR7ttYfiydwsLC/V7jTnzzAFAeno64uPj1V8EVCoVPvjgA3zxxRcYHBxUN4DXrVuncSvUZMkBQ/O0GLpOY3xtHpV77bXX4ODggD179gAYmnA6ISEBKpVKPW/Er7/+Cmtra+Tk5KgbE8wZR84QY7q4uMDKygpSqRQREREICAgY05VbzBlHzhBj3rx5E5s3b4ZCoYAQAm5ubvj000+RmJiIK1euwMbGBj09PZgzZw4+//xz9dVjzJlnTqVS4eDBgzh58qTGogxWVlaYOXMmuru74ejoiLS0NK0/Zo03ayq5MRNkMN9++63GEojjzZ45c0a4urqK3bt3i9zcXLFt2zbh6uoqNm3aJP744w91ZuQSrZM9Z0q16ju3b98+4ePjI/Ly8kRxcbGIjIwUiYmJwt/fXzQ1NQkhhpYJ9fX1FUeOHDGbnCnVqu/cypUrha+vrzh9+rSorq7WeJSXlwuJRCKys7PVP2POvHNCCOHi4qKxzG5mZqZwdXUV+/fvFw0NDaKhoUHs27dPuLq6ipycHOYmKGdKtfr4+IiSkhL1dkxMjIiNjVUv6S2EEN3d3SI6Olps3ryZOSPLGWJMiUQitm7dKgIDA4VEIhFeXl7i7bffFhcuXBAPHz4Uj8KcceQMMWZycrIIDg4WVVVVorGxUSQkJIioqCgRGRkpbt26JYQQor29XYSHh4ukpCTmzDx3+PBh8eKLL4qsrCxx9epV0draKvLz84Wfn5/IzMwUXV1d4uOPPxbu7u4a/+/9P1lTyY0VG04TIDw8fEwPf39/rQbJeLKRkZEiPT1d4zg1NTVi5cqVIjIyUnR2dgohtJsOkz1nSrXqOxcYGKjxIb+xsVFIJBLx5ZdfahwrKytLhIeHm03OlGrVd+7+/fviwIEDwtPTUxw4cED09fWpn+vt7RUSiURcunRJjMSceeaEGPoy8M8PJoGBgWLv3r1a++3evVtEREQwN0E5U6rV3d1d1NTUqLfd3NxERUWFVq6srEx4enoyZ2Q5Q4z5z/fa5cuXRWpqqli+fLmQSCTipZdeEqmpqeLy5ctax2HOOHKGGNPX11cUFRWptxUKhZBIJKK4uFhjv8LCQiGVSpkz89yqVavEiRMnxEg1NTXC3d1d/Qf+Xbt2iY0bN2rsM96sqeTG6tEzJNK43bhxA5aWlli8ePFjH6PNbzSebFtbm9byrEuXLkVeXh4GBwexdu1arWU1zSFnSrXqO3f79m0sXLhQvT18f/zI++RdXFzw+++/m03OlGrVd27atGnYvn07zpw5g6amJgQHByM/Px//hjnzzI2mo6NDY0nrYYGBgWhtbWVOTzljrnXBggWoq6tTb8+cORMDAwNauYGBAY2Ji5kzjpyhxhy2ZMkS7NmzB5WVlcjMzIRUKsVXX32F+Ph4BAQEID09nTkjzulrzD///FNjTiwbGxsA0Jony8bGRr1iInPmm+vq6hp1HjFnZ2c8ePAAHR0dAIb+P6uvr9fYZ7xZU8mNFRtOE8DZ2RnPP/889u3b99hHfHy8TrLD91aONHfuXOTm5sLe3h5xcXGora3VeH6y50ypVn3nZsyYAaVSqd62srKCvb291qqDAwMDGpOpTvacKdVqiNcGGPpSkJWVhffeew+HDx/GmjVrUFtb+68TCTJnnrm+vj4olUoolUrY2Niol7cfaeR7jTnd5kyl1vXr1+P48eP44YcfAAwt7X7o0CG0tLSo92lubkZGRgb8/f2ZM7KcocYc6YknnsCqVavw0Ucf4eLFizh06BAkEgmys7OZM4HcRI/p5OSEr7/+Wr0tl8sxffp0XLhwQeNYwwvoMGfeOWdnZxQUFGCk8+fPw8rKSr1oz2jzh403ayq5seIqdRPAw8MDlZWVY9p35Aew8WTd3NxQVlaG0NBQrX2efvppZGdnIzk5GR9++KHGl4PJnjOlWvWdc3JyQn19PYKCggAMfeCvqKjQOsZvv/2m9ct6MudMqVZDvDb/FBISAj8/P3zyySeQyWSP3I85884lJCSo/y2EQH19PXx9fTX2uXr1qtYKQ8zpNmcqtUZFReHWrVt4/fXX4eDggIULF6KzsxMRERHqv0IrlUosXrwYO3fuZM7IcoYa83Gsra0RFhaGsLAw9Pb2MmdiuYkYc8uWLUhKSsKlS5cwffp0XLt2DUePHsU777yD9vZ2uLq64sqVKygrK0NKSgpzZp5LSkqCTCbDtWvXIJVKMWXKFPzyyy/4/vvvsWHDBvVKpE1NTXByctJ4D443ayq5seIqdRNAoVCgpaUFgYGBj92vv78fXV1dGsuNjif7zTff4LPPPsPx48e1LgscNjg4iJSUFPz4448oLy8HgEmfM6Va9Z2rqKjAvXv3EBERMWpmWFJSEjw8PJCYmGgWOVOq1RCvzaN0dHSgvb0dixYt0lgCnDnzzo12652dnR2kUqnGzxISErBgwQLs2rWLuQnImVqtwND0AufOnUN9fT3u3r0LlUqFWbNmwcnJCf7+/nj55ZdHvbqOOePI6XPMdevWISUlRWOlvLFgzjhyhhqzuroaRUVFePjwIaKiorB06VL8/PPPSEtLw/Xr1zFv3jzExMRg/fr1zDGHuro6HDlyBM3NzRgYGMD8+fMRFxeH1atXq38fNTQ0YOrUqXBxcdFJ1lRyY8GGExERERERERER6RTncCIiIiIiIiIiIp1iw4mIiIiIiIiIiHSKDSciIiIiIiIiItIpNpyIiIiIiIiIiEin2HAiIiIiMjKnTp2CRCLBmjVrDF0KERER0biw4URERERkZORyOZ599lk0NDSgra3N0OUQERER/c/YcCIiIiIyIjdv3kRtbS127twJW1tbyOVyQ5dERERE9D9jw4mIiIjIiMjlcsyaNQurVq1CcHDwqA2nnp4ebN++HUuWLMHSpUuxY8cONDc3QyKR4Ny5cxr7Xr9+HW+++SaWLVsGd3d3rF69Gt99952+ToeIiIjMFBtOREREREZELpcjKCgIU6dORXh4OFpbW9HQ0KB+XqVS4Y033kBhYSGioqKwdetW3LlzBzt27NA6VktLC9auXYvr168jMTER7777LqZNmwaZTIbS0lJ9nhYRERGZGStDF0BEREREQxobG3Hjxg3s3r0bAODt7Y25c+dCLpfDw8MDAFBWVoba2lrs2rULGzZsAADExsZi48aNWsdLS0vDM888g7Nnz2Lq1KkAgLi4OMTGxuLgwYMICgrS05kRERGRueEVTkRERERGQi6XY86cOfDx8QEAWFhYICwsDEVFRRgcHAQAVFZWYsqUKYiOjlbnLC0tER8fr3EspVKJqqoqhIaGoq+vD93d3eju7kZPTw+kUilaW1tx+/Zt/Z0cERERmRVe4URERERkBAYHB1FYWAgfHx+0t7erf+7h4YGsrCxcvHgRUqkUHR0dsLOzw1NPPaWRf+655zS2FQoFhBDIyMhARkbGqGN2dXXB3t5e9ydDREREZo8NJyIiIiIjUFVVhTt37qCwsBCFhYVaz8vlckil0jEfT6VSAQA2bdqElStXjrrPyCYVERERka6w4URERERkBORyOWbPno09e/ZoPVdaWorS0lKkpqZi3rx5qK6uxl9//aVxlZNCodDIODo6AgCmTJmCFStWTGzxRERERCNwDiciIiIiA+vv70dJSQn8/PwQEhKi9YiPj8f9+/dRXl4OqVSKv//+G3l5eeq8SqXCqVOnNI45e/ZsLFu2DKdPn0ZnZ6fWmN3d3RN+XkRERGS+eIUTERERkYGVl5fj/v37CAgIGPV5T09P2NraoqCgAMeOHYOHhwf2798PhUKBF154AeXl5bh37x6AoYnGh73//vuIi4vDK6+8gujoaDg6OuLu3buoq6vDrVu3UFBQoJfzIyIiIvPDhhMRERGRgRUUFMDa2hq+vr6jPm9paQk/Pz/I5XL09vYiMzMTaWlpyM/Ph6WlJYKCgiCTyRAbGwtra2t1zsnJCWfPnsXRo0eRn58PpVIJW1tbLFq0CDKZTF+nR0RERGbIQgghDF0EEREREf1/ysrKIJPJkJubC29vb0OXQ0RERGaOczgRERERmZj+/n6N7cHBQZw8eRIzZsyAm5ubgaoiIiIi+i/eUkdERERkYvbu3Yv+/n54eXnhwYMHKCkpQW1tLbZt24Ynn3zS0OURERER8ZY6IiIiIlMjl8tx4sQJtLW1YWBgAPPnz0dsbCxeffVVQ5dGREREBIANJyIiIiIiIiIi0jHO4URERERERERERDrFhhMREREREREREekUG05ERERERERERKRTbDgREREREREREZFOseFEREREREREREQ6xYYTERERERERERHpFBtORERERERERESkU2w4ERERERERERGRTrHhREREREREREREOvUfdLmJGMtZCxcAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sn.set_theme()\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "sn.countplot(x='age', hue='y', data=df ,palette={'no': 'red', 'yes': 'green'})\n",
+    "plt.title('Age Distribution for Deposit (Yes/No)')\n",
+    "plt.xlabel('Age')\n",
+    "plt.ylabel('Count')\n",
+    "plt.tight_layout()\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b8711ed0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.014542,
+     "end_time": "2024-02-08T20:16:51.154182",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:51.139640",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "### The Job Feature"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "43320585",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:51.186063Z",
+     "iopub.status.busy": "2024-02-08T20:16:51.185619Z",
+     "iopub.status.idle": "2024-02-08T20:16:51.202593Z",
+     "shell.execute_reply": "2024-02-08T20:16:51.201307Z"
+    },
+    "papermill": {
+     "duration": 0.03607,
+     "end_time": "2024-02-08T20:16:51.204996",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:51.168926",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "job\n",
+       "blue-collar      9732\n",
+       "management       9458\n",
+       "technician       7597\n",
+       "admin.           5171\n",
+       "services         4154\n",
+       "retired          2264\n",
+       "self-employed    1579\n",
+       "entrepreneur     1487\n",
+       "unemployed       1303\n",
+       "housemaid        1240\n",
+       "student           938\n",
+       "unknown           288\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "job_count= df['job'].value_counts()\n",
+    "job_count"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "ba4e78a0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:51.237291Z",
+     "iopub.status.busy": "2024-02-08T20:16:51.236857Z",
+     "iopub.status.idle": "2024-02-08T20:16:51.666704Z",
+     "shell.execute_reply": "2024-02-08T20:16:51.665547Z"
+    },
+    "papermill": {
+     "duration": 0.449472,
+     "end_time": "2024-02-08T20:16:51.669673",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:51.220201",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAsAAAMjCAYAAADDYpliAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAACcQElEQVR4nOzdeXiMV//H8c9MIhHLRJCqXaRFaldb0GjRWktrqa1KqaWqlqJU1VJ9UEU99tKoli7aanWhKFV5qupRa3XTSqy1L0kIIpn5/eGXeRwJMiMyM7xf19VLM/eZe77zNRnJZ859jsXhcDgEAAAAAADw/6yeLgAAAAAAAHgXwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAArmHGjBkqW7ZstjxWly5d1KVLF+fXmzZtUtmyZbVy5cpsefzhw4erQYMG2fJY7jp37pxefvll1a1bV2XLltW//vWvLD1/2bJlNWPGDOO2nTt3qkOHDqpSpYrKli2r33//XZIUExOjVq1aqWLFiipbtqwSEhKytBZflPb9curUKU+XAgDIAv6eLgAAgOzw2Wef6aWXXnJ+HRAQoODgYJUtW1b169dX69atlSdPnpt+nKNHj+rjjz9Wo0aNFBERcdPny0reXFtmvPXWW/r888/Vt29fFS9eXOHh4dcc26BBAx06dEiSZLFYlCdPHhUuXFhVqlRR27ZtVbly5Rs+3qVLlzRw4EAFBATopZdeUs6cOVWkSBGdPn1aAwcO1L333qtRo0YpICBAQUFBWfY8s5Krf+dp3yeffvqpKlasmA0VAgC8FWEBAOCO0r9/fxUrVkwpKSk6ceKE/vvf/2r8+PFauHChZs+erXLlyjnHPvvss+rVq5dL5z927JhmzpypokWLuvQLeXR0tEuP447r1TZu3Dg5HI5bXsPN+Omnn1S5cmX169cvU+MjIiL09NNPS7o8KyE2NlYrV67Uxx9/rG7duhnhkXR5FoGfn5/z6/379+vQoUN67bXX1K5dO+ftMTExOnfunAYMGKA6depkwTO7ddx9PQIAQFgAALijREVFGZ+Y9u7dWxs3blSfPn3Ut29frVixQjlz5pQk+fv7y9//1v5Tef78eQUFBSkgIOCWPs6N5MiRw6OPnxknT57UPffck+nxhQoVUqtWrYzbhgwZosGDB2vhwoUqWbKkOnXq5DwWGBhojE2bTp83b95M3X4zkpKSlCtXriw7HwAAN4s1CwAAd7zIyEj17dtXhw4d0pdffum8PaM1CzZs2KCOHTuqevXqqlq1qho3bqypU6dKurzOQNu2bSVJL730ksqWLauyZcvqs88+k3R5XYIWLVpo165d6ty5sypXruy879VrFqSx2+2aOnWq6tatqypVqqhPnz46fPiwMaZBgwYaPnx4uvteec4b1ZbRmgVJSUmaOHGi6tevrwoVKqhx48aKjo5ONwOhbNmyevXVV7VmzRq1aNFCFSpUUPPmzRUTE3O9tjudPHlSI0aMUJ06dVSxYkW1bNlSn3/+ufN42voNBw8e1Pfff++s/eDBg5k6/5Vy5sypSZMmKV++fJo7d67xXK5cs2D48OF68sknJUkDBgxQ2bJlnf0cNmyYJKlt27YqW7as0fsdO3aoR48euv/++1W5cmU9+eST2rJli1FD2uvq77//1uDBg1WjRg0jtPjiiy/UunVrVapUSTVr1tSgQYPS/Z2nvZb+/vtvdenSRZUrV9YDDzyg+fPnG3273t+5KzZu3KhOnTqpSpUqql69up599lnt2bMnw7GnT5/WgAEDVK1aNdWqVUuvvfaaLl68aIy53vcRAMA7MLMAAABJrVq10tSpU/XDDz/oiSeeyHDMX3/9pd69e6ts2bLq37+/AgICtG/fPm3dulWSFB4erv79+2v69Olq37697r//fklStWrVnOc4c+aMevbsqebNm6tly5YqUKDAdeuaM2eOLBaLevbsqZMnT+rdd99Vt27d9MUXXzhnQGRGZmq7ksPh0LPPPuv8hTMiIkL/+c9/NGnSJB09elQjRowwxm/ZskWrV69Wp06dlDt3bi1atEj9+/fXunXrFBIScs26Lly4oC5dumj//v3q3LmzihUrppUrV2r48OFKSEhQ165dFR4erkmTJmnChAm6++67nZcW5M+fP9PP/0q5c+dWo0aN9Omnn+rvv//Wvffem25M+/btVahQIc2dO1ddunRRxYoVVbBgQUlSWFiYlixZ4rykpUSJEpIu/0Lds2dPVahQQf369ZPFYtFnn32mrl276oMPPlClSpWMxxgwYIBKliypQYMGOUOLOXPm6N///reaNm2qtm3b6tSpU1q8eLE6d+6sZcuWyWazOe8fHx+vZ555Rg8//LCaNm2qVatWafLkySpTpozq16/v8t/5tfz444/q2bOnihUrpn79+unChQtavHixOnbsqM8++0zFihUzxg8cOFBFixbV4MGDtX37di1atEgJCQmaNGmSpBt/HwEAvANhAQAAku6++27lzZtXBw4cuOaYDRs26NKlS5o/f36Gv6gWLFhQUVFRmj59uqpUqZJuCrwkHT9+XGPHjlWHDh0yVVd8fLxWrFjhXHzxvvvu08CBA/Xxxx/rqaeeyuSzy1xtV1q7dq1++uknDRw4UM8++6wkqXPnzurfv7/ee+89Pfnkk85fkiVpz549WrFihfO2WrVqqVWrVlq+fLnzE/qMLFmyRHv27NEbb7yhli1bSpI6dOigLl26aNq0aWrTpo0KFiyoVq1a6d///neGlxa4Iy0g2L9/f4ZhQdWqVZWcnKy5c+eqevXqatKkifPY0aNHtWTJEuOSFofDoTFjxqhWrVp6++23ZbFYnM+lefPmmjZtmhYsWGA8Rrly5TRlyhTn14cOHdKMGTM0cOBA9enTx3n7I488oscff1wffPCBcfuxY8f0+uuv67HHHpN0eaZDgwYNtHTpUtWvX9/lv/NrmTRpkoKDg7VkyRLly5dPktSoUSM9/vjjmjFjhl5//XVjfLFixTRnzhxJl18zefLk0QcffKDu3burXLlyN/w+AgB4By5DAADg/+XKlUvnzp275vG0T3XXrl0ru93u1mMEBASodevWmR7/2GOPGbs0NGnSRKGhoVq/fr1bj59ZMTEx8vPzS3dpRPfu3eVwONJdYlCnTh0jPChXrpzy5Mlz3fAl7XFCQ0PVokUL5205cuRQly5dlJSUpM2bN2fBs0kvd+7cknTdv29X/P7779q7d68effRRnT59WqdOndKpU6eUlJSkyMhIbd68Od1r5urA6Ntvv5XdblfTpk2d9z916pQKFiyokiVLatOmTcb4XLlyGQFAQECAKlaseMOeu+LYsWP6/fff9fjjjzuDAuny32+dOnUyfB127tzZ+DotLEp7zWTF9xEA4NZjZgEAAP8vKSnpupcFNGvWTJ988olGjhypKVOmKDIyUg8//LCaNGkiqzVz+XuhQoVcWsywZMmSxtcWi0UlS5Z0bgt4qxw6dEh33XVXuu0k07YrvPrxCxcunO4cwcHBSkhIuOHjlCxZMl3/0h7nn3/+cbn2zEgLCdJCg5u1d+9eSXKuZ5CRxMREBQcHO7++evr+3r175XA49Mgjj2R4/6sX27z77rudMxjSBAcH688//3Sl9OtK639YWFi6Y+Hh4frhhx/SLc549Wu2RIkSslqtzjUmsuL7CABw6xEWAAAg6ciRI0pMTDQ+Hb9azpw59f7772vTpk36/vvv9Z///EcrVqzQkiVLtGDBAmPbveudI7ukpqZmqqascK3H8dbtGP/66y9J6X+xdVfa83zxxRevuUXh1bsdXL37gt1ul8Vi0fz58zPs59X3z66/25t1daCRFd9HAIBbj7AAAABdXoFekurVq3fdcVarVZGRkYqMjNRLL72kuXPn6s0339SmTZtUp06ddL8Y3ax9+/YZXzscDu3bt8/YpeFan+D/888/Kl68uPNrV2orWrSoNm7cqLNnzxqzC2JjY53Hs0LRokX1559/ym63G58qpz1OkSJFsuRxrnTu3DmtWbNGhQsXds5guFlpfc6TJ4/q1Knj1jlKlCghh8OhYsWKZfhJvjtu9vWY1v+4uLh0x2JjYxUSEpIuxNi3b5/xutu3b5/sdrsxk+JG30cAAM9jrhcA4I63ceNGzZ49W8WKFXMuspeRM2fOpLst7VPk5ORkSVJQUJAk3XD6fWYtW7ZMZ8+edX69cuVKHT9+XFFRUc7bihcvrh07djhrkKR169al227PldqioqKUmpqq999/37h94cKFslgsxuPfjKioKB0/flwrVqxw3paSkqJFixYpV65cqlGjRpY8TpoLFy7oxRdf1JkzZ9SnT58sC3cqVKigEiVKaMGCBRmug3Dq1KkbnuORRx6Rn5+fZs6cmW5GhsPh0OnTp12u62Zfj3fddZciIiK0bNky4xy7d+/Whg0bVL9+/XT3ufo1s3jxYklyvmYy830EAPA8ZhYAAO4oMTExio2NVWpqqk6cOKFNmzZpw4YNKlKkiObMmZNuaviVZs2apZ9//ln169dX0aJFdfLkSX3wwQe6++67ndvSlShRQjabTR999JFy586tXLlyqVKlSsYnra4IDg5Wp06d1Lp1a+fWiSVLljS2d2zXrp1WrVqlZ555Rk2bNtX+/fv11VdfpbukwpXaGjRooFq1aunNN9/UoUOHVLZsWW3YsEFr165V165dr3u5hivat2+vJUuWaPjw4fr1119VtGhRrVq1Slu3btWIESPSrZngiqNHjzpnjCQlJWnPnj3OsKV79+6Z3pEiM6xWq1577TX17NlTLVq0UOvWrVWoUCEdPXpUmzZtUp48eTR37tzrnqNEiRIaOHCgpkyZokOHDqlRo0bKnTu3Dh48qDVr1uiJJ55Qjx49XKorK16PL774onr27Kn27durbdu2zq0T8+bNq379+qUbf/DgQfXp00cPPPCAtm/fri+//FItWrRQuXLlJGXu+wgA4HmEBQCAO8r06dMlXV5xP1++fCpTpoxGjBih1q1b3/AX0wYNGujQoUNaunSpTp8+rZCQENWsWVPPP/+88ubN6zzvxIkTNXXqVI0ZM0YpKSmaMGGC22FBnz599Oeff2revHk6d+6cIiMjNXr0aOcnxpL0wAMPaPjw4XrnnXc0fvx4VahQQXPnzk23pZ0rtVmtVs2ZM0fTp0/XihUr9Nlnn6lo0aJ68cUX1b17d7eeS0Zy5sypRYsWafLkyfr888919uxZhYWFacKECS7tGpGR33//XS+++KIsFoty586twoUL66GHHlK7du1UqVKlLHoG/1OrVi0tWbJEs2fP1uLFi5WUlKTQ0FBVqlRJ7du3z9Q5evXqpVKlSmnhwoWaNWuWpMsLGdatW1cNGjRwuSZXX49pMxquXDegTp06evvttzV9+nRNnz5d/v7+qlGjhoYOHZrheaZNm6Z///vfmjJlivz9/fXkk0/qxRdfdB7PzPcRAMDzLA5vXXkIAAAA2eq9997Tv/71L3377bdZNnsEAOCbWLMAAAAAkqRffvlFuXLluiULSwIAfAuXIQAAANzhVq1apf/+97/66quv1K5dO/n78yMiANzpuAwBAADgDtegQQOdO3dODz/8sEaMGJFuO0QAwJ2HsAAAAAAAABhYswAAAAAAABgICwAAAAAAgIGwAAAAAAAAGFjq1sMcDofsdu9cNsJqtXhtbd6KnrmHvrmOnrmHvrmOnrmHvrmOnrmHvrmOnrmHvrnOW3tmtVpksVhuOI6wwMPsdodOnTrn6TLS8fe3KiQktxISkpSSYvd0OT6BnrmHvrmOnrmHvrmOnrmHvrmOnrmHvrmOnrmHvrnOm3uWP39u+fndOCzgMgQAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGrwsL9u3bp1GjRqlVq1a677771KJFiwzHffLJJ2rcuLEqVqyoli1bat26denGJCYmasSIEapZs6aqVq2q/v3769ixY+nGbd26Ve3bt1elSpX00EMPad68eXI4zP0wHQ6H5s2bpwcffFCVKlVS+/bttX379ix5zgAAAAAAeBOvCwv++usvrV+/XiVLllR4eHiGY5YvX65XXnlFTZs21fz581WlShX169cv3S/vAwcO1IYNGzRmzBhNnjxZcXFx6tmzp1JSUpxj9u3bpx49eig0NFRvvfWWunbtqunTp2vBggXGuebPn6/p06erW7dueuuttxQaGqru3bvrwIEDWd4DAAAAAAA8yd/TBVytQYMGatSokSRp+PDh2rVrV7ox06dPV/PmzTVw4EBJUu3atbV7927NmjVL8+fPlyRt27ZNP/zwg6Kjo1WvXj1JUlhYmJo1a6bVq1erWbNmkqTo6GiFhIRo6tSpCggIUGRkpE6dOqW5c+eqS5cuCggI0MWLF/XWW2+pe/fu6tatmyTp/vvvV5MmTRQdHa0xY8bc2qYAAAAAAJCNvG5mgdV6/ZIOHDigvXv3qmnTpsbtzZo108aNG5WcnCxJiomJkc1mU926dZ1jSpcurYiICMXExDhvi4mJUcOGDRUQEGCcKyEhQdu2bZN0+TKFs2fPGo8ZEBCghx9+2DgXAAAAAAC3A6+bWXAjsbGxki7PErhSeHi4Ll26pAMHDig8PFyxsbEKCwuTxWIxxpUuXdp5jqSkJB0+fFilS5dON8ZisSg2Nla1atVyjr96XHh4uN59911duHBBOXPmdPs5+ft7XWYjPz+r8SdujJ65h765jp65h765jp65h765jp65h765jp65h7657nbomc+FBfHx8ZIkm81m3J72ddrxhIQE5c2bN939g4ODnZc2JCYmZniugIAABQUFGecKCAhQYGBgusd0OByKj493OyywWi0KCcnt1n2zg80W5OkSfA49cw99cx09cw99cx09cw99cx09cw99cx09cw99c50v98znwoLbjd3uUEJCkqfLSMfPzyqbLUgJCeeVmmr3dDk+gZ65h765jp65h765jp65h765jp65h765jp65h765zpt7ZrMFZWrGg8+FBcHBwZIuzwoIDQ113p6QkGAct9lsOnLkSLr7x8fHO8ekzTxIm2GQJjk5WefPnzfOlZycrIsXLxqzCxISEmSxWJzj3JWS4l0vniulptq9uj5vRM/cQ99cR8/cQ99cR8/cQ99cR8/cQ99cR8/cQ99c58s987kLKNLWDUhbRyBNbGyscuTIoeLFizvHxcXFyeFwGOPi4uKc58iVK5cKFy6c7lxp90sbl/ZnXFxcuscsUqTITa1XAAAAAACAt/G5sKB48eIqVaqUVq5cady+YsUKRUZGOnc1iIqKUnx8vDZu3OgcExcXp99++01RUVHO26KiorR27VpdunTJOJfNZlPVqlUlSdWqVVOePHn0zTffOMdcunRJq1evNs4FAAAAAMDtwOsuQzh//rzWr18vSTp06JDOnj3rDAZq1qyp/Pnz6/nnn9eQIUNUokQJ1apVSytWrNDOnTu1ePFi53mqVq2qevXqacSIERo2bJgCAwP15ptvqmzZsnrkkUec43r06KGvvvpKgwcPVseOHbV7925FR0dr0KBBzuAhMDBQvXv31owZM5Q/f36VKVNGH374oc6cOaMePXpkY3cAAAAAALj1vC4sOHnypAYMGGDclvb1e++9p1q1aqlFixY6f/685s+fr3nz5iksLEwzZ850zgRIM23aNE2YMEGjRo1SSkqK6tWrp5EjR8rf/39Pu2TJkoqOjtbEiRPVq1cv5c+fX/3791f37t2Nc/Xs2VMOh0MLFizQqVOnFBERoejoaOdlDwAAAAAA3C4sjqsv6ke2Sk2169Spc54uIx1/f6tCQnLr9OlzPrsgR3ajZ+6hb66jZ+6hb66jZ+6hb66jZ+6hb66jZ+6hb67z5p7lz587U7sh+NyaBQAAAAAA4NYiLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGDw93QByDpWq0VWqyVLzpW272Zm9t/MDLvdIbvdkSXnAgAAAADcWoQFtwmr1aJ8+XJl2S/3aWy2oCw5T2qqXWfOJBEYAAAAAIAPICy4TVitFvn5WTX5/S06eDTR0+UYihXKqyGd75fVaiEsAAAAAAAfQFhwmzl4NFF7DsV7ugwAAAAAgA9jgUMAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGf08XAHia1WqR1Wq56fP4+VmNP7OC3e6Q3e7IsvMBAAAAQGYQFuCOZrVaFJIvSFY/vyw7p80WlGXnsqem6vSZ8wQGAAAAALIVYQHuaFarRVY/Px1bNk3JJw96uhxDQIFiuuuxgbJaLYQFAAAAALIVYQEgKfnkQSUfifN0GQAAAADgFVjgEAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAwWfDgrVr16pdu3aqWrWq6tWrpwEDBujAgQPpxn3yySdq3LixKlasqJYtW2rdunXpxiQmJmrEiBGqWbOmqlatqv79++vYsWPpxm3dulXt27dXpUqV9NBDD2nevHlyOBy35PkBAAAAAOApPhkWbNq0Sf369dM999yjWbNmacSIEfrjjz/UvXt3XbhwwTlu+fLleuWVV9S0aVPNnz9fVapUUb9+/bR9+3bjfAMHDtSGDRs0ZswYTZ48WXFxcerZs6dSUlKcY/bt26cePXooNDRUb731lrp27arp06drwYIF2fW0AQAAAADIFv6eLsAdy5cvV5EiRTR+/HhZLBZJUv78+dW1a1ft2rVL1atXlyRNnz5dzZs318CBAyVJtWvX1u7duzVr1izNnz9fkrRt2zb98MMPio6OVr169SRJYWFhatasmVavXq1mzZpJkqKjoxUSEqKpU6cqICBAkZGROnXqlObOnasuXbooICAgm7sAAAAAAMCt4ZMzC1JSUpQ7d25nUCBJefPmlSTnZQEHDhzQ3r171bRpU+O+zZo108aNG5WcnCxJiomJkc1mU926dZ1jSpcurYiICMXExDhvi4mJUcOGDY1QoFmzZkpISNC2bduy/kkCAAAAAOAhPjmzoHXr1vriiy/0/vvvq2XLljpz5oymTp2q++67T9WqVZMkxcbGSro8S+BK4eHhunTpkg4cOKDw8HDFxsYqLCzMCB6ky4FB2jmSkpJ0+PBhlS5dOt0Yi8Wi2NhY1apVy+3n4+9/85mNn5/35z7eWKM31nQ1X6jxZqQ9v9v9eWYleuYe+uY6euYe+uY6euYe+uY6euYe+ua626FnPhkWVK9eXTNnztTgwYP16quvSpIiIiL09ttvy8/PT5IUHx8vSbLZbMZ9075OO56QkOCclXCl4OBg7dq1S9LlBRAzOldAQICCgoKc53KH1WpRSEhut+/vS2y2IE+X4JPulL7dKc8zK9Ez99A319Ez99A319Ez99A319Ez99A31/lyz3wyLNi6datefPFFPfHEE3rwwQd15swZzZ49W7169dIHH3ygnDlzerrETLPbHUpISLrp8/j5Wb3+hZiQcF6pqXZPl2Ggb56X9ndwuz/PrETP3EPfXEfP3EPfXEfP3EPfXEfP3EPfXOfNPbPZgjI148Enw4LXXntNtWvX1vDhw523ValSRQ8++KC++OILtW/fXsHBwZIuzwoIDQ11jktISJAk53GbzaYjR46ke4z4+HjnmLSZB2kzDNIkJyfr/PnzznHuSknxrhfPrZKaar9jnmtWulP6dqc8z6xEz9xD31xHz9xD31xHz9xD31xHz9xD31znyz3zyQso9uzZo3Llyhm33X333QoJCdH+/fslybm+QNq6A2liY2OVI0cOFS9e3DkuLi7OuTBimri4OOc5cuXKpcKFC6c7V9r9rl7LAAAAAAAAX+aTYUGRIkX022+/GbcdOnRIp0+fVtGiRSVJxYsXV6lSpbRy5Upj3IoVKxQZGenc1SAqKkrx8fHauHGjc0xcXJx+++03RUVFOW+LiorS2rVrdenSJeNcNptNVatWzfLnCAAAAACAp/jkZQgdOnTQ+PHj9dprr6lBgwY6c+aM5syZowIFChhbJT7//PMaMmSISpQooVq1amnFihXauXOnFi9e7BxTtWpV1atXTyNGjNCwYcMUGBioN998U2XLltUjjzziHNejRw999dVXGjx4sDp27Kjdu3crOjpagwYNMrZTBAAAAADA1/lkWPDUU08pICBAH374oZYuXarcuXOrSpUqmjZtmkJCQpzjWrRoofPnz2v+/PmaN2+ewsLCNHPmzHQzAaZNm6YJEyZo1KhRSklJUb169TRy5Ej5+/+vPSVLllR0dLQmTpyoXr16KX/+/Orfv7+6d++ebc8bAAAAAIDs4JNhgcViUceOHdWxY8cbjm3Xrp3atWt33TF58+bV+PHjNX78+OuOq1atmj7++GOXagUAAAAAwNf45JoFAAAAAADg1iEsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGf08XAMD3WK0WWa2WLDmXn5/V+PNm2e0O2e2OLDkXAAAAcKciLADgEqvVonwhQfKz+mXpeW22oCw5T6o9VWdOnycwAAAAAG4CYQEAl1itFvlZ/TT9pwU6lHDE0+UYitruVv/a3WW1WggLAAAAgJtAWADALYcSjiju9AFPlwEAAADgFmCBQwAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGnw4LPv/8cz322GOqWLGiatWqpWeeeUYXLlxwHv/uu+/UsmVLVaxYUY0bN9bSpUvTnSM5OVmvv/666tatqypVqujpp59WbGxsunF79uzR008/rSpVqqhu3bqaNGmSkpOTb+nzAwAAAADAE/w9XYC75syZo/nz56tPnz6qUqWKTp8+rY0bNyo1NVWS9PPPP6tfv35q27atRowYoZ9++kkvv/yycufOrSZNmjjP89prr2nFihUaPny4ChUqpLlz56pbt25avny58ubNK0mKj49X165dVapUKc2YMUNHjx7VxIkTdeHCBY0aNcojzx8AAAAAgFvFJ8OC2NhYzZw5U7Nnz1b9+vWdtzdu3Nj5/3PmzFGlSpX06quvSpJq166tAwcOaPr06c6w4MiRI/r00081evRotW3bVpJUsWJFPfTQQ/roo4/Us2dPSdJHH32kc+fOaebMmcqXL58kKTU1VWPHjlXv3r1VqFCh7HjaAAAAAABkC5+8DOGzzz5TsWLFjKDgSsnJydq0aZMxg0CSmjVrpj179ujgwYOSpB9++EF2u90Yly9fPtWtW1cxMTHO22JiYhQZGekMCiSpadOmstvt2rBhQxY+MwAAAAAAPM8nZxbs2LFDZcqU0ezZs7Vo0SIlJiaqQoUKeumll1S5cmXt379fly5dUunSpY37hYeHS7o8M6FYsWKKjY1VgQIFFBwcnG7cp59+6vw6NjZWbdq0McbYbDaFhoZmuL6Bq/z9bz6z8fPz/tzHG2v0xpqu5m01els9GfGFGm9G2vO73Z9nVqNvrqNn7qFvrqNn7qFvrqNn7qFvrrsdeuaTYcHx48e1a9cu7d69W6NHj1ZQUJDmzp2r7t27a/Xq1YqPj5d0+Rf6K6V9nXY8ISHBuS7B1ePSxqSNu/pckhQcHGyMc4fValFISO6bOoevsNmCPF2CT6JvrrtTenanPM+sRt9cR8/cQ99cR8/cQ99cR8/cQ99c58s988mwwOFwKCkpSf/+979Vrlw5SVLlypXVoEEDLV68WPXq1fNwhZlntzuUkJB00+fx87N6/QsxIeG8UlPtni7DQN9cR888L+3v4HZ/nlmNvrmOnrmHvrmOnrmHvrmOnrmHvrnOm3tmswVlasaDT4YFNptN+fLlcwYF0uW1Bu677z79/fffat68uSQpMTHRuF9CQoIkOS87sNlsOnv2bLrzJyQkGJcm2Gy2dOeSLs9QuPoSBnekpHjXi+dWSU213zHPNSvRN9fdKT27U55nVqNvrqNn7qFvrqNn7qFvrqNn7qFvrvPlnvnkBRT33HPPNY9dvHhRJUqUUI4cOdKtJ5D2ddpaBqVLl9aJEyfSXUoQGxtrrHdQunTpdOdKTEzU8ePH062LAAAAAACAr/PJsOChhx7SmTNn9PvvvztvO336tH799VeVL19eAQEBqlWrllatWmXcb8WKFQoPD1exYsUkSfXq1ZPVatXq1audY+Lj4/XDDz8oKirKeVtUVJR+/PFH58wESVq5cqWsVqvq1q17q54mAAAAAAAe4ZOXITRq1EgVK1ZU//79NWjQIAUGBmrevHkKCAhQp06dJEnPPvusnnrqKY0ZM0ZNmzbVpk2b9PXXX+vNN990nufuu+9W27ZtNWnSJFmtVhUqVEhvvfWW8ubNqw4dOjjHdejQQYsWLdJzzz2n3r176+jRo5o0aZI6dOigQoUKZfvzBwAAAADgVvLJsMBqtWrevHmaMGGCRo0apUuXLql69ep6//33FRoaKkmqXr26ZsyYoWnTpunTTz9VkSJF9Nprr6lp06bGuUaOHKncuXNrypQpOnfunKpVq6Z33nnH2CUhODhY7777rsaNG6fnnntOuXPnVtu2bTVo0KBsfd4AAAAAAGQHnwwLJCl//vx64403rjumYcOGatiw4XXHBAQEaNiwYRo2bNh1x4WHh2vhwoWulgkAAAAAgM/xyTULAAAAAADArUNYAAAAAAAADIQFAAAAAADAQFgAAAAAAAAMhAUAAAAAAMBAWAAAAAAAAAyEBQAAAAAAwEBYAAAAAAAADIQFAAAAAADAQFgAAAAAAAAMhAUAAAAAAMBAWAAAAAAAAAyEBQAAAAAAwEBYAAAAAAAADIQFAAAAAADAQFgAAAAAAAAM/u7ecdOrUyVJJR6pr8K17093POn4CZ098I8k6a5qldx9GAAAAAAAkM3cDwvGTJbFYlGOPLkyDAv+eO9TbXhxnGSx6PmUgzdVJAAAAAAAyD5uhwU34rDb5XA4ZLlVDwAAAAAAAG6JW7JmQcqFCzr84+ZbcWoAAAAAAHCLuTSzYIZfUeNrh8OhDUPHacPQcde8T4Atr3uVAQAAAAAAj3ApLHA4HLJYLHI4HMZtGbFYLLJYLLq7drWbqxAAAAAAAGQrly9DuFY4kNG4XHffpbqvj3S5KAAAAAAA4DkuzSx4+J1pki4HAWu6D5LFYtG97VupZOMHjXHWHP7KXfRuFY6sLr+AgKyqFQAAAAAAZAOXwoKIrk84/39N90FyOBy6q3ol43YAAAAAAODb3N46sVvcJklSzvwhWVYMAAAAAADwPLfDAlvJ4s7/v3QuSRdOn5Hs9gzH5i1RzN2HAQAAAAAA2cztsECSflu4RFsmzdKZP/dce5DFoudTDt7MwwAAAAAAgGzkdliw6+33ta73i5Kuv0OCxd0HAAAAAAAAHuHy1olptk19K9PbKAIAAAAAAN/h9syChNj9slgs8g/KqcjxLymkbLj8AgOZSgAAAAAAgI9zOyzImT+fko4eV8Vnu6pK/2eysiYAAAAAAOBBbl+GUKpFIzkcDqWcv5CV9QAAAAAAAA9zOyyo/eqLyl24kH575yPFff1tVtYEAAAAAAA8yO3LEFZ16iv/XEE6d/iovm7VTbmL3C1bqWKy5shhDrRY1HrtJzdbJwAAAAAAyCZuhwUHv/9RFotFFotFDodDZw8d1rl/jhhjHA6HLBZWPAQAAAAAwJe4HRZISrd1IlspAgAAAADg+9wOCyK6PpGVdQAAAAAAAC/hdljw8DvTsrAMAAAAAADgLdzeDQEAAAAAANye3J5ZkLj/YKbH5i1RzN2HAQAAAAAA2cztsOCdUjUzt9OBxaLnUzIfLADA7cpqtchqvfkdYvz8rMafWcFud8huZ5FaAAAAXHZTuyFIN94BgY0TAeByUBCSL0hWP78sO6fNFpRl57Knpur0mfMEBgAAAJCUxVsnpkmbccBWigBwmdVqkdXPT7unTlPSAe+abZWreDGVeWGgrFYLYQEAAAAk3URY0Hrdp+luS72YrDN/xWnnrHd05s89KtW8kaoN6XNTBQLA7STpwEGdi43zdBkAAADAdbkdFhSrXyfD20s+8qDKPdlG71d4SPtWrFWFXk+6XRwAAAAAAMh+t2TrxMBgmwrXrSGHw6EtE2feiocAAAAAAAC3yC0JCy4mJOrof7dJko5v33UrHgIAAAAAANwibl+G8FmDtuluczgcSjl/QWf+3KPkhMTLD5Azp/vVAQAAAACAbOd2WHDw+x+dux5czeFwyGKxyGKxqMQj9d0uDgAAAAAAZL9bsnVi2rF895ZWvcmjbuYhAAAAAABANnM7LIjo+kSGt1usVgXms6lQjSoq/XhT+QcGul0cAAAAAADIfm6HBQ+/My0LywAAAAAAAN7iluyGAAAAAAAAfNdNrVkgSYf+85O2vzlPhzdu0cXT8QoMCVbhOtVVZWBPFX2gdlbUCAAAAAAAstFNzSzY9uZb+uyhtor9YpWSjh5XanKyko4eV+yylfrsobbaNm1eVtUJAAAAAACyidthwdHN2/XD0HFy2O0ZHnfY7dowdJyObt7u7kMAAAAAAAAPcDss2D79bTnsdlksFvnnzqV72z2qyv266952j8o/dy5JlwODHTOis6xYAAAAAABw67m9ZsHhH/4rScpbspie2LRcuUILOo8lHTuhj2s1U8K+g/rnP5tuvkoAAAAAAJBt3J5ZcO7IcVksFpXp+JgRFEhSrrsKqkynx53jAAAAAACA73A7LLD6+0mSkhPOZng87fa0cQAAAAAAwDe4HRbYwkrI4XDo93c+0r7V3xvH9q1ap98WfCiLxSJbWImbrREAAAAAAGQjt9csKNn4QZ3c9YdSzl/Ql007Kyi0gHIVClXS0eM6f/ykHA6HLBaLSjZ5KCvrBQAAAAAAt5jbMwuqDOqlnCH5JEkOh0NJx07o5K4/lHTshBwOhyQpMF+wqg7qlSWFAgAAAACA7OF2WJCnyN1q/nm0AvPnc96WFhJIUs4CIWq+bIFyFy50UwUCAAAAAIDs5fZlCJJUNCpSXf/eqN8XLtHhjVt04dRp5cwfosJ1qiui6xMKDLZlVZ0AAAAAACCb3FRYIEmBwTZVGdBTVQb0zIp6AAAAAACAh7kcFiTuP3j5jrmCFFSwQIZjzp84qZSk85KkvCWK3UR5AAAAAAAgu7m0ZsHeld9pYVgtLQyrpdgvVl1zXOwXqy6PK11bh/7z000XCQAAAAAAso9LYcHfny6Xw+FQrkKhiujW/prjIro+oaDQApLDob+WfHnTRQIAAAAAgOzjUlhw5KctslgsKtH4QVn9/K59Un9/lWzykBwOhw5+/+NNFwkAAAAAALKPS2FB4t4DkqR895S64djg/x+TuO+gy0UBAAAAAADPcSksSL2UIklyOBw3Hvz/Y1KTL7leFQAAAAAA8BiXwoKcIcGSpGNbdt5w7PFtu4z7AAAAAAAA3+BSWBBS7h45HA7tXb5WJ3b+ds1xJ3b+priv18hisShf2fCbLhIAAAAAAGQfl8KC4o0ekCTZU1K0rHFH7fliZboxsV+u0hdNO8uecvmShRL/fx8AAAAAAOAb/F0ZXKFXF/08frpSLyYr6ehxrWjdQ4EhwcpX5vLsgTO79+ji6XjnmgZ+gQGq0KtL1lcNAAAAAABuGZdmFuS6q6DqTR4th8Mhi8Uih8OhC6fO6OimrTq6aasunDrjPGaxWFR30ivKVSj0VtUOAAAAAABuAZfCAkmq1Leb6k58WRbr5btaLBbnsbT/t1itivzXcFXu1z2LygQAAAAAANnFpcsQ0tz/4nMKe/Rh7ZgerQPfbdC5Q4clSbmLFlbxhvVUqd/TKnBf2SwtFAAAAAAAZA+3wgJJyh9RRg/NeT0rawEAAAAAAF7A5csQAAAAAADA7Y2wAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAwd/TBQAAcC1Wq0VWqyVLzuXnZzX+vFl2u0N2uyNLzgUAAOBtCAsAAF7JarUoX75cWfbLfRqbLShLzpOaateZM0kEBgAA4LZEWAAA8EpWq0V+flZ99v42nTia6OlyDAUL5VXrzlVltVoICwAAwG2JsAAA4NVOHE3UkUMJni4DAADgjsIChwAAAAAAwHBbhAXnzp1TVFSUypYtq19++cU49sknn6hx48aqWLGiWrZsqXXr1qW7f2JiokaMGKGaNWuqatWq6t+/v44dO5Zu3NatW9W+fXtVqlRJDz30kObNmyeHg+mnAAAAAIDby20RFsyePVupqanpbl++fLleeeUVNW3aVPPnz1eVKlXUr18/bd++3Rg3cOBAbdiwQWPGjNHkyZMVFxennj17KiUlxTlm37596tGjh0JDQ/XWW2+pa9eumj59uhYsWHCrnx4AAAAAANnK59cs2LNnjz744AMNGzZMo0ePNo5Nnz5dzZs318CBAyVJtWvX1u7duzVr1izNnz9fkrRt2zb98MMPio6OVr169SRJYWFhatasmVavXq1mzZpJkqKjoxUSEqKpU6cqICBAkZGROnXqlObOnasuXbooICAg+540AAAAAAC3kM/PLHjttdfUoUMHhYWFGbcfOHBAe/fuVdOmTY3bmzVrpo0bNyo5OVmSFBMTI5vNprp16zrHlC5dWhEREYqJiXHeFhMTo4YNGxqhQLNmzZSQkKBt27bdiqcGAAAAAIBH+PTMgpUrV2r37t2aMWOGfv31V+NYbGysJKULEcLDw3Xp0iUdOHBA4eHhio2NVVhYmCwWizGudOnSznMkJSXp8OHDKl26dLoxFotFsbGxqlWrltvPw9//5jObrN6H/Fbwxhq9saareVuN3lZPRryxRm+s6WreVqO31ZMRX6jxZqQ9v9v9eWY1+uY6euYe+uY6euYe+ua626FnPhsWnD9/XhMnTtSgQYOUJ0+edMfj4+MlSTabzbg97eu04wkJCcqbN2+6+wcHB2vXrl2SLi+AmNG5AgICFBQU5DyXO6xWi0JCcrt9f19iswV5ugSfRN9cR8/cQ99cd6f07E55nlmNvrmOnrmHvrmOnrmHvrnOl3vms2HBnDlzVKBAAbVp08bTpdwUu92hhISkmz6Pn5/V61+ICQnnlZpq93QZBvrmOnrmHvrmOnrmeWl/B7f788xq9M119Mw99M119Mw99M113twzmy0oUzMefDIsOHTokBYsWKBZs2Y5P/VPSkpy/nnu3DkFBwdLujwrIDQ01HnfhIQESXIet9lsOnLkSLrHiI+Pd45Jm3mQ9lhpkpOTdf78eec4d6WkeNeL51ZJTbXfMc81K9E319Ez99A3190pPbtTnmdWo2+uo2fuoW+uo2fuoW+u8+We+WRYcPDgQV26dEm9evVKd+ypp55S5cqVNWXKFEmX1y64cq2B2NhY5ciRQ8WLF5d0ed2BjRs3yuFwGOsWxMXFqUyZMpKkXLlyqXDhws41DK4c43A40q1lAAAAAACAL/PJ1RYiIiL03nvvGf+99NJLkqSxY8dq9OjRKl68uEqVKqWVK1ca912xYoUiIyOduxpERUUpPj5eGzdudI6Ji4vTb7/9pqioKOdtUVFRWrt2rS5dumScy2azqWrVqrfy6QIAAAAAkK18cmaBzWa75u4D5cuXV/ny5SVJzz//vIYMGaISJUqoVq1aWrFihXbu3KnFixc7x1etWlX16tXTiBEjNGzYMAUGBurNN99U2bJl9cgjjzjH9ejRQ1999ZUGDx6sjh07avfu3YqOjtagQYOM7RQBAAAAAPB1PhkWZFaLFi10/vx5zZ8/X/PmzVNYWJhmzpyZbibAtGnTNGHCBI0aNUopKSmqV6+eRo4cKX///7WnZMmSio6O1sSJE9WrVy/lz59f/fv3V/fu3bP7aQEAAAAAcEvdNmFBrVq19Oeff6a7vV27dmrXrt1175s3b16NHz9e48ePv+64atWq6eOPP76pOgEAAAAA8HY+uWYBAAAAAAC4dQgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgMHf0wUAAICsZbVaZLVabvo8fn5W48+sYLc7ZLc7sux8AADg1iAsAADgNmK1WhSSL0hWP78sO6fNFpRl57Knpur0mfMEBgAAeDnCAgAAbiNWq0VWPz+tXvKWTh877OlyDCF3FdYj7XvLarUQFgAA4OUICwAAuA2dPnZYx//Z5+kyAACAj2KBQwAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABp8MC7755hs9++yzioqKUpUqVdSqVSt9+umncjgcxrhPPvlEjRs3VsWKFdWyZUutW7cu3bkSExM1YsQI1axZU1WrVlX//v117NixdOO2bt2q9u3bq1KlSnrooYc0b968dI8HAAAAAMDtwCfDgoULFyooKEjDhw/XnDlzFBUVpVdeeUWzZs1yjlm+fLleeeUVNW3aVPPnz1eVKlXUr18/bd++3TjXwIEDtWHDBo0ZM0aTJ09WXFycevbsqZSUFOeYffv2qUePHgoNDdVbb72lrl27avr06VqwYEF2PWUAAAAAALKNv6cLcMecOXOUP39+59eRkZE6c+aM3nnnHfXt21dWq1XTp09X8+bNNXDgQElS7dq1tXv3bs2aNUvz58+XJG3btk0//PCDoqOjVa9ePUlSWFiYmjVrptWrV6tZs2aSpOjoaIWEhGjq1KkKCAhQZGSkTp06pblz56pLly4KCAjI3gYAAAAAAHAL+eTMgiuDgjQRERE6e/askpKSdODAAe3du1dNmzY1xjRr1kwbN25UcnKyJCkmJkY2m01169Z1jildurQiIiIUExPjvC0mJkYNGzY0QoFmzZopISFB27Zty+qnBwAAAACAR/nkzIKMbNmyRYUKFVKePHm0ZcsWSZdnCVwpPDxcly5d0oEDBxQeHq7Y2FiFhYXJYrEY40qXLq3Y2FhJUlJSkg4fPqzSpUunG2OxWBQbG6tatWrdVO3+/jef2fj5eX/u4401emNNV/O2Gr2tnox4Y43eWNPVvK1Gb6snI95YozfWdDVfqPFmpD2/2/15ZiV65h765jp65h765rrboWe3RVjw888/a8WKFRo2bJgkKT4+XpJks9mMcWlfpx1PSEhQ3rx5050vODhYu3btknR5AcSMzhUQEKCgoCDnudxltVoUEpL7ps7hK2y2IE+X4JPom+vomXvom+vomXvulL7dKc8zK9Ez99A319Ez99A31/lyz3w+LDhy5IgGDRqkWrVq6amnnvJ0OS6z2x1KSEi66fP4+Vm9/oWYkHBeqal2T5dhoG+uo2fuoW+uo2fuoW+el/Z3cLs/z6xEz9xD31xHz9xD31znzT2z2YIyNePBp8OChIQE9ezZU/ny5dOMGTNktV5+wsHBwZIuzwoIDQ01xl953Gaz6ciRI+nOGx8f7xyTNvMgbYZBmuTkZJ0/f9457makpHjXi+dWSU213zHPNSvRN9fRM/fQN9fRM/fcKX27U55nVqJn7qFvrqNn7qFvrvPlnvnsBRQXLlxQ7969lZiYqLffftu4nCBtfYG0dQfSxMbGKkeOHCpevLhzXFxcnBwOhzEuLi7OeY5cuXKpcOHC6c6Vdr+r1zIAAAAAAMDX+WRYkJKSooEDByo2NlZvv/22ChUqZBwvXry4SpUqpZUrVxq3r1ixQpGRkc5dDaKiohQfH6+NGzc6x8TFxem3335TVFSU87aoqCitXbtWly5dMs5ls9lUtWrVW/EUAQAAAADwGJ+8DGHs2LFat26dhg8frrNnz2r79u3OY/fdd58CAgL0/PPPa8iQISpRooRq1aqlFStWaOfOnVq8eLFzbNWqVVWvXj2NGDFCw4YNU2BgoN58802VLVtWjzzyiHNcjx499NVXX2nw4MHq2LGjdu/erejoaA0aNMjYThEAAAAAgNuBT4YFGzZskCRNnDgx3bG1a9eqWLFiatGihc6fP6/58+dr3rx5CgsL08yZM9PNBJg2bZomTJigUaNGKSUlRfXq1dPIkSPl7/+/1pQsWVLR0dGaOHGievXqpfz586t///7q3r37rX2iAAAAAAB4gE+GBd99912mxrVr107t2rW77pi8efNq/PjxGj9+/HXHVatWTR9//HGmawQAAAAAwFf55JoFAAAAAADg1iEsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABgICwAAAAAAAAGf08XAAAA4GlWq0VWqyVLzuXnZzX+vFl2u0N2uyNLzgUAQGYRFgAAgDua1WpRSEguWa1ZO+HSZgvKkvPY7XadPp1EYAAAyFaEBQAA4I52eVaBVUeW/6nkk0meLscQUCCX7m5eVlarhbAAAJCtCAsAAAAkJZ9M0sVj5zxdBgAAXoEFDgEAAAAAgIGwAAAAAAAAGLgMAQAAAG7Jql0ksnoHCYldJADgZhEWAAAAwGW3YheJrNpBQmIXCQC4WYQFAAAAcFnaLhLLly/XqVOnPF2OIX/+/GrevDm7SADATSAsAAAAgNtOnTqlY8eOeboMAEAWY4FDAAAAAABgICwAAAAAAAAGwgIAAAAAAGAgLAAAAAAAAAbCAgAAAAAAYCAsAAAAAAAABsICAAAAAABg8Pd0AQAAAMCdwmq1yGq1ZMm5/Pysxp83y253yG53ZMm5APg+wgIAAAAgG1itFoWE5JLVmrWTe222oCw5j91u1+nTSQQGACQRFgAAAADZ4vKsAqvidn6g8+eOebocQ1DuuxRWqZOsVgthAQBJhAUAAABAtjp/7pjOJx7ydBkAcF2EBQAAAAC8Wlat9ZDV6zxIrPWA2xdhAQAAAACvZbValC8kt/yyaGFIKevWeZCkVLtDZ06fIzDAbYewAAAAAIDXslot8rNa9Pb2OB0+e8HT5RgK58mpZ6qEsdYDbkuEBQAAAAC83uGzF7Q/4bynywDuGFm7bwsAAAAAAPB5hAUAAAAAAMBAWAAAAAAAAAyEBQAAAAAAwEBYAAAAAAAADIQFAAAAAADAQFgAAAAAAAAMhAUAAAAAAMBAWAAAAAAAAAyEBQAAAAAAwEBYAAAAAAAADIQFAAAAAADAQFgAAAAAAAAMhAUAAAAAAMDg7+kCAAAAAABZy2q1yGq1ZMm5/Pysxp83y253yG53ZMm5cOsQFgAAAADAbcRqtShfvlxZ9st9GpstKEvOk5pq15kzSQQGXo6wAAAAAABuI1arRX5+Vk1+f4sOHk30dDmGYoXyakjn+2W1WggLvBxhAQAAAADchg4eTdSeQ/GeLgM+igUOAQAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgMHf0wUAAAAAAOANrFaLrFbLTZ/Hz89q/JkV7HaH7HZHlp3vRggLAAAAAAB3PKvVopB8QbL6+WXZOW22oCw7lz01VafPnM+2wICwAAAAAABwx7NaLbL6+enYsmlKPnnQ0+UYAgoU012PDZTVaiEsAAAAAAAguyWfPKjkI3GeLsPjWOAQAAAAAAAYCAsAAAAAAICBsAAAAAAAABgICwAAAAAAgIGwAAAAAAAAGAgLAAAAAACAgbAAAAAAAAAYCAsAAAAAAICBsAAAAAAAABgIC1ywZ88ePf3006pSpYrq1q2rSZMmKTk52dNlAQAAAACQpfw9XYCviI+PV9euXVWqVCnNmDFDR48e1cSJE3XhwgWNGjXK0+UBAAAAAJBlCAsy6aOPPtK5c+c0c+ZM5cuXT5KUmpqqsWPHqnfv3ipUqJBnCwQAAAAAIItwGUImxcTEKDIy0hkUSFLTpk1lt9u1YcMGzxUGAAAAAEAWIyzIpNjYWJUuXdq4zWazKTQ0VLGxsR6qCgAAAACArGdxOBwOTxfhC8qXL68BAwaoV69exu0tWrRQ1apVNW7cOLfO63A4ZLff/F+BxSJZrVadSbyolFT7TZ8vK/n7WZUvb6Dsdru87dWW1rfUc/FypKZ4uhyDxc9ffrmDva5vaT2Lv5CoFLt39czf6q/gnHm9rmfS//qWfMY7X2sB+bz3tXYu8aJSvex9zc/Pqtxe/r6WdDZB9tRUT5djsPr5KVcem9f1La1nKUnJUqoXFSZJfhb55wrwup5JV7zWkpKU6mWvNT8/P+XKlcvr+pbWs0sXz8rh8K6eWSx+yhGYx+t6Jv2vbwkXLynVy4rzs1hkC8zhdX3jdwP33Cm/G1itFlkslhuOY80CD7NYLPLzu/FfVGblyxuYZefKalar905k8csd7OkSrslb+xacM6+nS7gmb+2ZJAXk47Xmqty8r7klVx6bp0u4Jm/tm3+uAE+XcE3e2jNJypUrl6dLuCZv7VuOwDyeLuGavLVnkmQLzOHpEq7JW/vG7wbu4XeD/3+sbHskH2ez2ZSYmJju9vj4eAUHe++LCQAAAAAAVxEWZFLp0qXTrU2QmJio48ePp1vLAAAAAAAAX0ZYkElRUVH68ccflZCQ4Lxt5cqVslqtqlu3rgcrAwAAAAAga7HAYSbFx8erefPmCgsLU+/evXX06FFNnDhRjz76qEaNGuXp8gAAAAAAyDKEBS7Ys2ePxo0bp23btil37txq1aqVBg0apIAA710QCQAAAAAAVxEWAAAAAAAAA2sWAAAAAAAAA2EBAAAAAAAwEBYAAAAAAAADYQEAAAAAADAQFgAAAAAAAANhAQAAAAAAMBAWAAAAAAAAA2EBAAAAAAAwEBYAAAAAAJz++ecfXbp0KcNjKSkp+ueff7K5IniCxeFwODxdBDzr4sWLGjBggHr06KEaNWp4uhyf8s8//yg0NFQ5cuRIdywlJUXHjh1TkSJFPFAZ7hSHDx+Ww+HgdZZJBw8e1P79+3XfffcpX758ni4HPmzZsmUujX/sscduSR2+6uLFi6pTp47eeOMNNWjQwNPlALhKRESElixZokqVKqU7tmvXLrVr106///67BypDdvL3dAHwvMDAQG3evFndunXzdCk+p2HDhtd8I/3jjz94I73KhQsXNHv2bK1atUpHjhxRcnJyujH0yzWNGjWSw+HQb7/95ulSvM7EiROVmpqql19+WZL07bffatCgQUpJSVFwcLCio6NVoUIFD1cJXzV8+HDja4vFIkm68jOYtNskwoKrBQYGKigoSH5+fp4uBUAGrvd5cnJysgICArKxGngKYQEkSXXr1tWGDRtUu3ZtT5fiU3gjdc3YsWP19ddfq0WLFgoPD89wRgZc8+yzz3q6BK/17bffqn///s6vp06dqvr162vAgAGaNGmSpk2bprffftuDFXqPl156yaXxEyZMuEWV+I7Nmzc7/3/fvn0aMGCAWrVqpcaNG6tgwYI6ceKEVq5cqS+//FLTpk3zXKFe7LHHHtOnn36q+vXre7oUr9agQQMjeLqRtWvX3sJqfEe5cuVc6hsfVkh79uzRnj17nF9v2rRJR44cMcZcvHhRy5cvV/HixbO7PJ9wu30wRlgASVKbNm00atQonTt3TvXr11eBAgXSvcGWL1/eQ9V5F95I3bdu3ToNGzZMTz75pKdLuW3069fP0yV4rePHjzsvz9i/f7/i4uL0xhtvqEyZMurSpYuGDRvm4Qq9x9U/uBw9elSnT59WcHCwChQooJMnTyo+Pl4hISG6++67PVSld8mbN6/z/6dMmaL27durV69eztsKFCigsmXLKmfOnJo8ebLeffddT5Tp1Ww2m7Zv365HH31UDzzwgAoWLGj87GGxWJj1qMuzGK/sy6pVq3T27FnVqVPH+f35448/Km/evGrcuLEHK/Uuw4cPd/YtNTVV7777rnLkyKFGjRqpQIECOnHihNasWaOUlBReZ//vm2++0cyZMyVd/v6bMmVKhuNsNhuh8TXcbh+MERZAktS7d29J0gcffKAPPvjA+EfJ4XDIYrH4VAp2K/FG6j4/Pz+VKlXK02XgDpE3b16dPHlSkrRhwwYFBwc7LzsICAjQxYsXPVmeV7ny+vuYmBiNGTNGb775pjHbbOPGjXr55Zc1cODA7C/Qy23btk3PPPNMhsfKly+vOXPmZHNFvmHq1KmSLgd7f/31V7rjhAWXpV1KJUlvv/22ChcurLffflt58uRx3p6YmKiePXuqQIECnijRK1352nnjjTcUERGh2bNny2r93/ruw4YNU9++fXXs2DEPVOh9unbtqscff1wOh0ONGjXSzJkzFRERYYzJkSOHQkNDXZq1cSe53T4YIyyAJOm9997zdAk+gzdS93Xs2FFffPGF6tWr5+lSfE5sbKxWr16tI0eOpPsl12KxaPz48R6qzHtVr15d06dP18mTJxUdHa1GjRo5j8XGxqpw4cIerM57vfHGG+rfv3+6y9IiIyP1/PPP64033mDa+FXy58+vFStWqG7duumOLV++XPnz5/dAVd7vjz/+8HQJPmfRokUaPXq0ERRIl8PRnj17auzYscYMF1z2+eefa+LEiUZQIElWq1UdO3bU8OHDmW2my6+jtFlTa9euVWhoKJfUuuh2+2CMsACSpJo1a3q6BJ/BG6n7cubMqS1btqhDhw6KjIyUzWYzjvMpUsaWLVumESNGKDAwUEWKFEk3pY1QKmMjRozQ0KFDNXnyZJUvX16DBg1yHvvyyy9VvXp1D1bnvfbt23fNnSKCg4O1f//+7C3IB/Tp00ejRo3S/v37nVOcT548qTVr1mjz5s169dVXPV0ibhPx8fFKTEzM8FhiYqISEhKyuSLfcOHCBR06dCjDY4cOHWKmWQaKFi0q6fJlaUePHs2wR+yilt7t9sEYWycCWYA30swpV67cdY9zuUvGGjdurPvuu0/jx49XUFCQp8u5LZw9e1YBAQEEfRlo3bq1cubMqfnz5yt37tzO28+ePatnnnlGycnJ+uyzzzxYoXdat26d5s6dq19//VUpKSny9/fXfffdpz59+rA14DVcuUjktfBvqKlPnz769ddfNWXKFOODnk2bNmnIkCEqX7685s6d68EKvdOLL76otWvXauTIkWrUqJHy5s2rxMREffvttxo/frwaNGigSZMmebpMr3LgwAENHTpUO3bskJR+UW9+ZsvY22+/rQ8++EB33XXXbfHBGGEBnJYtW6YlS5Zo7969Gf7Su3XrVg9U5d14I0V2qFq1qmbPnq3IyEhPl+KzDh8+rMOHD6tcuXLKlSuXp8vxalu3btUzzzwjq9WqWrVqOT8l37Rpk1JTU/X222/r/vvv93SZXstut+vUqVPKnz9/uinPMKWtVn+t7SYl31o1PDscO3ZMzz77rH777TflzZtXISEhOn36tBITExUREaE5c+aoUKFCni7T65w9e1YjRozQt99+K0ny9/dXSkqKHA6HHn74YU2YMCHdpR13uq5du2r//v3q37+/wsPDMwzXb/Qh0J3odvtgjLAAkqQvvvhCI0eO1OOPP66PP/5Ybdq0kd1u13fffSebzaZWrVqx6noGeCNFdujZs6fq1aunrl27eroUn7NkyRLNnDlTx48fl8Vi0aeffqry5cvrueeeU82aNenpNZw4cUILFy7Uzp07dfz4cYWGhqpSpUrq2rWrQkNDPV2eV3M4HDp27JgKFCggf3+u9ryejNYsiI+P1w8//KDVq1dr7NixbOl8DTExMem+P6Oiojxdltfbs2ePfvnlFx07dkx33XWXKlasqPDwcE+X5ZWqVq2q119/XY888oinS4EH8a8YJEnvvPOO+vbtq169eunjjz9Wp06dVL58eZ09e1Y9evQwpqLif3bu3MkbqRsuXryoAwcOZDiDhS0603vhhRc0dOhQBQYGqm7dusaWbWmudY35nWzhwoWaPHmynn76aUVGRqp79+7OYzVr1tTKlSsJC66hYMGCGjJkiKfL8Cn/+c9/NGPGDP3222+y2+365JNPVL58eb3yyiuqUaOGWrZs6ekSvc61wvRatWopZ86cWrJkCWHBNURFRREOuCE8PJxwIJMKFSrE7CgQFuCyffv2qVq1avLz85Ofn5/Onj0rScqTJ4969uyp8ePH6+mnn/Zwld6HN1LXJCcna8yYMfryyy+Vmpqa4RhfmpqVXR5//HFJ0pgxY665mCF9S2/x4sXq27ev+vbtm+71FhYWpri4OA9V5hvi4+P1119/6fDhw4qKilJwcLAuXryoHDly8L53la+//lpDhw5V06ZN1a5dO73yyivOY8WLF9dnn31GWOCiatWqKTo62tNleK2YmBj98ssvOnLkiJ599lkVKVJEmzdvVokSJbgM4f/9+uuvCg8PV86cOfXrr7/ecDwfVpgGDRqk+fPnq3r16nwg4YIWLVqoRo0aqlGjhqpXr6677rrL0yXdFMICSLocCiQnJ0u6/Avw33//rVq1akmSUlNTdfr0aU+W57V4I3XNrFmztGHDBk2cOFFDhgzRqFGjlCtXLn355Zfav3+/8QM2/mf8+PHseOCGo0ePqmrVqhkey5Ejh5KSkrK5It/gcDj05ptvatGiRTp//rzz8o3g4GD169dPlStX5rK0q8yePVtdu3bV8OHDlZqaaryX3XvvvXr33Xc9WJ1vWrNmDf+uZuDUqVPq27evduzYocKFC+vw4cPq0KGDihQpoqVLlyooKEijR4/2dJleoU2bNvr4449VqVIltWnT5pr/jjocDp+7jjw7fP755zpy5IgaNGigiIiIdLMaLRaL5syZ46HqvNdDDz2kzZs365NPPlFqaqqKFy+u+++/3xkgFC9e3NMluoSwAJKkChUq6M8//9QDDzygBg0aaNasWXI4HPL399e8efNUpUoVT5folXgjdc3KlSvVr18/NW3aVEOGDFGlSpVUoUIFPfbYYxo2bJi+++479m/PQOvWrT1dgk8qUqSIfvnllwwXhtyxY8dttQ9yVpo2bZoWL16sYcOGKTIyUo0bN3Yea9CggT755BPCgqscOHDgmu9dQUFB19zq7k7Xp0+fdLddunRJcXFxOnz4sIYOHeqBqrzbv/71L50+fVpff/21SpYsqQoVKjiPRUZG8jPHFd577z3nJQfvvfeeh6vxPefOnVOJEiWMr3FjgwcPlnT5ktutW7dqy5Yt2rx5s8aNG6cLFy7orrvu0vr16z1cZeYRFkCS1Lt3b/3zzz+SpP79++vQoUMaP3687Ha7KlasyB7R18AbqWuOHDmisLAw+fn5KTAw0NgPumXLlnrhhRc0duxYD1aI28kTTzyhmTNnKiQkxLmuSEpKir7//ntFR0dr4MCBni3QS33++ed64YUX1KFDh3SXb5QoUUIHDhzwUGXeKzQ0VLGxsRkGU3/++aeKFCnigaq8X0b/ZgYGBqpOnTpq3LixHnjgAQ9U5d3Wr1+vcePGKTw8PN33Z+HChXX06FEPVeZ9rtxa8sr/R+YsWrTI0yX4tMDAQOfsxpSUFJ0/f147d+70ufCYsACSpCpVqjhnD9hsNs2ZM0fJyclKTk5mK5nr4I3UNaGhoc6AoFixYtq0aZPq1KkjSdq7d68HK/M+jz76qKZMmaIyZcro0Ucfve5Yi8WiL7/8Mpsq8x09evTQ4cOHNWrUKOe03I4dO0qSOnXqpM6dO3uyPK915syZay4AlpqaqpSUlGyuyPu1aNFCM2bMUOnSpZ2/lFgsFu3evVtvv/2283UHE/+Gui41NfWa278mJCQoR44c2VwRgCutX79eP//8szZv3qxdu3YpV65cqlatmpo0aaKRI0f63NoYhAW4poCAgAy3AgTcVbNmTf38889q0KCB2rVrp0mTJik2NlY5cuTQmjVr1KJFC0+X6DUqVKigoKAgSZcXXWLNAveMHDlSXbt21Y8//qjTp08rODhYkZGRXIJwHaVKldKGDRsy/JT8v//9r+69914PVOXd+vXrp7/++ktPP/208zr7nj176tSpU3rwwQfVq1cvzxboA9hyMnMqVaqkpUuXZnjZy/Lly1WtWjUPVOUbli1bpiVLlmjv3r0Z7sa0detWD1Tl3f766y/Nnj3buZjmkiVLVL58eb355puqVq0al45moHfv3sqZM6fatm2rsWPHqkyZMj79Mxzvxnew1157zaXxI0eOvEWV+DbeSDNv0KBBzsUyu3XrJunyOgYXL15Uly5d9Nxzz3mwOu8yYcIE5/9PnDjRg5X4vuLFi6t9+/aeLsNndOvWTa+88or8/f3VpEkTSZcvIdq+fbsWLVpkvDZxWUBAgObMmaOffvrJCKbq1KnjnD2FjF255WRqaqo+/fRTtpy8joEDB+qpp55S586d1bhxY1ksFq1Zs0ZvvfWW1q9frw8++MDTJXqlL774Qq+88ooef/xxbdu2TW3atJHdbtd3330nm82mVq1aebpEr7Nhwwb17t1b5cuX16OPPmqsh+Hv768PP/yQn3Ez0LlzZ23evFnvv/++Vq9e7dwVoWbNmj65bafF4XA4PF0EPKNBgwaZHmuxWLR27dpbWI1vuvKNtE6dOpozZ46WLl2q8uXLa8aMGfr11181d+5cT5cJ3JFWrFihf/75R88880y6Y9HR0SpSpIiaNm3qgcq83zvvvKMZM2bo/PnzSvsxISgoSP3792cb3QykraYO11y55WRkZKReeeUV57+h8+bN048//qiFCxd6ukyvs23bNk2ZMkXbtm1TamqqLBaLqlSpohdffPGaO8Dc6R577DE1btxYvXr1Uvny5Z2vs7Nnz6pHjx5q0qQJ721Xad26te655x5NmjRJKSkpqlChgrNva9as0auvvqqYmBhPl+m1EhIStHnzZv3888/6+eef9fvvv8tms6l69eqaPn26p8vLNGYW3MG+++47T5fg86ZMmaJmzZo530ivTF0jIiL0ySefeLA63E62b9+ulStX6vDhw+mmT7LrRsbmzZt3zZ0kcubMqfnz5xMWXMXhcCg+Pl6dO3fWE088oW3btjk/Ja9atWq6HV9wWf369fX444+rTZs2xqK3uD62nHRP1apVtXjxYl24cEHx8fGy2WzOy9aQsX379qlatWry8/OTn5+fzp49K+ny1uE9e/bU+PHjCQuu8tdffzlX9r86DLXZbGyrfgM2m03169dX/vz5FRISohw5cmjr1q369ttvPV2aSwgLgJvAG+mNsVDfzXv33Xc1YcIEFShQQMWLF2cBq0zau3fvNa+vDw8PV1xcXDZX5P0uXbqkOnXqaPbs2XrwwQdVr149T5fkEx599FF99tlnmjdvnqpXr642bdqoSZMmypkzp6dL82psOem6Dz/8UI8++qjy5MmjnDlz8hrLpDx58ig5OVmSVKhQIf3999+qVauWpMuLRvLzWnrBwcE6duxYhsf27t2r0NDQbK7IN/z000/OBQ537typCxcuKDQ0VNWrV9eoUaN8bmcOwoI72OrVq10an7b1GP6HN9IbY6G+m7dgwQI9+eSTGjFihKxWq6fL8RmBgYE6efJkhseOHz/OImoZCAgI0N13351uSzZc39ChQzV48GB9//33+vzzzzVy5Ei99tpratasmdq2batKlSp5ukSvxJaTrps4caJef/11Pfzww2rXrp3P/eLhKRUqVNCff/6pBx54QA0aNNCsWbPkcDjk7++vefPmOXcEw/80atRIM2bMUOXKlVWyZElJlz/UOX78uKKjo9W4cWMPV+idunXrpqJFi6pGjRp69NFHVbNmTZ+eccZPSnew/v37Z3qsxWLR77//fgur8U28kd4YC/XdvPPnz6thw4YEBS6qUaOG5s2bpwYNGhhbjSUlJentt9/mh+xr6NSpkxYuXKh69eopMDDQ0+X4DKvVqgYNGqhBgwY6deqUvvzyS3366af65JNPdM8996hNmzZq3bq1bDabp0v1Gmw56br//Oc/+uqrr7R06VI99dRTKl68uNq0aaPHH39chQoV8nR5Xqt37976559/JF3++ffQoUMaP3687Ha7KlasqFdffdXDFXqfwYMH65dfflHLli1VpkwZSdKIESN04MABhYWFqV+/fh6u0Dt9//33uvvuuz1dRpZhgcM72KFDh1waX7Ro0VtUie9KTExUt27d9Oeff6pMmTL67bffVK5cOecb6bvvvqvcuXN7ukz4uNGjRytXrlwaNmyYp0vxKXv27FGHDh0UEBCgxo0b66677tKxY8e0atUqXbp0SR9++KFPrkx8q40bN06rVq1SamqqatasqYIFC6abEcTuONe3e/duLV26VF9++aXOnTunGjVqaNu2bbJarXr99dfVsGFDT5foFZKTkzVgwACtW7dO+fLl05kzZ1SgQAHnlpMzZsxgBtB1/PHHH1q6dKm+/vprJSQkqG7dumrTpo0aNGjA5WqZkJycrOTkZOXJk8fTpXitS5cu6csvv0y3y0urVq3YXv0GHA6H4uLiFB8fr+DgYIWFhfnk7FrCAuAm8UaaeS+99JLOnz+vadOmpTs2aNAg5cmTR+PGjcv+wrxccnKyXn75ZdntdkVGRmb4ySSXCWVs3759mj59ujZt2qQzZ84oX758ioyMVL9+/ZyzgWC60U457I6TsbNnz+rrr7/W0qVLtWvXLt1zzz1q166dWrVqpeDgYJ09e1bjxo3T5s2bWWD4Kmw5eXOOHj2qIUOGaPPmzZKkkJAQdezYUb169WJNA8AD3n//fc2ePVunTp1y3lagQAH17dtXnTp18mBlriMsgJPD4dD69eu1ZcsWZwpWvXp1RUVF+WQSBu9Tv359DRs2TM2aNUt37JtvvtGkSZO0bt06D1Tm3f744w8999xz15wNxGVCgGcNHTpUa9askSQ1bdpUTzzxRIbXQO/YsUPt27fXH3/8kc0V4nbjcDgUExOjpUuXat26dbLZbHrsscf08MMPa/369Xr//fdVq1YtzZgxw9Oleg12FUJ2WLJkiUaPHq3mzZurWbNmKliwoE6cOKEVK1ZoxYoVevXVV9WuXTtPl5lpzO2CJCk+Pl69evXSjh07ZLPZVKBAAZ08eVLz589XlSpVNG/ePK6zvIHz58+n+8dHkvLly5f9xXipU6dOKSQkJMNj+fLl04kTJ7K5It8wYsQI5cqVS3PnzlWpUqWYXgp4mT179mjYsGFq0aLFdac033PPPXrvvfeysTLfcPToUR09ejTDf0Nr1KjhgYq81/79+7V06VItW7ZMx44dU506dTR58mQ1bNjQeclGlSpVVKFCBb3wwgsertZ7sKtQ5pQrV86lDwj5oCK9hQsXqkuXLnr55ZeN2xs2bKj8+fMrOjqasAC+5/XXX9f+/fsVHR2tunXrOm/fsGGDhg4dqtdff13/+te/PFihdzp79qwmTZqkVatWKSEhIcMxvJH+T6FChbRz584MV77euXMnu0dcw549ezRjxgxFRUV5uhSv16dPHw0fPlylSpVSnz59rjuWT5L+Z/Xq1apdu7ZsNlumdsrhshfTZ599lqlxuXPnZmHNKxw4cEBDhw7Vjh07JF3+tPxKzJpK75FHHlGhQoXUunVrtW3b9prrSZUuXZpdOK7ArkKZM3z4cGdYkJqaqnfffVc5cuRQo0aNVKBAAZ04cUJr1qxRSkqKunXr5tlivdTBgwf10EMPZXjswQcf1EcffZTNFd0cwgJIkr777jsNHTrUCAokqW7dunrhhRc0efJkwoIMvPTSS/rpp5/Utm1bhYWFkVTfQPPmzTV37lwVL17cuBThm2++0dy5c/XUU095sDrvFRERcc0tAGE6d+6cc9u/c+fOebga39G/f399/PHHqlSp0g13yuEXuIxxKZ/rRo4cqaNHj2r8+PEKDw9nnZ9MmDNnjurXr3/DX3jDwsK0aNGibKrK+7GrUOZcGQC88cYbioiI0OzZs42+DRs2TH379r3m1uF3utDQUG3bti3DdVe2b9/ucx+MERZA0uU30YIFC2Z4LDQ0VOfPn8/minzDjz/+qNGjR6tly5aeLsUnPPfcc/rjjz/0wgsv6OWXX3auTn/hwgVFRUXpueee83SJXmn06NEaPny4QkNDVbt2bVYHv44rfzjmB+XMW7t2rfMHGBYvdB2X8rln586dev3115mp4oIrP7G8cOGCEhISZLPZWMjwBpo2baqYmJgMZzYiY59//rkmTpyYLmCxWq3q2LGjhg8fzi5NGWjbtq1mz56t5ORkNWnSxLnDyzfffKPo6Gif+1mXnzgh6fInl4sXL1a9evXk5+fnvN1ut2vRokW67777PFid9woNDVXevHk9XYbPCAgI0FtvvaUNGzbop59+cq5OX6dOHf4Bv45OnTopJSVFPXv2lNVqVWBgoHHcYrFoy5YtHqrOe23YsEF16tThU91MuHIqs8ViUWhoaIYzpVJSUvg0KQNcyueeQoUK8UmvG9atW6eZM2fq999/l8PhkMViUUREhPr376/69et7ujyv9PLLL+vll1/W4MGD2VUoky5cuHDNhZUPHTqU4RojkJ599lklJCQoOjpa8+bNc97u5+enLl266Nlnn/Vgda5jNwRIkjZv3qzu3bsrNDRUDRs2VMGCBXXy5EmtWbNGJ06c0IIFC1S9enVPl+l1li9frkWLFvGpEW6pGTNm3PAX3n79+mVTNb6jXLlyKliwoJo0aaIWLVpkuDo90ouIiNCSJUsyvN55165dateuHZchXKV27doaOnSo2rRpk+7Yp59+qsmTJ+unn37yQGXebdWqVVqwYIHeeustFgPOpDVr1uj5559X5cqVnSutHz9+XCtXrtSOHTs0ffp0NWrUyNNleh12FXLdiy++qLVr12rkyJFq1KiR8ubNq8TERH377bcaP368GjRooEmTJnm6TK91+vRp7dy503lZWqVKla65yLc3IyyA065duzR37lxt2bJFCQkJCg4O1v33368+ffqofPnyni7Pa02dOlWLFy9WREREulkGLKAmnTlzRjabTVarVWfOnLnheH5gRFbZvXu3li9frhUrVujAgQMqWrSoWrRooWbNmqls2bKeLs9rlStXzrl+wdW2bt2qp59+2rkgHS6rXLmypk+fnuGnuuvXr1f//v3pWQb69Omj33//XYmJifwbmkmPPfaY7rnnHk2ePDndsSFDhujvv//WsmXLsr8wL9e6dWtdunRJgwcPvuauQtdaLPJOdfbsWY0YMULffvutJMnf318pKSlyOBx6+OGHNWHChOvu/oLbA5chwKlChQqaOXOmp8vwKQsXLtS8efNUsGBBpaamsqBaBiIjI52fUtauXfuGn5CT7COrlClTRmXKlNGgQYO0c+dOff311/r88881b9483XPPPWrRooV69+7t6TK9wp49e7Rnzx7n15s2bdKRI0eMMRcvXtTy5ctVvHjx7C7P63Epn3vOnTunEiVKGF/j+mJjYzVkyJAMj7Vq1crnrofOLuwq5Lo8efJo+vTp2rNnj3755RcdO3ZMd911lypWrKjw8HBPl+fV4uPjFRMToyNHjqS7XMNisfjU9ykzCyDpcnqYlJSku+66K92xY8eOKXfu3MqdO7cHKvNuderUUdOmTfXyyy9z3eU1fP7553rwwQcVEhKizz777IZhweOPP55NlXk3V3eGYO/2zHE4HFq3bp3GjBmj48ePE079v5kzZzrDYovFkm4LuzQ2m00TJkxQw4YNs7M8r8elfMguDzzwgHr16qUuXbqkO/bee+9p/vz5+s9//uOByrxbhw4d1L59e37GwC33ww8/qH///kpKSlLOnDnTzWKxWCz673//66HqXMfMAki6vH1R7ty5M1yAacaMGUpKStKUKVM8UJl3u3Tpkho1akRQcB1X/sPcunVrD1biW/LkyWMEK7/88otOnDihcuXKOVda/+OPPxQaGqqKFSt6sFLfkJycrO+++04rVqzQ+vXrlZqamm6r2DtZ165d9fjjj8vhcKhRo0aaOXOmIiIijDE5cuRQaGgoC0ZmoEaNGvrwww81d+5cff3111zKh1umWbNmmjp1qnLmzKnGjRvLZrMpMTFRK1eu1LRp0/TEE094ukSvxK5Crtu8efMNx9SoUSMbKvEtr7/+uipWrKjx48ffFpe2MLMAkqR69epp9OjRevjhh9MdW7NmjcaOHUtSnYHRo0crKChIw4cP93QpuI0tW7ZM8+bN09y5c40pu/v27dOzzz6rnj178mlJBlJTU/XDDz/o66+/1nfffaekpCRVq1ZNzZs3V5MmTZQ/f35Pl+iVDh06pNDQUPa8R7b466+/NHv2bP3yyy86cuSIlixZovLly+vNN99UtWrVWN3/KsnJyRo8eLC+/fZbWSwW4zryRx55RJMnT+Z7NwNVq1ZVSkqKUlJS2FUok8qVK5duptnVYTGz89KrUqWKZs2addt8IEGsBkmXr6251mUGQUFBmVqY7k5UrVo1/fvf/9bx48fZiicTLly4oNmzZ2vVqlU6cuSIkpOT043hH570Zs+ercGDBxtBgSSVLFlSzz//vKZOnUpYkIE6deooISFBERER6tu3r5o3b667777b02V5vbRPQmJiYpy/wD377LMqUqSINm/erBIlSqhQoUIerhK3gw0bNqh3794qX768Hn30UWMxQ39/f3344YeEBVcJCAjQjBkz9Oeff+rnn382ZrGwcOu1de/enVlRLspoocz4+Hj98MMPWr16tcaOHZv9RfmA++67T4cPH/Z0GVmGsACSpOLFi+vHH39UnTp10h3buHHjbTGN5lYYNmyYJOmff/7R8uXL0x1nKx7T2LFj9fXXX6tFixYKDw/PcDVipHfkyJFr/pBjsVh09OjRbK7IN3Tp0kXNmzdXWFiYp0vxKadOnVLfvn21Y8cOFS5cWIcPH1aHDh1UpEgRLV26VEFBQRo9erSny/S4Pn36ZHosq/pnbMqUKWrWrJkmTZqklJQUo0cRERH65JNPPFiddytbtizhgAuef/55T5fgc8qVK5fh7bVq1VLOnDm1ZMkS1a5dO5ur8n5jxozR0KFDVahQIUVGRvr8JS++XT2yTLt27TRlyhQFBwerTZs2yp8/v06dOqXPPvtMCxcu1AsvvODpEr3S2rVrPV2CT1m3bp2GDRumJ5980tOl+JRKlSpp2rRpioiIMFaiP3DggP7973+rcuXKHqzOO128eFGrV69WlSpVCAtc9K9//UunT5/W119/rZIlS6pChQrOY5GRkfzS+/9Yuf/m/fXXXxo8eLCk9NObbTabTp8+7YmyvM6vv/7q0njWyLi+w4cP6/DhwypXrpxy5crl6XJ8UrVq1RQdHe3pMrxS+/btlZKSol69et0Wl7wQFkCS1K1bN+3fv19Tp07V1KlT5efnp9TUVEmXV5Dt3r27hyv0Tsy4cI2fn59KlSrl6TJ8ztixY9W9e3c1adJE9957r3OBw7/++ksFChRgy9MMBAYG6ujRoyw+6ob169dr3LhxCg8Pd/47kKZw4cLMZPl/ixYt8nQJPi84OFjHjh3L8NjevXsVGhqazRV5pzZt2mRqCr3D4WBG43UsWbJEM2fO1PHjx2WxWPTpp5+qfPnyeu6551SzZk117drV0yX6jDVr1ihfvnyeLsMr3W6XvBAWQNLllGv06NHq2rWrfvrpJ505c0b58uVT7dq1+eUuE7i2N3M6duyoL774QvXq1fN0KT4lPDxc3377rZYuXaqdO3fq+PHjioiIUPv27dW6det0qTUue+SRR/TNN99keHkVri01NfWan7YlJCRw+RCyTKNGjTRjxgxVrlxZJUuWlHT555Hjx48rOjpajRs39nCF3oGtcW/ewoULNXnyZD399NOKjIw0PgSrWbOmVq5cSVhwlYwutbp06ZLi4uJ0+PBhDR061ANVeb/b7ZIXwgIYSpUqRTjgAq7tdU3OnDm1ZcsWdejQIcMFIS0Wi7p16+aZ4rxcQECAOnbsqI4dO3q6FJ9RrVo1TZ06Vb1791ZUVJQKFiyYLu1nAdL0KlWqpKVLl2a4sNzy5ctVrVo1D1Tl/f766y/NnTvXGeiFhoaqcuXK6tWrl8qUKePp8rzS4MGD9csvv6hly5bOHo0YMUIHDhxQWFiY+vXr5+EKvUPNmjU9XYLPW7x4sfr27au+ffummzEVFhamuLg4D1XmvTK61CowMFB16tRR48aN9cADD3igKu+3dOlStWnTJsNjDodDo0eP1quvvprNVbmPsADp2O12Pfzww5o7d67uvfdeT5fj1bi21zWTJ0+WdHlByO3bt6c7TlhwbcuWLdOSJUu0d+9eXbx4Md3xrVu3eqAq7/bSSy9Jujytfv369emOM103Y4MGDVKXLl3UuXNnNW7cWBaLRWvWrNFbb72l9evX64MPPvB0iV7n+++/V79+/XT33XerUaNGzkuF1qxZo9atW2vmzJl68MEHPV2m18mbN68++ugjffnll/rxxx+VL18+BQcHq3PnzmrVqhVbAF5HXFycEUxVrFhRpUuX9nRZXuvo0aOqWrVqhsdy5MihpKSkbK7I+3GplXtGjx6tXLlyqWnTpsbtDodDL774or777jvCAvg2h8OhQ4cOZbitHUxc2+uaP/74w9Ml+KQvvvhCr7zyih5//HFt27ZNbdq0kd1u13fffSebzaZWrVp5ukSvxAKkrktOTtaxY8f0zjvvaNq0aXr99dflcDg0d+5cValSRQsXLmTxtAxMmjRJDzzwgGbNmmWsk/Hiiy+qb9++mjRpEmHBVS5evKgBAwaoR48eatOmzTU/iYPp3LlzGjVqlL755hvZ7XYFBgbq4sWLslqtatKkicaNG3fNrbDvZEWKFNEvv/yiyMjIdMd27NjBrNoMvPTSS+rbt6+xsHKaQ4cOaebMmZowYYIHKvNuY8eO1bBhwxQUFOR8309NTdWgQYO0ceNGLViwwLMFuoiVn4CbwLW9yA7vvPOO+vbt67ykpVOnTpowYYLWrl2r/Pnz84PhNRQtWvSG/8EUEBCgwYMHKzU1VYsXL9aWLVu0fv16bd26VR9++OE1P5m70x08eFAdO3ZMt6Cm1WpVp06ddPDgQQ9V5r0CAwO1efPmdEE7ru+1117TunXrNG7cOP3888/asWOHfv75Z7366qv6/vvv9dprr3m6RK/0xBNPaM6cOfrkk0909uxZSVJKSoq+//57RUdHq3379h6u0Pt8/vnn19yR5PTp01q2bFn2FuQj2rRpo6FDh2rAgAH66aeflJycrL59++q///2v3n33XZ/bwYqZBcBN4Npe16WmpmrHjh06cuRIhrNXHnvssewvysvt27dP1apVk5+fn/z8/Jw/6OTJk0c9e/bU+PHj9fTTT3u4Su/FAqSuKV26tA4fPizp8jojOXPm9HBF3q9s2bLXDAQOHjzIJX3XULduXW3YsIG92l2watUqDRkyxJiJkSdPHrVt21YXL17U1KlT+bQ3Az169NDhw4c1atQoZ/CetgZQp06d1LlzZ0+W53P27dvHbgjX0aVLFyUlJf1fe3ceF2XV9w/8c7E4oCxCIoqyKC4YKqAiAonZbeKd+avHpTRLNAtlMzCUFtdQzBSiIEHvm1Qke0wpTc0l0tSUApfcMgslNRiUBNlkWOf3h4+T4wy5gJwZ+Lz/mrnOxfQZXnYx873O+R4EBwejV69euHLlClJTU/Wyfw2LBaTB0NAQ3333HTp27Cg6is4LDw/HlClTuLb3Pp09exZhYWGQy+VQKpUa45IksVighZmZmaqwYmtri5ycHHh5eQG4VXzhXuTasQHpw5k9ezZiYmLg7OyMfv36iY6jFxYsWIDZs2fD1NQUI0aMgLm5OcrKyvDtt99i7dq1iI2NFR1RJ40bNw4LFixARUUFhg0bhscee0yjCSmXvaiTyWTo2rWr1jF7e3sYGfGjfUPmzZuHgIAAHDlyBMXFxbC0tIS3tzeXINxh48aN+PzzzwHc+kwWGRmpseNSdXU18vLyuFvJHW7cuKFx7MUXX0ReXh727t2LpKQkdOzYUXWePhVaJKW2T+zUqsnlcsjlcri4uDQ4xZ7+duLECcTGxuLEiROoq6uDJElwd3fH3LlzOWX3LhMmTEBVVRXmzZuHHj16aF2mYW5uLiCZbgsKCsLAgQPx2muvYcmSJfjmm28QHBwMIyMjrFmzBo6Ojli7dq3omDrnzTffxJkzZ7Bq1SpVA9L09HS4urpi27ZtSEpKwu7du0XH1DljxozBtWvXUFpaivbt26NDhw5q45Ik4euvvxaUTjd5eHigtrYWtbW1AAAjIyO1x3de6yRJwrFjx4Tk1DUuLi5qz+8sFCiVSjYh1WLFihW4ePEiVq1apfH7CgoKQrdu3RAVFSUwIemzjIwMVb+fr776CsOGDYO1tbXaOcbGxujevTvGjx8PMzMzETF1jouLi0ah87bb17I76dN1jeVHUtm0aRMSExPx119/AQC2bNkCV1dXhISEYPDgwdx/tgEeHh5IS0uDQqFASUkJLCwsYGpqKjqWTsrJyUF8fDy3gXpAM2bMQH5+PgBg1qxZyMvLQ0xMDOrr69GvXz+96qrbnNiA9OG4urqq7exC9/bqq682+EGRGpaamio6gt6xtLTEL7/8gpEjR2L48OGqnTf279+P6upqDBw4UFU85g5Dfztz5gzKyspUDQ5LS0vxwQcf4MKFC/Dx8UFISIhGz5HWaMSIERgxYoTq+d0NDisrK3Ht2jU4ODjwmneHmJiYFvv7YLGAAADr1q3DypUrMW3aNHh7e+PVV19VjQ0ePBi7d+9mseAeuLb33pycnLTu20v/zN3dHe7u7gAACwsLJCUlobq6GtXV1azq/wM2IH0477//vugIeicsLEx0BL3EwvGDi4uLUz3WVmy5c8kLiwV/W7ZsGby9vVXFgqVLlyIjIwO+vr749NNPYWBggJCQEMEpdYuzszO2bduG0NBQAMDRo0cRFBSE8vJydO3aFSkpKXBwcBCcUjeMHTtWdIRHhsUCAgCkpaUhODgYwcHBGnfgunXrhtzcXEHJdNvtfdy1MTAwgLm5Ofr06YORI0dytgFu/b6WLl2K3r17w9nZWXQcvdamTRvuQX4PbEBKpB9yc3Nx6tQpFBYWwsbGBv369UP37t1Fx9JJ3IL44eTk5CAwMBAAoFAosGfPHsyfPx/jxo3DZ599htTUVBYL7pKenq5283DZsmXo0aMHAgMDkZSUhLi4OMTHx4sLSM2CxQICAFy9erXB9fXGxsa4efNmMyfSD+fOncO1a9dQVFQES0tL1XTAkpISWFtbw9TUFKmpqYiPj8f69etbZQV2zJgxas8LCwsxZswYdOzYUaM/AddCU1NiA1JqTjt37sTu3bshl8tRVVWlMb59+3YBqXRbRUUFFixYgF27dqG+vh4ymQxVVVUwMDDAqFGjEB0dza1hqUkoFArVTZvjx4+juroa//rXvwDc2s2koKBAZDydJJfL4ejoCODW94SzZ88iLS0NgwYNQl1dHRYtWiQ2oI5SKBRYtWoV9uzZ0+DOX+xZQHrHzs4Op0+fVk3PutPJkyfZKbYBc+fOxaJFi5CQkICBAweqjh89ehTvvPMO3n33XTg6OmLGjBlYsWIFEhISBKYVw9XVtcWu4yLd5uHhgdTUVMTGxmL58uVQKpVITk6Gu7s71q1bxy7r1GTi4uKwZs0auLq6wsnJibN+7tOSJUuwf/9+REdHw9/fH2ZmZigvL8fu3bsRExODJUuWcBvABpw/fx4FBQVaC1MjR44UkEi32dvb4+DBgxg8eDC2b98OV1dXVUf669evc0mfFjKZTLVVc2ZmJtq2bau6sXh7xxfStHjxYuzYsQPPPvssnJ2d9X7JI4sFBAB44YUXkJiYCCsrK9UfmdraWnz//fdISUlBeHi42IA6avny5QgNDVUrFADAoEGDEBwcjBUrVmDHjh0IDAzE8uXLBaUUi+ufSaS7G5C2a9cO169fb5WzfOjRSU9Px6xZsxAcHCw6il7Zs2cPIiMjMW7cONUxMzMzjB8/HlVVVYiLi2Ox4C6//fYbwsPDkZub2+AWxPp017K5TJ06FfPmzcOWLVtQUlKCDz74QDWWlZWF3r17C0ynm/r37481a9bAwMAAKSkp8PPzg6GhIQDg8uXLsLW1FZxQN+3fvx9RUVF4+eWXRUdpEiwWEABg+vTpkMvlWLBggWrf8UmTJgEAXnrpJUyePFlkPJ2Vm5sLCwsLrWOWlpa4fPkyAMDBwQEKhaI5oxG1eikpKaisrERoaChMTExw5swZNmeiR8bNzU10BL0jk8nQtWtXrWP29vYwMuLH1Lu9++67MDQ0RFJSEpycnPT+rmVzGT9+PBwdHXH69Gk8/vjjGDJkiGqsffv2mDJlisB0uikqKgozZszAzJkzYWdnh4iICNXYrl27uD14AwwNDVvUjGxJqa0sSa3WlStXcPjwYdy4cQOWlpbw9vZuUf/gm9rzzz8Pc3NzrFmzRq2B4c2bNxEYGIibN2/iyy+/xM6dOxEbG4t9+/YJTCve22+/jcrKSq0NcSIiImBmZobo6OjmD0Yt0qhRozB9+nRMmDABADBu3Di0adNG1ZzJzs6OzZmoSXz44Ye4du0a74I/oBUrVuDixYtYtWqV2nI1pVKJoKAgdOvWDVFRUQIT6h4PDw989NFH8PPzEx2FWoni4mJYWVmpHTt//jxsbGxgbW0tKJXuSkxMxKVLl7BixQrRUZoES7akxt7eHhMnThQdQ2/MmzcPr7/+OoYNGwYvLy9YWVmhuLgYP/74I2pra/Hf//4XwK2Lqr+/v+C04h05cqTBD34jR45UmxZI1FgFBQVszkTNIjw8HEuXLsXEiRPh7e2tMeOMW9hpZ2lpiV9++QUjR47E8OHDVU2C9+/fj+rqagwcOBBr164FwN/hbS4uLigqKhIdQ+9kZ2ff8xxPT89mSKJ/7i4UAOCyjX9gYmKCY8eOtZi/B5xZQAB4EW2MwsJCrF27FmfOnFHb9mnq1KmwsbERHU+n9OvXD2vWrNHaSDMzMxOBgYE4ffq0gGTUEnl5eWHZsmV46qmnsHXrVrz33nvIzs6GoaEhfvrpJwQGBuLkyZOiY1ILkJmZidDQUFRUVGgd5zpy7VxcXO77XP4Obzl37hyioqIQFRUFLy8vLtW4Ty4uLpAkSa3Pw93Nl/nvi5rCva5r+nYt4xWGAACvvPIKL6IPycbGBnPnzhUdQy/Y2tri1KlTWosFp06dYnGFmhSbM1FzWbx4Mfr27Yt58+ZxHfkD+PXXX0VH0DvOzs5wd3fHa6+9BgMDA8hkMrVxSZJw7NgxQel019atWzWOlZSU4IcffsDevXuxePHi5g9FLVJLu66xWEAAeBGl5jF69GgkJyfD3t4ezzzzjOr4rl27kJyczAZD1KTYnImaS0FBAebPn4+ePXuKjkIt3MKFC7Fjxw48/fTT6NatGwtT96mhu71eXl4wMTHBpk2b1JoeEj2se83WliQJgwYNaqY0jcdlCHRPn3zyCXJycvDhhx+KjqKTsrOzsWnTJvzxxx9a9zvevn27gFS6qbq6GmFhYThw4ABMTU3RsWNHXLt2DQqFAn5+fkhISOD+5NTk2JyJHrXp06dj+PDhLWarrOZUU1ODLVu24PTp0ygoKMCCBQvg5OSEb775Br1794azs7PoiDplwIABePPNN7lLVRPKzMxESEgIjh8/LjoKtQDalrwA6jO29Wm2NmcW0D0NGDAAKSkpomPopEOHDmHGjBnw9vbGmTNn4OfnB4VCgePHj6NTp07s83CXNm3aYPXq1Th8+DAyMzNRUlKC9u3bw8fHR+vSBKKmwOZM9KhFRETgrbfegrGxMXx8fGBubq5xTvv27Zs/mI67cuUKpk6diuLiYjz++OM4duyYqu9DdnY2Dh06xB0m7mJhYQF7e3vRMVqUjIwM/v9JTaalzdZmsYDuiRfRhiUkJCAgIACRkZFwdXXFG2+8AVdXV+Tl5WH69Omc0tYAX19f+Pr6io5BRNQkxo8fD+DWFPG7+/3cpk93kprLkiVLYG1tjc2bN8PCwgJ9+/ZVjXl6eiIuLk5gOt00bdo0pKWlwcfHh80NH8DMmTM1jtXU1CA3NxdyuRxz5swRkIpaopa25IVXGQLAi+jDunDhAiIiImBgYABJklBZWQkA6NKlC8LCwpCQkIDnnntOcErdc/DgQdWU06CgINjZ2SE7OxsODg5sOkdEeicmJqbBIgE1LCsrC7GxsbC2tkZdXZ3amI2NDQoLCwUl012XL1/Gb7/9hqeffhqenp4a27IBt7Z1JnXadiqRyWTw8fGBv78/hg4dKiAVtTb6OFubxQICwIvow5LJZKivr4ckSbCxscHly5dVTUvatWuHgoICwQl1S1FREYKDg3Hy5El07twZcrkcEydOhJ2dHdLT02FqaoqFCxeKjklE9EDGjh0rOoJeMjQ01FjXe9tff/2Ftm3bNnMi3bd//34YGBgAAI4ePaoxLkkSiwVabNiwQXQEIr2crc1iAQHgRfRhubi4IDc3F76+vvD29kZycjKsrKxgZGSE+Ph49OrVS3REnbJ06VIUFxdjx44dcHR0VJty6u3tjaSkJIHpiIgap6SkBL///jvkcjn8/PxgaWmJqqoqGBsbq77g0d88PT2xdu1a+Pn5qX4/txuDffHFF+xlo8W+fftER9B7CoUCpaWlsLCwgImJieg41MK0tNnaLBYQNUJAQAD+/PNPAMDs2bMxc+ZMBAUFAQA6deqExMREkfF0zoEDBxAdHQ1nZ2eNKaedO3fG1atXBSUjInp49fX1iI+Px4YNG1BZWQlJkrBlyxZYWloiNDQUbm5uCA0NFR1T50RGRmLSpEkYPXo0nnrqKUiShM8++wy///47Ll26hM2bN4uOSC3I/v37kZiYiHPnzkGpVEKSJPTp0wezZs3CsGHDRMejFqKlzdZmsaAVW7JkyQOdz2ltmu7842Jra4svv/wSly5dgkKhQPfu3bkN4F3q6uoanFZaWlrK/aKJSC999NFHSEtLQ1RUFLy9veHv768ae+qpp7B582YWC7RwdnZGeno6EhMTsWPHDhgaGuL777+Ht7c3Vq5cCQcHB9ERdVJRURE+/fRTVe+fxMRE9OzZE+vXr4ebmxvc3d1FR9Q5GRkZCAsLg5ubG9566y106NABhYWF2L17N4KCgvDxxx9jxIgRomNSC9DSZmuzWNCKPchUNq6Buz+SJMHJyUl0DJ3Vv39/pKena63g79y5EwMGDBCQioiocb766ivMnj0bEydO1Jg15eDggCtXrghKpruqqqqwceNG+Pr6Yvny5aLj6I2zZ89i6tSpMDc3h6enJ7KyslBdXQ0AuHr1KtatW4f4+HixIXVQYmIiRo8ejZUrV6odv72jVWJiIosFRFqwWNCKcd1b07h48SL27t2LgoICVFVVqY1JkoSYmBhByXRPeHg4pkyZgsmTJ8Pf3x+SJCEjIwOrV6/G999/j88//1x0RCKiB3bjxg04OztrHaurq0NtbW0zJ9J9MpkM8fHxcHV1FR1Fryxbtgzu7u5YtWoVJEnCtm3bVGNubm7YtWuXwHS66+LFi4iMjNQ69txzzyEkJKSZExHpBxYLSKWoqAjr16/HyZMnUVhYCBsbG7i5uSEgIADW1tai4+mkrVu34p133oFMJoOdnZ3GNHpupaXOw8MDqampiI2NxfLly6FUKpGcnAx3d3esX7+eHxqJSC85OTnh8OHDWhvyZWVloWfPngJS6b4+ffogJycHgwcPFh1Fb5w+fRoJCQkwNjbWmMVibW2N69evC0qm2ywtLZGbm4snnnhCYyw3NxeWlpYCUhHpPhYLCABw8uRJvPbaa6ivr4ePjw+cnJxw/fp1pKWlIS0tDZ9++inc3NxEx9Q5SUlJ8Pf3R0xMDExNTUXH0Xlvv/02goODkZaWBoVCgZKSElhYWMDU1BR5eXl4++23sWzZMtExiYgeyNSpUzF//nwYGRlh1KhRAICCggL8/PPP2LBhA69rDXjnnXcwZ84cWFtbY9iwYfw7eh9MTU1RXl6udSw/P1/vtmVrLs888wzi4uJgYmICf39/WFhYoKysDLt370Z8fDxeeOEF0RGJdJKkbGiDW2pVxo4dC5lMhv/85z8wMzNTHS8rK8Prr7+OmpoapKenC0yomzw8PLBq1Spu73SfXFxc8MUXX6B///4aY2fOnMGECRNw7tw5AcmIiBpn7dq1SEhIQGVlJW5/tDI1NcWsWbMwbdo0wel0k4eHB2pqalR3yE1MTNRm5EmShGPHjomKp5MiIyNx/vx5pKamwsLCAq6urvjyyy/RvXt3TJ48GY8//jiio6NFx9Q51dXVePPNN/Htt99CkiQYGRmhtrYWSqUSI0eOxMqVK9mUmkgLziwgAEBOTg4++ugjtUIBAJibm+P1119HRESEoGS6bdCgQfjtt99YLGgCly5d4h0RItJb06ZNwwsvvIATJ06guLgYlpaW8PDwgLm5uehoOuvVV1/lcr0HNGfOHEyaNAn+/v7w8vKCJEmIj49HTk4OJElCeHi46Ig6qU2bNkhISMD58+dx9OhRlJaWwtLSEgMHDkTv3r1FxyPSWSwWEADA0dERpaWlWsfKyspgb2/fzIn0w+zZszFnzhzIZDL4+vpq/VDY2r8Ab9y4UdW4UJIkREZGQiaTqZ1TXV2NvLw8te3GiIj0Tbt27bSuiSbtwsLCREfQO7a2tti6dSvWrVuHI0eOwMHBATdu3MCYMWMwbdq0Vv+Z45/U1dWhoqICVlZWaNeuHQDg3LlzqhmNzz//vMB0RLqJyxAIAHDw4EG89957iImJUWs09NNPP+Hdd9/F/PnztW5319q5uLioHjd0d6S1T6vPyMjAd999B+DW9mLDhg3TaJhpbGyM7t27Y/z48RqzW4iI9EldXR369u2LLVu2sGnrPUyZMgULFy7UupNEbm4uFi5ciNTUVAHJqKU5e/YswsLCIJfLoe2rjyRJrf7zGpE2nFnQio0ZM0bteVlZGQICAmBubg4rKysUFxejrKwMFhYWWLlyJYsFWsTExHAK5T2MGDFCbe/i4OBgzlQhohaN92HuT1ZWFioqKrSOlZeX4+jRo82ciFqqRYsWwczMDOvXr0ePHj00dq8iIu1YLGjFXF1d+UW3kcaOHSs6gl5hR3Aiag34t7XxTpw4wW2btVAoFFi1ahX27NmDgoICVFdXa5zDO+SacnJyEB8fz206iR4QiwWt2Pvvvy86AhERkV5KTU3F6NGj8dhjjyE/Px82Njaqu5WcWdCw1atXY/Xq1QBuFVUCAgI0iivV1dWoq6vDSy+9JCKiTlu8eDF27NiBZ599Fs7OzrxDfp+cnJwanMVCRA1jzwKiRsrOzsamTZvwxx9/oKqqSmN8+/btAlIREdGj1KdPH2zatAn9+/dXe0z/LCsrC1lZWVAqlfjkk08wfvx4dOrUSe0cY2NjODs7Y/jw4TA0NBSUVDcNGTIEoaGhePnll0VH0StZWVlYunQp4uLitPbIICLtOLOAqBEOHTqEGTNmwNvbG2fOnIGfnx8UCgWOHz+OTp06wdPTU3REIiJ6BNq3b48rV66gf//+nEnwAAYPHqyaCi5JEiZMmABbW1vBqfSHoaEhnJycRMfQC3f35iosLMSYMWPQsWNHjd2rJEnC119/3ZzxiPQCiwVEjZCQkICAgABERkbC1dUVb7zxBlxdXZGXl4fp06djyJAhoiMSEdEj8OSTTyIqKgqxsbGQJAkhISFo06aN1nMlSUJGRkYzJ9R9oaGhoiPonUmTJmHbtm3covM+sDcXUeOxWEDUCBcuXEBERAQMDAwgSRIqKysBAF26dEFYWBgSEhLw3HPPCU5JRERN7b333sOAAQNw8eJFrF27Fp6enujQoYPoWHqlvr4emzdvVjXru3spH4ssmkxMTHDs2DFMnDgR3t7esLCwUBuXJAlTp04VE07HsDcXUeOxWEDUCDKZDPX19ZAkCTY2Nrh8+TIGDRoEAGjXrh0KCgoEJyQiokfB2NgYEyZMAADs2bMHgYGBcHFxEZxKv6xYsUJVaPHy8mKzvvuwcuVKAEB+fj5+/vlnjXEWC4ioKbFYQNQILi4uyM3Nha+vL7y9vZGcnAwrKysYGRkhPj4evXr1Eh2RiIgesX379omOoJe2b9+OsLAwhISEiI6iN3799VfREYioFWGxgKgRAgIC8OeffwIAZs+ejZkzZyIoKAgA0KlTJyQkJIiMR0REj8jevXsf6PyRI0c+oiT6q7q6GgMGDBAdQ69kZ2f/47gkSaoZjkREjcWtE4makFKpxKVLl6BQKNC9e/cGm10REZF+e5AlB5Ik4dy5c48wjX6Kjo6GgYEB3n33XdFR9IaLiwskSdLYgePORn78t0ZETYUzC4gaSS6XIyMjA3K5HNXV1Rrj8+bNE5CKiIgepe+++050BL3n5uaG+Ph4XL9+HT4+PhrN+gDOyLjb1q1bNY6VlJTghx9+wN69e7F48eLmD0VELRZnFhA1wjfffIO5c+dCqVTC2tpaozmTJEn8QElERKTFvWZncEbGg/nkk0+Qk5ODDz/8UHQUImohWCwgaoSnn34arq6uiI6Ohrm5ueg4REQk0MGDB3H69GkUFBQgKCgIdnZ2yM7OhoODA2xtbUXH0zl5eXn3PKdLly7NkKRlyMzMREhICI4fPy46ChG1EAaiAxDps6KiIrz44ossFBARtWJFRUWYOHEiZsyYgfT0dGzZsgXFxcUAgPT0dCQnJwtOqJu6dOmCLl264MKFC9i6dSuSk5MhSRK6dOmC/Px8GBlxteyDyMjIQPv27UXHIKIWhFdhokYYOnQofv75Z3h7e4uOQkREgixduhTFxcXYsWMHHB0d0bdvX9WYt7c3kpKSBKbTXUVFRQgODsbJkyfRuXNnyOVyTJw4EXZ2dkhPT4epqSkWLlwoOqZOmTlzpsaxmpoa5ObmQi6XY86cOQJSEVFLxWIBUSMsXrwYERERUCgUGDJkiNbmTK6urgKSERFRczlw4ACio6Ph7OyMuro6tbHOnTvj6tWrgpLpNhZZHlxFRYXGMZlMBh8fH/j7+2Po0KECUhFRS8ViAVEjVFRUoLKyEqtXr8aaNWvUxpRKJZszERG1AnV1dWjbtq3WsdLSUo3mt3QLiywPbsOGDaIjEFErwmIBUSNERUVBLpdj/vz5cHJy4gdCIqJWqH///khPT8ewYcM0xnbu3IkBAwYISKX7WGQhItJtLBYQNcKpU6cQGxuLESNGiI5CRESChIeHY8qUKZg8eTL8/f0hSRIyMjKwevVqHDhwABs3bhQdUSexyEJEpNu4GwJRIzg6OqK2tlZ0DCIiEsjDwwOpqamQJAnLly+HUqlEcnIyCgsLsW7dOvauaUB4eDj279+PyZMn47PPPlMVWWbNmoV9+/YhLCxMdEQiolZNUiqVStEhiPRVZmYmli9fjtjYWDg7O4uOQ0REgikUCpSUlKBdu3a4fv06HBwcIEmS6Fg668SJE4iNjcWJEydQV1cHSZLg7u6OuXPnwsPDQ3Q8IqJWjcUCokYYM2YMCgsLUVpaio4dO8Lc3FxtXJIkfP3114LSERFRc0hJSUFlZSVCQ0MBAEePHkVQUBDKy8vRtWtXpKSkwMHBQXBK3Xa7yGJhYQFTU1PRcYiICOxZQNQorq6uvGNERNTKbd68GdOnT1c9X7ZsGXr06IHAwEAkJSUhLi4O8fHx4gLqARMTE5iYmIiOQUREd2CxgKgR3n//fdERiIhIsIKCAjg6OgIArl69irNnzyItLQ2DBg1CXV0dFi1aJDYgERHRQ2CDQyIiIqJGkMlkKC8vB3Crl03btm1V6+3Nzc1RVlYmMh4REdFD4cwCIiIiokbo378/1qxZAwMDA6SkpMDPzw+GhoYAgMuXL8PW1lZwQiIiogfHmQVEREREjRAVFYXCwkLMnDkTFRUViIiIUI3t2rWLXf2JiEgvcTcEIiIioiZQXFwMKysrtWPnz5+HjY0NrK2tBaUiIiJ6OCwWEBEREREREZEaLkMgIiIiIiIiIjUsFhARERERERGRGhYLiIiIiIiIiEgNiwVEREREREREpIbFAiIiItI76U+OxcdSZ3wsdca3U98QHYeIiKjFYbGAiIiIHrk/vz+i+nL/sdQZv6zbJDoSERER/QMWC4iIiIiIiIhIDYsFRERERERERKTGSHQAIiIiomvHTuLnj/6L/EM/oUJ+DQZGhjB3soej/5NwjwiEeVe7f/z5Gxf+wJG3Y/Dndz+gtrISNgP6wWtRJBxG+KmdV3rpCo7GfIwr+w6j/E85oFTC5DErWDjZw9bLA31fnwzrPr0e5VslIiLSCywWEBERkVAn4tfghzcXQ1lfrzpWVwUUnT2PorPncTblczy7dS26Pumj9eeLf7uILwY/A0VRseqY/HA2tvlPwqj/TUbPCWMAADev/YVNnv9GZeF1tZ+vyC9ARX4B5EeyYdWrO4sFREREYLGAiIiIBMo7mIlDsxcBSiUAwNyhC3pN+h/UlFfgl7X/i9qblaguKcU3417DlJwjMLFqr/EaBZlH0c6uEwZGhaK6rBy/pHyOuqoqKOvrsS9wDhxGDoPM0gI56TtVhQKZVXs8Pu1FmDxmhYr8qyj+NQd5h35qvjdORESk41gsICIiImFOxK1WFQqMzc3wYvZutO3YAQDgNPpf+PqZlwEAiqJinFv/BTzCAzVew8DYGBMOfw0LJ3sAgJ2vJ/ZMDgEAVN0owe+bt6Pva5NRp1CofqbnC2MwNHaR2uvUVNxETXlFk79HIiIifcQGh0RERCSMPPOY6rHjqOGqQgEAOP37XzC1eUz1vOCOc+9kN9RLVSgAgJ4vPgcDY2PV88JjpwAAnX0HA5IEADizegM+HzgSe14JRdaSD/HH7n2QjAzR1tamad4YERGRnuPMAiIiIhKmquiG6rG2L+ptbW1USwcUxTc0xgGoFRgAwMDQECaPWeFmwbVb/40bpQCAToM9MDRuEX6c/wFqyitQePw0Co+fVv2cSQdrPLP5Pw32RiAiImpNWCwgIiIiYWTW7VF57S8AwM2rhRrjdx7T1q8AuNW48E71dXVQXP+72aGsvYXqsUd4IPoGvoyCH4+j6Ox53Pg9F5d278eN3y9C8VcRvg2YhWmXjjbmLREREbUIXIZAREREwnT2GaR6fGn3frUv/n/s+k5t54I7z71T/qGfUPrHFdXz3zdtQ31Njeq5zcD+AIDy/ALcvFoI47ZtYf/UE3ALm45hHy/BqE3JqnPLLueh8npR498YERGRnuPMAiIiIhLGIyIQF7ftAZRK1JSVY5PnKPR66X9QU34Tv3z6ueo8E2sr9Al4Qetr1NfUYLPv/4PLK+NVuyHc1sbSQrV1Yv7BH7Fncgg6PzEY1n16op1dJyjr6nDhy29U5xu0aQPjtqaP6N0SERHpDxYLiIiI6JFT/t+OB7dJ/9dosIufN4bGLcIPby6Gsr4eZZfzcOz9RLVz21ha4Jn0/0LW3lLra9sM6Icbv+fi2HL1n5MMDPBU8nLILP9ehqCsr0f+wR+Rf/BHra/lFjoNRqYsFhAREbFYQERERI9c+ZU8tedtLMxUjz3CA2H3xGCc/DgFeQd/RIX8GgwMDWDuZA/HUcPhEREIc/suDb52h3594P/ZJ8h8Zxn+/D4TdQoFbDz6YfCCCDj6D1ed1/mJwfBe+hbkR46i+Ncc3Lz2F+oqFZBZWaJD/8fh8sr4BmcvEBERtTaS8u5SPxEREVETqrxehK1Pv4jCE2dUx1759RCsevcQmIqIiIj+CWcWEBER0SNRIb+Krf6TUJKTi9pKheq47WAPFgqIiIh0HIsFRERE9EjUVVXj+ulzasfa2trg6XXxYgIRERHRfWOxgIiIiB4dSYKxWTtYOjvB6d/D4R4eiLYdO4hORURERPfAngVEREREREREpMZAdAAiIiIiIiIi0i0sFhARERERERGRGhYLiIiIiIiIiEgNiwVEREREREREpIbFAiIiIiIiIiJSw2IBEREREREREalhsYCIiIiIiIiI1LBYQERERERERERq/j/RyCf+x+8TOQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (12,8))\n",
+    "job_count.plot(kind='bar',color = sn.color_palette('deep'))\n",
+    "plt.title('Distribution of Different Jobs')\n",
+    "plt.xlabel('Jobs',weight = 'bold', color = '#910018', fontsize = 14)\n",
+    "plt.ylabel('Count',weight = 'bold', color = '#910018', fontsize = 14)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f8647ea",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015326,
+     "end_time": "2024-02-08T20:16:51.700769",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:51.685443",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "It is evident that Blue-Collar is the most prevalent occupation, with the highest count. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "93c611d5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:51.734349Z",
+     "iopub.status.busy": "2024-02-08T20:16:51.733891Z",
+     "iopub.status.idle": "2024-02-08T20:16:52.384340Z",
+     "shell.execute_reply": "2024-02-08T20:16:52.383288Z"
+    },
+    "papermill": {
+     "duration": 0.672321,
+     "end_time": "2024-02-08T20:16:52.388920",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:51.716599",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12,8))\n",
+    "sn.countplot(x=df['job'], hue ='y',data =df, palette= {'yes': 'green', 'no':\"red\"})\n",
+    "plt.title('Age Distribution for Deposit (Yes/No)')\n",
+    "plt.xlabel('Age',weight = 'bold', color = '#910018', fontsize = 14)\n",
+    "plt.ylabel('Count',weight = 'bold', color = '#910018', fontsize = 14)\n",
+    "plt.tight_layout()\n",
+    "plt.xticks(rotation = 45)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4557da8a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016607,
+     "end_time": "2024-02-08T20:16:52.423210",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:52.406603",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "managment customers are the most likely to deposit\n",
+    ",let's take a closer look in the next cell"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "ad00e260",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:52.458934Z",
+     "iopub.status.busy": "2024-02-08T20:16:52.458545Z",
+     "iopub.status.idle": "2024-02-08T20:16:52.481560Z",
+     "shell.execute_reply": "2024-02-08T20:16:52.480306Z"
+    },
+    "papermill": {
+     "duration": 0.043915,
+     "end_time": "2024-02-08T20:16:52.484023",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:52.440108",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "job\n",
+       "management       1301\n",
+       "technician        840\n",
+       "blue-collar       708\n",
+       "admin.            631\n",
+       "retired           516\n",
+       "services          369\n",
+       "student           269\n",
+       "unemployed        202\n",
+       "self-employed     187\n",
+       "entrepreneur      123\n",
+       "housemaid         109\n",
+       "unknown            34\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "most_job_deposit = df[df['y']=='yes']['job'].value_counts().sort_values(ascending= False)\n",
+    "most_job_deposit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "6346cc22",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:52.521102Z",
+     "iopub.status.busy": "2024-02-08T20:16:52.520655Z",
+     "iopub.status.idle": "2024-02-08T20:16:52.942933Z",
+     "shell.execute_reply": "2024-02-08T20:16:52.942041Z"
+    },
+    "papermill": {
+     "duration": 0.443608,
+     "end_time": "2024-02-08T20:16:52.945433",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:52.501825",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize = (12,8))\n",
+    "most_job_deposit.plot(kind='bar',color = sn.color_palette('deep'))\n",
+    "plt.title('Distribution of Different Jobs')\n",
+    "plt.xlabel('Jobs',weight = 'bold', color = '#910018', fontsize = 14)\n",
+    "plt.ylabel('Count',weight = 'bold', color = '#910018', fontsize = 14)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f01f20d0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.019057,
+     "end_time": "2024-02-08T20:16:52.984249",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:52.965192",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "we will change unknown to others in the preprocessing part"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dae0ede3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018449,
+     "end_time": "2024-02-08T20:16:53.022001",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:53.003552",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Visualizing The Rest of the Features:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "4a70cfef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:16:53.060448Z",
+     "iopub.status.busy": "2024-02-08T20:16:53.059991Z",
+     "iopub.status.idle": "2024-02-08T20:20:18.947780Z",
+     "shell.execute_reply": "2024-02-08T20:20:18.946590Z"
+    },
+    "papermill": {
+     "duration": 205.910442,
+     "end_time": "2024-02-08T20:20:18.950798",
+     "exception": false,
+     "start_time": "2024-02-08T20:16:53.040356",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_18/1228975449.py:6: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
+      "  sn.histplot(df[i], kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/tmp/ipykernel_18/1228975449.py:6: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
+      "  sn.histplot(df[i], kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/tmp/ipykernel_18/1228975449.py:6: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
+      "  sn.histplot(df[i], kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/tmp/ipykernel_18/1228975449.py:6: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
+      "  sn.histplot(df[i], kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/tmp/ipykernel_18/1228975449.py:6: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
+      "  sn.histplot(df[i], kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/tmp/ipykernel_18/1228975449.py:6: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
+      "  sn.histplot(df[i], kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/tmp/ipykernel_18/1228975449.py:6: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
+      "  sn.histplot(df[i], kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i in df.columns:\n",
+    "    if df[i].dtype !=\"object\":\n",
+    "        plt.figure(figsize=(12,8))\n",
+    "        \n",
+    "        plt.subplot(2,3,1)\n",
+    "        sn.histplot(df[i], kde=True,palette='viridis',linewidth=1.2, alpha=0.6)\n",
+    "        plt.title(f\"Distribution Of {i}\")\n",
+    "        \n",
+    "        plt.subplot(2,3,2)\n",
+    "        sn.boxplot(df[i])\n",
+    "        plt.ylabel(i)\n",
+    "        plt.title(f\"Boxplot Of {i}\")\n",
+    "        \n",
+    "        plt.subplot(2,3,3)\n",
+    "        sn.lineplot(data=df, x=i, y=\"y\")\n",
+    "        plt.title(f\"Line Plot Of {i} vs Y\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "7d06dd84",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:19.005777Z",
+     "iopub.status.busy": "2024-02-08T20:20:19.004908Z",
+     "iopub.status.idle": "2024-02-08T20:20:27.009060Z",
+     "shell.execute_reply": "2024-02-08T20:20:27.007779Z"
+    },
+    "papermill": {
+     "duration": 8.03484,
+     "end_time": "2024-02-08T20:20:27.011836",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:18.976996",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 2500x1000 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 2500x1000 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 2500x1000 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 2500x1000 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 2500x1000 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 2500x1000 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 2500x1000 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i in df.columns:\n",
+    "    plt.figure(figsize=(25,10))\n",
+    "    \n",
+    "    if df[i].dtype == \"object\":\n",
+    "        plt.subplot(2,2,1)\n",
+    "        x=sn.countplot(data=df, x=i)\n",
+    "        for container in x.containers:\n",
+    "            x.bar_label(container)\n",
+    "        plt.xticks(rotation=45,fontsize=16)\n",
+    "        plt.xlabel(i,fontsize=17)\n",
+    "        plt.ylabel(\"count\",fontsize=13)\n",
+    "        plt.title(f\"Count plot of {i}\",fontsize=20,weight=\"bold\")\n",
+    "        \n",
+    "        print()\n",
+    "        \n",
+    "        plt.subplot(2,2,2)\n",
+    "        v=sn.countplot(data=df,x=i,hue=\"y\")\n",
+    "        for container in v.containers:\n",
+    "            v.bar_label(container)\n",
+    "        plt.xticks(rotation=45,fontsize=16)\n",
+    "        plt.xlabel(i,fontsize=17)\n",
+    "        plt.ylabel(\"count\",fontsize=12)\n",
+    "        plt.title(f\"countplot of {i} with y\",fontsize=20,weight=\"bold\" )\n",
+    "        plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "322a4d91",
+   "metadata": {
+    "papermill": {
+     "duration": 0.03967,
+     "end_time": "2024-02-08T20:20:27.091480",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:27.051810",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Defining X,Y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "82202777",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:27.172024Z",
+     "iopub.status.busy": "2024-02-08T20:20:27.171614Z",
+     "iopub.status.idle": "2024-02-08T20:20:27.215951Z",
+     "shell.execute_reply": "2024-02-08T20:20:27.214992Z"
+    },
+    "papermill": {
+     "duration": 0.087491,
+     "end_time": "2024-02-08T20:20:27.218551",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:27.131060",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_test=pd.read_csv('/kaggle/input/bank-term-deposit-predictions/test.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "a257b7a5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:27.299827Z",
+     "iopub.status.busy": "2024-02-08T20:20:27.299026Z",
+     "iopub.status.idle": "2024-02-08T20:20:27.481477Z",
+     "shell.execute_reply": "2024-02-08T20:20:27.480161Z"
+    },
+    "papermill": {
+     "duration": 0.226196,
+     "end_time": "2024-02-08T20:20:27.484075",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:27.257879",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>job</th>\n",
+       "      <th>marital</th>\n",
+       "      <th>education</th>\n",
+       "      <th>default</th>\n",
+       "      <th>balance</th>\n",
+       "      <th>housing</th>\n",
+       "      <th>loan</th>\n",
+       "      <th>contact</th>\n",
+       "      <th>day</th>\n",
+       "      <th>month</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>campaign</th>\n",
+       "      <th>pdays</th>\n",
+       "      <th>previous</th>\n",
+       "      <th>poutcome</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>41114</th>\n",
+       "      <td>34</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>923</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>16</td>\n",
+       "      <td>1</td>\n",
+       "      <td>366</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37910</th>\n",
+       "      <td>35</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>534</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>8</td>\n",
+       "      <td>111</td>\n",
+       "      <td>2</td>\n",
+       "      <td>353</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>975</th>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1053</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>125</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38828</th>\n",
+       "      <td>18</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1061</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>8</td>\n",
+       "      <td>450</td>\n",
+       "      <td>1</td>\n",
+       "      <td>301</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23166</th>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1043</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1</td>\n",
+       "      <td>20</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       age  job  marital  education  default  balance  housing  loan  contact  \\\n",
+       "41114   34    4        1          2        0      923        0     0        0   \n",
+       "37910   35    4        1          2        0      534        1     0        0   \n",
+       "975     20    0        2          1        0     1053        1     1        2   \n",
+       "38828   18    2        2          2        0     1061        1     0        0   \n",
+       "23166   14    9        2          2        0     1043        1     0        0   \n",
+       "\n",
+       "       day  month  duration  campaign  pdays  previous  poutcome  y  \n",
+       "41114   16      1       366         1      0         0         3  0  \n",
+       "37910   13      8       111         2    353         1         1  0  \n",
+       "975      6      8       125         1      0         0         3  0  \n",
+       "38828   17      8       450         1    301         2         2  0  \n",
+       "23166   26      1        20        16      0         0         3  0  "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "l=LabelEncoder()\n",
+    "df=df.apply(l.fit_transform)\n",
+    "df.sample(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "e979b934",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:27.570091Z",
+     "iopub.status.busy": "2024-02-08T20:20:27.569323Z",
+     "iopub.status.idle": "2024-02-08T20:20:27.613242Z",
+     "shell.execute_reply": "2024-02-08T20:20:27.612338Z"
+    },
+    "papermill": {
+     "duration": 0.089713,
+     "end_time": "2024-02-08T20:20:27.615471",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:27.525758",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>job</th>\n",
+       "      <th>marital</th>\n",
+       "      <th>education</th>\n",
+       "      <th>default</th>\n",
+       "      <th>balance</th>\n",
+       "      <th>housing</th>\n",
+       "      <th>loan</th>\n",
+       "      <th>contact</th>\n",
+       "      <th>day</th>\n",
+       "      <th>month</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>campaign</th>\n",
+       "      <th>pdays</th>\n",
+       "      <th>previous</th>\n",
+       "      <th>poutcome</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2051</th>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>934</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>25</td>\n",
+       "      <td>8</td>\n",
+       "      <td>521</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2033</th>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>876</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>5</td>\n",
+       "      <td>760</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1175</th>\n",
+       "      <td>41</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>761</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>820</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2078</th>\n",
+       "      <td>12</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1164</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>19</td>\n",
+       "      <td>9</td>\n",
+       "      <td>405</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2112</th>\n",
+       "      <td>27</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>296</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>409</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      age  job  marital  education  default  balance  housing  loan  contact  \\\n",
+       "2051   12    0        2          1        0      934        1     0        2   \n",
+       "2033   22    1        0          0        0      876        0     1        0   \n",
+       "1175   41    3        1          0        0      761        0     0        2   \n",
+       "2078   12    6        2          1        0     1164        0     0        0   \n",
+       "2112   27    0        1          1        0      296        1     0        0   \n",
+       "\n",
+       "      day  month  duration  campaign  pdays  previous  poutcome  y  \n",
+       "2051   25      8       521         1      0         0         3  1  \n",
+       "2033   14      5       760         4      0         0         3  1  \n",
+       "1175   11      6       820         2      0         0         3  0  \n",
+       "2078   19      9       405         0      0         0         3  0  \n",
+       "2112    6      1       409         3      0         0         3  0  "
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "l=LabelEncoder()\n",
+    "df_test=df_test.apply(l.fit_transform)\n",
+    "df_test.sample(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "3705552e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:27.785942Z",
+     "iopub.status.busy": "2024-02-08T20:20:27.785055Z",
+     "iopub.status.idle": "2024-02-08T20:20:27.792670Z",
+     "shell.execute_reply": "2024-02-08T20:20:27.791581Z"
+    },
+    "papermill": {
+     "duration": 0.1384,
+     "end_time": "2024-02-08T20:20:27.795322",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:27.656922",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "x_train = df.drop('y',axis = 1)\n",
+    "y_train = df['y']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "512ca9de",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:27.879197Z",
+     "iopub.status.busy": "2024-02-08T20:20:27.878364Z",
+     "iopub.status.idle": "2024-02-08T20:20:27.884525Z",
+     "shell.execute_reply": "2024-02-08T20:20:27.883313Z"
+    },
+    "papermill": {
+     "duration": 0.050947,
+     "end_time": "2024-02-08T20:20:27.887121",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:27.836174",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "x_test = df_test.drop('y',axis = 1)\n",
+    "y_test = df_test['y']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9ea77bac",
+   "metadata": {
+    "papermill": {
+     "duration": 0.039869,
+     "end_time": "2024-02-08T20:20:27.967011",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:27.927142",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Machine Learning Models"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5a4406d7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.03989,
+     "end_time": "2024-02-08T20:20:28.047223",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:28.007333",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Logistic Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "b4be165a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:28.131159Z",
+     "iopub.status.busy": "2024-02-08T20:20:28.130134Z",
+     "iopub.status.idle": "2024-02-08T20:20:35.076306Z",
+     "shell.execute_reply": "2024-02-08T20:20:35.075031Z"
+    },
+    "papermill": {
+     "duration": 6.995419,
+     "end_time": "2024-02-08T20:20:35.082863",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:28.087444",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
+      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
+      "\n",
+      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
+      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
+      "Please also refer to the documentation for alternative solver options:\n",
+      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
+      "  n_iter_i = _check_optimize_result(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression(C=3, max_iter=1000)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(C=3, max_iter=1000)</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "LogisticRegression(C=3, max_iter=1000)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "logistic_model=LogisticRegression(max_iter=1000,C=3,penalty=\"l2\")\n",
+    "logistic_model.fit(x_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "54950ffa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:35.230644Z",
+     "iopub.status.busy": "2024-02-08T20:20:35.230222Z",
+     "iopub.status.idle": "2024-02-08T20:20:35.246280Z",
+     "shell.execute_reply": "2024-02-08T20:20:35.244668Z"
+    },
+    "papermill": {
+     "duration": 0.067336,
+     "end_time": "2024-02-08T20:20:35.250182",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:35.182846",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8860871488608715"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "logistic_model.score(x_test,y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "d43eb5b6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:35.397411Z",
+     "iopub.status.busy": "2024-02-08T20:20:35.396933Z",
+     "iopub.status.idle": "2024-02-08T20:20:35.819898Z",
+     "shell.execute_reply": "2024-02-08T20:20:35.818796Z"
+    },
+    "papermill": {
+     "duration": 0.478461,
+     "end_time": "2024-02-08T20:20:35.822659",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:35.344198",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 900x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(9,4))\n",
+    "predicted=logistic_model.predict(x_test)\n",
+    "\n",
+    "cm=confusion_matrix(y_test,predicted)\n",
+    "sn.heatmap(cm,annot=True, fmt='d', cmap='Blues')\n",
+    "\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "plt.xlabel(\"Predict\")\n",
+    "plt.ylabel(\"Actual\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3ee50ea7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.043974,
+     "end_time": "2024-02-08T20:20:35.911203",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:35.867229",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Decision Tree Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "843d1c68",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:36.000808Z",
+     "iopub.status.busy": "2024-02-08T20:20:36.000406Z",
+     "iopub.status.idle": "2024-02-08T20:20:36.390179Z",
+     "shell.execute_reply": "2024-02-08T20:20:36.388957Z"
+    },
+    "papermill": {
+     "duration": 0.437751,
+     "end_time": "2024-02-08T20:20:36.392685",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:35.954934",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier(random_state=131)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(random_state=131)</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "DecisionTreeClassifier(random_state=131)"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "decision_tree=DecisionTreeClassifier(random_state=131)\n",
+    "decision_tree.fit(x_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "73a50ad5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:36.485907Z",
+     "iopub.status.busy": "2024-02-08T20:20:36.485061Z",
+     "iopub.status.idle": "2024-02-08T20:20:36.497244Z",
+     "shell.execute_reply": "2024-02-08T20:20:36.495881Z"
+    },
+    "papermill": {
+     "duration": 0.06231,
+     "end_time": "2024-02-08T20:20:36.499887",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:36.437577",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9040035390400354"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "decision_tree.score(x_test,y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d0dba90e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.045928,
+     "end_time": "2024-02-08T20:20:36.590111",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:36.544183",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## XGB Classifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "a4ebb211",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:36.681915Z",
+     "iopub.status.busy": "2024-02-08T20:20:36.681505Z",
+     "iopub.status.idle": "2024-02-08T20:20:44.454732Z",
+     "shell.execute_reply": "2024-02-08T20:20:44.453402Z"
+    },
+    "papermill": {
+     "duration": 7.822598,
+     "end_time": "2024-02-08T20:20:44.457536",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:36.634938",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\tvalidation_0-logloss:0.36995\n",
+      "[1]\tvalidation_0-logloss:0.36777\n",
+      "[2]\tvalidation_0-logloss:0.36564\n",
+      "[3]\tvalidation_0-logloss:0.36356\n",
+      "[4]\tvalidation_0-logloss:0.36153\n",
+      "[5]\tvalidation_0-logloss:0.35954\n",
+      "[6]\tvalidation_0-logloss:0.35764\n",
+      "[7]\tvalidation_0-logloss:0.35575\n",
+      "[8]\tvalidation_0-logloss:0.35393\n",
+      "[9]\tvalidation_0-logloss:0.35214\n",
+      "[10]\tvalidation_0-logloss:0.35036\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/xgboost/sklearn.py:889: UserWarning: `early_stopping_rounds` in `fit` method is deprecated for better compatibility with scikit-learn, use `early_stopping_rounds` in constructor or`set_params` instead.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[11]\tvalidation_0-logloss:0.34859\n",
+      "[12]\tvalidation_0-logloss:0.34690\n",
+      "[13]\tvalidation_0-logloss:0.34516\n",
+      "[14]\tvalidation_0-logloss:0.34344\n",
+      "[15]\tvalidation_0-logloss:0.34174\n",
+      "[16]\tvalidation_0-logloss:0.34012\n",
+      "[17]\tvalidation_0-logloss:0.33849\n",
+      "[18]\tvalidation_0-logloss:0.33697\n",
+      "[19]\tvalidation_0-logloss:0.33551\n",
+      "[20]\tvalidation_0-logloss:0.33395\n",
+      "[21]\tvalidation_0-logloss:0.33243\n",
+      "[22]\tvalidation_0-logloss:0.33102\n",
+      "[23]\tvalidation_0-logloss:0.32963\n",
+      "[24]\tvalidation_0-logloss:0.32828\n",
+      "[25]\tvalidation_0-logloss:0.32689\n",
+      "[26]\tvalidation_0-logloss:0.32556\n",
+      "[27]\tvalidation_0-logloss:0.32427\n",
+      "[28]\tvalidation_0-logloss:0.32297\n",
+      "[29]\tvalidation_0-logloss:0.32169\n",
+      "[30]\tvalidation_0-logloss:0.32042\n",
+      "[31]\tvalidation_0-logloss:0.31921\n",
+      "[32]\tvalidation_0-logloss:0.31799\n",
+      "[33]\tvalidation_0-logloss:0.31678\n",
+      "[34]\tvalidation_0-logloss:0.31555\n",
+      "[35]\tvalidation_0-logloss:0.31435\n",
+      "[36]\tvalidation_0-logloss:0.31317\n",
+      "[37]\tvalidation_0-logloss:0.31201\n",
+      "[38]\tvalidation_0-logloss:0.31082\n",
+      "[39]\tvalidation_0-logloss:0.30972\n",
+      "[40]\tvalidation_0-logloss:0.30865\n",
+      "[41]\tvalidation_0-logloss:0.30757\n",
+      "[42]\tvalidation_0-logloss:0.30653\n",
+      "[43]\tvalidation_0-logloss:0.30548\n",
+      "[44]\tvalidation_0-logloss:0.30443\n",
+      "[45]\tvalidation_0-logloss:0.30338\n",
+      "[46]\tvalidation_0-logloss:0.30237\n",
+      "[47]\tvalidation_0-logloss:0.30136\n",
+      "[48]\tvalidation_0-logloss:0.30038\n",
+      "[49]\tvalidation_0-logloss:0.29936\n",
+      "[50]\tvalidation_0-logloss:0.29838\n",
+      "[51]\tvalidation_0-logloss:0.29743\n",
+      "[52]\tvalidation_0-logloss:0.29648\n",
+      "[53]\tvalidation_0-logloss:0.29555\n",
+      "[54]\tvalidation_0-logloss:0.29461\n",
+      "[55]\tvalidation_0-logloss:0.29368\n",
+      "[56]\tvalidation_0-logloss:0.29275\n",
+      "[57]\tvalidation_0-logloss:0.29192\n",
+      "[58]\tvalidation_0-logloss:0.29105\n",
+      "[59]\tvalidation_0-logloss:0.29018\n",
+      "[60]\tvalidation_0-logloss:0.28931\n",
+      "[61]\tvalidation_0-logloss:0.28851\n",
+      "[62]\tvalidation_0-logloss:0.28771\n",
+      "[63]\tvalidation_0-logloss:0.28691\n",
+      "[64]\tvalidation_0-logloss:0.28610\n",
+      "[65]\tvalidation_0-logloss:0.28534\n",
+      "[66]\tvalidation_0-logloss:0.28457\n",
+      "[67]\tvalidation_0-logloss:0.28385\n",
+      "[68]\tvalidation_0-logloss:0.28307\n",
+      "[69]\tvalidation_0-logloss:0.28236\n",
+      "[70]\tvalidation_0-logloss:0.28165\n",
+      "[71]\tvalidation_0-logloss:0.28093\n",
+      "[72]\tvalidation_0-logloss:0.28025\n",
+      "[73]\tvalidation_0-logloss:0.27957\n",
+      "[74]\tvalidation_0-logloss:0.27890\n",
+      "[75]\tvalidation_0-logloss:0.27824\n",
+      "[76]\tvalidation_0-logloss:0.27759\n",
+      "[77]\tvalidation_0-logloss:0.27695\n",
+      "[78]\tvalidation_0-logloss:0.27626\n",
+      "[79]\tvalidation_0-logloss:0.27553\n",
+      "[80]\tvalidation_0-logloss:0.27482\n",
+      "[81]\tvalidation_0-logloss:0.27412\n",
+      "[82]\tvalidation_0-logloss:0.27344\n",
+      "[83]\tvalidation_0-logloss:0.27275\n",
+      "[84]\tvalidation_0-logloss:0.27208\n",
+      "[85]\tvalidation_0-logloss:0.27141\n",
+      "[86]\tvalidation_0-logloss:0.27074\n",
+      "[87]\tvalidation_0-logloss:0.27010\n",
+      "[88]\tvalidation_0-logloss:0.26948\n",
+      "[89]\tvalidation_0-logloss:0.26885\n",
+      "[90]\tvalidation_0-logloss:0.26830\n",
+      "[91]\tvalidation_0-logloss:0.26776\n",
+      "[92]\tvalidation_0-logloss:0.26718\n",
+      "[93]\tvalidation_0-logloss:0.26659\n",
+      "[94]\tvalidation_0-logloss:0.26605\n",
+      "[95]\tvalidation_0-logloss:0.26548\n",
+      "[96]\tvalidation_0-logloss:0.26498\n",
+      "[97]\tvalidation_0-logloss:0.26442\n",
+      "[98]\tvalidation_0-logloss:0.26387\n",
+      "[99]\tvalidation_0-logloss:0.26328\n",
+      "[100]\tvalidation_0-logloss:0.26282\n",
+      "[101]\tvalidation_0-logloss:0.26224\n",
+      "[102]\tvalidation_0-logloss:0.26167\n",
+      "[103]\tvalidation_0-logloss:0.26112\n",
+      "[104]\tvalidation_0-logloss:0.26059\n",
+      "[105]\tvalidation_0-logloss:0.26010\n",
+      "[106]\tvalidation_0-logloss:0.25965\n",
+      "[107]\tvalidation_0-logloss:0.25911\n",
+      "[108]\tvalidation_0-logloss:0.25863\n",
+      "[109]\tvalidation_0-logloss:0.25817\n",
+      "[110]\tvalidation_0-logloss:0.25768\n",
+      "[111]\tvalidation_0-logloss:0.25728\n",
+      "[112]\tvalidation_0-logloss:0.25678\n",
+      "[113]\tvalidation_0-logloss:0.25635\n",
+      "[114]\tvalidation_0-logloss:0.25591\n",
+      "[115]\tvalidation_0-logloss:0.25548\n",
+      "[116]\tvalidation_0-logloss:0.25507\n",
+      "[117]\tvalidation_0-logloss:0.25460\n",
+      "[118]\tvalidation_0-logloss:0.25422\n",
+      "[119]\tvalidation_0-logloss:0.25375\n",
+      "[120]\tvalidation_0-logloss:0.25335\n",
+      "[121]\tvalidation_0-logloss:0.25290\n",
+      "[122]\tvalidation_0-logloss:0.25247\n",
+      "[123]\tvalidation_0-logloss:0.25204\n",
+      "[124]\tvalidation_0-logloss:0.25167\n",
+      "[125]\tvalidation_0-logloss:0.25126\n",
+      "[126]\tvalidation_0-logloss:0.25084\n",
+      "[127]\tvalidation_0-logloss:0.25044\n",
+      "[128]\tvalidation_0-logloss:0.25007\n",
+      "[129]\tvalidation_0-logloss:0.24967\n",
+      "[130]\tvalidation_0-logloss:0.24929\n",
+      "[131]\tvalidation_0-logloss:0.24894\n",
+      "[132]\tvalidation_0-logloss:0.24859\n",
+      "[133]\tvalidation_0-logloss:0.24822\n",
+      "[134]\tvalidation_0-logloss:0.24787\n",
+      "[135]\tvalidation_0-logloss:0.24754\n",
+      "[136]\tvalidation_0-logloss:0.24724\n",
+      "[137]\tvalidation_0-logloss:0.24689\n",
+      "[138]\tvalidation_0-logloss:0.24657\n",
+      "[139]\tvalidation_0-logloss:0.24622\n",
+      "[140]\tvalidation_0-logloss:0.24589\n",
+      "[141]\tvalidation_0-logloss:0.24555\n",
+      "[142]\tvalidation_0-logloss:0.24525\n",
+      "[143]\tvalidation_0-logloss:0.24494\n",
+      "[144]\tvalidation_0-logloss:0.24463\n",
+      "[145]\tvalidation_0-logloss:0.24434\n",
+      "[146]\tvalidation_0-logloss:0.24405\n",
+      "[147]\tvalidation_0-logloss:0.24376\n",
+      "[148]\tvalidation_0-logloss:0.24348\n",
+      "[149]\tvalidation_0-logloss:0.24316\n",
+      "[150]\tvalidation_0-logloss:0.24288\n",
+      "[151]\tvalidation_0-logloss:0.24261\n",
+      "[152]\tvalidation_0-logloss:0.24229\n",
+      "[153]\tvalidation_0-logloss:0.24199\n",
+      "[154]\tvalidation_0-logloss:0.24171\n",
+      "[155]\tvalidation_0-logloss:0.24145\n",
+      "[156]\tvalidation_0-logloss:0.24116\n",
+      "[157]\tvalidation_0-logloss:0.24087\n",
+      "[158]\tvalidation_0-logloss:0.24060\n",
+      "[159]\tvalidation_0-logloss:0.24031\n",
+      "[160]\tvalidation_0-logloss:0.24002\n",
+      "[161]\tvalidation_0-logloss:0.23974\n",
+      "[162]\tvalidation_0-logloss:0.23944\n",
+      "[163]\tvalidation_0-logloss:0.23919\n",
+      "[164]\tvalidation_0-logloss:0.23893\n",
+      "[165]\tvalidation_0-logloss:0.23865\n",
+      "[166]\tvalidation_0-logloss:0.23837\n",
+      "[167]\tvalidation_0-logloss:0.23807\n",
+      "[168]\tvalidation_0-logloss:0.23775\n",
+      "[169]\tvalidation_0-logloss:0.23745\n",
+      "[170]\tvalidation_0-logloss:0.23714\n",
+      "[171]\tvalidation_0-logloss:0.23681\n",
+      "[172]\tvalidation_0-logloss:0.23654\n",
+      "[173]\tvalidation_0-logloss:0.23624\n",
+      "[174]\tvalidation_0-logloss:0.23599\n",
+      "[175]\tvalidation_0-logloss:0.23575\n",
+      "[176]\tvalidation_0-logloss:0.23550\n",
+      "[177]\tvalidation_0-logloss:0.23526\n",
+      "[178]\tvalidation_0-logloss:0.23501\n",
+      "[179]\tvalidation_0-logloss:0.23479\n",
+      "[180]\tvalidation_0-logloss:0.23454\n",
+      "[181]\tvalidation_0-logloss:0.23431\n",
+      "[182]\tvalidation_0-logloss:0.23408\n",
+      "[183]\tvalidation_0-logloss:0.23386\n",
+      "[184]\tvalidation_0-logloss:0.23362\n",
+      "[185]\tvalidation_0-logloss:0.23340\n",
+      "[186]\tvalidation_0-logloss:0.23317\n",
+      "[187]\tvalidation_0-logloss:0.23296\n",
+      "[188]\tvalidation_0-logloss:0.23272\n",
+      "[189]\tvalidation_0-logloss:0.23251\n",
+      "[190]\tvalidation_0-logloss:0.23230\n",
+      "[191]\tvalidation_0-logloss:0.23207\n",
+      "[192]\tvalidation_0-logloss:0.23185\n",
+      "[193]\tvalidation_0-logloss:0.23163\n",
+      "[194]\tvalidation_0-logloss:0.23140\n",
+      "[195]\tvalidation_0-logloss:0.23119\n",
+      "[196]\tvalidation_0-logloss:0.23099\n",
+      "[197]\tvalidation_0-logloss:0.23080\n",
+      "[198]\tvalidation_0-logloss:0.23060\n",
+      "[199]\tvalidation_0-logloss:0.23039\n",
+      "[200]\tvalidation_0-logloss:0.23020\n",
+      "[201]\tvalidation_0-logloss:0.22999\n",
+      "[202]\tvalidation_0-logloss:0.22981\n",
+      "[203]\tvalidation_0-logloss:0.22962\n",
+      "[204]\tvalidation_0-logloss:0.22944\n",
+      "[205]\tvalidation_0-logloss:0.22923\n",
+      "[206]\tvalidation_0-logloss:0.22900\n",
+      "[207]\tvalidation_0-logloss:0.22882\n",
+      "[208]\tvalidation_0-logloss:0.22863\n",
+      "[209]\tvalidation_0-logloss:0.22842\n",
+      "[210]\tvalidation_0-logloss:0.22822\n",
+      "[211]\tvalidation_0-logloss:0.22802\n",
+      "[212]\tvalidation_0-logloss:0.22782\n",
+      "[213]\tvalidation_0-logloss:0.22764\n",
+      "[214]\tvalidation_0-logloss:0.22745\n",
+      "[215]\tvalidation_0-logloss:0.22728\n",
+      "[216]\tvalidation_0-logloss:0.22712\n",
+      "[217]\tvalidation_0-logloss:0.22694\n",
+      "[218]\tvalidation_0-logloss:0.22677\n",
+      "[219]\tvalidation_0-logloss:0.22663\n",
+      "[220]\tvalidation_0-logloss:0.22641\n",
+      "[221]\tvalidation_0-logloss:0.22625\n",
+      "[222]\tvalidation_0-logloss:0.22605\n",
+      "[223]\tvalidation_0-logloss:0.22587\n",
+      "[224]\tvalidation_0-logloss:0.22569\n",
+      "[225]\tvalidation_0-logloss:0.22557\n",
+      "[226]\tvalidation_0-logloss:0.22544\n",
+      "[227]\tvalidation_0-logloss:0.22517\n",
+      "[228]\tvalidation_0-logloss:0.22500\n",
+      "[229]\tvalidation_0-logloss:0.22487\n",
+      "[230]\tvalidation_0-logloss:0.22473\n",
+      "[231]\tvalidation_0-logloss:0.22459\n",
+      "[232]\tvalidation_0-logloss:0.22433\n",
+      "[233]\tvalidation_0-logloss:0.22419\n",
+      "[234]\tvalidation_0-logloss:0.22406\n",
+      "[235]\tvalidation_0-logloss:0.22390\n",
+      "[236]\tvalidation_0-logloss:0.22379\n",
+      "[237]\tvalidation_0-logloss:0.22355\n",
+      "[238]\tvalidation_0-logloss:0.22345\n",
+      "[239]\tvalidation_0-logloss:0.22329\n",
+      "[240]\tvalidation_0-logloss:0.22306\n",
+      "[241]\tvalidation_0-logloss:0.22293\n",
+      "[242]\tvalidation_0-logloss:0.22283\n",
+      "[243]\tvalidation_0-logloss:0.22263\n",
+      "[244]\tvalidation_0-logloss:0.22254\n",
+      "[245]\tvalidation_0-logloss:0.22236\n",
+      "[246]\tvalidation_0-logloss:0.22224\n",
+      "[247]\tvalidation_0-logloss:0.22205\n",
+      "[248]\tvalidation_0-logloss:0.22185\n",
+      "[249]\tvalidation_0-logloss:0.22165\n",
+      "[250]\tvalidation_0-logloss:0.22150\n",
+      "[251]\tvalidation_0-logloss:0.22133\n",
+      "[252]\tvalidation_0-logloss:0.22122\n",
+      "[253]\tvalidation_0-logloss:0.22112\n",
+      "[254]\tvalidation_0-logloss:0.22101\n",
+      "[255]\tvalidation_0-logloss:0.22085\n",
+      "[256]\tvalidation_0-logloss:0.22070\n",
+      "[257]\tvalidation_0-logloss:0.22057\n",
+      "[258]\tvalidation_0-logloss:0.22049\n",
+      "[259]\tvalidation_0-logloss:0.22035\n",
+      "[260]\tvalidation_0-logloss:0.22024\n",
+      "[261]\tvalidation_0-logloss:0.22012\n",
+      "[262]\tvalidation_0-logloss:0.22000\n",
+      "[263]\tvalidation_0-logloss:0.21979\n",
+      "[264]\tvalidation_0-logloss:0.21966\n",
+      "[265]\tvalidation_0-logloss:0.21947\n",
+      "[266]\tvalidation_0-logloss:0.21935\n",
+      "[267]\tvalidation_0-logloss:0.21924\n",
+      "[268]\tvalidation_0-logloss:0.21910\n",
+      "[269]\tvalidation_0-logloss:0.21898\n",
+      "[270]\tvalidation_0-logloss:0.21887\n",
+      "[271]\tvalidation_0-logloss:0.21876\n",
+      "[272]\tvalidation_0-logloss:0.21863\n",
+      "[273]\tvalidation_0-logloss:0.21845\n",
+      "[274]\tvalidation_0-logloss:0.21838\n",
+      "[275]\tvalidation_0-logloss:0.21822\n",
+      "[276]\tvalidation_0-logloss:0.21809\n",
+      "[277]\tvalidation_0-logloss:0.21801\n",
+      "[278]\tvalidation_0-logloss:0.21786\n",
+      "[279]\tvalidation_0-logloss:0.21777\n",
+      "[280]\tvalidation_0-logloss:0.21768\n",
+      "[281]\tvalidation_0-logloss:0.21760\n",
+      "[282]\tvalidation_0-logloss:0.21752\n",
+      "[283]\tvalidation_0-logloss:0.21746\n",
+      "[284]\tvalidation_0-logloss:0.21739\n",
+      "[285]\tvalidation_0-logloss:0.21732\n",
+      "[286]\tvalidation_0-logloss:0.21725\n",
+      "[287]\tvalidation_0-logloss:0.21712\n",
+      "[288]\tvalidation_0-logloss:0.21705\n",
+      "[289]\tvalidation_0-logloss:0.21699\n",
+      "[290]\tvalidation_0-logloss:0.21684\n",
+      "[291]\tvalidation_0-logloss:0.21667\n",
+      "[292]\tvalidation_0-logloss:0.21658\n",
+      "[293]\tvalidation_0-logloss:0.21643\n",
+      "[294]\tvalidation_0-logloss:0.21625\n",
+      "[295]\tvalidation_0-logloss:0.21611\n",
+      "[296]\tvalidation_0-logloss:0.21595\n",
+      "[297]\tvalidation_0-logloss:0.21583\n",
+      "[298]\tvalidation_0-logloss:0.21569\n",
+      "[299]\tvalidation_0-logloss:0.21553\n",
+      "[300]\tvalidation_0-logloss:0.21546\n",
+      "[301]\tvalidation_0-logloss:0.21540\n",
+      "[302]\tvalidation_0-logloss:0.21531\n",
+      "[303]\tvalidation_0-logloss:0.21526\n",
+      "[304]\tvalidation_0-logloss:0.21517\n",
+      "[305]\tvalidation_0-logloss:0.21509\n",
+      "[306]\tvalidation_0-logloss:0.21503\n",
+      "[307]\tvalidation_0-logloss:0.21494\n",
+      "[308]\tvalidation_0-logloss:0.21489\n",
+      "[309]\tvalidation_0-logloss:0.21477\n",
+      "[310]\tvalidation_0-logloss:0.21471\n",
+      "[311]\tvalidation_0-logloss:0.21464\n",
+      "[312]\tvalidation_0-logloss:0.21459\n",
+      "[313]\tvalidation_0-logloss:0.21452\n",
+      "[314]\tvalidation_0-logloss:0.21450\n",
+      "[315]\tvalidation_0-logloss:0.21443\n",
+      "[316]\tvalidation_0-logloss:0.21436\n",
+      "[317]\tvalidation_0-logloss:0.21429\n",
+      "[318]\tvalidation_0-logloss:0.21418\n",
+      "[319]\tvalidation_0-logloss:0.21408\n",
+      "[320]\tvalidation_0-logloss:0.21397\n",
+      "[321]\tvalidation_0-logloss:0.21387\n",
+      "[322]\tvalidation_0-logloss:0.21376\n",
+      "[323]\tvalidation_0-logloss:0.21369\n",
+      "[324]\tvalidation_0-logloss:0.21363\n",
+      "[325]\tvalidation_0-logloss:0.21353\n",
+      "[326]\tvalidation_0-logloss:0.21346\n",
+      "[327]\tvalidation_0-logloss:0.21339\n",
+      "[328]\tvalidation_0-logloss:0.21331\n",
+      "[329]\tvalidation_0-logloss:0.21322\n",
+      "[330]\tvalidation_0-logloss:0.21314\n",
+      "[331]\tvalidation_0-logloss:0.21307\n",
+      "[332]\tvalidation_0-logloss:0.21299\n",
+      "[333]\tvalidation_0-logloss:0.21292\n",
+      "[334]\tvalidation_0-logloss:0.21284\n",
+      "[335]\tvalidation_0-logloss:0.21277\n",
+      "[336]\tvalidation_0-logloss:0.21268\n",
+      "[337]\tvalidation_0-logloss:0.21253\n",
+      "[338]\tvalidation_0-logloss:0.21248\n",
+      "[339]\tvalidation_0-logloss:0.21241\n",
+      "[340]\tvalidation_0-logloss:0.21237\n",
+      "[341]\tvalidation_0-logloss:0.21226\n",
+      "[342]\tvalidation_0-logloss:0.21220\n",
+      "[343]\tvalidation_0-logloss:0.21212\n",
+      "[344]\tvalidation_0-logloss:0.21205\n",
+      "[345]\tvalidation_0-logloss:0.21197\n",
+      "[346]\tvalidation_0-logloss:0.21185\n",
+      "[347]\tvalidation_0-logloss:0.21174\n",
+      "[348]\tvalidation_0-logloss:0.21162\n",
+      "[349]\tvalidation_0-logloss:0.21155\n",
+      "[350]\tvalidation_0-logloss:0.21149\n",
+      "[351]\tvalidation_0-logloss:0.21138\n",
+      "[352]\tvalidation_0-logloss:0.21125\n",
+      "[353]\tvalidation_0-logloss:0.21118\n",
+      "[354]\tvalidation_0-logloss:0.21108\n",
+      "[355]\tvalidation_0-logloss:0.21103\n",
+      "[356]\tvalidation_0-logloss:0.21097\n",
+      "[357]\tvalidation_0-logloss:0.21081\n",
+      "[358]\tvalidation_0-logloss:0.21076\n",
+      "[359]\tvalidation_0-logloss:0.21065\n",
+      "[360]\tvalidation_0-logloss:0.21058\n",
+      "[361]\tvalidation_0-logloss:0.21045\n",
+      "[362]\tvalidation_0-logloss:0.21039\n",
+      "[363]\tvalidation_0-logloss:0.21037\n",
+      "[364]\tvalidation_0-logloss:0.21024\n",
+      "[365]\tvalidation_0-logloss:0.21011\n",
+      "[366]\tvalidation_0-logloss:0.20999\n",
+      "[367]\tvalidation_0-logloss:0.20993\n",
+      "[368]\tvalidation_0-logloss:0.20981\n",
+      "[369]\tvalidation_0-logloss:0.20972\n",
+      "[370]\tvalidation_0-logloss:0.20969\n",
+      "[371]\tvalidation_0-logloss:0.20963\n",
+      "[372]\tvalidation_0-logloss:0.20957\n",
+      "[373]\tvalidation_0-logloss:0.20945\n",
+      "[374]\tvalidation_0-logloss:0.20933\n",
+      "[375]\tvalidation_0-logloss:0.20921\n",
+      "[376]\tvalidation_0-logloss:0.20910\n",
+      "[377]\tvalidation_0-logloss:0.20898\n",
+      "[378]\tvalidation_0-logloss:0.20893\n",
+      "[379]\tvalidation_0-logloss:0.20887\n",
+      "[380]\tvalidation_0-logloss:0.20876\n",
+      "[381]\tvalidation_0-logloss:0.20871\n",
+      "[382]\tvalidation_0-logloss:0.20861\n",
+      "[383]\tvalidation_0-logloss:0.20850\n",
+      "[384]\tvalidation_0-logloss:0.20844\n",
+      "[385]\tvalidation_0-logloss:0.20839\n",
+      "[386]\tvalidation_0-logloss:0.20828\n",
+      "[387]\tvalidation_0-logloss:0.20824\n",
+      "[388]\tvalidation_0-logloss:0.20822\n",
+      "[389]\tvalidation_0-logloss:0.20820\n",
+      "[390]\tvalidation_0-logloss:0.20819\n",
+      "[391]\tvalidation_0-logloss:0.20808\n",
+      "[392]\tvalidation_0-logloss:0.20802\n",
+      "[393]\tvalidation_0-logloss:0.20802\n",
+      "[394]\tvalidation_0-logloss:0.20796\n",
+      "[395]\tvalidation_0-logloss:0.20796\n",
+      "[396]\tvalidation_0-logloss:0.20785\n",
+      "[397]\tvalidation_0-logloss:0.20778\n",
+      "[398]\tvalidation_0-logloss:0.20772\n",
+      "[399]\tvalidation_0-logloss:0.20766\n",
+      "[400]\tvalidation_0-logloss:0.20762\n",
+      "[401]\tvalidation_0-logloss:0.20758\n",
+      "[402]\tvalidation_0-logloss:0.20749\n",
+      "[403]\tvalidation_0-logloss:0.20741\n",
+      "[404]\tvalidation_0-logloss:0.20732\n",
+      "[405]\tvalidation_0-logloss:0.20727\n",
+      "[406]\tvalidation_0-logloss:0.20724\n",
+      "[407]\tvalidation_0-logloss:0.20720\n",
+      "[408]\tvalidation_0-logloss:0.20713\n",
+      "[409]\tvalidation_0-logloss:0.20703\n",
+      "[410]\tvalidation_0-logloss:0.20696\n",
+      "[411]\tvalidation_0-logloss:0.20686\n",
+      "[412]\tvalidation_0-logloss:0.20676\n",
+      "[413]\tvalidation_0-logloss:0.20669\n",
+      "[414]\tvalidation_0-logloss:0.20667\n",
+      "[415]\tvalidation_0-logloss:0.20658\n",
+      "[416]\tvalidation_0-logloss:0.20651\n",
+      "[417]\tvalidation_0-logloss:0.20646\n",
+      "[418]\tvalidation_0-logloss:0.20635\n",
+      "[419]\tvalidation_0-logloss:0.20631\n",
+      "[420]\tvalidation_0-logloss:0.20625\n",
+      "[421]\tvalidation_0-logloss:0.20617\n",
+      "[422]\tvalidation_0-logloss:0.20611\n",
+      "[423]\tvalidation_0-logloss:0.20603\n",
+      "[424]\tvalidation_0-logloss:0.20598\n",
+      "[425]\tvalidation_0-logloss:0.20589\n",
+      "[426]\tvalidation_0-logloss:0.20580\n",
+      "[427]\tvalidation_0-logloss:0.20572\n",
+      "[428]\tvalidation_0-logloss:0.20568\n",
+      "[429]\tvalidation_0-logloss:0.20560\n",
+      "[430]\tvalidation_0-logloss:0.20551\n",
+      "[431]\tvalidation_0-logloss:0.20548\n",
+      "[432]\tvalidation_0-logloss:0.20541\n",
+      "[433]\tvalidation_0-logloss:0.20535\n",
+      "[434]\tvalidation_0-logloss:0.20532\n",
+      "[435]\tvalidation_0-logloss:0.20526\n",
+      "[436]\tvalidation_0-logloss:0.20519\n",
+      "[437]\tvalidation_0-logloss:0.20514\n",
+      "[438]\tvalidation_0-logloss:0.20509\n",
+      "[439]\tvalidation_0-logloss:0.20504\n",
+      "[440]\tvalidation_0-logloss:0.20501\n",
+      "[441]\tvalidation_0-logloss:0.20492\n",
+      "[442]\tvalidation_0-logloss:0.20489\n",
+      "[443]\tvalidation_0-logloss:0.20481\n",
+      "[444]\tvalidation_0-logloss:0.20477\n",
+      "[445]\tvalidation_0-logloss:0.20468\n",
+      "[446]\tvalidation_0-logloss:0.20464\n",
+      "[447]\tvalidation_0-logloss:0.20460\n",
+      "[448]\tvalidation_0-logloss:0.20456\n",
+      "[449]\tvalidation_0-logloss:0.20452\n",
+      "[450]\tvalidation_0-logloss:0.20446\n",
+      "[451]\tvalidation_0-logloss:0.20440\n",
+      "[452]\tvalidation_0-logloss:0.20432\n",
+      "[453]\tvalidation_0-logloss:0.20428\n",
+      "[454]\tvalidation_0-logloss:0.20423\n",
+      "[455]\tvalidation_0-logloss:0.20416\n",
+      "[456]\tvalidation_0-logloss:0.20414\n",
+      "[457]\tvalidation_0-logloss:0.20411\n",
+      "[458]\tvalidation_0-logloss:0.20406\n",
+      "[459]\tvalidation_0-logloss:0.20401\n",
+      "[460]\tvalidation_0-logloss:0.20398\n",
+      "[461]\tvalidation_0-logloss:0.20395\n",
+      "[462]\tvalidation_0-logloss:0.20391\n",
+      "[463]\tvalidation_0-logloss:0.20386\n",
+      "[464]\tvalidation_0-logloss:0.20380\n",
+      "[465]\tvalidation_0-logloss:0.20377\n",
+      "[466]\tvalidation_0-logloss:0.20374\n",
+      "[467]\tvalidation_0-logloss:0.20370\n",
+      "[468]\tvalidation_0-logloss:0.20368\n",
+      "[469]\tvalidation_0-logloss:0.20366\n",
+      "[470]\tvalidation_0-logloss:0.20354\n",
+      "[471]\tvalidation_0-logloss:0.20349\n",
+      "[472]\tvalidation_0-logloss:0.20347\n",
+      "[473]\tvalidation_0-logloss:0.20341\n",
+      "[474]\tvalidation_0-logloss:0.20338\n",
+      "[475]\tvalidation_0-logloss:0.20334\n",
+      "[476]\tvalidation_0-logloss:0.20330\n",
+      "[477]\tvalidation_0-logloss:0.20329\n",
+      "[478]\tvalidation_0-logloss:0.20327\n",
+      "[479]\tvalidation_0-logloss:0.20323\n",
+      "[480]\tvalidation_0-logloss:0.20317\n",
+      "[481]\tvalidation_0-logloss:0.20305\n",
+      "[482]\tvalidation_0-logloss:0.20304\n",
+      "[483]\tvalidation_0-logloss:0.20303\n",
+      "[484]\tvalidation_0-logloss:0.20300\n",
+      "[485]\tvalidation_0-logloss:0.20296\n",
+      "[486]\tvalidation_0-logloss:0.20285\n",
+      "[487]\tvalidation_0-logloss:0.20283\n",
+      "[488]\tvalidation_0-logloss:0.20279\n",
+      "[489]\tvalidation_0-logloss:0.20274\n",
+      "[490]\tvalidation_0-logloss:0.20263\n",
+      "[491]\tvalidation_0-logloss:0.20260\n",
+      "[492]\tvalidation_0-logloss:0.20254\n",
+      "[493]\tvalidation_0-logloss:0.20253\n",
+      "[494]\tvalidation_0-logloss:0.20249\n",
+      "[495]\tvalidation_0-logloss:0.20245\n",
+      "[496]\tvalidation_0-logloss:0.20242\n",
+      "[497]\tvalidation_0-logloss:0.20240\n",
+      "[498]\tvalidation_0-logloss:0.20238\n",
+      "[499]\tvalidation_0-logloss:0.20239\n",
+      "[500]\tvalidation_0-logloss:0.20230\n",
+      "[501]\tvalidation_0-logloss:0.20226\n",
+      "[502]\tvalidation_0-logloss:0.20221\n",
+      "[503]\tvalidation_0-logloss:0.20223\n",
+      "[504]\tvalidation_0-logloss:0.20215\n",
+      "[505]\tvalidation_0-logloss:0.20211\n",
+      "[506]\tvalidation_0-logloss:0.20208\n",
+      "[507]\tvalidation_0-logloss:0.20206\n",
+      "[508]\tvalidation_0-logloss:0.20204\n",
+      "[509]\tvalidation_0-logloss:0.20196\n",
+      "[510]\tvalidation_0-logloss:0.20194\n",
+      "[511]\tvalidation_0-logloss:0.20192\n",
+      "[512]\tvalidation_0-logloss:0.20191\n",
+      "[513]\tvalidation_0-logloss:0.20186\n",
+      "[514]\tvalidation_0-logloss:0.20184\n",
+      "[515]\tvalidation_0-logloss:0.20183\n",
+      "[516]\tvalidation_0-logloss:0.20181\n",
+      "[517]\tvalidation_0-logloss:0.20184\n",
+      "[518]\tvalidation_0-logloss:0.20171\n",
+      "[519]\tvalidation_0-logloss:0.20167\n",
+      "[520]\tvalidation_0-logloss:0.20167\n",
+      "[521]\tvalidation_0-logloss:0.20163\n",
+      "[522]\tvalidation_0-logloss:0.20161\n",
+      "[523]\tvalidation_0-logloss:0.20156\n",
+      "[524]\tvalidation_0-logloss:0.20151\n",
+      "[525]\tvalidation_0-logloss:0.20147\n",
+      "[526]\tvalidation_0-logloss:0.20143\n",
+      "[527]\tvalidation_0-logloss:0.20138\n",
+      "[528]\tvalidation_0-logloss:0.20126\n",
+      "[529]\tvalidation_0-logloss:0.20122\n",
+      "[530]\tvalidation_0-logloss:0.20122\n",
+      "[531]\tvalidation_0-logloss:0.20118\n",
+      "[532]\tvalidation_0-logloss:0.20113\n",
+      "[533]\tvalidation_0-logloss:0.20110\n",
+      "[534]\tvalidation_0-logloss:0.20106\n",
+      "[535]\tvalidation_0-logloss:0.20107\n",
+      "[536]\tvalidation_0-logloss:0.20100\n",
+      "[537]\tvalidation_0-logloss:0.20088\n",
+      "[538]\tvalidation_0-logloss:0.20081\n",
+      "[539]\tvalidation_0-logloss:0.20080\n",
+      "[540]\tvalidation_0-logloss:0.20063\n",
+      "[541]\tvalidation_0-logloss:0.20062\n",
+      "[542]\tvalidation_0-logloss:0.20055\n",
+      "[543]\tvalidation_0-logloss:0.20044\n",
+      "[544]\tvalidation_0-logloss:0.20043\n",
+      "[545]\tvalidation_0-logloss:0.20039\n",
+      "[546]\tvalidation_0-logloss:0.20033\n",
+      "[547]\tvalidation_0-logloss:0.20028\n",
+      "[548]\tvalidation_0-logloss:0.20029\n",
+      "[549]\tvalidation_0-logloss:0.20022\n",
+      "[550]\tvalidation_0-logloss:0.20018\n",
+      "[551]\tvalidation_0-logloss:0.20018\n",
+      "[552]\tvalidation_0-logloss:0.20013\n",
+      "[553]\tvalidation_0-logloss:0.20007\n",
+      "[554]\tvalidation_0-logloss:0.20003\n",
+      "[555]\tvalidation_0-logloss:0.20000\n",
+      "[556]\tvalidation_0-logloss:0.19995\n",
+      "[557]\tvalidation_0-logloss:0.19992\n",
+      "[558]\tvalidation_0-logloss:0.19990\n",
+      "[559]\tvalidation_0-logloss:0.19988\n",
+      "[560]\tvalidation_0-logloss:0.19990\n",
+      "[561]\tvalidation_0-logloss:0.19988\n",
+      "[562]\tvalidation_0-logloss:0.19987\n",
+      "[563]\tvalidation_0-logloss:0.19978\n",
+      "[564]\tvalidation_0-logloss:0.19979\n",
+      "[565]\tvalidation_0-logloss:0.19977\n",
+      "[566]\tvalidation_0-logloss:0.19975\n",
+      "[567]\tvalidation_0-logloss:0.19967\n",
+      "[568]\tvalidation_0-logloss:0.19961\n",
+      "[569]\tvalidation_0-logloss:0.19954\n",
+      "[570]\tvalidation_0-logloss:0.19953\n",
+      "[571]\tvalidation_0-logloss:0.19951\n",
+      "[572]\tvalidation_0-logloss:0.19946\n",
+      "[573]\tvalidation_0-logloss:0.19945\n",
+      "[574]\tvalidation_0-logloss:0.19943\n",
+      "[575]\tvalidation_0-logloss:0.19939\n",
+      "[576]\tvalidation_0-logloss:0.19931\n",
+      "[577]\tvalidation_0-logloss:0.19927\n",
+      "[578]\tvalidation_0-logloss:0.19922\n",
+      "[579]\tvalidation_0-logloss:0.19921\n",
+      "[580]\tvalidation_0-logloss:0.19919\n",
+      "[581]\tvalidation_0-logloss:0.19914\n",
+      "[582]\tvalidation_0-logloss:0.19905\n",
+      "[583]\tvalidation_0-logloss:0.19904\n",
+      "[584]\tvalidation_0-logloss:0.19902\n",
+      "[585]\tvalidation_0-logloss:0.19898\n",
+      "[586]\tvalidation_0-logloss:0.19893\n",
+      "[587]\tvalidation_0-logloss:0.19889\n",
+      "[588]\tvalidation_0-logloss:0.19886\n",
+      "[589]\tvalidation_0-logloss:0.19880\n",
+      "[590]\tvalidation_0-logloss:0.19872\n",
+      "[591]\tvalidation_0-logloss:0.19869\n",
+      "[592]\tvalidation_0-logloss:0.19870\n",
+      "[593]\tvalidation_0-logloss:0.19867\n",
+      "[594]\tvalidation_0-logloss:0.19859\n",
+      "[595]\tvalidation_0-logloss:0.19857\n",
+      "[596]\tvalidation_0-logloss:0.19849\n",
+      "[597]\tvalidation_0-logloss:0.19849\n",
+      "[598]\tvalidation_0-logloss:0.19844\n",
+      "[599]\tvalidation_0-logloss:0.19837\n",
+      "[600]\tvalidation_0-logloss:0.19836\n",
+      "[601]\tvalidation_0-logloss:0.19836\n",
+      "[602]\tvalidation_0-logloss:0.19833\n",
+      "[603]\tvalidation_0-logloss:0.19828\n",
+      "[604]\tvalidation_0-logloss:0.19826\n",
+      "[605]\tvalidation_0-logloss:0.19823\n",
+      "[606]\tvalidation_0-logloss:0.19821\n",
+      "[607]\tvalidation_0-logloss:0.19815\n",
+      "[608]\tvalidation_0-logloss:0.19808\n",
+      "[609]\tvalidation_0-logloss:0.19806\n",
+      "[610]\tvalidation_0-logloss:0.19803\n",
+      "[611]\tvalidation_0-logloss:0.19797\n",
+      "[612]\tvalidation_0-logloss:0.19797\n",
+      "[613]\tvalidation_0-logloss:0.19796\n",
+      "[614]\tvalidation_0-logloss:0.19793\n",
+      "[615]\tvalidation_0-logloss:0.19790\n",
+      "[616]\tvalidation_0-logloss:0.19788\n",
+      "[617]\tvalidation_0-logloss:0.19787\n",
+      "[618]\tvalidation_0-logloss:0.19781\n",
+      "[619]\tvalidation_0-logloss:0.19778\n",
+      "[620]\tvalidation_0-logloss:0.19774\n",
+      "[621]\tvalidation_0-logloss:0.19772\n",
+      "[622]\tvalidation_0-logloss:0.19768\n",
+      "[623]\tvalidation_0-logloss:0.19767\n",
+      "[624]\tvalidation_0-logloss:0.19757\n",
+      "[625]\tvalidation_0-logloss:0.19753\n",
+      "[626]\tvalidation_0-logloss:0.19752\n",
+      "[627]\tvalidation_0-logloss:0.19750\n",
+      "[628]\tvalidation_0-logloss:0.19747\n",
+      "[629]\tvalidation_0-logloss:0.19742\n",
+      "[630]\tvalidation_0-logloss:0.19740\n",
+      "[631]\tvalidation_0-logloss:0.19739\n",
+      "[632]\tvalidation_0-logloss:0.19736\n",
+      "[633]\tvalidation_0-logloss:0.19734\n",
+      "[634]\tvalidation_0-logloss:0.19734\n",
+      "[635]\tvalidation_0-logloss:0.19732\n",
+      "[636]\tvalidation_0-logloss:0.19731\n",
+      "[637]\tvalidation_0-logloss:0.19728\n",
+      "[638]\tvalidation_0-logloss:0.19728\n",
+      "[639]\tvalidation_0-logloss:0.19727\n",
+      "[640]\tvalidation_0-logloss:0.19725\n",
+      "[641]\tvalidation_0-logloss:0.19719\n",
+      "[642]\tvalidation_0-logloss:0.19715\n",
+      "[643]\tvalidation_0-logloss:0.19712\n",
+      "[644]\tvalidation_0-logloss:0.19712\n",
+      "[645]\tvalidation_0-logloss:0.19710\n",
+      "[646]\tvalidation_0-logloss:0.19706\n",
+      "[647]\tvalidation_0-logloss:0.19705\n",
+      "[648]\tvalidation_0-logloss:0.19703\n",
+      "[649]\tvalidation_0-logloss:0.19702\n",
+      "[650]\tvalidation_0-logloss:0.19700\n",
+      "[651]\tvalidation_0-logloss:0.19698\n",
+      "[652]\tvalidation_0-logloss:0.19695\n",
+      "[653]\tvalidation_0-logloss:0.19693\n",
+      "[654]\tvalidation_0-logloss:0.19689\n",
+      "[655]\tvalidation_0-logloss:0.19689\n",
+      "[656]\tvalidation_0-logloss:0.19686\n",
+      "[657]\tvalidation_0-logloss:0.19685\n",
+      "[658]\tvalidation_0-logloss:0.19683\n",
+      "[659]\tvalidation_0-logloss:0.19681\n",
+      "[660]\tvalidation_0-logloss:0.19678\n",
+      "[661]\tvalidation_0-logloss:0.19676\n",
+      "[662]\tvalidation_0-logloss:0.19675\n",
+      "[663]\tvalidation_0-logloss:0.19673\n",
+      "[664]\tvalidation_0-logloss:0.19671\n",
+      "[665]\tvalidation_0-logloss:0.19668\n",
+      "[666]\tvalidation_0-logloss:0.19666\n",
+      "[667]\tvalidation_0-logloss:0.19665\n",
+      "[668]\tvalidation_0-logloss:0.19664\n",
+      "[669]\tvalidation_0-logloss:0.19661\n",
+      "[670]\tvalidation_0-logloss:0.19659\n",
+      "[671]\tvalidation_0-logloss:0.19659\n",
+      "[672]\tvalidation_0-logloss:0.19656\n",
+      "[673]\tvalidation_0-logloss:0.19654\n",
+      "[674]\tvalidation_0-logloss:0.19652\n",
+      "[675]\tvalidation_0-logloss:0.19648\n",
+      "[676]\tvalidation_0-logloss:0.19646\n",
+      "[677]\tvalidation_0-logloss:0.19645\n",
+      "[678]\tvalidation_0-logloss:0.19646\n",
+      "[679]\tvalidation_0-logloss:0.19644\n",
+      "[680]\tvalidation_0-logloss:0.19640\n",
+      "[681]\tvalidation_0-logloss:0.19638\n",
+      "[682]\tvalidation_0-logloss:0.19637\n",
+      "[683]\tvalidation_0-logloss:0.19635\n",
+      "[684]\tvalidation_0-logloss:0.19631\n",
+      "[685]\tvalidation_0-logloss:0.19632\n",
+      "[686]\tvalidation_0-logloss:0.19628\n",
+      "[687]\tvalidation_0-logloss:0.19626\n",
+      "[688]\tvalidation_0-logloss:0.19622\n",
+      "[689]\tvalidation_0-logloss:0.19614\n",
+      "[690]\tvalidation_0-logloss:0.19612\n",
+      "[691]\tvalidation_0-logloss:0.19611\n",
+      "[692]\tvalidation_0-logloss:0.19610\n",
+      "[693]\tvalidation_0-logloss:0.19608\n",
+      "[694]\tvalidation_0-logloss:0.19605\n",
+      "[695]\tvalidation_0-logloss:0.19600\n",
+      "[696]\tvalidation_0-logloss:0.19598\n",
+      "[697]\tvalidation_0-logloss:0.19597\n",
+      "[698]\tvalidation_0-logloss:0.19596\n",
+      "[699]\tvalidation_0-logloss:0.19588\n",
+      "[700]\tvalidation_0-logloss:0.19587\n",
+      "[701]\tvalidation_0-logloss:0.19586\n",
+      "[702]\tvalidation_0-logloss:0.19586\n",
+      "[703]\tvalidation_0-logloss:0.19584\n",
+      "[704]\tvalidation_0-logloss:0.19583\n",
+      "[705]\tvalidation_0-logloss:0.19578\n",
+      "[706]\tvalidation_0-logloss:0.19577\n",
+      "[707]\tvalidation_0-logloss:0.19575\n",
+      "[708]\tvalidation_0-logloss:0.19574\n",
+      "[709]\tvalidation_0-logloss:0.19573\n",
+      "[710]\tvalidation_0-logloss:0.19568\n",
+      "[711]\tvalidation_0-logloss:0.19566\n",
+      "[712]\tvalidation_0-logloss:0.19563\n",
+      "[713]\tvalidation_0-logloss:0.19564\n",
+      "[714]\tvalidation_0-logloss:0.19557\n",
+      "[715]\tvalidation_0-logloss:0.19553\n",
+      "[716]\tvalidation_0-logloss:0.19552\n",
+      "[717]\tvalidation_0-logloss:0.19552\n",
+      "[718]\tvalidation_0-logloss:0.19546\n",
+      "[719]\tvalidation_0-logloss:0.19544\n",
+      "[720]\tvalidation_0-logloss:0.19542\n",
+      "[721]\tvalidation_0-logloss:0.19541\n",
+      "[722]\tvalidation_0-logloss:0.19534\n",
+      "[723]\tvalidation_0-logloss:0.19532\n",
+      "[724]\tvalidation_0-logloss:0.19530\n",
+      "[725]\tvalidation_0-logloss:0.19525\n",
+      "[726]\tvalidation_0-logloss:0.19524\n",
+      "[727]\tvalidation_0-logloss:0.19521\n",
+      "[728]\tvalidation_0-logloss:0.19518\n",
+      "[729]\tvalidation_0-logloss:0.19518\n",
+      "[730]\tvalidation_0-logloss:0.19514\n",
+      "[731]\tvalidation_0-logloss:0.19513\n",
+      "[732]\tvalidation_0-logloss:0.19511\n",
+      "[733]\tvalidation_0-logloss:0.19510\n",
+      "[734]\tvalidation_0-logloss:0.19507\n",
+      "[735]\tvalidation_0-logloss:0.19506\n",
+      "[736]\tvalidation_0-logloss:0.19504\n",
+      "[737]\tvalidation_0-logloss:0.19503\n",
+      "[738]\tvalidation_0-logloss:0.19498\n",
+      "[739]\tvalidation_0-logloss:0.19497\n",
+      "[740]\tvalidation_0-logloss:0.19496\n",
+      "[741]\tvalidation_0-logloss:0.19494\n",
+      "[742]\tvalidation_0-logloss:0.19495\n",
+      "[743]\tvalidation_0-logloss:0.19493\n",
+      "[744]\tvalidation_0-logloss:0.19494\n",
+      "[745]\tvalidation_0-logloss:0.19496\n",
+      "[746]\tvalidation_0-logloss:0.19494\n",
+      "[747]\tvalidation_0-logloss:0.19489\n",
+      "[748]\tvalidation_0-logloss:0.19489\n",
+      "[749]\tvalidation_0-logloss:0.19488\n",
+      "[750]\tvalidation_0-logloss:0.19487\n",
+      "[751]\tvalidation_0-logloss:0.19486\n",
+      "[752]\tvalidation_0-logloss:0.19487\n",
+      "[753]\tvalidation_0-logloss:0.19486\n",
+      "[754]\tvalidation_0-logloss:0.19481\n",
+      "[755]\tvalidation_0-logloss:0.19481\n",
+      "[756]\tvalidation_0-logloss:0.19482\n",
+      "[757]\tvalidation_0-logloss:0.19480\n",
+      "[758]\tvalidation_0-logloss:0.19476\n",
+      "[759]\tvalidation_0-logloss:0.19473\n",
+      "[760]\tvalidation_0-logloss:0.19470\n",
+      "[761]\tvalidation_0-logloss:0.19469\n",
+      "[762]\tvalidation_0-logloss:0.19470\n",
+      "[763]\tvalidation_0-logloss:0.19470\n",
+      "[764]\tvalidation_0-logloss:0.19471\n",
+      "[765]\tvalidation_0-logloss:0.19467\n",
+      "[766]\tvalidation_0-logloss:0.19471\n",
+      "[767]\tvalidation_0-logloss:0.19472\n",
+      "[768]\tvalidation_0-logloss:0.19469\n",
+      "[769]\tvalidation_0-logloss:0.19471\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=0.01, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=7, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              multi_strategy=None, n_estimators=1000, n_jobs=None,\n",
+       "              num_parallel_tree=None, random_state=None, ...)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">XGBClassifier</label><div class=\"sk-toggleable__content\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=0.01, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=7, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              multi_strategy=None, n_estimators=1000, n_jobs=None,\n",
+       "              num_parallel_tree=None, random_state=None, ...)</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=0.01, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=7, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              multi_strategy=None, n_estimators=1000, n_jobs=None,\n",
+       "              num_parallel_tree=None, random_state=None, ...)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "XGBC_model=XGBClassifier(n_estimators=1000, learning_rate=0.01, max_depth=7)\n",
+    "XGBC_model.fit(x_train,y_train,early_stopping_rounds=5,eval_set=[(x_test,y_test)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "90344d89",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:44.703904Z",
+     "iopub.status.busy": "2024-02-08T20:20:44.703153Z",
+     "iopub.status.idle": "2024-02-08T20:20:45.126919Z",
+     "shell.execute_reply": "2024-02-08T20:20:45.125547Z"
+    },
+    "papermill": {
+     "duration": 0.54856,
+     "end_time": "2024-02-08T20:20:45.129759",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:44.581199",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.93306938576895"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "XGBC_model.score(x_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "673105cc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-02-08T20:20:45.373899Z",
+     "iopub.status.busy": "2024-02-08T20:20:45.371716Z",
+     "iopub.status.idle": "2024-02-08T20:20:45.435028Z",
+     "shell.execute_reply": "2024-02-08T20:20:45.434052Z"
+    },
+    "papermill": {
+     "duration": 0.187692,
+     "end_time": "2024-02-08T20:20:45.437936",
+     "exception": false,
+     "start_time": "2024-02-08T20:20:45.250244",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9086485290864853"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "XGBC_model.score(x_test,y_test)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kaggle": {
+   "accelerator": "none",
+   "dataSources": [
+    {
+     "datasetId": 4086639,
+     "sourceId": 7091569,
+     "sourceType": "datasetVersion"
+    }
+   ],
+   "dockerImageVersionId": 30646,
+   "isGpuEnabled": false,
+   "isInternetEnabled": true,
+   "language": "python",
+   "sourceType": "notebook"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 247.685951,
+   "end_time": "2024-02-08T20:20:46.482571",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2024-02-08T20:16:38.796620",
+   "version": "2.5.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Prediction Models/Electron_energy_Prediction/Readme.md b/Prediction Models/Electron_energy_Prediction/Readme.md
new file mode 100644
index 00000000..1884686a
--- /dev/null
+++ b/Prediction Models/Electron_energy_Prediction/Readme.md	
@@ -0,0 +1,37 @@
+# Electron Energy Flux Prediction
+
+## Project Overview
+
+This project aims to develop machine learning models to predict the `ELE_TOTAL_ENERGY_FLUX` of electrons, a measure crucial for space weather analysis and satellite safety. Using a dataset containing telemetry and environmental features, the project evaluates and identifies the optimal model to predict this continuous target variable accurately.
+
+## Problem Statement
+
+The prediction of `ELE_TOTAL_ENERGY_FLUX` is essential in understanding and mitigating the effects of space weather on satellite systems. This project seeks to forecast electron energy flux from a set of features representing environmental conditions and satellite data. This predictive capability aids in satellite operation planning and helps avoid potential damage due to high electron fluxes in the space environment.
+
+## Data
+
+- **Features**: The dataset includes 74 features, including:
+  - `SC_AACGM_LAT`: Geographic latitude in the AACGM model.
+  - `cos_ut`, `sin_ut`: Sine and cosine transformations of universal time.
+  - `cos_doy`, `sin_doy`: Sine and cosine transformations of day of the year.
+  - `vsw_10min`, `psw_10min`: Solar wind parameters over a 10-minute interval.
+  - And additional telemetry data related to spacecraft operations.
+
+- **Target Variable**: `ELE_TOTAL_ENERGY_FLUX`
+
+## Methods
+
+1. **Data Preprocessing**: The dataset was processed to handle missing values, normalize or scale features, and encode any categorical variables as needed.
+2. **Modeling**: Multiple regression models were trained, including:
+   - Linear Regression
+   - Decision Tree Regressor
+   - Random Forest Regressor
+   - Gradient Boosting Regressor
+3. **Evaluation**: Models were evaluated based on:
+   - Root Mean Square Error (RMSE)
+   - Mean Absolute Error (MAE)
+   - Coefficient of Determination (R²)
+
+## Results
+
+The optimal model demonstrated low RMSE and high R², indicating its accuracy and reliability in predicting electron energy flux based on the given features.
diff --git a/Prediction Models/Electron_energy_Prediction/electron-energy-flux-prediction-part-2-modeling.ipynb b/Prediction Models/Electron_energy_Prediction/electron-energy-flux-prediction-part-2-modeling.ipynb
new file mode 100644
index 00000000..5f9c1849
--- /dev/null
+++ b/Prediction Models/Electron_energy_Prediction/electron-energy-flux-prediction-part-2-modeling.ipynb	
@@ -0,0 +1,4414 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<h1><center> Electron Energy Flux Prediction </center></h1>\n",
+    "<h2><center> Part 2. Modeling </center></h2>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:36:51.892872Z",
+     "iopub.status.busy": "2022-04-29T16:36:51.892484Z",
+     "iopub.status.idle": "2022-04-29T16:37:41.558245Z",
+     "shell.execute_reply": "2022-04-29T16:37:41.557041Z",
+     "shell.execute_reply.started": "2022-04-29T16:36:51.892767Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "%%capture\n",
+    "# Setting random seed\n",
+    "from numpy.random import seed\n",
+    "seed(40)\n",
+    "import tensorflow as tf\n",
+    "tf.random.set_seed(50)\n",
+    "\n",
+    "# File system manangement\n",
+    "import time, psutil, os, gc\n",
+    "\n",
+    "# Progress bar for loops\n",
+    "!pip install tqdm\n",
+    "from tqdm import tqdm\n",
+    "\n",
+    "# Mathematical functions\n",
+    "import math\n",
+    "\n",
+    "# Data manipulation\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Plotting and visualization\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib.patches as mpatches\n",
+    "import seaborn as sns\n",
+    "sns.set_theme()\n",
+    "import plotly.express as px\n",
+    "from plotly.subplots import make_subplots\n",
+    "import plotly.graph_objects as go\n",
+    "\n",
+    "# Train-test split and k-fold cross validation\n",
+    "from sklearn.model_selection import train_test_split, KFold, cross_val_score, cross_validate, GridSearchCV\n",
+    "\n",
+    "# PCA\n",
+    "from sklearn.decomposition import PCA\n",
+    "\n",
+    "# Regressors\n",
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "from xgboost import XGBRegressor\n",
+    "\n",
+    "# Deep learning\n",
+    "from tensorflow import keras\n",
+    "from keras import layers\n",
+    "from keras.models import Sequential\n",
+    "from keras.layers import Dense, Flatten\n",
+    "from tensorflow.keras.optimizers import Adam, SGD\n",
+    "from tensorflow.keras.callbacks import EarlyStopping\n",
+    "\n",
+    "# Metrics\n",
+    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
+    "\n",
+    "# Hyperparameter tuning\n",
+    "!pip install -q -U keras-tuner\n",
+    "import keras_tuner as kt\n",
+    "from keras_tuner import HyperModel, RandomSearch, Hyperband, BayesianOptimization\n",
+    "\n",
+    "# Explainable AI\n",
+    "!pip install --quiet shap==0.39.0\n",
+    "import shap\n",
+    "\n",
+    "# Warning suppression\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:37:41.560141Z",
+     "iopub.status.busy": "2022-04-29T16:37:41.559863Z",
+     "iopub.status.idle": "2022-04-29T16:37:41.564640Z",
+     "shell.execute_reply": "2022-04-29T16:37:41.563768Z",
+     "shell.execute_reply.started": "2022-04-29T16:37:41.560110Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Runtime and memory usage\n",
+    "start = time.time()\n",
+    "process = psutil.Process(os.getpid())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 1. Introduction\n",
+    "\n",
+    "- [Data](#1.1.-Data)\n",
+    "- [Project Objective](#1.2.-Project-Objective)\n",
+    "- [Evaluation Metric](#1.3.-Evaluation-Metric)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1.1. Data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Source: https://www.kaggle.com/datasets/saurabhshahane/dmsp-particle-precipitation-aiready-data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:37:41.566202Z",
+     "iopub.status.busy": "2022-04-29T16:37:41.565559Z",
+     "iopub.status.idle": "2022-04-29T16:38:23.141028Z",
+     "shell.execute_reply": "2022-04-29T16:38:23.140042Z",
+     "shell.execute_reply.started": "2022-04-29T16:37:41.566165Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Memory usage        1098.54 MB\n",
+      "Dataset shape    (1945789, 74)\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Datetimes</th>\n",
+       "      <th>SC_AACGM_LAT</th>\n",
+       "      <th>ELE_TOTAL_ENERGY_FLUX</th>\n",
+       "      <th>ID_SC</th>\n",
+       "      <th>sin_ut</th>\n",
+       "      <th>cos_ut</th>\n",
+       "      <th>sin_doy</th>\n",
+       "      <th>cos_doy</th>\n",
+       "      <th>sin_SC_AACGM_LTIME</th>\n",
+       "      <th>cos_SC_AACGM_LTIME</th>\n",
+       "      <th>...</th>\n",
+       "      <th>psw_30min</th>\n",
+       "      <th>Bz_10min</th>\n",
+       "      <th>By_10min</th>\n",
+       "      <th>Bx_10min</th>\n",
+       "      <th>AL_10min</th>\n",
+       "      <th>AU_10min</th>\n",
+       "      <th>SymH_10min</th>\n",
+       "      <th>PC_10min</th>\n",
+       "      <th>vsw_10min</th>\n",
+       "      <th>psw_10min</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1987-01-12 12:57:00</td>\n",
+       "      <td>51.143220</td>\n",
+       "      <td>6.464854e+08</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>-0.246153</td>\n",
+       "      <td>-0.969231</td>\n",
+       "      <td>0.205104</td>\n",
+       "      <td>0.97874</td>\n",
+       "      <td>0.996134</td>\n",
+       "      <td>0.087845</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>1.25</td>\n",
+       "      <td>6.52</td>\n",
+       "      <td>-3.03</td>\n",
+       "      <td>-36.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.71</td>\n",
+       "      <td>364.4</td>\n",
+       "      <td>3.09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1987-01-12 12:58:00</td>\n",
+       "      <td>54.137207</td>\n",
+       "      <td>7.884885e+08</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>-0.250380</td>\n",
+       "      <td>-0.968148</td>\n",
+       "      <td>0.205104</td>\n",
+       "      <td>0.97874</td>\n",
+       "      <td>0.992626</td>\n",
+       "      <td>0.121216</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>1.25</td>\n",
+       "      <td>6.52</td>\n",
+       "      <td>-3.03</td>\n",
+       "      <td>-36.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.71</td>\n",
+       "      <td>364.4</td>\n",
+       "      <td>3.09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1987-01-12 13:01:00</td>\n",
+       "      <td>62.928176</td>\n",
+       "      <td>1.404024e+09</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>-0.263031</td>\n",
+       "      <td>-0.964787</td>\n",
+       "      <td>0.205104</td>\n",
+       "      <td>0.97874</td>\n",
+       "      <td>0.968006</td>\n",
+       "      <td>0.250928</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.66</td>\n",
+       "      <td>1.51</td>\n",
+       "      <td>6.42</td>\n",
+       "      <td>-2.72</td>\n",
+       "      <td>-61.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.77</td>\n",
+       "      <td>356.0</td>\n",
+       "      <td>2.96</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1987-01-12 13:02:00</td>\n",
+       "      <td>65.719631</td>\n",
+       "      <td>6.078507e+10</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>-0.267238</td>\n",
+       "      <td>-0.963630</td>\n",
+       "      <td>0.205104</td>\n",
+       "      <td>0.97874</td>\n",
+       "      <td>0.950633</td>\n",
+       "      <td>0.310316</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.66</td>\n",
+       "      <td>1.51</td>\n",
+       "      <td>6.42</td>\n",
+       "      <td>-2.72</td>\n",
+       "      <td>-61.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.77</td>\n",
+       "      <td>356.0</td>\n",
+       "      <td>2.96</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1987-01-12 13:03:00</td>\n",
+       "      <td>68.392364</td>\n",
+       "      <td>1.229411e+12</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>-0.271440</td>\n",
+       "      <td>-0.962455</td>\n",
+       "      <td>0.205104</td>\n",
+       "      <td>0.97874</td>\n",
+       "      <td>0.924624</td>\n",
+       "      <td>0.380881</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.66</td>\n",
+       "      <td>1.51</td>\n",
+       "      <td>6.42</td>\n",
+       "      <td>-2.72</td>\n",
+       "      <td>-61.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.77</td>\n",
+       "      <td>356.0</td>\n",
+       "      <td>2.96</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 74 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             Datetimes  SC_AACGM_LAT  ELE_TOTAL_ENERGY_FLUX  ID_SC    sin_ut  \\\n",
+       "0  1987-01-12 12:57:00     51.143220           6.464854e+08    6.0 -0.246153   \n",
+       "1  1987-01-12 12:58:00     54.137207           7.884885e+08    6.0 -0.250380   \n",
+       "2  1987-01-12 13:01:00     62.928176           1.404024e+09    6.0 -0.263031   \n",
+       "3  1987-01-12 13:02:00     65.719631           6.078507e+10    6.0 -0.267238   \n",
+       "4  1987-01-12 13:03:00     68.392364           1.229411e+12    6.0 -0.271440   \n",
+       "\n",
+       "     cos_ut   sin_doy  cos_doy  sin_SC_AACGM_LTIME  cos_SC_AACGM_LTIME  ...  \\\n",
+       "0 -0.969231  0.205104  0.97874            0.996134            0.087845  ...   \n",
+       "1 -0.968148  0.205104  0.97874            0.992626            0.121216  ...   \n",
+       "2 -0.964787  0.205104  0.97874            0.968006            0.250928  ...   \n",
+       "3 -0.963630  0.205104  0.97874            0.950633            0.310316  ...   \n",
+       "4 -0.962455  0.205104  0.97874            0.924624            0.380881  ...   \n",
+       "\n",
+       "   psw_30min  Bz_10min  By_10min  Bx_10min  AL_10min  AU_10min  SymH_10min  \\\n",
+       "0       3.61      1.25      6.52     -3.03     -36.0      19.0         4.0   \n",
+       "1       3.61      1.25      6.52     -3.03     -36.0      19.0         4.0   \n",
+       "2       3.66      1.51      6.42     -2.72     -61.0      25.0         3.0   \n",
+       "3       3.66      1.51      6.42     -2.72     -61.0      25.0         3.0   \n",
+       "4       3.66      1.51      6.42     -2.72     -61.0      25.0         3.0   \n",
+       "\n",
+       "   PC_10min  vsw_10min  psw_10min  \n",
+       "0      0.71      364.4       3.09  \n",
+       "1      0.71      364.4       3.09  \n",
+       "2      0.77      356.0       2.96  \n",
+       "3      0.77      356.0       2.96  \n",
+       "4      0.77      356.0       2.96  \n",
+       "\n",
+       "[5 rows x 74 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Loading the data\n",
+    "data = pd.read_csv('../input/dmsp-particle-precipitation-aiready-data/DMSP_final_training.csv')\n",
+    "print(pd.Series({\"Memory usage\": \"{:.2f} MB\".format(data.memory_usage().sum()/(1024*1024)),\n",
+    "                 \"Dataset shape\": \"{}\".format(data.shape)}).to_string())\n",
+    "print(\" \")\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1.2. Project Objective"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The goal is to predict `ELE_TOTAL_ENERGY_FLUX`, which is a continuous variable, based on the features available in the dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:23.142711Z",
+     "iopub.status.busy": "2022-04-29T16:38:23.142421Z",
+     "iopub.status.idle": "2022-04-29T16:38:24.976538Z",
+     "shell.execute_reply": "2022-04-29T16:38:24.975492Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:23.142671Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 648x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Distribution of the target variable\n",
+    "plt.figure(figsize = (9, 6))\n",
+    "sns.histplot(data = data, x = 'ELE_TOTAL_ENERGY_FLUX', bins = math.floor(len(data)**(1/3)), log_scale = True)\n",
+    "plt.title(\"ELE_TOTAL_ENERGY_FLUX in logarithmic scale\", fontsize = 14)\n",
+    "plt.xlabel(\"ELE_TOTAL_ENERGY_FLUX\", fontsize = 14)\n",
+    "plt.ylabel(\"Count\", fontsize = 14)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1.3. Evaluation Metric"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We use the trained models to compute the target variable, `ELE_TOTAL_ENERGY_FLUX`, for each row of the test dataset and evaluate the models in terms of [Root mean square error](https://en.wikipedia.org/wiki/Root-mean-square_deviation) (RMSE), [Mean absolute error](https://en.wikipedia.org/wiki/Mean_absolute_error) (MAE) and [Coefficient of determination](https://en.wikipedia.org/wiki/Coefficient_of_determination) ($R^2$).\n",
+    "\n",
+    "RMSE is defined as a scaled version of the $L_2$-distance between the vector of predicted values and the vector of true values of the target variable in the test dataset,\n",
+    "\n",
+    "$$RMSE := \\sqrt{\\frac{\\lVert \\mathbf{y_{\\text{true}}} - \\mathbf{y_{\\text{pred}}} \\rVert_{2}^{2}}{N_{\\text{test}}}} = \\sqrt{\\frac{\\sum_{i=1}^{N_{\\text{test}}} \\left(y_{\\text{true},i} - y_{\\text{pred},i}\\right)^2}{N_{\\text{test}}}},$$\n",
+    "\n",
+    "MAE is defined as a scaled version of the $L_1$-distance between the vector of predicted values and the vector of true values of the target variable in the test dataset,\n",
+    "\n",
+    "$$MAE := \\frac{\\lVert \\mathbf{y_{\\text{true}}} - \\mathbf{y_{\\text{pred}}} \\rVert_{1}}{N_{\\text{test}}} = \\frac{\\sum_{i=1}^{N_{\\text{test}}} \\left\\vert y_{\\text{true},i} - y_{\\text{pred},i} \\right\\vert}{N_{\\text{test}}},$$\n",
+    "\n",
+    "$R^2$ measures the proportion of variability within the target variable that can be explained by the model.\n",
+    "\n",
+    "$$R^2 := 1 - \\frac{SS_{res}}{SS_{tot}} = 1 - \\frac{\\sum_{i=1}^n \\left(y_{\\text{true},i} - y_{\\text{pred},i}\\right)^2}{\\sum_{i=1}^n \\left(y_{\\text{true},i} - \\bar{y}_{\\text{true}}\\right)^2},$$\n",
+    "\n",
+    "where\n",
+    "- $N_{test} = $ Number of observations in the test dataset\n",
+    "- $\\mathbf{y_{\\text{pred}}} = \\left(y_{\\text{pred}, 1}, y_{\\text{pred}, 2}, \\cdots, y_{\\text{pred}, N_{\\text{test}}}\\right)$\n",
+    "    - $y_{\\text{pred}, i} = $ Predicted value of the target variable corresponding to the $i$-th row of the test dataset\n",
+    "- $\\mathbf{y_{\\text{true}}} = \\left(y_{\\text{true}, 1}, y_{\\text{true}, 2}, \\cdots, y_{\\text{true}, N_{\\text{test}}}\\right)$\n",
+    "    - $y_{\\text{true}, i} = $ True value of the target variable corresponding to the $i$-th row of the test dataset\n",
+    "    - $\\bar{y}_{\\text{true}} = \\frac{1}{N_{\\text{test}}} \\sum_{i=1}^{N_{\\text{test}}} y_{\\text{true},i}$\n",
+    "- $\\lVert \\cdot \\rVert_2$ denotes the $L_2$-norm given by $\\lVert \\mathbf{x} \\rVert_2 = \\sqrt{x_1^2+x_2^2+\\cdots+x_n^2},$ for $\\mathbf{x}=\\left(x_1,x_2,\\cdots,x_n\\right) \\in \\mathbb{R}^n$\n",
+    "- $\\lVert \\cdot \\rVert_1$ denotes the $L_1$-norm given by $\\lVert \\mathbf{x} \\rVert_1 = \\lvert x_1 \\rvert + \\lvert x_2 \\rvert + \\cdots + \\lvert x_n \\rvert,$ for $\\mathbf{x}=\\left(x_1,x_2,\\cdots,x_n\\right) \\in \\mathbb{R}^n$\n",
+    "- $SS_{tot}$ is the [total sum of squares](https://en.wikipedia.org/wiki/Total_sum_of_squares)\n",
+    "- $SS_{reg}$ is the [explained sum of squares](https://en.wikipedia.org/wiki/Explained_sum_of_squares)\n",
+    "- $SS_{res}$ is the [residual sum of squares](https://en.wikipedia.org/wiki/Residual_sum_of_squares)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 2. Data Preprocessing\n",
+    "\n",
+    "- [Feature Extraction from Datetimes](#2.1.-Feature-Extraction-from-Datetimes)\n",
+    "- [Log-transformation of the Target](#2.2.-Log-transformation-of-the-Target)\n",
+    "- [Train-Test Split](#2.3.-Train-Test-Split)\n",
+    "- [Normalization](#2.4.-Normalization)\n",
+    "- [Principle Component Analysis](#2.5.-Principle-Component-Analysis-(PCA))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2.1. Feature Extraction from Datetimes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:24.979561Z",
+     "iopub.status.busy": "2022-04-29T16:38:24.979207Z",
+     "iopub.status.idle": "2022-04-29T16:38:35.892831Z",
+     "shell.execute_reply": "2022-04-29T16:38:35.890460Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:24.979513Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Creating new features from the Datetimes column\n",
+    "data['year'] = data['Datetimes'].apply(lambda x: float(x.split()[0].split('-')[0]))\n",
+    "data['month'] = data['Datetimes'].apply(lambda x: float(x.split()[0].split('-')[1]))\n",
+    "data['day'] = data['Datetimes'].apply(lambda x: float(x.split()[0].split('-')[2]))\n",
+    "data['hour'] = data['Datetimes'].apply(lambda x: float(x.split()[1].split(':')[0]))\n",
+    "data['minute'] = data['Datetimes'].apply(lambda x: float(x.split()[1].split(':')[1]))\n",
+    "data['second'] = data['Datetimes'].apply(lambda x: float(x.split()[1].split(':')[2]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:35.901390Z",
+     "iopub.status.busy": "2022-04-29T16:38:35.896536Z",
+     "iopub.status.idle": "2022-04-29T16:38:37.933516Z",
+     "shell.execute_reply": "2022-04-29T16:38:37.932214Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:35.901336Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Dropping the 'Datetimes' column\n",
+    "data.drop(['Datetimes'], axis = 1, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:37.935204Z",
+     "iopub.status.busy": "2022-04-29T16:38:37.934904Z",
+     "iopub.status.idle": "2022-04-29T16:38:38.324217Z",
+     "shell.execute_reply": "2022-04-29T16:38:38.323084Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:37.935169Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Rearranging the columns\n",
+    "cols = data.columns.tolist()\n",
+    "cols = cols[-6:] + cols[:-6]\n",
+    "data = data[cols]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:38.326410Z",
+     "iopub.status.busy": "2022-04-29T16:38:38.326047Z",
+     "iopub.status.idle": "2022-04-29T16:38:38.393950Z",
+     "shell.execute_reply": "2022-04-29T16:38:38.393244Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:38.326361Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape    (1945789, 6)\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>minute</th>\n",
+       "      <th>second</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     year  month   day  hour  minute  second\n",
+       "0  1987.0    1.0  12.0  12.0    57.0     0.0\n",
+       "1  1987.0    1.0  12.0  12.0    58.0     0.0\n",
+       "2  1987.0    1.0  12.0  13.0     1.0     0.0\n",
+       "3  1987.0    1.0  12.0  13.0     2.0     0.0\n",
+       "4  1987.0    1.0  12.0  13.0     3.0     0.0"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Printing the new features\n",
+    "print(pd.Series({\"Shape\": \"{}\".format(data[['year', 'month', 'day', 'hour', 'minute', 'second']].shape)}).to_string())\n",
+    "print(\" \")\n",
+    "data[['year', 'month', 'day', 'hour', 'minute', 'second']].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:38.395112Z",
+     "iopub.status.busy": "2022-04-29T16:38:38.394843Z",
+     "iopub.status.idle": "2022-04-29T16:38:38.869865Z",
+     "shell.execute_reply": "2022-04-29T16:38:38.869012Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:38.395084Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>minute</th>\n",
+       "      <th>second</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1.945789e+06</td>\n",
+       "      <td>1.945789e+06</td>\n",
+       "      <td>1.945789e+06</td>\n",
+       "      <td>1.945789e+06</td>\n",
+       "      <td>1.945789e+06</td>\n",
+       "      <td>1945789.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2.007305e+03</td>\n",
+       "      <td>6.702163e+00</td>\n",
+       "      <td>1.559880e+01</td>\n",
+       "      <td>1.156175e+01</td>\n",
+       "      <td>2.951051e+01</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>4.294827e+00</td>\n",
+       "      <td>3.492987e+00</td>\n",
+       "      <td>8.784479e+00</td>\n",
+       "      <td>6.927201e+00</td>\n",
+       "      <td>1.728083e+01</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.987000e+03</td>\n",
+       "      <td>1.000000e+00</td>\n",
+       "      <td>1.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2.004000e+03</td>\n",
+       "      <td>4.000000e+00</td>\n",
+       "      <td>8.000000e+00</td>\n",
+       "      <td>6.000000e+00</td>\n",
+       "      <td>1.500000e+01</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2.006000e+03</td>\n",
+       "      <td>7.000000e+00</td>\n",
+       "      <td>1.600000e+01</td>\n",
+       "      <td>1.200000e+01</td>\n",
+       "      <td>3.000000e+01</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2.011000e+03</td>\n",
+       "      <td>1.000000e+01</td>\n",
+       "      <td>2.300000e+01</td>\n",
+       "      <td>1.800000e+01</td>\n",
+       "      <td>4.400000e+01</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2.014000e+03</td>\n",
+       "      <td>1.200000e+01</td>\n",
+       "      <td>3.100000e+01</td>\n",
+       "      <td>2.300000e+01</td>\n",
+       "      <td>5.900000e+01</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               year         month           day          hour        minute  \\\n",
+       "count  1.945789e+06  1.945789e+06  1.945789e+06  1.945789e+06  1.945789e+06   \n",
+       "mean   2.007305e+03  6.702163e+00  1.559880e+01  1.156175e+01  2.951051e+01   \n",
+       "std    4.294827e+00  3.492987e+00  8.784479e+00  6.927201e+00  1.728083e+01   \n",
+       "min    1.987000e+03  1.000000e+00  1.000000e+00  0.000000e+00  0.000000e+00   \n",
+       "25%    2.004000e+03  4.000000e+00  8.000000e+00  6.000000e+00  1.500000e+01   \n",
+       "50%    2.006000e+03  7.000000e+00  1.600000e+01  1.200000e+01  3.000000e+01   \n",
+       "75%    2.011000e+03  1.000000e+01  2.300000e+01  1.800000e+01  4.400000e+01   \n",
+       "max    2.014000e+03  1.200000e+01  3.100000e+01  2.300000e+01  5.900000e+01   \n",
+       "\n",
+       "          second  \n",
+       "count  1945789.0  \n",
+       "mean         0.0  \n",
+       "std          0.0  \n",
+       "min          0.0  \n",
+       "25%          0.0  \n",
+       "50%          0.0  \n",
+       "75%          0.0  \n",
+       "max          0.0  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Statistical description of the new features\n",
+    "data[['year', 'month', 'day', 'hour', 'minute', 'second']].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:38.872305Z",
+     "iopub.status.busy": "2022-04-29T16:38:38.871994Z",
+     "iopub.status.idle": "2022-04-29T16:38:39.254735Z",
+     "shell.execute_reply": "2022-04-29T16:38:39.253390Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:38.872265Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Dropping the constant 'second' column\n",
+    "data.drop(['second'], axis = 1, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2.2. Log-transformation of the Target"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:39.257327Z",
+     "iopub.status.busy": "2022-04-29T16:38:39.256189Z",
+     "iopub.status.idle": "2022-04-29T16:38:41.550240Z",
+     "shell.execute_reply": "2022-04-29T16:38:41.549329Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:39.257277Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Log-transforming the target\n",
+    "data['ELE_TOTAL_ENERGY_FLUX_LOG'] = data['ELE_TOTAL_ENERGY_FLUX'].apply(lambda x: np.log(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:41.551850Z",
+     "iopub.status.busy": "2022-04-29T16:38:41.551567Z",
+     "iopub.status.idle": "2022-04-29T16:38:43.086858Z",
+     "shell.execute_reply": "2022-04-29T16:38:43.085878Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:41.551811Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Dropping the original target\n",
+    "data.drop(['ELE_TOTAL_ENERGY_FLUX'], axis = 1, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2.3. Train-Test Split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:43.088333Z",
+     "iopub.status.busy": "2022-04-29T16:38:43.088091Z",
+     "iopub.status.idle": "2022-04-29T16:38:45.513669Z",
+     "shell.execute_reply": "2022-04-29T16:38:45.512650Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:43.088303Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Train-test split\n",
+    "X = data.drop('ELE_TOTAL_ENERGY_FLUX_LOG', axis = 1) # Independent variables\n",
+    "y = data['ELE_TOTAL_ENERGY_FLUX_LOG'] # Target variable (log-transformed)\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, shuffle = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:45.519890Z",
+     "iopub.status.busy": "2022-04-29T16:38:45.519199Z",
+     "iopub.status.idle": "2022-04-29T16:38:45.526419Z",
+     "shell.execute_reply": "2022-04-29T16:38:45.525553Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:45.519854Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Resetting index\n",
+    "X_train.reset_index(drop = True, inplace = True)\n",
+    "X_test.reset_index(drop = True, inplace = True)\n",
+    "y_train.reset_index(drop = True, inplace = True)\n",
+    "y_test.reset_index(drop = True, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:45.529587Z",
+     "iopub.status.busy": "2022-04-29T16:38:45.528908Z",
+     "iopub.status.idle": "2022-04-29T16:38:45.564809Z",
+     "shell.execute_reply": "2022-04-29T16:38:45.563927Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:45.529551Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape    (1556631, 77)\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>minute</th>\n",
+       "      <th>SC_AACGM_LAT</th>\n",
+       "      <th>ID_SC</th>\n",
+       "      <th>sin_ut</th>\n",
+       "      <th>cos_ut</th>\n",
+       "      <th>sin_doy</th>\n",
+       "      <th>...</th>\n",
+       "      <th>psw_30min</th>\n",
+       "      <th>Bz_10min</th>\n",
+       "      <th>By_10min</th>\n",
+       "      <th>Bx_10min</th>\n",
+       "      <th>AL_10min</th>\n",
+       "      <th>AU_10min</th>\n",
+       "      <th>SymH_10min</th>\n",
+       "      <th>PC_10min</th>\n",
+       "      <th>vsw_10min</th>\n",
+       "      <th>psw_10min</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>52.919448</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>0.803857</td>\n",
+       "      <td>-0.594823</td>\n",
+       "      <td>-0.999546</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.56</td>\n",
+       "      <td>-2.43</td>\n",
+       "      <td>0.23</td>\n",
+       "      <td>-4.43</td>\n",
+       "      <td>-263.0</td>\n",
+       "      <td>232.0</td>\n",
+       "      <td>-48.0</td>\n",
+       "      <td>4.38</td>\n",
+       "      <td>503.3</td>\n",
+       "      <td>1.68</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>68.681389</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>0.669131</td>\n",
+       "      <td>0.743145</td>\n",
+       "      <td>-0.369725</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>2.94</td>\n",
+       "      <td>1.99</td>\n",
+       "      <td>4.61</td>\n",
+       "      <td>-4.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>-4.0</td>\n",
+       "      <td>-0.11</td>\n",
+       "      <td>370.6</td>\n",
+       "      <td>0.49</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2006.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>59.856034</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>0.087156</td>\n",
+       "      <td>-0.996195</td>\n",
+       "      <td>-0.965740</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.49</td>\n",
+       "      <td>0.11</td>\n",
+       "      <td>2.29</td>\n",
+       "      <td>2.98</td>\n",
+       "      <td>-117.0</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>-18.0</td>\n",
+       "      <td>1.79</td>\n",
+       "      <td>474.3</td>\n",
+       "      <td>1.48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2012.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>53.663545</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>-0.866025</td>\n",
+       "      <td>-0.500000</td>\n",
+       "      <td>0.774884</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.36</td>\n",
+       "      <td>1.52</td>\n",
+       "      <td>-3.43</td>\n",
+       "      <td>1.92</td>\n",
+       "      <td>-168.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>-18.0</td>\n",
+       "      <td>3.67</td>\n",
+       "      <td>601.8</td>\n",
+       "      <td>1.44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>74.910079</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>0.996195</td>\n",
+       "      <td>-0.087156</td>\n",
+       "      <td>-0.729558</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.58</td>\n",
+       "      <td>2.39</td>\n",
+       "      <td>-3.02</td>\n",
+       "      <td>2.13</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>0.18</td>\n",
+       "      <td>381.0</td>\n",
+       "      <td>1.70</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 77 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     year  month   day  hour  minute  SC_AACGM_LAT  ID_SC    sin_ut    cos_ut  \\\n",
+       "0  2001.0    9.0  29.0   8.0    26.0     52.919448   13.0  0.803857 -0.594823   \n",
+       "1  2001.0   12.0   9.0   2.0    48.0     68.681389   13.0  0.669131  0.743145   \n",
+       "2  2006.0   10.0  16.0  11.0    40.0     59.856034   13.0  0.087156 -0.996195   \n",
+       "3  2012.0    5.0  10.0  16.0     0.0     53.663545   18.0 -0.866025 -0.500000   \n",
+       "4  2007.0    8.0  18.0   6.0    20.0     74.910079   15.0  0.996195 -0.087156   \n",
+       "\n",
+       "    sin_doy  ...  psw_30min  Bz_10min  By_10min  Bx_10min  AL_10min  AU_10min  \\\n",
+       "0 -0.999546  ...       1.56     -2.43      0.23     -4.43    -263.0     232.0   \n",
+       "1 -0.369725  ...       0.67      2.94      1.99      4.61      -4.0      14.0   \n",
+       "2 -0.965740  ...       1.49      0.11      2.29      2.98    -117.0      81.0   \n",
+       "3  0.774884  ...       1.36      1.52     -3.43      1.92    -168.0      39.0   \n",
+       "4 -0.729558  ...       1.58      2.39     -3.02      2.13       0.0      15.0   \n",
+       "\n",
+       "   SymH_10min  PC_10min  vsw_10min  psw_10min  \n",
+       "0       -48.0      4.38      503.3       1.68  \n",
+       "1        -4.0     -0.11      370.6       0.49  \n",
+       "2       -18.0      1.79      474.3       1.48  \n",
+       "3       -18.0      3.67      601.8       1.44  \n",
+       "4        -1.0      0.18      381.0       1.70  \n",
+       "\n",
+       "[5 rows x 77 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Training set features\n",
+    "print(pd.Series({\"Shape\": \"{}\".format(X_train.shape)}).to_string())\n",
+    "print(\" \")\n",
+    "X_train.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:45.566930Z",
+     "iopub.status.busy": "2022-04-29T16:38:45.566131Z",
+     "iopub.status.idle": "2022-04-29T16:38:45.595028Z",
+     "shell.execute_reply": "2022-04-29T16:38:45.594170Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:45.566883Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape    (389158, 77)\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>minute</th>\n",
+       "      <th>SC_AACGM_LAT</th>\n",
+       "      <th>ID_SC</th>\n",
+       "      <th>sin_ut</th>\n",
+       "      <th>cos_ut</th>\n",
+       "      <th>sin_doy</th>\n",
+       "      <th>...</th>\n",
+       "      <th>psw_30min</th>\n",
+       "      <th>Bz_10min</th>\n",
+       "      <th>By_10min</th>\n",
+       "      <th>Bx_10min</th>\n",
+       "      <th>AL_10min</th>\n",
+       "      <th>AU_10min</th>\n",
+       "      <th>SymH_10min</th>\n",
+       "      <th>PC_10min</th>\n",
+       "      <th>vsw_10min</th>\n",
+       "      <th>psw_10min</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2013.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>76.687114</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>-0.321439</td>\n",
+       "      <td>0.946930</td>\n",
+       "      <td>0.917584</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.09</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>4.94</td>\n",
+       "      <td>4.58</td>\n",
+       "      <td>-120.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>-25.0</td>\n",
+       "      <td>1.31</td>\n",
+       "      <td>533.1</td>\n",
+       "      <td>2.22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>59.519524</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>0.350207</td>\n",
+       "      <td>-0.936672</td>\n",
+       "      <td>0.559589</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.60</td>\n",
+       "      <td>2.59</td>\n",
+       "      <td>-4.43</td>\n",
+       "      <td>-3.80</td>\n",
+       "      <td>-35.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>-0.59</td>\n",
+       "      <td>386.6</td>\n",
+       "      <td>5.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2014.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>60.118979</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>-0.465615</td>\n",
+       "      <td>-0.884988</td>\n",
+       "      <td>-0.409356</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.98</td>\n",
+       "      <td>3.49</td>\n",
+       "      <td>0.48</td>\n",
+       "      <td>-2.34</td>\n",
+       "      <td>-35.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>-16.0</td>\n",
+       "      <td>-0.55</td>\n",
+       "      <td>383.0</td>\n",
+       "      <td>1.95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2007.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>48.047607</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>0.117537</td>\n",
+       "      <td>-0.993068</td>\n",
+       "      <td>-0.699458</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.82</td>\n",
+       "      <td>2.43</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>4.45</td>\n",
+       "      <td>-32.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.47</td>\n",
+       "      <td>546.9</td>\n",
+       "      <td>2.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1987.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>57.654939</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>-0.622515</td>\n",
+       "      <td>-0.782608</td>\n",
+       "      <td>0.501242</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.01</td>\n",
+       "      <td>-2.42</td>\n",
+       "      <td>0.77</td>\n",
+       "      <td>-3.89</td>\n",
+       "      <td>-91.0</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>-3.0</td>\n",
+       "      <td>1.40</td>\n",
+       "      <td>363.1</td>\n",
+       "      <td>3.96</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 77 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     year  month   day  hour  minute  SC_AACGM_LAT  ID_SC    sin_ut    cos_ut  \\\n",
+       "0  2013.0    4.0  25.0  22.0    45.0     76.687114   17.0 -0.321439  0.946930   \n",
+       "1  2010.0    5.0  28.0  10.0    38.0     59.519524   17.0  0.350207 -0.936672   \n",
+       "2  2014.0    7.0  26.0  13.0    51.0     60.118979   17.0 -0.465615 -0.884988   \n",
+       "3  2007.0   11.0  16.0  11.0    33.0     48.047607   15.0  0.117537 -0.993068   \n",
+       "4  1987.0    6.0   1.0  14.0    34.0     57.654939    6.0 -0.622515 -0.782608   \n",
+       "\n",
+       "    sin_doy  ...  psw_30min  Bz_10min  By_10min  Bx_10min  AL_10min  AU_10min  \\\n",
+       "0  0.917584  ...       2.09      0.70      4.94      4.58    -120.0      84.0   \n",
+       "1  0.559589  ...       5.60      2.59     -4.43     -3.80     -35.0      75.0   \n",
+       "2 -0.409356  ...       1.98      3.49      0.48     -2.34     -35.0      32.0   \n",
+       "3 -0.699458  ...       1.82      2.43      0.30      4.45     -32.0      26.0   \n",
+       "4  0.501242  ...       4.01     -2.42      0.77     -3.89     -91.0      66.0   \n",
+       "\n",
+       "   SymH_10min  PC_10min  vsw_10min  psw_10min  \n",
+       "0       -25.0      1.31      533.1       2.22  \n",
+       "1        16.0     -0.59      386.6       5.51  \n",
+       "2       -16.0     -0.55      383.0       1.95  \n",
+       "3         0.0      0.47      546.9       2.14  \n",
+       "4        -3.0      1.40      363.1       3.96  \n",
+       "\n",
+       "[5 rows x 77 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test set features\n",
+    "print(pd.Series({\"Shape\": \"{}\".format(X_test.shape)}).to_string())\n",
+    "print(\" \")\n",
+    "X_test.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:45.596566Z",
+     "iopub.status.busy": "2022-04-29T16:38:45.596265Z",
+     "iopub.status.idle": "2022-04-29T16:38:46.695771Z",
+     "shell.execute_reply": "2022-04-29T16:38:46.694753Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:45.596536Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Distribution of the target variable (in logarithmic scale) in the training set and test set\n",
+    "fig, ax = plt.subplots(1, 2, figsize = (15, 6), sharey = False)\n",
+    "sns.histplot(x = y_train, bins = math.floor(len(y_train)**(1/3)), ax = ax[0])\n",
+    "ax[0].set_title(\"ELE_TOTAL_ENERGY_FLUX_LOG in training set\", fontsize = 14)\n",
+    "ax[0].set_xlabel(\"ELE_TOTAL_ENERGY_FLUX_LOG\", fontsize = 14)\n",
+    "ax[0].set_ylabel(\"Count\", fontsize = 14)\n",
+    "sns.histplot(x = y_test, bins = math.floor(len(y_test)**(1/3)), ax = ax[1])\n",
+    "ax[1].set_title(\"ELE_TOTAL_ENERGY_FLUX_LOG in test set\", fontsize = 14)\n",
+    "ax[1].set_xlabel(\"ELE_TOTAL_ENERGY_FLUX_LOG\", fontsize = 14)\n",
+    "ax[1].set_ylabel(\" \", fontsize = 14)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2.4. Normalization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:46.697216Z",
+     "iopub.status.busy": "2022-04-29T16:38:46.697013Z",
+     "iopub.status.idle": "2022-04-29T16:38:50.355729Z",
+     "shell.execute_reply": "2022-04-29T16:38:50.355115Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:46.697191Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape    (1556631, 77)\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>minute</th>\n",
+       "      <th>SC_AACGM_LAT</th>\n",
+       "      <th>ID_SC</th>\n",
+       "      <th>sin_ut</th>\n",
+       "      <th>cos_ut</th>\n",
+       "      <th>sin_doy</th>\n",
+       "      <th>...</th>\n",
+       "      <th>psw_30min</th>\n",
+       "      <th>Bz_10min</th>\n",
+       "      <th>By_10min</th>\n",
+       "      <th>Bx_10min</th>\n",
+       "      <th>AL_10min</th>\n",
+       "      <th>AU_10min</th>\n",
+       "      <th>SymH_10min</th>\n",
+       "      <th>PC_10min</th>\n",
+       "      <th>vsw_10min</th>\n",
+       "      <th>psw_10min</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.518519</td>\n",
+       "      <td>0.727273</td>\n",
+       "      <td>0.933333</td>\n",
+       "      <td>0.347826</td>\n",
+       "      <td>0.440678</td>\n",
+       "      <td>0.176052</td>\n",
+       "      <td>0.583333</td>\n",
+       "      <td>0.901928</td>\n",
+       "      <td>0.202589</td>\n",
+       "      <td>0.000222</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.032986</td>\n",
+       "      <td>0.103993</td>\n",
+       "      <td>0.475835</td>\n",
+       "      <td>0.241091</td>\n",
+       "      <td>0.714424</td>\n",
+       "      <td>0.518447</td>\n",
+       "      <td>0.400922</td>\n",
+       "      <td>0.471876</td>\n",
+       "      <td>0.423299</td>\n",
+       "      <td>0.036292</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.518519</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.266667</td>\n",
+       "      <td>0.086957</td>\n",
+       "      <td>0.813559</td>\n",
+       "      <td>0.526447</td>\n",
+       "      <td>0.583333</td>\n",
+       "      <td>0.834565</td>\n",
+       "      <td>0.871572</td>\n",
+       "      <td>0.315136</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.014046</td>\n",
+       "      <td>0.187094</td>\n",
+       "      <td>0.510413</td>\n",
+       "      <td>0.405455</td>\n",
+       "      <td>0.965150</td>\n",
+       "      <td>0.095146</td>\n",
+       "      <td>0.603687</td>\n",
+       "      <td>0.302378</td>\n",
+       "      <td>0.231978</td>\n",
+       "      <td>0.010275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.703704</td>\n",
+       "      <td>0.818182</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>0.478261</td>\n",
+       "      <td>0.677966</td>\n",
+       "      <td>0.330256</td>\n",
+       "      <td>0.583333</td>\n",
+       "      <td>0.543578</td>\n",
+       "      <td>0.001903</td>\n",
+       "      <td>0.017126</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.031496</td>\n",
+       "      <td>0.143299</td>\n",
+       "      <td>0.516306</td>\n",
+       "      <td>0.375818</td>\n",
+       "      <td>0.855760</td>\n",
+       "      <td>0.225243</td>\n",
+       "      <td>0.539171</td>\n",
+       "      <td>0.374103</td>\n",
+       "      <td>0.381488</td>\n",
+       "      <td>0.031920</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.925926</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.300000</td>\n",
+       "      <td>0.695652</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.192594</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.066987</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>0.887446</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.028730</td>\n",
+       "      <td>0.165119</td>\n",
+       "      <td>0.403929</td>\n",
+       "      <td>0.356545</td>\n",
+       "      <td>0.806389</td>\n",
+       "      <td>0.143689</td>\n",
+       "      <td>0.539171</td>\n",
+       "      <td>0.445074</td>\n",
+       "      <td>0.565311</td>\n",
+       "      <td>0.031045</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.740741</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>0.566667</td>\n",
+       "      <td>0.260870</td>\n",
+       "      <td>0.338983</td>\n",
+       "      <td>0.664914</td>\n",
+       "      <td>0.750000</td>\n",
+       "      <td>0.998097</td>\n",
+       "      <td>0.456422</td>\n",
+       "      <td>0.135218</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.033411</td>\n",
+       "      <td>0.178582</td>\n",
+       "      <td>0.411984</td>\n",
+       "      <td>0.360364</td>\n",
+       "      <td>0.969022</td>\n",
+       "      <td>0.097087</td>\n",
+       "      <td>0.617512</td>\n",
+       "      <td>0.313326</td>\n",
+       "      <td>0.246972</td>\n",
+       "      <td>0.036729</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 77 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       year     month       day      hour    minute  SC_AACGM_LAT     ID_SC  \\\n",
+       "0  0.518519  0.727273  0.933333  0.347826  0.440678      0.176052  0.583333   \n",
+       "1  0.518519  1.000000  0.266667  0.086957  0.813559      0.526447  0.583333   \n",
+       "2  0.703704  0.818182  0.500000  0.478261  0.677966      0.330256  0.583333   \n",
+       "3  0.925926  0.363636  0.300000  0.695652  0.000000      0.192594  1.000000   \n",
+       "4  0.740741  0.636364  0.566667  0.260870  0.338983      0.664914  0.750000   \n",
+       "\n",
+       "     sin_ut    cos_ut   sin_doy  ...  psw_30min  Bz_10min  By_10min  Bx_10min  \\\n",
+       "0  0.901928  0.202589  0.000222  ...   0.032986  0.103993  0.475835  0.241091   \n",
+       "1  0.834565  0.871572  0.315136  ...   0.014046  0.187094  0.510413  0.405455   \n",
+       "2  0.543578  0.001903  0.017126  ...   0.031496  0.143299  0.516306  0.375818   \n",
+       "3  0.066987  0.250000  0.887446  ...   0.028730  0.165119  0.403929  0.356545   \n",
+       "4  0.998097  0.456422  0.135218  ...   0.033411  0.178582  0.411984  0.360364   \n",
+       "\n",
+       "   AL_10min  AU_10min  SymH_10min  PC_10min  vsw_10min  psw_10min  \n",
+       "0  0.714424  0.518447    0.400922  0.471876   0.423299   0.036292  \n",
+       "1  0.965150  0.095146    0.603687  0.302378   0.231978   0.010275  \n",
+       "2  0.855760  0.225243    0.539171  0.374103   0.381488   0.031920  \n",
+       "3  0.806389  0.143689    0.539171  0.445074   0.565311   0.031045  \n",
+       "4  0.969022  0.097087    0.617512  0.313326   0.246972   0.036729  \n",
+       "\n",
+       "[5 rows x 77 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Min-max normalization of predictors in the training set\n",
+    "for col in X_train.columns:\n",
+    "    if X_train[col].dtypes == 'int64' or X_train[col].dtypes == 'float64': # Checking if the column is numerical\n",
+    "        if X_train[col].nunique() > 1: # Checking if the column is non-constant\n",
+    "            X_train[col] = (X_train[col] - X_train[col].min()) / (X_train[col].max() - X_train[col].min())\n",
+    "\n",
+    "print(pd.Series({\"Shape\": \"{}\".format(X_train.shape)}).to_string())\n",
+    "print(\" \")\n",
+    "X_train.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:50.358020Z",
+     "iopub.status.busy": "2022-04-29T16:38:50.357044Z",
+     "iopub.status.idle": "2022-04-29T16:38:51.214058Z",
+     "shell.execute_reply": "2022-04-29T16:38:51.213024Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:50.357949Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape    (389158, 77)\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>minute</th>\n",
+       "      <th>SC_AACGM_LAT</th>\n",
+       "      <th>ID_SC</th>\n",
+       "      <th>sin_ut</th>\n",
+       "      <th>cos_ut</th>\n",
+       "      <th>sin_doy</th>\n",
+       "      <th>...</th>\n",
+       "      <th>psw_30min</th>\n",
+       "      <th>Bz_10min</th>\n",
+       "      <th>By_10min</th>\n",
+       "      <th>Bx_10min</th>\n",
+       "      <th>AL_10min</th>\n",
+       "      <th>AU_10min</th>\n",
+       "      <th>SymH_10min</th>\n",
+       "      <th>PC_10min</th>\n",
+       "      <th>vsw_10min</th>\n",
+       "      <th>psw_10min</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.962963</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.800000</td>\n",
+       "      <td>0.956522</td>\n",
+       "      <td>0.762712</td>\n",
+       "      <td>0.704613</td>\n",
+       "      <td>0.916667</td>\n",
+       "      <td>0.339280</td>\n",
+       "      <td>0.973465</td>\n",
+       "      <td>0.958796</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.051244</td>\n",
+       "      <td>0.165937</td>\n",
+       "      <td>0.568369</td>\n",
+       "      <td>0.591640</td>\n",
+       "      <td>0.852856</td>\n",
+       "      <td>0.232510</td>\n",
+       "      <td>0.539216</td>\n",
+       "      <td>0.355983</td>\n",
+       "      <td>0.466263</td>\n",
+       "      <td>0.048098</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.851852</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.900000</td>\n",
+       "      <td>0.434783</td>\n",
+       "      <td>0.644068</td>\n",
+       "      <td>0.322864</td>\n",
+       "      <td>0.916667</td>\n",
+       "      <td>0.675104</td>\n",
+       "      <td>0.031664</td>\n",
+       "      <td>0.779797</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.137719</td>\n",
+       "      <td>0.197776</td>\n",
+       "      <td>0.384283</td>\n",
+       "      <td>0.367095</td>\n",
+       "      <td>0.935140</td>\n",
+       "      <td>0.213992</td>\n",
+       "      <td>0.740196</td>\n",
+       "      <td>0.284258</td>\n",
+       "      <td>0.255046</td>\n",
+       "      <td>0.120026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.565217</td>\n",
+       "      <td>0.864407</td>\n",
+       "      <td>0.336194</td>\n",
+       "      <td>0.916667</td>\n",
+       "      <td>0.267193</td>\n",
+       "      <td>0.057506</td>\n",
+       "      <td>0.295320</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.048534</td>\n",
+       "      <td>0.212938</td>\n",
+       "      <td>0.480747</td>\n",
+       "      <td>0.406217</td>\n",
+       "      <td>0.935140</td>\n",
+       "      <td>0.125514</td>\n",
+       "      <td>0.583333</td>\n",
+       "      <td>0.285768</td>\n",
+       "      <td>0.249856</td>\n",
+       "      <td>0.042195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.740741</td>\n",
+       "      <td>0.909091</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>0.478261</td>\n",
+       "      <td>0.559322</td>\n",
+       "      <td>0.067767</td>\n",
+       "      <td>0.750000</td>\n",
+       "      <td>0.558769</td>\n",
+       "      <td>0.003466</td>\n",
+       "      <td>0.150268</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.044592</td>\n",
+       "      <td>0.195081</td>\n",
+       "      <td>0.477210</td>\n",
+       "      <td>0.588156</td>\n",
+       "      <td>0.938045</td>\n",
+       "      <td>0.113169</td>\n",
+       "      <td>0.661765</td>\n",
+       "      <td>0.324273</td>\n",
+       "      <td>0.486159</td>\n",
+       "      <td>0.046349</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.608696</td>\n",
+       "      <td>0.576271</td>\n",
+       "      <td>0.281402</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.188743</td>\n",
+       "      <td>0.108696</td>\n",
+       "      <td>0.750623</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.098546</td>\n",
+       "      <td>0.113376</td>\n",
+       "      <td>0.486444</td>\n",
+       "      <td>0.364684</td>\n",
+       "      <td>0.880929</td>\n",
+       "      <td>0.195473</td>\n",
+       "      <td>0.647059</td>\n",
+       "      <td>0.359381</td>\n",
+       "      <td>0.221165</td>\n",
+       "      <td>0.086139</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 77 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       year     month       day      hour    minute  SC_AACGM_LAT     ID_SC  \\\n",
+       "0  0.962963  0.272727  0.800000  0.956522  0.762712      0.704613  0.916667   \n",
+       "1  0.851852  0.363636  0.900000  0.434783  0.644068      0.322864  0.916667   \n",
+       "2  1.000000  0.545455  0.833333  0.565217  0.864407      0.336194  0.916667   \n",
+       "3  0.740741  0.909091  0.500000  0.478261  0.559322      0.067767  0.750000   \n",
+       "4  0.000000  0.454545  0.000000  0.608696  0.576271      0.281402  0.000000   \n",
+       "\n",
+       "     sin_ut    cos_ut   sin_doy  ...  psw_30min  Bz_10min  By_10min  Bx_10min  \\\n",
+       "0  0.339280  0.973465  0.958796  ...   0.051244  0.165937  0.568369  0.591640   \n",
+       "1  0.675104  0.031664  0.779797  ...   0.137719  0.197776  0.384283  0.367095   \n",
+       "2  0.267193  0.057506  0.295320  ...   0.048534  0.212938  0.480747  0.406217   \n",
+       "3  0.558769  0.003466  0.150268  ...   0.044592  0.195081  0.477210  0.588156   \n",
+       "4  0.188743  0.108696  0.750623  ...   0.098546  0.113376  0.486444  0.364684   \n",
+       "\n",
+       "   AL_10min  AU_10min  SymH_10min  PC_10min  vsw_10min  psw_10min  \n",
+       "0  0.852856  0.232510    0.539216  0.355983   0.466263   0.048098  \n",
+       "1  0.935140  0.213992    0.740196  0.284258   0.255046   0.120026  \n",
+       "2  0.935140  0.125514    0.583333  0.285768   0.249856   0.042195  \n",
+       "3  0.938045  0.113169    0.661765  0.324273   0.486159   0.046349  \n",
+       "4  0.880929  0.195473    0.647059  0.359381   0.221165   0.086139  \n",
+       "\n",
+       "[5 rows x 77 columns]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Min-max normalization of predictors in the test set\n",
+    "for col in X_test.columns:\n",
+    "    if X_test[col].dtypes == 'int64' or X_test[col].dtypes == 'float64': # Checking if the column is numerical\n",
+    "        if X_test[col].nunique() > 1: # Checking if the column is non-constant\n",
+    "            X_test[col] = (X_test[col] - X_test[col].min()) / (X_test[col].max() - X_test[col].min())\n",
+    "\n",
+    "print(pd.Series({\"Shape\": \"{}\".format(X_test.shape)}).to_string())\n",
+    "print(\" \")\n",
+    "X_test.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 2.5. Principle Component Analysis (PCA)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:38:51.216052Z",
+     "iopub.status.busy": "2022-04-29T16:38:51.215708Z",
+     "iopub.status.idle": "2022-04-29T16:39:06.808646Z",
+     "shell.execute_reply": "2022-04-29T16:39:06.807709Z",
+     "shell.execute_reply.started": "2022-04-29T16:38:51.216009Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "PCA(n_components=20)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# PCA-fitting the training set\n",
+    "pca = PCA(n_components = 20)\n",
+    "pca.fit(X_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:39:06.810164Z",
+     "iopub.status.busy": "2022-04-29T16:39:06.809904Z",
+     "iopub.status.idle": "2022-04-29T16:39:06.816823Z",
+     "shell.execute_reply": "2022-04-29T16:39:06.815928Z",
+     "shell.execute_reply.started": "2022-04-29T16:39:06.810128Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of components            20\n",
+      "Explained variance ratio    96.44%\n"
+     ]
+    }
+   ],
+   "source": [
+    "# PCA summary\n",
+    "print(pd.Series({\"Number of components\": \"{}\".format(pca.n_components_),\n",
+    "                 \"Explained variance ratio\": \"{:.4g}%\".format(pca.explained_variance_ratio_.sum()*100)\n",
+    "                }).to_string())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:39:06.818327Z",
+     "iopub.status.busy": "2022-04-29T16:39:06.818088Z",
+     "iopub.status.idle": "2022-04-29T16:39:07.101248Z",
+     "shell.execute_reply": "2022-04-29T16:39:07.100419Z",
+     "shell.execute_reply.started": "2022-04-29T16:39:06.818298Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 648x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Cumulative explained variance ratio\n",
+    "plt.figure(figsize = (9, 6))\n",
+    "sns.lineplot(x = np.arange(pca.n_components_) + 1, y = np.cumsum(pca.explained_variance_ratio_))\n",
+    "plt.xlabel(\"Number of components\", fontsize = 14)\n",
+    "plt.xticks(np.arange(pca.n_components_) + 1)\n",
+    "plt.ylabel(\"Cumulative explained variance ratio\", fontsize = 14)\n",
+    "plt.yticks(np.arange(0, 1.1, 0.2))\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:39:07.103515Z",
+     "iopub.status.busy": "2022-04-29T16:39:07.102952Z",
+     "iopub.status.idle": "2022-04-29T16:39:07.131679Z",
+     "shell.execute_reply": "2022-04-29T16:39:07.130731Z",
+     "shell.execute_reply.started": "2022-04-29T16:39:07.103461Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape    (20, 77)\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>day</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>minute</th>\n",
+       "      <th>SC_AACGM_LAT</th>\n",
+       "      <th>ID_SC</th>\n",
+       "      <th>sin_ut</th>\n",
+       "      <th>cos_ut</th>\n",
+       "      <th>sin_doy</th>\n",
+       "      <th>...</th>\n",
+       "      <th>psw_30min</th>\n",
+       "      <th>Bz_10min</th>\n",
+       "      <th>By_10min</th>\n",
+       "      <th>Bx_10min</th>\n",
+       "      <th>AL_10min</th>\n",
+       "      <th>AU_10min</th>\n",
+       "      <th>SymH_10min</th>\n",
+       "      <th>PC_10min</th>\n",
+       "      <th>vsw_10min</th>\n",
+       "      <th>psw_10min</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.007870</td>\n",
+       "      <td>-0.204965</td>\n",
+       "      <td>-0.000906</td>\n",
+       "      <td>-0.557795</td>\n",
+       "      <td>0.004520</td>\n",
+       "      <td>-0.130356</td>\n",
+       "      <td>0.002733</td>\n",
+       "      <td>0.689770</td>\n",
+       "      <td>0.039383</td>\n",
+       "      <td>0.227679</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000032</td>\n",
+       "      <td>0.000600</td>\n",
+       "      <td>-0.000102</td>\n",
+       "      <td>-0.004281</td>\n",
+       "      <td>0.013793</td>\n",
+       "      <td>0.027542</td>\n",
+       "      <td>-0.008423</td>\n",
+       "      <td>-0.000486</td>\n",
+       "      <td>0.026556</td>\n",
+       "      <td>-0.000100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.058558</td>\n",
+       "      <td>-0.629977</td>\n",
+       "      <td>-0.016542</td>\n",
+       "      <td>0.183926</td>\n",
+       "      <td>-0.001523</td>\n",
+       "      <td>0.042907</td>\n",
+       "      <td>0.034557</td>\n",
+       "      <td>-0.224299</td>\n",
+       "      <td>-0.003006</td>\n",
+       "      <td>0.697312</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.001651</td>\n",
+       "      <td>-0.000719</td>\n",
+       "      <td>0.000069</td>\n",
+       "      <td>-0.017305</td>\n",
+       "      <td>-0.007215</td>\n",
+       "      <td>-0.000735</td>\n",
+       "      <td>-0.002131</td>\n",
+       "      <td>0.001109</td>\n",
+       "      <td>0.035109</td>\n",
+       "      <td>0.001679</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.030239</td>\n",
+       "      <td>0.007308</td>\n",
+       "      <td>0.008059</td>\n",
+       "      <td>-0.177579</td>\n",
+       "      <td>0.000269</td>\n",
+       "      <td>0.000715</td>\n",
+       "      <td>0.027643</td>\n",
+       "      <td>0.216804</td>\n",
+       "      <td>0.091974</td>\n",
+       "      <td>-0.002326</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000686</td>\n",
+       "      <td>-0.000390</td>\n",
+       "      <td>-0.000969</td>\n",
+       "      <td>0.000456</td>\n",
+       "      <td>0.019016</td>\n",
+       "      <td>-0.010818</td>\n",
+       "      <td>0.005711</td>\n",
+       "      <td>-0.003049</td>\n",
+       "      <td>-0.036123</td>\n",
+       "      <td>-0.000701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.113729</td>\n",
+       "      <td>0.031372</td>\n",
+       "      <td>-0.022584</td>\n",
+       "      <td>-0.006817</td>\n",
+       "      <td>0.003681</td>\n",
+       "      <td>0.016315</td>\n",
+       "      <td>-0.099592</td>\n",
+       "      <td>0.004236</td>\n",
+       "      <td>-0.035075</td>\n",
+       "      <td>-0.048386</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.004041</td>\n",
+       "      <td>0.003712</td>\n",
+       "      <td>-0.000067</td>\n",
+       "      <td>-0.000690</td>\n",
+       "      <td>-0.067843</td>\n",
+       "      <td>0.100811</td>\n",
+       "      <td>-0.040391</td>\n",
+       "      <td>0.013961</td>\n",
+       "      <td>0.202841</td>\n",
+       "      <td>0.003964</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.000806</td>\n",
+       "      <td>-0.002404</td>\n",
+       "      <td>-0.003617</td>\n",
+       "      <td>-0.066184</td>\n",
+       "      <td>-0.001318</td>\n",
+       "      <td>0.036861</td>\n",
+       "      <td>-0.000399</td>\n",
+       "      <td>0.067733</td>\n",
+       "      <td>-0.971349</td>\n",
+       "      <td>0.009090</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.000422</td>\n",
+       "      <td>0.002036</td>\n",
+       "      <td>0.000017</td>\n",
+       "      <td>0.006939</td>\n",
+       "      <td>-0.016975</td>\n",
+       "      <td>0.000164</td>\n",
+       "      <td>-0.004300</td>\n",
+       "      <td>0.002818</td>\n",
+       "      <td>-0.000151</td>\n",
+       "      <td>-0.000362</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 77 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       year     month       day      hour    minute  SC_AACGM_LAT     ID_SC  \\\n",
+       "0  0.007870 -0.204965 -0.000906 -0.557795  0.004520     -0.130356  0.002733   \n",
+       "1  0.058558 -0.629977 -0.016542  0.183926 -0.001523      0.042907  0.034557   \n",
+       "2  0.030239  0.007308  0.008059 -0.177579  0.000269      0.000715  0.027643   \n",
+       "3 -0.113729  0.031372 -0.022584 -0.006817  0.003681      0.016315 -0.099592   \n",
+       "4 -0.000806 -0.002404 -0.003617 -0.066184 -0.001318      0.036861 -0.000399   \n",
+       "\n",
+       "     sin_ut    cos_ut   sin_doy  ...  psw_30min  Bz_10min  By_10min  Bx_10min  \\\n",
+       "0  0.689770  0.039383  0.227679  ...   0.000032  0.000600 -0.000102 -0.004281   \n",
+       "1 -0.224299 -0.003006  0.697312  ...   0.001651 -0.000719  0.000069 -0.017305   \n",
+       "2  0.216804  0.091974 -0.002326  ...  -0.000686 -0.000390 -0.000969  0.000456   \n",
+       "3  0.004236 -0.035075 -0.048386  ...   0.004041  0.003712 -0.000067 -0.000690   \n",
+       "4  0.067733 -0.971349  0.009090  ...  -0.000422  0.002036  0.000017  0.006939   \n",
+       "\n",
+       "   AL_10min  AU_10min  SymH_10min  PC_10min  vsw_10min  psw_10min  \n",
+       "0  0.013793  0.027542   -0.008423 -0.000486   0.026556  -0.000100  \n",
+       "1 -0.007215 -0.000735   -0.002131  0.001109   0.035109   0.001679  \n",
+       "2  0.019016 -0.010818    0.005711 -0.003049  -0.036123  -0.000701  \n",
+       "3 -0.067843  0.100811   -0.040391  0.013961   0.202841   0.003964  \n",
+       "4 -0.016975  0.000164   -0.004300  0.002818  -0.000151  -0.000362  \n",
+       "\n",
+       "[5 rows x 77 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Correlation structure of components and features\n",
+    "print(pd.Series({\"Shape\": \"{}\".format(pd.DataFrame(pca.components_, columns = X_train.columns).shape)}).to_string())\n",
+    "print(\" \")\n",
+    "pd.DataFrame(pca.components_, columns = X_train.columns).head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:39:07.133336Z",
+     "iopub.status.busy": "2022-04-29T16:39:07.132917Z",
+     "iopub.status.idle": "2022-04-29T16:39:08.029510Z",
+     "shell.execute_reply": "2022-04-29T16:39:08.028640Z",
+     "shell.execute_reply.started": "2022-04-29T16:39:07.133293Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape    (1556631, 20)\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>10</th>\n",
+       "      <th>11</th>\n",
+       "      <th>12</th>\n",
+       "      <th>13</th>\n",
+       "      <th>14</th>\n",
+       "      <th>15</th>\n",
+       "      <th>16</th>\n",
+       "      <th>17</th>\n",
+       "      <th>18</th>\n",
+       "      <th>19</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.450660</td>\n",
+       "      <td>-0.615163</td>\n",
+       "      <td>-0.360683</td>\n",
+       "      <td>0.527870</td>\n",
+       "      <td>0.253479</td>\n",
+       "      <td>0.454448</td>\n",
+       "      <td>0.167356</td>\n",
+       "      <td>0.350813</td>\n",
+       "      <td>-0.392485</td>\n",
+       "      <td>-0.107808</td>\n",
+       "      <td>0.795571</td>\n",
+       "      <td>-0.032360</td>\n",
+       "      <td>-0.114972</td>\n",
+       "      <td>-0.058070</td>\n",
+       "      <td>-0.181003</td>\n",
+       "      <td>0.108877</td>\n",
+       "      <td>-0.135812</td>\n",
+       "      <td>-0.083914</td>\n",
+       "      <td>0.124564</td>\n",
+       "      <td>0.017574</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.375201</td>\n",
+       "      <td>-0.622745</td>\n",
+       "      <td>0.331111</td>\n",
+       "      <td>-0.407754</td>\n",
+       "      <td>-0.364675</td>\n",
+       "      <td>0.272344</td>\n",
+       "      <td>-0.368186</td>\n",
+       "      <td>-0.167058</td>\n",
+       "      <td>-0.262704</td>\n",
+       "      <td>0.328371</td>\n",
+       "      <td>-0.076166</td>\n",
+       "      <td>0.288667</td>\n",
+       "      <td>0.122691</td>\n",
+       "      <td>0.163621</td>\n",
+       "      <td>0.294295</td>\n",
+       "      <td>-0.124242</td>\n",
+       "      <td>0.014338</td>\n",
+       "      <td>-0.037404</td>\n",
+       "      <td>0.019694</td>\n",
+       "      <td>-0.029393</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.248562</td>\n",
+       "      <td>-0.463250</td>\n",
+       "      <td>0.423296</td>\n",
+       "      <td>0.261399</td>\n",
+       "      <td>0.550077</td>\n",
+       "      <td>0.285747</td>\n",
+       "      <td>-0.176820</td>\n",
+       "      <td>0.027226</td>\n",
+       "      <td>-0.067487</td>\n",
+       "      <td>-0.157836</td>\n",
+       "      <td>0.127074</td>\n",
+       "      <td>0.029331</td>\n",
+       "      <td>0.078076</td>\n",
+       "      <td>0.145826</td>\n",
+       "      <td>-0.066477</td>\n",
+       "      <td>0.013623</td>\n",
+       "      <td>-0.073353</td>\n",
+       "      <td>-0.046721</td>\n",
+       "      <td>-0.120629</td>\n",
+       "      <td>-0.022003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.320697</td>\n",
+       "      <td>0.639458</td>\n",
+       "      <td>0.229834</td>\n",
+       "      <td>0.725872</td>\n",
+       "      <td>0.204942</td>\n",
+       "      <td>0.244508</td>\n",
+       "      <td>0.436355</td>\n",
+       "      <td>-0.305957</td>\n",
+       "      <td>-0.311245</td>\n",
+       "      <td>-0.272470</td>\n",
+       "      <td>-0.226441</td>\n",
+       "      <td>-0.376405</td>\n",
+       "      <td>-0.191734</td>\n",
+       "      <td>0.097082</td>\n",
+       "      <td>0.158540</td>\n",
+       "      <td>-0.142998</td>\n",
+       "      <td>0.010526</td>\n",
+       "      <td>-0.111168</td>\n",
+       "      <td>-0.016989</td>\n",
+       "      <td>-0.088394</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.321536</td>\n",
+       "      <td>-0.479157</td>\n",
+       "      <td>-0.025147</td>\n",
+       "      <td>0.108801</td>\n",
+       "      <td>0.125863</td>\n",
+       "      <td>-0.316508</td>\n",
+       "      <td>0.185233</td>\n",
+       "      <td>0.067830</td>\n",
+       "      <td>0.552133</td>\n",
+       "      <td>0.041273</td>\n",
+       "      <td>-0.240360</td>\n",
+       "      <td>0.055890</td>\n",
+       "      <td>-0.162276</td>\n",
+       "      <td>0.022299</td>\n",
+       "      <td>-0.125381</td>\n",
+       "      <td>0.157155</td>\n",
+       "      <td>-0.043955</td>\n",
+       "      <td>-0.030762</td>\n",
+       "      <td>0.011333</td>\n",
+       "      <td>0.074102</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         0         1         2         3         4         5         6   \\\n",
+       "0  0.450660 -0.615163 -0.360683  0.527870  0.253479  0.454448  0.167356   \n",
+       "1  0.375201 -0.622745  0.331111 -0.407754 -0.364675  0.272344 -0.368186   \n",
+       "2 -0.248562 -0.463250  0.423296  0.261399  0.550077  0.285747 -0.176820   \n",
+       "3 -0.320697  0.639458  0.229834  0.725872  0.204942  0.244508  0.436355   \n",
+       "4  0.321536 -0.479157 -0.025147  0.108801  0.125863 -0.316508  0.185233   \n",
+       "\n",
+       "         7         8         9         10        11        12        13  \\\n",
+       "0  0.350813 -0.392485 -0.107808  0.795571 -0.032360 -0.114972 -0.058070   \n",
+       "1 -0.167058 -0.262704  0.328371 -0.076166  0.288667  0.122691  0.163621   \n",
+       "2  0.027226 -0.067487 -0.157836  0.127074  0.029331  0.078076  0.145826   \n",
+       "3 -0.305957 -0.311245 -0.272470 -0.226441 -0.376405 -0.191734  0.097082   \n",
+       "4  0.067830  0.552133  0.041273 -0.240360  0.055890 -0.162276  0.022299   \n",
+       "\n",
+       "         14        15        16        17        18        19  \n",
+       "0 -0.181003  0.108877 -0.135812 -0.083914  0.124564  0.017574  \n",
+       "1  0.294295 -0.124242  0.014338 -0.037404  0.019694 -0.029393  \n",
+       "2 -0.066477  0.013623 -0.073353 -0.046721 -0.120629 -0.022003  \n",
+       "3  0.158540 -0.142998  0.010526 -0.111168 -0.016989 -0.088394  \n",
+       "4 -0.125381  0.157155 -0.043955 -0.030762  0.011333  0.074102  "
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# PCA-transforming the training set features\n",
+    "X_train = pd.DataFrame(pca.transform(X_train))\n",
+    "print(pd.Series({\"Shape\": \"{}\".format(X_train.shape)}).to_string())\n",
+    "print(\" \")\n",
+    "X_train.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:39:08.031715Z",
+     "iopub.status.busy": "2022-04-29T16:39:08.031196Z",
+     "iopub.status.idle": "2022-04-29T16:39:08.307197Z",
+     "shell.execute_reply": "2022-04-29T16:39:08.306307Z",
+     "shell.execute_reply.started": "2022-04-29T16:39:08.031666Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape    (389158, 20)\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>10</th>\n",
+       "      <th>11</th>\n",
+       "      <th>12</th>\n",
+       "      <th>13</th>\n",
+       "      <th>14</th>\n",
+       "      <th>15</th>\n",
+       "      <th>16</th>\n",
+       "      <th>17</th>\n",
+       "      <th>18</th>\n",
+       "      <th>19</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.061005</td>\n",
+       "      <td>0.627316</td>\n",
+       "      <td>-0.231939</td>\n",
+       "      <td>0.398505</td>\n",
+       "      <td>-0.588724</td>\n",
+       "      <td>0.236077</td>\n",
+       "      <td>-0.166219</td>\n",
+       "      <td>0.357988</td>\n",
+       "      <td>-0.378950</td>\n",
+       "      <td>0.395881</td>\n",
+       "      <td>-0.008776</td>\n",
+       "      <td>-0.370785</td>\n",
+       "      <td>0.186803</td>\n",
+       "      <td>0.362299</td>\n",
+       "      <td>0.170860</td>\n",
+       "      <td>0.225146</td>\n",
+       "      <td>-0.075574</td>\n",
+       "      <td>0.127732</td>\n",
+       "      <td>-0.061215</td>\n",
+       "      <td>0.088811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.115359</td>\n",
+       "      <td>0.291809</td>\n",
+       "      <td>0.368049</td>\n",
+       "      <td>0.232131</td>\n",
+       "      <td>0.500764</td>\n",
+       "      <td>-0.505285</td>\n",
+       "      <td>-0.015781</td>\n",
+       "      <td>0.486388</td>\n",
+       "      <td>0.095227</td>\n",
+       "      <td>-0.224244</td>\n",
+       "      <td>-0.109911</td>\n",
+       "      <td>-0.042142</td>\n",
+       "      <td>-0.183327</td>\n",
+       "      <td>-0.017095</td>\n",
+       "      <td>0.060688</td>\n",
+       "      <td>0.076660</td>\n",
+       "      <td>0.307495</td>\n",
+       "      <td>0.131736</td>\n",
+       "      <td>-0.095677</td>\n",
+       "      <td>0.131470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.373103</td>\n",
+       "      <td>-0.025490</td>\n",
+       "      <td>0.255526</td>\n",
+       "      <td>0.378662</td>\n",
+       "      <td>0.444747</td>\n",
+       "      <td>-0.433502</td>\n",
+       "      <td>-0.251650</td>\n",
+       "      <td>0.460561</td>\n",
+       "      <td>0.008242</td>\n",
+       "      <td>-0.228408</td>\n",
+       "      <td>0.033659</td>\n",
+       "      <td>-0.232126</td>\n",
+       "      <td>0.152127</td>\n",
+       "      <td>-0.119734</td>\n",
+       "      <td>-0.111571</td>\n",
+       "      <td>-0.074421</td>\n",
+       "      <td>-0.165310</td>\n",
+       "      <td>0.391943</td>\n",
+       "      <td>-0.061099</td>\n",
+       "      <td>0.050991</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.163032</td>\n",
+       "      <td>-0.408079</td>\n",
+       "      <td>0.477103</td>\n",
+       "      <td>0.157810</td>\n",
+       "      <td>0.521320</td>\n",
+       "      <td>0.604858</td>\n",
+       "      <td>-0.061269</td>\n",
+       "      <td>-0.007148</td>\n",
+       "      <td>-0.326870</td>\n",
+       "      <td>-0.314479</td>\n",
+       "      <td>-0.292230</td>\n",
+       "      <td>-0.047248</td>\n",
+       "      <td>0.022133</td>\n",
+       "      <td>0.106434</td>\n",
+       "      <td>0.055753</td>\n",
+       "      <td>0.005409</td>\n",
+       "      <td>0.184319</td>\n",
+       "      <td>-0.029620</td>\n",
+       "      <td>-0.139153</td>\n",
+       "      <td>0.004562</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.340939</td>\n",
+       "      <td>0.286959</td>\n",
+       "      <td>0.124634</td>\n",
+       "      <td>0.450149</td>\n",
+       "      <td>0.393564</td>\n",
+       "      <td>-0.352766</td>\n",
+       "      <td>-0.200221</td>\n",
+       "      <td>-0.408178</td>\n",
+       "      <td>0.119238</td>\n",
+       "      <td>-0.271780</td>\n",
+       "      <td>0.286671</td>\n",
+       "      <td>1.077538</td>\n",
+       "      <td>0.020841</td>\n",
+       "      <td>-0.102196</td>\n",
+       "      <td>0.203603</td>\n",
+       "      <td>-0.095082</td>\n",
+       "      <td>0.074706</td>\n",
+       "      <td>-0.120751</td>\n",
+       "      <td>-0.107839</td>\n",
+       "      <td>-0.060537</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         0         1         2         3         4         5         6   \\\n",
+       "0 -0.061005  0.627316 -0.231939  0.398505 -0.588724  0.236077 -0.166219   \n",
+       "1  0.115359  0.291809  0.368049  0.232131  0.500764 -0.505285 -0.015781   \n",
+       "2 -0.373103 -0.025490  0.255526  0.378662  0.444747 -0.433502 -0.251650   \n",
+       "3 -0.163032 -0.408079  0.477103  0.157810  0.521320  0.604858 -0.061269   \n",
+       "4 -0.340939  0.286959  0.124634  0.450149  0.393564 -0.352766 -0.200221   \n",
+       "\n",
+       "         7         8         9         10        11        12        13  \\\n",
+       "0  0.357988 -0.378950  0.395881 -0.008776 -0.370785  0.186803  0.362299   \n",
+       "1  0.486388  0.095227 -0.224244 -0.109911 -0.042142 -0.183327 -0.017095   \n",
+       "2  0.460561  0.008242 -0.228408  0.033659 -0.232126  0.152127 -0.119734   \n",
+       "3 -0.007148 -0.326870 -0.314479 -0.292230 -0.047248  0.022133  0.106434   \n",
+       "4 -0.408178  0.119238 -0.271780  0.286671  1.077538  0.020841 -0.102196   \n",
+       "\n",
+       "         14        15        16        17        18        19  \n",
+       "0  0.170860  0.225146 -0.075574  0.127732 -0.061215  0.088811  \n",
+       "1  0.060688  0.076660  0.307495  0.131736 -0.095677  0.131470  \n",
+       "2 -0.111571 -0.074421 -0.165310  0.391943 -0.061099  0.050991  \n",
+       "3  0.055753  0.005409  0.184319 -0.029620 -0.139153  0.004562  \n",
+       "4  0.203603 -0.095082  0.074706 -0.120751 -0.107839 -0.060537  "
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# PCA transforming the test set features\n",
+    "X_test = pd.DataFrame(pca.transform(X_test))\n",
+    "print(pd.Series({\"Shape\": \"{}\".format(X_test.shape)}).to_string())\n",
+    "print(\" \")\n",
+    "X_test.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 3. Baseline Neural Network"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:39:08.309444Z",
+     "iopub.status.busy": "2022-04-29T16:39:08.308915Z",
+     "iopub.status.idle": "2022-04-29T16:39:08.977928Z",
+     "shell.execute_reply": "2022-04-29T16:39:08.976930Z",
+     "shell.execute_reply.started": "2022-04-29T16:39:08.309394Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2022-04-29 16:39:08.399404: I tensorflow/core/common_runtime/process_util.cc:146] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"sequential\"\n",
+      "_________________________________________________________________\n",
+      "Layer (type)                 Output Shape              Param #   \n",
+      "=================================================================\n",
+      "dense (Dense)                (None, 128)               2688      \n",
+      "_________________________________________________________________\n",
+      "dense_1 (Dense)              (None, 64)                8256      \n",
+      "_________________________________________________________________\n",
+      "dense_2 (Dense)              (None, 32)                2080      \n",
+      "_________________________________________________________________\n",
+      "dense_3 (Dense)              (None, 16)                528       \n",
+      "_________________________________________________________________\n",
+      "dense_4 (Dense)              (None, 4)                 68        \n",
+      "_________________________________________________________________\n",
+      "dense_5 (Dense)              (None, 1)                 5         \n",
+      "=================================================================\n",
+      "Total params: 13,625\n",
+      "Trainable params: 13,625\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Adding layers to sequential model\n",
+    "model = Sequential()\n",
+    "model.add(Dense(units = 128, input_dim = len(X_train.columns), activation = 'relu'))\n",
+    "model.add(Dense(units = 64, activation = 'relu'))\n",
+    "model.add(Dense(units = 32, activation = 'relu'))\n",
+    "model.add(Dense(units = 16, activation = 'relu'))\n",
+    "model.add(Dense(units = 4, activation = 'relu'))\n",
+    "model.add(Dense(units = 1, activation = 'linear'))\n",
+    "model.summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:39:08.979448Z",
+     "iopub.status.busy": "2022-04-29T16:39:08.979159Z",
+     "iopub.status.idle": "2022-04-29T16:39:08.994315Z",
+     "shell.execute_reply": "2022-04-29T16:39:08.993311Z",
+     "shell.execute_reply.started": "2022-04-29T16:39:08.979417Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Specifying loss function and optimizer\n",
+    "adam_opt = Adam(learning_rate = 0.001,\n",
+    "                beta_1 = 0.9,\n",
+    "                beta_2 = 0.999,\n",
+    "                epsilon = 1e-07,\n",
+    "                amsgrad = False)\n",
+    "sgd_opt = SGD(learning_rate = 0.01, momentum = 0.9, nesterov = False)\n",
+    "model.compile(loss = 'mean_squared_error', optimizer = adam_opt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T16:39:08.996090Z",
+     "iopub.status.busy": "2022-04-29T16:39:08.995760Z",
+     "iopub.status.idle": "2022-04-29T20:11:37.714258Z",
+     "shell.execute_reply": "2022-04-29T20:11:37.711974Z",
+     "shell.execute_reply.started": "2022-04-29T16:39:08.996047Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2022-04-29 16:39:09.505013: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:185] None of the MLIR Optimization Passes are enabled (registered 2)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/120\n",
+      "38916/38916 [==============================] - 111s 3ms/step - loss: 3.7118 - val_loss: 2.7880\n",
+      "Epoch 2/120\n",
+      "38916/38916 [==============================] - 110s 3ms/step - loss: 2.6820 - val_loss: 2.5626\n",
+      "Epoch 3/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.5859 - val_loss: 2.5755\n",
+      "Epoch 4/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.5348 - val_loss: 2.5215\n",
+      "Epoch 5/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.5037 - val_loss: 2.4751\n",
+      "Epoch 6/120\n",
+      "38916/38916 [==============================] - 110s 3ms/step - loss: 2.4781 - val_loss: 2.4598\n",
+      "Epoch 7/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.4601 - val_loss: 2.4507\n",
+      "Epoch 8/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.4475 - val_loss: 2.4351\n",
+      "Epoch 9/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.4364 - val_loss: 2.4763\n",
+      "Epoch 10/120\n",
+      "38916/38916 [==============================] - 114s 3ms/step - loss: 2.4256 - val_loss: 2.4816\n",
+      "Epoch 11/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.4165 - val_loss: 2.5204\n",
+      "Epoch 12/120\n",
+      "38916/38916 [==============================] - 110s 3ms/step - loss: 2.4091 - val_loss: 2.4160\n",
+      "Epoch 13/120\n",
+      "38916/38916 [==============================] - 109s 3ms/step - loss: 2.4000 - val_loss: 2.3910\n",
+      "Epoch 14/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3938 - val_loss: 2.4572\n",
+      "Epoch 15/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.3877 - val_loss: 2.4022\n",
+      "Epoch 16/120\n",
+      "38916/38916 [==============================] - 108s 3ms/step - loss: 2.3823 - val_loss: 2.3887\n",
+      "Epoch 17/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3777 - val_loss: 2.4132\n",
+      "Epoch 18/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.3742 - val_loss: 2.3802\n",
+      "Epoch 19/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3716 - val_loss: 2.3854\n",
+      "Epoch 20/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3670 - val_loss: 2.3782\n",
+      "Epoch 21/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3654 - val_loss: 2.3747\n",
+      "Epoch 22/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3615 - val_loss: 2.3879\n",
+      "Epoch 23/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3585 - val_loss: 2.3784\n",
+      "Epoch 24/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3572 - val_loss: 2.3834\n",
+      "Epoch 25/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3549 - val_loss: 2.4007\n",
+      "Epoch 26/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3522 - val_loss: 2.3709\n",
+      "Epoch 27/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3514 - val_loss: 2.3633\n",
+      "Epoch 28/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.3485 - val_loss: 2.3714\n",
+      "Epoch 29/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3469 - val_loss: 2.3648\n",
+      "Epoch 30/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3455 - val_loss: 2.3736\n",
+      "Epoch 31/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.3447 - val_loss: 2.3701\n",
+      "Epoch 32/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3435 - val_loss: 2.3657\n",
+      "Epoch 33/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3417 - val_loss: 2.4198\n",
+      "Epoch 34/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.3398 - val_loss: 2.3802\n",
+      "Epoch 35/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3380 - val_loss: 2.3581\n",
+      "Epoch 36/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3355 - val_loss: 2.3900\n",
+      "Epoch 37/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3356 - val_loss: 2.3721\n",
+      "Epoch 38/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.3338 - val_loss: 2.3618\n",
+      "Epoch 39/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3315 - val_loss: 2.3716\n",
+      "Epoch 40/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3311 - val_loss: 2.3657\n",
+      "Epoch 41/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3295 - val_loss: 2.3634\n",
+      "Epoch 42/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3278 - val_loss: 2.4105\n",
+      "Epoch 43/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3270 - val_loss: 2.3555\n",
+      "Epoch 44/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3262 - val_loss: 2.3691\n",
+      "Epoch 45/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3252 - val_loss: 2.3814\n",
+      "Epoch 46/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3251 - val_loss: 2.3554\n",
+      "Epoch 47/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3231 - val_loss: 2.3517\n",
+      "Epoch 48/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3229 - val_loss: 2.3518\n",
+      "Epoch 49/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3199 - val_loss: 2.3907\n",
+      "Epoch 50/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3200 - val_loss: 2.3650\n",
+      "Epoch 51/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3192 - val_loss: 2.3542\n",
+      "Epoch 52/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3166 - val_loss: 2.3713\n",
+      "Epoch 53/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3163 - val_loss: 2.3426\n",
+      "Epoch 54/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.3159 - val_loss: 2.3516\n",
+      "Epoch 55/120\n",
+      "38916/38916 [==============================] - 113s 3ms/step - loss: 2.3140 - val_loss: 2.3657\n",
+      "Epoch 56/120\n",
+      "38916/38916 [==============================] - 109s 3ms/step - loss: 2.3124 - val_loss: 2.3534\n",
+      "Epoch 57/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3113 - val_loss: 2.3509\n",
+      "Epoch 58/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.3107 - val_loss: 2.3494\n",
+      "Epoch 59/120\n",
+      "38916/38916 [==============================] - 109s 3ms/step - loss: 2.3106 - val_loss: 2.3517\n",
+      "Epoch 60/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3092 - val_loss: 2.3427\n",
+      "Epoch 61/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.3089 - val_loss: 2.3518\n",
+      "Epoch 62/120\n",
+      "38916/38916 [==============================] - 108s 3ms/step - loss: 2.3072 - val_loss: 2.3536\n",
+      "Epoch 63/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3073 - val_loss: 2.3780\n",
+      "Epoch 64/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3067 - val_loss: 2.3513\n",
+      "Epoch 65/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3060 - val_loss: 2.4114\n",
+      "Epoch 66/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3050 - val_loss: 2.3442\n",
+      "Epoch 67/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3052 - val_loss: 2.3520\n",
+      "Epoch 68/120\n",
+      "38916/38916 [==============================] - 110s 3ms/step - loss: 2.3041 - val_loss: 2.3352\n",
+      "Epoch 69/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3035 - val_loss: 2.3410\n",
+      "Epoch 70/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3034 - val_loss: 2.3298\n",
+      "Epoch 71/120\n",
+      "38916/38916 [==============================] - 110s 3ms/step - loss: 2.3022 - val_loss: 2.3818\n",
+      "Epoch 72/120\n",
+      "38916/38916 [==============================] - 109s 3ms/step - loss: 2.3015 - val_loss: 2.3455\n",
+      "Epoch 73/120\n",
+      "38916/38916 [==============================] - 111s 3ms/step - loss: 2.3011 - val_loss: 2.3493\n",
+      "Epoch 74/120\n",
+      "38916/38916 [==============================] - 109s 3ms/step - loss: 2.3009 - val_loss: 2.3456\n",
+      "Epoch 75/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2997 - val_loss: 2.3558\n",
+      "Epoch 76/120\n",
+      "38916/38916 [==============================] - 109s 3ms/step - loss: 2.2988 - val_loss: 2.3583\n",
+      "Epoch 77/120\n",
+      "38916/38916 [==============================] - 110s 3ms/step - loss: 2.2992 - val_loss: 2.3538\n",
+      "Epoch 78/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2987 - val_loss: 2.3403\n",
+      "Epoch 79/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2975 - val_loss: 2.3442\n",
+      "Epoch 80/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2977 - val_loss: 2.3377\n",
+      "Epoch 81/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2973 - val_loss: 2.3584\n",
+      "Epoch 82/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2965 - val_loss: 2.3613\n",
+      "Epoch 83/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2968 - val_loss: 2.3340\n",
+      "Epoch 84/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2966 - val_loss: 2.3432\n",
+      "Epoch 85/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2959 - val_loss: 2.3432\n",
+      "Epoch 86/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2950 - val_loss: 2.3583\n",
+      "Epoch 87/120\n",
+      "38916/38916 [==============================] - 108s 3ms/step - loss: 2.2956 - val_loss: 2.3372\n",
+      "Epoch 88/120\n",
+      "38916/38916 [==============================] - 108s 3ms/step - loss: 2.2944 - val_loss: 2.3512\n",
+      "Epoch 89/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2932 - val_loss: 2.3431\n",
+      "Epoch 90/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2932 - val_loss: 2.3567\n",
+      "Epoch 91/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2936 - val_loss: 2.3417\n",
+      "Epoch 92/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2938 - val_loss: 2.3369\n",
+      "Epoch 93/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2924 - val_loss: 2.3453\n",
+      "Epoch 94/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2928 - val_loss: 2.3393\n",
+      "Epoch 95/120\n",
+      "38916/38916 [==============================] - 108s 3ms/step - loss: 2.2917 - val_loss: 2.3365\n",
+      "Epoch 96/120\n",
+      "38916/38916 [==============================] - 108s 3ms/step - loss: 2.2920 - val_loss: 2.3407\n",
+      "Epoch 97/120\n",
+      "38916/38916 [==============================] - 109s 3ms/step - loss: 2.2909 - val_loss: 2.3420\n",
+      "Epoch 98/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2907 - val_loss: 2.3429\n",
+      "Epoch 99/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2908 - val_loss: 2.3410\n",
+      "Epoch 100/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2906 - val_loss: 2.3315\n",
+      "Epoch 101/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2907 - val_loss: 2.3444\n",
+      "Epoch 102/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2896 - val_loss: 2.3365\n",
+      "Epoch 103/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2894 - val_loss: 2.3514\n",
+      "Epoch 104/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2896 - val_loss: 2.3662\n",
+      "Epoch 105/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2893 - val_loss: 2.3376\n",
+      "Epoch 106/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2881 - val_loss: 2.3402\n",
+      "Epoch 107/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2888 - val_loss: 2.3375\n",
+      "Epoch 108/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2888 - val_loss: 2.3350\n",
+      "Epoch 109/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2876 - val_loss: 2.3786\n",
+      "Epoch 110/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2885 - val_loss: 2.3326\n",
+      "Epoch 111/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2877 - val_loss: 2.3537\n",
+      "Epoch 112/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2872 - val_loss: 2.3428\n",
+      "Epoch 113/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2875 - val_loss: 2.3474\n",
+      "Epoch 114/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2872 - val_loss: 2.3342\n",
+      "Epoch 115/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2861 - val_loss: 2.3392\n",
+      "Epoch 116/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2849 - val_loss: 2.3633\n",
+      "Epoch 117/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2852 - val_loss: 2.3367\n",
+      "Epoch 118/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2852 - val_loss: 2.3327\n",
+      "Epoch 119/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2846 - val_loss: 2.3393\n",
+      "Epoch 120/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2848 - val_loss: 2.3627\n",
+      "CPU times: user 4h 13min 15s, sys: 1h 27min 15s, total: 5h 40min 31s\n",
+      "Wall time: 3h 32min 28s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# Fitting the model\n",
+    "history = model.fit(X_train, y_train, epochs = 120, batch_size = 32, validation_split = 0.2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:11:37.721063Z",
+     "iopub.status.busy": "2022-04-29T20:11:37.720588Z",
+     "iopub.status.idle": "2022-04-29T20:11:38.206284Z",
+     "shell.execute_reply": "2022-04-29T20:11:38.205149Z",
+     "shell.execute_reply.started": "2022-04-29T20:11:37.721006Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4AAAAJkCAYAAABAlk93AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACyOUlEQVR4nOzdZ3hc1bn28f/ae4qq1SzbsuXeu8EGA6YaQiemBk5CgCSkUd6EHFIO6SGNhEOSQ0iAhEAqKTSH3hx6sw22MTbuVS6S1eu0vd8PI40la9SlGZX7d11cWLOnLGlk0K1nrecxruu6iIiIiIiIyKBnJXsBIiIiIiIikhgKgCIiIiIiIkOEAqCIiIiIiMgQoQAoIiIiIiIyRCgAioiIiIiIDBEKgCIiIiIiIkOEAqCIiIiIiMgQoQAoIiKDRllZGdOnT+ftt9/u9GPuvPNOzj///HbvM336dJ555pmeLq9H/ud//odf//rXSV1DaWkpxx13HAcOHEjqOkREpPsUAEVEJCG+8Y1vMH36dG655ZZW137+858zffp0Pv/5zydhZf3fpk2beOGFF7jmmmtit33yk59k+vTp3HXXXa3u/+Uvf5np06fzgx/8IHZbWVkZ3/ve91i6dClz5szhhBNO4Oqrr+b1119v9ZxH/nPTTTcBkJeXx4UXXsj//d//9d0nKyIifcqT7AWIiMjQUVBQwNNPP823vvUt0tLSAAiHwyxfvpzRo0cneXX911/+8hfOPPNMMjIyWtxeUFDAo48+ynXXXYcxBoDy8nJefPFFCgoKWtz3xhtvpL6+nh/96EeMGzeO0tJSVq5cSUVFRYv7XXzxxXzlK19pcVtKSkqL65dccglf+9rXyM7O7r1PUkREEkIVQBERSZjp06czYcIEnn766dhtL730Ej6fj2OPPbbFfR3H4a677uKUU05hzpw5XHDBBbzwwgst7rNu3Touvvhi5s6dy4UXXsi6detavebWrVv53Oc+x1FHHcXxxx/PV77yFUpKSnr0eWzatIlrrrmGefPmceyxx/KNb3yD6urqFtevvvpqjj76aI466ig++tGP8tZbbwEQCoX44Q9/yIknnsicOXM45ZRTuP3229t8rUgkwtNPP81pp53W6trJJ59MXV1diy2v//73v5k/fz5jx46N3VZVVcWqVau4+eabOf744xkzZgzz5s3jM5/5DOedd16L50xNTSU/P7/FP5mZmbHr06ZNY8SIETz//PNd/8KJiEjSKQCKiEhCXXrppTz88MOxjx9++GEuvvjiWAWryZ/+9Cfuu+8+br75Zh5//HHOOOMMbrzxRjZu3AhAbW0tn//85yksLOThhx/mv//7v7nttttaPEdxcTGf+MQnmDp1Kg899BD3338/dXV1XHfddTiO063119XV8ZnPfIa0tDT+9a9/8etf/5r33nuvxdbWm2++mfz8fP71r3/x2GOPceONN+L3+wH485//zPPPP88vfvELnnvuOX7xi18wceLENl9v06ZNVFdXM3fu3FbXPB4Py5Yta/X1vPTSS1vcLy0tjbS0NFasWEEgEOjW593cvHnzeOedd3r8PCIikngKgCIiklDnn38+69evZ+fOnZSUlPDqq69y8cUXt7rffffdx6c//WkuuOACJk6cyJe+9CUWLVrEfffdB8ATTzxBKBTiJz/5CdOmTeOkk07iC1/4QovnePDBB5kxYwZf/epXmTx5MjNmzOC2225j3bp1rF+/vlvrf+KJJ6ivr+dnP/sZ06dP59hjj+UHP/gBzz33HLt27QKgqKiIJUuWMHnyZMaPH89HPvIRjjrqKAD27dvHhAkTWLRoEaNHj+boo4/mkksuafP19u3bhzGG/Pz8uNcvvfRSnn/+eWpqanj//fcpKirirLPOanEfj8fDT3/6U/7973+zaNEiLr/8cm677TbWrl3b6vn++c9/ctRRR7X4569//WuL+4wYMYKioqIufd1ERKR/0BlAERFJqKysLD7ykY/w8MMPk5mZyeLFi1ud/6upqaG4uJiFCxe2uP3oo4/mlVdeAWDbtm1Mnz6d9PT02PWmkNXkgw8+YNWqVa1uB9i9ezfz5s3r8vqbXrf5ebyjjjoKy7LYunUr48eP51Of+hTf+ta3ePTRRzn++OM588wzmTx5MgAXXXQRn/70pznrrLNYsmQJp5xyCieffDKWFf93sg0NDXg8njavNwXbJ554go0bN3LeeeeRmpra6n5nnXUWp556KqtWreK9997jtdde4w9/+AM33XRTi+B8zjnncMMNN7R4bG5ubouPU1JSaGho6NwXTERE+hUFQBERSbhLLrmEr3/966SlpfGlL32pS489cqtoexzH4ZRTTuHrX/96q2t5eXldet3OaFrbjTfeyAUXXMArr7zCa6+9xl133cX3vvc9Lr30UmbPns2LL77Ia6+9xptvvsnXv/51ZsyYwf333x835OXk5BAKhaivr48b7CD69fzb3/7Gnj17YhXSePx+P0uWLGHJkiXccMMNfPOb3+TXv/41n/70p/H5fABkZmYyfvz4dj/PioqKVqFQREQGBm0BFRGRhDv++OPxer1UVFRwxhlntLqekZHBiBEjWL16dYvb33333VglbfLkyWzevJm6urrY9TVr1rS4/+zZs9m6dSujR49m/PjxLf45sqNmZzW9bk1NTey29957D8dxYmsDmDBhAldddRX33nsvl1xyCQ899FCLz+/ss8/m+9//Pvfeey9vvfVWbPvokWbOnAlEm9m05ZxzzmHnzp2MGjWK+fPnd/pzmTJlCuFwmGAw2OnHAGzZsoXZs2d36TEiItI/KACKiEjCGWP497//zYsvvhirPB3pM5/5DH/4wx944okn2LFjB7/61a9YtWoVn/nMZ4DoWULbtrnlllvYsmULr7/+OnfffXeL5/j4xz9OdXU1N910E2vXrmXPnj288cYbfPvb324R4LriggsuICUlha9//ets2rSJlStX8p3vfIczzzyT8ePH09DQwPe//33efvtt9u7dy9q1a1sE1/vvv58nnniCbdu2sWvXLh5//HEyMjIYNWpU3NfLzc1l9uzZrcJwcxkZGbzyyiv84x//iHu9vLycq666iuXLl/Phhx+yZ88enn76aX7/+99z/PHHtwjD9fX1lJSUtPin+aiI+vp6PvjgA0466aRufPVERCTZtAVURESSoqMK3FVXXUVtbS0///nPKS0tZeLEidx5553MmDEDgPT0dO655x6+973vcdFFFzFp0iRuvvlmvvjFL8aeY+TIkTz44IPccccdXHvttQQCAQoKCjjxxBPbDJ4dSU1N5b777uPHP/4xl112GX6/n9NPP51vfvObAFiWRVVVFf/zP/9DcXEx2dnZnHbaabFtqOnp6dx3333s3LkTYwyzZs3id7/7XZvbOwE+9rGP8a9//avFIPgjNR/VcKT09HQWLFjAn/70J3bv3k0wGGTkyJGcf/75Lb5eAI888giPPPJIi9uOPvpoHnzwQYDYjMFFixa1+3USEZH+ybiu6yZ7ESIiItK2QCDAOeecw89+9rOkB69LL72Uq6++mgsuuCCp6xARke5JWAWwvLycr33ta+zevRufz8f48eP5wQ9+0OoQ+Y4dO/jOd75DVVUVwWCQc889lxtvvDFRyxQREel3/H4/t912W4utmMlQWlrKWWedxfnnn5/UdYiISPclrAJYUVHBpk2bWLx4MQC33XYblZWV/PjHP25xv+uuu44TTjiBK6+8ktraWs4//3x+9atfdatVt4iIiIiIiByWsCYw2dnZsfAHsGDBAvbt29fqfsYYqqurgejsI2OMWk2LiIiIiIj0gqR0AXUchwcffJClS5e2unbLLbfw1FNPcdJJJ7F06VI+85nPUFhYmIRVioiIiIiIDC5JCYC33noraWlpXHnlla2u/eMf/2DZsmW8+uqrPP/88/zpT39i7dq1SViliIiIiIjI4JLwMRC33XYbu3bt4u6778ayWufPP//5z7zwwgsAjBgxguOOO46VK1d2abBteXktjtO/mpvm5WVQWnp45lRNfYgfPLCSC0+axAlz4s9+ksHjyPdfhha9/0Ob3v+hTe//0KX3fmhL5vtvWYacnPQ2ryc0AN5xxx2sX7+ee++9t835S4WFhbz66qtceOGF1NTUsHr16rhbRdvjOG6/C4BAizU5jktxeT01dcF+uVbpfXqfhza9/0Ob3v+hTe//0KX3fmjrr+9/wraAbtmyhXvuuYfi4mKuuOIKli1bxvXXXw/AsmXLOHjwIAA/+clP+Pvf/85HP/pRPvaxj3H22WdzyimnJGqZCWNM9N+awigiIiIiIomSsArg1KlT2bRpU9xry5cvj/15zpw5/P3vf0/UspKmMf+RoCkcIiIiIiIiiT8DKFGmsQSo+CciIiIi0jWRSJjy8hLC4WCylxJXcbGF4zh9+hoej4+cnHxsu2uRTgEwSbQFVERERESke8rLS0hJSSM9fVSssNKfeDwW4XDfBUDXdamtraK8vIThwwu69NikjIGQZhVAJUARERERkS4Jh4Okpw/rl+EvEYwxpKcP61YFVAEwSZq+VR0FQBERERGRLhuq4a9Jdz9/bQFNADdYjxNo+aUe6t+wIiIiIiKSeAqACdDw8n2U+D1YJ38hdltT/uun40FERERERKQTPvvZqwmFQoTDIfbs2c3EiZMxBqZOnc4tt3y3w8c/9thDBAIBLr/8EwlYrQJgQrjBesLBML5mt1k6AygiIiIiMuD97nd/BGD//n1ce+0neeCBv7VoAhMOh/F42o5dF154aULW2UQBMBFsL26gruVt6gIqIiIiIjIoXXjheZx++pm8++5KJk2awuc+dx3f+943qa2tJRgMcsIJS7juui8BcN9991BfX88NN3yZp556nOeff4bMzGFs376NzMwMfvjDn5GXN7zX1qYAmADG48WtC7W8rfHfqgCKiIiIiPTM6+/v57V1+/vkuU+cV8CSuV0btQBQW1vL7373JwACgQC33fYL0tLSCIfDfOUrN/DWW29w3HEntHrcxo0b+OMfH2TkyFHcdtsPeeihf/D5z1/f48+jiQJgIthe3FDLFq3GGAyqAIqIiIiIDEZnn31e7M+O4/Cb3/yK999fB7iUlpayZcvmuAFw3rz5jBw5CoDZs+ewcuXbvbouBcAEMLYXJ86MDmMMLkqAIiIiIiI9sWRu96p0fSktLTX253/8469UV1dx770P4Pf7ue22HxEMBuI+zuc73DnEsmwikUivrktzABPB9uJGQq1uNkYVQBERERGRwa66upq8vOH4/X5KSop57bWXk7YWVQATwfbihhUARURERESGossuu4Jvf/vrfPKTHyM/fyQLFx6TtLUYdxB2ISktrcHpRwP2AqseIfjuv8n47P0tBsB//vaXOGNhIZedNiWJq5NEyM/PpKSkOtnLkCTR+z+06f0f2vT+D1167/vWgQO7GDVqfLKX0abmYyD6Uryvg2UZ8vIy2nyMtoAmgu2N/tsJt7hZFUAREREREUkkBcAEME0BMHLkKAiDowQoIiIiIiIJogCYCI0B8MhzgM12g4qIiIiIiPQ5BcAEaLMCaFQBFBERERGRxFEATARP/ABo6QygiIiIiIgkkAJgIjRtAY0zC3AQNmEVEREREZF+SgEwAdrbAqr4JyIiIiIiiaJB8InQRhMYbQEVERERERnYPvvZqwmFQoTDIfbs2c3EiZMxBqZOnc4tt3y3U8/x7rurCIfDHHvscX28WgXAhGi3AqgEKCIiIiIyYP3ud38EYP/+fVx77Sd54IG/dXkQ/Hvvraa+vl4BcNDwtHEG0OgMoIiIiIhIT4U2v05o0yt98tze6SfjnbakS495443XuP/+3xMIBPF6vdx441eYM2cuu3fv5Ec/+j4NDQ04ToRzzrmAxYuPZ/nyR3Ach1Wr3uH008/kk5+8pk8+F1AATIw2KoCWMdoCKiIiIiIyiBQV7eUPf/gd//u/d5KensH27du4+eb/xyOPPMkjjzzEiSeezCc/+SkAqqqqGDZsGMuWXUx9fT033PDlPl+fAmACtL0FVGcARURERER6yjttSZerdH3l7bffpKhoL9df/7nYbZFIhLKyUhYsOIrf/Ob/aGho4OijF3H00YsSvj4FwERoowmMQWcARUREREQGE9d1Oe64E/jmN7/f6tqpp57OnDnzeOedt/jLXx7gySf/zXe+c2tC16cxEAnQXgXQUf4TERERERk0jj32ON566w22b98Wu23jxg8A2Lt3D7m5eZx77gV86lOfZcOG6O3p6enU1tYkZH2qACZCG01gjAE0CVBEREREZNAYO3Yc3/veD/npT28lEAgQDoeYO3c+M2fOZsWK53nuuWfwej0YY/jSl/4bgJNPPo1bbvkq11zzcTWBGRSs9sZAJGE9IiIiIiLSqwoKRvPkky8CsHjx8SxcuLjVfa666tNcddWnW90+evQYHnjgb32+RtAW0IQwlgWWJ24AdJQARUREREQkQRQAE8R4vHGawKgLqIiIiIiIJI4CYIIYjzf+GIgkrUdEREREZCAb6t30u/v5KwAmiPH4WjWBiQ6CH9rfuCIiIiIiXWVZNpFIONnLSKpIJIxl2V1+nAJgglhtVQCV/0REREREuiQ1NYPq6gpc10n2UpLCdR2qq8tJTc3o8mPVBTRBjMfbqgKIBsGLiIiIiHRZRkYW5eUlHDy4l/54qMqyLBynL8OpwedLISMjq8uPVABMEOPxx9kCqgqgiIiIiEhXGWPIzR2R7GW0KT8/k5KS6mQvIy5tAU0Q4/HCkV1AdQZQREREREQSSAEwQeJtAVUXUBERERERSSQFwAQxti9uExgNghcRERERkURRAEyQ+HMAVQIUEREREZHEUQBMkHhzAKNjIJQARUREREQkMRQAE6StJjCO8p+IiIiIiCSIAmCCxG0CgyqAIiIiIiKSOAqACWI88ZrAGM0BFBERERGRhFEATBBjR5vANK/4WeoBIyIiIiIiCaQAmCDG44v+wQkfvk2D4EVEREREJIEUABPEeLzRPxyxDVT5T0REREREEkUBMEGsxgDoNusEamkMhIiIiIiIJJACYILEtoA2qwAaY3QGUEREREREEkYBMEHibQHVGUAREREREUkkBcAEMXa0Aui2CIBoELyIiIiIiCSMAmCCxK0AojOAIiIiIiKSOAqACWLiNIExRoMARUREREQkcRQAEyR+ExhtARURERERkcRRAEyQWAUw0nwMhMFVCVBERERERBJEATBB4lUAMRoELyIiIiIiiaMAmCAaAyEiIiIiIsmmAJggsTEQ4eZbQFUBFBERERGRxFEATBBVAEVEREREJNkUABMkXhOY6BzAJC1IRERERESGHAXABIlfAURdQEVEREREJGEUABPEGAssT5wtoElclIiIiIiIDCkKgIlke1s0gTEGnQEUEREREZGEUQBMIOPxtqwAYnCU/0REREREJEEUABPJ9rZsAmOSuBYRERERERlyFAATyfa2OgPoaAuoiIiIiIgkiAJgApkjAqAGwYuIiIiISCIpACbSEVtA0SB4ERERERFJIAXABDIeL7TqAprEBYmIiIiIyJCiAJhIR1QALVQBFBERERGRxFEATKAjzwCqAigiIiIiIomkAJhIRwRADLgoAYqIiIiISGIoACbSkVtAjVEFUEREREREEkYBMIGMrSYwIiIiIiKSPAqAieRpWQE0GgMhIiIiIiIJpACYQK2awACO8p+IiIiIiCSIAmAiNQbApqqfMQbUBEZERERERBJEATCRbG/0341VQJ0BFBERERGRRFIATCDTKgAaHCVAERERERFJEAXARPJEA2BTIxiDKoAiIiIiIpI4CoAJ1LoCGP1QnUBFRERERCQRPIl6ofLycr72ta+xe/dufD4f48eP5wc/+AG5ubkt7nfNNddQXl4OQCQSYcuWLSxfvpwZM2Ykaql9x25ZAbQaE6BLtBooIiIiIiLSlxIWAI0xXHvttSxevBiA2267jdtvv50f//jHLe73wAMPxP78wgsv8Mtf/nJwhD843AQmHKcCaBQBRURERESkbyVsC2h2dnYs/AEsWLCAffv2tfuYhx56iEsuuaSvl5YwR24BbQp92gEqIiIiIiKJkLAKYHOO4/Dggw+ydOnSNu9TUlLCm2++2apC2Bl5eRk9WV6fyc4bRj2QleklNT+TzAw/AMOHZ+D12MldnPS5/PzMZC9Bkkjv/9Cm939o0/s/dOm9H9r66/uflAB46623kpaWxpVXXtnmfR577DFOOumkVmcEO6O0tAbH6V9ltfz8TCprwgBUlFZSk1ZNXV0QgOLianxeBcDBLD8/k5KS6mQvQ5JE7//Qpvd/aNP7P3TpvR/akvn+W5ZptyCW8C6gt912G7t27eKXv/wlltX2yz/yyCODavsn0KoJzOEzgMlakIiIiIiIDCUJrQDecccdrF+/nnvvvRefz9fm/d59912qq6s5+eSTE7i6BDiyCUxj708NgxcRERERkURIWAVwy5Yt3HPPPRQXF3PFFVewbNkyrr/+egCWLVvGwYMHY/d95JFHuPDCC7HtwbUtsq05gCIiIiIiIomQsArg1KlT2bRpU9xry5cvb/HxD3/4w0QsKfE8R24BbeoCqgqgiIiIiIj0vYSfARzK2qoA9rN+NSIiIiIiMkgpACbSkU1gGm9WBVBERERERBJBATCR7MYdt+Ejt4Ama0EiIiIiIjKUKAAmkDEWWJ7YFlCraQxEEtckIiIiIiJDhwJgotleNYEREREREZGkUABMMOPxxiqAaBC8iIiIiIgkkAJgojWrAFqqAIqIiIiISAIpACaa7T3cBKbxJuU/ERERERFJBAXABDO2t9kcQFUARUREREQkcRQAE61FE5joTU4SlyMiIiIiIkOHAmCCNW8C03QG0HFUARQRERERkb6nAJhozSqAqSnRwfB1DeFkrkhERERERIYIBcAEa34GMCPVC0BNfSiZSxIRERERkSFCATDRmnUBbQqAtQ0KgCIiIiIi0vcUABPNc3gLaHrjFlBVAEVEREREJBEUABOs+RbQ9BQvBqhVABQRERERkQRQAEy0Zk1gLMuQluJRBVBERERERBJCATDBmlcAAdJTvQqAIiIiIiKSEAqAiWZ7IRLGdaOz/zJSvdRqDISIiIiIiCSAAmCieaKdP5ufA1QFUEREREREEkEBMMGM3TIAZqR61ARGREREREQSQgEw0RoDYGwUhM4AioiIiIhIgigAJljrCqCXhmCEcMRJ4qpERERERGQoUABMtCMqgBmp0Y/VCEZERERERPqaAmCiNTWBCR9uAgNoG6iIiIiIiPQ5BcAEi7cFFFAjGBERERER6XMKgInWxhZQVQBFRERERKSvKQAm2JEVwPRUD6AAKCIiIiIifU8BMNGOHAOR0tQERgFQRERERET6lgJgoh3RBCbFZ2NbRhVAERERERHpcwqACXbkFlBjDBmpXjWBERERERGRPqcAmGhHbAGFaCOYmnrNARQRERERkb6lAJhgR1YAAdJTvdoCKiIiIiIifU4BMNHiVADTUzxqAiMiIiIiIn1OATDR7JZNYKBpC6gCoIiIiIiI9C0FwAQzxoDtabEFtKkJjOu6SVyZiIiIiIgMdgqAyWB7WzWBCUdcAqFIEhclIiIiIiKDnQJgEhjb26oJDECtOoGKiIiIiEgfUgBMhiMqgOkp0QCoc4AiIiIiItKXFACTwNjeI5rAeACoUSdQERERERHpQwqAyeDxtmoCA1CrCqCIiIiIiPQhBcBkiNMEBrQFVERERERE+pYCYBK03QRGAVBERERERPqOAmAyHFEB9NgWfp9NjbqAioiIiIhIH1IATIIjK4AAGSlebQEVEREREZE+pQCYDEd0AYXoOcBadQEVEREREZE+pACYDJ6WW0AhOgpCFUAREREREelLCoBJEG8LaHqqV01gRERERESkTykAJoPdugKYnqozgCIiIiIi0rcUAJOgrSYwdQ1hHMdN0qpERERERGSwUwBMBtsLkTCuezjsZaR6cYG6gEZBiIiIiIhI31AATAZPdPB78ypgRuMweG0DFRERERGRvqIAmATGbh0A0xsDoBrBiIiIiIhIX1EATIbGAOi2CIAeQBVAERERERHpOwqASRCrAIa1BVRERERERBJHATAZ4lQAM7QFVERERERE+pgCYDLEaQKT6vdgDNQ0KACKiIiIiEjfUABMgnhNYCxjSE/xUluvMRAiIiIiItI3FACTIc4WUIh2AtUZQBERERER6SsKgEkQrwkMQEaqRwFQRERERET6jAJgMrRRAcxI8aoJjIiIiIiI9BkFwGSI0wQGop1A1QRGRERERET6igJgEsRrAgPRM4BqAiMiIiIiIn1FATAZ2mkCEwhFCIWdZKxKREREREQGOQXAJGi7CUz0djWCERERERGRvqAAmAxtNYFpDIBqBCMiIiIiIn1BATAZ2jgDmJHiAaBWjWBERERERKQPKAAmgTEGbE/cJjCgLaAiIiIiItI3FACTxfa2uQVUAVBERERERPqCAmCSGNvbqgmMKoAiIiIiItKXFACTJU4F0O+18XoszQIUEREREZE+oQCYJMb2tjoDCNFtoDVqAiMiIiIiIn1AATBZPPEDYHqKR2MgRERERESkTygAJkucLaDQWAFUABQRERERkT6gAJgkbW0BTVcAFBERERGRPqIAmCy2FzccvwKoLaAiIiIiItIXFACTpL0mMLUNYVzXTcKqRERERERkMFMATJY2zgCmp3iJOC4NwUgSFiUiIiIiIoOZAmCytNUFNNUDaBi8iIiIiIj0PgXAJGlvCygoAIqIiIiISO9TAEyWdprAAGoEIyIiIiIivc6TqBcqLy/na1/7Grt378bn8zF+/Hh+8IMfkJub2+q+f/7zn/nrX/+K1+vFsiyWL1+eqGUmjPH42q8ANigAioiIiIhI70pYADTGcO2117J48WIAbrvtNm6//XZ+/OMft7jfc889xzPPPMNDDz1ERkYGhw4dStQSE8v2ghPGdR2MOVyITU9pqgCGk7UyEREREREZpBK2BTQ7OzsW/gAWLFjAvn37Wt3vD3/4AzfccAMZGRkADB8+PFFLTCw7GvSItAx6agIjIiIiIiJ9JSlnAB3H4cEHH2Tp0qWtrm3bto21a9dyxRVXcPHFF/PPf/4zCSvseyYWAFsGPduySPV7FABFRERERKTXJWwLaHO33noraWlpXHnlla2uRSIR9u/fz9/+9jfKy8v5r//6LyZOnMgxxxzT6efPy8vozeX2mvz8zNifq7IzCQC5WX48mZkt7peV4SPstLy/DHx6P4c2vf9Dm97/oU3v/9Cl935o66/vf8ID4G233cauXbu4++67sazWBcjRo0dz/vnnY1kWeXl5nHDCCaxbt65LAbC0tAbHcXtz2T2Wn59JSUl17ONQfXTQe2lxOVZDy7ch1WdTWlnX4v4ysB35/svQovd/aNP7P7Tp/R+69N4Pbcl8/y3LtFsQS+gW0DvuuIP169dz11134fP54t7n/PPP59VXXwWgrq6O1atXM2PGjEQuMzEat4C68YbBp3g1BkJERERERHpdwgLgli1buOeeeyguLuaKK65g2bJlXH/99QAsW7aMgwcPAnDNNdewf/9+zjvvPC677DIuuOAClixZkqhlJk4bZwAhOgpCZwBFRERERKS3JWwL6NSpU9m0aVPca83n/KWkpPDzn/88UctKmraawACkp3qp0RgIERERERHpZUnpAiq0uwU0I9VLfSBMxHESvSoRERERERnEFACTxHgaK4Dh+AEQoLZBVUAREREREek9CoDJ0m4TmOjOXDWCERERERGR3qQAmCTtnQFsqgCqEYyIiIiIiPQmBcBk6aAJDCgAioiIiIhI71IATJYOmsAA1KoTqIiIiIiI9CIFwCTpTBMYVQBFRERERKQ3KQAmSzsVwBSfjW0ZquuDiV6ViIiIiIgMYgqAyWJFO33GOwNojCFvWAqllQ0JXpSIiIiIiAxmCoBJYoyJVgHjBECA/JxUisvrE7wqEREREREZzBQAk8n2xt0CCjAiO5WSCgVAERERERHpPQqASWRsb9wmMAAjclKpbQirEYyIiIiIiPQaBcBk8rRfAQRUBRQRERERkV6jAJhEpoMzgAAHy+sSuSQRERERERnEFACTqb0A2FQBVCMYERERERHpJQqAydROExi/1yY7w0extoCKiIiIiEgv8SR7AUNZW1tAXdcl9P4zzBpmUVyemoSViYiIiIjIYKQKYDJ5vLhxuoBG9r5P4K1/sMjeqAqgiIiIiIj0GgXAJIpXAXQdh8Bb/wQgx1RTWRMkEIwkY3kiIiIiIjLIKAAmU5wzgOEtr+OU78WkZJIeqQQ0CkJERERERHqHAmAyHVEBdMMBAqsewcqfhHf6SfgC5RgcbQMVEREREZFeoQCYREduAQ2+/xxubTn+4y7HZOZjnAhZVj3FGgUhIiIiIiK9QF1Ak8k+3ATGqa8iuOZJPOOPwlMwnXBjMByTUq8KoIiIiIiI9ApVAJPIeA5XAIPv/hvCQXyLLwPAyswHYEJGAyXldUlbo4iIiIiIDB4KgMlke8EJ41QcILThP3hnnIydPRoAk5EHxlDgr+egtoCKiIiIiEgvUABMJtsLQMNbD4LtwbfwwtglY3sw6bnk2TWUVQUIR5wkLVJERERERAYLBcAkMo0BMLJ7Lb7552ClZbe4bmXmk+VW4bgupVUNSVihiIiIiIgMJgqAydQYAE1qFr55Z7e6bDLzSQmWA6gTqIiIiIiI9JgCYBIZjw8A36KLMN6UVtetYfnYgSq8hBUARURERESkxxQAk8gzfgH+E6/GO/2kuNetzOEAjPTXKQCKiIiIiEiPaQ5gEhl/Or5Zp7V53Ro2AoCJmUFKNAtQRERERER6SBXAfsw0VgALNQxeRERERER6gQJgP2ZSs8D2MdIX3QLquG6ylyQiIiIiIgOYAmA/ZozBGjacbKoIRxwqqgPJXpKIiIiIiAxgCoD9nMnMJz1cCaBzgCIiIiIi0iMKgP2clZmPt6EMcDmoTqAiIiIiItIDCoD9nJWZjwk3kGmrE6iIiIiIiPSMAmA/Z4blAzBpWFAVQBERERER6REFwH7OyowGwPHpAUoUAEVEREREpAcUAPs5q3EWYIGvjuKKelyNghARERERkW5SAOznjC8Vk5JJnl1DfSBMTX0o2UsSEREREZEBSgFwADCZ+WQ60VEQxWoEIyIiIiIi3aQAOABYmcNJCZYD6BygiIiIiIh0mwLgAGANG4FVV46FQ7ECoIiIiIiIdJMC4ABgMoeDG2FcZlhbQEVEREREpNsUAAcAa9gIACZmBlQBFBERERGRblMAHACaRkEUpjaoAigiIiIiIt2mADgAmIxcMBYjPDVU1QZpCIaTvSQRERERERmAFAAHAGN5MBm5ZFENoG2gIiIiIiLSLQqAA4SVmU96uAKAEm0DFRERERGRblAAHCCszHw89WWAhsGLiIiIiEj3KAAOEGZYPjRUkZOqLaAiIiIiItI9CoADhJWZD8DkrJACoIiIiIiIdIsC4ABhDYsGwHFpDRSX1yV5NSIiIiIiMhApAA4QprECWJjWQGlVgOq6YJJXJCIiIiIiA40C4ABhUjLB42OUtxaAbfuqkrwiEREREREZaBQABwhjDFbmCDKdKmzLsHVvZbKXJCIiIiIiA4wC4ABiModDzSHGjcxka5ECoIiIiIiIdI0C4ABiDcvHqS5hyuhh7NhfRTjiJHtJIiIiIiIygCgADiBWZj6EA0wf6SEUdthTXJPsJYmIiIiIyACiADiANI2CmJgZANA5QBERERER6RIFwAGkaRRERqSSvGF+nQMUEREREZEuUQAcQKzGAOhUlzB5TJYCoIiIiIiIdIkC4ABivH5M6jDcqhKmFmZTXh2gtLIh2csSEREREZEBQgFwgDGZjZ1Ax2QBqAooIiIiIiKdpgA4wFiNAbBwRDo+r6UAKCIiIiIinaYAOMBYWSNwa0qx3AiTCoYNiAAY2vQq4V1rkr0MEREREZEhTwFwgLGyRoHr4lQWM6Uwiz0HawgEI8leVrsC7/yL4AcvJHsZIiIiIiJDngLgAGNlFwDgVB5gypgsHNdlx/6qJK+qbU5dJW59FW6gNtlLEREREREZ8hQABxgraxQATuV+Jo3u/41gnLI9ALiBuiSvREREREREFAAHGONLxaRm4VQcICPVS0FeWv8OgKXRAIgqgCIiIiIiSacAOABZ2aNwKg8AMLUwi21FlTium+RVxRcp3Q2AG6zFdZ0kr0ZEREREZGhTAByArKwCnIr9AEwek0VtQ5gDpf1zi2XTFlBcF0IaWi8iIiIikkw9DoChUKg31iFdYGWPgkAtTkN1vx4I70bCOOX7ManDoh9rG6iIiIiISFJ1KQD+6U9/4tlnn419fMsttzB//nzOOusstm/f3uuLk/is7MZGMBUHGJWbRnqKp18GQKdiH7gR7IIZgBrBiIiIiIgkW5cC4J///Gdyc3MBWLlyJU8//TS33347M2fO5LbbbuuTBUprVlZ0FIRbsR9jDFPGRM8B9jdNDWDs0U0BUBVAEREREZFk8nTlzgcPHqSwsBCAFStWcPbZZ3Puuecyffp0Pv7xj/fJAqU1kzkcLDvWCGZKYRZrt5VSUx8iI9Wb5NUdFinbA7YXe8QkQAFQRERERCTZulQBzMjIoLS0FIA33niD448/HgCPx0MwGOz91UlcxrKxho08HAAbzwH2tyqgU7oHK2cMJiUTUAAUEREREUm2LlUAlyxZwre//W1mzZrF7t27OfnkkwHYsmVLrDIoiWFlj8KpiAbACQXDsC3D1qJK5k8ZnuSVRbmui1O6G8/4BRh/evQ2BUARERERkaTqUgXwu9/9LkcffTRlZWX86le/Ijs7G4ANGzZw3nnn9cX6pA1W1iicqoO4TgS/12bcyAy27u0/FUC3vhK3oRorbxx4/GDZGgYvIiIiIpJkXaoAZmRk8O1vf7vV7f/v//2/XluQdI6VNQqcCG71IUzWSCaPyeKVNfsIRxw8dvLHOzY1gLFyCzHGYPzp6gIqIiIiIpJkXUoKW7dubTHu4fXXX+fmm2/mnnvuIRKJ9PripG0mO9oJ1KmMDoSfMiaLYNhhT3FNMpcV0zQA3s4dC4DxpeEG+sfaRERERESGqi4FwFtuuYWNGzcCsH//fq677joqKyv561//yi9/+ct2H1teXs5nP/tZzjrrLC644AJuuOEGysrKWt3vG9/4BieffDLLli1j2bJl/Pa3v+3KEoeM5rMAAaYWZgPw4a7yZC2phUjpHkx6LiYlI3pDSgZuUBVAEREREZFk6lIA3L59O7NmzQLg2WefZd68efzud7/jZz/7GU8++WS7jzXGcO211/Lss8/y+OOPM3bsWG6//fa49/3c5z7H8uXLWb58OV/84he7ssQhw0rJBH96LADmZPoZk5/O+h2tQ3UyOKV7sPLGxj6OVgB1BlBEREREJJm6FAAjkQheb3TO3Jtvvskpp5wCwLhx4zh06FC7j83Ozmbx4sWxjxcsWMC+ffu6ul5pxsouiI2CAJgzMZcteysIBJO7HdeNhHAq9se2fwKNZwAVAEVEREREkqlLAXDatGk8+OCDrFq1ijfffJOTTjoJiA6Iz8nJ6fTzOI7Dgw8+yNKlS+Nev//++7ngggu47rrr2LZtW1eWOKRYWaNaBMDZE3MJR1w27alI3qIAp3wfuJGWFUAFQBERERGRpOtSF9Cbb76Z66+/nj/84Q9ceOGFTJ8+HYAVK1Ywb968Tj/PrbfeSlpaGldeeWWrazfddBP5+flYlsVjjz3GtddeywsvvIBt251+/ry8jE7fN5Hy8zN79fkqxoynbPNr5A2zsfxpnJCdxq8ffp/tB6o5/bgJvfpaXVG9v4Q6YPiUGfiGRz/nspwcKoL1DM9Lw1idfy8Hk95+/2Vg0fs/tOn9H9r0/g9deu+Htv76/ncpAB5zzDG8+eab1NTUkJWVFbv98ssvJzU1tVPPcdttt7Fr1y7uvvtuLKt1AXLkyJGxP1944YX85Cc/4cCBA4wZM6bT6ywtrcFx3E7fPxHy8zMpKanu1ecMeXIBKN62FTt/IgBTx2azcsMBLlwyoVdfqysadm4B20tFJBPT+DkHI9FvtZKi4sONYYaQvnj/ZeDQ+z+06f0f2vT+D11674e2ZL7/lmXaLYh1eWCcbdukpKSwefNmtmzZQiAQoLCwkLy8vA4fe8cdd7B+/XruuusufD5f3PscPHgw9udXX30Vy7JahEI57HAn0P2x2+ZMzGV/aR1lVQ3JWhZO2Z7o/L9mAd/4o9+E2gYqIiIiIpI8XaoAhsNh/vd//5e//vWvhEIhXNfF5/Nx5ZVXctNNN8UaxMSzZcsW7rnnHiZMmMAVV1wBQGFhIXfddRfLli3j3nvvZeTIkXz961+ntLQUYwwZGRn89re/xePp0jKHDGvYCDCm1TlAgPU7yjh5/uiEr8l1XZzSPXjGH9XiduNPi15XABQRERERSZouJauf//znPPnkk3z/+99n4cKFAKxatYo77rgD13X5+te/3uZjp06dyqZNm+JeW758eezPDzzwQFeWNKQZ24vJGB4bBQEwZng6OZn+5AXA+krchuoWDWAA8KdHr2sWoIiIiIhI0nQpAD7xxBP8+Mc/jo1/gOgIiNzcXL71rW+1GwClb0RHQRzeAmqMYfaEXN7bUoLjuFiWSeh6nNLd0XXltgyAxtcYABtqEroeERERERE5rEtnAKurqxk7dmyr28eOHUtVVVWvLUo6LzoK4iCu68Rumz0xl9qGMDsOJP49iZTuBcA+ogJoUlQBFBERERFJti4FwBkzZvDnP/+51e1/+tOfmDFjRq8tSjrPyh4F4SBubXnstlkTcjDAB9vLEr4ep2w3Jj0X07jls4nx6QygiIiIiEiydWkL6Fe/+lU+97nP8cYbb7BgwQIA1qxZQ3FxMb/73e/6Yn3SASu7AACn4gBWRrQTa2aaj/GjMlm/o4yPnjgxoetxSve0Pv8HGI8PbK8CoIiIiIhIEnWpAnjMMcfwzDPPcPbZZ1NXV0ddXR1nn3029913X9zKoPQ9K6txFESzc4AAcyblsn1fFXUNoYStxY2EcCr2Y+eNi3vd+NNBAVBEREREJGm6PF9h5MiR3HTTTS1u+/DDD3nuued6bVHSeSYtG7wpLTqBAsyekMsTb+xi465yFk4fkZC1OOX7wHVaNYBpYvzpuAGdARQRERERSZYuD4KX/sUY09gIpmUAnDwmC7/P5oMdiTsH2NQB9MgGME2iAVBdQEVEREREkkUBcBCwskfhVLTcAuqxLWaOy2H9jjJc103IOiJle8H2YYaNjHtdFUARERERkeRSABwErKwC3Joy3HCwxe1zJuVyqLKB4vL6hKzDKd2NlTsGY7XxbeVPUxMYEREREZEk6tQZwC984QvtXq+t1Q/1yWRljwJcnKqD2M3O382ZmAvA+h1ljMxN69M1uK6LU7oHz8Sj27yP8aUrAIqIiIiIJFGnAmBOTk6H1wsLC3tlQdJ1sU6gFQdaBMAROWnkZ6ewfnsppy/s2/fHrSrGDdS02QAGGofBhwO4Thhjdbn/kIiIiIiI9FCnfgr/yU9+0tfrkB44HAD3t7o2Z2Ieb6w/QDji4LH7ZsdvuGgDDSvuBtuHXTi7zfsZX3Q4vBuow6QO65O1iIiIiIhI23QGcBAwXj8mPbdVJ1CA2RNzCYQibN1b2euv67oOgXeXU//UzzH+DNIu+i529ui21+mPbkNVJ1ARERERkeTQPrxBItoJtHUAnDk+B8sYPthZxozx7W/l7QqnvoqG/9xLZO96PFOOJ+WkqzHelHYfY/wZ0T+oE6iIiIiISFKoAjhIRGcB7m818iHV72Ha2CxWfVjca+Mgwvs3Uffwd4js/xD/SdeQctrnOgx/0LwCqEYwIiIiIiLJoAA4SFjZBRCsx62vanVtydwCDpbXs6UXtoGGtq+k/onbwOMnbdm38c08FWNMpx5r/E1nABUARURERESSQQFwkGivEcyi6SNI9du8snZfj18ntPk1TEYe6Rd/D3v4+K49WAFQRERERCSpFAAHCSt/AlgewtvfaXXN77NZPGsUqz4spq4h1KPXccqLsEdMwvhSu/zYw1tAdQZQRERERCQZFAAHCSslE++0EwhtehUnzjbQk+cXEAw7vL3hYLdfww3W41YfwsoZ063HG8sD3hRVAEVEREREkkQBcBDxzTsHImFCH7zQ6tr4kZmMHZHBK2tbbxHtLKciuoXUyu3+UHnjT1cAFBERERFJEgXAQcTKLsAz4SiCH7yIG2pocc0Yw8nzR7PrYDW7DlR36/kjZXsBsHsUANMUAEVEREREkkQBcJDxzT8XArWENr3a6tpxs0fisS1eXde9ZjBOWRHYPkzm8G6vz/jSIagzgCIiIiIiyaAAOMjYI6dgj5pGcN0zuE6kxbX0FC+LZuTz5gcHCYYibTxD25zyIqzcMRjT/W+b6BbQmm4/XkREREREuk8BcBDyzT8Ht6aU8PaVra6dNG809YEwqzeVdPl5nbK93W4A0yQaAFUBFBERERFJBgXAQcgeNx8rezTBtU/hum6La9PHZTMiO7XLMwGdhmrc+krs3J4FQHQGUEREREQkaRQAByFjLHzzz8Ep3U2k6IMW1yxjOGl+AZv2VHCwrPOVOKesKPr4nO43gIFoBZBICDcc7NHziIiIiIhI1ykADlKeKcdh0rIJrn261bUT5hRgGcOr6zo/EsIpj3YA7ckICGgMgKAqoIiIiIhIEigADlLG9uKbeyaRog+IHNrZ4lpOpp95k/N4/f39hCNOp57PKSsCXxomLbtn64oFQJ0DFBERERFJNAXAQcw781TwpsatAp40v4DK2iDvbyvt1HM55UXYuYUYY3q0psMBUJ1ARUREREQSTQFwEDO+NHyzTiO8/R2cqpZdP+dNziMrw9epZjCu6xIpL+pxB1A4HABRBVBEREREJOEUAAc575yPgLEIrnm8xe22ZXHi3ALWbS/lYHn7Ycytq4BALVZPO4DSrAIY1BlAEREREZFEUwAc5Kz0HLxzPkLow1cIbXunxbXTFxbi89g89J9t7T6HU947HUAhWpUENYEREREREUkGBcAhwH/MpVgjp9Dw8n1EGsMcQHaGn3OPG8fqzSVs2l3e5uOdsqYOoD2vAOJLA0y3A6BTVUzk4Naer0NEREREZAhSABwCjO0h9YzrMV4/Dc/diRusj10789hx5GT6+fuKrThHDI1vEikrwqQOw0rJ7PlaLAt8qd0OgIFVj1D/wl09XoeIiIiIyFCkADhEWOk5pJz+RZyqYhpevg+3Mez5vTaXnjKZXQeqeXP9gbiPdcr39nj+X3PGn97tMRBudSlubbkGyYuIiIiIdIMC4BDiGT0T/+LLCO9YRWjdM7HbF88eycSCTB55ZTuBYKTFY1zXwemlDqBNogGwm1tA66JbVZ3qQ722HhERERGRoUIBcIjxzj0bz8RFBN75J+F9GwGwjOHypVMprw7wzDu7W9zfrT4E4WAfVAC7HgBd18GtLT+8LhERERER6RIFwCHGGEPKKZ/ByhpFw4u/xWkMVNPGZrNoej5Pv72L8upA7P5OWbRpjN2rFcA06E4AbKgBJ1qhdKpLOri3iIiIiIgcSQFwCDK+VFI+ciNuOEj9C3fhNoaqS0+bguO4PPLy4bEQkfLGDqD9YAtoU/UPFABFRERERLpDAXCIsnNGk7LkkzgHtxLesRqAEdmpnLFoLK+vP8DOA1VAtAJoMvIwvtRee+2mJjBuG11H2+LWljU9g7aAioiIiIh0gwLgEOaZcjwmayTBdU/Hwtj5x08gI9XLP17ciuu60QYwvXj+DwBfOrgRCAc6vm8zTdtVrdwxqgCKiIiIiHSDAuAQZiwL39yzcEp2EDmwGYC0FA8XnTSRTXsqePfDAzgV+3v1/B+ASUkH6PI2ULe2HIyFPWKyuoCKiIiIiHSDAuAQ5522BJOSSXDt07HbTl4wmsL8dJ5bsRqccK9XAI0vDeh6AHRqyzFpWZhhIyFQixvs3ixBEREREZGhSgFwiDMeP95ZS4nsXkOkYh8AtmVx9TkzSG8oBnq3AQxEzwBC9yqAJi0Ha9hwQLMARURERES6SgFQ8M4+HWwvoXXPxm6bPDqLE8Y6OK5hR116r75etwNgXTlWeg5WZj6gTqAiIiIiIl2lAChYqcPwTltCaMvrOHWVsdtnDKujjGH88blthCNOr71edwOgU1OOaRYA3SpVAEVEREREukIBUADwzT0bIhFCH7xw+MbKfaSMGEfRoVqefnt3r71WUwAk0PkzfG6oAUL1mPQc8KeDN0UVQBERERGRLlIAFACs7FF4JhxFcMMK3FAANxzErTpI7thJLJoxgsdf38mBsl5quuJNAWN1qQLYNATeSs/BGIOVma8AKCIiIiLSRQqAEuOddw4EagltfhWnYj+4LlZuIZ84Yypej8Ufn/6wy8Pb4zHGNA6D73wAbJoBaNJzALAyh2sYvIiIiIhIFykASow9cgrWiMkE1z2LUxrd8mnljiErw8/HTpvMpj0VvLpuf++8mD+t2xVAAJM5HKe6pFcCqYiIiIjIUKEAKDHGGHzzzsatLonOBbQ8WMNGAnDS/NFMG5vNP1dspbI22PPX8qV3aY5f6wpgPoSDuA3VPV6LiIiIiMhQoQAoLXgmLMRk5uNU7MPKLsBYNgCWMVx99nSCYYcHX9jc49cxKV3bAurWloE/HePxR9fT1AlU20BFRERERDpNAVBaMJaFb95ZQHT7Z3MFeelccMJ43tlYzHtbetaAxfi6GgDLsdJyDj8+NgxejWBERERERDpLAVBa8U47CSu7AE/hnFbXzjluPIX5Gfzp2U3UNYS6/Rqmi2cAnboKTHp27GMNgxcRERER6ToFQGnFeP2kf+wneKed2Oqax7b49HkzqK4N8Y8VW7v/Gv50CNThup0bMO/WlmOl5zZbYwomJVPD4EVEREREukABULpswqhhnLV4LK+u28+GnWXdeo7oMHgXgvUd3td1wrh1lbEGMLHnaOwEKiIiIiIinaMAKN2ybMlERuam8cDTHxIIRrr8+GgABDfQcSdQt64ScFsFQCtzOI6awIiIiIiIdJoCoHSLz2vzqXNmcKiygYdf2db1J4gFwI7PAR45A7CJlZmPW3Oo09tIRURERESGOgVA6bZpY7NZevQYXly1l617K7v0WNOFAHjkDMDYc2QOByeCW1vRpdcWERERERmqFAClRy45ZTK5w/zc//RGQuHObwU1/jQA3GDnK4Ctt4CqE6iIiIiISFcoAEqPpPo9XH3ODPaX1vH4Gzs7/TjjzwDAbehkBdD2xB7TRMPgRURERES6RgFQemzOxDyWzB3FU2/uZsf+qk49pqsVQJOWgzGm5XNk5gGqAIqIiIiIdJYCoPSKK06fSk6mn988+j7VdcGOH2D7wPJAp7qAlrdqAANgbC8mLVsBUERERESkkxQApVekp3i57qI5VNYGuffxDTiO2+79jTEYf3qnm8Acef6viZWZry2gIiIiIiKdpAAovWZiwTCuPHM6H+woY/lrOzq8f2cCoOu6uLVlbQZAo1mAIiIiIiKdpgAoverk+aM5cV4Bj7+xkzVbOwhm/rSOK4CBWoiE424BBbCG5ePWluE64W6uWERERERk6FAAlF535UemMX5kJr9/fAPF5W2f8YtWANs/A9jWDMAmVmY+uC5uTVn3Fyz9ius4BN5djlPfuYZCIiIiItJ5CoDS63xem+sumoMxcNej6wmE4s8HjAbAmnafy62NBjsrPTf+c2QOB8CpUiOYwcIp201w1aOEt76Z7KWIiIiIDDoKgNIn8rNT+ewFs9lbXMOfn92E67ZuCtNrFUA0CmIwaQrzTtneJK9EREREZPBRAJQ+M29yHh89cSJvrD/AineLWl03/nQI1eM68SuEEJ0BCAaTlhX3uknPAWOpE+gg4jaG+YgCoIiIiEivUwCUPnXBkgksmDKcvz2/mbc2HGhxzaRkAODWVbb5eLe2HJM6DGN54l43lo3JyFMFcBBpXgF0HSfJqxEREREZXBQApU9ZxvCFZbOZNjab3z++kfe2HA5q9sipAET2bWzz8U5d2zMAY6+ROVwBcBCJvZeREG5VcXIXIyIiIjLIKABKn/N5bf7fpfMYPyqT3z62ng92NjZ2yRuLSR1GeM+6Nh/r1pa3OQKiSXeHwTs1pQQ/eCHu+URJHqe6BNN4tjNStifJqxEREREZXBQAJSFS/R5u+th8RuWmc+fD69i8pwJjLOyxcwnvXd/mVj+ntuMKoMkcjltfhRsOdGlNwbVPEXj9L7EzZ5J8ruvgVpfiGb8AjFEjGBEREZFepgAoCZOR6uW/r1hATmYKv3poLTsPVOEpnAuBWpxDO1rd3w0HIVDb8RbQYU2dQDtfBXRdl/DuaOUxUrytC5+F9CW3tgKcMFb2aKxhI3EGcQXQjYRxg/XJXoYMAqEtb1D3+E+SvQwRERkgFAAlobLSfXz1igWk+b3c8Y+1lKRMAGNiYaw5t3EERIdbQDOiswC7UslzKw8e7jZZvL3Tj5O+1XT+zxqWj5U3lkjp4A2AwVWPUPfYD5K9DBkEwkUbiezfpF8oiIhIpygASsLlDkvhq/+1ANs2/Pyxrbi5Ewjvfb/V/ZzGIfAmrYMtoE0VwKrOVwDDe9ZGH5uZrwDYjzSFciszHyu3ELe6BDfUkORV9Y1IyQ6civ3RSrdID7i1pUC0aZaIiEhHFAAlKUbkpPHfly+gIRDhncp8nOIduA01Le7TVAE0GR0EwNQssL1d6gQa3r0OK3s0nokLcUp34UbCXf8kpNdFR0AYTEYeVu7Y6G2D9BygU7E/+m/NsJQecmqiAdCtrUjuQkREZEBQAJSkKczP4JpzZvB6aR7gEt67vsV1p/GHGaujCqAxWJnDO90J1A01ENm/CXvcPOwRkyESxind3Z1PQXqZU12CycjF2B7sxgA4GAfCu6EG3LqK6J/VhEh6wHVd3FgAVAVQREQ6pgAoSbV41kimzp9PjePnwPp3Wlxza8vAm4LxpXb4PCYzv9OVlMi+jeCE8Yydhz1iUvQ2bQPtF9zqQ1iZ0TOdJjMPvCmDshGMU3nw8J8VAKUH3IZqaNzB4CgAiohIJygAStJ97PRpFHnHYR/YyP5D1bHbozMAczv1HF0ZBh/evQ68KdijpmLSczGpWURKFAD7A6eqODYD0BgLK7dwUG4Bbdr+CdoCKj3TVP0DVQBFRKRzFAAl6Ty2xeRFS8i06vnXoy/TEGz8bXZdxzMAm1iZ+RCsww3Utns/13UJ71mHZ8wsjO3FGIM9YpIqgP2AGw7i1lXExnoA2LmFRMr24rpuElfW+5oqgCYjD7dKFUDpvqbzfxgbV01gRESkExIWAMvLy/nsZz/LWWedxQUXXMANN9xAWVlZm/d/++23mTlzJn/5y18StURJoqypRwGQX7eNPz6zKXqupbYck57dqcebxm2DHVUBnfJ9uDWl2GPnxW6zRkzGrTzQYXiUvuXURCthVubhAGjlFkKgdtBVNpzK/dFGNzljYp+3SHc0VQCt4eO0BVRERDolYQHQGMO1117Ls88+y+OPP87YsWO5/fbb4963pqaG22+/nZNPPjlRy5Mks9KysIaP58S8Ut7ecJAVq/fg1lV2eguonT8BjCG0+Y127xfZE5036GkWAAfDOUDXdXEqDiR7GT3iVsULgE2dQAfXOUCn8iBW1qjGrcsKgNJ9Tk0ZePxYOYWD7hclIiLSNxIWALOzs1m8eHHs4wULFrBv37649/3pT3/KZz7zGXJyOrf9TwYHT+Fcsuv3smhSBk/9531wnS5tAfVMPZHQxhWHt0TFEd6zDiu3ECvjcLC08ycCZkCfAwxve5vaf35jQIfYpuqtOWILKAyuTqBNYb0pABKoxQ3WJXtZMkC5NaVYGXlY6dm49ZW4TiTZSxIRkX7Ok4wXdRyHBx98kKVLl7a69vLLL1NdXc3ZZ5/NSy+91K3nz8vL6OEK+0Z+fmayl9CvNcw7jn1rnuD6E338usoBB/YHUljUya9b6MyPs+c3b2JteJr8877Y6roTqKP6wGayFl9AXovnzCQwfAyeit19+h715XMXPfUfAFIqt5M9e36fvU5fKg1XEvT4GDGuEGNM462Z1A8bjq/2wID/+9O0/nBNOTWheoYVjsfOyKUYyLLr8OePTO4CpU/11fdvUUMF3twRpI8s4JDrkpvm4MnM7pPXku4b6P/9ku7Tez+09df3PykB8NZbbyUtLY0rr7yyxe1VVVX87//+L/fff3+Pnr+0tAbH6V9NI/LzMykpqe74jkOY6ysAXyr1W9/lqhNnwyvwhxeK2BzewEeOGduJZ0jFO/NUqteuwJl+BlbWqBZXQztWgRMhOHxmq/fCzZ1I/e41FBdXNQsfvacv3/9I6R4CezcBULntfUJTz+iT1+lr9QeLMBnDOXSopuWF7DHU7d8xoP/+NH//w/u3AVBn52Dc6C+rSnfvwmsPT9r6pG/15d//YEUxnqwx1LrRcTmHdu/BHuHtk9eS7tH//4cuvfdDWzLff8sy7RbEEt4F9LbbbmPXrl388pe/xLJavvzmzZspKSnhsssuY+nSpTz77LPceeed/PrXv070MiUJjGXjGTOb8J71+MNVAIydOJYHX9zC31/cgtOJTpC+o84Hy0Ng9WOtrkX2rANfKvbIya2u2SMm4TZUD8ih3KGN/wHbg2fCQiIHtuC6TrKX1C1OdUmsmU9zdm4hTvl+3MZZZwOdUxk9qxnbAoqGwUv3uOEgbn0VJiMvtl3eUSdQERHpQEIrgHfccQfr16/n3nvvxefztbq+aNEi3nzzzdjH3/jGN5gzZ06rSqEMXvbYuYR3rCK8dz1YNp+66BjSVmzjuZV7KKsO8NnzZ+L12G0+3krLxjf3IwTXPEVk/nnYedHKoeu6hHevwzNmNsZq/W3fvBGMNWxE33xyfcAN1hPa8gaeSYvxjJlJeOdqnPIi7NzOVEz7F6e6BO/Iqa1ut3LHghvBqdgfez8HMqdiP9geTEYeGAPeVDWCkW5pavpiZeRh0rJb3CYiItKWhFUAt2zZwj333ENxcTFXXHEFy5Yt4/rrrwdg2bJlHDx4MFFLkX7MUzgXiFbrTFo2tm3zX2dM5fKlU1j1YTG3/30NNfWhdp/DN+8c8KUQXPVI7DanbA9uXQWecfHPx1m5hWD7BlwTldDWtyDUgG/WadijpgEQ2b85yavqOjdQC8H6FjMAmwy2TqBu5UGsYSMxloUxBmvY8A7Hl4jE09TwymTkYlKHRWcB1lYkd1EiItLvJawCOHXqVDZt2hT32vLly+Pe/tOf/rQvlyT9kJWRi5VTiFO+N7alyRjDWceOIyfTz++f2MBP/rKaL102nxHZqXGfw6Rk4Jt3DsFVjxAp3oY9YjLh3dHxD/bYufEfY9nY+RMGVCdQ13UJbVyBlTcWa0R0W6tJyyZyYAvMPj3Jq+sap3EYusmMEwCzR4Jl4wySTqBO5QGs7NGxj62M4ThVxUlckQxUsRmAGXkYY2HSsjQLUEREOpTwM4AiHWkKadYRIyCOnTmS/758AVW1QX70p1VsLaps8zl8cz6CSckksPJhIFpRtIaPx2rcJhWPNWISzqGdA+asmVO8Dad0D96ZSzHGYIzBHjWNyIHNuJ04L9mfNFXA4lUAjeXByhk9KEZBuE4Ep6oYK/twgyKTmY9TXTLg3jNJvmgF0Bz+ZVl6Dq7OAIqISAcUAKXf8TQGQJPWegbg9HE5fPOqRaT6Pfzsb+/xzsb4W4eNLxXfUecTKdpAaPtKIge3thj+Ho+dPwki4QFTaQpuWAHeFLxTjovdZo+ahltbhlszsM6UNVUArTgVQCBaFR4EW0Dd6kPgRFp0qLWG5UM4iNvQ/zvFOXWVmlnYj7g1pZi0LIwd7fpppefoDKCIiHRIAVD6HXvUVKz8idijp8e9Pio3jW9+ciETCjK5e/kHPPnmzrjVE+/M0zDpuTS8fB+4TscBMNYIZlvPP4k+5jbUEN7+Dt6pJ2B8h7fC2gWN5wAPbEnW0rrFrS4Bf3qLz6U5O28sbm05bkNN3OvtCa5/gcihnT1cYe9o6gBqmgfAWCfQ/h/a65++nYaX/5DsZUgjp6YMk5Eb+9ik5+DoDKCIiHRAAVD6HWN7Sb/ou3gnLGzzPplpPr56xQIWzxrJwy9v54GnPyQcaTn+wHh8+I7+KIQawJ8eOyfX5utm5GFShw2IRjChza9CJIx35mktbrdyCsGbOuAawTjVJe12X21qBNPVbaBuQw2BN/5C4K1/9Gh9vcWpaBwBccQWUKDfN4JxwwGc0r2E964fMNukBzunphQrIy/2sUnLgVA9bqghiasSEZH+TgFQBiyvx+ZzF8zighMm8Oq6/fzin2tbdQj1Tj8RK2cM3okLMVb73+7GGOwRk3ESVAGMlO0lsPoxXCfSpce5rkNww0tYI6e0GotgLAt71FQiBwdgAIwzA7CJlVsYvV8Xt4E2hfnIvo04lcnvNOxUHohWOv2Hh7M2fd79PQA6ZUWAC6GGAVElH+xc141uAW0WAK307Og1bQMVEZF2KADKgGaM4aKTJ/GZ82ayeU8F37//Hbbvqzp83fKQdvH38J94TaeezxoxCafyQHQsQR9yXYeGl35PcPVjBOMMrW9PpGgjbtVBfLOWxr1uj5qGU76vW9slk8F1HNzq0jbP/0G0u6nxZ3QjAG6LztozFqFNr/R0qT3mVB7AyhqFMSZ2m/GmYFIycav69xbQSLOvfWTv+iSuRIDomdFIqGUFsGkYvAKgiIi0QwFQBoUlcwu45ZMLAcNP/rKaF1btiZ0LNLa3w+pfEzu/8RxgyY641yOHdhIu2tDj9Ya3r8I5tBMrZzTB956IDr7vpNCGFRh/Bp6Ji+Jet0dFh6mHDwyMKqBbVw5OOO4IiCbGGKzcwi5vAY0c3IqVU4hn3HxCm17FdZK7dbEpAB7JZPb/WYBO6W7wpmCNnNKl71fpG25NGUCLM4BWY+MsVQBFRKQ9CoAyaEwsGMZ3P3UMcybm8rcXtvDb5R9QH+jaD/z2iImAaXUO0HUdAmueou7RH1D/5M8JbXmj2+t0nTCBlQ9j5RSStuzbWDmjaVhxD05dRYePdWrLCe96D8/0EzEeX/zPIX8iWB4iAyQAOo3NT+KNgGjOyhuLU1aE6zrt3q+J6zpEirdjj5iMd8YpuPVVhHet7fF6u8sNNeDWlmNljWx1zcrMj30d+iunbC9WbiGewrk4JTsHTIV5sHKazQBsEqsAahSEiIi0QwFQBpWMVC83XjqPy06bzLubSvj+AyvZfbDz7fWNLw0ru6DFGSenoZr6Z35J8J1/4plwNPboGTS89DtC297u1hpDH76CW3UQ/+JLMb5UUs64DjccoGHFPbhO2+HGdV2C654B18F3RPOXFp+Dx4edP3HABEC3cQh6e1tAofEcYDjQ6W6ZTvl+CNVjj5yMPXYuJj2H0Icv93i93dV0BtHKLmh1zcocjltzqNPhNtFc1yVSuhs7dyyewtmAS7jog2Qva0g7PAT+8NlZ4/WDL1UVQBERaZcCoAw6ljGcs3g8X/v4UQRDEX7059WseHcvTicHbVsjJuGU7MB1XcIHNlP38HeIFG3Av+RKUs64ntSzvow9ahoNK+4htH1ll9bmhhoIrn4Me9Q07LHzAbBzxpBy4lVE9m0k+O7yuI9zGqppeP5OQu8/i2fK8XGrSM3ZBdNwSnbhhgJdWl8yRCtfpkUzi3jspk6gpZ07Bxgp3hp93MgpGMvGO/0kInvej1VOEq1pBET8LaD54ERw+2kLf7e2DIL1WHljsfIngi9N5wCTzKkpBY8P/Oktbo/OAqxIzqLicMPBZC9BRESOoAAog9a0sdl871PHMm1sNn95bjM//9t7HCzveIi1PWISbn0VgTcfpP7xn4LtJe3Cb+GbfQbGGIzXT+pZX8YaMYmGF+8mtPPdTq8p+P5zuPVV+Bd/rEUjEO+0E/FMW0Lw3X+3OmMY3vM+df/6FuHd6/Afdzkpp322489h1DRwI0RK+v9IC6e6BJOeg7E97d7PyhkDmE43gnEObot23GwMy97pJwEQ2vRqj9bbXYcDYOtxF03bX7t7DjByYAv1z92JGwl1fOducEp3A9EQbiwbz5hZhPd+EHf+piSG2zgCovl/RyA6CqK/NIFxasqo+eN1hPeqWiwi0p8oAMqgNizdx1c+Np9rzpnB7uIavnPfOzzz9m4i7Wy1bBoIH1r/HJ6Ji0i/+PvYwye0uI/xpZJ2zn9j5Y+n4YW7CO9e0+FanPoqgmufwjNhIfbIKa2upyy5Ciu7gIYVd+PUVeCGgzS88Vfqn/5fTEo6aRd9B9+8czCm47+20ec3A2IeoFtV0uH5P4hubzNZI3A6XQHchj1icuzrZWXmYxfOjm7Bbef97ytOxYHorEmPv9W1ngyDd50IDa/eT3jn6j57v5uqrk3jOOzCObi1ZTgV+/vk9aRj0SHwravmJj0HtxPniRPBKdsDkTCRfRuTvRQREWlGAVAGPWMMJ88fzQ+vXczsCbn88z9b+fGfV7O3OH4TCyt3LJ4px+E/8WpSTv8ixpca/3mbQmDuWOqf+zXhPe+3u47ge49DOIDvmEviP5/XHz0PGGyg4YXfUPfoDwitfx7v7DNIu+h72HnjOv85+9OjXTMHwDlAp7qk3Q6gzdkjphDe/2GH3TzdYB1O+T7sEZNb3O6dcTJubRmRosRvX2yrAyjQ+IO86VYFMLThPzjl+wCI9NG5PKdsLyYzP/Z3IXoOUOMgkilaAcxtdbvVGACT8UuOIzmN53sjpbuSvBIR6Smn8oB2fQwiCoAyZORk+rnxkrl8YdlsDlU28P0HVvLoK9tbdQo1lk3q0i/gm3Vaq+1VRzL+dNLOvRkrZzT1z/2KwDsP4TS0bjoTqjhIaMMKvNNPws4Z3ebz2bmF+Jd8gsiBzbgNVaSe8xVSllzZZsfP9tijphEp3tblQfOJ5IaDuHUVHTaAaeKZcDQEajusdEW7uLrYI1sGQM/4ozEpmYQ2JrYZjOu67QdA24tJz+5yAHQbagisfhR79Ezsgul9Np7BKd2NnTc29rGVmY/JGqVxEH3Aqaug4dU/tnt+142EcOsr41cA07LBdXAbqlo/MMGaAqBTslM/OIoMYJHyImr/8Q0ie9YleynSSxQAZUgxxnDszJH88NrFHDNjBI+/sZOv3/0mT765k4Zg92bEmZQMUs/7Kp7xRxNc8yS1D36VwDv/ahEEy1/+OxgL38KLOnw+7/STST3nK6Rd9iM8Y+d1a03QOA8w1BA7v9UfOTWdGwHRxDN2Dtg+wjtWtXu/yMFtgIlt521ibA+eaUsI71qDU1fZrTV3R6S2MtpEJTt+AIRoqOrqFtDA6scgWIf/hI9jF87BKd2NU9+7P/i74QBO1UGs3LEtbvcUziay/8M+O3c4VIU2vUpo438It/ODVlOXT6uNLaDN75NMTlX0FxpuQ3W/2ZYqIl3nHIpW8SOHVM0fLBQAZUjKTPPxuY/O5ltXLWJiwTAefnk7X/vtmzz11q5uBUErJZPUM64j7bIf4hk3n+Cap6j9280E3v4n4aIN1Kx/Fd/cM7EafzhrjzEGz9h5WCmZ3fnUYuxR0wD69TZQtyoaeDq7BdR4/HjGziW88912RyZEirdh5YzG+NJaXfPOOBncCKHNr3dv0d0QKotu0Wyve2t0GHznA2CkvChaVZ55WuN4hjnR23t5G6hTVgSui5V3ZACcA+EgkQNbevX1hrrI7mjwa+99bOpkG68C2PTfmP7QCMatLsakZgHgHNqZ3MWISLc1HTNoamYmA58CoAxpk0YP46aPzeebn1zIhFGZPPTSNr722zd5+u1d1DV0PQjaOWNIPf2L0erdhKMIrnua+id/hpWSjm/+uX3wGbTNysjFZA7v141gnOrGGYCdrAACeCYuxK2rwCmO3+E0OgB+W6vzf03s7NHYo6YR2vRywralhUqbAmDrGYBNrMx83NqyDs83QnRLaeDNB8Gbgm9RtKps5Y0Hf3qvd1yMNHZdtY+oANoFM8DYOgfYi9yGmtj4knBR241T3DhD4Jv0lwqg6zo4VSV4JhwFGCKH+u9OBBFpX1PDL6dCAXCwUAAUASaPyeIrly/glk8uZPyoTP71n218+c7X+M1j63lvSwnhSNcaKtg5o0ld+gXSL/sx3pmnMvycz2GOmNeVCPaoaUQObunzoONUHqD+pfsIF23o0ms51YfA9saqBJ3hGTcfjE24jfEbbuVBCNRijYwfAAG8M07BrTxIZP+HnX7dngiV7QPb0+6sQytzOLgubk1Zh88X2b2WyN71+Bcui1WKjWXhGTOLSFHvjmdwSveAx485IqQbXyr2qClq8d+LwnvXg+vimXwcbtXBNs+ExiqAcXYUmJRhYKzkB8C6SoiEsPLGYWWPUgVQZABzyoui/67Yr/O8g4QCoEgzU8Zk8d+XL+DbVy/ilPmj+XBXOXc+/D5f+fXr/Pm5TWwrquzSf/ys7AJSTrqGjFlL+nDVbbNHTcOtr4qGoj7iBuuof+aXhDe/Sv2TP6P+3z8mvHd9p75OblUJVubwDpvtNGf86dhjZhLasTrua0QOHh4A3xbPpEXgSyX04Sudft2eCJXtwxo2EmO1/Z9c0zgKouncVFvcSJiGtx7EyhqFd/bpLa5FxzOU41Ts6/miGzlle7ByC+OOH4meO9zV6+cOh6rwnnWYlEx8C86LfnzETNAmbk0pJjULY3tbXTOWhUnLxqlLbgBsagBjDRuBlTdeZ4dEBig3Eo7+ffanQ6getz5x5+el7ygAisQxsWAYnzhzGnfcsIT/d+k8Zk3I4bV1+/nRn1fz/QdWsvPAwPiBt+kcYPjApk4/xg3W0fDan4gUb+v4vq5D/Yp7capKSD33ZvwnXoVTU0r9U7dT99ithHevaTcIdmUERHOeCQujFZLG30o2FyneBr5UrOy2t1sajx/vtBMJb3uHSCcrE67rUP/8r6l75pe4gdourTdUuq/NDqBNmjqhdtQJNPTBC7iVB/Ef/18Yy9PimmdM03iG3qnKua5LpGxviw6gLV6vB+cOw3vXE9r0ao/WN5i4rkNkz/vYhXOigTs1i0gb20DbmgHYxKRn49ZW9NFKO8dtFgDt4eOjcyPjdEgWkf7NqTwIroNn3ILox9oGOigoAIq0w2NbLJgynC8sm8MvbjiRa86ZQWVtkB/+cTUPvbSNULj/jliAaAXSpGYRev/5ToUWNxKm/vlfE9qwgronbuuwzX9w9XIiu9fgP/6/8BTOwTdrKelX/Az/SdfgNlRR/8wvqXv0e3Gfx3VdnKqSTo+AaK7pXFF4x+pW1yIHWw6Ab4v/6GWY1Ewa/nMvbjjY4WsG1z5DeMcqInvWUvvYrZ0+DO86EULlB9ttAANg0nPB2O12AnXqqwi8uxx77LzoVtgjWJnDe3U8g1tbFt1Omxs/AFp54zH+DMJ7uvZ6ruPQ8OofaXj9L5068zgUOCU7cRuq8YybjzEGe8wsIvvib6luawZgEystB7c/VACNhcnIxRo+PnqbqoAiA07TjhLPxKOjH6sRzKCgACjSSWkpnthA+RPmjuKpt3bx3T+sZOve/rsdwhhDymmfxancT90zv2h/tpjr0vDK/USKNuA/7gqsYSOpf+aXhNoYuRDauZrgu8vxTDupxVZEY3vwzTyV9Mt/Ssopn8EN1FH/1O3Uv/hbnOat4AO1EKrvUgOYJlZaNvbIKYR3tgyAbrAep3xvmw1gmjMpGaSc8mmc8n0EVj3S7n0jJTsIrnwYz8RFpJ7/DWioofaxWwnva7tRR2xNNaXghNutSELj1r2M3HY7gQZXPQqhIP7jr2jzPp4xvTeewWlsAGPljYt73VhWNKh0cstvk8je93GrSyAcUChoFN69FoyJVVU9Y2bh1lfhlO9tcT/XdXFqSjusACa7C6hTVYLJyMNYHuzGAKhtoCIDTzQAmugOE9sXawgjA5sCoEgXpad4+fS5M/nK5fMJhR1+8pfV/O35zQSC/bMa6CmcQ8rSL+AUb6P++TtxI/ErLsHVjxHe8jq+hRfhm3c2aRd8Ayt/Ag0v3NVqq16kvIiG//wOK38SKSd+Mu4ZPmN58E4/ifSP/RjfwosI71xN7T/+h+AHL+A6TizodGcLKER/G+mU7m5xZi5SsgPc1gPg23yOsfPwzjyN0LpnCe+L3xDGDTVQv+JuTFoWKSddg6dgOmkXfQcrNYv6J28n+GH7Q+Wb/mdpOtgCCtFuqG02/qg8QOjDl/HOOhU7e3Tbn1PTeIbGs5A9ESlt6gA6pt3Xc+srWwWV9gQ3rIieJwHC+zq/PXkwC+9ZhzViMiYlAwB7zCwAIntbngN0AzUQDsbtANrEpOdAsL7dX/j0NaeqGGvYiOh6/OnRMScKgCIDjlO+D5M5HONNwcoeqQA4SCgAinTTnIl5/OAzx3La0WN4YfVevvX7t/j7i1tYvamYqtqOtxQmknfSMfhPuobI3vU0/OceXKdlV9PQh6/Eqnm+oz8KRH9oSzv3q9hjZtPw8n0E1z0LgBuopf7Z/8N4fKR+5AaMx9fuaxvbi3/hMtIv/SH2iEkEXv8LdctvjVXvrMbmJ13lmbAQoEUVsOncYmcqgE38x12OGZZPw8u/xw3Wt7oeeOOvuJXFpJz2udgP59awEaRd+C3sMTMJvHI/DW8+2Opr2qRpu0xHW0Ah+rVw2wiAgdWPge3Bd9QF7T6HPXoGGKtXzgE6pXui/+OPM08x9npN5wA7ue3UqS4hsnsdvllLsbJGJawTa3/m1FXilOzAM3Ze7DYrIy+6nfeI85VuOzMAY49NS/4oCLequEV131YjGJEByanYF9vBYmUVaAvoIKEAKNIDqX4PV545nW984mjys1P5z3tF3PXoer5852vccu9b3P/URl5/fz+VNcn7TXwT34xT8B93OeHtKwm89sfYlr3w3vU0vPoA9pjZpJx8dYtqnvH6ST3rS3gmLiLw1oMEVj5M/Yp7cKsPkfKRG9o9h3QkK2sUqefeTMrSL+DWlBJ87/Ho7d3YAhp93AisvLEtzgFGDm6NnnvswsgN400h5dTP4taUEnjrwRbXQtveIbTpVXxHnY9n9IyWj/OlkXr2TXhnn07o/Wepf+aO6BgMp2Ul2Kk8iJWSgWkc19DuWjKGR7u2hlt+v0TK9hLe+ja+2WdgpWW3/xy+VOwRk1sFh+5wyva0mv93JCsjFytndKfHQYQ2vgwGvDNPxS6YQeTAljbDc6fXWVVMcP3zA7Y9eVN4PvJcp2fMLCL7N7U4J+m0MwOwSdN4iGR1AnWDdbiBmlgFEMAaPh636mDcX7KISPucqhJq/noT4QOJnevrOg5OxX6snOiuEyt7FG51Sa8cMZDk8nR8FxHpyLSx2Xzt40cTCjvsOlDNlr0VbN5TwepNJby6bj9/e2ELZy8ex5mLxuL32Ulbp2/eObgNtQTXPIHxp+OZchz1z/8aK2dMtJpntf5PgrG9pJx+HYFXH4iFNv+JV+Fp7DDaFcYYvFOOwzN2LoFVj+LWV7VbXeqIZ8Iigqsfw6mrwKRm4RRvx47THKXD5xk1Fd/8cwmueRLP+KPxjF+AU32IhlfvxxoxCd/CZfE/H8smZcknsbJHE3j7H9TvXY/xZ+CZcBSeicdgj5mFU7Efb25Bp0ZdNIVhp/oQds7hbZfBVY9Gh77PP7dTn49dOIfg6sdwG2piVcuucsNBnMoDeCYd0/HrjZlDaON/cBqqY3MJ4z5nJETow5fxjFuAlZGHPXo6oQ9fwindjZ0/oVvrBGh49QEiRRswKZl4pxzX7edJlvDutZi07FZnLe0xswhtWEGkeHvs71vTnEjTXhOYJA+Db9qWbZoFQHv4BAAipbvxFExPxrJEBqzg2idxa8sJ71jdrf/3dpdbcwgi4dixAytrFLguTmVxu0cDpP9TABTpRV6PxZTCLKYUZnHOceNxXJfdB6t5btVeHn1lOyve3cuFJ07kxHkF2O3MhOtLvmMuwQ3WEVz7FMENK6KVrHO+gvGltvkYY1n4T/5UdFad6+KdeVqP1mD86aQsubJHzwHgmbiQ4OpHCe98L9o0o6G63fl/7fEtvJDw7nU0vPIH0i65lYb/3AuuS+rSL8QNxi0eO/t0vNNPJLxnPeEdKwltXxk9N+lLhUiE1FkndGoNTR1R3epD0BgAIyU7CO9cjW/hhZ0Oc57C2dGvy74NeCcd26nHHMkp3weu22YH0Oa8M04htOFFAm/8ldSlX2jzfuEdq3EbqvHOWgqAXRCtqkb2f9jtABjev4lI0QawvQTe/ieeCUd3uC25P3GdCOG96/FOXNjqlwSe0TMBQ2TvB7Ef+pyaUrC97VaUYxXApAXAxhEQzc73WsOj4dY5tBMUAEU6zaktJ7TpNYCEb5lvGrV0uAIY/bdTub/fB0A31EDkwBY8Y+cmeyn9kraAivQhyxgmjBrGNz+1mP+58miGZ6Xwx2c28Z373uG9zSVJ2bJmjMG/5Eo8U44Hyyb1nJtiFYMOH3f0R/EvXNalwe19ycoZgxk2kvDO1d06/9ecsb2knPY53EAtdY98l8iBzdHqXrMqRruP9/jxTlxI6tIvkHHVnaSe/WU8ExZh/GmkTuzc/4Biw+CbnQMMrHoE48/AN/esTn8uVv5E8KV2+lxePE7pboA2ZwA2Z+eOwXfUBYS3vkV415o27xfasAIzbAR2YXReoZWegxk2gsj+7jeCCb67HJM6jNQzb8StLSO47pluP1cyRIq3QbAOu9n5vybGn46VP4FIs26zbmMH0Pb+DhpvCnhTk1gBPDwDsImVlo1Jy9Y5QJEuCr7/bHQO39QlOKW7uzyHtici5dGGL4fPAEbPsg+EWYDBtU9T//T/9vmZxYY3/kpo8+t9+hp9QQFQJEGmFmZzy5ULuf6iubgu3PnI+/zkL++y6sNiwpGenYHqKmMsUk77HBmf+EWHZ7z6M2MM3okLiRRtJLxnHXhTsHK6/1tJO28svkUX49ZV4JlyHJ6pnavctVqX7cUzbgGpp36GjCt/SebcUzv3uNSsaJvtxg6p4QObiex5H9+Cc9ut0LZ6HsvGM3oW4b0fdPuXDJGyPeDxYTI7F4B9C87Hyi2k4bU/4gbr4j5f5MBmfDNPazGj0VMwnfCBzbhu1/8ONFX/fPPPwzN2Hp6JiwiueSLpIxC6IrJ7HRgbT2MoPpJnzCwiB7fhhhqAaAWwvfN/Taz0bNzmY1cSyK0qxqRktvqetYaPVydQohWdwHuPEy7a0PGdZUhzG2oIbfgPnsmL8U4/EVyXyIEtCXt9p2IfJi07dq7e+FIxadk4lf2/E2h499rov/vw75lTX0Vo/Qttdu/uzxQARRLIGMPC6fnceu2xXHXWdMqrA/zmsfV8/e43efz1HVQmsHuoMWZAbZVri2fC0eBGCG99G3vEJEwPt9b65p1Dypk3knLSpxJe6TTGRDuBVkWrw8GVD2NSs1rMWewsu3A2bk0pbuXBbq3FKd2DlVvY6a+nsT2knPxp3LoKAm/9o9X10Ib/gB0dDdJinQUzIFCLU9b5MRJNmqp/3lmnAuBf/DFwHAIrH+rycyVLeM9a7FFT2zwLa4+ZDW4kViV1a8o6FQBNek5St4CaOJVze/h4nIp9rZocDQWu6xIu2kD987+m9m//TXDlwwTe+VeylyX9XHD98xAO4FtwfnR3i+UhnMBtoE75vlYzbK3sgn4/CsKpq4huN4de6YjdlsiedYCLZ/yCPnuNvqIAKJIEtmVx6lFjuO0Lx3PjJXMZnZfGo6/u4Oa7Xufexz9ga1HlgO1omGjWiEmYtGzA7fb2z+aMZeGdsBDj9ff4ubr1+pnDcaoPESn6gMj+TfiOugDj6fpamgaKh4u6vg3UdV0inegAeiR7xCS8c88m9OHLLX7r6gbrCW15A8+kxa3OMdqN58G6ug00fGBzY/Xv3NjXxxo2At/cMwlvfj06E7Kfc2rLcUr34BnXevtnE3vkFLA90Q6zkRBuXUW7IyCamLSc5G0BrS6J293XyhsfbSDRjbA/ULnBOipXPkXdv26h/smfEd63Ee/cs/DOOBXn0M6EbueTgcUN1hP84AU8E47Gzh2D8fiwR0zq0Zb5Lr2+60ZHQOS0nDsbDYAH+vXPKJHd64DocYjwvo097jTdlvCuNZj0nOh/2wYYBUCRJLIsw1FT8/nvK47iR59dzGlHjWHNlkP8+M+rueGXr/CTv6zmz89t4qU1RWwrquy3w+aTyRgrWgWETg+A78+szOE41SUEVj6CycjDO/OU7j3PsBGYzPxu/fbTrS2HQC1WJ87/Hcm/6CJM1kgaXrk/Nog8tPVNCDXgm7209Tozh2My8ojs69pvtYOrm6p/LRsS+Y66AJM6jMAbf+vXP6BAdPg7EPf8XxPj8WGPmkak6INYoOvM+BUrPQe3rrJbW2t7wo2EcWtK456dtYdHf0jq63OArusSKdlBw5sPUvvo9wmufyHhXweIVkJr/nYzpc/dB95UUk79LBmf+AUpx12OZ+rx4LqE+/CHeaeqmLp//3hAbk8TCH34EgRq8S04P3abXTAd59CuhIxTcWvLIdQQa/zSxMoaBcE63IbqPl9Dd4X3rMOk50bPzgfrYtXA3uRGQoT3rsczbn6/6YvQFeoCKtJPFOSl8/GPTOOikyexelMJOw5Usae4hjfXH+A/jcHPAGNHZLBoxgiOmTmCkTndH6EwmHhnnYZTVYw9auB3F7Qy86P/wyrZHu28anu7/VyewtmEtr6F64Q77GTanFO2J7qWbpwPNR4fKSd/mvrHf0Jg5UP4j/84oQ0rsPLGY+VPivsYu2AGkT3rcF23U/8jjVb/PsB/3BWtqqPGl4pv0cUEXn2A8PaVeCd3rwtqIkR2R39I6ejcqj1mFsF3HopVNTtVAUzPBjcSHbXSwezI3uTWHIp2j40TAE1GHvjT++SHMQCnYj+hrW8R2vZWdOuz5cHKGkngjb8Q2vYWKSd9KqGdC0ObX4NQPaOv/hHV/pava4+YBLaPSNEGvI2/wOptwfceJ3JgM6FNr+FfdFGfvAZEv+5usK5XdmBIlBsOElz3LPaYWdHvlUZ2wQx47/Fod8t2dg70BqdiH0CcCuCoxuv7sVKH9ekausONhKOdlScfhz1mFhA9B9j869gbIvs+hFDDgNz+CQqAIv1Oqt/DifMKOHFedN+967ocqmxgT3ENe4prWL+jlEde2c4jr2xn/MhMjpk5gkUzRjAiu/NNQgYbO3csaefenOxl9IqmTqBm2Ei805b06LnsMbMJbXyJSPEOPKOmdvpxkcYA2JkOoPF4CqbjnbWU0PoXsNJzcMr2RsNsG+HOUzCd8JbXccr3deoH9Laqf028008m9MGLBN7+B57xC/rlWVc3EiZc9AHeKcd1GHo9o2cRpDFQ0P4Q+CYmNguwAhIYAJs6gMY7A2iMwR4+gcih3b36muF9Gwm89ffGBjMGe/QMPPPPxTtxEfjSCG99k8Abf6Puke/gW3A+vqPO79EvVjrDdV1C297BLphBSuEMqktaVkuM7cUeNbVFh9fe5NSUEdryBgDhHSv7LAC6ToS6Z3+FW1dJxif+t0dzXeWw0ObXcesq8J32uRa32yOngLGJ7P8wAQGwqQPokRXAgsPX++FIl8iBzdFgNm4+VuowrLyxRIo+gKPO7/jBXRDetQY8PuzRs3r1eRNFW0BF+jljDPnZqRw9LZ9lJ07km59cxM+/eAKXL52CZRkeemkb37j7TW7940peXL2XmvpQspcsPWDnjQVj8B9zSZeqdvF4xswC20PDi78huPElXCfcqcc5pXuiowZ68MOc/9jLMBm5BN7+J/hS8U5ue0C7PfrwPMCONFX/fPPPafNspLEs/Cd8HLemNNpCvR+K/ZAydn6H97WGTwBfWmysh+nE2BYrLTnD4OONgGjOyhuHU7YXN9K578UOX6+ugobn78IN1OE/7r9I/8QdpJ3/dXwzTsH406OdgqeeQNrHfoxn0rEE311O3cPfJdzHnRSd0t24lQfwTF7c5n3sMbNwyotw6ip7/fWjowNcvPPOwSnfR6SsqNdfAyC8+XXcygMQqie44aU+eY2hxnUiBNc+hTViEvbomS2uGa8fa8TEPt063MQpLwJ/OuaIKp/JyAPb2+fjFborvHstWB7sMdGvnT1mNpEDW3q1+ZTruoR3r8EzZna//AVjZygAigxAeVkpnHXsOL599SJ+9oXjuey0yYQjLn99fjNf+fVr3L18Pet3lOI4/fsMlLRmZY0i46pf98rWReNPJ/W8r2My8gi8+gC1//xmdEtoB+ehnLI93dr+2eK1famknHQNAN5pJ7bbVMdk5mPSczrV3CBW/ZvZ+jxhc57RM/FMOJrge08Q6UdNR1wnTOTgVoLvP9fih5T2GMuKDoV3XUzqsE79wBEbBl+X6ABYArYvOtIkDnv4eHDCsQHTPeG6bvSsaThA6tk34Zt3VpszTa3UYaQu/TypZ38FNxyg/t8/IrDmqR6voS3hbW+DsfBMXNjmfTyNP9z3dhXQbaghtPElPJMX45t3FmAIb3+nV18DomegAu8ux8qfGN1t8P6zuOHEdbIerMLb3satLsG/4IK4uwM8BTNwSnbGzlj3FadiP3b26FZrMJaFlTWyw06gTlUxDW8+mPDvicjutdijZ0TnodL4i1An3KvjM5yyvbg1pdgDdPsnaAuoyIA3PDuVcxaP55zF49l1oJrX3t/PWx8c4J2NxeRk+lkyt4AZ47LJyfSTneEn1a+/9v1d08yl3uAZNRX7o98ksnstgZUP07Dibqw1T+I/5hLsOIfX3XAQp+IAvglt/+Da6dceO5fU878Ra/7RFmMMdsF0IkUb2j0HGD6wpfHs3+Wd6tLqX3w54b3foe6hb2ENH4938mI8kxd3agtlb3EjIRr2bCSw4V0i+zcRObgFGn8g8s4+PfZDSkfsMbMI71zdqfN/QPS39sa0WQF0w0FwIl2aL9kZblUx1rD8Nt9De/gEAJxDuzr8vuhIaNMrRHavxX/8x7GPOKfUFs+4eaRf9iMaVtxDcPUjeKf0/veD67qEtr+DXTgbKyWzzftZw8eDL5XIvo14p7RdIe+q4IYXG0cHnIuVlo1dMK1PtoGGNr6MW1NKysmfAsum/onbCG1+HV8bW7OlY67rEFzzJFZOIfb4+LsD7ILpsOYJIge3xLo99wWnfB+eCUfFvWZljYodFWhLcN2zhDa8iLG9+I+9tC+W2IpTVYxTeQB/s9FJ9qjpYNlEijb02tcrvOs9ADzjOt7B0V/pJ0GRQWT8qEzGj8rkY6dN5r0th3jt/f08+cZOnnjj8H1SfDY5mX5yMv0U5KZz4rwCxo9q+4cUGfiMMXjGL8AeN4/wtncIrHqE+md/Ga3SGANOJLo9NBIBJwKu060OoPF4Grd3dsQumEF461u4lQcwR8ydgsYfjFY+1KnqXxMrayTpl/+U8LZ3CG17m8Db/yTw9j+xR07FM2UxnvFHd9hR03VdnLI9hHesjm75GX80/oXLOvX6kfJ91D/+E2oau+VZuWPxTj8Zu2A6dsH0LjVQ8IyZTYDOnf8DMJaNSc3Cqa1odc2pq6Bu+Y8wqZmkLft2r3awc6pK2tz+CWCyRoA3hUjpLnpyCs+pKiHw5oPYo2finXNGlx5rvCn4T/gE4X98g+C7/44GmF7klGzHrT6E9+j2v0+MZeMpmEG4FyuAbjhAaP0L2OPmx8a4eCYdQ+D1vxApK+rwjK3bUEP4wGY8449q9/vCDQcIvvd49Ht5zGwArPxJBNc+hXfGyRjL7rXPaSgJ71qDU15EytLPY0z8TXrRc4AWkX0f9lkAdOqrcBuqsbLjf79Y2QWEd76LGwlj7NZRwnUcwjtWgbEJrn0Kz6RFsV/+9KWm4e/Ng5nx+rFHTiFc9AG9NdwpvGsNVv4krASer+5tCoAig5DXY3PszJEcO3MklTUB9pXWUVEdoLwmQHl1IPbnV9ft48V39zJp9DBOO2oMx84cgdej/3EPVsZYeKcch2fSIkKbXiNycEv0BzXLA5YNlh09d+hLwzNuQULX5imYTgAI79+EL04ADK5eTmT/JvwnXdOlGY1Weg6+eWfhm3cWTlUxoa1vEd72NoHX/0Lg9b9g0rKx8ydGt7GNmBT9IcWfhlO8ndCOVYR3rMatLgEMJnM4wdWPYuWMxjvpmHZf1w3W0/D8nWAMIy/5GrXp41rNQOwKkzUSe+TU2NzETj0mPQf3iC2gbrCe+qd/gVtdgltdgnNwK3YXGgS1x3VdnOpi7MLZba/JWNh543o0CsJ1HBpe+h1gSDn12jZ/UG6PlTkc76zTCH3wIr7550Rb2/eS0LZ3wPLExtO0xx49k/Cu93CqD2E1NoDq0Wt/+CpuQzW+BefFbvNMXETg9b8S3v4Odm77VcCG1/5EePs7+I69DH+z5zhScP2LuPWV+D5yfSwo+hacR8Pzd0a77/ZiRXOocF2X4HtPYDLz8Uxq+wiA8aVi5U/o03mAsQYwOa3/WwzRAIjrRLtvx6m+Rw5sxq2vxH/i1QRXP0bDy38g7aLv9Phce0fCu9diZY1q9Usoe8xsgqsexWmobrcq3xlOXQVOyXZ8iy7u0fMkmwKgyCCXleEnKyP+D8y1DSHeeP8A/3mviPue3Mg/VmzlxLkFnHrUaEZoxMSgZSwPvpmnwsxTk72UGJM1CpM6LNoI5oh1hXevIfjucjzTluCd0b25iBBtTOI/+qP4j/4okbK9RIo2ECnZQaRkR2xLDwDeVAjVg2Vjj5mFZ8F50YqIP426x39Cw8v3YeWMxm5jfEP0bNofcCoPkHre10ifcSx1JT2bmWWMIW3ZN7v0GCs9B6fy4OF1RcLUP38nTtkeUs64noaX/0Bww4uk9lYArK+EcDDuEPgW6xo+ntCHL+M6DsY6HN5cxyG8+bVod9QZp0TP7sQRWv8skQObSTn12h5t3/QtOJ/Qhy8TWP0YqUu/0O3nac51HcLb38Ezdm6ntnI3nQGN7NuINf2knr22Eya47ulohXvUtNjtsW2g29vfBhopKyK8fSUmdRjBd/6FlZEXN8i5wTqCa5/EHju3xet4JhyFlV1AcO2TeCYvHpCz0ZIpsm9jdPzPiVd3WEH1FMwg+P6zuOFAm82wesIpbxoB0UYFsPEXJk7l/rgBMLz9HbB9eKeegEkdRsPzdxJc8xT+oz/a62tt4oYCRPZ9iLfZ9s8mnjGzCK56JPr3rJ1w3RmxKuP4+NtjBwoFQJEhLD3Fy0eOGcsZiwr5cFc5K94r4rmVe3jmnd2MGZ7O1MIsphZmM7Uwi7ysFP0PXfpM9BzgDCL7N7U4B+hUFVO/4l6svPGknHh1r30P2rmF2LmFsY/dQC2RQ7uIlGzHrSrBLpgeHfB7xA/xqWfcQN2j36P+uTtJv+i7cc/Qhd5/jvD2lfiO/Vis0UcymLQcnH3Rzqqu69Dw8u+JFG0g5dRr8U46JjojbsMKnOP+CystftOWroh1AM1sewsoRBvBhMJBnMoDsR8ew3veJ/D2P3DK9oLHR3jb29hjZuM/9jLs/Amxx0bK9hJ452E8E47GM7VnY1KstCx8c84kuOZJIvPP6/bYk+YiB7bg1pbjWfyxzq0hpxCTkkm4aAPeHgbA8LZ3cGtK8S35ZKtrnknHEnj9z+1uAw2+uxy8ftIu/j4NK+6m4aXfY9Jz8BxRdQ6uexYCtfgXXdLidmMsfPPPpeHl+4jseb/PxxQMNsE1T2DSsjs1/scumA5rnyJycFubvyjpCadiH3j8mPT4W+St7GajII7QtP3TM24exuvHO3Eh4UnHEHz333gmLur0ed2uihRtACcc91yelT8RvKlE9m7A28MAGNm1BpORh9Xs/x8DkbqAigjGGGZOyOX6i+by8+tO4NJTJ5M7LIW3Nx7kd09s4Gt3v8nNv3mDu5ev5/lVe9i8p4KGYO+0cRdpYhdMx60tb9xyGT1nVP9cdBtl6kdu6NN228afjmfMLPwLzifl5E9Ff3Mdp4JjZeSScvp1uFXFNLz0e1y3Zafd8P5N0fmDExbim39On623M0x6DgTrcMMBAm//k/DWt/AdeyneaScC4Ju1FJwIoQ9f7pXXc6ui71t7ZwChsfkJ4JTuIlK6m7onf0790/+LGw6Scsb1ZFz1a/zH/ReRQzujYfuF3+BUHsCNhGn4z+8wvtToVuBe+GWAb/454EshuOqRHj8XREMYtq/T1QFjDPbomUT2bWz1vdQVLZqHxAle0W6kbXcDjZTtjf7SYvYZWOk5pH7kRqzM4dQ/939EGgeCQ/SMYPD9Z/FMWNgimMdeZ8rxmPRcgmue6PbnMhRFircRKdqAb95ZnfrvnD1qGhjTqdE53eGU78PKLmjz75jxpWLSsnEqWo+CiBzYhFtfhadZJ2v/CVeC10/DK3/AdeJ3oXaqiql76nZqH/1Bp0cWNRfevRa8KdGvzZHrtWw8o2cQLvqgy8/bnBsOEi76AM+4BQP+F+KqAIpICzmZfs49bjznHjcex3HZW1LDlr2VbNlbweY9FbyzsXHQMzAqLy3aeGZkJuNGZJCXlUJOpl/nCKVb7ILGeYD7PsRk5tPwygM4ZXtJPecrHW4rTCTP6Bn4F3+MwFt/J7j2SfwLogOGnboKGl74DWZYPimnfibpPyA0jUQIvPUPQhtW4J19Br75h891WdkF0fb9G1/Ct+C8HjfucKqKwUTPSra7ruwCsD0E3nkIt6YM/Gn4j/843llLYw0lfPPOwjvjJIJrnyb4/rOEd6zGyh+PU7qLlDP/X5ca6LTH+NPxzTsnuj3s4NZog41ucp0I4R0rGysfnevuCo0dXre/02YDpM6I7F4XbR5y6mfjnomMbgOd3uY20OC7/wavH9+8swEwKRmknvPf1C2/lfqnf0Hasm9hpWURWPMkhAJtnn8ytgffvLMJvPk3wge24OnG9mLXiQy5JjLB954AfzremZ3roGp8qVh54/vsHKBTsT82n7UtVtaouLMAw9tXRn8J0mzGqZWWRcrxH6fhpd8R+uAFfHPPjF1zHYfQ+ucJrHwYcCASJrTptegxhU5yXZfwnnXRuXxxmtJA9BxgeNd7OFXFHf6Sqi2RfRsgHMQzgMc/NFEAFJE2WZZh3MhMxo3M5PSFhbiuS0VNkF0Hqtl1sJpdB6rZtLuCtz442OJxGaneWKfRnEw/I3JSGZ2Xzpjh6eRmpWAN8N+cSd+wckZHt8Pt34QbDhDe+ia+RRfjGTs32UtrxTv3LCLF2wmufBh7+ATs0TNoeOE3uKF60s77KsaX/DO0prFDXWjDCjwTF+E//uOtQql39uk0PPd/hHe9h3fioh69nlNVjEnPbfMHsNi6LA92/iQiJdvxzT8nGj7jVFuNLw3/MZfgnX06wXf/TWjjy3inn4S3E81VusI398zoD6CrHiHtvK+1eb+Ogklkf1Plo+3h7/F4Rs+MNkDatzFuA6TOCK55EpORh2dK268d7QbaehtorPp31PktGhVZw/JJPevL1D3+U+qf/RWpp3+B0Acv4plyXLvdRL0zTiH47r8JrnkCz9k3dfpzcF2XwJt/I7T5dVJP/2K//HvfFa7rEizdB7TfdCRStpfwrvfwLbywa784GD2D0Acv4IaDvbo7wg3W49aWYWW3v1XTyh5FaPvKFlv2Y9s/x89v1azLM/UE7G1vE1j5EJ7xC7CGjSBSVkTDK/fhFG/HHjeflBOvov7F3xJc/Rjeqcd3+nyjU7YHt7YMz8IL27yPXRjdKhsu2oCvmwEwvGtNtMrYye7W/ZkCoIh0mjEmFuoWTD38W/7K2iBFJTWUVwcoa+oy2vjPjv1VVNeFYvf1eS0KGsPg2BEZzByfQ+GIDIVCiW6HGzWN8K73CG99C8/4o/AddX6ylxWXMYaUUz5NXXkR9S/+Fs/4BdHGJEs/3+JsYTJZmdEGKXbBdFJO+1yLhitNPOMWYDLyCH3wYq8EwM7+Zj3lIzdEx410oo26lZZNyolX4V90MfRBsDbeFHxHXRCtWhVtaHWmyg0FCL7/DMG1T+OZuJCUkz8Vt5theNvb4E3p8tk3M2wEJj03eoZpVtsjTpzacty6yta3V+4ncnAL/hM+0W6XRc/EhQRe/0urbqBNZ/98c89q9Rh7xCRST/8i9c//H7WPfBecSIfzBI3Xj3fORwiufpRI2Z7YOIqOhD54gdD658GfTv0zv8C/5MroNuUBKvT+M+x96x/4j7siVlmNJ7jmSfD48c3u2jgTT8F0QuueIVK8vdPjdjrjcAfQDgJgVgEEanEbqqNzR2m2/TNOl2RjDCknXU3tv75Jwyv3YxfMIPjevzHeVFKWfh7P5OMwxuA/9jLqH/8JwfUvtNuJtrmmxizxtj83X69Jz4n+PetGAzTXdQnvXouncA7G7skQm/5BAVBEeiwr3UdWG4fFIdptdP+hOooO1bDvUB37DtWwcVc5b6yPbh/JSPUya0IOsybkMmtCDsOzenc4tQwc9ugZ0YHnWSNJOS3+drb+wnhTSD3zRmof+T7hza/jnX063inHJ3tZMVbWKFLP/BL26BltVgiMZeGddRrBdx4iUl7UZmfTznCrirHbGBzdam3d2MLZkzEaHfHOPJXgumcIrHwIe3R0NqLrOIQ2v0pw1aO4dRVYI6cQ3vw69fXVpJ5xfYsKh+uECe1YhWf8gi53ZTTGYI+ZSWTXWlzXifs9Hzm4lbrHfwptnI0yKZl4p5/c7us03wbqW3ghxhgiZXsaq38XtPn19Uw4Cv/xnyDwxl/wzji1UyHfN/t0gmufIrjmKVKXfr7D+4d3ryXw5t/wTDialFM/S/2Kuwm89ieciv34j/uvuL+86AmnrhK3qhinphSnphS32b9xItijpmGPmYU9ema3vlfdhhoC7z6O8fgIvPX3aHOXOB1Vnapiwtvexjv3zC5/f0fPukXPAfZuAIye+bQ7rAA2NoKpPBD7GoW3rwRPy+2fLR6TkRfdPv/an4js24hn8mL8J3yixdfYUzAde+w8gmuexDfz1E510w3vXos1fEK7v1CK/j2b1e7fs/Y4pbuiDZ4GwfZPUAAUkQRIT/EypTCLKYUtOw2WVwfYsLOMDTvL2bCrLHa+cEROKrMm5DJ7Qg4zxueQnjLwf9smneOZcDThne/iP+HKfrGNsiPRkHVjdM3HXZHs5bTi6UQg804/meCqxwh98CL2iVe1eT83WA9ef9wfnNxgfbQS0M2tVclmPD58C5cReOV+IrvWgGURePufOOVFWCOnkHrG9dijphLc+BKB1/5I3VM/J+2sL8d+aI/s3QCBWrxd3P7ZxDN6FuHNr+OU7cXOG9fimlNfRf0Lv8Gk5+A//r/ini21sgo6NR+zaRuoU16EnVtIcPVy8KbErf4155tzBtbwcZ0e5m1SMvDOPJXQ+uf5/+3deZhcZZ3//fdZaq/e93QnnYWkCQRIJBIIgpIAQUyI44gyKD91YNRxVJhHR1BcA6JRHkZ/EoQ4KviTJ1z4GwmbQhgJawIGiEhIaLJvnU53ekkvtdc5zx/VqaTJ1oGku9Pn87quuk5316mqu3InXeeT+76/d3r8+484bTfbvp34X36JWTqG4EVfwPAFCF16PcmXHiC9ZhlOVwuhWV88ZMXdo3FdB7erheyebTht28i2bcXZsxU33tX/xEAEM1qGWVCB6zqkN/41XxzJLK3DGnUadt1pWKPPHFBwSK5+FNJxRn32xzQ/8RsSz/wKI1R40Ohy6vU/g2EecYTwcIxABLNs9HFfB+h0NIFpYxxtO5fivq0gOndB9aQDqn8ePP3zQL7JH8JNdGOV1R82TAXOuZLYf3+X1Ot/InDOlUdsh5vowWnZiH/avCO/MQ74d9a2HauvGNVAZbb+DTCwRo+M6rYKgCIyZEoKApx/Rg3nn1GD67o0tcVygXBzOyvfbOaZ1TsxDBhbXcjp40o4fWwpE2qLsK3hOyok740ZLSM898ahbsYxsWtPOyGl2AeLGSrEnjCD9PoVBM658tBbW2xaReKZX2GPn0HoQ9cedL/TPbAKoMOZb9L5pF7/E/G/3AXZNEZhJcGL/w173PT9m51P/hBGMEri6buJPXoboQ9/HTNaSnrjy+APYdVNeVevbfVtF5Ldua5fAHQdh8TyxbiJLsLzvz3gAHY49rizSa74fW6kxnXJbH7liKN//R57iOqKR+Kf+hGyTetya0wnnk9w5tUHjeY4sb3En/hZbjR9zvX54GCYJsGZV2MWVZFccT+xR24jdNkNA9730c2k+goIPQGpeO6HhoVZOgpr9BlYZfWYxdW5cv7RsoPW3rlOFmfPVjI715JtWkd63XLSa5bhO2MOwfP+6Yiv7XS15qZUT7qAwKhTCF36VWKP/Ij4sv9NeN4388HDiXWSbnweX8MHBjQV+lCsmgbS657BzaYPmpaYbd+Bs2cLVt2UY3r+bEcTZlH1UQvxGNFysOx8JdD90z+PvM2CYZgE3jf/iOdYZaOxTzmX1BtP4eurTHs4mR1vgOsecvuHg5637/d0dueb7yoAmlUTjlsBqqGmACgiw4JhGNSW59YGXjJ9NJmsw6amrvwI4Z9WbuOxFVvx2yYTaotoGFPMqWNKGFdTiM9WIBR5L/ynzyaz/kXS61/stxbJdR1Sry4l9dojGIEombefJ3PKDOx3BJ38HoAncQA0TJvguf9EYuX/h3/KJfgmX3TIgja+cdMxPvw14k/+nNjDtxK67AYyW17DHnf2u14bZEZLMYqqyTTltgLYJ/Xaw2R3rCFwwWffc/iDvmmg1Q1kNv01t+eiL3TU0b93/VqhQsIf/S6p1Y+SWv0ovU1rCV74Oey+ERQ3kyK+7H/jxrsJX/EtzOjBywj8p8/GLKwg/j93EXtoAYEZV2KPe/9hR5hc1yWz5TWSLy3B7d6DPfZs7DFnYZaPwSypHXD/GKaFVTkeq3I8TJuLm0nlCtS88ST2qFOPuM1HctV/50b1+tZKGoEIoQ//P8QevpX4n+/IVVQtrCD19yfAzeI/6/IBtelQrFGnkl7zFNnWzdjVk3BinWQ2vER6/Qqctm373gzW6DPwTTo/t+b3KAVjnM6mAYUjwzQxC6vyawYzG/+am/55nPZ/DEz/BzKb/krqtYcJXvDZQ57jui6ZTa9gBAtye/0dhRkpwSwZlSsEcwx/7s7eZpw9W/Cf8/EBP2a4UwAUkWHJtkwmjS5m0uhiPnoBxBIZGrd18Na2Thq3dfDw85tZymZ8tsmEUYWcWl/C+0+tpKbs6OsFRKQ/q3I8ZsU40m8+je+02bk1cKk4ieWLyWxdjT3pAoIz/4nehxaQeP4+Ilfe2m+tm5vfBH74bNfxbtj1U4kOYI2PPWoy4XnfJP7n/5fYQwvAybzr6Z8HPmd6w8p8tdHM9jdym2dPOh/fqR98T8/d73UmnJNfX+d/3xUndG2lYdkEpv8Ddv1UEs/8ivif78B36gcJnHsViefvxWnZSPCSLx9yT8F8e0efSXj+t0n85S4Sz/wXvPh7fKeci+/UD2KWj82PzmY7m0i+eD/ZnW9iltQRnHsjdt/I6nt+H7afwHlXk23ZRPyZ/yLyjwsOORqZbd1MZuNL+KfN6zdqZUZLCV3+NWKP3Ebsz7cTnvPvpNcux55w7nv6TxO7ugGA9N+fJLX6MbJ9o2FmxTgCMz+FVXUKmc2vkl6/gsT/3JXbamLCDHyTPoBZMe6g6cRuJoXb3Yo5wLXMZnEN2fYdfVugvNIXMI9tDexhn7uwMjeNeO1y/GdehllU3e9+J95F4tnfkN32N3xnzBnwmr7c1jfPDrh6arazifjjt4M/9J7/jQ8nCoAiclIIB22mTapg2qTcBWZPPM367Z00bu/krX2B8PnN1FcVMOO0KmacVkVJwfH5IBLxAv/ps0k8819km9ZhRsuIL/s5TmczgZmfwnf6xX1V/D5L/LEfk3r1YQIzPpF/rNPVAoHIgAo2jBRWeT3h+d8m9vhPIZPCqn1vYcOqnUx63XKc1s0YkRIST9+DWVpL8AP/67juKWmPPZvki/8H7KOv/TterIpxhP/h+7nR5Nf/THrTXyEVx3/OxwdUfdYqrSP88R+SbX6b9FvPkX57Bel1z2CWjsZ36oU4PW2k33gKfIHc39fTZh33vQQN209o9pfofej7JP5yN6F5N/V7Ddd1cwVfggWHHF2ySmoJzbmB+OM/yVVUzSTxD7DK5WHbFIxilo3JFc6KlOI/6yPYk2b2K+BiVYzDP/1jZJvWkn77BdKNz5Ne+zRmUTX2xJn4Js7E7Nu709nbnAuQR6kAuo9ZVE1my2qyO9fiJroPWf3zvfBPu4J04wskV/2R0MVfyv88s/3vJJ75L9xULLeH6JSBV1C1a0/LjZru3nDUqfvZPVuJ/+l2MAzC87550v8H14EUAEXkpBQN+foFwo7uJKveauGlN5t5cPkG/rB8Aw1jiplxWhWVJWFc18VxXRwHHNfFdVzCQZtxNYX4fd7adFjkUOzx52CsfCBX/KRvTV/o8q/3u0iyR52aKxrz9yewJ8zYv56pq/Wknv75bpmFlUQ+fgtuKn7ELRgGwqrJVXLMbH+DzI43cJ0M4Yu/fNxGVPYxw0X4p87FLKwc1MBu2H4CMz6BXT+NxPP3YZ0yCf9ZAw9AhmFg1zRg1zTgnv8p0hteIv3WcyRX3A8Y+E69AP/7P35C12iZxdUEL/gMiafvIfXqUgLv/8f8fdntr5Pd1Ujg/E8ftmCNXT2R4OwvknjqTuz6acdly5jQ7C/hxPdiVU887CiYYZrYdVOw66bgpmKkN60is34FqVf+SOqVP2LVNGBPnAmO0/c+BxgAi2vAzfZtZXH8pn/mnz9chP/MOaRee4Rs6+WYJaNI/vUPpNc8hVlSR+gj/zHgbUb2sWpOBV+Q+FN3Ejj7o/hOn3XobV2a3yb+5//ECIQJX/4f+aI3I4Xhuq471I043traenCc4fW2KioKaG3tHupmyBBR/w+u5vYYL6/dzUtvNrO7I37Ec23LZGJdEafWlzC5voRxNQVYx7nkuPrf206m/k++/CCp1/+Uu7ia89VDhjo30UPvH76FES0jPP87GKZJz5L/yO8ZJ/0dS//3/vd3cNqbwM0SvPjf8B3nEZWRKNu+HQwLa4CjVsdD4tnfkG58ntDlX8uFKidL7L+/g+tkiVz5w3ygOFzfZ/dsxSysGPJKx053K+n1K8msX5Eb/QMwDKKfu2dg0yNbNhFbugDI/QfSgaN0x4ubitG75BsYRVWQTuJ07MA35ZJcwaoBtPFQsh07Sa5cQnbHGsyiagLnXYU1+qz8SHtm+9+JL7szN3X3I/8x4OJD7zSUv/tN06Cs7PDTuzUCKCIjTnVpmPkfGMcV549le0sPvYkMppH7hWgaRv7Y0ZPkra0dvLW1g4ee28RDQNBvMWl0MVMnlvO+iRUURt7dB4zIycg/9SMYkRJ8DRccVBlxHyMYJTDzUyT+8kvSbz6F7/TZuD1tmIfY50yOjTXqNJy27fimXKrwN0DHOgJ0PATO/xTZlg0kli8m/I8LyGx7HaejieAlXx7QSPCxVqA8UcyCCgLvuwL/tHk4rZtJr1+BYfsHHKwOHBU73tM/9zH8YfzT5uam14aKCH34a9ijz3hPz2mV1BL68NfIbn+dxMoHiD/xM6y6KQTO+yecjp256dcltYQu//qIqfr5TgqAIjJiGYbBmKqCw95fTwFTT8mtfeiOpWjc1sm6rR28ubmd321s5P882UjD6GLObqjkfZMqtKZQRjwjEME/5ZKjnmePPwfr7RdJrvojZtkYcJ0RtT5mqPhPm4XhC+B/3xVD3RQ5AsMOEJz9b8Qe+gGJp+/B6dyFWXUK9tizh7pp74phGPurnh7L4/xhjFAhbjp53Kd/Hsh3+sXgD2HXTztugcwwDOwxU4nUTiH95l9IvraU2P/9DuBiVU3MbUsygtc0awroIDmZpgDJ8af+P7m4rsuO1l5ebWzhlcZWmvb0AjChtpAJo4oI+i1CAZtQwCbotwj6bQrCPuoqIvjsg9cTqv+9baT2v9O9h94/3IzhD+HGOgnNvQl71KlD3axhZ6T2v0DqrWdJPvdbAMJX3IxVPbHf/V7o+8QLv8PwBfsVhToZOYluUq8uxU3FCV7wmeOy9lZTQEVETiKGYTC6MsroyigfvWA8u9p6eaWxlVcbW3j29SaSqewhH2dbBvXVBUysLeaUuiJOqS3SFFIZscyCcgLv/xjJlUty33uwCIx4m6/hwtw+eK57UPjziuAH/tdQN+G4MIMFBM+/ZqibMWgUAEVEjqKmLMK8mRHmzRwLgOO4JFJZEqkM8b5jZ3eSjU1dbNixl/95dTtP/DW3CW9lSYgzT6mgvjJCw+hiyosPXR1O5GTkO/0S0htewunYiREpHurmiAwqwzAInnvVUDdD5JgpAIqIHCPTNAgHbcLB/r9Cz27IjYCkM1m2NvewfmcnG3bs5eU3d/E/q9IAlBUGmDS6hIYxxYyvKaSkMEA4YB/Xfb5EBothmoTmXI+zd/eAN2IWEZGhpQAoInKc+WwrNwW0rghmQFlZlL+ta6ZxWweN2ztZs7mNlW82H3C+SXHUT3E0kL+VFQUpKwxSXhSkrChIJKiQKMOTGS7GDBcPdTNERGSAFABFRE4w09y/pvDi6aNxXZemthg7WnrY25OksydFZ0+Szp4k21p6eH3jHlJpp99zBP0WZUVBKopCVJaEqCoN547FIUoLg5imwqGIiIgcnQKgiMggMwyD2vIIteWHLjHtui69iQx79sZp25tgz95E/ti6N86bW9pJZ/YHRNsyKCkIYJkmhgGmYew/mgb1VVHOGF/GaWNLCQX0a19ERMTLdCUgIjLMGIZBNOQjGvIxtvrgPY8c16WzO0lLR5zdHTFaOuJ0dCdxXBfHBddxcVwX14V01mHVW6089/ouLNNgYl0RZ04o54wJZYwqC2taqYiIiMcoAIqInGRMw6C0MEhpYZBT60uOen4m67Bx517+vqmNNza28+DyDTy4fAMBn4XfZ2JbJj47d7Mtk5Df4uyGSs47vfqgQjciIiJyctMnu4jICGdbJg1jSmgYU8KVH4L2rgRvbGqjaU+MTNYhnXHyx3TWoaM7yf1Pvc3/fWYj555exUXTahlTVTDUb0NERESOAwVAERGPKS0M8sGptUc8Z/OuLpav3smKNc08+7cmJtQWMmtaHRPqinD7ppe6rovj5L42zdw6RK0xFBERGd70SS0iIgcZV1PIuJpCPjnrFF58o5nlr+3gV4+tPerjQgGbssJAbopqQe54+rhSxlYXaL2hiIjIMKAAKCIihxUJ+rj0/aO5eHodjds6ae9KYBi5QjUHVhvN9E0dbe9K0taVoL07waamLnriaf743CaqS8OcN6Wa806vorwoNNRvS0RExLMUAEVE5KhMw2DyAArOvFNvIs2rja2sWNPMQ89t4qHnNtEwupiZU6o5fVwpQb9NwG9imeYJaLWIiIi8kwKgiIicMJGgjwvPGsWFZ41iT2eclW82s+LN3fz2z2/1O8+2DAI+i4DfIuCzCAdswkEfkaBNJOgjHLSJBG1qyiNMqism4LeG6B2JiIic3BQARURkUJQXh5h3/jjmzhzL5l3dbNvdTTKdzd9SKYdkOksilSGWzNAVS9Hc3ksskSGWyOD2PY9lGkyoLeK0+hImjy1hXE0htqURRBERkYFQABQRkUFlGAbjRxUyftTBm9wfjuO6xBIZtjR3sW5LB2u3dvDwC5tZ+sJmAn6LSXXFnFJbyITaIsbVFKoaqYiIyGHoE1JERIY90zCIhnxMGVfGlHFlAPTE0zRuy4XBxm2dvLGpDQDDgNryaD4Q1lVEqS4Na9qoiIgICoAiInKSioZ8nN1QydkNlQDEEmk2NXWxYedeNjZ18fK63Tzzt6b8+WWFAarLItSUhakpi1BRFKQg7Kcg7KMg7MNnKyCKiMjIpwAoIiIjQjjoY8r4MqaMz40QOo7LrvYYu/b00tTWS3NbjF1tMZ7b0UQq7Rz0+IDfoiDkIxLyYVsGlmFgmn23vq/LioKMrS5gbHUho8rDql4qIiInHQVAEREZkUzToLY8Qm15pN/PHdelo2+/wp54mu5Yiu5YOneLp+iNZ8g6Do7j4jgumaxL1nHJZh3e3t7J8td2AuC3TUZXRRlbXUhteYRQwCbgtwj5rb7tLSxCAZvycvdQzRMRERkSCoAiIuIpppEbySsrCh7zYx3XZXd7jC3N3WzZ1c3W5i5e+PsukunsYR9TXBBgwqhCJtYVM7GuiNGVUVUtFRGRIaMAKCIiMkCmYVBTFqGmLMJ5p1cDuammnT1JEqksiVSWZCqT/7onkaa5I84bG/bwamMrAH6fyYRRRVQUh3Cc3Oii4+4fZYTc+sbCiJ+CsJ/CsI+CiJ+isJ/CqJ9oyIdpGEP2ZyAiIic3BUAREZH3wDQNSgsPP5pYUVFAa2s3Hd1J1u/oZMOOvby9o5OmDb1YVm59odW31tAyTVxcNu3qors3jeMePH3UMg0KI36KowGKo7ljSUGAypIQVSVhKktC2gZDREQOS58QIiIig6CkIMA5k6s4Z3LVgM7ft/dhdyxFV2+KvftuPSn29iTp7E3R0hln/Y699MTT/R5bGPZRWRqmoiiEaUIm65LJOmQyDhnHJZNxCAVsqsvC1JTmqqJWl4WJhnwn4q2LiMgwogAoIiIyDO3b+zAa8lFTFjniuclUlpbOOC0dMXZ39B3b47y9vQMAyzLxWSaWZfQdTVr3xlmzuY1Mdv8oY0HYR1VJmKKon8Kwn8JI3y2cm5Lq79sqwzBy7cMAwzAI+S1KCgIYmpoqIjLsDVoA7Ojo4Bvf+Abbtm3D7/dTX1/PggULKC0t7XfeL3/5S/70pz9hWRau6/KFL3yByy+/fLCaKSIictIJ+C1GV0YZXRk9psc5jsuevXF29W2R0dzey+72OE17enmrt4PeRGbAzxUO2NRVRhldEaWuMkJdZZS68igBv/ZXFBEZTgzXPcQCgxOgs7OTxsZGZsyYAcDChQvZu3cvt912W7/zuru7KSgoAGD37t18+MMfZvny5RQVFQ34tdraenCc4VV2e98aEPEm9b+3qf+97WTu/0zW6dsiIzcNNZ11cF36bi4uuWNPPM2O1l52tPSwvbWHZGp/VdRoyEdR30hiUdSf/7og5CcctAkFbMIBm3Awdwv5bUxz5Iwknsz9L++N+t7bhrL/TdOgrOzw/yE4aCOAxcXF+fAHMHXqVJYsWXLQefvCH0AsFsMwDBzn4A17RURE5MSyLZOSglyRmYFyXJc9exPsaOlhZ2sPnT371i8m2bBjL129KVKZI3+uGwZYZm7Kqm3miuRYlklZUZC6iih1FZH8MRzUukURkWMxJGsAHcdhyZIlzJo165D3L1myhPvuu4/m5mZuu+02SkpKBrmFIiIi8m6YhkFlcYjK4hDvm1Rx0P2u6+a2yIiniSczxBIZYn3HeDJDPJUhk3XJOg7ZrJu7OQ7pjENLZ5yX1+7mmeT+qamlhQFGlUUoLw5RXhSkvG+Px4qiEAVhH64L8VSGeN/rxJMZ4skspgmRoI9IyEekb/TRMrU/o4iMfIM2BfRAP/jBD9i9ezd33nkn5hF+2TY2NvL1r3+d3/3udwqBIiIiguu6tHbG2bqriy27uti6q5sdrd20tMfpjqX6nWtbRr8iN0cTCdoURQOMripgTHUBY6oLqa8uoK4yis/WWkYRGRkGPQAuXLiQxsZG7r77bvx+/1HPv/baa/nEJz7BnDlzBvwaWgMow43639vU/96m/h888WSGtq4Ee/Ym2NMZp6Mnic8yCQdyaw1DAZtQMLfm0HFdeuNpeuMZehLp3NeJDJ09SZr25Irh7NuH0TQMKkpCBGwzv41GxnFy22tkHAwDgn6LgN8m6Lf6bjYhv8WoqgKCtklpQYCywiClhQFCATtfMTXrOCRTDsl0lmQ6SzrjYPdVa7VtE7uvgqttGxqhPMno3763aQ1gnzvuuIM1a9awePHiw4a/DRs2cMoppwCwfft21q1bl/9eRERE5HBCAbtvbeCxVUM9lHTGYXd7jJ17etm5p5dde3rJOu4BW2ns31IDFxKpDIlUNn/c25silsiwcu3ug/5TOuC38FkmiVSWTHbgdQ7CAZuiqJ/iaCB3jOSOJQUBKkty026PtibSdV1iyQx+28JnK1CKeNGgBcD169dzzz33MHbsWK666ioA6urqWLRoEfPnz2fx4sVUVVXxi1/8gg0bNmDbNpZl8e1vf5sJEyYMVjNFRERE8NlmbiuLY9xa451Ky6Js3NJGe1eCtq4E7V1J2rsTOI5LwGcR8Fv5Y9BnYVsmmb41j/tGGDNZh1TGoTuWYm9Pis6+gjqdPamDAmQkaFNZEqKiOERpYZBYIkNXXxGe3DFFJutiGgZVpSFqK6LUlUcYVR6htiJCZUlII40iI9yQrAE80TQFVIYb9b+3qf+9Tf3vbSey//eN5rXtTdDaGaelM05rR+7Y0hGnoztJJOSjMLx/C46iiJ+CsJ9YMs3O1l52tvbS2hln31WTbZmMKg/nR1LrKnMVV4si/vy01UNxHDc/Apor5pP7+sAgm87uC7YOxdEAY2sKqCwOHfF5T2b6t+9tmgIqIiIiIseVYRi5SqZBH2OqCo7+gMNIprI0teXC4M49Pexo7eXNze2sWNOcPycStAn4LVw3t9VHfi9INzddNpnOHuEVDi8csKmvLmBsdQFjawqpLA6RymRJpLLEk33TapMZkuksRdEAVSUhqkrDRw2kInJ4CoAiIiIiHhbwW4yrKWRcTWG/n3fHUuxo7WVHaw+79vSSzjoYhoFpGJhGLoAaRm7UMBTIFcA58BjwWfh9fYVs7L5iNpaJbRns2ZtgS3N37rari2WrtpM9htlbAb+VC4MlYSIhH+l0lmTGIdVXSCeVzuK4LuVFIapLw1SXhXPH0jChgC5/xdv0L0BEREREDlIQ9jO53s/k+uO/FdeYvlHLC8/KfZ/OOOzc08OezgTBwP4qqkG/TShg4bMtOnqStLTH2N0RZ3ffcWtzN/FUrqiN32fmitv4TIL+3LYdW5q7eKWxhQMXPBVF/RSG/fnzA75cQZx9YTWbdcns24fScclmHbKui22a/V7Db5v4bAvTyI2KZh0Xx+nbu9J1iYT8RAIWVSVhqkpz6zJtS+srZegpAIqIiIjIkPLZJmOrCxlbXXjYcyqLc5VOpxzjc6czDi2dcZrbYjS399LcHiOWyJDqGzXsTaRJpR3SmSzprIttGVhmbtsNK/91bk/JVCZ3XirtkMpkSacdXHJbhZh95+07uq5LbyKTb4dpGJQXBaksDREN+fDtGxm194+QmqaRG8HM5NZL7rtlsg4+28xvMRLIbzdiURwNUFseoaQgoGmxMiAKgCIiIiIyYvlsk9ryCLXlEaDiuD6367r5APhOFRUFbN7W3jdaGWN3ezx/bGmP54vi5AJftt8opc/OjTDaB0ydTWec/DYjh5ouGwpYjCrbV9E1SllhkN5Emr29Kbp6UuyNpejqSfZVgs0F13eWggz6rdzjy3PFf95ZGTaezOT32WztjNPamQCD/B6XpYVBygqDFEX8mKbC6HClACgiIiIi8i4YhsGRYk405CNaW8SE2qKjPlfWcXAcF9syjzqSl8k6+QI5bV2J/H6VTa29rF6/h+f/vqvf+fv2kCyK+KmvLsjvAWlgsO8NGEBvIsOOlh5ea2ztVxm2siREdyxFdyzd73lDAQswiCcz/X5umQZFUX9fkSKbcNBHOGgTDfoIBW1c1+1bq5kbUU32HV0X/PntUczcFik+i2DAprwoSFVJiLKioLYqeY8UAEVEREREhphlmgx0iaBtmURDJtGQj/LiEA1j+q/T7OpN0d6dIBryURTx47OtY2pLKp1lV1uMHa097GztZXdHjFNqi6goDlJRHMrfIkEbwzCIJTK0dydo79vrsq0rQWd3kt5Eht5Emt3tMXoT6dzU24zT936NvrWXVt96ShPTMEims7lbKps/t/+fk0FFcShfEXbUvtHK8ggB/7G9T69SABQRERERGUEKI34KI/53/Xi/z6K+uoD66oFtLxIO2oSDub0jjyadcTBNBjSK57guqXSWeDJLa2eu+E9zR4yWvum067Z25EOiAVSWhPr2r4xSWRwivW+kNJUhmcqS6AuWh9sG3WebFIRzf3aF+44RP9GQD8dx8+s+960FTWcdJowqOukqy55crRURERERkZPWvumnA2EaBkG/TdBvU1IQYNLo4n73O67Lnr0JdrT0sKOlh+2tueNrb++fwrqPbeWK6AR85mHXJ6bSDt2xNM5hAuKhfOS8ev7xgxMGfP5woAAoIiIiIiInHdMw8tVh3zdpf4GfZCpLe3cit37Qb+H3WQPegsNxXXrjabpiabp6U3THUvTE0/unrNpWvkiPz7YYWzOwUdLhRAFQRERERERGjIDfoqYs8q4eaxoGBWE/BWF/X+XYkUcldERERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPMIerBfq6OjgG9/4Btu2bcPv91NfX8+CBQsoLS3td94PfvADVq5cid/vJxwOc/PNN3PGGWcMVjNFRERERERGrEEbATQMg+uuu44nn3ySRx99lNGjR3P77bcfdN6FF17Io48+yiOPPMIXvvAF/v3f/32wmigiIiIiIjKiDdoIYHFxMTNmzMh/P3XqVJYsWXLQeRdddFG/c5qbm3EcB9MceFY1TeO9NfYEGa7tksGh/vc29b+3qf+9Tf3vXep7bxuq/j/a6w5aADyQ4zgsWbKEWbNmHfG8+++/nw996EPHFP4ASkoi76V5J0xZWXSomyBDSP3vbep/b1P/e5v637vU9942XPt/SALgLbfcQjgc5tOf/vRhz3n88cd59NFHuf/++wexZSIiIiIiIiPXoAfAhQsXsnXrVu6+++7Djuw99dRT/Od//if33nsv5eXlg9xCERERERGRkWlQA+Add9zBmjVrWLx4MX6//5DnLF++nB/96Ef89re/pa6ubjCbJyIiIiIiMqIZruu6g/FC69evZ+7cuYwdO5ZgMAhAXV0dixYtYv78+SxevJiqqirOPfdcfD5fv+0h7r33XkpKSgajmSIiIiIiIiPWoAVAERERERERGVqDtg+giIiIiIiIDC0FQBEREREREY9QABQREREREfEIBUARERERERGPUAA8wTZv3swnP/lJ5syZwyc/+Um2bNky1E2SE6ijo4N/+Zd/Yc6cOcybN48vf/nLtLe3A/C3v/2NK664gjlz5vDP//zPtLW1DXFr5US58847aWho4O233wbU916RTCb53ve+x6WXXsq8efP4zne+A+hzwCuWL1/ORz/6UebPn88VV1zBsmXLAPX/SLVw4UJmzZrV73c9HLm/9Xdh5DhU/x/pGhCG2bWAKyfUNddc4y5dutR1XdddunSpe8011wxxi+RE6ujocF966aX89z/+8Y/db37zm242m3Uvvvhid9WqVa7ruu6iRYvcm266aaiaKSfQmjVr3Guvvda96KKL3MbGRvW9h9xyyy3uD3/4Q9dxHNd1Xbe1tdV1XX0OeIHjOO706dPdxsZG13Vdd926de7UqVPdbDar/h+hVq1a5TY1NeV/1+9zpP7W34WR41D9f7hrQNd1h921gEYAT6C2tjbWrl3L3LlzAZg7dy5r167t978BMrIUFxczY8aM/PdTp06lqamJNWvWEAgEmD59OgBXXXUVTzzxxFA1U06QVCrFggUL+P73v5//mfreG3p7e1m6dCnXX389hmEAUF5ers8BDzFNk+7ubgC6u7uprKyko6ND/T9CTZ8+nZqamn4/O9K/d/0uGFkO1f+HuwaE4XctYA/ZK3vArl27qKqqwrIsACzLorKykl27dvXb6F5GJsdxWLJkCbNmzWLXrl2MGjUqf19paSmO49DZ2UlxcfHQNVKOq5///OdcccUV1NXV5X+mvveG7du3U1xczJ133snLL79MJBLh+uuvJxgM6nPAAwzD4Gc/+xlf+tKXCIfD9Pb2snjxYl0HeMyR+tt1Xf1d8JADrwFh+F0LaARQ5AS55ZZbCIfDfPrTnx7qpsggWL16NWvWrOHqq68e6qbIEMhms2zfvp3TTjuNP/7xj3z961/nK1/5CrFYbKibJoMgk8lwzz33cNddd7F8+XJ++ctfcsMNN6j/RTxquF8DagTwBKqpqWH37t1ks1ksyyKbzdLS0nLQkLGMPAsXLmTr1q3cfffdmKZJTU1NfhoAQHt7O6ZpagRoBFm1ahUbN25k9uzZADQ3N3PttddyzTXXqO89oKamBtu289O7zjrrLEpKSggGg/oc8IB169bR0tLC2WefDcDZZ59NKBQiEAio/z3kSNd9ruvq74JHvPMaEBh214EaATyBysrKmDx5Mo899hgAjz32GJMnT9ZQ/wh3xx13sGbNGhYtWoTf7wdgypQpJBIJXnnlFQAeeOABLrvssqFsphxnn//853nhhRd4+umnefrpp6murubXv/411113nfreA0pLS5kxYwYvvvgikKv219bWxtixY/U54AHV1dU0NzezadMmADZu3EhbWxv19fXqfw850nWfrgm94VDXgDD8rgMN13XdIXt1D9i4cSM33XQTXV1dFBYWsnDhQsaPHz/UzZITZP369cydO5exY8cSDAYBqKurY9GiRbz22mt873vfI5lMUltby09/+lPKy8uHuMVyosyaNYu7776bSZMmqe89Yvv27XzrW9+is7MT27a54YYb+OAHP6jPAY945JFH+NWvfpUvAvTVr36Viy++WP0/Qt16660sW7aMPXv2UFJSQnFxMY8//vgR+1t/F0aOQ/X/z372s8NeAwLD6lpAAVBERERERMQjNAVURERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDxCAVBERERERMQjFABFRESGgYaGBp544omhboaIiIxw9lA3QEREZKjddNNNPPTQQwf9/KyzzuLBBx8cghaJiIicGAqAIiIiwMyZM/nJT37S72c+n2+IWiMiInJiaAqoiIgI4Pf7qaio6HcrLi4GctMzf//73/P5z3+es846i4suuoiHH3643+MbGxv57Gc/y5lnnsk555zDTTfdRHd3d79zHnroIebNm8eUKVOYOXMmN954Y7/79+7dy1e/+lWmTp3K7NmzD3oNERGR90oBUEREZAB+8YtfMGvWLJYuXconPvEJbrzxRt544w0AYrEY1157LeFwmD/84Q/ceeedrF69mm9961v5xz/wwAN897vf5WMf+xiPPPIIixcvZuLEif1eY9GiRfngd/nll3PzzTfT1NQ0qO9TRERGNgVAERER4Pnnn2fatGn9bj/96U/z919yySVcddVVjBs3jn/913/l3HPP5b777gPgscceIx6P85Of/ISGhgbOOeccFixYwLJly9i6dSsAd911F5/5zGf43Oc+x/jx45kyZQrXXXddvzbMnz+f+fPnU19fz/XXX49lWaxatWrw/hBERGTE0xpAERERYPr06dxyyy39flZQUJD/eurUqf3umzp1Ks8++ywAGzdupKGhgWg0mr9/2rRpmKbJhg0biEaj7N69m/POO++IbWhoaMh/bds2paWltLe3v9u3JCIichAFQBERESAUClFfX3/cn9cwjAGfa9v9P5YNw8BxnOPdJBER8TBNARURERmA119//aDvx48fD8CECRN4++236enpyd+/evVqHMdhwoQJlJWVUVVVxcqVKwe1zSIiIu+kACgiIgKkUilaW1v73Q6cfrls2TIefPBBtmzZwj333MPKlSv5zGc+A8C8efMIBoPceOONNDY2smrVKr773e9y6aWX5kcVv/jFL3Lfffdx7733snnzZtatW8dvfvObIXmvIiLiXZoCKiIiAqxYsYIPfOAD/X5WVVXFc889B8BXvvIVnnzySW699VZKS0v50Y9+xJlnngnkpo/++te/5rbbbuPKK68kEAgwe/Zsbr755vxzXX311fh8Pn77299y++23U1RUxIUXXjh4b1BERAQwXNd1h7oRIiIiw1lDQwM///nPueyyy4a6KSIiIu+JpoCKiIiIiIh4hAKgiIiIiIiIR2gKqIiIiIiIiEdoBFBERERERMQjFABFREREREQ8QgFQRERERETEIxQARUREREREPEIBUERERERExCMUAEVERERERDzi/wfsB4gQTihyrgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualization of model loss\n",
+    "plt.figure(figsize = (15, 10))\n",
+    "plt.title('Model loss (MSE)', fontsize = 14)\n",
+    "sns.lineplot(data = history.history['loss'], label = 'Train')\n",
+    "sns.lineplot(data = history.history['val_loss'], label = 'Test')\n",
+    "plt.xlabel('Epoch', fontsize = 14)\n",
+    "plt.ylabel('Loss', fontsize = 14)\n",
+    "plt.ylim(2.2, 2.8)\n",
+    "plt.legend()\n",
+    "plt.savefig('mse.jpg')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:11:38.207990Z",
+     "iopub.status.busy": "2022-04-29T20:11:38.207650Z",
+     "iopub.status.idle": "2022-04-29T20:12:44.294801Z",
+     "shell.execute_reply": "2022-04-29T20:12:44.294008Z",
+     "shell.execute_reply.started": "2022-04-29T20:11:38.207937Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Prediction on the training set and the test set\n",
+    "y_train_pred = model.predict(X_train).flatten()\n",
+    "y_test_pred = model.predict(X_test).flatten()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:12:44.296297Z",
+     "iopub.status.busy": "2022-04-29T20:12:44.296069Z",
+     "iopub.status.idle": "2022-04-29T20:12:44.305379Z",
+     "shell.execute_reply": "2022-04-29T20:12:44.304580Z",
+     "shell.execute_reply.started": "2022-04-29T20:12:44.296269Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Function to plot the error distribution\n",
+    "def error_dist(y_true, y_pred, figsize = (9, 6)):\n",
+    "    if len(y_true) != len(y_pred):\n",
+    "        raise Exception(\"The number of true values and the number of predicted values do not match.\")\n",
+    "    else:\n",
+    "        plt.figure(figsize = figsize)\n",
+    "        sns.histplot(x = y_true - y_pred, bins = math.floor(len(y_true)**(1/3)))\n",
+    "        plt.title(\"Error distribution\")\n",
+    "        plt.xlabel(\"error\")\n",
+    "        plt.ylabel(\"Count\")\n",
+    "        plt.tight_layout()\n",
+    "        plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:12:44.307386Z",
+     "iopub.status.busy": "2022-04-29T20:12:44.307102Z",
+     "iopub.status.idle": "2022-04-29T20:12:44.745212Z",
+     "shell.execute_reply": "2022-04-29T20:12:44.744370Z",
+     "shell.execute_reply.started": "2022-04-29T20:12:44.307346Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 648x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Error distribution\n",
+    "error_dist(y_test, y_test_pred)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:12:44.747828Z",
+     "iopub.status.busy": "2022-04-29T20:12:44.747215Z",
+     "iopub.status.idle": "2022-04-29T20:12:44.758104Z",
+     "shell.execute_reply": "2022-04-29T20:12:44.756777Z",
+     "shell.execute_reply.started": "2022-04-29T20:12:44.747764Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Function to compute dataframe of evaluation metrics\n",
+    "def eval_df(y_train, y_train_pred, y_test, y_test_pred):\n",
+    "    eval_dict_train = pd.Series({'RMSE': np.sqrt(mean_squared_error(y_train, y_train_pred)),\n",
+    "                                 'MAE': mean_absolute_error(y_train, y_train_pred),\n",
+    "                                 'R2': r2_score(y_train, y_train_pred)})\n",
+    "    eval_dict_test = pd.Series({'RMSE': np.sqrt(mean_squared_error(y_test, y_test_pred)),\n",
+    "                                'MAE': mean_absolute_error(y_test, y_test_pred),\n",
+    "                                'R2': r2_score(y_test, y_test_pred)})\n",
+    "    eval_df_train = pd.DataFrame(eval_dict_train.items(), columns = ['Metric', 'Train'])\n",
+    "    eval_df_train.set_index('Metric', inplace = True)\n",
+    "    eval_df_test = pd.DataFrame(eval_dict_test.items(), columns = ['Metric', 'Test'])\n",
+    "    eval_df_test.set_index('Metric', inplace = True)\n",
+    "    eval_df_concat = pd.concat([eval_df_train, eval_df_test], axis = 1, sort = False).reset_index()\n",
+    "    eval_df_concat.rename(columns = {'index': 'Metric'})\n",
+    "    return eval_df_concat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:12:44.760182Z",
+     "iopub.status.busy": "2022-04-29T20:12:44.759846Z",
+     "iopub.status.idle": "2022-04-29T20:12:44.841075Z",
+     "shell.execute_reply": "2022-04-29T20:12:44.840187Z",
+     "shell.execute_reply.started": "2022-04-29T20:12:44.760138Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Metric</th>\n",
+       "      <th>Train</th>\n",
+       "      <th>Test</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>RMSE</td>\n",
+       "      <td>1.518847</td>\n",
+       "      <td>1.532756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>MAE</td>\n",
+       "      <td>1.065321</td>\n",
+       "      <td>1.076696</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>R2</td>\n",
+       "      <td>0.705653</td>\n",
+       "      <td>0.699132</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Metric     Train      Test\n",
+       "0   RMSE  1.518847  1.532756\n",
+       "1    MAE  1.065321  1.076696\n",
+       "2     R2  0.705653  0.699132"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Evaluation metrics\n",
+    "display(eval_df(y_train, y_train_pred, y_test, y_test_pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 4. Hyperparameter Tuning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:12:44.842927Z",
+     "iopub.status.busy": "2022-04-29T20:12:44.842616Z",
+     "iopub.status.idle": "2022-04-29T20:12:44.851237Z",
+     "shell.execute_reply": "2022-04-29T20:12:44.850607Z",
+     "shell.execute_reply.started": "2022-04-29T20:12:44.842886Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Building the model\n",
+    "def model_builder(hp):\n",
+    "    model = Sequential()\n",
+    "    model.add(Flatten(input_shape = (X_train.shape[1],)))\n",
+    "\n",
+    "    # Tuning the number of units in the Dense layers\n",
+    "    hp_units = hp.Int('units', min_value = 128, max_value = 512, step = 128)\n",
+    "    \n",
+    "    # Adding layers to sequential model\n",
+    "    model.add(Dense(units = hp_units, activation = 'relu'))\n",
+    "    model.add(Dense(units = 64, activation = 'relu'))\n",
+    "    model.add(Dense(units = 32, activation = 'relu'))\n",
+    "    model.add(Dense(units = 16, activation = 'relu'))\n",
+    "    model.add(Dense(units = 4, activation = 'relu'))\n",
+    "    model.add(Dense(units = 1, activation = 'linear'))\n",
+    "\n",
+    "    # Tuning the learning rate for the optimizer\n",
+    "    hp_learning_rate = hp.Choice('learning_rate', values = [0.01, 0.001, 0.0001])\n",
+    "    \n",
+    "    # Model compilation\n",
+    "    model.compile(loss = 'mean_squared_error', optimizer = Adam(learning_rate = hp_learning_rate))\n",
+    "\n",
+    "    return model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:12:44.852728Z",
+     "iopub.status.busy": "2022-04-29T20:12:44.852411Z",
+     "iopub.status.idle": "2022-04-29T20:12:44.941905Z",
+     "shell.execute_reply": "2022-04-29T20:12:44.941105Z",
+     "shell.execute_reply.started": "2022-04-29T20:12:44.852703Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Instantiate the tuner\n",
+    "tuner = kt.Hyperband(model_builder, objective = 'val_loss', max_epochs = 120, factor = 2, directory = 'dir_1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:12:44.943327Z",
+     "iopub.status.busy": "2022-04-29T20:12:44.943114Z",
+     "iopub.status.idle": "2022-04-29T20:12:44.949740Z",
+     "shell.execute_reply": "2022-04-29T20:12:44.948891Z",
+     "shell.execute_reply.started": "2022-04-29T20:12:44.943300Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Search space summary\n",
+      "Default search space size: 2\n",
+      "units (Int)\n",
+      "{'default': None, 'conditions': [], 'min_value': 128, 'max_value': 512, 'step': 128, 'sampling': None}\n",
+      "learning_rate (Choice)\n",
+      "{'default': 0.01, 'conditions': [], 'values': [0.01, 0.001, 0.0001], 'ordered': True}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Tuning settings\n",
+    "tuner.search_space_summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:12:44.951697Z",
+     "iopub.status.busy": "2022-04-29T20:12:44.951298Z",
+     "iopub.status.idle": "2022-04-29T20:55:19.824367Z",
+     "shell.execute_reply": "2022-04-29T20:55:19.823761Z",
+     "shell.execute_reply.started": "2022-04-29T20:12:44.951659Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Trial 12 Complete [00h 03m 27s]\n",
+      "val_loss: 7.820208549499512\n",
+      "\n",
+      "Best val_loss So Far: 2.549257516860962\n",
+      "Total elapsed time: 00h 42m 34s\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Searching for optimal hyperparameters\n",
+    "tuner.search(X_train, y_train, epochs = 120, validation_split = 0.2)\n",
+    "hp_tuned = tuner.get_best_hyperparameters()[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:55:19.826698Z",
+     "iopub.status.busy": "2022-04-29T20:55:19.826114Z",
+     "iopub.status.idle": "2022-04-29T20:55:19.898640Z",
+     "shell.execute_reply": "2022-04-29T20:55:19.897833Z",
+     "shell.execute_reply.started": "2022-04-29T20:55:19.826650Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"sequential_1\"\n",
+      "_________________________________________________________________\n",
+      "Layer (type)                 Output Shape              Param #   \n",
+      "=================================================================\n",
+      "flatten_1 (Flatten)          (None, 20)                0         \n",
+      "_________________________________________________________________\n",
+      "dense_6 (Dense)              (None, 128)               2688      \n",
+      "_________________________________________________________________\n",
+      "dense_7 (Dense)              (None, 64)                8256      \n",
+      "_________________________________________________________________\n",
+      "dense_8 (Dense)              (None, 32)                2080      \n",
+      "_________________________________________________________________\n",
+      "dense_9 (Dense)              (None, 16)                528       \n",
+      "_________________________________________________________________\n",
+      "dense_10 (Dense)             (None, 4)                 68        \n",
+      "_________________________________________________________________\n",
+      "dense_11 (Dense)             (None, 1)                 5         \n",
+      "=================================================================\n",
+      "Total params: 13,625\n",
+      "Trainable params: 13,625\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Building the model with optimal hyperparameters\n",
+    "model_tuned = tuner.hypermodel.build(hp_tuned)\n",
+    "model_tuned.summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-29T20:55:19.900099Z",
+     "iopub.status.busy": "2022-04-29T20:55:19.899788Z",
+     "iopub.status.idle": "2022-04-30T00:22:49.052517Z",
+     "shell.execute_reply": "2022-04-30T00:22:49.051506Z",
+     "shell.execute_reply.started": "2022-04-29T20:55:19.900064Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/120\n",
+      "38916/38916 [==============================] - 100s 3ms/step - loss: 4.3332 - val_loss: 3.0339\n",
+      "Epoch 2/120\n",
+      "38916/38916 [==============================] - 99s 3ms/step - loss: 2.7867 - val_loss: 2.6413\n",
+      "Epoch 3/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.6762 - val_loss: 2.6007\n",
+      "Epoch 4/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.6173 - val_loss: 2.5669\n",
+      "Epoch 5/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.5816 - val_loss: 2.5641\n",
+      "Epoch 6/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.5535 - val_loss: 2.4924\n",
+      "Epoch 7/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.5327 - val_loss: 2.5243\n",
+      "Epoch 8/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.5174 - val_loss: 2.4743\n",
+      "Epoch 9/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.5033 - val_loss: 2.4745\n",
+      "Epoch 10/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.4887 - val_loss: 2.4589\n",
+      "Epoch 11/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.4764 - val_loss: 2.7134\n",
+      "Epoch 12/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.4658 - val_loss: 2.4309\n",
+      "Epoch 13/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.4561 - val_loss: 2.4491\n",
+      "Epoch 14/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.4478 - val_loss: 2.4439\n",
+      "Epoch 15/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.4426 - val_loss: 2.4290\n",
+      "Epoch 16/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.4366 - val_loss: 2.4223\n",
+      "Epoch 17/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.4292 - val_loss: 2.4254\n",
+      "Epoch 18/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.4237 - val_loss: 2.4078\n",
+      "Epoch 19/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.4191 - val_loss: 2.4255\n",
+      "Epoch 20/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.4142 - val_loss: 2.3954\n",
+      "Epoch 21/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.4102 - val_loss: 2.3866\n",
+      "Epoch 22/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.4049 - val_loss: 2.4151\n",
+      "Epoch 23/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3992 - val_loss: 2.4040\n",
+      "Epoch 24/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3969 - val_loss: 2.4551\n",
+      "Epoch 25/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3922 - val_loss: 2.4361\n",
+      "Epoch 26/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3860 - val_loss: 2.3881\n",
+      "Epoch 27/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3833 - val_loss: 2.3922\n",
+      "Epoch 28/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.3788 - val_loss: 2.3902\n",
+      "Epoch 29/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3757 - val_loss: 2.3917\n",
+      "Epoch 30/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.3726 - val_loss: 2.3904\n",
+      "Epoch 31/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3685 - val_loss: 2.3957\n",
+      "Epoch 32/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3643 - val_loss: 2.3664\n",
+      "Epoch 33/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3599 - val_loss: 2.4239\n",
+      "Epoch 34/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3570 - val_loss: 2.3791\n",
+      "Epoch 35/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3545 - val_loss: 2.3646\n",
+      "Epoch 36/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3515 - val_loss: 2.4085\n",
+      "Epoch 37/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3499 - val_loss: 2.3872\n",
+      "Epoch 38/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3462 - val_loss: 2.3611\n",
+      "Epoch 39/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3435 - val_loss: 2.3767\n",
+      "Epoch 40/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3424 - val_loss: 2.3737\n",
+      "Epoch 41/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3393 - val_loss: 2.3643\n",
+      "Epoch 42/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3367 - val_loss: 2.4182\n",
+      "Epoch 43/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3358 - val_loss: 2.3512\n",
+      "Epoch 44/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3343 - val_loss: 2.3583\n",
+      "Epoch 45/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3322 - val_loss: 2.3901\n",
+      "Epoch 46/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3305 - val_loss: 2.3669\n",
+      "Epoch 47/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3278 - val_loss: 2.3471\n",
+      "Epoch 48/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3270 - val_loss: 2.3600\n",
+      "Epoch 49/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3239 - val_loss: 2.3869\n",
+      "Epoch 50/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3233 - val_loss: 2.3666\n",
+      "Epoch 51/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3226 - val_loss: 2.3419\n",
+      "Epoch 52/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.3208 - val_loss: 2.3823\n",
+      "Epoch 53/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3199 - val_loss: 2.3458\n",
+      "Epoch 54/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3181 - val_loss: 2.3437\n",
+      "Epoch 55/120\n",
+      "38916/38916 [==============================] - 102s 3ms/step - loss: 2.3180 - val_loss: 2.3946\n",
+      "Epoch 56/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3164 - val_loss: 2.3427\n",
+      "Epoch 57/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3148 - val_loss: 2.3555\n",
+      "Epoch 58/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3137 - val_loss: 2.3459\n",
+      "Epoch 59/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3129 - val_loss: 2.3390\n",
+      "Epoch 60/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3109 - val_loss: 2.3360\n",
+      "Epoch 61/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3105 - val_loss: 2.3644\n",
+      "Epoch 62/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3088 - val_loss: 2.3448\n",
+      "Epoch 63/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3091 - val_loss: 2.3748\n",
+      "Epoch 64/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3081 - val_loss: 2.3523\n",
+      "Epoch 65/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3067 - val_loss: 2.4158\n",
+      "Epoch 66/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3066 - val_loss: 2.3371\n",
+      "Epoch 67/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3062 - val_loss: 2.3353\n",
+      "Epoch 68/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.3050 - val_loss: 2.3298\n",
+      "Epoch 69/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3042 - val_loss: 2.3426\n",
+      "Epoch 70/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3032 - val_loss: 2.3445\n",
+      "Epoch 71/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3026 - val_loss: 2.3833\n",
+      "Epoch 72/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.3014 - val_loss: 2.3364\n",
+      "Epoch 73/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3015 - val_loss: 2.3504\n",
+      "Epoch 74/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.3006 - val_loss: 2.3509\n",
+      "Epoch 75/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2991 - val_loss: 2.3488\n",
+      "Epoch 76/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2987 - val_loss: 2.3419\n",
+      "Epoch 77/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2987 - val_loss: 2.3466\n",
+      "Epoch 78/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2972 - val_loss: 2.3338\n",
+      "Epoch 79/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2966 - val_loss: 2.3319\n",
+      "Epoch 80/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2962 - val_loss: 2.3359\n",
+      "Epoch 81/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2958 - val_loss: 2.3749\n",
+      "Epoch 82/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2950 - val_loss: 2.3667\n",
+      "Epoch 83/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2946 - val_loss: 2.3318\n",
+      "Epoch 84/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2935 - val_loss: 2.3448\n",
+      "Epoch 85/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2934 - val_loss: 2.3458\n",
+      "Epoch 86/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2922 - val_loss: 2.3450\n",
+      "Epoch 87/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2924 - val_loss: 2.3280\n",
+      "Epoch 88/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2916 - val_loss: 2.3616\n",
+      "Epoch 89/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2903 - val_loss: 2.3487\n",
+      "Epoch 90/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2906 - val_loss: 2.3593\n",
+      "Epoch 91/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2906 - val_loss: 2.3425\n",
+      "Epoch 92/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2901 - val_loss: 2.3300\n",
+      "Epoch 93/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2892 - val_loss: 2.3332\n",
+      "Epoch 94/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2891 - val_loss: 2.3334\n",
+      "Epoch 95/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2880 - val_loss: 2.3250\n",
+      "Epoch 96/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2881 - val_loss: 2.3325\n",
+      "Epoch 97/120\n",
+      "38916/38916 [==============================] - 103s 3ms/step - loss: 2.2871 - val_loss: 2.3488\n",
+      "Epoch 98/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2867 - val_loss: 2.3339\n",
+      "Epoch 99/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2871 - val_loss: 2.3479\n",
+      "Epoch 100/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2866 - val_loss: 2.3407\n",
+      "Epoch 101/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2868 - val_loss: 2.3359\n",
+      "Epoch 102/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2855 - val_loss: 2.3250\n",
+      "Epoch 103/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2846 - val_loss: 2.3354\n",
+      "Epoch 104/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2852 - val_loss: 2.3398\n",
+      "Epoch 105/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2851 - val_loss: 2.3294\n",
+      "Epoch 106/120\n",
+      "38916/38916 [==============================] - 104s 3ms/step - loss: 2.2845 - val_loss: 2.3353\n",
+      "Epoch 107/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2843 - val_loss: 2.3311\n",
+      "Epoch 108/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2830 - val_loss: 2.3290\n",
+      "Epoch 109/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2826 - val_loss: 2.3852\n",
+      "Epoch 110/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2831 - val_loss: 2.3261\n",
+      "Epoch 111/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2828 - val_loss: 2.3583\n",
+      "Epoch 112/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2824 - val_loss: 2.3311\n",
+      "Epoch 113/120\n",
+      "38916/38916 [==============================] - 107s 3ms/step - loss: 2.2817 - val_loss: 2.3538\n",
+      "Epoch 114/120\n",
+      "38916/38916 [==============================] - 105s 3ms/step - loss: 2.2820 - val_loss: 2.3282\n",
+      "Epoch 115/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2805 - val_loss: 2.3274\n",
+      "Epoch 116/120\n",
+      "38916/38916 [==============================] - 110s 3ms/step - loss: 2.2803 - val_loss: 2.3367\n",
+      "Epoch 117/120\n",
+      "38916/38916 [==============================] - 108s 3ms/step - loss: 2.2802 - val_loss: 2.3265\n",
+      "Epoch 118/120\n",
+      "38916/38916 [==============================] - 109s 3ms/step - loss: 2.2800 - val_loss: 2.3240\n",
+      "Epoch 119/120\n",
+      "38916/38916 [==============================] - 110s 3ms/step - loss: 2.2794 - val_loss: 2.3329\n",
+      "Epoch 120/120\n",
+      "38916/38916 [==============================] - 106s 3ms/step - loss: 2.2791 - val_loss: 2.3566\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Model fitting\n",
+    "history_tuned = model_tuned.fit(X_train, y_train, epochs = 120, validation_split = 0.2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:22:49.059915Z",
+     "iopub.status.busy": "2022-04-30T00:22:49.059286Z",
+     "iopub.status.idle": "2022-04-30T00:22:49.493588Z",
+     "shell.execute_reply": "2022-04-30T00:22:49.488688Z",
+     "shell.execute_reply.started": "2022-04-30T00:22:49.059875Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4AAAAJkCAYAAABAlk93AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADCeElEQVR4nOzdd5xcdb3/8df3nJnZ3rMlddMTCKmU0FFQKQJBQEXFBqj3ClwvXhUvdrBcFFF/ylVQhIsFCyBVOiJITYAkhJBOetnNlmzfmTnn/P6YnUk2O7M7u8nO2fJ+Ph4+TGbOnPluJiF57/fz/XyM53keIiIiIiIiMuJZfi9AREREREREMkMBUEREREREZJRQABQRERERERklFABFRERERERGCQVAERERERGRUUIBUEREREREZJRQABQRERERERklFABFRGTEqK+vZ9asWbzyyitpv+bnP/855557bq/XzJo1i8cee+xQl3dI/vu//5tf/OIXvq6hrq6O448/nt27d/u6DhERGTgFQBERyYivfvWrzJo1i+uuu67Hcz/60Y+YNWsWn/vc53xY2dC3du1annrqKT71qU8lHvv4xz/OrFmzuOWWW3pc/5//+Z/MmjWL66+/PvFYfX093/72tzn99NM56qijOPHEE/nkJz/JCy+80OOeB//vmmuuAaCsrIwLLriA//f//t/gfbEiIjKoAn4vQERERo+xY8fy6KOP8vWvf53c3FwAotEoDzzwAOPGjfN5dUPX73//e973vveRn5/f7fGxY8fyt7/9jc9//vMYYwBoaGjg6aefZuzYsd2uvfrqq2lvb+d73/sekyZNoq6ujqVLl9LY2NjtugsvvJAvfvGL3R7Lzs7u9vxFF13EV77yFYqLiw/fFykiIhmhHUAREcmYWbNmMXnyZB599NHEY88++yyhUIjjjjuu27Wu63LLLbdw2mmncdRRR3Heeefx1FNPdbtm5cqVXHjhhcydO5cLLriAlStX9njPDRs28NnPfpaFCxdywgkn8MUvfpHa2tpD+jrWrl3Lpz71KebNm8dxxx3HV7/6VZqbm7s9/8lPfpJFixaxcOFCzj//fF5++WUAIpEI3/3udzn55JM56qijOO2007jppptSvpfjODz66KO8+93v7vHcqaeeSltbW7eS1wcffJD58+czceLExGNNTU0sW7aML33pS5xwwgmMHz+eefPmcfnll/P+97+/2z1zcnIoLy/v9r+CgoLE8zNnzqSiooInn3yy/79wIiLiOwVAERHJqIsvvph777038fN7772XCy+8MLGDFXfXXXdx++2386UvfYmHHnqI97znPVx99dW8/fbbALS2tvK5z32OCRMmcO+99/Jf//Vf3Hjjjd3uUVNTw8c+9jFmzJjBPffcwx133EFbWxuf//zncV13QOtva2vj8ssvJzc3l7/+9a/84he/4I033uhW2vqlL32J8vJy/vrXv3L//fdz9dVXk5WVBcDvfvc7nnzySX7yk5/wxBNP8JOf/IQpU6akfL+1a9fS3NzM3LlzezwXCARYsmRJj1/Piy++uNt1ubm55Obm8swzz9DZ2Tmgr/tA8+bN49VXXz3k+4iISOYpAIqISEade+65rFq1is2bN1NbW8vzzz/PhRde2OO622+/ncsuu4zzzjuPKVOm8IUvfIFjjjmG22+/HYCHH36YSCTCD37wA2bOnMkpp5zCv/3bv3W7x913383s2bP58pe/zLRp05g9ezY33ngjK1euZNWqVQNa/8MPP0x7ezs//OEPmTVrFscddxzXX389TzzxBFu2bAFgx44dnHTSSUybNo3q6mre+973snDhQgB27tzJ5MmTOeaYYxg3bhyLFi3ioosuSvl+O3fuxBhDeXl50ucvvvhinnzySVpaWnjzzTfZsWMHZ555ZrdrAoEA//M//8ODDz7IMcccw4c//GFuvPFGVqxY0eN+f/nLX1i4cGG3//3hD3/odk1FRQU7duzo16+biIgMDToDKCIiGVVUVMR73/te7r33XgoKCli8eHGP838tLS3U1NRw9NFHd3t80aJFPPfccwBs3LiRWbNmkZeXl3g+HrLi3nrrLZYtW9bjcYCtW7cyb968fq8//r4HnsdbuHAhlmWxYcMGqqur+fSnP83Xv/51/va3v3HCCSfwvve9j2nTpgHwgQ98gMsuu4wzzzyTk046idNOO41TTz0Vy0r+PdmOjg4CgUDK5+PB9uGHH+btt9/m/e9/Pzk5OT2uO/PMM3nXu97FsmXLeOONN/jXv/7Fb3/7W6655ppuwfnss8/mqquu6vba0tLSbj/Pzs6mo6MjvV8wEREZUhQARUQk4y666CKuvfZacnNz+cIXvtCv1x5cKtob13U57bTTuPbaa3s8V1ZW1q/3TUd8bVdffTXnnXcezz33HP/617+45ZZb+Pa3v83FF1/MnDlzePrpp/nXv/7FSy+9xLXXXsvs2bO54447koa8kpISIpEI7e3tSYMdxH49//jHP7Jt27bEDmkyWVlZnHTSSZx00klcddVVfO1rX+MXv/gFl112GaFQCICCggKqq6t7/TobGxt7hEIRERkeVAIqIiIZd8IJJxAMBmlsbOQ973lPj+fz8/OpqKjgtdde6/b466+/nthJmzZtGuvWraOtrS3x/PLly7tdP2fOHDZs2MC4ceOorq7u9r+DO2qmK/6+LS0ticfeeOMNXNdNrA1g8uTJfOITn+C2227joosu4p577un29Z111ll85zvf4bbbbuPll19OlI8e7IgjjgBizWxSOfvss9m8eTNVVVXMnz8/7a9l+vTpRKNRwuFw2q8BWL9+PXPmzOnXa0REZGhQABQRkYwzxvDggw/y9NNPJ3aeDnb55Zfz29/+locffph33nmHn/3sZyxbtozLL78ciJ0ltG2b6667jvXr1/PCCy/wq1/9qts9PvrRj9Lc3Mw111zDihUr2LZtGy+++CLf+MY3ugW4/jjvvPPIzs7m2muvZe3atSxdupRvfvObvO9976O6upqOjg6+853v8Morr7B9+3ZWrFjRLbjecccdPPzww2zcuJEtW7bw0EMPkZ+fT1VVVdL3Ky0tZc6cOT3C8IHy8/N57rnn+POf/5z0+YaGBj7xiU/wwAMPsGbNGrZt28ajjz7Kb37zG0444YRuYbi9vZ3a2tpu/ztwVER7eztvvfUWp5xyygB+9URExG8qARUREV/0tQP3iU98gtbWVn70ox9RV1fHlClT+PnPf87s2bMByMvL49Zbb+Xb3/42H/jAB5g6dSpf+tKX+Pd///fEPSorK7n77ru5+eabueKKK+js7GTs2LGcfPLJKYNnX3Jycrj99tv5/ve/zwc/+EGysrI444wz+NrXvgaAZVk0NTXx3//939TU1FBcXMy73/3uRBlqXl4et99+O5s3b8YYw5FHHsmvf/3rlOWdAB/60If461//2m0Q/MEOHNVwsLy8PBYsWMBdd93F1q1bCYfDVFZWcu6553b79QK47777uO+++7o9tmjRIu6++26AxIzBY445ptdfJxERGZqM53me34sQERGR1Do7Ozn77LP54Q9/6Hvwuvjii/nkJz/Jeeed5+s6RERkYDK2A9jQ0MBXvvIVtm7dSigUorq6muuvv77HIfJ33nmHb37zmzQ1NREOhznnnHO4+uqrM7VMERGRIScrK4sbb7yxWymmH+rq6jjzzDM599xzfV2HiIgMXMZ2ABsbG1m7di2LFy8G4MYbb2Tfvn18//vf73bd5z//eU488UQuvfRSWltbOffcc/nZz342oFbdIiIiIiIisl/GmsAUFxcnwh/AggUL2LlzZ4/rjDE0NzcDsdlHxhi1mhYRERERETkMfOkC6roud999N6effnqP56677jr+/ve/c8opp3D66adz+eWXM2HCBB9WKSIiIiIiMrL4EgBvuOEGcnNzufTSS3s89+c//5klS5bw/PPP8+STT3LXXXexYsUKH1YpIiIiIiIysmR8DMSNN97Ili1b+NWvfoVl9cyfv/vd73jqqacAqKio4Pjjj2fp0qX9Gmzb0NCK6w6t5qZlZfnU1cVmTrXd923sSfN4PftE/vb8Jr7xyWMoyB1YO3IZHg78/GX00ec/uunzH930+Y9e+uxHNz8/f8sylJTkpXw+owHw5ptvZtWqVdx2220p5y9NmDCB559/ngsuuICWlhZee+21pKWivXFdb8gFQCCxpmhLA7Q00mai1DS0E4m6Q3K9cnjpMx7d9PmPbvr8Rzd9/qOXPvvRbah+/hkrAV2/fj233norNTU1XHLJJSxZsoQrr7wSgCVLlrBnzx4AfvCDH/CnP/2J888/nw996EOcddZZnHbaaZlaZmYYC891MF0/1SRGERERERHJhIztAM6YMYO1a9cmfe6BBx5I/Pioo47iT3/6U6aW5Q/LBtchkQBFREREREQyIONnAAVMVwC0TCwBZmgUo4iIiIjIiOA4URoaaolGw34vJamaGgvXdQf1PQKBECUl5dh2/yKdAqAf4juAXZT/RERERETS19BQS3Z2Lnl5VRgz9MrqAgGLaHTwAqDnebS2NtHQUMuYMWP79VpfxkCMepYNnrv/DCBKgCIiIiIi6YpGw+TlFQ7J8JcJxhjy8goHtAOqAOgHy8Y78Ayg8p+IiIiISL+M1vAXN9CvXwHQD10loKYrASr/iYiIiIhIJugMoA/iTWDioV0BUERERERkePrMZz5JJBIhGo2wbdtWpkyZhjEwY8YsrrvuW32+/v7776Gzs5MPf/hjGVitAqA/jAVOdH8AVBcYEREREZFh6de//j8Adu3ayRVXfJw77/xjtyYw0WiUQCB17Lrggoszss44BUA/WDZetJOsYOyXvzPs9PECEREREREZLi644P2cccb7eP31pUydOp3PfvbzfPvbX6O1tZVwOMyJJ57E5z//BQBuv/1W2tvbueqq/+Tvf3+IJ598jIKCQjZt2khBQT7f/e4PKSsbc9jWpgDoh64S0Nzs2C9/W0fU5wWJiIiIiAxfL7y5i3+t3DUo9z553lhOmtu/UQsAra2t/PrXdwHQ2dnJjTf+hNzcXKLRKF/84lW8/PKLHH/8iT1e9/bbq/m//7ubysoqbrzxu9xzz5/53OeuPOSvI04B0AemqwtoblZXAOxUABQRERERGUnOOuv9iR+7rsv//u/PePPNlYBHXV0d69evSxoA582bT2VlFQBz5hzF0qWvHNZ1KQD6wbLBdcnr2gFs7Yj4vCARERERkeHrpLkD26UbTLm5OYkf//nPf6C5uYnbbruTrKwsbrzxe4TDnUlfFwqFEj+2LBvHObzHxTQGwg+mawewKwC2qwRURERERGTEam5upqxsDFlZWdTW1vCvf/3Tt7VoB9APlg2eQ3ZWAINKQEVERERERrIPfvASvvGNa/n4xz9EeXklRx99rG9rUQD0gbEscB0sY8jJCtCqHUARERERkWFt7NhxPPLI0wDcf/8jiTEQAFVVYxMNYQ52+eWfS/z4nHPO45xzzkv588NBJaB+6OoCCpCbHVAXUBERERERyQgFQD90dQEFyM0K0KYmMCIiIiIikgEKgH4wB+0A6gygiIiIiIhkgAKgH7rGQADkZgcVAEVEREREJCMUAH1gDjwDmKUzgCIiIiIikhkKgH7oGgPheZ6awIiIiIiISMYoAPrBsmP/77nkZgfojDhEHbf314iIiIiIiBwizQH0g9WVu12H3KzYR9DWGaUwN+TjokREREREpL8+85lPEolEiEYjbNu2lSlTpmEMzJgxi+uu+1Za93j99WVEo1GOO+74QV6tAqAvTHwH0HXIyw4C0N6hACgiIiIiMtz8+tf/B8CuXTu54oqPc+edfyQQsLoNgu/LG2+8Rnt7uwLgiGX2B8Cc7P07gCIiIiIi0n+RdS8QWfvcoNw7OOtUgjNP6tdrXnzxX9xxx2/o7AwTDAa5+uovctRRc9m6dTPf+9536OjowHUdzj77PBYvPoEHHrgP13VZtuxVzjjjfXz8458alK8FFAD90bUD6LkOeV0BsFXD4EVEREREhr0dO7bz29/+mh//+Ofk5eWzadNGvvSl/+C++x7hvvvu4eSTT+XjH/80AE1NTRQWFrJkyYW0t7dz1VX/OejrUwD0w4FNYLJiJaDqBCoiIiIiMjDBmSf1e5dusLzyykvs2LGdK6/8bOIxx3Gor69jwYKF/O///j86OjpYtOgYFi06JuPrUwD0wf4zgFFys3MBBUARERERkZHA8zyOP/5Evva17/R47l3vOoOjjprHq6++zO9/fyePPPIg3/zmDRldn8ZA+CERAGNjIEBnAEVERERERoLjjjuel19+kU2bNiYee/vttwDYvn0bpaVlnHPOeXz6059h9erY43l5ebS2tmRkfdoB9MMBZwBDAQvbMtoBFBEREREZASZOnMS3v/1d/ud/bqCzs5NoNMLcufM54og5PPPMkzzxxGMEgwGMMXzhC/8FwKmnvpvrrvsyn/rUR9UEZkQy++cAGmPIzQ7QpiYwIiIiIiLD1tix43jkkacBWLz4BI4+enGPaz7xicv4xCcu6/H4uHHjufPOPw76GkEloL4wVlfu9hwAcrODKgEVEREREZFBpwDoB2v/DiBAblZAJaAiIiIiIjLoFAD9kDgD6AKQmx2gVQFQRERERCRtnuf5vQRfDfTrVwD0wwFjIADysgMqARURERERSZNl2TjO6P73s+NEseK5oh8UAP2QCID7S0Db1QRGRERERCQtOTn5NDc34nmu30vxhee5NDc3kJOT3+/XqguoD8wBcwABcrpKQD3Pwxjj48pERERERIa+/PwiGhpq2bNnOzD0SkEty8J1BzOcGkKhbPLzi/r9SgVAP5juO4B52UEc1yMcdckK9n8bV0RERERkNDHGUFpa4fcyUiovL6C2ttnvZSSlElA/xJvAePtLQAF1AhURERERkUGlAOiHg88AZscDoM4BioiIiIjI4FEA9IE5eA5gPACqE6iIiIiIiAwiBUA/9OgCGgTQLEARERERERlUCoB+MPFB8PEmMLEdwHYFQBERERERGUQKgH6I7wB6+8dAgEpARURERERkcCkA+sAkGQQP0KomMCIiIiIiMogUAP2QCICxHb+AbZEVtDUGQkREREREBpUCoB/icwBdN/FQbnZAJaAiIiIiIjKoFAD9cNAYCIiVgWoHUEREREREBpMCoB9M9zOA0LUDqDOAIiIiIiIyiBQAfWCMiYXAg3cAVQIqIiIiIiKDSAHQL5aVmAMI8R1ABUARERERERk8CoB+sezEHECA3OygAqCIiIiIiAwqBUC/WHZiDATESkDbO6O4nufjokREREREZCRTAPSJsWw4YAxEXnYAD+jQOUARERERERkkCoB+sbo3gcnJDgCoDFRERERERAaNAqBfzEFNYLKCALQqAIqIiIiIyCBRAPSLFQBvfwDMi+8AqgRUREREREQGiQKgT8xBJaC5KgEVEREREZFBpgDoF8vq1gQmNyseACN+rUhEREREREY4BUC/WDbegWMgsmNnAFUCKiIiIiIig0UB0C+mewlodpaNQSWgIiIiIiIyeBQAfWIsG7z9JaCWMeRkBRQARURERERk0CgA+uWgJjAQawTT1qkzgCIiIiIiMjgUAP1i2d3mAEJXANQOoIiIiIiIDBIFQL8k2wHMCtCqJjAiIiIiIjJIFAD9YqweATAvO0i7dgBFRERERGSQKAD6JDYI3u32WE52gFbNARQRERERkUGiAOgXywa3+25fXnZAcwBFRERERGTQKAD6xbLxvO47gLlZAcIRl6jjpniRiIiIiIjIwCkA+iXpGIggoGHwIiIiIiIyOBQAfWKsnk1gcrMDACoDFRERERGRQaEA6BcrkHQMBGgHUEREREREBocCoF9SDIIHaFMnUBERERERGQQKgH4xFhzcBCZ+BnCElYBGNr9GdOcav5chIiIiIjLqBfxewGhlkoyBGKkloOGlf8MUjCEwbrbfSxERERERGdW0A+iXpF1AYwFwpA2D95xIj7ArIiIiIiKZpwDoF8sGz+s2CzAUsAjYZsSVgOJEwBlhX5OIiIiIyDCkAOgXy479v7s/ABpjyM0KjLgSUNwonnYARURERER8pwDoFxMPgN3LQHOygyMuAHraARQRERERGRIUAH1i4juAXvcAmJcdGIEloFGdARQRERERGQIUAP1ixX7pe8wCzAqMqDmAnueBE8XTDqCIiIiIiO8UAP1iJS8Bzc0eYWcAPQfwtAMoIiIiIjIEKAD6JWUADI6sEtBo126mdgBFRERERHyXsUHwDQ0NfOUrX2Hr1q2EQiGqq6u5/vrrKS0t7Xbdpz71KRoaGgBwHIf169fzwAMPMHv2yBoiblIFwK4uoJ7nYYzxYWWHV6L7pwKgiIiIiIjvMhYAjTFcccUVLF68GIAbb7yRm266ie9///vdrrvzzjsTP37qqaf46U9/OuLCH5B0DATEmsA4rkc44pIVsn1Y2GHWFfw0BkJERERExH8ZKwEtLi5OhD+ABQsWsHPnzl5fc88993DRRRcN9tL80RUAD24Ck5Mdy+QjpgzUUQmoiIiIiMhQkbEdwAO5rsvdd9/N6aefnvKa2tpaXnrppR47hOkoK8s/lOUNmvLygsSPW+vy6QBKirPJOuDxqq4fZ+WEul0/XIXNPloB3ChjxuSPiLLWgRoJn6cMnD7/0U2f/+imz3/00mc/ug3Vz9+XAHjDDTeQm5vLpZdemvKa+++/n1NOOaXHGcF01NW14LreoSzxsCsvL6C2tjnx82hLGICGuiZsa//jTji2U7Z91z5yA8M/LDl7GxM/rq1pxFi+/Jbz3cGfv4wu+vxHN33+o5s+/9FLn/3o5ufnb1mm1w2xjHcBvfHGG9myZQs//elPsazUb3/fffeN3PJPSMwBTDYGAkZQCeiBZ/9UBioiIiIi4quMbsfcfPPNrFq1ittuu41QKJTyutdff53m5mZOPfXUDK4uw7p2wpINggdGzDD4bgPgnSgE/VuLiIiIiMhol7EdwPXr13PrrbdSU1PDJZdcwpIlS7jyyisBWLJkCXv27Elce99993HBBRdg2yOgC2YqvQyCB0bOMHhnf5BVJ1AREREREX9lbAdwxowZrF27NulzDzzwQLeff/e7383EknxlTFf29rqPgcjJGmkBUCWgIiIiIiJDRcbPAEqXxA5g91AUsC2ygvaIOQPoHbADePDXKiIiIiIimaUA6JcUcwAhVgY6cnYADygB1Q6giIiIiIivFAD9ktgBdHs8lZsdoHWENIHpVvapHUAREREREV8pAPrEpGgCA7FOoO0jpQRUYyBERERERIYMBUC/9BIA87KDKgEVEREREZHDTgHQL70EwJysAK0jJAB6KgEVERERERkyFAD90jUGIlkTmLzswIjpAqoxECIiIiIiQ4cCoF/iO4Be8i6gHZ1RXM/L8KIGgQbBi4iIiIgMGQqAPumrCYwHI6IRjJrAiIiIiIgMHQqAful1DEQQYGQ0gtEgeBERERGRIUMB0C99DIKHkRIA938N6gIqIiIiIuIvBUC/mN5LQAHaRsAweM+JQCAU+4kCoIiIiIiIrxQAfWIsCzApm8AAI6MTqBPFBHNiP1YJqIiIiIiIrxQA/WTZyXcAuwLgiJgF6EQgFAuA6gIqIiIiIuIvBUA/WVbyM4BZI6cJjOdGMcHs2E9UAioiIiIi4isFQD+l2AHMzrIxBto6h/8ZQJwoJhCKnXlUABQRERER8ZUCoI+MSR4ALWMozAvR2Bz2YVWHl+dEwA6AbasEVERERETEZwqAfrLspHMAAcYUZlPX1JHhBQ0CJwpWIPY/7QCKiIiIiPhKAdBPlp30DCBAWVE2dftGRgA0dhBjB9QFVERERETEZwqAfrLspGMgAMoKs6lv7sD1vAwv6vDy3K4SUCugQfAiIiIiIj5TAPRTiiYwAKWF2UQdj6bWYX4O0Il2nQEMagdQRERERMRnCoA+MpaVMgCWFcVGJwz7MlAngrGCGFtdQEVERERE/KYA6KdedgDHFHYFwGHeCCbRBVQloCIiIiIivlMA9JMVSNkEpnSEBMBYCWgwFgJVAioiIiIi4isFQD8ZC7zkYyByswPkZAWGdQmo53ldXUADGI2BEBERERHxnQKgj0wvJaDQ1Qm0qTODKzrMPAfwunYAgxoELyIiIiLiMwVAP/UZALPYO4x3AOM7fsYOxL5W7QCKiIiIiPhKAdBPvQyCh1gn0PrhfAYwHvg0CF5EREREZEhQAPRTXzuARdm0dUZp7xyewclzIrEfWLEuoNoBFBERERHxlwKgj4yxus7JJVdWOMxnAR5YAmoHdAZQRERERMRnCoB+SqMJDAzfURCe27UDGC8B1Q6giIiIiIivFAD91MscQIiVgMLwDYBE4wFQJaAiIiIiIkOBAqCfLAvc5HMAAQrzQgRsM3xLQN0Du4CqBFRERERExG8KgD7qaw6gZQylBdnDdgfQS3QBDakLqIiIiIjIEKAA6CfTewCEWBnocA2AOAeUgHadAfQ8z981iYiIiIiMYgqAfupjBxCgtDBr+JaAxruAxsdAQK9dT0VEREREZHApAPqpj0HwEOsEuq8lTNRJfVZwqErMAYx3AQU1ghERERER8ZECoJ+s3ucAQqwE1APqmzszs6bD6aAmMIACoIiIiIiIjxQAfWSsQN9nAIfzMPhEE5iuM4CgTqAiIiIiIj5SAPRTH2MgYP8swPph2AimWwmodgBFRERERHynAOgnywY8vF5CYGnB8N8BNNb+HUCNghARERER8Y8CoJ8sO/b/vYSiYMCiKC/E3mG+A5goAXXUBVRERERExC8KgD4ypisAen2XgQ7HEtBuZwDjJaBuxL/1iIiIiIiMcgqAfkrsAPbdCGZ4loBGwFgYy9YYCBERERGRIUAB0E9W7Jc/nVmAdU2duJ6XiVUdNp4b3X/2z4qXgCoAioiIiIj4RQHQT4myyL5nAUYdl+a2YVY+6URi5/9ATWBERERERIYABUAfmX6UgMIw7ATqRBPjHxJjIBQARURERER8owDop67dMS/S2etlpYVZwPCbBeg5B5SA2ioBFRERERHxmwKgj6ziKgDcxp29Xjemaxj83mG3A5ikBFQBUERERETENwqAPrKKx4ExuPXbe70uNztITpZN3TDbAcSNJrp/qgRURERERMR/CoA+MoEQprCyzwAIUFo4/GYBxkpAu3YA1QVURERERMR3CoA+s0sn4DTs6PO6YTkL0Ins3/lTF1AREREREd8pAPrMKhmP17QHLxru9bqyouxhVwLqOZFE8NMgeBERERER/ykA+swqnQCe12cjmLLCbFo7orR3DqMAlawEVDuAIiIiIiK+UQD0mV06AaDPc4DxWYDD6hygE8UcFAC1AygiIiIi4h8FQJ+ZwkqwAzh9BcCuURDDqQzUcw8oAbUsMJYCoIiIiIiIjxQAfWYsC6t4fNo7gHVNvQ+NH1IOHAQPYAdUAioiIiIi4iMFwCHAKp2A20cn0KL8ELZlhlcnUCeCsYL7f24FtAMoIiIiIuIjBcAhwC4dj9fagNfZmvIayxhKC7OGVwnoQTuAxg5oDISIiIiIiI8UAIcAq6sRTJ/nAAuH2SiIg0tArYAGwYuIiIiI+EgBcAiwStLvBDqsSkDdyP4uoBALg9oBFBERERHxjQLgEGDySiCU2+c5wLKibBpbOok6boZWNnCe64Dn9SwB1Q6giIiIiIhvFACHAGMMdumEPncASwuz8TxobB4GnUCdSOz/D2oCoxJQERERERH/KAAOEVbpBJz67Xiel/KaYTULsCvomYPGQKgEVERERETEPwqAQ4RVMh7CbXitDSmvGdM1C3DvMDgH6MV3AA84A2g0BkJERERExFcKgENEvBNob2WgpYVZANQP4x1ADYIXEREREfGPAuAQYccDYEPqABgM2BTmhYZFCajn9twBxAqA6/izIBERERERUQAcKkxWHiavJM1ZgMOhCUzXTl+PLqARnxYkIiIiIiIKgEOIVTIet76PURCFWcNjFmCyElCdARQRERER8ZUC4BBilU7AbdwRm6GXQnlJDrWN7UN+FqCXbAyEzgCKiIiIiPhKAXAIsUsngBPFa6pJeU11ZQGO67GjtjWDKxuAZCWg2gEUEREREfGVAuAQEu8E2ts5wOqqAgC27GnOyJoGrKsJjLG77wCqCYyIiIiIiH8UAIcQq3gcGNPrKIiK4hxysgJs2T20A6AXjXcB7X4G0FMTGBERERER3ygADiEmEMIUVvYaAI0xVFfms3mIB0DcFF1AdQZQRERERMQ3CoBDjF0yHqeh906g1VUFbKtpGdqNYBJdQA8qAXWieJ7n06JEREREREY3BcAhxiqdgNe0By8aTnlNdVUBUcdlV11bBlfWP4lSz4MHwceezPyCREREREREAXCosUongOfhNu5MeU11ZawRzObdTZlaVv/FdwCtg0pAARwFQBERERERPygADjF2VyfQ3s4BVpbmkh2yh3QjGC8xBiLJDqAawYiIiIiI+EIBcIgxhRVgB3odBWEZw6TKgqE9CsJN0gW068caBi8iIiIi4g8FwCHGWDZW8fhedwAhVga6bU8LjjtEG8E4UTAGY9mJhxLloJoFKCIiIiLiCwXAIcgqHY/bRyfQyVUFhKNDtxGM50TACnZ/0FYJqIiIiIiInwJ9X3J4NDQ08JWvfIWtW7cSCoWorq7m+uuvp7S0tMe1v/vd7/jDH/5AMBjEsiweeOCBTC1zSLBLJxBd/yJeZysmKy/pNZOqYo1gtuxuZkJ5fiaXlx4n2r38E/aXgKoJjIiIiIiILzK2A2iM4YorruDxxx/noYceYuLEidx00009rnviiSd47LHHuOeee3jooYe4/fbbM7XEIcMqiTWC6e0c4NjSXLKCQ7gRjBPZ3/UzLlECqh1AERERERE/ZCwAFhcXs3jx4sTPFyxYwM6dPUcd/Pa3v+Wqq64iPz+2qzVmzJhMLXHIsNLoBGpZhomV+UO2EYznRLt3AOWAM4COmsCIiIiIiPjBlzOAruty9913c/rpp/d4buPGjaxYsYJLLrmECy+8kL/85S8+rNBfJq8EsvJw67b0el11ZQFb97Tgul6GVtYPTqRHANzfBVQloCIiIiIifsjYGcAD3XDDDeTm5nLppZf2eM5xHHbt2sUf//hHGhoa+MhHPsKUKVM49thj075/WdkQPBMHlJcXpH2tM346Tv3WXl8zd0Y5T7+2nTCGif24dybsDkA0K9Rt/R0dhbQDRflBcofYejOhP5+/jDz6/Ec3ff6jmz7/0Uuf/eg2VD//jAfAG2+8kS1btvCrX/0Ky+q5ATlu3DjOPfdcLMuirKyME088kZUrV/YrANbVDb1dsfLyAmpr0y/XdIomEX7nEWp27cUEspJeU5ob22F74+3dZA+xfq6d7R14nt3ta3aawgDsa2iitR+/FiNBfz9/GVn0+Y9u+vxHN33+o5c++9HNz8/fskyvG2IZjQ0333wzq1at4pZbbiEUCiW95txzz+X5558HoK2tjddee43Zs2dncplDgl0+FTwXd+/WlNeMHZNLKGANzUYwTmT/mb+4RBdQnQEUEREREfFDxgLg+vXrufXWW6mpqeGSSy5hyZIlXHnllQAsWbKEPXv2APCpT32KXbt28f73v58PfvCDnHfeeZx00kmZWuaQYVVMAcCp3ZTyGtuymFiRz+YhGQCTjIFQExgREREREV9lrAR0xowZrF27NulzB875y87O5kc/+lGmljVkWbnFmLxSnNp3er1uUlUBL63ajet5WMZkaHV989woJpTT7bHEWAg1gRERERER8cUQOzkmB7LLp+DU9B4AJ1cW0BF2qGloz9Cq0tTLHEDP0RxAERERERE/KAAOYVbFFLymPXgdLSmvqa6KdRcaaucAPSe6v+QzLrEDqBJQERERERE/KAAOYXb5VACcvZtTXjNuTB4Bewg2gkkyBzCxI6gzgCIiIiIivlAAHMLs8skAODWpG8EEbIuJFXls3t2UoVWlqbcSUO0AioiIiIj4QgFwCDOhXKyiKtw+GsFUVxawZU8Lnjd0Zh96vXYBVRMYERERERE/KAAOcVbFVJyaTb2Gu+qqAto7o9Q2DqFGME60ZwmoZYGxYuWhIiIiIiKScQqAQ5xdPgWvfR9ea0PKa+KNYIbUPEA3gjkoAAJgB1QCKiIiIiLiEwXAIc6u6GoE00sZ6Pgx+diWYcueoREAPdcBz+tZAgqxMlA1gRERERER8YUC4BBnlU4EY/d6DjAYsJhQnj90OoHGA57VcwfQ2AGNgRARERER8YkC4BBnAiGssok4tak7gQJUV8UC4JBoBNN1xq9HF1AAK4CnJjAiIiIiIr5QABwG7PIpOLXv4Hluymuqqwpp7YhSt68jgytLLnHGL1kAtAPgqgmMiIiIiIgfFACHAbtiKoTb8fbtSXnN5K5GMJt2DYF5gIkdwBQloDoDKCIiIiLiCwXAYcAqnwL03ghmYkU+WUGbddsaM7Sq1Lz4mIeUJaAKgCIiIiIiflAAHAas4nEQyMKpSX0OMGBbzJhQxJqtjZlbWCqJJjApuoCqCYyIiIiIiC8UAIcBY1nY5ZN73QEEmF1dws69rTS1hjO0shS6AmDKElBXTWBERERERPygADhMWOVTcOu29Fo+OWtSMQBrfS4D3V8CmmIQvKMmMCIiIiIiflAAHCbs8qngRHEbtqe8prqygKyQzZotDRlcWRJOL11ALe0AioiIiIj4RQFwmLDjjWD6OAc4c0Ixa7b6HADdvrqAagdQRERERMQPCoDDhCkYg8kuwO3rHOCkYnbVtbHPx3OAXl87gOoCKiIiIiLiCwXAYcIYg1U+Baem9wA4a1IJAGv93AXsLQDaATyVgIqIiIiI+EIBcBixy6fgNu7Ai3SmvKa6Kp/skO3vOIj4IHgrSQmopRJQERERERG/KAAOI3bFFPA8nL2bU19jWcycWOzrDmCvJaAaAyEiIiIi4hsFwGHEKp8KgFubuhEMxMZB7Kpro7El9U7hoHJSN4HBCvQ6ykJERERERAaPAuAwYuUUYvLL+jwHODtxDrAxA6vqqbcdwNggeJWAioiIiIj4QQFwmLErphLdvorwqqfwOluTXjOpMp+cLNu/MtB4wEtVAuo4eJ6X2TWJiIiIiAhJ/oUuQ1lowbm4TbV0vvh7Ol/5C4FpxxKa/S6syukYY4DYOcAZE4p5269GME4UjAFj93zOCgAeeA4Y/fYTEREREckk/Qt8mLHHVJN34bdx9m4m8vY/iWx4iei6F7BKxhM84l0Ej3w3xgowe1IJKzfW0dDcSUlBVkbX6DkRsIKJQNqN1fVbznH2/1hERERERDJCJaDDlD1mMtmnfJL8S39K1qmfhkCIzhf/QHTLcgBmVxcDsHabD2WgTjR5+SddZwABXDWCERERERHJNAXAYc4EswnNPo2cs78IgNdSD8CkigJysgKs2dKY+UU50f1B72Bdj3uaBSgiIiIiknEKgCOEycoHy8ZrawTAsgyzfJoH6LkRSDYCgq5B8KBZgCIiIiIiPlAAHCGMMZjcYtyuAAixeYB7GtppaM7wPMBeSkATj2sHUEREREQk4xQARxCTW4TXti/x8/g8wDWZ3gV0ohgr+Q5gvPGL52gHUEREREQk0xQARxArtzhRAgowsSKf3KxAxstAPSfS9w6gmsCIiIiIiGScAuAIcnAJqGUZZk4sZk2m5wH2EgATZwBVAioiIiIiknEKgCOIyS2CztZuHTZnTyqmpqGd+qaOzC3EiWJSNIFJdAFVExgRERERkYxTABxBTG4xQPdzgNWxc4BrM7gL6LlqAiMiIiIiMhQpAI4gViIANiYem1CRT152gLczeQ7QiaTcAdw/BkJnAEVEREREMk0BcASJ7wB2OwdoDEdOLmXlhr04rpuRdXhONNHtswdbXUBFRERERPyiADiCmNwioPsOIMCxsytoaotkrgzUST0IHjWBERERERHxjQLgCGKyC8GYbmcAAeZOKyMraPPq2zWZWYgTxaTqApoYA6EdQBERERGRTFMAHEGMZWFyinrsAGYFbRbMGMPr62qJOoNfBtprE5jEIHjtAIqIiIiIZJoC4AgTmwW4r8fjx86uoKU9wpotGWgG01sJqAbBi4iIiIj4RgFwhDG5RXhtPUPe3Kml5GTZvLomA2WgTnR/t8+DJEpA1QRGRERERCTjFABHGCu3uMcZQIBgwGbB9HJeXzu4ZaCe64Dn9tkExnNVAioiIiIikmkKgCOMyS3Ga2+OBbGDHHtEBW2dUVZvrh+8BThdpZ19nAHUDqCIiIiISOYpAI4wsVEQHl57U4/njppSSk5WYHC7gXY1d0nZBdSywFgaAyEiIiIi4gMFwBEmPgz+4E6gAAHbYtHMMbyxvpZIdHB24Lx4c5dUJaAAVmD/dSIiIiIikjEKgCOM1UsABDjuiEraOx1WvTNIZaCJHcBeAqAd0BxAEREREREfKACOMPEdQLe1MenzR1SXkJcdYOlglYH2dQaQrvJQlYCKiIiIiGScAuAIY3ILAZNyBzBgWxw9q5w3NuwlHDn8u3BePACmGAMRf85TExgRERERkYxTABxhjBXAZOcnHQURd+wRlXSGHd7cVHf4F5B2Cah2AEVEREREMk0BcAQyucW4KXYAAWZPKqYgNzgo3UD3N4HppQTUCuwvFRURERERkYxRAByBTG4RXnvqHUDbsjh6VgUrNu6lM3yYSzGdNLqAqgmMiIiIiIgvFABHIJNbkvIMYNyxsysIR1xWbNx7eN/cCcfW0MsOYOwMoEpARUREREQyTQFwBLJyi/Da9uG5bsprZk0spjAvxNI1h7cMNJ0mMEY7gCIiIiIivlAAHIFMbjF4Ll5Hc8prLMtwzKxyVm6so63jMJ7HS7MEVDuAIiIiIiKZpwA4ApncIiD1MPi4U+aNIxJ1+eeKHYfvzdPpAmppB1BERERExA8KgCOQ1TUMvrdREADVVQUcUV3Ck0u3EYmmLhftDy/tQfDqAioiIiIikmkKgCOQSQTAxj6vPfv4STS2hHn5rd2H5827xkD0uQOoElARERERkYxTAByB4iWgvc0CjJszuZRJFfk89upWXM879DePB7veuoDaATyVgIqIiIiIZJwC4AhkAiHIyktrB9AYw1nHT2JXXRsr1h/6SIi0SkCtQGKnUEREREREMkcBcISKj4JIx7GzKxhTlM2jr2w99Dd2IoABY6e+RmcARURERER8oQA4Qpnc4j5LQD3XxW3cjW1ZnHncJDbs2Me6bb2/pi+eEwU7gDEm9UVWYP9OoYiIiIiIZIwC4Ahlcor6LAGNrHue1r9eh9vawMlzx5KfE+SxQ90FdCK9n/8jPgheTWBERERERDJNAXCEMrnFeG378Hpp7OLsXAOei9u4i6yQzRlHT2D5hr3sqG0Z+Bs70d47gAJYNjhOr2sTEREREZHDTwFwhLLyimONVjpbU17j1GwCwG2qAeD0ReMJBSwee3Xgu4CeG4mNeeiNHQQ88A7P7EEREREREUmPAuAIFZ8FmOocoNvehNe0J/bjfbEZgAW5IU6ZP46X39pDfVPHwN7YiXYFvF7EA6LOAYqIiIiIZJQC4AjV1zB4t2v3D2Phde0AApx57EQ8D55ctm1gb5xGCaiJnxHUKAgRERERkYxSAByhrK5h8KlGQTh7NoCxsccdgbtvfwAcU5zDcUdU8OzynbR19L9Ri5dGE5j4856jRjAiIiIiIpmkADhC9VUC6tRsxCqbiFU2EbepBu+A83hnLZ5EZ9jh6dd39P+N3WjfAdDqmhHoOv2/v4iIiIiIDJgC4AhlgtkQzE5aAuq5Lk7NJuyKaViFFeCEu+0UTqosYN60Mp54dSvtnf0s00yrBDSYuFZERERERDJHAXAEi4+COJjbsB2indiV07AKK2OP7dvT7ZolJ0+htSPKU69t79d7plUCasVLQBUARUREREQySQFwBLNykw+Dd/ZsBMCunI5VVAGA29Q9AE4ZW8j8gewCOlFMn2Mg1ARGRERERMQPhxwAIxE18hiqTG5x0jOATs0GTHYBpqAck1cGlo130A4gwJJTunYB+9ERNLYD2EcJaGIMhH7viIiIiIhkUr8C4F133cXjjz+e+Pl1113H/PnzOfPMM9m0adNhX5wcmlgJaCOe53V73N2zEatiGsYYjGVhFZQnhsEfaHJVIQumj+HxV7fR1pHmbl1/uoCqCYyIiIiISEb1KwD+7ne/o7S0FIClS5fy6KOPctNNN3HEEUdw4403DsoCZeCs3CKIhiGyf6i719GCu283duX0xGOmqLJHCWjckpOn0NYZ5anX0twFdKL75/ylYmsQvIiIiIiIH/oVAPfs2cOECRMAeOaZZzjrrLM455xzuPrqq1m+fPlgrE8OQbJh8E5N/PzftMRjVmEl7r6aHjuFANVVBSyYPoYnXt2W1lxAz42ClWYJqKsSUBERERGRTOpXAMzPz6eurg6AF198kRNOOAGAQCBAOBw+/KuTQ5JsFqBTsxGMwS6fknjMKqqAaCdee/Kh8YldwGVpdAR1IhDoPQDuHwSvElARERERkUzqo1avu5NOOolvfOMbHHnkkWzdupVTTz0VgPXr1yd2BmXoSLoDuGcjVunE2JzALolREE01WF2vOVB1VQELZ4zh8aXbeM8xE8jN7iXgpdMFVE1gRERERER80a8dwG9961ssWrSI+vp6fvazn1FcXAzA6tWref/73z8Y65NDYOUWAfsDYGwA/EbsimndryuKBcBknUDjlpw8hfbOKE/2sgvouS54bt9dQBNjILQDKCIiIiKSSf3aAczPz+cb3/hGj8f/4z/+47AtSA6jUC7YQdyuYfBu406IdHRrAANg8svA2D2GwR9oUmUBi2aW88TSbbw31S5g/ExfuoPgNQdQRERERCSj+rUDuGHDhm7jHl544QW+9KUvceutt+LoPNeQY4xJjIIAcPZsAOixA2gsG1MwJukoiAOdf9Jk2jujPLE0RUfQrq6e6XcBVQmoiIiIiEgm9SsAXnfddbz99tsA7Nq1i89//vPs27ePP/zhD/z0pz/t9bUNDQ185jOf4cwzz+S8887jqquuor6+vsd1X/3qVzn11FNZsmQJS5Ys4Ze//GV/ligHMblFePEdwJqNkJWH6Sr5PJBVVJFyFETcpMoCjp5ZzpPLkncE9eKBLt0SUH3TQEREREQko/oVADdt2sSRRx4JwOOPP868efP49a9/zQ9/+EMeeeSRXl9rjOGKK67g8ccf56GHHmLixIncdNNNSa/97Gc/ywMPPMADDzzAv//7v/dniXIQq9sOYOz8nzGm53W9jII40LknTqa90+Hp13f0fDK+A5hmExhPYyBERERERDKqXwHQcRyCwdjuzksvvcRpp50GwKRJk9i7d2+vry0uLmbx4sWJny9YsICdO3f2d73STya3GLetEa+zFbdxZ4/zf3FWUSVE2vE6mnu9X3VVAfOmlfHk0m10hg/awXP6dwZQO4AiIiIiIpnVrwA4c+ZM7r77bpYtW8ZLL73EKaecAsQGxJeUlKR9H9d1ufvuuzn99NOTPn/HHXdw3nnn8fnPf56NGzf2Z4lyEJNbDOF2ojvXAD3P/8VZhRUAeH2cA4TYLmBLe4Rnl3ffBfS6dgD7LAG1LDAWqAmMiIiIiEhG9asL6Je+9CWuvPJKfvvb33LBBRcwa9YsAJ555hnmzZuX9n1uuOEGcnNzufTSS3s8d80111BeXo5lWdx///1cccUVPPXUU9i2nfb9y8ry0742k8rLCzL+ns2VldQCgd0rAUPlkfOwsnJ7XBe2prIdyPP2UdDHOsvLC5j30haeWLqND71vNqFg7LPpiIRoA4pKCsjr4x4tdoCcLEOZD78mfvHj85ehQ5//6KbPf3TT5z966bMf3Ybq59+vAHjsscfy0ksv0dLSQlFRUeLxD3/4w+Tk5KR1jxtvvJEtW7bwq1/9CsvquQFZWbm/QckFF1zAD37wA3bv3s348ePTXmddXQuu2/tZtkwrLy+gtrb38srBEHViA99b1i7FKh1PXZMD9FyH5+SAMezbvoWOqr7XeeaxE/nR3W/wt2fWcfqiCbH3qos1m2lqjdLWx9fqWQHaWtpxffg18YNfn78MDfr8Rzd9/qObPv/RS5/96Obn529ZptcNsX6VgALYtk12djbr1q1j/fr1dHZ2MmHCBMrKyvp87c0338yqVau45ZZbCIVCSa/Zs2d/J8rnn38ey7K6hULpH5NXHPtBuC1l+SfEOnOa/DG4+/ouAQWYPamY6eOLePTlLUQdN/ZgmiWg8ffTGAgRERERkczq1w5gNBrlxz/+MX/4wx+IRCJ4nkcoFOLSSy/lmmuuSTSISWb9+vXceuutTJ48mUsuuQSACRMmcMstt7BkyRJuu+02Kisrufbaa6mrq8MYQ35+Pr/85S8JBPq1TDmAyS1O/DhVA5g4q7DvURCJ+xrDuSdW89O/ruSlt3ZzyrxxiUDX5xxAACuApyYwIiIiIiIZ1a9k9aMf/YhHHnmE73znOxx99NEALFu2jJtvvhnP87j22mtTvnbGjBmsXbs26XMPPPBA4sd33nlnf5YkfTBZ+WDZ4DpYvewAQqwTaGTjK2nfe+7UMiZV5vP3l7Zw0lFj9zeB6WsMBMQ6haoJjIiIiIhIRvWrBPThhx/me9/7Hh/4wAeYNGkSkyZN4sILL+S73/0uDz300GCtUQ6BMQaTUwShXKziql6vtQorobMVr6Ml7Xufd+Jk9jS0s3RNzQFjINIoAbVUAioiIiIikmn9CoDNzc1MnDixx+MTJ06kqanpsC1KDi+rdDyB8UdiTO8ft1UUGwXhpjEKIm7hzHLGjcnj4Zc24/anBNQOgKsSUBERERGRTOpXAJw9eza/+93vejx+1113MXv27MO2KDm8ct57Fdnv/myf15nCWLOddM8BAljG8P4TqtlR28q2XY2xB9PYAYydAdQOoIiIiIhIJvXrDOCXv/xlPvvZz/Liiy+yYMECAJYvX05NTQ2//vWvB2N9chiYQFZa11kFYwCDuy/9AAhw3BEVPPD8O6zeuIlKiO3u9bUm7QCKiIiIiGRcv3YAjz32WB577DHOOuss2traaGtr46yzzuL2229PujMow4sJhDD5pf0OgLZlcc4J1TQ1t8Xuk24TGEdNYEREREREMqnf8xUqKyu55ppruj22Zs0annjiicO2KPFPbBRE+mcA4048qoqmV2wAotj0WQRqBfDc9v4vUEREREREBqzfg+BlZLMKK/EGEAADtsW8yUUA/GP57j6vN9oBFBERERHJOAVA6cYqqsTraMbrbO33aysKg0SxefCFzTS3hft4I80BFBERERHJNAVA6cYkRkHU9v/FbhQ7GKIj7HD/8+/0fq1l7x8cLyIiIiIiGZHWGcB/+7d/6/X51tb+7xbJ0GQdMArCLp/cvxc7EaxAkHcvGs8zr2/n3QvHM6EiP+mlxg5qB1BEREREJMPSCoAlJSV9Pj9hwoTDsiDxl1VYDtDvTqBAbEfPCrDk5Cm8/NZu7n56PV+6ZAHGmJ4X6wygiIiIiEjGpRUAf/CDHwz2OmSIMIEsTF5Jv4bBJzhRsIPk5wS54JSp/OHJdSxfv5eFM8t7XqsSUBERERGRjNMZQOnBKqzA29f/TqA4kVh3T+BdC8cxbkwef35mA5Go2+NSlYCKiIiIiGSeAqD0YBVWDmgH0HMisdJOYsPhLzljOjWN7Tz12rYkb2KDE8XzvENdroiIiIiIpEkBUHowRRV47U144X4OandjJaBxR00pY/60Mh56YTP7Wg8aC2EHAQ+8nruDIiIiIiIyOBQApYf9nUD7WQbqRDFW92OlHz5jBpGoy73PbjzoTQKJ14iIiIiISGYoAEoPVlFXANy3By8axutsxW1rxG2uxW3chdfRkvR1B5aAxlWV5nLmcZP415u7WLWpLvG4se3YD3QOUEREREQkY9LqAiqji1UYGwbf8fT/Jn3e5JWQ9+EbMYFQ9yecaKy5y0GWnDyZN9bXcseja7jh8sXkZgcSpaKeEyXJkAgRERERERkECoDSgwlmk/2uz+A214IdiIU6O4ixArjt+wgvvZfohpcJzj61+wudSLczgHHBgM3l7z+S7/1uGX/5x3o+dfYRsSYwoB1AEREREZEMUgCUpIIzT0r6uOd5RDe9SvjNxwjMOqXbkHfPjfYoAY2bOq6QsxZP4tGXt3LM7ApmxYOizgCKiIiIiGSMzgBKvxhjCM09C7dhJ862N7s/6UQTcwCTueDkKYwty+XOR9cQdmPBUcPgRUREREQyRwFQ+i0wbTEmt5jwm491e9xzImD1LAGNCwZsLjvnCBqaO3lhVW3sQZWAioiIiIhkjAKg9JuxAwSPeh/OjtU4e7fsf8JJXQIaN218EWceN4kVm/fFHlAAFBERERHJGAVAGZDQEadBMJvwygN2AZ1I0i6gB/vAKVMoKsgBoLO9c7CWKCIiIiIiB1EAlAExWXkEZ51CdOOruC31eK4LntvnDiDESkHPOmEqAM++sXWwlyoiIiIiIl0UAGXAQnPfB7hE3noK3EjswTQCIMD4ymIAVm+sYfmGvYOzQBERERER6UYBUAbMKignMOVYwm//A6+jBQDTSxOY7i+OzQGsLArx20feprFFpaAiIiIiIoNNAVAOSWjeWRBuJ7L6mdgDgTQDYNdZwTOPGUc44vCbh1fjet4grVJEREREREABUA6RXTEVu2om4beeBsBY6ZWAxucFluTafOQ9M1i9uYHHX9F5QBERERGRwaQAKIcsOO8siHTEfpLmGUC6gqLnRjl1/jiOnlXOfc9t4p1dTYO0ShERERERUQCUQxaoXoApqoz9JI0xELHruoKiE8EYw6fOnk1RfohbH3iL9k7NBhQRERERGQwKgHLIjLEIzT0z9uM0zwCariYwOA4AedlBPnveHGr3tfOHJ9cNyjpFREREREa7NOv1RHoXnHUqeB72uCPTe0HXTqHn7t/tmzmxmPNOnMyDL2zmqCmlHD+najCWKiIiIiIyamkHUA4LYwcIzTkDEwil94J4sxine7nneSdNZvqEIu56fC01DW2HeZUiIiIiIqObAqD4wlgWGAvc7gHQtiw+e96RWMbw/+59k7YOnQc8kFOziej2VX4vQ0RERESGKQVA8Y8VwHMiPR4eU5TDlR84ij31bfzy/jeJOq4PixuaOpfeQ/tTt+BFw34vRURERESGIQVA8Y9tg+skfeqIyaV84sxZvLW5gT8+uQ5PQ+IBcPftgXA70S1v+L0UERERERmGFADFN8YO9jgDeKBT5o/jnOOreXb5Th5/dVsGVzY0eU4Er7UegMi6F3xejYiIiIgMRwqA4h8rgNdLAAS48LSpHDO7gr/+YwOvr6vN0MKGJq95L3gepqAcZ/ubuK0Nfi9JRERERIYZBUDxjx3o0QQmzouG8TwPyxiueP8RTBlXyG0PvsXm3U0ZXuTQ4TbVAJC16HzwPKIbXvJ5RSIiIiIy3CgAim+MFYAkTWC8zlZa/nAN7X//EW5bI6GgzdUXzaMwL8TP7llJfVOHD6v1XzwA2hPnYVVOJ7LuBZ2NFBEREZF+UQAU/6RoAhNZ/xJ0tuLsXkfbPd8gum0lRXkhvnDxPMIRhx/9aTnba1t8WLC/3KYaCGZjcgoJzjgJt2EH7t4tfi9LRERERIYRBUDxjxXEO6gE1PM8Imv/iTWmmtwLr8fkFtH+6M10vPwnxpVm84WL59PeGeWG/1vGP5fvGFU7YO6+PViF5RhjCE47DuwAkXXP+70sERERERlGFADFN8YO9OgC6u7dglu3jeDs07BLxpF7wTcJHnk6kZWP0fbg95heFOY7lx3HzAlF/N9ja7n1wbdo7xwdw+K9phqswkoATFYegepFRDe80mcjHRERERGROAVA8Y9l9wiAkbXPgR0kOG0xACYQIvvkT5D93qtw9+2h9d5vkluzkms+vICLTpvKsjW1fPuOV3ln18huDuO5Lm7zXqzCisRjwZkn43W2EN26wseViYiIiMhwogAo/rG7l4B60TCRDS8RmHIMJiuv26XBKceQd9H1WMVj6XjmNuho5v0nTObajy3EcT2+/7vXeOLVrSO2JNRrrQc3ijkgANoT5mByioiu+5ePKxMRERGR4UQBUHxjDtoBjL6zDMLtBGefmvR6q2AM2e/+DDgRIqueBGDGhGK+/enjmDu1jD89s4HfPLyaSNTNyPozKd4B9MAdQGPZBGacQHTrStz2kb0DKiIiIiKHhwKg+McOdpsDGFnzHKawAnvs7NQvKR5HYPIiwm89hRduByA/J8jVF83lA6dO5aW39nDTn96guS086MvPpGQBEGJloHgO0Q0v+7EsERERERlmFADFP5adaGDi7tuDs2sNwVmnYIzp9WWhhedCuJ3w6n8kHjPGcN6Jk/m3JXN4Z1cz371rGbvqWgd1+ZnkNdWAFcDklXZ73C6dgDWmmsi6F3xamYiIiIgMJwqA4htjBxI7gJG1z4MxsR2tPtjlU7DHzyHy5mN40e47fccdUcm1H11IZ9jhe3e9xurN9YOy9kxz9+3BKhiDsXr+kQ3OPBm3bgtO/TYfViYiIiIiw4kCoPjHDoITxXMdIuv+hT1xHlZeSVovDS08F6+9iUiSBijTxhfx9U8cQ0lBFj/5ywqeW7HzcK8849zmGkxRZdLnAtOPB8vWLqCIiIiI9EkBUPzTVQLqbHsTr60xZfOXZOyxs7EqphFe8Xc81+nx/JjiHP770qOZXV3CnY+u4f7nNx3OlWeU53m4TbU9zv/FWdkFBCbNJ7r+xaS/FiIiIiIicQqA4hvT1QQmsvY5TE4hgUnz03+tMWQtOBeveS/Rja8kvSY3O8B/fnAeJ88by4MvbOahFzcfppVnltfeBJGOlAEQIDD9BLz2JtzadzK4MhEREREZbhQAxT+WDU6E6JblBGachLEC/Xq5XT0fq2QC4eWP4HnJRz/YlsWnzp7NCXMq+dtzm3hi6fA7J+el6AB6ILtsIgBu466MrElEREREhicFQPGP3RX4PJfg7FP6/XJjLEILzsFt2IGzZUXK6yxjuOz9R3D0rHL+9PR6nn1jx0BX7ItUIyAOZArGgLFx9+3J1LJEREREZBhSABT/WEEA7KqZ2MXjBnSLwLTFmIJyOpc/hOd5Ka+zLYvPnT+HedPK+N3ja3lx1fDZKXObasCYWMhLwVgBTGE57r7dGVyZiIiIiAw3CoDiG2PbAARn9X/3L3EPyyY0/2zcmk04u9b0em3AtrjyA0cxu7qE2x95m6Vragb8vpnkNu3B5JXGzkz2wiqq1A6giIiIiPRKAVB8Y1dOx55wFIGpxx3SfYIzT8bkFBF+4+G+rw3YXH3RXKaNL+K2B99i+Ya9h/TemeA21WClGAFxIKuoCnffnpTnIUVEREREFADFN3bFNHLP+RImmHVI9zGBEMG5Z+LseIvIpqV9Xp8dCvCfF89nYkU+t9z3Js8u39Fr+ajfvKZarILU5//irKJKcMJ4rY2DvygRERERGZYUAGVECM05A6tyOh1P/5LIhpf7vD43O8B/XbKAI6pLuOuxtdzx6Boi0aE3Q88Lt+F1NGN6aQATZxVVAegcoIiIiIikpAAoI4IJZpF7zpewq2bS8cytRNY81+dr8rKD/OcH53PuiZP518pdfP/3r7N3X3sGVpu+RAfQojR3AFEAFBEREZHUFABlxDDBbHLOvgZ7whw6nvst4VVPpbzWi3YSfutpwi/fzQdOnszVF82lpqGN6+9cxlub61O+LrLxFcIrHx2M5Sfl7ut7BEScySsBO6RGMCIiIiKSkgKgjCgmkEXOmV8gUL2Qzhd/T3jF37s977bto3PpvbT+4b/ofOF3RFY9gbP9TRbOKOebnzyWovwQN/95OY+8tLnHuUDPdeh86W46l/0Nz41m5OtJZwZgnDFWVyfQ4b8D6NTvUDMbERERkUGgACgjjrGDZL/3SgLTFtP5yl/ofO1+nIYddPzzt7Te/V+E33gYu2oGOedei8kpJPL2swBUluby9Y8fw7GzK7j3n5v48Z+XU9O4vyQ0unUFXlsjRMO4e7dm5GvxmvZgcgoxwey0rh8JoyDc5lra7vk60Y2v+r0UERERkREn4PcCRAaDsQJkv/tzdNhBwq/dT/i1+8EOEpx5CqG5Z2IVxxqmBGedQnjFo7itDVh5JWSFbD53/hxmTyrhL//YwDdvf4ULT5nKe46ZGAuKWXnQ2Yqzez12xdRB/zrcphqswr5HQMRZRVVEN7+B5zoYyx7ElQ2eWID1cOu2wvTj/V6OiIiIyIiiACgjlrEssk+7jHBX+WTwiHdh5RR2uyY4+zTCyx8hsvY5shYtib3OGN61cDzzppVx1+Nr+dMzG3j77Y18uvNNshadR2T9Szi718G8Mwf9a3CbarHHHZH29VZRJXgOXvNeTBqzA4citzk2m9Ft3OXzSkRERERGHpWAyohmjEXWovPJWnR+j/AHsbN19vg5RNY8h+d2P3NWWpjNFy6ex2fPP5LJLSvxPI9/NE3GVM7A2b1u0GcHetEwXmt9Wuf/4swIGAXhdQVARwFQRERE5LBTAJRRL3jEaXgtdTjbV/V4zhjD4tnlnF74Druzp/CXVxv5+8YgXkcz3iCftXOba4H0RkDEjYRREG5LLAB6TTV4Tmaa7fjBcx28aNjvZYiIiMgoowAoo16gelGsGcyaZ5M+72xdCe2NTD3tXL5w8TzWdY4B4PUXXsR1B28X0OvHCIg4k10Aodxh3QjGa67r+oGb6II6EoVfu5+2+6/3exkiIiIyyigAyqhn7ADBmScT3bIct7Whx/PhNc9icosJTJrP/Olj+I/LzqTD5NCw6S3+5w+vU9PQNijr2j8CIv2zfMaYYd8J1G2pwyqZEPtx406fVzN4nNp3cBt24LmO30sRERGRUUQBUIRYMxg8l8ja57s97rbU4WxbSXDWKRgr1jOpIDdE3qTZLCzax469rXzrt0v55/Id/T4T6IXbcWo2pnzebaqBUE6s82g/WEVVw7YE1HOieK0N2BOPAkZ2Ixi3uRY8D69tn99LkWEusulV2h77id/LEBGRYUIBUITY2Tl7/JFE1vyzWzOYyJrnwIPgrFO7XR+omklWx15u+Nhspo4r5P8eW8vP7lnJ3n3tB986pfDyR2i7/waiu9Ymfd5t2oNVWIExpp9fSxVeS/2wPF/mtdYDHnbJeExe6YgNgJ7rJkpdvbaeu84i/eFsW4WzdQVetNPvpYiIyDCgACjSJTj7XbFmMDtizWA81yGy9nnsCXOwCsu7XWtXzQCgoHUr/3XJAj7ynhms2dLA1379Cvc9t4mOcN/NS6I73wag8/k78ZxIj+fdptp+lX/GxRrBeMPy/Fx8BITJL8MqHjtyA2BbA7ix3yPJyo5F+sNtrQfAa2vyeSUiIjIcKACKdAlMXoTJLiDy9j8BcLa9iddaT/CId/W41hozGewgzq51WMbw3mMm8v3PHs+imeU8/OJmrrvtZV54cxduirJQL9KJW7sZq3I6buMuwm883P15NzbLrz8NYBJrG8ajILyW2K6YVTAmEQAHe9yGH+JBF8BTAJRD5MUDYLvKiUVEpG8KgCJdjB0gOOsUolvewG1tIPz2s5icQgLVC5Jea1dMxdmzPvFYaWE2nzt/DtddejQlBVnc/sjbfO+uZWzY3vMfZc6e9eA5ZC1aQmD6CYSXP4zTsCPxvNdSB54zwAAYHwUx/BrBxIKRweSVYhWPhUgHXluj38s67LwDdmcVAOVQuS2xAOi2awdQRET6pgAocoDg7FPBcwm//iDOthUEZ52aaP5yMLtqJu7eLXiRjm6PT59QxNc+cQyXv/8I6ps7+f7vX+Pnf1lOZ2R/t0dn5xowFnbldLJO+AgmmEPHc3fgebHzh/HyTTOAAGhCOZicQrxhuAPotuzF5JVg7ABWybjYYyOwDDQRdHOLVQIqh8QLt0PXf4M8BUAREUmDAqDIAayiKuxxRxB5+x/gebFAmIJdNQM8F6dmU8/7GMNJc8fyg88ez1mLJ/HEK1v47l3L2FXXCoCzay1W+WRMKAcrp5CsEz6Cu2cDkbefBQ4YAVHU/zOA8a9jOO4Aes17sfLLAGI7gIDbcGijINzGXbF/JA8hblMNJr8UUzBmRO5wSubEd/9AJaAiIpIeBUCRgwSPeDcA9vg5vZZg2pXTAYOze13Ka7JDAT707ul85zMnsK8lzPV3LuPllVtxajcRGDs7cV1gxonY4+fQ+cpfcFsbYgHQDmJyiwb0NQzXURBuSx2mYAwAJqcIgjmHtAPouS6tf7uezlf+criWeFh4zXtj5xzzSrQDKIckfv4P1ARGRETSowAocpDA5EUEphxDaNH5vV5nQrlYZRNxdq/v9TqARbMr+M5lx1Fdmc+zTzwProNbMXP/vYwh+5RPguvS+cLv8PbtwSosx5iB/RE1RZV47U144cEZUj8YPNfBa6lP7AAaY7BKxuLuO4QA2FwLkXai7ywbUgPX3eZaTEEFJrcEr7VhRDa6kcyIdwAlENIOoIiIpEUBUOQgxg6Q896rCIyd1ee1dtUMnD0b0goXJQVZfPmjCzlrSgeuZ/jx082JklAAq7CC0NEXEN38OtHtqwY0AiJxr0Qn0OFTBuq1NYLnJnYAIVYGeigloPHXeh3NsXOXQ4AXDeO1NWIVxnYAiXZCZGiVqMrw4bXUAwarbJLOAIqISFoUAEUOgV01E6KduHVb07vespgZ3EOkaAI1rXD9nct4bW1t4vnQvDOxyiaBExlQA5i44RgA46MRrIMCoNfWOOAzfE5jV3i0Q0Q3LT3kNR4O+7/OckxeSewxlYHKAHmt9Zicwlg5sQKgiIikQQFQ5BDYlbGB8L2dAzyQFw3j1Gwif/IcvnPZcYwvz+OWv73J/c9vwvU8jGWTfeplYNnYZZMGvK7Y4HozrM4BevFg1FUCCgc0ghngOUC3cScmt5jA5IVEN782JMpAveZY4D8wAGoUhAyU29oQayiUU6gSUBERSUvGAmBDQwOf+cxnOPPMMznvvPO46qqrqK+vT3n9K6+8whFHHMHvf//7TC1RpN+srk6O6ZwDBHBqNoIbJTBuNiUFWVz70YWcPHcsD76wmV/c+ybtnVHs8snkfewnBGacMOB1mUAIk186rAKg2zUE3hwQAO3iQxsF4TbswioeS2DqsbEy0F1rD32hh8htigVAU1geKwFFAVAGzmutx8orjTVNCrfjRcN+L0lERIa4jAVAYwxXXHEFjz/+OA899BATJ07kpptuSnptS0sLN910E6eemroFv8hQYVfOwNm9Lq1GHrH5fyZWOgoEAzafPmc2H3vvTFZurOO7dy1jd30bVk7hgBvAxA23URBe815MTiEmEEo8ZgrLwdgDCoCe5+E27sQqHkdg4lwIhIhuevVwLnlA3OZasEOYnCJMbnHsMQVAGSC3pT6xAwix864iIiK9yVgALC4uZvHixYmfL1iwgJ07kzd3+J//+R8uv/xySkpKMrU8kQGzq2bGOm52ze7rjbNrDVbZJEwoN/GYMYYzjp7Aly5ZQHNbhBv+bxkrN+495HVZRZW4+3YPmw6TB46AiDNWAKuoYmABsK0RIh1YJWMxgSwCkxYQfcf/MlCvuRarcAzGmFjYzcrTLEAZkPgQeCuvBCsnNjLGa1MZqIiI9C7gx5u6rsvdd9/N6aef3uO5f/7znzQ3N3PWWWfx7LPPDuj+ZWX5h7jCwVFeXuD3EmQQhI9cwPZ//R+5rVspmD495XVlJVm01Gyi8JizKEvye6G8vIBZU8fwvTtf5Wf3rOTYI6o4af44jptTRX5OsN/r2je+mrrVz1CW52HnFfb79Zm2ta2O7KqpPf6cOJWTiOzd3u8/P23Nm2gFSidPJ6e8gJYFp1Kz6VUK2reRM3nuYVx5euLr395WT6hsbOLnnUVlBCLN+u/DCDcYn2+4toEWoGjseALFFbQDBaEIefq9NOToz/fopc9+dBuqn78vAfCGG24gNzeXSy+9tNvjTU1N/PjHP+aOO+44pPvX1bXgukNr16O8vIDaWpXmjESeVwRZeTSuf5OOcccmvaa8vIA9q1fiORHCRVNT/l4wwJcvWcCDL7zDK6v38Orq3diWYc6UUo6dXcHCGWPIzU4vDEbt2A56zaaNBKpmDOhryxTPc4nu24s1aVGPX5toTjmR+mXU7GnAWOn/Jyu8ZSMATaaYltpmvOIZEAix943nyM6bfDiX36f4n3/P8wg37MYrn574Op2sIqINtfrvwwg2WP/9j27bDkCzm4PVGfuz0bh7N23F+r00lOjv/9FLn/3o5ufnb1mm1w2xjAfAG2+8kS1btvCrX/0Ky+pegbpu3Tpqa2v54Ac/CMQax/zjH/+gsbGRq666KtNLFUmLMVbiHGBvYnPoDPbYmb1elxW0+eC7pnPRadN4Z2cTS9fU8NraGlZurMO2DMfMruCSM2ZQlBfq9T5WUWyOoLdvNwz1ANi2D9xotwYwcVbxWPAcvKZaTFdX0HS4DTshlBtrjgFdZaDzY0PhT7wUY/nQBLmzNVayV1CeeMjKLSG6N70xIiIHig+Bt/JKEr/PNQtQRET6ktEAePPNN7Nq1Spuu+02QqGe/3g95phjeOmllxI//+pXv8pRRx3VY6dQZKixq2YS3roct20fVm5R0mti5/8mYrLy0rqnZQzTxhcxbXwRHz59Opt2NfHq6hr+8cZ2Vm2q42PvncniIysxxiR9vSkYE2ug4mMnUK+zlc7X7idQvZDA+CNTX9fVAdQ66Awg7B8F4TTuSvw4HW7jTqyScd1+fQJTjyW6aSnO7rUExh2R9r0OF7frnKgp3B8ATV5J7AypG+3XDqdIfAi8yS3B2AEIZisAiohInzL2LfD169dz6623UlNTwyWXXMKSJUu48sorAViyZAl79gyfboUiBwtMnAsYOl/8Q9KmK140grNnA/bY2QO6vzGGaeOK+Mh7ZvCtTx9HZWkutz20mp/f+yaNLZ3JX2PZWIXluI3+BECnZhOt932LyKonCa98rNdr48PRTX7qAOg2Jm8alfKejbuwDwqMgYnzfR0Kf+AQ+LjYLEBPzTsOgbN3Mx0p/uyNZPEh8MaOfePA5BTp95GIiPQpY99unjFjBmvXJp/B9cADDyR9/H/+538Gc0kih41dNpHQcRcRfvUewmMmk7XgnG7Pd+7aAE4Ee9ysQ36v8WPyuO7So3li6Tb+9vwmvv7rV/jIe2Zw4lFVPXYDTVElblNmv7nieR6RVU/S+cqfMbnF2OOOwNm9Hs91U5Zdui3xYNSzBNSEcjC5xf3qBOp1tOC1N2F1zRFM3CuYRWDSPN/KQN3m2A7ggTudVl4x0DULMEkJrPQtsuFlIqueJDT/nK5APTrEh8DHWTmF2gEUEZE++XAIRmRkCs1/P4GpxxJe+lei21d1e659y1uAIVB16AEQYod7z1o8ie9cdhzjyvO4/ZG3+dk9K2lpj3S/rmsWoOe5Pe4R3bGaztceILrzbTw3mtb7etEwXqQj9fOdrXQ8+XM6X/ojgYnzyLvwOwRnnQKRdtz6balf11yHycrHBLOTf73FY/sVAJ2u3UKrZFyP5wJTj8Nrb+rzzOZg8JpqMdkFmFBO4jGTGwssmgU4cF7XvEs3jVEsI4nXEhsCH2cUAEVEJA06cCJymBhjyD7tctoad9H+9C/J+8C3sAorAOjY+hZW6QRM9uEdUVJVmstXP7qIp1/bzl+f3cj3f/ca13xoPuXFsYBhFVWBE8FrbUg0WHH37aHz5T8R3fLG/hsFcwhMmIM9cS6BifOw8krwPBe3cTduzUacmk04NZtiIc5zMYUV2KUTscomYZVNxC6diNfRRPtT/4vX2kjW8R8hOPd9GGOwx8ZCr7NrLfaY6qRfh9uyF5Nk9y/OKh5HZP2LeJ6X8sxjt/s17Ey87mCBSfvLQAPjBlaSO1Bu817MAeWfQGLHSrMAB85tqgWIzeIce3i+yTIcuK312BPmJH5ucotwd63xcUUiIjIcKACKHEYmmE3O+/6D1r99h/Yn/h+5S74OVoCO7WsJzDxlUN7TsgzvPXYi1VUF/PzelXzvrmV84YPzmTK2MNEJ1N23BxPKpfP1B4msegLsIKHjPkhw9qk4u9fhbF1JdNubRN9ZRiddO25tjRBuj71JMAe7Ygqh+edAIIhbtw2nfhvRza8D+89dmfwycpdch10xbf/68sswBWNiO25z35f0a/Ca63pt8GIVj4VIO177PkxucZ+/Jm7jLrBDSUNl9zLQj2W0DNRtqsEun9J9PdkFYAViJaAD5DTuJLLqKbJO/OioayTjeV5i52807QAeOAQ+zuQUQmerGgqJiEiv9DeEyGFmFVaQc8a/0/7oj+l49jcE556JF+nEHuTdppkTi7nu40fzk7+s4MY/vs6/LzmKuVVVAITffAK3dhNeezPBWScTOvYirK4gZU0+muDko2P/kG7YTnTrmzi71hAcOwu7YhpWxVSs4rEY0zMoeZEO3PrtOHXb8DpbCB3x7qS7nHbVLJxtK5Pu4Hmeh9u8F3ti6uHs+xvB7Eqsuzdu406s4qqkawYITDmG6DvLcPasJ5ChHSPPdWIle9MWd3vcGIPJKz6kEtDo2n8RWf0MgclHEzhgR2g08NoawQkD+3cCRwO3JTYCwhxUAgrgtTePqrOQIiLSPwqAIoMgMOEoso77IJ2v/AW3YQdAohRyMI0ty+NrHz+an96zkv9370o+/r4ZHB0I4Wxdjl05g6yzvohdPjnpa40x2KWxck4OamKTiglmY1dOx66c3ut19tiZRNe/gLtvF/ZBZZleRzM44aQjIOLiZ/nchp2QxvgGt2EndmXq2YeB6gVgB4luejVzAbC1HjwnNp7jIFZuyaHtANbEht5Ht7wx6gJgYtfPDoyuHcCuGYAHNoHpNgtQAVBERFJQExiRQRKcdzaBaYtxG3cRLJ+ElV2Qkfctys/i2o8uZO7UMu56fD0ry88h+4zPk3P+dSnD32CLN79xdvVsvOIlRkCkPgNocoshmJ1WIxgv0onXUpe0AUzifsFsAhPnEX3ntYyNDkiMgOg6F9ptPXkluG0DC4CeG8WpeQeA6Nblg/r1hFf8nciGl/q+MIO8rtBnV81K/Hg02D8EvnsXUACvXaMgREQkNQVAkUFijCH71Muwx86i4KhTM/re2aEAV180l1Pnj+P2twq58QWL51fuor0zvW6fh5spqsTkFOLs6jkKxu1lCHzi9cak3Qk0fk1fQ+MDk+bjtTXiNmzv856HQ3x3KtnXafJiO4ADCW9u3XZwwtjjj8Rr3jtoX48XDdO57G90vnpP0q6yfnGbasDY2ONm43W24IXb/F5SRiSGwHeNEYFYExhAnUBF5LBzm2tH3azVkUwBUGQQmWAWuef9N8UnfiDj721bFp88axYfP3MW7Z1R7nx0Ddf84l/85uHVrNnSgJvB/5DHu4EmG73gxWcA9jEDzyqqSjMAph4BcaB490Rn+1t93vNw8Jr3grG6lezFWXnFEA3DAMKLs2cDAFnHXgRAdPMbvV0+YE7NxlhH2Za6xHsOBe6+PZiCsljHW0bPOUCvtR6TW9St2Uv8DKDbpgAoIoeP27ib1ru/grMjM39fyuBTABQZwYwxvHvheL57xWK+9vGjOWFOFW+sr+WHd7/BV3/1Eo+8tJlI1MnIWuyqWXgtdYlSyDi3eS+EcjBZeb2+3ioZh9daH+t+2Au3YScYC6uwsvf75ZdhFY8lmqG/0NymWkx+adLujPtnATb2+75OzUZMbjFW+VSs8ilEty4/xJWmeJ8dq8FYsbOTG14elPcYCLe5FquwIlFaO1rOAbqtDT0avZhgNgRCQ6YE1PM8wmv+iRfp9HspInIInMYdgIdbv8PvpchhogAoMgoYY5g2vohPnjWbm686mc+cdyTlxTnc+89NfOu3S1m7dfCHkNtjZwL0KAN1m+uw8lOXf8YlOoF2Df1OxW3chVVYgbH77nFlj5+Ds3MtXjTc57WHym2uxTpoBmDc/lmA/f8cnD0bsCumYYwhUL0Qt2ZTbITHYRbd8RZW+RQC1QuJblqK5x7aNw6iu9cR2fjKIa/L3bdnVAbAg4fAx5mcoiFTAurWbKTzuTuIbBw63zAQkf7zmmLfuI0f2ZDhTwFQZJTJCtqcMKeKL39kIV/88HyijsuNf3yDOx9dQ1tHZNDe1yqZAKFcnN3dA6DXsrfXBjCJ1ydGQezs9Tq3cSdWyfi01hSYMAeccEZKGr3mWqzC5AEwPsutv51A3fYmvObaRBfWQPVCAKJbVxzCSnvywm24te8QGH8kgemL8TqaYzuChyD82gN0PP9/h3SmxOtogXAbVmElJpSDyS4YNY1g3Nb6pOXEJqdwyARAp24rECsfE5Hhy+06quEpAI4YCoAio9hRU8q44fLFnHXcJJ5fuZOv/foVlq2pGZSD3saysKtmdOsEGpsBWNdrA5g4q7ASjNXrOUDPieLuq+mzAUycPXY2GHvQzzW44Q689iZMqh3ArtmG/Z0F6O6JjX+wugKgVToBk1+Gs2X5gNeajLNzLXge9vgjCUycB6GcQ97Vceu3Q7gtcQZ0QPeIN9bp2v0zheWjYgfQC7f1GAIfZ+UUDpkSULduGwDePgVAkeEs3q1bO4AjhwKgyCiXFbL50OnT+eYnj6UoP8T/3r+Kn9/7Jjv3th729wqMnYW7bzduW9c/UMNtEGnHKuh7B9DYAUxhReyMXwpu0x7wnD4bwCTuGcrBrpxGdJAbwUQb4x1AUwTAQAiTld/vHUCnZkOsA+aY6th9jCFQvYDo9rcOa1lrdOdqsEPYldMxdpDA5GNiIzQG+B5uR3MipDh7twx4XfGwZ7oCoFVYMSoCoNsS+31ihngJqFMfC4CuAqDIsBY/u68dwJFDAVBEAKiuKuAbnzyGD717Oqu31PP137zCT/+6grc21x+2HUG7a+h6vBuom5gB2PcOIEBg7Eyi21buD5AHiYdDqzi9AAixbqDu3i24Hc1pv6a/Io2xc4upSkChaxZgfwPgng1YYyZhAqHEY4HqhbGy1kMs0ez2PjtWY1fNwNhBAILTF0OkY8Clpm79/lEV7iEFwO6/rlZhRaxRkOPPuJNMSTYEPs7kFuJ1NOO5/o7q8Dw38Tm7TTWHfGZURPwRq9TZC8bE/tuipk4jggKgiCTYlsVZiyfxw38/kQtOmcLmXU38+E/L+dZvX+VfK3cRiR7aPyqtMdUQCCUawcTPFaRTAgoQmncOuFEibz6e9Pl0ZwAeKDB+DuClFZiiW5YTXv1Mn51Ie7yuKwCmKgGFrlmA/WgC47kOTu07ifN/cfbY2RDMJrrl8IyDcNsacRt2YI8/cv97jDsCk1NIdIBNXOLBwOQUHvIOoMkrSQRgq7ACPO+QykqHg2RD4ONMTmHs12AQv6GRDq95b6xMtXI6uE6ihExEhpl4pU7ZJADcVu0CjgQKgCLSQ2FuiPNPmsKPPn8inz5nNgC//fvbfPmXL/LgC+/Q1Daw0j9jBbArpyd2AL3m2F8kJs0AaBVXEZi6mPBbT8cagBzEbdyJyS/DBLPSXpNVPiXWnKaPMlAv3Eb7M7+i81930fKHa+h44fdpN7eINNZAIAuTXZB6HbnF/SoBdeu3QzSMXTGt2+PGDhCYOJfoluWHZWC7s/NtAAIHBEBj2QSmHkt06/J+h2HoWntWHvaEo3C7GoUMhLevJnH+D/aXgo70MtBkQ+DjTM7QGAbvdJ3/C049FgB3X98zPEVk6HGbY7NV7bGxfwvE/96W4U0BUERSCgZsTpk3ju9cdhz/dckCqisLuP/5d/jSLS9yx9/fZnttzxDWF7tqFm7dNrzO1tiB8q7zb+kKLTwPop2Ek+wCug270j7/F2csm8C4I4huX9VrqWtkzT8h0kH2aZcTqF5I5O1/0PqXr9L26I+Jbl3Ra9iKNu7BKizHGJN6HXkleO3NeG565YvxzqV25bQezwWqF+K178Ot3ZzWvXp9nx2rISsPq6y62+PBaceDEyW6+fX+37N+O3bpBOwx1XhtjQMeW+E2dQ+AI2EUhNtUS/vjP0v6DY64ZEPg4+LD4P1uBOPWbwMMgSnHxH7e2Pv4lpHIbW2g9W/foX3r4SvHFsm0+FGN+CgnNYIZGRQARaRPxhjmTC7lmg/N57tXLObkuVW8snoP37z9VX78pzdYubEON81zgrG/RDycPevxmvdiFYzpNRj1eH3peAKTjya86im8zv2NajzPjc0A7Mf5v8Q9J8yJnR1L0azCc6OE33wSe+xsgrNOIef0z5H30R8TOvoDuHXbaH/sJ7T99espg0yksSZlA5i42CxADy/F+caDOXs2YHKKkp6fDEycB8Ycchmo53lEd6wmMHY2xur+14VVOR1TMKbf3UA9z8Vt2IFVOgFrzGQA3L393wX0Ih147fswhZWJx0xOEdgh3Kbaft9vqIhsepXoljeIvLMs5TXJhsDHWUNkB9Ct24Ypqow1qsnKG5U7gM6uNbi177Dnrzf22r1YZCiLl2/blTPAWGoEM0IoAIpIv4wbk8cnzprNTVeexIWnTmX73lZ++tcVfOM3r/DG+to+G8bYFdPAsnF2rcNt2Zt2A5gDhRadD5F2wm89nXjMa6kDJ9yv839xgQlHAaTsBhrdtBSvtZ7Q/LMSj1m5xWQdvYS8j9xE9umfw23ZS8czt/ZovuF5HtHGPb2e/wOwusr50i0DdWo2YVdOSxqeTXY+dtVMoluXp3WvVLymGryWum7n/xLvYQzBaYtxtr+F24+w4TXXxc6GlU7E7jpT4uzd3O+1xUNetxJQY7AKy4f1LMB4eXRvO6uphsADmJxYmbHfO4BO3Vbssomxz6SoCnffKNwBrNsGlg2WRdujN/frz4nIUOE274VgNia7INasTOd5RwQFQBEZkPycIOeeOJkf/fuJfOa8WED4+b1vcvNfVvQ6QsIEQljlU4juXofbvBcrjSHwB7PHVGNPmk/4zccTZ9ASHUD7WQIKsRBhCsqTzgP0PI/wysewisdiT5zX43ljBwhOP4Hskz+Bs/Ntwq8/0P31XV3TeusACmByYzs66XQCddub8Jr2YFVMT3lNoHoBbt22Q/rLOtrVGCeQJAACBKYdD55LdNPStO/pNsQawNgl42PD2wsrB3QOMNEBtKii2+OxURDDcwfQ81yc3evBGJwdq1Oer0w1BB6AUC5YAdw2/8KGF27Ha67FKp0IxM7ujsYdMKd+O1bJOKo+9N94bY2x0t7DOJ5FJBPc5r1YBbEjDFZ+WaILsQxvCoAickgCtsUJc6r4zmXHcckZM9i0s4lv/fZV/vT0eto6IslfM3YWbs0m6GxNuwHMwbIWnQ+drYRX/wOINYABsAdQAgoQmDCH6M63e5zBc3atwd27heC8szAm9X8ygzNPJjDzJMKvP5gITkBiNyq9ElDw0jgP59bEBsAnO/8XF5i0EIh1Lh0oZ+fqWJfNoqqkz1ulE7BKxvWrG6jT1QHUKp0AgD1m0oA6gXoHDYGPM4UVuM01h210SSa5DTsh3EZw1ingRolue7PHNfuHwKfYATQGk1PoawlovMurXdYVAIuq8Noa8SIdvq3JD27dVqzSiWSPn0n2uz+LW7OJjn/cdliaM4lkiteyN9Gp2+SXaQdwhFAAFJHDImBbvO/Yifzgs8dz0tyxPLl0G/9928s8t2Inrtv9H+N21Szo+kfQQHYAIVZKao+fQ+TNx/CinbgNuzA5hZjs9BvKdLvf+DkQ6cCp2dTt8fDKxzA5hQSnn9DnPbJP+gRW8Vg6nvlV4jxgvINaXyWgJrsArEBaJaDOno2xAfDlk1NeYxVXYRVVDbgM1PNcnB1vY487MuUZTWMMgWnH4+xel3ZjALd+e6xTaygnts4x1XjNtd3Oc6Z1n301sZKkUG63x63CcoiGfS+BHIh4+Wdo/jmY7IKkZaD7h8AnPwMIYHKLfP364wPgEzuAXd9AGE0D4d2OZry2xkQIDk49lqzjP0T0nWV0vvJXn1cnkp74DMD4N2pjO4ANvs8ZlUOnACgih1VhXohPnT2bb37qWCpLc7nz0TXccNcyNmzf/w9Su2o6dIWKdGcAJhNadD5eexORt/+J07hzQOf/4gLjj4yV3h1wDtBp2IGzdQXBI8/oNmw9FRPMIvs9V+KFOxLnAfefVev96zQm1tY/nRJQp2YjVtlETKD3cRd29UKcnW8PbFRD3Ta8zpaU5Z9xwWmLAdLeBXTrtyd2/wDsru6iTj/LQN3mGkySstrh3AnU2b0Ok1uMKawkUL0g1l32oKH2XtcMrpQloOD/DmDdNgjlYrq+uWMVdwXANMemjARuYqd7YuKx4NyzCB55OpGVjxJe/YxfSxNJX2drrOKg66y+KRgDntuvmbUyNCkAisigqK4q4L8/tojPnn8kTa1hvv/71/j1Q6tpaO7EhHKxSmMNQAZaAgqxUlJ77CzCK/6O27BzQB1A40xWXuxs4gHnACMrHwc7SHDO6Wnfxy4dT/bJH4+dB3zjQbzmWuy84j7DGoCVW9LnDqDnOokGMH0JVC8A1yG6vWcpYV+cnbEy1mQNYA5kFVVilU8hsqHvAOg5UdzG3dgHBEBrTCwAuv1sBBMbAVHZ43GrIBYAh2MjGGf3euyqGbGd1clHQ6QdZ9eabtfEv0GQqgQUwPI5ADr12xINYICuz8mMrh3Arm9oHBgAjTFknfgx7Inz6Hzhd0lLfEWGkni554E7gABui84BDncKgCIyaIwxHH9kFd/7zGLef0I1S9fs4bpfv8yjL2/BjDsSsvISc8sGKrTw/Ni5uXDbgBrAHCgwfg5uzcbYjMK2RiLrXyQ482SsXga4J73PzJMJzDiJ8GsPEN32JoHinkElGZNXgtvHd1ZjA+A7ewyAT8aunIHJKSS68dW03v9A0R2rsYrHYvVSahgXnLYYt25Ln7tu7r5d4DnddgCtnEJMXglOP0ZBeE4Ur6Wux/k/6PqHijHDbgfQbamLdVytis3asscfCYGsHmWgvQ2BjzM5RXjtTb6cNfM8t8curwmEMPmloyoAOnXbMTmFWLlF3R43lk3Oez6PKSgnvOLvPq1OJD3xIwwHngGE2LlAGd4UAEVk0GWHAlx02jS+e8VijphUwl+f3cgPVo5l29H/2WtjlXTY44/E6gpDh1ICCmBPOAo8j+jONUTeehpch9DcM/t9H2MM2Sd/HKs41vwiWNwzqCR9XV5sB7C3BiZOogFM6g6giftZFoFpi4luXR5rHpImz4ni7FqLPa733b+4wKQFAES3rez1OvegBjBxVlk1bj8awXjNe8HzkgdAO4DJKx0ynUCju9fhRZM3QzqQs3s9QCIAmkCIwMS5RDe/3i3I9TYEPs7kFMbKtPp5rvJw8Jr3xkrGukZ8xFnFY0dZCei2brt/BzLBbALj5+Ds3ayGMDKkxYOedfAOYLNmAQ53CoAikjEVJbn8x8XzuOZD83FMiJse3sYv71/FvpbOAd/TGEPWcR/EKhmPXT7lkNZnV0yDYDbRLa8TXv0MgeoFifNL/V5XMJvs91wJgRChikl9v4CuWYDRMPQS1pw9G2PNbvpoKhMXnH4COFGim1IPFu/xHjUbIRrus/wzzhRVYgrK+yxpc+u3g7GxiroHdXtMNe6+XXiR9H4fJEZAJAmA8ceHwg6g27ib9ge/T+PLD/R5rbN7HQSzu4XjwORFeG2NuLXv7L9nL0Pg4+K76p4PoyCculgDGPug8GMVVeLu2z0su7P2l+c6uA3bscqSB0AAq3wyhNuHZamyjB5u814I5WCy8oDYOXeTla9h8COAAqCIZNzcqWVcf/lxfOCUKbyxvpav/foVnluxc8D/OAyMm03eB7+X+EtqoIwdwB47i+i6F6CzleD8sw/pfnbpBPI+chNFi89P7/0TswAbU17j1GzArkg+AD4Zq3wKpqiSyIaX0roewNmxGowhMG52WtcbYwhMnIez4+1e55w59duxiqswdvfdK2tMNXgeblf3yL7Ew50pSl5aaxVWDIl/WEe7zlG2rPpnn7+3nd3rsCunYyw78Vhg0nwwdrcy0N6GwMeZrrJDPzqBxs6+GazS8d0et4rGQqRjWHZn7S933x5woj1C8IHi36xyajdnaFUi/RebAdj9nL4pKEu767MMXQqAIuKLgG1x3klT+M5lxzGxIp87H13DD//4BrvqMl+21m1dE44CwCqfil0545DvZ+UU9gg8qeyfBZj8HKDX0YK3bw9WGg1gEvc0huD0E3B2rkn74L6z822sMZP7FagDk+aBE06MMkjm4LNhcXZXI5h05wG6TTUQzI6NzkjCFFbgdTQPqPvp4eTsjDVwidTt7LXJjdfZilu/I1H+GWey8rDHze4WAHsdAh9/XXwH0IdGMG799tiO8EFNj0ZTJ9D4NzJ63QEsGQd2EKefzY8GW3Tn27Q99lO86MCrMmTk8Jr3JjqAxln5ZdoBHAEUAEXEV2PL8vjyRxfyqbNns62mhW/9dikPvfAOnWHHl/UEJs0HO0jWovPS3mU7XOINV1J1AnVqNgBgV/R9/u9AsRmGHtGNL/d5rRfpwNmzsc/xDwezx80GO0B064rk9w23xxq3JAmAJq8Uk5Wf9jnAWAfQipSfj9U1HsLPMlDP82LnKCfOw9hBIutfTHmts2cD4GFX9fyGQ2DyQtzGXTiNO/scAh9n5fi3A+jUbU3MvjvQaJoF6NZti5U693Im2VgBrLKJ3cp7h4Lohpdwti4n/OaTfi9FfHbwDMA4kx/bARwN5dwjmQKgiPjOMoZT54/je59ZzKKZY/jb8+/wxVv+xe+eWMvWPc2ZXUthBfmf+iWB6oUZfV8Ak1sMkHIWYGwAvNXvs45WUSVWxbS0ykAj618Cz4k1xOkHE8jCHjs75TnAeAMYuyRJADQGa0w1Tl16AdDbtyfl+T8YGrMAvX278dr3EZi8iNwZxxDd+Aqem/ybGs7u9WBs7IqpPZ6L/z6Mbn49rSHwAGTlgrEzvgPohdvxmmuTNj8x+aVgB0dFAHTqt2GVjMXYwV6vs8dMwdm7ZUg1gnFqYoE0vPxh3DR//0TWv0h45aODuSzxgdfZAtFOrIPOm1v5YyDS0etZdRn6FABFZMgoys/i35YcxX9fuogF08t5fsUuvn3HUm74v6U8t2InHeFo3zc5DNIt2Tzs7xsIxQ7YJwmAnhMhum0lVulETLDvmYIHC04/AbduG04v5+y8cDvh1/6GXTkDe2x65/8OFJg4D2/f7qTBy2nYAfTsABpnj6nGrd/eY/B5jzW6buxcShoB0Gv2rxNodNdaIDarMv+oU/Ham3C2v5X0Wmf3Oqzy6qSzIq38sth8ys2vHzAEvqzX9zbGwuQU4Ga4CUwi5CfZATTGijWCadyV0TX5wa1L3QH0QHb5ZIh0DJlQ7EU6cRt2EJhyDETDhF9/sM/XOHu30PHs7XS+8hedCxthvINmAMbFS9DjMwJTcWrfoe2RH6Xd3EsySwFQRIacGROK+cx5R3LzVSfxkffMIBxxufPRNVzzixe44+9v8/aWBtwRWn5i8kp67AB6ToT2J2/B3buF0Nz3Dui+gWnHgbGIrk+9Cxhe+RheexNZJ1wyoPLXwMR5QPJxEG79tti5vYLk4cUaUw2ug9sVFFPxWuvBjWJ6CYAmlBsrKfVxB9DZuQaTU4QpqiJ3+kLIyiOyoWcZqBcN49Rs6nH+70CByYtwazYldmfSmc0YmwWY2RJQJ3H2LXnXW6uoasiEncHidbTgtdanFQCtrp18d4g0gnHqtoDnEpx5EsHZpxJZ/Y9YQ5sUPCdKxz9/g8nKBSCy+h+ZWqpkQDzgHdwEJv7zvgJ/ZOMrODvewtm1ZnAWOES4LfW+jNw5VAqAIjJk5ecEee8xE7n+8uO47uNHc8yscl5dU8OP7n6DL//vi/z5mfVs2d08os4imLySbk1g4uHP2bqcrJM+TnDmyQO6r5VTiD3hKCIbXk5acua2NhBe+SiBqcelNWQ+6dqLKjGFFUnLQN367Vgl41POfbTLYo1g+joHGA91ve0AQqwRTG+zAN22xkELI7Hzf2uwx83GGIOxgwSnHkf0ndd7NKZx9m4BN9pnAASIvP0P+hoCH2dyCzNeAurWbYNQLibFGUWrqAqvqRbPzcxOvh+cXnZBD2YVjwU7NGQ6gbo1m4BYMA0dfQHYATpf/WvK68NvPIRbt43sUy8jMGkBkTX/7LULsAwv8QoK66CKg/3D4HsPgO6e2Mza6M63B2F1Q4PnebQ99H06X+t71M9QowAoIkOeMYbp44u4/P1H8tOrT+bflsyhurKAp5Zt5zt3LuXrv3mFh17czL7W4f+PDyuvOFECGgt/v4iFv5M/QWjOGYd07+CME/Fa63F29ezUGX7tb+A6ZB138YDvHxsHMbfHOAjP82JdLg8aDdDttUUVEMzusxNoIgCmGAER19ssQM91aH/kh7Te9+1edzgGymvag9fWiD12VuKx4IwTwQl36+gJJLqm2pWpG/tYxeMwRZV4bY19DoGPMzmZD4BO/Tbssompm/MUj40NqO8lmA936XQAjTOWjTVmUq8dYjPJqdmEyS/Dyi3Gyi0mNP9sou8s62pSdNC1ezcTfuNhAjNOJDB5IcE578HraCa6aakPK5fBEJsBmNujG7TJLoid5+0lAHpONNHh1tkxcgOgW7cFr3lvWt/wGWoUAEVkWMkK2hx3RCX/cfE8fnL1yXzizFkU5AT523Ob+PL/vsDtj6zOeOOYw8nkluC1N+NFOrrC34pY+Dvy9EO+d6B6IQSyiB7UDMap30Fk7fMEjzyjz521Pt9jYs9xEF77PrzOll7L4oyxsMsm9dkIxmuqASuQmJmYilVYjtdSl3S3KbL2edyGneBEaX/6l32eO+yvaNf4B/uAOYpW5XRMQXmPbqDO7nVYxWOxukY3JGOMIVAd2wXsswFM/P1yivDamzK2O+55bsoxH4k1dYX2kVwG6tZtw2QXYLo6sfbFLp+Cs3cznut/Ixin9p1uDaZC887C5BTR+fKfu/0+8pwoHc/+BpNTQPaJHwPAHn8kVlEV4beezvi6ZXAkmwEIsf8emT5GQbj128CJYJVOxK3bitfRktZ7Rja8TMeLfxjwmjMtumUFYLAnzfd7Kf2mACgiw1Z+TpB3LRzPVy89mu99ZjGnzB/H0jU1fPuOpfzwj6/zxvpaXHd4lYfG/oHv0fb3mw5r+AMwwSwCU44msmkpnhNJPN75yp8hmE3WovQG1vcm2TiIeHOQ3sIBxM4BunVbe/3HsLtvD1ZhOcbq/a8vq7AittvU3P0fKV6kg/Cy+7ArZ5B9xr/j7t3ca5nbQDi71mJyCmPDz7sYYwjOOAFn5+rEGU/Pc3H2bOi1/DMuOOVogD5HQCTeL6cQ3GjGOvV5zXtjIypSnP+DA0ZBjOBZgE79NqxedkEPZo+ZDNEw7j5/m+O47U14zbXdOtGaYDahYz6As2d9t53r8OsP4NZvJ/uUTyV2h4wxBOecgVu7CaerlFSGN69lb48OoHFWfhluc+oAGN81Di08F/DSLgMNL3+EyKon0+5A67fo1uVYFVN7/QbeUKUAKCIjwtiyPD7+vln8+MqT+OC7p1HT2M7P732T6257mb8+u4E31tXSNAxKROMNPtw9Gw5r+IsLTj8Bwm1Et8YatUR3rMbZtpKshedhsvMP+f4mkIU97ohu5wATZXElqUtAoWsgfDSM25Q6ILjNNb02gEmsIz4K4qBOoOEVj8Ya3Rz/YYJTjiZ45BlE3nyc6Nblfd4zHYnzf2Nn9wgBwekngrd/HqPbsBM6W9MKgFbFVKyiqliznDRkehi8Uxf7jO3ednmz8zHZBf3eAfRcF6+jBXff7iF9xsxzXdz6HWk1gImzyicD/jeCic8jtA4aMROcdQpW8Tg6X/0rnhvFqX2H8PJHCMw8iUD1gu7XzjwZgtmEV2sXcLhLNQMwzioow2tJ3QXUqdmIyS0mMOXoWGl/GgHQbapN/F3h7EjeMXkocdsacWvf6fHnYLjwp9e5iMggycsOcvbiat537EReX7eXp1/bzhOvbuNRdysAY4qymT6+iGnjizhycgljy/L6uGNmWaUTIJRL1nEfJHTkuw/7/e3xR2JyComuf5HA5IV0vvxnTH4ZwTnvOWzvEZg4j84X/5AY2O7U74jtiPXxXVLrgEYwdvG4Hs97noe7r4ZgGiMqks0CdNsauxrdHJs4c5d1/Idx9qyj4x+/IffiG9LqsNkbr7kWr7WhW/lnYk3FVVjlU4msf4nQvLP3n/9LMgD+YMZY5H7we5CiiU6P67tKEN32pl4Hkh8ubt1WMAarl3Oe0HcnULepls5X/ozb1hgrG+to6eqw17WTH8giMGEOgUkLsCfNw+qanTkUeE17wAlj97HTfSCraCwEsnBq3yE486RBXF3vnNp3ABPbkTyAsWyyFn+I9sd/SmTV00TWPofJKST7hI/2uIcJ5RCccSKRtc/hLv7wsNwVkRivoxmi4aQloBBrBOO1N+FFw5hAqMfzzp6N2JXTMVYAu2omzo7Vfb5ndEvXLnMgRHT7qtg3K4eweJVLYNICfxcyQAqAIjIi2ZbFsbMrOHZ2BeGIw5Y9zWzc0cTGnftYs7WBl1fHmn8cd0QFHzhlKpWluT6vOMbKLyP/k7cMaAxDOoxlE5h2PJHVzxB562ncui1kv/uzSf8SH6jAxLl0EhsHEZrznq6zYWl0RSwZC3YAZ++WpH/5e+1NscHE6ewA5hbFGhUcEADDy+KNbj64/7pAiJwzPk/rfd+m45lfkfP+a/ssL+1NvNTpwAYwBwrOOIHOF/+AU78dZ/d6TG4xJkWZVY+vybLTXofJje8AZmYUhFu/HauwMukswwOZoiqcJGNC4jpf+iPRHW9hV07HKpvUtWuYj8nKx4RycGrfIbpleaIk0SqfSqB6PsGpi7GKqw7r19RffY3BSMZYFvaY6kTDDL84NZuwSsZhQjk9nrMnzcceO4vOl+8GIOesa3o0BokLHnlG7L8ta58ja8G5g7rmQ+G2NcbGxRzG/+6NJPEZgFZ+ih3Arse91npMUfc/d4ly4q7qlcD4I+jcthK3taHXb7BFN7+OVTIBq2Qczva38Dxv0P4ePBycLcsxeaV9Hm0YqhQARWTECwVtZkwoZsaEYiC2k1Tf1Mk/V+zgiaXbWLamllPmj+X8k6ZQUtD/IeuH22D/pReccQKRVU/Q+dIfscZUE5h+/GG9v1VUlRgHETzidNyGHQTTKGU1ViDWNCBFJ9D9IyB67wAKXYPHC8tjTWOIN7p5juCc9/QIkFbxWLJP/gQdz/6a8BsPknX0BX3ePxVn5xpMdgFWkh1MgMC0xXS+dDfR9S/i7F6HXTVzUD7v+A6gl6Fh8E7d1thg8z5YxVVE1z2PF27vETac2s1Et7xB6OgPkHX0kqSvD846Be+kj+PWb4sFwa3LCS+7n/AbD5Pzvv8gMHHu4fhyBsSt2wbG6veOq1U+hcjqf+C5Tr9C/uHieR5u7TvYKXYyjDFkHX8JbX+7Plb62UvDC7t0PPa4I4is/geheecc0jdTBosX6aTtnm9gT5hDzun/lt5rPA9n6wrsqhkpw+9I4qYYAh+XGAbfUp8425t4bU1s/INVGRsnZI87EgBnx2qsFLvcXkcLzu51hBaci1VYQXTTq7gN23stKfeTFw0T3fEWwZknD+mQ2puh9ydTRGSQGWMoK8rmwlOnceO/nci7F43nXyt38dVbX+Ivz2ygpT3S902GMWvM5Nhf2p5H1vGXpJzNdyji4yDcxh3gRNIui7PLqnHqtibtXumlOQMwzhTsHwXR+epfuhrdpAgWM08iMONEwq8/kOji2V+x839rE/P/krFyCrEnziW85p94LXVplX8OhMnKB2MysgPohdvxmmvT2+WNN4JJUgba+drfICuP0Nz39noPYwx22SSyFp1P3gXfJO+jP8YqHkv74z8juuWNtNbsNu897I0mnLptWMVV/d5VsssngxPGbdx5WNeTLq95L15HM3bFlJTX2OVTyPvwD8g+9dN93i845wy8lrrDdq72cIusfyE2smLjK2mfR41ueZ32x39K2yM/HJZDv/sr1RD4uMQOYHPPc4DOno1g7NiZbrpGomTl9doIJrp1BXgegcmLsMfPid1n26pD+hoGk7NzDUTDw7b8ExQARWSUK8oL8bH3zuQHnz2e42ZX8PirW/nKL1/k90+sZcvu4TtOojfGGELHfZDQoiUExh0xKO8RmDgfnDCRrrbwfTWAibPGTILOVqIbX+nR8MNtqgFjUn5Xuse9Cstxm2pjjW62riC0oPdGN9knfwJTWEnHM79KdOrsj9j5v/qU5Z9xweknQNc/ItNpADMQxrIw2QUZaQLj9mv4ebwTaPeul07NpthnNPdMTKh/5dhWfim5516LVTaR9id+QaSXWXSe69D5+oO0/vla2h/54WEdv+DWb8MqTb/8My5+7q4/jWC8SAdO3VYi77xGeMWjdL72AJE1zxHdvgqnYSdeuD3tezm1sa6dB3YATcYqqkprhzJQvRCTV5r4sz+UeJ5HZNVTsR16yya84u9pvMYl/Nr9mNxi3PodtP39phEfAr2WvZCVl7QkGMDklwAm6SxAp2ZjrBNuVzm4MRaBcUfg7FidcixNdPPrmLz/3959x8dVnnn//5wyVb1XW3LBBVyDwUAIxXRiICEbUhaSzULKZjdln80CC6mQRpLNJj9wAuwSIE/yQIAFQguYYnqzsTFuuHfLlqxepp055/fHSMLCapatYs/3/XrNa0YzZ87co3ukOde57/u68lInJzPzMfPKcXaN3QDQ2fEu2P5e13ofLTQFVEQEKMwNcfXC47lw/niefHM7L6+s4YXluxlfnMnps8o45YRSMkO+0W7mEeObcCJ0lhYYDqlyED4SG14FBk4O0sUeN5N4MIvoC7eD7ceunIldNQerag5uyz6MzAIMa3BfXWZ2MTgxoq/ci5FZgH9G/4luDF+Q0Dn/RMfjP6Pj8Z8TXngtZmbBoF4LUuUfAKyy/oNqu3ou+IKpNg7jFCejsxbgcPJct/vM/mDWvpnZxWAYuM37etwfe+fR1OjfjP5H//piBDIIf/zf6fjbr4k+/3twk/g+NLU52bCL6Iv/g7t/G2bxJNzazTgbXsU37YwhveaBvHgHXls95hASNxk5JalMiXVb8U39WO/791zibz+Es3cDXkvt4PrVH8LMqyB0zj/1+zlO1m4Byz5ia5kM08I3/Sziyx4m2bSn14ROoyW5ew1u0x6CZ32ZZO1mEu+/hP/ETw64Ns2t30nwrC9jBMJEnr2Njr/9J+GL/73PAOlo11cNwC6GaWNk5B4UAHquS7J2Syoj7AGsiuNxti7Da6lNfd4PfI4Tx9m1qsd0SqtyJom1z+M5sQHXFY80z/NwdqzErjjhqF5DqgBQROQAFUWZfOWSE/j78xK8vXYfr7xXw/97biMPLNnE3OOKmHNcIeUFGZTkhwj69S+0L0bn2dHkzlUYg0gO0sXMKiLj739Ncs/7ONtXdCb8eAcMAzozyg1W11RRr2XfoBPdWIVVhC/+Dh1P/WdnEHhdvwdCB3K61v/l9X/Aa9gB/HM+DvHIsK6RMkLZuMMwBdRtbyS5azXOzlWps/qxtlQym0HUKDQsH0ZmYY8RwOS+TSR3vof/5L87rANqwx8mfNG/EXnmN0SX3AGug2/K6Xhukvi7TxJf/lcMf5jguf+MPWEeHY/9hNiyh7EnzcfwHd5B5mDKYPTZbsPEKqzuNxGMs/EN4iufwiyZjF01ByO7GLPrklUEth+vvQm3vQGvvQG3rQGvrYHEuheJr1pM8NTP9blvt24rZmE1hnnk/p/5pp9FfPljJNa8gPXRK4/Yfg9XfNVijFA29qSTsUqnpH4/7z3d5++ne/QvpxR78ikYpkXw3K8TffZ3qSDwon87JoNAr3X/gGtZeysG7zbuBieG1bn+r4tdPj2VGGzPOvwfCgCTu9ekplNWf+SD7StPILHqGZI1G0Z1XW9v3IZdqen7R6Bu7mjS0YuISC8ygj7O/kglZ3+kkp21bbz6Xg1vrNnL0vc/yCqZnx2gLD9MaUEG44ozOWlaMaGA/q12scfNIrlzFdYgR/+6GJYPe9xM7HEzUwk/6rfjbFuBs/O9VF2pQeoKAA810Y1VMjk1mvTUL+l4/GeEF16PmT1wps5U/b+pg0oKEJh7yaDbM1RGKBu3Zd/AGw5S/L2nSax/JXWQR2qE0Ro/G3vcDOzKmYNOhmDmlvUYAYy98yhGMAv/EShFYvhDhC78P0QW/5boi3fhttbjbF+Bu38b9sSTCXz0yu7yBIH5nyHy2E+Ir3qGwGEezLlDyAB6ILOomsSa5/Bc56BAzHPixJY9jFlYTfjSG/pcs2tkFx30OfWirSTWv0LgpMt7PQnjuUmS+7fhm3bmkNrdFzOUjT3xJBIbXiVw0qfGRJDkNtWkTjSc+InUiYjsIuxJ80msW9JnHVRn6zupovdnf6V7+quv+kQ452tEn/89kaf/i9BF/3bYJxDGkq4agNYAgZeZWdBZPuQDyc4EMF1ldroYOaUY4dxUOYjpZ/V4zNm2AnwhrAPK+1hlU8GycXatHnMBYNfa1v6SIR0NdKQiIjKAccWZfO7c4/j02ZPY1xihZn87NQ0d7K1vp6a+g1dX1RCLJ7n/+Y2cPrOMc+ZVUpI3NspKjCZ73Cxi/PmwpjkaRqo2mVVYTWDeJw/tudkl2FM+hv+EBYec6MYqnkj449d9EARecn2/yWfc1rrUWeFZFx3S6wwnI5yD19FyRNKpO3vWEXvzfsySyQTmX4FVORMzv3JI+zVzSkjUrE8daO7bRHLXagLzr8DonBZ7uAxfgNAF3yby7G3E33kEI5hF8Nx/xjfxpB7b2aXHYVefSHzlU/imnYkZzhnya7r1O1NrpoZYl9AqrCaRdHAbdncnz+iSWPs8Xls9wTOvPuTPse+Ec3C2vI2z6a1ep7q6jXvAiWMV9Z0AZqj8M8/H2fQG8feePuS/3eEQX/0cmDa+6R9M0/XPWZhq4+pnD2pjavTvr5i5ZdiTep5A8k08CTyX6Au3dwaB/zrmpioOlRdpgWTfNQC7mJkFOFvfwfPc7s9lct9mjGDWQaVtDMPAqjie5M5VPbb3XBdnx7vY42f1mNpv2AGs0qkkx+A6QGf7u5hFE8ZUDdKhUAAoIjJItmVSUZhBRWHPNOCe57G1ppXn3tnJkhW7ef6dXcyeXMi58yqZXnV4hcWPZmZOCcHzvjFsmS4HYpgmobOuHvLzraJqwh+/lsiTXSOB1x2U8rxLsjNz6FhKCmCGsiEZh0QUDmMExvNcYm/ej5FZQPjj1x72uhcztwycGF5HU2r0L5SN7/hzDmufH2bYfkLnfwNn05tY42f3WZQ8cPKncR58l/jyvxI8/QtDfr1kw06s/HFDDrS7ArDk/m09AkAv1k5sxRNYlTOwK44/9P2WTsHMqyC+9nnsqR87qH2DTQAzFFbRBOyJJxNf+bdUgJ058BTh4eLF2klseBV70vwegb6VX4FdNZf4mufwz7qwx0ils2UZbuMuggu+1utUbd+k+akgcMmddDzxC0ILvjroDMVDeg/JBIY1/OvQvbauDKD9z3owMgvAdfAiLd0nPtzaTZjFE3v9O7DLp+NsfD11kqMzYVSydjNepAW7au7B21eeQOytBwasHziS3EgLbu0W/IdRKmisUBZQEZHDZBgGE8uz+colJ/DLr5/GwtOq2bynmV/d/y7f/8PbPP7KFlra4wPv6Bjkm3BinwffRwOrsIrQwusg6dDx+M8PmvLUxalZjxHIHHD930jqrgV4mIlgnE1v4u7fnprKdwSSHnQF0Yn3XyK5ew3+2RcPyxQ6w/Lhm/qxfj9/Zm4pvulnkVj3IskhlmHwPBe3YVcq3f0QGdnF4A8dlAk0/u6TEOsgMP+Koe3XMPCdcA7u/u24ncHegdzaLeAPYwyituZQBOZ/GnCJLf3fYdn/YCXWvwJOrNcSI/65CyHWTmLdi933eZ5LfPmjmLnl2BNP7nO/vsmnEjzn67hNe2h/6LvE177QZ6bLofLiEaJv3EfbH75G4v2Xj+i+ezNQDcAuZlYqsVBXKQgv1o7bVINVPKnX7a3OExjJPWu773O2LQfTwh4/6+DtK1NTP8fSKGBy53uAh111dE//BAWAIiJHVG5mgE+eMZFfff00vnTxNCzT4M5HV/F/bnuN3zy4krfW7iOWSI52M+UQWAXjCC28HjyXjkd+RMfjPyex9Z0eJQQ+WP83dr5Wjc7A53Dq3XlOnNjbDx3yOsr+dAWA8RWPd47+HXrmzCPJf+JlYPuJv/XgkJ7vtdSmplEe7lTnogk9EsG4bfXEVy/GPu5UrCGuLYTOsiO+IPFeyjIk67Zg9TFicySYWUX4Z5yPs/G1Pk+eDDfPdYmveQ6rdEp3yY0DWcWTsMqnE1/1THfpGWfLUtzGPfhPvGzARE2+iSeR8Xc/xio5jtirfyTyt//EbWs4/HZ7Homt79D+4I0kVi3GCOcQfeP/4bbWHfa++9NdA3CADMhGZy3ArvearO0cTf7Q+r8uZmYBRnYJzu5U1mDP83C2L8cqn95r6RczvxIjlDOmykE429/FCOdiFlQNvPEYN3a+qUREjiE+2+Jjs8r54ZdO5rbvnM0F88exs7aNOx5bw7/e+ip3PbmWFRvq2LO/nbgCwjHPyq8g44qfEZh/BW5rHdFnb6X9L9cSX/m3VOH61v1javonfBAAJt5/CadmPV7SOeR9xFc/i9feQOCUzx6x4NbIyAXbD24S/5yFo752ygxl45/z8VTW2c5SHoeiKwPo4YwAQmodoFu/Ay+ZACC27BHwIDDv8sPar+EP4Tvuozib38aNflDb1HNiqel4w7D+70D+uZdgBLOIvXHfER8dGwxnxwq81v34+ikx4p+zEK+jicSG11IB4zt/xcyrwP7QutG+mJkFhC7+DoGPXkVy7wbaH/ouiY2vD/n9uq37iTzzW6LP3poqcXLZjYQvuxGA6It34XlHrn7lh3mt+zECmQMm7ukKELumjKYSwBj9fp7s8ukka9bjuUncphq85n29Tv+EzpMilTNI7lozpPfrOXGSh1Bbc8D9JZ1UUprxc4bthMlI0hpAEZFhVlWWzafPmsynzpzE+h1NvLFmL++sr+W1VXu7t8nLClCUG6IoN0hxXpiqkiwmlGWRFT566wwda4xABv7ZF+ObeQHO9hUkVj9L7K2/wFudtavKxlYAaOaWYZVOwdnwGs6GV1OFi0unYJUfj11xPGbB+H5HN9xIC/EVT2CNn4Nd3n9tw0NhGCZmbhleRzO+D2UEHC3+meeTWPsCsTf/gvWJ7w36AM/zPJI174NhYOYdWrbbDzOLqsFN4jbsBsvC2fAavlkXDLoMSX98xy8gsfZ5Eu+/TGDOxwFI7t8Bnjss6/8OZPhD+OddTuzVe3G2vYNvwrxhfb0PS6x6FiOzoEeZgQ+zKo7HLJpAfOVTGL5AqlbguV8/pJMehmHgP+Ec7MoTiLz4P0SX3EltzXsYH7160Gv3PNchsWpxqi4mEDjlM/hmnN+dgTR46ueJvvwHEmueH1TNzAMTrgyW21o34PRPSPUr/jBua6oURLJ2M2Z+Rb+Bo1VxPIn3X8Tdv627fmhfASCk1gE6G1/D3b/9kE5UeJ5H9IXbcbYtJ3TBt/p9jcFK1rwPiegxMf0TFACKiIwY0zCYXpXH9Ko8rjxvCjtq26hrilDXGKG2KUJdU4TVWxtoPiAwLMoNMqEsm4ll2Uwoz6a6NAufbY3iuxDDtPBNmIdvwjyS+7cTX/0cXrR10MXuR4ph+wlfegNerB2n5n2Su9eS3LOO+NsPECdVhD503j/3mdgmvvwxcGJDXn/Wn+AZXwKMMVNI2bADBOZdTvSlu3C2vJ1K8DGAZN02Ym/eR7JmPda4WYf9XqzCDxLBONuWgz9EYM7Cw9pn977zK7DKppFYtwT/rIswTDO1/g8wh3kEEMA37QwSa54j9uZfsMfPHpFkJpAanU3WvI//5Cu6g6jeGIaBf85Cos/eSvSVezDzKrGHGKiaOaWEL7mB+MqnaF/6EP5QEYGTPjWo50Zfvhtnw2vYVXNTJUs+NA3TnvoxrK3LiL31IHblTMzc3v92Pc8l/vZDxNc8j3/WhfjnXDzokXavdT9mfuWgtjUzC3Db6vG8zgLwA/zOumZJOLvX4mxfkcqm2U9yIKtyRmr7XasPKQBMrH62828oTPTluwn/3aTDXovu7FgJlq97LePRTgGgiMgo8PssJlfkMLni4NTzkZjD9r2tbK1pYUtNC5t2N/P2ulT9Qb9tMr0qj1mTCpg5qYDCnNGvr5XOrMKqw8o0OhKMQAa+6hNT9csAt6OJ5I73iL71F9of+RGhs76CXd3zDLnbtJfE2iX4pp2JNQyJbXpbizXa7OM+irlqMbE3/4IX68CunNFr/Ue3vZHY0odwNryOEcwkcPoXjkgdPSOrEAIZJNY8h9uwKxW09FKbbqh8Jywg+tzvSO58D7tqDsm6LRiZBSOSzt4wLQKnfo7IU78iseY5/H2US/E8F691P56TADcBSSc1JTbpgGFglU3rUS5gIInVi8Hy4++lBMaH2dVzMXPLcZs61/4dxpRnwzQJzF2IP7aftnefwp540oDrOBPbluNseA3/nIUETv673vdrGATP+BLtD32XyEv/Q/iSGw4axfcSMaJL7sDZthyzsIr48r+m6jGe+nns6o/0O7rteR5uWz1W1ZzBvc/OYvBu816ItfeZAKaLGcrGzK/E2fxW6jM+wPRmM5SNWVCVSgQzyNqpydotxN76C3bVXPwnXU7Hwz8i9sq9BM/7lyFP3UytV3wXq+L4UZ+yfqQoABQRGWNCAZtpVXlMO6CERHNbjC17Wli7rZGVm/ezcnNq2k1FYQYzJxUwa2IBkyqyNTooAzLDuZjTzsCqmE7k2UVEFv8W/9xL8J/4ye6DydjbD4LtOybSnQ+WYZoEP/ZFIs/9jtir9xIjlZ3TrpyBVXECVskkEuteJL7yKXBd/LMvwj93Ya8JLIb0+l2JYHatxsjIxz/j3COy3y529UcwwrnE176QCgBrtwz7+r8er185A2vcLGLLH8OecjpmMKv7Mc+Jk9jwGvFVT+M17+t7H9UnEjzvnwcVnLmRFhKb3sA35fRBBdKGYRI47e9xti7DnnDi4N7UAArO/QfaNy4n+tIfCH/ie32OQrrRVmKv3INZMH7AvzkzI4/gR68k+sIdqRqLcy7+YD/tjUSe/g1uww4Cp34e34zzSNasJ/ban4g+eytW5QyCp/19qhRLL7xIMyQTg552bGYWkNi7AXdfqgC8WdJ/AAhglR+fCszhoBNPvbErTyD+3jN48ciA6xK9WDuR5xZhhHMJnnUNRiCDwEmXE3vrAZyNr+Ob8tFBvKuDubWb8VrrsGePnTqvh0sBoIjIUSAnM8DcKUXMnVLE573j2NvQwXub63lvcz3PLt3J02/twLZMJpVnM3V8LlPH5TKpIge/TwGh9M7MKiJ86Q3EXvsT8RWPk6zbSmjB10g27cHZ9g7+eZcfVnH0o5FVMpmMz/8nbnMNyV1rcHatJrHxdRJrX+jexp4wj8D8K4al5ptVWE1y12oC8z55xKfHGqaNb9qZxJc/lqq/1lqHOX1kM7AGTvkMHQ99j/iyRwmefhVetI342udJdE2jLpqA//QvYAQywLIxTB9YNlg+knvWEl/2CPGlD/c5QtbFS0SJLP7/wPPwzTx/0O2zK0/ArjzhcN9mNyuUReCjVxF9bhGJVc/gn31xr9vFXv0jXqyd0Mf/fVAjnPakU7C3LCO+7GHs8bOx8itI1m0j8sxv8BLR1Lq38XNS25ZPw/rUj1JrXJc+TPtD38U/84JU+ZUPBcZdJR0GHQBmFUC8A2fXGvCH+gwse7S9YjqJ1Ysxsoow8waeamqNmwkrnyJZ836/a/k8zyP64v/gdTQRvvTG1GcI8M28EGf7u0Rf+xNW+bQBs5setN9oG5EXbsfIyMfXT0mQo40CQBGRo4xhGJQVZFBWkMEFJ48nEnN4f0cj63c0sX5nE4+/vo3HPLAtgwll2Zw4pYhTZpSSrYQy8iGG7Sd45j9ilkwi9ur/pf3hH2D4QxjhXPyzLhjt5o0KwzCwcsuxcsvxzzgPL+mQrN1Mcu9GrLIp2KVThu21fdPOANuPfdzQRioG3P/0s4iveJzoK/cAYBWP3AgggJVX0Vl3cQkkEyQ2v5kqoTFuFv7ZF6WmePYxTc8qmYzX1kj83Scwc8v6HM3xnDiRxbfi1m4meO4/Y+WObm1Oe8I87OoTiS17BLv6IwetuU1sfgtny1L8J/3doEuJGIZB4GNfJPngjURf/G/8sy8i+uJdGKEswpfdeNB+DNPCP+M87IknE3v7IeIrnyL+3t+wiidjVc3BHj8HM6/8gxqAmf0Xge/eb2cpCGf7CqzS4wY1MmuVTQXLxp4wb1BTMq2SyWD7cXau7jcATKxajLN9BYFTP9cjsZFhmgTPuob2//0+0Rf/JxVkD3J6r+e6RJ7/PV57E+FLbziiU7JHmwJAEZGjXChgM/e4IuYel/rS7og6bNyVCgbXbmvg/hc28eCLm5k9uZDTZ5Uxc2I+1gC1rSS9+KediZU/jshzi3AbdhE88+pjZq3L4TIsG7tsKnbZ1GF/LTO7mMBHLh2+/WfkYVd/BGfrMsAYlbWY/hM/QWLTGyQ2voY9+TT8sy7EGkQCJcMwCJx+JW7LPqIv/wEju+igYNxzHaLP/57k7jUEz7pmxDOO9ibV7qtwHvgPoi/fTWjhdd0BiNvRRPTVP2IWTcR/iNMLzVA2gdO/QPS5RUSf/z1m8SRC53+z31F7M5xD6KyrSc48H2frMpwd7xJ/+0Hibz+IkVWIEUgFOF1F3gdsQ1cCFyc24Pq/LoY/TPhTNw16JM6wfFhl03B2910PMFm7mdhbD2BXn4hvxsEjvmZ2MYFTP0fs5bsHnUEVIL7sf0nuXkPgjC8Ne7bckaYAUETkGBMO2syeXMjsyamzs7vr2nh1VQ1vrN7L8g115GT4OW1GKR+ZUkR+dpCcDD+mefTXNZLDYxVPJHz5D0nuXoc9cfQPnGV4+E44B2frMsy88gHXVA0HM5RNxuU3ge075AQ0hmkTOu9faH/0ZqKLbyX8ie91T8X1PJfoi3elRoFOuxLflNOHofVDY4ZzCZzy2VQAsu4l/MefnZqy+PLd4MQJnn1Nv1lK++KbeBLJWRdBIkrg1M8NetqwVTAOq2AcgXmfxG1vxNmxkuSOlTi71mBkl2D4goPaz4HlIgYbAAKHPCprj5tJ7PX3iC3/K2Z2CUZmPmZGfqqmaDxK5LnfYWTmETzzH/scVfRNPQNn23Jibz2AVXnCgG1IbFlK/N0n8U0/C/8RSPI01hjeaFTlHGb19W247th6W0VFWdTVtQ68oRyT1P/pbaz0v5N0WbW5nldX1bByUz1u579/0zDIyfSTlxUgLzNAQU6QU08opao0a4A9ymCMlf6X0THW+t/zPDoe+wl26ZRhKfExEtzmvbQ/ejNmKIfwJ74LvhCx1/4vibUv4D/pUwQGmTFyuB3Y957nEXnyFyTrtpLx6Z+S3L2G6Et3ETjlc2NmurXnxMFzBx0Aep5L211fAdch8wu3DdsUSbd1Px2P3oQXaen5gGGAHYBkgvClNw44Sud2NNHx4HcxsosIX3Yjhtn7OFiycTcdj96MmVdB+JLrh1y2ZDT/9k3ToKCg7/5QADhCxtoXgIws9X96G4v939weZ8ueZppaYzS2xWhs/eCyvzlKwnGZOi6X808ax+zJhRohPAxjsf9l5IzF/vc8b8gp8ccKZ886Ik/+CqtiOmb+OBLv/Q3/7Ivxn/zpMfPePtz3bkst7Q9+F6t4Asn9O7AKx/eYEno0arv/WjBMMj/z82F/LS8ewW1rwGuv77xuwG1rxFf9kUFlFIXUyF70uUWYeeXYk0/DN3k+ZtYHax69eAftj9wE8Q7Cl/8IMyOvn731bywHgJoCKiKShnIy/N1rBj+sI+rw8so9PP/OTm59eBXFeSHOmzeOj84sJejX14bI0W6sBEiHwy6fTuBjXyD28t0kd63Gd/yCMRX89cbMLiZw0qeIvXkf2IHUWtujOPgD8B9/DvhGZr2w4Q+l1osOYs1oX3wTT4Kzvpwq6bL0IeJLH8IqOQ578inYE08i9vLdeC11hBZee1jB31inEcARMhbPAMrIUf+nt6O1/5Ouy/IN+1n89g4272khHLCZXpVHdoY/dQn7Prid4Sc3I0DAr7ITH3a09r8cGer/4RVf+RRupJXA/E+PuWCqt773XJfYa3/EqjghFYzIqHFb6lJZWDe9gdu4GzAAj8Bpfz/oRDH90QigiIgcdSzT5KRpxZw0rZhNu5t5btlOdta2sX5nE22RRK/PCfgtcjP85GT4yckMkJPpp7o0i+lV+eRlKaukiBxZfdXWG6sM0yT4sX8Y7WYIYGYXEZi7kMDchSQbduJsehMsH74Tzh3tpg07BYAiIjKgyRU5TK74IL24k3Rp7UjQ2hGnpT1Oc9elLU5ze4ymtjg7atto2hzjuWW7ACjNDzO9Ko/pVXlMHZ9LluoSiojIGGDlj8M6eXB1GI8FCgBFROSQ2ZaZyho6wKie63ns3NfGuu2NvL+jkdfX7GXJit0AlOSHKcoNUpQTorDzuig3RFFukHBwaFnXREREpH8KAEVEZNiYhkFVaRZVpVlcOH88TtJl295W1m1rYMe+NuqaI2zZ3UJHzOnxvLKCMFPH5zF1XC5TxuVq+qiIiMgRogBQRERGjG2ZB00nBeiIJqhrilLXFGFvQwcbdjXx5pq9vNg5WlicF2LquFwKc0PYpoFlGliWiWWlbocDPiaWZytQFBERGYACQBERGXXhoI+qUl+P4vNJ12XHvjY27Gxi/Y4mlm+ooz3q9LMXKMwJclxlDpMrczmuIofyogzMMZwWXkREZKQpABQRkTHJMk0mlGUzoSybC04ej+d5JN3OS9LFcT2SSY+k69LcHmfzrmY27m5m7bZG3lizD4BQwGZieTaTyrOZVJHDhLJsMkNaXygiIulLAaCIiBwVDMPAtgxsC/D1rDdYmBNiUnkO5wOe51HXHGXTriY27Wpm854WHn99G11Vb0vzw0wqz6aqNIuyggzKCsLkZQXGdAFpERGRI0UBoIiIHFMMw6A4N0RxbojTZpQBEI07bK1pZcueZjbvbuG9LfW8tnpv93MCPovS/DBlBWFK88PkZwfJz05lOc3PCqrAvYiIHDMUAIqIyDEv6Le7axBCapSwpT1OTX0HNQ0d1NS3s7e+g427mnlz7b6Dnp8RtMnLClJVmsnMiQWcMCGfDJWqEBGRo5ACQBERSTuGYZCTGSAnM8C0zqCwS8JJ0tgao6EllrpujdLQGqO+Ocq7G/fz2qq9GAZMKs9h5sR8ZkwsoKo0S8lmRETkqKAAUERE5AA+26I4L0xxXvigx5Kuy9Y9razaUs+qLfU88spWHnllKwGfRThoEw7YhAI2wYBFOGATDvqYMbmQirwQxXkhrTMUEZFRpwBQRERkkCzTZHJlDpMrc/jkGRNpaY+zZmsD2/a2Eok5RGIOHTGHto4EdY0R2iKJ7lqGuZl+po3PY+r4XKaNz6MoN0QskSQaTxLvvI4lkiSTLgU5QQpyglimOcrvWEREjjUKAEVERIYoO8PPqTNKOXVGaa+Pe55HHIM33t3N+zsaWbe9sdc1hr2xTIOCnCDFeamENsV5YSoKMxhfkklW2H8k34aIiKQRBYAiIiLDxDAMKouyOGtuBWfNrcDzPPY2dPD+jiZa2uMEfBZBv0XAZxHwpy4msL8lSm1jpPuyeXczkViye7/52QGqSrIYX5LF+JJMSvPD+G0L2zKwLLOzXIaJZRqadioiIj0oABQRERkhhmF01h7MOKTneZ5HayTBrto2duxrY/u+Vnbsa+XdjfvxBnhuwGcR8JmpANNnpwJOv0Vuhp+KokwqijKoLMokN9OvYFFEJA0oABQRERnjDMMgO+zn+Op8jq/O774/GnfYVdtOXXMEx3FxXA8n6XZePBzHJe4kicWTRBOd1/EkkZjDrrq2HrUQM4I2FYUZlBdlUtBZAzEvK0h+VoDcrAABn2ohiogcCxQAioiIHKWCfrs7Kc1QtEUS7K5rY1dde+p6fztL1+2jPeoctG1G0KYwJ0RJfmo9YkleiJK8MMV5IbLCPo0eiogcJUYsAGxsbOTaa69lx44d+P1+qqqquOmmm8jPz++x3e9//3ueeuopLMvC8zy++tWvcvHFF49UM0VERNJGZsjH1PF5TB3fsxZiLJGkqTVGQ2uMxtZod13EuqYI22paWfZ+Ha73weTTgM8iJ9NPTkbXJZD6OdNPaX4qeU046BvptyciIr0wPM8baPnAEdHU1MT69euZP38+ALfccgvNzc389Kc/7bFda2srWVlZAOzbt4+LLrqIJUuWkJMz+LOb9fVtuO6IvK1BKyrKoq6udbSbIaNE/Z/e1P/p7Vjsfyfpsr85Sm1jB/saIuxvjtLSEae5LUZze5zmtjgdsZ6jiLmZ/tQU08LUusOskI9E0iWZ7Jy22jl9FSA/K0hRbpDCnBDh4NE9WelY7H8ZHPV9ehvN/jdNg4KCzD4fH7H/qrm5ud3BH8CcOXO47777DtquK/gD6OjowDAMXNcdkTaKiIjIwGzLpDQ/TGl+GCb1vk08kaSpLUZNfQd79rezu/Py0srdxBOD/17PCNoU5oYoygkyrjiTiRU5TCjNPuoDQxGR0TIq/z1d1+W+++5jwYIFvT5+3333ce+997J3715++tOfkpeX1+t2IiIiMjb5fRbFeWGK88LMnlzYfb/reexvjhKJOth2Z8kK0+wuYeF6Hg0tUeqaouxvilDXnLreUdvGsvV1ABhAWWEGE8uzmVSeTUVRJqGATcifKqsR9NuYptYkioj0ZsSmgB7oRz/6Efv27eO2227DNM0+t1u/fj3f+c53+OMf/6ggUEREJM21RRJs3NHI+h2NrN/eyPrtDbR2JHrdNuC3CPltLMvA7KyHaBkGppmaHpWfHWRyZS7Hjc/juMpcivJCSmQjImlhxAPAW265hfXr13P77bfj9/sH3P7qq6/miiuu4IILLhj0a2gNoIw16v/0pv5Pb+r/4eN5HrVNEfY1dBA9oMRF6nbq2nU9XM/DdcHDS/3setQ1R9lV20ay83ghK+yjujSbccWZ5GT4yQr7yAr7yQz5um/77L5PWvdF/Z++1PfpTWsAO/36179m9erV3HnnnX0Gf5s2bWLy5MkA7Ny5k3Xr1nX/LCIiItLFMAxK8sKU5IWH9PyE47Krro1tNS1srWll294W1mxt6JHh9EA+2+yeahoK2AdcLMIBH+GgTThgp66DNhlBH0nTxEu62NahB48iIsNhxALAjRs3cscdd1BdXc1nP/tZACorK1m0aBGXXXYZd955JyUlJdx6661s2rQJ27axLIvvfve7TJrUxwpzERERkSHy2SYTyrKZUJbN2Z33uZ5HR9ShtSNOa0cidYmkbkeiDpG4QyTmEImlRhtbOjroiDrdI4+9MYDsTD8F2UHys4MUZAfICvs71yzaBAOp61DAIiPooyA7qDWMIjJsRmUN4HDTFFAZa9T/6U39n97U/+kj6bpEYkk6Yg6RqENbJIEDbNvdTH1LlIaWKPUtMRpaoiScvjOhdmVZLS8MU1aQQVlB6jrktzAMA8NIjX6andehgIXPtkbujcqg6G8/vWkKqIiIiMgxzjJNMkMmmaEPit73dhDoeR5xxyXaOWoYiTtEY6nr1o4ENfXt1NR3sLWmhaXrahnolLZhQHFemHFFGVQWZVJRlEllcQZFuSEMIOl6xBNJ4o7bfR30WeRmBTQ1VSQNKQAUERERGUGGYRDwWQR8FjkDbBtPJNnb0MHehg4Sjovrenikpqp6XiqYbGmPs6uunR21bbyzvq47YLRMo3u7XtsBZGf4ycsKkJcVID8rSEFOkHElmYwvziQrPHCyPhE5+igAFBERERmj/D6L8SVZjC/JGtT2sXiS3fvb2VXXxr7GDizTwG9b+G0Tv8/C13kdjTk0tMZobI3S0BqjtinC+zuaiMSc7n3lZQWoKslifEkmlUWZ2LZJonMUMeG4xB2XhJPESXp4ntcdbLruB0FnKGiTGbTJCPnICPnIDPrICNnkZASGlFVVRA6fAkARERGRY0TAbzGxPJuJ5dlDen5bJMGOfa3s2NeWuq5tY+Xm/X2OIh7IMMA0UjUXTRPwIN7HWkcDyM8OUJQb6nHJywqk1jhifLAhqf0W5ATJDvtUr1HkMCkAFBEREREAMkM+jq/O5/jq/O77YokkNfXtuC74bROfz0yNKvpM/LaJZZmYfQRlCcelPZqgPZKgvTMxTlskQUNLlLqmCHVNUVZurqelPT6o9mUEbcoKMygvyKC8MIPygjDZGampqp6XmhrbNRJpGFCQHSQnw6+gUeQACgBFREREpE8Bn0V16dBGFH22SW5mgNzMQL/bReMO+5uiNLfH8bpWMR5wlXQ96poi1OxvZ099B8s31PHyyj2DaoPfNinMDVGUE+weaczO8BMKpOo2BgMW4c6ajrZlEo07ROJJorHOkh/xJPFEEr9tddZ3tAkHfWQEbfy+D7Kvuq5HIumScFIX02/jeZ6CTxlzFACKiIiIyKgK+m0qizOpPITntHTEqdnfTlsk0V0eo3sKqgFO0qO+e6QxNdr4/o4mYone6zUOhW2Z2JZBwnFJ9lKCLBSwGVecSqozrjiT8SVZlBdmaP2jjCoFgCIiIiJy1MkO+8kef2iZSj3Po7UjQWskQSTmEI05qbqNMYdILImTdAn6LUIBm6DfJhRI3fb7LOKJJO3RBB1Rh/aoQ0c0Na01mfTw+0x8lonPNrHt1NTYUDjA+m317NzXxivv1XQHnpZpUJgTpCgvRHFu5yUvTFFeiMygTUtHgpb2OC3tcZrb47R2xGmNJPA8r0eA2xX0BvwWORkBsjN8ndd+cjL8ZARtjT5KrxQAioiIiEhaMAyD7Ax/97rB4VRUlMXJUwqB1NrEusYIO2pTyXX2NUaobexg8+5mIrH+RyRtyyAz5MM0je51jl0lQFzXIxpP9jr6aBipEUrLNLqvLcvANk0Kc4Od2WUzqSrJoiQ/3Oc6Tjn2KAAUERERERlGpmFQkh+mJD/MSdOKu+/3PI+2SILapgh1jRE6Yk5qZDPDT1bYR07nWsX+RvI8z6M96nSPGHaNHrZGEiSTLk7SI+l+cJ1wXPY1RHhu2U6cZCpwDPgsxhVnUloQJty5NjJ0wCXot4jGUyOf7Z2JfFLJfRySrofPNg+6+G2re51lKGATDnbeDtpkhXyEAgpDRot+8yIiIiIio8AwDLLCfrLCfiaV5wx5H5khH5khH+WFGYN+npN02bO/ne0HlP1YtaWeSMwhnui9fEcX2zJStR2DPizT6E58k0qCk6oT2RVc9iXgs8jJ8JOT6e+8DhD0W8QTLnEnlXgnddsl6bqUF2YwuSKHieXZFGQHNb31MCgAFBERERFJM7Zldk4DzTroMSfpEo0nU+sjow6xRJKg3yIz5CMj5MNvmwMGYEnXJRJLdq6vTF06oqk1ly0dcZrbUiOWzW0xdtW1s2ZbA9F4koDPwu+z8Ntm5+1UwpyX393Dc8t2AZCTmQqYJ5VnU5ATxDJTyXh6THm1jM41k2CaqdummbrYpoFtp9ZtdiXySaeAUgGgiIiIiIh0sy2TzJBJZsg35H1Y5uHv40BO0mVXXRubd7eweU8zW3a3sHxD3RHZN6RGNYN+m8yQj6ywj6yw/4PbIR/BgE3AZxHwWwQ7rwM+i9KCo2/9pAJAEREREREZ02zLpLo0m+rSbM45MVUwpKUjTmt7nKTrda9xTCY9nM5r1/Nw3dQ6yaTb9bOH07k2MjVVNXVJdI56tnYkaOuIs6+hg03dGVj7btelH63mEx+bOEK/hSNDAaCIiIiIiBx1ssN+ssPDm9HV9Tw6og6xeJJoIrU2MRpPEosniSWSTK/KG9bXHw4KAEVERERERHphHpBk51hhjnYDREREREREZGQoABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkT9ki9UGNjI9deey07duzA7/dTVVXFTTfdRH5+fo/tfvSjH/HGG2/g9/sJh8PceOONzJw5c6SaKSIiIiIicswasRFAwzC45ppreOaZZ3j88ccZN24cv/rVrw7a7owzzuDxxx/nscce46tf/Sr/+q//OlJNFBEREREROaaN2Ahgbm4u8+fP7/55zpw53HfffQdtd/bZZ/fYZu/evbiui2kOPlY1TePwGjtMxmq7ZGSo/9Ob+j+9qf/Tm/o/fanv09to9f9ArztiAeCBXNflvvvuY8GCBf1u9+c//5mzzjrrkII/gLy8jMNp3rApKMgc7SbIKFL/pzf1f3pT/6c39X/6Ut+nt7Ha/6MSAN58882Ew2GuvPLKPrd58sknefzxx/nzn/88gi0TERERERE5do14AHjLLbewfft2br/99j5H9p599ln+67/+i3vuuYfCwsIRbqGIiIiIiMixaUQDwF//+tesXr2aO++8E7/f3+s2S5Ys4Wc/+xl33303lZWVI9k8ERERERGRY5rheZ43Ei+0ceNGFi5cSHV1NcFgEIDKykoWLVrEZZddxp133klJSQmnnHIKPp+vR3mIe+65h7y8vJFopoiIiIiIyDFrxAJAERERERERGV0jVgdQRERERERERpcCQBERERERkTShAFBERERERCRNKAAUERERERFJEwoAh9nWrVv5zGc+wwUXXMBnPvMZtm3bNtpNkmHU2NjIl7/8ZS644AIuueQS/uVf/oWGhgYA3n33XS699FIuuOAC/vEf/5H6+vpRbq0Ml9tuu42pU6eyYcMGQH2fLmKxGD/4wQ84//zzueSSS/je974H6HsgXSxZsoRPfOITXHbZZVx66aUsXrwYUP8fq2655RYWLFjQ43899N/f+iwcO3rr//6OAWGMHQt4Mqyuuuoq79FHH/U8z/MeffRR76qrrhrlFslwamxs9N58883un3/+8597//Ef/+Elk0nv3HPP9ZYuXep5nuctWrTIu/7660ermTKMVq9e7V199dXe2Wef7a1fv159n0Zuvvlm7yc/+Ynnuq7neZ5XV1fneZ6+B9KB67revHnzvPXr13ue53nr1q3z5syZ4yWTSfX/MWrp0qXenj17uv/Xd+mvv/VZOHb01v99HQN6njfmjgU0AjiM6uvrWbt2LQsXLgRg4cKFrF27tsfZADm25ObmMn/+/O6f58yZw549e1i9ejWBQIB58+YB8NnPfpann356tJopwyQej3PTTTfxwx/+sPs+9X16aG9v59FHH+Vb3/oWhmEAUFhYqO+BNGKaJq2trQC0trZSXFxMY2Oj+v8YNW/ePMrKynrc19/fu/4XHFt66/++jgFh7B0L2KP2ymmgpqaGkpISLMsCwLIsiouLqamp6VHoXo5Nruty3333sWDBAmpqaigvL+9+LD8/H9d1aWpqIjc3d/QaKUfUb3/7Wy699FIqKyu771Pfp4edO3eSm5vLbbfdxltvvUVGRgbf+ta3CAaD+h5IA4Zh8Jvf/Iavf/3rhMNh2tvbufPOO3UckGb662/P8/RZSCMHHgPC2DsW0AigyDC5+eabCYfDXHnllaPdFBkBK1asYPXq1Xz+858f7abIKEgmk+zcuZPjjz+ehx9+mO985zt84xvfoKOjY7SbJiPAcRzuuOMOfve737FkyRJ+//vf8+1vf1v9L5KmxvoxoEYAh1FZWRn79u0jmUxiWRbJZJLa2tqDhozl2HPLLbewfft2br/9dkzTpKysrHsaAEBDQwOmaWoE6BiydOlSNm/ezDnnnAPA3r17ufrqq7nqqqvU92mgrKwM27a7p3fNnj2bvLw8gsGgvgfSwLp166itreXEE08E4MQTTyQUChEIBNT/aaS/4z7P8/RZSBMfPgYExtxxoEYAh1FBQQHTp0/niSeeAOCJJ55g+vTpGuo/xv36179m9erVLFq0CL/fD8CMGTOIRqMsW7YMgPvvv58LL7xwNJspR9hXvvIVXn31VV544QVeeOEFSktLueuuu7jmmmvU92kgPz+f+fPn89prrwGpbH/19fVUV1freyANlJaWsnfvXrZs2QLA5s2bqa+vp6qqSv2fRvo77tMxYXro7RgQxt5xoOF5njdqr54GNm/ezPXXX09LSwvZ2dnccsstTJw4cbSbJcNk48aNLFy4kOrqaoLBIACVlZUsWrSI5cuX84Mf/IBYLEZFRQW//OUvKSwsHOUWy3BZsGABt99+O1OmTFHfp4mdO3dyww030NTUhG3bfPvb3+bMM8/U90CaeOyxx/jv//7v7iRA3/zmNzn33HPV/8eoH//4xyxevJj9+/eTl5dHbm4uTz75ZL/9rc/CsaO3/v/Nb37T5zEgMKaOBRQAioiIiIiIpAlNARUREREREUkTCgBFRERERETShAJAERERERGRNKEAUEREREREJE0oABQREREREUkTCgBFRETGgKlTp/L000+PdjNEROQYZ492A0REREbb9ddfzyOPPHLQ/bNnz+aBBx4YhRaJiIgMDwWAIiIiwGmnncYvfvGLHvf5fL5Rao2IiMjw0BRQERERwO/3U1RU1OOSm5sLpKZn/ulPf+IrX/kKs2fP5uyzz+avf/1rj+evX7+ef/iHf2DWrFmcfPLJXH/99bS2tvbY5pFHHuGSSy5hxowZnHbaaVx33XU9Hm9ubuab3/wmc+bM4ZxzzjnoNURERA6XAkAREZFBuPXWW1mwYAGPPvooV1xxBddddx2rVq0CoKOjg6uvvppwOMyDDz7IbbfdxooVK7jhhhu6n3///ffz/e9/n8svv5zHHnuMO++8k+OOO67HayxatKg78Lv44ou58cYb2bNnz4i+TxERObYpABQREQFeeeUV5s6d2+Pyy1/+svvx8847j89+9rNMmDCBf/qnf+KUU07h3nvvBeCJJ54gEonwi1/8gqlTp3LyySdz0003sXjxYrZv3w7A7373O774xS/ypS99iYkTJzJjxgyuueaaHm247LLLuOyyy6iqquJb3/oWlmWxdOnSkfsliIjIMU9rAEVERIB58+Zx880397gvKyur+/acOXN6PDZnzhxeeuklADZv3szUqVPJzMzsfnzu3LmYpsmmTZvIzMxk3759nHrqqf22YerUqd23bdsmPz+fhoaGob4lERGRgygAFBERAUKhEFVVVUd8v4ZhDHpb2+75tWwYBq7rHukmiYhIGtMUUBERkUFYuXLlQT9PnDgRgEmTJrFhwwba2tq6H1+xYgWu6zJp0iQKCgooKSnhjTfeGNE2i4iIfJgCQBERESAej1NXV9fjcuD0y8WLF/PAAw+wbds27rjjDt544w2++MUvAnDJJZcQDAa57rrrWL9+PUuXLuX73/8+559/fveo4te+9jXuvfde7rnnHrZu3cq6dev4wx/+MCrvVURE0pemgIqIiACvv/46p59+eo/7SkpKePnllwH4xje+wTPPPMOPf/xj8vPz+dnPfsasWbOA1PTRu+66i5/+9Kd8+tOfJhAIcM4553DjjTd27+vzn/88Pp+Pu+++m1/96lfk5ORwxhlnjNwbFBERAQzP87zRboSIiMhYNnXqVH77299y4YUXjnZTREREDoumgIqIiIiIiKQJBYAiIiIiIiJpQlNARURERERE0oRGAEVERERERNKEAkAREREREZE0oQBQREREREQkTSgAFBERERERSRMKAEVERERERNKEAkAREREREZE08f8DtSGE28H79kAAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualization of model loss\n",
+    "plt.figure(figsize = (15, 10))\n",
+    "plt.title('Model loss (MSE)', fontsize = 14)\n",
+    "sns.lineplot(data = history_tuned.history['loss'], label = 'Train')\n",
+    "sns.lineplot(data = history_tuned.history['val_loss'], label = 'Test')\n",
+    "plt.xlabel('Epoch', fontsize = 14)\n",
+    "plt.ylabel('Loss', fontsize = 14)\n",
+    "plt.ylim(2.2, 2.8)\n",
+    "plt.legend()\n",
+    "plt.savefig('mse_tuned.jpg')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:22:49.495135Z",
+     "iopub.status.busy": "2022-04-30T00:22:49.494812Z",
+     "iopub.status.idle": "2022-04-30T00:23:57.013817Z",
+     "shell.execute_reply": "2022-04-30T00:23:57.012831Z",
+     "shell.execute_reply.started": "2022-04-30T00:22:49.495095Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Prediction on the training set and the test set\n",
+    "y_train_pred_tuned = model_tuned.predict(X_train).flatten()\n",
+    "y_test_pred_tuned = model_tuned.predict(X_test).flatten()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:23:57.016070Z",
+     "iopub.status.busy": "2022-04-30T00:23:57.015387Z",
+     "iopub.status.idle": "2022-04-30T00:23:57.510792Z",
+     "shell.execute_reply": "2022-04-30T00:23:57.508847Z",
+     "shell.execute_reply.started": "2022-04-30T00:23:57.016025Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 648x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Error distribution\n",
+    "error_dist(y_test, y_test_pred_tuned)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:23:57.512798Z",
+     "iopub.status.busy": "2022-04-30T00:23:57.512296Z",
+     "iopub.status.idle": "2022-04-30T00:23:57.565810Z",
+     "shell.execute_reply": "2022-04-30T00:23:57.565000Z",
+     "shell.execute_reply.started": "2022-04-30T00:23:57.512748Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Metric</th>\n",
+       "      <th>Train</th>\n",
+       "      <th>Test</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>RMSE</td>\n",
+       "      <td>1.517044</td>\n",
+       "      <td>1.531904</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>MAE</td>\n",
+       "      <td>1.063424</td>\n",
+       "      <td>1.075939</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>R2</td>\n",
+       "      <td>0.706351</td>\n",
+       "      <td>0.699466</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Metric     Train      Test\n",
+       "0   RMSE  1.517044  1.531904\n",
+       "1    MAE  1.063424  1.075939\n",
+       "2     R2  0.706351  0.699466"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Evaluation metrics\n",
+    "display(eval_df(y_train, y_train_pred_tuned, y_test, y_test_pred_tuned))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 5. Explainable AI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:23:57.567719Z",
+     "iopub.status.busy": "2022-04-30T00:23:57.567239Z",
+     "iopub.status.idle": "2022-04-30T00:28:19.803787Z",
+     "shell.execute_reply": "2022-04-30T00:28:19.803006Z",
+     "shell.execute_reply.started": "2022-04-30T00:23:57.567672Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div align='center'><img src='data:image/png;base64,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' /></div><script charset='utf-8'>!function(t){function e(r){if(n[r])return n[r].exports;var i=n[r]={i:r,l:!1,exports:{}};return t[r].call(i.exports,i,i.exports,e),i.l=!0,i.exports}var n={};return e.m=t,e.c=n,e.i=function(t){return t},e.d=function(t,n,r){e.o(t,n)||Object.defineProperty(t,n,{configurable:!1,enumerable:!0,get:r})},e.n=function(t){var n=t&&t.__esModule?function(){return t.default}:function(){return t};return e.d(n,\"a\",n),n},e.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},e.p=\"\",e(e.s=410)}([function(t,e,n){\"use strict\";function r(t,e,n,r,o,a,u,c){if(i(e),!t){var s;if(void 0===e)s=new Error(\"Minified exception occurred; use the non-minified dev environment for the full error message and additional helpful warnings.\");else{var l=[n,r,o,a,u,c],f=0;s=new Error(e.replace(/%s/g,function(){return l[f++]})),s.name=\"Invariant Violation\"}throw s.framesToPop=1,s}}var i=function(t){};t.exports=r},function(t,e,n){\"use strict\";var r=n(8),i=r;t.exports=i},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null===t||void 0===t)throw new TypeError(\"Object.assign cannot be called with null or undefined\");return Object(t)}function i(){try{if(!Object.assign)return!1;var t=new String(\"abc\");if(t[5]=\"de\",\"5\"===Object.getOwnPropertyNames(t)[0])return!1;for(var e={},n=0;n<10;n++)e[\"_\"+String.fromCharCode(n)]=n;var r=Object.getOwnPropertyNames(e).map(function(t){return e[t]});if(\"0123456789\"!==r.join(\"\"))return!1;var i={};return\"abcdefghijklmnopqrst\".split(\"\").forEach(function(t){i[t]=t}),\"abcdefghijklmnopqrst\"===Object.keys(Object.assign({},i)).join(\"\")}catch(t){return!1}}/*\n",
+       "object-assign\n",
+       "(c) Sindre Sorhus\n",
+       "@license MIT\n",
+       "*/\n",
+       "var o=Object.getOwnPropertySymbols,a=Object.prototype.hasOwnProperty,u=Object.prototype.propertyIsEnumerable;t.exports=i()?Object.assign:function(t,e){for(var n,i,c=r(t),s=1;s<arguments.length;s++){n=Object(arguments[s]);for(var l in n)a.call(n,l)&&(c[l]=n[l]);if(o){i=o(n);for(var f=0;f<i.length;f++)u.call(n,i[f])&&(c[i[f]]=n[i[f]])}}return c}},function(t,e,n){\"use strict\";function r(t,e){return 1===t.nodeType&&t.getAttribute(d)===String(e)||8===t.nodeType&&t.nodeValue===\" react-text: \"+e+\" \"||8===t.nodeType&&t.nodeValue===\" react-empty: \"+e+\" \"}function i(t){for(var e;e=t._renderedComponent;)t=e;return t}function o(t,e){var n=i(t);n._hostNode=e,e[g]=n}function a(t){var e=t._hostNode;e&&(delete e[g],t._hostNode=null)}function u(t,e){if(!(t._flags&v.hasCachedChildNodes)){var n=t._renderedChildren,a=e.firstChild;t:for(var u in n)if(n.hasOwnProperty(u)){var c=n[u],s=i(c)._domID;if(0!==s){for(;null!==a;a=a.nextSibling)if(r(a,s)){o(c,a);continue t}f(\"32\",s)}}t._flags|=v.hasCachedChildNodes}}function c(t){if(t[g])return t[g];for(var e=[];!t[g];){if(e.push(t),!t.parentNode)return null;t=t.parentNode}for(var n,r;t&&(r=t[g]);t=e.pop())n=r,e.length&&u(r,t);return n}function s(t){var e=c(t);return null!=e&&e._hostNode===t?e:null}function l(t){if(void 0===t._hostNode?f(\"33\"):void 0,t._hostNode)return t._hostNode;for(var e=[];!t._hostNode;)e.push(t),t._hostParent?void 0:f(\"34\"),t=t._hostParent;for(;e.length;t=e.pop())u(t,t._hostNode);return t._hostNode}var f=n(2),p=n(21),h=n(157),d=(n(0),p.ID_ATTRIBUTE_NAME),v=h,g=\"__reactInternalInstance$\"+Math.random().toString(36).slice(2),m={getClosestInstanceFromNode:c,getInstanceFromNode:s,getNodeFromInstance:l,precacheChildNodes:u,precacheNode:o,uncacheNode:a};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n,a){function u(e){return t(e=new Date(+e)),e}return u.floor=u,u.ceil=function(n){return t(n=new Date(n-1)),e(n,1),t(n),n},u.round=function(t){var e=u(t),n=u.ceil(t);return t-e<n-t?e:n},u.offset=function(t,n){return e(t=new Date(+t),null==n?1:Math.floor(n)),t},u.range=function(n,r,i){var o=[];if(n=u.ceil(n),i=null==i?1:Math.floor(i),!(n<r&&i>0))return o;do o.push(new Date(+n));while(e(n,i),t(n),n<r);return o},u.filter=function(n){return r(function(e){if(e>=e)for(;t(e),!n(e);)e.setTime(e-1)},function(t,r){if(t>=t)for(;--r>=0;)for(;e(t,1),!n(t););})},n&&(u.count=function(e,r){return i.setTime(+e),o.setTime(+r),t(i),t(o),Math.floor(n(i,o))},u.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?u.filter(a?function(e){return a(e)%t===0}:function(e){return u.count(0,e)%t===0}):u:null}),u}e.a=r;var i=new Date,o=new Date},function(t,e,n){\"use strict\";var r=!(\"undefined\"==typeof window||!window.document||!window.document.createElement),i={canUseDOM:r,canUseWorkers:\"undefined\"!=typeof Worker,canUseEventListeners:r&&!(!window.addEventListener&&!window.attachEvent),canUseViewport:r&&!!window.screen,isInWorker:!r};t.exports=i},function(t,e,n){\"use strict\";function r(t,e){this._groups=t,this._parents=e}function i(){return new r([[document.documentElement]],D)}var o=n(272),a=n(273),u=n(261),c=n(255),s=n(131),l=n(260),f=n(265),p=n(268),h=n(275),d=n(253),v=n(267),g=n(266),m=n(274),y=n(259),_=n(258),b=n(252),x=n(276),w=n(269),C=n(254),M=n(277),k=n(262),E=n(270),T=n(264),S=n(251),P=n(263),N=n(271),A=n(256),O=n(70),I=n(257);n.d(e,\"c\",function(){return D}),e.b=r;var D=[null];r.prototype=i.prototype={constructor:r,select:o.a,selectAll:a.a,filter:u.a,data:c.a,enter:s.a,exit:l.a,merge:f.a,order:p.a,sort:h.a,call:d.a,nodes:v.a,node:g.a,size:m.a,empty:y.a,each:_.a,attr:b.a,style:x.a,property:w.a,classed:C.a,text:M.a,html:k.a,raise:E.a,lower:T.a,append:S.a,insert:P.a,remove:N.a,datum:A.a,on:O.c,dispatch:I.a},e.a=i},function(t,e,n){\"use strict\";function r(t){return function(){return t}}var i=function(){};i.thatReturns=r,i.thatReturnsFalse=r(!1),i.thatReturnsTrue=r(!0),i.thatReturnsNull=r(null),i.thatReturnsThis=function(){return this},i.thatReturnsArgument=function(t){return t},t.exports=i},function(t,e,n){\"use strict\";var r=null;t.exports={debugTool:r}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(59);n.d(e,\"color\",function(){return r.a}),n.d(e,\"rgb\",function(){return r.b}),n.d(e,\"hsl\",function(){return r.c});var i=n(210);n.d(e,\"lab\",function(){return i.a}),n.d(e,\"hcl\",function(){return i.b});var o=n(209);n.d(e,\"cubehelix\",function(){return o.a})},function(t,e,n){\"use strict\";function r(){T.ReactReconcileTransaction&&x?void 0:l(\"123\")}function i(){this.reinitializeTransaction(),this.dirtyComponentsLength=null,this.callbackQueue=p.getPooled(),this.reconcileTransaction=T.ReactReconcileTransaction.getPooled(!0)}function o(t,e,n,i,o,a){return r(),x.batchedUpdates(t,e,n,i,o,a)}function a(t,e){return t._mountOrder-e._mountOrder}function u(t){var e=t.dirtyComponentsLength;e!==m.length?l(\"124\",e,m.length):void 0,m.sort(a),y++;for(var n=0;n<e;n++){var r=m[n],i=r._pendingCallbacks;r._pendingCallbacks=null;var o;if(d.logTopLevelRenders){var u=r;r._currentElement.type.isReactTopLevelWrapper&&(u=r._renderedComponent),o=\"React update: \"+u.getName(),console.time(o)}if(v.performUpdateIfNecessary(r,t.reconcileTransaction,y),o&&console.timeEnd(o),i)for(var c=0;c<i.length;c++)t.callbackQueue.enqueue(i[c],r.getPublicInstance())}}function c(t){return r(),x.isBatchingUpdates?(m.push(t),void(null==t._updateBatchNumber&&(t._updateBatchNumber=y+1))):void x.batchedUpdates(c,t)}function s(t,e){x.isBatchingUpdates?void 0:l(\"125\"),_.enqueue(t,e),b=!0}var l=n(2),f=n(3),p=n(155),h=n(17),d=n(160),v=n(24),g=n(53),m=(n(0),[]),y=0,_=p.getPooled(),b=!1,x=null,w={initialize:function(){this.dirtyComponentsLength=m.length},close:function(){this.dirtyComponentsLength!==m.length?(m.splice(0,this.dirtyComponentsLength),k()):m.length=0}},C={initialize:function(){this.callbackQueue.reset()},close:function(){this.callbackQueue.notifyAll()}},M=[w,C];f(i.prototype,g,{getTransactionWrappers:function(){return M},destructor:function(){this.dirtyComponentsLength=null,p.release(this.callbackQueue),this.callbackQueue=null,T.ReactReconcileTransaction.release(this.reconcileTransaction),this.reconcileTransaction=null},perform:function(t,e,n){return g.perform.call(this,this.reconcileTransaction.perform,this.reconcileTransaction,t,e,n)}}),h.addPoolingTo(i);var k=function(){for(;m.length||b;){if(m.length){var t=i.getPooled();t.perform(u,null,t),i.release(t)}if(b){b=!1;var e=_;_=p.getPooled(),e.notifyAll(),p.release(e)}}},E={injectReconcileTransaction:function(t){t?void 0:l(\"126\"),T.ReactReconcileTransaction=t},injectBatchingStrategy:function(t){t?void 0:l(\"127\"),\"function\"!=typeof t.batchedUpdates?l(\"128\"):void 0,\"boolean\"!=typeof t.isBatchingUpdates?l(\"129\"):void 0,x=t}},T={ReactReconcileTransaction:null,batchedUpdates:o,enqueueUpdate:c,flushBatchedUpdates:k,injection:E,asap:s};t.exports=T},function(t,e,n){\"use strict\";var r=n(102);n.d(e,\"c\",function(){return r.a});var i=n(18);n.d(e,\"f\",function(){return i.a});var o=n(103);n.d(e,\"d\",function(){return o.a});var a=(n(185),n(104),n(105),n(186),n(197),n(198),n(108),n(188),n(189),n(190),n(191),n(106),n(192),n(193),n(57));n.d(e,\"e\",function(){return a.a});var u=n(107);n.d(e,\"g\",function(){return u.a});var c=(n(194),n(195),n(196),n(109));n.d(e,\"a\",function(){return c.a}),n.d(e,\"b\",function(){return c.b});n(110),n(111),n(199)},function(t,e,n){\"use strict\";n.d(e,\"e\",function(){return r}),n.d(e,\"d\",function(){return i}),n.d(e,\"c\",function(){return o}),n.d(e,\"b\",function(){return a}),n.d(e,\"a\",function(){return u});var r=1e3,i=6e4,o=36e5,a=864e5,u=6048e5},function(t,e,n){\"use strict\";function r(t,e,n,r){this.dispatchConfig=t,this._targetInst=e,this.nativeEvent=n;var i=this.constructor.Interface;for(var o in i)if(i.hasOwnProperty(o)){var u=i[o];u?this[o]=u(n):\"target\"===o?this.target=r:this[o]=n[o]}var c=null!=n.defaultPrevented?n.defaultPrevented:n.returnValue===!1;return c?this.isDefaultPrevented=a.thatReturnsTrue:this.isDefaultPrevented=a.thatReturnsFalse,this.isPropagationStopped=a.thatReturnsFalse,this}var i=n(3),o=n(17),a=n(8),u=(n(1),\"function\"==typeof Proxy,[\"dispatchConfig\",\"_targetInst\",\"nativeEvent\",\"isDefaultPrevented\",\"isPropagationStopped\",\"_dispatchListeners\",\"_dispatchInstances\"]),c={type:null,target:null,currentTarget:a.thatReturnsNull,eventPhase:null,bubbles:null,cancelable:null,timeStamp:function(t){return t.timeStamp||Date.now()},defaultPrevented:null,isTrusted:null};i(r.prototype,{preventDefault:function(){this.defaultPrevented=!0;var t=this.nativeEvent;t&&(t.preventDefault?t.preventDefault():\"unknown\"!=typeof t.returnValue&&(t.returnValue=!1),this.isDefaultPrevented=a.thatReturnsTrue)},stopPropagation:function(){var t=this.nativeEvent;t&&(t.stopPropagation?t.stopPropagation():\"unknown\"!=typeof t.cancelBubble&&(t.cancelBubble=!0),this.isPropagationStopped=a.thatReturnsTrue)},persist:function(){this.isPersistent=a.thatReturnsTrue},isPersistent:a.thatReturnsFalse,destructor:function(){var t=this.constructor.Interface;for(var e in t)this[e]=null;for(var n=0;n<u.length;n++)this[u[n]]=null}}),r.Interface=c,r.augmentClass=function(t,e){var n=this,r=function(){};r.prototype=n.prototype;var a=new r;i(a,t.prototype),t.prototype=a,t.prototype.constructor=t,t.Interface=i({},n.Interface,e),t.augmentClass=n.augmentClass,o.addPoolingTo(t,o.fourArgumentPooler)},o.addPoolingTo(r,o.fourArgumentPooler),t.exports=r},function(t,e,n){\"use strict\";var r={current:null};t.exports=r},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i}),n.d(e,\"b\",function(){return o});var r=Array.prototype,i=r.map,o=r.slice},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";e.a=function(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){if(g){var e=t.node,n=t.children;if(n.length)for(var r=0;r<n.length;r++)m(e,n[r],null);else null!=t.html?f(e,t.html):null!=t.text&&h(e,t.text)}}function i(t,e){t.parentNode.replaceChild(e.node,t),r(e)}function o(t,e){g?t.children.push(e):t.node.appendChild(e.node)}function a(t,e){g?t.html=e:f(t.node,e)}function u(t,e){g?t.text=e:h(t.node,e)}function c(){return this.node.nodeName}function s(t){return{node:t,children:[],html:null,text:null,toString:c}}var l=n(82),f=n(55),p=n(90),h=n(171),d=1,v=11,g=\"undefined\"!=typeof document&&\"number\"==typeof document.documentMode||\"undefined\"!=typeof navigator&&\"string\"==typeof navigator.userAgent&&/\\bEdge\\/\\d/.test(navigator.userAgent),m=p(function(t,e,n){e.node.nodeType===v||e.node.nodeType===d&&\"object\"===e.node.nodeName.toLowerCase()&&(null==e.node.namespaceURI||e.node.namespaceURI===l.html)?(r(e),t.insertBefore(e.node,n)):(t.insertBefore(e.node,n),r(e))});s.insertTreeBefore=m,s.replaceChildWithTree=i,s.queueChild=o,s.queueHTML=a,s.queueText=u,t.exports=s},function(t,e,n){\"use strict\";function r(t,e){return(t&e)===e}var i=n(2),o=(n(0),{MUST_USE_PROPERTY:1,HAS_BOOLEAN_VALUE:4,HAS_NUMERIC_VALUE:8,HAS_POSITIVE_NUMERIC_VALUE:24,HAS_OVERLOADED_BOOLEAN_VALUE:32,injectDOMPropertyConfig:function(t){var e=o,n=t.Properties||{},a=t.DOMAttributeNamespaces||{},c=t.DOMAttributeNames||{},s=t.DOMPropertyNames||{},l=t.DOMMutationMethods||{};t.isCustomAttribute&&u._isCustomAttributeFunctions.push(t.isCustomAttribute);for(var f in n){u.properties.hasOwnProperty(f)?i(\"48\",f):void 0;var p=f.toLowerCase(),h=n[f],d={attributeName:p,attributeNamespace:null,propertyName:f,mutationMethod:null,mustUseProperty:r(h,e.MUST_USE_PROPERTY),hasBooleanValue:r(h,e.HAS_BOOLEAN_VALUE),hasNumericValue:r(h,e.HAS_NUMERIC_VALUE),hasPositiveNumericValue:r(h,e.HAS_POSITIVE_NUMERIC_VALUE),hasOverloadedBooleanValue:r(h,e.HAS_OVERLOADED_BOOLEAN_VALUE)};if(d.hasBooleanValue+d.hasNumericValue+d.hasOverloadedBooleanValue<=1?void 0:i(\"50\",f),c.hasOwnProperty(f)){var v=c[f];d.attributeName=v}a.hasOwnProperty(f)&&(d.attributeNamespace=a[f]),s.hasOwnProperty(f)&&(d.propertyName=s[f]),l.hasOwnProperty(f)&&(d.mutationMethod=l[f]),u.properties[f]=d}}}),a=\":A-Z_a-z\\\\u00C0-\\\\u00D6\\\\u00D8-\\\\u00F6\\\\u00F8-\\\\u02FF\\\\u0370-\\\\u037D\\\\u037F-\\\\u1FFF\\\\u200C-\\\\u200D\\\\u2070-\\\\u218F\\\\u2C00-\\\\u2FEF\\\\u3001-\\\\uD7FF\\\\uF900-\\\\uFDCF\\\\uFDF0-\\\\uFFFD\",u={ID_ATTRIBUTE_NAME:\"data-reactid\",ROOT_ATTRIBUTE_NAME:\"data-reactroot\",ATTRIBUTE_NAME_START_CHAR:a,ATTRIBUTE_NAME_CHAR:a+\"\\\\-.0-9\\\\u00B7\\\\u0300-\\\\u036F\\\\u203F-\\\\u2040\",properties:{},getPossibleStandardName:null,_isCustomAttributeFunctions:[],isCustomAttribute:function(t){for(var e=0;e<u._isCustomAttributeFunctions.length;e++){var n=u._isCustomAttributeFunctions[e];if(n(t))return!0}return!1},injection:o};t.exports=u},function(t,e,n){\"use strict\";function r(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}function i(t,e,n){switch(t){case\"onClick\":case\"onClickCapture\":case\"onDoubleClick\":case\"onDoubleClickCapture\":case\"onMouseDown\":case\"onMouseDownCapture\":case\"onMouseMove\":case\"onMouseMoveCapture\":case\"onMouseUp\":case\"onMouseUpCapture\":return!(!n.disabled||!r(e));default:return!1}}var o=n(2),a=n(83),u=n(50),c=n(87),s=n(165),l=n(166),f=(n(0),{}),p=null,h=function(t,e){t&&(u.executeDispatchesInOrder(t,e),t.isPersistent()||t.constructor.release(t))},d=function(t){return h(t,!0)},v=function(t){return h(t,!1)},g=function(t){return\".\"+t._rootNodeID},m={injection:{injectEventPluginOrder:a.injectEventPluginOrder,injectEventPluginsByName:a.injectEventPluginsByName},putListener:function(t,e,n){\"function\"!=typeof n?o(\"94\",e,typeof n):void 0;var r=g(t),i=f[e]||(f[e]={});i[r]=n;var u=a.registrationNameModules[e];u&&u.didPutListener&&u.didPutListener(t,e,n)},getListener:function(t,e){var n=f[e];if(i(e,t._currentElement.type,t._currentElement.props))return null;var r=g(t);return n&&n[r]},deleteListener:function(t,e){var n=a.registrationNameModules[e];n&&n.willDeleteListener&&n.willDeleteListener(t,e);var r=f[e];if(r){var i=g(t);delete r[i]}},deleteAllListeners:function(t){var e=g(t);for(var n in f)if(f.hasOwnProperty(n)&&f[n][e]){var r=a.registrationNameModules[n];r&&r.willDeleteListener&&r.willDeleteListener(t,n),delete f[n][e]}},extractEvents:function(t,e,n,r){for(var i,o=a.plugins,u=0;u<o.length;u++){var c=o[u];if(c){var l=c.extractEvents(t,e,n,r);l&&(i=s(i,l))}}return i},enqueueEvents:function(t){t&&(p=s(p,t))},processEventQueue:function(t){var e=p;p=null,t?l(e,d):l(e,v),p?o(\"95\"):void 0,c.rethrowCaughtError()},__purge:function(){f={}},__getListenerBank:function(){return f}};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n){var r=e.dispatchConfig.phasedRegistrationNames[n];return m(t,r)}function i(t,e,n){var i=r(t,n,e);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}function o(t){t&&t.dispatchConfig.phasedRegistrationNames&&d.traverseTwoPhase(t._targetInst,i,t)}function a(t){if(t&&t.dispatchConfig.phasedRegistrationNames){var e=t._targetInst,n=e?d.getParentInstance(e):null;d.traverseTwoPhase(n,i,t)}}function u(t,e,n){if(n&&n.dispatchConfig.registrationName){var r=n.dispatchConfig.registrationName,i=m(t,r);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}}function c(t){t&&t.dispatchConfig.registrationName&&u(t._targetInst,null,t)}function s(t){g(t,o)}function l(t){g(t,a)}function f(t,e,n,r){d.traverseEnterLeave(n,r,u,t,e)}function p(t){g(t,c)}var h=n(22),d=n(50),v=n(165),g=n(166),m=(n(1),h.getListener),y={accumulateTwoPhaseDispatches:s,accumulateTwoPhaseDispatchesSkipTarget:l,accumulateDirectDispatches:p,accumulateEnterLeaveDispatches:f};t.exports=y},function(t,e,n){\"use strict\";function r(){i.attachRefs(this,this._currentElement)}var i=n(368),o=(n(9),n(1),{mountComponent:function(t,e,n,i,o,a){var u=t.mountComponent(e,n,i,o,a);return t._currentElement&&null!=t._currentElement.ref&&e.getReactMountReady().enqueue(r,t),u},getHostNode:function(t){return t.getHostNode()},unmountComponent:function(t,e){i.detachRefs(t,t._currentElement),t.unmountComponent(e)},receiveComponent:function(t,e,n,o){var a=t._currentElement;if(e!==a||o!==t._context){var u=i.shouldUpdateRefs(a,e);u&&i.detachRefs(t,a),t.receiveComponent(e,n,o),u&&t._currentElement&&null!=t._currentElement.ref&&n.getReactMountReady().enqueue(r,t)}},performUpdateIfNecessary:function(t,e,n){t._updateBatchNumber===n&&t.performUpdateIfNecessary(e)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o=n(93),a={view:function(t){if(t.view)return t.view;var e=o(t);if(e.window===e)return e;var n=e.ownerDocument;return n?n.defaultView||n.parentWindow:window},detail:function(t){return t.detail||0}};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(401),o=n(97),a=n(406),u=n(402),c=n(403),s=n(27),l=n(404),f=n(407),p=n(408),h=(n(1),s.createElement),d=s.createFactory,v=s.cloneElement,g=r,m={Children:{map:i.map,forEach:i.forEach,count:i.count,toArray:i.toArray,only:p},Component:o,PureComponent:a,createElement:h,cloneElement:v,isValidElement:s.isValidElement,PropTypes:l,createClass:u.createClass,createFactory:d,createMixin:function(t){return t},DOM:c,version:f,__spread:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return void 0!==t.ref}function i(t){return void 0!==t.key}var o=n(3),a=n(15),u=(n(1),n(176),Object.prototype.hasOwnProperty),c=n(174),s={key:!0,ref:!0,__self:!0,__source:!0},l=function(t,e,n,r,i,o,a){var u={$$typeof:c,type:t,key:e,ref:n,props:a,_owner:o};return u};l.createElement=function(t,e,n){var o,c={},f=null,p=null,h=null,d=null;if(null!=e){r(e)&&(p=e.ref),i(e)&&(f=\"\"+e.key),h=void 0===e.__self?null:e.__self,d=void 0===e.__source?null:e.__source;for(o in e)u.call(e,o)&&!s.hasOwnProperty(o)&&(c[o]=e[o])}var v=arguments.length-2;if(1===v)c.children=n;else if(v>1){for(var g=Array(v),m=0;m<v;m++)g[m]=arguments[m+2];c.children=g}if(t&&t.defaultProps){var y=t.defaultProps;for(o in y)void 0===c[o]&&(c[o]=y[o])}return l(t,f,p,h,d,a.current,c)},l.createFactory=function(t){var e=l.createElement.bind(null,t);return e.type=t,e},l.cloneAndReplaceKey=function(t,e){var n=l(t.type,e,t.ref,t._self,t._source,t._owner,t.props);return n},l.cloneElement=function(t,e,n){var c,f=o({},t.props),p=t.key,h=t.ref,d=t._self,v=t._source,g=t._owner;if(null!=e){r(e)&&(h=e.ref,g=a.current),i(e)&&(p=\"\"+e.key);var m;t.type&&t.type.defaultProps&&(m=t.type.defaultProps);for(c in e)u.call(e,c)&&!s.hasOwnProperty(c)&&(void 0===e[c]&&void 0!==m?f[c]=m[c]:f[c]=e[c])}var y=arguments.length-2;if(1===y)f.children=n;else if(y>1){for(var _=Array(y),b=0;b<y;b++)_[b]=arguments[b+2];f.children=_}return l(t.type,p,h,d,v,g,f)},l.isValidElement=function(t){return\"object\"==typeof t&&null!==t&&t.$$typeof===c},t.exports=l},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";e.a=function(t){return null===t?NaN:+t}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(211);n.d(e,\"formatDefaultLocale\",function(){return r.a}),n.d(e,\"format\",function(){return r.b}),n.d(e,\"formatPrefix\",function(){return r.c});var i=n(117);n.d(e,\"formatLocale\",function(){return i.a});var o=n(115);n.d(e,\"formatSpecifier\",function(){return o.a});var a=n(215);n.d(e,\"precisionFixed\",function(){return a.a});var u=n(216);n.d(e,\"precisionPrefix\",function(){return u.a});var c=n(217);n.d(e,\"precisionRound\",function(){return c.a})},function(t,e,n){\"use strict\";var r=n(63);n.d(e,\"b\",function(){return r.a});var i=(n(118),n(62),n(119),n(121),n(43));n.d(e,\"a\",function(){return i.a});var o=(n(122),n(223));n.d(e,\"c\",function(){return o.a});var a=(n(124),n(225),n(227),n(123),n(220),n(221),n(219),n(218));n.d(e,\"d\",function(){return a.a});n(222)},function(t,e,n){\"use strict\";function r(t,e){return function(n){return t+n*e}}function i(t,e,n){return t=Math.pow(t,n),e=Math.pow(e,n)-t,n=1/n,function(r){return Math.pow(t+r*e,n)}}function o(t,e){var i=e-t;return i?r(t,i>180||i<-180?i-360*Math.round(i/360):i):n.i(c.a)(isNaN(t)?e:t)}function a(t){return 1===(t=+t)?u:function(e,r){return r-e?i(e,r,t):n.i(c.a)(isNaN(e)?r:e)}}function u(t,e){var i=e-t;return i?r(t,i):n.i(c.a)(isNaN(t)?e:t)}var c=n(120);e.b=o,e.c=a,e.a=u},function(t,e,n){\"use strict\";e.a=function(t){return t.match(/.{6}/g).map(function(t){return\"#\"+t})}},function(t,e,n){\"use strict\";function r(t){var e=t.domain;return t.ticks=function(t){var r=e();return n.i(o.a)(r[0],r[r.length-1],null==t?10:t)},t.tickFormat=function(t,r){return n.i(c.a)(e(),t,r)},t.nice=function(r){var i=e(),a=i.length-1,u=null==r?10:r,c=i[0],s=i[a],l=n.i(o.b)(c,s,u);return l&&(l=n.i(o.b)(Math.floor(c/l)*l,Math.ceil(s/l)*l,u),i[0]=Math.floor(c/l)*l,i[a]=Math.ceil(s/l)*l,e(i)),t},t}function i(){var t=n.i(u.a)(u.b,a.a);return t.copy=function(){return n.i(u.c)(t,i())},r(t)}var o=n(12),a=n(31),u=n(45),c=n(243);e.b=r,e.a=i},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r}),n.d(e,\"b\",function(){return i}),n.d(e,\"d\",function(){return o}),n.d(e,\"c\",function(){return a});var r=1e-12,i=Math.PI,o=i/2,a=2*i},function(t,e,n){\"use strict\";e.a=function(t,e){if((r=t.length)>1)for(var n,r,i=1,o=t[e[0]],a=o.length;i<r;++i){n=o,o=t[e[i]];for(var u=0;u<a;++u)o[u][1]+=o[u][0]=isNaN(n[u][1])?n[u][0]:n[u][1]}}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=t.length,n=new Array(e);--e>=0;)n[e]=e;return n}},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){(function(t,r){var i;(function(){function o(t,e){return t.set(e[0],e[1]),t}function a(t,e){return t.add(e),t}function u(t,e,n){switch(n.length){case 0:return t.call(e);case 1:return t.call(e,n[0]);case 2:return t.call(e,n[0],n[1]);case 3:return t.call(e,n[0],n[1],n[2])}return t.apply(e,n)}function c(t,e,n,r){for(var i=-1,o=null==t?0:t.length;++i<o;){var a=t[i];e(r,a,n(a),t)}return r}function s(t,e){for(var n=-1,r=null==t?0:t.length;++n<r&&e(t[n],n,t)!==!1;);return t}function l(t,e){for(var n=null==t?0:t.length;n--&&e(t[n],n,t)!==!1;);return t}function f(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(!e(t[n],n,t))return!1;return!0}function p(t,e){for(var n=-1,r=null==t?0:t.length,i=0,o=[];++n<r;){var a=t[n];e(a,n,t)&&(o[i++]=a)}return o}function h(t,e){var n=null==t?0:t.length;return!!n&&M(t,e,0)>-1}function d(t,e,n){for(var r=-1,i=null==t?0:t.length;++r<i;)if(n(e,t[r]))return!0;return!1}function v(t,e){for(var n=-1,r=null==t?0:t.length,i=Array(r);++n<r;)i[n]=e(t[n],n,t);return i}function g(t,e){for(var n=-1,r=e.length,i=t.length;++n<r;)t[i+n]=e[n];return t}function m(t,e,n,r){var i=-1,o=null==t?0:t.length;for(r&&o&&(n=t[++i]);++i<o;)n=e(n,t[i],i,t);return n}function y(t,e,n,r){var i=null==t?0:t.length;for(r&&i&&(n=t[--i]);i--;)n=e(n,t[i],i,t);return n}function _(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(e(t[n],n,t))return!0;return!1}function b(t){return t.split(\"\")}function x(t){return t.match(ze)||[]}function w(t,e,n){var r;return n(t,function(t,n,i){if(e(t,n,i))return r=n,!1}),r}function C(t,e,n,r){for(var i=t.length,o=n+(r?1:-1);r?o--:++o<i;)if(e(t[o],o,t))return o;return-1}function M(t,e,n){return e===e?Z(t,e,n):C(t,E,n)}function k(t,e,n,r){for(var i=n-1,o=t.length;++i<o;)if(r(t[i],e))return i;return-1}function E(t){return t!==t}function T(t,e){var n=null==t?0:t.length;return n?O(t,e)/n:Ut}function S(t){return function(e){return null==e?it:e[t]}}function P(t){return function(e){return null==t?it:t[e]}}function N(t,e,n,r,i){return i(t,function(t,i,o){n=r?(r=!1,t):e(n,t,i,o)}),n}function A(t,e){var n=t.length;for(t.sort(e);n--;)t[n]=t[n].value;return t}function O(t,e){for(var n,r=-1,i=t.length;++r<i;){var o=e(t[r]);o!==it&&(n=n===it?o:n+o)}return n}function I(t,e){for(var n=-1,r=Array(t);++n<t;)r[n]=e(n);return r}function D(t,e){return v(e,function(e){return[e,t[e]]})}function R(t){return function(e){return t(e)}}function L(t,e){return v(e,function(e){return t[e]})}function U(t,e){return t.has(e)}function F(t,e){for(var n=-1,r=t.length;++n<r&&M(e,t[n],0)>-1;);return n}function j(t,e){for(var n=t.length;n--&&M(e,t[n],0)>-1;);return n}function B(t,e){for(var n=t.length,r=0;n--;)t[n]===e&&++r;return r}function W(t){return\"\\\\\"+nr[t]}function V(t,e){return null==t?it:t[e]}function z(t){return Kn.test(t)}function H(t){return Gn.test(t)}function q(t){for(var e,n=[];!(e=t.next()).done;)n.push(e.value);return n}function Y(t){var e=-1,n=Array(t.size);return t.forEach(function(t,r){n[++e]=[r,t]}),n}function K(t,e){return function(n){return t(e(n))}}function G(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n];a!==e&&a!==ft||(t[n]=ft,o[i++]=n)}return o}function $(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=t}),n}function X(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=[t,t]}),n}function Z(t,e,n){for(var r=n-1,i=t.length;++r<i;)if(t[r]===e)return r;return-1}function Q(t,e,n){for(var r=n+1;r--;)if(t[r]===e)return r;return r}function J(t){return z(t)?et(t):_r(t)}function tt(t){return z(t)?nt(t):b(t)}function et(t){for(var e=qn.lastIndex=0;qn.test(t);)++e;return e}function nt(t){return t.match(qn)||[]}function rt(t){return t.match(Yn)||[]}var it,ot=\"4.17.4\",at=200,ut=\"Unsupported core-js use. Try https://npms.io/search?q=ponyfill.\",ct=\"Expected a function\",st=\"__lodash_hash_undefined__\",lt=500,ft=\"__lodash_placeholder__\",pt=1,ht=2,dt=4,vt=1,gt=2,mt=1,yt=2,_t=4,bt=8,xt=16,wt=32,Ct=64,Mt=128,kt=256,Et=512,Tt=30,St=\"...\",Pt=800,Nt=16,At=1,Ot=2,It=3,Dt=1/0,Rt=9007199254740991,Lt=1.7976931348623157e308,Ut=NaN,Ft=4294967295,jt=Ft-1,Bt=Ft>>>1,Wt=[[\"ary\",Mt],[\"bind\",mt],[\"bindKey\",yt],[\"curry\",bt],[\"curryRight\",xt],[\"flip\",Et],[\"partial\",wt],[\"partialRight\",Ct],[\"rearg\",kt]],Vt=\"[object Arguments]\",zt=\"[object Array]\",Ht=\"[object AsyncFunction]\",qt=\"[object Boolean]\",Yt=\"[object Date]\",Kt=\"[object DOMException]\",Gt=\"[object Error]\",$t=\"[object Function]\",Xt=\"[object GeneratorFunction]\",Zt=\"[object Map]\",Qt=\"[object Number]\",Jt=\"[object Null]\",te=\"[object Object]\",ee=\"[object Promise]\",ne=\"[object Proxy]\",re=\"[object RegExp]\",ie=\"[object Set]\",oe=\"[object String]\",ae=\"[object Symbol]\",ue=\"[object Undefined]\",ce=\"[object WeakMap]\",se=\"[object WeakSet]\",le=\"[object ArrayBuffer]\",fe=\"[object DataView]\",pe=\"[object Float32Array]\",he=\"[object Float64Array]\",de=\"[object Int8Array]\",ve=\"[object Int16Array]\",ge=\"[object Int32Array]\",me=\"[object Uint8Array]\",ye=\"[object Uint8ClampedArray]\",_e=\"[object Uint16Array]\",be=\"[object Uint32Array]\",xe=/\\b__p \\+= '';/g,we=/\\b(__p \\+=) '' \\+/g,Ce=/(__e\\(.*?\\)|\\b__t\\)) \\+\\n'';/g,Me=/&(?:amp|lt|gt|quot|#39);/g,ke=/[&<>\"']/g,Ee=RegExp(Me.source),Te=RegExp(ke.source),Se=/<%-([\\s\\S]+?)%>/g,Pe=/<%([\\s\\S]+?)%>/g,Ne=/<%=([\\s\\S]+?)%>/g,Ae=/\\.|\\[(?:[^[\\]]*|([\"'])(?:(?!\\1)[^\\\\]|\\\\.)*?\\1)\\]/,Oe=/^\\w*$/,Ie=/^\\./,De=/[^.[\\]]+|\\[(?:(-?\\d+(?:\\.\\d+)?)|([\"'])((?:(?!\\2)[^\\\\]|\\\\.)*?)\\2)\\]|(?=(?:\\.|\\[\\])(?:\\.|\\[\\]|$))/g,Re=/[\\\\^$.*+?()[\\]{}|]/g,Le=RegExp(Re.source),Ue=/^\\s+|\\s+$/g,Fe=/^\\s+/,je=/\\s+$/,Be=/\\{(?:\\n\\/\\* \\[wrapped with .+\\] \\*\\/)?\\n?/,We=/\\{\\n\\/\\* \\[wrapped with (.+)\\] \\*/,Ve=/,? & /,ze=/[^\\x00-\\x2f\\x3a-\\x40\\x5b-\\x60\\x7b-\\x7f]+/g,He=/\\\\(\\\\)?/g,qe=/\\$\\{([^\\\\}]*(?:\\\\.[^\\\\}]*)*)\\}/g,Ye=/\\w*$/,Ke=/^[-+]0x[0-9a-f]+$/i,Ge=/^0b[01]+$/i,$e=/^\\[object .+?Constructor\\]$/,Xe=/^0o[0-7]+$/i,Ze=/^(?:0|[1-9]\\d*)$/,Qe=/[\\xc0-\\xd6\\xd8-\\xf6\\xf8-\\xff\\u0100-\\u017f]/g,Je=/($^)/,tn=/['\\n\\r\\u2028\\u2029\\\\]/g,en=\"\\\\ud800-\\\\udfff\",nn=\"\\\\u0300-\\\\u036f\",rn=\"\\\\ufe20-\\\\ufe2f\",on=\"\\\\u20d0-\\\\u20ff\",an=nn+rn+on,un=\"\\\\u2700-\\\\u27bf\",cn=\"a-z\\\\xdf-\\\\xf6\\\\xf8-\\\\xff\",sn=\"\\\\xac\\\\xb1\\\\xd7\\\\xf7\",ln=\"\\\\x00-\\\\x2f\\\\x3a-\\\\x40\\\\x5b-\\\\x60\\\\x7b-\\\\xbf\",fn=\"\\\\u2000-\\\\u206f\",pn=\" \\\\t\\\\x0b\\\\f\\\\xa0\\\\ufeff\\\\n\\\\r\\\\u2028\\\\u2029\\\\u1680\\\\u180e\\\\u2000\\\\u2001\\\\u2002\\\\u2003\\\\u2004\\\\u2005\\\\u2006\\\\u2007\\\\u2008\\\\u2009\\\\u200a\\\\u202f\\\\u205f\\\\u3000\",hn=\"A-Z\\\\xc0-\\\\xd6\\\\xd8-\\\\xde\",dn=\"\\\\ufe0e\\\\ufe0f\",vn=sn+ln+fn+pn,gn=\"['’]\",mn=\"[\"+en+\"]\",yn=\"[\"+vn+\"]\",_n=\"[\"+an+\"]\",bn=\"\\\\d+\",xn=\"[\"+un+\"]\",wn=\"[\"+cn+\"]\",Cn=\"[^\"+en+vn+bn+un+cn+hn+\"]\",Mn=\"\\\\ud83c[\\\\udffb-\\\\udfff]\",kn=\"(?:\"+_n+\"|\"+Mn+\")\",En=\"[^\"+en+\"]\",Tn=\"(?:\\\\ud83c[\\\\udde6-\\\\uddff]){2}\",Sn=\"[\\\\ud800-\\\\udbff][\\\\udc00-\\\\udfff]\",Pn=\"[\"+hn+\"]\",Nn=\"\\\\u200d\",An=\"(?:\"+wn+\"|\"+Cn+\")\",On=\"(?:\"+Pn+\"|\"+Cn+\")\",In=\"(?:\"+gn+\"(?:d|ll|m|re|s|t|ve))?\",Dn=\"(?:\"+gn+\"(?:D|LL|M|RE|S|T|VE))?\",Rn=kn+\"?\",Ln=\"[\"+dn+\"]?\",Un=\"(?:\"+Nn+\"(?:\"+[En,Tn,Sn].join(\"|\")+\")\"+Ln+Rn+\")*\",Fn=\"\\\\d*(?:(?:1st|2nd|3rd|(?![123])\\\\dth)\\\\b)\",jn=\"\\\\d*(?:(?:1ST|2ND|3RD|(?![123])\\\\dTH)\\\\b)\",Bn=Ln+Rn+Un,Wn=\"(?:\"+[xn,Tn,Sn].join(\"|\")+\")\"+Bn,Vn=\"(?:\"+[En+_n+\"?\",_n,Tn,Sn,mn].join(\"|\")+\")\",zn=RegExp(gn,\"g\"),Hn=RegExp(_n,\"g\"),qn=RegExp(Mn+\"(?=\"+Mn+\")|\"+Vn+Bn,\"g\"),Yn=RegExp([Pn+\"?\"+wn+\"+\"+In+\"(?=\"+[yn,Pn,\"$\"].join(\"|\")+\")\",On+\"+\"+Dn+\"(?=\"+[yn,Pn+An,\"$\"].join(\"|\")+\")\",Pn+\"?\"+An+\"+\"+In,Pn+\"+\"+Dn,jn,Fn,bn,Wn].join(\"|\"),\"g\"),Kn=RegExp(\"[\"+Nn+en+an+dn+\"]\"),Gn=/[a-z][A-Z]|[A-Z]{2,}[a-z]|[0-9][a-zA-Z]|[a-zA-Z][0-9]|[^a-zA-Z0-9 ]/,$n=[\"Array\",\"Buffer\",\"DataView\",\"Date\",\"Error\",\"Float32Array\",\"Float64Array\",\"Function\",\"Int8Array\",\"Int16Array\",\"Int32Array\",\"Map\",\"Math\",\"Object\",\"Promise\",\"RegExp\",\"Set\",\"String\",\"Symbol\",\"TypeError\",\"Uint8Array\",\"Uint8ClampedArray\",\"Uint16Array\",\"Uint32Array\",\"WeakMap\",\"_\",\"clearTimeout\",\"isFinite\",\"parseInt\",\"setTimeout\"],Xn=-1,Zn={};Zn[pe]=Zn[he]=Zn[de]=Zn[ve]=Zn[ge]=Zn[me]=Zn[ye]=Zn[_e]=Zn[be]=!0,Zn[Vt]=Zn[zt]=Zn[le]=Zn[qt]=Zn[fe]=Zn[Yt]=Zn[Gt]=Zn[$t]=Zn[Zt]=Zn[Qt]=Zn[te]=Zn[re]=Zn[ie]=Zn[oe]=Zn[ce]=!1;var Qn={};Qn[Vt]=Qn[zt]=Qn[le]=Qn[fe]=Qn[qt]=Qn[Yt]=Qn[pe]=Qn[he]=Qn[de]=Qn[ve]=Qn[ge]=Qn[Zt]=Qn[Qt]=Qn[te]=Qn[re]=Qn[ie]=Qn[oe]=Qn[ae]=Qn[me]=Qn[ye]=Qn[_e]=Qn[be]=!0,Qn[Gt]=Qn[$t]=Qn[ce]=!1;var Jn={\"À\":\"A\",\"Á\":\"A\",\"Â\":\"A\",\"Ã\":\"A\",\"Ä\":\"A\",\"Å\":\"A\",\"à\":\"a\",\"á\":\"a\",\"â\":\"a\",\"ã\":\"a\",\"ä\":\"a\",\"å\":\"a\",\"Ç\":\"C\",\"ç\":\"c\",\"Ð\":\"D\",\"ð\":\"d\",\"È\":\"E\",\"É\":\"E\",\"Ê\":\"E\",\"Ë\":\"E\",\"è\":\"e\",\"é\":\"e\",\"ê\":\"e\",\"ë\":\"e\",\"Ì\":\"I\",\"Í\":\"I\",\"Î\":\"I\",\"Ï\":\"I\",\"ì\":\"i\",\"í\":\"i\",\"î\":\"i\",\"ï\":\"i\",\"Ñ\":\"N\",\"ñ\":\"n\",\"Ò\":\"O\",\"Ó\":\"O\",\"Ô\":\"O\",\"Õ\":\"O\",\"Ö\":\"O\",\"Ø\":\"O\",\"ò\":\"o\",\"ó\":\"o\",\"ô\":\"o\",\"õ\":\"o\",\"ö\":\"o\",\"ø\":\"o\",\"Ù\":\"U\",\"Ú\":\"U\",\"Û\":\"U\",\"Ü\":\"U\",\"ù\":\"u\",\"ú\":\"u\",\"û\":\"u\",\"ü\":\"u\",\"Ý\":\"Y\",\"ý\":\"y\",\"ÿ\":\"y\",\"Æ\":\"Ae\",\"æ\":\"ae\",\"Þ\":\"Th\",\"þ\":\"th\",\"ß\":\"ss\",\"Ā\":\"A\",\"Ă\":\"A\",\"Ą\":\"A\",\"ā\":\"a\",\"ă\":\"a\",\"ą\":\"a\",\"Ć\":\"C\",\"Ĉ\":\"C\",\"Ċ\":\"C\",\"Č\":\"C\",\"ć\":\"c\",\"ĉ\":\"c\",\"ċ\":\"c\",\"č\":\"c\",\"Ď\":\"D\",\"Đ\":\"D\",\"ď\":\"d\",\"đ\":\"d\",\"Ē\":\"E\",\"Ĕ\":\"E\",\"Ė\":\"E\",\"Ę\":\"E\",\"Ě\":\"E\",\"ē\":\"e\",\"ĕ\":\"e\",\"ė\":\"e\",\"ę\":\"e\",\"ě\":\"e\",\"Ĝ\":\"G\",\"Ğ\":\"G\",\"Ġ\":\"G\",\"Ģ\":\"G\",\"ĝ\":\"g\",\"ğ\":\"g\",\"ġ\":\"g\",\"ģ\":\"g\",\"Ĥ\":\"H\",\"Ħ\":\"H\",\"ĥ\":\"h\",\"ħ\":\"h\",\"Ĩ\":\"I\",\"Ī\":\"I\",\"Ĭ\":\"I\",\"Į\":\"I\",\"İ\":\"I\",\"ĩ\":\"i\",\"ī\":\"i\",\"ĭ\":\"i\",\"į\":\"i\",\"ı\":\"i\",\"Ĵ\":\"J\",\"ĵ\":\"j\",\"Ķ\":\"K\",\"ķ\":\"k\",\"ĸ\":\"k\",\"Ĺ\":\"L\",\"Ļ\":\"L\",\"Ľ\":\"L\",\"Ŀ\":\"L\",\"Ł\":\"L\",\"ĺ\":\"l\",\"ļ\":\"l\",\"ľ\":\"l\",\"ŀ\":\"l\",\"ł\":\"l\",\"Ń\":\"N\",\"Ņ\":\"N\",\"Ň\":\"N\",\"Ŋ\":\"N\",\"ń\":\"n\",\"ņ\":\"n\",\"ň\":\"n\",\"ŋ\":\"n\",\"Ō\":\"O\",\"Ŏ\":\"O\",\"Ő\":\"O\",\"ō\":\"o\",\"ŏ\":\"o\",\"ő\":\"o\",\"Ŕ\":\"R\",\"Ŗ\":\"R\",\"Ř\":\"R\",\"ŕ\":\"r\",\"ŗ\":\"r\",\"ř\":\"r\",\"Ś\":\"S\",\"Ŝ\":\"S\",\"Ş\":\"S\",\"Š\":\"S\",\"ś\":\"s\",\"ŝ\":\"s\",\"ş\":\"s\",\"š\":\"s\",\"Ţ\":\"T\",\"Ť\":\"T\",\"Ŧ\":\"T\",\"ţ\":\"t\",\"ť\":\"t\",\"ŧ\":\"t\",\"Ũ\":\"U\",\"Ū\":\"U\",\"Ŭ\":\"U\",\"Ů\":\"U\",\"Ű\":\"U\",\"Ų\":\"U\",\"ũ\":\"u\",\"ū\":\"u\",\"ŭ\":\"u\",\"ů\":\"u\",\"ű\":\"u\",\"ų\":\"u\",\"Ŵ\":\"W\",\"ŵ\":\"w\",\"Ŷ\":\"Y\",\"ŷ\":\"y\",\"Ÿ\":\"Y\",\"Ź\":\"Z\",\"Ż\":\"Z\",\"Ž\":\"Z\",\"ź\":\"z\",\"ż\":\"z\",\"ž\":\"z\",\"IJ\":\"IJ\",\n",
+       "\"ij\":\"ij\",\"Œ\":\"Oe\",\"œ\":\"oe\",\"ʼn\":\"'n\",\"ſ\":\"s\"},tr={\"&\":\"&amp;\",\"<\":\"&lt;\",\">\":\"&gt;\",'\"':\"&quot;\",\"'\":\"&#39;\"},er={\"&amp;\":\"&\",\"&lt;\":\"<\",\"&gt;\":\">\",\"&quot;\":'\"',\"&#39;\":\"'\"},nr={\"\\\\\":\"\\\\\",\"'\":\"'\",\"\\n\":\"n\",\"\\r\":\"r\",\"\\u2028\":\"u2028\",\"\\u2029\":\"u2029\"},rr=parseFloat,ir=parseInt,or=\"object\"==typeof t&&t&&t.Object===Object&&t,ar=\"object\"==typeof self&&self&&self.Object===Object&&self,ur=or||ar||Function(\"return this\")(),cr=\"object\"==typeof e&&e&&!e.nodeType&&e,sr=cr&&\"object\"==typeof r&&r&&!r.nodeType&&r,lr=sr&&sr.exports===cr,fr=lr&&or.process,pr=function(){try{return fr&&fr.binding&&fr.binding(\"util\")}catch(t){}}(),hr=pr&&pr.isArrayBuffer,dr=pr&&pr.isDate,vr=pr&&pr.isMap,gr=pr&&pr.isRegExp,mr=pr&&pr.isSet,yr=pr&&pr.isTypedArray,_r=S(\"length\"),br=P(Jn),xr=P(tr),wr=P(er),Cr=function t(e){function n(t){if(sc(t)&&!xp(t)&&!(t instanceof b)){if(t instanceof i)return t;if(bl.call(t,\"__wrapped__\"))return aa(t)}return new i(t)}function r(){}function i(t,e){this.__wrapped__=t,this.__actions__=[],this.__chain__=!!e,this.__index__=0,this.__values__=it}function b(t){this.__wrapped__=t,this.__actions__=[],this.__dir__=1,this.__filtered__=!1,this.__iteratees__=[],this.__takeCount__=Ft,this.__views__=[]}function P(){var t=new b(this.__wrapped__);return t.__actions__=Bi(this.__actions__),t.__dir__=this.__dir__,t.__filtered__=this.__filtered__,t.__iteratees__=Bi(this.__iteratees__),t.__takeCount__=this.__takeCount__,t.__views__=Bi(this.__views__),t}function Z(){if(this.__filtered__){var t=new b(this);t.__dir__=-1,t.__filtered__=!0}else t=this.clone(),t.__dir__*=-1;return t}function et(){var t=this.__wrapped__.value(),e=this.__dir__,n=xp(t),r=e<0,i=n?t.length:0,o=No(0,i,this.__views__),a=o.start,u=o.end,c=u-a,s=r?u:a-1,l=this.__iteratees__,f=l.length,p=0,h=Xl(c,this.__takeCount__);if(!n||!r&&i==c&&h==c)return xi(t,this.__actions__);var d=[];t:for(;c--&&p<h;){s+=e;for(var v=-1,g=t[s];++v<f;){var m=l[v],y=m.iteratee,_=m.type,b=y(g);if(_==Ot)g=b;else if(!b){if(_==At)continue t;break t}}d[p++]=g}return d}function nt(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function ze(){this.__data__=uf?uf(null):{},this.size=0}function en(t){var e=this.has(t)&&delete this.__data__[t];return this.size-=e?1:0,e}function nn(t){var e=this.__data__;if(uf){var n=e[t];return n===st?it:n}return bl.call(e,t)?e[t]:it}function rn(t){var e=this.__data__;return uf?e[t]!==it:bl.call(e,t)}function on(t,e){var n=this.__data__;return this.size+=this.has(t)?0:1,n[t]=uf&&e===it?st:e,this}function an(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function un(){this.__data__=[],this.size=0}function cn(t){var e=this.__data__,n=In(e,t);if(n<0)return!1;var r=e.length-1;return n==r?e.pop():Dl.call(e,n,1),--this.size,!0}function sn(t){var e=this.__data__,n=In(e,t);return n<0?it:e[n][1]}function ln(t){return In(this.__data__,t)>-1}function fn(t,e){var n=this.__data__,r=In(n,t);return r<0?(++this.size,n.push([t,e])):n[r][1]=e,this}function pn(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function hn(){this.size=0,this.__data__={hash:new nt,map:new(nf||an),string:new nt}}function dn(t){var e=Eo(this,t).delete(t);return this.size-=e?1:0,e}function vn(t){return Eo(this,t).get(t)}function gn(t){return Eo(this,t).has(t)}function mn(t,e){var n=Eo(this,t),r=n.size;return n.set(t,e),this.size+=n.size==r?0:1,this}function yn(t){var e=-1,n=null==t?0:t.length;for(this.__data__=new pn;++e<n;)this.add(t[e])}function _n(t){return this.__data__.set(t,st),this}function bn(t){return this.__data__.has(t)}function xn(t){var e=this.__data__=new an(t);this.size=e.size}function wn(){this.__data__=new an,this.size=0}function Cn(t){var e=this.__data__,n=e.delete(t);return this.size=e.size,n}function Mn(t){return this.__data__.get(t)}function kn(t){return this.__data__.has(t)}function En(t,e){var n=this.__data__;if(n instanceof an){var r=n.__data__;if(!nf||r.length<at-1)return r.push([t,e]),this.size=++n.size,this;n=this.__data__=new pn(r)}return n.set(t,e),this.size=n.size,this}function Tn(t,e){var n=xp(t),r=!n&&bp(t),i=!n&&!r&&Cp(t),o=!n&&!r&&!i&&Sp(t),a=n||r||i||o,u=a?I(t.length,hl):[],c=u.length;for(var s in t)!e&&!bl.call(t,s)||a&&(\"length\"==s||i&&(\"offset\"==s||\"parent\"==s)||o&&(\"buffer\"==s||\"byteLength\"==s||\"byteOffset\"==s)||Fo(s,c))||u.push(s);return u}function Sn(t){var e=t.length;return e?t[ni(0,e-1)]:it}function Pn(t,e){return na(Bi(t),jn(e,0,t.length))}function Nn(t){return na(Bi(t))}function An(t,e,n){(n===it||$u(t[e],n))&&(n!==it||e in t)||Un(t,e,n)}function On(t,e,n){var r=t[e];bl.call(t,e)&&$u(r,n)&&(n!==it||e in t)||Un(t,e,n)}function In(t,e){for(var n=t.length;n--;)if($u(t[n][0],e))return n;return-1}function Dn(t,e,n,r){return _f(t,function(t,i,o){e(r,t,n(t),o)}),r}function Rn(t,e){return t&&Wi(e,Hc(e),t)}function Ln(t,e){return t&&Wi(e,qc(e),t)}function Un(t,e,n){\"__proto__\"==e&&Fl?Fl(t,e,{configurable:!0,enumerable:!0,value:n,writable:!0}):t[e]=n}function Fn(t,e){for(var n=-1,r=e.length,i=al(r),o=null==t;++n<r;)i[n]=o?it:Wc(t,e[n]);return i}function jn(t,e,n){return t===t&&(n!==it&&(t=t<=n?t:n),e!==it&&(t=t>=e?t:e)),t}function Bn(t,e,n,r,i,o){var a,u=e&pt,c=e&ht,l=e&dt;if(n&&(a=i?n(t,r,i,o):n(t)),a!==it)return a;if(!cc(t))return t;var f=xp(t);if(f){if(a=Io(t),!u)return Bi(t,a)}else{var p=Af(t),h=p==$t||p==Xt;if(Cp(t))return Si(t,u);if(p==te||p==Vt||h&&!i){if(a=c||h?{}:Do(t),!u)return c?zi(t,Ln(a,t)):Vi(t,Rn(a,t))}else{if(!Qn[p])return i?t:{};a=Ro(t,p,Bn,u)}}o||(o=new xn);var d=o.get(t);if(d)return d;o.set(t,a);var v=l?c?wo:xo:c?qc:Hc,g=f?it:v(t);return s(g||t,function(r,i){g&&(i=r,r=t[i]),On(a,i,Bn(r,e,n,i,t,o))}),a}function Wn(t){var e=Hc(t);return function(n){return Vn(n,t,e)}}function Vn(t,e,n){var r=n.length;if(null==t)return!r;for(t=fl(t);r--;){var i=n[r],o=e[i],a=t[i];if(a===it&&!(i in t)||!o(a))return!1}return!0}function qn(t,e,n){if(\"function\"!=typeof t)throw new dl(ct);return Df(function(){t.apply(it,n)},e)}function Yn(t,e,n,r){var i=-1,o=h,a=!0,u=t.length,c=[],s=e.length;if(!u)return c;n&&(e=v(e,R(n))),r?(o=d,a=!1):e.length>=at&&(o=U,a=!1,e=new yn(e));t:for(;++i<u;){var l=t[i],f=null==n?l:n(l);if(l=r||0!==l?l:0,a&&f===f){for(var p=s;p--;)if(e[p]===f)continue t;c.push(l)}else o(e,f,r)||c.push(l)}return c}function Kn(t,e){var n=!0;return _f(t,function(t,r,i){return n=!!e(t,r,i)}),n}function Gn(t,e,n){for(var r=-1,i=t.length;++r<i;){var o=t[r],a=e(o);if(null!=a&&(u===it?a===a&&!bc(a):n(a,u)))var u=a,c=o}return c}function Jn(t,e,n,r){var i=t.length;for(n=Ec(n),n<0&&(n=-n>i?0:i+n),r=r===it||r>i?i:Ec(r),r<0&&(r+=i),r=n>r?0:Tc(r);n<r;)t[n++]=e;return t}function tr(t,e){var n=[];return _f(t,function(t,r,i){e(t,r,i)&&n.push(t)}),n}function er(t,e,n,r,i){var o=-1,a=t.length;for(n||(n=Uo),i||(i=[]);++o<a;){var u=t[o];e>0&&n(u)?e>1?er(u,e-1,n,r,i):g(i,u):r||(i[i.length]=u)}return i}function nr(t,e){return t&&xf(t,e,Hc)}function or(t,e){return t&&wf(t,e,Hc)}function ar(t,e){return p(e,function(e){return oc(t[e])})}function cr(t,e){e=Ei(e,t);for(var n=0,r=e.length;null!=t&&n<r;)t=t[ra(e[n++])];return n&&n==r?t:it}function sr(t,e,n){var r=e(t);return xp(t)?r:g(r,n(t))}function fr(t){return null==t?t===it?ue:Jt:Ul&&Ul in fl(t)?Po(t):Xo(t)}function pr(t,e){return t>e}function _r(t,e){return null!=t&&bl.call(t,e)}function Cr(t,e){return null!=t&&e in fl(t)}function kr(t,e,n){return t>=Xl(e,n)&&t<$l(e,n)}function Er(t,e,n){for(var r=n?d:h,i=t[0].length,o=t.length,a=o,u=al(o),c=1/0,s=[];a--;){var l=t[a];a&&e&&(l=v(l,R(e))),c=Xl(l.length,c),u[a]=!n&&(e||i>=120&&l.length>=120)?new yn(a&&l):it}l=t[0];var f=-1,p=u[0];t:for(;++f<i&&s.length<c;){var g=l[f],m=e?e(g):g;if(g=n||0!==g?g:0,!(p?U(p,m):r(s,m,n))){for(a=o;--a;){var y=u[a];if(!(y?U(y,m):r(t[a],m,n)))continue t}p&&p.push(m),s.push(g)}}return s}function Tr(t,e,n,r){return nr(t,function(t,i,o){e(r,n(t),i,o)}),r}function Sr(t,e,n){e=Ei(e,t),t=Qo(t,e);var r=null==t?t:t[ra(ka(e))];return null==r?it:u(r,t,n)}function Pr(t){return sc(t)&&fr(t)==Vt}function Nr(t){return sc(t)&&fr(t)==le}function Ar(t){return sc(t)&&fr(t)==Yt}function Or(t,e,n,r,i){return t===e||(null==t||null==e||!sc(t)&&!sc(e)?t!==t&&e!==e:Ir(t,e,n,r,Or,i))}function Ir(t,e,n,r,i,o){var a=xp(t),u=xp(e),c=a?zt:Af(t),s=u?zt:Af(e);c=c==Vt?te:c,s=s==Vt?te:s;var l=c==te,f=s==te,p=c==s;if(p&&Cp(t)){if(!Cp(e))return!1;a=!0,l=!1}if(p&&!l)return o||(o=new xn),a||Sp(t)?mo(t,e,n,r,i,o):yo(t,e,c,n,r,i,o);if(!(n&vt)){var h=l&&bl.call(t,\"__wrapped__\"),d=f&&bl.call(e,\"__wrapped__\");if(h||d){var v=h?t.value():t,g=d?e.value():e;return o||(o=new xn),i(v,g,n,r,o)}}return!!p&&(o||(o=new xn),_o(t,e,n,r,i,o))}function Dr(t){return sc(t)&&Af(t)==Zt}function Rr(t,e,n,r){var i=n.length,o=i,a=!r;if(null==t)return!o;for(t=fl(t);i--;){var u=n[i];if(a&&u[2]?u[1]!==t[u[0]]:!(u[0]in t))return!1}for(;++i<o;){u=n[i];var c=u[0],s=t[c],l=u[1];if(a&&u[2]){if(s===it&&!(c in t))return!1}else{var f=new xn;if(r)var p=r(s,l,c,t,e,f);if(!(p===it?Or(l,s,vt|gt,r,f):p))return!1}}return!0}function Lr(t){if(!cc(t)||zo(t))return!1;var e=oc(t)?El:$e;return e.test(ia(t))}function Ur(t){return sc(t)&&fr(t)==re}function Fr(t){return sc(t)&&Af(t)==ie}function jr(t){return sc(t)&&uc(t.length)&&!!Zn[fr(t)]}function Br(t){return\"function\"==typeof t?t:null==t?Ds:\"object\"==typeof t?xp(t)?Yr(t[0],t[1]):qr(t):Vs(t)}function Wr(t){if(!Ho(t))return Gl(t);var e=[];for(var n in fl(t))bl.call(t,n)&&\"constructor\"!=n&&e.push(n);return e}function Vr(t){if(!cc(t))return $o(t);var e=Ho(t),n=[];for(var r in t)(\"constructor\"!=r||!e&&bl.call(t,r))&&n.push(r);return n}function zr(t,e){return t<e}function Hr(t,e){var n=-1,r=Xu(t)?al(t.length):[];return _f(t,function(t,i,o){r[++n]=e(t,i,o)}),r}function qr(t){var e=To(t);return 1==e.length&&e[0][2]?Yo(e[0][0],e[0][1]):function(n){return n===t||Rr(n,t,e)}}function Yr(t,e){return Bo(t)&&qo(e)?Yo(ra(t),e):function(n){var r=Wc(n,t);return r===it&&r===e?zc(n,t):Or(e,r,vt|gt)}}function Kr(t,e,n,r,i){t!==e&&xf(e,function(o,a){if(cc(o))i||(i=new xn),Gr(t,e,a,n,Kr,r,i);else{var u=r?r(t[a],o,a+\"\",t,e,i):it;u===it&&(u=o),An(t,a,u)}},qc)}function Gr(t,e,n,r,i,o,a){var u=t[n],c=e[n],s=a.get(c);if(s)return void An(t,n,s);var l=o?o(u,c,n+\"\",t,e,a):it,f=l===it;if(f){var p=xp(c),h=!p&&Cp(c),d=!p&&!h&&Sp(c);l=c,p||h||d?xp(u)?l=u:Zu(u)?l=Bi(u):h?(f=!1,l=Si(c,!0)):d?(f=!1,l=Ri(c,!0)):l=[]:mc(c)||bp(c)?(l=u,bp(u)?l=Pc(u):(!cc(u)||r&&oc(u))&&(l=Do(c))):f=!1}f&&(a.set(c,l),i(l,c,r,o,a),a.delete(c)),An(t,n,l)}function $r(t,e){var n=t.length;if(n)return e+=e<0?n:0,Fo(e,n)?t[e]:it}function Xr(t,e,n){var r=-1;e=v(e.length?e:[Ds],R(ko()));var i=Hr(t,function(t,n,i){var o=v(e,function(e){return e(t)});return{criteria:o,index:++r,value:t}});return A(i,function(t,e){return Ui(t,e,n)})}function Zr(t,e){return Qr(t,e,function(e,n){return zc(t,n)})}function Qr(t,e,n){for(var r=-1,i=e.length,o={};++r<i;){var a=e[r],u=cr(t,a);n(u,a)&&ci(o,Ei(a,t),u)}return o}function Jr(t){return function(e){return cr(e,t)}}function ti(t,e,n,r){var i=r?k:M,o=-1,a=e.length,u=t;for(t===e&&(e=Bi(e)),n&&(u=v(t,R(n)));++o<a;)for(var c=0,s=e[o],l=n?n(s):s;(c=i(u,l,c,r))>-1;)u!==t&&Dl.call(u,c,1),Dl.call(t,c,1);return t}function ei(t,e){for(var n=t?e.length:0,r=n-1;n--;){var i=e[n];if(n==r||i!==o){var o=i;Fo(i)?Dl.call(t,i,1):yi(t,i)}}return t}function ni(t,e){return t+zl(Jl()*(e-t+1))}function ri(t,e,n,r){for(var i=-1,o=$l(Vl((e-t)/(n||1)),0),a=al(o);o--;)a[r?o:++i]=t,t+=n;return a}function ii(t,e){var n=\"\";if(!t||e<1||e>Rt)return n;do e%2&&(n+=t),e=zl(e/2),e&&(t+=t);while(e);return n}function oi(t,e){return Rf(Zo(t,e,Ds),t+\"\")}function ai(t){return Sn(rs(t))}function ui(t,e){var n=rs(t);return na(n,jn(e,0,n.length))}function ci(t,e,n,r){if(!cc(t))return t;e=Ei(e,t);for(var i=-1,o=e.length,a=o-1,u=t;null!=u&&++i<o;){var c=ra(e[i]),s=n;if(i!=a){var l=u[c];s=r?r(l,c,u):it,s===it&&(s=cc(l)?l:Fo(e[i+1])?[]:{})}On(u,c,s),u=u[c]}return t}function si(t){return na(rs(t))}function li(t,e,n){var r=-1,i=t.length;e<0&&(e=-e>i?0:i+e),n=n>i?i:n,n<0&&(n+=i),i=e>n?0:n-e>>>0,e>>>=0;for(var o=al(i);++r<i;)o[r]=t[r+e];return o}function fi(t,e){var n;return _f(t,function(t,r,i){return n=e(t,r,i),!n}),!!n}function pi(t,e,n){var r=0,i=null==t?r:t.length;if(\"number\"==typeof e&&e===e&&i<=Bt){for(;r<i;){var o=r+i>>>1,a=t[o];null!==a&&!bc(a)&&(n?a<=e:a<e)?r=o+1:i=o}return i}return hi(t,e,Ds,n)}function hi(t,e,n,r){e=n(e);for(var i=0,o=null==t?0:t.length,a=e!==e,u=null===e,c=bc(e),s=e===it;i<o;){var l=zl((i+o)/2),f=n(t[l]),p=f!==it,h=null===f,d=f===f,v=bc(f);if(a)var g=r||d;else g=s?d&&(r||p):u?d&&p&&(r||!h):c?d&&p&&!h&&(r||!v):!h&&!v&&(r?f<=e:f<e);g?i=l+1:o=l}return Xl(o,jt)}function di(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n],u=e?e(a):a;if(!n||!$u(u,c)){var c=u;o[i++]=0===a?0:a}}return o}function vi(t){return\"number\"==typeof t?t:bc(t)?Ut:+t}function gi(t){if(\"string\"==typeof t)return t;if(xp(t))return v(t,gi)+\"\";if(bc(t))return mf?mf.call(t):\"\";var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function mi(t,e,n){var r=-1,i=h,o=t.length,a=!0,u=[],c=u;if(n)a=!1,i=d;else if(o>=at){var s=e?null:Tf(t);if(s)return $(s);a=!1,i=U,c=new yn}else c=e?[]:u;t:for(;++r<o;){var l=t[r],f=e?e(l):l;if(l=n||0!==l?l:0,a&&f===f){for(var p=c.length;p--;)if(c[p]===f)continue t;e&&c.push(f),u.push(l)}else i(c,f,n)||(c!==u&&c.push(f),u.push(l))}return u}function yi(t,e){return e=Ei(e,t),t=Qo(t,e),null==t||delete t[ra(ka(e))]}function _i(t,e,n,r){return ci(t,e,n(cr(t,e)),r)}function bi(t,e,n,r){for(var i=t.length,o=r?i:-1;(r?o--:++o<i)&&e(t[o],o,t););return n?li(t,r?0:o,r?o+1:i):li(t,r?o+1:0,r?i:o)}function xi(t,e){var n=t;return n instanceof b&&(n=n.value()),m(e,function(t,e){return e.func.apply(e.thisArg,g([t],e.args))},n)}function wi(t,e,n){var r=t.length;if(r<2)return r?mi(t[0]):[];for(var i=-1,o=al(r);++i<r;)for(var a=t[i],u=-1;++u<r;)u!=i&&(o[i]=Yn(o[i]||a,t[u],e,n));return mi(er(o,1),e,n)}function Ci(t,e,n){for(var r=-1,i=t.length,o=e.length,a={};++r<i;){var u=r<o?e[r]:it;n(a,t[r],u)}return a}function Mi(t){return Zu(t)?t:[]}function ki(t){return\"function\"==typeof t?t:Ds}function Ei(t,e){return xp(t)?t:Bo(t,e)?[t]:Lf(Ac(t))}function Ti(t,e,n){var r=t.length;return n=n===it?r:n,!e&&n>=r?t:li(t,e,n)}function Si(t,e){if(e)return t.slice();var n=t.length,r=Nl?Nl(n):new t.constructor(n);return t.copy(r),r}function Pi(t){var e=new t.constructor(t.byteLength);return new Pl(e).set(new Pl(t)),e}function Ni(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.byteLength)}function Ai(t,e,n){var r=e?n(Y(t),pt):Y(t);return m(r,o,new t.constructor)}function Oi(t){var e=new t.constructor(t.source,Ye.exec(t));return e.lastIndex=t.lastIndex,e}function Ii(t,e,n){var r=e?n($(t),pt):$(t);return m(r,a,new t.constructor)}function Di(t){return gf?fl(gf.call(t)):{}}function Ri(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.length)}function Li(t,e){if(t!==e){var n=t!==it,r=null===t,i=t===t,o=bc(t),a=e!==it,u=null===e,c=e===e,s=bc(e);if(!u&&!s&&!o&&t>e||o&&a&&c&&!u&&!s||r&&a&&c||!n&&c||!i)return 1;if(!r&&!o&&!s&&t<e||s&&n&&i&&!r&&!o||u&&n&&i||!a&&i||!c)return-1}return 0}function Ui(t,e,n){for(var r=-1,i=t.criteria,o=e.criteria,a=i.length,u=n.length;++r<a;){var c=Li(i[r],o[r]);if(c){if(r>=u)return c;var s=n[r];return c*(\"desc\"==s?-1:1)}}return t.index-e.index}function Fi(t,e,n,r){for(var i=-1,o=t.length,a=n.length,u=-1,c=e.length,s=$l(o-a,0),l=al(c+s),f=!r;++u<c;)l[u]=e[u];for(;++i<a;)(f||i<o)&&(l[n[i]]=t[i]);for(;s--;)l[u++]=t[i++];return l}function ji(t,e,n,r){for(var i=-1,o=t.length,a=-1,u=n.length,c=-1,s=e.length,l=$l(o-u,0),f=al(l+s),p=!r;++i<l;)f[i]=t[i];for(var h=i;++c<s;)f[h+c]=e[c];for(;++a<u;)(p||i<o)&&(f[h+n[a]]=t[i++]);return f}function Bi(t,e){var n=-1,r=t.length;for(e||(e=al(r));++n<r;)e[n]=t[n];return e}function Wi(t,e,n,r){var i=!n;n||(n={});for(var o=-1,a=e.length;++o<a;){var u=e[o],c=r?r(n[u],t[u],u,n,t):it;c===it&&(c=t[u]),i?Un(n,u,c):On(n,u,c)}return n}function Vi(t,e){return Wi(t,Pf(t),e)}function zi(t,e){return Wi(t,Nf(t),e)}function Hi(t,e){return function(n,r){var i=xp(n)?c:Dn,o=e?e():{};return i(n,t,ko(r,2),o)}}function qi(t){return oi(function(e,n){var r=-1,i=n.length,o=i>1?n[i-1]:it,a=i>2?n[2]:it;for(o=t.length>3&&\"function\"==typeof o?(i--,o):it,a&&jo(n[0],n[1],a)&&(o=i<3?it:o,i=1),e=fl(e);++r<i;){var u=n[r];u&&t(e,u,r,o)}return e})}function Yi(t,e){return function(n,r){if(null==n)return n;if(!Xu(n))return t(n,r);for(var i=n.length,o=e?i:-1,a=fl(n);(e?o--:++o<i)&&r(a[o],o,a)!==!1;);return n}}function Ki(t){return function(e,n,r){for(var i=-1,o=fl(e),a=r(e),u=a.length;u--;){var c=a[t?u:++i];if(n(o[c],c,o)===!1)break}return e}}function Gi(t,e,n){function r(){var e=this&&this!==ur&&this instanceof r?o:t;return e.apply(i?n:this,arguments)}var i=e&mt,o=Zi(t);return r}function $i(t){return function(e){e=Ac(e);var n=z(e)?tt(e):it,r=n?n[0]:e.charAt(0),i=n?Ti(n,1).join(\"\"):e.slice(1);return r[t]()+i}}function Xi(t){return function(e){return m(Ps(ss(e).replace(zn,\"\")),t,\"\")}}function Zi(t){return function(){var e=arguments;switch(e.length){case 0:return new t;case 1:return new t(e[0]);case 2:return new t(e[0],e[1]);case 3:return new t(e[0],e[1],e[2]);case 4:return new t(e[0],e[1],e[2],e[3]);case 5:return new t(e[0],e[1],e[2],e[3],e[4]);case 6:return new t(e[0],e[1],e[2],e[3],e[4],e[5]);case 7:return new t(e[0],e[1],e[2],e[3],e[4],e[5],e[6])}var n=yf(t.prototype),r=t.apply(n,e);return cc(r)?r:n}}function Qi(t,e,n){function r(){for(var o=arguments.length,a=al(o),c=o,s=Mo(r);c--;)a[c]=arguments[c];var l=o<3&&a[0]!==s&&a[o-1]!==s?[]:G(a,s);if(o-=l.length,o<n)return so(t,e,eo,r.placeholder,it,a,l,it,it,n-o);var f=this&&this!==ur&&this instanceof r?i:t;return u(f,this,a)}var i=Zi(t);return r}function Ji(t){return function(e,n,r){var i=fl(e);if(!Xu(e)){var o=ko(n,3);e=Hc(e),n=function(t){return o(i[t],t,i)}}var a=t(e,n,r);return a>-1?i[o?e[a]:a]:it}}function to(t){return bo(function(e){var n=e.length,r=n,o=i.prototype.thru;for(t&&e.reverse();r--;){var a=e[r];if(\"function\"!=typeof a)throw new dl(ct);if(o&&!u&&\"wrapper\"==Co(a))var u=new i([],!0)}for(r=u?r:n;++r<n;){a=e[r];var c=Co(a),s=\"wrapper\"==c?Sf(a):it;u=s&&Vo(s[0])&&s[1]==(Mt|bt|wt|kt)&&!s[4].length&&1==s[9]?u[Co(s[0])].apply(u,s[3]):1==a.length&&Vo(a)?u[c]():u.thru(a)}return function(){var t=arguments,r=t[0];if(u&&1==t.length&&xp(r))return u.plant(r).value();for(var i=0,o=n?e[i].apply(this,t):r;++i<n;)o=e[i].call(this,o);return o}})}function eo(t,e,n,r,i,o,a,u,c,s){function l(){for(var m=arguments.length,y=al(m),_=m;_--;)y[_]=arguments[_];if(d)var b=Mo(l),x=B(y,b);if(r&&(y=Fi(y,r,i,d)),o&&(y=ji(y,o,a,d)),m-=x,d&&m<s){var w=G(y,b);return so(t,e,eo,l.placeholder,n,y,w,u,c,s-m)}var C=p?n:this,M=h?C[t]:t;return m=y.length,u?y=Jo(y,u):v&&m>1&&y.reverse(),f&&c<m&&(y.length=c),this&&this!==ur&&this instanceof l&&(M=g||Zi(M)),M.apply(C,y)}var f=e&Mt,p=e&mt,h=e&yt,d=e&(bt|xt),v=e&Et,g=h?it:Zi(t);return l}function no(t,e){return function(n,r){return Tr(n,t,e(r),{})}}function ro(t,e){return function(n,r){var i;if(n===it&&r===it)return e;if(n!==it&&(i=n),r!==it){if(i===it)return r;\"string\"==typeof n||\"string\"==typeof r?(n=gi(n),r=gi(r)):(n=vi(n),r=vi(r)),i=t(n,r)}return i}}function io(t){return bo(function(e){return e=v(e,R(ko())),oi(function(n){var r=this;return t(e,function(t){return u(t,r,n)})})})}function oo(t,e){e=e===it?\" \":gi(e);var n=e.length;if(n<2)return n?ii(e,t):e;var r=ii(e,Vl(t/J(e)));return z(e)?Ti(tt(r),0,t).join(\"\"):r.slice(0,t)}function ao(t,e,n,r){function i(){for(var e=-1,c=arguments.length,s=-1,l=r.length,f=al(l+c),p=this&&this!==ur&&this instanceof i?a:t;++s<l;)f[s]=r[s];for(;c--;)f[s++]=arguments[++e];return u(p,o?n:this,f)}var o=e&mt,a=Zi(t);return i}function uo(t){return function(e,n,r){return r&&\"number\"!=typeof r&&jo(e,n,r)&&(n=r=it),e=kc(e),n===it?(n=e,e=0):n=kc(n),r=r===it?e<n?1:-1:kc(r),ri(e,n,r,t)}}function co(t){return function(e,n){return\"string\"==typeof e&&\"string\"==typeof n||(e=Sc(e),n=Sc(n)),t(e,n)}}function so(t,e,n,r,i,o,a,u,c,s){var l=e&bt,f=l?a:it,p=l?it:a,h=l?o:it,d=l?it:o;e|=l?wt:Ct,e&=~(l?Ct:wt),e&_t||(e&=~(mt|yt));var v=[t,e,i,h,f,d,p,u,c,s],g=n.apply(it,v);return Vo(t)&&If(g,v),g.placeholder=r,ta(g,t,e)}function lo(t){var e=ll[t];return function(t,n){if(t=Sc(t),n=null==n?0:Xl(Ec(n),292)){var r=(Ac(t)+\"e\").split(\"e\"),i=e(r[0]+\"e\"+(+r[1]+n));return r=(Ac(i)+\"e\").split(\"e\"),+(r[0]+\"e\"+(+r[1]-n))}return e(t)}}function fo(t){return function(e){var n=Af(e);return n==Zt?Y(e):n==ie?X(e):D(e,t(e))}}function po(t,e,n,r,i,o,a,u){var c=e&yt;if(!c&&\"function\"!=typeof t)throw new dl(ct);var s=r?r.length:0;if(s||(e&=~(wt|Ct),r=i=it),a=a===it?a:$l(Ec(a),0),u=u===it?u:Ec(u),s-=i?i.length:0,e&Ct){var l=r,f=i;r=i=it}var p=c?it:Sf(t),h=[t,e,n,r,i,l,f,o,a,u];if(p&&Go(h,p),t=h[0],e=h[1],n=h[2],r=h[3],i=h[4],u=h[9]=h[9]===it?c?0:t.length:$l(h[9]-s,0),!u&&e&(bt|xt)&&(e&=~(bt|xt)),e&&e!=mt)d=e==bt||e==xt?Qi(t,e,u):e!=wt&&e!=(mt|wt)||i.length?eo.apply(it,h):ao(t,e,n,r);else var d=Gi(t,e,n);var v=p?Cf:If;return ta(v(d,h),t,e)}function ho(t,e,n,r){return t===it||$u(t,ml[n])&&!bl.call(r,n)?e:t}function vo(t,e,n,r,i,o){return cc(t)&&cc(e)&&(o.set(e,t),Kr(t,e,it,vo,o),o.delete(e)),t}function go(t){return mc(t)?it:t}function mo(t,e,n,r,i,o){var a=n&vt,u=t.length,c=e.length;if(u!=c&&!(a&&c>u))return!1;var s=o.get(t);if(s&&o.get(e))return s==e;var l=-1,f=!0,p=n&gt?new yn:it;for(o.set(t,e),o.set(e,t);++l<u;){var h=t[l],d=e[l];if(r)var v=a?r(d,h,l,e,t,o):r(h,d,l,t,e,o);if(v!==it){if(v)continue;f=!1;break}if(p){if(!_(e,function(t,e){if(!U(p,e)&&(h===t||i(h,t,n,r,o)))return p.push(e)})){f=!1;break}}else if(h!==d&&!i(h,d,n,r,o)){f=!1;break}}return o.delete(t),o.delete(e),f}function yo(t,e,n,r,i,o,a){switch(n){case fe:if(t.byteLength!=e.byteLength||t.byteOffset!=e.byteOffset)return!1;t=t.buffer,e=e.buffer;case le:return!(t.byteLength!=e.byteLength||!o(new Pl(t),new Pl(e)));case qt:case Yt:case Qt:return $u(+t,+e);case Gt:return t.name==e.name&&t.message==e.message;case re:case oe:return t==e+\"\";case Zt:var u=Y;case ie:var c=r&vt;if(u||(u=$),t.size!=e.size&&!c)return!1;var s=a.get(t);if(s)return s==e;r|=gt,a.set(t,e);var l=mo(u(t),u(e),r,i,o,a);return a.delete(t),l;case ae:if(gf)return gf.call(t)==gf.call(e)}return!1}function _o(t,e,n,r,i,o){var a=n&vt,u=xo(t),c=u.length,s=xo(e),l=s.length;if(c!=l&&!a)return!1;for(var f=c;f--;){var p=u[f];if(!(a?p in e:bl.call(e,p)))return!1}var h=o.get(t);if(h&&o.get(e))return h==e;var d=!0;o.set(t,e),o.set(e,t);for(var v=a;++f<c;){p=u[f];var g=t[p],m=e[p];if(r)var y=a?r(m,g,p,e,t,o):r(g,m,p,t,e,o);if(!(y===it?g===m||i(g,m,n,r,o):y)){d=!1;break}v||(v=\"constructor\"==p)}if(d&&!v){var _=t.constructor,b=e.constructor;_!=b&&\"constructor\"in t&&\"constructor\"in e&&!(\"function\"==typeof _&&_ instanceof _&&\"function\"==typeof b&&b instanceof b)&&(d=!1)}return o.delete(t),o.delete(e),d}function bo(t){return Rf(Zo(t,it,ma),t+\"\")}function xo(t){return sr(t,Hc,Pf)}function wo(t){return sr(t,qc,Nf)}function Co(t){for(var e=t.name+\"\",n=sf[e],r=bl.call(sf,e)?n.length:0;r--;){var i=n[r],o=i.func;if(null==o||o==t)return i.name}return e}function Mo(t){var e=bl.call(n,\"placeholder\")?n:t;return e.placeholder}function ko(){var t=n.iteratee||Rs;return t=t===Rs?Br:t,arguments.length?t(arguments[0],arguments[1]):t}function Eo(t,e){var n=t.__data__;return Wo(e)?n[\"string\"==typeof e?\"string\":\"hash\"]:n.map}function To(t){for(var e=Hc(t),n=e.length;n--;){var r=e[n],i=t[r];e[n]=[r,i,qo(i)]}return e}function So(t,e){var n=V(t,e);return Lr(n)?n:it}function Po(t){var e=bl.call(t,Ul),n=t[Ul];try{t[Ul]=it;var r=!0}catch(t){}var i=Cl.call(t);return r&&(e?t[Ul]=n:delete t[Ul]),i}function No(t,e,n){for(var r=-1,i=n.length;++r<i;){var o=n[r],a=o.size;switch(o.type){case\"drop\":t+=a;break;case\"dropRight\":e-=a;break;case\"take\":e=Xl(e,t+a);break;case\"takeRight\":t=$l(t,e-a)}}return{start:t,end:e}}function Ao(t){var e=t.match(We);return e?e[1].split(Ve):[]}function Oo(t,e,n){e=Ei(e,t);for(var r=-1,i=e.length,o=!1;++r<i;){var a=ra(e[r]);if(!(o=null!=t&&n(t,a)))break;t=t[a]}return o||++r!=i?o:(i=null==t?0:t.length,!!i&&uc(i)&&Fo(a,i)&&(xp(t)||bp(t)))}function Io(t){var e=t.length,n=t.constructor(e);return e&&\"string\"==typeof t[0]&&bl.call(t,\"index\")&&(n.index=t.index,n.input=t.input),n}function Do(t){return\"function\"!=typeof t.constructor||Ho(t)?{}:yf(Al(t))}function Ro(t,e,n,r){var i=t.constructor;switch(e){case le:return Pi(t);case qt:case Yt:return new i(+t);case fe:return Ni(t,r);case pe:case he:case de:case ve:case ge:case me:case ye:case _e:case be:return Ri(t,r);case Zt:return Ai(t,r,n);case Qt:case oe:return new i(t);case re:return Oi(t);case ie:return Ii(t,r,n);case ae:return Di(t)}}function Lo(t,e){var n=e.length;if(!n)return t;var r=n-1;return e[r]=(n>1?\"& \":\"\")+e[r],e=e.join(n>2?\", \":\" \"),t.replace(Be,\"{\\n/* [wrapped with \"+e+\"] */\\n\")}function Uo(t){return xp(t)||bp(t)||!!(Rl&&t&&t[Rl])}function Fo(t,e){return e=null==e?Rt:e,!!e&&(\"number\"==typeof t||Ze.test(t))&&t>-1&&t%1==0&&t<e}function jo(t,e,n){if(!cc(n))return!1;var r=typeof e;return!!(\"number\"==r?Xu(n)&&Fo(e,n.length):\"string\"==r&&e in n)&&$u(n[e],t)}function Bo(t,e){if(xp(t))return!1;var n=typeof t;return!(\"number\"!=n&&\"symbol\"!=n&&\"boolean\"!=n&&null!=t&&!bc(t))||(Oe.test(t)||!Ae.test(t)||null!=e&&t in fl(e))}function Wo(t){var e=typeof t;return\"string\"==e||\"number\"==e||\"symbol\"==e||\"boolean\"==e?\"__proto__\"!==t:null===t}function Vo(t){var e=Co(t),r=n[e];if(\"function\"!=typeof r||!(e in b.prototype))return!1;if(t===r)return!0;var i=Sf(r);return!!i&&t===i[0]}function zo(t){return!!wl&&wl in t}function Ho(t){var e=t&&t.constructor,n=\"function\"==typeof e&&e.prototype||ml;return t===n}function qo(t){return t===t&&!cc(t)}function Yo(t,e){return function(n){return null!=n&&(n[t]===e&&(e!==it||t in fl(n)))}}function Ko(t){var e=Ru(t,function(t){return n.size===lt&&n.clear(),t}),n=e.cache;return e}function Go(t,e){var n=t[1],r=e[1],i=n|r,o=i<(mt|yt|Mt),a=r==Mt&&n==bt||r==Mt&&n==kt&&t[7].length<=e[8]||r==(Mt|kt)&&e[7].length<=e[8]&&n==bt;if(!o&&!a)return t;r&mt&&(t[2]=e[2],i|=n&mt?0:_t);var u=e[3];if(u){var c=t[3];t[3]=c?Fi(c,u,e[4]):u,t[4]=c?G(t[3],ft):e[4]}return u=e[5],u&&(c=t[5],t[5]=c?ji(c,u,e[6]):u,t[6]=c?G(t[5],ft):e[6]),u=e[7],u&&(t[7]=u),r&Mt&&(t[8]=null==t[8]?e[8]:Xl(t[8],e[8])),null==t[9]&&(t[9]=e[9]),t[0]=e[0],t[1]=i,t}function $o(t){var e=[];if(null!=t)for(var n in fl(t))e.push(n);return e}function Xo(t){return Cl.call(t)}function Zo(t,e,n){return e=$l(e===it?t.length-1:e,0),function(){for(var r=arguments,i=-1,o=$l(r.length-e,0),a=al(o);++i<o;)a[i]=r[e+i];i=-1;for(var c=al(e+1);++i<e;)c[i]=r[i];return c[e]=n(a),u(t,this,c)}}function Qo(t,e){return e.length<2?t:cr(t,li(e,0,-1))}function Jo(t,e){for(var n=t.length,r=Xl(e.length,n),i=Bi(t);r--;){var o=e[r];t[r]=Fo(o,n)?i[o]:it}return t}function ta(t,e,n){var r=e+\"\";return Rf(t,Lo(r,oa(Ao(r),n)))}function ea(t){var e=0,n=0;return function(){var r=Zl(),i=Nt-(r-n);if(n=r,i>0){if(++e>=Pt)return arguments[0]}else e=0;return t.apply(it,arguments)}}function na(t,e){var n=-1,r=t.length,i=r-1;for(e=e===it?r:e;++n<e;){var o=ni(n,i),a=t[o];t[o]=t[n],t[n]=a}return t.length=e,t}function ra(t){if(\"string\"==typeof t||bc(t))return t;var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function ia(t){if(null!=t){try{return _l.call(t)}catch(t){}try{return t+\"\"}catch(t){}}return\"\"}function oa(t,e){return s(Wt,function(n){var r=\"_.\"+n[0];e&n[1]&&!h(t,r)&&t.push(r)}),t.sort()}function aa(t){if(t instanceof b)return t.clone();var e=new i(t.__wrapped__,t.__chain__);return e.__actions__=Bi(t.__actions__),e.__index__=t.__index__,e.__values__=t.__values__,e}function ua(t,e,n){e=(n?jo(t,e,n):e===it)?1:$l(Ec(e),0);var r=null==t?0:t.length;if(!r||e<1)return[];for(var i=0,o=0,a=al(Vl(r/e));i<r;)a[o++]=li(t,i,i+=e);return a}function ca(t){for(var e=-1,n=null==t?0:t.length,r=0,i=[];++e<n;){var o=t[e];o&&(i[r++]=o)}return i}function sa(){var t=arguments.length;if(!t)return[];for(var e=al(t-1),n=arguments[0],r=t;r--;)e[r-1]=arguments[r];return g(xp(n)?Bi(n):[n],er(e,1))}function la(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),li(t,e<0?0:e,r)):[]}function fa(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,0,e<0?0:e)):[]}function pa(t,e){return t&&t.length?bi(t,ko(e,3),!0,!0):[]}function ha(t,e){return t&&t.length?bi(t,ko(e,3),!0):[]}function da(t,e,n,r){var i=null==t?0:t.length;return i?(n&&\"number\"!=typeof n&&jo(t,e,n)&&(n=0,r=i),Jn(t,e,n,r)):[]}function va(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),C(t,ko(e,3),i)}function ga(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r-1;return n!==it&&(i=Ec(n),i=n<0?$l(r+i,0):Xl(i,r-1)),C(t,ko(e,3),i,!0)}function ma(t){var e=null==t?0:t.length;return e?er(t,1):[]}function ya(t){var e=null==t?0:t.length;return e?er(t,Dt):[]}function _a(t,e){var n=null==t?0:t.length;return n?(e=e===it?1:Ec(e),er(t,e)):[]}function ba(t){for(var e=-1,n=null==t?0:t.length,r={};++e<n;){var i=t[e];r[i[0]]=i[1]}return r}function xa(t){return t&&t.length?t[0]:it}function wa(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),M(t,e,i)}function Ca(t){var e=null==t?0:t.length;return e?li(t,0,-1):[]}function Ma(t,e){return null==t?\"\":Kl.call(t,e)}function ka(t){var e=null==t?0:t.length;return e?t[e-1]:it}function Ea(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r;return n!==it&&(i=Ec(n),i=i<0?$l(r+i,0):Xl(i,r-1)),e===e?Q(t,e,i):C(t,E,i,!0)}function Ta(t,e){return t&&t.length?$r(t,Ec(e)):it}function Sa(t,e){return t&&t.length&&e&&e.length?ti(t,e):t}function Pa(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,ko(n,2)):t}function Na(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,it,n):t}function Aa(t,e){var n=[];if(!t||!t.length)return n;var r=-1,i=[],o=t.length;for(e=ko(e,3);++r<o;){var a=t[r];e(a,r,t)&&(n.push(a),i.push(r))}return ei(t,i),n}function Oa(t){return null==t?t:tf.call(t)}function Ia(t,e,n){var r=null==t?0:t.length;return r?(n&&\"number\"!=typeof n&&jo(t,e,n)?(e=0,n=r):(e=null==e?0:Ec(e),n=n===it?r:Ec(n)),li(t,e,n)):[]}function Da(t,e){return pi(t,e)}function Ra(t,e,n){return hi(t,e,ko(n,2))}function La(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e);if(r<n&&$u(t[r],e))return r}return-1}function Ua(t,e){return pi(t,e,!0)}function Fa(t,e,n){return hi(t,e,ko(n,2),!0)}function ja(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e,!0)-1;if($u(t[r],e))return r}return-1}function Ba(t){return t&&t.length?di(t):[]}function Wa(t,e){return t&&t.length?di(t,ko(e,2)):[]}function Va(t){var e=null==t?0:t.length;return e?li(t,1,e):[]}function za(t,e,n){return t&&t.length?(e=n||e===it?1:Ec(e),li(t,0,e<0?0:e)):[]}function Ha(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,e<0?0:e,r)):[]}function qa(t,e){return t&&t.length?bi(t,ko(e,3),!1,!0):[]}function Ya(t,e){return t&&t.length?bi(t,ko(e,3)):[]}function Ka(t){return t&&t.length?mi(t):[]}function Ga(t,e){return t&&t.length?mi(t,ko(e,2)):[]}function $a(t,e){return e=\"function\"==typeof e?e:it,t&&t.length?mi(t,it,e):[]}function Xa(t){if(!t||!t.length)return[];var e=0;return t=p(t,function(t){if(Zu(t))return e=$l(t.length,e),!0}),I(e,function(e){return v(t,S(e))})}function Za(t,e){if(!t||!t.length)return[];var n=Xa(t);return null==e?n:v(n,function(t){return u(e,it,t)})}function Qa(t,e){return Ci(t||[],e||[],On)}function Ja(t,e){return Ci(t||[],e||[],ci)}function tu(t){var e=n(t);return e.__chain__=!0,e}function eu(t,e){return e(t),t}function nu(t,e){return e(t)}function ru(){return tu(this)}function iu(){return new i(this.value(),this.__chain__)}function ou(){this.__values__===it&&(this.__values__=Mc(this.value()));var t=this.__index__>=this.__values__.length,e=t?it:this.__values__[this.__index__++];return{done:t,value:e}}function au(){return this}function uu(t){for(var e,n=this;n instanceof r;){var i=aa(n);i.__index__=0,i.__values__=it,e?o.__wrapped__=i:e=i;var o=i;n=n.__wrapped__}return o.__wrapped__=t,e}function cu(){var t=this.__wrapped__;if(t instanceof b){var e=t;return this.__actions__.length&&(e=new b(this)),e=e.reverse(),e.__actions__.push({func:nu,args:[Oa],thisArg:it}),new i(e,this.__chain__)}return this.thru(Oa)}function su(){return xi(this.__wrapped__,this.__actions__)}function lu(t,e,n){\n",
+       "var r=xp(t)?f:Kn;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function fu(t,e){var n=xp(t)?p:tr;return n(t,ko(e,3))}function pu(t,e){return er(yu(t,e),1)}function hu(t,e){return er(yu(t,e),Dt)}function du(t,e,n){return n=n===it?1:Ec(n),er(yu(t,e),n)}function vu(t,e){var n=xp(t)?s:_f;return n(t,ko(e,3))}function gu(t,e){var n=xp(t)?l:bf;return n(t,ko(e,3))}function mu(t,e,n,r){t=Xu(t)?t:rs(t),n=n&&!r?Ec(n):0;var i=t.length;return n<0&&(n=$l(i+n,0)),_c(t)?n<=i&&t.indexOf(e,n)>-1:!!i&&M(t,e,n)>-1}function yu(t,e){var n=xp(t)?v:Hr;return n(t,ko(e,3))}function _u(t,e,n,r){return null==t?[]:(xp(e)||(e=null==e?[]:[e]),n=r?it:n,xp(n)||(n=null==n?[]:[n]),Xr(t,e,n))}function bu(t,e,n){var r=xp(t)?m:N,i=arguments.length<3;return r(t,ko(e,4),n,i,_f)}function xu(t,e,n){var r=xp(t)?y:N,i=arguments.length<3;return r(t,ko(e,4),n,i,bf)}function wu(t,e){var n=xp(t)?p:tr;return n(t,Lu(ko(e,3)))}function Cu(t){var e=xp(t)?Sn:ai;return e(t)}function Mu(t,e,n){e=(n?jo(t,e,n):e===it)?1:Ec(e);var r=xp(t)?Pn:ui;return r(t,e)}function ku(t){var e=xp(t)?Nn:si;return e(t)}function Eu(t){if(null==t)return 0;if(Xu(t))return _c(t)?J(t):t.length;var e=Af(t);return e==Zt||e==ie?t.size:Wr(t).length}function Tu(t,e,n){var r=xp(t)?_:fi;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function Su(t,e){if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){if(--t<1)return e.apply(this,arguments)}}function Pu(t,e,n){return e=n?it:e,e=t&&null==e?t.length:e,po(t,Mt,it,it,it,it,e)}function Nu(t,e){var n;if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){return--t>0&&(n=e.apply(this,arguments)),t<=1&&(e=it),n}}function Au(t,e,n){e=n?it:e;var r=po(t,bt,it,it,it,it,it,e);return r.placeholder=Au.placeholder,r}function Ou(t,e,n){e=n?it:e;var r=po(t,xt,it,it,it,it,it,e);return r.placeholder=Ou.placeholder,r}function Iu(t,e,n){function r(e){var n=p,r=h;return p=h=it,y=e,v=t.apply(r,n)}function i(t){return y=t,g=Df(u,e),_?r(t):v}function o(t){var n=t-m,r=t-y,i=e-n;return b?Xl(i,d-r):i}function a(t){var n=t-m,r=t-y;return m===it||n>=e||n<0||b&&r>=d}function u(){var t=sp();return a(t)?c(t):void(g=Df(u,o(t)))}function c(t){return g=it,x&&p?r(t):(p=h=it,v)}function s(){g!==it&&Ef(g),y=0,p=m=h=g=it}function l(){return g===it?v:c(sp())}function f(){var t=sp(),n=a(t);if(p=arguments,h=this,m=t,n){if(g===it)return i(m);if(b)return g=Df(u,e),r(m)}return g===it&&(g=Df(u,e)),v}var p,h,d,v,g,m,y=0,_=!1,b=!1,x=!0;if(\"function\"!=typeof t)throw new dl(ct);return e=Sc(e)||0,cc(n)&&(_=!!n.leading,b=\"maxWait\"in n,d=b?$l(Sc(n.maxWait)||0,e):d,x=\"trailing\"in n?!!n.trailing:x),f.cancel=s,f.flush=l,f}function Du(t){return po(t,Et)}function Ru(t,e){if(\"function\"!=typeof t||null!=e&&\"function\"!=typeof e)throw new dl(ct);var n=function(){var r=arguments,i=e?e.apply(this,r):r[0],o=n.cache;if(o.has(i))return o.get(i);var a=t.apply(this,r);return n.cache=o.set(i,a)||o,a};return n.cache=new(Ru.Cache||pn),n}function Lu(t){if(\"function\"!=typeof t)throw new dl(ct);return function(){var e=arguments;switch(e.length){case 0:return!t.call(this);case 1:return!t.call(this,e[0]);case 2:return!t.call(this,e[0],e[1]);case 3:return!t.call(this,e[0],e[1],e[2])}return!t.apply(this,e)}}function Uu(t){return Nu(2,t)}function Fu(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=e===it?e:Ec(e),oi(t,e)}function ju(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=null==e?0:$l(Ec(e),0),oi(function(n){var r=n[e],i=Ti(n,0,e);return r&&g(i,r),u(t,this,i)})}function Bu(t,e,n){var r=!0,i=!0;if(\"function\"!=typeof t)throw new dl(ct);return cc(n)&&(r=\"leading\"in n?!!n.leading:r,i=\"trailing\"in n?!!n.trailing:i),Iu(t,e,{leading:r,maxWait:e,trailing:i})}function Wu(t){return Pu(t,1)}function Vu(t,e){return vp(ki(e),t)}function zu(){if(!arguments.length)return[];var t=arguments[0];return xp(t)?t:[t]}function Hu(t){return Bn(t,dt)}function qu(t,e){return e=\"function\"==typeof e?e:it,Bn(t,dt,e)}function Yu(t){return Bn(t,pt|dt)}function Ku(t,e){return e=\"function\"==typeof e?e:it,Bn(t,pt|dt,e)}function Gu(t,e){return null==e||Vn(t,e,Hc(e))}function $u(t,e){return t===e||t!==t&&e!==e}function Xu(t){return null!=t&&uc(t.length)&&!oc(t)}function Zu(t){return sc(t)&&Xu(t)}function Qu(t){return t===!0||t===!1||sc(t)&&fr(t)==qt}function Ju(t){return sc(t)&&1===t.nodeType&&!mc(t)}function tc(t){if(null==t)return!0;if(Xu(t)&&(xp(t)||\"string\"==typeof t||\"function\"==typeof t.splice||Cp(t)||Sp(t)||bp(t)))return!t.length;var e=Af(t);if(e==Zt||e==ie)return!t.size;if(Ho(t))return!Wr(t).length;for(var n in t)if(bl.call(t,n))return!1;return!0}function ec(t,e){return Or(t,e)}function nc(t,e,n){n=\"function\"==typeof n?n:it;var r=n?n(t,e):it;return r===it?Or(t,e,it,n):!!r}function rc(t){if(!sc(t))return!1;var e=fr(t);return e==Gt||e==Kt||\"string\"==typeof t.message&&\"string\"==typeof t.name&&!mc(t)}function ic(t){return\"number\"==typeof t&&Yl(t)}function oc(t){if(!cc(t))return!1;var e=fr(t);return e==$t||e==Xt||e==Ht||e==ne}function ac(t){return\"number\"==typeof t&&t==Ec(t)}function uc(t){return\"number\"==typeof t&&t>-1&&t%1==0&&t<=Rt}function cc(t){var e=typeof t;return null!=t&&(\"object\"==e||\"function\"==e)}function sc(t){return null!=t&&\"object\"==typeof t}function lc(t,e){return t===e||Rr(t,e,To(e))}function fc(t,e,n){return n=\"function\"==typeof n?n:it,Rr(t,e,To(e),n)}function pc(t){return gc(t)&&t!=+t}function hc(t){if(Of(t))throw new cl(ut);return Lr(t)}function dc(t){return null===t}function vc(t){return null==t}function gc(t){return\"number\"==typeof t||sc(t)&&fr(t)==Qt}function mc(t){if(!sc(t)||fr(t)!=te)return!1;var e=Al(t);if(null===e)return!0;var n=bl.call(e,\"constructor\")&&e.constructor;return\"function\"==typeof n&&n instanceof n&&_l.call(n)==Ml}function yc(t){return ac(t)&&t>=-Rt&&t<=Rt}function _c(t){return\"string\"==typeof t||!xp(t)&&sc(t)&&fr(t)==oe}function bc(t){return\"symbol\"==typeof t||sc(t)&&fr(t)==ae}function xc(t){return t===it}function wc(t){return sc(t)&&Af(t)==ce}function Cc(t){return sc(t)&&fr(t)==se}function Mc(t){if(!t)return[];if(Xu(t))return _c(t)?tt(t):Bi(t);if(Ll&&t[Ll])return q(t[Ll]());var e=Af(t),n=e==Zt?Y:e==ie?$:rs;return n(t)}function kc(t){if(!t)return 0===t?t:0;if(t=Sc(t),t===Dt||t===-Dt){var e=t<0?-1:1;return e*Lt}return t===t?t:0}function Ec(t){var e=kc(t),n=e%1;return e===e?n?e-n:e:0}function Tc(t){return t?jn(Ec(t),0,Ft):0}function Sc(t){if(\"number\"==typeof t)return t;if(bc(t))return Ut;if(cc(t)){var e=\"function\"==typeof t.valueOf?t.valueOf():t;t=cc(e)?e+\"\":e}if(\"string\"!=typeof t)return 0===t?t:+t;t=t.replace(Ue,\"\");var n=Ge.test(t);return n||Xe.test(t)?ir(t.slice(2),n?2:8):Ke.test(t)?Ut:+t}function Pc(t){return Wi(t,qc(t))}function Nc(t){return t?jn(Ec(t),-Rt,Rt):0===t?t:0}function Ac(t){return null==t?\"\":gi(t)}function Oc(t,e){var n=yf(t);return null==e?n:Rn(n,e)}function Ic(t,e){return w(t,ko(e,3),nr)}function Dc(t,e){return w(t,ko(e,3),or)}function Rc(t,e){return null==t?t:xf(t,ko(e,3),qc)}function Lc(t,e){return null==t?t:wf(t,ko(e,3),qc)}function Uc(t,e){return t&&nr(t,ko(e,3))}function Fc(t,e){return t&&or(t,ko(e,3))}function jc(t){return null==t?[]:ar(t,Hc(t))}function Bc(t){return null==t?[]:ar(t,qc(t))}function Wc(t,e,n){var r=null==t?it:cr(t,e);return r===it?n:r}function Vc(t,e){return null!=t&&Oo(t,e,_r)}function zc(t,e){return null!=t&&Oo(t,e,Cr)}function Hc(t){return Xu(t)?Tn(t):Wr(t)}function qc(t){return Xu(t)?Tn(t,!0):Vr(t)}function Yc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,e(t,r,i),t)}),n}function Kc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,r,e(t,r,i))}),n}function Gc(t,e){return $c(t,Lu(ko(e)))}function $c(t,e){if(null==t)return{};var n=v(wo(t),function(t){return[t]});return e=ko(e),Qr(t,n,function(t,n){return e(t,n[0])})}function Xc(t,e,n){e=Ei(e,t);var r=-1,i=e.length;for(i||(i=1,t=it);++r<i;){var o=null==t?it:t[ra(e[r])];o===it&&(r=i,o=n),t=oc(o)?o.call(t):o}return t}function Zc(t,e,n){return null==t?t:ci(t,e,n)}function Qc(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:ci(t,e,n,r)}function Jc(t,e,n){var r=xp(t),i=r||Cp(t)||Sp(t);if(e=ko(e,4),null==n){var o=t&&t.constructor;n=i?r?new o:[]:cc(t)&&oc(o)?yf(Al(t)):{}}return(i?s:nr)(t,function(t,r,i){return e(n,t,r,i)}),n}function ts(t,e){return null==t||yi(t,e)}function es(t,e,n){return null==t?t:_i(t,e,ki(n))}function ns(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:_i(t,e,ki(n),r)}function rs(t){return null==t?[]:L(t,Hc(t))}function is(t){return null==t?[]:L(t,qc(t))}function os(t,e,n){return n===it&&(n=e,e=it),n!==it&&(n=Sc(n),n=n===n?n:0),e!==it&&(e=Sc(e),e=e===e?e:0),jn(Sc(t),e,n)}function as(t,e,n){return e=kc(e),n===it?(n=e,e=0):n=kc(n),t=Sc(t),kr(t,e,n)}function us(t,e,n){if(n&&\"boolean\"!=typeof n&&jo(t,e,n)&&(e=n=it),n===it&&(\"boolean\"==typeof e?(n=e,e=it):\"boolean\"==typeof t&&(n=t,t=it)),t===it&&e===it?(t=0,e=1):(t=kc(t),e===it?(e=t,t=0):e=kc(e)),t>e){var r=t;t=e,e=r}if(n||t%1||e%1){var i=Jl();return Xl(t+i*(e-t+rr(\"1e-\"+((i+\"\").length-1))),e)}return ni(t,e)}function cs(t){return th(Ac(t).toLowerCase())}function ss(t){return t=Ac(t),t&&t.replace(Qe,br).replace(Hn,\"\")}function ls(t,e,n){t=Ac(t),e=gi(e);var r=t.length;n=n===it?r:jn(Ec(n),0,r);var i=n;return n-=e.length,n>=0&&t.slice(n,i)==e}function fs(t){return t=Ac(t),t&&Te.test(t)?t.replace(ke,xr):t}function ps(t){return t=Ac(t),t&&Le.test(t)?t.replace(Re,\"\\\\$&\"):t}function hs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;if(!e||r>=e)return t;var i=(e-r)/2;return oo(zl(i),n)+t+oo(Vl(i),n)}function ds(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?t+oo(e-r,n):t}function vs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?oo(e-r,n)+t:t}function gs(t,e,n){return n||null==e?e=0:e&&(e=+e),Ql(Ac(t).replace(Fe,\"\"),e||0)}function ms(t,e,n){return e=(n?jo(t,e,n):e===it)?1:Ec(e),ii(Ac(t),e)}function ys(){var t=arguments,e=Ac(t[0]);return t.length<3?e:e.replace(t[1],t[2])}function _s(t,e,n){return n&&\"number\"!=typeof n&&jo(t,e,n)&&(e=n=it),(n=n===it?Ft:n>>>0)?(t=Ac(t),t&&(\"string\"==typeof e||null!=e&&!Ep(e))&&(e=gi(e),!e&&z(t))?Ti(tt(t),0,n):t.split(e,n)):[]}function bs(t,e,n){return t=Ac(t),n=null==n?0:jn(Ec(n),0,t.length),e=gi(e),t.slice(n,n+e.length)==e}function xs(t,e,r){var i=n.templateSettings;r&&jo(t,e,r)&&(e=it),t=Ac(t),e=Ip({},e,i,ho);var o,a,u=Ip({},e.imports,i.imports,ho),c=Hc(u),s=L(u,c),l=0,f=e.interpolate||Je,p=\"__p += '\",h=pl((e.escape||Je).source+\"|\"+f.source+\"|\"+(f===Ne?qe:Je).source+\"|\"+(e.evaluate||Je).source+\"|$\",\"g\"),d=\"//# sourceURL=\"+(\"sourceURL\"in e?e.sourceURL:\"lodash.templateSources[\"+ ++Xn+\"]\")+\"\\n\";t.replace(h,function(e,n,r,i,u,c){return r||(r=i),p+=t.slice(l,c).replace(tn,W),n&&(o=!0,p+=\"' +\\n__e(\"+n+\") +\\n'\"),u&&(a=!0,p+=\"';\\n\"+u+\";\\n__p += '\"),r&&(p+=\"' +\\n((__t = (\"+r+\")) == null ? '' : __t) +\\n'\"),l=c+e.length,e}),p+=\"';\\n\";var v=e.variable;v||(p=\"with (obj) {\\n\"+p+\"\\n}\\n\"),p=(a?p.replace(xe,\"\"):p).replace(we,\"$1\").replace(Ce,\"$1;\"),p=\"function(\"+(v||\"obj\")+\") {\\n\"+(v?\"\":\"obj || (obj = {});\\n\")+\"var __t, __p = ''\"+(o?\", __e = _.escape\":\"\")+(a?\", __j = Array.prototype.join;\\nfunction print() { __p += __j.call(arguments, '') }\\n\":\";\\n\")+p+\"return __p\\n}\";var g=eh(function(){return sl(c,d+\"return \"+p).apply(it,s)});if(g.source=p,rc(g))throw g;return g}function ws(t){return Ac(t).toLowerCase()}function Cs(t){return Ac(t).toUpperCase()}function Ms(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Ue,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=tt(e),o=F(r,i),a=j(r,i)+1;return Ti(r,o,a).join(\"\")}function ks(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(je,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=j(r,tt(e))+1;return Ti(r,0,i).join(\"\")}function Es(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Fe,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=F(r,tt(e));return Ti(r,i).join(\"\")}function Ts(t,e){var n=Tt,r=St;if(cc(e)){var i=\"separator\"in e?e.separator:i;n=\"length\"in e?Ec(e.length):n,r=\"omission\"in e?gi(e.omission):r}t=Ac(t);var o=t.length;if(z(t)){var a=tt(t);o=a.length}if(n>=o)return t;var u=n-J(r);if(u<1)return r;var c=a?Ti(a,0,u).join(\"\"):t.slice(0,u);if(i===it)return c+r;if(a&&(u+=c.length-u),Ep(i)){if(t.slice(u).search(i)){var s,l=c;for(i.global||(i=pl(i.source,Ac(Ye.exec(i))+\"g\")),i.lastIndex=0;s=i.exec(l);)var f=s.index;c=c.slice(0,f===it?u:f)}}else if(t.indexOf(gi(i),u)!=u){var p=c.lastIndexOf(i);p>-1&&(c=c.slice(0,p))}return c+r}function Ss(t){return t=Ac(t),t&&Ee.test(t)?t.replace(Me,wr):t}function Ps(t,e,n){return t=Ac(t),e=n?it:e,e===it?H(t)?rt(t):x(t):t.match(e)||[]}function Ns(t){var e=null==t?0:t.length,n=ko();return t=e?v(t,function(t){if(\"function\"!=typeof t[1])throw new dl(ct);return[n(t[0]),t[1]]}):[],oi(function(n){for(var r=-1;++r<e;){var i=t[r];if(u(i[0],this,n))return u(i[1],this,n)}})}function As(t){return Wn(Bn(t,pt))}function Os(t){return function(){return t}}function Is(t,e){return null==t||t!==t?e:t}function Ds(t){return t}function Rs(t){return Br(\"function\"==typeof t?t:Bn(t,pt))}function Ls(t){return qr(Bn(t,pt))}function Us(t,e){return Yr(t,Bn(e,pt))}function Fs(t,e,n){var r=Hc(e),i=ar(e,r);null!=n||cc(e)&&(i.length||!r.length)||(n=e,e=t,t=this,i=ar(e,Hc(e)));var o=!(cc(n)&&\"chain\"in n&&!n.chain),a=oc(t);return s(i,function(n){var r=e[n];t[n]=r,a&&(t.prototype[n]=function(){var e=this.__chain__;if(o||e){var n=t(this.__wrapped__),i=n.__actions__=Bi(this.__actions__);return i.push({func:r,args:arguments,thisArg:t}),n.__chain__=e,n}return r.apply(t,g([this.value()],arguments))})}),t}function js(){return ur._===this&&(ur._=kl),this}function Bs(){}function Ws(t){return t=Ec(t),oi(function(e){return $r(e,t)})}function Vs(t){return Bo(t)?S(ra(t)):Jr(t)}function zs(t){return function(e){return null==t?it:cr(t,e)}}function Hs(){return[]}function qs(){return!1}function Ys(){return{}}function Ks(){return\"\"}function Gs(){return!0}function $s(t,e){if(t=Ec(t),t<1||t>Rt)return[];var n=Ft,r=Xl(t,Ft);e=ko(e),t-=Ft;for(var i=I(r,e);++n<t;)e(n);return i}function Xs(t){return xp(t)?v(t,ra):bc(t)?[t]:Bi(Lf(Ac(t)))}function Zs(t){var e=++xl;return Ac(t)+e}function Qs(t){return t&&t.length?Gn(t,Ds,pr):it}function Js(t,e){return t&&t.length?Gn(t,ko(e,2),pr):it}function tl(t){return T(t,Ds)}function el(t,e){return T(t,ko(e,2))}function nl(t){return t&&t.length?Gn(t,Ds,zr):it}function rl(t,e){return t&&t.length?Gn(t,ko(e,2),zr):it}function il(t){return t&&t.length?O(t,Ds):0}function ol(t,e){return t&&t.length?O(t,ko(e,2)):0}e=null==e?ur:Mr.defaults(ur.Object(),e,Mr.pick(ur,$n));var al=e.Array,ul=e.Date,cl=e.Error,sl=e.Function,ll=e.Math,fl=e.Object,pl=e.RegExp,hl=e.String,dl=e.TypeError,vl=al.prototype,gl=sl.prototype,ml=fl.prototype,yl=e[\"__core-js_shared__\"],_l=gl.toString,bl=ml.hasOwnProperty,xl=0,wl=function(){var t=/[^.]+$/.exec(yl&&yl.keys&&yl.keys.IE_PROTO||\"\");return t?\"Symbol(src)_1.\"+t:\"\"}(),Cl=ml.toString,Ml=_l.call(fl),kl=ur._,El=pl(\"^\"+_l.call(bl).replace(Re,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\"),Tl=lr?e.Buffer:it,Sl=e.Symbol,Pl=e.Uint8Array,Nl=Tl?Tl.allocUnsafe:it,Al=K(fl.getPrototypeOf,fl),Ol=fl.create,Il=ml.propertyIsEnumerable,Dl=vl.splice,Rl=Sl?Sl.isConcatSpreadable:it,Ll=Sl?Sl.iterator:it,Ul=Sl?Sl.toStringTag:it,Fl=function(){try{var t=So(fl,\"defineProperty\");return t({},\"\",{}),t}catch(t){}}(),jl=e.clearTimeout!==ur.clearTimeout&&e.clearTimeout,Bl=ul&&ul.now!==ur.Date.now&&ul.now,Wl=e.setTimeout!==ur.setTimeout&&e.setTimeout,Vl=ll.ceil,zl=ll.floor,Hl=fl.getOwnPropertySymbols,ql=Tl?Tl.isBuffer:it,Yl=e.isFinite,Kl=vl.join,Gl=K(fl.keys,fl),$l=ll.max,Xl=ll.min,Zl=ul.now,Ql=e.parseInt,Jl=ll.random,tf=vl.reverse,ef=So(e,\"DataView\"),nf=So(e,\"Map\"),rf=So(e,\"Promise\"),of=So(e,\"Set\"),af=So(e,\"WeakMap\"),uf=So(fl,\"create\"),cf=af&&new af,sf={},lf=ia(ef),ff=ia(nf),pf=ia(rf),hf=ia(of),df=ia(af),vf=Sl?Sl.prototype:it,gf=vf?vf.valueOf:it,mf=vf?vf.toString:it,yf=function(){function t(){}return function(e){if(!cc(e))return{};if(Ol)return Ol(e);t.prototype=e;var n=new t;return t.prototype=it,n}}();n.templateSettings={escape:Se,evaluate:Pe,interpolate:Ne,variable:\"\",imports:{_:n}},n.prototype=r.prototype,n.prototype.constructor=n,i.prototype=yf(r.prototype),i.prototype.constructor=i,b.prototype=yf(r.prototype),b.prototype.constructor=b,nt.prototype.clear=ze,nt.prototype.delete=en,nt.prototype.get=nn,nt.prototype.has=rn,nt.prototype.set=on,an.prototype.clear=un,an.prototype.delete=cn,an.prototype.get=sn,an.prototype.has=ln,an.prototype.set=fn,pn.prototype.clear=hn,pn.prototype.delete=dn,pn.prototype.get=vn,pn.prototype.has=gn,pn.prototype.set=mn,yn.prototype.add=yn.prototype.push=_n,yn.prototype.has=bn,xn.prototype.clear=wn,xn.prototype.delete=Cn,xn.prototype.get=Mn,xn.prototype.has=kn,xn.prototype.set=En;var _f=Yi(nr),bf=Yi(or,!0),xf=Ki(),wf=Ki(!0),Cf=cf?function(t,e){return cf.set(t,e),t}:Ds,Mf=Fl?function(t,e){return Fl(t,\"toString\",{configurable:!0,enumerable:!1,value:Os(e),writable:!0})}:Ds,kf=oi,Ef=jl||function(t){return ur.clearTimeout(t)},Tf=of&&1/$(new of([,-0]))[1]==Dt?function(t){return new of(t)}:Bs,Sf=cf?function(t){return cf.get(t)}:Bs,Pf=Hl?function(t){return null==t?[]:(t=fl(t),p(Hl(t),function(e){return Il.call(t,e)}))}:Hs,Nf=Hl?function(t){for(var e=[];t;)g(e,Pf(t)),t=Al(t);return e}:Hs,Af=fr;(ef&&Af(new ef(new ArrayBuffer(1)))!=fe||nf&&Af(new nf)!=Zt||rf&&Af(rf.resolve())!=ee||of&&Af(new of)!=ie||af&&Af(new af)!=ce)&&(Af=function(t){var e=fr(t),n=e==te?t.constructor:it,r=n?ia(n):\"\";if(r)switch(r){case lf:return fe;case ff:return Zt;case pf:return ee;case hf:return ie;case df:return ce}return e});var Of=yl?oc:qs,If=ea(Cf),Df=Wl||function(t,e){return ur.setTimeout(t,e)},Rf=ea(Mf),Lf=Ko(function(t){var e=[];return Ie.test(t)&&e.push(\"\"),t.replace(De,function(t,n,r,i){e.push(r?i.replace(He,\"$1\"):n||t)}),e}),Uf=oi(function(t,e){return Zu(t)?Yn(t,er(e,1,Zu,!0)):[]}),Ff=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),ko(n,2)):[]}),jf=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),it,n):[]}),Bf=oi(function(t){var e=v(t,Mi);return e.length&&e[0]===t[0]?Er(e):[]}),Wf=oi(function(t){var e=ka(t),n=v(t,Mi);return e===ka(n)?e=it:n.pop(),n.length&&n[0]===t[0]?Er(n,ko(e,2)):[]}),Vf=oi(function(t){var e=ka(t),n=v(t,Mi);return e=\"function\"==typeof e?e:it,e&&n.pop(),n.length&&n[0]===t[0]?Er(n,it,e):[]}),zf=oi(Sa),Hf=bo(function(t,e){var n=null==t?0:t.length,r=Fn(t,e);return ei(t,v(e,function(t){return Fo(t,n)?+t:t}).sort(Li)),r}),qf=oi(function(t){return mi(er(t,1,Zu,!0))}),Yf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),mi(er(t,1,Zu,!0),ko(e,2))}),Kf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,mi(er(t,1,Zu,!0),it,e)}),Gf=oi(function(t,e){return Zu(t)?Yn(t,e):[]}),$f=oi(function(t){return wi(p(t,Zu))}),Xf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),wi(p(t,Zu),ko(e,2))}),Zf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,wi(p(t,Zu),it,e)}),Qf=oi(Xa),Jf=oi(function(t){var e=t.length,n=e>1?t[e-1]:it;return n=\"function\"==typeof n?(t.pop(),n):it,Za(t,n)}),tp=bo(function(t){var e=t.length,n=e?t[0]:0,r=this.__wrapped__,o=function(e){return Fn(e,t)};return!(e>1||this.__actions__.length)&&r instanceof b&&Fo(n)?(r=r.slice(n,+n+(e?1:0)),r.__actions__.push({func:nu,args:[o],thisArg:it}),new i(r,this.__chain__).thru(function(t){return e&&!t.length&&t.push(it),t})):this.thru(o)}),ep=Hi(function(t,e,n){bl.call(t,n)?++t[n]:Un(t,n,1)}),np=Ji(va),rp=Ji(ga),ip=Hi(function(t,e,n){bl.call(t,n)?t[n].push(e):Un(t,n,[e])}),op=oi(function(t,e,n){var r=-1,i=\"function\"==typeof e,o=Xu(t)?al(t.length):[];return _f(t,function(t){o[++r]=i?u(e,t,n):Sr(t,e,n)}),o}),ap=Hi(function(t,e,n){Un(t,n,e)}),up=Hi(function(t,e,n){t[n?0:1].push(e)},function(){return[[],[]]}),cp=oi(function(t,e){if(null==t)return[];var n=e.length;return n>1&&jo(t,e[0],e[1])?e=[]:n>2&&jo(e[0],e[1],e[2])&&(e=[e[0]]),Xr(t,er(e,1),[])}),sp=Bl||function(){return ur.Date.now()},lp=oi(function(t,e,n){var r=mt;if(n.length){var i=G(n,Mo(lp));r|=wt}return po(t,r,e,n,i)}),fp=oi(function(t,e,n){var r=mt|yt;if(n.length){var i=G(n,Mo(fp));r|=wt}return po(e,r,t,n,i)}),pp=oi(function(t,e){return qn(t,1,e)}),hp=oi(function(t,e,n){return qn(t,Sc(e)||0,n)});Ru.Cache=pn;var dp=kf(function(t,e){e=1==e.length&&xp(e[0])?v(e[0],R(ko())):v(er(e,1),R(ko()));var n=e.length;return oi(function(r){for(var i=-1,o=Xl(r.length,n);++i<o;)r[i]=e[i].call(this,r[i]);return u(t,this,r)})}),vp=oi(function(t,e){var n=G(e,Mo(vp));return po(t,wt,it,e,n)}),gp=oi(function(t,e){var n=G(e,Mo(gp));return po(t,Ct,it,e,n)}),mp=bo(function(t,e){return po(t,kt,it,it,it,e)}),yp=co(pr),_p=co(function(t,e){return t>=e}),bp=Pr(function(){return arguments}())?Pr:function(t){return sc(t)&&bl.call(t,\"callee\")&&!Il.call(t,\"callee\")},xp=al.isArray,wp=hr?R(hr):Nr,Cp=ql||qs,Mp=dr?R(dr):Ar,kp=vr?R(vr):Dr,Ep=gr?R(gr):Ur,Tp=mr?R(mr):Fr,Sp=yr?R(yr):jr,Pp=co(zr),Np=co(function(t,e){return t<=e}),Ap=qi(function(t,e){if(Ho(e)||Xu(e))return void Wi(e,Hc(e),t);for(var n in e)bl.call(e,n)&&On(t,n,e[n])}),Op=qi(function(t,e){Wi(e,qc(e),t)}),Ip=qi(function(t,e,n,r){Wi(e,qc(e),t,r)}),Dp=qi(function(t,e,n,r){Wi(e,Hc(e),t,r)}),Rp=bo(Fn),Lp=oi(function(t){return t.push(it,ho),u(Ip,it,t)}),Up=oi(function(t){return t.push(it,vo),u(Vp,it,t)}),Fp=no(function(t,e,n){t[e]=n},Os(Ds)),jp=no(function(t,e,n){bl.call(t,e)?t[e].push(n):t[e]=[n]},ko),Bp=oi(Sr),Wp=qi(function(t,e,n){Kr(t,e,n)}),Vp=qi(function(t,e,n,r){Kr(t,e,n,r)}),zp=bo(function(t,e){var n={};if(null==t)return n;var r=!1;e=v(e,function(e){return e=Ei(e,t),r||(r=e.length>1),e}),Wi(t,wo(t),n),r&&(n=Bn(n,pt|ht|dt,go));for(var i=e.length;i--;)yi(n,e[i]);return n}),Hp=bo(function(t,e){return null==t?{}:Zr(t,e)}),qp=fo(Hc),Yp=fo(qc),Kp=Xi(function(t,e,n){return e=e.toLowerCase(),t+(n?cs(e):e)}),Gp=Xi(function(t,e,n){return t+(n?\"-\":\"\")+e.toLowerCase()}),$p=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toLowerCase()}),Xp=$i(\"toLowerCase\"),Zp=Xi(function(t,e,n){return t+(n?\"_\":\"\")+e.toLowerCase()}),Qp=Xi(function(t,e,n){return t+(n?\" \":\"\")+th(e)}),Jp=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toUpperCase()}),th=$i(\"toUpperCase\"),eh=oi(function(t,e){try{return u(t,it,e)}catch(t){return rc(t)?t:new cl(t)}}),nh=bo(function(t,e){return s(e,function(e){e=ra(e),Un(t,e,lp(t[e],t))}),t}),rh=to(),ih=to(!0),oh=oi(function(t,e){return function(n){return Sr(n,t,e)}}),ah=oi(function(t,e){return function(n){return Sr(t,n,e)}}),uh=io(v),ch=io(f),sh=io(_),lh=uo(),fh=uo(!0),ph=ro(function(t,e){return t+e},0),hh=lo(\"ceil\"),dh=ro(function(t,e){return t/e},1),vh=lo(\"floor\"),gh=ro(function(t,e){return t*e},1),mh=lo(\"round\"),yh=ro(function(t,e){return t-e},0);return n.after=Su,n.ary=Pu,n.assign=Ap,n.assignIn=Op,n.assignInWith=Ip,n.assignWith=Dp,n.at=Rp,n.before=Nu,n.bind=lp,n.bindAll=nh,n.bindKey=fp,n.castArray=zu,n.chain=tu,n.chunk=ua,n.compact=ca,n.concat=sa,n.cond=Ns,n.conforms=As,n.constant=Os,n.countBy=ep,n.create=Oc,n.curry=Au,n.curryRight=Ou,n.debounce=Iu,n.defaults=Lp,n.defaultsDeep=Up,n.defer=pp,n.delay=hp,n.difference=Uf,n.differenceBy=Ff,n.differenceWith=jf,n.drop=la,n.dropRight=fa,n.dropRightWhile=pa,n.dropWhile=ha,n.fill=da,n.filter=fu,n.flatMap=pu,n.flatMapDeep=hu,n.flatMapDepth=du,n.flatten=ma,n.flattenDeep=ya,n.flattenDepth=_a,n.flip=Du,n.flow=rh,n.flowRight=ih,n.fromPairs=ba,n.functions=jc,n.functionsIn=Bc,n.groupBy=ip,n.initial=Ca,n.intersection=Bf,n.intersectionBy=Wf,n.intersectionWith=Vf,n.invert=Fp,n.invertBy=jp,n.invokeMap=op,n.iteratee=Rs,n.keyBy=ap,n.keys=Hc,n.keysIn=qc,n.map=yu,n.mapKeys=Yc,n.mapValues=Kc,n.matches=Ls,n.matchesProperty=Us,n.memoize=Ru,n.merge=Wp,n.mergeWith=Vp,n.method=oh,n.methodOf=ah,n.mixin=Fs,n.negate=Lu,n.nthArg=Ws,n.omit=zp,n.omitBy=Gc,n.once=Uu,n.orderBy=_u,n.over=uh,n.overArgs=dp,n.overEvery=ch,n.overSome=sh,n.partial=vp,n.partialRight=gp,n.partition=up,n.pick=Hp,n.pickBy=$c,n.property=Vs,n.propertyOf=zs,n.pull=zf,n.pullAll=Sa,n.pullAllBy=Pa,n.pullAllWith=Na,n.pullAt=Hf,n.range=lh,n.rangeRight=fh,n.rearg=mp,n.reject=wu,n.remove=Aa,n.rest=Fu,n.reverse=Oa,n.sampleSize=Mu,n.set=Zc,n.setWith=Qc,n.shuffle=ku,n.slice=Ia,n.sortBy=cp,n.sortedUniq=Ba,n.sortedUniqBy=Wa,n.split=_s,n.spread=ju,n.tail=Va,n.take=za,n.takeRight=Ha,n.takeRightWhile=qa,n.takeWhile=Ya,n.tap=eu,n.throttle=Bu,n.thru=nu,n.toArray=Mc,n.toPairs=qp,n.toPairsIn=Yp,n.toPath=Xs,n.toPlainObject=Pc,n.transform=Jc,n.unary=Wu,n.union=qf,n.unionBy=Yf,n.unionWith=Kf,n.uniq=Ka,n.uniqBy=Ga,n.uniqWith=$a,n.unset=ts,n.unzip=Xa,n.unzipWith=Za,n.update=es,n.updateWith=ns,n.values=rs,n.valuesIn=is,n.without=Gf,n.words=Ps,n.wrap=Vu,n.xor=$f,n.xorBy=Xf,n.xorWith=Zf,n.zip=Qf,n.zipObject=Qa,n.zipObjectDeep=Ja,n.zipWith=Jf,n.entries=qp,n.entriesIn=Yp,n.extend=Op,n.extendWith=Ip,Fs(n,n),n.add=ph,n.attempt=eh,n.camelCase=Kp,n.capitalize=cs,n.ceil=hh,n.clamp=os,n.clone=Hu,n.cloneDeep=Yu,n.cloneDeepWith=Ku,n.cloneWith=qu,n.conformsTo=Gu,n.deburr=ss,n.defaultTo=Is,n.divide=dh,n.endsWith=ls,n.eq=$u,n.escape=fs,n.escapeRegExp=ps,n.every=lu,n.find=np,n.findIndex=va,n.findKey=Ic,n.findLast=rp,n.findLastIndex=ga,n.findLastKey=Dc,n.floor=vh,n.forEach=vu,n.forEachRight=gu,n.forIn=Rc,n.forInRight=Lc,n.forOwn=Uc,n.forOwnRight=Fc,n.get=Wc,n.gt=yp,n.gte=_p,n.has=Vc,n.hasIn=zc,n.head=xa,n.identity=Ds,n.includes=mu,n.indexOf=wa,n.inRange=as,n.invoke=Bp,n.isArguments=bp,n.isArray=xp,n.isArrayBuffer=wp,n.isArrayLike=Xu,n.isArrayLikeObject=Zu,n.isBoolean=Qu,n.isBuffer=Cp,n.isDate=Mp,n.isElement=Ju,n.isEmpty=tc,n.isEqual=ec,n.isEqualWith=nc,n.isError=rc,n.isFinite=ic,n.isFunction=oc,n.isInteger=ac,n.isLength=uc,n.isMap=kp,n.isMatch=lc,n.isMatchWith=fc,n.isNaN=pc,n.isNative=hc,n.isNil=vc,n.isNull=dc,n.isNumber=gc,n.isObject=cc,n.isObjectLike=sc,n.isPlainObject=mc,n.isRegExp=Ep,n.isSafeInteger=yc,n.isSet=Tp,n.isString=_c,n.isSymbol=bc,n.isTypedArray=Sp,n.isUndefined=xc,n.isWeakMap=wc,n.isWeakSet=Cc,n.join=Ma,n.kebabCase=Gp,n.last=ka,n.lastIndexOf=Ea,n.lowerCase=$p,n.lowerFirst=Xp,n.lt=Pp,n.lte=Np,n.max=Qs,n.maxBy=Js,n.mean=tl,n.meanBy=el,n.min=nl,n.minBy=rl,n.stubArray=Hs,n.stubFalse=qs,n.stubObject=Ys,n.stubString=Ks,n.stubTrue=Gs,n.multiply=gh,n.nth=Ta,n.noConflict=js,n.noop=Bs,n.now=sp,n.pad=hs,n.padEnd=ds,n.padStart=vs,n.parseInt=gs,n.random=us,n.reduce=bu,n.reduceRight=xu,n.repeat=ms,n.replace=ys,n.result=Xc,n.round=mh,n.runInContext=t,n.sample=Cu,n.size=Eu,n.snakeCase=Zp,n.some=Tu,n.sortedIndex=Da,n.sortedIndexBy=Ra,n.sortedIndexOf=La,n.sortedLastIndex=Ua,n.sortedLastIndexBy=Fa,n.sortedLastIndexOf=ja,n.startCase=Qp,n.startsWith=bs,n.subtract=yh,n.sum=il,n.sumBy=ol,n.template=xs,n.times=$s,n.toFinite=kc,n.toInteger=Ec,n.toLength=Tc,n.toLower=ws,n.toNumber=Sc,n.toSafeInteger=Nc,n.toString=Ac,n.toUpper=Cs,n.trim=Ms,n.trimEnd=ks,n.trimStart=Es,n.truncate=Ts,n.unescape=Ss,n.uniqueId=Zs,n.upperCase=Jp,n.upperFirst=th,n.each=vu,n.eachRight=gu,n.first=xa,Fs(n,function(){var t={};return nr(n,function(e,r){bl.call(n.prototype,r)||(t[r]=e)}),t}(),{chain:!1}),n.VERSION=ot,s([\"bind\",\"bindKey\",\"curry\",\"curryRight\",\"partial\",\"partialRight\"],function(t){n[t].placeholder=n}),s([\"drop\",\"take\"],function(t,e){b.prototype[t]=function(n){n=n===it?1:$l(Ec(n),0);var r=this.__filtered__&&!e?new b(this):this.clone();return r.__filtered__?r.__takeCount__=Xl(n,r.__takeCount__):r.__views__.push({size:Xl(n,Ft),type:t+(r.__dir__<0?\"Right\":\"\")}),r},b.prototype[t+\"Right\"]=function(e){return this.reverse()[t](e).reverse()}}),s([\"filter\",\"map\",\"takeWhile\"],function(t,e){var n=e+1,r=n==At||n==It;b.prototype[t]=function(t){var e=this.clone();return e.__iteratees__.push({iteratee:ko(t,3),type:n}),e.__filtered__=e.__filtered__||r,e}}),s([\"head\",\"last\"],function(t,e){var n=\"take\"+(e?\"Right\":\"\");b.prototype[t]=function(){return this[n](1).value()[0]}}),s([\"initial\",\"tail\"],function(t,e){var n=\"drop\"+(e?\"\":\"Right\");b.prototype[t]=function(){return this.__filtered__?new b(this):this[n](1)}}),b.prototype.compact=function(){return this.filter(Ds)},b.prototype.find=function(t){return this.filter(t).head()},b.prototype.findLast=function(t){return this.reverse().find(t)},b.prototype.invokeMap=oi(function(t,e){return\"function\"==typeof t?new b(this):this.map(function(n){return Sr(n,t,e)})}),b.prototype.reject=function(t){return this.filter(Lu(ko(t)))},b.prototype.slice=function(t,e){t=Ec(t);var n=this;return n.__filtered__&&(t>0||e<0)?new b(n):(t<0?n=n.takeRight(-t):t&&(n=n.drop(t)),e!==it&&(e=Ec(e),n=e<0?n.dropRight(-e):n.take(e-t)),n)},b.prototype.takeRightWhile=function(t){return this.reverse().takeWhile(t).reverse()},b.prototype.toArray=function(){return this.take(Ft)},nr(b.prototype,function(t,e){var r=/^(?:filter|find|map|reject)|While$/.test(e),o=/^(?:head|last)$/.test(e),a=n[o?\"take\"+(\"last\"==e?\"Right\":\"\"):e],u=o||/^find/.test(e);a&&(n.prototype[e]=function(){var e=this.__wrapped__,c=o?[1]:arguments,s=e instanceof b,l=c[0],f=s||xp(e),p=function(t){var e=a.apply(n,g([t],c));return o&&h?e[0]:e};f&&r&&\"function\"==typeof l&&1!=l.length&&(s=f=!1);var h=this.__chain__,d=!!this.__actions__.length,v=u&&!h,m=s&&!d;if(!u&&f){e=m?e:new b(this);var y=t.apply(e,c);return y.__actions__.push({func:nu,args:[p],thisArg:it}),new i(y,h)}return v&&m?t.apply(this,c):(y=this.thru(p),v?o?y.value()[0]:y.value():y)})}),s([\"pop\",\"push\",\"shift\",\"sort\",\"splice\",\"unshift\"],function(t){var e=vl[t],r=/^(?:push|sort|unshift)$/.test(t)?\"tap\":\"thru\",i=/^(?:pop|shift)$/.test(t);n.prototype[t]=function(){var t=arguments;if(i&&!this.__chain__){var n=this.value();return e.apply(xp(n)?n:[],t)}return this[r](function(n){return e.apply(xp(n)?n:[],t)})}}),nr(b.prototype,function(t,e){var r=n[e];if(r){var i=r.name+\"\",o=sf[i]||(sf[i]=[]);o.push({name:e,func:r})}}),sf[eo(it,yt).name]=[{name:\"wrapper\",func:it}],b.prototype.clone=P,b.prototype.reverse=Z,b.prototype.value=et,n.prototype.at=tp,n.prototype.chain=ru,n.prototype.commit=iu,n.prototype.next=ou,n.prototype.plant=uu,n.prototype.reverse=cu,n.prototype.toJSON=n.prototype.valueOf=n.prototype.value=su,n.prototype.first=n.prototype.head,Ll&&(n.prototype[Ll]=au),n},Mr=Cr();ur._=Mr,i=function(){return Mr}.call(e,n,e,r),!(i!==it&&(r.exports=i))}).call(this)}).call(e,n(99),n(100)(t))},function(t,e,n){\"use strict\";var r={remove:function(t){t._reactInternalInstance=void 0},get:function(t){return t._reactInternalInstance},has:function(t){return void 0!==t._reactInternalInstance},set:function(t,e){t._reactInternalInstance=e}};t.exports=r},function(t,e,n){\"use strict\";t.exports=n(26)},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t){return t=n.i(r.a)(Math.abs(t)),t?t[1]:NaN}},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return t+e*n}}},function(t,e,n){\"use strict\";var r=n(228);n.d(e,\"a\",function(){return r.a})},function(t,e,n){\"use strict\";function r(t,e){return(e-=t=+t)?function(n){return(n-t)/e}:n.i(h.a)(e)}function i(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=e?0:t>=n?1:r(t)}}}function o(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=0?e:t>=1?n:r(t)}}}function a(t,e,n,r){var i=t[0],o=t[1],a=e[0],u=e[1];return o<i?(i=n(o,i),a=r(u,a)):(i=n(i,o),a=r(a,u)),function(t){return a(i(t))}}function u(t,e,r,i){var o=Math.min(t.length,e.length)-1,a=new Array(o),u=new Array(o),c=-1;for(t[o]<t[0]&&(t=t.slice().reverse(),e=e.slice().reverse());++c<o;)a[c]=r(t[c],t[c+1]),u[c]=i(e[c],e[c+1]);return function(e){var r=n.i(l.c)(t,e,1,o)-1;return u[r](a[r](e))}}function c(t,e){return e.domain(t.domain()).range(t.range()).interpolate(t.interpolate()).clamp(t.clamp())}function s(t,e){function n(){return s=Math.min(g.length,m.length)>2?u:a,l=h=null,c}function c(e){return(l||(l=s(g,m,_?i(t):t,y)))(+e)}var s,l,h,g=v,m=v,y=f.b,_=!1;return c.invert=function(t){return(h||(h=s(m,g,r,_?o(e):e)))(+t)},c.domain=function(t){return arguments.length?(g=p.a.call(t,d.a),n()):g.slice()},c.range=function(t){return arguments.length?(m=p.b.call(t),n()):m.slice()},c.rangeRound=function(t){return m=p.b.call(t),y=f.c,n()},c.clamp=function(t){return arguments.length?(_=!!t,n()):_},c.interpolate=function(t){return arguments.length?(y=t,n()):y},n()}var l=n(12),f=n(31),p=n(16),h=n(65),d=n(126);e.b=r,e.c=c,e.a=s;var v=[0,1]},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo((2*t._x0+t._x1)/3,(2*t._y0+t._y1)/3,(t._x0+2*t._x1)/3,(t._y0+2*t._y1)/3,(t._x0+4*t._x1+e)/6,(t._y0+4*t._y1+n)/6)}function i(t){this._context=t}e.c=r,e.b=i,i.prototype={\n",
+       "areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){switch(this._point){case 3:r(this,this._x1,this._y1);case 2:this._context.lineTo(this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,this._context.lineTo((5*this._x0+this._x1)/6,(5*this._y0+this._y1)/6);default:r(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new i(t)}},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo(t._x1+t._k*(t._x2-t._x0),t._y1+t._k*(t._y2-t._y0),t._x2+t._k*(t._x1-e),t._y2+t._k*(t._y1-n),t._x2,t._y2)}function i(t,e){this._context=t,this._k=(1-e)/6}e.c=r,e.b=i,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:r(this,this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2,this._x1=t,this._y1=e;break;case 2:this._point=3;default:r(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new i(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._context=t}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._point=0},lineEnd:function(){(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:this._context.lineTo(t,e)}}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";e.a=function(){}},function(t,e,n){\"use strict\";function r(t){return\"topMouseUp\"===t||\"topTouchEnd\"===t||\"topTouchCancel\"===t}function i(t){return\"topMouseMove\"===t||\"topTouchMove\"===t}function o(t){return\"topMouseDown\"===t||\"topTouchStart\"===t}function a(t,e,n,r){var i=t.type||\"unknown-event\";t.currentTarget=m.getNodeFromInstance(r),e?v.invokeGuardedCallbackWithCatch(i,n,t):v.invokeGuardedCallback(i,n,t),t.currentTarget=null}function u(t,e){var n=t._dispatchListeners,r=t._dispatchInstances;if(Array.isArray(n))for(var i=0;i<n.length&&!t.isPropagationStopped();i++)a(t,e,n[i],r[i]);else n&&a(t,e,n,r);t._dispatchListeners=null,t._dispatchInstances=null}function c(t){var e=t._dispatchListeners,n=t._dispatchInstances;if(Array.isArray(e)){for(var r=0;r<e.length&&!t.isPropagationStopped();r++)if(e[r](t,n[r]))return n[r]}else if(e&&e(t,n))return n;return null}function s(t){var e=c(t);return t._dispatchInstances=null,t._dispatchListeners=null,e}function l(t){var e=t._dispatchListeners,n=t._dispatchInstances;Array.isArray(e)?d(\"103\"):void 0,t.currentTarget=e?m.getNodeFromInstance(n):null;var r=e?e(t):null;return t.currentTarget=null,t._dispatchListeners=null,t._dispatchInstances=null,r}function f(t){return!!t._dispatchListeners}var p,h,d=n(2),v=n(87),g=(n(0),n(1),{injectComponentTree:function(t){p=t},injectTreeTraversal:function(t){h=t}}),m={isEndish:r,isMoveish:i,isStartish:o,executeDirectDispatch:l,executeDispatchesInOrder:u,executeDispatchesInOrderStopAtTrue:s,hasDispatches:f,getInstanceFromNode:function(t){return p.getInstanceFromNode(t)},getNodeFromInstance:function(t){return p.getNodeFromInstance(t)},isAncestor:function(t,e){return h.isAncestor(t,e)},getLowestCommonAncestor:function(t,e){return h.getLowestCommonAncestor(t,e)},getParentInstance:function(t){return h.getParentInstance(t)},traverseTwoPhase:function(t,e,n){return h.traverseTwoPhase(t,e,n)},traverseEnterLeave:function(t,e,n,r,i){return h.traverseEnterLeave(t,e,n,r,i)},injection:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return Object.prototype.hasOwnProperty.call(t,v)||(t[v]=h++,f[t[v]]={}),f[t[v]]}var i,o=n(3),a=n(83),u=n(360),c=n(89),s=n(393),l=n(94),f={},p=!1,h=0,d={topAbort:\"abort\",topAnimationEnd:s(\"animationend\")||\"animationend\",topAnimationIteration:s(\"animationiteration\")||\"animationiteration\",topAnimationStart:s(\"animationstart\")||\"animationstart\",topBlur:\"blur\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topChange:\"change\",topClick:\"click\",topCompositionEnd:\"compositionend\",topCompositionStart:\"compositionstart\",topCompositionUpdate:\"compositionupdate\",topContextMenu:\"contextmenu\",topCopy:\"copy\",topCut:\"cut\",topDoubleClick:\"dblclick\",topDrag:\"drag\",topDragEnd:\"dragend\",topDragEnter:\"dragenter\",topDragExit:\"dragexit\",topDragLeave:\"dragleave\",topDragOver:\"dragover\",topDragStart:\"dragstart\",topDrop:\"drop\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topFocus:\"focus\",topInput:\"input\",topKeyDown:\"keydown\",topKeyPress:\"keypress\",topKeyUp:\"keyup\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topMouseDown:\"mousedown\",topMouseMove:\"mousemove\",topMouseOut:\"mouseout\",topMouseOver:\"mouseover\",topMouseUp:\"mouseup\",topPaste:\"paste\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topScroll:\"scroll\",topSeeked:\"seeked\",topSeeking:\"seeking\",topSelectionChange:\"selectionchange\",topStalled:\"stalled\",topSuspend:\"suspend\",topTextInput:\"textInput\",topTimeUpdate:\"timeupdate\",topTouchCancel:\"touchcancel\",topTouchEnd:\"touchend\",topTouchMove:\"touchmove\",topTouchStart:\"touchstart\",topTransitionEnd:s(\"transitionend\")||\"transitionend\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\",topWheel:\"wheel\"},v=\"_reactListenersID\"+String(Math.random()).slice(2),g=o({},u,{ReactEventListener:null,injection:{injectReactEventListener:function(t){t.setHandleTopLevel(g.handleTopLevel),g.ReactEventListener=t}},setEnabled:function(t){g.ReactEventListener&&g.ReactEventListener.setEnabled(t)},isEnabled:function(){return!(!g.ReactEventListener||!g.ReactEventListener.isEnabled())},listenTo:function(t,e){for(var n=e,i=r(n),o=a.registrationNameDependencies[t],u=0;u<o.length;u++){var c=o[u];i.hasOwnProperty(c)&&i[c]||(\"topWheel\"===c?l(\"wheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"wheel\",n):l(\"mousewheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"mousewheel\",n):g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"DOMMouseScroll\",n):\"topScroll\"===c?l(\"scroll\",!0)?g.ReactEventListener.trapCapturedEvent(\"topScroll\",\"scroll\",n):g.ReactEventListener.trapBubbledEvent(\"topScroll\",\"scroll\",g.ReactEventListener.WINDOW_HANDLE):\"topFocus\"===c||\"topBlur\"===c?(l(\"focus\",!0)?(g.ReactEventListener.trapCapturedEvent(\"topFocus\",\"focus\",n),g.ReactEventListener.trapCapturedEvent(\"topBlur\",\"blur\",n)):l(\"focusin\")&&(g.ReactEventListener.trapBubbledEvent(\"topFocus\",\"focusin\",n),g.ReactEventListener.trapBubbledEvent(\"topBlur\",\"focusout\",n)),i.topBlur=!0,i.topFocus=!0):d.hasOwnProperty(c)&&g.ReactEventListener.trapBubbledEvent(c,d[c],n),i[c]=!0)}},trapBubbledEvent:function(t,e,n){return g.ReactEventListener.trapBubbledEvent(t,e,n)},trapCapturedEvent:function(t,e,n){return g.ReactEventListener.trapCapturedEvent(t,e,n)},supportsEventPageXY:function(){if(!document.createEvent)return!1;var t=document.createEvent(\"MouseEvent\");return null!=t&&\"pageX\"in t},ensureScrollValueMonitoring:function(){if(void 0===i&&(i=g.supportsEventPageXY()),!i&&!p){var t=c.refreshScrollValues;g.ReactEventListener.monitorScrollValue(t),p=!0}}});t.exports=g},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(89),a=n(92),u={screenX:null,screenY:null,clientX:null,clientY:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,getModifierState:a,button:function(t){var e=t.button;return\"which\"in t?e:2===e?2:4===e?1:0},buttons:null,relatedTarget:function(t){return t.relatedTarget||(t.fromElement===t.srcElement?t.toElement:t.fromElement)},pageX:function(t){return\"pageX\"in t?t.pageX:t.clientX+o.currentScrollLeft},pageY:function(t){return\"pageY\"in t?t.pageY:t.clientY+o.currentScrollTop}};i.augmentClass(r,u),t.exports=r},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),{}),o={reinitializeTransaction:function(){this.transactionWrappers=this.getTransactionWrappers(),this.wrapperInitData?this.wrapperInitData.length=0:this.wrapperInitData=[],this._isInTransaction=!1},_isInTransaction:!1,getTransactionWrappers:null,isInTransaction:function(){return!!this._isInTransaction},perform:function(t,e,n,i,o,a,u,c){this.isInTransaction()?r(\"27\"):void 0;var s,l;try{this._isInTransaction=!0,s=!0,this.initializeAll(0),l=t.call(e,n,i,o,a,u,c),s=!1}finally{try{if(s)try{this.closeAll(0)}catch(t){}else this.closeAll(0)}finally{this._isInTransaction=!1}}return l},initializeAll:function(t){for(var e=this.transactionWrappers,n=t;n<e.length;n++){var r=e[n];try{this.wrapperInitData[n]=i,this.wrapperInitData[n]=r.initialize?r.initialize.call(this):null}finally{if(this.wrapperInitData[n]===i)try{this.initializeAll(n+1)}catch(t){}}}},closeAll:function(t){this.isInTransaction()?void 0:r(\"28\");for(var e=this.transactionWrappers,n=t;n<e.length;n++){var o,a=e[n],u=this.wrapperInitData[n];try{o=!0,u!==i&&a.close&&a.close.call(this,u),o=!1}finally{if(o)try{this.closeAll(n+1)}catch(t){}}}this.wrapperInitData.length=0}};t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=\"\"+t,n=o.exec(e);if(!n)return e;var r,i=\"\",a=0,u=0;for(a=n.index;a<e.length;a++){switch(e.charCodeAt(a)){case 34:r=\"&quot;\";break;case 38:r=\"&amp;\";break;case 39:r=\"&#x27;\";break;case 60:r=\"&lt;\";break;case 62:r=\"&gt;\";break;default:continue}u!==a&&(i+=e.substring(u,a)),u=a+1,i+=r}return u!==a?i+e.substring(u,a):i}function i(t){return\"boolean\"==typeof t||\"number\"==typeof t?\"\"+t:r(t)}var o=/[\"'&<>]/;t.exports=i},function(t,e,n){\"use strict\";var r,i=n(6),o=n(82),a=/^[ \\r\\n\\t\\f]/,u=/<(!--|link|noscript|meta|script|style)[ \\r\\n\\t\\f\\/>]/,c=n(90),s=c(function(t,e){if(t.namespaceURI!==o.svg||\"innerHTML\"in t)t.innerHTML=e;else{r=r||document.createElement(\"div\"),r.innerHTML=\"<svg>\"+e+\"</svg>\";for(var n=r.firstChild;n.firstChild;)t.appendChild(n.firstChild)}});if(i.canUseDOM){var l=document.createElement(\"div\");l.innerHTML=\" \",\"\"===l.innerHTML&&(s=function(t,e){if(t.parentNode&&t.parentNode.replaceChild(t,t),a.test(e)||\"<\"===e[0]&&u.test(e)){t.innerHTML=String.fromCharCode(65279)+e;var n=t.firstChild;1===n.data.length?t.removeChild(n):n.deleteData(0,1)}else t.innerHTML=e}),l=null}t.exports=s},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0}),e.default={colors:{RdBu:[\"rgb(255, 13, 87)\",\"rgb(30, 136, 229)\"],GnPR:[\"rgb(24, 196, 93)\",\"rgb(124, 82, 255)\"],CyPU:[\"#0099C6\",\"#990099\"],PkYg:[\"#DD4477\",\"#66AA00\"],DrDb:[\"#B82E2E\",\"#316395\"],LpLb:[\"#994499\",\"#22AA99\"],YlDp:[\"#AAAA11\",\"#6633CC\"],OrId:[\"#E67300\",\"#3E0099\"]},gray:\"#777\"}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e,n){if(null==n&&(n=r.a),i=t.length){if((e=+e)<=0||i<2)return+n(t[0],0,t);if(e>=1)return+n(t[i-1],i-1,t);var i,o=(i-1)*e,a=Math.floor(o),u=+n(t[a],a,t),c=+n(t[a+1],a+1,t);return u+(c-u)*(o-a)}}},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t,e){n.set(e,t)});else if(Array.isArray(t)){var i,o=-1,a=t.length;if(null==e)for(;++o<a;)n.set(o,t[o]);else for(;++o<a;)n.set(e(i=t[o],o,t),i)}else if(t)for(var u in t)n.set(u,t[u]);return n}n.d(e,\"b\",function(){return o});var o=\"$\";r.prototype=i.prototype={constructor:r,has:function(t){return o+t in this},get:function(t){return this[o+t]},set:function(t,e){return this[o+t]=e,this},remove:function(t){var e=o+t;return e in this&&delete this[e]},clear:function(){for(var t in this)t[0]===o&&delete this[t]},keys:function(){var t=[];for(var e in this)e[0]===o&&t.push(e.slice(1));return t},values:function(){var t=[];for(var e in this)e[0]===o&&t.push(this[e]);return t},entries:function(){var t=[];for(var e in this)e[0]===o&&t.push({key:e.slice(1),value:this[e]});return t},size:function(){var t=0;for(var e in this)e[0]===o&&++t;return t},empty:function(){for(var t in this)if(t[0]===o)return!1;return!0},each:function(t){for(var e in this)e[0]===o&&t(this[e],e.slice(1),this)}},e.a=i},function(t,e,n){\"use strict\";function r(){}function i(t){var e;return t=(t+\"\").trim().toLowerCase(),(e=x.exec(t))?(e=parseInt(e[1],16),new s(e>>8&15|e>>4&240,e>>4&15|240&e,(15&e)<<4|15&e,1)):(e=w.exec(t))?o(parseInt(e[1],16)):(e=C.exec(t))?new s(e[1],e[2],e[3],1):(e=M.exec(t))?new s(255*e[1]/100,255*e[2]/100,255*e[3]/100,1):(e=k.exec(t))?a(e[1],e[2],e[3],e[4]):(e=E.exec(t))?a(255*e[1]/100,255*e[2]/100,255*e[3]/100,e[4]):(e=T.exec(t))?l(e[1],e[2]/100,e[3]/100,1):(e=S.exec(t))?l(e[1],e[2]/100,e[3]/100,e[4]):P.hasOwnProperty(t)?o(P[t]):\"transparent\"===t?new s(NaN,NaN,NaN,0):null}function o(t){return new s(t>>16&255,t>>8&255,255&t,1)}function a(t,e,n,r){return r<=0&&(t=e=n=NaN),new s(t,e,n,r)}function u(t){return t instanceof r||(t=i(t)),t?(t=t.rgb(),new s(t.r,t.g,t.b,t.opacity)):new s}function c(t,e,n,r){return 1===arguments.length?u(t):new s(t,e,n,null==r?1:r)}function s(t,e,n,r){this.r=+t,this.g=+e,this.b=+n,this.opacity=+r}function l(t,e,n,r){return r<=0?t=e=n=NaN:n<=0||n>=1?t=e=NaN:e<=0&&(t=NaN),new h(t,e,n,r)}function f(t){if(t instanceof h)return new h(t.h,t.s,t.l,t.opacity);if(t instanceof r||(t=i(t)),!t)return new h;if(t instanceof h)return t;t=t.rgb();var e=t.r/255,n=t.g/255,o=t.b/255,a=Math.min(e,n,o),u=Math.max(e,n,o),c=NaN,s=u-a,l=(u+a)/2;return s?(c=e===u?(n-o)/s+6*(n<o):n===u?(o-e)/s+2:(e-n)/s+4,s/=l<.5?u+a:2-u-a,c*=60):s=l>0&&l<1?0:c,new h(c,s,l,t.opacity)}function p(t,e,n,r){return 1===arguments.length?f(t):new h(t,e,n,null==r?1:r)}function h(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}function d(t,e,n){return 255*(t<60?e+(n-e)*t/60:t<180?n:t<240?e+(n-e)*(240-t)/60:e)}var v=n(60);e.f=r,n.d(e,\"h\",function(){return g}),n.d(e,\"g\",function(){return m}),e.a=i,e.e=u,e.b=c,e.d=s,e.c=p;var g=.7,m=1/g,y=\"\\\\s*([+-]?\\\\d+)\\\\s*\",_=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)\\\\s*\",b=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)%\\\\s*\",x=/^#([0-9a-f]{3})$/,w=/^#([0-9a-f]{6})$/,C=new RegExp(\"^rgb\\\\(\"+[y,y,y]+\"\\\\)$\"),M=new RegExp(\"^rgb\\\\(\"+[b,b,b]+\"\\\\)$\"),k=new RegExp(\"^rgba\\\\(\"+[y,y,y,_]+\"\\\\)$\"),E=new RegExp(\"^rgba\\\\(\"+[b,b,b,_]+\"\\\\)$\"),T=new RegExp(\"^hsl\\\\(\"+[_,b,b]+\"\\\\)$\"),S=new RegExp(\"^hsla\\\\(\"+[_,b,b,_]+\"\\\\)$\"),P={aliceblue:15792383,antiquewhite:16444375,aqua:65535,aquamarine:8388564,azure:15794175,beige:16119260,bisque:16770244,black:0,blanchedalmond:16772045,blue:255,blueviolet:9055202,brown:10824234,burlywood:14596231,cadetblue:6266528,chartreuse:8388352,chocolate:13789470,coral:16744272,cornflowerblue:6591981,cornsilk:16775388,crimson:14423100,cyan:65535,darkblue:139,darkcyan:35723,darkgoldenrod:12092939,darkgray:11119017,darkgreen:25600,darkgrey:11119017,darkkhaki:12433259,darkmagenta:9109643,darkolivegreen:5597999,darkorange:16747520,darkorchid:10040012,darkred:9109504,darksalmon:15308410,darkseagreen:9419919,darkslateblue:4734347,darkslategray:3100495,darkslategrey:3100495,darkturquoise:52945,darkviolet:9699539,deeppink:16716947,deepskyblue:49151,dimgray:6908265,dimgrey:6908265,dodgerblue:2003199,firebrick:11674146,floralwhite:16775920,forestgreen:2263842,fuchsia:16711935,gainsboro:14474460,ghostwhite:16316671,gold:16766720,goldenrod:14329120,gray:8421504,green:32768,greenyellow:11403055,grey:8421504,honeydew:15794160,hotpink:16738740,indianred:13458524,indigo:4915330,ivory:16777200,khaki:15787660,lavender:15132410,lavenderblush:16773365,lawngreen:8190976,lemonchiffon:16775885,lightblue:11393254,lightcoral:15761536,lightcyan:14745599,lightgoldenrodyellow:16448210,lightgray:13882323,lightgreen:9498256,lightgrey:13882323,lightpink:16758465,lightsalmon:16752762,lightseagreen:2142890,lightskyblue:8900346,lightslategray:7833753,lightslategrey:7833753,lightsteelblue:11584734,lightyellow:16777184,lime:65280,limegreen:3329330,linen:16445670,magenta:16711935,maroon:8388608,mediumaquamarine:6737322,mediumblue:205,mediumorchid:12211667,mediumpurple:9662683,mediumseagreen:3978097,mediumslateblue:8087790,mediumspringgreen:64154,mediumturquoise:4772300,mediumvioletred:13047173,midnightblue:1644912,mintcream:16121850,mistyrose:16770273,moccasin:16770229,navajowhite:16768685,navy:128,oldlace:16643558,olive:8421376,olivedrab:7048739,orange:16753920,orangered:16729344,orchid:14315734,palegoldenrod:15657130,palegreen:10025880,paleturquoise:11529966,palevioletred:14381203,papayawhip:16773077,peachpuff:16767673,peru:13468991,pink:16761035,plum:14524637,powderblue:11591910,purple:8388736,rebeccapurple:6697881,red:16711680,rosybrown:12357519,royalblue:4286945,saddlebrown:9127187,salmon:16416882,sandybrown:16032864,seagreen:3050327,seashell:16774638,sienna:10506797,silver:12632256,skyblue:8900331,slateblue:6970061,slategray:7372944,slategrey:7372944,snow:16775930,springgreen:65407,steelblue:4620980,tan:13808780,teal:32896,thistle:14204888,tomato:16737095,turquoise:4251856,violet:15631086,wheat:16113331,white:16777215,whitesmoke:16119285,yellow:16776960,yellowgreen:10145074};n.i(v.a)(r,i,{displayable:function(){return this.rgb().displayable()},toString:function(){return this.rgb()+\"\"}}),n.i(v.a)(s,c,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},rgb:function(){return this},displayable:function(){return 0<=this.r&&this.r<=255&&0<=this.g&&this.g<=255&&0<=this.b&&this.b<=255&&0<=this.opacity&&this.opacity<=1},toString:function(){var t=this.opacity;return t=isNaN(t)?1:Math.max(0,Math.min(1,t)),(1===t?\"rgb(\":\"rgba(\")+Math.max(0,Math.min(255,Math.round(this.r)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.g)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.b)||0))+(1===t?\")\":\", \"+t+\")\")}})),n.i(v.a)(h,p,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new h(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new h(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=this.h%360+360*(this.h<0),e=isNaN(t)||isNaN(this.s)?0:this.s,n=this.l,r=n+(n<.5?n:1-n)*e,i=2*n-r;return new s(d(t>=240?t-240:t+120,i,r),d(t,i,r),d(t<120?t+240:t-120,i,r),this.opacity)},displayable:function(){return(0<=this.s&&this.s<=1||isNaN(this.s))&&0<=this.l&&this.l<=1&&0<=this.opacity&&this.opacity<=1}}))},function(t,e,n){\"use strict\";function r(t,e){var n=Object.create(t.prototype);for(var r in e)n[r]=e[r];return n}e.b=r,e.a=function(t,e,n){t.prototype=e.prototype=n,n.constructor=t}},function(t,e,n){\"use strict\";e.a=function(t,e){if((n=(t=e?t.toExponential(e-1):t.toExponential()).indexOf(\"e\"))<0)return null;var n,r=t.slice(0,n);return[r.length>1?r[0]+r.slice(2):r,+t.slice(n+1)]}},function(t,e,n){\"use strict\";function r(t,e,n,r,i){var o=t*t,a=o*t;return((1-3*t+3*o-a)*e+(4-6*o+3*a)*n+(1+3*t+3*o-3*a)*r+a*i)/6}e.b=r,e.a=function(t){var e=t.length-1;return function(n){var i=n<=0?n=0:n>=1?(n=1,e-1):Math.floor(n*e),o=t[i],a=t[i+1],u=i>0?t[i-1]:2*o-a,c=i<e-1?t[i+2]:2*a-o;return r((n-i/e)*e,u,o,a,c)}}},function(t,e,n){\"use strict\";var r=n(10),i=n(123),o=n(118),a=n(121),u=n(43),c=n(122),s=n(124),l=n(120);e.a=function(t,e){var f,p=typeof e;return null==e||\"boolean\"===p?n.i(l.a)(e):(\"number\"===p?u.a:\"string\"===p?(f=n.i(r.color)(e))?(e=f,i.a):s.a:e instanceof r.color?i.a:e instanceof Date?a.a:Array.isArray(e)?o.a:isNaN(e)?c.a:u.a)(t,e)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(229);n.d(e,\"scaleBand\",function(){return r.a}),n.d(e,\"scalePoint\",function(){return r.b});var i=n(235);n.d(e,\"scaleIdentity\",function(){return i.a});var o=n(34);n.d(e,\"scaleLinear\",function(){return o.a});var a=n(236);n.d(e,\"scaleLog\",function(){return a.a});var u=n(127);n.d(e,\"scaleOrdinal\",function(){return u.a}),n.d(e,\"scaleImplicit\",function(){return u.b});var c=n(237);n.d(e,\"scalePow\",function(){return c.a}),n.d(e,\"scaleSqrt\",function(){return c.b});var s=n(238);n.d(e,\"scaleQuantile\",function(){return s.a});var l=n(239);n.d(e,\"scaleQuantize\",function(){return l.a});var f=n(242);n.d(e,\"scaleThreshold\",function(){return f.a});var p=n(128);n.d(e,\"scaleTime\",function(){return p.a});var h=n(244);n.d(e,\"scaleUtc\",function(){return h.a});var d=n(230);n.d(e,\"schemeCategory10\",function(){return d.a});var v=n(232);n.d(e,\"schemeCategory20b\",function(){return v.a});var g=n(233);n.d(e,\"schemeCategory20c\",function(){return g.a});var m=n(231);n.d(e,\"schemeCategory20\",function(){return m.a});var y=n(234);n.d(e,\"interpolateCubehelixDefault\",function(){return y.a});var _=n(240);n.d(e,\"interpolateRainbow\",function(){return _.a}),n.d(e,\"interpolateWarm\",function(){return _.b}),n.d(e,\"interpolateCool\",function(){return _.c});var b=n(245);n.d(e,\"interpolateViridis\",function(){return b.a}),n.d(e,\"interpolateMagma\",function(){return b.b}),n.d(e,\"interpolateInferno\",function(){return b.c}),n.d(e,\"interpolatePlasma\",function(){return b.d});var x=n(241);n.d(e,\"scaleSequential\",function(){return x.a})},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){return function(){var e=this.ownerDocument,n=this.namespaceURI;return n===a.b&&e.documentElement.namespaceURI===a.b?e.createElement(t):e.createElementNS(n,t)}}function i(t){return function(){return this.ownerDocument.createElementNS(t.space,t.local)}}var o=n(67),a=n(68);e.a=function(t){var e=n.i(o.a)(t);return(e.local?i:r)(e)}},function(t,e,n){\"use strict\";var r=n(68);e.a=function(t){var e=t+=\"\",n=e.indexOf(\":\");return n>=0&&\"xmlns\"!==(e=t.slice(0,n))&&(t=t.slice(n+1)),r.a.hasOwnProperty(e)?{space:r.a[e],local:t}:t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r});var r=\"http://www.w3.org/1999/xhtml\";e.a={svg:\"http://www.w3.org/2000/svg\",xhtml:r,xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\",xmlns:\"http://www.w3.org/2000/xmlns/\"}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=t.ownerSVGElement||t;if(n.createSVGPoint){var r=n.createSVGPoint();return r.x=e.clientX,r.y=e.clientY,r=r.matrixTransform(t.getScreenCTM().inverse()),[r.x,r.y]}var i=t.getBoundingClientRect();return[e.clientX-i.left-t.clientLeft,e.clientY-i.top-t.clientTop]}},function(t,e,n){\"use strict\";function r(t,e,n){return t=i(t,e,n),function(e){var n=e.relatedTarget;n&&(n===this||8&n.compareDocumentPosition(this))||t.call(this,e)}}function i(t,e,n){return function(r){var i=l;l=r;try{t.call(this,this.__data__,e,n)}finally{l=i}}}function o(t){return t.trim().split(/^|\\s+/).map(function(t){var e=\"\",n=t.indexOf(\".\");return n>=0&&(e=t.slice(n+1),t=t.slice(0,n)),{type:t,name:e}})}function a(t){return function(){var e=this.__on;if(e){for(var n,r=0,i=-1,o=e.length;r<o;++r)n=e[r],t.type&&n.type!==t.type||n.name!==t.name?e[++i]=n:this.removeEventListener(n.type,n.listener,n.capture);++i?e.length=i:delete this.__on}}}function u(t,e,n){var o=s.hasOwnProperty(t.type)?r:i;return function(r,i,a){var u,c=this.__on,s=o(e,i,a);if(c)for(var l=0,f=c.length;l<f;++l)if((u=c[l]).type===t.type&&u.name===t.name)return this.removeEventListener(u.type,u.listener,u.capture),this.addEventListener(u.type,u.listener=s,u.capture=n),void(u.value=e);this.addEventListener(t.type,s,n),u={type:t.type,name:t.name,value:e,listener:s,capture:n},c?c.push(u):this.__on=[u]}}function c(t,e,n,r){var i=l;t.sourceEvent=l,l=t;try{return e.apply(n,r)}finally{l=i}}n.d(e,\"a\",function(){return l}),e.b=c;var s={},l=null;if(\"undefined\"!=typeof document){var f=document.documentElement;\"onmouseenter\"in f||(s={mouseenter:\"mouseover\",mouseleave:\"mouseout\"})}e.c=function(t,e,n){var r,i,c=o(t+\"\"),s=c.length;{if(!(arguments.length<2)){for(l=e?u:a,null==n&&(n=!1),r=0;r<s;++r)this.each(l(c[r],e,n));return this}var l=this.node().__on;if(l)for(var f,p=0,h=l.length;p<h;++p)for(r=0,f=l[p];r<s;++r)if((i=c[r]).type===f.type&&i.name===f.name)return f.value}}},function(t,e,n){\"use strict\";function r(){}e.a=function(t){return null==t?r:function(){return this.querySelector(t)}}},function(t,e,n){\"use strict\";var r=n(70);e.a=function(){for(var t,e=r.a;t=e.sourceEvent;)e=t;return e}},function(t,e,n){\"use strict\";e.a=function(t){return t.ownerDocument&&t.ownerDocument.defaultView||t.document&&t||t.defaultView}},function(t,e,n){\"use strict\";function r(t,e,n){var r=t._x1,i=t._y1,a=t._x2,u=t._y2;if(t._l01_a>o.a){var c=2*t._l01_2a+3*t._l01_a*t._l12_a+t._l12_2a,s=3*t._l01_a*(t._l01_a+t._l12_a);r=(r*c-t._x0*t._l12_2a+t._x2*t._l01_2a)/s,i=(i*c-t._y0*t._l12_2a+t._y2*t._l01_2a)/s}if(t._l23_a>o.a){var l=2*t._l23_2a+3*t._l23_a*t._l12_a+t._l12_2a,f=3*t._l23_a*(t._l23_a+t._l12_a);a=(a*l+t._x1*t._l23_2a-e*t._l12_2a)/f,u=(u*l+t._y1*t._l23_2a-n*t._l12_2a)/f}t._context.bezierCurveTo(r,i,a,u,t._x2,t._y2)}function i(t,e){this._context=t,this._alpha=e}var o=n(35),a=n(47);e.b=r,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:this.point(this._x2,this._y2)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var n=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(n*n+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3;default:r(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new i(t,e):new a.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(139);e.a=function(){function t(t){var i,o,a,p=t.length,h=!1;for(null==s&&(f=l(a=n.i(r.a)())),i=0;i<=p;++i)!(i<p&&c(o=t[i],i,t))===h&&((h=!h)?f.lineStart():f.lineEnd()),h&&f.point(+e(o,i,t),+u(o,i,t));if(a)return f=null,a+\"\"||null}var e=a.a,u=a.b,c=n.i(i.a)(!0),s=null,l=o.a,f=null;return t.x=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(i.a)(+r),t):e},t.y=function(e){return arguments.length?(u=\"function\"==typeof e?e:n.i(i.a)(+e),t):u},t.defined=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(!!e),t):c},t.curve=function(e){return arguments.length?(l=e,null!=s&&(f=l(s)),t):l},t.context=function(e){return arguments.length?(null==e?s=f=null:f=l(s=e),t):s},t}},function(t,e,n){\"use strict\";function r(t){for(var e,n=0,r=-1,i=t.length;++r<i;)(e=+t[r][1])&&(n+=e);return n}var i=n(37);e.b=r,e.a=function(t){var e=t.map(r);return n.i(i.a)(t).sort(function(t,n){return e[t]-e[n]})}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(78);n.d(e,\"timeFormatDefaultLocale\",function(){return r.a}),n.d(e,\"timeFormat\",function(){return r.b}),n.d(e,\"timeParse\",function(){return r.c}),n.d(e,\"utcFormat\",function(){return r.d}),n.d(e,\"utcParse\",function(){return r.e});var i=n(149);n.d(e,\"timeFormatLocale\",function(){return i.a});var o=n(148);n.d(e,\"isoFormat\",function(){return o.a});var a=n(303);n.d(e,\"isoParse\",function(){return a.a})},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.parse,c=o.utcFormat,s=o.utcParse,o}var i=n(149);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){return u}),n.d(e,\"d\",function(){return c}),n.d(e,\"e\",function(){return s}),e.a=r;var o,a,u,c,s;r({dateTime:\"%x, %X\",date:\"%-m/%-d/%Y\",time:\"%-I:%M:%S %p\",periods:[\"AM\",\"PM\"],days:[\"Sunday\",\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\"],shortDays:[\"Sun\",\"Mon\",\"Tue\",\"Wed\",\"Thu\",\"Fri\",\"Sat\"],months:[\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],shortMonths:[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"]})},function(t,e,n){\"use strict\";var r=(n(5),n(306));n.d(e,\"t\",function(){return r.a}),n.d(e,\"n\",function(){return r.a});var i=n(309);n.d(e,\"s\",function(){return i.a}),n.d(e,\"m\",function(){return i.a});var o=n(307);n.d(e,\"r\",function(){return o.a});var a=n(305);n.d(e,\"q\",function(){return a.a});var u=n(304);n.d(e,\"a\",function(){return u.a});var c=n(316);n.d(e,\"p\",function(){return c.a}),n.d(e,\"c\",function(){return c.a}),n.d(e,\"d\",function(){return c.b});var s=n(308);n.d(e,\"o\",function(){return s.a});var l=n(317);n.d(e,\"b\",function(){return l.a});var f=n(312);n.d(e,\"l\",function(){return f.a});var p=n(311);n.d(e,\"k\",function(){return p.a});var h=n(310);n.d(e,\"e\",function(){return h.a});var d=n(314);n.d(e,\"j\",function(){return d.a}),n.d(e,\"g\",function(){return d.a}),n.d(e,\"h\",function(){return d.b});var v=n(313);n.d(e,\"i\",function(){return v.a});var g=n(315);n.d(e,\"f\",function(){return g.a})},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||0!==e||1/t===1/e:t!==t&&e!==e}function i(t,e){if(r(t,e))return!0;if(\"object\"!=typeof t||null===t||\"object\"!=typeof e||null===e)return!1;var n=Object.keys(t),i=Object.keys(e);if(n.length!==i.length)return!1;for(var a=0;a<n.length;a++)if(!o.call(e,n[a])||!r(t[n[a]],e[n[a]]))return!1;return!0}var o=Object.prototype.hasOwnProperty;t.exports=i},function(t,e,n){\"use strict\";function r(t,e){return Array.isArray(e)&&(e=e[1]),e?e.nextSibling:t.firstChild}function i(t,e,n){l.insertTreeBefore(t,e,n)}function o(t,e,n){Array.isArray(e)?u(t,e[0],e[1],n):v(t,e,n)}function a(t,e){if(Array.isArray(e)){var n=e[1];e=e[0],c(t,e,n),t.removeChild(n)}t.removeChild(e)}function u(t,e,n,r){for(var i=e;;){var o=i.nextSibling;if(v(t,i,r),i===n)break;i=o}}function c(t,e,n){for(;;){var r=e.nextSibling;if(r===n)break;t.removeChild(r)}}function s(t,e,n){var r=t.parentNode,i=t.nextSibling;i===e?n&&v(r,document.createTextNode(n),i):n?(d(i,n),c(r,i,e)):c(r,t,e)}var l=n(20),f=n(336),p=(n(4),n(9),n(90)),h=n(55),d=n(171),v=p(function(t,e,n){t.insertBefore(e,n)}),g=f.dangerouslyReplaceNodeWithMarkup,m={dangerouslyReplaceNodeWithMarkup:g,replaceDelimitedText:s,processUpdates:function(t,e){for(var n=0;n<e.length;n++){var u=e[n];switch(u.type){case\"INSERT_MARKUP\":i(t,u.content,r(t,u.afterNode));break;case\"MOVE_EXISTING\":o(t,u.fromNode,r(t,u.afterNode));break;case\"SET_MARKUP\":h(t,u.content);break;case\"TEXT_CONTENT\":d(t,u.content);break;case\"REMOVE_NODE\":a(t,u.fromNode)}}}};t.exports=m},function(t,e,n){\"use strict\";var r={html:\"http://www.w3.org/1999/xhtml\",mathml:\"http://www.w3.org/1998/Math/MathML\",svg:\"http://www.w3.org/2000/svg\"};t.exports=r},function(t,e,n){\"use strict\";function r(){if(u)for(var t in c){var e=c[t],n=u.indexOf(t);if(n>-1?void 0:a(\"96\",t),!s.plugins[n]){e.extractEvents?void 0:a(\"97\",t),s.plugins[n]=e;var r=e.eventTypes;for(var o in r)i(r[o],e,o)?void 0:a(\"98\",o,t)}}}function i(t,e,n){s.eventNameDispatchConfigs.hasOwnProperty(n)?a(\"99\",n):void 0,s.eventNameDispatchConfigs[n]=t;var r=t.phasedRegistrationNames;if(r){for(var i in r)if(r.hasOwnProperty(i)){var u=r[i];o(u,e,n)}return!0}return!!t.registrationName&&(o(t.registrationName,e,n),!0)}function o(t,e,n){s.registrationNameModules[t]?a(\"100\",t):void 0,s.registrationNameModules[t]=e,s.registrationNameDependencies[t]=e.eventTypes[n].dependencies}var a=n(2),u=(n(0),null),c={},s={plugins:[],eventNameDispatchConfigs:{},registrationNameModules:{},registrationNameDependencies:{},possibleRegistrationNames:null,injectEventPluginOrder:function(t){\n",
+       "u?a(\"101\"):void 0,u=Array.prototype.slice.call(t),r()},injectEventPluginsByName:function(t){var e=!1;for(var n in t)if(t.hasOwnProperty(n)){var i=t[n];c.hasOwnProperty(n)&&c[n]===i||(c[n]?a(\"102\",n):void 0,c[n]=i,e=!0)}e&&r()},getPluginModuleForEvent:function(t){var e=t.dispatchConfig;if(e.registrationName)return s.registrationNameModules[e.registrationName]||null;if(void 0!==e.phasedRegistrationNames){var n=e.phasedRegistrationNames;for(var r in n)if(n.hasOwnProperty(r)){var i=s.registrationNameModules[n[r]];if(i)return i}}return null},_resetEventPlugins:function(){u=null;for(var t in c)c.hasOwnProperty(t)&&delete c[t];s.plugins.length=0;var e=s.eventNameDispatchConfigs;for(var n in e)e.hasOwnProperty(n)&&delete e[n];var r=s.registrationNameModules;for(var i in r)r.hasOwnProperty(i)&&delete r[i]}};t.exports=s},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";function r(t){null!=t.checkedLink&&null!=t.valueLink?u(\"87\"):void 0}function i(t){r(t),null!=t.value||null!=t.onChange?u(\"88\"):void 0}function o(t){r(t),null!=t.checked||null!=t.onChange?u(\"89\"):void 0}function a(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}var u=n(2),c=n(26),s=n(366),l=(n(0),n(1),{button:!0,checkbox:!0,image:!0,hidden:!0,radio:!0,reset:!0,submit:!0}),f={value:function(t,e,n){return!t[e]||l[t.type]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `value` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultValue`. Otherwise, set either `onChange` or `readOnly`.\")},checked:function(t,e,n){return!t[e]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `checked` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultChecked`. Otherwise, set either `onChange` or `readOnly`.\")},onChange:c.PropTypes.func},p={},h={checkPropTypes:function(t,e,n){for(var r in f){if(f.hasOwnProperty(r))var i=f[r](e,r,t,\"prop\",null,s);if(i instanceof Error&&!(i.message in p)){p[i.message]=!0;a(n)}}},getValue:function(t){return t.valueLink?(i(t),t.valueLink.value):t.value},getChecked:function(t){return t.checkedLink?(o(t),t.checkedLink.value):t.checked},executeOnChange:function(t,e){return t.valueLink?(i(t),t.valueLink.requestChange(e.target.value)):t.checkedLink?(o(t),t.checkedLink.requestChange(e.target.checked)):t.onChange?t.onChange.call(void 0,e):void 0}};t.exports=h},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),!1),o={replaceNodeWithMarkup:null,processChildrenUpdates:null,injection:{injectEnvironment:function(t){i?r(\"104\"):void 0,o.replaceNodeWithMarkup=t.replaceNodeWithMarkup,o.processChildrenUpdates=t.processChildrenUpdates,i=!0}}};t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n){try{e(n)}catch(t){null===i&&(i=t)}}var i=null,o={invokeGuardedCallback:r,invokeGuardedCallbackWithCatch:r,rethrowCaughtError:function(){if(i){var t=i;throw i=null,t}}};t.exports=o},function(t,e,n){\"use strict\";function r(t){c.enqueueUpdate(t)}function i(t){var e=typeof t;if(\"object\"!==e)return e;var n=t.constructor&&t.constructor.name||e,r=Object.keys(t);return r.length>0&&r.length<20?n+\" (keys: \"+r.join(\", \")+\")\":n}function o(t,e){var n=u.get(t);if(!n){return null}return n}var a=n(2),u=(n(15),n(40)),c=(n(9),n(11)),s=(n(0),n(1),{isMounted:function(t){var e=u.get(t);return!!e&&!!e._renderedComponent},enqueueCallback:function(t,e,n){s.validateCallback(e,n);var i=o(t);return i?(i._pendingCallbacks?i._pendingCallbacks.push(e):i._pendingCallbacks=[e],void r(i)):null},enqueueCallbackInternal:function(t,e){t._pendingCallbacks?t._pendingCallbacks.push(e):t._pendingCallbacks=[e],r(t)},enqueueForceUpdate:function(t){var e=o(t,\"forceUpdate\");e&&(e._pendingForceUpdate=!0,r(e))},enqueueReplaceState:function(t,e){var n=o(t,\"replaceState\");n&&(n._pendingStateQueue=[e],n._pendingReplaceState=!0,r(n))},enqueueSetState:function(t,e){var n=o(t,\"setState\");if(n){var i=n._pendingStateQueue||(n._pendingStateQueue=[]);i.push(e),r(n)}},enqueueElementInternal:function(t,e,n){t._pendingElement=e,t._context=n,r(t)},validateCallback:function(t,e){t&&\"function\"!=typeof t?a(\"122\",e,i(t)):void 0}});t.exports=s},function(t,e,n){\"use strict\";var r={currentScrollLeft:0,currentScrollTop:0,refreshScrollValues:function(t){r.currentScrollLeft=t.x,r.currentScrollTop=t.y}};t.exports=r},function(t,e,n){\"use strict\";var r=function(t){return\"undefined\"!=typeof MSApp&&MSApp.execUnsafeLocalFunction?function(e,n,r,i){MSApp.execUnsafeLocalFunction(function(){return t(e,n,r,i)})}:t};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e,n=t.keyCode;return\"charCode\"in t?(e=t.charCode,0===e&&13===n&&(e=13)):e=n,e>=32||13===e?e:0}t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=this,n=e.nativeEvent;if(n.getModifierState)return n.getModifierState(t);var r=o[t];return!!r&&!!n[r]}function i(t){return r}var o={Alt:\"altKey\",Control:\"ctrlKey\",Meta:\"metaKey\",Shift:\"shiftKey\"};t.exports=i},function(t,e,n){\"use strict\";function r(t){var e=t.target||t.srcElement||window;return e.correspondingUseElement&&(e=e.correspondingUseElement),3===e.nodeType?e.parentNode:e}t.exports=r},function(t,e,n){\"use strict\";/**\n",
+       " * Checks if an event is supported in the current execution environment.\n",
+       " *\n",
+       " * NOTE: This will not work correctly for non-generic events such as `change`,\n",
+       " * `reset`, `load`, `error`, and `select`.\n",
+       " *\n",
+       " * Borrows from Modernizr.\n",
+       " *\n",
+       " * @param {string} eventNameSuffix Event name, e.g. \"click\".\n",
+       " * @param {?boolean} capture Check if the capture phase is supported.\n",
+       " * @return {boolean} True if the event is supported.\n",
+       " * @internal\n",
+       " * @license Modernizr 3.0.0pre (Custom Build) | MIT\n",
+       " */\n",
+       "function r(t,e){if(!o.canUseDOM||e&&!(\"addEventListener\"in document))return!1;var n=\"on\"+t,r=n in document;if(!r){var a=document.createElement(\"div\");a.setAttribute(n,\"return;\"),r=\"function\"==typeof a[n]}return!r&&i&&\"wheel\"===t&&(r=document.implementation.hasFeature(\"Events.wheel\",\"3.0\")),r}var i,o=n(6);o.canUseDOM&&(i=document.implementation&&document.implementation.hasFeature&&document.implementation.hasFeature(\"\",\"\")!==!0),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){var n=null===t||t===!1,r=null===e||e===!1;if(n||r)return n===r;var i=typeof t,o=typeof e;return\"string\"===i||\"number\"===i?\"string\"===o||\"number\"===o:\"object\"===o&&t.type===e.type&&t.key===e.key}t.exports=r},function(t,e,n){\"use strict\";var r=(n(3),n(8)),i=(n(1),r);t.exports=i},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=a,this.updater=n||o}var i=n(28),o=n(98),a=(n(176),n(38));n(0),n(1);r.prototype.isReactComponent={},r.prototype.setState=function(t,e){\"object\"!=typeof t&&\"function\"!=typeof t&&null!=t?i(\"85\"):void 0,this.updater.enqueueSetState(this,t),e&&this.updater.enqueueCallback(this,e,\"setState\")},r.prototype.forceUpdate=function(t){this.updater.enqueueForceUpdate(this),t&&this.updater.enqueueCallback(this,t,\"forceUpdate\")};t.exports=r},function(t,e,n){\"use strict\";function r(t,e){}var i=(n(1),{isMounted:function(t){return!1},enqueueCallback:function(t,e){},enqueueForceUpdate:function(t){r(t,\"forceUpdate\")},enqueueReplaceState:function(t,e){r(t,\"replaceState\")},enqueueSetState:function(t,e){r(t,\"setState\")}});t.exports=i},function(t,e){var n;n=function(){return this}();try{n=n||Function(\"return this\")()||(0,eval)(\"this\")}catch(t){\"object\"==typeof window&&(n=window)}t.exports=n},function(t,e){t.exports=function(t){return t.webpackPolyfill||(t.deprecate=function(){},t.paths=[],t.children||(t.children=[]),Object.defineProperty(t,\"loaded\",{enumerable:!0,get:function(){return t.l}}),Object.defineProperty(t,\"id\",{enumerable:!0,get:function(){return t.i}}),t.webpackPolyfill=1),t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return i}),n.d(e,\"a\",function(){return o});var r=Array.prototype,i=r.slice,o=r.map},function(t,e,n){\"use strict\";var r=n(18),i=n(103),o=n.i(i.a)(r.a),a=o.right;o.left;e.a=a},function(t,e,n){\"use strict\";function r(t){return function(e,r){return n.i(i.a)(t(e),r)}}var i=n(18);e.a=function(t){return 1===t.length&&(t=r(t)),{left:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)<0?r=o+1:i=o}return r},right:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)>0?i=o:r=o+1}return r}}}},function(t,e,n){\"use strict\";var r=n(111);e.a=function(t,e){var i=n.i(r.a)(t,e);return i?Math.sqrt(i):i}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i,o=-1,a=t.length;if(null==e){for(;++o<a;)if(null!=(r=t[o])&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=t[o])&&(n>r&&(n=r),i<r&&(i=r))}else{for(;++o<a;)if(null!=(r=e(t[o],o,t))&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=e(t[o],o,t))&&(n>r&&(n=r),i<r&&(i=r))}return[n,i]}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i=-1,o=t.length;if(null==e){for(;++i<o;)if(null!=(r=t[i])&&r>=r){n=r;break}for(;++i<o;)null!=(r=t[i])&&n>r&&(n=r)}else{for(;++i<o;)if(null!=(r=e(t[i],i,t))&&r>=r){n=r;break}for(;++i<o;)null!=(r=e(t[i],i,t))&&n>r&&(n=r)}return n}},function(t,e,n){\"use strict\";e.a=function(t,e,n){t=+t,e=+e,n=(i=arguments.length)<2?(e=t,t=0,1):i<3?1:+n;for(var r=-1,i=0|Math.max(0,Math.ceil((e-t)/n)),o=new Array(i);++r<i;)o[r]=t+r*n;return o}},function(t,e,n){\"use strict\";e.a=function(t){return Math.ceil(Math.log(t.length)/Math.LN2)+1}},function(t,e,n){\"use strict\";function r(t,e,n){var r=Math.abs(e-t)/Math.max(0,n),i=Math.pow(10,Math.floor(Math.log(r)/Math.LN10)),c=r/i;return c>=o?i*=10:c>=a?i*=5:c>=u&&(i*=2),e<t?-i:i}var i=n(107);e.b=r;var o=Math.sqrt(50),a=Math.sqrt(10),u=Math.sqrt(2);e.a=function(t,e,o){var a=r(t,e,o);return n.i(i.a)(Math.ceil(t/a)*a,Math.floor(e/a)*a+a/2,a)}},function(t,e,n){\"use strict\";function r(t){return t.length}var i=n(106);e.a=function(t){if(!(u=t.length))return[];for(var e=-1,o=n.i(i.a)(t,r),a=new Array(o);++e<o;)for(var u,c=-1,s=a[e]=new Array(u);++c<u;)s[c]=t[c][e];return a}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e){var i,o,a=t.length,u=0,c=0,s=-1,l=0;if(null==e)for(;++s<a;)isNaN(i=n.i(r.a)(t[s]))||(o=i-u,u+=o/++l,c+=o*(i-u));else for(;++s<a;)isNaN(i=n.i(r.a)(e(t[s],s,t)))||(o=i-u,u+=o/++l,c+=o*(i-u));if(l>1)return c/(l-1)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(201);n.d(e,\"axisTop\",function(){return r.a}),n.d(e,\"axisRight\",function(){return r.b}),n.d(e,\"axisBottom\",function(){return r.c}),n.d(e,\"axisLeft\",function(){return r.d})},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r}),n.d(e,\"a\",function(){return i});var r=Math.PI/180,i=180/Math.PI},function(t,e,n){\"use strict\";var r=n(61);n.d(e,\"b\",function(){return i});var i;e.a=function(t,e){var o=n.i(r.a)(t,e);if(!o)return t+\"\";var a=o[0],u=o[1],c=u-(i=3*Math.max(-8,Math.min(8,Math.floor(u/3))))+1,s=a.length;return c===s?a:c>s?a+new Array(c-s+1).join(\"0\"):c>0?a.slice(0,c)+\".\"+a.slice(c):\"0.\"+new Array(1-c).join(\"0\")+n.i(r.a)(t,Math.max(0,e+c-1))[0]}},function(t,e,n){\"use strict\";function r(t){if(!(e=o.exec(t)))throw new Error(\"invalid format: \"+t);var e,n=e[1]||\" \",r=e[2]||\">\",a=e[3]||\"-\",u=e[4]||\"\",c=!!e[5],s=e[6]&&+e[6],l=!!e[7],f=e[8]&&+e[8].slice(1),p=e[9]||\"\";\"n\"===p?(l=!0,p=\"g\"):i.a[p]||(p=\"\"),(c||\"0\"===n&&\"=\"===r)&&(c=!0,n=\"0\",r=\"=\"),this.fill=n,this.align=r,this.sign=a,this.symbol=u,this.zero=c,this.width=s,this.comma=l,this.precision=f,this.type=p}var i=n(116),o=/^(?:(.)?([<>=^]))?([+\\-\\( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?([a-z%])?$/i;e.a=function(t){return new r(t)},r.prototype.toString=function(){return this.fill+this.align+this.sign+this.symbol+(this.zero?\"0\":\"\")+(null==this.width?\"\":Math.max(1,0|this.width))+(this.comma?\",\":\"\")+(null==this.precision?\"\":\".\"+Math.max(0,0|this.precision))+this.type}},function(t,e,n){\"use strict\";var r=n(212),i=n(114),o=n(214);e.a={\"\":r.a,\"%\":function(t,e){return(100*t).toFixed(e)},b:function(t){return Math.round(t).toString(2)},c:function(t){return t+\"\"},d:function(t){return Math.round(t).toString(10)},e:function(t,e){return t.toExponential(e)},f:function(t,e){return t.toFixed(e)},g:function(t,e){return t.toPrecision(e)},o:function(t){return Math.round(t).toString(8)},p:function(t,e){return n.i(o.a)(100*t,e)},r:o.a,s:i.a,X:function(t){return Math.round(t).toString(16).toUpperCase()},x:function(t){return Math.round(t).toString(16)}}},function(t,e,n){\"use strict\";function r(t){return t}var i=n(42),o=n(213),a=n(115),u=n(116),c=n(114),s=[\"y\",\"z\",\"a\",\"f\",\"p\",\"n\",\"µ\",\"m\",\"\",\"k\",\"M\",\"G\",\"T\",\"P\",\"E\",\"Z\",\"Y\"];e.a=function(t){function e(t){function e(t){var e,n,a,u=_,l=b;if(\"c\"===y)l=x(t)+l,t=\"\";else{t=+t;var p=(t<0||1/t<0)&&(t*=-1,!0);if(t=x(t,m),p)for(e=-1,n=t.length,p=!1;++e<n;)if(a=t.charCodeAt(e),48<a&&a<58||\"x\"===y&&96<a&&a<103||\"X\"===y&&64<a&&a<71){p=!0;break}if(u=(p?\"(\"===o?o:\"-\":\"-\"===o||\"(\"===o?\"\":o)+u,l=l+(\"s\"===y?s[8+c.b/3]:\"\")+(p&&\"(\"===o?\")\":\"\"),w)for(e=-1,n=t.length;++e<n;)if(a=t.charCodeAt(e),48>a||a>57){l=(46===a?h+t.slice(e+1):t.slice(e))+l,t=t.slice(0,e);break}}g&&!d&&(t=f(t,1/0));var C=u.length+t.length+l.length,M=C<v?new Array(v-C+1).join(r):\"\";switch(g&&d&&(t=f(M+t,M.length?v-l.length:1/0),M=\"\"),i){case\"<\":return u+t+l+M;case\"=\":return u+M+t+l;case\"^\":return M.slice(0,C=M.length>>1)+u+t+l+M.slice(C)}return M+u+t+l}t=n.i(a.a)(t);var r=t.fill,i=t.align,o=t.sign,l=t.symbol,d=t.zero,v=t.width,g=t.comma,m=t.precision,y=t.type,_=\"$\"===l?p[0]:\"#\"===l&&/[boxX]/.test(y)?\"0\"+y.toLowerCase():\"\",b=\"$\"===l?p[1]:/[%p]/.test(y)?\"%\":\"\",x=u.a[y],w=!y||/[defgprs%]/.test(y);return m=null==m?y?6:12:/[gprs]/.test(y)?Math.max(1,Math.min(21,m)):Math.max(0,Math.min(20,m)),e.toString=function(){return t+\"\"},e}function l(t,r){var o=e((t=n.i(a.a)(t),t.type=\"f\",t)),u=3*Math.max(-8,Math.min(8,Math.floor(n.i(i.a)(r)/3))),c=Math.pow(10,-u),l=s[8+u/3];return function(t){return o(c*t)+l}}var f=t.grouping&&t.thousands?n.i(o.a)(t.grouping,t.thousands):r,p=t.currency,h=t.decimal;return{format:e,formatPrefix:l}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o=e?e.length:0,a=t?Math.min(o,t.length):0,u=new Array(o),c=new Array(o);for(i=0;i<a;++i)u[i]=n.i(r.a)(t[i],e[i]);for(;i<o;++i)c[i]=e[i];return function(t){for(i=0;i<a;++i)c[i]=u[i](t);return c}}},function(t,e,n){\"use strict\";var r=n(62);e.a=function(t){var e=t.length;return function(i){var o=Math.floor(((i%=1)<0?++i:i)*e),a=t[(o+e-1)%e],u=t[o%e],c=t[(o+1)%e],s=t[(o+2)%e];return n.i(r.b)((i-o/e)*e,a,u,c,s)}}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=new Date;return t=+t,e-=t,function(r){return n.setTime(t+e*r),n}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o={},a={};null!==t&&\"object\"==typeof t||(t={}),null!==e&&\"object\"==typeof e||(e={});for(i in e)i in t?o[i]=n.i(r.a)(t[i],e[i]):a[i]=e[i];return function(t){for(i in o)a[i]=o[i](t);return a}}},function(t,e,n){\"use strict\";function r(t){return function(e){var r,o,a=e.length,u=new Array(a),c=new Array(a),s=new Array(a);for(r=0;r<a;++r)o=n.i(i.rgb)(e[r]),u[r]=o.r||0,c[r]=o.g||0,s[r]=o.b||0;return u=t(u),c=t(c),s=t(s),o.opacity=1,function(t){return o.r=u(t),o.g=c(t),o.b=s(t),o+\"\"}}}var i=n(10),o=n(62),a=n(119),u=n(32);e.a=function t(e){function r(t,e){var r=o((t=n.i(i.rgb)(t)).r,(e=n.i(i.rgb)(e)).r),a=o(t.g,e.g),c=o(t.b,e.b),s=n.i(u.a)(t.opacity,e.opacity);return function(e){return t.r=r(e),t.g=a(e),t.b=c(e),t.opacity=s(e),t+\"\"}}var o=n.i(u.c)(e);return r.gamma=t,r}(1);r(o.a),r(a.a)},function(t,e,n){\"use strict\";function r(t){return function(){return t}}function i(t){return function(e){return t(e)+\"\"}}var o=n(43),a=/[-+]?(?:\\d+\\.?\\d*|\\.?\\d+)(?:[eE][-+]?\\d+)?/g,u=new RegExp(a.source,\"g\");e.a=function(t,e){var c,s,l,f=a.lastIndex=u.lastIndex=0,p=-1,h=[],d=[];for(t+=\"\",e+=\"\";(c=a.exec(t))&&(s=u.exec(e));)(l=s.index)>f&&(l=e.slice(f,l),h[p]?h[p]+=l:h[++p]=l),(c=c[0])===(s=s[0])?h[p]?h[p]+=s:h[++p]=s:(h[++p]=null,d.push({i:p,x:n.i(o.a)(c,s)})),f=u.lastIndex;return f<e.length&&(l=e.slice(f),h[p]?h[p]+=l:h[++p]=l),h.length<2?d[0]?i(d[0].x):r(e):(e=d.length,function(t){for(var n,r=0;r<e;++r)h[(n=d[r]).i]=n.x(t);return h.join(\"\")})}},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.slice();var n,r=0,i=t.length-1,o=t[r],a=t[i];return a<o&&(n=r,r=i,i=n,n=o,o=a,a=n),t[r]=e.floor(o),t[i]=e.ceil(a),t}},function(t,e,n){\"use strict\";e.a=function(t){return+t}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=e+\"\",r=u.get(n);if(!r){if(s!==a)return s;u.set(n,r=c.push(e))}return t[(r-1)%t.length]}var u=n.i(i.a)(),c=[],s=a;return t=null==t?[]:o.b.call(t),e.domain=function(t){if(!arguments.length)return c.slice();c=[],u=n.i(i.a)();for(var r,o,a=-1,s=t.length;++a<s;)u.has(o=(r=t[a])+\"\")||u.set(o,c.push(r));return e},e.range=function(n){return arguments.length?(t=o.b.call(n),e):t.slice()},e.unknown=function(t){return arguments.length?(s=t,e):s},e.copy=function(){return r().domain(c).range(t).unknown(s)},e}var i=n(203),o=n(16);n.d(e,\"b\",function(){return a}),e.a=r;var a={name:\"implicit\"}},function(t,e,n){\"use strict\";function r(t){return new Date(t)}function i(t){return t instanceof Date?+t:+new Date(+t)}function o(t,e,c,s,b,x,w,C,M){function k(n){return(w(n)<n?N:x(n)<n?A:b(n)<n?O:s(n)<n?I:e(n)<n?c(n)<n?D:R:t(n)<n?L:U)(n)}function E(e,r,i,o){if(null==e&&(e=10),\"number\"==typeof e){var u=Math.abs(i-r)/e,c=n.i(a.d)(function(t){return t[2]}).right(F,u);c===F.length?(o=n.i(a.b)(r/_,i/_,e),e=t):c?(c=F[u/F[c-1][2]<F[c][2]/u?c-1:c],o=c[1],e=c[0]):(o=n.i(a.b)(r,i,e),e=C)}return null==o?e:e.every(o)}var T=n.i(f.a)(f.b,u.a),S=T.invert,P=T.domain,N=M(\".%L\"),A=M(\":%S\"),O=M(\"%I:%M\"),I=M(\"%I %p\"),D=M(\"%a %d\"),R=M(\"%b %d\"),L=M(\"%B\"),U=M(\"%Y\"),F=[[w,1,h],[w,5,5*h],[w,15,15*h],[w,30,30*h],[x,1,d],[x,5,5*d],[x,15,15*d],[x,30,30*d],[b,1,v],[b,3,3*v],[b,6,6*v],[b,12,12*v],[s,1,g],[s,2,2*g],[c,1,m],[e,1,y],[e,3,3*y],[t,1,_]];return T.invert=function(t){return new Date(S(t))},T.domain=function(t){return arguments.length?P(l.a.call(t,i)):P().map(r)},T.ticks=function(t,e){var n,r=P(),i=r[0],o=r[r.length-1],a=o<i;return a&&(n=i,i=o,o=n),n=E(t,i,o,e),n=n?n.range(i,o+1):[],a?n.reverse():n},T.tickFormat=function(t,e){return null==e?k:M(e)},T.nice=function(t,e){var r=P();return(t=E(t,r[0],r[r.length-1],e))?P(n.i(p.a)(r,t)):T},T.copy=function(){return n.i(f.c)(T,o(t,e,c,s,b,x,w,C,M))},T}var a=n(12),u=n(31),c=n(79),s=n(77),l=n(16),f=n(45),p=n(125);e.b=o;var h=1e3,d=60*h,v=60*d,g=24*v,m=7*g,y=30*g,_=365*g;e.a=function(){return o(c.b,c.o,c.p,c.a,c.q,c.r,c.s,c.t,s.timeFormat).domain([new Date(2e3,0,1),new Date(2e3,0,2)])}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(66);n.d(e,\"creator\",function(){return r.a});var i=n(247);n.d(e,\"local\",function(){return i.a});var o=n(130);n.d(e,\"matcher\",function(){return o.a});var a=n(248);n.d(e,\"mouse\",function(){return a.a});var u=n(67);n.d(e,\"namespace\",function(){return u.a});var c=n(68);n.d(e,\"namespaces\",function(){return c.a});var s=n(249);n.d(e,\"select\",function(){return s.a});var l=n(250);n.d(e,\"selectAll\",function(){return l.a});var f=n(7);n.d(e,\"selection\",function(){return f.a});var p=n(71);n.d(e,\"selector\",function(){return p.a});var h=n(133);n.d(e,\"selectorAll\",function(){return h.a});var d=n(278);n.d(e,\"touch\",function(){return d.a});var v=n(279);n.d(e,\"touches\",function(){return v.a});var g=n(73);n.d(e,\"window\",function(){return g.a});var m=n(70);n.d(e,\"event\",function(){return m.a}),n.d(e,\"customEvent\",function(){return m.b})},function(t,e,n){\"use strict\";var r=function(t){return function(){return this.matches(t)}};if(\"undefined\"!=typeof document){var i=document.documentElement;if(!i.matches){var o=i.webkitMatchesSelector||i.msMatchesSelector||i.mozMatchesSelector||i.oMatchesSelector;r=function(t){return function(){return o.call(this,t)}}}}e.a=r},function(t,e,n){\"use strict\";function r(t,e){this.ownerDocument=t.ownerDocument,this.namespaceURI=t.namespaceURI,this._next=null,this._parent=t,this.__data__=e}var i=n(132),o=n(7);e.b=r,e.a=function(){return new o.b(this._enter||this._groups.map(i.a),this._parents)},r.prototype={constructor:r,appendChild:function(t){return this._parent.insertBefore(t,this._next)},insertBefore:function(t,e){return this._parent.insertBefore(t,e)},querySelector:function(t){return this._parent.querySelector(t)},querySelectorAll:function(t){return this._parent.querySelectorAll(t)}}},function(t,e,n){\"use strict\";e.a=function(t){return new Array(t.length)}},function(t,e,n){\"use strict\";function r(){return[]}e.a=function(t){return null==t?r:function(){return this.querySelectorAll(t)}}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(280);n.d(e,\"arc\",function(){return r.a});var i=n(135);n.d(e,\"area\",function(){return i.a});var o=n(75);n.d(e,\"line\",function(){return o.a});var a=n(299);n.d(e,\"pie\",function(){return a.a});var u=n(300);n.d(e,\"radialArea\",function(){return u.a});var c=n(140);n.d(e,\"radialLine\",function(){return c.a});var s=n(302);n.d(e,\"symbol\",function(){return s.a}),n.d(e,\"symbols\",function(){return s.b});var l=n(141);n.d(e,\"symbolCircle\",function(){return l.a});var f=n(142);n.d(e,\"symbolCross\",function(){return f.a});var p=n(143);n.d(e,\"symbolDiamond\",function(){return p.a});var h=n(144);n.d(e,\"symbolSquare\",function(){return h.a});var d=n(145);n.d(e,\"symbolStar\",function(){return d.a});var v=n(146);n.d(e,\"symbolTriangle\",function(){return v.a});var g=n(147);n.d(e,\"symbolWye\",function(){return g.a});var m=n(282);n.d(e,\"curveBasisClosed\",function(){return m.a});var y=n(283);n.d(e,\"curveBasisOpen\",function(){return y.a});var _=n(46);n.d(e,\"curveBasis\",function(){return _.a});var b=n(284);n.d(e,\"curveBundle\",function(){return b.a});var x=n(136);n.d(e,\"curveCardinalClosed\",function(){return x.a});var w=n(137);n.d(e,\"curveCardinalOpen\",function(){return w.a});var C=n(47);n.d(e,\"curveCardinal\",function(){return C.a});var M=n(285);n.d(e,\"curveCatmullRomClosed\",function(){return M.a});var k=n(286);n.d(e,\"curveCatmullRomOpen\",function(){return k.a});var E=n(74);n.d(e,\"curveCatmullRom\",function(){return E.a});var T=n(287);n.d(e,\"curveLinearClosed\",function(){return T.a});var S=n(48);n.d(e,\"curveLinear\",function(){return S.a});var P=n(288);n.d(e,\"curveMonotoneX\",function(){return P.a}),n.d(e,\"curveMonotoneY\",function(){return P.b});var N=n(289);n.d(e,\"curveNatural\",function(){return N.a});var A=n(290);n.d(e,\"curveStep\",function(){return A.a}),n.d(e,\"curveStepAfter\",function(){return A.b}),n.d(e,\"curveStepBefore\",function(){return A.c});var O=n(301);n.d(e,\"stack\",function(){return O.a});var I=n(293);n.d(e,\"stackOffsetExpand\",function(){return I.a});var D=n(36);n.d(e,\"stackOffsetNone\",function(){return D.a});var R=n(294);n.d(e,\"stackOffsetSilhouette\",function(){return R.a});var L=n(295);n.d(e,\"stackOffsetWiggle\",function(){return L.a});var U=n(76);n.d(e,\"stackOrderAscending\",function(){return U.a});var F=n(296);n.d(e,\"stackOrderDescending\",function(){return F.a});var j=n(297);n.d(e,\"stackOrderInsideOut\",function(){return j.a});var B=n(37);n.d(e,\"stackOrderNone\",function(){return B.a});var W=n(298);n.d(e,\"stackOrderReverse\",function(){return W.a})},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(75),u=n(139);e.a=function(){function t(t){var e,i,o,a,u,g=t.length,m=!1,y=new Array(g),_=new Array(g);for(null==h&&(v=d(u=n.i(r.a)())),e=0;e<=g;++e){if(!(e<g&&p(a=t[e],e,t))===m)if(m=!m)i=e,v.areaStart(),v.lineStart();else{for(v.lineEnd(),v.lineStart(),o=e-1;o>=i;--o)v.point(y[o],_[o]);v.lineEnd(),v.areaEnd()}m&&(y[e]=+c(a,e,t),_[e]=+l(a,e,t),v.point(s?+s(a,e,t):y[e],f?+f(a,e,t):_[e]))}if(u)return v=null,u+\"\"||null}function e(){return n.i(a.a)().defined(p).curve(d).context(h)}var c=u.a,s=null,l=n.i(i.a)(0),f=u.b,p=n.i(i.a)(!0),h=null,d=o.a,v=null;return t.x=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),s=null,t):c},t.x0=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),t):c},t.x1=function(e){return arguments.length?(s=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):s},t.y=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),f=null,t):l},t.y0=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),t):l},t.y1=function(e){return arguments.length?(f=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):f},t.lineX0=t.lineY0=function(){return e().x(c).y(l)},t.lineY1=function(){return e().x(c).y(f)},t.lineX1=function(){return e().x(s).y(l)},t.defined=function(e){return arguments.length?(p=\"function\"==typeof e?e:n.i(i.a)(!!e),t):p},t.curve=function(e){return arguments.length?(d=e,null!=h&&(v=d(h)),t):d},t.context=function(e){return arguments.length?(null==e?h=v=null:v=d(h=e),t):h},t}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(49),o=n(47);e.b=r,r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(47);e.b=r,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._curve=t}function i(t){function e(e){return new r(t(e))}return e._curve=t,e}var o=n(48);n.d(e,\"b\",function(){return a}),e.a=i;var a=i(o.a);r.prototype={areaStart:function(){this._curve.areaStart()},areaEnd:function(){this._curve.areaEnd()},lineStart:function(){this._curve.lineStart()},lineEnd:function(){this._curve.lineEnd()},point:function(t,e){this._curve.point(e*Math.sin(t),e*-Math.cos(t))}}},function(t,e,n){\"use strict\";function r(t){return t[0]}function i(t){return t[1]}e.a=r,e.b=i},function(t,e,n){\"use strict\";function r(t){var e=t.curve;return t.angle=t.x,delete t.x,t.radius=t.y,delete t.y,t.curve=function(t){return arguments.length?e(n.i(i.a)(t)):e()._curve},t}var i=n(138),o=n(75);e.b=r,e.a=function(){return r(n.i(o.a)().curve(i.b))}},function(t,e,n){\"use strict\";var r=n(35);e.a={draw:function(t,e){var n=Math.sqrt(e/r.b);t.moveTo(n,0),t.arc(0,0,n,0,r.c)}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e/5)/2;t.moveTo(-3*n,-n),t.lineTo(-n,-n),t.lineTo(-n,-3*n),t.lineTo(n,-3*n),t.lineTo(n,-n),t.lineTo(3*n,-n),t.lineTo(3*n,n),t.lineTo(n,n),t.lineTo(n,3*n),t.lineTo(-n,3*n),t.lineTo(-n,n),t.lineTo(-3*n,n),t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(1/3),i=2*r;e.a={draw:function(t,e){var n=Math.sqrt(e/i),o=n*r;t.moveTo(0,-n),t.lineTo(o,0),t.lineTo(0,n),t.lineTo(-o,0),t.closePath()}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e),r=-n/2;t.rect(r,r,n,n)}}},function(t,e,n){\"use strict\";var r=n(35),i=.8908130915292852,o=Math.sin(r.b/10)/Math.sin(7*r.b/10),a=Math.sin(r.c/10)*o,u=-Math.cos(r.c/10)*o;e.a={draw:function(t,e){var n=Math.sqrt(e*i),o=a*n,c=u*n;t.moveTo(0,-n),t.lineTo(o,c);for(var s=1;s<5;++s){var l=r.c*s/5,f=Math.cos(l),p=Math.sin(l);t.lineTo(p*n,-f*n),t.lineTo(f*o-p*c,p*o+f*c)}t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(3);e.a={draw:function(t,e){var n=-Math.sqrt(e/(3*r));t.moveTo(0,2*n),t.lineTo(-r*n,-n),t.lineTo(r*n,-n),t.closePath()}}},function(t,e,n){\"use strict\";var r=-.5,i=Math.sqrt(3)/2,o=1/Math.sqrt(12),a=3*(o/2+1);e.a={draw:function(t,e){var n=Math.sqrt(e/a),u=n/2,c=n*o,s=u,l=n*o+n,f=-s,p=l;t.moveTo(u,c),t.lineTo(s,l),t.lineTo(f,p),t.lineTo(r*u-i*c,i*u+r*c),t.lineTo(r*s-i*l,i*s+r*l),t.lineTo(r*f-i*p,i*f+r*p),t.lineTo(r*u+i*c,r*c-i*u),t.lineTo(r*s+i*l,r*l-i*s),t.lineTo(r*f+i*p,r*p-i*f),t.closePath()}}},function(t,e,n){\"use strict\";function r(t){return t.toISOString()}var i=n(78);n.d(e,\"b\",function(){return o});var o=\"%Y-%m-%dT%H:%M:%S.%LZ\",a=Date.prototype.toISOString?r:n.i(i.d)(o);e.a=a},function(t,e,n){\"use strict\";function r(t){if(0<=t.y&&t.y<100){var e=new Date(-1,t.m,t.d,t.H,t.M,t.S,t.L);return e.setFullYear(t.y),e}return new Date(t.y,t.m,t.d,t.H,t.M,t.S,t.L)}function i(t){if(0<=t.y&&t.y<100){var e=new Date(Date.UTC(-1,t.m,t.d,t.H,t.M,t.S,t.L));return e.setUTCFullYear(t.y),e}return new Date(Date.UTC(t.y,t.m,t.d,t.H,t.M,t.S,t.L))}function o(t){return{y:t,m:0,d:1,H:0,M:0,S:0,L:0}}function a(t){function e(t,e){return function(n){var r,i,o,a=[],u=-1,c=0,s=t.length;for(n instanceof Date||(n=new Date(+n));++u<s;)37===t.charCodeAt(u)&&(a.push(t.slice(c,u)),null!=(i=et[r=t.charAt(++u)])?r=t.charAt(++u):i=\"e\"===r?\" \":\"0\",(o=e[r])&&(r=o(n,i)),a.push(r),c=u+1);return a.push(t.slice(c,u)),a.join(\"\")}}function n(t,e){return function(n){var r=o(1900),u=a(r,t,n+=\"\",0);if(u!=n.length)return null;if(\"p\"in r&&(r.H=r.H%12+12*r.p),\"W\"in r||\"U\"in r){\"w\"in r||(r.w=\"W\"in r?1:0);var c=\"Z\"in r?i(o(r.y)).getUTCDay():e(o(r.y)).getDay();r.m=0,r.d=\"W\"in r?(r.w+6)%7+7*r.W-(c+5)%7:r.w+7*r.U-(c+6)%7}return\"Z\"in r?(r.H+=r.Z/100|0,r.M+=r.Z%100,i(r)):e(r)}}function a(t,e,n,r){for(var i,o,a=0,u=e.length,c=n.length;a<u;){if(r>=c)return-1;if(i=e.charCodeAt(a++),37===i){if(i=e.charAt(a++),o=Ut[i in et?e.charAt(a++):i],!o||(r=o(t,n,r))<0)return-1}else if(i!=n.charCodeAt(r++))return-1}return r}function u(t,e,n){var r=kt.exec(e.slice(n));return r?(t.p=Et[r[0].toLowerCase()],n+r[0].length):-1}function c(t,e,n){var r=Pt.exec(e.slice(n));return r?(t.w=Nt[r[0].toLowerCase()],n+r[0].length):-1}function tt(t,e,n){var r=Tt.exec(e.slice(n));return r?(t.w=St[r[0].toLowerCase()],n+r[0].length):-1}function nt(t,e,n){var r=It.exec(e.slice(n));return r?(t.m=Dt[r[0].toLowerCase()],n+r[0].length):-1}function rt(t,e,n){var r=At.exec(e.slice(n));return r?(t.m=Ot[r[0].toLowerCase()],n+r[0].length):-1}function it(t,e,n){return a(t,mt,e,n)}function ot(t,e,n){return a(t,yt,e,n)}function at(t,e,n){return a(t,_t,e,n)}function ut(t){return wt[t.getDay()]}function ct(t){return xt[t.getDay()]}function st(t){return Mt[t.getMonth()]}function lt(t){return Ct[t.getMonth()]}function ft(t){return bt[+(t.getHours()>=12)]}function pt(t){return wt[t.getUTCDay()]}function ht(t){return xt[t.getUTCDay()]}function dt(t){return Mt[t.getUTCMonth()]}function vt(t){return Ct[t.getUTCMonth()]}function gt(t){return bt[+(t.getUTCHours()>=12)]}var mt=t.dateTime,yt=t.date,_t=t.time,bt=t.periods,xt=t.days,wt=t.shortDays,Ct=t.months,Mt=t.shortMonths,kt=s(bt),Et=l(bt),Tt=s(xt),St=l(xt),Pt=s(wt),Nt=l(wt),At=s(Ct),Ot=l(Ct),It=s(Mt),Dt=l(Mt),Rt={a:ut,A:ct,b:st,B:lt,c:null,d:k,e:k,H:E,I:T,j:S,L:P,m:N,M:A,p:ft,S:O,U:I,w:D,W:R,x:null,X:null,y:L,Y:U,Z:F,\"%\":J},Lt={a:pt,A:ht,b:dt,B:vt,c:null,d:j,e:j,H:B,I:W,j:V,L:z,m:H,M:q,p:gt,S:Y,U:K,w:G,W:$,x:null,X:null,y:X,Y:Z,Z:Q,\"%\":J},Ut={a:c,A:tt,b:nt,B:rt,c:it,d:y,e:y,H:b,I:b,j:_,L:C,m:m,M:x,p:u,S:w,U:p,w:f,W:h,x:ot,X:at,y:v,Y:d,Z:g,\"%\":M};return Rt.x=e(yt,Rt),Rt.X=e(_t,Rt),Rt.c=e(mt,Rt),Lt.x=e(yt,Lt),Lt.X=e(_t,Lt),Lt.c=e(mt,Lt),{format:function(t){var n=e(t+=\"\",Rt);return n.toString=function(){return t},n},parse:function(t){var e=n(t+=\"\",r);return e.toString=function(){return t},e},utcFormat:function(t){var n=e(t+=\"\",Lt);return n.toString=function(){return t},n},utcParse:function(t){var e=n(t,i);return e.toString=function(){return t},e}}}function u(t,e,n){var r=t<0?\"-\":\"\",i=(r?-t:t)+\"\",o=i.length;return r+(o<n?new Array(n-o+1).join(e)+i:i)}function c(t){return t.replace(it,\"\\\\$&\")}function s(t){return new RegExp(\"^(?:\"+t.map(c).join(\"|\")+\")\",\"i\")}function l(t){for(var e={},n=-1,r=t.length;++n<r;)e[t[n].toLowerCase()]=n;return e}function f(t,e,n){var r=nt.exec(e.slice(n,n+1));return r?(t.w=+r[0],n+r[0].length):-1}function p(t,e,n){var r=nt.exec(e.slice(n));return r?(t.U=+r[0],n+r[0].length):-1}function h(t,e,n){var r=nt.exec(e.slice(n));return r?(t.W=+r[0],n+r[0].length):-1}function d(t,e,n){var r=nt.exec(e.slice(n,n+4));return r?(t.y=+r[0],n+r[0].length):-1}function v(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.y=+r[0]+(+r[0]>68?1900:2e3),n+r[0].length):-1}function g(t,e,n){var r=/^(Z)|([+-]\\d\\d)(?:\\:?(\\d\\d))?/.exec(e.slice(n,n+6));return r?(t.Z=r[1]?0:-(r[2]+(r[3]||\"00\")),n+r[0].length):-1}function m(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.m=r[0]-1,n+r[0].length):-1}function y(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.d=+r[0],n+r[0].length):-1}function _(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.m=0,t.d=+r[0],n+r[0].length):-1}function b(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.H=+r[0],n+r[0].length):-1}function x(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.M=+r[0],n+r[0].length):-1}function w(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.S=+r[0],n+r[0].length):-1}function C(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.L=+r[0],n+r[0].length):-1}function M(t,e,n){var r=rt.exec(e.slice(n,n+1));return r?n+r[0].length:-1}function k(t,e){return u(t.getDate(),e,2)}function E(t,e){return u(t.getHours(),e,2)}function T(t,e){return u(t.getHours()%12||12,e,2)}function S(t,e){return u(1+tt.a.count(n.i(tt.b)(t),t),e,3)}function P(t,e){return u(t.getMilliseconds(),e,3)}function N(t,e){return u(t.getMonth()+1,e,2)}function A(t,e){return u(t.getMinutes(),e,2)}function O(t,e){return u(t.getSeconds(),e,2)}function I(t,e){return u(tt.c.count(n.i(tt.b)(t),t),e,2)}function D(t){return t.getDay()}function R(t,e){return u(tt.d.count(n.i(tt.b)(t),t),e,2)}function L(t,e){return u(t.getFullYear()%100,e,2)}function U(t,e){return u(t.getFullYear()%1e4,e,4)}function F(t){var e=t.getTimezoneOffset();return(e>0?\"-\":(e*=-1,\"+\"))+u(e/60|0,\"0\",2)+u(e%60,\"0\",2)}function j(t,e){return u(t.getUTCDate(),e,2)}function B(t,e){return u(t.getUTCHours(),e,2)}function W(t,e){return u(t.getUTCHours()%12||12,e,2)}function V(t,e){return u(1+tt.e.count(n.i(tt.f)(t),t),e,3)}function z(t,e){return u(t.getUTCMilliseconds(),e,3)}function H(t,e){return u(t.getUTCMonth()+1,e,2)}function q(t,e){return u(t.getUTCMinutes(),e,2)}function Y(t,e){return u(t.getUTCSeconds(),e,2)}function K(t,e){return u(tt.g.count(n.i(tt.f)(t),t),e,2)}function G(t){return t.getUTCDay()}function $(t,e){return u(tt.h.count(n.i(tt.f)(t),t),e,2)}function X(t,e){return u(t.getUTCFullYear()%100,e,2)}function Z(t,e){return u(t.getUTCFullYear()%1e4,e,4)}function Q(){return\"+0000\"}function J(){return\"%\"}var tt=n(79);e.a=a;var et={\"-\":\"\",_:\" \",0:\"0\"},nt=/^\\s*\\d+/,rt=/^%/,it=/[\\\\\\^\\$\\*\\+\\?\\|\\[\\]\\(\\)\\.\\{\\}]/g},function(t,e,n){\"use strict\";var r=n(8),i={listen:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!1),{remove:function(){t.removeEventListener(e,n,!1)}}):t.attachEvent?(t.attachEvent(\"on\"+e,n),{remove:function(){t.detachEvent(\"on\"+e,n)}}):void 0},capture:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!0),{remove:function(){t.removeEventListener(e,n,!0)}}):{remove:r}},registerDefault:function(){}};t.exports=i},function(t,e,n){\"use strict\";function r(t){try{t.focus()}catch(t){}}t.exports=r},function(t,e,n){\"use strict\";function r(){if(\"undefined\"==typeof document)return null;try{return document.activeElement||document.body}catch(t){return document.body}}t.exports=r},function(t,e){function n(){throw new Error(\"setTimeout has not been defined\")}function r(){throw new Error(\"clearTimeout has not been defined\")}function i(t){if(l===setTimeout)return setTimeout(t,0);if((l===n||!l)&&setTimeout)return l=setTimeout,setTimeout(t,0);try{return l(t,0)}catch(e){try{return l.call(null,t,0)}catch(e){return l.call(this,t,0)}}}function o(t){if(f===clearTimeout)return clearTimeout(t);if((f===r||!f)&&clearTimeout)return f=clearTimeout,clearTimeout(t);try{return f(t)}catch(e){try{return f.call(null,t)}catch(e){return f.call(this,t)}}}function a(){v&&h&&(v=!1,h.length?d=h.concat(d):g=-1,d.length&&u())}function u(){if(!v){var t=i(a);v=!0;for(var e=d.length;e;){for(h=d,d=[];++g<e;)h&&h[g].run();g=-1,e=d.length}h=null,v=!1,o(t)}}function c(t,e){this.fun=t,this.array=e}function s(){}var l,f,p=t.exports={};!function(){try{l=\"function\"==typeof setTimeout?setTimeout:n}catch(t){l=n}try{f=\"function\"==typeof clearTimeout?clearTimeout:r}catch(t){f=r}}();var h,d=[],v=!1,g=-1;p.nextTick=function(t){var e=new Array(arguments.length-1);if(arguments.length>1)for(var n=1;n<arguments.length;n++)e[n-1]=arguments[n];d.push(new c(t,e)),1!==d.length||v||i(u)},c.prototype.run=function(){this.fun.apply(null,this.array)},p.title=\"browser\",p.browser=!0,p.env={},p.argv=[],p.version=\"\",p.versions={},p.on=s,p.addListener=s,p.once=s,p.off=s,p.removeListener=s,p.removeAllListeners=s,p.emit=s,p.binding=function(t){throw new Error(\"process.binding is not supported\")},p.cwd=function(){return\"/\"},p.chdir=function(t){throw new Error(\"process.chdir is not supported\")},p.umask=function(){\n",
+       "return 0}},function(t,e,n){\"use strict\";function r(t,e){return t+e.charAt(0).toUpperCase()+e.substring(1)}var i={animationIterationCount:!0,borderImageOutset:!0,borderImageSlice:!0,borderImageWidth:!0,boxFlex:!0,boxFlexGroup:!0,boxOrdinalGroup:!0,columnCount:!0,flex:!0,flexGrow:!0,flexPositive:!0,flexShrink:!0,flexNegative:!0,flexOrder:!0,gridRow:!0,gridColumn:!0,fontWeight:!0,lineClamp:!0,lineHeight:!0,opacity:!0,order:!0,orphans:!0,tabSize:!0,widows:!0,zIndex:!0,zoom:!0,fillOpacity:!0,floodOpacity:!0,stopOpacity:!0,strokeDasharray:!0,strokeDashoffset:!0,strokeMiterlimit:!0,strokeOpacity:!0,strokeWidth:!0},o=[\"Webkit\",\"ms\",\"Moz\",\"O\"];Object.keys(i).forEach(function(t){o.forEach(function(e){i[r(e,t)]=i[t]})});var a={background:{backgroundAttachment:!0,backgroundColor:!0,backgroundImage:!0,backgroundPositionX:!0,backgroundPositionY:!0,backgroundRepeat:!0},backgroundPosition:{backgroundPositionX:!0,backgroundPositionY:!0},border:{borderWidth:!0,borderStyle:!0,borderColor:!0},borderBottom:{borderBottomWidth:!0,borderBottomStyle:!0,borderBottomColor:!0},borderLeft:{borderLeftWidth:!0,borderLeftStyle:!0,borderLeftColor:!0},borderRight:{borderRightWidth:!0,borderRightStyle:!0,borderRightColor:!0},borderTop:{borderTopWidth:!0,borderTopStyle:!0,borderTopColor:!0},font:{fontStyle:!0,fontVariant:!0,fontWeight:!0,fontSize:!0,lineHeight:!0,fontFamily:!0},outline:{outlineWidth:!0,outlineStyle:!0,outlineColor:!0}},u={isUnitlessNumber:i,shorthandPropertyExpansions:a};t.exports=u},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}var i=n(2),o=n(17),a=(n(0),function(){function t(e){r(this,t),this._callbacks=null,this._contexts=null,this._arg=e}return t.prototype.enqueue=function(t,e){this._callbacks=this._callbacks||[],this._callbacks.push(t),this._contexts=this._contexts||[],this._contexts.push(e)},t.prototype.notifyAll=function(){var t=this._callbacks,e=this._contexts,n=this._arg;if(t&&e){t.length!==e.length?i(\"24\"):void 0,this._callbacks=null,this._contexts=null;for(var r=0;r<t.length;r++)t[r].call(e[r],n);t.length=0,e.length=0}},t.prototype.checkpoint=function(){return this._callbacks?this._callbacks.length:0},t.prototype.rollback=function(t){this._callbacks&&this._contexts&&(this._callbacks.length=t,this._contexts.length=t)},t.prototype.reset=function(){this._callbacks=null,this._contexts=null},t.prototype.destructor=function(){this.reset()},t}());t.exports=o.addPoolingTo(a)},function(t,e,n){\"use strict\";function r(t){return!!s.hasOwnProperty(t)||!c.hasOwnProperty(t)&&(u.test(t)?(s[t]=!0,!0):(c[t]=!0,!1))}function i(t,e){return null==e||t.hasBooleanValue&&!e||t.hasNumericValue&&isNaN(e)||t.hasPositiveNumericValue&&e<1||t.hasOverloadedBooleanValue&&e===!1}var o=n(21),a=(n(4),n(9),n(394)),u=(n(1),new RegExp(\"^[\"+o.ATTRIBUTE_NAME_START_CHAR+\"][\"+o.ATTRIBUTE_NAME_CHAR+\"]*$\")),c={},s={},l={createMarkupForID:function(t){return o.ID_ATTRIBUTE_NAME+\"=\"+a(t)},setAttributeForID:function(t,e){t.setAttribute(o.ID_ATTRIBUTE_NAME,e)},createMarkupForRoot:function(){return o.ROOT_ATTRIBUTE_NAME+'=\"\"'},setAttributeForRoot:function(t){t.setAttribute(o.ROOT_ATTRIBUTE_NAME,\"\")},createMarkupForProperty:function(t,e){var n=o.properties.hasOwnProperty(t)?o.properties[t]:null;if(n){if(i(n,e))return\"\";var r=n.attributeName;return n.hasBooleanValue||n.hasOverloadedBooleanValue&&e===!0?r+'=\"\"':r+\"=\"+a(e)}return o.isCustomAttribute(t)?null==e?\"\":t+\"=\"+a(e):null},createMarkupForCustomAttribute:function(t,e){return r(t)&&null!=e?t+\"=\"+a(e):\"\"},setValueForProperty:function(t,e,n){var r=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(r){var a=r.mutationMethod;if(a)a(t,n);else{if(i(r,n))return void this.deleteValueForProperty(t,e);if(r.mustUseProperty)t[r.propertyName]=n;else{var u=r.attributeName,c=r.attributeNamespace;c?t.setAttributeNS(c,u,\"\"+n):r.hasBooleanValue||r.hasOverloadedBooleanValue&&n===!0?t.setAttribute(u,\"\"):t.setAttribute(u,\"\"+n)}}}else if(o.isCustomAttribute(e))return void l.setValueForAttribute(t,e,n)},setValueForAttribute:function(t,e,n){if(r(e)){null==n?t.removeAttribute(e):t.setAttribute(e,\"\"+n)}},deleteValueForAttribute:function(t,e){t.removeAttribute(e)},deleteValueForProperty:function(t,e){var n=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(n){var r=n.mutationMethod;if(r)r(t,void 0);else if(n.mustUseProperty){var i=n.propertyName;n.hasBooleanValue?t[i]=!1:t[i]=\"\"}else t.removeAttribute(n.attributeName)}else o.isCustomAttribute(e)&&t.removeAttribute(e)}};t.exports=l},function(t,e,n){\"use strict\";var r={hasCachedChildNodes:1};t.exports=r},function(t,e,n){\"use strict\";function r(){if(this._rootNodeID&&this._wrapperState.pendingUpdate){this._wrapperState.pendingUpdate=!1;var t=this._currentElement.props,e=u.getValue(t);null!=e&&i(this,Boolean(t.multiple),e)}}function i(t,e,n){var r,i,o=c.getNodeFromInstance(t).options;if(e){for(r={},i=0;i<n.length;i++)r[\"\"+n[i]]=!0;for(i=0;i<o.length;i++){var a=r.hasOwnProperty(o[i].value);o[i].selected!==a&&(o[i].selected=a)}}else{for(r=\"\"+n,i=0;i<o.length;i++)if(o[i].value===r)return void(o[i].selected=!0);o.length&&(o[0].selected=!0)}}function o(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return this._rootNodeID&&(this._wrapperState.pendingUpdate=!0),s.asap(r,this),n}var a=n(3),u=n(85),c=n(4),s=n(11),l=(n(1),!1),f={getHostProps:function(t,e){return a({},e,{onChange:t._wrapperState.onChange,value:void 0})},mountWrapper:function(t,e){var n=u.getValue(e);t._wrapperState={pendingUpdate:!1,initialValue:null!=n?n:e.defaultValue,listeners:null,onChange:o.bind(t),wasMultiple:Boolean(e.multiple)},void 0===e.value||void 0===e.defaultValue||l||(l=!0)},getSelectValueContext:function(t){return t._wrapperState.initialValue},postUpdateWrapper:function(t){var e=t._currentElement.props;t._wrapperState.initialValue=void 0;var n=t._wrapperState.wasMultiple;t._wrapperState.wasMultiple=Boolean(e.multiple);var r=u.getValue(e);null!=r?(t._wrapperState.pendingUpdate=!1,i(t,Boolean(e.multiple),r)):n!==Boolean(e.multiple)&&(null!=e.defaultValue?i(t,Boolean(e.multiple),e.defaultValue):i(t,Boolean(e.multiple),e.multiple?[]:\"\"))}};t.exports=f},function(t,e,n){\"use strict\";var r,i={injectEmptyComponentFactory:function(t){r=t}},o={create:function(t){return r(t)}};o.injection=i,t.exports=o},function(t,e,n){\"use strict\";var r={logTopLevelRenders:!1};t.exports=r},function(t,e,n){\"use strict\";function r(t){return u?void 0:a(\"111\",t.type),new u(t)}function i(t){return new c(t)}function o(t){return t instanceof c}var a=n(2),u=(n(0),null),c=null,s={injectGenericComponentClass:function(t){u=t},injectTextComponentClass:function(t){c=t}},l={createInternalComponent:r,createInstanceForText:i,isTextComponent:o,injection:s};t.exports=l},function(t,e,n){\"use strict\";function r(t){return o(document.documentElement,t)}var i=n(353),o=n(320),a=n(151),u=n(152),c={hasSelectionCapabilities:function(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return e&&(\"input\"===e&&\"text\"===t.type||\"textarea\"===e||\"true\"===t.contentEditable)},getSelectionInformation:function(){var t=u();return{focusedElem:t,selectionRange:c.hasSelectionCapabilities(t)?c.getSelection(t):null}},restoreSelection:function(t){var e=u(),n=t.focusedElem,i=t.selectionRange;e!==n&&r(n)&&(c.hasSelectionCapabilities(n)&&c.setSelection(n,i),a(n))},getSelection:function(t){var e;if(\"selectionStart\"in t)e={start:t.selectionStart,end:t.selectionEnd};else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var n=document.selection.createRange();n.parentElement()===t&&(e={start:-n.moveStart(\"character\",-t.value.length),end:-n.moveEnd(\"character\",-t.value.length)})}else e=i.getOffsets(t);return e||{start:0,end:0}},setSelection:function(t,e){var n=e.start,r=e.end;if(void 0===r&&(r=n),\"selectionStart\"in t)t.selectionStart=n,t.selectionEnd=Math.min(r,t.value.length);else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var o=t.createTextRange();o.collapse(!0),o.moveStart(\"character\",n),o.moveEnd(\"character\",r-n),o.select()}else i.setOffsets(t,e)}};t.exports=c},function(t,e,n){\"use strict\";function r(t,e){for(var n=Math.min(t.length,e.length),r=0;r<n;r++)if(t.charAt(r)!==e.charAt(r))return r;return t.length===e.length?-1:n}function i(t){return t?t.nodeType===D?t.documentElement:t.firstChild:null}function o(t){return t.getAttribute&&t.getAttribute(A)||\"\"}function a(t,e,n,r,i){var o;if(x.logTopLevelRenders){var a=t._currentElement.props.child,u=a.type;o=\"React mount: \"+(\"string\"==typeof u?u:u.displayName||u.name),console.time(o)}var c=M.mountComponent(t,n,null,_(t,e),i,0);o&&console.timeEnd(o),t._renderedComponent._topLevelWrapper=t,j._mountImageIntoNode(c,e,t,r,n)}function u(t,e,n,r){var i=E.ReactReconcileTransaction.getPooled(!n&&b.useCreateElement);i.perform(a,null,t,e,i,n,r),E.ReactReconcileTransaction.release(i)}function c(t,e,n){for(M.unmountComponent(t,n),e.nodeType===D&&(e=e.documentElement);e.lastChild;)e.removeChild(e.lastChild)}function s(t){var e=i(t);if(e){var n=y.getInstanceFromNode(e);return!(!n||!n._hostParent)}}function l(t){return!(!t||t.nodeType!==I&&t.nodeType!==D&&t.nodeType!==R)}function f(t){var e=i(t),n=e&&y.getInstanceFromNode(e);return n&&!n._hostParent?n:null}function p(t){var e=f(t);return e?e._hostContainerInfo._topLevelWrapper:null}var h=n(2),d=n(20),v=n(21),g=n(26),m=n(51),y=(n(15),n(4)),_=n(347),b=n(349),x=n(160),w=n(40),C=(n(9),n(363)),M=n(24),k=n(88),E=n(11),T=n(38),S=n(169),P=(n(0),n(55)),N=n(95),A=(n(1),v.ID_ATTRIBUTE_NAME),O=v.ROOT_ATTRIBUTE_NAME,I=1,D=9,R=11,L={},U=1,F=function(){this.rootID=U++};F.prototype.isReactComponent={},F.prototype.render=function(){return this.props.child},F.isReactTopLevelWrapper=!0;var j={TopLevelWrapper:F,_instancesByReactRootID:L,scrollMonitor:function(t,e){e()},_updateRootComponent:function(t,e,n,r,i){return j.scrollMonitor(r,function(){k.enqueueElementInternal(t,e,n),i&&k.enqueueCallbackInternal(t,i)}),t},_renderNewRootComponent:function(t,e,n,r){l(e)?void 0:h(\"37\"),m.ensureScrollValueMonitoring();var i=S(t,!1);E.batchedUpdates(u,i,e,n,r);var o=i._instance.rootID;return L[o]=i,i},renderSubtreeIntoContainer:function(t,e,n,r){return null!=t&&w.has(t)?void 0:h(\"38\"),j._renderSubtreeIntoContainer(t,e,n,r)},_renderSubtreeIntoContainer:function(t,e,n,r){k.validateCallback(r,\"ReactDOM.render\"),g.isValidElement(e)?void 0:h(\"39\",\"string\"==typeof e?\" Instead of passing a string like 'div', pass React.createElement('div') or <div />.\":\"function\"==typeof e?\" Instead of passing a class like Foo, pass React.createElement(Foo) or <Foo />.\":null!=e&&void 0!==e.props?\" This may be caused by unintentionally loading two independent copies of React.\":\"\");var a,u=g.createElement(F,{child:e});if(t){var c=w.get(t);a=c._processChildContext(c._context)}else a=T;var l=p(n);if(l){var f=l._currentElement,d=f.props.child;if(N(d,e)){var v=l._renderedComponent.getPublicInstance(),m=r&&function(){r.call(v)};return j._updateRootComponent(l,u,a,n,m),v}j.unmountComponentAtNode(n)}var y=i(n),_=y&&!!o(y),b=s(n),x=_&&!l&&!b,C=j._renderNewRootComponent(u,n,x,a)._renderedComponent.getPublicInstance();return r&&r.call(C),C},render:function(t,e,n){return j._renderSubtreeIntoContainer(null,t,e,n)},unmountComponentAtNode:function(t){l(t)?void 0:h(\"40\");var e=p(t);if(!e){s(t),1===t.nodeType&&t.hasAttribute(O);return!1}return delete L[e._instance.rootID],E.batchedUpdates(c,e,t,!1),!0},_mountImageIntoNode:function(t,e,n,o,a){if(l(e)?void 0:h(\"41\"),o){var u=i(e);if(C.canReuseMarkup(t,u))return void y.precacheNode(n,u);var c=u.getAttribute(C.CHECKSUM_ATTR_NAME);u.removeAttribute(C.CHECKSUM_ATTR_NAME);var s=u.outerHTML;u.setAttribute(C.CHECKSUM_ATTR_NAME,c);var f=t,p=r(f,s),v=\" (client) \"+f.substring(p-20,p+20)+\"\\n (server) \"+s.substring(p-20,p+20);e.nodeType===D?h(\"42\",v):void 0}if(e.nodeType===D?h(\"43\"):void 0,a.useCreateElement){for(;e.lastChild;)e.removeChild(e.lastChild);d.insertTreeBefore(e,t,null)}else P(e,t),y.precacheNode(n,e.firstChild)}};t.exports=j},function(t,e,n){\"use strict\";var r=n(2),i=n(26),o=(n(0),{HOST:0,COMPOSITE:1,EMPTY:2,getType:function(t){return null===t||t===!1?o.EMPTY:i.isValidElement(t)?\"function\"==typeof t.type?o.COMPOSITE:o.HOST:void r(\"26\",t)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return null==e?i(\"30\"):void 0,null==t?e:Array.isArray(t)?Array.isArray(e)?(t.push.apply(t,e),t):(t.push(e),t):Array.isArray(e)?[t].concat(e):[t,e]}var i=n(2);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){Array.isArray(t)?t.forEach(e,n):t&&e.call(n,t)}t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e;(e=t._renderedNodeType)===i.COMPOSITE;)t=t._renderedComponent;return e===i.HOST?t._renderedComponent:e===i.EMPTY?null:void 0}var i=n(164);t.exports=r},function(t,e,n){\"use strict\";function r(){return!o&&i.canUseDOM&&(o=\"textContent\"in document.documentElement?\"textContent\":\"innerText\"),o}var i=n(6),o=null;t.exports=r},function(t,e,n){\"use strict\";function r(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}function i(t){return\"function\"==typeof t&&\"undefined\"!=typeof t.prototype&&\"function\"==typeof t.prototype.mountComponent&&\"function\"==typeof t.prototype.receiveComponent}function o(t,e){var n;if(null===t||t===!1)n=s.create(o);else if(\"object\"==typeof t){var u=t,c=u.type;if(\"function\"!=typeof c&&\"string\"!=typeof c){var p=\"\";p+=r(u._owner),a(\"130\",null==c?c:typeof c,p)}\"string\"==typeof u.type?n=l.createInternalComponent(u):i(u.type)?(n=new u.type(u),n.getHostNode||(n.getHostNode=n.getNativeNode)):n=new f(u)}else\"string\"==typeof t||\"number\"==typeof t?n=l.createInstanceForText(t):a(\"131\",typeof t);return n._mountIndex=0,n._mountImage=null,n}var a=n(2),u=n(3),c=n(344),s=n(159),l=n(161),f=(n(391),n(0),n(1),function(t){this.construct(t)});u(f.prototype,c,{_instantiateReactComponent:o}),t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return\"input\"===e?!!i[t.type]:\"textarea\"===e}var i={color:!0,date:!0,datetime:!0,\"datetime-local\":!0,email:!0,month:!0,number:!0,password:!0,range:!0,search:!0,tel:!0,text:!0,time:!0,url:!0,week:!0};t.exports=r},function(t,e,n){\"use strict\";var r=n(6),i=n(54),o=n(55),a=function(t,e){if(e){var n=t.firstChild;if(n&&n===t.lastChild&&3===n.nodeType)return void(n.nodeValue=e)}t.textContent=e};r.canUseDOM&&(\"textContent\"in document.documentElement||(a=function(t,e){return 3===t.nodeType?void(t.nodeValue=e):void o(t,i(e))})),t.exports=a},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(2),u=(n(15),n(359)),c=n(390),s=(n(0),n(84)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=Function.prototype.toString,n=Object.prototype.hasOwnProperty,r=RegExp(\"^\"+e.call(n).replace(/[\\\\^$.*+?()[\\]{}|]/g,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\");try{var i=e.call(t);return r.test(i)}catch(t){return!1}}function i(t){var e=s(t);if(e){var n=e.childIDs;l(t),n.forEach(i)}}function o(t,e,n){return\"\\n    in \"+(t||\"Unknown\")+(e?\" (at \"+e.fileName.replace(/^.*[\\\\\\/]/,\"\")+\":\"+e.lineNumber+\")\":n?\" (created by \"+n+\")\":\"\")}function a(t){return null==t?\"#empty\":\"string\"==typeof t||\"number\"==typeof t?\"#text\":\"string\"==typeof t.type?t.type:t.type.displayName||t.type.name||\"Unknown\"}function u(t){var e,n=k.getDisplayName(t),r=k.getElement(t),i=k.getOwnerID(t);return i&&(e=k.getDisplayName(i)),o(n,r&&r._source,e)}var c,s,l,f,p,h,d,v=n(28),g=n(15),m=(n(0),n(1),\"function\"==typeof Array.from&&\"function\"==typeof Map&&r(Map)&&null!=Map.prototype&&\"function\"==typeof Map.prototype.keys&&r(Map.prototype.keys)&&\"function\"==typeof Set&&r(Set)&&null!=Set.prototype&&\"function\"==typeof Set.prototype.keys&&r(Set.prototype.keys));if(m){var y=new Map,_=new Set;c=function(t,e){y.set(t,e)},s=function(t){return y.get(t)},l=function(t){y.delete(t)},f=function(){return Array.from(y.keys())},p=function(t){_.add(t)},h=function(t){_.delete(t)},d=function(){return Array.from(_.keys())}}else{var b={},x={},w=function(t){return\".\"+t},C=function(t){return parseInt(t.substr(1),10)};c=function(t,e){var n=w(t);b[n]=e},s=function(t){var e=w(t);return b[e]},l=function(t){var e=w(t);delete b[e]},f=function(){return Object.keys(b).map(C)},p=function(t){var e=w(t);x[e]=!0},h=function(t){var e=w(t);delete x[e]},d=function(){return Object.keys(x).map(C)}}var M=[],k={onSetChildren:function(t,e){var n=s(t);n?void 0:v(\"144\"),n.childIDs=e;for(var r=0;r<e.length;r++){var i=e[r],o=s(i);o?void 0:v(\"140\"),null==o.childIDs&&\"object\"==typeof o.element&&null!=o.element?v(\"141\"):void 0,o.isMounted?void 0:v(\"71\"),null==o.parentID&&(o.parentID=t),o.parentID!==t?v(\"142\",i,o.parentID,t):void 0}},onBeforeMountComponent:function(t,e,n){var r={element:e,parentID:n,text:null,childIDs:[],isMounted:!1,updateCount:0};c(t,r)},onBeforeUpdateComponent:function(t,e){var n=s(t);n&&n.isMounted&&(n.element=e)},onMountComponent:function(t){var e=s(t);e?void 0:v(\"144\"),e.isMounted=!0;var n=0===e.parentID;n&&p(t)},onUpdateComponent:function(t){var e=s(t);e&&e.isMounted&&e.updateCount++},onUnmountComponent:function(t){var e=s(t);if(e){e.isMounted=!1;var n=0===e.parentID;n&&h(t)}M.push(t)},purgeUnmountedComponents:function(){if(!k._preventPurging){for(var t=0;t<M.length;t++){var e=M[t];i(e)}M.length=0}},isMounted:function(t){var e=s(t);return!!e&&e.isMounted},getCurrentStackAddendum:function(t){var e=\"\";if(t){var n=a(t),r=t._owner;e+=o(n,t._source,r&&r.getName())}var i=g.current,u=i&&i._debugID;return e+=k.getStackAddendumByID(u)},getStackAddendumByID:function(t){for(var e=\"\";t;)e+=u(t),t=k.getParentID(t);return e},getChildIDs:function(t){var e=s(t);return e?e.childIDs:[]},getDisplayName:function(t){var e=k.getElement(t);return e?a(e):null},getElement:function(t){var e=s(t);return e?e.element:null},getOwnerID:function(t){var e=k.getElement(t);return e&&e._owner?e._owner._debugID:null},getParentID:function(t){var e=s(t);return e?e.parentID:null},getSource:function(t){var e=s(t),n=e?e.element:null,r=null!=n?n._source:null;return r},getText:function(t){var e=k.getElement(t);return\"string\"==typeof e?e:\"number\"==typeof e?\"\"+e:null},getUpdateCount:function(t){var e=s(t);return e?e.updateCount:0},getRootIDs:d,getRegisteredIDs:f};t.exports=k},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){\"use strict\";var r=!1;t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},,function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=\"function\"==typeof Symbol&&\"symbol\"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&\"function\"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?\"symbol\":typeof t},c=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),s=n(41),l=r(s),f=n(129),p=n(64),h=n(30),d=n(77),v=n(112),g=n(134),m=n(10),y=n(39),_=n(56),b=r(_),x=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceArrayVisualizer=t,t.topOffset=28,t.leftOffset=80,t.height=350,t.effectFormat=(0,h.format)(\".2\"),t.redraw=(0,y.debounce)(function(){return t.draw()},200),t}return a(e,t),c(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.onTopGroup=this.svg.append(\"g\"),this.xaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-xaxis\"),this.yaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-yaxis\"),this.hoverGroup1=this.svg.append(\"g\"),this.hoverGroup2=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.hoverLine=this.svg.append(\"line\"),this.hoverxOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hoverx=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.hoverxTitle=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"opacity\",.6).attr(\"font-size\",\"12px\"),this.hoveryOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hovery=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.xlabel=this.wrapper.select(\".additive-force-array-xlabel\"),this.ylabel=this.wrapper.select(\".additive-force-array-ylabel\");var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in b.default.colors?e=b.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=b.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,m.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)});var n=(0,h.format)(\",.4\");if(null!=this.props.ordering_keys&&null!=this.props.ordering_keys_time_format){var r=function(t){return\"object\"==(\"undefined\"==typeof t?\"undefined\":u(t))?this.formatTime(t):n(t)};this.parseTime=(0,d.timeParse)(this.props.ordering_keys_time_format),this.formatTime=(0,d.timeFormat)(this.props.ordering_keys_time_format),this.xtickFormat=r}else this.parseTime=null,this.formatTime=null,this.xtickFormat=n;this.xscale=(0,p.scaleLinear)(),this.xaxis=(0,v.axisBottom)().scale(this.xscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.xtickFormat(e)}).tickPadding(-18),this.ytickFormat=n,this.yscale=(0,p.scaleLinear)(),this.yaxis=(0,v.axisLeft)().scale(this.yscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.ytickFormat(t.invLinkFunction(e))}).tickPadding(2),this.xlabel.node().onchange=function(){return t.internalDraw()},this.ylabel.node().onchange=function(){return t.internalDraw()},this.svg.on(\"mousemove\",function(e){return t.mouseMoved(e)}),this.svg.on(\"click\",function(){return alert(\"This original index of the sample you clicked is \"+t.nearestExpIndex)}),this.svg.on(\"mouseout\",function(e){return t.mouseOut(e)}),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"mouseOut\",value:function(){this.hoverLine.attr(\"display\",\"none\"),this.hoverx.attr(\"display\",\"none\"),this.hoverxOutline.attr(\"display\",\"none\"),this.hoverxTitle.attr(\"display\",\"none\"),this.hovery.attr(\"display\",\"none\"),this.hoveryOutline.attr(\"display\",\"none\"),this.hoverGroup1.attr(\"display\",\"none\"),this.hoverGroup2.attr(\"display\",\"none\")}},{key:\"mouseMoved\",value:function(){var t=this,e=void 0,n=void 0;this.hoverLine.attr(\"display\",\"\"),this.hoverx.attr(\"display\",\"\"),this.hoverxOutline.attr(\"display\",\"\"),this.hoverxTitle.attr(\"display\",\"\"),this.hovery.attr(\"display\",\"\"),this.hoveryOutline.attr(\"display\",\"\"),this.hoverGroup1.attr(\"display\",\"\"),this.hoverGroup2.attr(\"display\",\"\");var r=(0,f.mouse)(this.svg.node())[0];if(this.props.explanations){for(e=0;e<this.currExplanations.length;++e)(!n||Math.abs(n.xmapScaled-r)>Math.abs(this.currExplanations[e].xmapScaled-r))&&(n=this.currExplanations[e]);this.nearestExpIndex=n.origInd,this.hoverLine.attr(\"x1\",n.xmapScaled).attr(\"x2\",n.xmapScaled).attr(\"y1\",0+this.topOffset).attr(\"y2\",this.height),this.hoverx.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxOutline.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxTitle.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-18).text(n.count>1?n.count+\" averaged samples\":\"\"),this.hovery.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint))),this.hoveryOutline.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint)));for(var i=[],o=void 0,a=void 0,u=this.currPosOrderedFeatures.length-1;u>=0;--u){var c=this.currPosOrderedFeatures[u],s=n.features[c];a=5+(s.posyTop+s.posyBottom)/2,(!o||a-o>=15)&&s.posyTop-s.posyBottom>=6&&(i.push(s),o=a)}var l=[];o=void 0;var p=!0,h=!1,d=void 0;try{for(var v,g=this.currNegOrderedFeatures[Symbol.iterator]();!(p=(v=g.next()).done);p=!0){var m=v.value,y=n.features[m];a=5+(y.negyTop+y.negyBottom)/2,(!o||o-a>=15)&&y.negyTop-y.negyBottom>=6&&(l.push(y),o=a)}}catch(t){h=!0,d=t}finally{try{!p&&g.return&&g.return()}finally{if(h)throw d}}var _=function(e){var r=\"\";return null!==e.value&&void 0!==e.value&&(r=\" = \"+(isNaN(e.value)?e.value:t.ytickFormat(e.value))),n.count>1?\"mean(\"+t.props.featureNames[e.ind]+\")\"+r:t.props.featureNames[e.ind]+r},b=this.hoverGroup1.selectAll(\".pos-values\").data(i);b.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(b).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),b.exit().remove();var x=this.hoverGroup2.selectAll(\".pos-values\").data(i);x.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(x).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[0]).text(_),x.exit().remove();var w=this.hoverGroup1.selectAll(\".neg-values\").data(l);w.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(w).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),w.exit().remove();var C=this.hoverGroup2.selectAll(\".neg-values\").data(l);C.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(C).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[1]).text(_),C.exit().remove()}}},{key:\"draw\",value:function(){var t=this;if(this.props.explanations&&0!==this.props.explanations.length){(0,y.each)(this.props.explanations,function(t,e){return t.origInd=e});var e={},n={},r={},i=!0,o=!1,a=void 0;try{for(var u,c=this.props.explanations[Symbol.iterator]();!(i=(u=c.next()).done);i=!0){var s=u.value;for(var l in s.features)void 0===e[l]&&(e[l]=0,n[l]=0,r[l]=0),s.features[l].effect>0?e[l]+=s.features[l].effect:n[l]-=s.features[l].effect,null!==s.features[l].value&&void 0!==s.features[l].value&&(r[l]+=1)}}catch(t){o=!0,a=t}finally{try{!i&&c.return&&c.return()}finally{if(o)throw a}}this.usedFeatures=(0,y.sortBy)((0,y.keys)(e),function(t){return-(e[t]+n[t])}),console.log(\"found \",this.usedFeatures.length,\" used features\"),this.posOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return e[t]}),this.negOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return-n[t]}),this.singleValueFeatures=(0,y.filter)(this.usedFeatures,function(t){return r[t]>0});var f=[\"sample order by similarity\",\"sample order by output value\",\"original sample ordering\"].concat(this.singleValueFeatures.map(function(e){return t.props.featureNames[e]}));null!=this.props.ordering_keys&&f.unshift(\"sample order by key\");var p=this.xlabel.selectAll(\"option\").data(f);p.enter().append(\"option\").merge(p).attr(\"value\",function(t){return t}).text(function(t){return t}),p.exit().remove();var h=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";f=(0,y.map)(this.usedFeatures,function(e){return[t.props.featureNames[e],t.props.featureNames[e]+\" effects\"]}),f.unshift([\"model output value\",h]);var d=this.ylabel.selectAll(\"option\").data(f);d.enter().append(\"option\").merge(d).attr(\"value\",function(t){return t[0]}).text(function(t){return t[1]}),d.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var t=this,e=!0,n=!1,r=void 0;try{for(var i,o=this.props.explanations[Symbol.iterator]();!(e=(i=o.next()).done);e=!0){var a=i.value,c=!0,s=!1,l=void 0;try{for(var f,h=this.usedFeatures[Symbol.iterator]();!(c=(f=h.next()).done);c=!0){var d=f.value;a.features.hasOwnProperty(d)||(a.features[d]={effect:0,value:0}),a.features[d].ind=d}}catch(t){s=!0,l=t}finally{try{!c&&h.return&&h.return()}finally{if(s)throw l}}}}catch(t){n=!0,r=t}finally{try{!e&&o.return&&o.return()}finally{if(n)throw r}}var v=void 0,m=this.xlabel.node().value,_=\"sample order by key\"===m&&null!=this.props.ordering_keys_time_format;if(_?this.xscale=(0,p.scaleTime)():this.xscale=(0,p.scaleLinear)(),this.xaxis.scale(this.xscale),\"sample order by similarity\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.simIndex}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by output value\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return-t.outValue}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"original sample ordering\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.origInd}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by key\"===m)v=this.props.explanations,_?(0,y.each)(v,function(e,n){return e.xmap=t.parseTime(t.props.ordering_keys[n])}):(0,y.each)(v,function(e,n){return e.xmap=t.props.ordering_keys[n]}),v=(0,y.sortBy)(v,function(t){return t.xmap});else{var b=function(){var e=(0,y.findKey)(t.props.featureNames,function(t){return t===m});(0,y.each)(t.props.explanations,function(t,n){return t.xmap=t.features[e].value});var n=(0,y.sortBy)(t.props.explanations,function(t){return t.xmap}),r=(0,y.map)(n,function(t){return t.xmap});if(\"string\"==typeof r[0])return alert(\"Ordering by category names is not yet supported.\"),{v:void 0};var i=(0,y.min)(r),o=(0,y.max)(r),a=(o-i)/100;v=[];for(var u=void 0,c=void 0,s=0;s<n.length;++s){var l=n[s];if(u&&!c&&l.xmap-u.xmap<=a||c&&l.xmap-c.xmap<=a){c||(c=(0,y.cloneDeep)(u),c.count=1);var f=!0,p=!1,h=void 0;try{for(var d,g=t.usedFeatures[Symbol.iterator]();!(f=(d=g.next()).done);f=!0){var _=d.value;c.features[_].effect+=l.features[_].effect,c.features[_].value+=l.features[_].value;\n",
+       "}}catch(t){p=!0,h=t}finally{try{!f&&g.return&&g.return()}finally{if(p)throw h}}c.count+=1}else if(u)if(c){var b=!0,x=!1,w=void 0;try{for(var C,M=t.usedFeatures[Symbol.iterator]();!(b=(C=M.next()).done);b=!0){var k=C.value;c.features[k].effect/=c.count,c.features[k].value/=c.count}}catch(t){x=!0,w=t}finally{try{!b&&M.return&&M.return()}finally{if(x)throw w}}v.push(c),c=void 0}else v.push(u);u=l}u.xmap-v[v.length-1].xmap>a&&v.push(u)}();if(\"object\"===(\"undefined\"==typeof b?\"undefined\":u(b)))return b.v}this.currUsedFeatures=this.usedFeatures,this.currPosOrderedFeatures=this.posOrderedFeatures,this.currNegOrderedFeatures=this.negOrderedFeatures;var x=this.ylabel.node().value;if(\"model output value\"!==x){var w=v;v=(0,y.cloneDeep)(v);for(var C=(0,y.findKey)(this.props.featureNames,function(t){return t===x}),M=0;M<v.length;++M){var k=v[M].features[C];v[M].features={},v[M].features[C]=k,w[M].remapped_version=v[M]}this.currUsedFeatures=[C],this.currPosOrderedFeatures=[C],this.currNegOrderedFeatures=[C]}this.currExplanations=v,\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link),this.predValues=(0,y.map)(v,function(t){return(0,y.sum)((0,y.map)(t.features,function(t){return t.effect}))});var E=this.wrapper.node().offsetWidth;if(0==E)return setTimeout(function(){return t.draw(v)},500);this.svg.style(\"height\",this.height+\"px\"),this.svg.style(\"width\",E+\"px\");var T=(0,y.map)(v,function(t){return t.xmap});this.xscale.domain([(0,y.min)(T),(0,y.max)(T)]).range([this.leftOffset,E]).clamp(!0),this.xaxisElement.attr(\"transform\",\"translate(0,\"+this.topOffset+\")\").call(this.xaxis);for(var S=0;S<this.currExplanations.length;++S)this.currExplanations[S].xmapScaled=this.xscale(this.currExplanations[S].xmap);for(var P=v.length,N=0,A=0;A<P;++A){var O=v[A].features,I=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect>0}),function(t){return t.effect}))||0,D=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect<0}),function(t){return-t.effect}))||0;N=Math.max(N,2.2*Math.max(I,D))}this.yscale.domain([-N/2,N/2]).range([this.height-10,this.topOffset]),this.yaxisElement.attr(\"transform\",\"translate(\"+this.leftOffset+\",0)\").call(this.yaxis);for(var R=0;R<P;++R){var L=v[R].features,U=(0,y.sum)((0,y.map)((0,y.filter)(L,function(t){return t.effect<0}),function(t){return-t.effect}))||0,F=-U,j=void 0,B=!0,W=!1,V=void 0;try{for(var z,H=this.currPosOrderedFeatures[Symbol.iterator]();!(B=(z=H.next()).done);B=!0)j=z.value,L[j].posyTop=this.yscale(F),L[j].effect>0&&(F+=L[j].effect),L[j].posyBottom=this.yscale(F),L[j].ind=j}catch(t){W=!0,V=t}finally{try{!B&&H.return&&H.return()}finally{if(W)throw V}}var q=F,Y=!0,K=!1,G=void 0;try{for(var $,X=this.currNegOrderedFeatures[Symbol.iterator]();!(Y=($=X.next()).done);Y=!0)j=$.value,L[j].negyTop=this.yscale(F),L[j].effect<0&&(F-=L[j].effect),L[j].negyBottom=this.yscale(F)}catch(t){K=!0,G=t}finally{try{!Y&&X.return&&X.return()}finally{if(K)throw G}}v[R].joinPoint=q,v[R].joinPointy=this.yscale(q)}var Z=(0,g.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),Q=this.mainGroup.selectAll(\".force-bar-array-area-pos\").data(this.currUsedFeatures);Q.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-pos\").merge(Q).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[0]),Q.exit().remove();var J=this.mainGroup.selectAll(\".force-bar-array-area-neg\").data(this.currUsedFeatures);J.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-neg\").merge(J).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[1]),J.exit().remove();var tt=this.mainGroup.selectAll(\".force-bar-array-divider-pos\").data(this.currUsedFeatures);tt.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-pos\").merge(tt).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[0].brighter(1.2)}),tt.exit().remove();var et=this.mainGroup.selectAll(\".force-bar-array-divider-neg\").data(this.currUsedFeatures);et.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-neg\").merge(et).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[1].brighter(1.5)}),et.exit().remove();for(var nt=function(t,e,n,r,i){var o=void 0,a=void 0;\"pos\"===i?(o=t[n].features[e].posyBottom,a=t[n].features[e].posyTop):(o=t[n].features[e].negyBottom,a=t[n].features[e].negyTop);for(var u=void 0,c=void 0,s=n+1;s<=r;++s)\"pos\"===i?(u=t[s].features[e].posyBottom,c=t[s].features[e].posyTop):(u=t[s].features[e].negyBottom,c=t[s].features[e].negyTop),u>o&&(o=u),c<a&&(a=c);return{top:o,bottom:a}},rt=100,it=20,ot=100,at=[],ut=[\"pos\",\"neg\"],ct=0;ct<ut.length;ct++){var st=ut[ct],lt=!0,ft=!1,pt=void 0;try{for(var ht,dt=this.currUsedFeatures[Symbol.iterator]();!(lt=(ht=dt.next()).done);lt=!0)for(var vt=ht.value,gt=0,mt=0,yt=0,_t={top:0,bottom:0},bt=void 0;mt<P-1;){for(;yt<rt&&mt<P-1;)++mt,yt=v[mt].xmapScaled-v[gt].xmapScaled;for(_t=nt(v,vt,gt,mt,st);_t.bottom-_t.top<it&&gt<mt;)++gt,_t=nt(v,vt,gt,mt,st);if(yt=v[mt].xmapScaled-v[gt].xmapScaled,_t.bottom-_t.top>=it&&yt>=rt){for(;mt<P-1;){if(++mt,bt=nt(v,vt,gt,mt,st),!(bt.bottom-bt.top>it)){--mt;break}_t=bt}yt=v[mt].xmapScaled-v[gt].xmapScaled,at.push([(v[mt].xmapScaled+v[gt].xmapScaled)/2,(_t.top+_t.bottom)/2,this.props.featureNames[vt]]);var xt=v[mt].xmapScaled;for(gt=mt;xt+ot>v[gt].xmapScaled&&gt<P-1;)++gt;mt=gt}}}catch(t){ft=!0,pt=t}finally{try{!lt&&dt.return&&dt.return()}finally{if(ft)throw pt}}}var wt=this.onTopGroup.selectAll(\".force-bar-array-flabels\").data(at);wt.enter().append(\"text\").attr(\"class\",\"force-bar-array-flabels\").merge(wt).attr(\"x\",function(t){return t[0]}).attr(\"y\",function(t){return t[1]+4}).text(function(t){return t[2]}),wt.exit().remove()}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return l.default.createElement(\"div\",{ref:function(e){return t.wrapper=(0,f.select)(e)},style:{textAlign:\"center\"}},l.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-array-wrapper {\\n            text-align: center;\\n          }\\n          .force-bar-array-xaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-xaxis .domain {\\n            opacity: 0;\\n          }\\n          .force-bar-array-xaxis paths {\\n            display: none;\\n          }\\n          .force-bar-array-yaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-yaxis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\\n          .force-bar-array-flabels {\\n            font-size: 12px;\\n            fill: #fff;\\n            text-anchor: middle;\\n          }\\n          .additive-force-array-xlabel {\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            margin-left: 80px;\\n            max-width: 300px;\\n          }\\n          .additive-force-array-xlabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-ylabel {\\n            position: relative;\\n            top: 0px;\\n            left: 0px;\\n            transform: rotate(-90deg);\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            max-width: 150px;\\n          }\\n          .additive-force-array-ylabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-hoverLine {\\n            stroke-width: 1px;\\n            stroke: #fff;\\n            opacity: 1;\\n          }\"}}),l.default.createElement(\"select\",{className:\"additive-force-array-xlabel\"}),l.default.createElement(\"div\",{style:{height:\"0px\",textAlign:\"left\"}},l.default.createElement(\"select\",{className:\"additive-force-array-ylabel\"})),l.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,f.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}}))}}]),e}(l.default.Component);x.defaultProps={plot_cmap:\"RdBu\",ordering_keys:null,ordering_keys_time_format:null},e.default=x},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(129),f=n(64),p=n(30),h=n(112),d=n(134),v=n(10),g=n(39),m=n(56),y=r(m),b=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceVisualizer=t,t.effectFormat=(0,p.format)(\".2\"),t.redraw=(0,g.debounce)(function(){return t.draw()},200),t}return a(e,t),u(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.axisElement=this.mainGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-axis\"),this.onTopGroup=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.joinPointLine=this.svg.append(\"line\"),this.joinPointLabelOutline=this.svg.append(\"text\"),this.joinPointLabel=this.svg.append(\"text\"),this.joinPointTitleLeft=this.svg.append(\"text\"),this.joinPointTitleLeftArrow=this.svg.append(\"text\"),this.joinPointTitle=this.svg.append(\"text\"),this.joinPointTitleRightArrow=this.svg.append(\"text\"),this.joinPointTitleRight=this.svg.append(\"text\"),this.hoverLabelBacking=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),this.hoverLabel=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"fill\",\"#0f0\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)});var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in y.default.colors?e=y.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=y.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,v.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)}),this.colors.map(function(e,n){var r=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-grad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");r.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.6),r.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0);var i=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-backgrad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");i.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.5),i.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0)}),this.tickFormat=(0,p.format)(\",.4\"),this.scaleCentered=(0,f.scaleLinear)(),this.axis=(0,h.axisBottom)().scale(this.scaleCentered).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.tickFormat(t.invLinkFunction(e))}).tickPadding(-18),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"draw\",value:function(){var t=this;(0,g.each)(this.props.featureNames,function(e,n){t.props.features[n]&&(t.props.features[n].name=e)}),\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link);var e=this.svg.node().parentNode.offsetWidth;if(0==e)return setTimeout(function(){return t.draw(t.props)},500);this.svg.style(\"height\",\"150px\"),this.svg.style(\"width\",e+\"px\");var n=50,r=(0,g.sortBy)(this.props.features,function(t){return-1/(t.effect+1e-10)}),i=(0,g.sum)((0,g.map)(r,function(t){return Math.abs(t.effect)})),o=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect>0}),function(t){return t.effect}))||0,a=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect<0}),function(t){return-t.effect}))||0;this.domainSize=3*Math.max(o,a);var u=(0,f.scaleLinear)().domain([0,this.domainSize]).range([0,e]),c=e/2-u(a);this.scaleCentered.domain([-this.domainSize/2,this.domainSize/2]).range([0,e]).clamp(!0),this.axisElement.attr(\"transform\",\"translate(0,\"+n+\")\").call(this.axis);var s=0,l=void 0,h=void 0,v=void 0;for(l=0;l<r.length;++l)r[l].x=s,r[l].effect<0&&void 0===h&&(h=s,v=l),s+=Math.abs(r[l].effect);void 0===h&&(h=s,v=l);var m=(0,d.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),y=function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name};r=this.props.hideBars?[]:r;var b=this.mainGroup.selectAll(\".force-bar-blocks\").data(r);b.enter().append(\"path\").attr(\"class\",\"force-bar-blocks\").merge(b).attr(\"d\",function(t,e){var r=u(t.x)+c,i=u(Math.abs(t.effect)),o=t.effect<0?-4:4,a=o;return e===v&&(o=0),e===v-1&&(a=0),m([[r,6+n],[r+i,6+n],[r+i+a,14.5+n],[r+i,23+n],[r,23+n],[r+o,14.5+n]])}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).on(\"mouseover\",function(e){if(u(Math.abs(e.effect))<u(i)/50||u(Math.abs(e.effect))<10){var r=u(e.x)+c,o=u(Math.abs(e.effect));t.hoverLabel.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).attr(\"fill\",e.effect>0?t.colors[0]:t.colors[1]).text(y(e)),t.hoverLabelBacking.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).text(y(e))}}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),b.exit().remove();var x=_.filter(r,function(t){return u(Math.abs(t.effect))>u(i)/50&&u(Math.abs(t.effect))>10}),w=this.onTopGroup.selectAll(\".force-bar-labels\").data(x);if(w.exit().remove(),w=w.enter().append(\"text\").attr(\"class\",\"force-bar-labels\").attr(\"font-size\",\"12px\").attr(\"y\",48+n).merge(w).text(function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).attr(\"stroke\",function(t){return t.textWidth=Math.max(this.getComputedTextLength(),u(Math.abs(t.effect))-10),t.innerTextWidth=this.getComputedTextLength(),\"none\"}),this.filteredData=x,r.length>0){s=h+u.invert(5);for(var C=v;C<r.length;++C)r[C].textx=s,s+=u.invert(r[C].textWidth+10);s=h-u.invert(5);for(var M=v-1;M>=0;--M)r[M].textx=s,s-=u.invert(r[M].textWidth+10)}w.attr(\"x\",function(t){return u(t.textx)+c+(t.effect>0?-t.textWidth/2:t.textWidth/2)}).attr(\"text-anchor\",\"middle\"),x=(0,g.filter)(x,function(n){return u(n.textx)+c>t.props.labelMargin&&u(n.textx)+c<e-t.props.labelMargin}),this.filteredData2=x;var k=x.slice(),E=(0,g.findIndex)(r,x[0])-1;E>=0&&k.unshift(r[E]);var T=this.mainGroup.selectAll(\".force-bar-labelBacking\").data(x);T.enter().append(\"path\").attr(\"class\",\"force-bar-labelBacking\").attr(\"stroke\",\"none\").attr(\"opacity\",.2).merge(T).attr(\"d\",function(t){return m([[u(t.x)+u(Math.abs(t.effect))+c,23+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,33+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,33+n],[u(t.x)+c,23+n]])}).attr(\"fill\",function(t){return\"url(#linear-backgrad-\"+(t.effect>0?0:1)+\")\"}),T.exit().remove();var S=this.mainGroup.selectAll(\".force-bar-labelDividers\").data(x.slice(0,-1));S.enter().append(\"rect\").attr(\"class\",\"force-bar-labelDividers\").attr(\"height\",\"21px\").attr(\"width\",\"1px\").attr(\"y\",33+n).merge(S).attr(\"x\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+4.5}).attr(\"fill\",function(t){return\"url(#linear-grad-\"+(t.effect>0?0:1)+\")\"}),S.exit().remove();var P=this.mainGroup.selectAll(\".force-bar-labelLinks\").data(x.slice(0,-1));P.enter().append(\"line\").attr(\"class\",\"force-bar-labelLinks\").attr(\"y1\",23+n).attr(\"y2\",33+n).attr(\"stroke-opacity\",.5).attr(\"stroke-width\",1).merge(P).attr(\"x1\",function(t){return u(t.x)+u(Math.abs(t.effect))+c}).attr(\"x2\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5}).attr(\"stroke\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}),P.exit().remove();var N=this.mainGroup.selectAll(\".force-bar-blockDividers\").data(r.slice(0,-1));N.enter().append(\"path\").attr(\"class\",\"force-bar-blockDividers\").attr(\"stroke-width\",2).attr(\"fill\",\"none\").merge(N).attr(\"d\",function(t){var e=u(t.x)+u(Math.abs(t.effect))+c;return m([[e,6+n],[e+(t.effect<0?-4:4),14.5+n],[e,23+n]])}).attr(\"stroke\",function(e,n){return v===n+1||Math.abs(e.effect)<1e-8?\"#rgba(0,0,0,0)\":e.effect>0?t.brighterColors[0]:t.brighterColors[1]}),N.exit().remove(),this.joinPointLine.attr(\"x1\",u(h)+c).attr(\"x2\",u(h)+c).attr(\"y1\",0+n).attr(\"y2\",6+n).attr(\"stroke\",\"#F2F2F2\").attr(\"stroke-width\",1).attr(\"opacity\",1),this.joinPointLabelOutline.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"color\",\"#fff\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",6).text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),console.log(\"joinPoint\",h,c,n,a),this.joinPointLabel.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),this.joinPointTitle.attr(\"x\",u(h)+c).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(this.props.outNames[0]).attr(\"opacity\",.5),this.props.hideBars||(this.joinPointTitleLeft.attr(\"x\",u(h)+c-16).attr(\"y\",-38+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"higher\").attr(\"opacity\",1),this.joinPointTitleRight.attr(\"x\",u(h)+c+16).attr(\"y\",-38+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"lower\").attr(\"opacity\",1),this.joinPointTitleLeftArrow.attr(\"x\",u(h)+c+7).attr(\"y\",-42+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"→\").attr(\"opacity\",1),this.joinPointTitleRightArrow.attr(\"x\",u(h)+c-7).attr(\"y\",-36+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"←\").attr(\"opacity\",1)),this.props.hideBaseValueLabel||this.baseValueTitle.attr(\"x\",this.scaleCentered(0)).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(\"base value\").attr(\"opacity\",.5)}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return s.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,l.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}},s.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-axis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-axis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\"}}))}}]),e}(s.default.Component);b.defaultProps={plot_cmap:\"RdBu\"},e.default=b},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(64),f=n(30),p=n(39),h=n(56),d=r(h),v=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return t.width=100,window.lastSimpleListInstance=t,t.effectFormat=(0,f.format)(\".2\"),t}return a(e,t),u(e,[{key:\"render\",value:function(){var t=this,e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in d.default.colors?e=d.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=d.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),console.log(this.props.features,this.props.features),this.scale=(0,l.scaleLinear)().domain([0,(0,p.max)((0,p.map)(this.props.features,function(t){return Math.abs(t.effect)}))]).range([0,this.width]);var n=(0,p.reverse)((0,p.sortBy)(Object.keys(this.props.features),function(e){return Math.abs(t.props.features[e].effect)})),r=n.map(function(n){var r=t.props.features[n],i=t.props.featureNames[n],o={width:t.scale(Math.abs(r.effect)),height:\"20px\",background:r.effect<0?e[0]:e[1],display:\"inline-block\"},a=void 0,u=void 0,c={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginRight:\"5px\",textAlign:\"right\"},l={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginLeft:\"5px\"};return r.effect<0?(u=s.default.createElement(\"span\",{style:l},i),c.width=40+t.width-t.scale(Math.abs(r.effect)),c.textAlign=\"right\",c.color=\"#999\",c.fontSize=\"13px\",a=s.default.createElement(\"span\",{style:c},t.effectFormat(r.effect))):(c.textAlign=\"right\",a=s.default.createElement(\"span\",{style:c},i),l.width=40,l.textAlign=\"left\",l.color=\"#999\",l.fontSize=\"13px\",u=s.default.createElement(\"span\",{style:l},t.effectFormat(r.effect))),s.default.createElement(\"div\",{key:n,style:{marginTop:\"2px\"}},a,s.default.createElement(\"div\",{style:o}),u)});return s.default.createElement(\"span\",null,r)}}]),e}(s.default.Component);v.defaultProps={plot_cmap:\"RdBu\"},e.default=v},function(t,e,n){\"use strict\";t.exports=n(345)},function(t,e,n){var r=(n(0),n(398)),i=!1;t.exports=function(t){t=t||{};var e=t.shouldRejectClick||r;i=!0,n(22).injection.injectEventPluginsByName({TapEventPlugin:n(396)(e)})}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(102),n(184),n(105),n(187),n(109),n(108)},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(29)},function(t,e,n){\"use strict\";n(18),n(29),n(57)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(18)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(18),n(29),n(57)},function(t,e,n){\"use strict\";n(104)},function(t,e,n){\"use strict\";n(110)},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t,e,n){var r=t(n);return\"translate(\"+(isFinite(r)?r:e(n))+\",0)\"}function i(t,e,n){var r=t(n);return\"translate(0,\"+(isFinite(r)?r:e(n))+\")\"}function o(t){var e=t.bandwidth()/2;return t.round()&&(e=Math.round(e)),function(n){return t(n)+e}}function a(){return!this.__axis}function u(t,e){function n(n){var p,b=null==c?e.ticks?e.ticks.apply(e,u):e.domain():c,x=null==s?e.tickFormat?e.tickFormat.apply(e,u):h.a:s,w=Math.max(l,0)+_,C=t===d||t===g?r:i,M=e.range(),k=M[0]+.5,E=M[M.length-1]+.5,T=(e.bandwidth?o:h.a)(e.copy()),S=n.selection?n.selection():n,P=S.selectAll(\".domain\").data([null]),N=S.selectAll(\".tick\").data(b,e).order(),A=N.exit(),O=N.enter().append(\"g\").attr(\"class\",\"tick\"),I=N.select(\"line\"),D=N.select(\"text\"),R=t===d||t===m?-1:1,L=t===m||t===v?(p=\"x\",\"y\"):(p=\"y\",\"x\");P=P.merge(P.enter().insert(\"path\",\".tick\").attr(\"class\",\"domain\").attr(\"stroke\",\"#000\")),N=N.merge(O),I=I.merge(O.append(\"line\").attr(\"stroke\",\"#000\").attr(p+\"2\",R*l).attr(L+\"1\",.5).attr(L+\"2\",.5)),D=D.merge(O.append(\"text\").attr(\"fill\",\"#000\").attr(p,R*w).attr(L,.5).attr(\"dy\",t===d?\"0em\":t===g?\"0.71em\":\"0.32em\")),n!==S&&(P=P.transition(n),N=N.transition(n),I=I.transition(n),D=D.transition(n),A=A.transition(n).attr(\"opacity\",y).attr(\"transform\",function(t){return C(T,this.parentNode.__axis||T,t)}),O.attr(\"opacity\",y).attr(\"transform\",function(t){return C(this.parentNode.__axis||T,T,t)})),A.remove(),P.attr(\"d\",t===m||t==v?\"M\"+R*f+\",\"+k+\"H0.5V\"+E+\"H\"+R*f:\"M\"+k+\",\"+R*f+\"V0.5H\"+E+\"V\"+R*f),N.attr(\"opacity\",1).attr(\"transform\",function(t){return C(T,T,t)}),I.attr(p+\"2\",R*l),D.attr(p,R*w).text(x),S.filter(a).attr(\"fill\",\"none\").attr(\"font-size\",10).attr(\"font-family\",\"sans-serif\").attr(\"text-anchor\",t===v?\"start\":t===m?\"end\":\"middle\"),S.each(function(){this.__axis=T})}var u=[],c=null,s=null,l=6,f=6,_=3;return n.scale=function(t){return arguments.length?(e=t,n):e},n.ticks=function(){return u=p.a.call(arguments),n},n.tickArguments=function(t){return arguments.length?(u=null==t?[]:p.a.call(t),n):u.slice()},n.tickValues=function(t){return arguments.length?(c=null==t?null:p.a.call(t),n):c&&c.slice()},n.tickFormat=function(t){return arguments.length?(s=t,n):s},n.tickSize=function(t){return arguments.length?(l=f=+t,n):l},n.tickSizeInner=function(t){return arguments.length?(l=+t,n):l},n.tickSizeOuter=function(t){return arguments.length?(f=+t,n):f},n.tickPadding=function(t){return arguments.length?(_=+t,n):_},n}function c(t){return u(d,t)}function s(t){return u(v,t)}function l(t){return u(g,t)}function f(t){return u(m,t)}var p=n(200),h=n(202);e.a=c,e.b=s,e.c=l,e.d=f;var d=1,v=2,g=3,m=4,y=1e-6},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=(n(206),n(207),n(58));n.d(e,\"a\",function(){return r.a});n(205),n(208),n(204)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(58)},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t){n.add(t)});else if(t){var i=-1,o=t.length;if(null==e)for(;++i<o;)n.add(t[i]);else for(;++i<o;)n.add(e(t[i],i,t))}return n}var o=n(58),a=o.a.prototype;r.prototype=i.prototype={constructor:r,has:a.has,add:function(t){return t+=\"\",this[o.b+t]=t,this},remove:a.remove,clear:a.clear,values:a.keys,size:a.size,empty:a.empty,each:a.each}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.h,t.s,t.l,t.opacity);t instanceof u.d||(t=n.i(u.e)(t));var e=t.r/255,r=t.g/255,i=t.b/255,a=(g*i+d*e-v*r)/(g+d-v),s=i-a,l=(h*(r-a)-f*s)/p,m=Math.sqrt(l*l+s*s)/(h*a*(1-a)),y=m?Math.atan2(l,s)*c.a-120:NaN;return new o(y<0?y+360:y,m,a,t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}var a=n(60),u=n(59),c=n(113);e.a=i;var s=-.14861,l=1.78277,f=-.29227,p=-.90649,h=1.97294,d=h*p,v=h*l,g=l*f-p*s;n.i(a.a)(o,i,n.i(a.b)(u.f,{brighter:function(t){return t=null==t?u.g:Math.pow(u.g,t),new o(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?u.h:Math.pow(u.h,t),new o(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=isNaN(this.h)?0:(this.h+120)*c.b,e=+this.l,n=isNaN(this.s)?0:this.s*e*(1-e),r=Math.cos(t),i=Math.sin(t);return new u.d(255*(e+n*(s*r+l*i)),255*(e+n*(f*r+p*i)),255*(e+n*(h*r)),this.opacity)}}))},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.l,t.a,t.b,t.opacity);if(t instanceof p){var e=t.h*v.b;return new o(t.l,Math.cos(e)*t.c,Math.sin(e)*t.c,t.opacity)}t instanceof d.d||(t=n.i(d.e)(t));var r=s(t.r),i=s(t.g),u=s(t.b),c=a((.4124564*r+.3575761*i+.1804375*u)/m),l=a((.2126729*r+.7151522*i+.072175*u)/y),f=a((.0193339*r+.119192*i+.9503041*u)/_);return new o(116*l-16,500*(c-l),200*(l-f),t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.l=+t,this.a=+e,this.b=+n,this.opacity=+r}function a(t){return t>C?Math.pow(t,1/3):t/w+b}function u(t){return t>x?t*t*t:w*(t-b)}function c(t){return 255*(t<=.0031308?12.92*t:1.055*Math.pow(t,1/2.4)-.055)}function s(t){return(t/=255)<=.04045?t/12.92:Math.pow((t+.055)/1.055,2.4)}function l(t){if(t instanceof p)return new p(t.h,t.c,t.l,t.opacity);t instanceof o||(t=r(t));var e=Math.atan2(t.b,t.a)*v.a;return new p(e<0?e+360:e,Math.sqrt(t.a*t.a+t.b*t.b),t.l,t.opacity)}function f(t,e,n,r){return 1===arguments.length?l(t):new p(t,e,n,null==r?1:r)}function p(t,e,n,r){this.h=+t,this.c=+e,this.l=+n,this.opacity=+r}var h=n(60),d=n(59),v=n(113);e.a=i,e.b=f;var g=18,m=.95047,y=1,_=1.08883,b=4/29,x=6/29,w=3*x*x,C=x*x*x;n.i(h.a)(o,i,n.i(h.b)(d.f,{brighter:function(t){return new o(this.l+g*(null==t?1:t),this.a,this.b,this.opacity)},darker:function(t){return new o(this.l-g*(null==t?1:t),this.a,this.b,this.opacity)},rgb:function(){var t=(this.l+16)/116,e=isNaN(this.a)?t:t+this.a/500,n=isNaN(this.b)?t:t-this.b/200;return t=y*u(t),e=m*u(e),n=_*u(n),new d.d(c(3.2404542*e-1.5371385*t-.4985314*n),c(-.969266*e+1.8760108*t+.041556*n),c(.0556434*e-.2040259*t+1.0572252*n),this.opacity)}})),n.i(h.a)(p,f,n.i(h.b)(d.f,{brighter:function(t){return new p(this.h,this.c,this.l+g*(null==t?1:t),this.opacity)},darker:function(t){return new p(this.h,this.c,this.l-g*(null==t?1:t),this.opacity)},rgb:function(){return r(this).rgb()}}))},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.formatPrefix,o}var i=n(117);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){\n",
+       "return u}),e.a=r;var o,a,u;r({decimal:\".\",thousands:\",\",grouping:[3],currency:[\"$\",\"\"]})},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.toPrecision(e);t:for(var n,r=t.length,i=1,o=-1;i<r;++i)switch(t[i]){case\".\":o=n=i;break;case\"0\":0===o&&(o=i),n=i;break;case\"e\":break t;default:o>0&&(o=0)}return o>0?t.slice(0,o)+t.slice(n+1):t}},function(t,e,n){\"use strict\";e.a=function(t,e){return function(n,r){for(var i=n.length,o=[],a=0,u=t[0],c=0;i>0&&u>0&&(c+u+1>r&&(u=Math.max(1,r-c)),o.push(n.substring(i-=u,i+u)),!((c+=u+1)>r));)u=t[a=(a+1)%t.length];return o.reverse().join(e)}}},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t,e){var i=n.i(r.a)(t,e);if(!i)return t+\"\";var o=i[0],a=i[1];return a<0?\"0.\"+new Array(-a).join(\"0\")+o:o.length>a+1?o.slice(0,a+1)+\".\"+o.slice(a+1):o+new Array(a-o.length+2).join(\"0\")}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t){return Math.max(0,-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return Math.max(0,3*Math.max(-8,Math.min(8,Math.floor(n.i(r.a)(e)/3)))-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return t=Math.abs(t),e=Math.abs(e)-t,Math.max(0,n.i(r.a)(e)-n.i(r.a)(t))+1}},function(t,e,n){\"use strict\";function r(t){return function e(r){function a(e,a){var u=t((e=n.i(i.cubehelix)(e)).h,(a=n.i(i.cubehelix)(a)).h),c=n.i(o.a)(e.s,a.s),s=n.i(o.a)(e.l,a.l),l=n.i(o.a)(e.opacity,a.opacity);return function(t){return e.h=u(t),e.s=c(t),e.l=s(Math.pow(t,r)),e.opacity=l(t),e+\"\"}}return r=+r,a.gamma=e,a}(1)}var i=n(10),o=n(32);n.d(e,\"a\",function(){return a});var a=(r(o.b),r(o.a))},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hcl)(e)).h,(r=n.i(i.hcl)(r)).h),u=n.i(o.a)(e.c,r.c),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.c=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hsl)(e)).h,(r=n.i(i.hsl)(r)).h),u=n.i(o.a)(e.s,r.s),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.s=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";n(10),n(32)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return Math.round(t+e*n)}}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i});var r=180/Math.PI,i={translateX:0,translateY:0,rotate:0,skewX:0,scaleX:1,scaleY:1};e.b=function(t,e,n,i,o,a){var u,c,s;return(u=Math.sqrt(t*t+e*e))&&(t/=u,e/=u),(s=t*n+e*i)&&(n-=t*s,i-=e*s),(c=Math.sqrt(n*n+i*i))&&(n/=c,i/=c,s/=c),t*i<e*n&&(t=-t,e=-e,s=-s,u=-u),{translateX:o,translateY:a,rotate:Math.atan2(e,t)*r,skewX:Math.atan(s)*r,scaleX:u,scaleY:c}}},function(t,e,n){\"use strict\";function r(t,e,r,o){function a(t){return t.length?t.pop()+\" \":\"\"}function u(t,o,a,u,c,s){if(t!==a||o!==u){var l=c.push(\"translate(\",null,e,null,r);s.push({i:l-4,x:n.i(i.a)(t,a)},{i:l-2,x:n.i(i.a)(o,u)})}else(a||u)&&c.push(\"translate(\"+a+e+u+r)}function c(t,e,r,u){t!==e?(t-e>180?e+=360:e-t>180&&(t+=360),u.push({i:r.push(a(r)+\"rotate(\",null,o)-2,x:n.i(i.a)(t,e)})):e&&r.push(a(r)+\"rotate(\"+e+o)}function s(t,e,r,u){t!==e?u.push({i:r.push(a(r)+\"skewX(\",null,o)-2,x:n.i(i.a)(t,e)}):e&&r.push(a(r)+\"skewX(\"+e+o)}function l(t,e,r,o,u,c){if(t!==r||e!==o){var s=u.push(a(u)+\"scale(\",null,\",\",null,\")\");c.push({i:s-4,x:n.i(i.a)(t,r)},{i:s-2,x:n.i(i.a)(e,o)})}else 1===r&&1===o||u.push(a(u)+\"scale(\"+r+\",\"+o+\")\")}return function(e,n){var r=[],i=[];return e=t(e),n=t(n),u(e.translateX,e.translateY,n.translateX,n.translateY,r,i),c(e.rotate,n.rotate,r,i),s(e.skewX,n.skewX,r,i),l(e.scaleX,e.scaleY,n.scaleX,n.scaleY,r,i),e=n=null,function(t){for(var e,n=-1,o=i.length;++n<o;)r[(e=i[n]).i]=e.x(t);return r.join(\"\")}}}var i=n(43),o=n(226);r(o.a,\"px, \",\"px)\",\"deg)\"),r(o.b,\", \",\")\",\")\")},function(t,e,n){\"use strict\";function r(t){return\"none\"===t?o.a:(a||(a=document.createElement(\"DIV\"),u=document.documentElement,c=document.defaultView),a.style.transform=t,t=c.getComputedStyle(u.appendChild(a),null).getPropertyValue(\"transform\"),u.removeChild(a),t=t.slice(7,-1).split(\",\"),n.i(o.b)(+t[0],+t[1],+t[2],+t[3],+t[4],+t[5]))}function i(t){return null==t?o.a:(s||(s=document.createElementNS(\"http://www.w3.org/2000/svg\",\"g\")),s.setAttribute(\"transform\",t),(t=s.transform.baseVal.consolidate())?(t=t.matrix,n.i(o.b)(t.a,t.b,t.c,t.d,t.e,t.f)):o.a)}var o=n(224);e.a=r,e.b=i;var a,u,c,s},function(t,e,n){\"use strict\";Math.SQRT2},function(t,e,n){\"use strict\";function r(){this._x0=this._y0=this._x1=this._y1=null,this._=\"\"}function i(){return new r}var o=Math.PI,a=2*o,u=1e-6,c=a-u;r.prototype=i.prototype={constructor:r,moveTo:function(t,e){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)},closePath:function(){null!==this._x1&&(this._x1=this._x0,this._y1=this._y0,this._+=\"Z\")},lineTo:function(t,e){this._+=\"L\"+(this._x1=+t)+\",\"+(this._y1=+e)},quadraticCurveTo:function(t,e,n,r){this._+=\"Q\"+ +t+\",\"+ +e+\",\"+(this._x1=+n)+\",\"+(this._y1=+r)},bezierCurveTo:function(t,e,n,r,i,o){this._+=\"C\"+ +t+\",\"+ +e+\",\"+ +n+\",\"+ +r+\",\"+(this._x1=+i)+\",\"+(this._y1=+o)},arcTo:function(t,e,n,r,i){t=+t,e=+e,n=+n,r=+r,i=+i;var a=this._x1,c=this._y1,s=n-t,l=r-e,f=a-t,p=c-e,h=f*f+p*p;if(i<0)throw new Error(\"negative radius: \"+i);if(null===this._x1)this._+=\"M\"+(this._x1=t)+\",\"+(this._y1=e);else if(h>u)if(Math.abs(p*s-l*f)>u&&i){var d=n-a,v=r-c,g=s*s+l*l,m=d*d+v*v,y=Math.sqrt(g),_=Math.sqrt(h),b=i*Math.tan((o-Math.acos((g+h-m)/(2*y*_)))/2),x=b/_,w=b/y;Math.abs(x-1)>u&&(this._+=\"L\"+(t+x*f)+\",\"+(e+x*p)),this._+=\"A\"+i+\",\"+i+\",0,0,\"+ +(p*d>f*v)+\",\"+(this._x1=t+w*s)+\",\"+(this._y1=e+w*l)}else this._+=\"L\"+(this._x1=t)+\",\"+(this._y1=e);else;},arc:function(t,e,n,r,i,s){t=+t,e=+e,n=+n;var l=n*Math.cos(r),f=n*Math.sin(r),p=t+l,h=e+f,d=1^s,v=s?r-i:i-r;if(n<0)throw new Error(\"negative radius: \"+n);null===this._x1?this._+=\"M\"+p+\",\"+h:(Math.abs(this._x1-p)>u||Math.abs(this._y1-h)>u)&&(this._+=\"L\"+p+\",\"+h),n&&(v>c?this._+=\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(t-l)+\",\"+(e-f)+\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(this._x1=p)+\",\"+(this._y1=h):(v<0&&(v=v%a+a),this._+=\"A\"+n+\",\"+n+\",0,\"+ +(v>=o)+\",\"+d+\",\"+(this._x1=t+n*Math.cos(i))+\",\"+(this._y1=e+n*Math.sin(i))))},rect:function(t,e,n,r){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)+\"h\"+ +n+\"v\"+ +r+\"h\"+-n+\"Z\"},toString:function(){return this._}},e.a=i},function(t,e,n){\"use strict\";function r(){function t(){var t=c().length,r=l[1]<l[0],o=l[r-0],u=l[1-r];e=(u-o)/Math.max(1,t-p+2*h),f&&(e=Math.floor(e)),o+=(u-o-e*(t-p))*d,i=e*(1-p),f&&(o=Math.round(o),i=Math.round(i));var v=n.i(a.g)(t).map(function(t){return o+e*t});return s(r?v.reverse():v)}var e,i,o=n.i(u.a)().unknown(void 0),c=o.domain,s=o.range,l=[0,1],f=!1,p=0,h=0,d=.5;return delete o.unknown,o.domain=function(e){return arguments.length?(c(e),t()):c()},o.range=function(e){return arguments.length?(l=[+e[0],+e[1]],t()):l.slice()},o.rangeRound=function(e){return l=[+e[0],+e[1]],f=!0,t()},o.bandwidth=function(){return i},o.step=function(){return e},o.round=function(e){return arguments.length?(f=!!e,t()):f},o.padding=function(e){return arguments.length?(p=h=Math.max(0,Math.min(1,e)),t()):p},o.paddingInner=function(e){return arguments.length?(p=Math.max(0,Math.min(1,e)),t()):p},o.paddingOuter=function(e){return arguments.length?(h=Math.max(0,Math.min(1,e)),t()):h},o.align=function(e){return arguments.length?(d=Math.max(0,Math.min(1,e)),t()):d},o.copy=function(){return r().domain(c()).range(l).round(f).paddingInner(p).paddingOuter(h).align(d)},t()}function i(t){var e=t.copy;return t.padding=t.paddingOuter,delete t.paddingInner,delete t.paddingOuter,t.copy=function(){return i(e())},t}function o(){return i(r().paddingInner(1))}var a=n(12),u=n(127);e.a=r,e.b=o},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4ff7f0e2ca02cd627289467bd8c564be377c27f7f7fbcbd2217becf\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4aec7e8ff7f0effbb782ca02c98df8ad62728ff98969467bdc5b0d58c564bc49c94e377c2f7b6d27f7f7fc7c7c7bcbd22dbdb8d17becf9edae5\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"393b795254a36b6ecf9c9ede6379398ca252b5cf6bcedb9c8c6d31bd9e39e7ba52e7cb94843c39ad494ad6616be7969c7b4173a55194ce6dbdde9ed6\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"3182bd6baed69ecae1c6dbefe6550dfd8d3cfdae6bfdd0a231a35474c476a1d99bc7e9c0756bb19e9ac8bcbddcdadaeb636363969696bdbdbdd9d9d9\")},function(t,e,n){\"use strict\";var r=n(10),i=n(31);e.a=n.i(i.d)(n.i(r.cubehelix)(300,.5,0),n.i(r.cubehelix)(-240,.5,1))},function(t,e,n){\"use strict\";function r(){function t(t){return+t}var e=[0,1];return t.invert=t,t.domain=t.range=function(n){return arguments.length?(e=i.a.call(n,a.a),t):e.slice()},t.copy=function(){return r().domain(e)},n.i(o.b)(t)}var i=n(16),o=n(34),a=n(126);e.a=r},function(t,e,n){\"use strict\";function r(t,e){return(e=Math.log(e/t))?function(n){return Math.log(n/t)/e}:n.i(p.a)(e)}function i(t,e){return t<0?function(n){return-Math.pow(-e,n)*Math.pow(-t,1-n)}:function(n){return Math.pow(e,n)*Math.pow(t,1-n)}}function o(t){return isFinite(t)?+(\"1e\"+t):t<0?0:t}function a(t){return 10===t?o:t===Math.E?Math.exp:function(e){return Math.pow(t,e)}}function u(t){return t===Math.E?Math.log:10===t&&Math.log10||2===t&&Math.log2||(t=Math.log(t),function(e){return Math.log(e)/t})}function c(t){return function(e){return-t(-e)}}function s(){function t(){return v=u(p),g=a(p),o()[0]<0&&(v=c(v),g=c(g)),e}var e=n.i(d.a)(r,i).domain([1,10]),o=e.domain,p=10,v=u(10),g=a(10);return e.base=function(e){return arguments.length?(p=+e,t()):p},e.domain=function(e){return arguments.length?(o(e),t()):o()},e.ticks=function(t){var e,r=o(),i=r[0],a=r[r.length-1];(e=a<i)&&(f=i,i=a,a=f);var u,c,s,f=v(i),h=v(a),d=null==t?10:+t,m=[];if(!(p%1)&&h-f<d){if(f=Math.round(f)-1,h=Math.round(h)+1,i>0){for(;f<h;++f)for(c=1,u=g(f);c<p;++c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else for(;f<h;++f)for(c=p-1,u=g(f);c>=1;--c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else m=n.i(l.a)(f,h,Math.min(h-f,d)).map(g);return e?m.reverse():m},e.tickFormat=function(t,r){if(null==r&&(r=10===p?\".0e\":\",\"),\"function\"!=typeof r&&(r=n.i(f.format)(r)),t===1/0)return r;null==t&&(t=10);var i=Math.max(1,p*t/e.ticks().length);return function(t){var e=t/g(Math.round(v(t)));return e*p<p-.5&&(e*=p),e<=i?r(t):\"\"}},e.nice=function(){return o(n.i(h.a)(o(),{floor:function(t){return g(Math.floor(v(t)))},ceil:function(t){return g(Math.ceil(v(t)))}}))},e.copy=function(){return n.i(d.c)(e,s().base(p))},e}var l=n(12),f=n(30),p=n(65),h=n(125),d=n(45);e.a=s},function(t,e,n){\"use strict\";function r(t,e){return t<0?-Math.pow(-t,e):Math.pow(t,e)}function i(){function t(t,e){return(e=r(e,o)-(t=r(t,o)))?function(n){return(r(n,o)-t)/e}:n.i(a.a)(e)}function e(t,e){return e=r(e,o)-(t=r(t,o)),function(n){return r(t+e*n,1/o)}}var o=1,s=n.i(c.a)(t,e),l=s.domain;return s.exponent=function(t){return arguments.length?(o=+t,l(l())):o},s.copy=function(){return n.i(c.c)(s,i().exponent(o))},n.i(u.b)(s)}function o(){return i().exponent(.5)}var a=n(65),u=n(34),c=n(45);e.a=i,e.b=o},function(t,e,n){\"use strict\";function r(){function t(){var t=0,r=Math.max(1,u.length);for(c=new Array(r-1);++t<r;)c[t-1]=n.i(i.e)(a,t/r);return e}function e(t){if(!isNaN(t=+t))return u[n.i(i.c)(c,t)]}var a=[],u=[],c=[];return e.invertExtent=function(t){var e=u.indexOf(t);return e<0?[NaN,NaN]:[e>0?c[e-1]:a[0],e<c.length?c[e]:a[a.length-1]]},e.domain=function(e){if(!arguments.length)return a.slice();a=[];for(var n,r=0,o=e.length;r<o;++r)n=e[r],null==n||isNaN(n=+n)||a.push(n);return a.sort(i.f),t()},e.range=function(e){return arguments.length?(u=o.b.call(e),t()):u.slice()},e.quantiles=function(){return c.slice()},e.copy=function(){return r().domain(a).range(u)},e}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return f[n.i(i.c)(l,t,0,s)]}function e(){var e=-1;for(l=new Array(s);++e<s;)l[e]=((e+1)*c-(e-s)*u)/(s+1);return t}var u=0,c=1,s=1,l=[.5],f=[0,1];return t.domain=function(t){return arguments.length?(u=+t[0],c=+t[1],e()):[u,c]},t.range=function(t){return arguments.length?(s=(f=o.b.call(t)).length-1,e()):f.slice()},t.invertExtent=function(t){var e=f.indexOf(t);return e<0?[NaN,NaN]:e<1?[u,l[0]]:e>=s?[l[s-1],c]:[l[e-1],l[e]]},t.copy=function(){return r().domain([u,c]).range(f)},n.i(a.b)(t)}var i=n(12),o=n(16),a=n(34);e.a=r},function(t,e,n){\"use strict\";var r=n(10),i=n(31);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a});var o=n.i(i.d)(n.i(r.cubehelix)(-100,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),a=n.i(i.d)(n.i(r.cubehelix)(260,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),u=n.i(r.cubehelix)();e.a=function(t){(t<0||t>1)&&(t-=Math.floor(t));var e=Math.abs(t-.5);return u.h=360*t-100,u.s=1.5-1.5*e,u.l=.8-.9*e,u+\"\"}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=(e-o)/(a-o);return t(u?Math.max(0,Math.min(1,n)):n)}var o=0,a=1,u=!1;return e.domain=function(t){return arguments.length?(o=+t[0],a=+t[1],e):[o,a]},e.clamp=function(t){return arguments.length?(u=!!t,e):u},e.interpolator=function(n){return arguments.length?(t=n,e):t},e.copy=function(){return r(t).domain([o,a]).clamp(u)},n.i(i.b)(e)}var i=n(34);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return a[n.i(i.c)(e,t,0,u)]}var e=[.5],a=[0,1],u=1;return t.domain=function(n){return arguments.length?(e=o.b.call(n),u=Math.min(e.length,a.length-1),t):e.slice()},t.range=function(n){return arguments.length?(a=o.b.call(n),u=Math.min(e.length,a.length-1),t):a.slice()},t.invertExtent=function(t){var n=a.indexOf(t);return[e[n-1],e[n]]},t.copy=function(){return r().domain(e).range(a)},t}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";var r=n(12),i=n(30);e.a=function(t,e,o){var a,u=t[0],c=t[t.length-1],s=n.i(r.b)(u,c,null==e?10:e);switch(o=n.i(i.formatSpecifier)(null==o?\",f\":o),o.type){case\"s\":var l=Math.max(Math.abs(u),Math.abs(c));return null!=o.precision||isNaN(a=n.i(i.precisionPrefix)(s,l))||(o.precision=a),n.i(i.formatPrefix)(o,l);case\"\":case\"e\":case\"g\":case\"p\":case\"r\":null!=o.precision||isNaN(a=n.i(i.precisionRound)(s,Math.max(Math.abs(u),Math.abs(c))))||(o.precision=a-(\"e\"===o.type));break;case\"f\":case\"%\":null!=o.precision||isNaN(a=n.i(i.precisionFixed)(s))||(o.precision=a-2*(\"%\"===o.type))}return n.i(i.format)(o)}},function(t,e,n){\"use strict\";var r=n(128),i=n(77),o=n(79);e.a=function(){return n.i(r.b)(o.f,o.i,o.j,o.e,o.k,o.l,o.m,o.n,i.utcFormat).domain([Date.UTC(2e3,0,1),Date.UTC(2e3,0,2)])}},function(t,e,n){\"use strict\";function r(t){var e=t.length;return function(n){return t[Math.max(0,Math.min(e-1,Math.floor(n*e)))]}}var i=n(33);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a}),n.d(e,\"d\",function(){return u}),e.a=r(n.i(i.a)(\"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\"));var o=r(n.i(i.a)(\"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\")),a=r(n.i(i.a)(\"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\")),u=r(n.i(i.a)(\"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\"))},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(){return new i}function i(){this._=\"@\"+(++o).toString(36)}e.a=r;var o=0;i.prototype=r.prototype={constructor:i,get:function(t){for(var e=this._;!(e in t);)if(!(t=t.parentNode))return;return t[e]},set:function(t,e){return t[this._]=e},remove:function(t){return this._ in t&&delete t[this._]},toString:function(){return this._}}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t){var e=n.i(r.a)();return e.changedTouches&&(e=e.changedTouches[0]),n.i(i.a)(t,e)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([[document.querySelector(t)]],[document.documentElement]):new r.b([[t]],r.c)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([document.querySelectorAll(t)],[document.documentElement]):new r.b([null==t?[]:t],r.c)}},function(t,e,n){\"use strict\";var r=n(66);e.a=function(t){var e=\"function\"==typeof t?t:n.i(r.a)(t);return this.select(function(){return this.appendChild(e.apply(this,arguments))})}},function(t,e,n){\"use strict\";function r(t){return function(){this.removeAttribute(t)}}function i(t){return function(){this.removeAttributeNS(t.space,t.local)}}function o(t,e){return function(){this.setAttribute(t,e)}}function a(t,e){return function(){this.setAttributeNS(t.space,t.local,e)}}function u(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttribute(t):this.setAttribute(t,n)}}function c(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttributeNS(t.space,t.local):this.setAttributeNS(t.space,t.local,n)}}var s=n(67);e.a=function(t,e){var l=n.i(s.a)(t);if(arguments.length<2){var f=this.node();return l.local?f.getAttributeNS(l.space,l.local):f.getAttribute(l)}return this.each((null==e?l.local?i:r:\"function\"==typeof e?l.local?c:u:l.local?a:o)(l,e))}},function(t,e,n){\"use strict\";e.a=function(){var t=arguments[0];return arguments[0]=this,t.apply(null,arguments),this}},function(t,e,n){\"use strict\";function r(t){return t.trim().split(/^|\\s+/)}function i(t){return t.classList||new o(t)}function o(t){this._node=t,this._names=r(t.getAttribute(\"class\")||\"\")}function a(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.add(e[r])}function u(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.remove(e[r])}function c(t){return function(){a(this,t)}}function s(t){return function(){u(this,t)}}function l(t,e){return function(){(e.apply(this,arguments)?a:u)(this,t)}}o.prototype={add:function(t){var e=this._names.indexOf(t);e<0&&(this._names.push(t),this._node.setAttribute(\"class\",this._names.join(\" \")))},remove:function(t){var e=this._names.indexOf(t);e>=0&&(this._names.splice(e,1),this._node.setAttribute(\"class\",this._names.join(\" \")))},contains:function(t){return this._names.indexOf(t)>=0}},e.a=function(t,e){var n=r(t+\"\");if(arguments.length<2){for(var o=i(this.node()),a=-1,u=n.length;++a<u;)if(!o.contains(n[a]))return!1;return!0}return this.each((\"function\"==typeof e?l:e?c:s)(n,e))}},function(t,e,n){\"use strict\";function r(t,e,n,r,i,o){for(var u,c=0,s=e.length,l=o.length;c<l;++c)(u=e[c])?(u.__data__=o[c],r[c]=u):n[c]=new a.b(t,o[c]);for(;c<s;++c)(u=e[c])&&(i[c]=u)}function i(t,e,n,r,i,o,u){var s,l,f,p={},h=e.length,d=o.length,v=new Array(h);for(s=0;s<h;++s)(l=e[s])&&(v[s]=f=c+u.call(l,l.__data__,s,e),f in p?i[s]=l:p[f]=l);for(s=0;s<d;++s)f=c+u.call(t,o[s],s,o),(l=p[f])?(r[s]=l,l.__data__=o[s],p[f]=null):n[s]=new a.b(t,o[s]);for(s=0;s<h;++s)(l=e[s])&&p[v[s]]===l&&(i[s]=l)}var o=n(7),a=n(131),u=n(246),c=\"$\";e.a=function(t,e){if(!t)return y=new Array(this.size()),d=-1,this.each(function(t){y[++d]=t}),y;var a=e?i:r,c=this._parents,s=this._groups;\"function\"!=typeof t&&(t=n.i(u.a)(t));for(var l=s.length,f=new Array(l),p=new Array(l),h=new Array(l),d=0;d<l;++d){var v=c[d],g=s[d],m=g.length,y=t.call(v,v&&v.__data__,d,c),_=y.length,b=p[d]=new Array(_),x=f[d]=new Array(_),w=h[d]=new Array(m);a(v,g,b,x,w,y,e);for(var C,M,k=0,E=0;k<_;++k)if(C=b[k]){for(k>=E&&(E=k+1);!(M=x[E])&&++E<_;);C._next=M||null}}return f=new o.b(f,c),f._enter=p,f._exit=h,f}},function(t,e,n){\"use strict\";e.a=function(t){return arguments.length?this.property(\"__data__\",t):this.node().__data__}},function(t,e,n){\"use strict\";function r(t,e,r){var i=n.i(a.a)(t),o=i.CustomEvent;o?o=new o(e,r):(o=i.document.createEvent(\"Event\"),r?(o.initEvent(e,r.bubbles,r.cancelable),o.detail=r.detail):o.initEvent(e,!1,!1)),t.dispatchEvent(o)}function i(t,e){return function(){return r(this,t,e)}}function o(t,e){return function(){return r(this,t,e.apply(this,arguments))}}var a=n(73);e.a=function(t,e){return this.each((\"function\"==typeof e?o:i)(t,e))}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=this._groups,n=0,r=e.length;n<r;++n)for(var i,o=e[n],a=0,u=o.length;a<u;++a)(i=o[a])&&t.call(i,i.__data__,a,o);return this}},function(t,e,n){\"use strict\";e.a=function(){return!this.node()}},function(t,e,n){\"use strict\";var r=n(132),i=n(7);e.a=function(){return new i.b(this._exit||this._groups.map(r.a),this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(130);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s=e[u],l=s.length,f=a[u]=[],p=0;p<l;++p)(c=s[p])&&t.call(c,c.__data__,p,s)&&f.push(c);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";function r(){this.innerHTML=\"\"}function i(t){return function(){this.innerHTML=t}}function o(t){return function(){var e=t.apply(this,arguments);this.innerHTML=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().innerHTML}},function(t,e,n){\"use strict\";function r(){return null}var i=n(66),o=n(71);e.a=function(t,e){var a=\"function\"==typeof t?t:n.i(i.a)(t),u=null==e?r:\"function\"==typeof e?e:n.i(o.a)(e);return this.select(function(){return this.insertBefore(a.apply(this,arguments),u.apply(this,arguments)||null)})}},function(t,e,n){\"use strict\";function r(){this.previousSibling&&this.parentNode.insertBefore(this,this.parentNode.firstChild)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){for(var e=this._groups,n=t._groups,i=e.length,o=n.length,a=Math.min(i,o),u=new Array(i),c=0;c<a;++c)for(var s,l=e[c],f=n[c],p=l.length,h=u[c]=new Array(p),d=0;d<p;++d)(s=l[d]||f[d])&&(h[d]=s);for(;c<i;++c)u[c]=e[c];return new r.b(u,this._parents)}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=0,n=t.length;e<n;++e)for(var r=t[e],i=0,o=r.length;i<o;++i){var a=r[i];if(a)return a}return null}},function(t,e,n){\"use strict\";e.a=function(){var t=new Array(this.size()),e=-1;return this.each(function(){t[++e]=this}),t}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=-1,n=t.length;++e<n;)for(var r,i=t[e],o=i.length-1,a=i[o];--o>=0;)(r=i[o])&&(a&&a!==r.nextSibling&&a.parentNode.insertBefore(r,a),a=r);return this}},function(t,e,n){\"use strict\";function r(t){return function(){delete this[t]}}function i(t,e){return function(){this[t]=e}}function o(t,e){return function(){var n=e.apply(this,arguments);null==n?delete this[t]:this[t]=n}}e.a=function(t,e){return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e)):this.node()[t]}},function(t,e,n){\"use strict\";function r(){this.nextSibling&&this.parentNode.appendChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";function r(){var t=this.parentNode;t&&t.removeChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7),i=n(71);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s,l=e[u],f=l.length,p=a[u]=new Array(f),h=0;h<f;++h)(c=l[h])&&(s=t.call(c,c.__data__,h,l))&&(\"__data__\"in c&&(s.__data__=c.__data__),p[h]=s);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(133);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=[],u=[],c=0;c<o;++c)for(var s,l=e[c],f=l.length,p=0;p<f;++p)(s=l[p])&&(a.push(t.call(s,s.__data__,p,l)),u.push(s));return new r.b(a,u)}},function(t,e,n){\"use strict\";e.a=function(){var t=0;return this.each(function(){++t}),t}},function(t,e,n){\"use strict\";function r(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}var i=n(7);e.a=function(t){function e(e,n){return e&&n?t(e.__data__,n.__data__):!e-!n}t||(t=r);for(var n=this._groups,o=n.length,a=new Array(o),u=0;u<o;++u){for(var c,s=n[u],l=s.length,f=a[u]=new Array(l),p=0;p<l;++p)(c=s[p])&&(f[p]=c);f.sort(e)}return new i.b(a,this._parents).order()}},function(t,e,n){\"use strict\";function r(t){return function(){this.style.removeProperty(t)}}function i(t,e,n){return function(){this.style.setProperty(t,e,n)}}function o(t,e,n){return function(){var r=e.apply(this,arguments);null==r?this.style.removeProperty(t):this.style.setProperty(t,r,n)}}var a=n(73);e.a=function(t,e,u){var c;return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e,null==u?\"\":u)):n.i(a.a)(c=this.node()).getComputedStyle(c,null).getPropertyValue(t)}},function(t,e,n){\"use strict\";function r(){this.textContent=\"\"}function i(t){return function(){this.textContent=t}}function o(t){return function(){var e=t.apply(this,arguments);this.textContent=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().textContent}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e,o){arguments.length<3&&(o=e,e=n.i(r.a)().changedTouches);for(var a,u=0,c=e?e.length:0;u<c;++u)if((a=e[u]).identifier===o)return n.i(i.a)(t,a);return null}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e){null==e&&(e=n.i(r.a)().touches);for(var o=0,a=e?e.length:0,u=new Array(a);o<a;++o)u[o]=n.i(i.a)(t,e[o]);return u}},function(t,e,n){\"use strict\";function r(t){return t.innerRadius}function i(t){return t.outerRadius}function o(t){return t.startAngle}function a(t){return t.endAngle}function u(t){return t&&t.padAngle}function c(t){return t>=1?h.d:t<=-1?-h.d:Math.asin(t)}function s(t,e,n,r,i,o,a,u){var c=n-t,s=r-e,l=a-i,f=u-o,p=(l*(e-o)-f*(t-i))/(f*c-l*s);return[t+p*c,e+p*s]}function l(t,e,n,r,i,o,a){var u=t-n,c=e-r,s=(a?o:-o)/Math.sqrt(u*u+c*c),l=s*c,f=-s*u,p=t+l,h=e+f,d=n+l,v=r+f,g=(p+d)/2,m=(h+v)/2,y=d-p,_=v-h,b=y*y+_*_,x=i-o,w=p*v-d*h,C=(_<0?-1:1)*Math.sqrt(Math.max(0,x*x*b-w*w)),M=(w*_-y*C)/b,k=(-w*y-_*C)/b,E=(w*_+y*C)/b,T=(-w*y+_*C)/b,S=M-g,P=k-m,N=E-g,A=T-m;return S*S+P*P>N*N+A*A&&(M=E,k=T),{cx:M,cy:k,x01:-l,y01:-f,x11:M*(i/x-1),y11:k*(i/x-1)}}var f=n(44),p=n(19),h=n(35);e.a=function(){function t(){var t,r,i=+e.apply(this,arguments),o=+d.apply(this,arguments),a=m.apply(this,arguments)-h.d,u=y.apply(this,arguments)-h.d,p=Math.abs(u-a),x=u>a;if(b||(b=t=n.i(f.a)()),o<i&&(r=o,o=i,i=r),o>h.a)if(p>h.c-h.a)b.moveTo(o*Math.cos(a),o*Math.sin(a)),b.arc(0,0,o,a,u,!x),i>h.a&&(b.moveTo(i*Math.cos(u),i*Math.sin(u)),b.arc(0,0,i,u,a,x));else{var w,C,M=a,k=u,E=a,T=u,S=p,P=p,N=_.apply(this,arguments)/2,A=N>h.a&&(g?+g.apply(this,arguments):Math.sqrt(i*i+o*o)),O=Math.min(Math.abs(o-i)/2,+v.apply(this,arguments)),I=O,D=O;\n",
+       "if(A>h.a){var R=c(A/i*Math.sin(N)),L=c(A/o*Math.sin(N));(S-=2*R)>h.a?(R*=x?1:-1,E+=R,T-=R):(S=0,E=T=(a+u)/2),(P-=2*L)>h.a?(L*=x?1:-1,M+=L,k-=L):(P=0,M=k=(a+u)/2)}var U=o*Math.cos(M),F=o*Math.sin(M),j=i*Math.cos(T),B=i*Math.sin(T);if(O>h.a){var W=o*Math.cos(k),V=o*Math.sin(k),z=i*Math.cos(E),H=i*Math.sin(E);if(p<h.b){var q=S>h.a?s(U,F,z,H,W,V,j,B):[j,B],Y=U-q[0],K=F-q[1],G=W-q[0],$=V-q[1],X=1/Math.sin(Math.acos((Y*G+K*$)/(Math.sqrt(Y*Y+K*K)*Math.sqrt(G*G+$*$)))/2),Z=Math.sqrt(q[0]*q[0]+q[1]*q[1]);I=Math.min(O,(i-Z)/(X-1)),D=Math.min(O,(o-Z)/(X+1))}}P>h.a?D>h.a?(w=l(z,H,U,F,o,D,x),C=l(W,V,j,B,o,D,x),b.moveTo(w.cx+w.x01,w.cy+w.y01),D<O?b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,o,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),!x),b.arc(C.cx,C.cy,D,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):(b.moveTo(U,F),b.arc(0,0,o,M,k,!x)):b.moveTo(U,F),i>h.a&&S>h.a?I>h.a?(w=l(j,B,W,V,i,-I,x),C=l(U,F,z,H,i,-I,x),b.lineTo(w.cx+w.x01,w.cy+w.y01),I<O?b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,i,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),x),b.arc(C.cx,C.cy,I,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):b.arc(0,0,i,T,E,x):b.lineTo(j,B)}else b.moveTo(0,0);if(b.closePath(),t)return b=null,t+\"\"||null}var e=r,d=i,v=n.i(p.a)(0),g=null,m=o,y=a,_=u,b=null;return t.centroid=function(){var t=(+e.apply(this,arguments)+ +d.apply(this,arguments))/2,n=(+m.apply(this,arguments)+ +y.apply(this,arguments))/2-h.b/2;return[Math.cos(n)*t,Math.sin(n)*t]},t.innerRadius=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(p.a)(+r),t):e},t.outerRadius=function(e){return arguments.length?(d=\"function\"==typeof e?e:n.i(p.a)(+e),t):d},t.cornerRadius=function(e){return arguments.length?(v=\"function\"==typeof e?e:n.i(p.a)(+e),t):v},t.padRadius=function(e){return arguments.length?(g=null==e?null:\"function\"==typeof e?e:n.i(p.a)(+e),t):g},t.startAngle=function(e){return arguments.length?(m=\"function\"==typeof e?e:n.i(p.a)(+e),t):m},t.endAngle=function(e){return arguments.length?(y=\"function\"==typeof e?e:n.i(p.a)(+e),t):y},t.padAngle=function(e){return arguments.length?(_=\"function\"==typeof e?e:n.i(p.a)(+e),t):_},t.context=function(e){return arguments.length?(b=null==e?null:e,t):b},t}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49),o=n(46);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._y0=this._y1=this._y2=this._y3=this._y4=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x2,this._y2),this._context.closePath();break;case 2:this._context.moveTo((this._x2+2*this._x3)/3,(this._y2+2*this._y3)/3),this._context.lineTo((this._x3+2*this._x2)/3,(this._y3+2*this._y2)/3),this._context.closePath();break;case 3:this.point(this._x2,this._y2),this.point(this._x3,this._y3),this.point(this._x4,this._y4)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x2=t,this._y2=e;break;case 1:this._point=2,this._x3=t,this._y3=e;break;case 2:this._point=3,this._x4=t,this._y4=e,this._context.moveTo((this._x0+4*this._x1+t)/6,(this._y0+4*this._y1+e)/6);break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(46);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3;var r=(this._x0+4*this._x1+t)/6,o=(this._y0+4*this._y1+e)/6;this._line?this._context.lineTo(r,o):this._context.moveTo(r,o);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._basis=new i.b(t),this._beta=e}var i=n(46);r.prototype={lineStart:function(){this._x=[],this._y=[],this._basis.lineStart()},lineEnd:function(){var t=this._x,e=this._y,n=t.length-1;if(n>0)for(var r,i=t[0],o=e[0],a=t[n]-i,u=e[n]-o,c=-1;++c<=n;)r=c/n,this._basis.point(this._beta*t[c]+(1-this._beta)*(i+r*a),this._beta*e[c]+(1-this._beta)*(o+r*u));this._x=this._y=null,this._basis.lineEnd()},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function t(e){function n(t){return 1===e?new i.b(t):new r(t,e)}return n.beta=function(e){return t(+e)},n}(.85)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(136),o=n(49),a=n(74);r.prototype={areaStart:o.a,areaEnd:o.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(a.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(137),o=n(74);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(o.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._point=0},lineEnd:function(){this._point&&this._context.closePath()},point:function(t,e){t=+t,e=+e,this._point?this._context.lineTo(t,e):(this._point=1,this._context.moveTo(t,e))}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){return t<0?-1:1}function i(t,e,n){var i=t._x1-t._x0,o=e-t._x1,a=(t._y1-t._y0)/(i||o<0&&-0),u=(n-t._y1)/(o||i<0&&-0),c=(a*o+u*i)/(i+o);return(r(a)+r(u))*Math.min(Math.abs(a),Math.abs(u),.5*Math.abs(c))||0}function o(t,e){var n=t._x1-t._x0;return n?(3*(t._y1-t._y0)/n-e)/2:e}function a(t,e,n){var r=t._x0,i=t._y0,o=t._x1,a=t._y1,u=(o-r)/3;t._context.bezierCurveTo(r+u,i+u*e,o-u,a-u*n,o,a)}function u(t){this._context=t}function c(t){this._context=new s(t)}function s(t){this._context=t}function l(t){return new u(t)}function f(t){return new c(t)}e.a=l,e.b=f,u.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=this._t0=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x1,this._y1);break;case 3:a(this,this._t0,o(this,this._t0))}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){var n=NaN;if(t=+t,e=+e,t!==this._x1||e!==this._y1){switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,a(this,o(this,n=i(this,t,e)),n);break;default:a(this,this._t0,n=i(this,t,e))}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e,this._t0=n}}},(c.prototype=Object.create(u.prototype)).point=function(t,e){u.prototype.point.call(this,e,t)},s.prototype={moveTo:function(t,e){this._context.moveTo(e,t)},closePath:function(){this._context.closePath()},lineTo:function(t,e){this._context.lineTo(e,t)},bezierCurveTo:function(t,e,n,r,i,o){this._context.bezierCurveTo(e,t,r,n,o,i)}}},function(t,e,n){\"use strict\";function r(t){this._context=t}function i(t){var e,n,r=t.length-1,i=new Array(r),o=new Array(r),a=new Array(r);for(i[0]=0,o[0]=2,a[0]=t[0]+2*t[1],e=1;e<r-1;++e)i[e]=1,o[e]=4,a[e]=4*t[e]+2*t[e+1];for(i[r-1]=2,o[r-1]=7,a[r-1]=8*t[r-1]+t[r],e=1;e<r;++e)n=i[e]/o[e-1],o[e]-=n,a[e]-=n*a[e-1];for(i[r-1]=a[r-1]/o[r-1],e=r-2;e>=0;--e)i[e]=(a[e]-i[e+1])/o[e];for(o[r-1]=(t[r]+i[r-1])/2,e=0;e<r-1;++e)o[e]=2*t[e+1]-i[e+1];return[i,o]}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=[],this._y=[]},lineEnd:function(){var t=this._x,e=this._y,n=t.length;if(n)if(this._line?this._context.lineTo(t[0],e[0]):this._context.moveTo(t[0],e[0]),2===n)this._context.lineTo(t[1],e[1]);else for(var r=i(t),o=i(e),a=0,u=1;u<n;++a,++u)this._context.bezierCurveTo(r[0][a],o[0][a],r[1][a],o[1][a],t[u],e[u]);(this._line||0!==this._line&&1===n)&&this._context.closePath(),this._line=1-this._line,this._x=this._y=null},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._t=e}function i(t){return new r(t,0)}function o(t){return new r(t,1)}e.c=i,e.b=o,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=this._y=NaN,this._point=0},lineEnd:function(){0<this._t&&this._t<1&&2===this._point&&this._context.lineTo(this._x,this._y),(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line>=0&&(this._t=1-this._t,this._line=1-this._line)},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:if(this._t<=0)this._context.lineTo(this._x,e),this._context.lineTo(t,e);else{var n=this._x*(1-this._t)+t*this._t;this._context.lineTo(n,this._y),this._context.lineTo(n,e)}}this._x=t,this._y=e}},e.a=function(t){return new r(t,.5)}},function(t,e,n){\"use strict\";e.a=function(t,e){return e<t?-1:e>t?1:e>=t?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((o=t.length)>0){for(var i,o,a,u=0,c=t[0].length;u<c;++u){for(a=i=0;i<o;++i)a+=t[i][u][1]||0;if(a)for(i=0;i<o;++i)t[i][u][1]/=a}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((i=t.length)>0){for(var i,o=0,a=t[e[0]],u=a.length;o<u;++o){for(var c=0,s=0;c<i;++c)s+=t[c][o][1]||0;a[o][1]+=a[o][0]=-s/2}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((a=t.length)>0&&(o=(i=t[e[0]]).length)>0){for(var i,o,a,u=0,c=1;c<o;++c){for(var s=0,l=0,f=0;s<a;++s){for(var p=t[e[s]],h=p[c][1]||0,d=p[c-1][1]||0,v=(h-d)/2,g=0;g<s;++g){var m=t[e[g]],y=m[c][1]||0,_=m[c-1][1]||0;v+=y-_}l+=h,f+=v*h}i[c-1][1]+=i[c-1][0]=u,l&&(u-=f/l)}i[c-1][1]+=i[c-1][0]=u,n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(76);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(37),i=n(76);e.a=function(t){var e,o,a=t.length,u=t.map(i.b),c=n.i(r.a)(t).sort(function(t,e){return u[e]-u[t]}),s=0,l=0,f=[],p=[];for(e=0;e<a;++e)o=c[e],s<l?(s+=u[o],f.push(o)):(l+=u[o],p.push(o));return p.reverse().concat(f)}},function(t,e,n){\"use strict\";var r=n(37);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(19),i=n(291),o=n(292),a=n(35);e.a=function(){function t(t){var n,r,i,o,p,h=t.length,d=0,v=new Array(h),g=new Array(h),m=+s.apply(this,arguments),y=Math.min(a.c,Math.max(-a.c,l.apply(this,arguments)-m)),_=Math.min(Math.abs(y)/h,f.apply(this,arguments)),b=_*(y<0?-1:1);for(n=0;n<h;++n)(p=g[v[n]=n]=+e(t[n],n,t))>0&&(d+=p);for(null!=u?v.sort(function(t,e){return u(g[t],g[e])}):null!=c&&v.sort(function(e,n){return c(t[e],t[n])}),n=0,i=d?(y-h*b)/d:0;n<h;++n,m=o)r=v[n],p=g[r],o=m+(p>0?p*i:0)+b,g[r]={data:t[r],index:n,value:p,startAngle:m,endAngle:o,padAngle:_};return g}var e=o.a,u=i.a,c=null,s=n.i(r.a)(0),l=n.i(r.a)(a.c),f=n.i(r.a)(0);return t.value=function(i){return arguments.length?(e=\"function\"==typeof i?i:n.i(r.a)(+i),t):e},t.sortValues=function(e){return arguments.length?(u=e,c=null,t):u},t.sort=function(e){return arguments.length?(c=e,u=null,t):c},t.startAngle=function(e){return arguments.length?(s=\"function\"==typeof e?e:n.i(r.a)(+e),t):s},t.endAngle=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(r.a)(+e),t):l},t.padAngle=function(e){return arguments.length?(f=\"function\"==typeof e?e:n.i(r.a)(+e),t):f},t}},function(t,e,n){\"use strict\";var r=n(138),i=n(135),o=n(140);e.a=function(){var t=n.i(i.a)().curve(r.b),e=t.curve,a=t.lineX0,u=t.lineX1,c=t.lineY0,s=t.lineY1;return t.angle=t.x,delete t.x,t.startAngle=t.x0,delete t.x0,t.endAngle=t.x1,delete t.x1,t.radius=t.y,delete t.y,t.innerRadius=t.y0,delete t.y0,t.outerRadius=t.y1,delete t.y1,t.lineStartAngle=function(){return n.i(o.b)(a())},delete t.lineX0,t.lineEndAngle=function(){return n.i(o.b)(u())},delete t.lineX1,t.lineInnerRadius=function(){return n.i(o.b)(c())},delete t.lineY0,t.lineOuterRadius=function(){return n.i(o.b)(s())},delete t.lineY1,t.curve=function(t){return arguments.length?e(n.i(r.a)(t)):e()._curve},t}},function(t,e,n){\"use strict\";function r(t,e){return t[e]}var i=n(281),o=n(19),a=n(36),u=n(37);e.a=function(){function t(t){var n,r,i=e.apply(this,arguments),o=t.length,a=i.length,u=new Array(a);for(n=0;n<a;++n){for(var f,p=i[n],h=u[n]=new Array(o),d=0;d<o;++d)h[d]=f=[0,+l(t[d],p,d,t)],f.data=t[d];h.key=p}for(n=0,r=c(u);n<a;++n)u[r[n]].index=n;return s(u,r),u}var e=n.i(o.a)([]),c=u.a,s=a.a,l=r;return t.keys=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(o.a)(i.a.call(r)),t):e},t.value=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(o.a)(+e),t):l},t.order=function(e){return arguments.length?(c=null==e?u.a:\"function\"==typeof e?e:n.i(o.a)(i.a.call(e)),t):c},t.offset=function(e){return arguments.length?(s=null==e?a.a:e,t):s},t}},function(t,e,n){\"use strict\";var r=n(44),i=n(141),o=n(142),a=n(143),u=n(145),c=n(144),s=n(146),l=n(147),f=n(19);n.d(e,\"b\",function(){return p});var p=[i.a,o.a,a.a,c.a,u.a,s.a,l.a];e.a=function(){function t(){var t;if(a||(a=t=n.i(r.a)()),e.apply(this,arguments).draw(a,+o.apply(this,arguments)),t)return a=null,t+\"\"||null}var e=n.i(f.a)(i.a),o=n.i(f.a)(64),a=null;return t.type=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(f.a)(r),t):e},t.size=function(e){return arguments.length?(o=\"function\"==typeof e?e:n.i(f.a)(+e),t):o},t.context=function(e){return arguments.length?(a=null==e?null:e,t):a},t}},function(t,e,n){\"use strict\";function r(t){var e=new Date(t);return isNaN(e)?null:e}var i=n(148),o=n(78),a=+new Date(\"2000-01-01T00:00:00.000Z\")?r:n.i(o.e)(i.b);e.a=a},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*i.d)/i.b},function(t){return t.getDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){var e=t.getTimezoneOffset()*i.d%i.c;e<0&&(e+=i.c),t.setTime(Math.floor((+t-e)/i.c)*i.c+e)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(){},function(t,e){t.setTime(+t+e)},function(t,e){return e-t});i.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?n.i(r.a)(function(e){e.setTime(Math.floor(e/t)*t)},function(e,n){e.setTime(+e+n*t)},function(e,n){return(n-e)/t}):i:null},e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.d)*i.d)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setDate(1),t.setHours(0,0,0,0)},function(t,e){t.setMonth(t.getMonth()+e)},function(t,e){return e.getMonth()-t.getMonth()+12*(e.getFullYear()-t.getFullYear())},function(t){return t.getMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.e)*i.e)},function(t,e){t.setTime(+t+e*i.e)},function(t,e){return(e-t)/i.e},function(t){return t.getUTCSeconds()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+e)},function(t,e){return(e-t)/i.b},function(t){return t.getUTCDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCMinutes(0,0,0)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getUTCHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCSeconds(0,0)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getUTCMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCDate(1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCMonth(t.getUTCMonth()+e)},function(t,e){return e.getUTCMonth()-t.getUTCMonth()+12*(e.getUTCFullYear()-t.getUTCFullYear())},function(t){return t.getUTCMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setUTCDate(e.getUTCDate()-(e.getUTCDay()+7-t)%7),e.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+7*e)},function(t,e){return(e-t)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCMonth(0,1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCFullYear(t.getUTCFullYear()+e)},function(t,e){return e.getUTCFullYear()-t.getUTCFullYear()},function(t){return t.getUTCFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setUTCFullYear(Math.floor(e.getUTCFullYear()/t)*t),e.setUTCMonth(0,1),e.setUTCHours(0,0,0,0)},function(e,n){e.setUTCFullYear(e.getUTCFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setDate(e.getDate()-(e.getDay()+7-t)%7),e.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+7*e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*o.d)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setMonth(0,1),t.setHours(0,0,0,0)},function(t,e){t.setFullYear(t.getFullYear()+e)},function(t,e){return e.getFullYear()-t.getFullYear()},function(t){return t.getFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setFullYear(Math.floor(e.getFullYear()/t)*t),e.setMonth(0,1),e.setHours(0,0,0,0)},function(e,n){e.setFullYear(e.getFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return t.replace(i,function(t,e){return e.toUpperCase()})}var i=/-(.)/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t.replace(o,\"ms-\"))}var i=n(318),o=/^-ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return!(!t||!e)&&(t===e||!i(t)&&(i(e)?r(t,e.parentNode):\"contains\"in t?t.contains(e):!!t.compareDocumentPosition&&!!(16&t.compareDocumentPosition(e))))}var i=n(328);t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t.length;if(Array.isArray(t)||\"object\"!=typeof t&&\"function\"!=typeof t?a(!1):void 0,\"number\"!=typeof e?a(!1):void 0,0===e||e-1 in t?void 0:a(!1),\"function\"==typeof t.callee?a(!1):void 0,t.hasOwnProperty)try{return Array.prototype.slice.call(t)}catch(t){}for(var n=Array(e),r=0;r<e;r++)n[r]=t[r];return n}function i(t){return!!t&&(\"object\"==typeof t||\"function\"==typeof t)&&\"length\"in t&&!(\"setInterval\"in t)&&\"number\"!=typeof t.nodeType&&(Array.isArray(t)||\"callee\"in t||\"item\"in t)}function o(t){return i(t)?Array.isArray(t)?t.slice():r(t):[t]}var a=n(0);t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t.match(l);return e&&e[1].toLowerCase()}function i(t,e){var n=s;s?void 0:c(!1);var i=r(t),o=i&&u(i);if(o){n.innerHTML=o[1]+t+o[2];for(var l=o[0];l--;)n=n.lastChild}else n.innerHTML=t;var f=n.getElementsByTagName(\"script\");f.length&&(e?void 0:c(!1),a(f).forEach(e));for(var p=Array.from(n.childNodes);n.lastChild;)n.removeChild(n.lastChild);return p}var o=n(6),a=n(321),u=n(323),c=n(0),s=o.canUseDOM?document.createElement(\"div\"):null,l=/^\\s*<(\\w+)/;t.exports=i},function(t,e,n){\"use strict\";function r(t){return a?void 0:o(!1),p.hasOwnProperty(t)||(t=\"*\"),u.hasOwnProperty(t)||(\"*\"===t?a.innerHTML=\"<link />\":a.innerHTML=\"<\"+t+\"></\"+t+\">\",u[t]=!a.firstChild),u[t]?p[t]:null}var i=n(6),o=n(0),a=i.canUseDOM?document.createElement(\"div\"):null,u={},c=[1,'<select multiple=\"true\">',\"</select>\"],s=[1,\"<table>\",\"</table>\"],l=[3,\"<table><tbody><tr>\",\"</tr></tbody></table>\"],f=[1,'<svg xmlns=\"http://www.w3.org/2000/svg\">',\"</svg>\"],p={\"*\":[1,\"?<div>\",\"</div>\"],area:[1,\"<map>\",\"</map>\"],col:[2,\"<table><tbody></tbody><colgroup>\",\"</colgroup></table>\"],legend:[1,\"<fieldset>\",\"</fieldset>\"],param:[1,\"<object>\",\"</object>\"],tr:[2,\"<table><tbody>\",\"</tbody></table>\"],optgroup:c,option:c,caption:s,colgroup:s,tbody:s,tfoot:s,thead:s,td:l,th:l},h=[\"circle\",\"clipPath\",\"defs\",\"ellipse\",\"g\",\"image\",\"line\",\"linearGradient\",\"mask\",\"path\",\"pattern\",\"polygon\",\"polyline\",\"radialGradient\",\"rect\",\"stop\",\"text\",\"tspan\"];h.forEach(function(t){p[t]=f,u[t]=!0}),t.exports=r},function(t,e,n){\"use strict\";function r(t){return t===window?{x:window.pageXOffset||document.documentElement.scrollLeft,y:window.pageYOffset||document.documentElement.scrollTop}:{x:t.scrollLeft,y:t.scrollTop}}t.exports=r},function(t,e,n){\"use strict\";function r(t){return t.replace(i,\"-$1\").toLowerCase()}var i=/([A-Z])/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t).replace(o,\"-ms-\")}var i=n(325),o=/^ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t){return!(!t||!(\"function\"==typeof Node?t instanceof Node:\"object\"==typeof t&&\"number\"==typeof t.nodeType&&\"string\"==typeof t.nodeName))}t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t)&&3==t.nodeType}var i=n(327);t.exports=r},function(t,e,n){\"use strict\";var r=function(t){var e;for(e in t)if(t.hasOwnProperty(e))return e;return null};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e={};return function(n){return e.hasOwnProperty(n)||(e[n]=t.call(this,n)),e[n]}}t.exports=r},function(t,e,n){\"use strict\";var r={Properties:{\"aria-current\":0,\"aria-details\":0,\"aria-disabled\":0,\"aria-hidden\":0,\"aria-invalid\":0,\"aria-keyshortcuts\":0,\"aria-label\":0,\"aria-roledescription\":0,\"aria-autocomplete\":0,\"aria-checked\":0,\"aria-expanded\":0,\"aria-haspopup\":0,\"aria-level\":0,\"aria-modal\":0,\"aria-multiline\":0,\"aria-multiselectable\":0,\"aria-orientation\":0,\"aria-placeholder\":0,\"aria-pressed\":0,\"aria-readonly\":0,\"aria-required\":0,\"aria-selected\":0,\"aria-sort\":0,\"aria-valuemax\":0,\"aria-valuemin\":0,\"aria-valuenow\":0,\"aria-valuetext\":0,\"aria-atomic\":0,\"aria-busy\":0,\"aria-live\":0,\"aria-relevant\":0,\"aria-dropeffect\":0,\"aria-grabbed\":0,\"aria-activedescendant\":0,\"aria-colcount\":0,\"aria-colindex\":0,\"aria-colspan\":0,\"aria-controls\":0,\"aria-describedby\":0,\"aria-errormessage\":0,\"aria-flowto\":0,\"aria-labelledby\":0,\"aria-owns\":0,\"aria-posinset\":0,\"aria-rowcount\":0,\"aria-rowindex\":0,\"aria-rowspan\":0,\"aria-setsize\":0},DOMAttributeNames:{},DOMPropertyNames:{}};t.exports=r},function(t,e,n){\"use strict\";var r=n(4),i=n(151),o={focusDOMComponent:function(){i(r.getNodeFromInstance(this))}};t.exports=o},function(t,e,n){\"use strict\";function r(){var t=window.opera;return\"object\"==typeof t&&\"function\"==typeof t.version&&parseInt(t.version(),10)<=12}function i(t){return(t.ctrlKey||t.altKey||t.metaKey)&&!(t.ctrlKey&&t.altKey)}function o(t){switch(t){case\"topCompositionStart\":return E.compositionStart;case\"topCompositionEnd\":return E.compositionEnd;case\"topCompositionUpdate\":return E.compositionUpdate}}function a(t,e){return\"topKeyDown\"===t&&e.keyCode===_}function u(t,e){switch(t){case\"topKeyUp\":return y.indexOf(e.keyCode)!==-1;case\"topKeyDown\":return e.keyCode!==_;case\"topKeyPress\":case\"topMouseDown\":case\"topBlur\":return!0;default:return!1}}function c(t){var e=t.detail;return\"object\"==typeof e&&\"data\"in e?e.data:null}function s(t,e,n,r){var i,s;if(b?i=o(t):S?u(t,n)&&(i=E.compositionEnd):a(t,n)&&(i=E.compositionStart),!i)return null;C&&(S||i!==E.compositionStart?i===E.compositionEnd&&S&&(s=S.getData()):S=v.getPooled(r));var l=g.getPooled(i,e,n,r);if(s)l.data=s;else{var f=c(n);null!==f&&(l.data=f)}return h.accumulateTwoPhaseDispatches(l),l}function l(t,e){switch(t){case\"topCompositionEnd\":return c(e);case\"topKeyPress\":var n=e.which;return n!==M?null:(T=!0,k);case\"topTextInput\":var r=e.data;return r===k&&T?null:r;default:return null}}function f(t,e){if(S){if(\"topCompositionEnd\"===t||!b&&u(t,e)){var n=S.getData();return v.release(S),S=null,n}return null}switch(t){case\"topPaste\":return null;case\"topKeyPress\":return e.which&&!i(e)?String.fromCharCode(e.which):null;case\"topCompositionEnd\":return C?null:e.data;default:return null}}function p(t,e,n,r){var i;if(i=w?l(t,n):f(t,n),!i)return null;var o=m.getPooled(E.beforeInput,e,n,r);return o.data=i,h.accumulateTwoPhaseDispatches(o),o}var h=n(23),d=n(6),v=n(340),g=n(377),m=n(380),y=[9,13,27,32],_=229,b=d.canUseDOM&&\"CompositionEvent\"in window,x=null;d.canUseDOM&&\"documentMode\"in document&&(x=document.documentMode);var w=d.canUseDOM&&\"TextEvent\"in window&&!x&&!r(),C=d.canUseDOM&&(!b||x&&x>8&&x<=11),M=32,k=String.fromCharCode(M),E={beforeInput:{phasedRegistrationNames:{bubbled:\"onBeforeInput\",captured:\"onBeforeInputCapture\"},dependencies:[\"topCompositionEnd\",\"topKeyPress\",\"topTextInput\",\"topPaste\"]},compositionEnd:{phasedRegistrationNames:{bubbled:\"onCompositionEnd\",captured:\"onCompositionEndCapture\"},dependencies:[\"topBlur\",\"topCompositionEnd\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionStart:{phasedRegistrationNames:{bubbled:\"onCompositionStart\",captured:\"onCompositionStartCapture\"},dependencies:[\"topBlur\",\"topCompositionStart\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionUpdate:{phasedRegistrationNames:{bubbled:\"onCompositionUpdate\",captured:\"onCompositionUpdateCapture\"},dependencies:[\"topBlur\",\"topCompositionUpdate\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]}},T=!1,S=null,P={eventTypes:E,extractEvents:function(t,e,n,r){return[s(t,e,n,r),p(t,e,n,r)]}};t.exports=P},function(t,e,n){\"use strict\";var r=n(154),i=n(6),o=(n(9),n(319),n(386)),a=n(326),u=n(330),c=(n(1),u(function(t){return a(t)})),s=!1,l=\"cssFloat\";if(i.canUseDOM){var f=document.createElement(\"div\").style;try{f.font=\"\"}catch(t){s=!0}void 0===document.documentElement.style.cssFloat&&(l=\"styleFloat\")}var p={createMarkupForStyles:function(t,e){var n=\"\";for(var r in t)if(t.hasOwnProperty(r)){var i=t[r];null!=i&&(n+=c(r)+\":\",n+=o(r,i,e)+\";\")}return n||null},setValueForStyles:function(t,e,n){var i=t.style;for(var a in e)if(e.hasOwnProperty(a)){var u=o(a,e[a],n);if(\"float\"!==a&&\"cssFloat\"!==a||(a=l),u)i[a]=u;else{var c=s&&r.shorthandPropertyExpansions[a];if(c)for(var f in c)i[f]=\"\";else i[a]=\"\"}}}};t.exports=p},function(t,e,n){\"use strict\";function r(t){var e=t.nodeName&&t.nodeName.toLowerCase();return\"select\"===e||\"input\"===e&&\"file\"===t.type}function i(t){var e=C.getPooled(T.change,P,t,M(t));_.accumulateTwoPhaseDispatches(e),w.batchedUpdates(o,e)}function o(t){y.enqueueEvents(t),y.processEventQueue(!1)}function a(t,e){S=t,P=e,S.attachEvent(\"onchange\",i)}function u(){S&&(S.detachEvent(\"onchange\",i),S=null,P=null)}function c(t,e){if(\"topChange\"===t)return e}function s(t,e,n){\"topFocus\"===t?(u(),a(e,n)):\"topBlur\"===t&&u()}function l(t,e){S=t,P=e,N=t.value,A=Object.getOwnPropertyDescriptor(t.constructor.prototype,\"value\"),Object.defineProperty(S,\"value\",D),S.attachEvent?S.attachEvent(\"onpropertychange\",p):S.addEventListener(\"propertychange\",p,!1)}function f(){S&&(delete S.value,S.detachEvent?S.detachEvent(\"onpropertychange\",p):S.removeEventListener(\"propertychange\",p,!1),S=null,P=null,N=null,A=null)}function p(t){if(\"value\"===t.propertyName){var e=t.srcElement.value;e!==N&&(N=e,i(t))}}function h(t,e){if(\"topInput\"===t)return e}function d(t,e,n){\"topFocus\"===t?(f(),l(e,n)):\"topBlur\"===t&&f()}function v(t,e){if((\"topSelectionChange\"===t||\"topKeyUp\"===t||\"topKeyDown\"===t)&&S&&S.value!==N)return N=S.value,P}function g(t){return t.nodeName&&\"input\"===t.nodeName.toLowerCase()&&(\"checkbox\"===t.type||\"radio\"===t.type)}function m(t,e){if(\"topClick\"===t)return e}var y=n(22),_=n(23),b=n(6),x=n(4),w=n(11),C=n(14),M=n(93),k=n(94),E=n(170),T={change:{phasedRegistrationNames:{bubbled:\"onChange\",captured:\"onChangeCapture\"},dependencies:[\"topBlur\",\"topChange\",\"topClick\",\"topFocus\",\"topInput\",\"topKeyDown\",\"topKeyUp\",\"topSelectionChange\"]}},S=null,P=null,N=null,A=null,O=!1;b.canUseDOM&&(O=k(\"change\")&&(!document.documentMode||document.documentMode>8));var I=!1;b.canUseDOM&&(I=k(\"input\")&&(!document.documentMode||document.documentMode>11));var D={get:function(){return A.get.call(this)},set:function(t){N=\"\"+t,A.set.call(this,t)}},R={eventTypes:T,extractEvents:function(t,e,n,i){var o,a,u=e?x.getNodeFromInstance(e):window;if(r(u)?O?o=c:a=s:E(u)?I?o=h:(o=v,a=d):g(u)&&(o=m),o){var l=o(t,e);if(l){var f=C.getPooled(T.change,l,n,i);return f.type=\"change\",_.accumulateTwoPhaseDispatches(f),f}}a&&a(t,u,e)}};t.exports=R},function(t,e,n){\"use strict\";var r=n(2),i=n(20),o=n(6),a=n(322),u=n(8),c=(n(0),{dangerouslyReplaceNodeWithMarkup:function(t,e){if(o.canUseDOM?void 0:r(\"56\"),e?void 0:r(\"57\"),\"HTML\"===t.nodeName?r(\"58\"):void 0,\"string\"==typeof e){var n=a(e,u)[0];t.parentNode.replaceChild(n,t)}else i.replaceChildWithTree(t,e)}});t.exports=c},function(t,e,n){\"use strict\";var r=[\"ResponderEventPlugin\",\"SimpleEventPlugin\",\"TapEventPlugin\",\"EnterLeaveEventPlugin\",\"ChangeEventPlugin\",\"SelectEventPlugin\",\"BeforeInputEventPlugin\"];t.exports=r},function(t,e,n){\"use strict\";var r=n(23),i=n(4),o=n(52),a={mouseEnter:{registrationName:\"onMouseEnter\",dependencies:[\"topMouseOut\",\"topMouseOver\"]},mouseLeave:{registrationName:\"onMouseLeave\",dependencies:[\"topMouseOut\",\"topMouseOver\"]}},u={eventTypes:a,extractEvents:function(t,e,n,u){if(\"topMouseOver\"===t&&(n.relatedTarget||n.fromElement))return null;\n",
+       "if(\"topMouseOut\"!==t&&\"topMouseOver\"!==t)return null;var c;if(u.window===u)c=u;else{var s=u.ownerDocument;c=s?s.defaultView||s.parentWindow:window}var l,f;if(\"topMouseOut\"===t){l=e;var p=n.relatedTarget||n.toElement;f=p?i.getClosestInstanceFromNode(p):null}else l=null,f=e;if(l===f)return null;var h=null==l?c:i.getNodeFromInstance(l),d=null==f?c:i.getNodeFromInstance(f),v=o.getPooled(a.mouseLeave,l,n,u);v.type=\"mouseleave\",v.target=h,v.relatedTarget=d;var g=o.getPooled(a.mouseEnter,f,n,u);return g.type=\"mouseenter\",g.target=d,g.relatedTarget=h,r.accumulateEnterLeaveDispatches(v,g,l,f),[v,g]}};t.exports=u},function(t,e,n){\"use strict\";var r={topAbort:null,topAnimationEnd:null,topAnimationIteration:null,topAnimationStart:null,topBlur:null,topCanPlay:null,topCanPlayThrough:null,topChange:null,topClick:null,topCompositionEnd:null,topCompositionStart:null,topCompositionUpdate:null,topContextMenu:null,topCopy:null,topCut:null,topDoubleClick:null,topDrag:null,topDragEnd:null,topDragEnter:null,topDragExit:null,topDragLeave:null,topDragOver:null,topDragStart:null,topDrop:null,topDurationChange:null,topEmptied:null,topEncrypted:null,topEnded:null,topError:null,topFocus:null,topInput:null,topInvalid:null,topKeyDown:null,topKeyPress:null,topKeyUp:null,topLoad:null,topLoadedData:null,topLoadedMetadata:null,topLoadStart:null,topMouseDown:null,topMouseMove:null,topMouseOut:null,topMouseOver:null,topMouseUp:null,topPaste:null,topPause:null,topPlay:null,topPlaying:null,topProgress:null,topRateChange:null,topReset:null,topScroll:null,topSeeked:null,topSeeking:null,topSelectionChange:null,topStalled:null,topSubmit:null,topSuspend:null,topTextInput:null,topTimeUpdate:null,topTouchCancel:null,topTouchEnd:null,topTouchMove:null,topTouchStart:null,topTransitionEnd:null,topVolumeChange:null,topWaiting:null,topWheel:null},i={topLevelTypes:r};t.exports=i},function(t,e,n){\"use strict\";function r(t){this._root=t,this._startText=this.getText(),this._fallbackText=null}var i=n(3),o=n(17),a=n(168);i(r.prototype,{destructor:function(){this._root=null,this._startText=null,this._fallbackText=null},getText:function(){return\"value\"in this._root?this._root.value:this._root[a()]},getData:function(){if(this._fallbackText)return this._fallbackText;var t,e,n=this._startText,r=n.length,i=this.getText(),o=i.length;for(t=0;t<r&&n[t]===i[t];t++);var a=r-t;for(e=1;e<=a&&n[r-e]===i[o-e];e++);var u=e>1?1-e:void 0;return this._fallbackText=i.slice(t,u),this._fallbackText}}),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";var r=n(21),i=r.injection.MUST_USE_PROPERTY,o=r.injection.HAS_BOOLEAN_VALUE,a=r.injection.HAS_NUMERIC_VALUE,u=r.injection.HAS_POSITIVE_NUMERIC_VALUE,c=r.injection.HAS_OVERLOADED_BOOLEAN_VALUE,s={isCustomAttribute:RegExp.prototype.test.bind(new RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(169),a=(n(84),n(95)),u=n(172);n(1);\"undefined\"!=typeof e&&e.env,1;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(153))},function(t,e,n){\"use strict\";var r=n(81),i=n(350),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t,e){}function o(t){return!(!t.prototype||!t.prototype.isReactComponent)}function a(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var u=n(2),c=n(3),s=n(26),l=n(86),f=n(15),p=n(87),h=n(40),d=(n(9),n(164)),v=n(24),g=n(38),m=(n(0),n(80)),y=n(95),_=(n(1),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=h.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return i(t,e),e};var b=1,x={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,c){this._context=c,this._mountOrder=b++,this._hostParent=e,this._hostContainerInfo=n;var l,f=this._currentElement.props,p=this._processContext(c),d=this._currentElement.type,v=t.getUpdateQueue(),m=o(d),y=this._constructComponent(m,f,p,v);m||null!=y&&null!=y.render?a(d)?this._compositeType=_.PureClass:this._compositeType=_.ImpureClass:(l=y,i(d,l),null===y||y===!1||s.isValidElement(y)?void 0:u(\"105\",d.displayName||d.name||\"Component\"),y=new r(d),this._compositeType=_.StatelessFunctional);y.props=f,y.context=p,y.refs=g,y.updater=v,this._instance=y,h.set(y,this);var x=y.state;void 0===x&&(y.state=x=null),\"object\"!=typeof x||Array.isArray(x)?u(\"106\",this.getName()||\"ReactCompositeComponent\"):void 0,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var w;return w=y.unstable_handleError?this.performInitialMountWithErrorHandling(l,e,n,t,c):this.performInitialMount(l,e,n,t,c),y.componentDidMount&&t.getReactMountReady().enqueue(y.componentDidMount,y),w},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=d.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return v.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";p.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(v.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,h.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return g;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
+       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- >0;)n(c[s],\"captured\",o)}var c=n(2);n(0);t.exports={isAncestor:i,getLowestCommonAncestor:r,getParentInstance:o,traverseTwoPhase:a,traverseEnterLeave:u}},function(t,e,n){\"use strict\";function r(){this.reinitializeTransaction()}var i=n(3),o=n(11),a=n(53),u=n(8),c={initialize:u,close:function(){p.isBatchingUpdates=!1}},s={initialize:u,close:o.flushBatchedUpdates.bind(o)},l=[s,c];i(r.prototype,a,{getTransactionWrappers:function(){return l}});var f=new r,p={isBatchingUpdates:!1,batchedUpdates:function(t,e,n,r,i,o){var a=p.isBatchingUpdates;return p.isBatchingUpdates=!0,a?t(e,n,r,i,o):f.perform(t,null,e,n,r,i,o)}};t.exports=p},function(t,e,n){\"use strict\";function r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){var a=i.extractEvents(t,e,n,o);r(a)}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do t.ancestors.push(i),i=i&&r(i);while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function a(t){var e=d(window);t(e)}var u=n(3),c=n(150),s=n(6),l=n(17),f=n(4),p=n(11),h=n(93),d=n(324);u(i.prototype,{destructor:function(){this.topLevelType=null,this.nativeEvent=null,this.ancestors.length=0}}),l.addPoolingTo(i,l.twoArgumentPooler);var v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof t&&(n=t.ref,r=t._owner);var i=null,o=null;return null!==e&&\"object\"==typeof e&&(i=e.ref,o=e._owner),n!==i||\"string\"==typeof i&&o!==r},a.detachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&i(n,t,e._owner)}},t.exports=a},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=t,this.useCreateElement=!1,this.updateQueue=new u(this)}var i=n(3),o=n(17),a=n(53),u=(n(9),n(370)),c=[],s={enqueue:function(){}},l={getTransactionWrappers:function(){return c},getReactMountReady:function(){return s},getUpdateQueue:function(){return this.updateQueue},destructor:function(){},checkpoint:function(){},rollback:function(){}};i(r.prototype,a,l),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function i(t,e){}var o=n(88),a=(n(1),function(){function t(e){r(this,t),this.transaction=e}return t.prototype.isMounted=function(t){return!1},t.prototype.enqueueCallback=function(t,e,n){this.transaction.isInTransaction()&&o.enqueueCallback(t,e,n)},t.prototype.enqueueForceUpdate=function(t){this.transaction.isInTransaction()?o.enqueueForceUpdate(t):i(t,\"forceUpdate\")},t.prototype.enqueueReplaceState=function(t,e){this.transaction.isInTransaction()?o.enqueueReplaceState(t,e):i(t,\"replaceState\")},t.prototype.enqueueSetState=function(t,e){this.transaction.isInTransaction()?o.enqueueSetState(t,e):i(t,\"setState\")},t}());t.exports=a},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";var r={xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\"},i={accentHeight:\"accent-height\",accumulate:0,additive:0,alignmentBaseline:\"alignment-baseline\",allowReorder:\"allowReorder\",alphabetic:0,amplitude:0,arabicForm:\"arabic-form\",ascent:0,attributeName:\"attributeName\",attributeType:\"attributeType\",autoReverse:\"autoReverse\",azimuth:0,baseFrequency:\"baseFrequency\",baseProfile:\"baseProfile\",baselineShift:\"baseline-shift\",bbox:0,begin:0,bias:0,by:0,calcMode:\"calcMode\",capHeight:\"cap-height\",clip:0,clipPath:\"clip-path\",clipRule:\"clip-rule\",clipPathUnits:\"clipPathUnits\",colorInterpolation:\"color-interpolation\",colorInterpolationFilters:\"color-interpolation-filters\",colorProfile:\"color-profile\",colorRendering:\"color-rendering\",contentScriptType:\"contentScriptType\",contentStyleType:\"contentStyleType\",cursor:0,cx:0,cy:0,d:0,decelerate:0,descent:0,diffuseConstant:\"diffuseConstant\",direction:0,display:0,divisor:0,dominantBaseline:\"dominant-baseline\",dur:0,dx:0,dy:0,edgeMode:\"edgeMode\",elevation:0,enableBackground:\"enable-background\",end:0,exponent:0,externalResourcesRequired:\"externalResourcesRequired\",fill:0,fillOpacity:\"fill-opacity\",fillRule:\"fill-rule\",filter:0,filterRes:\"filterRes\",filterUnits:\"filterUnits\",floodColor:\"flood-color\",floodOpacity:\"flood-opacity\",focusable:0,fontFamily:\"font-family\",fontSize:\"font-size\",fontSizeAdjust:\"font-size-adjust\",fontStretch:\"font-stretch\",fontStyle:\"font-style\",fontVariant:\"font-variant\",fontWeight:\"font-weight\",format:0,from:0,fx:0,fy:0,g1:0,g2:0,glyphName:\"glyph-name\",glyphOrientationHorizontal:\"glyph-orientation-horizontal\",glyphOrientationVertical:\"glyph-orientation-vertical\",glyphRef:\"glyphRef\",gradientTransform:\"gradientTransform\",gradientUnits:\"gradientUnits\",hanging:0,horizAdvX:\"horiz-adv-x\",horizOriginX:\"horiz-origin-x\",ideographic:0,imageRendering:\"image-rendering\",in:0,in2:0,intercept:0,k:0,k1:0,k2:0,k3:0,k4:0,kernelMatrix:\"kernelMatrix\",kernelUnitLength:\"kernelUnitLength\",kerning:0,keyPoints:\"keyPoints\",keySplines:\"keySplines\",keyTimes:\"keyTimes\",lengthAdjust:\"lengthAdjust\",letterSpacing:\"letter-spacing\",lightingColor:\"lighting-color\",limitingConeAngle:\"limitingConeAngle\",local:0,markerEnd:\"marker-end\",markerMid:\"marker-mid\",markerStart:\"marker-start\",markerHeight:\"markerHeight\",markerUnits:\"markerUnits\",markerWidth:\"markerWidth\",mask:0,maskContentUnits:\"maskContentUnits\",maskUnits:\"maskUnits\",mathematical:0,mode:0,numOctaves:\"numOctaves\",offset:0,opacity:0,operator:0,order:0,orient:0,orientation:0,origin:0,overflow:0,overlinePosition:\"overline-position\",overlineThickness:\"overline-thickness\",paintOrder:\"paint-order\",panose1:\"panose-1\",pathLength:\"pathLength\",patternContentUnits:\"patternContentUnits\",patternTransform:\"patternTransform\",patternUnits:\"patternUnits\",pointerEvents:\"pointer-events\",points:0,pointsAtX:\"pointsAtX\",pointsAtY:\"pointsAtY\",pointsAtZ:\"pointsAtZ\",preserveAlpha:\"preserveAlpha\",preserveAspectRatio:\"preserveAspectRatio\",primitiveUnits:\"primitiveUnits\",r:0,radius:0,refX:\"refX\",refY:\"refY\",renderingIntent:\"rendering-intent\",repeatCount:\"repeatCount\",repeatDur:\"repeatDur\",requiredExtensions:\"requiredExtensions\",requiredFeatures:\"requiredFeatures\",restart:0,result:0,rotate:0,rx:0,ry:0,scale:0,seed:0,shapeRendering:\"shape-rendering\",slope:0,spacing:0,specularConstant:\"specularConstant\",specularExponent:\"specularExponent\",speed:0,spreadMethod:\"spreadMethod\",startOffset:\"startOffset\",stdDeviation:\"stdDeviation\",stemh:0,stemv:0,stitchTiles:\"stitchTiles\",stopColor:\"stop-color\",stopOpacity:\"stop-opacity\",strikethroughPosition:\"strikethrough-position\",strikethroughThickness:\"strikethrough-thickness\",string:0,stroke:0,strokeDasharray:\"stroke-dasharray\",strokeDashoffset:\"stroke-dashoffset\",strokeLinecap:\"stroke-linecap\",strokeLinejoin:\"stroke-linejoin\",strokeMiterlimit:\"stroke-miterlimit\",strokeOpacity:\"stroke-opacity\",strokeWidth:\"stroke-width\",surfaceScale:\"surfaceScale\",systemLanguage:\"systemLanguage\",tableValues:\"tableValues\",targetX:\"targetX\",targetY:\"targetY\",textAnchor:\"text-anchor\",textDecoration:\"text-decoration\",textRendering:\"text-rendering\",textLength:\"textLength\",to:0,transform:0,u1:0,u2:0,underlinePosition:\"underline-position\",underlineThickness:\"underline-thickness\",unicode:0,unicodeBidi:\"unicode-bidi\",unicodeRange:\"unicode-range\",unitsPerEm:\"units-per-em\",vAlphabetic:\"v-alphabetic\",vHanging:\"v-hanging\",vIdeographic:\"v-ideographic\",vMathematical:\"v-mathematical\",values:0,vectorEffect:\"vector-effect\",version:0,vertAdvY:\"vert-adv-y\",vertOriginX:\"vert-origin-x\",vertOriginY:\"vert-origin-y\",viewBox:\"viewBox\",viewTarget:\"viewTarget\",visibility:0,widths:0,wordSpacing:\"word-spacing\",writingMode:\"writing-mode\",x:0,xHeight:\"x-height\",x1:0,x2:0,xChannelSelector:\"xChannelSelector\",xlinkActuate:\"xlink:actuate\",xlinkArcrole:\"xlink:arcrole\",xlinkHref:\"xlink:href\",xlinkRole:\"xlink:role\",xlinkShow:\"xlink:show\",xlinkTitle:\"xlink:title\",xlinkType:\"xlink:type\",xmlBase:\"xml:base\",xmlns:0,xmlnsXlink:\"xmlns:xlink\",xmlLang:\"xml:lang\",xmlSpace:\"xml:space\",y:0,y1:0,y2:0,yChannelSelector:\"yChannelSelector\",z:0,zoomAndPan:\"zoomAndPan\"},o={Properties:{},DOMAttributeNamespaces:{xlinkActuate:r.xlink,xlinkArcrole:r.xlink,xlinkHref:r.xlink,xlinkRole:r.xlink,xlinkShow:r.xlink,xlinkTitle:r.xlink,xlinkType:r.xlink,xmlBase:r.xml,xmlLang:r.xml,xmlSpace:r.xml},DOMAttributeNames:{}};Object.keys(i).forEach(function(t){o.Properties[t]=0,i[t]&&(o.DOMAttributeNames[t]=i[t])}),t.exports=o},function(t,e,n){\"use strict\";function r(t){if(\"selectionStart\"in t&&c.hasSelectionCapabilities(t))return{start:t.selectionStart,end:t.selectionEnd};if(window.getSelection){var e=window.getSelection();return{anchorNode:e.anchorNode,anchorOffset:e.anchorOffset,focusNode:e.focusNode,focusOffset:e.focusOffset}}if(document.selection){var n=document.selection.createRange();return{parentElement:n.parentElement(),text:n.text,top:n.boundingTop,left:n.boundingLeft}}}function i(t,e){if(y||null==v||v!==l())return null;var n=r(v);if(!m||!p(m,n)){m=n;var i=s.getPooled(d.select,g,t,e);return i.type=\"select\",i.target=v,o.accumulateTwoPhaseDispatches(i),i}return null}var o=n(23),a=n(6),u=n(4),c=n(162),s=n(14),l=n(152),f=n(170),p=n(80),h=a.canUseDOM&&\"documentMode\"in document&&document.documentMode<=11,d={select:{phasedRegistrationNames:{bubbled:\"onSelect\",captured:\"onSelectCapture\"},dependencies:[\"topBlur\",\"topContextMenu\",\"topFocus\",\"topKeyDown\",\"topKeyUp\",\"topMouseDown\",\"topMouseUp\",\"topSelectionChange\"]}},v=null,g=null,m=null,y=!1,_=!1,b={eventTypes:d,extractEvents:function(t,e,n,r){if(!_)return null;var o=e?u.getNodeFromInstance(e):window;switch(t){case\"topFocus\":(f(o)||\"true\"===o.contentEditable)&&(v=o,g=e,m=null);break;case\"topBlur\":v=null,g=null,m=null;break;case\"topMouseDown\":y=!0;break;case\"topContextMenu\":case\"topMouseUp\":return y=!1,i(n,r);case\"topSelectionChange\":if(h)break;case\"topKeyDown\":case\"topKeyUp\":return i(n,r)}return null},didPutListener:function(t,e,n){\"onSelect\"===e&&(_=!0)}};t.exports=b},function(t,e,n){\"use strict\";function r(t){return\".\"+t._rootNodeID}function i(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}var o=n(2),a=n(150),u=n(23),c=n(4),s=n(375),l=n(376),f=n(14),p=n(379),h=n(381),d=n(52),v=n(378),g=n(382),m=n(383),y=n(25),_=n(384),b=n(8),x=n(91),w=(n(0),{}),C={};[\"abort\",\"animationEnd\",\"animationIteration\",\"animationStart\",\"blur\",\"canPlay\",\"canPlayThrough\",\"click\",\"contextMenu\",\"copy\",\"cut\",\"doubleClick\",\"drag\",\"dragEnd\",\"dragEnter\",\"dragExit\",\"dragLeave\",\"dragOver\",\"dragStart\",\"drop\",\"durationChange\",\"emptied\",\"encrypted\",\"ended\",\"error\",\"focus\",\"input\",\"invalid\",\"keyDown\",\"keyPress\",\"keyUp\",\"load\",\"loadedData\",\"loadedMetadata\",\"loadStart\",\"mouseDown\",\"mouseMove\",\"mouseOut\",\"mouseOver\",\"mouseUp\",\"paste\",\"pause\",\"play\",\"playing\",\"progress\",\"rateChange\",\"reset\",\"scroll\",\"seeked\",\"seeking\",\"stalled\",\"submit\",\"suspend\",\"timeUpdate\",\"touchCancel\",\"touchEnd\",\"touchMove\",\"touchStart\",\"transitionEnd\",\"volumeChange\",\"waiting\",\"wheel\"].forEach(function(t){var e=t[0].toUpperCase()+t.slice(1),n=\"on\"+e,r=\"top\"+e,i={phasedRegistrationNames:{bubbled:n,captured:n+\"Capture\"},dependencies:[r]};w[t]=i,C[r]=i});var M={},k={eventTypes:w,extractEvents:function(t,e,n,r){var i=C[t];if(!i)return null;var a;switch(t){case\"topAbort\":case\"topCanPlay\":case\"topCanPlayThrough\":case\"topDurationChange\":case\"topEmptied\":case\"topEncrypted\":case\"topEnded\":case\"topError\":case\"topInput\":case\"topInvalid\":case\"topLoad\":case\"topLoadedData\":case\"topLoadedMetadata\":case\"topLoadStart\":case\"topPause\":case\"topPlay\":case\"topPlaying\":case\"topProgress\":case\"topRateChange\":case\"topReset\":case\"topSeeked\":case\"topSeeking\":case\"topStalled\":case\"topSubmit\":case\"topSuspend\":case\"topTimeUpdate\":case\"topVolumeChange\":case\"topWaiting\":a=f;break;case\"topKeyPress\":if(0===x(n))return null;case\"topKeyDown\":case\"topKeyUp\":a=h;break;case\"topBlur\":case\"topFocus\":a=p;break;case\"topClick\":if(2===n.button)return null;case\"topDoubleClick\":case\"topMouseDown\":case\"topMouseMove\":case\"topMouseUp\":case\"topMouseOut\":case\"topMouseOver\":case\"topContextMenu\":a=d;break;case\"topDrag\":case\"topDragEnd\":case\"topDragEnter\":case\"topDragExit\":case\"topDragLeave\":case\"topDragOver\":case\"topDragStart\":case\"topDrop\":a=v;break;case\"topTouchCancel\":case\"topTouchEnd\":case\"topTouchMove\":case\"topTouchStart\":a=g;break;case\"topAnimationEnd\":case\"topAnimationIteration\":case\"topAnimationStart\":a=s;break;case\"topTransitionEnd\":a=m;break;case\"topScroll\":a=y;break;case\"topWheel\":a=_;break;case\"topCopy\":case\"topCut\":case\"topPaste\":a=l}a?void 0:o(\"86\",t);var c=a.getPooled(i,e,n,r);return u.accumulateTwoPhaseDispatches(c),c},didPutListener:function(t,e,n){if(\"onClick\"===e&&!i(t._tag)){var o=r(t),u=c.getNodeFromInstance(t);M[o]||(M[o]=a.listen(u,\"click\",b))}},willDeleteListener:function(t,e){if(\"onClick\"===e&&!i(t._tag)){var n=r(t);M[n].remove(),delete M[n]}}};t.exports=k},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={animationName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={clipboardData:function(t){return\"clipboardData\"in t?t.clipboardData:window.clipboardData}};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={dataTransfer:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o={relatedTarget:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(91),a=n(389),u=n(92),c={key:a,location:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,repeat:null,locale:null,getModifierState:u,charCode:function(t){return\"keypress\"===t.type?o(t):0},keyCode:function(t){return\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0},which:function(t){return\"keypress\"===t.type?o(t):\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0}};i.augmentClass(r,c),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(92),a={touches:null,targetTouches:null,changedTouches:null,altKey:null,metaKey:null,ctrlKey:null,shiftKey:null,getModifierState:o};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={propertyName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={deltaX:function(t){return\"deltaX\"in t?t.deltaX:\"wheelDeltaX\"in t?-t.wheelDeltaX:0},deltaY:function(t){return\"deltaY\"in t?t.deltaY:\"wheelDeltaY\"in t?-t.wheelDeltaY:\"wheelDelta\"in t?-t.wheelDelta:0},deltaZ:null,deltaMode:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e=1,n=0,r=0,o=t.length,a=o&-4;r<a;){for(var u=Math.min(r+4096,a);r<u;r+=4)n+=(e+=t.charCodeAt(r))+(e+=t.charCodeAt(r+1))+(e+=t.charCodeAt(r+2))+(e+=t.charCodeAt(r+3));e%=i,n%=i}for(;r<o;r++)n+=e+=t.charCodeAt(r);return e%=i,n%=i,e|n<<16}var i=65521;t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){var r=null==e||\"boolean\"==typeof e||\"\"===e;if(r)return\"\";var i=isNaN(e);if(i||0===e||o.hasOwnProperty(t)&&o[t])return\"\"+e;if(\"string\"==typeof e){e=e.trim()}return e+\"px\"}var i=n(154),o=(n(1),i.isUnitlessNumber);t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null==t)return null;if(1===t.nodeType)return t;var e=a.get(t);return e?(e=u(e),e?o.getNodeFromInstance(e):null):void(\"function\"==typeof t.render?i(\"44\"):i(\"45\",Object.keys(t)))}var i=n(2),o=(n(15),n(4)),a=n(40),u=n(167);n(0),n(1);t.exports=r},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){if(t&&\"object\"==typeof t){var i=t,o=void 0===i[n];o&&null!=e&&(i[n]=e)}}function i(t,e){if(null==t)return t;var n={};return o(t,r,n),n}var o=(n(84),n(172));n(1);\"undefined\"!=typeof e&&e.env,1,t.exports=i}).call(e,n(153))},function(t,e,n){\"use strict\";function r(t){if(t.key){var e=o[t.key]||t.key;if(\"Unidentified\"!==e)return e}if(\"keypress\"===t.type){var n=i(t);return 13===n?\"Enter\":String.fromCharCode(n)}return\"keydown\"===t.type||\"keyup\"===t.type?a[t.keyCode]||\"Unidentified\":\"\"}var i=n(91),o={Esc:\"Escape\",Spacebar:\" \",Left:\"ArrowLeft\",Up:\"ArrowUp\",Right:\"ArrowRight\",Down:\"ArrowDown\",Del:\"Delete\",Win:\"OS\",Menu:\"ContextMenu\",Apps:\"ContextMenu\",Scroll:\"ScrollLock\",MozPrintableKey:\"Unidentified\"},a={8:\"Backspace\",9:\"Tab\",12:\"Clear\",13:\"Enter\",16:\"Shift\",17:\"Control\",18:\"Alt\",19:\"Pause\",20:\"CapsLock\",27:\"Escape\",32:\" \",33:\"PageUp\",34:\"PageDown\",35:\"End\",36:\"Home\",37:\"ArrowLeft\",38:\"ArrowUp\",39:\"ArrowRight\",40:\"ArrowDown\",45:\"Insert\",46:\"Delete\",112:\"F1\",113:\"F2\",114:\"F3\",115:\"F4\",116:\"F5\",117:\"F6\",118:\"F7\",119:\"F8\",120:\"F9\",121:\"F10\",122:\"F11\",123:\"F12\",144:\"NumLock\",145:\"ScrollLock\",224:\"Meta\"};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},function(t,e,n){\"use strict\";function r(){return i++}var i=1;t.exports=r},function(t,e,n){\"use strict\";function r(t){for(;t&&t.firstChild;)t=t.firstChild;return t}function i(t){for(;t;){if(t.nextSibling)return t.nextSibling;t=t.parentNode}}function o(t,e){for(var n=r(t),o=0,a=0;n;){if(3===n.nodeType){if(a=o+n.textContent.length,o<=e&&a>=e)return{node:n,offset:e-o};o=a}n=r(i(n))}}t.exports=o},function(t,e,n){\"use strict\";function r(t,e){var n={};return n[t.toLowerCase()]=e.toLowerCase(),n[\"Webkit\"+t]=\"webkit\"+e,n[\"Moz\"+t]=\"moz\"+e,n[\"ms\"+t]=\"MS\"+e,n[\"O\"+t]=\"o\"+e.toLowerCase(),n}function i(t){if(u[t])return u[t];if(!a[t])return t;var e=a[t];for(var n in e)if(e.hasOwnProperty(n)&&n in c)return u[t]=e[n];return\"\"}var o=n(6),a={animationend:r(\"Animation\",\"AnimationEnd\"),animationiteration:r(\"Animation\",\"AnimationIteration\"),animationstart:r(\"Animation\",\"AnimationStart\"),transitionend:r(\"Transition\",\"TransitionEnd\")},u={},c={};o.canUseDOM&&(c=document.createElement(\"div\").style,\"AnimationEvent\"in window||(delete a.animationend.animation,delete a.animationiteration.animation,delete a.animationstart.animation),\"TransitionEvent\"in window||delete a.transitionend.transition),t.exports=i},function(t,e,n){\"use strict\";function r(t){return'\"'+i(t)+'\"'}var i=n(54);t.exports=r},function(t,e,n){\"use strict\";var r=n(163);t.exports=r.renderSubtreeIntoContainer},function(t,e,n){\"use strict\";function r(t,e){var n=l.extractSingleTouch(e);return n?n[t.page]:t.page in e?e[t.page]:e[t.client]+f[t.envScroll]}function i(t,e){var n=r(b.x,e),i=r(b.y,e);return Math.pow(Math.pow(n-t.x,2)+Math.pow(i-t.y,2),.5)}function o(t){return{tapMoveThreshold:g,ignoreMouseThreshold:m,eventTypes:C,extractEvents:function(e,n,o,a){if(!h(e)&&!d(e))return null;if(v(e))_=M();else if(t(_,M()))return null;var u=null,l=i(y,o);return d(e)&&l<g&&(u=s.getPooled(C.touchTap,n,o,a)),h(e)?(y.x=r(b.x,o),y.y=r(b.y,o)):d(e)&&(y.x=0,y.y=0),c.accumulateTwoPhaseDispatches(u),u}}}var a=n(339),u=n(50),c=n(23),s=n(25),l=n(397),f=n(89),p=n(329),h=(a.topLevelTypes,u.isStartish),d=u.isEndish,v=function(t){var e=[\"topTouchCancel\",\"topTouchEnd\",\"topTouchStart\",\"topTouchMove\"];return e.indexOf(t)>=0},g=10,m=750,y={x:null,y:null},_=null,b={x:{page:\"pageX\",client:\"clientX\",envScroll:\"currentPageScrollLeft\"},y:{page:\"pageY\",client:\"clientY\",envScroll:\"currentPageScrollTop\"}},x=[\"topTouchStart\",\"topTouchCancel\",\"topTouchEnd\",\"topTouchMove\"],w=[\"topMouseDown\",\"topMouseMove\",\"topMouseUp\"].concat(x),C={touchTap:{phasedRegistrationNames:{bubbled:p({onTouchTap:null}),captured:p({onTouchTapCapture:null})},dependencies:w}},M=function(){return Date.now?Date.now:function(){return+new Date}}();t.exports=o},function(t,e){var n={extractSingleTouch:function(t){var e=t.touches,n=t.changedTouches,r=e&&e.length>0,i=n&&n.length>0;return!r&&i?n[0]:r?e[0]:t}};t.exports=n},function(t,e){t.exports=function(t,e){if(t&&e-t<750)return!0}},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";var r=n(28),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";function r(t){return(\"\"+t).replace(b,\"$&/\")}function i(t,e){this.func=t,this.context=e,this.count=0}function o(t,e,n){var r=t.func,i=t.context;r.call(i,e,t.count++)}function a(t,e,n){if(null==t)return t;var r=i.getPooled(e,n);m(t,o,r),i.release(r)}function u(t,e,n,r){this.result=t,this.keyPrefix=e,this.func=n,this.context=r,this.count=0}function c(t,e,n){var i=t.result,o=t.keyPrefix,a=t.func,u=t.context,c=a.call(u,e,t.count++);Array.isArray(c)?s(c,i,n,g.thatReturnsArgument):null!=c&&(v.isValidElement(c)&&(c=v.cloneAndReplaceKey(c,o+(!c.key||e&&e.key===c.key?\"\":r(c.key)+\"/\")+n)),i.push(c))}function s(t,e,n,i,o){var a=\"\";null!=n&&(a=r(n)+\"/\");var s=u.getPooled(e,a,i,o);m(t,c,s),u.release(s)}function l(t,e,n){if(null==t)return t;var r=[];return s(t,r,null,e,n),r}function f(t,e,n){return null}function p(t,e){return m(t,f,null)}function h(t){var e=[];return s(t,e,null,g.thatReturnsArgument),e}var d=n(400),v=n(27),g=n(8),m=n(409),y=d.twoArgumentPooler,_=d.fourArgumentPooler,b=/\\/+/g;i.prototype.destructor=function(){this.func=null,this.context=null,this.count=0},d.addPoolingTo(i,y),u.prototype.destructor=function(){this.result=null,this.keyPrefix=null,this.func=null,this.context=null,this.count=0},d.addPoolingTo(u,_);var x={forEach:a,map:l,mapIntoWithKeyPrefixInternal:s,count:p,toArray:h};t.exports=x},function(t,e,n){\"use strict\";function r(t){return t}function i(t,e){var n=b.hasOwnProperty(e)?b[e]:null;w.hasOwnProperty(e)&&(\"OVERRIDE_BASE\"!==n?p(\"73\",e):void 0),t&&(\"DEFINE_MANY\"!==n&&\"DEFINE_MANY_MERGED\"!==n?p(\"74\",e):void 0)}function o(t,e){if(e){\"function\"==typeof e?p(\"75\"):void 0,v.isValidElement(e)?p(\"76\"):void 0;var n=t.prototype,r=n.__reactAutoBindPairs;e.hasOwnProperty(y)&&x.mixins(t,e.mixins);for(var o in e)if(e.hasOwnProperty(o)&&o!==y){var a=e[o],u=n.hasOwnProperty(o);if(i(u,o),x.hasOwnProperty(o))x[o](t,a);else{var l=b.hasOwnProperty(o),f=\"function\"==typeof a,h=f&&!l&&!u&&e.autobind!==!1;if(h)r.push(o,a),n[o]=a;else if(u){var d=b[o];!l||\"DEFINE_MANY_MERGED\"!==d&&\"DEFINE_MANY\"!==d?p(\"77\",d,o):void 0,\"DEFINE_MANY_MERGED\"===d?n[o]=c(n[o],a):\"DEFINE_MANY\"===d&&(n[o]=s(n[o],a))}else n[o]=a}}}else;}function a(t,e){if(e)for(var n in e){var r=e[n];if(e.hasOwnProperty(n)){var i=n in x;i?p(\"78\",n):void 0;var o=n in t;o?p(\"79\",n):void 0,t[n]=r}}}function u(t,e){t&&e&&\"object\"==typeof t&&\"object\"==typeof e?void 0:p(\"80\");for(var n in e)e.hasOwnProperty(n)&&(void 0!==t[n]?p(\"81\",n):void 0,t[n]=e[n]);return t}function c(t,e){return function(){var n=t.apply(this,arguments),r=e.apply(this,arguments);if(null==n)return r;if(null==r)return n;var i={};return u(i,n),u(i,r),i}}function s(t,e){return function(){t.apply(this,arguments),e.apply(this,arguments)}}function l(t,e){var n=e.bind(t);return n;\n",
+       "}function f(t){for(var e=t.__reactAutoBindPairs,n=0;n<e.length;n+=2){var r=e[n],i=e[n+1];t[r]=l(t,i)}}var p=n(28),h=n(3),d=n(97),v=n(27),g=(n(175),n(98)),m=n(38),y=(n(0),n(1),\"mixins\"),_=[],b={mixins:\"DEFINE_MANY\",statics:\"DEFINE_MANY\",propTypes:\"DEFINE_MANY\",contextTypes:\"DEFINE_MANY\",childContextTypes:\"DEFINE_MANY\",getDefaultProps:\"DEFINE_MANY_MERGED\",getInitialState:\"DEFINE_MANY_MERGED\",getChildContext:\"DEFINE_MANY_MERGED\",render:\"DEFINE_ONCE\",componentWillMount:\"DEFINE_MANY\",componentDidMount:\"DEFINE_MANY\",componentWillReceiveProps:\"DEFINE_MANY\",shouldComponentUpdate:\"DEFINE_ONCE\",componentWillUpdate:\"DEFINE_MANY\",componentDidUpdate:\"DEFINE_MANY\",componentWillUnmount:\"DEFINE_MANY\",updateComponent:\"OVERRIDE_BASE\"},x={displayName:function(t,e){t.displayName=e},mixins:function(t,e){if(e)for(var n=0;n<e.length;n++)o(t,e[n])},childContextTypes:function(t,e){t.childContextTypes=h({},t.childContextTypes,e)},contextTypes:function(t,e){t.contextTypes=h({},t.contextTypes,e)},getDefaultProps:function(t,e){t.getDefaultProps?t.getDefaultProps=c(t.getDefaultProps,e):t.getDefaultProps=e},propTypes:function(t,e){t.propTypes=h({},t.propTypes,e)},statics:function(t,e){a(t,e)},autobind:function(){}},w={replaceState:function(t,e){this.updater.enqueueReplaceState(this,t),e&&this.updater.enqueueCallback(this,e,\"replaceState\")},isMounted:function(){return this.updater.isMounted(this)}},C=function(){};h(C.prototype,d.prototype,w);var M={createClass:function(t){var e=r(function(t,n,r){this.__reactAutoBindPairs.length&&f(this),this.props=t,this.context=n,this.refs=m,this.updater=r||g,this.state=null;var i=this.getInitialState?this.getInitialState():null;\"object\"!=typeof i||Array.isArray(i)?p(\"82\",e.displayName||\"ReactCompositeComponent\"):void 0,this.state=i});e.prototype=new C,e.prototype.constructor=e,e.prototype.__reactAutoBindPairs=[],_.forEach(o.bind(null,e)),o(e,t),e.getDefaultProps&&(e.defaultProps=e.getDefaultProps()),e.prototype.render?void 0:p(\"83\");for(var n in b)e.prototype[n]||(e.prototype[n]=null);return e},injection:{injectMixin:function(t){_.push(t)}}};t.exports=M},function(t,e,n){\"use strict\";var r=n(27),i=r.createFactory,o={a:i(\"a\"),abbr:i(\"abbr\"),address:i(\"address\"),area:i(\"area\"),article:i(\"article\"),aside:i(\"aside\"),audio:i(\"audio\"),b:i(\"b\"),base:i(\"base\"),bdi:i(\"bdi\"),bdo:i(\"bdo\"),big:i(\"big\"),blockquote:i(\"blockquote\"),body:i(\"body\"),br:i(\"br\"),button:i(\"button\"),canvas:i(\"canvas\"),caption:i(\"caption\"),cite:i(\"cite\"),code:i(\"code\"),col:i(\"col\"),colgroup:i(\"colgroup\"),data:i(\"data\"),datalist:i(\"datalist\"),dd:i(\"dd\"),del:i(\"del\"),details:i(\"details\"),dfn:i(\"dfn\"),dialog:i(\"dialog\"),div:i(\"div\"),dl:i(\"dl\"),dt:i(\"dt\"),em:i(\"em\"),embed:i(\"embed\"),fieldset:i(\"fieldset\"),figcaption:i(\"figcaption\"),figure:i(\"figure\"),footer:i(\"footer\"),form:i(\"form\"),h1:i(\"h1\"),h2:i(\"h2\"),h3:i(\"h3\"),h4:i(\"h4\"),h5:i(\"h5\"),h6:i(\"h6\"),head:i(\"head\"),header:i(\"header\"),hgroup:i(\"hgroup\"),hr:i(\"hr\"),html:i(\"html\"),i:i(\"i\"),iframe:i(\"iframe\"),img:i(\"img\"),input:i(\"input\"),ins:i(\"ins\"),kbd:i(\"kbd\"),keygen:i(\"keygen\"),label:i(\"label\"),legend:i(\"legend\"),li:i(\"li\"),link:i(\"link\"),main:i(\"main\"),map:i(\"map\"),mark:i(\"mark\"),menu:i(\"menu\"),menuitem:i(\"menuitem\"),meta:i(\"meta\"),meter:i(\"meter\"),nav:i(\"nav\"),noscript:i(\"noscript\"),object:i(\"object\"),ol:i(\"ol\"),optgroup:i(\"optgroup\"),option:i(\"option\"),output:i(\"output\"),p:i(\"p\"),param:i(\"param\"),picture:i(\"picture\"),pre:i(\"pre\"),progress:i(\"progress\"),q:i(\"q\"),rp:i(\"rp\"),rt:i(\"rt\"),ruby:i(\"ruby\"),s:i(\"s\"),samp:i(\"samp\"),script:i(\"script\"),section:i(\"section\"),select:i(\"select\"),small:i(\"small\"),source:i(\"source\"),span:i(\"span\"),strong:i(\"strong\"),style:i(\"style\"),sub:i(\"sub\"),summary:i(\"summary\"),sup:i(\"sup\"),table:i(\"table\"),tbody:i(\"tbody\"),td:i(\"td\"),textarea:i(\"textarea\"),tfoot:i(\"tfoot\"),th:i(\"th\"),thead:i(\"thead\"),time:i(\"time\"),title:i(\"title\"),tr:i(\"tr\"),track:i(\"track\"),u:i(\"u\"),ul:i(\"ul\"),var:i(\"var\"),video:i(\"video\"),wbr:i(\"wbr\"),circle:i(\"circle\"),clipPath:i(\"clipPath\"),defs:i(\"defs\"),ellipse:i(\"ellipse\"),g:i(\"g\"),image:i(\"image\"),line:i(\"line\"),linearGradient:i(\"linearGradient\"),mask:i(\"mask\"),path:i(\"path\"),pattern:i(\"pattern\"),polygon:i(\"polygon\"),polyline:i(\"polyline\"),radialGradient:i(\"radialGradient\"),rect:i(\"rect\"),stop:i(\"stop\"),svg:i(\"svg\"),text:i(\"text\"),tspan:i(\"tspan\")};t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||1/t===1/e:t!==t&&e!==e}function i(t){this.message=t,this.stack=\"\"}function o(t){function e(e,n,r,o,a,u,c){o=o||E,u=u||r;if(null==n[r]){var s=w[a];return e?new i(null===n[r]?\"The \"+s+\" `\"+u+\"` is marked as required \"+(\"in `\"+o+\"`, but its value is `null`.\"):\"The \"+s+\" `\"+u+\"` is marked as required in \"+(\"`\"+o+\"`, but its value is `undefined`.\")):null}return t(n,r,o,a,u)}var n=e.bind(null,!1);return n.isRequired=e.bind(null,!0),n}function a(t){function e(e,n,r,o,a,u){var c=e[n],s=y(c);if(s!==t){var l=w[o],f=_(c);return new i(\"Invalid \"+l+\" `\"+a+\"` of type \"+(\"`\"+f+\"` supplied to `\"+r+\"`, expected \")+(\"`\"+t+\"`.\"))}return null}return o(e)}function u(){return o(M.thatReturns(null))}function c(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside arrayOf.\");var u=e[n];if(!Array.isArray(u)){var c=w[o],s=y(u);return new i(\"Invalid \"+c+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected an array.\"))}for(var l=0;l<u.length;l++){var f=t(u,l,r,o,a+\"[\"+l+\"]\",C);if(f instanceof Error)return f}return null}return o(e)}function s(){function t(t,e,n,r,o){var a=t[e];if(!x.isValidElement(a)){var u=w[r],c=y(a);return new i(\"Invalid \"+u+\" `\"+o+\"` of type \"+(\"`\"+c+\"` supplied to `\"+n+\"`, expected a single ReactElement.\"))}return null}return o(t)}function l(t){function e(e,n,r,o,a){if(!(e[n]instanceof t)){var u=w[o],c=t.name||E,s=b(e[n]);return new i(\"Invalid \"+u+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected \")+(\"instance of `\"+c+\"`.\"))}return null}return o(e)}function f(t){function e(e,n,o,a,u){for(var c=e[n],s=0;s<t.length;s++)if(r(c,t[s]))return null;var l=w[a],f=JSON.stringify(t);return new i(\"Invalid \"+l+\" `\"+u+\"` of value `\"+c+\"` \"+(\"supplied to `\"+o+\"`, expected one of \"+f+\".\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function p(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside objectOf.\");var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type \"+(\"`\"+c+\"` supplied to `\"+r+\"`, expected an object.\"))}for(var l in u)if(u.hasOwnProperty(l)){var f=t(u,l,r,o,a+\".\"+l,C);if(f instanceof Error)return f}return null}return o(e)}function h(t){function e(e,n,r,o,a){for(var u=0;u<t.length;u++){var c=t[u];if(null==c(e,n,r,o,a,C))return null}var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` supplied to \"+(\"`\"+r+\"`.\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function d(){function t(t,e,n,r,o){if(!g(t[e])){var a=w[r];return new i(\"Invalid \"+a+\" `\"+o+\"` supplied to \"+(\"`\"+n+\"`, expected a ReactNode.\"))}return null}return o(t)}function v(t){function e(e,n,r,o,a){var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type `\"+c+\"` \"+(\"supplied to `\"+r+\"`, expected `object`.\"))}for(var l in t){var f=t[l];if(f){var p=f(u,l,r,o,a+\".\"+l,C);if(p)return p}}return null}return o(e)}function g(t){switch(typeof t){case\"number\":case\"string\":case\"undefined\":return!0;case\"boolean\":return!t;case\"object\":if(Array.isArray(t))return t.every(g);if(null===t||x.isValidElement(t))return!0;var e=k(t);if(!e)return!1;var n,r=e.call(t);if(e!==t.entries){for(;!(n=r.next()).done;)if(!g(n.value))return!1}else for(;!(n=r.next()).done;){var i=n.value;if(i&&!g(i[1]))return!1}return!0;default:return!1}}function m(t,e){return\"symbol\"===t||(\"Symbol\"===e[\"@@toStringTag\"]||\"function\"==typeof Symbol&&e instanceof Symbol)}function y(t){var e=typeof t;return Array.isArray(t)?\"array\":t instanceof RegExp?\"object\":m(e,t)?\"symbol\":e}function _(t){var e=y(t);if(\"object\"===e){if(t instanceof Date)return\"date\";if(t instanceof RegExp)return\"regexp\"}return e}function b(t){return t.constructor&&t.constructor.name?t.constructor.name:E}var x=n(27),w=n(175),C=n(405),M=n(8),k=n(177),E=(n(1),\"<<anonymous>>\"),T={array:a(\"array\"),bool:a(\"boolean\"),func:a(\"function\"),number:a(\"number\"),object:a(\"object\"),string:a(\"string\"),symbol:a(\"symbol\"),any:u(),arrayOf:c,element:s(),instanceOf:l,node:d(),objectOf:p,oneOf:f,oneOfType:h,shape:v};i.prototype=Error.prototype,t.exports=T},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=c,this.updater=n||u}function i(){}var o=n(3),a=n(97),u=n(98),c=n(38);i.prototype=a.prototype,r.prototype=new i,r.prototype.constructor=r,o(r.prototype,a.prototype),r.prototype.isPureReactComponent=!0,t.exports=r},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";function r(t){return o.isValidElement(t)?void 0:i(\"143\"),t}var i=n(28),o=n(27);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(28),u=(n(15),n(174)),c=n(177),s=(n(0),n(399)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}var i=n(41),o=r(i),a=n(182),u=r(a),c=n(183),s=r(c),l=n(181),f=r(l),p=n(180),h=r(p),d=n(179),v=r(d);(0,s.default)(),window.SHAP={SimpleListVisualizer:f.default,AdditiveForceVisualizer:h.default,AdditiveForceArrayVisualizer:v.default,React:o.default,ReactDom:u.default}}]);</script>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "80ff9cef0e0a4509ab1ecc02294132c6",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "  0%|          | 0/100 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Loading JavaScript library\n",
+    "shap.initjs()\n",
+    "\n",
+    "# Sampling from test data predictors\n",
+    "X_test_sample = X_test.sample(100)\n",
+    "\n",
+    "# Predicted values corresponding to the sample\n",
+    "y_test_pred_tuned_sample = np.array(pd.Series(data = y_test_pred_tuned, index = X_test.index)[X_test_sample.index])\n",
+    "\n",
+    "# Wrapper function\n",
+    "def wrap(X):\n",
+    "    return model_tuned.predict(X).flatten()\n",
+    "\n",
+    "# Explainer\n",
+    "explainer = shap.KernelExplainer(wrap, X_test_sample)\n",
+    "\n",
+    "# Computing SHAP values based on the sample\n",
+    "shap_values = explainer.shap_values(X_test_sample, nsamples = 500)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Global interpretation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:28:19.811176Z",
+     "iopub.status.busy": "2022-04-30T00:28:19.808475Z",
+     "iopub.status.idle": "2022-04-30T00:28:20.153933Z",
+     "shell.execute_reply": "2022-04-30T00:28:20.153033Z",
+     "shell.execute_reply.started": "2022-04-30T00:28:19.811124Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x684 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Summary plot\n",
+    "shap.summary_plot(shap_values = shap_values, features = X_test_sample, plot_type = 'bar')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Local interpretation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Explaining single prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:28:20.155892Z",
+     "iopub.status.busy": "2022-04-30T00:28:20.155606Z",
+     "iopub.status.idle": "2022-04-30T00:28:22.925199Z",
+     "shell.execute_reply": "2022-04-30T00:28:22.924241Z",
+     "shell.execute_reply.started": "2022-04-30T00:28:20.155851Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div align='center'><img src='data:image/png;base64,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' /></div><script charset='utf-8'>!function(t){function e(r){if(n[r])return n[r].exports;var i=n[r]={i:r,l:!1,exports:{}};return t[r].call(i.exports,i,i.exports,e),i.l=!0,i.exports}var n={};return e.m=t,e.c=n,e.i=function(t){return t},e.d=function(t,n,r){e.o(t,n)||Object.defineProperty(t,n,{configurable:!1,enumerable:!0,get:r})},e.n=function(t){var n=t&&t.__esModule?function(){return t.default}:function(){return t};return e.d(n,\"a\",n),n},e.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},e.p=\"\",e(e.s=410)}([function(t,e,n){\"use strict\";function r(t,e,n,r,o,a,u,c){if(i(e),!t){var s;if(void 0===e)s=new Error(\"Minified exception occurred; use the non-minified dev environment for the full error message and additional helpful warnings.\");else{var l=[n,r,o,a,u,c],f=0;s=new Error(e.replace(/%s/g,function(){return l[f++]})),s.name=\"Invariant Violation\"}throw s.framesToPop=1,s}}var i=function(t){};t.exports=r},function(t,e,n){\"use strict\";var r=n(8),i=r;t.exports=i},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null===t||void 0===t)throw new TypeError(\"Object.assign cannot be called with null or undefined\");return Object(t)}function i(){try{if(!Object.assign)return!1;var t=new String(\"abc\");if(t[5]=\"de\",\"5\"===Object.getOwnPropertyNames(t)[0])return!1;for(var e={},n=0;n<10;n++)e[\"_\"+String.fromCharCode(n)]=n;var r=Object.getOwnPropertyNames(e).map(function(t){return e[t]});if(\"0123456789\"!==r.join(\"\"))return!1;var i={};return\"abcdefghijklmnopqrst\".split(\"\").forEach(function(t){i[t]=t}),\"abcdefghijklmnopqrst\"===Object.keys(Object.assign({},i)).join(\"\")}catch(t){return!1}}/*\n",
+       "object-assign\n",
+       "(c) Sindre Sorhus\n",
+       "@license MIT\n",
+       "*/\n",
+       "var o=Object.getOwnPropertySymbols,a=Object.prototype.hasOwnProperty,u=Object.prototype.propertyIsEnumerable;t.exports=i()?Object.assign:function(t,e){for(var n,i,c=r(t),s=1;s<arguments.length;s++){n=Object(arguments[s]);for(var l in n)a.call(n,l)&&(c[l]=n[l]);if(o){i=o(n);for(var f=0;f<i.length;f++)u.call(n,i[f])&&(c[i[f]]=n[i[f]])}}return c}},function(t,e,n){\"use strict\";function r(t,e){return 1===t.nodeType&&t.getAttribute(d)===String(e)||8===t.nodeType&&t.nodeValue===\" react-text: \"+e+\" \"||8===t.nodeType&&t.nodeValue===\" react-empty: \"+e+\" \"}function i(t){for(var e;e=t._renderedComponent;)t=e;return t}function o(t,e){var n=i(t);n._hostNode=e,e[g]=n}function a(t){var e=t._hostNode;e&&(delete e[g],t._hostNode=null)}function u(t,e){if(!(t._flags&v.hasCachedChildNodes)){var n=t._renderedChildren,a=e.firstChild;t:for(var u in n)if(n.hasOwnProperty(u)){var c=n[u],s=i(c)._domID;if(0!==s){for(;null!==a;a=a.nextSibling)if(r(a,s)){o(c,a);continue t}f(\"32\",s)}}t._flags|=v.hasCachedChildNodes}}function c(t){if(t[g])return t[g];for(var e=[];!t[g];){if(e.push(t),!t.parentNode)return null;t=t.parentNode}for(var n,r;t&&(r=t[g]);t=e.pop())n=r,e.length&&u(r,t);return n}function s(t){var e=c(t);return null!=e&&e._hostNode===t?e:null}function l(t){if(void 0===t._hostNode?f(\"33\"):void 0,t._hostNode)return t._hostNode;for(var e=[];!t._hostNode;)e.push(t),t._hostParent?void 0:f(\"34\"),t=t._hostParent;for(;e.length;t=e.pop())u(t,t._hostNode);return t._hostNode}var f=n(2),p=n(21),h=n(157),d=(n(0),p.ID_ATTRIBUTE_NAME),v=h,g=\"__reactInternalInstance$\"+Math.random().toString(36).slice(2),m={getClosestInstanceFromNode:c,getInstanceFromNode:s,getNodeFromInstance:l,precacheChildNodes:u,precacheNode:o,uncacheNode:a};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n,a){function u(e){return t(e=new Date(+e)),e}return u.floor=u,u.ceil=function(n){return t(n=new Date(n-1)),e(n,1),t(n),n},u.round=function(t){var e=u(t),n=u.ceil(t);return t-e<n-t?e:n},u.offset=function(t,n){return e(t=new Date(+t),null==n?1:Math.floor(n)),t},u.range=function(n,r,i){var o=[];if(n=u.ceil(n),i=null==i?1:Math.floor(i),!(n<r&&i>0))return o;do o.push(new Date(+n));while(e(n,i),t(n),n<r);return o},u.filter=function(n){return r(function(e){if(e>=e)for(;t(e),!n(e);)e.setTime(e-1)},function(t,r){if(t>=t)for(;--r>=0;)for(;e(t,1),!n(t););})},n&&(u.count=function(e,r){return i.setTime(+e),o.setTime(+r),t(i),t(o),Math.floor(n(i,o))},u.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?u.filter(a?function(e){return a(e)%t===0}:function(e){return u.count(0,e)%t===0}):u:null}),u}e.a=r;var i=new Date,o=new Date},function(t,e,n){\"use strict\";var r=!(\"undefined\"==typeof window||!window.document||!window.document.createElement),i={canUseDOM:r,canUseWorkers:\"undefined\"!=typeof Worker,canUseEventListeners:r&&!(!window.addEventListener&&!window.attachEvent),canUseViewport:r&&!!window.screen,isInWorker:!r};t.exports=i},function(t,e,n){\"use strict\";function r(t,e){this._groups=t,this._parents=e}function i(){return new r([[document.documentElement]],D)}var o=n(272),a=n(273),u=n(261),c=n(255),s=n(131),l=n(260),f=n(265),p=n(268),h=n(275),d=n(253),v=n(267),g=n(266),m=n(274),y=n(259),_=n(258),b=n(252),x=n(276),w=n(269),C=n(254),M=n(277),k=n(262),E=n(270),T=n(264),S=n(251),P=n(263),N=n(271),A=n(256),O=n(70),I=n(257);n.d(e,\"c\",function(){return D}),e.b=r;var D=[null];r.prototype=i.prototype={constructor:r,select:o.a,selectAll:a.a,filter:u.a,data:c.a,enter:s.a,exit:l.a,merge:f.a,order:p.a,sort:h.a,call:d.a,nodes:v.a,node:g.a,size:m.a,empty:y.a,each:_.a,attr:b.a,style:x.a,property:w.a,classed:C.a,text:M.a,html:k.a,raise:E.a,lower:T.a,append:S.a,insert:P.a,remove:N.a,datum:A.a,on:O.c,dispatch:I.a},e.a=i},function(t,e,n){\"use strict\";function r(t){return function(){return t}}var i=function(){};i.thatReturns=r,i.thatReturnsFalse=r(!1),i.thatReturnsTrue=r(!0),i.thatReturnsNull=r(null),i.thatReturnsThis=function(){return this},i.thatReturnsArgument=function(t){return t},t.exports=i},function(t,e,n){\"use strict\";var r=null;t.exports={debugTool:r}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(59);n.d(e,\"color\",function(){return r.a}),n.d(e,\"rgb\",function(){return r.b}),n.d(e,\"hsl\",function(){return r.c});var i=n(210);n.d(e,\"lab\",function(){return i.a}),n.d(e,\"hcl\",function(){return i.b});var o=n(209);n.d(e,\"cubehelix\",function(){return o.a})},function(t,e,n){\"use strict\";function r(){T.ReactReconcileTransaction&&x?void 0:l(\"123\")}function i(){this.reinitializeTransaction(),this.dirtyComponentsLength=null,this.callbackQueue=p.getPooled(),this.reconcileTransaction=T.ReactReconcileTransaction.getPooled(!0)}function o(t,e,n,i,o,a){return r(),x.batchedUpdates(t,e,n,i,o,a)}function a(t,e){return t._mountOrder-e._mountOrder}function u(t){var e=t.dirtyComponentsLength;e!==m.length?l(\"124\",e,m.length):void 0,m.sort(a),y++;for(var n=0;n<e;n++){var r=m[n],i=r._pendingCallbacks;r._pendingCallbacks=null;var o;if(d.logTopLevelRenders){var u=r;r._currentElement.type.isReactTopLevelWrapper&&(u=r._renderedComponent),o=\"React update: \"+u.getName(),console.time(o)}if(v.performUpdateIfNecessary(r,t.reconcileTransaction,y),o&&console.timeEnd(o),i)for(var c=0;c<i.length;c++)t.callbackQueue.enqueue(i[c],r.getPublicInstance())}}function c(t){return r(),x.isBatchingUpdates?(m.push(t),void(null==t._updateBatchNumber&&(t._updateBatchNumber=y+1))):void x.batchedUpdates(c,t)}function s(t,e){x.isBatchingUpdates?void 0:l(\"125\"),_.enqueue(t,e),b=!0}var l=n(2),f=n(3),p=n(155),h=n(17),d=n(160),v=n(24),g=n(53),m=(n(0),[]),y=0,_=p.getPooled(),b=!1,x=null,w={initialize:function(){this.dirtyComponentsLength=m.length},close:function(){this.dirtyComponentsLength!==m.length?(m.splice(0,this.dirtyComponentsLength),k()):m.length=0}},C={initialize:function(){this.callbackQueue.reset()},close:function(){this.callbackQueue.notifyAll()}},M=[w,C];f(i.prototype,g,{getTransactionWrappers:function(){return M},destructor:function(){this.dirtyComponentsLength=null,p.release(this.callbackQueue),this.callbackQueue=null,T.ReactReconcileTransaction.release(this.reconcileTransaction),this.reconcileTransaction=null},perform:function(t,e,n){return g.perform.call(this,this.reconcileTransaction.perform,this.reconcileTransaction,t,e,n)}}),h.addPoolingTo(i);var k=function(){for(;m.length||b;){if(m.length){var t=i.getPooled();t.perform(u,null,t),i.release(t)}if(b){b=!1;var e=_;_=p.getPooled(),e.notifyAll(),p.release(e)}}},E={injectReconcileTransaction:function(t){t?void 0:l(\"126\"),T.ReactReconcileTransaction=t},injectBatchingStrategy:function(t){t?void 0:l(\"127\"),\"function\"!=typeof t.batchedUpdates?l(\"128\"):void 0,\"boolean\"!=typeof t.isBatchingUpdates?l(\"129\"):void 0,x=t}},T={ReactReconcileTransaction:null,batchedUpdates:o,enqueueUpdate:c,flushBatchedUpdates:k,injection:E,asap:s};t.exports=T},function(t,e,n){\"use strict\";var r=n(102);n.d(e,\"c\",function(){return r.a});var i=n(18);n.d(e,\"f\",function(){return i.a});var o=n(103);n.d(e,\"d\",function(){return o.a});var a=(n(185),n(104),n(105),n(186),n(197),n(198),n(108),n(188),n(189),n(190),n(191),n(106),n(192),n(193),n(57));n.d(e,\"e\",function(){return a.a});var u=n(107);n.d(e,\"g\",function(){return u.a});var c=(n(194),n(195),n(196),n(109));n.d(e,\"a\",function(){return c.a}),n.d(e,\"b\",function(){return c.b});n(110),n(111),n(199)},function(t,e,n){\"use strict\";n.d(e,\"e\",function(){return r}),n.d(e,\"d\",function(){return i}),n.d(e,\"c\",function(){return o}),n.d(e,\"b\",function(){return a}),n.d(e,\"a\",function(){return u});var r=1e3,i=6e4,o=36e5,a=864e5,u=6048e5},function(t,e,n){\"use strict\";function r(t,e,n,r){this.dispatchConfig=t,this._targetInst=e,this.nativeEvent=n;var i=this.constructor.Interface;for(var o in i)if(i.hasOwnProperty(o)){var u=i[o];u?this[o]=u(n):\"target\"===o?this.target=r:this[o]=n[o]}var c=null!=n.defaultPrevented?n.defaultPrevented:n.returnValue===!1;return c?this.isDefaultPrevented=a.thatReturnsTrue:this.isDefaultPrevented=a.thatReturnsFalse,this.isPropagationStopped=a.thatReturnsFalse,this}var i=n(3),o=n(17),a=n(8),u=(n(1),\"function\"==typeof Proxy,[\"dispatchConfig\",\"_targetInst\",\"nativeEvent\",\"isDefaultPrevented\",\"isPropagationStopped\",\"_dispatchListeners\",\"_dispatchInstances\"]),c={type:null,target:null,currentTarget:a.thatReturnsNull,eventPhase:null,bubbles:null,cancelable:null,timeStamp:function(t){return t.timeStamp||Date.now()},defaultPrevented:null,isTrusted:null};i(r.prototype,{preventDefault:function(){this.defaultPrevented=!0;var t=this.nativeEvent;t&&(t.preventDefault?t.preventDefault():\"unknown\"!=typeof t.returnValue&&(t.returnValue=!1),this.isDefaultPrevented=a.thatReturnsTrue)},stopPropagation:function(){var t=this.nativeEvent;t&&(t.stopPropagation?t.stopPropagation():\"unknown\"!=typeof t.cancelBubble&&(t.cancelBubble=!0),this.isPropagationStopped=a.thatReturnsTrue)},persist:function(){this.isPersistent=a.thatReturnsTrue},isPersistent:a.thatReturnsFalse,destructor:function(){var t=this.constructor.Interface;for(var e in t)this[e]=null;for(var n=0;n<u.length;n++)this[u[n]]=null}}),r.Interface=c,r.augmentClass=function(t,e){var n=this,r=function(){};r.prototype=n.prototype;var a=new r;i(a,t.prototype),t.prototype=a,t.prototype.constructor=t,t.Interface=i({},n.Interface,e),t.augmentClass=n.augmentClass,o.addPoolingTo(t,o.fourArgumentPooler)},o.addPoolingTo(r,o.fourArgumentPooler),t.exports=r},function(t,e,n){\"use strict\";var r={current:null};t.exports=r},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i}),n.d(e,\"b\",function(){return o});var r=Array.prototype,i=r.map,o=r.slice},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";e.a=function(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){if(g){var e=t.node,n=t.children;if(n.length)for(var r=0;r<n.length;r++)m(e,n[r],null);else null!=t.html?f(e,t.html):null!=t.text&&h(e,t.text)}}function i(t,e){t.parentNode.replaceChild(e.node,t),r(e)}function o(t,e){g?t.children.push(e):t.node.appendChild(e.node)}function a(t,e){g?t.html=e:f(t.node,e)}function u(t,e){g?t.text=e:h(t.node,e)}function c(){return this.node.nodeName}function s(t){return{node:t,children:[],html:null,text:null,toString:c}}var l=n(82),f=n(55),p=n(90),h=n(171),d=1,v=11,g=\"undefined\"!=typeof document&&\"number\"==typeof document.documentMode||\"undefined\"!=typeof navigator&&\"string\"==typeof navigator.userAgent&&/\\bEdge\\/\\d/.test(navigator.userAgent),m=p(function(t,e,n){e.node.nodeType===v||e.node.nodeType===d&&\"object\"===e.node.nodeName.toLowerCase()&&(null==e.node.namespaceURI||e.node.namespaceURI===l.html)?(r(e),t.insertBefore(e.node,n)):(t.insertBefore(e.node,n),r(e))});s.insertTreeBefore=m,s.replaceChildWithTree=i,s.queueChild=o,s.queueHTML=a,s.queueText=u,t.exports=s},function(t,e,n){\"use strict\";function r(t,e){return(t&e)===e}var i=n(2),o=(n(0),{MUST_USE_PROPERTY:1,HAS_BOOLEAN_VALUE:4,HAS_NUMERIC_VALUE:8,HAS_POSITIVE_NUMERIC_VALUE:24,HAS_OVERLOADED_BOOLEAN_VALUE:32,injectDOMPropertyConfig:function(t){var e=o,n=t.Properties||{},a=t.DOMAttributeNamespaces||{},c=t.DOMAttributeNames||{},s=t.DOMPropertyNames||{},l=t.DOMMutationMethods||{};t.isCustomAttribute&&u._isCustomAttributeFunctions.push(t.isCustomAttribute);for(var f in n){u.properties.hasOwnProperty(f)?i(\"48\",f):void 0;var p=f.toLowerCase(),h=n[f],d={attributeName:p,attributeNamespace:null,propertyName:f,mutationMethod:null,mustUseProperty:r(h,e.MUST_USE_PROPERTY),hasBooleanValue:r(h,e.HAS_BOOLEAN_VALUE),hasNumericValue:r(h,e.HAS_NUMERIC_VALUE),hasPositiveNumericValue:r(h,e.HAS_POSITIVE_NUMERIC_VALUE),hasOverloadedBooleanValue:r(h,e.HAS_OVERLOADED_BOOLEAN_VALUE)};if(d.hasBooleanValue+d.hasNumericValue+d.hasOverloadedBooleanValue<=1?void 0:i(\"50\",f),c.hasOwnProperty(f)){var v=c[f];d.attributeName=v}a.hasOwnProperty(f)&&(d.attributeNamespace=a[f]),s.hasOwnProperty(f)&&(d.propertyName=s[f]),l.hasOwnProperty(f)&&(d.mutationMethod=l[f]),u.properties[f]=d}}}),a=\":A-Z_a-z\\\\u00C0-\\\\u00D6\\\\u00D8-\\\\u00F6\\\\u00F8-\\\\u02FF\\\\u0370-\\\\u037D\\\\u037F-\\\\u1FFF\\\\u200C-\\\\u200D\\\\u2070-\\\\u218F\\\\u2C00-\\\\u2FEF\\\\u3001-\\\\uD7FF\\\\uF900-\\\\uFDCF\\\\uFDF0-\\\\uFFFD\",u={ID_ATTRIBUTE_NAME:\"data-reactid\",ROOT_ATTRIBUTE_NAME:\"data-reactroot\",ATTRIBUTE_NAME_START_CHAR:a,ATTRIBUTE_NAME_CHAR:a+\"\\\\-.0-9\\\\u00B7\\\\u0300-\\\\u036F\\\\u203F-\\\\u2040\",properties:{},getPossibleStandardName:null,_isCustomAttributeFunctions:[],isCustomAttribute:function(t){for(var e=0;e<u._isCustomAttributeFunctions.length;e++){var n=u._isCustomAttributeFunctions[e];if(n(t))return!0}return!1},injection:o};t.exports=u},function(t,e,n){\"use strict\";function r(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}function i(t,e,n){switch(t){case\"onClick\":case\"onClickCapture\":case\"onDoubleClick\":case\"onDoubleClickCapture\":case\"onMouseDown\":case\"onMouseDownCapture\":case\"onMouseMove\":case\"onMouseMoveCapture\":case\"onMouseUp\":case\"onMouseUpCapture\":return!(!n.disabled||!r(e));default:return!1}}var o=n(2),a=n(83),u=n(50),c=n(87),s=n(165),l=n(166),f=(n(0),{}),p=null,h=function(t,e){t&&(u.executeDispatchesInOrder(t,e),t.isPersistent()||t.constructor.release(t))},d=function(t){return h(t,!0)},v=function(t){return h(t,!1)},g=function(t){return\".\"+t._rootNodeID},m={injection:{injectEventPluginOrder:a.injectEventPluginOrder,injectEventPluginsByName:a.injectEventPluginsByName},putListener:function(t,e,n){\"function\"!=typeof n?o(\"94\",e,typeof n):void 0;var r=g(t),i=f[e]||(f[e]={});i[r]=n;var u=a.registrationNameModules[e];u&&u.didPutListener&&u.didPutListener(t,e,n)},getListener:function(t,e){var n=f[e];if(i(e,t._currentElement.type,t._currentElement.props))return null;var r=g(t);return n&&n[r]},deleteListener:function(t,e){var n=a.registrationNameModules[e];n&&n.willDeleteListener&&n.willDeleteListener(t,e);var r=f[e];if(r){var i=g(t);delete r[i]}},deleteAllListeners:function(t){var e=g(t);for(var n in f)if(f.hasOwnProperty(n)&&f[n][e]){var r=a.registrationNameModules[n];r&&r.willDeleteListener&&r.willDeleteListener(t,n),delete f[n][e]}},extractEvents:function(t,e,n,r){for(var i,o=a.plugins,u=0;u<o.length;u++){var c=o[u];if(c){var l=c.extractEvents(t,e,n,r);l&&(i=s(i,l))}}return i},enqueueEvents:function(t){t&&(p=s(p,t))},processEventQueue:function(t){var e=p;p=null,t?l(e,d):l(e,v),p?o(\"95\"):void 0,c.rethrowCaughtError()},__purge:function(){f={}},__getListenerBank:function(){return f}};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n){var r=e.dispatchConfig.phasedRegistrationNames[n];return m(t,r)}function i(t,e,n){var i=r(t,n,e);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}function o(t){t&&t.dispatchConfig.phasedRegistrationNames&&d.traverseTwoPhase(t._targetInst,i,t)}function a(t){if(t&&t.dispatchConfig.phasedRegistrationNames){var e=t._targetInst,n=e?d.getParentInstance(e):null;d.traverseTwoPhase(n,i,t)}}function u(t,e,n){if(n&&n.dispatchConfig.registrationName){var r=n.dispatchConfig.registrationName,i=m(t,r);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}}function c(t){t&&t.dispatchConfig.registrationName&&u(t._targetInst,null,t)}function s(t){g(t,o)}function l(t){g(t,a)}function f(t,e,n,r){d.traverseEnterLeave(n,r,u,t,e)}function p(t){g(t,c)}var h=n(22),d=n(50),v=n(165),g=n(166),m=(n(1),h.getListener),y={accumulateTwoPhaseDispatches:s,accumulateTwoPhaseDispatchesSkipTarget:l,accumulateDirectDispatches:p,accumulateEnterLeaveDispatches:f};t.exports=y},function(t,e,n){\"use strict\";function r(){i.attachRefs(this,this._currentElement)}var i=n(368),o=(n(9),n(1),{mountComponent:function(t,e,n,i,o,a){var u=t.mountComponent(e,n,i,o,a);return t._currentElement&&null!=t._currentElement.ref&&e.getReactMountReady().enqueue(r,t),u},getHostNode:function(t){return t.getHostNode()},unmountComponent:function(t,e){i.detachRefs(t,t._currentElement),t.unmountComponent(e)},receiveComponent:function(t,e,n,o){var a=t._currentElement;if(e!==a||o!==t._context){var u=i.shouldUpdateRefs(a,e);u&&i.detachRefs(t,a),t.receiveComponent(e,n,o),u&&t._currentElement&&null!=t._currentElement.ref&&n.getReactMountReady().enqueue(r,t)}},performUpdateIfNecessary:function(t,e,n){t._updateBatchNumber===n&&t.performUpdateIfNecessary(e)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o=n(93),a={view:function(t){if(t.view)return t.view;var e=o(t);if(e.window===e)return e;var n=e.ownerDocument;return n?n.defaultView||n.parentWindow:window},detail:function(t){return t.detail||0}};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(401),o=n(97),a=n(406),u=n(402),c=n(403),s=n(27),l=n(404),f=n(407),p=n(408),h=(n(1),s.createElement),d=s.createFactory,v=s.cloneElement,g=r,m={Children:{map:i.map,forEach:i.forEach,count:i.count,toArray:i.toArray,only:p},Component:o,PureComponent:a,createElement:h,cloneElement:v,isValidElement:s.isValidElement,PropTypes:l,createClass:u.createClass,createFactory:d,createMixin:function(t){return t},DOM:c,version:f,__spread:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return void 0!==t.ref}function i(t){return void 0!==t.key}var o=n(3),a=n(15),u=(n(1),n(176),Object.prototype.hasOwnProperty),c=n(174),s={key:!0,ref:!0,__self:!0,__source:!0},l=function(t,e,n,r,i,o,a){var u={$$typeof:c,type:t,key:e,ref:n,props:a,_owner:o};return u};l.createElement=function(t,e,n){var o,c={},f=null,p=null,h=null,d=null;if(null!=e){r(e)&&(p=e.ref),i(e)&&(f=\"\"+e.key),h=void 0===e.__self?null:e.__self,d=void 0===e.__source?null:e.__source;for(o in e)u.call(e,o)&&!s.hasOwnProperty(o)&&(c[o]=e[o])}var v=arguments.length-2;if(1===v)c.children=n;else if(v>1){for(var g=Array(v),m=0;m<v;m++)g[m]=arguments[m+2];c.children=g}if(t&&t.defaultProps){var y=t.defaultProps;for(o in y)void 0===c[o]&&(c[o]=y[o])}return l(t,f,p,h,d,a.current,c)},l.createFactory=function(t){var e=l.createElement.bind(null,t);return e.type=t,e},l.cloneAndReplaceKey=function(t,e){var n=l(t.type,e,t.ref,t._self,t._source,t._owner,t.props);return n},l.cloneElement=function(t,e,n){var c,f=o({},t.props),p=t.key,h=t.ref,d=t._self,v=t._source,g=t._owner;if(null!=e){r(e)&&(h=e.ref,g=a.current),i(e)&&(p=\"\"+e.key);var m;t.type&&t.type.defaultProps&&(m=t.type.defaultProps);for(c in e)u.call(e,c)&&!s.hasOwnProperty(c)&&(void 0===e[c]&&void 0!==m?f[c]=m[c]:f[c]=e[c])}var y=arguments.length-2;if(1===y)f.children=n;else if(y>1){for(var _=Array(y),b=0;b<y;b++)_[b]=arguments[b+2];f.children=_}return l(t.type,p,h,d,v,g,f)},l.isValidElement=function(t){return\"object\"==typeof t&&null!==t&&t.$$typeof===c},t.exports=l},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";e.a=function(t){return null===t?NaN:+t}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(211);n.d(e,\"formatDefaultLocale\",function(){return r.a}),n.d(e,\"format\",function(){return r.b}),n.d(e,\"formatPrefix\",function(){return r.c});var i=n(117);n.d(e,\"formatLocale\",function(){return i.a});var o=n(115);n.d(e,\"formatSpecifier\",function(){return o.a});var a=n(215);n.d(e,\"precisionFixed\",function(){return a.a});var u=n(216);n.d(e,\"precisionPrefix\",function(){return u.a});var c=n(217);n.d(e,\"precisionRound\",function(){return c.a})},function(t,e,n){\"use strict\";var r=n(63);n.d(e,\"b\",function(){return r.a});var i=(n(118),n(62),n(119),n(121),n(43));n.d(e,\"a\",function(){return i.a});var o=(n(122),n(223));n.d(e,\"c\",function(){return o.a});var a=(n(124),n(225),n(227),n(123),n(220),n(221),n(219),n(218));n.d(e,\"d\",function(){return a.a});n(222)},function(t,e,n){\"use strict\";function r(t,e){return function(n){return t+n*e}}function i(t,e,n){return t=Math.pow(t,n),e=Math.pow(e,n)-t,n=1/n,function(r){return Math.pow(t+r*e,n)}}function o(t,e){var i=e-t;return i?r(t,i>180||i<-180?i-360*Math.round(i/360):i):n.i(c.a)(isNaN(t)?e:t)}function a(t){return 1===(t=+t)?u:function(e,r){return r-e?i(e,r,t):n.i(c.a)(isNaN(e)?r:e)}}function u(t,e){var i=e-t;return i?r(t,i):n.i(c.a)(isNaN(t)?e:t)}var c=n(120);e.b=o,e.c=a,e.a=u},function(t,e,n){\"use strict\";e.a=function(t){return t.match(/.{6}/g).map(function(t){return\"#\"+t})}},function(t,e,n){\"use strict\";function r(t){var e=t.domain;return t.ticks=function(t){var r=e();return n.i(o.a)(r[0],r[r.length-1],null==t?10:t)},t.tickFormat=function(t,r){return n.i(c.a)(e(),t,r)},t.nice=function(r){var i=e(),a=i.length-1,u=null==r?10:r,c=i[0],s=i[a],l=n.i(o.b)(c,s,u);return l&&(l=n.i(o.b)(Math.floor(c/l)*l,Math.ceil(s/l)*l,u),i[0]=Math.floor(c/l)*l,i[a]=Math.ceil(s/l)*l,e(i)),t},t}function i(){var t=n.i(u.a)(u.b,a.a);return t.copy=function(){return n.i(u.c)(t,i())},r(t)}var o=n(12),a=n(31),u=n(45),c=n(243);e.b=r,e.a=i},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r}),n.d(e,\"b\",function(){return i}),n.d(e,\"d\",function(){return o}),n.d(e,\"c\",function(){return a});var r=1e-12,i=Math.PI,o=i/2,a=2*i},function(t,e,n){\"use strict\";e.a=function(t,e){if((r=t.length)>1)for(var n,r,i=1,o=t[e[0]],a=o.length;i<r;++i){n=o,o=t[e[i]];for(var u=0;u<a;++u)o[u][1]+=o[u][0]=isNaN(n[u][1])?n[u][0]:n[u][1]}}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=t.length,n=new Array(e);--e>=0;)n[e]=e;return n}},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){(function(t,r){var i;(function(){function o(t,e){return t.set(e[0],e[1]),t}function a(t,e){return t.add(e),t}function u(t,e,n){switch(n.length){case 0:return t.call(e);case 1:return t.call(e,n[0]);case 2:return t.call(e,n[0],n[1]);case 3:return t.call(e,n[0],n[1],n[2])}return t.apply(e,n)}function c(t,e,n,r){for(var i=-1,o=null==t?0:t.length;++i<o;){var a=t[i];e(r,a,n(a),t)}return r}function s(t,e){for(var n=-1,r=null==t?0:t.length;++n<r&&e(t[n],n,t)!==!1;);return t}function l(t,e){for(var n=null==t?0:t.length;n--&&e(t[n],n,t)!==!1;);return t}function f(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(!e(t[n],n,t))return!1;return!0}function p(t,e){for(var n=-1,r=null==t?0:t.length,i=0,o=[];++n<r;){var a=t[n];e(a,n,t)&&(o[i++]=a)}return o}function h(t,e){var n=null==t?0:t.length;return!!n&&M(t,e,0)>-1}function d(t,e,n){for(var r=-1,i=null==t?0:t.length;++r<i;)if(n(e,t[r]))return!0;return!1}function v(t,e){for(var n=-1,r=null==t?0:t.length,i=Array(r);++n<r;)i[n]=e(t[n],n,t);return i}function g(t,e){for(var n=-1,r=e.length,i=t.length;++n<r;)t[i+n]=e[n];return t}function m(t,e,n,r){var i=-1,o=null==t?0:t.length;for(r&&o&&(n=t[++i]);++i<o;)n=e(n,t[i],i,t);return n}function y(t,e,n,r){var i=null==t?0:t.length;for(r&&i&&(n=t[--i]);i--;)n=e(n,t[i],i,t);return n}function _(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(e(t[n],n,t))return!0;return!1}function b(t){return t.split(\"\")}function x(t){return t.match(ze)||[]}function w(t,e,n){var r;return n(t,function(t,n,i){if(e(t,n,i))return r=n,!1}),r}function C(t,e,n,r){for(var i=t.length,o=n+(r?1:-1);r?o--:++o<i;)if(e(t[o],o,t))return o;return-1}function M(t,e,n){return e===e?Z(t,e,n):C(t,E,n)}function k(t,e,n,r){for(var i=n-1,o=t.length;++i<o;)if(r(t[i],e))return i;return-1}function E(t){return t!==t}function T(t,e){var n=null==t?0:t.length;return n?O(t,e)/n:Ut}function S(t){return function(e){return null==e?it:e[t]}}function P(t){return function(e){return null==t?it:t[e]}}function N(t,e,n,r,i){return i(t,function(t,i,o){n=r?(r=!1,t):e(n,t,i,o)}),n}function A(t,e){var n=t.length;for(t.sort(e);n--;)t[n]=t[n].value;return t}function O(t,e){for(var n,r=-1,i=t.length;++r<i;){var o=e(t[r]);o!==it&&(n=n===it?o:n+o)}return n}function I(t,e){for(var n=-1,r=Array(t);++n<t;)r[n]=e(n);return r}function D(t,e){return v(e,function(e){return[e,t[e]]})}function R(t){return function(e){return t(e)}}function L(t,e){return v(e,function(e){return t[e]})}function U(t,e){return t.has(e)}function F(t,e){for(var n=-1,r=t.length;++n<r&&M(e,t[n],0)>-1;);return n}function j(t,e){for(var n=t.length;n--&&M(e,t[n],0)>-1;);return n}function B(t,e){for(var n=t.length,r=0;n--;)t[n]===e&&++r;return r}function W(t){return\"\\\\\"+nr[t]}function V(t,e){return null==t?it:t[e]}function z(t){return Kn.test(t)}function H(t){return Gn.test(t)}function q(t){for(var e,n=[];!(e=t.next()).done;)n.push(e.value);return n}function Y(t){var e=-1,n=Array(t.size);return t.forEach(function(t,r){n[++e]=[r,t]}),n}function K(t,e){return function(n){return t(e(n))}}function G(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n];a!==e&&a!==ft||(t[n]=ft,o[i++]=n)}return o}function $(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=t}),n}function X(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=[t,t]}),n}function Z(t,e,n){for(var r=n-1,i=t.length;++r<i;)if(t[r]===e)return r;return-1}function Q(t,e,n){for(var r=n+1;r--;)if(t[r]===e)return r;return r}function J(t){return z(t)?et(t):_r(t)}function tt(t){return z(t)?nt(t):b(t)}function et(t){for(var e=qn.lastIndex=0;qn.test(t);)++e;return e}function nt(t){return t.match(qn)||[]}function rt(t){return t.match(Yn)||[]}var it,ot=\"4.17.4\",at=200,ut=\"Unsupported core-js use. Try https://npms.io/search?q=ponyfill.\",ct=\"Expected a function\",st=\"__lodash_hash_undefined__\",lt=500,ft=\"__lodash_placeholder__\",pt=1,ht=2,dt=4,vt=1,gt=2,mt=1,yt=2,_t=4,bt=8,xt=16,wt=32,Ct=64,Mt=128,kt=256,Et=512,Tt=30,St=\"...\",Pt=800,Nt=16,At=1,Ot=2,It=3,Dt=1/0,Rt=9007199254740991,Lt=1.7976931348623157e308,Ut=NaN,Ft=4294967295,jt=Ft-1,Bt=Ft>>>1,Wt=[[\"ary\",Mt],[\"bind\",mt],[\"bindKey\",yt],[\"curry\",bt],[\"curryRight\",xt],[\"flip\",Et],[\"partial\",wt],[\"partialRight\",Ct],[\"rearg\",kt]],Vt=\"[object Arguments]\",zt=\"[object Array]\",Ht=\"[object AsyncFunction]\",qt=\"[object Boolean]\",Yt=\"[object Date]\",Kt=\"[object DOMException]\",Gt=\"[object Error]\",$t=\"[object Function]\",Xt=\"[object GeneratorFunction]\",Zt=\"[object Map]\",Qt=\"[object Number]\",Jt=\"[object Null]\",te=\"[object Object]\",ee=\"[object Promise]\",ne=\"[object Proxy]\",re=\"[object RegExp]\",ie=\"[object Set]\",oe=\"[object String]\",ae=\"[object Symbol]\",ue=\"[object Undefined]\",ce=\"[object WeakMap]\",se=\"[object WeakSet]\",le=\"[object ArrayBuffer]\",fe=\"[object DataView]\",pe=\"[object Float32Array]\",he=\"[object Float64Array]\",de=\"[object Int8Array]\",ve=\"[object Int16Array]\",ge=\"[object Int32Array]\",me=\"[object Uint8Array]\",ye=\"[object Uint8ClampedArray]\",_e=\"[object Uint16Array]\",be=\"[object Uint32Array]\",xe=/\\b__p \\+= '';/g,we=/\\b(__p \\+=) '' \\+/g,Ce=/(__e\\(.*?\\)|\\b__t\\)) \\+\\n'';/g,Me=/&(?:amp|lt|gt|quot|#39);/g,ke=/[&<>\"']/g,Ee=RegExp(Me.source),Te=RegExp(ke.source),Se=/<%-([\\s\\S]+?)%>/g,Pe=/<%([\\s\\S]+?)%>/g,Ne=/<%=([\\s\\S]+?)%>/g,Ae=/\\.|\\[(?:[^[\\]]*|([\"'])(?:(?!\\1)[^\\\\]|\\\\.)*?\\1)\\]/,Oe=/^\\w*$/,Ie=/^\\./,De=/[^.[\\]]+|\\[(?:(-?\\d+(?:\\.\\d+)?)|([\"'])((?:(?!\\2)[^\\\\]|\\\\.)*?)\\2)\\]|(?=(?:\\.|\\[\\])(?:\\.|\\[\\]|$))/g,Re=/[\\\\^$.*+?()[\\]{}|]/g,Le=RegExp(Re.source),Ue=/^\\s+|\\s+$/g,Fe=/^\\s+/,je=/\\s+$/,Be=/\\{(?:\\n\\/\\* \\[wrapped with .+\\] \\*\\/)?\\n?/,We=/\\{\\n\\/\\* \\[wrapped with (.+)\\] \\*/,Ve=/,? & /,ze=/[^\\x00-\\x2f\\x3a-\\x40\\x5b-\\x60\\x7b-\\x7f]+/g,He=/\\\\(\\\\)?/g,qe=/\\$\\{([^\\\\}]*(?:\\\\.[^\\\\}]*)*)\\}/g,Ye=/\\w*$/,Ke=/^[-+]0x[0-9a-f]+$/i,Ge=/^0b[01]+$/i,$e=/^\\[object .+?Constructor\\]$/,Xe=/^0o[0-7]+$/i,Ze=/^(?:0|[1-9]\\d*)$/,Qe=/[\\xc0-\\xd6\\xd8-\\xf6\\xf8-\\xff\\u0100-\\u017f]/g,Je=/($^)/,tn=/['\\n\\r\\u2028\\u2029\\\\]/g,en=\"\\\\ud800-\\\\udfff\",nn=\"\\\\u0300-\\\\u036f\",rn=\"\\\\ufe20-\\\\ufe2f\",on=\"\\\\u20d0-\\\\u20ff\",an=nn+rn+on,un=\"\\\\u2700-\\\\u27bf\",cn=\"a-z\\\\xdf-\\\\xf6\\\\xf8-\\\\xff\",sn=\"\\\\xac\\\\xb1\\\\xd7\\\\xf7\",ln=\"\\\\x00-\\\\x2f\\\\x3a-\\\\x40\\\\x5b-\\\\x60\\\\x7b-\\\\xbf\",fn=\"\\\\u2000-\\\\u206f\",pn=\" \\\\t\\\\x0b\\\\f\\\\xa0\\\\ufeff\\\\n\\\\r\\\\u2028\\\\u2029\\\\u1680\\\\u180e\\\\u2000\\\\u2001\\\\u2002\\\\u2003\\\\u2004\\\\u2005\\\\u2006\\\\u2007\\\\u2008\\\\u2009\\\\u200a\\\\u202f\\\\u205f\\\\u3000\",hn=\"A-Z\\\\xc0-\\\\xd6\\\\xd8-\\\\xde\",dn=\"\\\\ufe0e\\\\ufe0f\",vn=sn+ln+fn+pn,gn=\"['’]\",mn=\"[\"+en+\"]\",yn=\"[\"+vn+\"]\",_n=\"[\"+an+\"]\",bn=\"\\\\d+\",xn=\"[\"+un+\"]\",wn=\"[\"+cn+\"]\",Cn=\"[^\"+en+vn+bn+un+cn+hn+\"]\",Mn=\"\\\\ud83c[\\\\udffb-\\\\udfff]\",kn=\"(?:\"+_n+\"|\"+Mn+\")\",En=\"[^\"+en+\"]\",Tn=\"(?:\\\\ud83c[\\\\udde6-\\\\uddff]){2}\",Sn=\"[\\\\ud800-\\\\udbff][\\\\udc00-\\\\udfff]\",Pn=\"[\"+hn+\"]\",Nn=\"\\\\u200d\",An=\"(?:\"+wn+\"|\"+Cn+\")\",On=\"(?:\"+Pn+\"|\"+Cn+\")\",In=\"(?:\"+gn+\"(?:d|ll|m|re|s|t|ve))?\",Dn=\"(?:\"+gn+\"(?:D|LL|M|RE|S|T|VE))?\",Rn=kn+\"?\",Ln=\"[\"+dn+\"]?\",Un=\"(?:\"+Nn+\"(?:\"+[En,Tn,Sn].join(\"|\")+\")\"+Ln+Rn+\")*\",Fn=\"\\\\d*(?:(?:1st|2nd|3rd|(?![123])\\\\dth)\\\\b)\",jn=\"\\\\d*(?:(?:1ST|2ND|3RD|(?![123])\\\\dTH)\\\\b)\",Bn=Ln+Rn+Un,Wn=\"(?:\"+[xn,Tn,Sn].join(\"|\")+\")\"+Bn,Vn=\"(?:\"+[En+_n+\"?\",_n,Tn,Sn,mn].join(\"|\")+\")\",zn=RegExp(gn,\"g\"),Hn=RegExp(_n,\"g\"),qn=RegExp(Mn+\"(?=\"+Mn+\")|\"+Vn+Bn,\"g\"),Yn=RegExp([Pn+\"?\"+wn+\"+\"+In+\"(?=\"+[yn,Pn,\"$\"].join(\"|\")+\")\",On+\"+\"+Dn+\"(?=\"+[yn,Pn+An,\"$\"].join(\"|\")+\")\",Pn+\"?\"+An+\"+\"+In,Pn+\"+\"+Dn,jn,Fn,bn,Wn].join(\"|\"),\"g\"),Kn=RegExp(\"[\"+Nn+en+an+dn+\"]\"),Gn=/[a-z][A-Z]|[A-Z]{2,}[a-z]|[0-9][a-zA-Z]|[a-zA-Z][0-9]|[^a-zA-Z0-9 ]/,$n=[\"Array\",\"Buffer\",\"DataView\",\"Date\",\"Error\",\"Float32Array\",\"Float64Array\",\"Function\",\"Int8Array\",\"Int16Array\",\"Int32Array\",\"Map\",\"Math\",\"Object\",\"Promise\",\"RegExp\",\"Set\",\"String\",\"Symbol\",\"TypeError\",\"Uint8Array\",\"Uint8ClampedArray\",\"Uint16Array\",\"Uint32Array\",\"WeakMap\",\"_\",\"clearTimeout\",\"isFinite\",\"parseInt\",\"setTimeout\"],Xn=-1,Zn={};Zn[pe]=Zn[he]=Zn[de]=Zn[ve]=Zn[ge]=Zn[me]=Zn[ye]=Zn[_e]=Zn[be]=!0,Zn[Vt]=Zn[zt]=Zn[le]=Zn[qt]=Zn[fe]=Zn[Yt]=Zn[Gt]=Zn[$t]=Zn[Zt]=Zn[Qt]=Zn[te]=Zn[re]=Zn[ie]=Zn[oe]=Zn[ce]=!1;var Qn={};Qn[Vt]=Qn[zt]=Qn[le]=Qn[fe]=Qn[qt]=Qn[Yt]=Qn[pe]=Qn[he]=Qn[de]=Qn[ve]=Qn[ge]=Qn[Zt]=Qn[Qt]=Qn[te]=Qn[re]=Qn[ie]=Qn[oe]=Qn[ae]=Qn[me]=Qn[ye]=Qn[_e]=Qn[be]=!0,Qn[Gt]=Qn[$t]=Qn[ce]=!1;var Jn={\"À\":\"A\",\"Á\":\"A\",\"Â\":\"A\",\"Ã\":\"A\",\"Ä\":\"A\",\"Å\":\"A\",\"à\":\"a\",\"á\":\"a\",\"â\":\"a\",\"ã\":\"a\",\"ä\":\"a\",\"å\":\"a\",\"Ç\":\"C\",\"ç\":\"c\",\"Ð\":\"D\",\"ð\":\"d\",\"È\":\"E\",\"É\":\"E\",\"Ê\":\"E\",\"Ë\":\"E\",\"è\":\"e\",\"é\":\"e\",\"ê\":\"e\",\"ë\":\"e\",\"Ì\":\"I\",\"Í\":\"I\",\"Î\":\"I\",\"Ï\":\"I\",\"ì\":\"i\",\"í\":\"i\",\"î\":\"i\",\"ï\":\"i\",\"Ñ\":\"N\",\"ñ\":\"n\",\"Ò\":\"O\",\"Ó\":\"O\",\"Ô\":\"O\",\"Õ\":\"O\",\"Ö\":\"O\",\"Ø\":\"O\",\"ò\":\"o\",\"ó\":\"o\",\"ô\":\"o\",\"õ\":\"o\",\"ö\":\"o\",\"ø\":\"o\",\"Ù\":\"U\",\"Ú\":\"U\",\"Û\":\"U\",\"Ü\":\"U\",\"ù\":\"u\",\"ú\":\"u\",\"û\":\"u\",\"ü\":\"u\",\"Ý\":\"Y\",\"ý\":\"y\",\"ÿ\":\"y\",\"Æ\":\"Ae\",\"æ\":\"ae\",\"Þ\":\"Th\",\"þ\":\"th\",\"ß\":\"ss\",\"Ā\":\"A\",\"Ă\":\"A\",\"Ą\":\"A\",\"ā\":\"a\",\"ă\":\"a\",\"ą\":\"a\",\"Ć\":\"C\",\"Ĉ\":\"C\",\"Ċ\":\"C\",\"Č\":\"C\",\"ć\":\"c\",\"ĉ\":\"c\",\"ċ\":\"c\",\"č\":\"c\",\"Ď\":\"D\",\"Đ\":\"D\",\"ď\":\"d\",\"đ\":\"d\",\"Ē\":\"E\",\"Ĕ\":\"E\",\"Ė\":\"E\",\"Ę\":\"E\",\"Ě\":\"E\",\"ē\":\"e\",\"ĕ\":\"e\",\"ė\":\"e\",\"ę\":\"e\",\"ě\":\"e\",\"Ĝ\":\"G\",\"Ğ\":\"G\",\"Ġ\":\"G\",\"Ģ\":\"G\",\"ĝ\":\"g\",\"ğ\":\"g\",\"ġ\":\"g\",\"ģ\":\"g\",\"Ĥ\":\"H\",\"Ħ\":\"H\",\"ĥ\":\"h\",\"ħ\":\"h\",\"Ĩ\":\"I\",\"Ī\":\"I\",\"Ĭ\":\"I\",\"Į\":\"I\",\"İ\":\"I\",\"ĩ\":\"i\",\"ī\":\"i\",\"ĭ\":\"i\",\"į\":\"i\",\"ı\":\"i\",\"Ĵ\":\"J\",\"ĵ\":\"j\",\"Ķ\":\"K\",\"ķ\":\"k\",\"ĸ\":\"k\",\"Ĺ\":\"L\",\"Ļ\":\"L\",\"Ľ\":\"L\",\"Ŀ\":\"L\",\"Ł\":\"L\",\"ĺ\":\"l\",\"ļ\":\"l\",\"ľ\":\"l\",\"ŀ\":\"l\",\"ł\":\"l\",\"Ń\":\"N\",\"Ņ\":\"N\",\"Ň\":\"N\",\"Ŋ\":\"N\",\"ń\":\"n\",\"ņ\":\"n\",\"ň\":\"n\",\"ŋ\":\"n\",\"Ō\":\"O\",\"Ŏ\":\"O\",\"Ő\":\"O\",\"ō\":\"o\",\"ŏ\":\"o\",\"ő\":\"o\",\"Ŕ\":\"R\",\"Ŗ\":\"R\",\"Ř\":\"R\",\"ŕ\":\"r\",\"ŗ\":\"r\",\"ř\":\"r\",\"Ś\":\"S\",\"Ŝ\":\"S\",\"Ş\":\"S\",\"Š\":\"S\",\"ś\":\"s\",\"ŝ\":\"s\",\"ş\":\"s\",\"š\":\"s\",\"Ţ\":\"T\",\"Ť\":\"T\",\"Ŧ\":\"T\",\"ţ\":\"t\",\"ť\":\"t\",\"ŧ\":\"t\",\"Ũ\":\"U\",\"Ū\":\"U\",\"Ŭ\":\"U\",\"Ů\":\"U\",\"Ű\":\"U\",\"Ų\":\"U\",\"ũ\":\"u\",\"ū\":\"u\",\"ŭ\":\"u\",\"ů\":\"u\",\"ű\":\"u\",\"ų\":\"u\",\"Ŵ\":\"W\",\"ŵ\":\"w\",\"Ŷ\":\"Y\",\"ŷ\":\"y\",\"Ÿ\":\"Y\",\"Ź\":\"Z\",\"Ż\":\"Z\",\"Ž\":\"Z\",\"ź\":\"z\",\"ż\":\"z\",\"ž\":\"z\",\"IJ\":\"IJ\",\n",
+       "\"ij\":\"ij\",\"Œ\":\"Oe\",\"œ\":\"oe\",\"ʼn\":\"'n\",\"ſ\":\"s\"},tr={\"&\":\"&amp;\",\"<\":\"&lt;\",\">\":\"&gt;\",'\"':\"&quot;\",\"'\":\"&#39;\"},er={\"&amp;\":\"&\",\"&lt;\":\"<\",\"&gt;\":\">\",\"&quot;\":'\"',\"&#39;\":\"'\"},nr={\"\\\\\":\"\\\\\",\"'\":\"'\",\"\\n\":\"n\",\"\\r\":\"r\",\"\\u2028\":\"u2028\",\"\\u2029\":\"u2029\"},rr=parseFloat,ir=parseInt,or=\"object\"==typeof t&&t&&t.Object===Object&&t,ar=\"object\"==typeof self&&self&&self.Object===Object&&self,ur=or||ar||Function(\"return this\")(),cr=\"object\"==typeof e&&e&&!e.nodeType&&e,sr=cr&&\"object\"==typeof r&&r&&!r.nodeType&&r,lr=sr&&sr.exports===cr,fr=lr&&or.process,pr=function(){try{return fr&&fr.binding&&fr.binding(\"util\")}catch(t){}}(),hr=pr&&pr.isArrayBuffer,dr=pr&&pr.isDate,vr=pr&&pr.isMap,gr=pr&&pr.isRegExp,mr=pr&&pr.isSet,yr=pr&&pr.isTypedArray,_r=S(\"length\"),br=P(Jn),xr=P(tr),wr=P(er),Cr=function t(e){function n(t){if(sc(t)&&!xp(t)&&!(t instanceof b)){if(t instanceof i)return t;if(bl.call(t,\"__wrapped__\"))return aa(t)}return new i(t)}function r(){}function i(t,e){this.__wrapped__=t,this.__actions__=[],this.__chain__=!!e,this.__index__=0,this.__values__=it}function b(t){this.__wrapped__=t,this.__actions__=[],this.__dir__=1,this.__filtered__=!1,this.__iteratees__=[],this.__takeCount__=Ft,this.__views__=[]}function P(){var t=new b(this.__wrapped__);return t.__actions__=Bi(this.__actions__),t.__dir__=this.__dir__,t.__filtered__=this.__filtered__,t.__iteratees__=Bi(this.__iteratees__),t.__takeCount__=this.__takeCount__,t.__views__=Bi(this.__views__),t}function Z(){if(this.__filtered__){var t=new b(this);t.__dir__=-1,t.__filtered__=!0}else t=this.clone(),t.__dir__*=-1;return t}function et(){var t=this.__wrapped__.value(),e=this.__dir__,n=xp(t),r=e<0,i=n?t.length:0,o=No(0,i,this.__views__),a=o.start,u=o.end,c=u-a,s=r?u:a-1,l=this.__iteratees__,f=l.length,p=0,h=Xl(c,this.__takeCount__);if(!n||!r&&i==c&&h==c)return xi(t,this.__actions__);var d=[];t:for(;c--&&p<h;){s+=e;for(var v=-1,g=t[s];++v<f;){var m=l[v],y=m.iteratee,_=m.type,b=y(g);if(_==Ot)g=b;else if(!b){if(_==At)continue t;break t}}d[p++]=g}return d}function nt(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function ze(){this.__data__=uf?uf(null):{},this.size=0}function en(t){var e=this.has(t)&&delete this.__data__[t];return this.size-=e?1:0,e}function nn(t){var e=this.__data__;if(uf){var n=e[t];return n===st?it:n}return bl.call(e,t)?e[t]:it}function rn(t){var e=this.__data__;return uf?e[t]!==it:bl.call(e,t)}function on(t,e){var n=this.__data__;return this.size+=this.has(t)?0:1,n[t]=uf&&e===it?st:e,this}function an(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function un(){this.__data__=[],this.size=0}function cn(t){var e=this.__data__,n=In(e,t);if(n<0)return!1;var r=e.length-1;return n==r?e.pop():Dl.call(e,n,1),--this.size,!0}function sn(t){var e=this.__data__,n=In(e,t);return n<0?it:e[n][1]}function ln(t){return In(this.__data__,t)>-1}function fn(t,e){var n=this.__data__,r=In(n,t);return r<0?(++this.size,n.push([t,e])):n[r][1]=e,this}function pn(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function hn(){this.size=0,this.__data__={hash:new nt,map:new(nf||an),string:new nt}}function dn(t){var e=Eo(this,t).delete(t);return this.size-=e?1:0,e}function vn(t){return Eo(this,t).get(t)}function gn(t){return Eo(this,t).has(t)}function mn(t,e){var n=Eo(this,t),r=n.size;return n.set(t,e),this.size+=n.size==r?0:1,this}function yn(t){var e=-1,n=null==t?0:t.length;for(this.__data__=new pn;++e<n;)this.add(t[e])}function _n(t){return this.__data__.set(t,st),this}function bn(t){return this.__data__.has(t)}function xn(t){var e=this.__data__=new an(t);this.size=e.size}function wn(){this.__data__=new an,this.size=0}function Cn(t){var e=this.__data__,n=e.delete(t);return this.size=e.size,n}function Mn(t){return this.__data__.get(t)}function kn(t){return this.__data__.has(t)}function En(t,e){var n=this.__data__;if(n instanceof an){var r=n.__data__;if(!nf||r.length<at-1)return r.push([t,e]),this.size=++n.size,this;n=this.__data__=new pn(r)}return n.set(t,e),this.size=n.size,this}function Tn(t,e){var n=xp(t),r=!n&&bp(t),i=!n&&!r&&Cp(t),o=!n&&!r&&!i&&Sp(t),a=n||r||i||o,u=a?I(t.length,hl):[],c=u.length;for(var s in t)!e&&!bl.call(t,s)||a&&(\"length\"==s||i&&(\"offset\"==s||\"parent\"==s)||o&&(\"buffer\"==s||\"byteLength\"==s||\"byteOffset\"==s)||Fo(s,c))||u.push(s);return u}function Sn(t){var e=t.length;return e?t[ni(0,e-1)]:it}function Pn(t,e){return na(Bi(t),jn(e,0,t.length))}function Nn(t){return na(Bi(t))}function An(t,e,n){(n===it||$u(t[e],n))&&(n!==it||e in t)||Un(t,e,n)}function On(t,e,n){var r=t[e];bl.call(t,e)&&$u(r,n)&&(n!==it||e in t)||Un(t,e,n)}function In(t,e){for(var n=t.length;n--;)if($u(t[n][0],e))return n;return-1}function Dn(t,e,n,r){return _f(t,function(t,i,o){e(r,t,n(t),o)}),r}function Rn(t,e){return t&&Wi(e,Hc(e),t)}function Ln(t,e){return t&&Wi(e,qc(e),t)}function Un(t,e,n){\"__proto__\"==e&&Fl?Fl(t,e,{configurable:!0,enumerable:!0,value:n,writable:!0}):t[e]=n}function Fn(t,e){for(var n=-1,r=e.length,i=al(r),o=null==t;++n<r;)i[n]=o?it:Wc(t,e[n]);return i}function jn(t,e,n){return t===t&&(n!==it&&(t=t<=n?t:n),e!==it&&(t=t>=e?t:e)),t}function Bn(t,e,n,r,i,o){var a,u=e&pt,c=e&ht,l=e&dt;if(n&&(a=i?n(t,r,i,o):n(t)),a!==it)return a;if(!cc(t))return t;var f=xp(t);if(f){if(a=Io(t),!u)return Bi(t,a)}else{var p=Af(t),h=p==$t||p==Xt;if(Cp(t))return Si(t,u);if(p==te||p==Vt||h&&!i){if(a=c||h?{}:Do(t),!u)return c?zi(t,Ln(a,t)):Vi(t,Rn(a,t))}else{if(!Qn[p])return i?t:{};a=Ro(t,p,Bn,u)}}o||(o=new xn);var d=o.get(t);if(d)return d;o.set(t,a);var v=l?c?wo:xo:c?qc:Hc,g=f?it:v(t);return s(g||t,function(r,i){g&&(i=r,r=t[i]),On(a,i,Bn(r,e,n,i,t,o))}),a}function Wn(t){var e=Hc(t);return function(n){return Vn(n,t,e)}}function Vn(t,e,n){var r=n.length;if(null==t)return!r;for(t=fl(t);r--;){var i=n[r],o=e[i],a=t[i];if(a===it&&!(i in t)||!o(a))return!1}return!0}function qn(t,e,n){if(\"function\"!=typeof t)throw new dl(ct);return Df(function(){t.apply(it,n)},e)}function Yn(t,e,n,r){var i=-1,o=h,a=!0,u=t.length,c=[],s=e.length;if(!u)return c;n&&(e=v(e,R(n))),r?(o=d,a=!1):e.length>=at&&(o=U,a=!1,e=new yn(e));t:for(;++i<u;){var l=t[i],f=null==n?l:n(l);if(l=r||0!==l?l:0,a&&f===f){for(var p=s;p--;)if(e[p]===f)continue t;c.push(l)}else o(e,f,r)||c.push(l)}return c}function Kn(t,e){var n=!0;return _f(t,function(t,r,i){return n=!!e(t,r,i)}),n}function Gn(t,e,n){for(var r=-1,i=t.length;++r<i;){var o=t[r],a=e(o);if(null!=a&&(u===it?a===a&&!bc(a):n(a,u)))var u=a,c=o}return c}function Jn(t,e,n,r){var i=t.length;for(n=Ec(n),n<0&&(n=-n>i?0:i+n),r=r===it||r>i?i:Ec(r),r<0&&(r+=i),r=n>r?0:Tc(r);n<r;)t[n++]=e;return t}function tr(t,e){var n=[];return _f(t,function(t,r,i){e(t,r,i)&&n.push(t)}),n}function er(t,e,n,r,i){var o=-1,a=t.length;for(n||(n=Uo),i||(i=[]);++o<a;){var u=t[o];e>0&&n(u)?e>1?er(u,e-1,n,r,i):g(i,u):r||(i[i.length]=u)}return i}function nr(t,e){return t&&xf(t,e,Hc)}function or(t,e){return t&&wf(t,e,Hc)}function ar(t,e){return p(e,function(e){return oc(t[e])})}function cr(t,e){e=Ei(e,t);for(var n=0,r=e.length;null!=t&&n<r;)t=t[ra(e[n++])];return n&&n==r?t:it}function sr(t,e,n){var r=e(t);return xp(t)?r:g(r,n(t))}function fr(t){return null==t?t===it?ue:Jt:Ul&&Ul in fl(t)?Po(t):Xo(t)}function pr(t,e){return t>e}function _r(t,e){return null!=t&&bl.call(t,e)}function Cr(t,e){return null!=t&&e in fl(t)}function kr(t,e,n){return t>=Xl(e,n)&&t<$l(e,n)}function Er(t,e,n){for(var r=n?d:h,i=t[0].length,o=t.length,a=o,u=al(o),c=1/0,s=[];a--;){var l=t[a];a&&e&&(l=v(l,R(e))),c=Xl(l.length,c),u[a]=!n&&(e||i>=120&&l.length>=120)?new yn(a&&l):it}l=t[0];var f=-1,p=u[0];t:for(;++f<i&&s.length<c;){var g=l[f],m=e?e(g):g;if(g=n||0!==g?g:0,!(p?U(p,m):r(s,m,n))){for(a=o;--a;){var y=u[a];if(!(y?U(y,m):r(t[a],m,n)))continue t}p&&p.push(m),s.push(g)}}return s}function Tr(t,e,n,r){return nr(t,function(t,i,o){e(r,n(t),i,o)}),r}function Sr(t,e,n){e=Ei(e,t),t=Qo(t,e);var r=null==t?t:t[ra(ka(e))];return null==r?it:u(r,t,n)}function Pr(t){return sc(t)&&fr(t)==Vt}function Nr(t){return sc(t)&&fr(t)==le}function Ar(t){return sc(t)&&fr(t)==Yt}function Or(t,e,n,r,i){return t===e||(null==t||null==e||!sc(t)&&!sc(e)?t!==t&&e!==e:Ir(t,e,n,r,Or,i))}function Ir(t,e,n,r,i,o){var a=xp(t),u=xp(e),c=a?zt:Af(t),s=u?zt:Af(e);c=c==Vt?te:c,s=s==Vt?te:s;var l=c==te,f=s==te,p=c==s;if(p&&Cp(t)){if(!Cp(e))return!1;a=!0,l=!1}if(p&&!l)return o||(o=new xn),a||Sp(t)?mo(t,e,n,r,i,o):yo(t,e,c,n,r,i,o);if(!(n&vt)){var h=l&&bl.call(t,\"__wrapped__\"),d=f&&bl.call(e,\"__wrapped__\");if(h||d){var v=h?t.value():t,g=d?e.value():e;return o||(o=new xn),i(v,g,n,r,o)}}return!!p&&(o||(o=new xn),_o(t,e,n,r,i,o))}function Dr(t){return sc(t)&&Af(t)==Zt}function Rr(t,e,n,r){var i=n.length,o=i,a=!r;if(null==t)return!o;for(t=fl(t);i--;){var u=n[i];if(a&&u[2]?u[1]!==t[u[0]]:!(u[0]in t))return!1}for(;++i<o;){u=n[i];var c=u[0],s=t[c],l=u[1];if(a&&u[2]){if(s===it&&!(c in t))return!1}else{var f=new xn;if(r)var p=r(s,l,c,t,e,f);if(!(p===it?Or(l,s,vt|gt,r,f):p))return!1}}return!0}function Lr(t){if(!cc(t)||zo(t))return!1;var e=oc(t)?El:$e;return e.test(ia(t))}function Ur(t){return sc(t)&&fr(t)==re}function Fr(t){return sc(t)&&Af(t)==ie}function jr(t){return sc(t)&&uc(t.length)&&!!Zn[fr(t)]}function Br(t){return\"function\"==typeof t?t:null==t?Ds:\"object\"==typeof t?xp(t)?Yr(t[0],t[1]):qr(t):Vs(t)}function Wr(t){if(!Ho(t))return Gl(t);var e=[];for(var n in fl(t))bl.call(t,n)&&\"constructor\"!=n&&e.push(n);return e}function Vr(t){if(!cc(t))return $o(t);var e=Ho(t),n=[];for(var r in t)(\"constructor\"!=r||!e&&bl.call(t,r))&&n.push(r);return n}function zr(t,e){return t<e}function Hr(t,e){var n=-1,r=Xu(t)?al(t.length):[];return _f(t,function(t,i,o){r[++n]=e(t,i,o)}),r}function qr(t){var e=To(t);return 1==e.length&&e[0][2]?Yo(e[0][0],e[0][1]):function(n){return n===t||Rr(n,t,e)}}function Yr(t,e){return Bo(t)&&qo(e)?Yo(ra(t),e):function(n){var r=Wc(n,t);return r===it&&r===e?zc(n,t):Or(e,r,vt|gt)}}function Kr(t,e,n,r,i){t!==e&&xf(e,function(o,a){if(cc(o))i||(i=new xn),Gr(t,e,a,n,Kr,r,i);else{var u=r?r(t[a],o,a+\"\",t,e,i):it;u===it&&(u=o),An(t,a,u)}},qc)}function Gr(t,e,n,r,i,o,a){var u=t[n],c=e[n],s=a.get(c);if(s)return void An(t,n,s);var l=o?o(u,c,n+\"\",t,e,a):it,f=l===it;if(f){var p=xp(c),h=!p&&Cp(c),d=!p&&!h&&Sp(c);l=c,p||h||d?xp(u)?l=u:Zu(u)?l=Bi(u):h?(f=!1,l=Si(c,!0)):d?(f=!1,l=Ri(c,!0)):l=[]:mc(c)||bp(c)?(l=u,bp(u)?l=Pc(u):(!cc(u)||r&&oc(u))&&(l=Do(c))):f=!1}f&&(a.set(c,l),i(l,c,r,o,a),a.delete(c)),An(t,n,l)}function $r(t,e){var n=t.length;if(n)return e+=e<0?n:0,Fo(e,n)?t[e]:it}function Xr(t,e,n){var r=-1;e=v(e.length?e:[Ds],R(ko()));var i=Hr(t,function(t,n,i){var o=v(e,function(e){return e(t)});return{criteria:o,index:++r,value:t}});return A(i,function(t,e){return Ui(t,e,n)})}function Zr(t,e){return Qr(t,e,function(e,n){return zc(t,n)})}function Qr(t,e,n){for(var r=-1,i=e.length,o={};++r<i;){var a=e[r],u=cr(t,a);n(u,a)&&ci(o,Ei(a,t),u)}return o}function Jr(t){return function(e){return cr(e,t)}}function ti(t,e,n,r){var i=r?k:M,o=-1,a=e.length,u=t;for(t===e&&(e=Bi(e)),n&&(u=v(t,R(n)));++o<a;)for(var c=0,s=e[o],l=n?n(s):s;(c=i(u,l,c,r))>-1;)u!==t&&Dl.call(u,c,1),Dl.call(t,c,1);return t}function ei(t,e){for(var n=t?e.length:0,r=n-1;n--;){var i=e[n];if(n==r||i!==o){var o=i;Fo(i)?Dl.call(t,i,1):yi(t,i)}}return t}function ni(t,e){return t+zl(Jl()*(e-t+1))}function ri(t,e,n,r){for(var i=-1,o=$l(Vl((e-t)/(n||1)),0),a=al(o);o--;)a[r?o:++i]=t,t+=n;return a}function ii(t,e){var n=\"\";if(!t||e<1||e>Rt)return n;do e%2&&(n+=t),e=zl(e/2),e&&(t+=t);while(e);return n}function oi(t,e){return Rf(Zo(t,e,Ds),t+\"\")}function ai(t){return Sn(rs(t))}function ui(t,e){var n=rs(t);return na(n,jn(e,0,n.length))}function ci(t,e,n,r){if(!cc(t))return t;e=Ei(e,t);for(var i=-1,o=e.length,a=o-1,u=t;null!=u&&++i<o;){var c=ra(e[i]),s=n;if(i!=a){var l=u[c];s=r?r(l,c,u):it,s===it&&(s=cc(l)?l:Fo(e[i+1])?[]:{})}On(u,c,s),u=u[c]}return t}function si(t){return na(rs(t))}function li(t,e,n){var r=-1,i=t.length;e<0&&(e=-e>i?0:i+e),n=n>i?i:n,n<0&&(n+=i),i=e>n?0:n-e>>>0,e>>>=0;for(var o=al(i);++r<i;)o[r]=t[r+e];return o}function fi(t,e){var n;return _f(t,function(t,r,i){return n=e(t,r,i),!n}),!!n}function pi(t,e,n){var r=0,i=null==t?r:t.length;if(\"number\"==typeof e&&e===e&&i<=Bt){for(;r<i;){var o=r+i>>>1,a=t[o];null!==a&&!bc(a)&&(n?a<=e:a<e)?r=o+1:i=o}return i}return hi(t,e,Ds,n)}function hi(t,e,n,r){e=n(e);for(var i=0,o=null==t?0:t.length,a=e!==e,u=null===e,c=bc(e),s=e===it;i<o;){var l=zl((i+o)/2),f=n(t[l]),p=f!==it,h=null===f,d=f===f,v=bc(f);if(a)var g=r||d;else g=s?d&&(r||p):u?d&&p&&(r||!h):c?d&&p&&!h&&(r||!v):!h&&!v&&(r?f<=e:f<e);g?i=l+1:o=l}return Xl(o,jt)}function di(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n],u=e?e(a):a;if(!n||!$u(u,c)){var c=u;o[i++]=0===a?0:a}}return o}function vi(t){return\"number\"==typeof t?t:bc(t)?Ut:+t}function gi(t){if(\"string\"==typeof t)return t;if(xp(t))return v(t,gi)+\"\";if(bc(t))return mf?mf.call(t):\"\";var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function mi(t,e,n){var r=-1,i=h,o=t.length,a=!0,u=[],c=u;if(n)a=!1,i=d;else if(o>=at){var s=e?null:Tf(t);if(s)return $(s);a=!1,i=U,c=new yn}else c=e?[]:u;t:for(;++r<o;){var l=t[r],f=e?e(l):l;if(l=n||0!==l?l:0,a&&f===f){for(var p=c.length;p--;)if(c[p]===f)continue t;e&&c.push(f),u.push(l)}else i(c,f,n)||(c!==u&&c.push(f),u.push(l))}return u}function yi(t,e){return e=Ei(e,t),t=Qo(t,e),null==t||delete t[ra(ka(e))]}function _i(t,e,n,r){return ci(t,e,n(cr(t,e)),r)}function bi(t,e,n,r){for(var i=t.length,o=r?i:-1;(r?o--:++o<i)&&e(t[o],o,t););return n?li(t,r?0:o,r?o+1:i):li(t,r?o+1:0,r?i:o)}function xi(t,e){var n=t;return n instanceof b&&(n=n.value()),m(e,function(t,e){return e.func.apply(e.thisArg,g([t],e.args))},n)}function wi(t,e,n){var r=t.length;if(r<2)return r?mi(t[0]):[];for(var i=-1,o=al(r);++i<r;)for(var a=t[i],u=-1;++u<r;)u!=i&&(o[i]=Yn(o[i]||a,t[u],e,n));return mi(er(o,1),e,n)}function Ci(t,e,n){for(var r=-1,i=t.length,o=e.length,a={};++r<i;){var u=r<o?e[r]:it;n(a,t[r],u)}return a}function Mi(t){return Zu(t)?t:[]}function ki(t){return\"function\"==typeof t?t:Ds}function Ei(t,e){return xp(t)?t:Bo(t,e)?[t]:Lf(Ac(t))}function Ti(t,e,n){var r=t.length;return n=n===it?r:n,!e&&n>=r?t:li(t,e,n)}function Si(t,e){if(e)return t.slice();var n=t.length,r=Nl?Nl(n):new t.constructor(n);return t.copy(r),r}function Pi(t){var e=new t.constructor(t.byteLength);return new Pl(e).set(new Pl(t)),e}function Ni(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.byteLength)}function Ai(t,e,n){var r=e?n(Y(t),pt):Y(t);return m(r,o,new t.constructor)}function Oi(t){var e=new t.constructor(t.source,Ye.exec(t));return e.lastIndex=t.lastIndex,e}function Ii(t,e,n){var r=e?n($(t),pt):$(t);return m(r,a,new t.constructor)}function Di(t){return gf?fl(gf.call(t)):{}}function Ri(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.length)}function Li(t,e){if(t!==e){var n=t!==it,r=null===t,i=t===t,o=bc(t),a=e!==it,u=null===e,c=e===e,s=bc(e);if(!u&&!s&&!o&&t>e||o&&a&&c&&!u&&!s||r&&a&&c||!n&&c||!i)return 1;if(!r&&!o&&!s&&t<e||s&&n&&i&&!r&&!o||u&&n&&i||!a&&i||!c)return-1}return 0}function Ui(t,e,n){for(var r=-1,i=t.criteria,o=e.criteria,a=i.length,u=n.length;++r<a;){var c=Li(i[r],o[r]);if(c){if(r>=u)return c;var s=n[r];return c*(\"desc\"==s?-1:1)}}return t.index-e.index}function Fi(t,e,n,r){for(var i=-1,o=t.length,a=n.length,u=-1,c=e.length,s=$l(o-a,0),l=al(c+s),f=!r;++u<c;)l[u]=e[u];for(;++i<a;)(f||i<o)&&(l[n[i]]=t[i]);for(;s--;)l[u++]=t[i++];return l}function ji(t,e,n,r){for(var i=-1,o=t.length,a=-1,u=n.length,c=-1,s=e.length,l=$l(o-u,0),f=al(l+s),p=!r;++i<l;)f[i]=t[i];for(var h=i;++c<s;)f[h+c]=e[c];for(;++a<u;)(p||i<o)&&(f[h+n[a]]=t[i++]);return f}function Bi(t,e){var n=-1,r=t.length;for(e||(e=al(r));++n<r;)e[n]=t[n];return e}function Wi(t,e,n,r){var i=!n;n||(n={});for(var o=-1,a=e.length;++o<a;){var u=e[o],c=r?r(n[u],t[u],u,n,t):it;c===it&&(c=t[u]),i?Un(n,u,c):On(n,u,c)}return n}function Vi(t,e){return Wi(t,Pf(t),e)}function zi(t,e){return Wi(t,Nf(t),e)}function Hi(t,e){return function(n,r){var i=xp(n)?c:Dn,o=e?e():{};return i(n,t,ko(r,2),o)}}function qi(t){return oi(function(e,n){var r=-1,i=n.length,o=i>1?n[i-1]:it,a=i>2?n[2]:it;for(o=t.length>3&&\"function\"==typeof o?(i--,o):it,a&&jo(n[0],n[1],a)&&(o=i<3?it:o,i=1),e=fl(e);++r<i;){var u=n[r];u&&t(e,u,r,o)}return e})}function Yi(t,e){return function(n,r){if(null==n)return n;if(!Xu(n))return t(n,r);for(var i=n.length,o=e?i:-1,a=fl(n);(e?o--:++o<i)&&r(a[o],o,a)!==!1;);return n}}function Ki(t){return function(e,n,r){for(var i=-1,o=fl(e),a=r(e),u=a.length;u--;){var c=a[t?u:++i];if(n(o[c],c,o)===!1)break}return e}}function Gi(t,e,n){function r(){var e=this&&this!==ur&&this instanceof r?o:t;return e.apply(i?n:this,arguments)}var i=e&mt,o=Zi(t);return r}function $i(t){return function(e){e=Ac(e);var n=z(e)?tt(e):it,r=n?n[0]:e.charAt(0),i=n?Ti(n,1).join(\"\"):e.slice(1);return r[t]()+i}}function Xi(t){return function(e){return m(Ps(ss(e).replace(zn,\"\")),t,\"\")}}function Zi(t){return function(){var e=arguments;switch(e.length){case 0:return new t;case 1:return new t(e[0]);case 2:return new t(e[0],e[1]);case 3:return new t(e[0],e[1],e[2]);case 4:return new t(e[0],e[1],e[2],e[3]);case 5:return new t(e[0],e[1],e[2],e[3],e[4]);case 6:return new t(e[0],e[1],e[2],e[3],e[4],e[5]);case 7:return new t(e[0],e[1],e[2],e[3],e[4],e[5],e[6])}var n=yf(t.prototype),r=t.apply(n,e);return cc(r)?r:n}}function Qi(t,e,n){function r(){for(var o=arguments.length,a=al(o),c=o,s=Mo(r);c--;)a[c]=arguments[c];var l=o<3&&a[0]!==s&&a[o-1]!==s?[]:G(a,s);if(o-=l.length,o<n)return so(t,e,eo,r.placeholder,it,a,l,it,it,n-o);var f=this&&this!==ur&&this instanceof r?i:t;return u(f,this,a)}var i=Zi(t);return r}function Ji(t){return function(e,n,r){var i=fl(e);if(!Xu(e)){var o=ko(n,3);e=Hc(e),n=function(t){return o(i[t],t,i)}}var a=t(e,n,r);return a>-1?i[o?e[a]:a]:it}}function to(t){return bo(function(e){var n=e.length,r=n,o=i.prototype.thru;for(t&&e.reverse();r--;){var a=e[r];if(\"function\"!=typeof a)throw new dl(ct);if(o&&!u&&\"wrapper\"==Co(a))var u=new i([],!0)}for(r=u?r:n;++r<n;){a=e[r];var c=Co(a),s=\"wrapper\"==c?Sf(a):it;u=s&&Vo(s[0])&&s[1]==(Mt|bt|wt|kt)&&!s[4].length&&1==s[9]?u[Co(s[0])].apply(u,s[3]):1==a.length&&Vo(a)?u[c]():u.thru(a)}return function(){var t=arguments,r=t[0];if(u&&1==t.length&&xp(r))return u.plant(r).value();for(var i=0,o=n?e[i].apply(this,t):r;++i<n;)o=e[i].call(this,o);return o}})}function eo(t,e,n,r,i,o,a,u,c,s){function l(){for(var m=arguments.length,y=al(m),_=m;_--;)y[_]=arguments[_];if(d)var b=Mo(l),x=B(y,b);if(r&&(y=Fi(y,r,i,d)),o&&(y=ji(y,o,a,d)),m-=x,d&&m<s){var w=G(y,b);return so(t,e,eo,l.placeholder,n,y,w,u,c,s-m)}var C=p?n:this,M=h?C[t]:t;return m=y.length,u?y=Jo(y,u):v&&m>1&&y.reverse(),f&&c<m&&(y.length=c),this&&this!==ur&&this instanceof l&&(M=g||Zi(M)),M.apply(C,y)}var f=e&Mt,p=e&mt,h=e&yt,d=e&(bt|xt),v=e&Et,g=h?it:Zi(t);return l}function no(t,e){return function(n,r){return Tr(n,t,e(r),{})}}function ro(t,e){return function(n,r){var i;if(n===it&&r===it)return e;if(n!==it&&(i=n),r!==it){if(i===it)return r;\"string\"==typeof n||\"string\"==typeof r?(n=gi(n),r=gi(r)):(n=vi(n),r=vi(r)),i=t(n,r)}return i}}function io(t){return bo(function(e){return e=v(e,R(ko())),oi(function(n){var r=this;return t(e,function(t){return u(t,r,n)})})})}function oo(t,e){e=e===it?\" \":gi(e);var n=e.length;if(n<2)return n?ii(e,t):e;var r=ii(e,Vl(t/J(e)));return z(e)?Ti(tt(r),0,t).join(\"\"):r.slice(0,t)}function ao(t,e,n,r){function i(){for(var e=-1,c=arguments.length,s=-1,l=r.length,f=al(l+c),p=this&&this!==ur&&this instanceof i?a:t;++s<l;)f[s]=r[s];for(;c--;)f[s++]=arguments[++e];return u(p,o?n:this,f)}var o=e&mt,a=Zi(t);return i}function uo(t){return function(e,n,r){return r&&\"number\"!=typeof r&&jo(e,n,r)&&(n=r=it),e=kc(e),n===it?(n=e,e=0):n=kc(n),r=r===it?e<n?1:-1:kc(r),ri(e,n,r,t)}}function co(t){return function(e,n){return\"string\"==typeof e&&\"string\"==typeof n||(e=Sc(e),n=Sc(n)),t(e,n)}}function so(t,e,n,r,i,o,a,u,c,s){var l=e&bt,f=l?a:it,p=l?it:a,h=l?o:it,d=l?it:o;e|=l?wt:Ct,e&=~(l?Ct:wt),e&_t||(e&=~(mt|yt));var v=[t,e,i,h,f,d,p,u,c,s],g=n.apply(it,v);return Vo(t)&&If(g,v),g.placeholder=r,ta(g,t,e)}function lo(t){var e=ll[t];return function(t,n){if(t=Sc(t),n=null==n?0:Xl(Ec(n),292)){var r=(Ac(t)+\"e\").split(\"e\"),i=e(r[0]+\"e\"+(+r[1]+n));return r=(Ac(i)+\"e\").split(\"e\"),+(r[0]+\"e\"+(+r[1]-n))}return e(t)}}function fo(t){return function(e){var n=Af(e);return n==Zt?Y(e):n==ie?X(e):D(e,t(e))}}function po(t,e,n,r,i,o,a,u){var c=e&yt;if(!c&&\"function\"!=typeof t)throw new dl(ct);var s=r?r.length:0;if(s||(e&=~(wt|Ct),r=i=it),a=a===it?a:$l(Ec(a),0),u=u===it?u:Ec(u),s-=i?i.length:0,e&Ct){var l=r,f=i;r=i=it}var p=c?it:Sf(t),h=[t,e,n,r,i,l,f,o,a,u];if(p&&Go(h,p),t=h[0],e=h[1],n=h[2],r=h[3],i=h[4],u=h[9]=h[9]===it?c?0:t.length:$l(h[9]-s,0),!u&&e&(bt|xt)&&(e&=~(bt|xt)),e&&e!=mt)d=e==bt||e==xt?Qi(t,e,u):e!=wt&&e!=(mt|wt)||i.length?eo.apply(it,h):ao(t,e,n,r);else var d=Gi(t,e,n);var v=p?Cf:If;return ta(v(d,h),t,e)}function ho(t,e,n,r){return t===it||$u(t,ml[n])&&!bl.call(r,n)?e:t}function vo(t,e,n,r,i,o){return cc(t)&&cc(e)&&(o.set(e,t),Kr(t,e,it,vo,o),o.delete(e)),t}function go(t){return mc(t)?it:t}function mo(t,e,n,r,i,o){var a=n&vt,u=t.length,c=e.length;if(u!=c&&!(a&&c>u))return!1;var s=o.get(t);if(s&&o.get(e))return s==e;var l=-1,f=!0,p=n&gt?new yn:it;for(o.set(t,e),o.set(e,t);++l<u;){var h=t[l],d=e[l];if(r)var v=a?r(d,h,l,e,t,o):r(h,d,l,t,e,o);if(v!==it){if(v)continue;f=!1;break}if(p){if(!_(e,function(t,e){if(!U(p,e)&&(h===t||i(h,t,n,r,o)))return p.push(e)})){f=!1;break}}else if(h!==d&&!i(h,d,n,r,o)){f=!1;break}}return o.delete(t),o.delete(e),f}function yo(t,e,n,r,i,o,a){switch(n){case fe:if(t.byteLength!=e.byteLength||t.byteOffset!=e.byteOffset)return!1;t=t.buffer,e=e.buffer;case le:return!(t.byteLength!=e.byteLength||!o(new Pl(t),new Pl(e)));case qt:case Yt:case Qt:return $u(+t,+e);case Gt:return t.name==e.name&&t.message==e.message;case re:case oe:return t==e+\"\";case Zt:var u=Y;case ie:var c=r&vt;if(u||(u=$),t.size!=e.size&&!c)return!1;var s=a.get(t);if(s)return s==e;r|=gt,a.set(t,e);var l=mo(u(t),u(e),r,i,o,a);return a.delete(t),l;case ae:if(gf)return gf.call(t)==gf.call(e)}return!1}function _o(t,e,n,r,i,o){var a=n&vt,u=xo(t),c=u.length,s=xo(e),l=s.length;if(c!=l&&!a)return!1;for(var f=c;f--;){var p=u[f];if(!(a?p in e:bl.call(e,p)))return!1}var h=o.get(t);if(h&&o.get(e))return h==e;var d=!0;o.set(t,e),o.set(e,t);for(var v=a;++f<c;){p=u[f];var g=t[p],m=e[p];if(r)var y=a?r(m,g,p,e,t,o):r(g,m,p,t,e,o);if(!(y===it?g===m||i(g,m,n,r,o):y)){d=!1;break}v||(v=\"constructor\"==p)}if(d&&!v){var _=t.constructor,b=e.constructor;_!=b&&\"constructor\"in t&&\"constructor\"in e&&!(\"function\"==typeof _&&_ instanceof _&&\"function\"==typeof b&&b instanceof b)&&(d=!1)}return o.delete(t),o.delete(e),d}function bo(t){return Rf(Zo(t,it,ma),t+\"\")}function xo(t){return sr(t,Hc,Pf)}function wo(t){return sr(t,qc,Nf)}function Co(t){for(var e=t.name+\"\",n=sf[e],r=bl.call(sf,e)?n.length:0;r--;){var i=n[r],o=i.func;if(null==o||o==t)return i.name}return e}function Mo(t){var e=bl.call(n,\"placeholder\")?n:t;return e.placeholder}function ko(){var t=n.iteratee||Rs;return t=t===Rs?Br:t,arguments.length?t(arguments[0],arguments[1]):t}function Eo(t,e){var n=t.__data__;return Wo(e)?n[\"string\"==typeof e?\"string\":\"hash\"]:n.map}function To(t){for(var e=Hc(t),n=e.length;n--;){var r=e[n],i=t[r];e[n]=[r,i,qo(i)]}return e}function So(t,e){var n=V(t,e);return Lr(n)?n:it}function Po(t){var e=bl.call(t,Ul),n=t[Ul];try{t[Ul]=it;var r=!0}catch(t){}var i=Cl.call(t);return r&&(e?t[Ul]=n:delete t[Ul]),i}function No(t,e,n){for(var r=-1,i=n.length;++r<i;){var o=n[r],a=o.size;switch(o.type){case\"drop\":t+=a;break;case\"dropRight\":e-=a;break;case\"take\":e=Xl(e,t+a);break;case\"takeRight\":t=$l(t,e-a)}}return{start:t,end:e}}function Ao(t){var e=t.match(We);return e?e[1].split(Ve):[]}function Oo(t,e,n){e=Ei(e,t);for(var r=-1,i=e.length,o=!1;++r<i;){var a=ra(e[r]);if(!(o=null!=t&&n(t,a)))break;t=t[a]}return o||++r!=i?o:(i=null==t?0:t.length,!!i&&uc(i)&&Fo(a,i)&&(xp(t)||bp(t)))}function Io(t){var e=t.length,n=t.constructor(e);return e&&\"string\"==typeof t[0]&&bl.call(t,\"index\")&&(n.index=t.index,n.input=t.input),n}function Do(t){return\"function\"!=typeof t.constructor||Ho(t)?{}:yf(Al(t))}function Ro(t,e,n,r){var i=t.constructor;switch(e){case le:return Pi(t);case qt:case Yt:return new i(+t);case fe:return Ni(t,r);case pe:case he:case de:case ve:case ge:case me:case ye:case _e:case be:return Ri(t,r);case Zt:return Ai(t,r,n);case Qt:case oe:return new i(t);case re:return Oi(t);case ie:return Ii(t,r,n);case ae:return Di(t)}}function Lo(t,e){var n=e.length;if(!n)return t;var r=n-1;return e[r]=(n>1?\"& \":\"\")+e[r],e=e.join(n>2?\", \":\" \"),t.replace(Be,\"{\\n/* [wrapped with \"+e+\"] */\\n\")}function Uo(t){return xp(t)||bp(t)||!!(Rl&&t&&t[Rl])}function Fo(t,e){return e=null==e?Rt:e,!!e&&(\"number\"==typeof t||Ze.test(t))&&t>-1&&t%1==0&&t<e}function jo(t,e,n){if(!cc(n))return!1;var r=typeof e;return!!(\"number\"==r?Xu(n)&&Fo(e,n.length):\"string\"==r&&e in n)&&$u(n[e],t)}function Bo(t,e){if(xp(t))return!1;var n=typeof t;return!(\"number\"!=n&&\"symbol\"!=n&&\"boolean\"!=n&&null!=t&&!bc(t))||(Oe.test(t)||!Ae.test(t)||null!=e&&t in fl(e))}function Wo(t){var e=typeof t;return\"string\"==e||\"number\"==e||\"symbol\"==e||\"boolean\"==e?\"__proto__\"!==t:null===t}function Vo(t){var e=Co(t),r=n[e];if(\"function\"!=typeof r||!(e in b.prototype))return!1;if(t===r)return!0;var i=Sf(r);return!!i&&t===i[0]}function zo(t){return!!wl&&wl in t}function Ho(t){var e=t&&t.constructor,n=\"function\"==typeof e&&e.prototype||ml;return t===n}function qo(t){return t===t&&!cc(t)}function Yo(t,e){return function(n){return null!=n&&(n[t]===e&&(e!==it||t in fl(n)))}}function Ko(t){var e=Ru(t,function(t){return n.size===lt&&n.clear(),t}),n=e.cache;return e}function Go(t,e){var n=t[1],r=e[1],i=n|r,o=i<(mt|yt|Mt),a=r==Mt&&n==bt||r==Mt&&n==kt&&t[7].length<=e[8]||r==(Mt|kt)&&e[7].length<=e[8]&&n==bt;if(!o&&!a)return t;r&mt&&(t[2]=e[2],i|=n&mt?0:_t);var u=e[3];if(u){var c=t[3];t[3]=c?Fi(c,u,e[4]):u,t[4]=c?G(t[3],ft):e[4]}return u=e[5],u&&(c=t[5],t[5]=c?ji(c,u,e[6]):u,t[6]=c?G(t[5],ft):e[6]),u=e[7],u&&(t[7]=u),r&Mt&&(t[8]=null==t[8]?e[8]:Xl(t[8],e[8])),null==t[9]&&(t[9]=e[9]),t[0]=e[0],t[1]=i,t}function $o(t){var e=[];if(null!=t)for(var n in fl(t))e.push(n);return e}function Xo(t){return Cl.call(t)}function Zo(t,e,n){return e=$l(e===it?t.length-1:e,0),function(){for(var r=arguments,i=-1,o=$l(r.length-e,0),a=al(o);++i<o;)a[i]=r[e+i];i=-1;for(var c=al(e+1);++i<e;)c[i]=r[i];return c[e]=n(a),u(t,this,c)}}function Qo(t,e){return e.length<2?t:cr(t,li(e,0,-1))}function Jo(t,e){for(var n=t.length,r=Xl(e.length,n),i=Bi(t);r--;){var o=e[r];t[r]=Fo(o,n)?i[o]:it}return t}function ta(t,e,n){var r=e+\"\";return Rf(t,Lo(r,oa(Ao(r),n)))}function ea(t){var e=0,n=0;return function(){var r=Zl(),i=Nt-(r-n);if(n=r,i>0){if(++e>=Pt)return arguments[0]}else e=0;return t.apply(it,arguments)}}function na(t,e){var n=-1,r=t.length,i=r-1;for(e=e===it?r:e;++n<e;){var o=ni(n,i),a=t[o];t[o]=t[n],t[n]=a}return t.length=e,t}function ra(t){if(\"string\"==typeof t||bc(t))return t;var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function ia(t){if(null!=t){try{return _l.call(t)}catch(t){}try{return t+\"\"}catch(t){}}return\"\"}function oa(t,e){return s(Wt,function(n){var r=\"_.\"+n[0];e&n[1]&&!h(t,r)&&t.push(r)}),t.sort()}function aa(t){if(t instanceof b)return t.clone();var e=new i(t.__wrapped__,t.__chain__);return e.__actions__=Bi(t.__actions__),e.__index__=t.__index__,e.__values__=t.__values__,e}function ua(t,e,n){e=(n?jo(t,e,n):e===it)?1:$l(Ec(e),0);var r=null==t?0:t.length;if(!r||e<1)return[];for(var i=0,o=0,a=al(Vl(r/e));i<r;)a[o++]=li(t,i,i+=e);return a}function ca(t){for(var e=-1,n=null==t?0:t.length,r=0,i=[];++e<n;){var o=t[e];o&&(i[r++]=o)}return i}function sa(){var t=arguments.length;if(!t)return[];for(var e=al(t-1),n=arguments[0],r=t;r--;)e[r-1]=arguments[r];return g(xp(n)?Bi(n):[n],er(e,1))}function la(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),li(t,e<0?0:e,r)):[]}function fa(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,0,e<0?0:e)):[]}function pa(t,e){return t&&t.length?bi(t,ko(e,3),!0,!0):[]}function ha(t,e){return t&&t.length?bi(t,ko(e,3),!0):[]}function da(t,e,n,r){var i=null==t?0:t.length;return i?(n&&\"number\"!=typeof n&&jo(t,e,n)&&(n=0,r=i),Jn(t,e,n,r)):[]}function va(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),C(t,ko(e,3),i)}function ga(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r-1;return n!==it&&(i=Ec(n),i=n<0?$l(r+i,0):Xl(i,r-1)),C(t,ko(e,3),i,!0)}function ma(t){var e=null==t?0:t.length;return e?er(t,1):[]}function ya(t){var e=null==t?0:t.length;return e?er(t,Dt):[]}function _a(t,e){var n=null==t?0:t.length;return n?(e=e===it?1:Ec(e),er(t,e)):[]}function ba(t){for(var e=-1,n=null==t?0:t.length,r={};++e<n;){var i=t[e];r[i[0]]=i[1]}return r}function xa(t){return t&&t.length?t[0]:it}function wa(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),M(t,e,i)}function Ca(t){var e=null==t?0:t.length;return e?li(t,0,-1):[]}function Ma(t,e){return null==t?\"\":Kl.call(t,e)}function ka(t){var e=null==t?0:t.length;return e?t[e-1]:it}function Ea(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r;return n!==it&&(i=Ec(n),i=i<0?$l(r+i,0):Xl(i,r-1)),e===e?Q(t,e,i):C(t,E,i,!0)}function Ta(t,e){return t&&t.length?$r(t,Ec(e)):it}function Sa(t,e){return t&&t.length&&e&&e.length?ti(t,e):t}function Pa(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,ko(n,2)):t}function Na(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,it,n):t}function Aa(t,e){var n=[];if(!t||!t.length)return n;var r=-1,i=[],o=t.length;for(e=ko(e,3);++r<o;){var a=t[r];e(a,r,t)&&(n.push(a),i.push(r))}return ei(t,i),n}function Oa(t){return null==t?t:tf.call(t)}function Ia(t,e,n){var r=null==t?0:t.length;return r?(n&&\"number\"!=typeof n&&jo(t,e,n)?(e=0,n=r):(e=null==e?0:Ec(e),n=n===it?r:Ec(n)),li(t,e,n)):[]}function Da(t,e){return pi(t,e)}function Ra(t,e,n){return hi(t,e,ko(n,2))}function La(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e);if(r<n&&$u(t[r],e))return r}return-1}function Ua(t,e){return pi(t,e,!0)}function Fa(t,e,n){return hi(t,e,ko(n,2),!0)}function ja(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e,!0)-1;if($u(t[r],e))return r}return-1}function Ba(t){return t&&t.length?di(t):[]}function Wa(t,e){return t&&t.length?di(t,ko(e,2)):[]}function Va(t){var e=null==t?0:t.length;return e?li(t,1,e):[]}function za(t,e,n){return t&&t.length?(e=n||e===it?1:Ec(e),li(t,0,e<0?0:e)):[]}function Ha(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,e<0?0:e,r)):[]}function qa(t,e){return t&&t.length?bi(t,ko(e,3),!1,!0):[]}function Ya(t,e){return t&&t.length?bi(t,ko(e,3)):[]}function Ka(t){return t&&t.length?mi(t):[]}function Ga(t,e){return t&&t.length?mi(t,ko(e,2)):[]}function $a(t,e){return e=\"function\"==typeof e?e:it,t&&t.length?mi(t,it,e):[]}function Xa(t){if(!t||!t.length)return[];var e=0;return t=p(t,function(t){if(Zu(t))return e=$l(t.length,e),!0}),I(e,function(e){return v(t,S(e))})}function Za(t,e){if(!t||!t.length)return[];var n=Xa(t);return null==e?n:v(n,function(t){return u(e,it,t)})}function Qa(t,e){return Ci(t||[],e||[],On)}function Ja(t,e){return Ci(t||[],e||[],ci)}function tu(t){var e=n(t);return e.__chain__=!0,e}function eu(t,e){return e(t),t}function nu(t,e){return e(t)}function ru(){return tu(this)}function iu(){return new i(this.value(),this.__chain__)}function ou(){this.__values__===it&&(this.__values__=Mc(this.value()));var t=this.__index__>=this.__values__.length,e=t?it:this.__values__[this.__index__++];return{done:t,value:e}}function au(){return this}function uu(t){for(var e,n=this;n instanceof r;){var i=aa(n);i.__index__=0,i.__values__=it,e?o.__wrapped__=i:e=i;var o=i;n=n.__wrapped__}return o.__wrapped__=t,e}function cu(){var t=this.__wrapped__;if(t instanceof b){var e=t;return this.__actions__.length&&(e=new b(this)),e=e.reverse(),e.__actions__.push({func:nu,args:[Oa],thisArg:it}),new i(e,this.__chain__)}return this.thru(Oa)}function su(){return xi(this.__wrapped__,this.__actions__)}function lu(t,e,n){\n",
+       "var r=xp(t)?f:Kn;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function fu(t,e){var n=xp(t)?p:tr;return n(t,ko(e,3))}function pu(t,e){return er(yu(t,e),1)}function hu(t,e){return er(yu(t,e),Dt)}function du(t,e,n){return n=n===it?1:Ec(n),er(yu(t,e),n)}function vu(t,e){var n=xp(t)?s:_f;return n(t,ko(e,3))}function gu(t,e){var n=xp(t)?l:bf;return n(t,ko(e,3))}function mu(t,e,n,r){t=Xu(t)?t:rs(t),n=n&&!r?Ec(n):0;var i=t.length;return n<0&&(n=$l(i+n,0)),_c(t)?n<=i&&t.indexOf(e,n)>-1:!!i&&M(t,e,n)>-1}function yu(t,e){var n=xp(t)?v:Hr;return n(t,ko(e,3))}function _u(t,e,n,r){return null==t?[]:(xp(e)||(e=null==e?[]:[e]),n=r?it:n,xp(n)||(n=null==n?[]:[n]),Xr(t,e,n))}function bu(t,e,n){var r=xp(t)?m:N,i=arguments.length<3;return r(t,ko(e,4),n,i,_f)}function xu(t,e,n){var r=xp(t)?y:N,i=arguments.length<3;return r(t,ko(e,4),n,i,bf)}function wu(t,e){var n=xp(t)?p:tr;return n(t,Lu(ko(e,3)))}function Cu(t){var e=xp(t)?Sn:ai;return e(t)}function Mu(t,e,n){e=(n?jo(t,e,n):e===it)?1:Ec(e);var r=xp(t)?Pn:ui;return r(t,e)}function ku(t){var e=xp(t)?Nn:si;return e(t)}function Eu(t){if(null==t)return 0;if(Xu(t))return _c(t)?J(t):t.length;var e=Af(t);return e==Zt||e==ie?t.size:Wr(t).length}function Tu(t,e,n){var r=xp(t)?_:fi;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function Su(t,e){if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){if(--t<1)return e.apply(this,arguments)}}function Pu(t,e,n){return e=n?it:e,e=t&&null==e?t.length:e,po(t,Mt,it,it,it,it,e)}function Nu(t,e){var n;if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){return--t>0&&(n=e.apply(this,arguments)),t<=1&&(e=it),n}}function Au(t,e,n){e=n?it:e;var r=po(t,bt,it,it,it,it,it,e);return r.placeholder=Au.placeholder,r}function Ou(t,e,n){e=n?it:e;var r=po(t,xt,it,it,it,it,it,e);return r.placeholder=Ou.placeholder,r}function Iu(t,e,n){function r(e){var n=p,r=h;return p=h=it,y=e,v=t.apply(r,n)}function i(t){return y=t,g=Df(u,e),_?r(t):v}function o(t){var n=t-m,r=t-y,i=e-n;return b?Xl(i,d-r):i}function a(t){var n=t-m,r=t-y;return m===it||n>=e||n<0||b&&r>=d}function u(){var t=sp();return a(t)?c(t):void(g=Df(u,o(t)))}function c(t){return g=it,x&&p?r(t):(p=h=it,v)}function s(){g!==it&&Ef(g),y=0,p=m=h=g=it}function l(){return g===it?v:c(sp())}function f(){var t=sp(),n=a(t);if(p=arguments,h=this,m=t,n){if(g===it)return i(m);if(b)return g=Df(u,e),r(m)}return g===it&&(g=Df(u,e)),v}var p,h,d,v,g,m,y=0,_=!1,b=!1,x=!0;if(\"function\"!=typeof t)throw new dl(ct);return e=Sc(e)||0,cc(n)&&(_=!!n.leading,b=\"maxWait\"in n,d=b?$l(Sc(n.maxWait)||0,e):d,x=\"trailing\"in n?!!n.trailing:x),f.cancel=s,f.flush=l,f}function Du(t){return po(t,Et)}function Ru(t,e){if(\"function\"!=typeof t||null!=e&&\"function\"!=typeof e)throw new dl(ct);var n=function(){var r=arguments,i=e?e.apply(this,r):r[0],o=n.cache;if(o.has(i))return o.get(i);var a=t.apply(this,r);return n.cache=o.set(i,a)||o,a};return n.cache=new(Ru.Cache||pn),n}function Lu(t){if(\"function\"!=typeof t)throw new dl(ct);return function(){var e=arguments;switch(e.length){case 0:return!t.call(this);case 1:return!t.call(this,e[0]);case 2:return!t.call(this,e[0],e[1]);case 3:return!t.call(this,e[0],e[1],e[2])}return!t.apply(this,e)}}function Uu(t){return Nu(2,t)}function Fu(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=e===it?e:Ec(e),oi(t,e)}function ju(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=null==e?0:$l(Ec(e),0),oi(function(n){var r=n[e],i=Ti(n,0,e);return r&&g(i,r),u(t,this,i)})}function Bu(t,e,n){var r=!0,i=!0;if(\"function\"!=typeof t)throw new dl(ct);return cc(n)&&(r=\"leading\"in n?!!n.leading:r,i=\"trailing\"in n?!!n.trailing:i),Iu(t,e,{leading:r,maxWait:e,trailing:i})}function Wu(t){return Pu(t,1)}function Vu(t,e){return vp(ki(e),t)}function zu(){if(!arguments.length)return[];var t=arguments[0];return xp(t)?t:[t]}function Hu(t){return Bn(t,dt)}function qu(t,e){return e=\"function\"==typeof e?e:it,Bn(t,dt,e)}function Yu(t){return Bn(t,pt|dt)}function Ku(t,e){return e=\"function\"==typeof e?e:it,Bn(t,pt|dt,e)}function Gu(t,e){return null==e||Vn(t,e,Hc(e))}function $u(t,e){return t===e||t!==t&&e!==e}function Xu(t){return null!=t&&uc(t.length)&&!oc(t)}function Zu(t){return sc(t)&&Xu(t)}function Qu(t){return t===!0||t===!1||sc(t)&&fr(t)==qt}function Ju(t){return sc(t)&&1===t.nodeType&&!mc(t)}function tc(t){if(null==t)return!0;if(Xu(t)&&(xp(t)||\"string\"==typeof t||\"function\"==typeof t.splice||Cp(t)||Sp(t)||bp(t)))return!t.length;var e=Af(t);if(e==Zt||e==ie)return!t.size;if(Ho(t))return!Wr(t).length;for(var n in t)if(bl.call(t,n))return!1;return!0}function ec(t,e){return Or(t,e)}function nc(t,e,n){n=\"function\"==typeof n?n:it;var r=n?n(t,e):it;return r===it?Or(t,e,it,n):!!r}function rc(t){if(!sc(t))return!1;var e=fr(t);return e==Gt||e==Kt||\"string\"==typeof t.message&&\"string\"==typeof t.name&&!mc(t)}function ic(t){return\"number\"==typeof t&&Yl(t)}function oc(t){if(!cc(t))return!1;var e=fr(t);return e==$t||e==Xt||e==Ht||e==ne}function ac(t){return\"number\"==typeof t&&t==Ec(t)}function uc(t){return\"number\"==typeof t&&t>-1&&t%1==0&&t<=Rt}function cc(t){var e=typeof t;return null!=t&&(\"object\"==e||\"function\"==e)}function sc(t){return null!=t&&\"object\"==typeof t}function lc(t,e){return t===e||Rr(t,e,To(e))}function fc(t,e,n){return n=\"function\"==typeof n?n:it,Rr(t,e,To(e),n)}function pc(t){return gc(t)&&t!=+t}function hc(t){if(Of(t))throw new cl(ut);return Lr(t)}function dc(t){return null===t}function vc(t){return null==t}function gc(t){return\"number\"==typeof t||sc(t)&&fr(t)==Qt}function mc(t){if(!sc(t)||fr(t)!=te)return!1;var e=Al(t);if(null===e)return!0;var n=bl.call(e,\"constructor\")&&e.constructor;return\"function\"==typeof n&&n instanceof n&&_l.call(n)==Ml}function yc(t){return ac(t)&&t>=-Rt&&t<=Rt}function _c(t){return\"string\"==typeof t||!xp(t)&&sc(t)&&fr(t)==oe}function bc(t){return\"symbol\"==typeof t||sc(t)&&fr(t)==ae}function xc(t){return t===it}function wc(t){return sc(t)&&Af(t)==ce}function Cc(t){return sc(t)&&fr(t)==se}function Mc(t){if(!t)return[];if(Xu(t))return _c(t)?tt(t):Bi(t);if(Ll&&t[Ll])return q(t[Ll]());var e=Af(t),n=e==Zt?Y:e==ie?$:rs;return n(t)}function kc(t){if(!t)return 0===t?t:0;if(t=Sc(t),t===Dt||t===-Dt){var e=t<0?-1:1;return e*Lt}return t===t?t:0}function Ec(t){var e=kc(t),n=e%1;return e===e?n?e-n:e:0}function Tc(t){return t?jn(Ec(t),0,Ft):0}function Sc(t){if(\"number\"==typeof t)return t;if(bc(t))return Ut;if(cc(t)){var e=\"function\"==typeof t.valueOf?t.valueOf():t;t=cc(e)?e+\"\":e}if(\"string\"!=typeof t)return 0===t?t:+t;t=t.replace(Ue,\"\");var n=Ge.test(t);return n||Xe.test(t)?ir(t.slice(2),n?2:8):Ke.test(t)?Ut:+t}function Pc(t){return Wi(t,qc(t))}function Nc(t){return t?jn(Ec(t),-Rt,Rt):0===t?t:0}function Ac(t){return null==t?\"\":gi(t)}function Oc(t,e){var n=yf(t);return null==e?n:Rn(n,e)}function Ic(t,e){return w(t,ko(e,3),nr)}function Dc(t,e){return w(t,ko(e,3),or)}function Rc(t,e){return null==t?t:xf(t,ko(e,3),qc)}function Lc(t,e){return null==t?t:wf(t,ko(e,3),qc)}function Uc(t,e){return t&&nr(t,ko(e,3))}function Fc(t,e){return t&&or(t,ko(e,3))}function jc(t){return null==t?[]:ar(t,Hc(t))}function Bc(t){return null==t?[]:ar(t,qc(t))}function Wc(t,e,n){var r=null==t?it:cr(t,e);return r===it?n:r}function Vc(t,e){return null!=t&&Oo(t,e,_r)}function zc(t,e){return null!=t&&Oo(t,e,Cr)}function Hc(t){return Xu(t)?Tn(t):Wr(t)}function qc(t){return Xu(t)?Tn(t,!0):Vr(t)}function Yc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,e(t,r,i),t)}),n}function Kc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,r,e(t,r,i))}),n}function Gc(t,e){return $c(t,Lu(ko(e)))}function $c(t,e){if(null==t)return{};var n=v(wo(t),function(t){return[t]});return e=ko(e),Qr(t,n,function(t,n){return e(t,n[0])})}function Xc(t,e,n){e=Ei(e,t);var r=-1,i=e.length;for(i||(i=1,t=it);++r<i;){var o=null==t?it:t[ra(e[r])];o===it&&(r=i,o=n),t=oc(o)?o.call(t):o}return t}function Zc(t,e,n){return null==t?t:ci(t,e,n)}function Qc(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:ci(t,e,n,r)}function Jc(t,e,n){var r=xp(t),i=r||Cp(t)||Sp(t);if(e=ko(e,4),null==n){var o=t&&t.constructor;n=i?r?new o:[]:cc(t)&&oc(o)?yf(Al(t)):{}}return(i?s:nr)(t,function(t,r,i){return e(n,t,r,i)}),n}function ts(t,e){return null==t||yi(t,e)}function es(t,e,n){return null==t?t:_i(t,e,ki(n))}function ns(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:_i(t,e,ki(n),r)}function rs(t){return null==t?[]:L(t,Hc(t))}function is(t){return null==t?[]:L(t,qc(t))}function os(t,e,n){return n===it&&(n=e,e=it),n!==it&&(n=Sc(n),n=n===n?n:0),e!==it&&(e=Sc(e),e=e===e?e:0),jn(Sc(t),e,n)}function as(t,e,n){return e=kc(e),n===it?(n=e,e=0):n=kc(n),t=Sc(t),kr(t,e,n)}function us(t,e,n){if(n&&\"boolean\"!=typeof n&&jo(t,e,n)&&(e=n=it),n===it&&(\"boolean\"==typeof e?(n=e,e=it):\"boolean\"==typeof t&&(n=t,t=it)),t===it&&e===it?(t=0,e=1):(t=kc(t),e===it?(e=t,t=0):e=kc(e)),t>e){var r=t;t=e,e=r}if(n||t%1||e%1){var i=Jl();return Xl(t+i*(e-t+rr(\"1e-\"+((i+\"\").length-1))),e)}return ni(t,e)}function cs(t){return th(Ac(t).toLowerCase())}function ss(t){return t=Ac(t),t&&t.replace(Qe,br).replace(Hn,\"\")}function ls(t,e,n){t=Ac(t),e=gi(e);var r=t.length;n=n===it?r:jn(Ec(n),0,r);var i=n;return n-=e.length,n>=0&&t.slice(n,i)==e}function fs(t){return t=Ac(t),t&&Te.test(t)?t.replace(ke,xr):t}function ps(t){return t=Ac(t),t&&Le.test(t)?t.replace(Re,\"\\\\$&\"):t}function hs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;if(!e||r>=e)return t;var i=(e-r)/2;return oo(zl(i),n)+t+oo(Vl(i),n)}function ds(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?t+oo(e-r,n):t}function vs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?oo(e-r,n)+t:t}function gs(t,e,n){return n||null==e?e=0:e&&(e=+e),Ql(Ac(t).replace(Fe,\"\"),e||0)}function ms(t,e,n){return e=(n?jo(t,e,n):e===it)?1:Ec(e),ii(Ac(t),e)}function ys(){var t=arguments,e=Ac(t[0]);return t.length<3?e:e.replace(t[1],t[2])}function _s(t,e,n){return n&&\"number\"!=typeof n&&jo(t,e,n)&&(e=n=it),(n=n===it?Ft:n>>>0)?(t=Ac(t),t&&(\"string\"==typeof e||null!=e&&!Ep(e))&&(e=gi(e),!e&&z(t))?Ti(tt(t),0,n):t.split(e,n)):[]}function bs(t,e,n){return t=Ac(t),n=null==n?0:jn(Ec(n),0,t.length),e=gi(e),t.slice(n,n+e.length)==e}function xs(t,e,r){var i=n.templateSettings;r&&jo(t,e,r)&&(e=it),t=Ac(t),e=Ip({},e,i,ho);var o,a,u=Ip({},e.imports,i.imports,ho),c=Hc(u),s=L(u,c),l=0,f=e.interpolate||Je,p=\"__p += '\",h=pl((e.escape||Je).source+\"|\"+f.source+\"|\"+(f===Ne?qe:Je).source+\"|\"+(e.evaluate||Je).source+\"|$\",\"g\"),d=\"//# sourceURL=\"+(\"sourceURL\"in e?e.sourceURL:\"lodash.templateSources[\"+ ++Xn+\"]\")+\"\\n\";t.replace(h,function(e,n,r,i,u,c){return r||(r=i),p+=t.slice(l,c).replace(tn,W),n&&(o=!0,p+=\"' +\\n__e(\"+n+\") +\\n'\"),u&&(a=!0,p+=\"';\\n\"+u+\";\\n__p += '\"),r&&(p+=\"' +\\n((__t = (\"+r+\")) == null ? '' : __t) +\\n'\"),l=c+e.length,e}),p+=\"';\\n\";var v=e.variable;v||(p=\"with (obj) {\\n\"+p+\"\\n}\\n\"),p=(a?p.replace(xe,\"\"):p).replace(we,\"$1\").replace(Ce,\"$1;\"),p=\"function(\"+(v||\"obj\")+\") {\\n\"+(v?\"\":\"obj || (obj = {});\\n\")+\"var __t, __p = ''\"+(o?\", __e = _.escape\":\"\")+(a?\", __j = Array.prototype.join;\\nfunction print() { __p += __j.call(arguments, '') }\\n\":\";\\n\")+p+\"return __p\\n}\";var g=eh(function(){return sl(c,d+\"return \"+p).apply(it,s)});if(g.source=p,rc(g))throw g;return g}function ws(t){return Ac(t).toLowerCase()}function Cs(t){return Ac(t).toUpperCase()}function Ms(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Ue,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=tt(e),o=F(r,i),a=j(r,i)+1;return Ti(r,o,a).join(\"\")}function ks(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(je,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=j(r,tt(e))+1;return Ti(r,0,i).join(\"\")}function Es(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Fe,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=F(r,tt(e));return Ti(r,i).join(\"\")}function Ts(t,e){var n=Tt,r=St;if(cc(e)){var i=\"separator\"in e?e.separator:i;n=\"length\"in e?Ec(e.length):n,r=\"omission\"in e?gi(e.omission):r}t=Ac(t);var o=t.length;if(z(t)){var a=tt(t);o=a.length}if(n>=o)return t;var u=n-J(r);if(u<1)return r;var c=a?Ti(a,0,u).join(\"\"):t.slice(0,u);if(i===it)return c+r;if(a&&(u+=c.length-u),Ep(i)){if(t.slice(u).search(i)){var s,l=c;for(i.global||(i=pl(i.source,Ac(Ye.exec(i))+\"g\")),i.lastIndex=0;s=i.exec(l);)var f=s.index;c=c.slice(0,f===it?u:f)}}else if(t.indexOf(gi(i),u)!=u){var p=c.lastIndexOf(i);p>-1&&(c=c.slice(0,p))}return c+r}function Ss(t){return t=Ac(t),t&&Ee.test(t)?t.replace(Me,wr):t}function Ps(t,e,n){return t=Ac(t),e=n?it:e,e===it?H(t)?rt(t):x(t):t.match(e)||[]}function Ns(t){var e=null==t?0:t.length,n=ko();return t=e?v(t,function(t){if(\"function\"!=typeof t[1])throw new dl(ct);return[n(t[0]),t[1]]}):[],oi(function(n){for(var r=-1;++r<e;){var i=t[r];if(u(i[0],this,n))return u(i[1],this,n)}})}function As(t){return Wn(Bn(t,pt))}function Os(t){return function(){return t}}function Is(t,e){return null==t||t!==t?e:t}function Ds(t){return t}function Rs(t){return Br(\"function\"==typeof t?t:Bn(t,pt))}function Ls(t){return qr(Bn(t,pt))}function Us(t,e){return Yr(t,Bn(e,pt))}function Fs(t,e,n){var r=Hc(e),i=ar(e,r);null!=n||cc(e)&&(i.length||!r.length)||(n=e,e=t,t=this,i=ar(e,Hc(e)));var o=!(cc(n)&&\"chain\"in n&&!n.chain),a=oc(t);return s(i,function(n){var r=e[n];t[n]=r,a&&(t.prototype[n]=function(){var e=this.__chain__;if(o||e){var n=t(this.__wrapped__),i=n.__actions__=Bi(this.__actions__);return i.push({func:r,args:arguments,thisArg:t}),n.__chain__=e,n}return r.apply(t,g([this.value()],arguments))})}),t}function js(){return ur._===this&&(ur._=kl),this}function Bs(){}function Ws(t){return t=Ec(t),oi(function(e){return $r(e,t)})}function Vs(t){return Bo(t)?S(ra(t)):Jr(t)}function zs(t){return function(e){return null==t?it:cr(t,e)}}function Hs(){return[]}function qs(){return!1}function Ys(){return{}}function Ks(){return\"\"}function Gs(){return!0}function $s(t,e){if(t=Ec(t),t<1||t>Rt)return[];var n=Ft,r=Xl(t,Ft);e=ko(e),t-=Ft;for(var i=I(r,e);++n<t;)e(n);return i}function Xs(t){return xp(t)?v(t,ra):bc(t)?[t]:Bi(Lf(Ac(t)))}function Zs(t){var e=++xl;return Ac(t)+e}function Qs(t){return t&&t.length?Gn(t,Ds,pr):it}function Js(t,e){return t&&t.length?Gn(t,ko(e,2),pr):it}function tl(t){return T(t,Ds)}function el(t,e){return T(t,ko(e,2))}function nl(t){return t&&t.length?Gn(t,Ds,zr):it}function rl(t,e){return t&&t.length?Gn(t,ko(e,2),zr):it}function il(t){return t&&t.length?O(t,Ds):0}function ol(t,e){return t&&t.length?O(t,ko(e,2)):0}e=null==e?ur:Mr.defaults(ur.Object(),e,Mr.pick(ur,$n));var al=e.Array,ul=e.Date,cl=e.Error,sl=e.Function,ll=e.Math,fl=e.Object,pl=e.RegExp,hl=e.String,dl=e.TypeError,vl=al.prototype,gl=sl.prototype,ml=fl.prototype,yl=e[\"__core-js_shared__\"],_l=gl.toString,bl=ml.hasOwnProperty,xl=0,wl=function(){var t=/[^.]+$/.exec(yl&&yl.keys&&yl.keys.IE_PROTO||\"\");return t?\"Symbol(src)_1.\"+t:\"\"}(),Cl=ml.toString,Ml=_l.call(fl),kl=ur._,El=pl(\"^\"+_l.call(bl).replace(Re,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\"),Tl=lr?e.Buffer:it,Sl=e.Symbol,Pl=e.Uint8Array,Nl=Tl?Tl.allocUnsafe:it,Al=K(fl.getPrototypeOf,fl),Ol=fl.create,Il=ml.propertyIsEnumerable,Dl=vl.splice,Rl=Sl?Sl.isConcatSpreadable:it,Ll=Sl?Sl.iterator:it,Ul=Sl?Sl.toStringTag:it,Fl=function(){try{var t=So(fl,\"defineProperty\");return t({},\"\",{}),t}catch(t){}}(),jl=e.clearTimeout!==ur.clearTimeout&&e.clearTimeout,Bl=ul&&ul.now!==ur.Date.now&&ul.now,Wl=e.setTimeout!==ur.setTimeout&&e.setTimeout,Vl=ll.ceil,zl=ll.floor,Hl=fl.getOwnPropertySymbols,ql=Tl?Tl.isBuffer:it,Yl=e.isFinite,Kl=vl.join,Gl=K(fl.keys,fl),$l=ll.max,Xl=ll.min,Zl=ul.now,Ql=e.parseInt,Jl=ll.random,tf=vl.reverse,ef=So(e,\"DataView\"),nf=So(e,\"Map\"),rf=So(e,\"Promise\"),of=So(e,\"Set\"),af=So(e,\"WeakMap\"),uf=So(fl,\"create\"),cf=af&&new af,sf={},lf=ia(ef),ff=ia(nf),pf=ia(rf),hf=ia(of),df=ia(af),vf=Sl?Sl.prototype:it,gf=vf?vf.valueOf:it,mf=vf?vf.toString:it,yf=function(){function t(){}return function(e){if(!cc(e))return{};if(Ol)return Ol(e);t.prototype=e;var n=new t;return t.prototype=it,n}}();n.templateSettings={escape:Se,evaluate:Pe,interpolate:Ne,variable:\"\",imports:{_:n}},n.prototype=r.prototype,n.prototype.constructor=n,i.prototype=yf(r.prototype),i.prototype.constructor=i,b.prototype=yf(r.prototype),b.prototype.constructor=b,nt.prototype.clear=ze,nt.prototype.delete=en,nt.prototype.get=nn,nt.prototype.has=rn,nt.prototype.set=on,an.prototype.clear=un,an.prototype.delete=cn,an.prototype.get=sn,an.prototype.has=ln,an.prototype.set=fn,pn.prototype.clear=hn,pn.prototype.delete=dn,pn.prototype.get=vn,pn.prototype.has=gn,pn.prototype.set=mn,yn.prototype.add=yn.prototype.push=_n,yn.prototype.has=bn,xn.prototype.clear=wn,xn.prototype.delete=Cn,xn.prototype.get=Mn,xn.prototype.has=kn,xn.prototype.set=En;var _f=Yi(nr),bf=Yi(or,!0),xf=Ki(),wf=Ki(!0),Cf=cf?function(t,e){return cf.set(t,e),t}:Ds,Mf=Fl?function(t,e){return Fl(t,\"toString\",{configurable:!0,enumerable:!1,value:Os(e),writable:!0})}:Ds,kf=oi,Ef=jl||function(t){return ur.clearTimeout(t)},Tf=of&&1/$(new of([,-0]))[1]==Dt?function(t){return new of(t)}:Bs,Sf=cf?function(t){return cf.get(t)}:Bs,Pf=Hl?function(t){return null==t?[]:(t=fl(t),p(Hl(t),function(e){return Il.call(t,e)}))}:Hs,Nf=Hl?function(t){for(var e=[];t;)g(e,Pf(t)),t=Al(t);return e}:Hs,Af=fr;(ef&&Af(new ef(new ArrayBuffer(1)))!=fe||nf&&Af(new nf)!=Zt||rf&&Af(rf.resolve())!=ee||of&&Af(new of)!=ie||af&&Af(new af)!=ce)&&(Af=function(t){var e=fr(t),n=e==te?t.constructor:it,r=n?ia(n):\"\";if(r)switch(r){case lf:return fe;case ff:return Zt;case pf:return ee;case hf:return ie;case df:return ce}return e});var Of=yl?oc:qs,If=ea(Cf),Df=Wl||function(t,e){return ur.setTimeout(t,e)},Rf=ea(Mf),Lf=Ko(function(t){var e=[];return Ie.test(t)&&e.push(\"\"),t.replace(De,function(t,n,r,i){e.push(r?i.replace(He,\"$1\"):n||t)}),e}),Uf=oi(function(t,e){return Zu(t)?Yn(t,er(e,1,Zu,!0)):[]}),Ff=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),ko(n,2)):[]}),jf=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),it,n):[]}),Bf=oi(function(t){var e=v(t,Mi);return e.length&&e[0]===t[0]?Er(e):[]}),Wf=oi(function(t){var e=ka(t),n=v(t,Mi);return e===ka(n)?e=it:n.pop(),n.length&&n[0]===t[0]?Er(n,ko(e,2)):[]}),Vf=oi(function(t){var e=ka(t),n=v(t,Mi);return e=\"function\"==typeof e?e:it,e&&n.pop(),n.length&&n[0]===t[0]?Er(n,it,e):[]}),zf=oi(Sa),Hf=bo(function(t,e){var n=null==t?0:t.length,r=Fn(t,e);return ei(t,v(e,function(t){return Fo(t,n)?+t:t}).sort(Li)),r}),qf=oi(function(t){return mi(er(t,1,Zu,!0))}),Yf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),mi(er(t,1,Zu,!0),ko(e,2))}),Kf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,mi(er(t,1,Zu,!0),it,e)}),Gf=oi(function(t,e){return Zu(t)?Yn(t,e):[]}),$f=oi(function(t){return wi(p(t,Zu))}),Xf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),wi(p(t,Zu),ko(e,2))}),Zf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,wi(p(t,Zu),it,e)}),Qf=oi(Xa),Jf=oi(function(t){var e=t.length,n=e>1?t[e-1]:it;return n=\"function\"==typeof n?(t.pop(),n):it,Za(t,n)}),tp=bo(function(t){var e=t.length,n=e?t[0]:0,r=this.__wrapped__,o=function(e){return Fn(e,t)};return!(e>1||this.__actions__.length)&&r instanceof b&&Fo(n)?(r=r.slice(n,+n+(e?1:0)),r.__actions__.push({func:nu,args:[o],thisArg:it}),new i(r,this.__chain__).thru(function(t){return e&&!t.length&&t.push(it),t})):this.thru(o)}),ep=Hi(function(t,e,n){bl.call(t,n)?++t[n]:Un(t,n,1)}),np=Ji(va),rp=Ji(ga),ip=Hi(function(t,e,n){bl.call(t,n)?t[n].push(e):Un(t,n,[e])}),op=oi(function(t,e,n){var r=-1,i=\"function\"==typeof e,o=Xu(t)?al(t.length):[];return _f(t,function(t){o[++r]=i?u(e,t,n):Sr(t,e,n)}),o}),ap=Hi(function(t,e,n){Un(t,n,e)}),up=Hi(function(t,e,n){t[n?0:1].push(e)},function(){return[[],[]]}),cp=oi(function(t,e){if(null==t)return[];var n=e.length;return n>1&&jo(t,e[0],e[1])?e=[]:n>2&&jo(e[0],e[1],e[2])&&(e=[e[0]]),Xr(t,er(e,1),[])}),sp=Bl||function(){return ur.Date.now()},lp=oi(function(t,e,n){var r=mt;if(n.length){var i=G(n,Mo(lp));r|=wt}return po(t,r,e,n,i)}),fp=oi(function(t,e,n){var r=mt|yt;if(n.length){var i=G(n,Mo(fp));r|=wt}return po(e,r,t,n,i)}),pp=oi(function(t,e){return qn(t,1,e)}),hp=oi(function(t,e,n){return qn(t,Sc(e)||0,n)});Ru.Cache=pn;var dp=kf(function(t,e){e=1==e.length&&xp(e[0])?v(e[0],R(ko())):v(er(e,1),R(ko()));var n=e.length;return oi(function(r){for(var i=-1,o=Xl(r.length,n);++i<o;)r[i]=e[i].call(this,r[i]);return u(t,this,r)})}),vp=oi(function(t,e){var n=G(e,Mo(vp));return po(t,wt,it,e,n)}),gp=oi(function(t,e){var n=G(e,Mo(gp));return po(t,Ct,it,e,n)}),mp=bo(function(t,e){return po(t,kt,it,it,it,e)}),yp=co(pr),_p=co(function(t,e){return t>=e}),bp=Pr(function(){return arguments}())?Pr:function(t){return sc(t)&&bl.call(t,\"callee\")&&!Il.call(t,\"callee\")},xp=al.isArray,wp=hr?R(hr):Nr,Cp=ql||qs,Mp=dr?R(dr):Ar,kp=vr?R(vr):Dr,Ep=gr?R(gr):Ur,Tp=mr?R(mr):Fr,Sp=yr?R(yr):jr,Pp=co(zr),Np=co(function(t,e){return t<=e}),Ap=qi(function(t,e){if(Ho(e)||Xu(e))return void Wi(e,Hc(e),t);for(var n in e)bl.call(e,n)&&On(t,n,e[n])}),Op=qi(function(t,e){Wi(e,qc(e),t)}),Ip=qi(function(t,e,n,r){Wi(e,qc(e),t,r)}),Dp=qi(function(t,e,n,r){Wi(e,Hc(e),t,r)}),Rp=bo(Fn),Lp=oi(function(t){return t.push(it,ho),u(Ip,it,t)}),Up=oi(function(t){return t.push(it,vo),u(Vp,it,t)}),Fp=no(function(t,e,n){t[e]=n},Os(Ds)),jp=no(function(t,e,n){bl.call(t,e)?t[e].push(n):t[e]=[n]},ko),Bp=oi(Sr),Wp=qi(function(t,e,n){Kr(t,e,n)}),Vp=qi(function(t,e,n,r){Kr(t,e,n,r)}),zp=bo(function(t,e){var n={};if(null==t)return n;var r=!1;e=v(e,function(e){return e=Ei(e,t),r||(r=e.length>1),e}),Wi(t,wo(t),n),r&&(n=Bn(n,pt|ht|dt,go));for(var i=e.length;i--;)yi(n,e[i]);return n}),Hp=bo(function(t,e){return null==t?{}:Zr(t,e)}),qp=fo(Hc),Yp=fo(qc),Kp=Xi(function(t,e,n){return e=e.toLowerCase(),t+(n?cs(e):e)}),Gp=Xi(function(t,e,n){return t+(n?\"-\":\"\")+e.toLowerCase()}),$p=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toLowerCase()}),Xp=$i(\"toLowerCase\"),Zp=Xi(function(t,e,n){return t+(n?\"_\":\"\")+e.toLowerCase()}),Qp=Xi(function(t,e,n){return t+(n?\" \":\"\")+th(e)}),Jp=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toUpperCase()}),th=$i(\"toUpperCase\"),eh=oi(function(t,e){try{return u(t,it,e)}catch(t){return rc(t)?t:new cl(t)}}),nh=bo(function(t,e){return s(e,function(e){e=ra(e),Un(t,e,lp(t[e],t))}),t}),rh=to(),ih=to(!0),oh=oi(function(t,e){return function(n){return Sr(n,t,e)}}),ah=oi(function(t,e){return function(n){return Sr(t,n,e)}}),uh=io(v),ch=io(f),sh=io(_),lh=uo(),fh=uo(!0),ph=ro(function(t,e){return t+e},0),hh=lo(\"ceil\"),dh=ro(function(t,e){return t/e},1),vh=lo(\"floor\"),gh=ro(function(t,e){return t*e},1),mh=lo(\"round\"),yh=ro(function(t,e){return t-e},0);return n.after=Su,n.ary=Pu,n.assign=Ap,n.assignIn=Op,n.assignInWith=Ip,n.assignWith=Dp,n.at=Rp,n.before=Nu,n.bind=lp,n.bindAll=nh,n.bindKey=fp,n.castArray=zu,n.chain=tu,n.chunk=ua,n.compact=ca,n.concat=sa,n.cond=Ns,n.conforms=As,n.constant=Os,n.countBy=ep,n.create=Oc,n.curry=Au,n.curryRight=Ou,n.debounce=Iu,n.defaults=Lp,n.defaultsDeep=Up,n.defer=pp,n.delay=hp,n.difference=Uf,n.differenceBy=Ff,n.differenceWith=jf,n.drop=la,n.dropRight=fa,n.dropRightWhile=pa,n.dropWhile=ha,n.fill=da,n.filter=fu,n.flatMap=pu,n.flatMapDeep=hu,n.flatMapDepth=du,n.flatten=ma,n.flattenDeep=ya,n.flattenDepth=_a,n.flip=Du,n.flow=rh,n.flowRight=ih,n.fromPairs=ba,n.functions=jc,n.functionsIn=Bc,n.groupBy=ip,n.initial=Ca,n.intersection=Bf,n.intersectionBy=Wf,n.intersectionWith=Vf,n.invert=Fp,n.invertBy=jp,n.invokeMap=op,n.iteratee=Rs,n.keyBy=ap,n.keys=Hc,n.keysIn=qc,n.map=yu,n.mapKeys=Yc,n.mapValues=Kc,n.matches=Ls,n.matchesProperty=Us,n.memoize=Ru,n.merge=Wp,n.mergeWith=Vp,n.method=oh,n.methodOf=ah,n.mixin=Fs,n.negate=Lu,n.nthArg=Ws,n.omit=zp,n.omitBy=Gc,n.once=Uu,n.orderBy=_u,n.over=uh,n.overArgs=dp,n.overEvery=ch,n.overSome=sh,n.partial=vp,n.partialRight=gp,n.partition=up,n.pick=Hp,n.pickBy=$c,n.property=Vs,n.propertyOf=zs,n.pull=zf,n.pullAll=Sa,n.pullAllBy=Pa,n.pullAllWith=Na,n.pullAt=Hf,n.range=lh,n.rangeRight=fh,n.rearg=mp,n.reject=wu,n.remove=Aa,n.rest=Fu,n.reverse=Oa,n.sampleSize=Mu,n.set=Zc,n.setWith=Qc,n.shuffle=ku,n.slice=Ia,n.sortBy=cp,n.sortedUniq=Ba,n.sortedUniqBy=Wa,n.split=_s,n.spread=ju,n.tail=Va,n.take=za,n.takeRight=Ha,n.takeRightWhile=qa,n.takeWhile=Ya,n.tap=eu,n.throttle=Bu,n.thru=nu,n.toArray=Mc,n.toPairs=qp,n.toPairsIn=Yp,n.toPath=Xs,n.toPlainObject=Pc,n.transform=Jc,n.unary=Wu,n.union=qf,n.unionBy=Yf,n.unionWith=Kf,n.uniq=Ka,n.uniqBy=Ga,n.uniqWith=$a,n.unset=ts,n.unzip=Xa,n.unzipWith=Za,n.update=es,n.updateWith=ns,n.values=rs,n.valuesIn=is,n.without=Gf,n.words=Ps,n.wrap=Vu,n.xor=$f,n.xorBy=Xf,n.xorWith=Zf,n.zip=Qf,n.zipObject=Qa,n.zipObjectDeep=Ja,n.zipWith=Jf,n.entries=qp,n.entriesIn=Yp,n.extend=Op,n.extendWith=Ip,Fs(n,n),n.add=ph,n.attempt=eh,n.camelCase=Kp,n.capitalize=cs,n.ceil=hh,n.clamp=os,n.clone=Hu,n.cloneDeep=Yu,n.cloneDeepWith=Ku,n.cloneWith=qu,n.conformsTo=Gu,n.deburr=ss,n.defaultTo=Is,n.divide=dh,n.endsWith=ls,n.eq=$u,n.escape=fs,n.escapeRegExp=ps,n.every=lu,n.find=np,n.findIndex=va,n.findKey=Ic,n.findLast=rp,n.findLastIndex=ga,n.findLastKey=Dc,n.floor=vh,n.forEach=vu,n.forEachRight=gu,n.forIn=Rc,n.forInRight=Lc,n.forOwn=Uc,n.forOwnRight=Fc,n.get=Wc,n.gt=yp,n.gte=_p,n.has=Vc,n.hasIn=zc,n.head=xa,n.identity=Ds,n.includes=mu,n.indexOf=wa,n.inRange=as,n.invoke=Bp,n.isArguments=bp,n.isArray=xp,n.isArrayBuffer=wp,n.isArrayLike=Xu,n.isArrayLikeObject=Zu,n.isBoolean=Qu,n.isBuffer=Cp,n.isDate=Mp,n.isElement=Ju,n.isEmpty=tc,n.isEqual=ec,n.isEqualWith=nc,n.isError=rc,n.isFinite=ic,n.isFunction=oc,n.isInteger=ac,n.isLength=uc,n.isMap=kp,n.isMatch=lc,n.isMatchWith=fc,n.isNaN=pc,n.isNative=hc,n.isNil=vc,n.isNull=dc,n.isNumber=gc,n.isObject=cc,n.isObjectLike=sc,n.isPlainObject=mc,n.isRegExp=Ep,n.isSafeInteger=yc,n.isSet=Tp,n.isString=_c,n.isSymbol=bc,n.isTypedArray=Sp,n.isUndefined=xc,n.isWeakMap=wc,n.isWeakSet=Cc,n.join=Ma,n.kebabCase=Gp,n.last=ka,n.lastIndexOf=Ea,n.lowerCase=$p,n.lowerFirst=Xp,n.lt=Pp,n.lte=Np,n.max=Qs,n.maxBy=Js,n.mean=tl,n.meanBy=el,n.min=nl,n.minBy=rl,n.stubArray=Hs,n.stubFalse=qs,n.stubObject=Ys,n.stubString=Ks,n.stubTrue=Gs,n.multiply=gh,n.nth=Ta,n.noConflict=js,n.noop=Bs,n.now=sp,n.pad=hs,n.padEnd=ds,n.padStart=vs,n.parseInt=gs,n.random=us,n.reduce=bu,n.reduceRight=xu,n.repeat=ms,n.replace=ys,n.result=Xc,n.round=mh,n.runInContext=t,n.sample=Cu,n.size=Eu,n.snakeCase=Zp,n.some=Tu,n.sortedIndex=Da,n.sortedIndexBy=Ra,n.sortedIndexOf=La,n.sortedLastIndex=Ua,n.sortedLastIndexBy=Fa,n.sortedLastIndexOf=ja,n.startCase=Qp,n.startsWith=bs,n.subtract=yh,n.sum=il,n.sumBy=ol,n.template=xs,n.times=$s,n.toFinite=kc,n.toInteger=Ec,n.toLength=Tc,n.toLower=ws,n.toNumber=Sc,n.toSafeInteger=Nc,n.toString=Ac,n.toUpper=Cs,n.trim=Ms,n.trimEnd=ks,n.trimStart=Es,n.truncate=Ts,n.unescape=Ss,n.uniqueId=Zs,n.upperCase=Jp,n.upperFirst=th,n.each=vu,n.eachRight=gu,n.first=xa,Fs(n,function(){var t={};return nr(n,function(e,r){bl.call(n.prototype,r)||(t[r]=e)}),t}(),{chain:!1}),n.VERSION=ot,s([\"bind\",\"bindKey\",\"curry\",\"curryRight\",\"partial\",\"partialRight\"],function(t){n[t].placeholder=n}),s([\"drop\",\"take\"],function(t,e){b.prototype[t]=function(n){n=n===it?1:$l(Ec(n),0);var r=this.__filtered__&&!e?new b(this):this.clone();return r.__filtered__?r.__takeCount__=Xl(n,r.__takeCount__):r.__views__.push({size:Xl(n,Ft),type:t+(r.__dir__<0?\"Right\":\"\")}),r},b.prototype[t+\"Right\"]=function(e){return this.reverse()[t](e).reverse()}}),s([\"filter\",\"map\",\"takeWhile\"],function(t,e){var n=e+1,r=n==At||n==It;b.prototype[t]=function(t){var e=this.clone();return e.__iteratees__.push({iteratee:ko(t,3),type:n}),e.__filtered__=e.__filtered__||r,e}}),s([\"head\",\"last\"],function(t,e){var n=\"take\"+(e?\"Right\":\"\");b.prototype[t]=function(){return this[n](1).value()[0]}}),s([\"initial\",\"tail\"],function(t,e){var n=\"drop\"+(e?\"\":\"Right\");b.prototype[t]=function(){return this.__filtered__?new b(this):this[n](1)}}),b.prototype.compact=function(){return this.filter(Ds)},b.prototype.find=function(t){return this.filter(t).head()},b.prototype.findLast=function(t){return this.reverse().find(t)},b.prototype.invokeMap=oi(function(t,e){return\"function\"==typeof t?new b(this):this.map(function(n){return Sr(n,t,e)})}),b.prototype.reject=function(t){return this.filter(Lu(ko(t)))},b.prototype.slice=function(t,e){t=Ec(t);var n=this;return n.__filtered__&&(t>0||e<0)?new b(n):(t<0?n=n.takeRight(-t):t&&(n=n.drop(t)),e!==it&&(e=Ec(e),n=e<0?n.dropRight(-e):n.take(e-t)),n)},b.prototype.takeRightWhile=function(t){return this.reverse().takeWhile(t).reverse()},b.prototype.toArray=function(){return this.take(Ft)},nr(b.prototype,function(t,e){var r=/^(?:filter|find|map|reject)|While$/.test(e),o=/^(?:head|last)$/.test(e),a=n[o?\"take\"+(\"last\"==e?\"Right\":\"\"):e],u=o||/^find/.test(e);a&&(n.prototype[e]=function(){var e=this.__wrapped__,c=o?[1]:arguments,s=e instanceof b,l=c[0],f=s||xp(e),p=function(t){var e=a.apply(n,g([t],c));return o&&h?e[0]:e};f&&r&&\"function\"==typeof l&&1!=l.length&&(s=f=!1);var h=this.__chain__,d=!!this.__actions__.length,v=u&&!h,m=s&&!d;if(!u&&f){e=m?e:new b(this);var y=t.apply(e,c);return y.__actions__.push({func:nu,args:[p],thisArg:it}),new i(y,h)}return v&&m?t.apply(this,c):(y=this.thru(p),v?o?y.value()[0]:y.value():y)})}),s([\"pop\",\"push\",\"shift\",\"sort\",\"splice\",\"unshift\"],function(t){var e=vl[t],r=/^(?:push|sort|unshift)$/.test(t)?\"tap\":\"thru\",i=/^(?:pop|shift)$/.test(t);n.prototype[t]=function(){var t=arguments;if(i&&!this.__chain__){var n=this.value();return e.apply(xp(n)?n:[],t)}return this[r](function(n){return e.apply(xp(n)?n:[],t)})}}),nr(b.prototype,function(t,e){var r=n[e];if(r){var i=r.name+\"\",o=sf[i]||(sf[i]=[]);o.push({name:e,func:r})}}),sf[eo(it,yt).name]=[{name:\"wrapper\",func:it}],b.prototype.clone=P,b.prototype.reverse=Z,b.prototype.value=et,n.prototype.at=tp,n.prototype.chain=ru,n.prototype.commit=iu,n.prototype.next=ou,n.prototype.plant=uu,n.prototype.reverse=cu,n.prototype.toJSON=n.prototype.valueOf=n.prototype.value=su,n.prototype.first=n.prototype.head,Ll&&(n.prototype[Ll]=au),n},Mr=Cr();ur._=Mr,i=function(){return Mr}.call(e,n,e,r),!(i!==it&&(r.exports=i))}).call(this)}).call(e,n(99),n(100)(t))},function(t,e,n){\"use strict\";var r={remove:function(t){t._reactInternalInstance=void 0},get:function(t){return t._reactInternalInstance},has:function(t){return void 0!==t._reactInternalInstance},set:function(t,e){t._reactInternalInstance=e}};t.exports=r},function(t,e,n){\"use strict\";t.exports=n(26)},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t){return t=n.i(r.a)(Math.abs(t)),t?t[1]:NaN}},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return t+e*n}}},function(t,e,n){\"use strict\";var r=n(228);n.d(e,\"a\",function(){return r.a})},function(t,e,n){\"use strict\";function r(t,e){return(e-=t=+t)?function(n){return(n-t)/e}:n.i(h.a)(e)}function i(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=e?0:t>=n?1:r(t)}}}function o(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=0?e:t>=1?n:r(t)}}}function a(t,e,n,r){var i=t[0],o=t[1],a=e[0],u=e[1];return o<i?(i=n(o,i),a=r(u,a)):(i=n(i,o),a=r(a,u)),function(t){return a(i(t))}}function u(t,e,r,i){var o=Math.min(t.length,e.length)-1,a=new Array(o),u=new Array(o),c=-1;for(t[o]<t[0]&&(t=t.slice().reverse(),e=e.slice().reverse());++c<o;)a[c]=r(t[c],t[c+1]),u[c]=i(e[c],e[c+1]);return function(e){var r=n.i(l.c)(t,e,1,o)-1;return u[r](a[r](e))}}function c(t,e){return e.domain(t.domain()).range(t.range()).interpolate(t.interpolate()).clamp(t.clamp())}function s(t,e){function n(){return s=Math.min(g.length,m.length)>2?u:a,l=h=null,c}function c(e){return(l||(l=s(g,m,_?i(t):t,y)))(+e)}var s,l,h,g=v,m=v,y=f.b,_=!1;return c.invert=function(t){return(h||(h=s(m,g,r,_?o(e):e)))(+t)},c.domain=function(t){return arguments.length?(g=p.a.call(t,d.a),n()):g.slice()},c.range=function(t){return arguments.length?(m=p.b.call(t),n()):m.slice()},c.rangeRound=function(t){return m=p.b.call(t),y=f.c,n()},c.clamp=function(t){return arguments.length?(_=!!t,n()):_},c.interpolate=function(t){return arguments.length?(y=t,n()):y},n()}var l=n(12),f=n(31),p=n(16),h=n(65),d=n(126);e.b=r,e.c=c,e.a=s;var v=[0,1]},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo((2*t._x0+t._x1)/3,(2*t._y0+t._y1)/3,(t._x0+2*t._x1)/3,(t._y0+2*t._y1)/3,(t._x0+4*t._x1+e)/6,(t._y0+4*t._y1+n)/6)}function i(t){this._context=t}e.c=r,e.b=i,i.prototype={\n",
+       "areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){switch(this._point){case 3:r(this,this._x1,this._y1);case 2:this._context.lineTo(this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,this._context.lineTo((5*this._x0+this._x1)/6,(5*this._y0+this._y1)/6);default:r(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new i(t)}},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo(t._x1+t._k*(t._x2-t._x0),t._y1+t._k*(t._y2-t._y0),t._x2+t._k*(t._x1-e),t._y2+t._k*(t._y1-n),t._x2,t._y2)}function i(t,e){this._context=t,this._k=(1-e)/6}e.c=r,e.b=i,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:r(this,this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2,this._x1=t,this._y1=e;break;case 2:this._point=3;default:r(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new i(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._context=t}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._point=0},lineEnd:function(){(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:this._context.lineTo(t,e)}}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";e.a=function(){}},function(t,e,n){\"use strict\";function r(t){return\"topMouseUp\"===t||\"topTouchEnd\"===t||\"topTouchCancel\"===t}function i(t){return\"topMouseMove\"===t||\"topTouchMove\"===t}function o(t){return\"topMouseDown\"===t||\"topTouchStart\"===t}function a(t,e,n,r){var i=t.type||\"unknown-event\";t.currentTarget=m.getNodeFromInstance(r),e?v.invokeGuardedCallbackWithCatch(i,n,t):v.invokeGuardedCallback(i,n,t),t.currentTarget=null}function u(t,e){var n=t._dispatchListeners,r=t._dispatchInstances;if(Array.isArray(n))for(var i=0;i<n.length&&!t.isPropagationStopped();i++)a(t,e,n[i],r[i]);else n&&a(t,e,n,r);t._dispatchListeners=null,t._dispatchInstances=null}function c(t){var e=t._dispatchListeners,n=t._dispatchInstances;if(Array.isArray(e)){for(var r=0;r<e.length&&!t.isPropagationStopped();r++)if(e[r](t,n[r]))return n[r]}else if(e&&e(t,n))return n;return null}function s(t){var e=c(t);return t._dispatchInstances=null,t._dispatchListeners=null,e}function l(t){var e=t._dispatchListeners,n=t._dispatchInstances;Array.isArray(e)?d(\"103\"):void 0,t.currentTarget=e?m.getNodeFromInstance(n):null;var r=e?e(t):null;return t.currentTarget=null,t._dispatchListeners=null,t._dispatchInstances=null,r}function f(t){return!!t._dispatchListeners}var p,h,d=n(2),v=n(87),g=(n(0),n(1),{injectComponentTree:function(t){p=t},injectTreeTraversal:function(t){h=t}}),m={isEndish:r,isMoveish:i,isStartish:o,executeDirectDispatch:l,executeDispatchesInOrder:u,executeDispatchesInOrderStopAtTrue:s,hasDispatches:f,getInstanceFromNode:function(t){return p.getInstanceFromNode(t)},getNodeFromInstance:function(t){return p.getNodeFromInstance(t)},isAncestor:function(t,e){return h.isAncestor(t,e)},getLowestCommonAncestor:function(t,e){return h.getLowestCommonAncestor(t,e)},getParentInstance:function(t){return h.getParentInstance(t)},traverseTwoPhase:function(t,e,n){return h.traverseTwoPhase(t,e,n)},traverseEnterLeave:function(t,e,n,r,i){return h.traverseEnterLeave(t,e,n,r,i)},injection:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return Object.prototype.hasOwnProperty.call(t,v)||(t[v]=h++,f[t[v]]={}),f[t[v]]}var i,o=n(3),a=n(83),u=n(360),c=n(89),s=n(393),l=n(94),f={},p=!1,h=0,d={topAbort:\"abort\",topAnimationEnd:s(\"animationend\")||\"animationend\",topAnimationIteration:s(\"animationiteration\")||\"animationiteration\",topAnimationStart:s(\"animationstart\")||\"animationstart\",topBlur:\"blur\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topChange:\"change\",topClick:\"click\",topCompositionEnd:\"compositionend\",topCompositionStart:\"compositionstart\",topCompositionUpdate:\"compositionupdate\",topContextMenu:\"contextmenu\",topCopy:\"copy\",topCut:\"cut\",topDoubleClick:\"dblclick\",topDrag:\"drag\",topDragEnd:\"dragend\",topDragEnter:\"dragenter\",topDragExit:\"dragexit\",topDragLeave:\"dragleave\",topDragOver:\"dragover\",topDragStart:\"dragstart\",topDrop:\"drop\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topFocus:\"focus\",topInput:\"input\",topKeyDown:\"keydown\",topKeyPress:\"keypress\",topKeyUp:\"keyup\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topMouseDown:\"mousedown\",topMouseMove:\"mousemove\",topMouseOut:\"mouseout\",topMouseOver:\"mouseover\",topMouseUp:\"mouseup\",topPaste:\"paste\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topScroll:\"scroll\",topSeeked:\"seeked\",topSeeking:\"seeking\",topSelectionChange:\"selectionchange\",topStalled:\"stalled\",topSuspend:\"suspend\",topTextInput:\"textInput\",topTimeUpdate:\"timeupdate\",topTouchCancel:\"touchcancel\",topTouchEnd:\"touchend\",topTouchMove:\"touchmove\",topTouchStart:\"touchstart\",topTransitionEnd:s(\"transitionend\")||\"transitionend\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\",topWheel:\"wheel\"},v=\"_reactListenersID\"+String(Math.random()).slice(2),g=o({},u,{ReactEventListener:null,injection:{injectReactEventListener:function(t){t.setHandleTopLevel(g.handleTopLevel),g.ReactEventListener=t}},setEnabled:function(t){g.ReactEventListener&&g.ReactEventListener.setEnabled(t)},isEnabled:function(){return!(!g.ReactEventListener||!g.ReactEventListener.isEnabled())},listenTo:function(t,e){for(var n=e,i=r(n),o=a.registrationNameDependencies[t],u=0;u<o.length;u++){var c=o[u];i.hasOwnProperty(c)&&i[c]||(\"topWheel\"===c?l(\"wheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"wheel\",n):l(\"mousewheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"mousewheel\",n):g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"DOMMouseScroll\",n):\"topScroll\"===c?l(\"scroll\",!0)?g.ReactEventListener.trapCapturedEvent(\"topScroll\",\"scroll\",n):g.ReactEventListener.trapBubbledEvent(\"topScroll\",\"scroll\",g.ReactEventListener.WINDOW_HANDLE):\"topFocus\"===c||\"topBlur\"===c?(l(\"focus\",!0)?(g.ReactEventListener.trapCapturedEvent(\"topFocus\",\"focus\",n),g.ReactEventListener.trapCapturedEvent(\"topBlur\",\"blur\",n)):l(\"focusin\")&&(g.ReactEventListener.trapBubbledEvent(\"topFocus\",\"focusin\",n),g.ReactEventListener.trapBubbledEvent(\"topBlur\",\"focusout\",n)),i.topBlur=!0,i.topFocus=!0):d.hasOwnProperty(c)&&g.ReactEventListener.trapBubbledEvent(c,d[c],n),i[c]=!0)}},trapBubbledEvent:function(t,e,n){return g.ReactEventListener.trapBubbledEvent(t,e,n)},trapCapturedEvent:function(t,e,n){return g.ReactEventListener.trapCapturedEvent(t,e,n)},supportsEventPageXY:function(){if(!document.createEvent)return!1;var t=document.createEvent(\"MouseEvent\");return null!=t&&\"pageX\"in t},ensureScrollValueMonitoring:function(){if(void 0===i&&(i=g.supportsEventPageXY()),!i&&!p){var t=c.refreshScrollValues;g.ReactEventListener.monitorScrollValue(t),p=!0}}});t.exports=g},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(89),a=n(92),u={screenX:null,screenY:null,clientX:null,clientY:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,getModifierState:a,button:function(t){var e=t.button;return\"which\"in t?e:2===e?2:4===e?1:0},buttons:null,relatedTarget:function(t){return t.relatedTarget||(t.fromElement===t.srcElement?t.toElement:t.fromElement)},pageX:function(t){return\"pageX\"in t?t.pageX:t.clientX+o.currentScrollLeft},pageY:function(t){return\"pageY\"in t?t.pageY:t.clientY+o.currentScrollTop}};i.augmentClass(r,u),t.exports=r},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),{}),o={reinitializeTransaction:function(){this.transactionWrappers=this.getTransactionWrappers(),this.wrapperInitData?this.wrapperInitData.length=0:this.wrapperInitData=[],this._isInTransaction=!1},_isInTransaction:!1,getTransactionWrappers:null,isInTransaction:function(){return!!this._isInTransaction},perform:function(t,e,n,i,o,a,u,c){this.isInTransaction()?r(\"27\"):void 0;var s,l;try{this._isInTransaction=!0,s=!0,this.initializeAll(0),l=t.call(e,n,i,o,a,u,c),s=!1}finally{try{if(s)try{this.closeAll(0)}catch(t){}else this.closeAll(0)}finally{this._isInTransaction=!1}}return l},initializeAll:function(t){for(var e=this.transactionWrappers,n=t;n<e.length;n++){var r=e[n];try{this.wrapperInitData[n]=i,this.wrapperInitData[n]=r.initialize?r.initialize.call(this):null}finally{if(this.wrapperInitData[n]===i)try{this.initializeAll(n+1)}catch(t){}}}},closeAll:function(t){this.isInTransaction()?void 0:r(\"28\");for(var e=this.transactionWrappers,n=t;n<e.length;n++){var o,a=e[n],u=this.wrapperInitData[n];try{o=!0,u!==i&&a.close&&a.close.call(this,u),o=!1}finally{if(o)try{this.closeAll(n+1)}catch(t){}}}this.wrapperInitData.length=0}};t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=\"\"+t,n=o.exec(e);if(!n)return e;var r,i=\"\",a=0,u=0;for(a=n.index;a<e.length;a++){switch(e.charCodeAt(a)){case 34:r=\"&quot;\";break;case 38:r=\"&amp;\";break;case 39:r=\"&#x27;\";break;case 60:r=\"&lt;\";break;case 62:r=\"&gt;\";break;default:continue}u!==a&&(i+=e.substring(u,a)),u=a+1,i+=r}return u!==a?i+e.substring(u,a):i}function i(t){return\"boolean\"==typeof t||\"number\"==typeof t?\"\"+t:r(t)}var o=/[\"'&<>]/;t.exports=i},function(t,e,n){\"use strict\";var r,i=n(6),o=n(82),a=/^[ \\r\\n\\t\\f]/,u=/<(!--|link|noscript|meta|script|style)[ \\r\\n\\t\\f\\/>]/,c=n(90),s=c(function(t,e){if(t.namespaceURI!==o.svg||\"innerHTML\"in t)t.innerHTML=e;else{r=r||document.createElement(\"div\"),r.innerHTML=\"<svg>\"+e+\"</svg>\";for(var n=r.firstChild;n.firstChild;)t.appendChild(n.firstChild)}});if(i.canUseDOM){var l=document.createElement(\"div\");l.innerHTML=\" \",\"\"===l.innerHTML&&(s=function(t,e){if(t.parentNode&&t.parentNode.replaceChild(t,t),a.test(e)||\"<\"===e[0]&&u.test(e)){t.innerHTML=String.fromCharCode(65279)+e;var n=t.firstChild;1===n.data.length?t.removeChild(n):n.deleteData(0,1)}else t.innerHTML=e}),l=null}t.exports=s},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0}),e.default={colors:{RdBu:[\"rgb(255, 13, 87)\",\"rgb(30, 136, 229)\"],GnPR:[\"rgb(24, 196, 93)\",\"rgb(124, 82, 255)\"],CyPU:[\"#0099C6\",\"#990099\"],PkYg:[\"#DD4477\",\"#66AA00\"],DrDb:[\"#B82E2E\",\"#316395\"],LpLb:[\"#994499\",\"#22AA99\"],YlDp:[\"#AAAA11\",\"#6633CC\"],OrId:[\"#E67300\",\"#3E0099\"]},gray:\"#777\"}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e,n){if(null==n&&(n=r.a),i=t.length){if((e=+e)<=0||i<2)return+n(t[0],0,t);if(e>=1)return+n(t[i-1],i-1,t);var i,o=(i-1)*e,a=Math.floor(o),u=+n(t[a],a,t),c=+n(t[a+1],a+1,t);return u+(c-u)*(o-a)}}},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t,e){n.set(e,t)});else if(Array.isArray(t)){var i,o=-1,a=t.length;if(null==e)for(;++o<a;)n.set(o,t[o]);else for(;++o<a;)n.set(e(i=t[o],o,t),i)}else if(t)for(var u in t)n.set(u,t[u]);return n}n.d(e,\"b\",function(){return o});var o=\"$\";r.prototype=i.prototype={constructor:r,has:function(t){return o+t in this},get:function(t){return this[o+t]},set:function(t,e){return this[o+t]=e,this},remove:function(t){var e=o+t;return e in this&&delete this[e]},clear:function(){for(var t in this)t[0]===o&&delete this[t]},keys:function(){var t=[];for(var e in this)e[0]===o&&t.push(e.slice(1));return t},values:function(){var t=[];for(var e in this)e[0]===o&&t.push(this[e]);return t},entries:function(){var t=[];for(var e in this)e[0]===o&&t.push({key:e.slice(1),value:this[e]});return t},size:function(){var t=0;for(var e in this)e[0]===o&&++t;return t},empty:function(){for(var t in this)if(t[0]===o)return!1;return!0},each:function(t){for(var e in this)e[0]===o&&t(this[e],e.slice(1),this)}},e.a=i},function(t,e,n){\"use strict\";function r(){}function i(t){var e;return t=(t+\"\").trim().toLowerCase(),(e=x.exec(t))?(e=parseInt(e[1],16),new s(e>>8&15|e>>4&240,e>>4&15|240&e,(15&e)<<4|15&e,1)):(e=w.exec(t))?o(parseInt(e[1],16)):(e=C.exec(t))?new s(e[1],e[2],e[3],1):(e=M.exec(t))?new s(255*e[1]/100,255*e[2]/100,255*e[3]/100,1):(e=k.exec(t))?a(e[1],e[2],e[3],e[4]):(e=E.exec(t))?a(255*e[1]/100,255*e[2]/100,255*e[3]/100,e[4]):(e=T.exec(t))?l(e[1],e[2]/100,e[3]/100,1):(e=S.exec(t))?l(e[1],e[2]/100,e[3]/100,e[4]):P.hasOwnProperty(t)?o(P[t]):\"transparent\"===t?new s(NaN,NaN,NaN,0):null}function o(t){return new s(t>>16&255,t>>8&255,255&t,1)}function a(t,e,n,r){return r<=0&&(t=e=n=NaN),new s(t,e,n,r)}function u(t){return t instanceof r||(t=i(t)),t?(t=t.rgb(),new s(t.r,t.g,t.b,t.opacity)):new s}function c(t,e,n,r){return 1===arguments.length?u(t):new s(t,e,n,null==r?1:r)}function s(t,e,n,r){this.r=+t,this.g=+e,this.b=+n,this.opacity=+r}function l(t,e,n,r){return r<=0?t=e=n=NaN:n<=0||n>=1?t=e=NaN:e<=0&&(t=NaN),new h(t,e,n,r)}function f(t){if(t instanceof h)return new h(t.h,t.s,t.l,t.opacity);if(t instanceof r||(t=i(t)),!t)return new h;if(t instanceof h)return t;t=t.rgb();var e=t.r/255,n=t.g/255,o=t.b/255,a=Math.min(e,n,o),u=Math.max(e,n,o),c=NaN,s=u-a,l=(u+a)/2;return s?(c=e===u?(n-o)/s+6*(n<o):n===u?(o-e)/s+2:(e-n)/s+4,s/=l<.5?u+a:2-u-a,c*=60):s=l>0&&l<1?0:c,new h(c,s,l,t.opacity)}function p(t,e,n,r){return 1===arguments.length?f(t):new h(t,e,n,null==r?1:r)}function h(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}function d(t,e,n){return 255*(t<60?e+(n-e)*t/60:t<180?n:t<240?e+(n-e)*(240-t)/60:e)}var v=n(60);e.f=r,n.d(e,\"h\",function(){return g}),n.d(e,\"g\",function(){return m}),e.a=i,e.e=u,e.b=c,e.d=s,e.c=p;var g=.7,m=1/g,y=\"\\\\s*([+-]?\\\\d+)\\\\s*\",_=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)\\\\s*\",b=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)%\\\\s*\",x=/^#([0-9a-f]{3})$/,w=/^#([0-9a-f]{6})$/,C=new RegExp(\"^rgb\\\\(\"+[y,y,y]+\"\\\\)$\"),M=new RegExp(\"^rgb\\\\(\"+[b,b,b]+\"\\\\)$\"),k=new RegExp(\"^rgba\\\\(\"+[y,y,y,_]+\"\\\\)$\"),E=new RegExp(\"^rgba\\\\(\"+[b,b,b,_]+\"\\\\)$\"),T=new RegExp(\"^hsl\\\\(\"+[_,b,b]+\"\\\\)$\"),S=new RegExp(\"^hsla\\\\(\"+[_,b,b,_]+\"\\\\)$\"),P={aliceblue:15792383,antiquewhite:16444375,aqua:65535,aquamarine:8388564,azure:15794175,beige:16119260,bisque:16770244,black:0,blanchedalmond:16772045,blue:255,blueviolet:9055202,brown:10824234,burlywood:14596231,cadetblue:6266528,chartreuse:8388352,chocolate:13789470,coral:16744272,cornflowerblue:6591981,cornsilk:16775388,crimson:14423100,cyan:65535,darkblue:139,darkcyan:35723,darkgoldenrod:12092939,darkgray:11119017,darkgreen:25600,darkgrey:11119017,darkkhaki:12433259,darkmagenta:9109643,darkolivegreen:5597999,darkorange:16747520,darkorchid:10040012,darkred:9109504,darksalmon:15308410,darkseagreen:9419919,darkslateblue:4734347,darkslategray:3100495,darkslategrey:3100495,darkturquoise:52945,darkviolet:9699539,deeppink:16716947,deepskyblue:49151,dimgray:6908265,dimgrey:6908265,dodgerblue:2003199,firebrick:11674146,floralwhite:16775920,forestgreen:2263842,fuchsia:16711935,gainsboro:14474460,ghostwhite:16316671,gold:16766720,goldenrod:14329120,gray:8421504,green:32768,greenyellow:11403055,grey:8421504,honeydew:15794160,hotpink:16738740,indianred:13458524,indigo:4915330,ivory:16777200,khaki:15787660,lavender:15132410,lavenderblush:16773365,lawngreen:8190976,lemonchiffon:16775885,lightblue:11393254,lightcoral:15761536,lightcyan:14745599,lightgoldenrodyellow:16448210,lightgray:13882323,lightgreen:9498256,lightgrey:13882323,lightpink:16758465,lightsalmon:16752762,lightseagreen:2142890,lightskyblue:8900346,lightslategray:7833753,lightslategrey:7833753,lightsteelblue:11584734,lightyellow:16777184,lime:65280,limegreen:3329330,linen:16445670,magenta:16711935,maroon:8388608,mediumaquamarine:6737322,mediumblue:205,mediumorchid:12211667,mediumpurple:9662683,mediumseagreen:3978097,mediumslateblue:8087790,mediumspringgreen:64154,mediumturquoise:4772300,mediumvioletred:13047173,midnightblue:1644912,mintcream:16121850,mistyrose:16770273,moccasin:16770229,navajowhite:16768685,navy:128,oldlace:16643558,olive:8421376,olivedrab:7048739,orange:16753920,orangered:16729344,orchid:14315734,palegoldenrod:15657130,palegreen:10025880,paleturquoise:11529966,palevioletred:14381203,papayawhip:16773077,peachpuff:16767673,peru:13468991,pink:16761035,plum:14524637,powderblue:11591910,purple:8388736,rebeccapurple:6697881,red:16711680,rosybrown:12357519,royalblue:4286945,saddlebrown:9127187,salmon:16416882,sandybrown:16032864,seagreen:3050327,seashell:16774638,sienna:10506797,silver:12632256,skyblue:8900331,slateblue:6970061,slategray:7372944,slategrey:7372944,snow:16775930,springgreen:65407,steelblue:4620980,tan:13808780,teal:32896,thistle:14204888,tomato:16737095,turquoise:4251856,violet:15631086,wheat:16113331,white:16777215,whitesmoke:16119285,yellow:16776960,yellowgreen:10145074};n.i(v.a)(r,i,{displayable:function(){return this.rgb().displayable()},toString:function(){return this.rgb()+\"\"}}),n.i(v.a)(s,c,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},rgb:function(){return this},displayable:function(){return 0<=this.r&&this.r<=255&&0<=this.g&&this.g<=255&&0<=this.b&&this.b<=255&&0<=this.opacity&&this.opacity<=1},toString:function(){var t=this.opacity;return t=isNaN(t)?1:Math.max(0,Math.min(1,t)),(1===t?\"rgb(\":\"rgba(\")+Math.max(0,Math.min(255,Math.round(this.r)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.g)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.b)||0))+(1===t?\")\":\", \"+t+\")\")}})),n.i(v.a)(h,p,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new h(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new h(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=this.h%360+360*(this.h<0),e=isNaN(t)||isNaN(this.s)?0:this.s,n=this.l,r=n+(n<.5?n:1-n)*e,i=2*n-r;return new s(d(t>=240?t-240:t+120,i,r),d(t,i,r),d(t<120?t+240:t-120,i,r),this.opacity)},displayable:function(){return(0<=this.s&&this.s<=1||isNaN(this.s))&&0<=this.l&&this.l<=1&&0<=this.opacity&&this.opacity<=1}}))},function(t,e,n){\"use strict\";function r(t,e){var n=Object.create(t.prototype);for(var r in e)n[r]=e[r];return n}e.b=r,e.a=function(t,e,n){t.prototype=e.prototype=n,n.constructor=t}},function(t,e,n){\"use strict\";e.a=function(t,e){if((n=(t=e?t.toExponential(e-1):t.toExponential()).indexOf(\"e\"))<0)return null;var n,r=t.slice(0,n);return[r.length>1?r[0]+r.slice(2):r,+t.slice(n+1)]}},function(t,e,n){\"use strict\";function r(t,e,n,r,i){var o=t*t,a=o*t;return((1-3*t+3*o-a)*e+(4-6*o+3*a)*n+(1+3*t+3*o-3*a)*r+a*i)/6}e.b=r,e.a=function(t){var e=t.length-1;return function(n){var i=n<=0?n=0:n>=1?(n=1,e-1):Math.floor(n*e),o=t[i],a=t[i+1],u=i>0?t[i-1]:2*o-a,c=i<e-1?t[i+2]:2*a-o;return r((n-i/e)*e,u,o,a,c)}}},function(t,e,n){\"use strict\";var r=n(10),i=n(123),o=n(118),a=n(121),u=n(43),c=n(122),s=n(124),l=n(120);e.a=function(t,e){var f,p=typeof e;return null==e||\"boolean\"===p?n.i(l.a)(e):(\"number\"===p?u.a:\"string\"===p?(f=n.i(r.color)(e))?(e=f,i.a):s.a:e instanceof r.color?i.a:e instanceof Date?a.a:Array.isArray(e)?o.a:isNaN(e)?c.a:u.a)(t,e)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(229);n.d(e,\"scaleBand\",function(){return r.a}),n.d(e,\"scalePoint\",function(){return r.b});var i=n(235);n.d(e,\"scaleIdentity\",function(){return i.a});var o=n(34);n.d(e,\"scaleLinear\",function(){return o.a});var a=n(236);n.d(e,\"scaleLog\",function(){return a.a});var u=n(127);n.d(e,\"scaleOrdinal\",function(){return u.a}),n.d(e,\"scaleImplicit\",function(){return u.b});var c=n(237);n.d(e,\"scalePow\",function(){return c.a}),n.d(e,\"scaleSqrt\",function(){return c.b});var s=n(238);n.d(e,\"scaleQuantile\",function(){return s.a});var l=n(239);n.d(e,\"scaleQuantize\",function(){return l.a});var f=n(242);n.d(e,\"scaleThreshold\",function(){return f.a});var p=n(128);n.d(e,\"scaleTime\",function(){return p.a});var h=n(244);n.d(e,\"scaleUtc\",function(){return h.a});var d=n(230);n.d(e,\"schemeCategory10\",function(){return d.a});var v=n(232);n.d(e,\"schemeCategory20b\",function(){return v.a});var g=n(233);n.d(e,\"schemeCategory20c\",function(){return g.a});var m=n(231);n.d(e,\"schemeCategory20\",function(){return m.a});var y=n(234);n.d(e,\"interpolateCubehelixDefault\",function(){return y.a});var _=n(240);n.d(e,\"interpolateRainbow\",function(){return _.a}),n.d(e,\"interpolateWarm\",function(){return _.b}),n.d(e,\"interpolateCool\",function(){return _.c});var b=n(245);n.d(e,\"interpolateViridis\",function(){return b.a}),n.d(e,\"interpolateMagma\",function(){return b.b}),n.d(e,\"interpolateInferno\",function(){return b.c}),n.d(e,\"interpolatePlasma\",function(){return b.d});var x=n(241);n.d(e,\"scaleSequential\",function(){return x.a})},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){return function(){var e=this.ownerDocument,n=this.namespaceURI;return n===a.b&&e.documentElement.namespaceURI===a.b?e.createElement(t):e.createElementNS(n,t)}}function i(t){return function(){return this.ownerDocument.createElementNS(t.space,t.local)}}var o=n(67),a=n(68);e.a=function(t){var e=n.i(o.a)(t);return(e.local?i:r)(e)}},function(t,e,n){\"use strict\";var r=n(68);e.a=function(t){var e=t+=\"\",n=e.indexOf(\":\");return n>=0&&\"xmlns\"!==(e=t.slice(0,n))&&(t=t.slice(n+1)),r.a.hasOwnProperty(e)?{space:r.a[e],local:t}:t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r});var r=\"http://www.w3.org/1999/xhtml\";e.a={svg:\"http://www.w3.org/2000/svg\",xhtml:r,xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\",xmlns:\"http://www.w3.org/2000/xmlns/\"}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=t.ownerSVGElement||t;if(n.createSVGPoint){var r=n.createSVGPoint();return r.x=e.clientX,r.y=e.clientY,r=r.matrixTransform(t.getScreenCTM().inverse()),[r.x,r.y]}var i=t.getBoundingClientRect();return[e.clientX-i.left-t.clientLeft,e.clientY-i.top-t.clientTop]}},function(t,e,n){\"use strict\";function r(t,e,n){return t=i(t,e,n),function(e){var n=e.relatedTarget;n&&(n===this||8&n.compareDocumentPosition(this))||t.call(this,e)}}function i(t,e,n){return function(r){var i=l;l=r;try{t.call(this,this.__data__,e,n)}finally{l=i}}}function o(t){return t.trim().split(/^|\\s+/).map(function(t){var e=\"\",n=t.indexOf(\".\");return n>=0&&(e=t.slice(n+1),t=t.slice(0,n)),{type:t,name:e}})}function a(t){return function(){var e=this.__on;if(e){for(var n,r=0,i=-1,o=e.length;r<o;++r)n=e[r],t.type&&n.type!==t.type||n.name!==t.name?e[++i]=n:this.removeEventListener(n.type,n.listener,n.capture);++i?e.length=i:delete this.__on}}}function u(t,e,n){var o=s.hasOwnProperty(t.type)?r:i;return function(r,i,a){var u,c=this.__on,s=o(e,i,a);if(c)for(var l=0,f=c.length;l<f;++l)if((u=c[l]).type===t.type&&u.name===t.name)return this.removeEventListener(u.type,u.listener,u.capture),this.addEventListener(u.type,u.listener=s,u.capture=n),void(u.value=e);this.addEventListener(t.type,s,n),u={type:t.type,name:t.name,value:e,listener:s,capture:n},c?c.push(u):this.__on=[u]}}function c(t,e,n,r){var i=l;t.sourceEvent=l,l=t;try{return e.apply(n,r)}finally{l=i}}n.d(e,\"a\",function(){return l}),e.b=c;var s={},l=null;if(\"undefined\"!=typeof document){var f=document.documentElement;\"onmouseenter\"in f||(s={mouseenter:\"mouseover\",mouseleave:\"mouseout\"})}e.c=function(t,e,n){var r,i,c=o(t+\"\"),s=c.length;{if(!(arguments.length<2)){for(l=e?u:a,null==n&&(n=!1),r=0;r<s;++r)this.each(l(c[r],e,n));return this}var l=this.node().__on;if(l)for(var f,p=0,h=l.length;p<h;++p)for(r=0,f=l[p];r<s;++r)if((i=c[r]).type===f.type&&i.name===f.name)return f.value}}},function(t,e,n){\"use strict\";function r(){}e.a=function(t){return null==t?r:function(){return this.querySelector(t)}}},function(t,e,n){\"use strict\";var r=n(70);e.a=function(){for(var t,e=r.a;t=e.sourceEvent;)e=t;return e}},function(t,e,n){\"use strict\";e.a=function(t){return t.ownerDocument&&t.ownerDocument.defaultView||t.document&&t||t.defaultView}},function(t,e,n){\"use strict\";function r(t,e,n){var r=t._x1,i=t._y1,a=t._x2,u=t._y2;if(t._l01_a>o.a){var c=2*t._l01_2a+3*t._l01_a*t._l12_a+t._l12_2a,s=3*t._l01_a*(t._l01_a+t._l12_a);r=(r*c-t._x0*t._l12_2a+t._x2*t._l01_2a)/s,i=(i*c-t._y0*t._l12_2a+t._y2*t._l01_2a)/s}if(t._l23_a>o.a){var l=2*t._l23_2a+3*t._l23_a*t._l12_a+t._l12_2a,f=3*t._l23_a*(t._l23_a+t._l12_a);a=(a*l+t._x1*t._l23_2a-e*t._l12_2a)/f,u=(u*l+t._y1*t._l23_2a-n*t._l12_2a)/f}t._context.bezierCurveTo(r,i,a,u,t._x2,t._y2)}function i(t,e){this._context=t,this._alpha=e}var o=n(35),a=n(47);e.b=r,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:this.point(this._x2,this._y2)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var n=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(n*n+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3;default:r(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new i(t,e):new a.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(139);e.a=function(){function t(t){var i,o,a,p=t.length,h=!1;for(null==s&&(f=l(a=n.i(r.a)())),i=0;i<=p;++i)!(i<p&&c(o=t[i],i,t))===h&&((h=!h)?f.lineStart():f.lineEnd()),h&&f.point(+e(o,i,t),+u(o,i,t));if(a)return f=null,a+\"\"||null}var e=a.a,u=a.b,c=n.i(i.a)(!0),s=null,l=o.a,f=null;return t.x=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(i.a)(+r),t):e},t.y=function(e){return arguments.length?(u=\"function\"==typeof e?e:n.i(i.a)(+e),t):u},t.defined=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(!!e),t):c},t.curve=function(e){return arguments.length?(l=e,null!=s&&(f=l(s)),t):l},t.context=function(e){return arguments.length?(null==e?s=f=null:f=l(s=e),t):s},t}},function(t,e,n){\"use strict\";function r(t){for(var e,n=0,r=-1,i=t.length;++r<i;)(e=+t[r][1])&&(n+=e);return n}var i=n(37);e.b=r,e.a=function(t){var e=t.map(r);return n.i(i.a)(t).sort(function(t,n){return e[t]-e[n]})}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(78);n.d(e,\"timeFormatDefaultLocale\",function(){return r.a}),n.d(e,\"timeFormat\",function(){return r.b}),n.d(e,\"timeParse\",function(){return r.c}),n.d(e,\"utcFormat\",function(){return r.d}),n.d(e,\"utcParse\",function(){return r.e});var i=n(149);n.d(e,\"timeFormatLocale\",function(){return i.a});var o=n(148);n.d(e,\"isoFormat\",function(){return o.a});var a=n(303);n.d(e,\"isoParse\",function(){return a.a})},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.parse,c=o.utcFormat,s=o.utcParse,o}var i=n(149);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){return u}),n.d(e,\"d\",function(){return c}),n.d(e,\"e\",function(){return s}),e.a=r;var o,a,u,c,s;r({dateTime:\"%x, %X\",date:\"%-m/%-d/%Y\",time:\"%-I:%M:%S %p\",periods:[\"AM\",\"PM\"],days:[\"Sunday\",\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\"],shortDays:[\"Sun\",\"Mon\",\"Tue\",\"Wed\",\"Thu\",\"Fri\",\"Sat\"],months:[\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],shortMonths:[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"]})},function(t,e,n){\"use strict\";var r=(n(5),n(306));n.d(e,\"t\",function(){return r.a}),n.d(e,\"n\",function(){return r.a});var i=n(309);n.d(e,\"s\",function(){return i.a}),n.d(e,\"m\",function(){return i.a});var o=n(307);n.d(e,\"r\",function(){return o.a});var a=n(305);n.d(e,\"q\",function(){return a.a});var u=n(304);n.d(e,\"a\",function(){return u.a});var c=n(316);n.d(e,\"p\",function(){return c.a}),n.d(e,\"c\",function(){return c.a}),n.d(e,\"d\",function(){return c.b});var s=n(308);n.d(e,\"o\",function(){return s.a});var l=n(317);n.d(e,\"b\",function(){return l.a});var f=n(312);n.d(e,\"l\",function(){return f.a});var p=n(311);n.d(e,\"k\",function(){return p.a});var h=n(310);n.d(e,\"e\",function(){return h.a});var d=n(314);n.d(e,\"j\",function(){return d.a}),n.d(e,\"g\",function(){return d.a}),n.d(e,\"h\",function(){return d.b});var v=n(313);n.d(e,\"i\",function(){return v.a});var g=n(315);n.d(e,\"f\",function(){return g.a})},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||0!==e||1/t===1/e:t!==t&&e!==e}function i(t,e){if(r(t,e))return!0;if(\"object\"!=typeof t||null===t||\"object\"!=typeof e||null===e)return!1;var n=Object.keys(t),i=Object.keys(e);if(n.length!==i.length)return!1;for(var a=0;a<n.length;a++)if(!o.call(e,n[a])||!r(t[n[a]],e[n[a]]))return!1;return!0}var o=Object.prototype.hasOwnProperty;t.exports=i},function(t,e,n){\"use strict\";function r(t,e){return Array.isArray(e)&&(e=e[1]),e?e.nextSibling:t.firstChild}function i(t,e,n){l.insertTreeBefore(t,e,n)}function o(t,e,n){Array.isArray(e)?u(t,e[0],e[1],n):v(t,e,n)}function a(t,e){if(Array.isArray(e)){var n=e[1];e=e[0],c(t,e,n),t.removeChild(n)}t.removeChild(e)}function u(t,e,n,r){for(var i=e;;){var o=i.nextSibling;if(v(t,i,r),i===n)break;i=o}}function c(t,e,n){for(;;){var r=e.nextSibling;if(r===n)break;t.removeChild(r)}}function s(t,e,n){var r=t.parentNode,i=t.nextSibling;i===e?n&&v(r,document.createTextNode(n),i):n?(d(i,n),c(r,i,e)):c(r,t,e)}var l=n(20),f=n(336),p=(n(4),n(9),n(90)),h=n(55),d=n(171),v=p(function(t,e,n){t.insertBefore(e,n)}),g=f.dangerouslyReplaceNodeWithMarkup,m={dangerouslyReplaceNodeWithMarkup:g,replaceDelimitedText:s,processUpdates:function(t,e){for(var n=0;n<e.length;n++){var u=e[n];switch(u.type){case\"INSERT_MARKUP\":i(t,u.content,r(t,u.afterNode));break;case\"MOVE_EXISTING\":o(t,u.fromNode,r(t,u.afterNode));break;case\"SET_MARKUP\":h(t,u.content);break;case\"TEXT_CONTENT\":d(t,u.content);break;case\"REMOVE_NODE\":a(t,u.fromNode)}}}};t.exports=m},function(t,e,n){\"use strict\";var r={html:\"http://www.w3.org/1999/xhtml\",mathml:\"http://www.w3.org/1998/Math/MathML\",svg:\"http://www.w3.org/2000/svg\"};t.exports=r},function(t,e,n){\"use strict\";function r(){if(u)for(var t in c){var e=c[t],n=u.indexOf(t);if(n>-1?void 0:a(\"96\",t),!s.plugins[n]){e.extractEvents?void 0:a(\"97\",t),s.plugins[n]=e;var r=e.eventTypes;for(var o in r)i(r[o],e,o)?void 0:a(\"98\",o,t)}}}function i(t,e,n){s.eventNameDispatchConfigs.hasOwnProperty(n)?a(\"99\",n):void 0,s.eventNameDispatchConfigs[n]=t;var r=t.phasedRegistrationNames;if(r){for(var i in r)if(r.hasOwnProperty(i)){var u=r[i];o(u,e,n)}return!0}return!!t.registrationName&&(o(t.registrationName,e,n),!0)}function o(t,e,n){s.registrationNameModules[t]?a(\"100\",t):void 0,s.registrationNameModules[t]=e,s.registrationNameDependencies[t]=e.eventTypes[n].dependencies}var a=n(2),u=(n(0),null),c={},s={plugins:[],eventNameDispatchConfigs:{},registrationNameModules:{},registrationNameDependencies:{},possibleRegistrationNames:null,injectEventPluginOrder:function(t){\n",
+       "u?a(\"101\"):void 0,u=Array.prototype.slice.call(t),r()},injectEventPluginsByName:function(t){var e=!1;for(var n in t)if(t.hasOwnProperty(n)){var i=t[n];c.hasOwnProperty(n)&&c[n]===i||(c[n]?a(\"102\",n):void 0,c[n]=i,e=!0)}e&&r()},getPluginModuleForEvent:function(t){var e=t.dispatchConfig;if(e.registrationName)return s.registrationNameModules[e.registrationName]||null;if(void 0!==e.phasedRegistrationNames){var n=e.phasedRegistrationNames;for(var r in n)if(n.hasOwnProperty(r)){var i=s.registrationNameModules[n[r]];if(i)return i}}return null},_resetEventPlugins:function(){u=null;for(var t in c)c.hasOwnProperty(t)&&delete c[t];s.plugins.length=0;var e=s.eventNameDispatchConfigs;for(var n in e)e.hasOwnProperty(n)&&delete e[n];var r=s.registrationNameModules;for(var i in r)r.hasOwnProperty(i)&&delete r[i]}};t.exports=s},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";function r(t){null!=t.checkedLink&&null!=t.valueLink?u(\"87\"):void 0}function i(t){r(t),null!=t.value||null!=t.onChange?u(\"88\"):void 0}function o(t){r(t),null!=t.checked||null!=t.onChange?u(\"89\"):void 0}function a(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}var u=n(2),c=n(26),s=n(366),l=(n(0),n(1),{button:!0,checkbox:!0,image:!0,hidden:!0,radio:!0,reset:!0,submit:!0}),f={value:function(t,e,n){return!t[e]||l[t.type]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `value` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultValue`. Otherwise, set either `onChange` or `readOnly`.\")},checked:function(t,e,n){return!t[e]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `checked` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultChecked`. Otherwise, set either `onChange` or `readOnly`.\")},onChange:c.PropTypes.func},p={},h={checkPropTypes:function(t,e,n){for(var r in f){if(f.hasOwnProperty(r))var i=f[r](e,r,t,\"prop\",null,s);if(i instanceof Error&&!(i.message in p)){p[i.message]=!0;a(n)}}},getValue:function(t){return t.valueLink?(i(t),t.valueLink.value):t.value},getChecked:function(t){return t.checkedLink?(o(t),t.checkedLink.value):t.checked},executeOnChange:function(t,e){return t.valueLink?(i(t),t.valueLink.requestChange(e.target.value)):t.checkedLink?(o(t),t.checkedLink.requestChange(e.target.checked)):t.onChange?t.onChange.call(void 0,e):void 0}};t.exports=h},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),!1),o={replaceNodeWithMarkup:null,processChildrenUpdates:null,injection:{injectEnvironment:function(t){i?r(\"104\"):void 0,o.replaceNodeWithMarkup=t.replaceNodeWithMarkup,o.processChildrenUpdates=t.processChildrenUpdates,i=!0}}};t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n){try{e(n)}catch(t){null===i&&(i=t)}}var i=null,o={invokeGuardedCallback:r,invokeGuardedCallbackWithCatch:r,rethrowCaughtError:function(){if(i){var t=i;throw i=null,t}}};t.exports=o},function(t,e,n){\"use strict\";function r(t){c.enqueueUpdate(t)}function i(t){var e=typeof t;if(\"object\"!==e)return e;var n=t.constructor&&t.constructor.name||e,r=Object.keys(t);return r.length>0&&r.length<20?n+\" (keys: \"+r.join(\", \")+\")\":n}function o(t,e){var n=u.get(t);if(!n){return null}return n}var a=n(2),u=(n(15),n(40)),c=(n(9),n(11)),s=(n(0),n(1),{isMounted:function(t){var e=u.get(t);return!!e&&!!e._renderedComponent},enqueueCallback:function(t,e,n){s.validateCallback(e,n);var i=o(t);return i?(i._pendingCallbacks?i._pendingCallbacks.push(e):i._pendingCallbacks=[e],void r(i)):null},enqueueCallbackInternal:function(t,e){t._pendingCallbacks?t._pendingCallbacks.push(e):t._pendingCallbacks=[e],r(t)},enqueueForceUpdate:function(t){var e=o(t,\"forceUpdate\");e&&(e._pendingForceUpdate=!0,r(e))},enqueueReplaceState:function(t,e){var n=o(t,\"replaceState\");n&&(n._pendingStateQueue=[e],n._pendingReplaceState=!0,r(n))},enqueueSetState:function(t,e){var n=o(t,\"setState\");if(n){var i=n._pendingStateQueue||(n._pendingStateQueue=[]);i.push(e),r(n)}},enqueueElementInternal:function(t,e,n){t._pendingElement=e,t._context=n,r(t)},validateCallback:function(t,e){t&&\"function\"!=typeof t?a(\"122\",e,i(t)):void 0}});t.exports=s},function(t,e,n){\"use strict\";var r={currentScrollLeft:0,currentScrollTop:0,refreshScrollValues:function(t){r.currentScrollLeft=t.x,r.currentScrollTop=t.y}};t.exports=r},function(t,e,n){\"use strict\";var r=function(t){return\"undefined\"!=typeof MSApp&&MSApp.execUnsafeLocalFunction?function(e,n,r,i){MSApp.execUnsafeLocalFunction(function(){return t(e,n,r,i)})}:t};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e,n=t.keyCode;return\"charCode\"in t?(e=t.charCode,0===e&&13===n&&(e=13)):e=n,e>=32||13===e?e:0}t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=this,n=e.nativeEvent;if(n.getModifierState)return n.getModifierState(t);var r=o[t];return!!r&&!!n[r]}function i(t){return r}var o={Alt:\"altKey\",Control:\"ctrlKey\",Meta:\"metaKey\",Shift:\"shiftKey\"};t.exports=i},function(t,e,n){\"use strict\";function r(t){var e=t.target||t.srcElement||window;return e.correspondingUseElement&&(e=e.correspondingUseElement),3===e.nodeType?e.parentNode:e}t.exports=r},function(t,e,n){\"use strict\";/**\n",
+       " * Checks if an event is supported in the current execution environment.\n",
+       " *\n",
+       " * NOTE: This will not work correctly for non-generic events such as `change`,\n",
+       " * `reset`, `load`, `error`, and `select`.\n",
+       " *\n",
+       " * Borrows from Modernizr.\n",
+       " *\n",
+       " * @param {string} eventNameSuffix Event name, e.g. \"click\".\n",
+       " * @param {?boolean} capture Check if the capture phase is supported.\n",
+       " * @return {boolean} True if the event is supported.\n",
+       " * @internal\n",
+       " * @license Modernizr 3.0.0pre (Custom Build) | MIT\n",
+       " */\n",
+       "function r(t,e){if(!o.canUseDOM||e&&!(\"addEventListener\"in document))return!1;var n=\"on\"+t,r=n in document;if(!r){var a=document.createElement(\"div\");a.setAttribute(n,\"return;\"),r=\"function\"==typeof a[n]}return!r&&i&&\"wheel\"===t&&(r=document.implementation.hasFeature(\"Events.wheel\",\"3.0\")),r}var i,o=n(6);o.canUseDOM&&(i=document.implementation&&document.implementation.hasFeature&&document.implementation.hasFeature(\"\",\"\")!==!0),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){var n=null===t||t===!1,r=null===e||e===!1;if(n||r)return n===r;var i=typeof t,o=typeof e;return\"string\"===i||\"number\"===i?\"string\"===o||\"number\"===o:\"object\"===o&&t.type===e.type&&t.key===e.key}t.exports=r},function(t,e,n){\"use strict\";var r=(n(3),n(8)),i=(n(1),r);t.exports=i},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=a,this.updater=n||o}var i=n(28),o=n(98),a=(n(176),n(38));n(0),n(1);r.prototype.isReactComponent={},r.prototype.setState=function(t,e){\"object\"!=typeof t&&\"function\"!=typeof t&&null!=t?i(\"85\"):void 0,this.updater.enqueueSetState(this,t),e&&this.updater.enqueueCallback(this,e,\"setState\")},r.prototype.forceUpdate=function(t){this.updater.enqueueForceUpdate(this),t&&this.updater.enqueueCallback(this,t,\"forceUpdate\")};t.exports=r},function(t,e,n){\"use strict\";function r(t,e){}var i=(n(1),{isMounted:function(t){return!1},enqueueCallback:function(t,e){},enqueueForceUpdate:function(t){r(t,\"forceUpdate\")},enqueueReplaceState:function(t,e){r(t,\"replaceState\")},enqueueSetState:function(t,e){r(t,\"setState\")}});t.exports=i},function(t,e){var n;n=function(){return this}();try{n=n||Function(\"return this\")()||(0,eval)(\"this\")}catch(t){\"object\"==typeof window&&(n=window)}t.exports=n},function(t,e){t.exports=function(t){return t.webpackPolyfill||(t.deprecate=function(){},t.paths=[],t.children||(t.children=[]),Object.defineProperty(t,\"loaded\",{enumerable:!0,get:function(){return t.l}}),Object.defineProperty(t,\"id\",{enumerable:!0,get:function(){return t.i}}),t.webpackPolyfill=1),t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return i}),n.d(e,\"a\",function(){return o});var r=Array.prototype,i=r.slice,o=r.map},function(t,e,n){\"use strict\";var r=n(18),i=n(103),o=n.i(i.a)(r.a),a=o.right;o.left;e.a=a},function(t,e,n){\"use strict\";function r(t){return function(e,r){return n.i(i.a)(t(e),r)}}var i=n(18);e.a=function(t){return 1===t.length&&(t=r(t)),{left:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)<0?r=o+1:i=o}return r},right:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)>0?i=o:r=o+1}return r}}}},function(t,e,n){\"use strict\";var r=n(111);e.a=function(t,e){var i=n.i(r.a)(t,e);return i?Math.sqrt(i):i}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i,o=-1,a=t.length;if(null==e){for(;++o<a;)if(null!=(r=t[o])&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=t[o])&&(n>r&&(n=r),i<r&&(i=r))}else{for(;++o<a;)if(null!=(r=e(t[o],o,t))&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=e(t[o],o,t))&&(n>r&&(n=r),i<r&&(i=r))}return[n,i]}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i=-1,o=t.length;if(null==e){for(;++i<o;)if(null!=(r=t[i])&&r>=r){n=r;break}for(;++i<o;)null!=(r=t[i])&&n>r&&(n=r)}else{for(;++i<o;)if(null!=(r=e(t[i],i,t))&&r>=r){n=r;break}for(;++i<o;)null!=(r=e(t[i],i,t))&&n>r&&(n=r)}return n}},function(t,e,n){\"use strict\";e.a=function(t,e,n){t=+t,e=+e,n=(i=arguments.length)<2?(e=t,t=0,1):i<3?1:+n;for(var r=-1,i=0|Math.max(0,Math.ceil((e-t)/n)),o=new Array(i);++r<i;)o[r]=t+r*n;return o}},function(t,e,n){\"use strict\";e.a=function(t){return Math.ceil(Math.log(t.length)/Math.LN2)+1}},function(t,e,n){\"use strict\";function r(t,e,n){var r=Math.abs(e-t)/Math.max(0,n),i=Math.pow(10,Math.floor(Math.log(r)/Math.LN10)),c=r/i;return c>=o?i*=10:c>=a?i*=5:c>=u&&(i*=2),e<t?-i:i}var i=n(107);e.b=r;var o=Math.sqrt(50),a=Math.sqrt(10),u=Math.sqrt(2);e.a=function(t,e,o){var a=r(t,e,o);return n.i(i.a)(Math.ceil(t/a)*a,Math.floor(e/a)*a+a/2,a)}},function(t,e,n){\"use strict\";function r(t){return t.length}var i=n(106);e.a=function(t){if(!(u=t.length))return[];for(var e=-1,o=n.i(i.a)(t,r),a=new Array(o);++e<o;)for(var u,c=-1,s=a[e]=new Array(u);++c<u;)s[c]=t[c][e];return a}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e){var i,o,a=t.length,u=0,c=0,s=-1,l=0;if(null==e)for(;++s<a;)isNaN(i=n.i(r.a)(t[s]))||(o=i-u,u+=o/++l,c+=o*(i-u));else for(;++s<a;)isNaN(i=n.i(r.a)(e(t[s],s,t)))||(o=i-u,u+=o/++l,c+=o*(i-u));if(l>1)return c/(l-1)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(201);n.d(e,\"axisTop\",function(){return r.a}),n.d(e,\"axisRight\",function(){return r.b}),n.d(e,\"axisBottom\",function(){return r.c}),n.d(e,\"axisLeft\",function(){return r.d})},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r}),n.d(e,\"a\",function(){return i});var r=Math.PI/180,i=180/Math.PI},function(t,e,n){\"use strict\";var r=n(61);n.d(e,\"b\",function(){return i});var i;e.a=function(t,e){var o=n.i(r.a)(t,e);if(!o)return t+\"\";var a=o[0],u=o[1],c=u-(i=3*Math.max(-8,Math.min(8,Math.floor(u/3))))+1,s=a.length;return c===s?a:c>s?a+new Array(c-s+1).join(\"0\"):c>0?a.slice(0,c)+\".\"+a.slice(c):\"0.\"+new Array(1-c).join(\"0\")+n.i(r.a)(t,Math.max(0,e+c-1))[0]}},function(t,e,n){\"use strict\";function r(t){if(!(e=o.exec(t)))throw new Error(\"invalid format: \"+t);var e,n=e[1]||\" \",r=e[2]||\">\",a=e[3]||\"-\",u=e[4]||\"\",c=!!e[5],s=e[6]&&+e[6],l=!!e[7],f=e[8]&&+e[8].slice(1),p=e[9]||\"\";\"n\"===p?(l=!0,p=\"g\"):i.a[p]||(p=\"\"),(c||\"0\"===n&&\"=\"===r)&&(c=!0,n=\"0\",r=\"=\"),this.fill=n,this.align=r,this.sign=a,this.symbol=u,this.zero=c,this.width=s,this.comma=l,this.precision=f,this.type=p}var i=n(116),o=/^(?:(.)?([<>=^]))?([+\\-\\( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?([a-z%])?$/i;e.a=function(t){return new r(t)},r.prototype.toString=function(){return this.fill+this.align+this.sign+this.symbol+(this.zero?\"0\":\"\")+(null==this.width?\"\":Math.max(1,0|this.width))+(this.comma?\",\":\"\")+(null==this.precision?\"\":\".\"+Math.max(0,0|this.precision))+this.type}},function(t,e,n){\"use strict\";var r=n(212),i=n(114),o=n(214);e.a={\"\":r.a,\"%\":function(t,e){return(100*t).toFixed(e)},b:function(t){return Math.round(t).toString(2)},c:function(t){return t+\"\"},d:function(t){return Math.round(t).toString(10)},e:function(t,e){return t.toExponential(e)},f:function(t,e){return t.toFixed(e)},g:function(t,e){return t.toPrecision(e)},o:function(t){return Math.round(t).toString(8)},p:function(t,e){return n.i(o.a)(100*t,e)},r:o.a,s:i.a,X:function(t){return Math.round(t).toString(16).toUpperCase()},x:function(t){return Math.round(t).toString(16)}}},function(t,e,n){\"use strict\";function r(t){return t}var i=n(42),o=n(213),a=n(115),u=n(116),c=n(114),s=[\"y\",\"z\",\"a\",\"f\",\"p\",\"n\",\"µ\",\"m\",\"\",\"k\",\"M\",\"G\",\"T\",\"P\",\"E\",\"Z\",\"Y\"];e.a=function(t){function e(t){function e(t){var e,n,a,u=_,l=b;if(\"c\"===y)l=x(t)+l,t=\"\";else{t=+t;var p=(t<0||1/t<0)&&(t*=-1,!0);if(t=x(t,m),p)for(e=-1,n=t.length,p=!1;++e<n;)if(a=t.charCodeAt(e),48<a&&a<58||\"x\"===y&&96<a&&a<103||\"X\"===y&&64<a&&a<71){p=!0;break}if(u=(p?\"(\"===o?o:\"-\":\"-\"===o||\"(\"===o?\"\":o)+u,l=l+(\"s\"===y?s[8+c.b/3]:\"\")+(p&&\"(\"===o?\")\":\"\"),w)for(e=-1,n=t.length;++e<n;)if(a=t.charCodeAt(e),48>a||a>57){l=(46===a?h+t.slice(e+1):t.slice(e))+l,t=t.slice(0,e);break}}g&&!d&&(t=f(t,1/0));var C=u.length+t.length+l.length,M=C<v?new Array(v-C+1).join(r):\"\";switch(g&&d&&(t=f(M+t,M.length?v-l.length:1/0),M=\"\"),i){case\"<\":return u+t+l+M;case\"=\":return u+M+t+l;case\"^\":return M.slice(0,C=M.length>>1)+u+t+l+M.slice(C)}return M+u+t+l}t=n.i(a.a)(t);var r=t.fill,i=t.align,o=t.sign,l=t.symbol,d=t.zero,v=t.width,g=t.comma,m=t.precision,y=t.type,_=\"$\"===l?p[0]:\"#\"===l&&/[boxX]/.test(y)?\"0\"+y.toLowerCase():\"\",b=\"$\"===l?p[1]:/[%p]/.test(y)?\"%\":\"\",x=u.a[y],w=!y||/[defgprs%]/.test(y);return m=null==m?y?6:12:/[gprs]/.test(y)?Math.max(1,Math.min(21,m)):Math.max(0,Math.min(20,m)),e.toString=function(){return t+\"\"},e}function l(t,r){var o=e((t=n.i(a.a)(t),t.type=\"f\",t)),u=3*Math.max(-8,Math.min(8,Math.floor(n.i(i.a)(r)/3))),c=Math.pow(10,-u),l=s[8+u/3];return function(t){return o(c*t)+l}}var f=t.grouping&&t.thousands?n.i(o.a)(t.grouping,t.thousands):r,p=t.currency,h=t.decimal;return{format:e,formatPrefix:l}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o=e?e.length:0,a=t?Math.min(o,t.length):0,u=new Array(o),c=new Array(o);for(i=0;i<a;++i)u[i]=n.i(r.a)(t[i],e[i]);for(;i<o;++i)c[i]=e[i];return function(t){for(i=0;i<a;++i)c[i]=u[i](t);return c}}},function(t,e,n){\"use strict\";var r=n(62);e.a=function(t){var e=t.length;return function(i){var o=Math.floor(((i%=1)<0?++i:i)*e),a=t[(o+e-1)%e],u=t[o%e],c=t[(o+1)%e],s=t[(o+2)%e];return n.i(r.b)((i-o/e)*e,a,u,c,s)}}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=new Date;return t=+t,e-=t,function(r){return n.setTime(t+e*r),n}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o={},a={};null!==t&&\"object\"==typeof t||(t={}),null!==e&&\"object\"==typeof e||(e={});for(i in e)i in t?o[i]=n.i(r.a)(t[i],e[i]):a[i]=e[i];return function(t){for(i in o)a[i]=o[i](t);return a}}},function(t,e,n){\"use strict\";function r(t){return function(e){var r,o,a=e.length,u=new Array(a),c=new Array(a),s=new Array(a);for(r=0;r<a;++r)o=n.i(i.rgb)(e[r]),u[r]=o.r||0,c[r]=o.g||0,s[r]=o.b||0;return u=t(u),c=t(c),s=t(s),o.opacity=1,function(t){return o.r=u(t),o.g=c(t),o.b=s(t),o+\"\"}}}var i=n(10),o=n(62),a=n(119),u=n(32);e.a=function t(e){function r(t,e){var r=o((t=n.i(i.rgb)(t)).r,(e=n.i(i.rgb)(e)).r),a=o(t.g,e.g),c=o(t.b,e.b),s=n.i(u.a)(t.opacity,e.opacity);return function(e){return t.r=r(e),t.g=a(e),t.b=c(e),t.opacity=s(e),t+\"\"}}var o=n.i(u.c)(e);return r.gamma=t,r}(1);r(o.a),r(a.a)},function(t,e,n){\"use strict\";function r(t){return function(){return t}}function i(t){return function(e){return t(e)+\"\"}}var o=n(43),a=/[-+]?(?:\\d+\\.?\\d*|\\.?\\d+)(?:[eE][-+]?\\d+)?/g,u=new RegExp(a.source,\"g\");e.a=function(t,e){var c,s,l,f=a.lastIndex=u.lastIndex=0,p=-1,h=[],d=[];for(t+=\"\",e+=\"\";(c=a.exec(t))&&(s=u.exec(e));)(l=s.index)>f&&(l=e.slice(f,l),h[p]?h[p]+=l:h[++p]=l),(c=c[0])===(s=s[0])?h[p]?h[p]+=s:h[++p]=s:(h[++p]=null,d.push({i:p,x:n.i(o.a)(c,s)})),f=u.lastIndex;return f<e.length&&(l=e.slice(f),h[p]?h[p]+=l:h[++p]=l),h.length<2?d[0]?i(d[0].x):r(e):(e=d.length,function(t){for(var n,r=0;r<e;++r)h[(n=d[r]).i]=n.x(t);return h.join(\"\")})}},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.slice();var n,r=0,i=t.length-1,o=t[r],a=t[i];return a<o&&(n=r,r=i,i=n,n=o,o=a,a=n),t[r]=e.floor(o),t[i]=e.ceil(a),t}},function(t,e,n){\"use strict\";e.a=function(t){return+t}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=e+\"\",r=u.get(n);if(!r){if(s!==a)return s;u.set(n,r=c.push(e))}return t[(r-1)%t.length]}var u=n.i(i.a)(),c=[],s=a;return t=null==t?[]:o.b.call(t),e.domain=function(t){if(!arguments.length)return c.slice();c=[],u=n.i(i.a)();for(var r,o,a=-1,s=t.length;++a<s;)u.has(o=(r=t[a])+\"\")||u.set(o,c.push(r));return e},e.range=function(n){return arguments.length?(t=o.b.call(n),e):t.slice()},e.unknown=function(t){return arguments.length?(s=t,e):s},e.copy=function(){return r().domain(c).range(t).unknown(s)},e}var i=n(203),o=n(16);n.d(e,\"b\",function(){return a}),e.a=r;var a={name:\"implicit\"}},function(t,e,n){\"use strict\";function r(t){return new Date(t)}function i(t){return t instanceof Date?+t:+new Date(+t)}function o(t,e,c,s,b,x,w,C,M){function k(n){return(w(n)<n?N:x(n)<n?A:b(n)<n?O:s(n)<n?I:e(n)<n?c(n)<n?D:R:t(n)<n?L:U)(n)}function E(e,r,i,o){if(null==e&&(e=10),\"number\"==typeof e){var u=Math.abs(i-r)/e,c=n.i(a.d)(function(t){return t[2]}).right(F,u);c===F.length?(o=n.i(a.b)(r/_,i/_,e),e=t):c?(c=F[u/F[c-1][2]<F[c][2]/u?c-1:c],o=c[1],e=c[0]):(o=n.i(a.b)(r,i,e),e=C)}return null==o?e:e.every(o)}var T=n.i(f.a)(f.b,u.a),S=T.invert,P=T.domain,N=M(\".%L\"),A=M(\":%S\"),O=M(\"%I:%M\"),I=M(\"%I %p\"),D=M(\"%a %d\"),R=M(\"%b %d\"),L=M(\"%B\"),U=M(\"%Y\"),F=[[w,1,h],[w,5,5*h],[w,15,15*h],[w,30,30*h],[x,1,d],[x,5,5*d],[x,15,15*d],[x,30,30*d],[b,1,v],[b,3,3*v],[b,6,6*v],[b,12,12*v],[s,1,g],[s,2,2*g],[c,1,m],[e,1,y],[e,3,3*y],[t,1,_]];return T.invert=function(t){return new Date(S(t))},T.domain=function(t){return arguments.length?P(l.a.call(t,i)):P().map(r)},T.ticks=function(t,e){var n,r=P(),i=r[0],o=r[r.length-1],a=o<i;return a&&(n=i,i=o,o=n),n=E(t,i,o,e),n=n?n.range(i,o+1):[],a?n.reverse():n},T.tickFormat=function(t,e){return null==e?k:M(e)},T.nice=function(t,e){var r=P();return(t=E(t,r[0],r[r.length-1],e))?P(n.i(p.a)(r,t)):T},T.copy=function(){return n.i(f.c)(T,o(t,e,c,s,b,x,w,C,M))},T}var a=n(12),u=n(31),c=n(79),s=n(77),l=n(16),f=n(45),p=n(125);e.b=o;var h=1e3,d=60*h,v=60*d,g=24*v,m=7*g,y=30*g,_=365*g;e.a=function(){return o(c.b,c.o,c.p,c.a,c.q,c.r,c.s,c.t,s.timeFormat).domain([new Date(2e3,0,1),new Date(2e3,0,2)])}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(66);n.d(e,\"creator\",function(){return r.a});var i=n(247);n.d(e,\"local\",function(){return i.a});var o=n(130);n.d(e,\"matcher\",function(){return o.a});var a=n(248);n.d(e,\"mouse\",function(){return a.a});var u=n(67);n.d(e,\"namespace\",function(){return u.a});var c=n(68);n.d(e,\"namespaces\",function(){return c.a});var s=n(249);n.d(e,\"select\",function(){return s.a});var l=n(250);n.d(e,\"selectAll\",function(){return l.a});var f=n(7);n.d(e,\"selection\",function(){return f.a});var p=n(71);n.d(e,\"selector\",function(){return p.a});var h=n(133);n.d(e,\"selectorAll\",function(){return h.a});var d=n(278);n.d(e,\"touch\",function(){return d.a});var v=n(279);n.d(e,\"touches\",function(){return v.a});var g=n(73);n.d(e,\"window\",function(){return g.a});var m=n(70);n.d(e,\"event\",function(){return m.a}),n.d(e,\"customEvent\",function(){return m.b})},function(t,e,n){\"use strict\";var r=function(t){return function(){return this.matches(t)}};if(\"undefined\"!=typeof document){var i=document.documentElement;if(!i.matches){var o=i.webkitMatchesSelector||i.msMatchesSelector||i.mozMatchesSelector||i.oMatchesSelector;r=function(t){return function(){return o.call(this,t)}}}}e.a=r},function(t,e,n){\"use strict\";function r(t,e){this.ownerDocument=t.ownerDocument,this.namespaceURI=t.namespaceURI,this._next=null,this._parent=t,this.__data__=e}var i=n(132),o=n(7);e.b=r,e.a=function(){return new o.b(this._enter||this._groups.map(i.a),this._parents)},r.prototype={constructor:r,appendChild:function(t){return this._parent.insertBefore(t,this._next)},insertBefore:function(t,e){return this._parent.insertBefore(t,e)},querySelector:function(t){return this._parent.querySelector(t)},querySelectorAll:function(t){return this._parent.querySelectorAll(t)}}},function(t,e,n){\"use strict\";e.a=function(t){return new Array(t.length)}},function(t,e,n){\"use strict\";function r(){return[]}e.a=function(t){return null==t?r:function(){return this.querySelectorAll(t)}}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(280);n.d(e,\"arc\",function(){return r.a});var i=n(135);n.d(e,\"area\",function(){return i.a});var o=n(75);n.d(e,\"line\",function(){return o.a});var a=n(299);n.d(e,\"pie\",function(){return a.a});var u=n(300);n.d(e,\"radialArea\",function(){return u.a});var c=n(140);n.d(e,\"radialLine\",function(){return c.a});var s=n(302);n.d(e,\"symbol\",function(){return s.a}),n.d(e,\"symbols\",function(){return s.b});var l=n(141);n.d(e,\"symbolCircle\",function(){return l.a});var f=n(142);n.d(e,\"symbolCross\",function(){return f.a});var p=n(143);n.d(e,\"symbolDiamond\",function(){return p.a});var h=n(144);n.d(e,\"symbolSquare\",function(){return h.a});var d=n(145);n.d(e,\"symbolStar\",function(){return d.a});var v=n(146);n.d(e,\"symbolTriangle\",function(){return v.a});var g=n(147);n.d(e,\"symbolWye\",function(){return g.a});var m=n(282);n.d(e,\"curveBasisClosed\",function(){return m.a});var y=n(283);n.d(e,\"curveBasisOpen\",function(){return y.a});var _=n(46);n.d(e,\"curveBasis\",function(){return _.a});var b=n(284);n.d(e,\"curveBundle\",function(){return b.a});var x=n(136);n.d(e,\"curveCardinalClosed\",function(){return x.a});var w=n(137);n.d(e,\"curveCardinalOpen\",function(){return w.a});var C=n(47);n.d(e,\"curveCardinal\",function(){return C.a});var M=n(285);n.d(e,\"curveCatmullRomClosed\",function(){return M.a});var k=n(286);n.d(e,\"curveCatmullRomOpen\",function(){return k.a});var E=n(74);n.d(e,\"curveCatmullRom\",function(){return E.a});var T=n(287);n.d(e,\"curveLinearClosed\",function(){return T.a});var S=n(48);n.d(e,\"curveLinear\",function(){return S.a});var P=n(288);n.d(e,\"curveMonotoneX\",function(){return P.a}),n.d(e,\"curveMonotoneY\",function(){return P.b});var N=n(289);n.d(e,\"curveNatural\",function(){return N.a});var A=n(290);n.d(e,\"curveStep\",function(){return A.a}),n.d(e,\"curveStepAfter\",function(){return A.b}),n.d(e,\"curveStepBefore\",function(){return A.c});var O=n(301);n.d(e,\"stack\",function(){return O.a});var I=n(293);n.d(e,\"stackOffsetExpand\",function(){return I.a});var D=n(36);n.d(e,\"stackOffsetNone\",function(){return D.a});var R=n(294);n.d(e,\"stackOffsetSilhouette\",function(){return R.a});var L=n(295);n.d(e,\"stackOffsetWiggle\",function(){return L.a});var U=n(76);n.d(e,\"stackOrderAscending\",function(){return U.a});var F=n(296);n.d(e,\"stackOrderDescending\",function(){return F.a});var j=n(297);n.d(e,\"stackOrderInsideOut\",function(){return j.a});var B=n(37);n.d(e,\"stackOrderNone\",function(){return B.a});var W=n(298);n.d(e,\"stackOrderReverse\",function(){return W.a})},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(75),u=n(139);e.a=function(){function t(t){var e,i,o,a,u,g=t.length,m=!1,y=new Array(g),_=new Array(g);for(null==h&&(v=d(u=n.i(r.a)())),e=0;e<=g;++e){if(!(e<g&&p(a=t[e],e,t))===m)if(m=!m)i=e,v.areaStart(),v.lineStart();else{for(v.lineEnd(),v.lineStart(),o=e-1;o>=i;--o)v.point(y[o],_[o]);v.lineEnd(),v.areaEnd()}m&&(y[e]=+c(a,e,t),_[e]=+l(a,e,t),v.point(s?+s(a,e,t):y[e],f?+f(a,e,t):_[e]))}if(u)return v=null,u+\"\"||null}function e(){return n.i(a.a)().defined(p).curve(d).context(h)}var c=u.a,s=null,l=n.i(i.a)(0),f=u.b,p=n.i(i.a)(!0),h=null,d=o.a,v=null;return t.x=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),s=null,t):c},t.x0=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),t):c},t.x1=function(e){return arguments.length?(s=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):s},t.y=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),f=null,t):l},t.y0=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),t):l},t.y1=function(e){return arguments.length?(f=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):f},t.lineX0=t.lineY0=function(){return e().x(c).y(l)},t.lineY1=function(){return e().x(c).y(f)},t.lineX1=function(){return e().x(s).y(l)},t.defined=function(e){return arguments.length?(p=\"function\"==typeof e?e:n.i(i.a)(!!e),t):p},t.curve=function(e){return arguments.length?(d=e,null!=h&&(v=d(h)),t):d},t.context=function(e){return arguments.length?(null==e?h=v=null:v=d(h=e),t):h},t}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(49),o=n(47);e.b=r,r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(47);e.b=r,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._curve=t}function i(t){function e(e){return new r(t(e))}return e._curve=t,e}var o=n(48);n.d(e,\"b\",function(){return a}),e.a=i;var a=i(o.a);r.prototype={areaStart:function(){this._curve.areaStart()},areaEnd:function(){this._curve.areaEnd()},lineStart:function(){this._curve.lineStart()},lineEnd:function(){this._curve.lineEnd()},point:function(t,e){this._curve.point(e*Math.sin(t),e*-Math.cos(t))}}},function(t,e,n){\"use strict\";function r(t){return t[0]}function i(t){return t[1]}e.a=r,e.b=i},function(t,e,n){\"use strict\";function r(t){var e=t.curve;return t.angle=t.x,delete t.x,t.radius=t.y,delete t.y,t.curve=function(t){return arguments.length?e(n.i(i.a)(t)):e()._curve},t}var i=n(138),o=n(75);e.b=r,e.a=function(){return r(n.i(o.a)().curve(i.b))}},function(t,e,n){\"use strict\";var r=n(35);e.a={draw:function(t,e){var n=Math.sqrt(e/r.b);t.moveTo(n,0),t.arc(0,0,n,0,r.c)}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e/5)/2;t.moveTo(-3*n,-n),t.lineTo(-n,-n),t.lineTo(-n,-3*n),t.lineTo(n,-3*n),t.lineTo(n,-n),t.lineTo(3*n,-n),t.lineTo(3*n,n),t.lineTo(n,n),t.lineTo(n,3*n),t.lineTo(-n,3*n),t.lineTo(-n,n),t.lineTo(-3*n,n),t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(1/3),i=2*r;e.a={draw:function(t,e){var n=Math.sqrt(e/i),o=n*r;t.moveTo(0,-n),t.lineTo(o,0),t.lineTo(0,n),t.lineTo(-o,0),t.closePath()}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e),r=-n/2;t.rect(r,r,n,n)}}},function(t,e,n){\"use strict\";var r=n(35),i=.8908130915292852,o=Math.sin(r.b/10)/Math.sin(7*r.b/10),a=Math.sin(r.c/10)*o,u=-Math.cos(r.c/10)*o;e.a={draw:function(t,e){var n=Math.sqrt(e*i),o=a*n,c=u*n;t.moveTo(0,-n),t.lineTo(o,c);for(var s=1;s<5;++s){var l=r.c*s/5,f=Math.cos(l),p=Math.sin(l);t.lineTo(p*n,-f*n),t.lineTo(f*o-p*c,p*o+f*c)}t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(3);e.a={draw:function(t,e){var n=-Math.sqrt(e/(3*r));t.moveTo(0,2*n),t.lineTo(-r*n,-n),t.lineTo(r*n,-n),t.closePath()}}},function(t,e,n){\"use strict\";var r=-.5,i=Math.sqrt(3)/2,o=1/Math.sqrt(12),a=3*(o/2+1);e.a={draw:function(t,e){var n=Math.sqrt(e/a),u=n/2,c=n*o,s=u,l=n*o+n,f=-s,p=l;t.moveTo(u,c),t.lineTo(s,l),t.lineTo(f,p),t.lineTo(r*u-i*c,i*u+r*c),t.lineTo(r*s-i*l,i*s+r*l),t.lineTo(r*f-i*p,i*f+r*p),t.lineTo(r*u+i*c,r*c-i*u),t.lineTo(r*s+i*l,r*l-i*s),t.lineTo(r*f+i*p,r*p-i*f),t.closePath()}}},function(t,e,n){\"use strict\";function r(t){return t.toISOString()}var i=n(78);n.d(e,\"b\",function(){return o});var o=\"%Y-%m-%dT%H:%M:%S.%LZ\",a=Date.prototype.toISOString?r:n.i(i.d)(o);e.a=a},function(t,e,n){\"use strict\";function r(t){if(0<=t.y&&t.y<100){var e=new Date(-1,t.m,t.d,t.H,t.M,t.S,t.L);return e.setFullYear(t.y),e}return new Date(t.y,t.m,t.d,t.H,t.M,t.S,t.L)}function i(t){if(0<=t.y&&t.y<100){var e=new Date(Date.UTC(-1,t.m,t.d,t.H,t.M,t.S,t.L));return e.setUTCFullYear(t.y),e}return new Date(Date.UTC(t.y,t.m,t.d,t.H,t.M,t.S,t.L))}function o(t){return{y:t,m:0,d:1,H:0,M:0,S:0,L:0}}function a(t){function e(t,e){return function(n){var r,i,o,a=[],u=-1,c=0,s=t.length;for(n instanceof Date||(n=new Date(+n));++u<s;)37===t.charCodeAt(u)&&(a.push(t.slice(c,u)),null!=(i=et[r=t.charAt(++u)])?r=t.charAt(++u):i=\"e\"===r?\" \":\"0\",(o=e[r])&&(r=o(n,i)),a.push(r),c=u+1);return a.push(t.slice(c,u)),a.join(\"\")}}function n(t,e){return function(n){var r=o(1900),u=a(r,t,n+=\"\",0);if(u!=n.length)return null;if(\"p\"in r&&(r.H=r.H%12+12*r.p),\"W\"in r||\"U\"in r){\"w\"in r||(r.w=\"W\"in r?1:0);var c=\"Z\"in r?i(o(r.y)).getUTCDay():e(o(r.y)).getDay();r.m=0,r.d=\"W\"in r?(r.w+6)%7+7*r.W-(c+5)%7:r.w+7*r.U-(c+6)%7}return\"Z\"in r?(r.H+=r.Z/100|0,r.M+=r.Z%100,i(r)):e(r)}}function a(t,e,n,r){for(var i,o,a=0,u=e.length,c=n.length;a<u;){if(r>=c)return-1;if(i=e.charCodeAt(a++),37===i){if(i=e.charAt(a++),o=Ut[i in et?e.charAt(a++):i],!o||(r=o(t,n,r))<0)return-1}else if(i!=n.charCodeAt(r++))return-1}return r}function u(t,e,n){var r=kt.exec(e.slice(n));return r?(t.p=Et[r[0].toLowerCase()],n+r[0].length):-1}function c(t,e,n){var r=Pt.exec(e.slice(n));return r?(t.w=Nt[r[0].toLowerCase()],n+r[0].length):-1}function tt(t,e,n){var r=Tt.exec(e.slice(n));return r?(t.w=St[r[0].toLowerCase()],n+r[0].length):-1}function nt(t,e,n){var r=It.exec(e.slice(n));return r?(t.m=Dt[r[0].toLowerCase()],n+r[0].length):-1}function rt(t,e,n){var r=At.exec(e.slice(n));return r?(t.m=Ot[r[0].toLowerCase()],n+r[0].length):-1}function it(t,e,n){return a(t,mt,e,n)}function ot(t,e,n){return a(t,yt,e,n)}function at(t,e,n){return a(t,_t,e,n)}function ut(t){return wt[t.getDay()]}function ct(t){return xt[t.getDay()]}function st(t){return Mt[t.getMonth()]}function lt(t){return Ct[t.getMonth()]}function ft(t){return bt[+(t.getHours()>=12)]}function pt(t){return wt[t.getUTCDay()]}function ht(t){return xt[t.getUTCDay()]}function dt(t){return Mt[t.getUTCMonth()]}function vt(t){return Ct[t.getUTCMonth()]}function gt(t){return bt[+(t.getUTCHours()>=12)]}var mt=t.dateTime,yt=t.date,_t=t.time,bt=t.periods,xt=t.days,wt=t.shortDays,Ct=t.months,Mt=t.shortMonths,kt=s(bt),Et=l(bt),Tt=s(xt),St=l(xt),Pt=s(wt),Nt=l(wt),At=s(Ct),Ot=l(Ct),It=s(Mt),Dt=l(Mt),Rt={a:ut,A:ct,b:st,B:lt,c:null,d:k,e:k,H:E,I:T,j:S,L:P,m:N,M:A,p:ft,S:O,U:I,w:D,W:R,x:null,X:null,y:L,Y:U,Z:F,\"%\":J},Lt={a:pt,A:ht,b:dt,B:vt,c:null,d:j,e:j,H:B,I:W,j:V,L:z,m:H,M:q,p:gt,S:Y,U:K,w:G,W:$,x:null,X:null,y:X,Y:Z,Z:Q,\"%\":J},Ut={a:c,A:tt,b:nt,B:rt,c:it,d:y,e:y,H:b,I:b,j:_,L:C,m:m,M:x,p:u,S:w,U:p,w:f,W:h,x:ot,X:at,y:v,Y:d,Z:g,\"%\":M};return Rt.x=e(yt,Rt),Rt.X=e(_t,Rt),Rt.c=e(mt,Rt),Lt.x=e(yt,Lt),Lt.X=e(_t,Lt),Lt.c=e(mt,Lt),{format:function(t){var n=e(t+=\"\",Rt);return n.toString=function(){return t},n},parse:function(t){var e=n(t+=\"\",r);return e.toString=function(){return t},e},utcFormat:function(t){var n=e(t+=\"\",Lt);return n.toString=function(){return t},n},utcParse:function(t){var e=n(t,i);return e.toString=function(){return t},e}}}function u(t,e,n){var r=t<0?\"-\":\"\",i=(r?-t:t)+\"\",o=i.length;return r+(o<n?new Array(n-o+1).join(e)+i:i)}function c(t){return t.replace(it,\"\\\\$&\")}function s(t){return new RegExp(\"^(?:\"+t.map(c).join(\"|\")+\")\",\"i\")}function l(t){for(var e={},n=-1,r=t.length;++n<r;)e[t[n].toLowerCase()]=n;return e}function f(t,e,n){var r=nt.exec(e.slice(n,n+1));return r?(t.w=+r[0],n+r[0].length):-1}function p(t,e,n){var r=nt.exec(e.slice(n));return r?(t.U=+r[0],n+r[0].length):-1}function h(t,e,n){var r=nt.exec(e.slice(n));return r?(t.W=+r[0],n+r[0].length):-1}function d(t,e,n){var r=nt.exec(e.slice(n,n+4));return r?(t.y=+r[0],n+r[0].length):-1}function v(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.y=+r[0]+(+r[0]>68?1900:2e3),n+r[0].length):-1}function g(t,e,n){var r=/^(Z)|([+-]\\d\\d)(?:\\:?(\\d\\d))?/.exec(e.slice(n,n+6));return r?(t.Z=r[1]?0:-(r[2]+(r[3]||\"00\")),n+r[0].length):-1}function m(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.m=r[0]-1,n+r[0].length):-1}function y(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.d=+r[0],n+r[0].length):-1}function _(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.m=0,t.d=+r[0],n+r[0].length):-1}function b(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.H=+r[0],n+r[0].length):-1}function x(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.M=+r[0],n+r[0].length):-1}function w(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.S=+r[0],n+r[0].length):-1}function C(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.L=+r[0],n+r[0].length):-1}function M(t,e,n){var r=rt.exec(e.slice(n,n+1));return r?n+r[0].length:-1}function k(t,e){return u(t.getDate(),e,2)}function E(t,e){return u(t.getHours(),e,2)}function T(t,e){return u(t.getHours()%12||12,e,2)}function S(t,e){return u(1+tt.a.count(n.i(tt.b)(t),t),e,3)}function P(t,e){return u(t.getMilliseconds(),e,3)}function N(t,e){return u(t.getMonth()+1,e,2)}function A(t,e){return u(t.getMinutes(),e,2)}function O(t,e){return u(t.getSeconds(),e,2)}function I(t,e){return u(tt.c.count(n.i(tt.b)(t),t),e,2)}function D(t){return t.getDay()}function R(t,e){return u(tt.d.count(n.i(tt.b)(t),t),e,2)}function L(t,e){return u(t.getFullYear()%100,e,2)}function U(t,e){return u(t.getFullYear()%1e4,e,4)}function F(t){var e=t.getTimezoneOffset();return(e>0?\"-\":(e*=-1,\"+\"))+u(e/60|0,\"0\",2)+u(e%60,\"0\",2)}function j(t,e){return u(t.getUTCDate(),e,2)}function B(t,e){return u(t.getUTCHours(),e,2)}function W(t,e){return u(t.getUTCHours()%12||12,e,2)}function V(t,e){return u(1+tt.e.count(n.i(tt.f)(t),t),e,3)}function z(t,e){return u(t.getUTCMilliseconds(),e,3)}function H(t,e){return u(t.getUTCMonth()+1,e,2)}function q(t,e){return u(t.getUTCMinutes(),e,2)}function Y(t,e){return u(t.getUTCSeconds(),e,2)}function K(t,e){return u(tt.g.count(n.i(tt.f)(t),t),e,2)}function G(t){return t.getUTCDay()}function $(t,e){return u(tt.h.count(n.i(tt.f)(t),t),e,2)}function X(t,e){return u(t.getUTCFullYear()%100,e,2)}function Z(t,e){return u(t.getUTCFullYear()%1e4,e,4)}function Q(){return\"+0000\"}function J(){return\"%\"}var tt=n(79);e.a=a;var et={\"-\":\"\",_:\" \",0:\"0\"},nt=/^\\s*\\d+/,rt=/^%/,it=/[\\\\\\^\\$\\*\\+\\?\\|\\[\\]\\(\\)\\.\\{\\}]/g},function(t,e,n){\"use strict\";var r=n(8),i={listen:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!1),{remove:function(){t.removeEventListener(e,n,!1)}}):t.attachEvent?(t.attachEvent(\"on\"+e,n),{remove:function(){t.detachEvent(\"on\"+e,n)}}):void 0},capture:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!0),{remove:function(){t.removeEventListener(e,n,!0)}}):{remove:r}},registerDefault:function(){}};t.exports=i},function(t,e,n){\"use strict\";function r(t){try{t.focus()}catch(t){}}t.exports=r},function(t,e,n){\"use strict\";function r(){if(\"undefined\"==typeof document)return null;try{return document.activeElement||document.body}catch(t){return document.body}}t.exports=r},function(t,e){function n(){throw new Error(\"setTimeout has not been defined\")}function r(){throw new Error(\"clearTimeout has not been defined\")}function i(t){if(l===setTimeout)return setTimeout(t,0);if((l===n||!l)&&setTimeout)return l=setTimeout,setTimeout(t,0);try{return l(t,0)}catch(e){try{return l.call(null,t,0)}catch(e){return l.call(this,t,0)}}}function o(t){if(f===clearTimeout)return clearTimeout(t);if((f===r||!f)&&clearTimeout)return f=clearTimeout,clearTimeout(t);try{return f(t)}catch(e){try{return f.call(null,t)}catch(e){return f.call(this,t)}}}function a(){v&&h&&(v=!1,h.length?d=h.concat(d):g=-1,d.length&&u())}function u(){if(!v){var t=i(a);v=!0;for(var e=d.length;e;){for(h=d,d=[];++g<e;)h&&h[g].run();g=-1,e=d.length}h=null,v=!1,o(t)}}function c(t,e){this.fun=t,this.array=e}function s(){}var l,f,p=t.exports={};!function(){try{l=\"function\"==typeof setTimeout?setTimeout:n}catch(t){l=n}try{f=\"function\"==typeof clearTimeout?clearTimeout:r}catch(t){f=r}}();var h,d=[],v=!1,g=-1;p.nextTick=function(t){var e=new Array(arguments.length-1);if(arguments.length>1)for(var n=1;n<arguments.length;n++)e[n-1]=arguments[n];d.push(new c(t,e)),1!==d.length||v||i(u)},c.prototype.run=function(){this.fun.apply(null,this.array)},p.title=\"browser\",p.browser=!0,p.env={},p.argv=[],p.version=\"\",p.versions={},p.on=s,p.addListener=s,p.once=s,p.off=s,p.removeListener=s,p.removeAllListeners=s,p.emit=s,p.binding=function(t){throw new Error(\"process.binding is not supported\")},p.cwd=function(){return\"/\"},p.chdir=function(t){throw new Error(\"process.chdir is not supported\")},p.umask=function(){\n",
+       "return 0}},function(t,e,n){\"use strict\";function r(t,e){return t+e.charAt(0).toUpperCase()+e.substring(1)}var i={animationIterationCount:!0,borderImageOutset:!0,borderImageSlice:!0,borderImageWidth:!0,boxFlex:!0,boxFlexGroup:!0,boxOrdinalGroup:!0,columnCount:!0,flex:!0,flexGrow:!0,flexPositive:!0,flexShrink:!0,flexNegative:!0,flexOrder:!0,gridRow:!0,gridColumn:!0,fontWeight:!0,lineClamp:!0,lineHeight:!0,opacity:!0,order:!0,orphans:!0,tabSize:!0,widows:!0,zIndex:!0,zoom:!0,fillOpacity:!0,floodOpacity:!0,stopOpacity:!0,strokeDasharray:!0,strokeDashoffset:!0,strokeMiterlimit:!0,strokeOpacity:!0,strokeWidth:!0},o=[\"Webkit\",\"ms\",\"Moz\",\"O\"];Object.keys(i).forEach(function(t){o.forEach(function(e){i[r(e,t)]=i[t]})});var a={background:{backgroundAttachment:!0,backgroundColor:!0,backgroundImage:!0,backgroundPositionX:!0,backgroundPositionY:!0,backgroundRepeat:!0},backgroundPosition:{backgroundPositionX:!0,backgroundPositionY:!0},border:{borderWidth:!0,borderStyle:!0,borderColor:!0},borderBottom:{borderBottomWidth:!0,borderBottomStyle:!0,borderBottomColor:!0},borderLeft:{borderLeftWidth:!0,borderLeftStyle:!0,borderLeftColor:!0},borderRight:{borderRightWidth:!0,borderRightStyle:!0,borderRightColor:!0},borderTop:{borderTopWidth:!0,borderTopStyle:!0,borderTopColor:!0},font:{fontStyle:!0,fontVariant:!0,fontWeight:!0,fontSize:!0,lineHeight:!0,fontFamily:!0},outline:{outlineWidth:!0,outlineStyle:!0,outlineColor:!0}},u={isUnitlessNumber:i,shorthandPropertyExpansions:a};t.exports=u},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}var i=n(2),o=n(17),a=(n(0),function(){function t(e){r(this,t),this._callbacks=null,this._contexts=null,this._arg=e}return t.prototype.enqueue=function(t,e){this._callbacks=this._callbacks||[],this._callbacks.push(t),this._contexts=this._contexts||[],this._contexts.push(e)},t.prototype.notifyAll=function(){var t=this._callbacks,e=this._contexts,n=this._arg;if(t&&e){t.length!==e.length?i(\"24\"):void 0,this._callbacks=null,this._contexts=null;for(var r=0;r<t.length;r++)t[r].call(e[r],n);t.length=0,e.length=0}},t.prototype.checkpoint=function(){return this._callbacks?this._callbacks.length:0},t.prototype.rollback=function(t){this._callbacks&&this._contexts&&(this._callbacks.length=t,this._contexts.length=t)},t.prototype.reset=function(){this._callbacks=null,this._contexts=null},t.prototype.destructor=function(){this.reset()},t}());t.exports=o.addPoolingTo(a)},function(t,e,n){\"use strict\";function r(t){return!!s.hasOwnProperty(t)||!c.hasOwnProperty(t)&&(u.test(t)?(s[t]=!0,!0):(c[t]=!0,!1))}function i(t,e){return null==e||t.hasBooleanValue&&!e||t.hasNumericValue&&isNaN(e)||t.hasPositiveNumericValue&&e<1||t.hasOverloadedBooleanValue&&e===!1}var o=n(21),a=(n(4),n(9),n(394)),u=(n(1),new RegExp(\"^[\"+o.ATTRIBUTE_NAME_START_CHAR+\"][\"+o.ATTRIBUTE_NAME_CHAR+\"]*$\")),c={},s={},l={createMarkupForID:function(t){return o.ID_ATTRIBUTE_NAME+\"=\"+a(t)},setAttributeForID:function(t,e){t.setAttribute(o.ID_ATTRIBUTE_NAME,e)},createMarkupForRoot:function(){return o.ROOT_ATTRIBUTE_NAME+'=\"\"'},setAttributeForRoot:function(t){t.setAttribute(o.ROOT_ATTRIBUTE_NAME,\"\")},createMarkupForProperty:function(t,e){var n=o.properties.hasOwnProperty(t)?o.properties[t]:null;if(n){if(i(n,e))return\"\";var r=n.attributeName;return n.hasBooleanValue||n.hasOverloadedBooleanValue&&e===!0?r+'=\"\"':r+\"=\"+a(e)}return o.isCustomAttribute(t)?null==e?\"\":t+\"=\"+a(e):null},createMarkupForCustomAttribute:function(t,e){return r(t)&&null!=e?t+\"=\"+a(e):\"\"},setValueForProperty:function(t,e,n){var r=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(r){var a=r.mutationMethod;if(a)a(t,n);else{if(i(r,n))return void this.deleteValueForProperty(t,e);if(r.mustUseProperty)t[r.propertyName]=n;else{var u=r.attributeName,c=r.attributeNamespace;c?t.setAttributeNS(c,u,\"\"+n):r.hasBooleanValue||r.hasOverloadedBooleanValue&&n===!0?t.setAttribute(u,\"\"):t.setAttribute(u,\"\"+n)}}}else if(o.isCustomAttribute(e))return void l.setValueForAttribute(t,e,n)},setValueForAttribute:function(t,e,n){if(r(e)){null==n?t.removeAttribute(e):t.setAttribute(e,\"\"+n)}},deleteValueForAttribute:function(t,e){t.removeAttribute(e)},deleteValueForProperty:function(t,e){var n=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(n){var r=n.mutationMethod;if(r)r(t,void 0);else if(n.mustUseProperty){var i=n.propertyName;n.hasBooleanValue?t[i]=!1:t[i]=\"\"}else t.removeAttribute(n.attributeName)}else o.isCustomAttribute(e)&&t.removeAttribute(e)}};t.exports=l},function(t,e,n){\"use strict\";var r={hasCachedChildNodes:1};t.exports=r},function(t,e,n){\"use strict\";function r(){if(this._rootNodeID&&this._wrapperState.pendingUpdate){this._wrapperState.pendingUpdate=!1;var t=this._currentElement.props,e=u.getValue(t);null!=e&&i(this,Boolean(t.multiple),e)}}function i(t,e,n){var r,i,o=c.getNodeFromInstance(t).options;if(e){for(r={},i=0;i<n.length;i++)r[\"\"+n[i]]=!0;for(i=0;i<o.length;i++){var a=r.hasOwnProperty(o[i].value);o[i].selected!==a&&(o[i].selected=a)}}else{for(r=\"\"+n,i=0;i<o.length;i++)if(o[i].value===r)return void(o[i].selected=!0);o.length&&(o[0].selected=!0)}}function o(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return this._rootNodeID&&(this._wrapperState.pendingUpdate=!0),s.asap(r,this),n}var a=n(3),u=n(85),c=n(4),s=n(11),l=(n(1),!1),f={getHostProps:function(t,e){return a({},e,{onChange:t._wrapperState.onChange,value:void 0})},mountWrapper:function(t,e){var n=u.getValue(e);t._wrapperState={pendingUpdate:!1,initialValue:null!=n?n:e.defaultValue,listeners:null,onChange:o.bind(t),wasMultiple:Boolean(e.multiple)},void 0===e.value||void 0===e.defaultValue||l||(l=!0)},getSelectValueContext:function(t){return t._wrapperState.initialValue},postUpdateWrapper:function(t){var e=t._currentElement.props;t._wrapperState.initialValue=void 0;var n=t._wrapperState.wasMultiple;t._wrapperState.wasMultiple=Boolean(e.multiple);var r=u.getValue(e);null!=r?(t._wrapperState.pendingUpdate=!1,i(t,Boolean(e.multiple),r)):n!==Boolean(e.multiple)&&(null!=e.defaultValue?i(t,Boolean(e.multiple),e.defaultValue):i(t,Boolean(e.multiple),e.multiple?[]:\"\"))}};t.exports=f},function(t,e,n){\"use strict\";var r,i={injectEmptyComponentFactory:function(t){r=t}},o={create:function(t){return r(t)}};o.injection=i,t.exports=o},function(t,e,n){\"use strict\";var r={logTopLevelRenders:!1};t.exports=r},function(t,e,n){\"use strict\";function r(t){return u?void 0:a(\"111\",t.type),new u(t)}function i(t){return new c(t)}function o(t){return t instanceof c}var a=n(2),u=(n(0),null),c=null,s={injectGenericComponentClass:function(t){u=t},injectTextComponentClass:function(t){c=t}},l={createInternalComponent:r,createInstanceForText:i,isTextComponent:o,injection:s};t.exports=l},function(t,e,n){\"use strict\";function r(t){return o(document.documentElement,t)}var i=n(353),o=n(320),a=n(151),u=n(152),c={hasSelectionCapabilities:function(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return e&&(\"input\"===e&&\"text\"===t.type||\"textarea\"===e||\"true\"===t.contentEditable)},getSelectionInformation:function(){var t=u();return{focusedElem:t,selectionRange:c.hasSelectionCapabilities(t)?c.getSelection(t):null}},restoreSelection:function(t){var e=u(),n=t.focusedElem,i=t.selectionRange;e!==n&&r(n)&&(c.hasSelectionCapabilities(n)&&c.setSelection(n,i),a(n))},getSelection:function(t){var e;if(\"selectionStart\"in t)e={start:t.selectionStart,end:t.selectionEnd};else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var n=document.selection.createRange();n.parentElement()===t&&(e={start:-n.moveStart(\"character\",-t.value.length),end:-n.moveEnd(\"character\",-t.value.length)})}else e=i.getOffsets(t);return e||{start:0,end:0}},setSelection:function(t,e){var n=e.start,r=e.end;if(void 0===r&&(r=n),\"selectionStart\"in t)t.selectionStart=n,t.selectionEnd=Math.min(r,t.value.length);else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var o=t.createTextRange();o.collapse(!0),o.moveStart(\"character\",n),o.moveEnd(\"character\",r-n),o.select()}else i.setOffsets(t,e)}};t.exports=c},function(t,e,n){\"use strict\";function r(t,e){for(var n=Math.min(t.length,e.length),r=0;r<n;r++)if(t.charAt(r)!==e.charAt(r))return r;return t.length===e.length?-1:n}function i(t){return t?t.nodeType===D?t.documentElement:t.firstChild:null}function o(t){return t.getAttribute&&t.getAttribute(A)||\"\"}function a(t,e,n,r,i){var o;if(x.logTopLevelRenders){var a=t._currentElement.props.child,u=a.type;o=\"React mount: \"+(\"string\"==typeof u?u:u.displayName||u.name),console.time(o)}var c=M.mountComponent(t,n,null,_(t,e),i,0);o&&console.timeEnd(o),t._renderedComponent._topLevelWrapper=t,j._mountImageIntoNode(c,e,t,r,n)}function u(t,e,n,r){var i=E.ReactReconcileTransaction.getPooled(!n&&b.useCreateElement);i.perform(a,null,t,e,i,n,r),E.ReactReconcileTransaction.release(i)}function c(t,e,n){for(M.unmountComponent(t,n),e.nodeType===D&&(e=e.documentElement);e.lastChild;)e.removeChild(e.lastChild)}function s(t){var e=i(t);if(e){var n=y.getInstanceFromNode(e);return!(!n||!n._hostParent)}}function l(t){return!(!t||t.nodeType!==I&&t.nodeType!==D&&t.nodeType!==R)}function f(t){var e=i(t),n=e&&y.getInstanceFromNode(e);return n&&!n._hostParent?n:null}function p(t){var e=f(t);return e?e._hostContainerInfo._topLevelWrapper:null}var h=n(2),d=n(20),v=n(21),g=n(26),m=n(51),y=(n(15),n(4)),_=n(347),b=n(349),x=n(160),w=n(40),C=(n(9),n(363)),M=n(24),k=n(88),E=n(11),T=n(38),S=n(169),P=(n(0),n(55)),N=n(95),A=(n(1),v.ID_ATTRIBUTE_NAME),O=v.ROOT_ATTRIBUTE_NAME,I=1,D=9,R=11,L={},U=1,F=function(){this.rootID=U++};F.prototype.isReactComponent={},F.prototype.render=function(){return this.props.child},F.isReactTopLevelWrapper=!0;var j={TopLevelWrapper:F,_instancesByReactRootID:L,scrollMonitor:function(t,e){e()},_updateRootComponent:function(t,e,n,r,i){return j.scrollMonitor(r,function(){k.enqueueElementInternal(t,e,n),i&&k.enqueueCallbackInternal(t,i)}),t},_renderNewRootComponent:function(t,e,n,r){l(e)?void 0:h(\"37\"),m.ensureScrollValueMonitoring();var i=S(t,!1);E.batchedUpdates(u,i,e,n,r);var o=i._instance.rootID;return L[o]=i,i},renderSubtreeIntoContainer:function(t,e,n,r){return null!=t&&w.has(t)?void 0:h(\"38\"),j._renderSubtreeIntoContainer(t,e,n,r)},_renderSubtreeIntoContainer:function(t,e,n,r){k.validateCallback(r,\"ReactDOM.render\"),g.isValidElement(e)?void 0:h(\"39\",\"string\"==typeof e?\" Instead of passing a string like 'div', pass React.createElement('div') or <div />.\":\"function\"==typeof e?\" Instead of passing a class like Foo, pass React.createElement(Foo) or <Foo />.\":null!=e&&void 0!==e.props?\" This may be caused by unintentionally loading two independent copies of React.\":\"\");var a,u=g.createElement(F,{child:e});if(t){var c=w.get(t);a=c._processChildContext(c._context)}else a=T;var l=p(n);if(l){var f=l._currentElement,d=f.props.child;if(N(d,e)){var v=l._renderedComponent.getPublicInstance(),m=r&&function(){r.call(v)};return j._updateRootComponent(l,u,a,n,m),v}j.unmountComponentAtNode(n)}var y=i(n),_=y&&!!o(y),b=s(n),x=_&&!l&&!b,C=j._renderNewRootComponent(u,n,x,a)._renderedComponent.getPublicInstance();return r&&r.call(C),C},render:function(t,e,n){return j._renderSubtreeIntoContainer(null,t,e,n)},unmountComponentAtNode:function(t){l(t)?void 0:h(\"40\");var e=p(t);if(!e){s(t),1===t.nodeType&&t.hasAttribute(O);return!1}return delete L[e._instance.rootID],E.batchedUpdates(c,e,t,!1),!0},_mountImageIntoNode:function(t,e,n,o,a){if(l(e)?void 0:h(\"41\"),o){var u=i(e);if(C.canReuseMarkup(t,u))return void y.precacheNode(n,u);var c=u.getAttribute(C.CHECKSUM_ATTR_NAME);u.removeAttribute(C.CHECKSUM_ATTR_NAME);var s=u.outerHTML;u.setAttribute(C.CHECKSUM_ATTR_NAME,c);var f=t,p=r(f,s),v=\" (client) \"+f.substring(p-20,p+20)+\"\\n (server) \"+s.substring(p-20,p+20);e.nodeType===D?h(\"42\",v):void 0}if(e.nodeType===D?h(\"43\"):void 0,a.useCreateElement){for(;e.lastChild;)e.removeChild(e.lastChild);d.insertTreeBefore(e,t,null)}else P(e,t),y.precacheNode(n,e.firstChild)}};t.exports=j},function(t,e,n){\"use strict\";var r=n(2),i=n(26),o=(n(0),{HOST:0,COMPOSITE:1,EMPTY:2,getType:function(t){return null===t||t===!1?o.EMPTY:i.isValidElement(t)?\"function\"==typeof t.type?o.COMPOSITE:o.HOST:void r(\"26\",t)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return null==e?i(\"30\"):void 0,null==t?e:Array.isArray(t)?Array.isArray(e)?(t.push.apply(t,e),t):(t.push(e),t):Array.isArray(e)?[t].concat(e):[t,e]}var i=n(2);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){Array.isArray(t)?t.forEach(e,n):t&&e.call(n,t)}t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e;(e=t._renderedNodeType)===i.COMPOSITE;)t=t._renderedComponent;return e===i.HOST?t._renderedComponent:e===i.EMPTY?null:void 0}var i=n(164);t.exports=r},function(t,e,n){\"use strict\";function r(){return!o&&i.canUseDOM&&(o=\"textContent\"in document.documentElement?\"textContent\":\"innerText\"),o}var i=n(6),o=null;t.exports=r},function(t,e,n){\"use strict\";function r(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}function i(t){return\"function\"==typeof t&&\"undefined\"!=typeof t.prototype&&\"function\"==typeof t.prototype.mountComponent&&\"function\"==typeof t.prototype.receiveComponent}function o(t,e){var n;if(null===t||t===!1)n=s.create(o);else if(\"object\"==typeof t){var u=t,c=u.type;if(\"function\"!=typeof c&&\"string\"!=typeof c){var p=\"\";p+=r(u._owner),a(\"130\",null==c?c:typeof c,p)}\"string\"==typeof u.type?n=l.createInternalComponent(u):i(u.type)?(n=new u.type(u),n.getHostNode||(n.getHostNode=n.getNativeNode)):n=new f(u)}else\"string\"==typeof t||\"number\"==typeof t?n=l.createInstanceForText(t):a(\"131\",typeof t);return n._mountIndex=0,n._mountImage=null,n}var a=n(2),u=n(3),c=n(344),s=n(159),l=n(161),f=(n(391),n(0),n(1),function(t){this.construct(t)});u(f.prototype,c,{_instantiateReactComponent:o}),t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return\"input\"===e?!!i[t.type]:\"textarea\"===e}var i={color:!0,date:!0,datetime:!0,\"datetime-local\":!0,email:!0,month:!0,number:!0,password:!0,range:!0,search:!0,tel:!0,text:!0,time:!0,url:!0,week:!0};t.exports=r},function(t,e,n){\"use strict\";var r=n(6),i=n(54),o=n(55),a=function(t,e){if(e){var n=t.firstChild;if(n&&n===t.lastChild&&3===n.nodeType)return void(n.nodeValue=e)}t.textContent=e};r.canUseDOM&&(\"textContent\"in document.documentElement||(a=function(t,e){return 3===t.nodeType?void(t.nodeValue=e):void o(t,i(e))})),t.exports=a},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(2),u=(n(15),n(359)),c=n(390),s=(n(0),n(84)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=Function.prototype.toString,n=Object.prototype.hasOwnProperty,r=RegExp(\"^\"+e.call(n).replace(/[\\\\^$.*+?()[\\]{}|]/g,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\");try{var i=e.call(t);return r.test(i)}catch(t){return!1}}function i(t){var e=s(t);if(e){var n=e.childIDs;l(t),n.forEach(i)}}function o(t,e,n){return\"\\n    in \"+(t||\"Unknown\")+(e?\" (at \"+e.fileName.replace(/^.*[\\\\\\/]/,\"\")+\":\"+e.lineNumber+\")\":n?\" (created by \"+n+\")\":\"\")}function a(t){return null==t?\"#empty\":\"string\"==typeof t||\"number\"==typeof t?\"#text\":\"string\"==typeof t.type?t.type:t.type.displayName||t.type.name||\"Unknown\"}function u(t){var e,n=k.getDisplayName(t),r=k.getElement(t),i=k.getOwnerID(t);return i&&(e=k.getDisplayName(i)),o(n,r&&r._source,e)}var c,s,l,f,p,h,d,v=n(28),g=n(15),m=(n(0),n(1),\"function\"==typeof Array.from&&\"function\"==typeof Map&&r(Map)&&null!=Map.prototype&&\"function\"==typeof Map.prototype.keys&&r(Map.prototype.keys)&&\"function\"==typeof Set&&r(Set)&&null!=Set.prototype&&\"function\"==typeof Set.prototype.keys&&r(Set.prototype.keys));if(m){var y=new Map,_=new Set;c=function(t,e){y.set(t,e)},s=function(t){return y.get(t)},l=function(t){y.delete(t)},f=function(){return Array.from(y.keys())},p=function(t){_.add(t)},h=function(t){_.delete(t)},d=function(){return Array.from(_.keys())}}else{var b={},x={},w=function(t){return\".\"+t},C=function(t){return parseInt(t.substr(1),10)};c=function(t,e){var n=w(t);b[n]=e},s=function(t){var e=w(t);return b[e]},l=function(t){var e=w(t);delete b[e]},f=function(){return Object.keys(b).map(C)},p=function(t){var e=w(t);x[e]=!0},h=function(t){var e=w(t);delete x[e]},d=function(){return Object.keys(x).map(C)}}var M=[],k={onSetChildren:function(t,e){var n=s(t);n?void 0:v(\"144\"),n.childIDs=e;for(var r=0;r<e.length;r++){var i=e[r],o=s(i);o?void 0:v(\"140\"),null==o.childIDs&&\"object\"==typeof o.element&&null!=o.element?v(\"141\"):void 0,o.isMounted?void 0:v(\"71\"),null==o.parentID&&(o.parentID=t),o.parentID!==t?v(\"142\",i,o.parentID,t):void 0}},onBeforeMountComponent:function(t,e,n){var r={element:e,parentID:n,text:null,childIDs:[],isMounted:!1,updateCount:0};c(t,r)},onBeforeUpdateComponent:function(t,e){var n=s(t);n&&n.isMounted&&(n.element=e)},onMountComponent:function(t){var e=s(t);e?void 0:v(\"144\"),e.isMounted=!0;var n=0===e.parentID;n&&p(t)},onUpdateComponent:function(t){var e=s(t);e&&e.isMounted&&e.updateCount++},onUnmountComponent:function(t){var e=s(t);if(e){e.isMounted=!1;var n=0===e.parentID;n&&h(t)}M.push(t)},purgeUnmountedComponents:function(){if(!k._preventPurging){for(var t=0;t<M.length;t++){var e=M[t];i(e)}M.length=0}},isMounted:function(t){var e=s(t);return!!e&&e.isMounted},getCurrentStackAddendum:function(t){var e=\"\";if(t){var n=a(t),r=t._owner;e+=o(n,t._source,r&&r.getName())}var i=g.current,u=i&&i._debugID;return e+=k.getStackAddendumByID(u)},getStackAddendumByID:function(t){for(var e=\"\";t;)e+=u(t),t=k.getParentID(t);return e},getChildIDs:function(t){var e=s(t);return e?e.childIDs:[]},getDisplayName:function(t){var e=k.getElement(t);return e?a(e):null},getElement:function(t){var e=s(t);return e?e.element:null},getOwnerID:function(t){var e=k.getElement(t);return e&&e._owner?e._owner._debugID:null},getParentID:function(t){var e=s(t);return e?e.parentID:null},getSource:function(t){var e=s(t),n=e?e.element:null,r=null!=n?n._source:null;return r},getText:function(t){var e=k.getElement(t);return\"string\"==typeof e?e:\"number\"==typeof e?\"\"+e:null},getUpdateCount:function(t){var e=s(t);return e?e.updateCount:0},getRootIDs:d,getRegisteredIDs:f};t.exports=k},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){\"use strict\";var r=!1;t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},,function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=\"function\"==typeof Symbol&&\"symbol\"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&\"function\"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?\"symbol\":typeof t},c=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),s=n(41),l=r(s),f=n(129),p=n(64),h=n(30),d=n(77),v=n(112),g=n(134),m=n(10),y=n(39),_=n(56),b=r(_),x=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceArrayVisualizer=t,t.topOffset=28,t.leftOffset=80,t.height=350,t.effectFormat=(0,h.format)(\".2\"),t.redraw=(0,y.debounce)(function(){return t.draw()},200),t}return a(e,t),c(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.onTopGroup=this.svg.append(\"g\"),this.xaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-xaxis\"),this.yaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-yaxis\"),this.hoverGroup1=this.svg.append(\"g\"),this.hoverGroup2=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.hoverLine=this.svg.append(\"line\"),this.hoverxOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hoverx=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.hoverxTitle=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"opacity\",.6).attr(\"font-size\",\"12px\"),this.hoveryOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hovery=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.xlabel=this.wrapper.select(\".additive-force-array-xlabel\"),this.ylabel=this.wrapper.select(\".additive-force-array-ylabel\");var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in b.default.colors?e=b.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=b.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,m.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)});var n=(0,h.format)(\",.4\");if(null!=this.props.ordering_keys&&null!=this.props.ordering_keys_time_format){var r=function(t){return\"object\"==(\"undefined\"==typeof t?\"undefined\":u(t))?this.formatTime(t):n(t)};this.parseTime=(0,d.timeParse)(this.props.ordering_keys_time_format),this.formatTime=(0,d.timeFormat)(this.props.ordering_keys_time_format),this.xtickFormat=r}else this.parseTime=null,this.formatTime=null,this.xtickFormat=n;this.xscale=(0,p.scaleLinear)(),this.xaxis=(0,v.axisBottom)().scale(this.xscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.xtickFormat(e)}).tickPadding(-18),this.ytickFormat=n,this.yscale=(0,p.scaleLinear)(),this.yaxis=(0,v.axisLeft)().scale(this.yscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.ytickFormat(t.invLinkFunction(e))}).tickPadding(2),this.xlabel.node().onchange=function(){return t.internalDraw()},this.ylabel.node().onchange=function(){return t.internalDraw()},this.svg.on(\"mousemove\",function(e){return t.mouseMoved(e)}),this.svg.on(\"click\",function(){return alert(\"This original index of the sample you clicked is \"+t.nearestExpIndex)}),this.svg.on(\"mouseout\",function(e){return t.mouseOut(e)}),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"mouseOut\",value:function(){this.hoverLine.attr(\"display\",\"none\"),this.hoverx.attr(\"display\",\"none\"),this.hoverxOutline.attr(\"display\",\"none\"),this.hoverxTitle.attr(\"display\",\"none\"),this.hovery.attr(\"display\",\"none\"),this.hoveryOutline.attr(\"display\",\"none\"),this.hoverGroup1.attr(\"display\",\"none\"),this.hoverGroup2.attr(\"display\",\"none\")}},{key:\"mouseMoved\",value:function(){var t=this,e=void 0,n=void 0;this.hoverLine.attr(\"display\",\"\"),this.hoverx.attr(\"display\",\"\"),this.hoverxOutline.attr(\"display\",\"\"),this.hoverxTitle.attr(\"display\",\"\"),this.hovery.attr(\"display\",\"\"),this.hoveryOutline.attr(\"display\",\"\"),this.hoverGroup1.attr(\"display\",\"\"),this.hoverGroup2.attr(\"display\",\"\");var r=(0,f.mouse)(this.svg.node())[0];if(this.props.explanations){for(e=0;e<this.currExplanations.length;++e)(!n||Math.abs(n.xmapScaled-r)>Math.abs(this.currExplanations[e].xmapScaled-r))&&(n=this.currExplanations[e]);this.nearestExpIndex=n.origInd,this.hoverLine.attr(\"x1\",n.xmapScaled).attr(\"x2\",n.xmapScaled).attr(\"y1\",0+this.topOffset).attr(\"y2\",this.height),this.hoverx.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxOutline.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxTitle.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-18).text(n.count>1?n.count+\" averaged samples\":\"\"),this.hovery.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint))),this.hoveryOutline.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint)));for(var i=[],o=void 0,a=void 0,u=this.currPosOrderedFeatures.length-1;u>=0;--u){var c=this.currPosOrderedFeatures[u],s=n.features[c];a=5+(s.posyTop+s.posyBottom)/2,(!o||a-o>=15)&&s.posyTop-s.posyBottom>=6&&(i.push(s),o=a)}var l=[];o=void 0;var p=!0,h=!1,d=void 0;try{for(var v,g=this.currNegOrderedFeatures[Symbol.iterator]();!(p=(v=g.next()).done);p=!0){var m=v.value,y=n.features[m];a=5+(y.negyTop+y.negyBottom)/2,(!o||o-a>=15)&&y.negyTop-y.negyBottom>=6&&(l.push(y),o=a)}}catch(t){h=!0,d=t}finally{try{!p&&g.return&&g.return()}finally{if(h)throw d}}var _=function(e){var r=\"\";return null!==e.value&&void 0!==e.value&&(r=\" = \"+(isNaN(e.value)?e.value:t.ytickFormat(e.value))),n.count>1?\"mean(\"+t.props.featureNames[e.ind]+\")\"+r:t.props.featureNames[e.ind]+r},b=this.hoverGroup1.selectAll(\".pos-values\").data(i);b.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(b).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),b.exit().remove();var x=this.hoverGroup2.selectAll(\".pos-values\").data(i);x.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(x).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[0]).text(_),x.exit().remove();var w=this.hoverGroup1.selectAll(\".neg-values\").data(l);w.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(w).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),w.exit().remove();var C=this.hoverGroup2.selectAll(\".neg-values\").data(l);C.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(C).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[1]).text(_),C.exit().remove()}}},{key:\"draw\",value:function(){var t=this;if(this.props.explanations&&0!==this.props.explanations.length){(0,y.each)(this.props.explanations,function(t,e){return t.origInd=e});var e={},n={},r={},i=!0,o=!1,a=void 0;try{for(var u,c=this.props.explanations[Symbol.iterator]();!(i=(u=c.next()).done);i=!0){var s=u.value;for(var l in s.features)void 0===e[l]&&(e[l]=0,n[l]=0,r[l]=0),s.features[l].effect>0?e[l]+=s.features[l].effect:n[l]-=s.features[l].effect,null!==s.features[l].value&&void 0!==s.features[l].value&&(r[l]+=1)}}catch(t){o=!0,a=t}finally{try{!i&&c.return&&c.return()}finally{if(o)throw a}}this.usedFeatures=(0,y.sortBy)((0,y.keys)(e),function(t){return-(e[t]+n[t])}),console.log(\"found \",this.usedFeatures.length,\" used features\"),this.posOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return e[t]}),this.negOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return-n[t]}),this.singleValueFeatures=(0,y.filter)(this.usedFeatures,function(t){return r[t]>0});var f=[\"sample order by similarity\",\"sample order by output value\",\"original sample ordering\"].concat(this.singleValueFeatures.map(function(e){return t.props.featureNames[e]}));null!=this.props.ordering_keys&&f.unshift(\"sample order by key\");var p=this.xlabel.selectAll(\"option\").data(f);p.enter().append(\"option\").merge(p).attr(\"value\",function(t){return t}).text(function(t){return t}),p.exit().remove();var h=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";f=(0,y.map)(this.usedFeatures,function(e){return[t.props.featureNames[e],t.props.featureNames[e]+\" effects\"]}),f.unshift([\"model output value\",h]);var d=this.ylabel.selectAll(\"option\").data(f);d.enter().append(\"option\").merge(d).attr(\"value\",function(t){return t[0]}).text(function(t){return t[1]}),d.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var t=this,e=!0,n=!1,r=void 0;try{for(var i,o=this.props.explanations[Symbol.iterator]();!(e=(i=o.next()).done);e=!0){var a=i.value,c=!0,s=!1,l=void 0;try{for(var f,h=this.usedFeatures[Symbol.iterator]();!(c=(f=h.next()).done);c=!0){var d=f.value;a.features.hasOwnProperty(d)||(a.features[d]={effect:0,value:0}),a.features[d].ind=d}}catch(t){s=!0,l=t}finally{try{!c&&h.return&&h.return()}finally{if(s)throw l}}}}catch(t){n=!0,r=t}finally{try{!e&&o.return&&o.return()}finally{if(n)throw r}}var v=void 0,m=this.xlabel.node().value,_=\"sample order by key\"===m&&null!=this.props.ordering_keys_time_format;if(_?this.xscale=(0,p.scaleTime)():this.xscale=(0,p.scaleLinear)(),this.xaxis.scale(this.xscale),\"sample order by similarity\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.simIndex}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by output value\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return-t.outValue}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"original sample ordering\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.origInd}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by key\"===m)v=this.props.explanations,_?(0,y.each)(v,function(e,n){return e.xmap=t.parseTime(t.props.ordering_keys[n])}):(0,y.each)(v,function(e,n){return e.xmap=t.props.ordering_keys[n]}),v=(0,y.sortBy)(v,function(t){return t.xmap});else{var b=function(){var e=(0,y.findKey)(t.props.featureNames,function(t){return t===m});(0,y.each)(t.props.explanations,function(t,n){return t.xmap=t.features[e].value});var n=(0,y.sortBy)(t.props.explanations,function(t){return t.xmap}),r=(0,y.map)(n,function(t){return t.xmap});if(\"string\"==typeof r[0])return alert(\"Ordering by category names is not yet supported.\"),{v:void 0};var i=(0,y.min)(r),o=(0,y.max)(r),a=(o-i)/100;v=[];for(var u=void 0,c=void 0,s=0;s<n.length;++s){var l=n[s];if(u&&!c&&l.xmap-u.xmap<=a||c&&l.xmap-c.xmap<=a){c||(c=(0,y.cloneDeep)(u),c.count=1);var f=!0,p=!1,h=void 0;try{for(var d,g=t.usedFeatures[Symbol.iterator]();!(f=(d=g.next()).done);f=!0){var _=d.value;c.features[_].effect+=l.features[_].effect,c.features[_].value+=l.features[_].value;\n",
+       "}}catch(t){p=!0,h=t}finally{try{!f&&g.return&&g.return()}finally{if(p)throw h}}c.count+=1}else if(u)if(c){var b=!0,x=!1,w=void 0;try{for(var C,M=t.usedFeatures[Symbol.iterator]();!(b=(C=M.next()).done);b=!0){var k=C.value;c.features[k].effect/=c.count,c.features[k].value/=c.count}}catch(t){x=!0,w=t}finally{try{!b&&M.return&&M.return()}finally{if(x)throw w}}v.push(c),c=void 0}else v.push(u);u=l}u.xmap-v[v.length-1].xmap>a&&v.push(u)}();if(\"object\"===(\"undefined\"==typeof b?\"undefined\":u(b)))return b.v}this.currUsedFeatures=this.usedFeatures,this.currPosOrderedFeatures=this.posOrderedFeatures,this.currNegOrderedFeatures=this.negOrderedFeatures;var x=this.ylabel.node().value;if(\"model output value\"!==x){var w=v;v=(0,y.cloneDeep)(v);for(var C=(0,y.findKey)(this.props.featureNames,function(t){return t===x}),M=0;M<v.length;++M){var k=v[M].features[C];v[M].features={},v[M].features[C]=k,w[M].remapped_version=v[M]}this.currUsedFeatures=[C],this.currPosOrderedFeatures=[C],this.currNegOrderedFeatures=[C]}this.currExplanations=v,\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link),this.predValues=(0,y.map)(v,function(t){return(0,y.sum)((0,y.map)(t.features,function(t){return t.effect}))});var E=this.wrapper.node().offsetWidth;if(0==E)return setTimeout(function(){return t.draw(v)},500);this.svg.style(\"height\",this.height+\"px\"),this.svg.style(\"width\",E+\"px\");var T=(0,y.map)(v,function(t){return t.xmap});this.xscale.domain([(0,y.min)(T),(0,y.max)(T)]).range([this.leftOffset,E]).clamp(!0),this.xaxisElement.attr(\"transform\",\"translate(0,\"+this.topOffset+\")\").call(this.xaxis);for(var S=0;S<this.currExplanations.length;++S)this.currExplanations[S].xmapScaled=this.xscale(this.currExplanations[S].xmap);for(var P=v.length,N=0,A=0;A<P;++A){var O=v[A].features,I=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect>0}),function(t){return t.effect}))||0,D=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect<0}),function(t){return-t.effect}))||0;N=Math.max(N,2.2*Math.max(I,D))}this.yscale.domain([-N/2,N/2]).range([this.height-10,this.topOffset]),this.yaxisElement.attr(\"transform\",\"translate(\"+this.leftOffset+\",0)\").call(this.yaxis);for(var R=0;R<P;++R){var L=v[R].features,U=(0,y.sum)((0,y.map)((0,y.filter)(L,function(t){return t.effect<0}),function(t){return-t.effect}))||0,F=-U,j=void 0,B=!0,W=!1,V=void 0;try{for(var z,H=this.currPosOrderedFeatures[Symbol.iterator]();!(B=(z=H.next()).done);B=!0)j=z.value,L[j].posyTop=this.yscale(F),L[j].effect>0&&(F+=L[j].effect),L[j].posyBottom=this.yscale(F),L[j].ind=j}catch(t){W=!0,V=t}finally{try{!B&&H.return&&H.return()}finally{if(W)throw V}}var q=F,Y=!0,K=!1,G=void 0;try{for(var $,X=this.currNegOrderedFeatures[Symbol.iterator]();!(Y=($=X.next()).done);Y=!0)j=$.value,L[j].negyTop=this.yscale(F),L[j].effect<0&&(F-=L[j].effect),L[j].negyBottom=this.yscale(F)}catch(t){K=!0,G=t}finally{try{!Y&&X.return&&X.return()}finally{if(K)throw G}}v[R].joinPoint=q,v[R].joinPointy=this.yscale(q)}var Z=(0,g.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),Q=this.mainGroup.selectAll(\".force-bar-array-area-pos\").data(this.currUsedFeatures);Q.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-pos\").merge(Q).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[0]),Q.exit().remove();var J=this.mainGroup.selectAll(\".force-bar-array-area-neg\").data(this.currUsedFeatures);J.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-neg\").merge(J).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[1]),J.exit().remove();var tt=this.mainGroup.selectAll(\".force-bar-array-divider-pos\").data(this.currUsedFeatures);tt.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-pos\").merge(tt).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[0].brighter(1.2)}),tt.exit().remove();var et=this.mainGroup.selectAll(\".force-bar-array-divider-neg\").data(this.currUsedFeatures);et.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-neg\").merge(et).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[1].brighter(1.5)}),et.exit().remove();for(var nt=function(t,e,n,r,i){var o=void 0,a=void 0;\"pos\"===i?(o=t[n].features[e].posyBottom,a=t[n].features[e].posyTop):(o=t[n].features[e].negyBottom,a=t[n].features[e].negyTop);for(var u=void 0,c=void 0,s=n+1;s<=r;++s)\"pos\"===i?(u=t[s].features[e].posyBottom,c=t[s].features[e].posyTop):(u=t[s].features[e].negyBottom,c=t[s].features[e].negyTop),u>o&&(o=u),c<a&&(a=c);return{top:o,bottom:a}},rt=100,it=20,ot=100,at=[],ut=[\"pos\",\"neg\"],ct=0;ct<ut.length;ct++){var st=ut[ct],lt=!0,ft=!1,pt=void 0;try{for(var ht,dt=this.currUsedFeatures[Symbol.iterator]();!(lt=(ht=dt.next()).done);lt=!0)for(var vt=ht.value,gt=0,mt=0,yt=0,_t={top:0,bottom:0},bt=void 0;mt<P-1;){for(;yt<rt&&mt<P-1;)++mt,yt=v[mt].xmapScaled-v[gt].xmapScaled;for(_t=nt(v,vt,gt,mt,st);_t.bottom-_t.top<it&&gt<mt;)++gt,_t=nt(v,vt,gt,mt,st);if(yt=v[mt].xmapScaled-v[gt].xmapScaled,_t.bottom-_t.top>=it&&yt>=rt){for(;mt<P-1;){if(++mt,bt=nt(v,vt,gt,mt,st),!(bt.bottom-bt.top>it)){--mt;break}_t=bt}yt=v[mt].xmapScaled-v[gt].xmapScaled,at.push([(v[mt].xmapScaled+v[gt].xmapScaled)/2,(_t.top+_t.bottom)/2,this.props.featureNames[vt]]);var xt=v[mt].xmapScaled;for(gt=mt;xt+ot>v[gt].xmapScaled&&gt<P-1;)++gt;mt=gt}}}catch(t){ft=!0,pt=t}finally{try{!lt&&dt.return&&dt.return()}finally{if(ft)throw pt}}}var wt=this.onTopGroup.selectAll(\".force-bar-array-flabels\").data(at);wt.enter().append(\"text\").attr(\"class\",\"force-bar-array-flabels\").merge(wt).attr(\"x\",function(t){return t[0]}).attr(\"y\",function(t){return t[1]+4}).text(function(t){return t[2]}),wt.exit().remove()}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return l.default.createElement(\"div\",{ref:function(e){return t.wrapper=(0,f.select)(e)},style:{textAlign:\"center\"}},l.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-array-wrapper {\\n            text-align: center;\\n          }\\n          .force-bar-array-xaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-xaxis .domain {\\n            opacity: 0;\\n          }\\n          .force-bar-array-xaxis paths {\\n            display: none;\\n          }\\n          .force-bar-array-yaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-yaxis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\\n          .force-bar-array-flabels {\\n            font-size: 12px;\\n            fill: #fff;\\n            text-anchor: middle;\\n          }\\n          .additive-force-array-xlabel {\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            margin-left: 80px;\\n            max-width: 300px;\\n          }\\n          .additive-force-array-xlabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-ylabel {\\n            position: relative;\\n            top: 0px;\\n            left: 0px;\\n            transform: rotate(-90deg);\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            max-width: 150px;\\n          }\\n          .additive-force-array-ylabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-hoverLine {\\n            stroke-width: 1px;\\n            stroke: #fff;\\n            opacity: 1;\\n          }\"}}),l.default.createElement(\"select\",{className:\"additive-force-array-xlabel\"}),l.default.createElement(\"div\",{style:{height:\"0px\",textAlign:\"left\"}},l.default.createElement(\"select\",{className:\"additive-force-array-ylabel\"})),l.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,f.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}}))}}]),e}(l.default.Component);x.defaultProps={plot_cmap:\"RdBu\",ordering_keys:null,ordering_keys_time_format:null},e.default=x},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(129),f=n(64),p=n(30),h=n(112),d=n(134),v=n(10),g=n(39),m=n(56),y=r(m),b=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceVisualizer=t,t.effectFormat=(0,p.format)(\".2\"),t.redraw=(0,g.debounce)(function(){return t.draw()},200),t}return a(e,t),u(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.axisElement=this.mainGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-axis\"),this.onTopGroup=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.joinPointLine=this.svg.append(\"line\"),this.joinPointLabelOutline=this.svg.append(\"text\"),this.joinPointLabel=this.svg.append(\"text\"),this.joinPointTitleLeft=this.svg.append(\"text\"),this.joinPointTitleLeftArrow=this.svg.append(\"text\"),this.joinPointTitle=this.svg.append(\"text\"),this.joinPointTitleRightArrow=this.svg.append(\"text\"),this.joinPointTitleRight=this.svg.append(\"text\"),this.hoverLabelBacking=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),this.hoverLabel=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"fill\",\"#0f0\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)});var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in y.default.colors?e=y.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=y.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,v.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)}),this.colors.map(function(e,n){var r=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-grad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");r.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.6),r.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0);var i=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-backgrad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");i.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.5),i.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0)}),this.tickFormat=(0,p.format)(\",.4\"),this.scaleCentered=(0,f.scaleLinear)(),this.axis=(0,h.axisBottom)().scale(this.scaleCentered).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.tickFormat(t.invLinkFunction(e))}).tickPadding(-18),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"draw\",value:function(){var t=this;(0,g.each)(this.props.featureNames,function(e,n){t.props.features[n]&&(t.props.features[n].name=e)}),\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link);var e=this.svg.node().parentNode.offsetWidth;if(0==e)return setTimeout(function(){return t.draw(t.props)},500);this.svg.style(\"height\",\"150px\"),this.svg.style(\"width\",e+\"px\");var n=50,r=(0,g.sortBy)(this.props.features,function(t){return-1/(t.effect+1e-10)}),i=(0,g.sum)((0,g.map)(r,function(t){return Math.abs(t.effect)})),o=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect>0}),function(t){return t.effect}))||0,a=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect<0}),function(t){return-t.effect}))||0;this.domainSize=3*Math.max(o,a);var u=(0,f.scaleLinear)().domain([0,this.domainSize]).range([0,e]),c=e/2-u(a);this.scaleCentered.domain([-this.domainSize/2,this.domainSize/2]).range([0,e]).clamp(!0),this.axisElement.attr(\"transform\",\"translate(0,\"+n+\")\").call(this.axis);var s=0,l=void 0,h=void 0,v=void 0;for(l=0;l<r.length;++l)r[l].x=s,r[l].effect<0&&void 0===h&&(h=s,v=l),s+=Math.abs(r[l].effect);void 0===h&&(h=s,v=l);var m=(0,d.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),y=function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name};r=this.props.hideBars?[]:r;var b=this.mainGroup.selectAll(\".force-bar-blocks\").data(r);b.enter().append(\"path\").attr(\"class\",\"force-bar-blocks\").merge(b).attr(\"d\",function(t,e){var r=u(t.x)+c,i=u(Math.abs(t.effect)),o=t.effect<0?-4:4,a=o;return e===v&&(o=0),e===v-1&&(a=0),m([[r,6+n],[r+i,6+n],[r+i+a,14.5+n],[r+i,23+n],[r,23+n],[r+o,14.5+n]])}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).on(\"mouseover\",function(e){if(u(Math.abs(e.effect))<u(i)/50||u(Math.abs(e.effect))<10){var r=u(e.x)+c,o=u(Math.abs(e.effect));t.hoverLabel.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).attr(\"fill\",e.effect>0?t.colors[0]:t.colors[1]).text(y(e)),t.hoverLabelBacking.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).text(y(e))}}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),b.exit().remove();var x=_.filter(r,function(t){return u(Math.abs(t.effect))>u(i)/50&&u(Math.abs(t.effect))>10}),w=this.onTopGroup.selectAll(\".force-bar-labels\").data(x);if(w.exit().remove(),w=w.enter().append(\"text\").attr(\"class\",\"force-bar-labels\").attr(\"font-size\",\"12px\").attr(\"y\",48+n).merge(w).text(function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).attr(\"stroke\",function(t){return t.textWidth=Math.max(this.getComputedTextLength(),u(Math.abs(t.effect))-10),t.innerTextWidth=this.getComputedTextLength(),\"none\"}),this.filteredData=x,r.length>0){s=h+u.invert(5);for(var C=v;C<r.length;++C)r[C].textx=s,s+=u.invert(r[C].textWidth+10);s=h-u.invert(5);for(var M=v-1;M>=0;--M)r[M].textx=s,s-=u.invert(r[M].textWidth+10)}w.attr(\"x\",function(t){return u(t.textx)+c+(t.effect>0?-t.textWidth/2:t.textWidth/2)}).attr(\"text-anchor\",\"middle\"),x=(0,g.filter)(x,function(n){return u(n.textx)+c>t.props.labelMargin&&u(n.textx)+c<e-t.props.labelMargin}),this.filteredData2=x;var k=x.slice(),E=(0,g.findIndex)(r,x[0])-1;E>=0&&k.unshift(r[E]);var T=this.mainGroup.selectAll(\".force-bar-labelBacking\").data(x);T.enter().append(\"path\").attr(\"class\",\"force-bar-labelBacking\").attr(\"stroke\",\"none\").attr(\"opacity\",.2).merge(T).attr(\"d\",function(t){return m([[u(t.x)+u(Math.abs(t.effect))+c,23+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,33+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,33+n],[u(t.x)+c,23+n]])}).attr(\"fill\",function(t){return\"url(#linear-backgrad-\"+(t.effect>0?0:1)+\")\"}),T.exit().remove();var S=this.mainGroup.selectAll(\".force-bar-labelDividers\").data(x.slice(0,-1));S.enter().append(\"rect\").attr(\"class\",\"force-bar-labelDividers\").attr(\"height\",\"21px\").attr(\"width\",\"1px\").attr(\"y\",33+n).merge(S).attr(\"x\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+4.5}).attr(\"fill\",function(t){return\"url(#linear-grad-\"+(t.effect>0?0:1)+\")\"}),S.exit().remove();var P=this.mainGroup.selectAll(\".force-bar-labelLinks\").data(x.slice(0,-1));P.enter().append(\"line\").attr(\"class\",\"force-bar-labelLinks\").attr(\"y1\",23+n).attr(\"y2\",33+n).attr(\"stroke-opacity\",.5).attr(\"stroke-width\",1).merge(P).attr(\"x1\",function(t){return u(t.x)+u(Math.abs(t.effect))+c}).attr(\"x2\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5}).attr(\"stroke\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}),P.exit().remove();var N=this.mainGroup.selectAll(\".force-bar-blockDividers\").data(r.slice(0,-1));N.enter().append(\"path\").attr(\"class\",\"force-bar-blockDividers\").attr(\"stroke-width\",2).attr(\"fill\",\"none\").merge(N).attr(\"d\",function(t){var e=u(t.x)+u(Math.abs(t.effect))+c;return m([[e,6+n],[e+(t.effect<0?-4:4),14.5+n],[e,23+n]])}).attr(\"stroke\",function(e,n){return v===n+1||Math.abs(e.effect)<1e-8?\"#rgba(0,0,0,0)\":e.effect>0?t.brighterColors[0]:t.brighterColors[1]}),N.exit().remove(),this.joinPointLine.attr(\"x1\",u(h)+c).attr(\"x2\",u(h)+c).attr(\"y1\",0+n).attr(\"y2\",6+n).attr(\"stroke\",\"#F2F2F2\").attr(\"stroke-width\",1).attr(\"opacity\",1),this.joinPointLabelOutline.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"color\",\"#fff\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",6).text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),console.log(\"joinPoint\",h,c,n,a),this.joinPointLabel.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),this.joinPointTitle.attr(\"x\",u(h)+c).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(this.props.outNames[0]).attr(\"opacity\",.5),this.props.hideBars||(this.joinPointTitleLeft.attr(\"x\",u(h)+c-16).attr(\"y\",-38+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"higher\").attr(\"opacity\",1),this.joinPointTitleRight.attr(\"x\",u(h)+c+16).attr(\"y\",-38+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"lower\").attr(\"opacity\",1),this.joinPointTitleLeftArrow.attr(\"x\",u(h)+c+7).attr(\"y\",-42+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"→\").attr(\"opacity\",1),this.joinPointTitleRightArrow.attr(\"x\",u(h)+c-7).attr(\"y\",-36+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"←\").attr(\"opacity\",1)),this.props.hideBaseValueLabel||this.baseValueTitle.attr(\"x\",this.scaleCentered(0)).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(\"base value\").attr(\"opacity\",.5)}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return s.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,l.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}},s.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-axis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-axis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\"}}))}}]),e}(s.default.Component);b.defaultProps={plot_cmap:\"RdBu\"},e.default=b},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(64),f=n(30),p=n(39),h=n(56),d=r(h),v=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return t.width=100,window.lastSimpleListInstance=t,t.effectFormat=(0,f.format)(\".2\"),t}return a(e,t),u(e,[{key:\"render\",value:function(){var t=this,e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in d.default.colors?e=d.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=d.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),console.log(this.props.features,this.props.features),this.scale=(0,l.scaleLinear)().domain([0,(0,p.max)((0,p.map)(this.props.features,function(t){return Math.abs(t.effect)}))]).range([0,this.width]);var n=(0,p.reverse)((0,p.sortBy)(Object.keys(this.props.features),function(e){return Math.abs(t.props.features[e].effect)})),r=n.map(function(n){var r=t.props.features[n],i=t.props.featureNames[n],o={width:t.scale(Math.abs(r.effect)),height:\"20px\",background:r.effect<0?e[0]:e[1],display:\"inline-block\"},a=void 0,u=void 0,c={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginRight:\"5px\",textAlign:\"right\"},l={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginLeft:\"5px\"};return r.effect<0?(u=s.default.createElement(\"span\",{style:l},i),c.width=40+t.width-t.scale(Math.abs(r.effect)),c.textAlign=\"right\",c.color=\"#999\",c.fontSize=\"13px\",a=s.default.createElement(\"span\",{style:c},t.effectFormat(r.effect))):(c.textAlign=\"right\",a=s.default.createElement(\"span\",{style:c},i),l.width=40,l.textAlign=\"left\",l.color=\"#999\",l.fontSize=\"13px\",u=s.default.createElement(\"span\",{style:l},t.effectFormat(r.effect))),s.default.createElement(\"div\",{key:n,style:{marginTop:\"2px\"}},a,s.default.createElement(\"div\",{style:o}),u)});return s.default.createElement(\"span\",null,r)}}]),e}(s.default.Component);v.defaultProps={plot_cmap:\"RdBu\"},e.default=v},function(t,e,n){\"use strict\";t.exports=n(345)},function(t,e,n){var r=(n(0),n(398)),i=!1;t.exports=function(t){t=t||{};var e=t.shouldRejectClick||r;i=!0,n(22).injection.injectEventPluginsByName({TapEventPlugin:n(396)(e)})}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(102),n(184),n(105),n(187),n(109),n(108)},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(29)},function(t,e,n){\"use strict\";n(18),n(29),n(57)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(18)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(18),n(29),n(57)},function(t,e,n){\"use strict\";n(104)},function(t,e,n){\"use strict\";n(110)},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t,e,n){var r=t(n);return\"translate(\"+(isFinite(r)?r:e(n))+\",0)\"}function i(t,e,n){var r=t(n);return\"translate(0,\"+(isFinite(r)?r:e(n))+\")\"}function o(t){var e=t.bandwidth()/2;return t.round()&&(e=Math.round(e)),function(n){return t(n)+e}}function a(){return!this.__axis}function u(t,e){function n(n){var p,b=null==c?e.ticks?e.ticks.apply(e,u):e.domain():c,x=null==s?e.tickFormat?e.tickFormat.apply(e,u):h.a:s,w=Math.max(l,0)+_,C=t===d||t===g?r:i,M=e.range(),k=M[0]+.5,E=M[M.length-1]+.5,T=(e.bandwidth?o:h.a)(e.copy()),S=n.selection?n.selection():n,P=S.selectAll(\".domain\").data([null]),N=S.selectAll(\".tick\").data(b,e).order(),A=N.exit(),O=N.enter().append(\"g\").attr(\"class\",\"tick\"),I=N.select(\"line\"),D=N.select(\"text\"),R=t===d||t===m?-1:1,L=t===m||t===v?(p=\"x\",\"y\"):(p=\"y\",\"x\");P=P.merge(P.enter().insert(\"path\",\".tick\").attr(\"class\",\"domain\").attr(\"stroke\",\"#000\")),N=N.merge(O),I=I.merge(O.append(\"line\").attr(\"stroke\",\"#000\").attr(p+\"2\",R*l).attr(L+\"1\",.5).attr(L+\"2\",.5)),D=D.merge(O.append(\"text\").attr(\"fill\",\"#000\").attr(p,R*w).attr(L,.5).attr(\"dy\",t===d?\"0em\":t===g?\"0.71em\":\"0.32em\")),n!==S&&(P=P.transition(n),N=N.transition(n),I=I.transition(n),D=D.transition(n),A=A.transition(n).attr(\"opacity\",y).attr(\"transform\",function(t){return C(T,this.parentNode.__axis||T,t)}),O.attr(\"opacity\",y).attr(\"transform\",function(t){return C(this.parentNode.__axis||T,T,t)})),A.remove(),P.attr(\"d\",t===m||t==v?\"M\"+R*f+\",\"+k+\"H0.5V\"+E+\"H\"+R*f:\"M\"+k+\",\"+R*f+\"V0.5H\"+E+\"V\"+R*f),N.attr(\"opacity\",1).attr(\"transform\",function(t){return C(T,T,t)}),I.attr(p+\"2\",R*l),D.attr(p,R*w).text(x),S.filter(a).attr(\"fill\",\"none\").attr(\"font-size\",10).attr(\"font-family\",\"sans-serif\").attr(\"text-anchor\",t===v?\"start\":t===m?\"end\":\"middle\"),S.each(function(){this.__axis=T})}var u=[],c=null,s=null,l=6,f=6,_=3;return n.scale=function(t){return arguments.length?(e=t,n):e},n.ticks=function(){return u=p.a.call(arguments),n},n.tickArguments=function(t){return arguments.length?(u=null==t?[]:p.a.call(t),n):u.slice()},n.tickValues=function(t){return arguments.length?(c=null==t?null:p.a.call(t),n):c&&c.slice()},n.tickFormat=function(t){return arguments.length?(s=t,n):s},n.tickSize=function(t){return arguments.length?(l=f=+t,n):l},n.tickSizeInner=function(t){return arguments.length?(l=+t,n):l},n.tickSizeOuter=function(t){return arguments.length?(f=+t,n):f},n.tickPadding=function(t){return arguments.length?(_=+t,n):_},n}function c(t){return u(d,t)}function s(t){return u(v,t)}function l(t){return u(g,t)}function f(t){return u(m,t)}var p=n(200),h=n(202);e.a=c,e.b=s,e.c=l,e.d=f;var d=1,v=2,g=3,m=4,y=1e-6},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=(n(206),n(207),n(58));n.d(e,\"a\",function(){return r.a});n(205),n(208),n(204)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(58)},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t){n.add(t)});else if(t){var i=-1,o=t.length;if(null==e)for(;++i<o;)n.add(t[i]);else for(;++i<o;)n.add(e(t[i],i,t))}return n}var o=n(58),a=o.a.prototype;r.prototype=i.prototype={constructor:r,has:a.has,add:function(t){return t+=\"\",this[o.b+t]=t,this},remove:a.remove,clear:a.clear,values:a.keys,size:a.size,empty:a.empty,each:a.each}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.h,t.s,t.l,t.opacity);t instanceof u.d||(t=n.i(u.e)(t));var e=t.r/255,r=t.g/255,i=t.b/255,a=(g*i+d*e-v*r)/(g+d-v),s=i-a,l=(h*(r-a)-f*s)/p,m=Math.sqrt(l*l+s*s)/(h*a*(1-a)),y=m?Math.atan2(l,s)*c.a-120:NaN;return new o(y<0?y+360:y,m,a,t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}var a=n(60),u=n(59),c=n(113);e.a=i;var s=-.14861,l=1.78277,f=-.29227,p=-.90649,h=1.97294,d=h*p,v=h*l,g=l*f-p*s;n.i(a.a)(o,i,n.i(a.b)(u.f,{brighter:function(t){return t=null==t?u.g:Math.pow(u.g,t),new o(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?u.h:Math.pow(u.h,t),new o(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=isNaN(this.h)?0:(this.h+120)*c.b,e=+this.l,n=isNaN(this.s)?0:this.s*e*(1-e),r=Math.cos(t),i=Math.sin(t);return new u.d(255*(e+n*(s*r+l*i)),255*(e+n*(f*r+p*i)),255*(e+n*(h*r)),this.opacity)}}))},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.l,t.a,t.b,t.opacity);if(t instanceof p){var e=t.h*v.b;return new o(t.l,Math.cos(e)*t.c,Math.sin(e)*t.c,t.opacity)}t instanceof d.d||(t=n.i(d.e)(t));var r=s(t.r),i=s(t.g),u=s(t.b),c=a((.4124564*r+.3575761*i+.1804375*u)/m),l=a((.2126729*r+.7151522*i+.072175*u)/y),f=a((.0193339*r+.119192*i+.9503041*u)/_);return new o(116*l-16,500*(c-l),200*(l-f),t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.l=+t,this.a=+e,this.b=+n,this.opacity=+r}function a(t){return t>C?Math.pow(t,1/3):t/w+b}function u(t){return t>x?t*t*t:w*(t-b)}function c(t){return 255*(t<=.0031308?12.92*t:1.055*Math.pow(t,1/2.4)-.055)}function s(t){return(t/=255)<=.04045?t/12.92:Math.pow((t+.055)/1.055,2.4)}function l(t){if(t instanceof p)return new p(t.h,t.c,t.l,t.opacity);t instanceof o||(t=r(t));var e=Math.atan2(t.b,t.a)*v.a;return new p(e<0?e+360:e,Math.sqrt(t.a*t.a+t.b*t.b),t.l,t.opacity)}function f(t,e,n,r){return 1===arguments.length?l(t):new p(t,e,n,null==r?1:r)}function p(t,e,n,r){this.h=+t,this.c=+e,this.l=+n,this.opacity=+r}var h=n(60),d=n(59),v=n(113);e.a=i,e.b=f;var g=18,m=.95047,y=1,_=1.08883,b=4/29,x=6/29,w=3*x*x,C=x*x*x;n.i(h.a)(o,i,n.i(h.b)(d.f,{brighter:function(t){return new o(this.l+g*(null==t?1:t),this.a,this.b,this.opacity)},darker:function(t){return new o(this.l-g*(null==t?1:t),this.a,this.b,this.opacity)},rgb:function(){var t=(this.l+16)/116,e=isNaN(this.a)?t:t+this.a/500,n=isNaN(this.b)?t:t-this.b/200;return t=y*u(t),e=m*u(e),n=_*u(n),new d.d(c(3.2404542*e-1.5371385*t-.4985314*n),c(-.969266*e+1.8760108*t+.041556*n),c(.0556434*e-.2040259*t+1.0572252*n),this.opacity)}})),n.i(h.a)(p,f,n.i(h.b)(d.f,{brighter:function(t){return new p(this.h,this.c,this.l+g*(null==t?1:t),this.opacity)},darker:function(t){return new p(this.h,this.c,this.l-g*(null==t?1:t),this.opacity)},rgb:function(){return r(this).rgb()}}))},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.formatPrefix,o}var i=n(117);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){\n",
+       "return u}),e.a=r;var o,a,u;r({decimal:\".\",thousands:\",\",grouping:[3],currency:[\"$\",\"\"]})},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.toPrecision(e);t:for(var n,r=t.length,i=1,o=-1;i<r;++i)switch(t[i]){case\".\":o=n=i;break;case\"0\":0===o&&(o=i),n=i;break;case\"e\":break t;default:o>0&&(o=0)}return o>0?t.slice(0,o)+t.slice(n+1):t}},function(t,e,n){\"use strict\";e.a=function(t,e){return function(n,r){for(var i=n.length,o=[],a=0,u=t[0],c=0;i>0&&u>0&&(c+u+1>r&&(u=Math.max(1,r-c)),o.push(n.substring(i-=u,i+u)),!((c+=u+1)>r));)u=t[a=(a+1)%t.length];return o.reverse().join(e)}}},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t,e){var i=n.i(r.a)(t,e);if(!i)return t+\"\";var o=i[0],a=i[1];return a<0?\"0.\"+new Array(-a).join(\"0\")+o:o.length>a+1?o.slice(0,a+1)+\".\"+o.slice(a+1):o+new Array(a-o.length+2).join(\"0\")}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t){return Math.max(0,-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return Math.max(0,3*Math.max(-8,Math.min(8,Math.floor(n.i(r.a)(e)/3)))-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return t=Math.abs(t),e=Math.abs(e)-t,Math.max(0,n.i(r.a)(e)-n.i(r.a)(t))+1}},function(t,e,n){\"use strict\";function r(t){return function e(r){function a(e,a){var u=t((e=n.i(i.cubehelix)(e)).h,(a=n.i(i.cubehelix)(a)).h),c=n.i(o.a)(e.s,a.s),s=n.i(o.a)(e.l,a.l),l=n.i(o.a)(e.opacity,a.opacity);return function(t){return e.h=u(t),e.s=c(t),e.l=s(Math.pow(t,r)),e.opacity=l(t),e+\"\"}}return r=+r,a.gamma=e,a}(1)}var i=n(10),o=n(32);n.d(e,\"a\",function(){return a});var a=(r(o.b),r(o.a))},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hcl)(e)).h,(r=n.i(i.hcl)(r)).h),u=n.i(o.a)(e.c,r.c),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.c=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hsl)(e)).h,(r=n.i(i.hsl)(r)).h),u=n.i(o.a)(e.s,r.s),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.s=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";n(10),n(32)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return Math.round(t+e*n)}}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i});var r=180/Math.PI,i={translateX:0,translateY:0,rotate:0,skewX:0,scaleX:1,scaleY:1};e.b=function(t,e,n,i,o,a){var u,c,s;return(u=Math.sqrt(t*t+e*e))&&(t/=u,e/=u),(s=t*n+e*i)&&(n-=t*s,i-=e*s),(c=Math.sqrt(n*n+i*i))&&(n/=c,i/=c,s/=c),t*i<e*n&&(t=-t,e=-e,s=-s,u=-u),{translateX:o,translateY:a,rotate:Math.atan2(e,t)*r,skewX:Math.atan(s)*r,scaleX:u,scaleY:c}}},function(t,e,n){\"use strict\";function r(t,e,r,o){function a(t){return t.length?t.pop()+\" \":\"\"}function u(t,o,a,u,c,s){if(t!==a||o!==u){var l=c.push(\"translate(\",null,e,null,r);s.push({i:l-4,x:n.i(i.a)(t,a)},{i:l-2,x:n.i(i.a)(o,u)})}else(a||u)&&c.push(\"translate(\"+a+e+u+r)}function c(t,e,r,u){t!==e?(t-e>180?e+=360:e-t>180&&(t+=360),u.push({i:r.push(a(r)+\"rotate(\",null,o)-2,x:n.i(i.a)(t,e)})):e&&r.push(a(r)+\"rotate(\"+e+o)}function s(t,e,r,u){t!==e?u.push({i:r.push(a(r)+\"skewX(\",null,o)-2,x:n.i(i.a)(t,e)}):e&&r.push(a(r)+\"skewX(\"+e+o)}function l(t,e,r,o,u,c){if(t!==r||e!==o){var s=u.push(a(u)+\"scale(\",null,\",\",null,\")\");c.push({i:s-4,x:n.i(i.a)(t,r)},{i:s-2,x:n.i(i.a)(e,o)})}else 1===r&&1===o||u.push(a(u)+\"scale(\"+r+\",\"+o+\")\")}return function(e,n){var r=[],i=[];return e=t(e),n=t(n),u(e.translateX,e.translateY,n.translateX,n.translateY,r,i),c(e.rotate,n.rotate,r,i),s(e.skewX,n.skewX,r,i),l(e.scaleX,e.scaleY,n.scaleX,n.scaleY,r,i),e=n=null,function(t){for(var e,n=-1,o=i.length;++n<o;)r[(e=i[n]).i]=e.x(t);return r.join(\"\")}}}var i=n(43),o=n(226);r(o.a,\"px, \",\"px)\",\"deg)\"),r(o.b,\", \",\")\",\")\")},function(t,e,n){\"use strict\";function r(t){return\"none\"===t?o.a:(a||(a=document.createElement(\"DIV\"),u=document.documentElement,c=document.defaultView),a.style.transform=t,t=c.getComputedStyle(u.appendChild(a),null).getPropertyValue(\"transform\"),u.removeChild(a),t=t.slice(7,-1).split(\",\"),n.i(o.b)(+t[0],+t[1],+t[2],+t[3],+t[4],+t[5]))}function i(t){return null==t?o.a:(s||(s=document.createElementNS(\"http://www.w3.org/2000/svg\",\"g\")),s.setAttribute(\"transform\",t),(t=s.transform.baseVal.consolidate())?(t=t.matrix,n.i(o.b)(t.a,t.b,t.c,t.d,t.e,t.f)):o.a)}var o=n(224);e.a=r,e.b=i;var a,u,c,s},function(t,e,n){\"use strict\";Math.SQRT2},function(t,e,n){\"use strict\";function r(){this._x0=this._y0=this._x1=this._y1=null,this._=\"\"}function i(){return new r}var o=Math.PI,a=2*o,u=1e-6,c=a-u;r.prototype=i.prototype={constructor:r,moveTo:function(t,e){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)},closePath:function(){null!==this._x1&&(this._x1=this._x0,this._y1=this._y0,this._+=\"Z\")},lineTo:function(t,e){this._+=\"L\"+(this._x1=+t)+\",\"+(this._y1=+e)},quadraticCurveTo:function(t,e,n,r){this._+=\"Q\"+ +t+\",\"+ +e+\",\"+(this._x1=+n)+\",\"+(this._y1=+r)},bezierCurveTo:function(t,e,n,r,i,o){this._+=\"C\"+ +t+\",\"+ +e+\",\"+ +n+\",\"+ +r+\",\"+(this._x1=+i)+\",\"+(this._y1=+o)},arcTo:function(t,e,n,r,i){t=+t,e=+e,n=+n,r=+r,i=+i;var a=this._x1,c=this._y1,s=n-t,l=r-e,f=a-t,p=c-e,h=f*f+p*p;if(i<0)throw new Error(\"negative radius: \"+i);if(null===this._x1)this._+=\"M\"+(this._x1=t)+\",\"+(this._y1=e);else if(h>u)if(Math.abs(p*s-l*f)>u&&i){var d=n-a,v=r-c,g=s*s+l*l,m=d*d+v*v,y=Math.sqrt(g),_=Math.sqrt(h),b=i*Math.tan((o-Math.acos((g+h-m)/(2*y*_)))/2),x=b/_,w=b/y;Math.abs(x-1)>u&&(this._+=\"L\"+(t+x*f)+\",\"+(e+x*p)),this._+=\"A\"+i+\",\"+i+\",0,0,\"+ +(p*d>f*v)+\",\"+(this._x1=t+w*s)+\",\"+(this._y1=e+w*l)}else this._+=\"L\"+(this._x1=t)+\",\"+(this._y1=e);else;},arc:function(t,e,n,r,i,s){t=+t,e=+e,n=+n;var l=n*Math.cos(r),f=n*Math.sin(r),p=t+l,h=e+f,d=1^s,v=s?r-i:i-r;if(n<0)throw new Error(\"negative radius: \"+n);null===this._x1?this._+=\"M\"+p+\",\"+h:(Math.abs(this._x1-p)>u||Math.abs(this._y1-h)>u)&&(this._+=\"L\"+p+\",\"+h),n&&(v>c?this._+=\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(t-l)+\",\"+(e-f)+\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(this._x1=p)+\",\"+(this._y1=h):(v<0&&(v=v%a+a),this._+=\"A\"+n+\",\"+n+\",0,\"+ +(v>=o)+\",\"+d+\",\"+(this._x1=t+n*Math.cos(i))+\",\"+(this._y1=e+n*Math.sin(i))))},rect:function(t,e,n,r){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)+\"h\"+ +n+\"v\"+ +r+\"h\"+-n+\"Z\"},toString:function(){return this._}},e.a=i},function(t,e,n){\"use strict\";function r(){function t(){var t=c().length,r=l[1]<l[0],o=l[r-0],u=l[1-r];e=(u-o)/Math.max(1,t-p+2*h),f&&(e=Math.floor(e)),o+=(u-o-e*(t-p))*d,i=e*(1-p),f&&(o=Math.round(o),i=Math.round(i));var v=n.i(a.g)(t).map(function(t){return o+e*t});return s(r?v.reverse():v)}var e,i,o=n.i(u.a)().unknown(void 0),c=o.domain,s=o.range,l=[0,1],f=!1,p=0,h=0,d=.5;return delete o.unknown,o.domain=function(e){return arguments.length?(c(e),t()):c()},o.range=function(e){return arguments.length?(l=[+e[0],+e[1]],t()):l.slice()},o.rangeRound=function(e){return l=[+e[0],+e[1]],f=!0,t()},o.bandwidth=function(){return i},o.step=function(){return e},o.round=function(e){return arguments.length?(f=!!e,t()):f},o.padding=function(e){return arguments.length?(p=h=Math.max(0,Math.min(1,e)),t()):p},o.paddingInner=function(e){return arguments.length?(p=Math.max(0,Math.min(1,e)),t()):p},o.paddingOuter=function(e){return arguments.length?(h=Math.max(0,Math.min(1,e)),t()):h},o.align=function(e){return arguments.length?(d=Math.max(0,Math.min(1,e)),t()):d},o.copy=function(){return r().domain(c()).range(l).round(f).paddingInner(p).paddingOuter(h).align(d)},t()}function i(t){var e=t.copy;return t.padding=t.paddingOuter,delete t.paddingInner,delete t.paddingOuter,t.copy=function(){return i(e())},t}function o(){return i(r().paddingInner(1))}var a=n(12),u=n(127);e.a=r,e.b=o},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4ff7f0e2ca02cd627289467bd8c564be377c27f7f7fbcbd2217becf\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4aec7e8ff7f0effbb782ca02c98df8ad62728ff98969467bdc5b0d58c564bc49c94e377c2f7b6d27f7f7fc7c7c7bcbd22dbdb8d17becf9edae5\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"393b795254a36b6ecf9c9ede6379398ca252b5cf6bcedb9c8c6d31bd9e39e7ba52e7cb94843c39ad494ad6616be7969c7b4173a55194ce6dbdde9ed6\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"3182bd6baed69ecae1c6dbefe6550dfd8d3cfdae6bfdd0a231a35474c476a1d99bc7e9c0756bb19e9ac8bcbddcdadaeb636363969696bdbdbdd9d9d9\")},function(t,e,n){\"use strict\";var r=n(10),i=n(31);e.a=n.i(i.d)(n.i(r.cubehelix)(300,.5,0),n.i(r.cubehelix)(-240,.5,1))},function(t,e,n){\"use strict\";function r(){function t(t){return+t}var e=[0,1];return t.invert=t,t.domain=t.range=function(n){return arguments.length?(e=i.a.call(n,a.a),t):e.slice()},t.copy=function(){return r().domain(e)},n.i(o.b)(t)}var i=n(16),o=n(34),a=n(126);e.a=r},function(t,e,n){\"use strict\";function r(t,e){return(e=Math.log(e/t))?function(n){return Math.log(n/t)/e}:n.i(p.a)(e)}function i(t,e){return t<0?function(n){return-Math.pow(-e,n)*Math.pow(-t,1-n)}:function(n){return Math.pow(e,n)*Math.pow(t,1-n)}}function o(t){return isFinite(t)?+(\"1e\"+t):t<0?0:t}function a(t){return 10===t?o:t===Math.E?Math.exp:function(e){return Math.pow(t,e)}}function u(t){return t===Math.E?Math.log:10===t&&Math.log10||2===t&&Math.log2||(t=Math.log(t),function(e){return Math.log(e)/t})}function c(t){return function(e){return-t(-e)}}function s(){function t(){return v=u(p),g=a(p),o()[0]<0&&(v=c(v),g=c(g)),e}var e=n.i(d.a)(r,i).domain([1,10]),o=e.domain,p=10,v=u(10),g=a(10);return e.base=function(e){return arguments.length?(p=+e,t()):p},e.domain=function(e){return arguments.length?(o(e),t()):o()},e.ticks=function(t){var e,r=o(),i=r[0],a=r[r.length-1];(e=a<i)&&(f=i,i=a,a=f);var u,c,s,f=v(i),h=v(a),d=null==t?10:+t,m=[];if(!(p%1)&&h-f<d){if(f=Math.round(f)-1,h=Math.round(h)+1,i>0){for(;f<h;++f)for(c=1,u=g(f);c<p;++c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else for(;f<h;++f)for(c=p-1,u=g(f);c>=1;--c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else m=n.i(l.a)(f,h,Math.min(h-f,d)).map(g);return e?m.reverse():m},e.tickFormat=function(t,r){if(null==r&&(r=10===p?\".0e\":\",\"),\"function\"!=typeof r&&(r=n.i(f.format)(r)),t===1/0)return r;null==t&&(t=10);var i=Math.max(1,p*t/e.ticks().length);return function(t){var e=t/g(Math.round(v(t)));return e*p<p-.5&&(e*=p),e<=i?r(t):\"\"}},e.nice=function(){return o(n.i(h.a)(o(),{floor:function(t){return g(Math.floor(v(t)))},ceil:function(t){return g(Math.ceil(v(t)))}}))},e.copy=function(){return n.i(d.c)(e,s().base(p))},e}var l=n(12),f=n(30),p=n(65),h=n(125),d=n(45);e.a=s},function(t,e,n){\"use strict\";function r(t,e){return t<0?-Math.pow(-t,e):Math.pow(t,e)}function i(){function t(t,e){return(e=r(e,o)-(t=r(t,o)))?function(n){return(r(n,o)-t)/e}:n.i(a.a)(e)}function e(t,e){return e=r(e,o)-(t=r(t,o)),function(n){return r(t+e*n,1/o)}}var o=1,s=n.i(c.a)(t,e),l=s.domain;return s.exponent=function(t){return arguments.length?(o=+t,l(l())):o},s.copy=function(){return n.i(c.c)(s,i().exponent(o))},n.i(u.b)(s)}function o(){return i().exponent(.5)}var a=n(65),u=n(34),c=n(45);e.a=i,e.b=o},function(t,e,n){\"use strict\";function r(){function t(){var t=0,r=Math.max(1,u.length);for(c=new Array(r-1);++t<r;)c[t-1]=n.i(i.e)(a,t/r);return e}function e(t){if(!isNaN(t=+t))return u[n.i(i.c)(c,t)]}var a=[],u=[],c=[];return e.invertExtent=function(t){var e=u.indexOf(t);return e<0?[NaN,NaN]:[e>0?c[e-1]:a[0],e<c.length?c[e]:a[a.length-1]]},e.domain=function(e){if(!arguments.length)return a.slice();a=[];for(var n,r=0,o=e.length;r<o;++r)n=e[r],null==n||isNaN(n=+n)||a.push(n);return a.sort(i.f),t()},e.range=function(e){return arguments.length?(u=o.b.call(e),t()):u.slice()},e.quantiles=function(){return c.slice()},e.copy=function(){return r().domain(a).range(u)},e}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return f[n.i(i.c)(l,t,0,s)]}function e(){var e=-1;for(l=new Array(s);++e<s;)l[e]=((e+1)*c-(e-s)*u)/(s+1);return t}var u=0,c=1,s=1,l=[.5],f=[0,1];return t.domain=function(t){return arguments.length?(u=+t[0],c=+t[1],e()):[u,c]},t.range=function(t){return arguments.length?(s=(f=o.b.call(t)).length-1,e()):f.slice()},t.invertExtent=function(t){var e=f.indexOf(t);return e<0?[NaN,NaN]:e<1?[u,l[0]]:e>=s?[l[s-1],c]:[l[e-1],l[e]]},t.copy=function(){return r().domain([u,c]).range(f)},n.i(a.b)(t)}var i=n(12),o=n(16),a=n(34);e.a=r},function(t,e,n){\"use strict\";var r=n(10),i=n(31);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a});var o=n.i(i.d)(n.i(r.cubehelix)(-100,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),a=n.i(i.d)(n.i(r.cubehelix)(260,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),u=n.i(r.cubehelix)();e.a=function(t){(t<0||t>1)&&(t-=Math.floor(t));var e=Math.abs(t-.5);return u.h=360*t-100,u.s=1.5-1.5*e,u.l=.8-.9*e,u+\"\"}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=(e-o)/(a-o);return t(u?Math.max(0,Math.min(1,n)):n)}var o=0,a=1,u=!1;return e.domain=function(t){return arguments.length?(o=+t[0],a=+t[1],e):[o,a]},e.clamp=function(t){return arguments.length?(u=!!t,e):u},e.interpolator=function(n){return arguments.length?(t=n,e):t},e.copy=function(){return r(t).domain([o,a]).clamp(u)},n.i(i.b)(e)}var i=n(34);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return a[n.i(i.c)(e,t,0,u)]}var e=[.5],a=[0,1],u=1;return t.domain=function(n){return arguments.length?(e=o.b.call(n),u=Math.min(e.length,a.length-1),t):e.slice()},t.range=function(n){return arguments.length?(a=o.b.call(n),u=Math.min(e.length,a.length-1),t):a.slice()},t.invertExtent=function(t){var n=a.indexOf(t);return[e[n-1],e[n]]},t.copy=function(){return r().domain(e).range(a)},t}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";var r=n(12),i=n(30);e.a=function(t,e,o){var a,u=t[0],c=t[t.length-1],s=n.i(r.b)(u,c,null==e?10:e);switch(o=n.i(i.formatSpecifier)(null==o?\",f\":o),o.type){case\"s\":var l=Math.max(Math.abs(u),Math.abs(c));return null!=o.precision||isNaN(a=n.i(i.precisionPrefix)(s,l))||(o.precision=a),n.i(i.formatPrefix)(o,l);case\"\":case\"e\":case\"g\":case\"p\":case\"r\":null!=o.precision||isNaN(a=n.i(i.precisionRound)(s,Math.max(Math.abs(u),Math.abs(c))))||(o.precision=a-(\"e\"===o.type));break;case\"f\":case\"%\":null!=o.precision||isNaN(a=n.i(i.precisionFixed)(s))||(o.precision=a-2*(\"%\"===o.type))}return n.i(i.format)(o)}},function(t,e,n){\"use strict\";var r=n(128),i=n(77),o=n(79);e.a=function(){return n.i(r.b)(o.f,o.i,o.j,o.e,o.k,o.l,o.m,o.n,i.utcFormat).domain([Date.UTC(2e3,0,1),Date.UTC(2e3,0,2)])}},function(t,e,n){\"use strict\";function r(t){var e=t.length;return function(n){return t[Math.max(0,Math.min(e-1,Math.floor(n*e)))]}}var i=n(33);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a}),n.d(e,\"d\",function(){return u}),e.a=r(n.i(i.a)(\"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\"));var o=r(n.i(i.a)(\"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\")),a=r(n.i(i.a)(\"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\")),u=r(n.i(i.a)(\"0d088710078813078916078a19068c1b068d1d068e20068f2206902406912605912805922a05932c05942e05952f059631059733059735049837049938049a3a049a3c049b3e049c3f049c41049d43039e44039e46039f48039f4903a04b03a14c02a14e02a25002a25102a35302a35502a45601a45801a45901a55b01a55c01a65e01a66001a66100a76300a76400a76600a76700a86900a86a00a86c00a86e00a86f00a87100a87201a87401a87501a87701a87801a87a02a87b02a87d03a87e03a88004a88104a78305a78405a78606a68707a68808a68a09a58b0aa58d0ba58e0ca48f0da4910ea3920fa39410a29511a19613a19814a099159f9a169f9c179e9d189d9e199da01a9ca11b9ba21d9aa31e9aa51f99a62098a72197a82296aa2395ab2494ac2694ad2793ae2892b02991b12a90b22b8fb32c8eb42e8db52f8cb6308bb7318ab83289ba3388bb3488bc3587bd3786be3885bf3984c03a83c13b82c23c81c33d80c43e7fc5407ec6417dc7427cc8437bc9447aca457acb4679cc4778cc4977cd4a76ce4b75cf4c74d04d73d14e72d24f71d35171d45270d5536fd5546ed6556dd7566cd8576bd9586ada5a6ada5b69db5c68dc5d67dd5e66de5f65de6164df6263e06363e16462e26561e26660e3685fe4695ee56a5de56b5de66c5ce76e5be76f5ae87059e97158e97257ea7457eb7556eb7655ec7754ed7953ed7a52ee7b51ef7c51ef7e50f07f4ff0804ef1814df1834cf2844bf3854bf3874af48849f48948f58b47f58c46f68d45f68f44f79044f79143f79342f89441f89540f9973ff9983ef99a3efa9b3dfa9c3cfa9e3bfb9f3afba139fba238fca338fca537fca636fca835fca934fdab33fdac33fdae32fdaf31fdb130fdb22ffdb42ffdb52efeb72dfeb82cfeba2cfebb2bfebd2afebe2afec029fdc229fdc328fdc527fdc627fdc827fdca26fdcb26fccd25fcce25fcd025fcd225fbd324fbd524fbd724fad824fada24f9dc24f9dd25f8df25f8e125f7e225f7e425f6e626f6e826f5e926f5eb27f4ed27f3ee27f3f027f2f227f1f426f1f525f0f724f0f921\"))},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(){return new i}function i(){this._=\"@\"+(++o).toString(36)}e.a=r;var o=0;i.prototype=r.prototype={constructor:i,get:function(t){for(var e=this._;!(e in t);)if(!(t=t.parentNode))return;return t[e]},set:function(t,e){return t[this._]=e},remove:function(t){return this._ in t&&delete t[this._]},toString:function(){return this._}}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t){var e=n.i(r.a)();return e.changedTouches&&(e=e.changedTouches[0]),n.i(i.a)(t,e)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([[document.querySelector(t)]],[document.documentElement]):new r.b([[t]],r.c)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([document.querySelectorAll(t)],[document.documentElement]):new r.b([null==t?[]:t],r.c)}},function(t,e,n){\"use strict\";var r=n(66);e.a=function(t){var e=\"function\"==typeof t?t:n.i(r.a)(t);return this.select(function(){return this.appendChild(e.apply(this,arguments))})}},function(t,e,n){\"use strict\";function r(t){return function(){this.removeAttribute(t)}}function i(t){return function(){this.removeAttributeNS(t.space,t.local)}}function o(t,e){return function(){this.setAttribute(t,e)}}function a(t,e){return function(){this.setAttributeNS(t.space,t.local,e)}}function u(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttribute(t):this.setAttribute(t,n)}}function c(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttributeNS(t.space,t.local):this.setAttributeNS(t.space,t.local,n)}}var s=n(67);e.a=function(t,e){var l=n.i(s.a)(t);if(arguments.length<2){var f=this.node();return l.local?f.getAttributeNS(l.space,l.local):f.getAttribute(l)}return this.each((null==e?l.local?i:r:\"function\"==typeof e?l.local?c:u:l.local?a:o)(l,e))}},function(t,e,n){\"use strict\";e.a=function(){var t=arguments[0];return arguments[0]=this,t.apply(null,arguments),this}},function(t,e,n){\"use strict\";function r(t){return t.trim().split(/^|\\s+/)}function i(t){return t.classList||new o(t)}function o(t){this._node=t,this._names=r(t.getAttribute(\"class\")||\"\")}function a(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.add(e[r])}function u(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.remove(e[r])}function c(t){return function(){a(this,t)}}function s(t){return function(){u(this,t)}}function l(t,e){return function(){(e.apply(this,arguments)?a:u)(this,t)}}o.prototype={add:function(t){var e=this._names.indexOf(t);e<0&&(this._names.push(t),this._node.setAttribute(\"class\",this._names.join(\" \")))},remove:function(t){var e=this._names.indexOf(t);e>=0&&(this._names.splice(e,1),this._node.setAttribute(\"class\",this._names.join(\" \")))},contains:function(t){return this._names.indexOf(t)>=0}},e.a=function(t,e){var n=r(t+\"\");if(arguments.length<2){for(var o=i(this.node()),a=-1,u=n.length;++a<u;)if(!o.contains(n[a]))return!1;return!0}return this.each((\"function\"==typeof e?l:e?c:s)(n,e))}},function(t,e,n){\"use strict\";function r(t,e,n,r,i,o){for(var u,c=0,s=e.length,l=o.length;c<l;++c)(u=e[c])?(u.__data__=o[c],r[c]=u):n[c]=new a.b(t,o[c]);for(;c<s;++c)(u=e[c])&&(i[c]=u)}function i(t,e,n,r,i,o,u){var s,l,f,p={},h=e.length,d=o.length,v=new Array(h);for(s=0;s<h;++s)(l=e[s])&&(v[s]=f=c+u.call(l,l.__data__,s,e),f in p?i[s]=l:p[f]=l);for(s=0;s<d;++s)f=c+u.call(t,o[s],s,o),(l=p[f])?(r[s]=l,l.__data__=o[s],p[f]=null):n[s]=new a.b(t,o[s]);for(s=0;s<h;++s)(l=e[s])&&p[v[s]]===l&&(i[s]=l)}var o=n(7),a=n(131),u=n(246),c=\"$\";e.a=function(t,e){if(!t)return y=new Array(this.size()),d=-1,this.each(function(t){y[++d]=t}),y;var a=e?i:r,c=this._parents,s=this._groups;\"function\"!=typeof t&&(t=n.i(u.a)(t));for(var l=s.length,f=new Array(l),p=new Array(l),h=new Array(l),d=0;d<l;++d){var v=c[d],g=s[d],m=g.length,y=t.call(v,v&&v.__data__,d,c),_=y.length,b=p[d]=new Array(_),x=f[d]=new Array(_),w=h[d]=new Array(m);a(v,g,b,x,w,y,e);for(var C,M,k=0,E=0;k<_;++k)if(C=b[k]){for(k>=E&&(E=k+1);!(M=x[E])&&++E<_;);C._next=M||null}}return f=new o.b(f,c),f._enter=p,f._exit=h,f}},function(t,e,n){\"use strict\";e.a=function(t){return arguments.length?this.property(\"__data__\",t):this.node().__data__}},function(t,e,n){\"use strict\";function r(t,e,r){var i=n.i(a.a)(t),o=i.CustomEvent;o?o=new o(e,r):(o=i.document.createEvent(\"Event\"),r?(o.initEvent(e,r.bubbles,r.cancelable),o.detail=r.detail):o.initEvent(e,!1,!1)),t.dispatchEvent(o)}function i(t,e){return function(){return r(this,t,e)}}function o(t,e){return function(){return r(this,t,e.apply(this,arguments))}}var a=n(73);e.a=function(t,e){return this.each((\"function\"==typeof e?o:i)(t,e))}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=this._groups,n=0,r=e.length;n<r;++n)for(var i,o=e[n],a=0,u=o.length;a<u;++a)(i=o[a])&&t.call(i,i.__data__,a,o);return this}},function(t,e,n){\"use strict\";e.a=function(){return!this.node()}},function(t,e,n){\"use strict\";var r=n(132),i=n(7);e.a=function(){return new i.b(this._exit||this._groups.map(r.a),this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(130);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s=e[u],l=s.length,f=a[u]=[],p=0;p<l;++p)(c=s[p])&&t.call(c,c.__data__,p,s)&&f.push(c);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";function r(){this.innerHTML=\"\"}function i(t){return function(){this.innerHTML=t}}function o(t){return function(){var e=t.apply(this,arguments);this.innerHTML=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().innerHTML}},function(t,e,n){\"use strict\";function r(){return null}var i=n(66),o=n(71);e.a=function(t,e){var a=\"function\"==typeof t?t:n.i(i.a)(t),u=null==e?r:\"function\"==typeof e?e:n.i(o.a)(e);return this.select(function(){return this.insertBefore(a.apply(this,arguments),u.apply(this,arguments)||null)})}},function(t,e,n){\"use strict\";function r(){this.previousSibling&&this.parentNode.insertBefore(this,this.parentNode.firstChild)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){for(var e=this._groups,n=t._groups,i=e.length,o=n.length,a=Math.min(i,o),u=new Array(i),c=0;c<a;++c)for(var s,l=e[c],f=n[c],p=l.length,h=u[c]=new Array(p),d=0;d<p;++d)(s=l[d]||f[d])&&(h[d]=s);for(;c<i;++c)u[c]=e[c];return new r.b(u,this._parents)}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=0,n=t.length;e<n;++e)for(var r=t[e],i=0,o=r.length;i<o;++i){var a=r[i];if(a)return a}return null}},function(t,e,n){\"use strict\";e.a=function(){var t=new Array(this.size()),e=-1;return this.each(function(){t[++e]=this}),t}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=-1,n=t.length;++e<n;)for(var r,i=t[e],o=i.length-1,a=i[o];--o>=0;)(r=i[o])&&(a&&a!==r.nextSibling&&a.parentNode.insertBefore(r,a),a=r);return this}},function(t,e,n){\"use strict\";function r(t){return function(){delete this[t]}}function i(t,e){return function(){this[t]=e}}function o(t,e){return function(){var n=e.apply(this,arguments);null==n?delete this[t]:this[t]=n}}e.a=function(t,e){return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e)):this.node()[t]}},function(t,e,n){\"use strict\";function r(){this.nextSibling&&this.parentNode.appendChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";function r(){var t=this.parentNode;t&&t.removeChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7),i=n(71);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s,l=e[u],f=l.length,p=a[u]=new Array(f),h=0;h<f;++h)(c=l[h])&&(s=t.call(c,c.__data__,h,l))&&(\"__data__\"in c&&(s.__data__=c.__data__),p[h]=s);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(133);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=[],u=[],c=0;c<o;++c)for(var s,l=e[c],f=l.length,p=0;p<f;++p)(s=l[p])&&(a.push(t.call(s,s.__data__,p,l)),u.push(s));return new r.b(a,u)}},function(t,e,n){\"use strict\";e.a=function(){var t=0;return this.each(function(){++t}),t}},function(t,e,n){\"use strict\";function r(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}var i=n(7);e.a=function(t){function e(e,n){return e&&n?t(e.__data__,n.__data__):!e-!n}t||(t=r);for(var n=this._groups,o=n.length,a=new Array(o),u=0;u<o;++u){for(var c,s=n[u],l=s.length,f=a[u]=new Array(l),p=0;p<l;++p)(c=s[p])&&(f[p]=c);f.sort(e)}return new i.b(a,this._parents).order()}},function(t,e,n){\"use strict\";function r(t){return function(){this.style.removeProperty(t)}}function i(t,e,n){return function(){this.style.setProperty(t,e,n)}}function o(t,e,n){return function(){var r=e.apply(this,arguments);null==r?this.style.removeProperty(t):this.style.setProperty(t,r,n)}}var a=n(73);e.a=function(t,e,u){var c;return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e,null==u?\"\":u)):n.i(a.a)(c=this.node()).getComputedStyle(c,null).getPropertyValue(t)}},function(t,e,n){\"use strict\";function r(){this.textContent=\"\"}function i(t){return function(){this.textContent=t}}function o(t){return function(){var e=t.apply(this,arguments);this.textContent=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().textContent}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e,o){arguments.length<3&&(o=e,e=n.i(r.a)().changedTouches);for(var a,u=0,c=e?e.length:0;u<c;++u)if((a=e[u]).identifier===o)return n.i(i.a)(t,a);return null}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e){null==e&&(e=n.i(r.a)().touches);for(var o=0,a=e?e.length:0,u=new Array(a);o<a;++o)u[o]=n.i(i.a)(t,e[o]);return u}},function(t,e,n){\"use strict\";function r(t){return t.innerRadius}function i(t){return t.outerRadius}function o(t){return t.startAngle}function a(t){return t.endAngle}function u(t){return t&&t.padAngle}function c(t){return t>=1?h.d:t<=-1?-h.d:Math.asin(t)}function s(t,e,n,r,i,o,a,u){var c=n-t,s=r-e,l=a-i,f=u-o,p=(l*(e-o)-f*(t-i))/(f*c-l*s);return[t+p*c,e+p*s]}function l(t,e,n,r,i,o,a){var u=t-n,c=e-r,s=(a?o:-o)/Math.sqrt(u*u+c*c),l=s*c,f=-s*u,p=t+l,h=e+f,d=n+l,v=r+f,g=(p+d)/2,m=(h+v)/2,y=d-p,_=v-h,b=y*y+_*_,x=i-o,w=p*v-d*h,C=(_<0?-1:1)*Math.sqrt(Math.max(0,x*x*b-w*w)),M=(w*_-y*C)/b,k=(-w*y-_*C)/b,E=(w*_+y*C)/b,T=(-w*y+_*C)/b,S=M-g,P=k-m,N=E-g,A=T-m;return S*S+P*P>N*N+A*A&&(M=E,k=T),{cx:M,cy:k,x01:-l,y01:-f,x11:M*(i/x-1),y11:k*(i/x-1)}}var f=n(44),p=n(19),h=n(35);e.a=function(){function t(){var t,r,i=+e.apply(this,arguments),o=+d.apply(this,arguments),a=m.apply(this,arguments)-h.d,u=y.apply(this,arguments)-h.d,p=Math.abs(u-a),x=u>a;if(b||(b=t=n.i(f.a)()),o<i&&(r=o,o=i,i=r),o>h.a)if(p>h.c-h.a)b.moveTo(o*Math.cos(a),o*Math.sin(a)),b.arc(0,0,o,a,u,!x),i>h.a&&(b.moveTo(i*Math.cos(u),i*Math.sin(u)),b.arc(0,0,i,u,a,x));else{var w,C,M=a,k=u,E=a,T=u,S=p,P=p,N=_.apply(this,arguments)/2,A=N>h.a&&(g?+g.apply(this,arguments):Math.sqrt(i*i+o*o)),O=Math.min(Math.abs(o-i)/2,+v.apply(this,arguments)),I=O,D=O;\n",
+       "if(A>h.a){var R=c(A/i*Math.sin(N)),L=c(A/o*Math.sin(N));(S-=2*R)>h.a?(R*=x?1:-1,E+=R,T-=R):(S=0,E=T=(a+u)/2),(P-=2*L)>h.a?(L*=x?1:-1,M+=L,k-=L):(P=0,M=k=(a+u)/2)}var U=o*Math.cos(M),F=o*Math.sin(M),j=i*Math.cos(T),B=i*Math.sin(T);if(O>h.a){var W=o*Math.cos(k),V=o*Math.sin(k),z=i*Math.cos(E),H=i*Math.sin(E);if(p<h.b){var q=S>h.a?s(U,F,z,H,W,V,j,B):[j,B],Y=U-q[0],K=F-q[1],G=W-q[0],$=V-q[1],X=1/Math.sin(Math.acos((Y*G+K*$)/(Math.sqrt(Y*Y+K*K)*Math.sqrt(G*G+$*$)))/2),Z=Math.sqrt(q[0]*q[0]+q[1]*q[1]);I=Math.min(O,(i-Z)/(X-1)),D=Math.min(O,(o-Z)/(X+1))}}P>h.a?D>h.a?(w=l(z,H,U,F,o,D,x),C=l(W,V,j,B,o,D,x),b.moveTo(w.cx+w.x01,w.cy+w.y01),D<O?b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,o,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),!x),b.arc(C.cx,C.cy,D,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):(b.moveTo(U,F),b.arc(0,0,o,M,k,!x)):b.moveTo(U,F),i>h.a&&S>h.a?I>h.a?(w=l(j,B,W,V,i,-I,x),C=l(U,F,z,H,i,-I,x),b.lineTo(w.cx+w.x01,w.cy+w.y01),I<O?b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,i,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),x),b.arc(C.cx,C.cy,I,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):b.arc(0,0,i,T,E,x):b.lineTo(j,B)}else b.moveTo(0,0);if(b.closePath(),t)return b=null,t+\"\"||null}var e=r,d=i,v=n.i(p.a)(0),g=null,m=o,y=a,_=u,b=null;return t.centroid=function(){var t=(+e.apply(this,arguments)+ +d.apply(this,arguments))/2,n=(+m.apply(this,arguments)+ +y.apply(this,arguments))/2-h.b/2;return[Math.cos(n)*t,Math.sin(n)*t]},t.innerRadius=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(p.a)(+r),t):e},t.outerRadius=function(e){return arguments.length?(d=\"function\"==typeof e?e:n.i(p.a)(+e),t):d},t.cornerRadius=function(e){return arguments.length?(v=\"function\"==typeof e?e:n.i(p.a)(+e),t):v},t.padRadius=function(e){return arguments.length?(g=null==e?null:\"function\"==typeof e?e:n.i(p.a)(+e),t):g},t.startAngle=function(e){return arguments.length?(m=\"function\"==typeof e?e:n.i(p.a)(+e),t):m},t.endAngle=function(e){return arguments.length?(y=\"function\"==typeof e?e:n.i(p.a)(+e),t):y},t.padAngle=function(e){return arguments.length?(_=\"function\"==typeof e?e:n.i(p.a)(+e),t):_},t.context=function(e){return arguments.length?(b=null==e?null:e,t):b},t}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49),o=n(46);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._y0=this._y1=this._y2=this._y3=this._y4=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x2,this._y2),this._context.closePath();break;case 2:this._context.moveTo((this._x2+2*this._x3)/3,(this._y2+2*this._y3)/3),this._context.lineTo((this._x3+2*this._x2)/3,(this._y3+2*this._y2)/3),this._context.closePath();break;case 3:this.point(this._x2,this._y2),this.point(this._x3,this._y3),this.point(this._x4,this._y4)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x2=t,this._y2=e;break;case 1:this._point=2,this._x3=t,this._y3=e;break;case 2:this._point=3,this._x4=t,this._y4=e,this._context.moveTo((this._x0+4*this._x1+t)/6,(this._y0+4*this._y1+e)/6);break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(46);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3;var r=(this._x0+4*this._x1+t)/6,o=(this._y0+4*this._y1+e)/6;this._line?this._context.lineTo(r,o):this._context.moveTo(r,o);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._basis=new i.b(t),this._beta=e}var i=n(46);r.prototype={lineStart:function(){this._x=[],this._y=[],this._basis.lineStart()},lineEnd:function(){var t=this._x,e=this._y,n=t.length-1;if(n>0)for(var r,i=t[0],o=e[0],a=t[n]-i,u=e[n]-o,c=-1;++c<=n;)r=c/n,this._basis.point(this._beta*t[c]+(1-this._beta)*(i+r*a),this._beta*e[c]+(1-this._beta)*(o+r*u));this._x=this._y=null,this._basis.lineEnd()},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function t(e){function n(t){return 1===e?new i.b(t):new r(t,e)}return n.beta=function(e){return t(+e)},n}(.85)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(136),o=n(49),a=n(74);r.prototype={areaStart:o.a,areaEnd:o.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(a.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(137),o=n(74);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(o.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._point=0},lineEnd:function(){this._point&&this._context.closePath()},point:function(t,e){t=+t,e=+e,this._point?this._context.lineTo(t,e):(this._point=1,this._context.moveTo(t,e))}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){return t<0?-1:1}function i(t,e,n){var i=t._x1-t._x0,o=e-t._x1,a=(t._y1-t._y0)/(i||o<0&&-0),u=(n-t._y1)/(o||i<0&&-0),c=(a*o+u*i)/(i+o);return(r(a)+r(u))*Math.min(Math.abs(a),Math.abs(u),.5*Math.abs(c))||0}function o(t,e){var n=t._x1-t._x0;return n?(3*(t._y1-t._y0)/n-e)/2:e}function a(t,e,n){var r=t._x0,i=t._y0,o=t._x1,a=t._y1,u=(o-r)/3;t._context.bezierCurveTo(r+u,i+u*e,o-u,a-u*n,o,a)}function u(t){this._context=t}function c(t){this._context=new s(t)}function s(t){this._context=t}function l(t){return new u(t)}function f(t){return new c(t)}e.a=l,e.b=f,u.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=this._t0=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x1,this._y1);break;case 3:a(this,this._t0,o(this,this._t0))}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){var n=NaN;if(t=+t,e=+e,t!==this._x1||e!==this._y1){switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,a(this,o(this,n=i(this,t,e)),n);break;default:a(this,this._t0,n=i(this,t,e))}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e,this._t0=n}}},(c.prototype=Object.create(u.prototype)).point=function(t,e){u.prototype.point.call(this,e,t)},s.prototype={moveTo:function(t,e){this._context.moveTo(e,t)},closePath:function(){this._context.closePath()},lineTo:function(t,e){this._context.lineTo(e,t)},bezierCurveTo:function(t,e,n,r,i,o){this._context.bezierCurveTo(e,t,r,n,o,i)}}},function(t,e,n){\"use strict\";function r(t){this._context=t}function i(t){var e,n,r=t.length-1,i=new Array(r),o=new Array(r),a=new Array(r);for(i[0]=0,o[0]=2,a[0]=t[0]+2*t[1],e=1;e<r-1;++e)i[e]=1,o[e]=4,a[e]=4*t[e]+2*t[e+1];for(i[r-1]=2,o[r-1]=7,a[r-1]=8*t[r-1]+t[r],e=1;e<r;++e)n=i[e]/o[e-1],o[e]-=n,a[e]-=n*a[e-1];for(i[r-1]=a[r-1]/o[r-1],e=r-2;e>=0;--e)i[e]=(a[e]-i[e+1])/o[e];for(o[r-1]=(t[r]+i[r-1])/2,e=0;e<r-1;++e)o[e]=2*t[e+1]-i[e+1];return[i,o]}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=[],this._y=[]},lineEnd:function(){var t=this._x,e=this._y,n=t.length;if(n)if(this._line?this._context.lineTo(t[0],e[0]):this._context.moveTo(t[0],e[0]),2===n)this._context.lineTo(t[1],e[1]);else for(var r=i(t),o=i(e),a=0,u=1;u<n;++a,++u)this._context.bezierCurveTo(r[0][a],o[0][a],r[1][a],o[1][a],t[u],e[u]);(this._line||0!==this._line&&1===n)&&this._context.closePath(),this._line=1-this._line,this._x=this._y=null},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._t=e}function i(t){return new r(t,0)}function o(t){return new r(t,1)}e.c=i,e.b=o,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=this._y=NaN,this._point=0},lineEnd:function(){0<this._t&&this._t<1&&2===this._point&&this._context.lineTo(this._x,this._y),(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line>=0&&(this._t=1-this._t,this._line=1-this._line)},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:if(this._t<=0)this._context.lineTo(this._x,e),this._context.lineTo(t,e);else{var n=this._x*(1-this._t)+t*this._t;this._context.lineTo(n,this._y),this._context.lineTo(n,e)}}this._x=t,this._y=e}},e.a=function(t){return new r(t,.5)}},function(t,e,n){\"use strict\";e.a=function(t,e){return e<t?-1:e>t?1:e>=t?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((o=t.length)>0){for(var i,o,a,u=0,c=t[0].length;u<c;++u){for(a=i=0;i<o;++i)a+=t[i][u][1]||0;if(a)for(i=0;i<o;++i)t[i][u][1]/=a}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((i=t.length)>0){for(var i,o=0,a=t[e[0]],u=a.length;o<u;++o){for(var c=0,s=0;c<i;++c)s+=t[c][o][1]||0;a[o][1]+=a[o][0]=-s/2}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((a=t.length)>0&&(o=(i=t[e[0]]).length)>0){for(var i,o,a,u=0,c=1;c<o;++c){for(var s=0,l=0,f=0;s<a;++s){for(var p=t[e[s]],h=p[c][1]||0,d=p[c-1][1]||0,v=(h-d)/2,g=0;g<s;++g){var m=t[e[g]],y=m[c][1]||0,_=m[c-1][1]||0;v+=y-_}l+=h,f+=v*h}i[c-1][1]+=i[c-1][0]=u,l&&(u-=f/l)}i[c-1][1]+=i[c-1][0]=u,n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(76);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(37),i=n(76);e.a=function(t){var e,o,a=t.length,u=t.map(i.b),c=n.i(r.a)(t).sort(function(t,e){return u[e]-u[t]}),s=0,l=0,f=[],p=[];for(e=0;e<a;++e)o=c[e],s<l?(s+=u[o],f.push(o)):(l+=u[o],p.push(o));return p.reverse().concat(f)}},function(t,e,n){\"use strict\";var r=n(37);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(19),i=n(291),o=n(292),a=n(35);e.a=function(){function t(t){var n,r,i,o,p,h=t.length,d=0,v=new Array(h),g=new Array(h),m=+s.apply(this,arguments),y=Math.min(a.c,Math.max(-a.c,l.apply(this,arguments)-m)),_=Math.min(Math.abs(y)/h,f.apply(this,arguments)),b=_*(y<0?-1:1);for(n=0;n<h;++n)(p=g[v[n]=n]=+e(t[n],n,t))>0&&(d+=p);for(null!=u?v.sort(function(t,e){return u(g[t],g[e])}):null!=c&&v.sort(function(e,n){return c(t[e],t[n])}),n=0,i=d?(y-h*b)/d:0;n<h;++n,m=o)r=v[n],p=g[r],o=m+(p>0?p*i:0)+b,g[r]={data:t[r],index:n,value:p,startAngle:m,endAngle:o,padAngle:_};return g}var e=o.a,u=i.a,c=null,s=n.i(r.a)(0),l=n.i(r.a)(a.c),f=n.i(r.a)(0);return t.value=function(i){return arguments.length?(e=\"function\"==typeof i?i:n.i(r.a)(+i),t):e},t.sortValues=function(e){return arguments.length?(u=e,c=null,t):u},t.sort=function(e){return arguments.length?(c=e,u=null,t):c},t.startAngle=function(e){return arguments.length?(s=\"function\"==typeof e?e:n.i(r.a)(+e),t):s},t.endAngle=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(r.a)(+e),t):l},t.padAngle=function(e){return arguments.length?(f=\"function\"==typeof e?e:n.i(r.a)(+e),t):f},t}},function(t,e,n){\"use strict\";var r=n(138),i=n(135),o=n(140);e.a=function(){var t=n.i(i.a)().curve(r.b),e=t.curve,a=t.lineX0,u=t.lineX1,c=t.lineY0,s=t.lineY1;return t.angle=t.x,delete t.x,t.startAngle=t.x0,delete t.x0,t.endAngle=t.x1,delete t.x1,t.radius=t.y,delete t.y,t.innerRadius=t.y0,delete t.y0,t.outerRadius=t.y1,delete t.y1,t.lineStartAngle=function(){return n.i(o.b)(a())},delete t.lineX0,t.lineEndAngle=function(){return n.i(o.b)(u())},delete t.lineX1,t.lineInnerRadius=function(){return n.i(o.b)(c())},delete t.lineY0,t.lineOuterRadius=function(){return n.i(o.b)(s())},delete t.lineY1,t.curve=function(t){return arguments.length?e(n.i(r.a)(t)):e()._curve},t}},function(t,e,n){\"use strict\";function r(t,e){return t[e]}var i=n(281),o=n(19),a=n(36),u=n(37);e.a=function(){function t(t){var n,r,i=e.apply(this,arguments),o=t.length,a=i.length,u=new Array(a);for(n=0;n<a;++n){for(var f,p=i[n],h=u[n]=new Array(o),d=0;d<o;++d)h[d]=f=[0,+l(t[d],p,d,t)],f.data=t[d];h.key=p}for(n=0,r=c(u);n<a;++n)u[r[n]].index=n;return s(u,r),u}var e=n.i(o.a)([]),c=u.a,s=a.a,l=r;return t.keys=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(o.a)(i.a.call(r)),t):e},t.value=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(o.a)(+e),t):l},t.order=function(e){return arguments.length?(c=null==e?u.a:\"function\"==typeof e?e:n.i(o.a)(i.a.call(e)),t):c},t.offset=function(e){return arguments.length?(s=null==e?a.a:e,t):s},t}},function(t,e,n){\"use strict\";var r=n(44),i=n(141),o=n(142),a=n(143),u=n(145),c=n(144),s=n(146),l=n(147),f=n(19);n.d(e,\"b\",function(){return p});var p=[i.a,o.a,a.a,c.a,u.a,s.a,l.a];e.a=function(){function t(){var t;if(a||(a=t=n.i(r.a)()),e.apply(this,arguments).draw(a,+o.apply(this,arguments)),t)return a=null,t+\"\"||null}var e=n.i(f.a)(i.a),o=n.i(f.a)(64),a=null;return t.type=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(f.a)(r),t):e},t.size=function(e){return arguments.length?(o=\"function\"==typeof e?e:n.i(f.a)(+e),t):o},t.context=function(e){return arguments.length?(a=null==e?null:e,t):a},t}},function(t,e,n){\"use strict\";function r(t){var e=new Date(t);return isNaN(e)?null:e}var i=n(148),o=n(78),a=+new Date(\"2000-01-01T00:00:00.000Z\")?r:n.i(o.e)(i.b);e.a=a},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*i.d)/i.b},function(t){return t.getDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){var e=t.getTimezoneOffset()*i.d%i.c;e<0&&(e+=i.c),t.setTime(Math.floor((+t-e)/i.c)*i.c+e)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(){},function(t,e){t.setTime(+t+e)},function(t,e){return e-t});i.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?n.i(r.a)(function(e){e.setTime(Math.floor(e/t)*t)},function(e,n){e.setTime(+e+n*t)},function(e,n){return(n-e)/t}):i:null},e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.d)*i.d)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setDate(1),t.setHours(0,0,0,0)},function(t,e){t.setMonth(t.getMonth()+e)},function(t,e){return e.getMonth()-t.getMonth()+12*(e.getFullYear()-t.getFullYear())},function(t){return t.getMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.e)*i.e)},function(t,e){t.setTime(+t+e*i.e)},function(t,e){return(e-t)/i.e},function(t){return t.getUTCSeconds()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+e)},function(t,e){return(e-t)/i.b},function(t){return t.getUTCDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCMinutes(0,0,0)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getUTCHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCSeconds(0,0)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getUTCMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCDate(1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCMonth(t.getUTCMonth()+e)},function(t,e){return e.getUTCMonth()-t.getUTCMonth()+12*(e.getUTCFullYear()-t.getUTCFullYear())},function(t){return t.getUTCMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setUTCDate(e.getUTCDate()-(e.getUTCDay()+7-t)%7),e.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+7*e)},function(t,e){return(e-t)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCMonth(0,1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCFullYear(t.getUTCFullYear()+e)},function(t,e){return e.getUTCFullYear()-t.getUTCFullYear()},function(t){return t.getUTCFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setUTCFullYear(Math.floor(e.getUTCFullYear()/t)*t),e.setUTCMonth(0,1),e.setUTCHours(0,0,0,0)},function(e,n){e.setUTCFullYear(e.getUTCFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setDate(e.getDate()-(e.getDay()+7-t)%7),e.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+7*e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*o.d)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setMonth(0,1),t.setHours(0,0,0,0)},function(t,e){t.setFullYear(t.getFullYear()+e)},function(t,e){return e.getFullYear()-t.getFullYear()},function(t){return t.getFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setFullYear(Math.floor(e.getFullYear()/t)*t),e.setMonth(0,1),e.setHours(0,0,0,0)},function(e,n){e.setFullYear(e.getFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return t.replace(i,function(t,e){return e.toUpperCase()})}var i=/-(.)/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t.replace(o,\"ms-\"))}var i=n(318),o=/^-ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return!(!t||!e)&&(t===e||!i(t)&&(i(e)?r(t,e.parentNode):\"contains\"in t?t.contains(e):!!t.compareDocumentPosition&&!!(16&t.compareDocumentPosition(e))))}var i=n(328);t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t.length;if(Array.isArray(t)||\"object\"!=typeof t&&\"function\"!=typeof t?a(!1):void 0,\"number\"!=typeof e?a(!1):void 0,0===e||e-1 in t?void 0:a(!1),\"function\"==typeof t.callee?a(!1):void 0,t.hasOwnProperty)try{return Array.prototype.slice.call(t)}catch(t){}for(var n=Array(e),r=0;r<e;r++)n[r]=t[r];return n}function i(t){return!!t&&(\"object\"==typeof t||\"function\"==typeof t)&&\"length\"in t&&!(\"setInterval\"in t)&&\"number\"!=typeof t.nodeType&&(Array.isArray(t)||\"callee\"in t||\"item\"in t)}function o(t){return i(t)?Array.isArray(t)?t.slice():r(t):[t]}var a=n(0);t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t.match(l);return e&&e[1].toLowerCase()}function i(t,e){var n=s;s?void 0:c(!1);var i=r(t),o=i&&u(i);if(o){n.innerHTML=o[1]+t+o[2];for(var l=o[0];l--;)n=n.lastChild}else n.innerHTML=t;var f=n.getElementsByTagName(\"script\");f.length&&(e?void 0:c(!1),a(f).forEach(e));for(var p=Array.from(n.childNodes);n.lastChild;)n.removeChild(n.lastChild);return p}var o=n(6),a=n(321),u=n(323),c=n(0),s=o.canUseDOM?document.createElement(\"div\"):null,l=/^\\s*<(\\w+)/;t.exports=i},function(t,e,n){\"use strict\";function r(t){return a?void 0:o(!1),p.hasOwnProperty(t)||(t=\"*\"),u.hasOwnProperty(t)||(\"*\"===t?a.innerHTML=\"<link />\":a.innerHTML=\"<\"+t+\"></\"+t+\">\",u[t]=!a.firstChild),u[t]?p[t]:null}var i=n(6),o=n(0),a=i.canUseDOM?document.createElement(\"div\"):null,u={},c=[1,'<select multiple=\"true\">',\"</select>\"],s=[1,\"<table>\",\"</table>\"],l=[3,\"<table><tbody><tr>\",\"</tr></tbody></table>\"],f=[1,'<svg xmlns=\"http://www.w3.org/2000/svg\">',\"</svg>\"],p={\"*\":[1,\"?<div>\",\"</div>\"],area:[1,\"<map>\",\"</map>\"],col:[2,\"<table><tbody></tbody><colgroup>\",\"</colgroup></table>\"],legend:[1,\"<fieldset>\",\"</fieldset>\"],param:[1,\"<object>\",\"</object>\"],tr:[2,\"<table><tbody>\",\"</tbody></table>\"],optgroup:c,option:c,caption:s,colgroup:s,tbody:s,tfoot:s,thead:s,td:l,th:l},h=[\"circle\",\"clipPath\",\"defs\",\"ellipse\",\"g\",\"image\",\"line\",\"linearGradient\",\"mask\",\"path\",\"pattern\",\"polygon\",\"polyline\",\"radialGradient\",\"rect\",\"stop\",\"text\",\"tspan\"];h.forEach(function(t){p[t]=f,u[t]=!0}),t.exports=r},function(t,e,n){\"use strict\";function r(t){return t===window?{x:window.pageXOffset||document.documentElement.scrollLeft,y:window.pageYOffset||document.documentElement.scrollTop}:{x:t.scrollLeft,y:t.scrollTop}}t.exports=r},function(t,e,n){\"use strict\";function r(t){return t.replace(i,\"-$1\").toLowerCase()}var i=/([A-Z])/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t).replace(o,\"-ms-\")}var i=n(325),o=/^ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t){return!(!t||!(\"function\"==typeof Node?t instanceof Node:\"object\"==typeof t&&\"number\"==typeof t.nodeType&&\"string\"==typeof t.nodeName))}t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t)&&3==t.nodeType}var i=n(327);t.exports=r},function(t,e,n){\"use strict\";var r=function(t){var e;for(e in t)if(t.hasOwnProperty(e))return e;return null};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e={};return function(n){return e.hasOwnProperty(n)||(e[n]=t.call(this,n)),e[n]}}t.exports=r},function(t,e,n){\"use strict\";var r={Properties:{\"aria-current\":0,\"aria-details\":0,\"aria-disabled\":0,\"aria-hidden\":0,\"aria-invalid\":0,\"aria-keyshortcuts\":0,\"aria-label\":0,\"aria-roledescription\":0,\"aria-autocomplete\":0,\"aria-checked\":0,\"aria-expanded\":0,\"aria-haspopup\":0,\"aria-level\":0,\"aria-modal\":0,\"aria-multiline\":0,\"aria-multiselectable\":0,\"aria-orientation\":0,\"aria-placeholder\":0,\"aria-pressed\":0,\"aria-readonly\":0,\"aria-required\":0,\"aria-selected\":0,\"aria-sort\":0,\"aria-valuemax\":0,\"aria-valuemin\":0,\"aria-valuenow\":0,\"aria-valuetext\":0,\"aria-atomic\":0,\"aria-busy\":0,\"aria-live\":0,\"aria-relevant\":0,\"aria-dropeffect\":0,\"aria-grabbed\":0,\"aria-activedescendant\":0,\"aria-colcount\":0,\"aria-colindex\":0,\"aria-colspan\":0,\"aria-controls\":0,\"aria-describedby\":0,\"aria-errormessage\":0,\"aria-flowto\":0,\"aria-labelledby\":0,\"aria-owns\":0,\"aria-posinset\":0,\"aria-rowcount\":0,\"aria-rowindex\":0,\"aria-rowspan\":0,\"aria-setsize\":0},DOMAttributeNames:{},DOMPropertyNames:{}};t.exports=r},function(t,e,n){\"use strict\";var r=n(4),i=n(151),o={focusDOMComponent:function(){i(r.getNodeFromInstance(this))}};t.exports=o},function(t,e,n){\"use strict\";function r(){var t=window.opera;return\"object\"==typeof t&&\"function\"==typeof t.version&&parseInt(t.version(),10)<=12}function i(t){return(t.ctrlKey||t.altKey||t.metaKey)&&!(t.ctrlKey&&t.altKey)}function o(t){switch(t){case\"topCompositionStart\":return E.compositionStart;case\"topCompositionEnd\":return E.compositionEnd;case\"topCompositionUpdate\":return E.compositionUpdate}}function a(t,e){return\"topKeyDown\"===t&&e.keyCode===_}function u(t,e){switch(t){case\"topKeyUp\":return y.indexOf(e.keyCode)!==-1;case\"topKeyDown\":return e.keyCode!==_;case\"topKeyPress\":case\"topMouseDown\":case\"topBlur\":return!0;default:return!1}}function c(t){var e=t.detail;return\"object\"==typeof e&&\"data\"in e?e.data:null}function s(t,e,n,r){var i,s;if(b?i=o(t):S?u(t,n)&&(i=E.compositionEnd):a(t,n)&&(i=E.compositionStart),!i)return null;C&&(S||i!==E.compositionStart?i===E.compositionEnd&&S&&(s=S.getData()):S=v.getPooled(r));var l=g.getPooled(i,e,n,r);if(s)l.data=s;else{var f=c(n);null!==f&&(l.data=f)}return h.accumulateTwoPhaseDispatches(l),l}function l(t,e){switch(t){case\"topCompositionEnd\":return c(e);case\"topKeyPress\":var n=e.which;return n!==M?null:(T=!0,k);case\"topTextInput\":var r=e.data;return r===k&&T?null:r;default:return null}}function f(t,e){if(S){if(\"topCompositionEnd\"===t||!b&&u(t,e)){var n=S.getData();return v.release(S),S=null,n}return null}switch(t){case\"topPaste\":return null;case\"topKeyPress\":return e.which&&!i(e)?String.fromCharCode(e.which):null;case\"topCompositionEnd\":return C?null:e.data;default:return null}}function p(t,e,n,r){var i;if(i=w?l(t,n):f(t,n),!i)return null;var o=m.getPooled(E.beforeInput,e,n,r);return o.data=i,h.accumulateTwoPhaseDispatches(o),o}var h=n(23),d=n(6),v=n(340),g=n(377),m=n(380),y=[9,13,27,32],_=229,b=d.canUseDOM&&\"CompositionEvent\"in window,x=null;d.canUseDOM&&\"documentMode\"in document&&(x=document.documentMode);var w=d.canUseDOM&&\"TextEvent\"in window&&!x&&!r(),C=d.canUseDOM&&(!b||x&&x>8&&x<=11),M=32,k=String.fromCharCode(M),E={beforeInput:{phasedRegistrationNames:{bubbled:\"onBeforeInput\",captured:\"onBeforeInputCapture\"},dependencies:[\"topCompositionEnd\",\"topKeyPress\",\"topTextInput\",\"topPaste\"]},compositionEnd:{phasedRegistrationNames:{bubbled:\"onCompositionEnd\",captured:\"onCompositionEndCapture\"},dependencies:[\"topBlur\",\"topCompositionEnd\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionStart:{phasedRegistrationNames:{bubbled:\"onCompositionStart\",captured:\"onCompositionStartCapture\"},dependencies:[\"topBlur\",\"topCompositionStart\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionUpdate:{phasedRegistrationNames:{bubbled:\"onCompositionUpdate\",captured:\"onCompositionUpdateCapture\"},dependencies:[\"topBlur\",\"topCompositionUpdate\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]}},T=!1,S=null,P={eventTypes:E,extractEvents:function(t,e,n,r){return[s(t,e,n,r),p(t,e,n,r)]}};t.exports=P},function(t,e,n){\"use strict\";var r=n(154),i=n(6),o=(n(9),n(319),n(386)),a=n(326),u=n(330),c=(n(1),u(function(t){return a(t)})),s=!1,l=\"cssFloat\";if(i.canUseDOM){var f=document.createElement(\"div\").style;try{f.font=\"\"}catch(t){s=!0}void 0===document.documentElement.style.cssFloat&&(l=\"styleFloat\")}var p={createMarkupForStyles:function(t,e){var n=\"\";for(var r in t)if(t.hasOwnProperty(r)){var i=t[r];null!=i&&(n+=c(r)+\":\",n+=o(r,i,e)+\";\")}return n||null},setValueForStyles:function(t,e,n){var i=t.style;for(var a in e)if(e.hasOwnProperty(a)){var u=o(a,e[a],n);if(\"float\"!==a&&\"cssFloat\"!==a||(a=l),u)i[a]=u;else{var c=s&&r.shorthandPropertyExpansions[a];if(c)for(var f in c)i[f]=\"\";else i[a]=\"\"}}}};t.exports=p},function(t,e,n){\"use strict\";function r(t){var e=t.nodeName&&t.nodeName.toLowerCase();return\"select\"===e||\"input\"===e&&\"file\"===t.type}function i(t){var e=C.getPooled(T.change,P,t,M(t));_.accumulateTwoPhaseDispatches(e),w.batchedUpdates(o,e)}function o(t){y.enqueueEvents(t),y.processEventQueue(!1)}function a(t,e){S=t,P=e,S.attachEvent(\"onchange\",i)}function u(){S&&(S.detachEvent(\"onchange\",i),S=null,P=null)}function c(t,e){if(\"topChange\"===t)return e}function s(t,e,n){\"topFocus\"===t?(u(),a(e,n)):\"topBlur\"===t&&u()}function l(t,e){S=t,P=e,N=t.value,A=Object.getOwnPropertyDescriptor(t.constructor.prototype,\"value\"),Object.defineProperty(S,\"value\",D),S.attachEvent?S.attachEvent(\"onpropertychange\",p):S.addEventListener(\"propertychange\",p,!1)}function f(){S&&(delete S.value,S.detachEvent?S.detachEvent(\"onpropertychange\",p):S.removeEventListener(\"propertychange\",p,!1),S=null,P=null,N=null,A=null)}function p(t){if(\"value\"===t.propertyName){var e=t.srcElement.value;e!==N&&(N=e,i(t))}}function h(t,e){if(\"topInput\"===t)return e}function d(t,e,n){\"topFocus\"===t?(f(),l(e,n)):\"topBlur\"===t&&f()}function v(t,e){if((\"topSelectionChange\"===t||\"topKeyUp\"===t||\"topKeyDown\"===t)&&S&&S.value!==N)return N=S.value,P}function g(t){return t.nodeName&&\"input\"===t.nodeName.toLowerCase()&&(\"checkbox\"===t.type||\"radio\"===t.type)}function m(t,e){if(\"topClick\"===t)return e}var y=n(22),_=n(23),b=n(6),x=n(4),w=n(11),C=n(14),M=n(93),k=n(94),E=n(170),T={change:{phasedRegistrationNames:{bubbled:\"onChange\",captured:\"onChangeCapture\"},dependencies:[\"topBlur\",\"topChange\",\"topClick\",\"topFocus\",\"topInput\",\"topKeyDown\",\"topKeyUp\",\"topSelectionChange\"]}},S=null,P=null,N=null,A=null,O=!1;b.canUseDOM&&(O=k(\"change\")&&(!document.documentMode||document.documentMode>8));var I=!1;b.canUseDOM&&(I=k(\"input\")&&(!document.documentMode||document.documentMode>11));var D={get:function(){return A.get.call(this)},set:function(t){N=\"\"+t,A.set.call(this,t)}},R={eventTypes:T,extractEvents:function(t,e,n,i){var o,a,u=e?x.getNodeFromInstance(e):window;if(r(u)?O?o=c:a=s:E(u)?I?o=h:(o=v,a=d):g(u)&&(o=m),o){var l=o(t,e);if(l){var f=C.getPooled(T.change,l,n,i);return f.type=\"change\",_.accumulateTwoPhaseDispatches(f),f}}a&&a(t,u,e)}};t.exports=R},function(t,e,n){\"use strict\";var r=n(2),i=n(20),o=n(6),a=n(322),u=n(8),c=(n(0),{dangerouslyReplaceNodeWithMarkup:function(t,e){if(o.canUseDOM?void 0:r(\"56\"),e?void 0:r(\"57\"),\"HTML\"===t.nodeName?r(\"58\"):void 0,\"string\"==typeof e){var n=a(e,u)[0];t.parentNode.replaceChild(n,t)}else i.replaceChildWithTree(t,e)}});t.exports=c},function(t,e,n){\"use strict\";var r=[\"ResponderEventPlugin\",\"SimpleEventPlugin\",\"TapEventPlugin\",\"EnterLeaveEventPlugin\",\"ChangeEventPlugin\",\"SelectEventPlugin\",\"BeforeInputEventPlugin\"];t.exports=r},function(t,e,n){\"use strict\";var r=n(23),i=n(4),o=n(52),a={mouseEnter:{registrationName:\"onMouseEnter\",dependencies:[\"topMouseOut\",\"topMouseOver\"]},mouseLeave:{registrationName:\"onMouseLeave\",dependencies:[\"topMouseOut\",\"topMouseOver\"]}},u={eventTypes:a,extractEvents:function(t,e,n,u){if(\"topMouseOver\"===t&&(n.relatedTarget||n.fromElement))return null;\n",
+       "if(\"topMouseOut\"!==t&&\"topMouseOver\"!==t)return null;var c;if(u.window===u)c=u;else{var s=u.ownerDocument;c=s?s.defaultView||s.parentWindow:window}var l,f;if(\"topMouseOut\"===t){l=e;var p=n.relatedTarget||n.toElement;f=p?i.getClosestInstanceFromNode(p):null}else l=null,f=e;if(l===f)return null;var h=null==l?c:i.getNodeFromInstance(l),d=null==f?c:i.getNodeFromInstance(f),v=o.getPooled(a.mouseLeave,l,n,u);v.type=\"mouseleave\",v.target=h,v.relatedTarget=d;var g=o.getPooled(a.mouseEnter,f,n,u);return g.type=\"mouseenter\",g.target=d,g.relatedTarget=h,r.accumulateEnterLeaveDispatches(v,g,l,f),[v,g]}};t.exports=u},function(t,e,n){\"use strict\";var r={topAbort:null,topAnimationEnd:null,topAnimationIteration:null,topAnimationStart:null,topBlur:null,topCanPlay:null,topCanPlayThrough:null,topChange:null,topClick:null,topCompositionEnd:null,topCompositionStart:null,topCompositionUpdate:null,topContextMenu:null,topCopy:null,topCut:null,topDoubleClick:null,topDrag:null,topDragEnd:null,topDragEnter:null,topDragExit:null,topDragLeave:null,topDragOver:null,topDragStart:null,topDrop:null,topDurationChange:null,topEmptied:null,topEncrypted:null,topEnded:null,topError:null,topFocus:null,topInput:null,topInvalid:null,topKeyDown:null,topKeyPress:null,topKeyUp:null,topLoad:null,topLoadedData:null,topLoadedMetadata:null,topLoadStart:null,topMouseDown:null,topMouseMove:null,topMouseOut:null,topMouseOver:null,topMouseUp:null,topPaste:null,topPause:null,topPlay:null,topPlaying:null,topProgress:null,topRateChange:null,topReset:null,topScroll:null,topSeeked:null,topSeeking:null,topSelectionChange:null,topStalled:null,topSubmit:null,topSuspend:null,topTextInput:null,topTimeUpdate:null,topTouchCancel:null,topTouchEnd:null,topTouchMove:null,topTouchStart:null,topTransitionEnd:null,topVolumeChange:null,topWaiting:null,topWheel:null},i={topLevelTypes:r};t.exports=i},function(t,e,n){\"use strict\";function r(t){this._root=t,this._startText=this.getText(),this._fallbackText=null}var i=n(3),o=n(17),a=n(168);i(r.prototype,{destructor:function(){this._root=null,this._startText=null,this._fallbackText=null},getText:function(){return\"value\"in this._root?this._root.value:this._root[a()]},getData:function(){if(this._fallbackText)return this._fallbackText;var t,e,n=this._startText,r=n.length,i=this.getText(),o=i.length;for(t=0;t<r&&n[t]===i[t];t++);var a=r-t;for(e=1;e<=a&&n[r-e]===i[o-e];e++);var u=e>1?1-e:void 0;return this._fallbackText=i.slice(t,u),this._fallbackText}}),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";var r=n(21),i=r.injection.MUST_USE_PROPERTY,o=r.injection.HAS_BOOLEAN_VALUE,a=r.injection.HAS_NUMERIC_VALUE,u=r.injection.HAS_POSITIVE_NUMERIC_VALUE,c=r.injection.HAS_OVERLOADED_BOOLEAN_VALUE,s={isCustomAttribute:RegExp.prototype.test.bind(new RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(169),a=(n(84),n(95)),u=n(172);n(1);\"undefined\"!=typeof e&&e.env,1;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(153))},function(t,e,n){\"use strict\";var r=n(81),i=n(350),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t,e){}function o(t){return!(!t.prototype||!t.prototype.isReactComponent)}function a(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var u=n(2),c=n(3),s=n(26),l=n(86),f=n(15),p=n(87),h=n(40),d=(n(9),n(164)),v=n(24),g=n(38),m=(n(0),n(80)),y=n(95),_=(n(1),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=h.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return i(t,e),e};var b=1,x={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,c){this._context=c,this._mountOrder=b++,this._hostParent=e,this._hostContainerInfo=n;var l,f=this._currentElement.props,p=this._processContext(c),d=this._currentElement.type,v=t.getUpdateQueue(),m=o(d),y=this._constructComponent(m,f,p,v);m||null!=y&&null!=y.render?a(d)?this._compositeType=_.PureClass:this._compositeType=_.ImpureClass:(l=y,i(d,l),null===y||y===!1||s.isValidElement(y)?void 0:u(\"105\",d.displayName||d.name||\"Component\"),y=new r(d),this._compositeType=_.StatelessFunctional);y.props=f,y.context=p,y.refs=g,y.updater=v,this._instance=y,h.set(y,this);var x=y.state;void 0===x&&(y.state=x=null),\"object\"!=typeof x||Array.isArray(x)?u(\"106\",this.getName()||\"ReactCompositeComponent\"):void 0,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var w;return w=y.unstable_handleError?this.performInitialMountWithErrorHandling(l,e,n,t,c):this.performInitialMount(l,e,n,t,c),y.componentDidMount&&t.getReactMountReady().enqueue(y.componentDidMount,y),w},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=d.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return v.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";p.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(v.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,h.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return g;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
+       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- >0;)n(c[s],\"captured\",o)}var c=n(2);n(0);t.exports={isAncestor:i,getLowestCommonAncestor:r,getParentInstance:o,traverseTwoPhase:a,traverseEnterLeave:u}},function(t,e,n){\"use strict\";function r(){this.reinitializeTransaction()}var i=n(3),o=n(11),a=n(53),u=n(8),c={initialize:u,close:function(){p.isBatchingUpdates=!1}},s={initialize:u,close:o.flushBatchedUpdates.bind(o)},l=[s,c];i(r.prototype,a,{getTransactionWrappers:function(){return l}});var f=new r,p={isBatchingUpdates:!1,batchedUpdates:function(t,e,n,r,i,o){var a=p.isBatchingUpdates;return p.isBatchingUpdates=!0,a?t(e,n,r,i,o):f.perform(t,null,e,n,r,i,o)}};t.exports=p},function(t,e,n){\"use strict\";function r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){var a=i.extractEvents(t,e,n,o);r(a)}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do t.ancestors.push(i),i=i&&r(i);while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function a(t){var e=d(window);t(e)}var u=n(3),c=n(150),s=n(6),l=n(17),f=n(4),p=n(11),h=n(93),d=n(324);u(i.prototype,{destructor:function(){this.topLevelType=null,this.nativeEvent=null,this.ancestors.length=0}}),l.addPoolingTo(i,l.twoArgumentPooler);var v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof t&&(n=t.ref,r=t._owner);var i=null,o=null;return null!==e&&\"object\"==typeof e&&(i=e.ref,o=e._owner),n!==i||\"string\"==typeof i&&o!==r},a.detachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&i(n,t,e._owner)}},t.exports=a},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=t,this.useCreateElement=!1,this.updateQueue=new u(this)}var i=n(3),o=n(17),a=n(53),u=(n(9),n(370)),c=[],s={enqueue:function(){}},l={getTransactionWrappers:function(){return c},getReactMountReady:function(){return s},getUpdateQueue:function(){return this.updateQueue},destructor:function(){},checkpoint:function(){},rollback:function(){}};i(r.prototype,a,l),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function i(t,e){}var o=n(88),a=(n(1),function(){function t(e){r(this,t),this.transaction=e}return t.prototype.isMounted=function(t){return!1},t.prototype.enqueueCallback=function(t,e,n){this.transaction.isInTransaction()&&o.enqueueCallback(t,e,n)},t.prototype.enqueueForceUpdate=function(t){this.transaction.isInTransaction()?o.enqueueForceUpdate(t):i(t,\"forceUpdate\")},t.prototype.enqueueReplaceState=function(t,e){this.transaction.isInTransaction()?o.enqueueReplaceState(t,e):i(t,\"replaceState\")},t.prototype.enqueueSetState=function(t,e){this.transaction.isInTransaction()?o.enqueueSetState(t,e):i(t,\"setState\")},t}());t.exports=a},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";var r={xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\"},i={accentHeight:\"accent-height\",accumulate:0,additive:0,alignmentBaseline:\"alignment-baseline\",allowReorder:\"allowReorder\",alphabetic:0,amplitude:0,arabicForm:\"arabic-form\",ascent:0,attributeName:\"attributeName\",attributeType:\"attributeType\",autoReverse:\"autoReverse\",azimuth:0,baseFrequency:\"baseFrequency\",baseProfile:\"baseProfile\",baselineShift:\"baseline-shift\",bbox:0,begin:0,bias:0,by:0,calcMode:\"calcMode\",capHeight:\"cap-height\",clip:0,clipPath:\"clip-path\",clipRule:\"clip-rule\",clipPathUnits:\"clipPathUnits\",colorInterpolation:\"color-interpolation\",colorInterpolationFilters:\"color-interpolation-filters\",colorProfile:\"color-profile\",colorRendering:\"color-rendering\",contentScriptType:\"contentScriptType\",contentStyleType:\"contentStyleType\",cursor:0,cx:0,cy:0,d:0,decelerate:0,descent:0,diffuseConstant:\"diffuseConstant\",direction:0,display:0,divisor:0,dominantBaseline:\"dominant-baseline\",dur:0,dx:0,dy:0,edgeMode:\"edgeMode\",elevation:0,enableBackground:\"enable-background\",end:0,exponent:0,externalResourcesRequired:\"externalResourcesRequired\",fill:0,fillOpacity:\"fill-opacity\",fillRule:\"fill-rule\",filter:0,filterRes:\"filterRes\",filterUnits:\"filterUnits\",floodColor:\"flood-color\",floodOpacity:\"flood-opacity\",focusable:0,fontFamily:\"font-family\",fontSize:\"font-size\",fontSizeAdjust:\"font-size-adjust\",fontStretch:\"font-stretch\",fontStyle:\"font-style\",fontVariant:\"font-variant\",fontWeight:\"font-weight\",format:0,from:0,fx:0,fy:0,g1:0,g2:0,glyphName:\"glyph-name\",glyphOrientationHorizontal:\"glyph-orientation-horizontal\",glyphOrientationVertical:\"glyph-orientation-vertical\",glyphRef:\"glyphRef\",gradientTransform:\"gradientTransform\",gradientUnits:\"gradientUnits\",hanging:0,horizAdvX:\"horiz-adv-x\",horizOriginX:\"horiz-origin-x\",ideographic:0,imageRendering:\"image-rendering\",in:0,in2:0,intercept:0,k:0,k1:0,k2:0,k3:0,k4:0,kernelMatrix:\"kernelMatrix\",kernelUnitLength:\"kernelUnitLength\",kerning:0,keyPoints:\"keyPoints\",keySplines:\"keySplines\",keyTimes:\"keyTimes\",lengthAdjust:\"lengthAdjust\",letterSpacing:\"letter-spacing\",lightingColor:\"lighting-color\",limitingConeAngle:\"limitingConeAngle\",local:0,markerEnd:\"marker-end\",markerMid:\"marker-mid\",markerStart:\"marker-start\",markerHeight:\"markerHeight\",markerUnits:\"markerUnits\",markerWidth:\"markerWidth\",mask:0,maskContentUnits:\"maskContentUnits\",maskUnits:\"maskUnits\",mathematical:0,mode:0,numOctaves:\"numOctaves\",offset:0,opacity:0,operator:0,order:0,orient:0,orientation:0,origin:0,overflow:0,overlinePosition:\"overline-position\",overlineThickness:\"overline-thickness\",paintOrder:\"paint-order\",panose1:\"panose-1\",pathLength:\"pathLength\",patternContentUnits:\"patternContentUnits\",patternTransform:\"patternTransform\",patternUnits:\"patternUnits\",pointerEvents:\"pointer-events\",points:0,pointsAtX:\"pointsAtX\",pointsAtY:\"pointsAtY\",pointsAtZ:\"pointsAtZ\",preserveAlpha:\"preserveAlpha\",preserveAspectRatio:\"preserveAspectRatio\",primitiveUnits:\"primitiveUnits\",r:0,radius:0,refX:\"refX\",refY:\"refY\",renderingIntent:\"rendering-intent\",repeatCount:\"repeatCount\",repeatDur:\"repeatDur\",requiredExtensions:\"requiredExtensions\",requiredFeatures:\"requiredFeatures\",restart:0,result:0,rotate:0,rx:0,ry:0,scale:0,seed:0,shapeRendering:\"shape-rendering\",slope:0,spacing:0,specularConstant:\"specularConstant\",specularExponent:\"specularExponent\",speed:0,spreadMethod:\"spreadMethod\",startOffset:\"startOffset\",stdDeviation:\"stdDeviation\",stemh:0,stemv:0,stitchTiles:\"stitchTiles\",stopColor:\"stop-color\",stopOpacity:\"stop-opacity\",strikethroughPosition:\"strikethrough-position\",strikethroughThickness:\"strikethrough-thickness\",string:0,stroke:0,strokeDasharray:\"stroke-dasharray\",strokeDashoffset:\"stroke-dashoffset\",strokeLinecap:\"stroke-linecap\",strokeLinejoin:\"stroke-linejoin\",strokeMiterlimit:\"stroke-miterlimit\",strokeOpacity:\"stroke-opacity\",strokeWidth:\"stroke-width\",surfaceScale:\"surfaceScale\",systemLanguage:\"systemLanguage\",tableValues:\"tableValues\",targetX:\"targetX\",targetY:\"targetY\",textAnchor:\"text-anchor\",textDecoration:\"text-decoration\",textRendering:\"text-rendering\",textLength:\"textLength\",to:0,transform:0,u1:0,u2:0,underlinePosition:\"underline-position\",underlineThickness:\"underline-thickness\",unicode:0,unicodeBidi:\"unicode-bidi\",unicodeRange:\"unicode-range\",unitsPerEm:\"units-per-em\",vAlphabetic:\"v-alphabetic\",vHanging:\"v-hanging\",vIdeographic:\"v-ideographic\",vMathematical:\"v-mathematical\",values:0,vectorEffect:\"vector-effect\",version:0,vertAdvY:\"vert-adv-y\",vertOriginX:\"vert-origin-x\",vertOriginY:\"vert-origin-y\",viewBox:\"viewBox\",viewTarget:\"viewTarget\",visibility:0,widths:0,wordSpacing:\"word-spacing\",writingMode:\"writing-mode\",x:0,xHeight:\"x-height\",x1:0,x2:0,xChannelSelector:\"xChannelSelector\",xlinkActuate:\"xlink:actuate\",xlinkArcrole:\"xlink:arcrole\",xlinkHref:\"xlink:href\",xlinkRole:\"xlink:role\",xlinkShow:\"xlink:show\",xlinkTitle:\"xlink:title\",xlinkType:\"xlink:type\",xmlBase:\"xml:base\",xmlns:0,xmlnsXlink:\"xmlns:xlink\",xmlLang:\"xml:lang\",xmlSpace:\"xml:space\",y:0,y1:0,y2:0,yChannelSelector:\"yChannelSelector\",z:0,zoomAndPan:\"zoomAndPan\"},o={Properties:{},DOMAttributeNamespaces:{xlinkActuate:r.xlink,xlinkArcrole:r.xlink,xlinkHref:r.xlink,xlinkRole:r.xlink,xlinkShow:r.xlink,xlinkTitle:r.xlink,xlinkType:r.xlink,xmlBase:r.xml,xmlLang:r.xml,xmlSpace:r.xml},DOMAttributeNames:{}};Object.keys(i).forEach(function(t){o.Properties[t]=0,i[t]&&(o.DOMAttributeNames[t]=i[t])}),t.exports=o},function(t,e,n){\"use strict\";function r(t){if(\"selectionStart\"in t&&c.hasSelectionCapabilities(t))return{start:t.selectionStart,end:t.selectionEnd};if(window.getSelection){var e=window.getSelection();return{anchorNode:e.anchorNode,anchorOffset:e.anchorOffset,focusNode:e.focusNode,focusOffset:e.focusOffset}}if(document.selection){var n=document.selection.createRange();return{parentElement:n.parentElement(),text:n.text,top:n.boundingTop,left:n.boundingLeft}}}function i(t,e){if(y||null==v||v!==l())return null;var n=r(v);if(!m||!p(m,n)){m=n;var i=s.getPooled(d.select,g,t,e);return i.type=\"select\",i.target=v,o.accumulateTwoPhaseDispatches(i),i}return null}var o=n(23),a=n(6),u=n(4),c=n(162),s=n(14),l=n(152),f=n(170),p=n(80),h=a.canUseDOM&&\"documentMode\"in document&&document.documentMode<=11,d={select:{phasedRegistrationNames:{bubbled:\"onSelect\",captured:\"onSelectCapture\"},dependencies:[\"topBlur\",\"topContextMenu\",\"topFocus\",\"topKeyDown\",\"topKeyUp\",\"topMouseDown\",\"topMouseUp\",\"topSelectionChange\"]}},v=null,g=null,m=null,y=!1,_=!1,b={eventTypes:d,extractEvents:function(t,e,n,r){if(!_)return null;var o=e?u.getNodeFromInstance(e):window;switch(t){case\"topFocus\":(f(o)||\"true\"===o.contentEditable)&&(v=o,g=e,m=null);break;case\"topBlur\":v=null,g=null,m=null;break;case\"topMouseDown\":y=!0;break;case\"topContextMenu\":case\"topMouseUp\":return y=!1,i(n,r);case\"topSelectionChange\":if(h)break;case\"topKeyDown\":case\"topKeyUp\":return i(n,r)}return null},didPutListener:function(t,e,n){\"onSelect\"===e&&(_=!0)}};t.exports=b},function(t,e,n){\"use strict\";function r(t){return\".\"+t._rootNodeID}function i(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}var o=n(2),a=n(150),u=n(23),c=n(4),s=n(375),l=n(376),f=n(14),p=n(379),h=n(381),d=n(52),v=n(378),g=n(382),m=n(383),y=n(25),_=n(384),b=n(8),x=n(91),w=(n(0),{}),C={};[\"abort\",\"animationEnd\",\"animationIteration\",\"animationStart\",\"blur\",\"canPlay\",\"canPlayThrough\",\"click\",\"contextMenu\",\"copy\",\"cut\",\"doubleClick\",\"drag\",\"dragEnd\",\"dragEnter\",\"dragExit\",\"dragLeave\",\"dragOver\",\"dragStart\",\"drop\",\"durationChange\",\"emptied\",\"encrypted\",\"ended\",\"error\",\"focus\",\"input\",\"invalid\",\"keyDown\",\"keyPress\",\"keyUp\",\"load\",\"loadedData\",\"loadedMetadata\",\"loadStart\",\"mouseDown\",\"mouseMove\",\"mouseOut\",\"mouseOver\",\"mouseUp\",\"paste\",\"pause\",\"play\",\"playing\",\"progress\",\"rateChange\",\"reset\",\"scroll\",\"seeked\",\"seeking\",\"stalled\",\"submit\",\"suspend\",\"timeUpdate\",\"touchCancel\",\"touchEnd\",\"touchMove\",\"touchStart\",\"transitionEnd\",\"volumeChange\",\"waiting\",\"wheel\"].forEach(function(t){var e=t[0].toUpperCase()+t.slice(1),n=\"on\"+e,r=\"top\"+e,i={phasedRegistrationNames:{bubbled:n,captured:n+\"Capture\"},dependencies:[r]};w[t]=i,C[r]=i});var M={},k={eventTypes:w,extractEvents:function(t,e,n,r){var i=C[t];if(!i)return null;var a;switch(t){case\"topAbort\":case\"topCanPlay\":case\"topCanPlayThrough\":case\"topDurationChange\":case\"topEmptied\":case\"topEncrypted\":case\"topEnded\":case\"topError\":case\"topInput\":case\"topInvalid\":case\"topLoad\":case\"topLoadedData\":case\"topLoadedMetadata\":case\"topLoadStart\":case\"topPause\":case\"topPlay\":case\"topPlaying\":case\"topProgress\":case\"topRateChange\":case\"topReset\":case\"topSeeked\":case\"topSeeking\":case\"topStalled\":case\"topSubmit\":case\"topSuspend\":case\"topTimeUpdate\":case\"topVolumeChange\":case\"topWaiting\":a=f;break;case\"topKeyPress\":if(0===x(n))return null;case\"topKeyDown\":case\"topKeyUp\":a=h;break;case\"topBlur\":case\"topFocus\":a=p;break;case\"topClick\":if(2===n.button)return null;case\"topDoubleClick\":case\"topMouseDown\":case\"topMouseMove\":case\"topMouseUp\":case\"topMouseOut\":case\"topMouseOver\":case\"topContextMenu\":a=d;break;case\"topDrag\":case\"topDragEnd\":case\"topDragEnter\":case\"topDragExit\":case\"topDragLeave\":case\"topDragOver\":case\"topDragStart\":case\"topDrop\":a=v;break;case\"topTouchCancel\":case\"topTouchEnd\":case\"topTouchMove\":case\"topTouchStart\":a=g;break;case\"topAnimationEnd\":case\"topAnimationIteration\":case\"topAnimationStart\":a=s;break;case\"topTransitionEnd\":a=m;break;case\"topScroll\":a=y;break;case\"topWheel\":a=_;break;case\"topCopy\":case\"topCut\":case\"topPaste\":a=l}a?void 0:o(\"86\",t);var c=a.getPooled(i,e,n,r);return u.accumulateTwoPhaseDispatches(c),c},didPutListener:function(t,e,n){if(\"onClick\"===e&&!i(t._tag)){var o=r(t),u=c.getNodeFromInstance(t);M[o]||(M[o]=a.listen(u,\"click\",b))}},willDeleteListener:function(t,e){if(\"onClick\"===e&&!i(t._tag)){var n=r(t);M[n].remove(),delete M[n]}}};t.exports=k},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={animationName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={clipboardData:function(t){return\"clipboardData\"in t?t.clipboardData:window.clipboardData}};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={dataTransfer:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o={relatedTarget:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(91),a=n(389),u=n(92),c={key:a,location:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,repeat:null,locale:null,getModifierState:u,charCode:function(t){return\"keypress\"===t.type?o(t):0},keyCode:function(t){return\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0},which:function(t){return\"keypress\"===t.type?o(t):\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0}};i.augmentClass(r,c),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(92),a={touches:null,targetTouches:null,changedTouches:null,altKey:null,metaKey:null,ctrlKey:null,shiftKey:null,getModifierState:o};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={propertyName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={deltaX:function(t){return\"deltaX\"in t?t.deltaX:\"wheelDeltaX\"in t?-t.wheelDeltaX:0},deltaY:function(t){return\"deltaY\"in t?t.deltaY:\"wheelDeltaY\"in t?-t.wheelDeltaY:\"wheelDelta\"in t?-t.wheelDelta:0},deltaZ:null,deltaMode:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e=1,n=0,r=0,o=t.length,a=o&-4;r<a;){for(var u=Math.min(r+4096,a);r<u;r+=4)n+=(e+=t.charCodeAt(r))+(e+=t.charCodeAt(r+1))+(e+=t.charCodeAt(r+2))+(e+=t.charCodeAt(r+3));e%=i,n%=i}for(;r<o;r++)n+=e+=t.charCodeAt(r);return e%=i,n%=i,e|n<<16}var i=65521;t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){var r=null==e||\"boolean\"==typeof e||\"\"===e;if(r)return\"\";var i=isNaN(e);if(i||0===e||o.hasOwnProperty(t)&&o[t])return\"\"+e;if(\"string\"==typeof e){e=e.trim()}return e+\"px\"}var i=n(154),o=(n(1),i.isUnitlessNumber);t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null==t)return null;if(1===t.nodeType)return t;var e=a.get(t);return e?(e=u(e),e?o.getNodeFromInstance(e):null):void(\"function\"==typeof t.render?i(\"44\"):i(\"45\",Object.keys(t)))}var i=n(2),o=(n(15),n(4)),a=n(40),u=n(167);n(0),n(1);t.exports=r},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){if(t&&\"object\"==typeof t){var i=t,o=void 0===i[n];o&&null!=e&&(i[n]=e)}}function i(t,e){if(null==t)return t;var n={};return o(t,r,n),n}var o=(n(84),n(172));n(1);\"undefined\"!=typeof e&&e.env,1,t.exports=i}).call(e,n(153))},function(t,e,n){\"use strict\";function r(t){if(t.key){var e=o[t.key]||t.key;if(\"Unidentified\"!==e)return e}if(\"keypress\"===t.type){var n=i(t);return 13===n?\"Enter\":String.fromCharCode(n)}return\"keydown\"===t.type||\"keyup\"===t.type?a[t.keyCode]||\"Unidentified\":\"\"}var i=n(91),o={Esc:\"Escape\",Spacebar:\" \",Left:\"ArrowLeft\",Up:\"ArrowUp\",Right:\"ArrowRight\",Down:\"ArrowDown\",Del:\"Delete\",Win:\"OS\",Menu:\"ContextMenu\",Apps:\"ContextMenu\",Scroll:\"ScrollLock\",MozPrintableKey:\"Unidentified\"},a={8:\"Backspace\",9:\"Tab\",12:\"Clear\",13:\"Enter\",16:\"Shift\",17:\"Control\",18:\"Alt\",19:\"Pause\",20:\"CapsLock\",27:\"Escape\",32:\" \",33:\"PageUp\",34:\"PageDown\",35:\"End\",36:\"Home\",37:\"ArrowLeft\",38:\"ArrowUp\",39:\"ArrowRight\",40:\"ArrowDown\",45:\"Insert\",46:\"Delete\",112:\"F1\",113:\"F2\",114:\"F3\",115:\"F4\",116:\"F5\",117:\"F6\",118:\"F7\",119:\"F8\",120:\"F9\",121:\"F10\",122:\"F11\",123:\"F12\",144:\"NumLock\",145:\"ScrollLock\",224:\"Meta\"};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},function(t,e,n){\"use strict\";function r(){return i++}var i=1;t.exports=r},function(t,e,n){\"use strict\";function r(t){for(;t&&t.firstChild;)t=t.firstChild;return t}function i(t){for(;t;){if(t.nextSibling)return t.nextSibling;t=t.parentNode}}function o(t,e){for(var n=r(t),o=0,a=0;n;){if(3===n.nodeType){if(a=o+n.textContent.length,o<=e&&a>=e)return{node:n,offset:e-o};o=a}n=r(i(n))}}t.exports=o},function(t,e,n){\"use strict\";function r(t,e){var n={};return n[t.toLowerCase()]=e.toLowerCase(),n[\"Webkit\"+t]=\"webkit\"+e,n[\"Moz\"+t]=\"moz\"+e,n[\"ms\"+t]=\"MS\"+e,n[\"O\"+t]=\"o\"+e.toLowerCase(),n}function i(t){if(u[t])return u[t];if(!a[t])return t;var e=a[t];for(var n in e)if(e.hasOwnProperty(n)&&n in c)return u[t]=e[n];return\"\"}var o=n(6),a={animationend:r(\"Animation\",\"AnimationEnd\"),animationiteration:r(\"Animation\",\"AnimationIteration\"),animationstart:r(\"Animation\",\"AnimationStart\"),transitionend:r(\"Transition\",\"TransitionEnd\")},u={},c={};o.canUseDOM&&(c=document.createElement(\"div\").style,\"AnimationEvent\"in window||(delete a.animationend.animation,delete a.animationiteration.animation,delete a.animationstart.animation),\"TransitionEvent\"in window||delete a.transitionend.transition),t.exports=i},function(t,e,n){\"use strict\";function r(t){return'\"'+i(t)+'\"'}var i=n(54);t.exports=r},function(t,e,n){\"use strict\";var r=n(163);t.exports=r.renderSubtreeIntoContainer},function(t,e,n){\"use strict\";function r(t,e){var n=l.extractSingleTouch(e);return n?n[t.page]:t.page in e?e[t.page]:e[t.client]+f[t.envScroll]}function i(t,e){var n=r(b.x,e),i=r(b.y,e);return Math.pow(Math.pow(n-t.x,2)+Math.pow(i-t.y,2),.5)}function o(t){return{tapMoveThreshold:g,ignoreMouseThreshold:m,eventTypes:C,extractEvents:function(e,n,o,a){if(!h(e)&&!d(e))return null;if(v(e))_=M();else if(t(_,M()))return null;var u=null,l=i(y,o);return d(e)&&l<g&&(u=s.getPooled(C.touchTap,n,o,a)),h(e)?(y.x=r(b.x,o),y.y=r(b.y,o)):d(e)&&(y.x=0,y.y=0),c.accumulateTwoPhaseDispatches(u),u}}}var a=n(339),u=n(50),c=n(23),s=n(25),l=n(397),f=n(89),p=n(329),h=(a.topLevelTypes,u.isStartish),d=u.isEndish,v=function(t){var e=[\"topTouchCancel\",\"topTouchEnd\",\"topTouchStart\",\"topTouchMove\"];return e.indexOf(t)>=0},g=10,m=750,y={x:null,y:null},_=null,b={x:{page:\"pageX\",client:\"clientX\",envScroll:\"currentPageScrollLeft\"},y:{page:\"pageY\",client:\"clientY\",envScroll:\"currentPageScrollTop\"}},x=[\"topTouchStart\",\"topTouchCancel\",\"topTouchEnd\",\"topTouchMove\"],w=[\"topMouseDown\",\"topMouseMove\",\"topMouseUp\"].concat(x),C={touchTap:{phasedRegistrationNames:{bubbled:p({onTouchTap:null}),captured:p({onTouchTapCapture:null})},dependencies:w}},M=function(){return Date.now?Date.now:function(){return+new Date}}();t.exports=o},function(t,e){var n={extractSingleTouch:function(t){var e=t.touches,n=t.changedTouches,r=e&&e.length>0,i=n&&n.length>0;return!r&&i?n[0]:r?e[0]:t}};t.exports=n},function(t,e){t.exports=function(t,e){if(t&&e-t<750)return!0}},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";var r=n(28),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";function r(t){return(\"\"+t).replace(b,\"$&/\")}function i(t,e){this.func=t,this.context=e,this.count=0}function o(t,e,n){var r=t.func,i=t.context;r.call(i,e,t.count++)}function a(t,e,n){if(null==t)return t;var r=i.getPooled(e,n);m(t,o,r),i.release(r)}function u(t,e,n,r){this.result=t,this.keyPrefix=e,this.func=n,this.context=r,this.count=0}function c(t,e,n){var i=t.result,o=t.keyPrefix,a=t.func,u=t.context,c=a.call(u,e,t.count++);Array.isArray(c)?s(c,i,n,g.thatReturnsArgument):null!=c&&(v.isValidElement(c)&&(c=v.cloneAndReplaceKey(c,o+(!c.key||e&&e.key===c.key?\"\":r(c.key)+\"/\")+n)),i.push(c))}function s(t,e,n,i,o){var a=\"\";null!=n&&(a=r(n)+\"/\");var s=u.getPooled(e,a,i,o);m(t,c,s),u.release(s)}function l(t,e,n){if(null==t)return t;var r=[];return s(t,r,null,e,n),r}function f(t,e,n){return null}function p(t,e){return m(t,f,null)}function h(t){var e=[];return s(t,e,null,g.thatReturnsArgument),e}var d=n(400),v=n(27),g=n(8),m=n(409),y=d.twoArgumentPooler,_=d.fourArgumentPooler,b=/\\/+/g;i.prototype.destructor=function(){this.func=null,this.context=null,this.count=0},d.addPoolingTo(i,y),u.prototype.destructor=function(){this.result=null,this.keyPrefix=null,this.func=null,this.context=null,this.count=0},d.addPoolingTo(u,_);var x={forEach:a,map:l,mapIntoWithKeyPrefixInternal:s,count:p,toArray:h};t.exports=x},function(t,e,n){\"use strict\";function r(t){return t}function i(t,e){var n=b.hasOwnProperty(e)?b[e]:null;w.hasOwnProperty(e)&&(\"OVERRIDE_BASE\"!==n?p(\"73\",e):void 0),t&&(\"DEFINE_MANY\"!==n&&\"DEFINE_MANY_MERGED\"!==n?p(\"74\",e):void 0)}function o(t,e){if(e){\"function\"==typeof e?p(\"75\"):void 0,v.isValidElement(e)?p(\"76\"):void 0;var n=t.prototype,r=n.__reactAutoBindPairs;e.hasOwnProperty(y)&&x.mixins(t,e.mixins);for(var o in e)if(e.hasOwnProperty(o)&&o!==y){var a=e[o],u=n.hasOwnProperty(o);if(i(u,o),x.hasOwnProperty(o))x[o](t,a);else{var l=b.hasOwnProperty(o),f=\"function\"==typeof a,h=f&&!l&&!u&&e.autobind!==!1;if(h)r.push(o,a),n[o]=a;else if(u){var d=b[o];!l||\"DEFINE_MANY_MERGED\"!==d&&\"DEFINE_MANY\"!==d?p(\"77\",d,o):void 0,\"DEFINE_MANY_MERGED\"===d?n[o]=c(n[o],a):\"DEFINE_MANY\"===d&&(n[o]=s(n[o],a))}else n[o]=a}}}else;}function a(t,e){if(e)for(var n in e){var r=e[n];if(e.hasOwnProperty(n)){var i=n in x;i?p(\"78\",n):void 0;var o=n in t;o?p(\"79\",n):void 0,t[n]=r}}}function u(t,e){t&&e&&\"object\"==typeof t&&\"object\"==typeof e?void 0:p(\"80\");for(var n in e)e.hasOwnProperty(n)&&(void 0!==t[n]?p(\"81\",n):void 0,t[n]=e[n]);return t}function c(t,e){return function(){var n=t.apply(this,arguments),r=e.apply(this,arguments);if(null==n)return r;if(null==r)return n;var i={};return u(i,n),u(i,r),i}}function s(t,e){return function(){t.apply(this,arguments),e.apply(this,arguments)}}function l(t,e){var n=e.bind(t);return n;\n",
+       "}function f(t){for(var e=t.__reactAutoBindPairs,n=0;n<e.length;n+=2){var r=e[n],i=e[n+1];t[r]=l(t,i)}}var p=n(28),h=n(3),d=n(97),v=n(27),g=(n(175),n(98)),m=n(38),y=(n(0),n(1),\"mixins\"),_=[],b={mixins:\"DEFINE_MANY\",statics:\"DEFINE_MANY\",propTypes:\"DEFINE_MANY\",contextTypes:\"DEFINE_MANY\",childContextTypes:\"DEFINE_MANY\",getDefaultProps:\"DEFINE_MANY_MERGED\",getInitialState:\"DEFINE_MANY_MERGED\",getChildContext:\"DEFINE_MANY_MERGED\",render:\"DEFINE_ONCE\",componentWillMount:\"DEFINE_MANY\",componentDidMount:\"DEFINE_MANY\",componentWillReceiveProps:\"DEFINE_MANY\",shouldComponentUpdate:\"DEFINE_ONCE\",componentWillUpdate:\"DEFINE_MANY\",componentDidUpdate:\"DEFINE_MANY\",componentWillUnmount:\"DEFINE_MANY\",updateComponent:\"OVERRIDE_BASE\"},x={displayName:function(t,e){t.displayName=e},mixins:function(t,e){if(e)for(var n=0;n<e.length;n++)o(t,e[n])},childContextTypes:function(t,e){t.childContextTypes=h({},t.childContextTypes,e)},contextTypes:function(t,e){t.contextTypes=h({},t.contextTypes,e)},getDefaultProps:function(t,e){t.getDefaultProps?t.getDefaultProps=c(t.getDefaultProps,e):t.getDefaultProps=e},propTypes:function(t,e){t.propTypes=h({},t.propTypes,e)},statics:function(t,e){a(t,e)},autobind:function(){}},w={replaceState:function(t,e){this.updater.enqueueReplaceState(this,t),e&&this.updater.enqueueCallback(this,e,\"replaceState\")},isMounted:function(){return this.updater.isMounted(this)}},C=function(){};h(C.prototype,d.prototype,w);var M={createClass:function(t){var e=r(function(t,n,r){this.__reactAutoBindPairs.length&&f(this),this.props=t,this.context=n,this.refs=m,this.updater=r||g,this.state=null;var i=this.getInitialState?this.getInitialState():null;\"object\"!=typeof i||Array.isArray(i)?p(\"82\",e.displayName||\"ReactCompositeComponent\"):void 0,this.state=i});e.prototype=new C,e.prototype.constructor=e,e.prototype.__reactAutoBindPairs=[],_.forEach(o.bind(null,e)),o(e,t),e.getDefaultProps&&(e.defaultProps=e.getDefaultProps()),e.prototype.render?void 0:p(\"83\");for(var n in b)e.prototype[n]||(e.prototype[n]=null);return e},injection:{injectMixin:function(t){_.push(t)}}};t.exports=M},function(t,e,n){\"use strict\";var r=n(27),i=r.createFactory,o={a:i(\"a\"),abbr:i(\"abbr\"),address:i(\"address\"),area:i(\"area\"),article:i(\"article\"),aside:i(\"aside\"),audio:i(\"audio\"),b:i(\"b\"),base:i(\"base\"),bdi:i(\"bdi\"),bdo:i(\"bdo\"),big:i(\"big\"),blockquote:i(\"blockquote\"),body:i(\"body\"),br:i(\"br\"),button:i(\"button\"),canvas:i(\"canvas\"),caption:i(\"caption\"),cite:i(\"cite\"),code:i(\"code\"),col:i(\"col\"),colgroup:i(\"colgroup\"),data:i(\"data\"),datalist:i(\"datalist\"),dd:i(\"dd\"),del:i(\"del\"),details:i(\"details\"),dfn:i(\"dfn\"),dialog:i(\"dialog\"),div:i(\"div\"),dl:i(\"dl\"),dt:i(\"dt\"),em:i(\"em\"),embed:i(\"embed\"),fieldset:i(\"fieldset\"),figcaption:i(\"figcaption\"),figure:i(\"figure\"),footer:i(\"footer\"),form:i(\"form\"),h1:i(\"h1\"),h2:i(\"h2\"),h3:i(\"h3\"),h4:i(\"h4\"),h5:i(\"h5\"),h6:i(\"h6\"),head:i(\"head\"),header:i(\"header\"),hgroup:i(\"hgroup\"),hr:i(\"hr\"),html:i(\"html\"),i:i(\"i\"),iframe:i(\"iframe\"),img:i(\"img\"),input:i(\"input\"),ins:i(\"ins\"),kbd:i(\"kbd\"),keygen:i(\"keygen\"),label:i(\"label\"),legend:i(\"legend\"),li:i(\"li\"),link:i(\"link\"),main:i(\"main\"),map:i(\"map\"),mark:i(\"mark\"),menu:i(\"menu\"),menuitem:i(\"menuitem\"),meta:i(\"meta\"),meter:i(\"meter\"),nav:i(\"nav\"),noscript:i(\"noscript\"),object:i(\"object\"),ol:i(\"ol\"),optgroup:i(\"optgroup\"),option:i(\"option\"),output:i(\"output\"),p:i(\"p\"),param:i(\"param\"),picture:i(\"picture\"),pre:i(\"pre\"),progress:i(\"progress\"),q:i(\"q\"),rp:i(\"rp\"),rt:i(\"rt\"),ruby:i(\"ruby\"),s:i(\"s\"),samp:i(\"samp\"),script:i(\"script\"),section:i(\"section\"),select:i(\"select\"),small:i(\"small\"),source:i(\"source\"),span:i(\"span\"),strong:i(\"strong\"),style:i(\"style\"),sub:i(\"sub\"),summary:i(\"summary\"),sup:i(\"sup\"),table:i(\"table\"),tbody:i(\"tbody\"),td:i(\"td\"),textarea:i(\"textarea\"),tfoot:i(\"tfoot\"),th:i(\"th\"),thead:i(\"thead\"),time:i(\"time\"),title:i(\"title\"),tr:i(\"tr\"),track:i(\"track\"),u:i(\"u\"),ul:i(\"ul\"),var:i(\"var\"),video:i(\"video\"),wbr:i(\"wbr\"),circle:i(\"circle\"),clipPath:i(\"clipPath\"),defs:i(\"defs\"),ellipse:i(\"ellipse\"),g:i(\"g\"),image:i(\"image\"),line:i(\"line\"),linearGradient:i(\"linearGradient\"),mask:i(\"mask\"),path:i(\"path\"),pattern:i(\"pattern\"),polygon:i(\"polygon\"),polyline:i(\"polyline\"),radialGradient:i(\"radialGradient\"),rect:i(\"rect\"),stop:i(\"stop\"),svg:i(\"svg\"),text:i(\"text\"),tspan:i(\"tspan\")};t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||1/t===1/e:t!==t&&e!==e}function i(t){this.message=t,this.stack=\"\"}function o(t){function e(e,n,r,o,a,u,c){o=o||E,u=u||r;if(null==n[r]){var s=w[a];return e?new i(null===n[r]?\"The \"+s+\" `\"+u+\"` is marked as required \"+(\"in `\"+o+\"`, but its value is `null`.\"):\"The \"+s+\" `\"+u+\"` is marked as required in \"+(\"`\"+o+\"`, but its value is `undefined`.\")):null}return t(n,r,o,a,u)}var n=e.bind(null,!1);return n.isRequired=e.bind(null,!0),n}function a(t){function e(e,n,r,o,a,u){var c=e[n],s=y(c);if(s!==t){var l=w[o],f=_(c);return new i(\"Invalid \"+l+\" `\"+a+\"` of type \"+(\"`\"+f+\"` supplied to `\"+r+\"`, expected \")+(\"`\"+t+\"`.\"))}return null}return o(e)}function u(){return o(M.thatReturns(null))}function c(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside arrayOf.\");var u=e[n];if(!Array.isArray(u)){var c=w[o],s=y(u);return new i(\"Invalid \"+c+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected an array.\"))}for(var l=0;l<u.length;l++){var f=t(u,l,r,o,a+\"[\"+l+\"]\",C);if(f instanceof Error)return f}return null}return o(e)}function s(){function t(t,e,n,r,o){var a=t[e];if(!x.isValidElement(a)){var u=w[r],c=y(a);return new i(\"Invalid \"+u+\" `\"+o+\"` of type \"+(\"`\"+c+\"` supplied to `\"+n+\"`, expected a single ReactElement.\"))}return null}return o(t)}function l(t){function e(e,n,r,o,a){if(!(e[n]instanceof t)){var u=w[o],c=t.name||E,s=b(e[n]);return new i(\"Invalid \"+u+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected \")+(\"instance of `\"+c+\"`.\"))}return null}return o(e)}function f(t){function e(e,n,o,a,u){for(var c=e[n],s=0;s<t.length;s++)if(r(c,t[s]))return null;var l=w[a],f=JSON.stringify(t);return new i(\"Invalid \"+l+\" `\"+u+\"` of value `\"+c+\"` \"+(\"supplied to `\"+o+\"`, expected one of \"+f+\".\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function p(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside objectOf.\");var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type \"+(\"`\"+c+\"` supplied to `\"+r+\"`, expected an object.\"))}for(var l in u)if(u.hasOwnProperty(l)){var f=t(u,l,r,o,a+\".\"+l,C);if(f instanceof Error)return f}return null}return o(e)}function h(t){function e(e,n,r,o,a){for(var u=0;u<t.length;u++){var c=t[u];if(null==c(e,n,r,o,a,C))return null}var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` supplied to \"+(\"`\"+r+\"`.\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function d(){function t(t,e,n,r,o){if(!g(t[e])){var a=w[r];return new i(\"Invalid \"+a+\" `\"+o+\"` supplied to \"+(\"`\"+n+\"`, expected a ReactNode.\"))}return null}return o(t)}function v(t){function e(e,n,r,o,a){var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type `\"+c+\"` \"+(\"supplied to `\"+r+\"`, expected `object`.\"))}for(var l in t){var f=t[l];if(f){var p=f(u,l,r,o,a+\".\"+l,C);if(p)return p}}return null}return o(e)}function g(t){switch(typeof t){case\"number\":case\"string\":case\"undefined\":return!0;case\"boolean\":return!t;case\"object\":if(Array.isArray(t))return t.every(g);if(null===t||x.isValidElement(t))return!0;var e=k(t);if(!e)return!1;var n,r=e.call(t);if(e!==t.entries){for(;!(n=r.next()).done;)if(!g(n.value))return!1}else for(;!(n=r.next()).done;){var i=n.value;if(i&&!g(i[1]))return!1}return!0;default:return!1}}function m(t,e){return\"symbol\"===t||(\"Symbol\"===e[\"@@toStringTag\"]||\"function\"==typeof Symbol&&e instanceof Symbol)}function y(t){var e=typeof t;return Array.isArray(t)?\"array\":t instanceof RegExp?\"object\":m(e,t)?\"symbol\":e}function _(t){var e=y(t);if(\"object\"===e){if(t instanceof Date)return\"date\";if(t instanceof RegExp)return\"regexp\"}return e}function b(t){return t.constructor&&t.constructor.name?t.constructor.name:E}var x=n(27),w=n(175),C=n(405),M=n(8),k=n(177),E=(n(1),\"<<anonymous>>\"),T={array:a(\"array\"),bool:a(\"boolean\"),func:a(\"function\"),number:a(\"number\"),object:a(\"object\"),string:a(\"string\"),symbol:a(\"symbol\"),any:u(),arrayOf:c,element:s(),instanceOf:l,node:d(),objectOf:p,oneOf:f,oneOfType:h,shape:v};i.prototype=Error.prototype,t.exports=T},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=c,this.updater=n||u}function i(){}var o=n(3),a=n(97),u=n(98),c=n(38);i.prototype=a.prototype,r.prototype=new i,r.prototype.constructor=r,o(r.prototype,a.prototype),r.prototype.isPureReactComponent=!0,t.exports=r},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";function r(t){return o.isValidElement(t)?void 0:i(\"143\"),t}var i=n(28),o=n(27);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(28),u=(n(15),n(174)),c=n(177),s=(n(0),n(399)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}var i=n(41),o=r(i),a=n(182),u=r(a),c=n(183),s=r(c),l=n(181),f=r(l),p=n(180),h=r(p),d=n(179),v=r(d);(0,s.default)(),window.SHAP={SimpleListVisualizer:f.default,AdditiveForceVisualizer:h.default,AdditiveForceArrayVisualizer:v.default,React:o.default,ReactDom:u.default}}]);</script>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predicted value    25.899044\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id='iO25PDFMVC038P3GH4YU6'>\n",
+       "<div style='color: #900; text-align: center;'>\n",
+       "  <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
+       "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
+       "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
+       "  this notebook on github the Javascript has been stripped for security. If you are using\n",
+       "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
+       "</div></div>\n",
+       " <script>\n",
+       "   if (window.SHAP) SHAP.ReactDom.render(\n",
+       "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"f(x)\"], \"baseValue\": 22.291301918029784, \"outValue\": 25.899044036865234, \"link\": \"identity\", \"featureNames\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], \"features\": {\"0\": {\"effect\": -0.3784985140185948, \"value\": 0.4649819844212735}, \"1\": {\"effect\": -0.13937672677572477, \"value\": -0.5343396235884459}, \"2\": {\"effect\": 0.39088259212209764, \"value\": -0.27578196462609084}, \"4\": {\"effect\": -0.2054957017823047, \"value\": -0.4768949101817785}, \"5\": {\"effect\": -0.27975191393263454, \"value\": -0.252545811851563}, \"8\": {\"effect\": 0.20301525164914147, \"value\": 0.029305726997934108}, \"9\": {\"effect\": 1.4648213321854158, \"value\": 0.0678604667418188}, \"10\": {\"effect\": 1.05175312654388, \"value\": 0.2809919178368118}, \"11\": {\"effect\": 1.2675960154680528, \"value\": -0.4029619455931756}, \"12\": {\"effect\": -0.04154012487329545, \"value\": -0.07147677715930852}, \"14\": {\"effect\": 0.06248772505788719, \"value\": -0.16065755383417227}, \"15\": {\"effect\": -0.04275787747234516, \"value\": -0.2232767024470554}, \"17\": {\"effect\": 0.20758237153928105, \"value\": 0.11205832298273581}, \"18\": {\"effect\": -0.07846101831755714, \"value\": -0.04295743909547376}, \"19\": {\"effect\": 0.12548558144215116, \"value\": -0.06523954404111298}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
+       "    document.getElementById('iO25PDFMVC038P3GH4YU6')\n",
+       "  );\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "<shap.plots._force.AdditiveForceVisualizer at 0x7ff7c8ee4150>"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Force plot\n",
+    "shap.initjs()\n",
+    "row = math.floor(len(X_test_sample)/2)\n",
+    "print(pd.Series({\"Predicted value\": y_test_pred_tuned_sample[row]}).to_string())\n",
+    "shap_values_row = explainer.shap_values(X_test_sample.iloc[row, :], nsamples = 500)\n",
+    "shap.force_plot(base_value = explainer.expected_value,\n",
+    "                shap_values = shap_values_row,\n",
+    "                features = X_test_sample.iloc[row, :],\n",
+    "                feature_names = X_test_sample.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:28:22.926914Z",
+     "iopub.status.busy": "2022-04-30T00:28:22.926599Z",
+     "iopub.status.idle": "2022-04-30T00:28:23.643930Z",
+     "shell.execute_reply": "2022-04-30T00:28:23.642900Z",
+     "shell.execute_reply.started": "2022-04-30T00:28:22.926871Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predicted value    25.899044\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x468 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Waterfall plot\n",
+    "print(pd.Series({\"Predicted value\": y_test_pred_tuned_sample[row]}).to_string())\n",
+    "shap.waterfall_plot(shap.Explanation(values = shap_values_row,\n",
+    "                                     base_values = explainer.expected_value,\n",
+    "                                     data = X_test_sample.iloc[row, :],\n",
+    "                                     feature_names = [str(x) for x in X_test_sample.columns.tolist()]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:28:23.646161Z",
+     "iopub.status.busy": "2022-04-30T00:28:23.645615Z",
+     "iopub.status.idle": "2022-04-30T00:28:24.090900Z",
+     "shell.execute_reply": "2022-04-30T00:28:24.090064Z",
+     "shell.execute_reply.started": "2022-04-30T00:28:23.646112Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predicted value    25.899044\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x684 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Decision plot\n",
+    "print(pd.Series({\"Predicted value\": y_test_pred_tuned_sample[row]}).to_string())\n",
+    "shap.decision_plot(base_value = explainer.expected_value,\n",
+    "                   shap_values = shap_values_row,\n",
+    "                   features = X_test_sample.iloc[row, :],\n",
+    "                   feature_names = [str(x) for x in X_test_sample.columns.tolist()])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Explaining multiple predictions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:28:24.093564Z",
+     "iopub.status.busy": "2022-04-30T00:28:24.092534Z",
+     "iopub.status.idle": "2022-04-30T00:28:24.154746Z",
+     "shell.execute_reply": "2022-04-30T00:28:24.153980Z",
+     "shell.execute_reply.started": "2022-04-30T00:28:24.093516Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div align='center'><img src='data:image/png;base64,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' /></div><script charset='utf-8'>!function(t){function e(r){if(n[r])return n[r].exports;var i=n[r]={i:r,l:!1,exports:{}};return t[r].call(i.exports,i,i.exports,e),i.l=!0,i.exports}var n={};return e.m=t,e.c=n,e.i=function(t){return t},e.d=function(t,n,r){e.o(t,n)||Object.defineProperty(t,n,{configurable:!1,enumerable:!0,get:r})},e.n=function(t){var n=t&&t.__esModule?function(){return t.default}:function(){return t};return e.d(n,\"a\",n),n},e.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},e.p=\"\",e(e.s=410)}([function(t,e,n){\"use strict\";function r(t,e,n,r,o,a,u,c){if(i(e),!t){var s;if(void 0===e)s=new Error(\"Minified exception occurred; use the non-minified dev environment for the full error message and additional helpful warnings.\");else{var l=[n,r,o,a,u,c],f=0;s=new Error(e.replace(/%s/g,function(){return l[f++]})),s.name=\"Invariant Violation\"}throw s.framesToPop=1,s}}var i=function(t){};t.exports=r},function(t,e,n){\"use strict\";var r=n(8),i=r;t.exports=i},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null===t||void 0===t)throw new TypeError(\"Object.assign cannot be called with null or undefined\");return Object(t)}function i(){try{if(!Object.assign)return!1;var t=new String(\"abc\");if(t[5]=\"de\",\"5\"===Object.getOwnPropertyNames(t)[0])return!1;for(var e={},n=0;n<10;n++)e[\"_\"+String.fromCharCode(n)]=n;var r=Object.getOwnPropertyNames(e).map(function(t){return e[t]});if(\"0123456789\"!==r.join(\"\"))return!1;var i={};return\"abcdefghijklmnopqrst\".split(\"\").forEach(function(t){i[t]=t}),\"abcdefghijklmnopqrst\"===Object.keys(Object.assign({},i)).join(\"\")}catch(t){return!1}}/*\n",
+       "object-assign\n",
+       "(c) Sindre Sorhus\n",
+       "@license MIT\n",
+       "*/\n",
+       "var o=Object.getOwnPropertySymbols,a=Object.prototype.hasOwnProperty,u=Object.prototype.propertyIsEnumerable;t.exports=i()?Object.assign:function(t,e){for(var n,i,c=r(t),s=1;s<arguments.length;s++){n=Object(arguments[s]);for(var l in n)a.call(n,l)&&(c[l]=n[l]);if(o){i=o(n);for(var f=0;f<i.length;f++)u.call(n,i[f])&&(c[i[f]]=n[i[f]])}}return c}},function(t,e,n){\"use strict\";function r(t,e){return 1===t.nodeType&&t.getAttribute(d)===String(e)||8===t.nodeType&&t.nodeValue===\" react-text: \"+e+\" \"||8===t.nodeType&&t.nodeValue===\" react-empty: \"+e+\" \"}function i(t){for(var e;e=t._renderedComponent;)t=e;return t}function o(t,e){var n=i(t);n._hostNode=e,e[g]=n}function a(t){var e=t._hostNode;e&&(delete e[g],t._hostNode=null)}function u(t,e){if(!(t._flags&v.hasCachedChildNodes)){var n=t._renderedChildren,a=e.firstChild;t:for(var u in n)if(n.hasOwnProperty(u)){var c=n[u],s=i(c)._domID;if(0!==s){for(;null!==a;a=a.nextSibling)if(r(a,s)){o(c,a);continue t}f(\"32\",s)}}t._flags|=v.hasCachedChildNodes}}function c(t){if(t[g])return t[g];for(var e=[];!t[g];){if(e.push(t),!t.parentNode)return null;t=t.parentNode}for(var n,r;t&&(r=t[g]);t=e.pop())n=r,e.length&&u(r,t);return n}function s(t){var e=c(t);return null!=e&&e._hostNode===t?e:null}function l(t){if(void 0===t._hostNode?f(\"33\"):void 0,t._hostNode)return t._hostNode;for(var e=[];!t._hostNode;)e.push(t),t._hostParent?void 0:f(\"34\"),t=t._hostParent;for(;e.length;t=e.pop())u(t,t._hostNode);return t._hostNode}var f=n(2),p=n(21),h=n(157),d=(n(0),p.ID_ATTRIBUTE_NAME),v=h,g=\"__reactInternalInstance$\"+Math.random().toString(36).slice(2),m={getClosestInstanceFromNode:c,getInstanceFromNode:s,getNodeFromInstance:l,precacheChildNodes:u,precacheNode:o,uncacheNode:a};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n,a){function u(e){return t(e=new Date(+e)),e}return u.floor=u,u.ceil=function(n){return t(n=new Date(n-1)),e(n,1),t(n),n},u.round=function(t){var e=u(t),n=u.ceil(t);return t-e<n-t?e:n},u.offset=function(t,n){return e(t=new Date(+t),null==n?1:Math.floor(n)),t},u.range=function(n,r,i){var o=[];if(n=u.ceil(n),i=null==i?1:Math.floor(i),!(n<r&&i>0))return o;do o.push(new Date(+n));while(e(n,i),t(n),n<r);return o},u.filter=function(n){return r(function(e){if(e>=e)for(;t(e),!n(e);)e.setTime(e-1)},function(t,r){if(t>=t)for(;--r>=0;)for(;e(t,1),!n(t););})},n&&(u.count=function(e,r){return i.setTime(+e),o.setTime(+r),t(i),t(o),Math.floor(n(i,o))},u.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?u.filter(a?function(e){return a(e)%t===0}:function(e){return u.count(0,e)%t===0}):u:null}),u}e.a=r;var i=new Date,o=new Date},function(t,e,n){\"use strict\";var r=!(\"undefined\"==typeof window||!window.document||!window.document.createElement),i={canUseDOM:r,canUseWorkers:\"undefined\"!=typeof Worker,canUseEventListeners:r&&!(!window.addEventListener&&!window.attachEvent),canUseViewport:r&&!!window.screen,isInWorker:!r};t.exports=i},function(t,e,n){\"use strict\";function r(t,e){this._groups=t,this._parents=e}function i(){return new r([[document.documentElement]],D)}var o=n(272),a=n(273),u=n(261),c=n(255),s=n(131),l=n(260),f=n(265),p=n(268),h=n(275),d=n(253),v=n(267),g=n(266),m=n(274),y=n(259),_=n(258),b=n(252),x=n(276),w=n(269),C=n(254),M=n(277),k=n(262),E=n(270),T=n(264),S=n(251),P=n(263),N=n(271),A=n(256),O=n(70),I=n(257);n.d(e,\"c\",function(){return D}),e.b=r;var D=[null];r.prototype=i.prototype={constructor:r,select:o.a,selectAll:a.a,filter:u.a,data:c.a,enter:s.a,exit:l.a,merge:f.a,order:p.a,sort:h.a,call:d.a,nodes:v.a,node:g.a,size:m.a,empty:y.a,each:_.a,attr:b.a,style:x.a,property:w.a,classed:C.a,text:M.a,html:k.a,raise:E.a,lower:T.a,append:S.a,insert:P.a,remove:N.a,datum:A.a,on:O.c,dispatch:I.a},e.a=i},function(t,e,n){\"use strict\";function r(t){return function(){return t}}var i=function(){};i.thatReturns=r,i.thatReturnsFalse=r(!1),i.thatReturnsTrue=r(!0),i.thatReturnsNull=r(null),i.thatReturnsThis=function(){return this},i.thatReturnsArgument=function(t){return t},t.exports=i},function(t,e,n){\"use strict\";var r=null;t.exports={debugTool:r}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(59);n.d(e,\"color\",function(){return r.a}),n.d(e,\"rgb\",function(){return r.b}),n.d(e,\"hsl\",function(){return r.c});var i=n(210);n.d(e,\"lab\",function(){return i.a}),n.d(e,\"hcl\",function(){return i.b});var o=n(209);n.d(e,\"cubehelix\",function(){return o.a})},function(t,e,n){\"use strict\";function r(){T.ReactReconcileTransaction&&x?void 0:l(\"123\")}function i(){this.reinitializeTransaction(),this.dirtyComponentsLength=null,this.callbackQueue=p.getPooled(),this.reconcileTransaction=T.ReactReconcileTransaction.getPooled(!0)}function o(t,e,n,i,o,a){return r(),x.batchedUpdates(t,e,n,i,o,a)}function a(t,e){return t._mountOrder-e._mountOrder}function u(t){var e=t.dirtyComponentsLength;e!==m.length?l(\"124\",e,m.length):void 0,m.sort(a),y++;for(var n=0;n<e;n++){var r=m[n],i=r._pendingCallbacks;r._pendingCallbacks=null;var o;if(d.logTopLevelRenders){var u=r;r._currentElement.type.isReactTopLevelWrapper&&(u=r._renderedComponent),o=\"React update: \"+u.getName(),console.time(o)}if(v.performUpdateIfNecessary(r,t.reconcileTransaction,y),o&&console.timeEnd(o),i)for(var c=0;c<i.length;c++)t.callbackQueue.enqueue(i[c],r.getPublicInstance())}}function c(t){return r(),x.isBatchingUpdates?(m.push(t),void(null==t._updateBatchNumber&&(t._updateBatchNumber=y+1))):void x.batchedUpdates(c,t)}function s(t,e){x.isBatchingUpdates?void 0:l(\"125\"),_.enqueue(t,e),b=!0}var l=n(2),f=n(3),p=n(155),h=n(17),d=n(160),v=n(24),g=n(53),m=(n(0),[]),y=0,_=p.getPooled(),b=!1,x=null,w={initialize:function(){this.dirtyComponentsLength=m.length},close:function(){this.dirtyComponentsLength!==m.length?(m.splice(0,this.dirtyComponentsLength),k()):m.length=0}},C={initialize:function(){this.callbackQueue.reset()},close:function(){this.callbackQueue.notifyAll()}},M=[w,C];f(i.prototype,g,{getTransactionWrappers:function(){return M},destructor:function(){this.dirtyComponentsLength=null,p.release(this.callbackQueue),this.callbackQueue=null,T.ReactReconcileTransaction.release(this.reconcileTransaction),this.reconcileTransaction=null},perform:function(t,e,n){return g.perform.call(this,this.reconcileTransaction.perform,this.reconcileTransaction,t,e,n)}}),h.addPoolingTo(i);var k=function(){for(;m.length||b;){if(m.length){var t=i.getPooled();t.perform(u,null,t),i.release(t)}if(b){b=!1;var e=_;_=p.getPooled(),e.notifyAll(),p.release(e)}}},E={injectReconcileTransaction:function(t){t?void 0:l(\"126\"),T.ReactReconcileTransaction=t},injectBatchingStrategy:function(t){t?void 0:l(\"127\"),\"function\"!=typeof t.batchedUpdates?l(\"128\"):void 0,\"boolean\"!=typeof t.isBatchingUpdates?l(\"129\"):void 0,x=t}},T={ReactReconcileTransaction:null,batchedUpdates:o,enqueueUpdate:c,flushBatchedUpdates:k,injection:E,asap:s};t.exports=T},function(t,e,n){\"use strict\";var r=n(102);n.d(e,\"c\",function(){return r.a});var i=n(18);n.d(e,\"f\",function(){return i.a});var o=n(103);n.d(e,\"d\",function(){return o.a});var a=(n(185),n(104),n(105),n(186),n(197),n(198),n(108),n(188),n(189),n(190),n(191),n(106),n(192),n(193),n(57));n.d(e,\"e\",function(){return a.a});var u=n(107);n.d(e,\"g\",function(){return u.a});var c=(n(194),n(195),n(196),n(109));n.d(e,\"a\",function(){return c.a}),n.d(e,\"b\",function(){return c.b});n(110),n(111),n(199)},function(t,e,n){\"use strict\";n.d(e,\"e\",function(){return r}),n.d(e,\"d\",function(){return i}),n.d(e,\"c\",function(){return o}),n.d(e,\"b\",function(){return a}),n.d(e,\"a\",function(){return u});var r=1e3,i=6e4,o=36e5,a=864e5,u=6048e5},function(t,e,n){\"use strict\";function r(t,e,n,r){this.dispatchConfig=t,this._targetInst=e,this.nativeEvent=n;var i=this.constructor.Interface;for(var o in i)if(i.hasOwnProperty(o)){var u=i[o];u?this[o]=u(n):\"target\"===o?this.target=r:this[o]=n[o]}var c=null!=n.defaultPrevented?n.defaultPrevented:n.returnValue===!1;return c?this.isDefaultPrevented=a.thatReturnsTrue:this.isDefaultPrevented=a.thatReturnsFalse,this.isPropagationStopped=a.thatReturnsFalse,this}var i=n(3),o=n(17),a=n(8),u=(n(1),\"function\"==typeof Proxy,[\"dispatchConfig\",\"_targetInst\",\"nativeEvent\",\"isDefaultPrevented\",\"isPropagationStopped\",\"_dispatchListeners\",\"_dispatchInstances\"]),c={type:null,target:null,currentTarget:a.thatReturnsNull,eventPhase:null,bubbles:null,cancelable:null,timeStamp:function(t){return t.timeStamp||Date.now()},defaultPrevented:null,isTrusted:null};i(r.prototype,{preventDefault:function(){this.defaultPrevented=!0;var t=this.nativeEvent;t&&(t.preventDefault?t.preventDefault():\"unknown\"!=typeof t.returnValue&&(t.returnValue=!1),this.isDefaultPrevented=a.thatReturnsTrue)},stopPropagation:function(){var t=this.nativeEvent;t&&(t.stopPropagation?t.stopPropagation():\"unknown\"!=typeof t.cancelBubble&&(t.cancelBubble=!0),this.isPropagationStopped=a.thatReturnsTrue)},persist:function(){this.isPersistent=a.thatReturnsTrue},isPersistent:a.thatReturnsFalse,destructor:function(){var t=this.constructor.Interface;for(var e in t)this[e]=null;for(var n=0;n<u.length;n++)this[u[n]]=null}}),r.Interface=c,r.augmentClass=function(t,e){var n=this,r=function(){};r.prototype=n.prototype;var a=new r;i(a,t.prototype),t.prototype=a,t.prototype.constructor=t,t.Interface=i({},n.Interface,e),t.augmentClass=n.augmentClass,o.addPoolingTo(t,o.fourArgumentPooler)},o.addPoolingTo(r,o.fourArgumentPooler),t.exports=r},function(t,e,n){\"use strict\";var r={current:null};t.exports=r},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i}),n.d(e,\"b\",function(){return o});var r=Array.prototype,i=r.map,o=r.slice},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";e.a=function(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){if(g){var e=t.node,n=t.children;if(n.length)for(var r=0;r<n.length;r++)m(e,n[r],null);else null!=t.html?f(e,t.html):null!=t.text&&h(e,t.text)}}function i(t,e){t.parentNode.replaceChild(e.node,t),r(e)}function o(t,e){g?t.children.push(e):t.node.appendChild(e.node)}function a(t,e){g?t.html=e:f(t.node,e)}function u(t,e){g?t.text=e:h(t.node,e)}function c(){return this.node.nodeName}function s(t){return{node:t,children:[],html:null,text:null,toString:c}}var l=n(82),f=n(55),p=n(90),h=n(171),d=1,v=11,g=\"undefined\"!=typeof document&&\"number\"==typeof document.documentMode||\"undefined\"!=typeof navigator&&\"string\"==typeof navigator.userAgent&&/\\bEdge\\/\\d/.test(navigator.userAgent),m=p(function(t,e,n){e.node.nodeType===v||e.node.nodeType===d&&\"object\"===e.node.nodeName.toLowerCase()&&(null==e.node.namespaceURI||e.node.namespaceURI===l.html)?(r(e),t.insertBefore(e.node,n)):(t.insertBefore(e.node,n),r(e))});s.insertTreeBefore=m,s.replaceChildWithTree=i,s.queueChild=o,s.queueHTML=a,s.queueText=u,t.exports=s},function(t,e,n){\"use strict\";function r(t,e){return(t&e)===e}var i=n(2),o=(n(0),{MUST_USE_PROPERTY:1,HAS_BOOLEAN_VALUE:4,HAS_NUMERIC_VALUE:8,HAS_POSITIVE_NUMERIC_VALUE:24,HAS_OVERLOADED_BOOLEAN_VALUE:32,injectDOMPropertyConfig:function(t){var e=o,n=t.Properties||{},a=t.DOMAttributeNamespaces||{},c=t.DOMAttributeNames||{},s=t.DOMPropertyNames||{},l=t.DOMMutationMethods||{};t.isCustomAttribute&&u._isCustomAttributeFunctions.push(t.isCustomAttribute);for(var f in n){u.properties.hasOwnProperty(f)?i(\"48\",f):void 0;var p=f.toLowerCase(),h=n[f],d={attributeName:p,attributeNamespace:null,propertyName:f,mutationMethod:null,mustUseProperty:r(h,e.MUST_USE_PROPERTY),hasBooleanValue:r(h,e.HAS_BOOLEAN_VALUE),hasNumericValue:r(h,e.HAS_NUMERIC_VALUE),hasPositiveNumericValue:r(h,e.HAS_POSITIVE_NUMERIC_VALUE),hasOverloadedBooleanValue:r(h,e.HAS_OVERLOADED_BOOLEAN_VALUE)};if(d.hasBooleanValue+d.hasNumericValue+d.hasOverloadedBooleanValue<=1?void 0:i(\"50\",f),c.hasOwnProperty(f)){var v=c[f];d.attributeName=v}a.hasOwnProperty(f)&&(d.attributeNamespace=a[f]),s.hasOwnProperty(f)&&(d.propertyName=s[f]),l.hasOwnProperty(f)&&(d.mutationMethod=l[f]),u.properties[f]=d}}}),a=\":A-Z_a-z\\\\u00C0-\\\\u00D6\\\\u00D8-\\\\u00F6\\\\u00F8-\\\\u02FF\\\\u0370-\\\\u037D\\\\u037F-\\\\u1FFF\\\\u200C-\\\\u200D\\\\u2070-\\\\u218F\\\\u2C00-\\\\u2FEF\\\\u3001-\\\\uD7FF\\\\uF900-\\\\uFDCF\\\\uFDF0-\\\\uFFFD\",u={ID_ATTRIBUTE_NAME:\"data-reactid\",ROOT_ATTRIBUTE_NAME:\"data-reactroot\",ATTRIBUTE_NAME_START_CHAR:a,ATTRIBUTE_NAME_CHAR:a+\"\\\\-.0-9\\\\u00B7\\\\u0300-\\\\u036F\\\\u203F-\\\\u2040\",properties:{},getPossibleStandardName:null,_isCustomAttributeFunctions:[],isCustomAttribute:function(t){for(var e=0;e<u._isCustomAttributeFunctions.length;e++){var n=u._isCustomAttributeFunctions[e];if(n(t))return!0}return!1},injection:o};t.exports=u},function(t,e,n){\"use strict\";function r(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}function i(t,e,n){switch(t){case\"onClick\":case\"onClickCapture\":case\"onDoubleClick\":case\"onDoubleClickCapture\":case\"onMouseDown\":case\"onMouseDownCapture\":case\"onMouseMove\":case\"onMouseMoveCapture\":case\"onMouseUp\":case\"onMouseUpCapture\":return!(!n.disabled||!r(e));default:return!1}}var o=n(2),a=n(83),u=n(50),c=n(87),s=n(165),l=n(166),f=(n(0),{}),p=null,h=function(t,e){t&&(u.executeDispatchesInOrder(t,e),t.isPersistent()||t.constructor.release(t))},d=function(t){return h(t,!0)},v=function(t){return h(t,!1)},g=function(t){return\".\"+t._rootNodeID},m={injection:{injectEventPluginOrder:a.injectEventPluginOrder,injectEventPluginsByName:a.injectEventPluginsByName},putListener:function(t,e,n){\"function\"!=typeof n?o(\"94\",e,typeof n):void 0;var r=g(t),i=f[e]||(f[e]={});i[r]=n;var u=a.registrationNameModules[e];u&&u.didPutListener&&u.didPutListener(t,e,n)},getListener:function(t,e){var n=f[e];if(i(e,t._currentElement.type,t._currentElement.props))return null;var r=g(t);return n&&n[r]},deleteListener:function(t,e){var n=a.registrationNameModules[e];n&&n.willDeleteListener&&n.willDeleteListener(t,e);var r=f[e];if(r){var i=g(t);delete r[i]}},deleteAllListeners:function(t){var e=g(t);for(var n in f)if(f.hasOwnProperty(n)&&f[n][e]){var r=a.registrationNameModules[n];r&&r.willDeleteListener&&r.willDeleteListener(t,n),delete f[n][e]}},extractEvents:function(t,e,n,r){for(var i,o=a.plugins,u=0;u<o.length;u++){var c=o[u];if(c){var l=c.extractEvents(t,e,n,r);l&&(i=s(i,l))}}return i},enqueueEvents:function(t){t&&(p=s(p,t))},processEventQueue:function(t){var e=p;p=null,t?l(e,d):l(e,v),p?o(\"95\"):void 0,c.rethrowCaughtError()},__purge:function(){f={}},__getListenerBank:function(){return f}};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n){var r=e.dispatchConfig.phasedRegistrationNames[n];return m(t,r)}function i(t,e,n){var i=r(t,n,e);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}function o(t){t&&t.dispatchConfig.phasedRegistrationNames&&d.traverseTwoPhase(t._targetInst,i,t)}function a(t){if(t&&t.dispatchConfig.phasedRegistrationNames){var e=t._targetInst,n=e?d.getParentInstance(e):null;d.traverseTwoPhase(n,i,t)}}function u(t,e,n){if(n&&n.dispatchConfig.registrationName){var r=n.dispatchConfig.registrationName,i=m(t,r);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}}function c(t){t&&t.dispatchConfig.registrationName&&u(t._targetInst,null,t)}function s(t){g(t,o)}function l(t){g(t,a)}function f(t,e,n,r){d.traverseEnterLeave(n,r,u,t,e)}function p(t){g(t,c)}var h=n(22),d=n(50),v=n(165),g=n(166),m=(n(1),h.getListener),y={accumulateTwoPhaseDispatches:s,accumulateTwoPhaseDispatchesSkipTarget:l,accumulateDirectDispatches:p,accumulateEnterLeaveDispatches:f};t.exports=y},function(t,e,n){\"use strict\";function r(){i.attachRefs(this,this._currentElement)}var i=n(368),o=(n(9),n(1),{mountComponent:function(t,e,n,i,o,a){var u=t.mountComponent(e,n,i,o,a);return t._currentElement&&null!=t._currentElement.ref&&e.getReactMountReady().enqueue(r,t),u},getHostNode:function(t){return t.getHostNode()},unmountComponent:function(t,e){i.detachRefs(t,t._currentElement),t.unmountComponent(e)},receiveComponent:function(t,e,n,o){var a=t._currentElement;if(e!==a||o!==t._context){var u=i.shouldUpdateRefs(a,e);u&&i.detachRefs(t,a),t.receiveComponent(e,n,o),u&&t._currentElement&&null!=t._currentElement.ref&&n.getReactMountReady().enqueue(r,t)}},performUpdateIfNecessary:function(t,e,n){t._updateBatchNumber===n&&t.performUpdateIfNecessary(e)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o=n(93),a={view:function(t){if(t.view)return t.view;var e=o(t);if(e.window===e)return e;var n=e.ownerDocument;return n?n.defaultView||n.parentWindow:window},detail:function(t){return t.detail||0}};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(401),o=n(97),a=n(406),u=n(402),c=n(403),s=n(27),l=n(404),f=n(407),p=n(408),h=(n(1),s.createElement),d=s.createFactory,v=s.cloneElement,g=r,m={Children:{map:i.map,forEach:i.forEach,count:i.count,toArray:i.toArray,only:p},Component:o,PureComponent:a,createElement:h,cloneElement:v,isValidElement:s.isValidElement,PropTypes:l,createClass:u.createClass,createFactory:d,createMixin:function(t){return t},DOM:c,version:f,__spread:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return void 0!==t.ref}function i(t){return void 0!==t.key}var o=n(3),a=n(15),u=(n(1),n(176),Object.prototype.hasOwnProperty),c=n(174),s={key:!0,ref:!0,__self:!0,__source:!0},l=function(t,e,n,r,i,o,a){var u={$$typeof:c,type:t,key:e,ref:n,props:a,_owner:o};return u};l.createElement=function(t,e,n){var o,c={},f=null,p=null,h=null,d=null;if(null!=e){r(e)&&(p=e.ref),i(e)&&(f=\"\"+e.key),h=void 0===e.__self?null:e.__self,d=void 0===e.__source?null:e.__source;for(o in e)u.call(e,o)&&!s.hasOwnProperty(o)&&(c[o]=e[o])}var v=arguments.length-2;if(1===v)c.children=n;else if(v>1){for(var g=Array(v),m=0;m<v;m++)g[m]=arguments[m+2];c.children=g}if(t&&t.defaultProps){var y=t.defaultProps;for(o in y)void 0===c[o]&&(c[o]=y[o])}return l(t,f,p,h,d,a.current,c)},l.createFactory=function(t){var e=l.createElement.bind(null,t);return e.type=t,e},l.cloneAndReplaceKey=function(t,e){var n=l(t.type,e,t.ref,t._self,t._source,t._owner,t.props);return n},l.cloneElement=function(t,e,n){var c,f=o({},t.props),p=t.key,h=t.ref,d=t._self,v=t._source,g=t._owner;if(null!=e){r(e)&&(h=e.ref,g=a.current),i(e)&&(p=\"\"+e.key);var m;t.type&&t.type.defaultProps&&(m=t.type.defaultProps);for(c in e)u.call(e,c)&&!s.hasOwnProperty(c)&&(void 0===e[c]&&void 0!==m?f[c]=m[c]:f[c]=e[c])}var y=arguments.length-2;if(1===y)f.children=n;else if(y>1){for(var _=Array(y),b=0;b<y;b++)_[b]=arguments[b+2];f.children=_}return l(t.type,p,h,d,v,g,f)},l.isValidElement=function(t){return\"object\"==typeof t&&null!==t&&t.$$typeof===c},t.exports=l},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";e.a=function(t){return null===t?NaN:+t}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(211);n.d(e,\"formatDefaultLocale\",function(){return r.a}),n.d(e,\"format\",function(){return r.b}),n.d(e,\"formatPrefix\",function(){return r.c});var i=n(117);n.d(e,\"formatLocale\",function(){return i.a});var o=n(115);n.d(e,\"formatSpecifier\",function(){return o.a});var a=n(215);n.d(e,\"precisionFixed\",function(){return a.a});var u=n(216);n.d(e,\"precisionPrefix\",function(){return u.a});var c=n(217);n.d(e,\"precisionRound\",function(){return c.a})},function(t,e,n){\"use strict\";var r=n(63);n.d(e,\"b\",function(){return r.a});var i=(n(118),n(62),n(119),n(121),n(43));n.d(e,\"a\",function(){return i.a});var o=(n(122),n(223));n.d(e,\"c\",function(){return o.a});var a=(n(124),n(225),n(227),n(123),n(220),n(221),n(219),n(218));n.d(e,\"d\",function(){return a.a});n(222)},function(t,e,n){\"use strict\";function r(t,e){return function(n){return t+n*e}}function i(t,e,n){return t=Math.pow(t,n),e=Math.pow(e,n)-t,n=1/n,function(r){return Math.pow(t+r*e,n)}}function o(t,e){var i=e-t;return i?r(t,i>180||i<-180?i-360*Math.round(i/360):i):n.i(c.a)(isNaN(t)?e:t)}function a(t){return 1===(t=+t)?u:function(e,r){return r-e?i(e,r,t):n.i(c.a)(isNaN(e)?r:e)}}function u(t,e){var i=e-t;return i?r(t,i):n.i(c.a)(isNaN(t)?e:t)}var c=n(120);e.b=o,e.c=a,e.a=u},function(t,e,n){\"use strict\";e.a=function(t){return t.match(/.{6}/g).map(function(t){return\"#\"+t})}},function(t,e,n){\"use strict\";function r(t){var e=t.domain;return t.ticks=function(t){var r=e();return n.i(o.a)(r[0],r[r.length-1],null==t?10:t)},t.tickFormat=function(t,r){return n.i(c.a)(e(),t,r)},t.nice=function(r){var i=e(),a=i.length-1,u=null==r?10:r,c=i[0],s=i[a],l=n.i(o.b)(c,s,u);return l&&(l=n.i(o.b)(Math.floor(c/l)*l,Math.ceil(s/l)*l,u),i[0]=Math.floor(c/l)*l,i[a]=Math.ceil(s/l)*l,e(i)),t},t}function i(){var t=n.i(u.a)(u.b,a.a);return t.copy=function(){return n.i(u.c)(t,i())},r(t)}var o=n(12),a=n(31),u=n(45),c=n(243);e.b=r,e.a=i},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r}),n.d(e,\"b\",function(){return i}),n.d(e,\"d\",function(){return o}),n.d(e,\"c\",function(){return a});var r=1e-12,i=Math.PI,o=i/2,a=2*i},function(t,e,n){\"use strict\";e.a=function(t,e){if((r=t.length)>1)for(var n,r,i=1,o=t[e[0]],a=o.length;i<r;++i){n=o,o=t[e[i]];for(var u=0;u<a;++u)o[u][1]+=o[u][0]=isNaN(n[u][1])?n[u][0]:n[u][1]}}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=t.length,n=new Array(e);--e>=0;)n[e]=e;return n}},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){(function(t,r){var i;(function(){function o(t,e){return t.set(e[0],e[1]),t}function a(t,e){return t.add(e),t}function u(t,e,n){switch(n.length){case 0:return t.call(e);case 1:return t.call(e,n[0]);case 2:return t.call(e,n[0],n[1]);case 3:return t.call(e,n[0],n[1],n[2])}return t.apply(e,n)}function c(t,e,n,r){for(var i=-1,o=null==t?0:t.length;++i<o;){var a=t[i];e(r,a,n(a),t)}return r}function s(t,e){for(var n=-1,r=null==t?0:t.length;++n<r&&e(t[n],n,t)!==!1;);return t}function l(t,e){for(var n=null==t?0:t.length;n--&&e(t[n],n,t)!==!1;);return t}function f(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(!e(t[n],n,t))return!1;return!0}function p(t,e){for(var n=-1,r=null==t?0:t.length,i=0,o=[];++n<r;){var a=t[n];e(a,n,t)&&(o[i++]=a)}return o}function h(t,e){var n=null==t?0:t.length;return!!n&&M(t,e,0)>-1}function d(t,e,n){for(var r=-1,i=null==t?0:t.length;++r<i;)if(n(e,t[r]))return!0;return!1}function v(t,e){for(var n=-1,r=null==t?0:t.length,i=Array(r);++n<r;)i[n]=e(t[n],n,t);return i}function g(t,e){for(var n=-1,r=e.length,i=t.length;++n<r;)t[i+n]=e[n];return t}function m(t,e,n,r){var i=-1,o=null==t?0:t.length;for(r&&o&&(n=t[++i]);++i<o;)n=e(n,t[i],i,t);return n}function y(t,e,n,r){var i=null==t?0:t.length;for(r&&i&&(n=t[--i]);i--;)n=e(n,t[i],i,t);return n}function _(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(e(t[n],n,t))return!0;return!1}function b(t){return t.split(\"\")}function x(t){return t.match(ze)||[]}function w(t,e,n){var r;return n(t,function(t,n,i){if(e(t,n,i))return r=n,!1}),r}function C(t,e,n,r){for(var i=t.length,o=n+(r?1:-1);r?o--:++o<i;)if(e(t[o],o,t))return o;return-1}function M(t,e,n){return e===e?Z(t,e,n):C(t,E,n)}function k(t,e,n,r){for(var i=n-1,o=t.length;++i<o;)if(r(t[i],e))return i;return-1}function E(t){return t!==t}function T(t,e){var n=null==t?0:t.length;return n?O(t,e)/n:Ut}function S(t){return function(e){return null==e?it:e[t]}}function P(t){return function(e){return null==t?it:t[e]}}function N(t,e,n,r,i){return i(t,function(t,i,o){n=r?(r=!1,t):e(n,t,i,o)}),n}function A(t,e){var n=t.length;for(t.sort(e);n--;)t[n]=t[n].value;return t}function O(t,e){for(var n,r=-1,i=t.length;++r<i;){var o=e(t[r]);o!==it&&(n=n===it?o:n+o)}return n}function I(t,e){for(var n=-1,r=Array(t);++n<t;)r[n]=e(n);return r}function D(t,e){return v(e,function(e){return[e,t[e]]})}function R(t){return function(e){return t(e)}}function L(t,e){return v(e,function(e){return t[e]})}function U(t,e){return t.has(e)}function F(t,e){for(var n=-1,r=t.length;++n<r&&M(e,t[n],0)>-1;);return n}function j(t,e){for(var n=t.length;n--&&M(e,t[n],0)>-1;);return n}function B(t,e){for(var n=t.length,r=0;n--;)t[n]===e&&++r;return r}function W(t){return\"\\\\\"+nr[t]}function V(t,e){return null==t?it:t[e]}function z(t){return Kn.test(t)}function H(t){return Gn.test(t)}function q(t){for(var e,n=[];!(e=t.next()).done;)n.push(e.value);return n}function Y(t){var e=-1,n=Array(t.size);return t.forEach(function(t,r){n[++e]=[r,t]}),n}function K(t,e){return function(n){return t(e(n))}}function G(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n];a!==e&&a!==ft||(t[n]=ft,o[i++]=n)}return o}function $(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=t}),n}function X(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=[t,t]}),n}function Z(t,e,n){for(var r=n-1,i=t.length;++r<i;)if(t[r]===e)return r;return-1}function Q(t,e,n){for(var r=n+1;r--;)if(t[r]===e)return r;return r}function J(t){return z(t)?et(t):_r(t)}function tt(t){return z(t)?nt(t):b(t)}function et(t){for(var e=qn.lastIndex=0;qn.test(t);)++e;return e}function nt(t){return t.match(qn)||[]}function rt(t){return t.match(Yn)||[]}var it,ot=\"4.17.4\",at=200,ut=\"Unsupported core-js use. Try https://npms.io/search?q=ponyfill.\",ct=\"Expected a function\",st=\"__lodash_hash_undefined__\",lt=500,ft=\"__lodash_placeholder__\",pt=1,ht=2,dt=4,vt=1,gt=2,mt=1,yt=2,_t=4,bt=8,xt=16,wt=32,Ct=64,Mt=128,kt=256,Et=512,Tt=30,St=\"...\",Pt=800,Nt=16,At=1,Ot=2,It=3,Dt=1/0,Rt=9007199254740991,Lt=1.7976931348623157e308,Ut=NaN,Ft=4294967295,jt=Ft-1,Bt=Ft>>>1,Wt=[[\"ary\",Mt],[\"bind\",mt],[\"bindKey\",yt],[\"curry\",bt],[\"curryRight\",xt],[\"flip\",Et],[\"partial\",wt],[\"partialRight\",Ct],[\"rearg\",kt]],Vt=\"[object Arguments]\",zt=\"[object Array]\",Ht=\"[object AsyncFunction]\",qt=\"[object Boolean]\",Yt=\"[object Date]\",Kt=\"[object DOMException]\",Gt=\"[object Error]\",$t=\"[object Function]\",Xt=\"[object GeneratorFunction]\",Zt=\"[object Map]\",Qt=\"[object Number]\",Jt=\"[object Null]\",te=\"[object Object]\",ee=\"[object Promise]\",ne=\"[object Proxy]\",re=\"[object RegExp]\",ie=\"[object Set]\",oe=\"[object String]\",ae=\"[object Symbol]\",ue=\"[object Undefined]\",ce=\"[object WeakMap]\",se=\"[object WeakSet]\",le=\"[object ArrayBuffer]\",fe=\"[object DataView]\",pe=\"[object Float32Array]\",he=\"[object Float64Array]\",de=\"[object Int8Array]\",ve=\"[object Int16Array]\",ge=\"[object Int32Array]\",me=\"[object Uint8Array]\",ye=\"[object Uint8ClampedArray]\",_e=\"[object Uint16Array]\",be=\"[object Uint32Array]\",xe=/\\b__p \\+= '';/g,we=/\\b(__p \\+=) '' \\+/g,Ce=/(__e\\(.*?\\)|\\b__t\\)) \\+\\n'';/g,Me=/&(?:amp|lt|gt|quot|#39);/g,ke=/[&<>\"']/g,Ee=RegExp(Me.source),Te=RegExp(ke.source),Se=/<%-([\\s\\S]+?)%>/g,Pe=/<%([\\s\\S]+?)%>/g,Ne=/<%=([\\s\\S]+?)%>/g,Ae=/\\.|\\[(?:[^[\\]]*|([\"'])(?:(?!\\1)[^\\\\]|\\\\.)*?\\1)\\]/,Oe=/^\\w*$/,Ie=/^\\./,De=/[^.[\\]]+|\\[(?:(-?\\d+(?:\\.\\d+)?)|([\"'])((?:(?!\\2)[^\\\\]|\\\\.)*?)\\2)\\]|(?=(?:\\.|\\[\\])(?:\\.|\\[\\]|$))/g,Re=/[\\\\^$.*+?()[\\]{}|]/g,Le=RegExp(Re.source),Ue=/^\\s+|\\s+$/g,Fe=/^\\s+/,je=/\\s+$/,Be=/\\{(?:\\n\\/\\* \\[wrapped with .+\\] \\*\\/)?\\n?/,We=/\\{\\n\\/\\* \\[wrapped with (.+)\\] \\*/,Ve=/,? & /,ze=/[^\\x00-\\x2f\\x3a-\\x40\\x5b-\\x60\\x7b-\\x7f]+/g,He=/\\\\(\\\\)?/g,qe=/\\$\\{([^\\\\}]*(?:\\\\.[^\\\\}]*)*)\\}/g,Ye=/\\w*$/,Ke=/^[-+]0x[0-9a-f]+$/i,Ge=/^0b[01]+$/i,$e=/^\\[object .+?Constructor\\]$/,Xe=/^0o[0-7]+$/i,Ze=/^(?:0|[1-9]\\d*)$/,Qe=/[\\xc0-\\xd6\\xd8-\\xf6\\xf8-\\xff\\u0100-\\u017f]/g,Je=/($^)/,tn=/['\\n\\r\\u2028\\u2029\\\\]/g,en=\"\\\\ud800-\\\\udfff\",nn=\"\\\\u0300-\\\\u036f\",rn=\"\\\\ufe20-\\\\ufe2f\",on=\"\\\\u20d0-\\\\u20ff\",an=nn+rn+on,un=\"\\\\u2700-\\\\u27bf\",cn=\"a-z\\\\xdf-\\\\xf6\\\\xf8-\\\\xff\",sn=\"\\\\xac\\\\xb1\\\\xd7\\\\xf7\",ln=\"\\\\x00-\\\\x2f\\\\x3a-\\\\x40\\\\x5b-\\\\x60\\\\x7b-\\\\xbf\",fn=\"\\\\u2000-\\\\u206f\",pn=\" \\\\t\\\\x0b\\\\f\\\\xa0\\\\ufeff\\\\n\\\\r\\\\u2028\\\\u2029\\\\u1680\\\\u180e\\\\u2000\\\\u2001\\\\u2002\\\\u2003\\\\u2004\\\\u2005\\\\u2006\\\\u2007\\\\u2008\\\\u2009\\\\u200a\\\\u202f\\\\u205f\\\\u3000\",hn=\"A-Z\\\\xc0-\\\\xd6\\\\xd8-\\\\xde\",dn=\"\\\\ufe0e\\\\ufe0f\",vn=sn+ln+fn+pn,gn=\"['’]\",mn=\"[\"+en+\"]\",yn=\"[\"+vn+\"]\",_n=\"[\"+an+\"]\",bn=\"\\\\d+\",xn=\"[\"+un+\"]\",wn=\"[\"+cn+\"]\",Cn=\"[^\"+en+vn+bn+un+cn+hn+\"]\",Mn=\"\\\\ud83c[\\\\udffb-\\\\udfff]\",kn=\"(?:\"+_n+\"|\"+Mn+\")\",En=\"[^\"+en+\"]\",Tn=\"(?:\\\\ud83c[\\\\udde6-\\\\uddff]){2}\",Sn=\"[\\\\ud800-\\\\udbff][\\\\udc00-\\\\udfff]\",Pn=\"[\"+hn+\"]\",Nn=\"\\\\u200d\",An=\"(?:\"+wn+\"|\"+Cn+\")\",On=\"(?:\"+Pn+\"|\"+Cn+\")\",In=\"(?:\"+gn+\"(?:d|ll|m|re|s|t|ve))?\",Dn=\"(?:\"+gn+\"(?:D|LL|M|RE|S|T|VE))?\",Rn=kn+\"?\",Ln=\"[\"+dn+\"]?\",Un=\"(?:\"+Nn+\"(?:\"+[En,Tn,Sn].join(\"|\")+\")\"+Ln+Rn+\")*\",Fn=\"\\\\d*(?:(?:1st|2nd|3rd|(?![123])\\\\dth)\\\\b)\",jn=\"\\\\d*(?:(?:1ST|2ND|3RD|(?![123])\\\\dTH)\\\\b)\",Bn=Ln+Rn+Un,Wn=\"(?:\"+[xn,Tn,Sn].join(\"|\")+\")\"+Bn,Vn=\"(?:\"+[En+_n+\"?\",_n,Tn,Sn,mn].join(\"|\")+\")\",zn=RegExp(gn,\"g\"),Hn=RegExp(_n,\"g\"),qn=RegExp(Mn+\"(?=\"+Mn+\")|\"+Vn+Bn,\"g\"),Yn=RegExp([Pn+\"?\"+wn+\"+\"+In+\"(?=\"+[yn,Pn,\"$\"].join(\"|\")+\")\",On+\"+\"+Dn+\"(?=\"+[yn,Pn+An,\"$\"].join(\"|\")+\")\",Pn+\"?\"+An+\"+\"+In,Pn+\"+\"+Dn,jn,Fn,bn,Wn].join(\"|\"),\"g\"),Kn=RegExp(\"[\"+Nn+en+an+dn+\"]\"),Gn=/[a-z][A-Z]|[A-Z]{2,}[a-z]|[0-9][a-zA-Z]|[a-zA-Z][0-9]|[^a-zA-Z0-9 ]/,$n=[\"Array\",\"Buffer\",\"DataView\",\"Date\",\"Error\",\"Float32Array\",\"Float64Array\",\"Function\",\"Int8Array\",\"Int16Array\",\"Int32Array\",\"Map\",\"Math\",\"Object\",\"Promise\",\"RegExp\",\"Set\",\"String\",\"Symbol\",\"TypeError\",\"Uint8Array\",\"Uint8ClampedArray\",\"Uint16Array\",\"Uint32Array\",\"WeakMap\",\"_\",\"clearTimeout\",\"isFinite\",\"parseInt\",\"setTimeout\"],Xn=-1,Zn={};Zn[pe]=Zn[he]=Zn[de]=Zn[ve]=Zn[ge]=Zn[me]=Zn[ye]=Zn[_e]=Zn[be]=!0,Zn[Vt]=Zn[zt]=Zn[le]=Zn[qt]=Zn[fe]=Zn[Yt]=Zn[Gt]=Zn[$t]=Zn[Zt]=Zn[Qt]=Zn[te]=Zn[re]=Zn[ie]=Zn[oe]=Zn[ce]=!1;var Qn={};Qn[Vt]=Qn[zt]=Qn[le]=Qn[fe]=Qn[qt]=Qn[Yt]=Qn[pe]=Qn[he]=Qn[de]=Qn[ve]=Qn[ge]=Qn[Zt]=Qn[Qt]=Qn[te]=Qn[re]=Qn[ie]=Qn[oe]=Qn[ae]=Qn[me]=Qn[ye]=Qn[_e]=Qn[be]=!0,Qn[Gt]=Qn[$t]=Qn[ce]=!1;var Jn={\"À\":\"A\",\"Á\":\"A\",\"Â\":\"A\",\"Ã\":\"A\",\"Ä\":\"A\",\"Å\":\"A\",\"à\":\"a\",\"á\":\"a\",\"â\":\"a\",\"ã\":\"a\",\"ä\":\"a\",\"å\":\"a\",\"Ç\":\"C\",\"ç\":\"c\",\"Ð\":\"D\",\"ð\":\"d\",\"È\":\"E\",\"É\":\"E\",\"Ê\":\"E\",\"Ë\":\"E\",\"è\":\"e\",\"é\":\"e\",\"ê\":\"e\",\"ë\":\"e\",\"Ì\":\"I\",\"Í\":\"I\",\"Î\":\"I\",\"Ï\":\"I\",\"ì\":\"i\",\"í\":\"i\",\"î\":\"i\",\"ï\":\"i\",\"Ñ\":\"N\",\"ñ\":\"n\",\"Ò\":\"O\",\"Ó\":\"O\",\"Ô\":\"O\",\"Õ\":\"O\",\"Ö\":\"O\",\"Ø\":\"O\",\"ò\":\"o\",\"ó\":\"o\",\"ô\":\"o\",\"õ\":\"o\",\"ö\":\"o\",\"ø\":\"o\",\"Ù\":\"U\",\"Ú\":\"U\",\"Û\":\"U\",\"Ü\":\"U\",\"ù\":\"u\",\"ú\":\"u\",\"û\":\"u\",\"ü\":\"u\",\"Ý\":\"Y\",\"ý\":\"y\",\"ÿ\":\"y\",\"Æ\":\"Ae\",\"æ\":\"ae\",\"Þ\":\"Th\",\"þ\":\"th\",\"ß\":\"ss\",\"Ā\":\"A\",\"Ă\":\"A\",\"Ą\":\"A\",\"ā\":\"a\",\"ă\":\"a\",\"ą\":\"a\",\"Ć\":\"C\",\"Ĉ\":\"C\",\"Ċ\":\"C\",\"Č\":\"C\",\"ć\":\"c\",\"ĉ\":\"c\",\"ċ\":\"c\",\"č\":\"c\",\"Ď\":\"D\",\"Đ\":\"D\",\"ď\":\"d\",\"đ\":\"d\",\"Ē\":\"E\",\"Ĕ\":\"E\",\"Ė\":\"E\",\"Ę\":\"E\",\"Ě\":\"E\",\"ē\":\"e\",\"ĕ\":\"e\",\"ė\":\"e\",\"ę\":\"e\",\"ě\":\"e\",\"Ĝ\":\"G\",\"Ğ\":\"G\",\"Ġ\":\"G\",\"Ģ\":\"G\",\"ĝ\":\"g\",\"ğ\":\"g\",\"ġ\":\"g\",\"ģ\":\"g\",\"Ĥ\":\"H\",\"Ħ\":\"H\",\"ĥ\":\"h\",\"ħ\":\"h\",\"Ĩ\":\"I\",\"Ī\":\"I\",\"Ĭ\":\"I\",\"Į\":\"I\",\"İ\":\"I\",\"ĩ\":\"i\",\"ī\":\"i\",\"ĭ\":\"i\",\"į\":\"i\",\"ı\":\"i\",\"Ĵ\":\"J\",\"ĵ\":\"j\",\"Ķ\":\"K\",\"ķ\":\"k\",\"ĸ\":\"k\",\"Ĺ\":\"L\",\"Ļ\":\"L\",\"Ľ\":\"L\",\"Ŀ\":\"L\",\"Ł\":\"L\",\"ĺ\":\"l\",\"ļ\":\"l\",\"ľ\":\"l\",\"ŀ\":\"l\",\"ł\":\"l\",\"Ń\":\"N\",\"Ņ\":\"N\",\"Ň\":\"N\",\"Ŋ\":\"N\",\"ń\":\"n\",\"ņ\":\"n\",\"ň\":\"n\",\"ŋ\":\"n\",\"Ō\":\"O\",\"Ŏ\":\"O\",\"Ő\":\"O\",\"ō\":\"o\",\"ŏ\":\"o\",\"ő\":\"o\",\"Ŕ\":\"R\",\"Ŗ\":\"R\",\"Ř\":\"R\",\"ŕ\":\"r\",\"ŗ\":\"r\",\"ř\":\"r\",\"Ś\":\"S\",\"Ŝ\":\"S\",\"Ş\":\"S\",\"Š\":\"S\",\"ś\":\"s\",\"ŝ\":\"s\",\"ş\":\"s\",\"š\":\"s\",\"Ţ\":\"T\",\"Ť\":\"T\",\"Ŧ\":\"T\",\"ţ\":\"t\",\"ť\":\"t\",\"ŧ\":\"t\",\"Ũ\":\"U\",\"Ū\":\"U\",\"Ŭ\":\"U\",\"Ů\":\"U\",\"Ű\":\"U\",\"Ų\":\"U\",\"ũ\":\"u\",\"ū\":\"u\",\"ŭ\":\"u\",\"ů\":\"u\",\"ű\":\"u\",\"ų\":\"u\",\"Ŵ\":\"W\",\"ŵ\":\"w\",\"Ŷ\":\"Y\",\"ŷ\":\"y\",\"Ÿ\":\"Y\",\"Ź\":\"Z\",\"Ż\":\"Z\",\"Ž\":\"Z\",\"ź\":\"z\",\"ż\":\"z\",\"ž\":\"z\",\"IJ\":\"IJ\",\n",
+       "\"ij\":\"ij\",\"Œ\":\"Oe\",\"œ\":\"oe\",\"ʼn\":\"'n\",\"ſ\":\"s\"},tr={\"&\":\"&amp;\",\"<\":\"&lt;\",\">\":\"&gt;\",'\"':\"&quot;\",\"'\":\"&#39;\"},er={\"&amp;\":\"&\",\"&lt;\":\"<\",\"&gt;\":\">\",\"&quot;\":'\"',\"&#39;\":\"'\"},nr={\"\\\\\":\"\\\\\",\"'\":\"'\",\"\\n\":\"n\",\"\\r\":\"r\",\"\\u2028\":\"u2028\",\"\\u2029\":\"u2029\"},rr=parseFloat,ir=parseInt,or=\"object\"==typeof t&&t&&t.Object===Object&&t,ar=\"object\"==typeof self&&self&&self.Object===Object&&self,ur=or||ar||Function(\"return this\")(),cr=\"object\"==typeof e&&e&&!e.nodeType&&e,sr=cr&&\"object\"==typeof r&&r&&!r.nodeType&&r,lr=sr&&sr.exports===cr,fr=lr&&or.process,pr=function(){try{return fr&&fr.binding&&fr.binding(\"util\")}catch(t){}}(),hr=pr&&pr.isArrayBuffer,dr=pr&&pr.isDate,vr=pr&&pr.isMap,gr=pr&&pr.isRegExp,mr=pr&&pr.isSet,yr=pr&&pr.isTypedArray,_r=S(\"length\"),br=P(Jn),xr=P(tr),wr=P(er),Cr=function t(e){function n(t){if(sc(t)&&!xp(t)&&!(t instanceof b)){if(t instanceof i)return t;if(bl.call(t,\"__wrapped__\"))return aa(t)}return new i(t)}function r(){}function i(t,e){this.__wrapped__=t,this.__actions__=[],this.__chain__=!!e,this.__index__=0,this.__values__=it}function b(t){this.__wrapped__=t,this.__actions__=[],this.__dir__=1,this.__filtered__=!1,this.__iteratees__=[],this.__takeCount__=Ft,this.__views__=[]}function P(){var t=new b(this.__wrapped__);return t.__actions__=Bi(this.__actions__),t.__dir__=this.__dir__,t.__filtered__=this.__filtered__,t.__iteratees__=Bi(this.__iteratees__),t.__takeCount__=this.__takeCount__,t.__views__=Bi(this.__views__),t}function Z(){if(this.__filtered__){var t=new b(this);t.__dir__=-1,t.__filtered__=!0}else t=this.clone(),t.__dir__*=-1;return t}function et(){var t=this.__wrapped__.value(),e=this.__dir__,n=xp(t),r=e<0,i=n?t.length:0,o=No(0,i,this.__views__),a=o.start,u=o.end,c=u-a,s=r?u:a-1,l=this.__iteratees__,f=l.length,p=0,h=Xl(c,this.__takeCount__);if(!n||!r&&i==c&&h==c)return xi(t,this.__actions__);var d=[];t:for(;c--&&p<h;){s+=e;for(var v=-1,g=t[s];++v<f;){var m=l[v],y=m.iteratee,_=m.type,b=y(g);if(_==Ot)g=b;else if(!b){if(_==At)continue t;break t}}d[p++]=g}return d}function nt(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function ze(){this.__data__=uf?uf(null):{},this.size=0}function en(t){var e=this.has(t)&&delete this.__data__[t];return this.size-=e?1:0,e}function nn(t){var e=this.__data__;if(uf){var n=e[t];return n===st?it:n}return bl.call(e,t)?e[t]:it}function rn(t){var e=this.__data__;return uf?e[t]!==it:bl.call(e,t)}function on(t,e){var n=this.__data__;return this.size+=this.has(t)?0:1,n[t]=uf&&e===it?st:e,this}function an(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function un(){this.__data__=[],this.size=0}function cn(t){var e=this.__data__,n=In(e,t);if(n<0)return!1;var r=e.length-1;return n==r?e.pop():Dl.call(e,n,1),--this.size,!0}function sn(t){var e=this.__data__,n=In(e,t);return n<0?it:e[n][1]}function ln(t){return In(this.__data__,t)>-1}function fn(t,e){var n=this.__data__,r=In(n,t);return r<0?(++this.size,n.push([t,e])):n[r][1]=e,this}function pn(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function hn(){this.size=0,this.__data__={hash:new nt,map:new(nf||an),string:new nt}}function dn(t){var e=Eo(this,t).delete(t);return this.size-=e?1:0,e}function vn(t){return Eo(this,t).get(t)}function gn(t){return Eo(this,t).has(t)}function mn(t,e){var n=Eo(this,t),r=n.size;return n.set(t,e),this.size+=n.size==r?0:1,this}function yn(t){var e=-1,n=null==t?0:t.length;for(this.__data__=new pn;++e<n;)this.add(t[e])}function _n(t){return this.__data__.set(t,st),this}function bn(t){return this.__data__.has(t)}function xn(t){var e=this.__data__=new an(t);this.size=e.size}function wn(){this.__data__=new an,this.size=0}function Cn(t){var e=this.__data__,n=e.delete(t);return this.size=e.size,n}function Mn(t){return this.__data__.get(t)}function kn(t){return this.__data__.has(t)}function En(t,e){var n=this.__data__;if(n instanceof an){var r=n.__data__;if(!nf||r.length<at-1)return r.push([t,e]),this.size=++n.size,this;n=this.__data__=new pn(r)}return n.set(t,e),this.size=n.size,this}function Tn(t,e){var n=xp(t),r=!n&&bp(t),i=!n&&!r&&Cp(t),o=!n&&!r&&!i&&Sp(t),a=n||r||i||o,u=a?I(t.length,hl):[],c=u.length;for(var s in t)!e&&!bl.call(t,s)||a&&(\"length\"==s||i&&(\"offset\"==s||\"parent\"==s)||o&&(\"buffer\"==s||\"byteLength\"==s||\"byteOffset\"==s)||Fo(s,c))||u.push(s);return u}function Sn(t){var e=t.length;return e?t[ni(0,e-1)]:it}function Pn(t,e){return na(Bi(t),jn(e,0,t.length))}function Nn(t){return na(Bi(t))}function An(t,e,n){(n===it||$u(t[e],n))&&(n!==it||e in t)||Un(t,e,n)}function On(t,e,n){var r=t[e];bl.call(t,e)&&$u(r,n)&&(n!==it||e in t)||Un(t,e,n)}function In(t,e){for(var n=t.length;n--;)if($u(t[n][0],e))return n;return-1}function Dn(t,e,n,r){return _f(t,function(t,i,o){e(r,t,n(t),o)}),r}function Rn(t,e){return t&&Wi(e,Hc(e),t)}function Ln(t,e){return t&&Wi(e,qc(e),t)}function Un(t,e,n){\"__proto__\"==e&&Fl?Fl(t,e,{configurable:!0,enumerable:!0,value:n,writable:!0}):t[e]=n}function Fn(t,e){for(var n=-1,r=e.length,i=al(r),o=null==t;++n<r;)i[n]=o?it:Wc(t,e[n]);return i}function jn(t,e,n){return t===t&&(n!==it&&(t=t<=n?t:n),e!==it&&(t=t>=e?t:e)),t}function Bn(t,e,n,r,i,o){var a,u=e&pt,c=e&ht,l=e&dt;if(n&&(a=i?n(t,r,i,o):n(t)),a!==it)return a;if(!cc(t))return t;var f=xp(t);if(f){if(a=Io(t),!u)return Bi(t,a)}else{var p=Af(t),h=p==$t||p==Xt;if(Cp(t))return Si(t,u);if(p==te||p==Vt||h&&!i){if(a=c||h?{}:Do(t),!u)return c?zi(t,Ln(a,t)):Vi(t,Rn(a,t))}else{if(!Qn[p])return i?t:{};a=Ro(t,p,Bn,u)}}o||(o=new xn);var d=o.get(t);if(d)return d;o.set(t,a);var v=l?c?wo:xo:c?qc:Hc,g=f?it:v(t);return s(g||t,function(r,i){g&&(i=r,r=t[i]),On(a,i,Bn(r,e,n,i,t,o))}),a}function Wn(t){var e=Hc(t);return function(n){return Vn(n,t,e)}}function Vn(t,e,n){var r=n.length;if(null==t)return!r;for(t=fl(t);r--;){var i=n[r],o=e[i],a=t[i];if(a===it&&!(i in t)||!o(a))return!1}return!0}function qn(t,e,n){if(\"function\"!=typeof t)throw new dl(ct);return Df(function(){t.apply(it,n)},e)}function Yn(t,e,n,r){var i=-1,o=h,a=!0,u=t.length,c=[],s=e.length;if(!u)return c;n&&(e=v(e,R(n))),r?(o=d,a=!1):e.length>=at&&(o=U,a=!1,e=new yn(e));t:for(;++i<u;){var l=t[i],f=null==n?l:n(l);if(l=r||0!==l?l:0,a&&f===f){for(var p=s;p--;)if(e[p]===f)continue t;c.push(l)}else o(e,f,r)||c.push(l)}return c}function Kn(t,e){var n=!0;return _f(t,function(t,r,i){return n=!!e(t,r,i)}),n}function Gn(t,e,n){for(var r=-1,i=t.length;++r<i;){var o=t[r],a=e(o);if(null!=a&&(u===it?a===a&&!bc(a):n(a,u)))var u=a,c=o}return c}function Jn(t,e,n,r){var i=t.length;for(n=Ec(n),n<0&&(n=-n>i?0:i+n),r=r===it||r>i?i:Ec(r),r<0&&(r+=i),r=n>r?0:Tc(r);n<r;)t[n++]=e;return t}function tr(t,e){var n=[];return _f(t,function(t,r,i){e(t,r,i)&&n.push(t)}),n}function er(t,e,n,r,i){var o=-1,a=t.length;for(n||(n=Uo),i||(i=[]);++o<a;){var u=t[o];e>0&&n(u)?e>1?er(u,e-1,n,r,i):g(i,u):r||(i[i.length]=u)}return i}function nr(t,e){return t&&xf(t,e,Hc)}function or(t,e){return t&&wf(t,e,Hc)}function ar(t,e){return p(e,function(e){return oc(t[e])})}function cr(t,e){e=Ei(e,t);for(var n=0,r=e.length;null!=t&&n<r;)t=t[ra(e[n++])];return n&&n==r?t:it}function sr(t,e,n){var r=e(t);return xp(t)?r:g(r,n(t))}function fr(t){return null==t?t===it?ue:Jt:Ul&&Ul in fl(t)?Po(t):Xo(t)}function pr(t,e){return t>e}function _r(t,e){return null!=t&&bl.call(t,e)}function Cr(t,e){return null!=t&&e in fl(t)}function kr(t,e,n){return t>=Xl(e,n)&&t<$l(e,n)}function Er(t,e,n){for(var r=n?d:h,i=t[0].length,o=t.length,a=o,u=al(o),c=1/0,s=[];a--;){var l=t[a];a&&e&&(l=v(l,R(e))),c=Xl(l.length,c),u[a]=!n&&(e||i>=120&&l.length>=120)?new yn(a&&l):it}l=t[0];var f=-1,p=u[0];t:for(;++f<i&&s.length<c;){var g=l[f],m=e?e(g):g;if(g=n||0!==g?g:0,!(p?U(p,m):r(s,m,n))){for(a=o;--a;){var y=u[a];if(!(y?U(y,m):r(t[a],m,n)))continue t}p&&p.push(m),s.push(g)}}return s}function Tr(t,e,n,r){return nr(t,function(t,i,o){e(r,n(t),i,o)}),r}function Sr(t,e,n){e=Ei(e,t),t=Qo(t,e);var r=null==t?t:t[ra(ka(e))];return null==r?it:u(r,t,n)}function Pr(t){return sc(t)&&fr(t)==Vt}function Nr(t){return sc(t)&&fr(t)==le}function Ar(t){return sc(t)&&fr(t)==Yt}function Or(t,e,n,r,i){return t===e||(null==t||null==e||!sc(t)&&!sc(e)?t!==t&&e!==e:Ir(t,e,n,r,Or,i))}function Ir(t,e,n,r,i,o){var a=xp(t),u=xp(e),c=a?zt:Af(t),s=u?zt:Af(e);c=c==Vt?te:c,s=s==Vt?te:s;var l=c==te,f=s==te,p=c==s;if(p&&Cp(t)){if(!Cp(e))return!1;a=!0,l=!1}if(p&&!l)return o||(o=new xn),a||Sp(t)?mo(t,e,n,r,i,o):yo(t,e,c,n,r,i,o);if(!(n&vt)){var h=l&&bl.call(t,\"__wrapped__\"),d=f&&bl.call(e,\"__wrapped__\");if(h||d){var v=h?t.value():t,g=d?e.value():e;return o||(o=new xn),i(v,g,n,r,o)}}return!!p&&(o||(o=new xn),_o(t,e,n,r,i,o))}function Dr(t){return sc(t)&&Af(t)==Zt}function Rr(t,e,n,r){var i=n.length,o=i,a=!r;if(null==t)return!o;for(t=fl(t);i--;){var u=n[i];if(a&&u[2]?u[1]!==t[u[0]]:!(u[0]in t))return!1}for(;++i<o;){u=n[i];var c=u[0],s=t[c],l=u[1];if(a&&u[2]){if(s===it&&!(c in t))return!1}else{var f=new xn;if(r)var p=r(s,l,c,t,e,f);if(!(p===it?Or(l,s,vt|gt,r,f):p))return!1}}return!0}function Lr(t){if(!cc(t)||zo(t))return!1;var e=oc(t)?El:$e;return e.test(ia(t))}function Ur(t){return sc(t)&&fr(t)==re}function Fr(t){return sc(t)&&Af(t)==ie}function jr(t){return sc(t)&&uc(t.length)&&!!Zn[fr(t)]}function Br(t){return\"function\"==typeof t?t:null==t?Ds:\"object\"==typeof t?xp(t)?Yr(t[0],t[1]):qr(t):Vs(t)}function Wr(t){if(!Ho(t))return Gl(t);var e=[];for(var n in fl(t))bl.call(t,n)&&\"constructor\"!=n&&e.push(n);return e}function Vr(t){if(!cc(t))return $o(t);var e=Ho(t),n=[];for(var r in t)(\"constructor\"!=r||!e&&bl.call(t,r))&&n.push(r);return n}function zr(t,e){return t<e}function Hr(t,e){var n=-1,r=Xu(t)?al(t.length):[];return _f(t,function(t,i,o){r[++n]=e(t,i,o)}),r}function qr(t){var e=To(t);return 1==e.length&&e[0][2]?Yo(e[0][0],e[0][1]):function(n){return n===t||Rr(n,t,e)}}function Yr(t,e){return Bo(t)&&qo(e)?Yo(ra(t),e):function(n){var r=Wc(n,t);return r===it&&r===e?zc(n,t):Or(e,r,vt|gt)}}function Kr(t,e,n,r,i){t!==e&&xf(e,function(o,a){if(cc(o))i||(i=new xn),Gr(t,e,a,n,Kr,r,i);else{var u=r?r(t[a],o,a+\"\",t,e,i):it;u===it&&(u=o),An(t,a,u)}},qc)}function Gr(t,e,n,r,i,o,a){var u=t[n],c=e[n],s=a.get(c);if(s)return void An(t,n,s);var l=o?o(u,c,n+\"\",t,e,a):it,f=l===it;if(f){var p=xp(c),h=!p&&Cp(c),d=!p&&!h&&Sp(c);l=c,p||h||d?xp(u)?l=u:Zu(u)?l=Bi(u):h?(f=!1,l=Si(c,!0)):d?(f=!1,l=Ri(c,!0)):l=[]:mc(c)||bp(c)?(l=u,bp(u)?l=Pc(u):(!cc(u)||r&&oc(u))&&(l=Do(c))):f=!1}f&&(a.set(c,l),i(l,c,r,o,a),a.delete(c)),An(t,n,l)}function $r(t,e){var n=t.length;if(n)return e+=e<0?n:0,Fo(e,n)?t[e]:it}function Xr(t,e,n){var r=-1;e=v(e.length?e:[Ds],R(ko()));var i=Hr(t,function(t,n,i){var o=v(e,function(e){return e(t)});return{criteria:o,index:++r,value:t}});return A(i,function(t,e){return Ui(t,e,n)})}function Zr(t,e){return Qr(t,e,function(e,n){return zc(t,n)})}function Qr(t,e,n){for(var r=-1,i=e.length,o={};++r<i;){var a=e[r],u=cr(t,a);n(u,a)&&ci(o,Ei(a,t),u)}return o}function Jr(t){return function(e){return cr(e,t)}}function ti(t,e,n,r){var i=r?k:M,o=-1,a=e.length,u=t;for(t===e&&(e=Bi(e)),n&&(u=v(t,R(n)));++o<a;)for(var c=0,s=e[o],l=n?n(s):s;(c=i(u,l,c,r))>-1;)u!==t&&Dl.call(u,c,1),Dl.call(t,c,1);return t}function ei(t,e){for(var n=t?e.length:0,r=n-1;n--;){var i=e[n];if(n==r||i!==o){var o=i;Fo(i)?Dl.call(t,i,1):yi(t,i)}}return t}function ni(t,e){return t+zl(Jl()*(e-t+1))}function ri(t,e,n,r){for(var i=-1,o=$l(Vl((e-t)/(n||1)),0),a=al(o);o--;)a[r?o:++i]=t,t+=n;return a}function ii(t,e){var n=\"\";if(!t||e<1||e>Rt)return n;do e%2&&(n+=t),e=zl(e/2),e&&(t+=t);while(e);return n}function oi(t,e){return Rf(Zo(t,e,Ds),t+\"\")}function ai(t){return Sn(rs(t))}function ui(t,e){var n=rs(t);return na(n,jn(e,0,n.length))}function ci(t,e,n,r){if(!cc(t))return t;e=Ei(e,t);for(var i=-1,o=e.length,a=o-1,u=t;null!=u&&++i<o;){var c=ra(e[i]),s=n;if(i!=a){var l=u[c];s=r?r(l,c,u):it,s===it&&(s=cc(l)?l:Fo(e[i+1])?[]:{})}On(u,c,s),u=u[c]}return t}function si(t){return na(rs(t))}function li(t,e,n){var r=-1,i=t.length;e<0&&(e=-e>i?0:i+e),n=n>i?i:n,n<0&&(n+=i),i=e>n?0:n-e>>>0,e>>>=0;for(var o=al(i);++r<i;)o[r]=t[r+e];return o}function fi(t,e){var n;return _f(t,function(t,r,i){return n=e(t,r,i),!n}),!!n}function pi(t,e,n){var r=0,i=null==t?r:t.length;if(\"number\"==typeof e&&e===e&&i<=Bt){for(;r<i;){var o=r+i>>>1,a=t[o];null!==a&&!bc(a)&&(n?a<=e:a<e)?r=o+1:i=o}return i}return hi(t,e,Ds,n)}function hi(t,e,n,r){e=n(e);for(var i=0,o=null==t?0:t.length,a=e!==e,u=null===e,c=bc(e),s=e===it;i<o;){var l=zl((i+o)/2),f=n(t[l]),p=f!==it,h=null===f,d=f===f,v=bc(f);if(a)var g=r||d;else g=s?d&&(r||p):u?d&&p&&(r||!h):c?d&&p&&!h&&(r||!v):!h&&!v&&(r?f<=e:f<e);g?i=l+1:o=l}return Xl(o,jt)}function di(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n],u=e?e(a):a;if(!n||!$u(u,c)){var c=u;o[i++]=0===a?0:a}}return o}function vi(t){return\"number\"==typeof t?t:bc(t)?Ut:+t}function gi(t){if(\"string\"==typeof t)return t;if(xp(t))return v(t,gi)+\"\";if(bc(t))return mf?mf.call(t):\"\";var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function mi(t,e,n){var r=-1,i=h,o=t.length,a=!0,u=[],c=u;if(n)a=!1,i=d;else if(o>=at){var s=e?null:Tf(t);if(s)return $(s);a=!1,i=U,c=new yn}else c=e?[]:u;t:for(;++r<o;){var l=t[r],f=e?e(l):l;if(l=n||0!==l?l:0,a&&f===f){for(var p=c.length;p--;)if(c[p]===f)continue t;e&&c.push(f),u.push(l)}else i(c,f,n)||(c!==u&&c.push(f),u.push(l))}return u}function yi(t,e){return e=Ei(e,t),t=Qo(t,e),null==t||delete t[ra(ka(e))]}function _i(t,e,n,r){return ci(t,e,n(cr(t,e)),r)}function bi(t,e,n,r){for(var i=t.length,o=r?i:-1;(r?o--:++o<i)&&e(t[o],o,t););return n?li(t,r?0:o,r?o+1:i):li(t,r?o+1:0,r?i:o)}function xi(t,e){var n=t;return n instanceof b&&(n=n.value()),m(e,function(t,e){return e.func.apply(e.thisArg,g([t],e.args))},n)}function wi(t,e,n){var r=t.length;if(r<2)return r?mi(t[0]):[];for(var i=-1,o=al(r);++i<r;)for(var a=t[i],u=-1;++u<r;)u!=i&&(o[i]=Yn(o[i]||a,t[u],e,n));return mi(er(o,1),e,n)}function Ci(t,e,n){for(var r=-1,i=t.length,o=e.length,a={};++r<i;){var u=r<o?e[r]:it;n(a,t[r],u)}return a}function Mi(t){return Zu(t)?t:[]}function ki(t){return\"function\"==typeof t?t:Ds}function Ei(t,e){return xp(t)?t:Bo(t,e)?[t]:Lf(Ac(t))}function Ti(t,e,n){var r=t.length;return n=n===it?r:n,!e&&n>=r?t:li(t,e,n)}function Si(t,e){if(e)return t.slice();var n=t.length,r=Nl?Nl(n):new t.constructor(n);return t.copy(r),r}function Pi(t){var e=new t.constructor(t.byteLength);return new Pl(e).set(new Pl(t)),e}function Ni(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.byteLength)}function Ai(t,e,n){var r=e?n(Y(t),pt):Y(t);return m(r,o,new t.constructor)}function Oi(t){var e=new t.constructor(t.source,Ye.exec(t));return e.lastIndex=t.lastIndex,e}function Ii(t,e,n){var r=e?n($(t),pt):$(t);return m(r,a,new t.constructor)}function Di(t){return gf?fl(gf.call(t)):{}}function Ri(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.length)}function Li(t,e){if(t!==e){var n=t!==it,r=null===t,i=t===t,o=bc(t),a=e!==it,u=null===e,c=e===e,s=bc(e);if(!u&&!s&&!o&&t>e||o&&a&&c&&!u&&!s||r&&a&&c||!n&&c||!i)return 1;if(!r&&!o&&!s&&t<e||s&&n&&i&&!r&&!o||u&&n&&i||!a&&i||!c)return-1}return 0}function Ui(t,e,n){for(var r=-1,i=t.criteria,o=e.criteria,a=i.length,u=n.length;++r<a;){var c=Li(i[r],o[r]);if(c){if(r>=u)return c;var s=n[r];return c*(\"desc\"==s?-1:1)}}return t.index-e.index}function Fi(t,e,n,r){for(var i=-1,o=t.length,a=n.length,u=-1,c=e.length,s=$l(o-a,0),l=al(c+s),f=!r;++u<c;)l[u]=e[u];for(;++i<a;)(f||i<o)&&(l[n[i]]=t[i]);for(;s--;)l[u++]=t[i++];return l}function ji(t,e,n,r){for(var i=-1,o=t.length,a=-1,u=n.length,c=-1,s=e.length,l=$l(o-u,0),f=al(l+s),p=!r;++i<l;)f[i]=t[i];for(var h=i;++c<s;)f[h+c]=e[c];for(;++a<u;)(p||i<o)&&(f[h+n[a]]=t[i++]);return f}function Bi(t,e){var n=-1,r=t.length;for(e||(e=al(r));++n<r;)e[n]=t[n];return e}function Wi(t,e,n,r){var i=!n;n||(n={});for(var o=-1,a=e.length;++o<a;){var u=e[o],c=r?r(n[u],t[u],u,n,t):it;c===it&&(c=t[u]),i?Un(n,u,c):On(n,u,c)}return n}function Vi(t,e){return Wi(t,Pf(t),e)}function zi(t,e){return Wi(t,Nf(t),e)}function Hi(t,e){return function(n,r){var i=xp(n)?c:Dn,o=e?e():{};return i(n,t,ko(r,2),o)}}function qi(t){return oi(function(e,n){var r=-1,i=n.length,o=i>1?n[i-1]:it,a=i>2?n[2]:it;for(o=t.length>3&&\"function\"==typeof o?(i--,o):it,a&&jo(n[0],n[1],a)&&(o=i<3?it:o,i=1),e=fl(e);++r<i;){var u=n[r];u&&t(e,u,r,o)}return e})}function Yi(t,e){return function(n,r){if(null==n)return n;if(!Xu(n))return t(n,r);for(var i=n.length,o=e?i:-1,a=fl(n);(e?o--:++o<i)&&r(a[o],o,a)!==!1;);return n}}function Ki(t){return function(e,n,r){for(var i=-1,o=fl(e),a=r(e),u=a.length;u--;){var c=a[t?u:++i];if(n(o[c],c,o)===!1)break}return e}}function Gi(t,e,n){function r(){var e=this&&this!==ur&&this instanceof r?o:t;return e.apply(i?n:this,arguments)}var i=e&mt,o=Zi(t);return r}function $i(t){return function(e){e=Ac(e);var n=z(e)?tt(e):it,r=n?n[0]:e.charAt(0),i=n?Ti(n,1).join(\"\"):e.slice(1);return r[t]()+i}}function Xi(t){return function(e){return m(Ps(ss(e).replace(zn,\"\")),t,\"\")}}function Zi(t){return function(){var e=arguments;switch(e.length){case 0:return new t;case 1:return new t(e[0]);case 2:return new t(e[0],e[1]);case 3:return new t(e[0],e[1],e[2]);case 4:return new t(e[0],e[1],e[2],e[3]);case 5:return new t(e[0],e[1],e[2],e[3],e[4]);case 6:return new t(e[0],e[1],e[2],e[3],e[4],e[5]);case 7:return new t(e[0],e[1],e[2],e[3],e[4],e[5],e[6])}var n=yf(t.prototype),r=t.apply(n,e);return cc(r)?r:n}}function Qi(t,e,n){function r(){for(var o=arguments.length,a=al(o),c=o,s=Mo(r);c--;)a[c]=arguments[c];var l=o<3&&a[0]!==s&&a[o-1]!==s?[]:G(a,s);if(o-=l.length,o<n)return so(t,e,eo,r.placeholder,it,a,l,it,it,n-o);var f=this&&this!==ur&&this instanceof r?i:t;return u(f,this,a)}var i=Zi(t);return r}function Ji(t){return function(e,n,r){var i=fl(e);if(!Xu(e)){var o=ko(n,3);e=Hc(e),n=function(t){return o(i[t],t,i)}}var a=t(e,n,r);return a>-1?i[o?e[a]:a]:it}}function to(t){return bo(function(e){var n=e.length,r=n,o=i.prototype.thru;for(t&&e.reverse();r--;){var a=e[r];if(\"function\"!=typeof a)throw new dl(ct);if(o&&!u&&\"wrapper\"==Co(a))var u=new i([],!0)}for(r=u?r:n;++r<n;){a=e[r];var c=Co(a),s=\"wrapper\"==c?Sf(a):it;u=s&&Vo(s[0])&&s[1]==(Mt|bt|wt|kt)&&!s[4].length&&1==s[9]?u[Co(s[0])].apply(u,s[3]):1==a.length&&Vo(a)?u[c]():u.thru(a)}return function(){var t=arguments,r=t[0];if(u&&1==t.length&&xp(r))return u.plant(r).value();for(var i=0,o=n?e[i].apply(this,t):r;++i<n;)o=e[i].call(this,o);return o}})}function eo(t,e,n,r,i,o,a,u,c,s){function l(){for(var m=arguments.length,y=al(m),_=m;_--;)y[_]=arguments[_];if(d)var b=Mo(l),x=B(y,b);if(r&&(y=Fi(y,r,i,d)),o&&(y=ji(y,o,a,d)),m-=x,d&&m<s){var w=G(y,b);return so(t,e,eo,l.placeholder,n,y,w,u,c,s-m)}var C=p?n:this,M=h?C[t]:t;return m=y.length,u?y=Jo(y,u):v&&m>1&&y.reverse(),f&&c<m&&(y.length=c),this&&this!==ur&&this instanceof l&&(M=g||Zi(M)),M.apply(C,y)}var f=e&Mt,p=e&mt,h=e&yt,d=e&(bt|xt),v=e&Et,g=h?it:Zi(t);return l}function no(t,e){return function(n,r){return Tr(n,t,e(r),{})}}function ro(t,e){return function(n,r){var i;if(n===it&&r===it)return e;if(n!==it&&(i=n),r!==it){if(i===it)return r;\"string\"==typeof n||\"string\"==typeof r?(n=gi(n),r=gi(r)):(n=vi(n),r=vi(r)),i=t(n,r)}return i}}function io(t){return bo(function(e){return e=v(e,R(ko())),oi(function(n){var r=this;return t(e,function(t){return u(t,r,n)})})})}function oo(t,e){e=e===it?\" \":gi(e);var n=e.length;if(n<2)return n?ii(e,t):e;var r=ii(e,Vl(t/J(e)));return z(e)?Ti(tt(r),0,t).join(\"\"):r.slice(0,t)}function ao(t,e,n,r){function i(){for(var e=-1,c=arguments.length,s=-1,l=r.length,f=al(l+c),p=this&&this!==ur&&this instanceof i?a:t;++s<l;)f[s]=r[s];for(;c--;)f[s++]=arguments[++e];return u(p,o?n:this,f)}var o=e&mt,a=Zi(t);return i}function uo(t){return function(e,n,r){return r&&\"number\"!=typeof r&&jo(e,n,r)&&(n=r=it),e=kc(e),n===it?(n=e,e=0):n=kc(n),r=r===it?e<n?1:-1:kc(r),ri(e,n,r,t)}}function co(t){return function(e,n){return\"string\"==typeof e&&\"string\"==typeof n||(e=Sc(e),n=Sc(n)),t(e,n)}}function so(t,e,n,r,i,o,a,u,c,s){var l=e&bt,f=l?a:it,p=l?it:a,h=l?o:it,d=l?it:o;e|=l?wt:Ct,e&=~(l?Ct:wt),e&_t||(e&=~(mt|yt));var v=[t,e,i,h,f,d,p,u,c,s],g=n.apply(it,v);return Vo(t)&&If(g,v),g.placeholder=r,ta(g,t,e)}function lo(t){var e=ll[t];return function(t,n){if(t=Sc(t),n=null==n?0:Xl(Ec(n),292)){var r=(Ac(t)+\"e\").split(\"e\"),i=e(r[0]+\"e\"+(+r[1]+n));return r=(Ac(i)+\"e\").split(\"e\"),+(r[0]+\"e\"+(+r[1]-n))}return e(t)}}function fo(t){return function(e){var n=Af(e);return n==Zt?Y(e):n==ie?X(e):D(e,t(e))}}function po(t,e,n,r,i,o,a,u){var c=e&yt;if(!c&&\"function\"!=typeof t)throw new dl(ct);var s=r?r.length:0;if(s||(e&=~(wt|Ct),r=i=it),a=a===it?a:$l(Ec(a),0),u=u===it?u:Ec(u),s-=i?i.length:0,e&Ct){var l=r,f=i;r=i=it}var p=c?it:Sf(t),h=[t,e,n,r,i,l,f,o,a,u];if(p&&Go(h,p),t=h[0],e=h[1],n=h[2],r=h[3],i=h[4],u=h[9]=h[9]===it?c?0:t.length:$l(h[9]-s,0),!u&&e&(bt|xt)&&(e&=~(bt|xt)),e&&e!=mt)d=e==bt||e==xt?Qi(t,e,u):e!=wt&&e!=(mt|wt)||i.length?eo.apply(it,h):ao(t,e,n,r);else var d=Gi(t,e,n);var v=p?Cf:If;return ta(v(d,h),t,e)}function ho(t,e,n,r){return t===it||$u(t,ml[n])&&!bl.call(r,n)?e:t}function vo(t,e,n,r,i,o){return cc(t)&&cc(e)&&(o.set(e,t),Kr(t,e,it,vo,o),o.delete(e)),t}function go(t){return mc(t)?it:t}function mo(t,e,n,r,i,o){var a=n&vt,u=t.length,c=e.length;if(u!=c&&!(a&&c>u))return!1;var s=o.get(t);if(s&&o.get(e))return s==e;var l=-1,f=!0,p=n&gt?new yn:it;for(o.set(t,e),o.set(e,t);++l<u;){var h=t[l],d=e[l];if(r)var v=a?r(d,h,l,e,t,o):r(h,d,l,t,e,o);if(v!==it){if(v)continue;f=!1;break}if(p){if(!_(e,function(t,e){if(!U(p,e)&&(h===t||i(h,t,n,r,o)))return p.push(e)})){f=!1;break}}else if(h!==d&&!i(h,d,n,r,o)){f=!1;break}}return o.delete(t),o.delete(e),f}function yo(t,e,n,r,i,o,a){switch(n){case fe:if(t.byteLength!=e.byteLength||t.byteOffset!=e.byteOffset)return!1;t=t.buffer,e=e.buffer;case le:return!(t.byteLength!=e.byteLength||!o(new Pl(t),new Pl(e)));case qt:case Yt:case Qt:return $u(+t,+e);case Gt:return t.name==e.name&&t.message==e.message;case re:case oe:return t==e+\"\";case Zt:var u=Y;case ie:var c=r&vt;if(u||(u=$),t.size!=e.size&&!c)return!1;var s=a.get(t);if(s)return s==e;r|=gt,a.set(t,e);var l=mo(u(t),u(e),r,i,o,a);return a.delete(t),l;case ae:if(gf)return gf.call(t)==gf.call(e)}return!1}function _o(t,e,n,r,i,o){var a=n&vt,u=xo(t),c=u.length,s=xo(e),l=s.length;if(c!=l&&!a)return!1;for(var f=c;f--;){var p=u[f];if(!(a?p in e:bl.call(e,p)))return!1}var h=o.get(t);if(h&&o.get(e))return h==e;var d=!0;o.set(t,e),o.set(e,t);for(var v=a;++f<c;){p=u[f];var g=t[p],m=e[p];if(r)var y=a?r(m,g,p,e,t,o):r(g,m,p,t,e,o);if(!(y===it?g===m||i(g,m,n,r,o):y)){d=!1;break}v||(v=\"constructor\"==p)}if(d&&!v){var _=t.constructor,b=e.constructor;_!=b&&\"constructor\"in t&&\"constructor\"in e&&!(\"function\"==typeof _&&_ instanceof _&&\"function\"==typeof b&&b instanceof b)&&(d=!1)}return o.delete(t),o.delete(e),d}function bo(t){return Rf(Zo(t,it,ma),t+\"\")}function xo(t){return sr(t,Hc,Pf)}function wo(t){return sr(t,qc,Nf)}function Co(t){for(var e=t.name+\"\",n=sf[e],r=bl.call(sf,e)?n.length:0;r--;){var i=n[r],o=i.func;if(null==o||o==t)return i.name}return e}function Mo(t){var e=bl.call(n,\"placeholder\")?n:t;return e.placeholder}function ko(){var t=n.iteratee||Rs;return t=t===Rs?Br:t,arguments.length?t(arguments[0],arguments[1]):t}function Eo(t,e){var n=t.__data__;return Wo(e)?n[\"string\"==typeof e?\"string\":\"hash\"]:n.map}function To(t){for(var e=Hc(t),n=e.length;n--;){var r=e[n],i=t[r];e[n]=[r,i,qo(i)]}return e}function So(t,e){var n=V(t,e);return Lr(n)?n:it}function Po(t){var e=bl.call(t,Ul),n=t[Ul];try{t[Ul]=it;var r=!0}catch(t){}var i=Cl.call(t);return r&&(e?t[Ul]=n:delete t[Ul]),i}function No(t,e,n){for(var r=-1,i=n.length;++r<i;){var o=n[r],a=o.size;switch(o.type){case\"drop\":t+=a;break;case\"dropRight\":e-=a;break;case\"take\":e=Xl(e,t+a);break;case\"takeRight\":t=$l(t,e-a)}}return{start:t,end:e}}function Ao(t){var e=t.match(We);return e?e[1].split(Ve):[]}function Oo(t,e,n){e=Ei(e,t);for(var r=-1,i=e.length,o=!1;++r<i;){var a=ra(e[r]);if(!(o=null!=t&&n(t,a)))break;t=t[a]}return o||++r!=i?o:(i=null==t?0:t.length,!!i&&uc(i)&&Fo(a,i)&&(xp(t)||bp(t)))}function Io(t){var e=t.length,n=t.constructor(e);return e&&\"string\"==typeof t[0]&&bl.call(t,\"index\")&&(n.index=t.index,n.input=t.input),n}function Do(t){return\"function\"!=typeof t.constructor||Ho(t)?{}:yf(Al(t))}function Ro(t,e,n,r){var i=t.constructor;switch(e){case le:return Pi(t);case qt:case Yt:return new i(+t);case fe:return Ni(t,r);case pe:case he:case de:case ve:case ge:case me:case ye:case _e:case be:return Ri(t,r);case Zt:return Ai(t,r,n);case Qt:case oe:return new i(t);case re:return Oi(t);case ie:return Ii(t,r,n);case ae:return Di(t)}}function Lo(t,e){var n=e.length;if(!n)return t;var r=n-1;return e[r]=(n>1?\"& \":\"\")+e[r],e=e.join(n>2?\", \":\" \"),t.replace(Be,\"{\\n/* [wrapped with \"+e+\"] */\\n\")}function Uo(t){return xp(t)||bp(t)||!!(Rl&&t&&t[Rl])}function Fo(t,e){return e=null==e?Rt:e,!!e&&(\"number\"==typeof t||Ze.test(t))&&t>-1&&t%1==0&&t<e}function jo(t,e,n){if(!cc(n))return!1;var r=typeof e;return!!(\"number\"==r?Xu(n)&&Fo(e,n.length):\"string\"==r&&e in n)&&$u(n[e],t)}function Bo(t,e){if(xp(t))return!1;var n=typeof t;return!(\"number\"!=n&&\"symbol\"!=n&&\"boolean\"!=n&&null!=t&&!bc(t))||(Oe.test(t)||!Ae.test(t)||null!=e&&t in fl(e))}function Wo(t){var e=typeof t;return\"string\"==e||\"number\"==e||\"symbol\"==e||\"boolean\"==e?\"__proto__\"!==t:null===t}function Vo(t){var e=Co(t),r=n[e];if(\"function\"!=typeof r||!(e in b.prototype))return!1;if(t===r)return!0;var i=Sf(r);return!!i&&t===i[0]}function zo(t){return!!wl&&wl in t}function Ho(t){var e=t&&t.constructor,n=\"function\"==typeof e&&e.prototype||ml;return t===n}function qo(t){return t===t&&!cc(t)}function Yo(t,e){return function(n){return null!=n&&(n[t]===e&&(e!==it||t in fl(n)))}}function Ko(t){var e=Ru(t,function(t){return n.size===lt&&n.clear(),t}),n=e.cache;return e}function Go(t,e){var n=t[1],r=e[1],i=n|r,o=i<(mt|yt|Mt),a=r==Mt&&n==bt||r==Mt&&n==kt&&t[7].length<=e[8]||r==(Mt|kt)&&e[7].length<=e[8]&&n==bt;if(!o&&!a)return t;r&mt&&(t[2]=e[2],i|=n&mt?0:_t);var u=e[3];if(u){var c=t[3];t[3]=c?Fi(c,u,e[4]):u,t[4]=c?G(t[3],ft):e[4]}return u=e[5],u&&(c=t[5],t[5]=c?ji(c,u,e[6]):u,t[6]=c?G(t[5],ft):e[6]),u=e[7],u&&(t[7]=u),r&Mt&&(t[8]=null==t[8]?e[8]:Xl(t[8],e[8])),null==t[9]&&(t[9]=e[9]),t[0]=e[0],t[1]=i,t}function $o(t){var e=[];if(null!=t)for(var n in fl(t))e.push(n);return e}function Xo(t){return Cl.call(t)}function Zo(t,e,n){return e=$l(e===it?t.length-1:e,0),function(){for(var r=arguments,i=-1,o=$l(r.length-e,0),a=al(o);++i<o;)a[i]=r[e+i];i=-1;for(var c=al(e+1);++i<e;)c[i]=r[i];return c[e]=n(a),u(t,this,c)}}function Qo(t,e){return e.length<2?t:cr(t,li(e,0,-1))}function Jo(t,e){for(var n=t.length,r=Xl(e.length,n),i=Bi(t);r--;){var o=e[r];t[r]=Fo(o,n)?i[o]:it}return t}function ta(t,e,n){var r=e+\"\";return Rf(t,Lo(r,oa(Ao(r),n)))}function ea(t){var e=0,n=0;return function(){var r=Zl(),i=Nt-(r-n);if(n=r,i>0){if(++e>=Pt)return arguments[0]}else e=0;return t.apply(it,arguments)}}function na(t,e){var n=-1,r=t.length,i=r-1;for(e=e===it?r:e;++n<e;){var o=ni(n,i),a=t[o];t[o]=t[n],t[n]=a}return t.length=e,t}function ra(t){if(\"string\"==typeof t||bc(t))return t;var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function ia(t){if(null!=t){try{return _l.call(t)}catch(t){}try{return t+\"\"}catch(t){}}return\"\"}function oa(t,e){return s(Wt,function(n){var r=\"_.\"+n[0];e&n[1]&&!h(t,r)&&t.push(r)}),t.sort()}function aa(t){if(t instanceof b)return t.clone();var e=new i(t.__wrapped__,t.__chain__);return e.__actions__=Bi(t.__actions__),e.__index__=t.__index__,e.__values__=t.__values__,e}function ua(t,e,n){e=(n?jo(t,e,n):e===it)?1:$l(Ec(e),0);var r=null==t?0:t.length;if(!r||e<1)return[];for(var i=0,o=0,a=al(Vl(r/e));i<r;)a[o++]=li(t,i,i+=e);return a}function ca(t){for(var e=-1,n=null==t?0:t.length,r=0,i=[];++e<n;){var o=t[e];o&&(i[r++]=o)}return i}function sa(){var t=arguments.length;if(!t)return[];for(var e=al(t-1),n=arguments[0],r=t;r--;)e[r-1]=arguments[r];return g(xp(n)?Bi(n):[n],er(e,1))}function la(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),li(t,e<0?0:e,r)):[]}function fa(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,0,e<0?0:e)):[]}function pa(t,e){return t&&t.length?bi(t,ko(e,3),!0,!0):[]}function ha(t,e){return t&&t.length?bi(t,ko(e,3),!0):[]}function da(t,e,n,r){var i=null==t?0:t.length;return i?(n&&\"number\"!=typeof n&&jo(t,e,n)&&(n=0,r=i),Jn(t,e,n,r)):[]}function va(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),C(t,ko(e,3),i)}function ga(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r-1;return n!==it&&(i=Ec(n),i=n<0?$l(r+i,0):Xl(i,r-1)),C(t,ko(e,3),i,!0)}function ma(t){var e=null==t?0:t.length;return e?er(t,1):[]}function ya(t){var e=null==t?0:t.length;return e?er(t,Dt):[]}function _a(t,e){var n=null==t?0:t.length;return n?(e=e===it?1:Ec(e),er(t,e)):[]}function ba(t){for(var e=-1,n=null==t?0:t.length,r={};++e<n;){var i=t[e];r[i[0]]=i[1]}return r}function xa(t){return t&&t.length?t[0]:it}function wa(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),M(t,e,i)}function Ca(t){var e=null==t?0:t.length;return e?li(t,0,-1):[]}function Ma(t,e){return null==t?\"\":Kl.call(t,e)}function ka(t){var e=null==t?0:t.length;return e?t[e-1]:it}function Ea(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r;return n!==it&&(i=Ec(n),i=i<0?$l(r+i,0):Xl(i,r-1)),e===e?Q(t,e,i):C(t,E,i,!0)}function Ta(t,e){return t&&t.length?$r(t,Ec(e)):it}function Sa(t,e){return t&&t.length&&e&&e.length?ti(t,e):t}function Pa(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,ko(n,2)):t}function Na(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,it,n):t}function Aa(t,e){var n=[];if(!t||!t.length)return n;var r=-1,i=[],o=t.length;for(e=ko(e,3);++r<o;){var a=t[r];e(a,r,t)&&(n.push(a),i.push(r))}return ei(t,i),n}function Oa(t){return null==t?t:tf.call(t)}function Ia(t,e,n){var r=null==t?0:t.length;return r?(n&&\"number\"!=typeof n&&jo(t,e,n)?(e=0,n=r):(e=null==e?0:Ec(e),n=n===it?r:Ec(n)),li(t,e,n)):[]}function Da(t,e){return pi(t,e)}function Ra(t,e,n){return hi(t,e,ko(n,2))}function La(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e);if(r<n&&$u(t[r],e))return r}return-1}function Ua(t,e){return pi(t,e,!0)}function Fa(t,e,n){return hi(t,e,ko(n,2),!0)}function ja(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e,!0)-1;if($u(t[r],e))return r}return-1}function Ba(t){return t&&t.length?di(t):[]}function Wa(t,e){return t&&t.length?di(t,ko(e,2)):[]}function Va(t){var e=null==t?0:t.length;return e?li(t,1,e):[]}function za(t,e,n){return t&&t.length?(e=n||e===it?1:Ec(e),li(t,0,e<0?0:e)):[]}function Ha(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,e<0?0:e,r)):[]}function qa(t,e){return t&&t.length?bi(t,ko(e,3),!1,!0):[]}function Ya(t,e){return t&&t.length?bi(t,ko(e,3)):[]}function Ka(t){return t&&t.length?mi(t):[]}function Ga(t,e){return t&&t.length?mi(t,ko(e,2)):[]}function $a(t,e){return e=\"function\"==typeof e?e:it,t&&t.length?mi(t,it,e):[]}function Xa(t){if(!t||!t.length)return[];var e=0;return t=p(t,function(t){if(Zu(t))return e=$l(t.length,e),!0}),I(e,function(e){return v(t,S(e))})}function Za(t,e){if(!t||!t.length)return[];var n=Xa(t);return null==e?n:v(n,function(t){return u(e,it,t)})}function Qa(t,e){return Ci(t||[],e||[],On)}function Ja(t,e){return Ci(t||[],e||[],ci)}function tu(t){var e=n(t);return e.__chain__=!0,e}function eu(t,e){return e(t),t}function nu(t,e){return e(t)}function ru(){return tu(this)}function iu(){return new i(this.value(),this.__chain__)}function ou(){this.__values__===it&&(this.__values__=Mc(this.value()));var t=this.__index__>=this.__values__.length,e=t?it:this.__values__[this.__index__++];return{done:t,value:e}}function au(){return this}function uu(t){for(var e,n=this;n instanceof r;){var i=aa(n);i.__index__=0,i.__values__=it,e?o.__wrapped__=i:e=i;var o=i;n=n.__wrapped__}return o.__wrapped__=t,e}function cu(){var t=this.__wrapped__;if(t instanceof b){var e=t;return this.__actions__.length&&(e=new b(this)),e=e.reverse(),e.__actions__.push({func:nu,args:[Oa],thisArg:it}),new i(e,this.__chain__)}return this.thru(Oa)}function su(){return xi(this.__wrapped__,this.__actions__)}function lu(t,e,n){\n",
+       "var r=xp(t)?f:Kn;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function fu(t,e){var n=xp(t)?p:tr;return n(t,ko(e,3))}function pu(t,e){return er(yu(t,e),1)}function hu(t,e){return er(yu(t,e),Dt)}function du(t,e,n){return n=n===it?1:Ec(n),er(yu(t,e),n)}function vu(t,e){var n=xp(t)?s:_f;return n(t,ko(e,3))}function gu(t,e){var n=xp(t)?l:bf;return n(t,ko(e,3))}function mu(t,e,n,r){t=Xu(t)?t:rs(t),n=n&&!r?Ec(n):0;var i=t.length;return n<0&&(n=$l(i+n,0)),_c(t)?n<=i&&t.indexOf(e,n)>-1:!!i&&M(t,e,n)>-1}function yu(t,e){var n=xp(t)?v:Hr;return n(t,ko(e,3))}function _u(t,e,n,r){return null==t?[]:(xp(e)||(e=null==e?[]:[e]),n=r?it:n,xp(n)||(n=null==n?[]:[n]),Xr(t,e,n))}function bu(t,e,n){var r=xp(t)?m:N,i=arguments.length<3;return r(t,ko(e,4),n,i,_f)}function xu(t,e,n){var r=xp(t)?y:N,i=arguments.length<3;return r(t,ko(e,4),n,i,bf)}function wu(t,e){var n=xp(t)?p:tr;return n(t,Lu(ko(e,3)))}function Cu(t){var e=xp(t)?Sn:ai;return e(t)}function Mu(t,e,n){e=(n?jo(t,e,n):e===it)?1:Ec(e);var r=xp(t)?Pn:ui;return r(t,e)}function ku(t){var e=xp(t)?Nn:si;return e(t)}function Eu(t){if(null==t)return 0;if(Xu(t))return _c(t)?J(t):t.length;var e=Af(t);return e==Zt||e==ie?t.size:Wr(t).length}function Tu(t,e,n){var r=xp(t)?_:fi;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function Su(t,e){if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){if(--t<1)return e.apply(this,arguments)}}function Pu(t,e,n){return e=n?it:e,e=t&&null==e?t.length:e,po(t,Mt,it,it,it,it,e)}function Nu(t,e){var n;if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){return--t>0&&(n=e.apply(this,arguments)),t<=1&&(e=it),n}}function Au(t,e,n){e=n?it:e;var r=po(t,bt,it,it,it,it,it,e);return r.placeholder=Au.placeholder,r}function Ou(t,e,n){e=n?it:e;var r=po(t,xt,it,it,it,it,it,e);return r.placeholder=Ou.placeholder,r}function Iu(t,e,n){function r(e){var n=p,r=h;return p=h=it,y=e,v=t.apply(r,n)}function i(t){return y=t,g=Df(u,e),_?r(t):v}function o(t){var n=t-m,r=t-y,i=e-n;return b?Xl(i,d-r):i}function a(t){var n=t-m,r=t-y;return m===it||n>=e||n<0||b&&r>=d}function u(){var t=sp();return a(t)?c(t):void(g=Df(u,o(t)))}function c(t){return g=it,x&&p?r(t):(p=h=it,v)}function s(){g!==it&&Ef(g),y=0,p=m=h=g=it}function l(){return g===it?v:c(sp())}function f(){var t=sp(),n=a(t);if(p=arguments,h=this,m=t,n){if(g===it)return i(m);if(b)return g=Df(u,e),r(m)}return g===it&&(g=Df(u,e)),v}var p,h,d,v,g,m,y=0,_=!1,b=!1,x=!0;if(\"function\"!=typeof t)throw new dl(ct);return e=Sc(e)||0,cc(n)&&(_=!!n.leading,b=\"maxWait\"in n,d=b?$l(Sc(n.maxWait)||0,e):d,x=\"trailing\"in n?!!n.trailing:x),f.cancel=s,f.flush=l,f}function Du(t){return po(t,Et)}function Ru(t,e){if(\"function\"!=typeof t||null!=e&&\"function\"!=typeof e)throw new dl(ct);var n=function(){var r=arguments,i=e?e.apply(this,r):r[0],o=n.cache;if(o.has(i))return o.get(i);var a=t.apply(this,r);return n.cache=o.set(i,a)||o,a};return n.cache=new(Ru.Cache||pn),n}function Lu(t){if(\"function\"!=typeof t)throw new dl(ct);return function(){var e=arguments;switch(e.length){case 0:return!t.call(this);case 1:return!t.call(this,e[0]);case 2:return!t.call(this,e[0],e[1]);case 3:return!t.call(this,e[0],e[1],e[2])}return!t.apply(this,e)}}function Uu(t){return Nu(2,t)}function Fu(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=e===it?e:Ec(e),oi(t,e)}function ju(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=null==e?0:$l(Ec(e),0),oi(function(n){var r=n[e],i=Ti(n,0,e);return r&&g(i,r),u(t,this,i)})}function Bu(t,e,n){var r=!0,i=!0;if(\"function\"!=typeof t)throw new dl(ct);return cc(n)&&(r=\"leading\"in n?!!n.leading:r,i=\"trailing\"in n?!!n.trailing:i),Iu(t,e,{leading:r,maxWait:e,trailing:i})}function Wu(t){return Pu(t,1)}function Vu(t,e){return vp(ki(e),t)}function zu(){if(!arguments.length)return[];var t=arguments[0];return xp(t)?t:[t]}function Hu(t){return Bn(t,dt)}function qu(t,e){return e=\"function\"==typeof e?e:it,Bn(t,dt,e)}function Yu(t){return Bn(t,pt|dt)}function Ku(t,e){return e=\"function\"==typeof e?e:it,Bn(t,pt|dt,e)}function Gu(t,e){return null==e||Vn(t,e,Hc(e))}function $u(t,e){return t===e||t!==t&&e!==e}function Xu(t){return null!=t&&uc(t.length)&&!oc(t)}function Zu(t){return sc(t)&&Xu(t)}function Qu(t){return t===!0||t===!1||sc(t)&&fr(t)==qt}function Ju(t){return sc(t)&&1===t.nodeType&&!mc(t)}function tc(t){if(null==t)return!0;if(Xu(t)&&(xp(t)||\"string\"==typeof t||\"function\"==typeof t.splice||Cp(t)||Sp(t)||bp(t)))return!t.length;var e=Af(t);if(e==Zt||e==ie)return!t.size;if(Ho(t))return!Wr(t).length;for(var n in t)if(bl.call(t,n))return!1;return!0}function ec(t,e){return Or(t,e)}function nc(t,e,n){n=\"function\"==typeof n?n:it;var r=n?n(t,e):it;return r===it?Or(t,e,it,n):!!r}function rc(t){if(!sc(t))return!1;var e=fr(t);return e==Gt||e==Kt||\"string\"==typeof t.message&&\"string\"==typeof t.name&&!mc(t)}function ic(t){return\"number\"==typeof t&&Yl(t)}function oc(t){if(!cc(t))return!1;var e=fr(t);return e==$t||e==Xt||e==Ht||e==ne}function ac(t){return\"number\"==typeof t&&t==Ec(t)}function uc(t){return\"number\"==typeof t&&t>-1&&t%1==0&&t<=Rt}function cc(t){var e=typeof t;return null!=t&&(\"object\"==e||\"function\"==e)}function sc(t){return null!=t&&\"object\"==typeof t}function lc(t,e){return t===e||Rr(t,e,To(e))}function fc(t,e,n){return n=\"function\"==typeof n?n:it,Rr(t,e,To(e),n)}function pc(t){return gc(t)&&t!=+t}function hc(t){if(Of(t))throw new cl(ut);return Lr(t)}function dc(t){return null===t}function vc(t){return null==t}function gc(t){return\"number\"==typeof t||sc(t)&&fr(t)==Qt}function mc(t){if(!sc(t)||fr(t)!=te)return!1;var e=Al(t);if(null===e)return!0;var n=bl.call(e,\"constructor\")&&e.constructor;return\"function\"==typeof n&&n instanceof n&&_l.call(n)==Ml}function yc(t){return ac(t)&&t>=-Rt&&t<=Rt}function _c(t){return\"string\"==typeof t||!xp(t)&&sc(t)&&fr(t)==oe}function bc(t){return\"symbol\"==typeof t||sc(t)&&fr(t)==ae}function xc(t){return t===it}function wc(t){return sc(t)&&Af(t)==ce}function Cc(t){return sc(t)&&fr(t)==se}function Mc(t){if(!t)return[];if(Xu(t))return _c(t)?tt(t):Bi(t);if(Ll&&t[Ll])return q(t[Ll]());var e=Af(t),n=e==Zt?Y:e==ie?$:rs;return n(t)}function kc(t){if(!t)return 0===t?t:0;if(t=Sc(t),t===Dt||t===-Dt){var e=t<0?-1:1;return e*Lt}return t===t?t:0}function Ec(t){var e=kc(t),n=e%1;return e===e?n?e-n:e:0}function Tc(t){return t?jn(Ec(t),0,Ft):0}function Sc(t){if(\"number\"==typeof t)return t;if(bc(t))return Ut;if(cc(t)){var e=\"function\"==typeof t.valueOf?t.valueOf():t;t=cc(e)?e+\"\":e}if(\"string\"!=typeof t)return 0===t?t:+t;t=t.replace(Ue,\"\");var n=Ge.test(t);return n||Xe.test(t)?ir(t.slice(2),n?2:8):Ke.test(t)?Ut:+t}function Pc(t){return Wi(t,qc(t))}function Nc(t){return t?jn(Ec(t),-Rt,Rt):0===t?t:0}function Ac(t){return null==t?\"\":gi(t)}function Oc(t,e){var n=yf(t);return null==e?n:Rn(n,e)}function Ic(t,e){return w(t,ko(e,3),nr)}function Dc(t,e){return w(t,ko(e,3),or)}function Rc(t,e){return null==t?t:xf(t,ko(e,3),qc)}function Lc(t,e){return null==t?t:wf(t,ko(e,3),qc)}function Uc(t,e){return t&&nr(t,ko(e,3))}function Fc(t,e){return t&&or(t,ko(e,3))}function jc(t){return null==t?[]:ar(t,Hc(t))}function Bc(t){return null==t?[]:ar(t,qc(t))}function Wc(t,e,n){var r=null==t?it:cr(t,e);return r===it?n:r}function Vc(t,e){return null!=t&&Oo(t,e,_r)}function zc(t,e){return null!=t&&Oo(t,e,Cr)}function Hc(t){return Xu(t)?Tn(t):Wr(t)}function qc(t){return Xu(t)?Tn(t,!0):Vr(t)}function Yc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,e(t,r,i),t)}),n}function Kc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,r,e(t,r,i))}),n}function Gc(t,e){return $c(t,Lu(ko(e)))}function $c(t,e){if(null==t)return{};var n=v(wo(t),function(t){return[t]});return e=ko(e),Qr(t,n,function(t,n){return e(t,n[0])})}function Xc(t,e,n){e=Ei(e,t);var r=-1,i=e.length;for(i||(i=1,t=it);++r<i;){var o=null==t?it:t[ra(e[r])];o===it&&(r=i,o=n),t=oc(o)?o.call(t):o}return t}function Zc(t,e,n){return null==t?t:ci(t,e,n)}function Qc(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:ci(t,e,n,r)}function Jc(t,e,n){var r=xp(t),i=r||Cp(t)||Sp(t);if(e=ko(e,4),null==n){var o=t&&t.constructor;n=i?r?new o:[]:cc(t)&&oc(o)?yf(Al(t)):{}}return(i?s:nr)(t,function(t,r,i){return e(n,t,r,i)}),n}function ts(t,e){return null==t||yi(t,e)}function es(t,e,n){return null==t?t:_i(t,e,ki(n))}function ns(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:_i(t,e,ki(n),r)}function rs(t){return null==t?[]:L(t,Hc(t))}function is(t){return null==t?[]:L(t,qc(t))}function os(t,e,n){return n===it&&(n=e,e=it),n!==it&&(n=Sc(n),n=n===n?n:0),e!==it&&(e=Sc(e),e=e===e?e:0),jn(Sc(t),e,n)}function as(t,e,n){return e=kc(e),n===it?(n=e,e=0):n=kc(n),t=Sc(t),kr(t,e,n)}function us(t,e,n){if(n&&\"boolean\"!=typeof n&&jo(t,e,n)&&(e=n=it),n===it&&(\"boolean\"==typeof e?(n=e,e=it):\"boolean\"==typeof t&&(n=t,t=it)),t===it&&e===it?(t=0,e=1):(t=kc(t),e===it?(e=t,t=0):e=kc(e)),t>e){var r=t;t=e,e=r}if(n||t%1||e%1){var i=Jl();return Xl(t+i*(e-t+rr(\"1e-\"+((i+\"\").length-1))),e)}return ni(t,e)}function cs(t){return th(Ac(t).toLowerCase())}function ss(t){return t=Ac(t),t&&t.replace(Qe,br).replace(Hn,\"\")}function ls(t,e,n){t=Ac(t),e=gi(e);var r=t.length;n=n===it?r:jn(Ec(n),0,r);var i=n;return n-=e.length,n>=0&&t.slice(n,i)==e}function fs(t){return t=Ac(t),t&&Te.test(t)?t.replace(ke,xr):t}function ps(t){return t=Ac(t),t&&Le.test(t)?t.replace(Re,\"\\\\$&\"):t}function hs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;if(!e||r>=e)return t;var i=(e-r)/2;return oo(zl(i),n)+t+oo(Vl(i),n)}function ds(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?t+oo(e-r,n):t}function vs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?oo(e-r,n)+t:t}function gs(t,e,n){return n||null==e?e=0:e&&(e=+e),Ql(Ac(t).replace(Fe,\"\"),e||0)}function ms(t,e,n){return e=(n?jo(t,e,n):e===it)?1:Ec(e),ii(Ac(t),e)}function ys(){var t=arguments,e=Ac(t[0]);return t.length<3?e:e.replace(t[1],t[2])}function _s(t,e,n){return n&&\"number\"!=typeof n&&jo(t,e,n)&&(e=n=it),(n=n===it?Ft:n>>>0)?(t=Ac(t),t&&(\"string\"==typeof e||null!=e&&!Ep(e))&&(e=gi(e),!e&&z(t))?Ti(tt(t),0,n):t.split(e,n)):[]}function bs(t,e,n){return t=Ac(t),n=null==n?0:jn(Ec(n),0,t.length),e=gi(e),t.slice(n,n+e.length)==e}function xs(t,e,r){var i=n.templateSettings;r&&jo(t,e,r)&&(e=it),t=Ac(t),e=Ip({},e,i,ho);var o,a,u=Ip({},e.imports,i.imports,ho),c=Hc(u),s=L(u,c),l=0,f=e.interpolate||Je,p=\"__p += '\",h=pl((e.escape||Je).source+\"|\"+f.source+\"|\"+(f===Ne?qe:Je).source+\"|\"+(e.evaluate||Je).source+\"|$\",\"g\"),d=\"//# sourceURL=\"+(\"sourceURL\"in e?e.sourceURL:\"lodash.templateSources[\"+ ++Xn+\"]\")+\"\\n\";t.replace(h,function(e,n,r,i,u,c){return r||(r=i),p+=t.slice(l,c).replace(tn,W),n&&(o=!0,p+=\"' +\\n__e(\"+n+\") +\\n'\"),u&&(a=!0,p+=\"';\\n\"+u+\";\\n__p += '\"),r&&(p+=\"' +\\n((__t = (\"+r+\")) == null ? '' : __t) +\\n'\"),l=c+e.length,e}),p+=\"';\\n\";var v=e.variable;v||(p=\"with (obj) {\\n\"+p+\"\\n}\\n\"),p=(a?p.replace(xe,\"\"):p).replace(we,\"$1\").replace(Ce,\"$1;\"),p=\"function(\"+(v||\"obj\")+\") {\\n\"+(v?\"\":\"obj || (obj = {});\\n\")+\"var __t, __p = ''\"+(o?\", __e = _.escape\":\"\")+(a?\", __j = Array.prototype.join;\\nfunction print() { __p += __j.call(arguments, '') }\\n\":\";\\n\")+p+\"return __p\\n}\";var g=eh(function(){return sl(c,d+\"return \"+p).apply(it,s)});if(g.source=p,rc(g))throw g;return g}function ws(t){return Ac(t).toLowerCase()}function Cs(t){return Ac(t).toUpperCase()}function Ms(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Ue,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=tt(e),o=F(r,i),a=j(r,i)+1;return Ti(r,o,a).join(\"\")}function ks(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(je,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=j(r,tt(e))+1;return Ti(r,0,i).join(\"\")}function Es(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Fe,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=F(r,tt(e));return Ti(r,i).join(\"\")}function Ts(t,e){var n=Tt,r=St;if(cc(e)){var i=\"separator\"in e?e.separator:i;n=\"length\"in e?Ec(e.length):n,r=\"omission\"in e?gi(e.omission):r}t=Ac(t);var o=t.length;if(z(t)){var a=tt(t);o=a.length}if(n>=o)return t;var u=n-J(r);if(u<1)return r;var c=a?Ti(a,0,u).join(\"\"):t.slice(0,u);if(i===it)return c+r;if(a&&(u+=c.length-u),Ep(i)){if(t.slice(u).search(i)){var s,l=c;for(i.global||(i=pl(i.source,Ac(Ye.exec(i))+\"g\")),i.lastIndex=0;s=i.exec(l);)var f=s.index;c=c.slice(0,f===it?u:f)}}else if(t.indexOf(gi(i),u)!=u){var p=c.lastIndexOf(i);p>-1&&(c=c.slice(0,p))}return c+r}function Ss(t){return t=Ac(t),t&&Ee.test(t)?t.replace(Me,wr):t}function Ps(t,e,n){return t=Ac(t),e=n?it:e,e===it?H(t)?rt(t):x(t):t.match(e)||[]}function Ns(t){var e=null==t?0:t.length,n=ko();return t=e?v(t,function(t){if(\"function\"!=typeof t[1])throw new dl(ct);return[n(t[0]),t[1]]}):[],oi(function(n){for(var r=-1;++r<e;){var i=t[r];if(u(i[0],this,n))return u(i[1],this,n)}})}function As(t){return Wn(Bn(t,pt))}function Os(t){return function(){return t}}function Is(t,e){return null==t||t!==t?e:t}function Ds(t){return t}function Rs(t){return Br(\"function\"==typeof t?t:Bn(t,pt))}function Ls(t){return qr(Bn(t,pt))}function Us(t,e){return Yr(t,Bn(e,pt))}function Fs(t,e,n){var r=Hc(e),i=ar(e,r);null!=n||cc(e)&&(i.length||!r.length)||(n=e,e=t,t=this,i=ar(e,Hc(e)));var o=!(cc(n)&&\"chain\"in n&&!n.chain),a=oc(t);return s(i,function(n){var r=e[n];t[n]=r,a&&(t.prototype[n]=function(){var e=this.__chain__;if(o||e){var n=t(this.__wrapped__),i=n.__actions__=Bi(this.__actions__);return i.push({func:r,args:arguments,thisArg:t}),n.__chain__=e,n}return r.apply(t,g([this.value()],arguments))})}),t}function js(){return ur._===this&&(ur._=kl),this}function Bs(){}function Ws(t){return t=Ec(t),oi(function(e){return $r(e,t)})}function Vs(t){return Bo(t)?S(ra(t)):Jr(t)}function zs(t){return function(e){return null==t?it:cr(t,e)}}function Hs(){return[]}function qs(){return!1}function Ys(){return{}}function Ks(){return\"\"}function Gs(){return!0}function $s(t,e){if(t=Ec(t),t<1||t>Rt)return[];var n=Ft,r=Xl(t,Ft);e=ko(e),t-=Ft;for(var i=I(r,e);++n<t;)e(n);return i}function Xs(t){return xp(t)?v(t,ra):bc(t)?[t]:Bi(Lf(Ac(t)))}function Zs(t){var e=++xl;return Ac(t)+e}function Qs(t){return t&&t.length?Gn(t,Ds,pr):it}function Js(t,e){return t&&t.length?Gn(t,ko(e,2),pr):it}function tl(t){return T(t,Ds)}function el(t,e){return T(t,ko(e,2))}function nl(t){return t&&t.length?Gn(t,Ds,zr):it}function rl(t,e){return t&&t.length?Gn(t,ko(e,2),zr):it}function il(t){return t&&t.length?O(t,Ds):0}function ol(t,e){return t&&t.length?O(t,ko(e,2)):0}e=null==e?ur:Mr.defaults(ur.Object(),e,Mr.pick(ur,$n));var al=e.Array,ul=e.Date,cl=e.Error,sl=e.Function,ll=e.Math,fl=e.Object,pl=e.RegExp,hl=e.String,dl=e.TypeError,vl=al.prototype,gl=sl.prototype,ml=fl.prototype,yl=e[\"__core-js_shared__\"],_l=gl.toString,bl=ml.hasOwnProperty,xl=0,wl=function(){var t=/[^.]+$/.exec(yl&&yl.keys&&yl.keys.IE_PROTO||\"\");return t?\"Symbol(src)_1.\"+t:\"\"}(),Cl=ml.toString,Ml=_l.call(fl),kl=ur._,El=pl(\"^\"+_l.call(bl).replace(Re,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\"),Tl=lr?e.Buffer:it,Sl=e.Symbol,Pl=e.Uint8Array,Nl=Tl?Tl.allocUnsafe:it,Al=K(fl.getPrototypeOf,fl),Ol=fl.create,Il=ml.propertyIsEnumerable,Dl=vl.splice,Rl=Sl?Sl.isConcatSpreadable:it,Ll=Sl?Sl.iterator:it,Ul=Sl?Sl.toStringTag:it,Fl=function(){try{var t=So(fl,\"defineProperty\");return t({},\"\",{}),t}catch(t){}}(),jl=e.clearTimeout!==ur.clearTimeout&&e.clearTimeout,Bl=ul&&ul.now!==ur.Date.now&&ul.now,Wl=e.setTimeout!==ur.setTimeout&&e.setTimeout,Vl=ll.ceil,zl=ll.floor,Hl=fl.getOwnPropertySymbols,ql=Tl?Tl.isBuffer:it,Yl=e.isFinite,Kl=vl.join,Gl=K(fl.keys,fl),$l=ll.max,Xl=ll.min,Zl=ul.now,Ql=e.parseInt,Jl=ll.random,tf=vl.reverse,ef=So(e,\"DataView\"),nf=So(e,\"Map\"),rf=So(e,\"Promise\"),of=So(e,\"Set\"),af=So(e,\"WeakMap\"),uf=So(fl,\"create\"),cf=af&&new af,sf={},lf=ia(ef),ff=ia(nf),pf=ia(rf),hf=ia(of),df=ia(af),vf=Sl?Sl.prototype:it,gf=vf?vf.valueOf:it,mf=vf?vf.toString:it,yf=function(){function t(){}return function(e){if(!cc(e))return{};if(Ol)return Ol(e);t.prototype=e;var n=new t;return t.prototype=it,n}}();n.templateSettings={escape:Se,evaluate:Pe,interpolate:Ne,variable:\"\",imports:{_:n}},n.prototype=r.prototype,n.prototype.constructor=n,i.prototype=yf(r.prototype),i.prototype.constructor=i,b.prototype=yf(r.prototype),b.prototype.constructor=b,nt.prototype.clear=ze,nt.prototype.delete=en,nt.prototype.get=nn,nt.prototype.has=rn,nt.prototype.set=on,an.prototype.clear=un,an.prototype.delete=cn,an.prototype.get=sn,an.prototype.has=ln,an.prototype.set=fn,pn.prototype.clear=hn,pn.prototype.delete=dn,pn.prototype.get=vn,pn.prototype.has=gn,pn.prototype.set=mn,yn.prototype.add=yn.prototype.push=_n,yn.prototype.has=bn,xn.prototype.clear=wn,xn.prototype.delete=Cn,xn.prototype.get=Mn,xn.prototype.has=kn,xn.prototype.set=En;var _f=Yi(nr),bf=Yi(or,!0),xf=Ki(),wf=Ki(!0),Cf=cf?function(t,e){return cf.set(t,e),t}:Ds,Mf=Fl?function(t,e){return Fl(t,\"toString\",{configurable:!0,enumerable:!1,value:Os(e),writable:!0})}:Ds,kf=oi,Ef=jl||function(t){return ur.clearTimeout(t)},Tf=of&&1/$(new of([,-0]))[1]==Dt?function(t){return new of(t)}:Bs,Sf=cf?function(t){return cf.get(t)}:Bs,Pf=Hl?function(t){return null==t?[]:(t=fl(t),p(Hl(t),function(e){return Il.call(t,e)}))}:Hs,Nf=Hl?function(t){for(var e=[];t;)g(e,Pf(t)),t=Al(t);return e}:Hs,Af=fr;(ef&&Af(new ef(new ArrayBuffer(1)))!=fe||nf&&Af(new nf)!=Zt||rf&&Af(rf.resolve())!=ee||of&&Af(new of)!=ie||af&&Af(new af)!=ce)&&(Af=function(t){var e=fr(t),n=e==te?t.constructor:it,r=n?ia(n):\"\";if(r)switch(r){case lf:return fe;case ff:return Zt;case pf:return ee;case hf:return ie;case df:return ce}return e});var Of=yl?oc:qs,If=ea(Cf),Df=Wl||function(t,e){return ur.setTimeout(t,e)},Rf=ea(Mf),Lf=Ko(function(t){var e=[];return Ie.test(t)&&e.push(\"\"),t.replace(De,function(t,n,r,i){e.push(r?i.replace(He,\"$1\"):n||t)}),e}),Uf=oi(function(t,e){return Zu(t)?Yn(t,er(e,1,Zu,!0)):[]}),Ff=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),ko(n,2)):[]}),jf=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),it,n):[]}),Bf=oi(function(t){var e=v(t,Mi);return e.length&&e[0]===t[0]?Er(e):[]}),Wf=oi(function(t){var e=ka(t),n=v(t,Mi);return e===ka(n)?e=it:n.pop(),n.length&&n[0]===t[0]?Er(n,ko(e,2)):[]}),Vf=oi(function(t){var e=ka(t),n=v(t,Mi);return e=\"function\"==typeof e?e:it,e&&n.pop(),n.length&&n[0]===t[0]?Er(n,it,e):[]}),zf=oi(Sa),Hf=bo(function(t,e){var n=null==t?0:t.length,r=Fn(t,e);return ei(t,v(e,function(t){return Fo(t,n)?+t:t}).sort(Li)),r}),qf=oi(function(t){return mi(er(t,1,Zu,!0))}),Yf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),mi(er(t,1,Zu,!0),ko(e,2))}),Kf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,mi(er(t,1,Zu,!0),it,e)}),Gf=oi(function(t,e){return Zu(t)?Yn(t,e):[]}),$f=oi(function(t){return wi(p(t,Zu))}),Xf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),wi(p(t,Zu),ko(e,2))}),Zf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,wi(p(t,Zu),it,e)}),Qf=oi(Xa),Jf=oi(function(t){var e=t.length,n=e>1?t[e-1]:it;return n=\"function\"==typeof n?(t.pop(),n):it,Za(t,n)}),tp=bo(function(t){var e=t.length,n=e?t[0]:0,r=this.__wrapped__,o=function(e){return Fn(e,t)};return!(e>1||this.__actions__.length)&&r instanceof b&&Fo(n)?(r=r.slice(n,+n+(e?1:0)),r.__actions__.push({func:nu,args:[o],thisArg:it}),new i(r,this.__chain__).thru(function(t){return e&&!t.length&&t.push(it),t})):this.thru(o)}),ep=Hi(function(t,e,n){bl.call(t,n)?++t[n]:Un(t,n,1)}),np=Ji(va),rp=Ji(ga),ip=Hi(function(t,e,n){bl.call(t,n)?t[n].push(e):Un(t,n,[e])}),op=oi(function(t,e,n){var r=-1,i=\"function\"==typeof e,o=Xu(t)?al(t.length):[];return _f(t,function(t){o[++r]=i?u(e,t,n):Sr(t,e,n)}),o}),ap=Hi(function(t,e,n){Un(t,n,e)}),up=Hi(function(t,e,n){t[n?0:1].push(e)},function(){return[[],[]]}),cp=oi(function(t,e){if(null==t)return[];var n=e.length;return n>1&&jo(t,e[0],e[1])?e=[]:n>2&&jo(e[0],e[1],e[2])&&(e=[e[0]]),Xr(t,er(e,1),[])}),sp=Bl||function(){return ur.Date.now()},lp=oi(function(t,e,n){var r=mt;if(n.length){var i=G(n,Mo(lp));r|=wt}return po(t,r,e,n,i)}),fp=oi(function(t,e,n){var r=mt|yt;if(n.length){var i=G(n,Mo(fp));r|=wt}return po(e,r,t,n,i)}),pp=oi(function(t,e){return qn(t,1,e)}),hp=oi(function(t,e,n){return qn(t,Sc(e)||0,n)});Ru.Cache=pn;var dp=kf(function(t,e){e=1==e.length&&xp(e[0])?v(e[0],R(ko())):v(er(e,1),R(ko()));var n=e.length;return oi(function(r){for(var i=-1,o=Xl(r.length,n);++i<o;)r[i]=e[i].call(this,r[i]);return u(t,this,r)})}),vp=oi(function(t,e){var n=G(e,Mo(vp));return po(t,wt,it,e,n)}),gp=oi(function(t,e){var n=G(e,Mo(gp));return po(t,Ct,it,e,n)}),mp=bo(function(t,e){return po(t,kt,it,it,it,e)}),yp=co(pr),_p=co(function(t,e){return t>=e}),bp=Pr(function(){return arguments}())?Pr:function(t){return sc(t)&&bl.call(t,\"callee\")&&!Il.call(t,\"callee\")},xp=al.isArray,wp=hr?R(hr):Nr,Cp=ql||qs,Mp=dr?R(dr):Ar,kp=vr?R(vr):Dr,Ep=gr?R(gr):Ur,Tp=mr?R(mr):Fr,Sp=yr?R(yr):jr,Pp=co(zr),Np=co(function(t,e){return t<=e}),Ap=qi(function(t,e){if(Ho(e)||Xu(e))return void Wi(e,Hc(e),t);for(var n in e)bl.call(e,n)&&On(t,n,e[n])}),Op=qi(function(t,e){Wi(e,qc(e),t)}),Ip=qi(function(t,e,n,r){Wi(e,qc(e),t,r)}),Dp=qi(function(t,e,n,r){Wi(e,Hc(e),t,r)}),Rp=bo(Fn),Lp=oi(function(t){return t.push(it,ho),u(Ip,it,t)}),Up=oi(function(t){return t.push(it,vo),u(Vp,it,t)}),Fp=no(function(t,e,n){t[e]=n},Os(Ds)),jp=no(function(t,e,n){bl.call(t,e)?t[e].push(n):t[e]=[n]},ko),Bp=oi(Sr),Wp=qi(function(t,e,n){Kr(t,e,n)}),Vp=qi(function(t,e,n,r){Kr(t,e,n,r)}),zp=bo(function(t,e){var n={};if(null==t)return n;var r=!1;e=v(e,function(e){return e=Ei(e,t),r||(r=e.length>1),e}),Wi(t,wo(t),n),r&&(n=Bn(n,pt|ht|dt,go));for(var i=e.length;i--;)yi(n,e[i]);return n}),Hp=bo(function(t,e){return null==t?{}:Zr(t,e)}),qp=fo(Hc),Yp=fo(qc),Kp=Xi(function(t,e,n){return e=e.toLowerCase(),t+(n?cs(e):e)}),Gp=Xi(function(t,e,n){return t+(n?\"-\":\"\")+e.toLowerCase()}),$p=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toLowerCase()}),Xp=$i(\"toLowerCase\"),Zp=Xi(function(t,e,n){return t+(n?\"_\":\"\")+e.toLowerCase()}),Qp=Xi(function(t,e,n){return t+(n?\" \":\"\")+th(e)}),Jp=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toUpperCase()}),th=$i(\"toUpperCase\"),eh=oi(function(t,e){try{return u(t,it,e)}catch(t){return rc(t)?t:new cl(t)}}),nh=bo(function(t,e){return s(e,function(e){e=ra(e),Un(t,e,lp(t[e],t))}),t}),rh=to(),ih=to(!0),oh=oi(function(t,e){return function(n){return Sr(n,t,e)}}),ah=oi(function(t,e){return function(n){return Sr(t,n,e)}}),uh=io(v),ch=io(f),sh=io(_),lh=uo(),fh=uo(!0),ph=ro(function(t,e){return t+e},0),hh=lo(\"ceil\"),dh=ro(function(t,e){return t/e},1),vh=lo(\"floor\"),gh=ro(function(t,e){return t*e},1),mh=lo(\"round\"),yh=ro(function(t,e){return t-e},0);return n.after=Su,n.ary=Pu,n.assign=Ap,n.assignIn=Op,n.assignInWith=Ip,n.assignWith=Dp,n.at=Rp,n.before=Nu,n.bind=lp,n.bindAll=nh,n.bindKey=fp,n.castArray=zu,n.chain=tu,n.chunk=ua,n.compact=ca,n.concat=sa,n.cond=Ns,n.conforms=As,n.constant=Os,n.countBy=ep,n.create=Oc,n.curry=Au,n.curryRight=Ou,n.debounce=Iu,n.defaults=Lp,n.defaultsDeep=Up,n.defer=pp,n.delay=hp,n.difference=Uf,n.differenceBy=Ff,n.differenceWith=jf,n.drop=la,n.dropRight=fa,n.dropRightWhile=pa,n.dropWhile=ha,n.fill=da,n.filter=fu,n.flatMap=pu,n.flatMapDeep=hu,n.flatMapDepth=du,n.flatten=ma,n.flattenDeep=ya,n.flattenDepth=_a,n.flip=Du,n.flow=rh,n.flowRight=ih,n.fromPairs=ba,n.functions=jc,n.functionsIn=Bc,n.groupBy=ip,n.initial=Ca,n.intersection=Bf,n.intersectionBy=Wf,n.intersectionWith=Vf,n.invert=Fp,n.invertBy=jp,n.invokeMap=op,n.iteratee=Rs,n.keyBy=ap,n.keys=Hc,n.keysIn=qc,n.map=yu,n.mapKeys=Yc,n.mapValues=Kc,n.matches=Ls,n.matchesProperty=Us,n.memoize=Ru,n.merge=Wp,n.mergeWith=Vp,n.method=oh,n.methodOf=ah,n.mixin=Fs,n.negate=Lu,n.nthArg=Ws,n.omit=zp,n.omitBy=Gc,n.once=Uu,n.orderBy=_u,n.over=uh,n.overArgs=dp,n.overEvery=ch,n.overSome=sh,n.partial=vp,n.partialRight=gp,n.partition=up,n.pick=Hp,n.pickBy=$c,n.property=Vs,n.propertyOf=zs,n.pull=zf,n.pullAll=Sa,n.pullAllBy=Pa,n.pullAllWith=Na,n.pullAt=Hf,n.range=lh,n.rangeRight=fh,n.rearg=mp,n.reject=wu,n.remove=Aa,n.rest=Fu,n.reverse=Oa,n.sampleSize=Mu,n.set=Zc,n.setWith=Qc,n.shuffle=ku,n.slice=Ia,n.sortBy=cp,n.sortedUniq=Ba,n.sortedUniqBy=Wa,n.split=_s,n.spread=ju,n.tail=Va,n.take=za,n.takeRight=Ha,n.takeRightWhile=qa,n.takeWhile=Ya,n.tap=eu,n.throttle=Bu,n.thru=nu,n.toArray=Mc,n.toPairs=qp,n.toPairsIn=Yp,n.toPath=Xs,n.toPlainObject=Pc,n.transform=Jc,n.unary=Wu,n.union=qf,n.unionBy=Yf,n.unionWith=Kf,n.uniq=Ka,n.uniqBy=Ga,n.uniqWith=$a,n.unset=ts,n.unzip=Xa,n.unzipWith=Za,n.update=es,n.updateWith=ns,n.values=rs,n.valuesIn=is,n.without=Gf,n.words=Ps,n.wrap=Vu,n.xor=$f,n.xorBy=Xf,n.xorWith=Zf,n.zip=Qf,n.zipObject=Qa,n.zipObjectDeep=Ja,n.zipWith=Jf,n.entries=qp,n.entriesIn=Yp,n.extend=Op,n.extendWith=Ip,Fs(n,n),n.add=ph,n.attempt=eh,n.camelCase=Kp,n.capitalize=cs,n.ceil=hh,n.clamp=os,n.clone=Hu,n.cloneDeep=Yu,n.cloneDeepWith=Ku,n.cloneWith=qu,n.conformsTo=Gu,n.deburr=ss,n.defaultTo=Is,n.divide=dh,n.endsWith=ls,n.eq=$u,n.escape=fs,n.escapeRegExp=ps,n.every=lu,n.find=np,n.findIndex=va,n.findKey=Ic,n.findLast=rp,n.findLastIndex=ga,n.findLastKey=Dc,n.floor=vh,n.forEach=vu,n.forEachRight=gu,n.forIn=Rc,n.forInRight=Lc,n.forOwn=Uc,n.forOwnRight=Fc,n.get=Wc,n.gt=yp,n.gte=_p,n.has=Vc,n.hasIn=zc,n.head=xa,n.identity=Ds,n.includes=mu,n.indexOf=wa,n.inRange=as,n.invoke=Bp,n.isArguments=bp,n.isArray=xp,n.isArrayBuffer=wp,n.isArrayLike=Xu,n.isArrayLikeObject=Zu,n.isBoolean=Qu,n.isBuffer=Cp,n.isDate=Mp,n.isElement=Ju,n.isEmpty=tc,n.isEqual=ec,n.isEqualWith=nc,n.isError=rc,n.isFinite=ic,n.isFunction=oc,n.isInteger=ac,n.isLength=uc,n.isMap=kp,n.isMatch=lc,n.isMatchWith=fc,n.isNaN=pc,n.isNative=hc,n.isNil=vc,n.isNull=dc,n.isNumber=gc,n.isObject=cc,n.isObjectLike=sc,n.isPlainObject=mc,n.isRegExp=Ep,n.isSafeInteger=yc,n.isSet=Tp,n.isString=_c,n.isSymbol=bc,n.isTypedArray=Sp,n.isUndefined=xc,n.isWeakMap=wc,n.isWeakSet=Cc,n.join=Ma,n.kebabCase=Gp,n.last=ka,n.lastIndexOf=Ea,n.lowerCase=$p,n.lowerFirst=Xp,n.lt=Pp,n.lte=Np,n.max=Qs,n.maxBy=Js,n.mean=tl,n.meanBy=el,n.min=nl,n.minBy=rl,n.stubArray=Hs,n.stubFalse=qs,n.stubObject=Ys,n.stubString=Ks,n.stubTrue=Gs,n.multiply=gh,n.nth=Ta,n.noConflict=js,n.noop=Bs,n.now=sp,n.pad=hs,n.padEnd=ds,n.padStart=vs,n.parseInt=gs,n.random=us,n.reduce=bu,n.reduceRight=xu,n.repeat=ms,n.replace=ys,n.result=Xc,n.round=mh,n.runInContext=t,n.sample=Cu,n.size=Eu,n.snakeCase=Zp,n.some=Tu,n.sortedIndex=Da,n.sortedIndexBy=Ra,n.sortedIndexOf=La,n.sortedLastIndex=Ua,n.sortedLastIndexBy=Fa,n.sortedLastIndexOf=ja,n.startCase=Qp,n.startsWith=bs,n.subtract=yh,n.sum=il,n.sumBy=ol,n.template=xs,n.times=$s,n.toFinite=kc,n.toInteger=Ec,n.toLength=Tc,n.toLower=ws,n.toNumber=Sc,n.toSafeInteger=Nc,n.toString=Ac,n.toUpper=Cs,n.trim=Ms,n.trimEnd=ks,n.trimStart=Es,n.truncate=Ts,n.unescape=Ss,n.uniqueId=Zs,n.upperCase=Jp,n.upperFirst=th,n.each=vu,n.eachRight=gu,n.first=xa,Fs(n,function(){var t={};return nr(n,function(e,r){bl.call(n.prototype,r)||(t[r]=e)}),t}(),{chain:!1}),n.VERSION=ot,s([\"bind\",\"bindKey\",\"curry\",\"curryRight\",\"partial\",\"partialRight\"],function(t){n[t].placeholder=n}),s([\"drop\",\"take\"],function(t,e){b.prototype[t]=function(n){n=n===it?1:$l(Ec(n),0);var r=this.__filtered__&&!e?new b(this):this.clone();return r.__filtered__?r.__takeCount__=Xl(n,r.__takeCount__):r.__views__.push({size:Xl(n,Ft),type:t+(r.__dir__<0?\"Right\":\"\")}),r},b.prototype[t+\"Right\"]=function(e){return this.reverse()[t](e).reverse()}}),s([\"filter\",\"map\",\"takeWhile\"],function(t,e){var n=e+1,r=n==At||n==It;b.prototype[t]=function(t){var e=this.clone();return e.__iteratees__.push({iteratee:ko(t,3),type:n}),e.__filtered__=e.__filtered__||r,e}}),s([\"head\",\"last\"],function(t,e){var n=\"take\"+(e?\"Right\":\"\");b.prototype[t]=function(){return this[n](1).value()[0]}}),s([\"initial\",\"tail\"],function(t,e){var n=\"drop\"+(e?\"\":\"Right\");b.prototype[t]=function(){return this.__filtered__?new b(this):this[n](1)}}),b.prototype.compact=function(){return this.filter(Ds)},b.prototype.find=function(t){return this.filter(t).head()},b.prototype.findLast=function(t){return this.reverse().find(t)},b.prototype.invokeMap=oi(function(t,e){return\"function\"==typeof t?new b(this):this.map(function(n){return Sr(n,t,e)})}),b.prototype.reject=function(t){return this.filter(Lu(ko(t)))},b.prototype.slice=function(t,e){t=Ec(t);var n=this;return n.__filtered__&&(t>0||e<0)?new b(n):(t<0?n=n.takeRight(-t):t&&(n=n.drop(t)),e!==it&&(e=Ec(e),n=e<0?n.dropRight(-e):n.take(e-t)),n)},b.prototype.takeRightWhile=function(t){return this.reverse().takeWhile(t).reverse()},b.prototype.toArray=function(){return this.take(Ft)},nr(b.prototype,function(t,e){var r=/^(?:filter|find|map|reject)|While$/.test(e),o=/^(?:head|last)$/.test(e),a=n[o?\"take\"+(\"last\"==e?\"Right\":\"\"):e],u=o||/^find/.test(e);a&&(n.prototype[e]=function(){var e=this.__wrapped__,c=o?[1]:arguments,s=e instanceof b,l=c[0],f=s||xp(e),p=function(t){var e=a.apply(n,g([t],c));return o&&h?e[0]:e};f&&r&&\"function\"==typeof l&&1!=l.length&&(s=f=!1);var h=this.__chain__,d=!!this.__actions__.length,v=u&&!h,m=s&&!d;if(!u&&f){e=m?e:new b(this);var y=t.apply(e,c);return y.__actions__.push({func:nu,args:[p],thisArg:it}),new i(y,h)}return v&&m?t.apply(this,c):(y=this.thru(p),v?o?y.value()[0]:y.value():y)})}),s([\"pop\",\"push\",\"shift\",\"sort\",\"splice\",\"unshift\"],function(t){var e=vl[t],r=/^(?:push|sort|unshift)$/.test(t)?\"tap\":\"thru\",i=/^(?:pop|shift)$/.test(t);n.prototype[t]=function(){var t=arguments;if(i&&!this.__chain__){var n=this.value();return e.apply(xp(n)?n:[],t)}return this[r](function(n){return e.apply(xp(n)?n:[],t)})}}),nr(b.prototype,function(t,e){var r=n[e];if(r){var i=r.name+\"\",o=sf[i]||(sf[i]=[]);o.push({name:e,func:r})}}),sf[eo(it,yt).name]=[{name:\"wrapper\",func:it}],b.prototype.clone=P,b.prototype.reverse=Z,b.prototype.value=et,n.prototype.at=tp,n.prototype.chain=ru,n.prototype.commit=iu,n.prototype.next=ou,n.prototype.plant=uu,n.prototype.reverse=cu,n.prototype.toJSON=n.prototype.valueOf=n.prototype.value=su,n.prototype.first=n.prototype.head,Ll&&(n.prototype[Ll]=au),n},Mr=Cr();ur._=Mr,i=function(){return Mr}.call(e,n,e,r),!(i!==it&&(r.exports=i))}).call(this)}).call(e,n(99),n(100)(t))},function(t,e,n){\"use strict\";var r={remove:function(t){t._reactInternalInstance=void 0},get:function(t){return t._reactInternalInstance},has:function(t){return void 0!==t._reactInternalInstance},set:function(t,e){t._reactInternalInstance=e}};t.exports=r},function(t,e,n){\"use strict\";t.exports=n(26)},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t){return t=n.i(r.a)(Math.abs(t)),t?t[1]:NaN}},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return t+e*n}}},function(t,e,n){\"use strict\";var r=n(228);n.d(e,\"a\",function(){return r.a})},function(t,e,n){\"use strict\";function r(t,e){return(e-=t=+t)?function(n){return(n-t)/e}:n.i(h.a)(e)}function i(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=e?0:t>=n?1:r(t)}}}function o(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=0?e:t>=1?n:r(t)}}}function a(t,e,n,r){var i=t[0],o=t[1],a=e[0],u=e[1];return o<i?(i=n(o,i),a=r(u,a)):(i=n(i,o),a=r(a,u)),function(t){return a(i(t))}}function u(t,e,r,i){var o=Math.min(t.length,e.length)-1,a=new Array(o),u=new Array(o),c=-1;for(t[o]<t[0]&&(t=t.slice().reverse(),e=e.slice().reverse());++c<o;)a[c]=r(t[c],t[c+1]),u[c]=i(e[c],e[c+1]);return function(e){var r=n.i(l.c)(t,e,1,o)-1;return u[r](a[r](e))}}function c(t,e){return e.domain(t.domain()).range(t.range()).interpolate(t.interpolate()).clamp(t.clamp())}function s(t,e){function n(){return s=Math.min(g.length,m.length)>2?u:a,l=h=null,c}function c(e){return(l||(l=s(g,m,_?i(t):t,y)))(+e)}var s,l,h,g=v,m=v,y=f.b,_=!1;return c.invert=function(t){return(h||(h=s(m,g,r,_?o(e):e)))(+t)},c.domain=function(t){return arguments.length?(g=p.a.call(t,d.a),n()):g.slice()},c.range=function(t){return arguments.length?(m=p.b.call(t),n()):m.slice()},c.rangeRound=function(t){return m=p.b.call(t),y=f.c,n()},c.clamp=function(t){return arguments.length?(_=!!t,n()):_},c.interpolate=function(t){return arguments.length?(y=t,n()):y},n()}var l=n(12),f=n(31),p=n(16),h=n(65),d=n(126);e.b=r,e.c=c,e.a=s;var v=[0,1]},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo((2*t._x0+t._x1)/3,(2*t._y0+t._y1)/3,(t._x0+2*t._x1)/3,(t._y0+2*t._y1)/3,(t._x0+4*t._x1+e)/6,(t._y0+4*t._y1+n)/6)}function i(t){this._context=t}e.c=r,e.b=i,i.prototype={\n",
+       "areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){switch(this._point){case 3:r(this,this._x1,this._y1);case 2:this._context.lineTo(this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,this._context.lineTo((5*this._x0+this._x1)/6,(5*this._y0+this._y1)/6);default:r(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new i(t)}},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo(t._x1+t._k*(t._x2-t._x0),t._y1+t._k*(t._y2-t._y0),t._x2+t._k*(t._x1-e),t._y2+t._k*(t._y1-n),t._x2,t._y2)}function i(t,e){this._context=t,this._k=(1-e)/6}e.c=r,e.b=i,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:r(this,this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2,this._x1=t,this._y1=e;break;case 2:this._point=3;default:r(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new i(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._context=t}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._point=0},lineEnd:function(){(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:this._context.lineTo(t,e)}}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";e.a=function(){}},function(t,e,n){\"use strict\";function r(t){return\"topMouseUp\"===t||\"topTouchEnd\"===t||\"topTouchCancel\"===t}function i(t){return\"topMouseMove\"===t||\"topTouchMove\"===t}function o(t){return\"topMouseDown\"===t||\"topTouchStart\"===t}function a(t,e,n,r){var i=t.type||\"unknown-event\";t.currentTarget=m.getNodeFromInstance(r),e?v.invokeGuardedCallbackWithCatch(i,n,t):v.invokeGuardedCallback(i,n,t),t.currentTarget=null}function u(t,e){var n=t._dispatchListeners,r=t._dispatchInstances;if(Array.isArray(n))for(var i=0;i<n.length&&!t.isPropagationStopped();i++)a(t,e,n[i],r[i]);else n&&a(t,e,n,r);t._dispatchListeners=null,t._dispatchInstances=null}function c(t){var e=t._dispatchListeners,n=t._dispatchInstances;if(Array.isArray(e)){for(var r=0;r<e.length&&!t.isPropagationStopped();r++)if(e[r](t,n[r]))return n[r]}else if(e&&e(t,n))return n;return null}function s(t){var e=c(t);return t._dispatchInstances=null,t._dispatchListeners=null,e}function l(t){var e=t._dispatchListeners,n=t._dispatchInstances;Array.isArray(e)?d(\"103\"):void 0,t.currentTarget=e?m.getNodeFromInstance(n):null;var r=e?e(t):null;return t.currentTarget=null,t._dispatchListeners=null,t._dispatchInstances=null,r}function f(t){return!!t._dispatchListeners}var p,h,d=n(2),v=n(87),g=(n(0),n(1),{injectComponentTree:function(t){p=t},injectTreeTraversal:function(t){h=t}}),m={isEndish:r,isMoveish:i,isStartish:o,executeDirectDispatch:l,executeDispatchesInOrder:u,executeDispatchesInOrderStopAtTrue:s,hasDispatches:f,getInstanceFromNode:function(t){return p.getInstanceFromNode(t)},getNodeFromInstance:function(t){return p.getNodeFromInstance(t)},isAncestor:function(t,e){return h.isAncestor(t,e)},getLowestCommonAncestor:function(t,e){return h.getLowestCommonAncestor(t,e)},getParentInstance:function(t){return h.getParentInstance(t)},traverseTwoPhase:function(t,e,n){return h.traverseTwoPhase(t,e,n)},traverseEnterLeave:function(t,e,n,r,i){return h.traverseEnterLeave(t,e,n,r,i)},injection:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return Object.prototype.hasOwnProperty.call(t,v)||(t[v]=h++,f[t[v]]={}),f[t[v]]}var i,o=n(3),a=n(83),u=n(360),c=n(89),s=n(393),l=n(94),f={},p=!1,h=0,d={topAbort:\"abort\",topAnimationEnd:s(\"animationend\")||\"animationend\",topAnimationIteration:s(\"animationiteration\")||\"animationiteration\",topAnimationStart:s(\"animationstart\")||\"animationstart\",topBlur:\"blur\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topChange:\"change\",topClick:\"click\",topCompositionEnd:\"compositionend\",topCompositionStart:\"compositionstart\",topCompositionUpdate:\"compositionupdate\",topContextMenu:\"contextmenu\",topCopy:\"copy\",topCut:\"cut\",topDoubleClick:\"dblclick\",topDrag:\"drag\",topDragEnd:\"dragend\",topDragEnter:\"dragenter\",topDragExit:\"dragexit\",topDragLeave:\"dragleave\",topDragOver:\"dragover\",topDragStart:\"dragstart\",topDrop:\"drop\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topFocus:\"focus\",topInput:\"input\",topKeyDown:\"keydown\",topKeyPress:\"keypress\",topKeyUp:\"keyup\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topMouseDown:\"mousedown\",topMouseMove:\"mousemove\",topMouseOut:\"mouseout\",topMouseOver:\"mouseover\",topMouseUp:\"mouseup\",topPaste:\"paste\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topScroll:\"scroll\",topSeeked:\"seeked\",topSeeking:\"seeking\",topSelectionChange:\"selectionchange\",topStalled:\"stalled\",topSuspend:\"suspend\",topTextInput:\"textInput\",topTimeUpdate:\"timeupdate\",topTouchCancel:\"touchcancel\",topTouchEnd:\"touchend\",topTouchMove:\"touchmove\",topTouchStart:\"touchstart\",topTransitionEnd:s(\"transitionend\")||\"transitionend\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\",topWheel:\"wheel\"},v=\"_reactListenersID\"+String(Math.random()).slice(2),g=o({},u,{ReactEventListener:null,injection:{injectReactEventListener:function(t){t.setHandleTopLevel(g.handleTopLevel),g.ReactEventListener=t}},setEnabled:function(t){g.ReactEventListener&&g.ReactEventListener.setEnabled(t)},isEnabled:function(){return!(!g.ReactEventListener||!g.ReactEventListener.isEnabled())},listenTo:function(t,e){for(var n=e,i=r(n),o=a.registrationNameDependencies[t],u=0;u<o.length;u++){var c=o[u];i.hasOwnProperty(c)&&i[c]||(\"topWheel\"===c?l(\"wheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"wheel\",n):l(\"mousewheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"mousewheel\",n):g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"DOMMouseScroll\",n):\"topScroll\"===c?l(\"scroll\",!0)?g.ReactEventListener.trapCapturedEvent(\"topScroll\",\"scroll\",n):g.ReactEventListener.trapBubbledEvent(\"topScroll\",\"scroll\",g.ReactEventListener.WINDOW_HANDLE):\"topFocus\"===c||\"topBlur\"===c?(l(\"focus\",!0)?(g.ReactEventListener.trapCapturedEvent(\"topFocus\",\"focus\",n),g.ReactEventListener.trapCapturedEvent(\"topBlur\",\"blur\",n)):l(\"focusin\")&&(g.ReactEventListener.trapBubbledEvent(\"topFocus\",\"focusin\",n),g.ReactEventListener.trapBubbledEvent(\"topBlur\",\"focusout\",n)),i.topBlur=!0,i.topFocus=!0):d.hasOwnProperty(c)&&g.ReactEventListener.trapBubbledEvent(c,d[c],n),i[c]=!0)}},trapBubbledEvent:function(t,e,n){return g.ReactEventListener.trapBubbledEvent(t,e,n)},trapCapturedEvent:function(t,e,n){return g.ReactEventListener.trapCapturedEvent(t,e,n)},supportsEventPageXY:function(){if(!document.createEvent)return!1;var t=document.createEvent(\"MouseEvent\");return null!=t&&\"pageX\"in t},ensureScrollValueMonitoring:function(){if(void 0===i&&(i=g.supportsEventPageXY()),!i&&!p){var t=c.refreshScrollValues;g.ReactEventListener.monitorScrollValue(t),p=!0}}});t.exports=g},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(89),a=n(92),u={screenX:null,screenY:null,clientX:null,clientY:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,getModifierState:a,button:function(t){var e=t.button;return\"which\"in t?e:2===e?2:4===e?1:0},buttons:null,relatedTarget:function(t){return t.relatedTarget||(t.fromElement===t.srcElement?t.toElement:t.fromElement)},pageX:function(t){return\"pageX\"in t?t.pageX:t.clientX+o.currentScrollLeft},pageY:function(t){return\"pageY\"in t?t.pageY:t.clientY+o.currentScrollTop}};i.augmentClass(r,u),t.exports=r},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),{}),o={reinitializeTransaction:function(){this.transactionWrappers=this.getTransactionWrappers(),this.wrapperInitData?this.wrapperInitData.length=0:this.wrapperInitData=[],this._isInTransaction=!1},_isInTransaction:!1,getTransactionWrappers:null,isInTransaction:function(){return!!this._isInTransaction},perform:function(t,e,n,i,o,a,u,c){this.isInTransaction()?r(\"27\"):void 0;var s,l;try{this._isInTransaction=!0,s=!0,this.initializeAll(0),l=t.call(e,n,i,o,a,u,c),s=!1}finally{try{if(s)try{this.closeAll(0)}catch(t){}else this.closeAll(0)}finally{this._isInTransaction=!1}}return l},initializeAll:function(t){for(var e=this.transactionWrappers,n=t;n<e.length;n++){var r=e[n];try{this.wrapperInitData[n]=i,this.wrapperInitData[n]=r.initialize?r.initialize.call(this):null}finally{if(this.wrapperInitData[n]===i)try{this.initializeAll(n+1)}catch(t){}}}},closeAll:function(t){this.isInTransaction()?void 0:r(\"28\");for(var e=this.transactionWrappers,n=t;n<e.length;n++){var o,a=e[n],u=this.wrapperInitData[n];try{o=!0,u!==i&&a.close&&a.close.call(this,u),o=!1}finally{if(o)try{this.closeAll(n+1)}catch(t){}}}this.wrapperInitData.length=0}};t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=\"\"+t,n=o.exec(e);if(!n)return e;var r,i=\"\",a=0,u=0;for(a=n.index;a<e.length;a++){switch(e.charCodeAt(a)){case 34:r=\"&quot;\";break;case 38:r=\"&amp;\";break;case 39:r=\"&#x27;\";break;case 60:r=\"&lt;\";break;case 62:r=\"&gt;\";break;default:continue}u!==a&&(i+=e.substring(u,a)),u=a+1,i+=r}return u!==a?i+e.substring(u,a):i}function i(t){return\"boolean\"==typeof t||\"number\"==typeof t?\"\"+t:r(t)}var o=/[\"'&<>]/;t.exports=i},function(t,e,n){\"use strict\";var r,i=n(6),o=n(82),a=/^[ \\r\\n\\t\\f]/,u=/<(!--|link|noscript|meta|script|style)[ \\r\\n\\t\\f\\/>]/,c=n(90),s=c(function(t,e){if(t.namespaceURI!==o.svg||\"innerHTML\"in t)t.innerHTML=e;else{r=r||document.createElement(\"div\"),r.innerHTML=\"<svg>\"+e+\"</svg>\";for(var n=r.firstChild;n.firstChild;)t.appendChild(n.firstChild)}});if(i.canUseDOM){var l=document.createElement(\"div\");l.innerHTML=\" \",\"\"===l.innerHTML&&(s=function(t,e){if(t.parentNode&&t.parentNode.replaceChild(t,t),a.test(e)||\"<\"===e[0]&&u.test(e)){t.innerHTML=String.fromCharCode(65279)+e;var n=t.firstChild;1===n.data.length?t.removeChild(n):n.deleteData(0,1)}else t.innerHTML=e}),l=null}t.exports=s},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0}),e.default={colors:{RdBu:[\"rgb(255, 13, 87)\",\"rgb(30, 136, 229)\"],GnPR:[\"rgb(24, 196, 93)\",\"rgb(124, 82, 255)\"],CyPU:[\"#0099C6\",\"#990099\"],PkYg:[\"#DD4477\",\"#66AA00\"],DrDb:[\"#B82E2E\",\"#316395\"],LpLb:[\"#994499\",\"#22AA99\"],YlDp:[\"#AAAA11\",\"#6633CC\"],OrId:[\"#E67300\",\"#3E0099\"]},gray:\"#777\"}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e,n){if(null==n&&(n=r.a),i=t.length){if((e=+e)<=0||i<2)return+n(t[0],0,t);if(e>=1)return+n(t[i-1],i-1,t);var i,o=(i-1)*e,a=Math.floor(o),u=+n(t[a],a,t),c=+n(t[a+1],a+1,t);return u+(c-u)*(o-a)}}},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t,e){n.set(e,t)});else if(Array.isArray(t)){var i,o=-1,a=t.length;if(null==e)for(;++o<a;)n.set(o,t[o]);else for(;++o<a;)n.set(e(i=t[o],o,t),i)}else if(t)for(var u in t)n.set(u,t[u]);return n}n.d(e,\"b\",function(){return o});var o=\"$\";r.prototype=i.prototype={constructor:r,has:function(t){return o+t in this},get:function(t){return this[o+t]},set:function(t,e){return this[o+t]=e,this},remove:function(t){var e=o+t;return e in this&&delete this[e]},clear:function(){for(var t in this)t[0]===o&&delete this[t]},keys:function(){var t=[];for(var e in this)e[0]===o&&t.push(e.slice(1));return t},values:function(){var t=[];for(var e in this)e[0]===o&&t.push(this[e]);return t},entries:function(){var t=[];for(var e in this)e[0]===o&&t.push({key:e.slice(1),value:this[e]});return t},size:function(){var t=0;for(var e in this)e[0]===o&&++t;return t},empty:function(){for(var t in this)if(t[0]===o)return!1;return!0},each:function(t){for(var e in this)e[0]===o&&t(this[e],e.slice(1),this)}},e.a=i},function(t,e,n){\"use strict\";function r(){}function i(t){var e;return t=(t+\"\").trim().toLowerCase(),(e=x.exec(t))?(e=parseInt(e[1],16),new s(e>>8&15|e>>4&240,e>>4&15|240&e,(15&e)<<4|15&e,1)):(e=w.exec(t))?o(parseInt(e[1],16)):(e=C.exec(t))?new s(e[1],e[2],e[3],1):(e=M.exec(t))?new s(255*e[1]/100,255*e[2]/100,255*e[3]/100,1):(e=k.exec(t))?a(e[1],e[2],e[3],e[4]):(e=E.exec(t))?a(255*e[1]/100,255*e[2]/100,255*e[3]/100,e[4]):(e=T.exec(t))?l(e[1],e[2]/100,e[3]/100,1):(e=S.exec(t))?l(e[1],e[2]/100,e[3]/100,e[4]):P.hasOwnProperty(t)?o(P[t]):\"transparent\"===t?new s(NaN,NaN,NaN,0):null}function o(t){return new s(t>>16&255,t>>8&255,255&t,1)}function a(t,e,n,r){return r<=0&&(t=e=n=NaN),new s(t,e,n,r)}function u(t){return t instanceof r||(t=i(t)),t?(t=t.rgb(),new s(t.r,t.g,t.b,t.opacity)):new s}function c(t,e,n,r){return 1===arguments.length?u(t):new s(t,e,n,null==r?1:r)}function s(t,e,n,r){this.r=+t,this.g=+e,this.b=+n,this.opacity=+r}function l(t,e,n,r){return r<=0?t=e=n=NaN:n<=0||n>=1?t=e=NaN:e<=0&&(t=NaN),new h(t,e,n,r)}function f(t){if(t instanceof h)return new h(t.h,t.s,t.l,t.opacity);if(t instanceof r||(t=i(t)),!t)return new h;if(t instanceof h)return t;t=t.rgb();var e=t.r/255,n=t.g/255,o=t.b/255,a=Math.min(e,n,o),u=Math.max(e,n,o),c=NaN,s=u-a,l=(u+a)/2;return s?(c=e===u?(n-o)/s+6*(n<o):n===u?(o-e)/s+2:(e-n)/s+4,s/=l<.5?u+a:2-u-a,c*=60):s=l>0&&l<1?0:c,new h(c,s,l,t.opacity)}function p(t,e,n,r){return 1===arguments.length?f(t):new h(t,e,n,null==r?1:r)}function h(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}function d(t,e,n){return 255*(t<60?e+(n-e)*t/60:t<180?n:t<240?e+(n-e)*(240-t)/60:e)}var v=n(60);e.f=r,n.d(e,\"h\",function(){return g}),n.d(e,\"g\",function(){return m}),e.a=i,e.e=u,e.b=c,e.d=s,e.c=p;var g=.7,m=1/g,y=\"\\\\s*([+-]?\\\\d+)\\\\s*\",_=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)\\\\s*\",b=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)%\\\\s*\",x=/^#([0-9a-f]{3})$/,w=/^#([0-9a-f]{6})$/,C=new RegExp(\"^rgb\\\\(\"+[y,y,y]+\"\\\\)$\"),M=new RegExp(\"^rgb\\\\(\"+[b,b,b]+\"\\\\)$\"),k=new RegExp(\"^rgba\\\\(\"+[y,y,y,_]+\"\\\\)$\"),E=new RegExp(\"^rgba\\\\(\"+[b,b,b,_]+\"\\\\)$\"),T=new RegExp(\"^hsl\\\\(\"+[_,b,b]+\"\\\\)$\"),S=new RegExp(\"^hsla\\\\(\"+[_,b,b,_]+\"\\\\)$\"),P={aliceblue:15792383,antiquewhite:16444375,aqua:65535,aquamarine:8388564,azure:15794175,beige:16119260,bisque:16770244,black:0,blanchedalmond:16772045,blue:255,blueviolet:9055202,brown:10824234,burlywood:14596231,cadetblue:6266528,chartreuse:8388352,chocolate:13789470,coral:16744272,cornflowerblue:6591981,cornsilk:16775388,crimson:14423100,cyan:65535,darkblue:139,darkcyan:35723,darkgoldenrod:12092939,darkgray:11119017,darkgreen:25600,darkgrey:11119017,darkkhaki:12433259,darkmagenta:9109643,darkolivegreen:5597999,darkorange:16747520,darkorchid:10040012,darkred:9109504,darksalmon:15308410,darkseagreen:9419919,darkslateblue:4734347,darkslategray:3100495,darkslategrey:3100495,darkturquoise:52945,darkviolet:9699539,deeppink:16716947,deepskyblue:49151,dimgray:6908265,dimgrey:6908265,dodgerblue:2003199,firebrick:11674146,floralwhite:16775920,forestgreen:2263842,fuchsia:16711935,gainsboro:14474460,ghostwhite:16316671,gold:16766720,goldenrod:14329120,gray:8421504,green:32768,greenyellow:11403055,grey:8421504,honeydew:15794160,hotpink:16738740,indianred:13458524,indigo:4915330,ivory:16777200,khaki:15787660,lavender:15132410,lavenderblush:16773365,lawngreen:8190976,lemonchiffon:16775885,lightblue:11393254,lightcoral:15761536,lightcyan:14745599,lightgoldenrodyellow:16448210,lightgray:13882323,lightgreen:9498256,lightgrey:13882323,lightpink:16758465,lightsalmon:16752762,lightseagreen:2142890,lightskyblue:8900346,lightslategray:7833753,lightslategrey:7833753,lightsteelblue:11584734,lightyellow:16777184,lime:65280,limegreen:3329330,linen:16445670,magenta:16711935,maroon:8388608,mediumaquamarine:6737322,mediumblue:205,mediumorchid:12211667,mediumpurple:9662683,mediumseagreen:3978097,mediumslateblue:8087790,mediumspringgreen:64154,mediumturquoise:4772300,mediumvioletred:13047173,midnightblue:1644912,mintcream:16121850,mistyrose:16770273,moccasin:16770229,navajowhite:16768685,navy:128,oldlace:16643558,olive:8421376,olivedrab:7048739,orange:16753920,orangered:16729344,orchid:14315734,palegoldenrod:15657130,palegreen:10025880,paleturquoise:11529966,palevioletred:14381203,papayawhip:16773077,peachpuff:16767673,peru:13468991,pink:16761035,plum:14524637,powderblue:11591910,purple:8388736,rebeccapurple:6697881,red:16711680,rosybrown:12357519,royalblue:4286945,saddlebrown:9127187,salmon:16416882,sandybrown:16032864,seagreen:3050327,seashell:16774638,sienna:10506797,silver:12632256,skyblue:8900331,slateblue:6970061,slategray:7372944,slategrey:7372944,snow:16775930,springgreen:65407,steelblue:4620980,tan:13808780,teal:32896,thistle:14204888,tomato:16737095,turquoise:4251856,violet:15631086,wheat:16113331,white:16777215,whitesmoke:16119285,yellow:16776960,yellowgreen:10145074};n.i(v.a)(r,i,{displayable:function(){return this.rgb().displayable()},toString:function(){return this.rgb()+\"\"}}),n.i(v.a)(s,c,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},rgb:function(){return this},displayable:function(){return 0<=this.r&&this.r<=255&&0<=this.g&&this.g<=255&&0<=this.b&&this.b<=255&&0<=this.opacity&&this.opacity<=1},toString:function(){var t=this.opacity;return t=isNaN(t)?1:Math.max(0,Math.min(1,t)),(1===t?\"rgb(\":\"rgba(\")+Math.max(0,Math.min(255,Math.round(this.r)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.g)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.b)||0))+(1===t?\")\":\", \"+t+\")\")}})),n.i(v.a)(h,p,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new h(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new h(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=this.h%360+360*(this.h<0),e=isNaN(t)||isNaN(this.s)?0:this.s,n=this.l,r=n+(n<.5?n:1-n)*e,i=2*n-r;return new s(d(t>=240?t-240:t+120,i,r),d(t,i,r),d(t<120?t+240:t-120,i,r),this.opacity)},displayable:function(){return(0<=this.s&&this.s<=1||isNaN(this.s))&&0<=this.l&&this.l<=1&&0<=this.opacity&&this.opacity<=1}}))},function(t,e,n){\"use strict\";function r(t,e){var n=Object.create(t.prototype);for(var r in e)n[r]=e[r];return n}e.b=r,e.a=function(t,e,n){t.prototype=e.prototype=n,n.constructor=t}},function(t,e,n){\"use strict\";e.a=function(t,e){if((n=(t=e?t.toExponential(e-1):t.toExponential()).indexOf(\"e\"))<0)return null;var n,r=t.slice(0,n);return[r.length>1?r[0]+r.slice(2):r,+t.slice(n+1)]}},function(t,e,n){\"use strict\";function r(t,e,n,r,i){var o=t*t,a=o*t;return((1-3*t+3*o-a)*e+(4-6*o+3*a)*n+(1+3*t+3*o-3*a)*r+a*i)/6}e.b=r,e.a=function(t){var e=t.length-1;return function(n){var i=n<=0?n=0:n>=1?(n=1,e-1):Math.floor(n*e),o=t[i],a=t[i+1],u=i>0?t[i-1]:2*o-a,c=i<e-1?t[i+2]:2*a-o;return r((n-i/e)*e,u,o,a,c)}}},function(t,e,n){\"use strict\";var r=n(10),i=n(123),o=n(118),a=n(121),u=n(43),c=n(122),s=n(124),l=n(120);e.a=function(t,e){var f,p=typeof e;return null==e||\"boolean\"===p?n.i(l.a)(e):(\"number\"===p?u.a:\"string\"===p?(f=n.i(r.color)(e))?(e=f,i.a):s.a:e instanceof r.color?i.a:e instanceof Date?a.a:Array.isArray(e)?o.a:isNaN(e)?c.a:u.a)(t,e)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(229);n.d(e,\"scaleBand\",function(){return r.a}),n.d(e,\"scalePoint\",function(){return r.b});var i=n(235);n.d(e,\"scaleIdentity\",function(){return i.a});var o=n(34);n.d(e,\"scaleLinear\",function(){return o.a});var a=n(236);n.d(e,\"scaleLog\",function(){return a.a});var u=n(127);n.d(e,\"scaleOrdinal\",function(){return u.a}),n.d(e,\"scaleImplicit\",function(){return u.b});var c=n(237);n.d(e,\"scalePow\",function(){return c.a}),n.d(e,\"scaleSqrt\",function(){return c.b});var s=n(238);n.d(e,\"scaleQuantile\",function(){return s.a});var l=n(239);n.d(e,\"scaleQuantize\",function(){return l.a});var f=n(242);n.d(e,\"scaleThreshold\",function(){return f.a});var p=n(128);n.d(e,\"scaleTime\",function(){return p.a});var h=n(244);n.d(e,\"scaleUtc\",function(){return h.a});var d=n(230);n.d(e,\"schemeCategory10\",function(){return d.a});var v=n(232);n.d(e,\"schemeCategory20b\",function(){return v.a});var g=n(233);n.d(e,\"schemeCategory20c\",function(){return g.a});var m=n(231);n.d(e,\"schemeCategory20\",function(){return m.a});var y=n(234);n.d(e,\"interpolateCubehelixDefault\",function(){return y.a});var _=n(240);n.d(e,\"interpolateRainbow\",function(){return _.a}),n.d(e,\"interpolateWarm\",function(){return _.b}),n.d(e,\"interpolateCool\",function(){return _.c});var b=n(245);n.d(e,\"interpolateViridis\",function(){return b.a}),n.d(e,\"interpolateMagma\",function(){return b.b}),n.d(e,\"interpolateInferno\",function(){return b.c}),n.d(e,\"interpolatePlasma\",function(){return b.d});var x=n(241);n.d(e,\"scaleSequential\",function(){return x.a})},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){return function(){var e=this.ownerDocument,n=this.namespaceURI;return n===a.b&&e.documentElement.namespaceURI===a.b?e.createElement(t):e.createElementNS(n,t)}}function i(t){return function(){return this.ownerDocument.createElementNS(t.space,t.local)}}var o=n(67),a=n(68);e.a=function(t){var e=n.i(o.a)(t);return(e.local?i:r)(e)}},function(t,e,n){\"use strict\";var r=n(68);e.a=function(t){var e=t+=\"\",n=e.indexOf(\":\");return n>=0&&\"xmlns\"!==(e=t.slice(0,n))&&(t=t.slice(n+1)),r.a.hasOwnProperty(e)?{space:r.a[e],local:t}:t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r});var r=\"http://www.w3.org/1999/xhtml\";e.a={svg:\"http://www.w3.org/2000/svg\",xhtml:r,xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\",xmlns:\"http://www.w3.org/2000/xmlns/\"}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=t.ownerSVGElement||t;if(n.createSVGPoint){var r=n.createSVGPoint();return r.x=e.clientX,r.y=e.clientY,r=r.matrixTransform(t.getScreenCTM().inverse()),[r.x,r.y]}var i=t.getBoundingClientRect();return[e.clientX-i.left-t.clientLeft,e.clientY-i.top-t.clientTop]}},function(t,e,n){\"use strict\";function r(t,e,n){return t=i(t,e,n),function(e){var n=e.relatedTarget;n&&(n===this||8&n.compareDocumentPosition(this))||t.call(this,e)}}function i(t,e,n){return function(r){var i=l;l=r;try{t.call(this,this.__data__,e,n)}finally{l=i}}}function o(t){return t.trim().split(/^|\\s+/).map(function(t){var e=\"\",n=t.indexOf(\".\");return n>=0&&(e=t.slice(n+1),t=t.slice(0,n)),{type:t,name:e}})}function a(t){return function(){var e=this.__on;if(e){for(var n,r=0,i=-1,o=e.length;r<o;++r)n=e[r],t.type&&n.type!==t.type||n.name!==t.name?e[++i]=n:this.removeEventListener(n.type,n.listener,n.capture);++i?e.length=i:delete this.__on}}}function u(t,e,n){var o=s.hasOwnProperty(t.type)?r:i;return function(r,i,a){var u,c=this.__on,s=o(e,i,a);if(c)for(var l=0,f=c.length;l<f;++l)if((u=c[l]).type===t.type&&u.name===t.name)return this.removeEventListener(u.type,u.listener,u.capture),this.addEventListener(u.type,u.listener=s,u.capture=n),void(u.value=e);this.addEventListener(t.type,s,n),u={type:t.type,name:t.name,value:e,listener:s,capture:n},c?c.push(u):this.__on=[u]}}function c(t,e,n,r){var i=l;t.sourceEvent=l,l=t;try{return e.apply(n,r)}finally{l=i}}n.d(e,\"a\",function(){return l}),e.b=c;var s={},l=null;if(\"undefined\"!=typeof document){var f=document.documentElement;\"onmouseenter\"in f||(s={mouseenter:\"mouseover\",mouseleave:\"mouseout\"})}e.c=function(t,e,n){var r,i,c=o(t+\"\"),s=c.length;{if(!(arguments.length<2)){for(l=e?u:a,null==n&&(n=!1),r=0;r<s;++r)this.each(l(c[r],e,n));return this}var l=this.node().__on;if(l)for(var f,p=0,h=l.length;p<h;++p)for(r=0,f=l[p];r<s;++r)if((i=c[r]).type===f.type&&i.name===f.name)return f.value}}},function(t,e,n){\"use strict\";function r(){}e.a=function(t){return null==t?r:function(){return this.querySelector(t)}}},function(t,e,n){\"use strict\";var r=n(70);e.a=function(){for(var t,e=r.a;t=e.sourceEvent;)e=t;return e}},function(t,e,n){\"use strict\";e.a=function(t){return t.ownerDocument&&t.ownerDocument.defaultView||t.document&&t||t.defaultView}},function(t,e,n){\"use strict\";function r(t,e,n){var r=t._x1,i=t._y1,a=t._x2,u=t._y2;if(t._l01_a>o.a){var c=2*t._l01_2a+3*t._l01_a*t._l12_a+t._l12_2a,s=3*t._l01_a*(t._l01_a+t._l12_a);r=(r*c-t._x0*t._l12_2a+t._x2*t._l01_2a)/s,i=(i*c-t._y0*t._l12_2a+t._y2*t._l01_2a)/s}if(t._l23_a>o.a){var l=2*t._l23_2a+3*t._l23_a*t._l12_a+t._l12_2a,f=3*t._l23_a*(t._l23_a+t._l12_a);a=(a*l+t._x1*t._l23_2a-e*t._l12_2a)/f,u=(u*l+t._y1*t._l23_2a-n*t._l12_2a)/f}t._context.bezierCurveTo(r,i,a,u,t._x2,t._y2)}function i(t,e){this._context=t,this._alpha=e}var o=n(35),a=n(47);e.b=r,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:this.point(this._x2,this._y2)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var n=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(n*n+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3;default:r(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new i(t,e):new a.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(139);e.a=function(){function t(t){var i,o,a,p=t.length,h=!1;for(null==s&&(f=l(a=n.i(r.a)())),i=0;i<=p;++i)!(i<p&&c(o=t[i],i,t))===h&&((h=!h)?f.lineStart():f.lineEnd()),h&&f.point(+e(o,i,t),+u(o,i,t));if(a)return f=null,a+\"\"||null}var e=a.a,u=a.b,c=n.i(i.a)(!0),s=null,l=o.a,f=null;return t.x=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(i.a)(+r),t):e},t.y=function(e){return arguments.length?(u=\"function\"==typeof e?e:n.i(i.a)(+e),t):u},t.defined=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(!!e),t):c},t.curve=function(e){return arguments.length?(l=e,null!=s&&(f=l(s)),t):l},t.context=function(e){return arguments.length?(null==e?s=f=null:f=l(s=e),t):s},t}},function(t,e,n){\"use strict\";function r(t){for(var e,n=0,r=-1,i=t.length;++r<i;)(e=+t[r][1])&&(n+=e);return n}var i=n(37);e.b=r,e.a=function(t){var e=t.map(r);return n.i(i.a)(t).sort(function(t,n){return e[t]-e[n]})}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(78);n.d(e,\"timeFormatDefaultLocale\",function(){return r.a}),n.d(e,\"timeFormat\",function(){return r.b}),n.d(e,\"timeParse\",function(){return r.c}),n.d(e,\"utcFormat\",function(){return r.d}),n.d(e,\"utcParse\",function(){return r.e});var i=n(149);n.d(e,\"timeFormatLocale\",function(){return i.a});var o=n(148);n.d(e,\"isoFormat\",function(){return o.a});var a=n(303);n.d(e,\"isoParse\",function(){return a.a})},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.parse,c=o.utcFormat,s=o.utcParse,o}var i=n(149);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){return u}),n.d(e,\"d\",function(){return c}),n.d(e,\"e\",function(){return s}),e.a=r;var o,a,u,c,s;r({dateTime:\"%x, %X\",date:\"%-m/%-d/%Y\",time:\"%-I:%M:%S %p\",periods:[\"AM\",\"PM\"],days:[\"Sunday\",\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\"],shortDays:[\"Sun\",\"Mon\",\"Tue\",\"Wed\",\"Thu\",\"Fri\",\"Sat\"],months:[\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],shortMonths:[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"]})},function(t,e,n){\"use strict\";var r=(n(5),n(306));n.d(e,\"t\",function(){return r.a}),n.d(e,\"n\",function(){return r.a});var i=n(309);n.d(e,\"s\",function(){return i.a}),n.d(e,\"m\",function(){return i.a});var o=n(307);n.d(e,\"r\",function(){return o.a});var a=n(305);n.d(e,\"q\",function(){return a.a});var u=n(304);n.d(e,\"a\",function(){return u.a});var c=n(316);n.d(e,\"p\",function(){return c.a}),n.d(e,\"c\",function(){return c.a}),n.d(e,\"d\",function(){return c.b});var s=n(308);n.d(e,\"o\",function(){return s.a});var l=n(317);n.d(e,\"b\",function(){return l.a});var f=n(312);n.d(e,\"l\",function(){return f.a});var p=n(311);n.d(e,\"k\",function(){return p.a});var h=n(310);n.d(e,\"e\",function(){return h.a});var d=n(314);n.d(e,\"j\",function(){return d.a}),n.d(e,\"g\",function(){return d.a}),n.d(e,\"h\",function(){return d.b});var v=n(313);n.d(e,\"i\",function(){return v.a});var g=n(315);n.d(e,\"f\",function(){return g.a})},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||0!==e||1/t===1/e:t!==t&&e!==e}function i(t,e){if(r(t,e))return!0;if(\"object\"!=typeof t||null===t||\"object\"!=typeof e||null===e)return!1;var n=Object.keys(t),i=Object.keys(e);if(n.length!==i.length)return!1;for(var a=0;a<n.length;a++)if(!o.call(e,n[a])||!r(t[n[a]],e[n[a]]))return!1;return!0}var o=Object.prototype.hasOwnProperty;t.exports=i},function(t,e,n){\"use strict\";function r(t,e){return Array.isArray(e)&&(e=e[1]),e?e.nextSibling:t.firstChild}function i(t,e,n){l.insertTreeBefore(t,e,n)}function o(t,e,n){Array.isArray(e)?u(t,e[0],e[1],n):v(t,e,n)}function a(t,e){if(Array.isArray(e)){var n=e[1];e=e[0],c(t,e,n),t.removeChild(n)}t.removeChild(e)}function u(t,e,n,r){for(var i=e;;){var o=i.nextSibling;if(v(t,i,r),i===n)break;i=o}}function c(t,e,n){for(;;){var r=e.nextSibling;if(r===n)break;t.removeChild(r)}}function s(t,e,n){var r=t.parentNode,i=t.nextSibling;i===e?n&&v(r,document.createTextNode(n),i):n?(d(i,n),c(r,i,e)):c(r,t,e)}var l=n(20),f=n(336),p=(n(4),n(9),n(90)),h=n(55),d=n(171),v=p(function(t,e,n){t.insertBefore(e,n)}),g=f.dangerouslyReplaceNodeWithMarkup,m={dangerouslyReplaceNodeWithMarkup:g,replaceDelimitedText:s,processUpdates:function(t,e){for(var n=0;n<e.length;n++){var u=e[n];switch(u.type){case\"INSERT_MARKUP\":i(t,u.content,r(t,u.afterNode));break;case\"MOVE_EXISTING\":o(t,u.fromNode,r(t,u.afterNode));break;case\"SET_MARKUP\":h(t,u.content);break;case\"TEXT_CONTENT\":d(t,u.content);break;case\"REMOVE_NODE\":a(t,u.fromNode)}}}};t.exports=m},function(t,e,n){\"use strict\";var r={html:\"http://www.w3.org/1999/xhtml\",mathml:\"http://www.w3.org/1998/Math/MathML\",svg:\"http://www.w3.org/2000/svg\"};t.exports=r},function(t,e,n){\"use strict\";function r(){if(u)for(var t in c){var e=c[t],n=u.indexOf(t);if(n>-1?void 0:a(\"96\",t),!s.plugins[n]){e.extractEvents?void 0:a(\"97\",t),s.plugins[n]=e;var r=e.eventTypes;for(var o in r)i(r[o],e,o)?void 0:a(\"98\",o,t)}}}function i(t,e,n){s.eventNameDispatchConfigs.hasOwnProperty(n)?a(\"99\",n):void 0,s.eventNameDispatchConfigs[n]=t;var r=t.phasedRegistrationNames;if(r){for(var i in r)if(r.hasOwnProperty(i)){var u=r[i];o(u,e,n)}return!0}return!!t.registrationName&&(o(t.registrationName,e,n),!0)}function o(t,e,n){s.registrationNameModules[t]?a(\"100\",t):void 0,s.registrationNameModules[t]=e,s.registrationNameDependencies[t]=e.eventTypes[n].dependencies}var a=n(2),u=(n(0),null),c={},s={plugins:[],eventNameDispatchConfigs:{},registrationNameModules:{},registrationNameDependencies:{},possibleRegistrationNames:null,injectEventPluginOrder:function(t){\n",
+       "u?a(\"101\"):void 0,u=Array.prototype.slice.call(t),r()},injectEventPluginsByName:function(t){var e=!1;for(var n in t)if(t.hasOwnProperty(n)){var i=t[n];c.hasOwnProperty(n)&&c[n]===i||(c[n]?a(\"102\",n):void 0,c[n]=i,e=!0)}e&&r()},getPluginModuleForEvent:function(t){var e=t.dispatchConfig;if(e.registrationName)return s.registrationNameModules[e.registrationName]||null;if(void 0!==e.phasedRegistrationNames){var n=e.phasedRegistrationNames;for(var r in n)if(n.hasOwnProperty(r)){var i=s.registrationNameModules[n[r]];if(i)return i}}return null},_resetEventPlugins:function(){u=null;for(var t in c)c.hasOwnProperty(t)&&delete c[t];s.plugins.length=0;var e=s.eventNameDispatchConfigs;for(var n in e)e.hasOwnProperty(n)&&delete e[n];var r=s.registrationNameModules;for(var i in r)r.hasOwnProperty(i)&&delete r[i]}};t.exports=s},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";function r(t){null!=t.checkedLink&&null!=t.valueLink?u(\"87\"):void 0}function i(t){r(t),null!=t.value||null!=t.onChange?u(\"88\"):void 0}function o(t){r(t),null!=t.checked||null!=t.onChange?u(\"89\"):void 0}function a(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}var u=n(2),c=n(26),s=n(366),l=(n(0),n(1),{button:!0,checkbox:!0,image:!0,hidden:!0,radio:!0,reset:!0,submit:!0}),f={value:function(t,e,n){return!t[e]||l[t.type]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `value` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultValue`. Otherwise, set either `onChange` or `readOnly`.\")},checked:function(t,e,n){return!t[e]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `checked` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultChecked`. Otherwise, set either `onChange` or `readOnly`.\")},onChange:c.PropTypes.func},p={},h={checkPropTypes:function(t,e,n){for(var r in f){if(f.hasOwnProperty(r))var i=f[r](e,r,t,\"prop\",null,s);if(i instanceof Error&&!(i.message in p)){p[i.message]=!0;a(n)}}},getValue:function(t){return t.valueLink?(i(t),t.valueLink.value):t.value},getChecked:function(t){return t.checkedLink?(o(t),t.checkedLink.value):t.checked},executeOnChange:function(t,e){return t.valueLink?(i(t),t.valueLink.requestChange(e.target.value)):t.checkedLink?(o(t),t.checkedLink.requestChange(e.target.checked)):t.onChange?t.onChange.call(void 0,e):void 0}};t.exports=h},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),!1),o={replaceNodeWithMarkup:null,processChildrenUpdates:null,injection:{injectEnvironment:function(t){i?r(\"104\"):void 0,o.replaceNodeWithMarkup=t.replaceNodeWithMarkup,o.processChildrenUpdates=t.processChildrenUpdates,i=!0}}};t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n){try{e(n)}catch(t){null===i&&(i=t)}}var i=null,o={invokeGuardedCallback:r,invokeGuardedCallbackWithCatch:r,rethrowCaughtError:function(){if(i){var t=i;throw i=null,t}}};t.exports=o},function(t,e,n){\"use strict\";function r(t){c.enqueueUpdate(t)}function i(t){var e=typeof t;if(\"object\"!==e)return e;var n=t.constructor&&t.constructor.name||e,r=Object.keys(t);return r.length>0&&r.length<20?n+\" (keys: \"+r.join(\", \")+\")\":n}function o(t,e){var n=u.get(t);if(!n){return null}return n}var a=n(2),u=(n(15),n(40)),c=(n(9),n(11)),s=(n(0),n(1),{isMounted:function(t){var e=u.get(t);return!!e&&!!e._renderedComponent},enqueueCallback:function(t,e,n){s.validateCallback(e,n);var i=o(t);return i?(i._pendingCallbacks?i._pendingCallbacks.push(e):i._pendingCallbacks=[e],void r(i)):null},enqueueCallbackInternal:function(t,e){t._pendingCallbacks?t._pendingCallbacks.push(e):t._pendingCallbacks=[e],r(t)},enqueueForceUpdate:function(t){var e=o(t,\"forceUpdate\");e&&(e._pendingForceUpdate=!0,r(e))},enqueueReplaceState:function(t,e){var n=o(t,\"replaceState\");n&&(n._pendingStateQueue=[e],n._pendingReplaceState=!0,r(n))},enqueueSetState:function(t,e){var n=o(t,\"setState\");if(n){var i=n._pendingStateQueue||(n._pendingStateQueue=[]);i.push(e),r(n)}},enqueueElementInternal:function(t,e,n){t._pendingElement=e,t._context=n,r(t)},validateCallback:function(t,e){t&&\"function\"!=typeof t?a(\"122\",e,i(t)):void 0}});t.exports=s},function(t,e,n){\"use strict\";var r={currentScrollLeft:0,currentScrollTop:0,refreshScrollValues:function(t){r.currentScrollLeft=t.x,r.currentScrollTop=t.y}};t.exports=r},function(t,e,n){\"use strict\";var r=function(t){return\"undefined\"!=typeof MSApp&&MSApp.execUnsafeLocalFunction?function(e,n,r,i){MSApp.execUnsafeLocalFunction(function(){return t(e,n,r,i)})}:t};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e,n=t.keyCode;return\"charCode\"in t?(e=t.charCode,0===e&&13===n&&(e=13)):e=n,e>=32||13===e?e:0}t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=this,n=e.nativeEvent;if(n.getModifierState)return n.getModifierState(t);var r=o[t];return!!r&&!!n[r]}function i(t){return r}var o={Alt:\"altKey\",Control:\"ctrlKey\",Meta:\"metaKey\",Shift:\"shiftKey\"};t.exports=i},function(t,e,n){\"use strict\";function r(t){var e=t.target||t.srcElement||window;return e.correspondingUseElement&&(e=e.correspondingUseElement),3===e.nodeType?e.parentNode:e}t.exports=r},function(t,e,n){\"use strict\";/**\n",
+       " * Checks if an event is supported in the current execution environment.\n",
+       " *\n",
+       " * NOTE: This will not work correctly for non-generic events such as `change`,\n",
+       " * `reset`, `load`, `error`, and `select`.\n",
+       " *\n",
+       " * Borrows from Modernizr.\n",
+       " *\n",
+       " * @param {string} eventNameSuffix Event name, e.g. \"click\".\n",
+       " * @param {?boolean} capture Check if the capture phase is supported.\n",
+       " * @return {boolean} True if the event is supported.\n",
+       " * @internal\n",
+       " * @license Modernizr 3.0.0pre (Custom Build) | MIT\n",
+       " */\n",
+       "function r(t,e){if(!o.canUseDOM||e&&!(\"addEventListener\"in document))return!1;var n=\"on\"+t,r=n in document;if(!r){var a=document.createElement(\"div\");a.setAttribute(n,\"return;\"),r=\"function\"==typeof a[n]}return!r&&i&&\"wheel\"===t&&(r=document.implementation.hasFeature(\"Events.wheel\",\"3.0\")),r}var i,o=n(6);o.canUseDOM&&(i=document.implementation&&document.implementation.hasFeature&&document.implementation.hasFeature(\"\",\"\")!==!0),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){var n=null===t||t===!1,r=null===e||e===!1;if(n||r)return n===r;var i=typeof t,o=typeof e;return\"string\"===i||\"number\"===i?\"string\"===o||\"number\"===o:\"object\"===o&&t.type===e.type&&t.key===e.key}t.exports=r},function(t,e,n){\"use strict\";var r=(n(3),n(8)),i=(n(1),r);t.exports=i},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=a,this.updater=n||o}var i=n(28),o=n(98),a=(n(176),n(38));n(0),n(1);r.prototype.isReactComponent={},r.prototype.setState=function(t,e){\"object\"!=typeof t&&\"function\"!=typeof t&&null!=t?i(\"85\"):void 0,this.updater.enqueueSetState(this,t),e&&this.updater.enqueueCallback(this,e,\"setState\")},r.prototype.forceUpdate=function(t){this.updater.enqueueForceUpdate(this),t&&this.updater.enqueueCallback(this,t,\"forceUpdate\")};t.exports=r},function(t,e,n){\"use strict\";function r(t,e){}var i=(n(1),{isMounted:function(t){return!1},enqueueCallback:function(t,e){},enqueueForceUpdate:function(t){r(t,\"forceUpdate\")},enqueueReplaceState:function(t,e){r(t,\"replaceState\")},enqueueSetState:function(t,e){r(t,\"setState\")}});t.exports=i},function(t,e){var n;n=function(){return this}();try{n=n||Function(\"return this\")()||(0,eval)(\"this\")}catch(t){\"object\"==typeof window&&(n=window)}t.exports=n},function(t,e){t.exports=function(t){return t.webpackPolyfill||(t.deprecate=function(){},t.paths=[],t.children||(t.children=[]),Object.defineProperty(t,\"loaded\",{enumerable:!0,get:function(){return t.l}}),Object.defineProperty(t,\"id\",{enumerable:!0,get:function(){return t.i}}),t.webpackPolyfill=1),t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return i}),n.d(e,\"a\",function(){return o});var r=Array.prototype,i=r.slice,o=r.map},function(t,e,n){\"use strict\";var r=n(18),i=n(103),o=n.i(i.a)(r.a),a=o.right;o.left;e.a=a},function(t,e,n){\"use strict\";function r(t){return function(e,r){return n.i(i.a)(t(e),r)}}var i=n(18);e.a=function(t){return 1===t.length&&(t=r(t)),{left:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)<0?r=o+1:i=o}return r},right:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)>0?i=o:r=o+1}return r}}}},function(t,e,n){\"use strict\";var r=n(111);e.a=function(t,e){var i=n.i(r.a)(t,e);return i?Math.sqrt(i):i}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i,o=-1,a=t.length;if(null==e){for(;++o<a;)if(null!=(r=t[o])&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=t[o])&&(n>r&&(n=r),i<r&&(i=r))}else{for(;++o<a;)if(null!=(r=e(t[o],o,t))&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=e(t[o],o,t))&&(n>r&&(n=r),i<r&&(i=r))}return[n,i]}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i=-1,o=t.length;if(null==e){for(;++i<o;)if(null!=(r=t[i])&&r>=r){n=r;break}for(;++i<o;)null!=(r=t[i])&&n>r&&(n=r)}else{for(;++i<o;)if(null!=(r=e(t[i],i,t))&&r>=r){n=r;break}for(;++i<o;)null!=(r=e(t[i],i,t))&&n>r&&(n=r)}return n}},function(t,e,n){\"use strict\";e.a=function(t,e,n){t=+t,e=+e,n=(i=arguments.length)<2?(e=t,t=0,1):i<3?1:+n;for(var r=-1,i=0|Math.max(0,Math.ceil((e-t)/n)),o=new Array(i);++r<i;)o[r]=t+r*n;return o}},function(t,e,n){\"use strict\";e.a=function(t){return Math.ceil(Math.log(t.length)/Math.LN2)+1}},function(t,e,n){\"use strict\";function r(t,e,n){var r=Math.abs(e-t)/Math.max(0,n),i=Math.pow(10,Math.floor(Math.log(r)/Math.LN10)),c=r/i;return c>=o?i*=10:c>=a?i*=5:c>=u&&(i*=2),e<t?-i:i}var i=n(107);e.b=r;var o=Math.sqrt(50),a=Math.sqrt(10),u=Math.sqrt(2);e.a=function(t,e,o){var a=r(t,e,o);return n.i(i.a)(Math.ceil(t/a)*a,Math.floor(e/a)*a+a/2,a)}},function(t,e,n){\"use strict\";function r(t){return t.length}var i=n(106);e.a=function(t){if(!(u=t.length))return[];for(var e=-1,o=n.i(i.a)(t,r),a=new Array(o);++e<o;)for(var u,c=-1,s=a[e]=new Array(u);++c<u;)s[c]=t[c][e];return a}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e){var i,o,a=t.length,u=0,c=0,s=-1,l=0;if(null==e)for(;++s<a;)isNaN(i=n.i(r.a)(t[s]))||(o=i-u,u+=o/++l,c+=o*(i-u));else for(;++s<a;)isNaN(i=n.i(r.a)(e(t[s],s,t)))||(o=i-u,u+=o/++l,c+=o*(i-u));if(l>1)return c/(l-1)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(201);n.d(e,\"axisTop\",function(){return r.a}),n.d(e,\"axisRight\",function(){return r.b}),n.d(e,\"axisBottom\",function(){return r.c}),n.d(e,\"axisLeft\",function(){return r.d})},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r}),n.d(e,\"a\",function(){return i});var r=Math.PI/180,i=180/Math.PI},function(t,e,n){\"use strict\";var r=n(61);n.d(e,\"b\",function(){return i});var i;e.a=function(t,e){var o=n.i(r.a)(t,e);if(!o)return t+\"\";var a=o[0],u=o[1],c=u-(i=3*Math.max(-8,Math.min(8,Math.floor(u/3))))+1,s=a.length;return c===s?a:c>s?a+new Array(c-s+1).join(\"0\"):c>0?a.slice(0,c)+\".\"+a.slice(c):\"0.\"+new Array(1-c).join(\"0\")+n.i(r.a)(t,Math.max(0,e+c-1))[0]}},function(t,e,n){\"use strict\";function r(t){if(!(e=o.exec(t)))throw new Error(\"invalid format: \"+t);var e,n=e[1]||\" \",r=e[2]||\">\",a=e[3]||\"-\",u=e[4]||\"\",c=!!e[5],s=e[6]&&+e[6],l=!!e[7],f=e[8]&&+e[8].slice(1),p=e[9]||\"\";\"n\"===p?(l=!0,p=\"g\"):i.a[p]||(p=\"\"),(c||\"0\"===n&&\"=\"===r)&&(c=!0,n=\"0\",r=\"=\"),this.fill=n,this.align=r,this.sign=a,this.symbol=u,this.zero=c,this.width=s,this.comma=l,this.precision=f,this.type=p}var i=n(116),o=/^(?:(.)?([<>=^]))?([+\\-\\( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?([a-z%])?$/i;e.a=function(t){return new r(t)},r.prototype.toString=function(){return this.fill+this.align+this.sign+this.symbol+(this.zero?\"0\":\"\")+(null==this.width?\"\":Math.max(1,0|this.width))+(this.comma?\",\":\"\")+(null==this.precision?\"\":\".\"+Math.max(0,0|this.precision))+this.type}},function(t,e,n){\"use strict\";var r=n(212),i=n(114),o=n(214);e.a={\"\":r.a,\"%\":function(t,e){return(100*t).toFixed(e)},b:function(t){return Math.round(t).toString(2)},c:function(t){return t+\"\"},d:function(t){return Math.round(t).toString(10)},e:function(t,e){return t.toExponential(e)},f:function(t,e){return t.toFixed(e)},g:function(t,e){return t.toPrecision(e)},o:function(t){return Math.round(t).toString(8)},p:function(t,e){return n.i(o.a)(100*t,e)},r:o.a,s:i.a,X:function(t){return Math.round(t).toString(16).toUpperCase()},x:function(t){return Math.round(t).toString(16)}}},function(t,e,n){\"use strict\";function r(t){return t}var i=n(42),o=n(213),a=n(115),u=n(116),c=n(114),s=[\"y\",\"z\",\"a\",\"f\",\"p\",\"n\",\"µ\",\"m\",\"\",\"k\",\"M\",\"G\",\"T\",\"P\",\"E\",\"Z\",\"Y\"];e.a=function(t){function e(t){function e(t){var e,n,a,u=_,l=b;if(\"c\"===y)l=x(t)+l,t=\"\";else{t=+t;var p=(t<0||1/t<0)&&(t*=-1,!0);if(t=x(t,m),p)for(e=-1,n=t.length,p=!1;++e<n;)if(a=t.charCodeAt(e),48<a&&a<58||\"x\"===y&&96<a&&a<103||\"X\"===y&&64<a&&a<71){p=!0;break}if(u=(p?\"(\"===o?o:\"-\":\"-\"===o||\"(\"===o?\"\":o)+u,l=l+(\"s\"===y?s[8+c.b/3]:\"\")+(p&&\"(\"===o?\")\":\"\"),w)for(e=-1,n=t.length;++e<n;)if(a=t.charCodeAt(e),48>a||a>57){l=(46===a?h+t.slice(e+1):t.slice(e))+l,t=t.slice(0,e);break}}g&&!d&&(t=f(t,1/0));var C=u.length+t.length+l.length,M=C<v?new Array(v-C+1).join(r):\"\";switch(g&&d&&(t=f(M+t,M.length?v-l.length:1/0),M=\"\"),i){case\"<\":return u+t+l+M;case\"=\":return u+M+t+l;case\"^\":return M.slice(0,C=M.length>>1)+u+t+l+M.slice(C)}return M+u+t+l}t=n.i(a.a)(t);var r=t.fill,i=t.align,o=t.sign,l=t.symbol,d=t.zero,v=t.width,g=t.comma,m=t.precision,y=t.type,_=\"$\"===l?p[0]:\"#\"===l&&/[boxX]/.test(y)?\"0\"+y.toLowerCase():\"\",b=\"$\"===l?p[1]:/[%p]/.test(y)?\"%\":\"\",x=u.a[y],w=!y||/[defgprs%]/.test(y);return m=null==m?y?6:12:/[gprs]/.test(y)?Math.max(1,Math.min(21,m)):Math.max(0,Math.min(20,m)),e.toString=function(){return t+\"\"},e}function l(t,r){var o=e((t=n.i(a.a)(t),t.type=\"f\",t)),u=3*Math.max(-8,Math.min(8,Math.floor(n.i(i.a)(r)/3))),c=Math.pow(10,-u),l=s[8+u/3];return function(t){return o(c*t)+l}}var f=t.grouping&&t.thousands?n.i(o.a)(t.grouping,t.thousands):r,p=t.currency,h=t.decimal;return{format:e,formatPrefix:l}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o=e?e.length:0,a=t?Math.min(o,t.length):0,u=new Array(o),c=new Array(o);for(i=0;i<a;++i)u[i]=n.i(r.a)(t[i],e[i]);for(;i<o;++i)c[i]=e[i];return function(t){for(i=0;i<a;++i)c[i]=u[i](t);return c}}},function(t,e,n){\"use strict\";var r=n(62);e.a=function(t){var e=t.length;return function(i){var o=Math.floor(((i%=1)<0?++i:i)*e),a=t[(o+e-1)%e],u=t[o%e],c=t[(o+1)%e],s=t[(o+2)%e];return n.i(r.b)((i-o/e)*e,a,u,c,s)}}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=new Date;return t=+t,e-=t,function(r){return n.setTime(t+e*r),n}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o={},a={};null!==t&&\"object\"==typeof t||(t={}),null!==e&&\"object\"==typeof e||(e={});for(i in e)i in t?o[i]=n.i(r.a)(t[i],e[i]):a[i]=e[i];return function(t){for(i in o)a[i]=o[i](t);return a}}},function(t,e,n){\"use strict\";function r(t){return function(e){var r,o,a=e.length,u=new Array(a),c=new Array(a),s=new Array(a);for(r=0;r<a;++r)o=n.i(i.rgb)(e[r]),u[r]=o.r||0,c[r]=o.g||0,s[r]=o.b||0;return u=t(u),c=t(c),s=t(s),o.opacity=1,function(t){return o.r=u(t),o.g=c(t),o.b=s(t),o+\"\"}}}var i=n(10),o=n(62),a=n(119),u=n(32);e.a=function t(e){function r(t,e){var r=o((t=n.i(i.rgb)(t)).r,(e=n.i(i.rgb)(e)).r),a=o(t.g,e.g),c=o(t.b,e.b),s=n.i(u.a)(t.opacity,e.opacity);return function(e){return t.r=r(e),t.g=a(e),t.b=c(e),t.opacity=s(e),t+\"\"}}var o=n.i(u.c)(e);return r.gamma=t,r}(1);r(o.a),r(a.a)},function(t,e,n){\"use strict\";function r(t){return function(){return t}}function i(t){return function(e){return t(e)+\"\"}}var o=n(43),a=/[-+]?(?:\\d+\\.?\\d*|\\.?\\d+)(?:[eE][-+]?\\d+)?/g,u=new RegExp(a.source,\"g\");e.a=function(t,e){var c,s,l,f=a.lastIndex=u.lastIndex=0,p=-1,h=[],d=[];for(t+=\"\",e+=\"\";(c=a.exec(t))&&(s=u.exec(e));)(l=s.index)>f&&(l=e.slice(f,l),h[p]?h[p]+=l:h[++p]=l),(c=c[0])===(s=s[0])?h[p]?h[p]+=s:h[++p]=s:(h[++p]=null,d.push({i:p,x:n.i(o.a)(c,s)})),f=u.lastIndex;return f<e.length&&(l=e.slice(f),h[p]?h[p]+=l:h[++p]=l),h.length<2?d[0]?i(d[0].x):r(e):(e=d.length,function(t){for(var n,r=0;r<e;++r)h[(n=d[r]).i]=n.x(t);return h.join(\"\")})}},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.slice();var n,r=0,i=t.length-1,o=t[r],a=t[i];return a<o&&(n=r,r=i,i=n,n=o,o=a,a=n),t[r]=e.floor(o),t[i]=e.ceil(a),t}},function(t,e,n){\"use strict\";e.a=function(t){return+t}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=e+\"\",r=u.get(n);if(!r){if(s!==a)return s;u.set(n,r=c.push(e))}return t[(r-1)%t.length]}var u=n.i(i.a)(),c=[],s=a;return t=null==t?[]:o.b.call(t),e.domain=function(t){if(!arguments.length)return c.slice();c=[],u=n.i(i.a)();for(var r,o,a=-1,s=t.length;++a<s;)u.has(o=(r=t[a])+\"\")||u.set(o,c.push(r));return e},e.range=function(n){return arguments.length?(t=o.b.call(n),e):t.slice()},e.unknown=function(t){return arguments.length?(s=t,e):s},e.copy=function(){return r().domain(c).range(t).unknown(s)},e}var i=n(203),o=n(16);n.d(e,\"b\",function(){return a}),e.a=r;var a={name:\"implicit\"}},function(t,e,n){\"use strict\";function r(t){return new Date(t)}function i(t){return t instanceof Date?+t:+new Date(+t)}function o(t,e,c,s,b,x,w,C,M){function k(n){return(w(n)<n?N:x(n)<n?A:b(n)<n?O:s(n)<n?I:e(n)<n?c(n)<n?D:R:t(n)<n?L:U)(n)}function E(e,r,i,o){if(null==e&&(e=10),\"number\"==typeof e){var u=Math.abs(i-r)/e,c=n.i(a.d)(function(t){return t[2]}).right(F,u);c===F.length?(o=n.i(a.b)(r/_,i/_,e),e=t):c?(c=F[u/F[c-1][2]<F[c][2]/u?c-1:c],o=c[1],e=c[0]):(o=n.i(a.b)(r,i,e),e=C)}return null==o?e:e.every(o)}var T=n.i(f.a)(f.b,u.a),S=T.invert,P=T.domain,N=M(\".%L\"),A=M(\":%S\"),O=M(\"%I:%M\"),I=M(\"%I %p\"),D=M(\"%a %d\"),R=M(\"%b %d\"),L=M(\"%B\"),U=M(\"%Y\"),F=[[w,1,h],[w,5,5*h],[w,15,15*h],[w,30,30*h],[x,1,d],[x,5,5*d],[x,15,15*d],[x,30,30*d],[b,1,v],[b,3,3*v],[b,6,6*v],[b,12,12*v],[s,1,g],[s,2,2*g],[c,1,m],[e,1,y],[e,3,3*y],[t,1,_]];return T.invert=function(t){return new Date(S(t))},T.domain=function(t){return arguments.length?P(l.a.call(t,i)):P().map(r)},T.ticks=function(t,e){var n,r=P(),i=r[0],o=r[r.length-1],a=o<i;return a&&(n=i,i=o,o=n),n=E(t,i,o,e),n=n?n.range(i,o+1):[],a?n.reverse():n},T.tickFormat=function(t,e){return null==e?k:M(e)},T.nice=function(t,e){var r=P();return(t=E(t,r[0],r[r.length-1],e))?P(n.i(p.a)(r,t)):T},T.copy=function(){return n.i(f.c)(T,o(t,e,c,s,b,x,w,C,M))},T}var a=n(12),u=n(31),c=n(79),s=n(77),l=n(16),f=n(45),p=n(125);e.b=o;var h=1e3,d=60*h,v=60*d,g=24*v,m=7*g,y=30*g,_=365*g;e.a=function(){return o(c.b,c.o,c.p,c.a,c.q,c.r,c.s,c.t,s.timeFormat).domain([new Date(2e3,0,1),new Date(2e3,0,2)])}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(66);n.d(e,\"creator\",function(){return r.a});var i=n(247);n.d(e,\"local\",function(){return i.a});var o=n(130);n.d(e,\"matcher\",function(){return o.a});var a=n(248);n.d(e,\"mouse\",function(){return a.a});var u=n(67);n.d(e,\"namespace\",function(){return u.a});var c=n(68);n.d(e,\"namespaces\",function(){return c.a});var s=n(249);n.d(e,\"select\",function(){return s.a});var l=n(250);n.d(e,\"selectAll\",function(){return l.a});var f=n(7);n.d(e,\"selection\",function(){return f.a});var p=n(71);n.d(e,\"selector\",function(){return p.a});var h=n(133);n.d(e,\"selectorAll\",function(){return h.a});var d=n(278);n.d(e,\"touch\",function(){return d.a});var v=n(279);n.d(e,\"touches\",function(){return v.a});var g=n(73);n.d(e,\"window\",function(){return g.a});var m=n(70);n.d(e,\"event\",function(){return m.a}),n.d(e,\"customEvent\",function(){return m.b})},function(t,e,n){\"use strict\";var r=function(t){return function(){return this.matches(t)}};if(\"undefined\"!=typeof document){var i=document.documentElement;if(!i.matches){var o=i.webkitMatchesSelector||i.msMatchesSelector||i.mozMatchesSelector||i.oMatchesSelector;r=function(t){return function(){return o.call(this,t)}}}}e.a=r},function(t,e,n){\"use strict\";function r(t,e){this.ownerDocument=t.ownerDocument,this.namespaceURI=t.namespaceURI,this._next=null,this._parent=t,this.__data__=e}var i=n(132),o=n(7);e.b=r,e.a=function(){return new o.b(this._enter||this._groups.map(i.a),this._parents)},r.prototype={constructor:r,appendChild:function(t){return this._parent.insertBefore(t,this._next)},insertBefore:function(t,e){return this._parent.insertBefore(t,e)},querySelector:function(t){return this._parent.querySelector(t)},querySelectorAll:function(t){return this._parent.querySelectorAll(t)}}},function(t,e,n){\"use strict\";e.a=function(t){return new Array(t.length)}},function(t,e,n){\"use strict\";function r(){return[]}e.a=function(t){return null==t?r:function(){return this.querySelectorAll(t)}}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(280);n.d(e,\"arc\",function(){return r.a});var i=n(135);n.d(e,\"area\",function(){return i.a});var o=n(75);n.d(e,\"line\",function(){return o.a});var a=n(299);n.d(e,\"pie\",function(){return a.a});var u=n(300);n.d(e,\"radialArea\",function(){return u.a});var c=n(140);n.d(e,\"radialLine\",function(){return c.a});var s=n(302);n.d(e,\"symbol\",function(){return s.a}),n.d(e,\"symbols\",function(){return s.b});var l=n(141);n.d(e,\"symbolCircle\",function(){return l.a});var f=n(142);n.d(e,\"symbolCross\",function(){return f.a});var p=n(143);n.d(e,\"symbolDiamond\",function(){return p.a});var h=n(144);n.d(e,\"symbolSquare\",function(){return h.a});var d=n(145);n.d(e,\"symbolStar\",function(){return d.a});var v=n(146);n.d(e,\"symbolTriangle\",function(){return v.a});var g=n(147);n.d(e,\"symbolWye\",function(){return g.a});var m=n(282);n.d(e,\"curveBasisClosed\",function(){return m.a});var y=n(283);n.d(e,\"curveBasisOpen\",function(){return y.a});var _=n(46);n.d(e,\"curveBasis\",function(){return _.a});var b=n(284);n.d(e,\"curveBundle\",function(){return b.a});var x=n(136);n.d(e,\"curveCardinalClosed\",function(){return x.a});var w=n(137);n.d(e,\"curveCardinalOpen\",function(){return w.a});var C=n(47);n.d(e,\"curveCardinal\",function(){return C.a});var M=n(285);n.d(e,\"curveCatmullRomClosed\",function(){return M.a});var k=n(286);n.d(e,\"curveCatmullRomOpen\",function(){return k.a});var E=n(74);n.d(e,\"curveCatmullRom\",function(){return E.a});var T=n(287);n.d(e,\"curveLinearClosed\",function(){return T.a});var S=n(48);n.d(e,\"curveLinear\",function(){return S.a});var P=n(288);n.d(e,\"curveMonotoneX\",function(){return P.a}),n.d(e,\"curveMonotoneY\",function(){return P.b});var N=n(289);n.d(e,\"curveNatural\",function(){return N.a});var A=n(290);n.d(e,\"curveStep\",function(){return A.a}),n.d(e,\"curveStepAfter\",function(){return A.b}),n.d(e,\"curveStepBefore\",function(){return A.c});var O=n(301);n.d(e,\"stack\",function(){return O.a});var I=n(293);n.d(e,\"stackOffsetExpand\",function(){return I.a});var D=n(36);n.d(e,\"stackOffsetNone\",function(){return D.a});var R=n(294);n.d(e,\"stackOffsetSilhouette\",function(){return R.a});var L=n(295);n.d(e,\"stackOffsetWiggle\",function(){return L.a});var U=n(76);n.d(e,\"stackOrderAscending\",function(){return U.a});var F=n(296);n.d(e,\"stackOrderDescending\",function(){return F.a});var j=n(297);n.d(e,\"stackOrderInsideOut\",function(){return j.a});var B=n(37);n.d(e,\"stackOrderNone\",function(){return B.a});var W=n(298);n.d(e,\"stackOrderReverse\",function(){return W.a})},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(75),u=n(139);e.a=function(){function t(t){var e,i,o,a,u,g=t.length,m=!1,y=new Array(g),_=new Array(g);for(null==h&&(v=d(u=n.i(r.a)())),e=0;e<=g;++e){if(!(e<g&&p(a=t[e],e,t))===m)if(m=!m)i=e,v.areaStart(),v.lineStart();else{for(v.lineEnd(),v.lineStart(),o=e-1;o>=i;--o)v.point(y[o],_[o]);v.lineEnd(),v.areaEnd()}m&&(y[e]=+c(a,e,t),_[e]=+l(a,e,t),v.point(s?+s(a,e,t):y[e],f?+f(a,e,t):_[e]))}if(u)return v=null,u+\"\"||null}function e(){return n.i(a.a)().defined(p).curve(d).context(h)}var c=u.a,s=null,l=n.i(i.a)(0),f=u.b,p=n.i(i.a)(!0),h=null,d=o.a,v=null;return t.x=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),s=null,t):c},t.x0=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),t):c},t.x1=function(e){return arguments.length?(s=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):s},t.y=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),f=null,t):l},t.y0=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),t):l},t.y1=function(e){return arguments.length?(f=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):f},t.lineX0=t.lineY0=function(){return e().x(c).y(l)},t.lineY1=function(){return e().x(c).y(f)},t.lineX1=function(){return e().x(s).y(l)},t.defined=function(e){return arguments.length?(p=\"function\"==typeof e?e:n.i(i.a)(!!e),t):p},t.curve=function(e){return arguments.length?(d=e,null!=h&&(v=d(h)),t):d},t.context=function(e){return arguments.length?(null==e?h=v=null:v=d(h=e),t):h},t}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(49),o=n(47);e.b=r,r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(47);e.b=r,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._curve=t}function i(t){function e(e){return new r(t(e))}return e._curve=t,e}var o=n(48);n.d(e,\"b\",function(){return a}),e.a=i;var a=i(o.a);r.prototype={areaStart:function(){this._curve.areaStart()},areaEnd:function(){this._curve.areaEnd()},lineStart:function(){this._curve.lineStart()},lineEnd:function(){this._curve.lineEnd()},point:function(t,e){this._curve.point(e*Math.sin(t),e*-Math.cos(t))}}},function(t,e,n){\"use strict\";function r(t){return t[0]}function i(t){return t[1]}e.a=r,e.b=i},function(t,e,n){\"use strict\";function r(t){var e=t.curve;return t.angle=t.x,delete t.x,t.radius=t.y,delete t.y,t.curve=function(t){return arguments.length?e(n.i(i.a)(t)):e()._curve},t}var i=n(138),o=n(75);e.b=r,e.a=function(){return r(n.i(o.a)().curve(i.b))}},function(t,e,n){\"use strict\";var r=n(35);e.a={draw:function(t,e){var n=Math.sqrt(e/r.b);t.moveTo(n,0),t.arc(0,0,n,0,r.c)}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e/5)/2;t.moveTo(-3*n,-n),t.lineTo(-n,-n),t.lineTo(-n,-3*n),t.lineTo(n,-3*n),t.lineTo(n,-n),t.lineTo(3*n,-n),t.lineTo(3*n,n),t.lineTo(n,n),t.lineTo(n,3*n),t.lineTo(-n,3*n),t.lineTo(-n,n),t.lineTo(-3*n,n),t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(1/3),i=2*r;e.a={draw:function(t,e){var n=Math.sqrt(e/i),o=n*r;t.moveTo(0,-n),t.lineTo(o,0),t.lineTo(0,n),t.lineTo(-o,0),t.closePath()}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e),r=-n/2;t.rect(r,r,n,n)}}},function(t,e,n){\"use strict\";var r=n(35),i=.8908130915292852,o=Math.sin(r.b/10)/Math.sin(7*r.b/10),a=Math.sin(r.c/10)*o,u=-Math.cos(r.c/10)*o;e.a={draw:function(t,e){var n=Math.sqrt(e*i),o=a*n,c=u*n;t.moveTo(0,-n),t.lineTo(o,c);for(var s=1;s<5;++s){var l=r.c*s/5,f=Math.cos(l),p=Math.sin(l);t.lineTo(p*n,-f*n),t.lineTo(f*o-p*c,p*o+f*c)}t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(3);e.a={draw:function(t,e){var n=-Math.sqrt(e/(3*r));t.moveTo(0,2*n),t.lineTo(-r*n,-n),t.lineTo(r*n,-n),t.closePath()}}},function(t,e,n){\"use strict\";var r=-.5,i=Math.sqrt(3)/2,o=1/Math.sqrt(12),a=3*(o/2+1);e.a={draw:function(t,e){var n=Math.sqrt(e/a),u=n/2,c=n*o,s=u,l=n*o+n,f=-s,p=l;t.moveTo(u,c),t.lineTo(s,l),t.lineTo(f,p),t.lineTo(r*u-i*c,i*u+r*c),t.lineTo(r*s-i*l,i*s+r*l),t.lineTo(r*f-i*p,i*f+r*p),t.lineTo(r*u+i*c,r*c-i*u),t.lineTo(r*s+i*l,r*l-i*s),t.lineTo(r*f+i*p,r*p-i*f),t.closePath()}}},function(t,e,n){\"use strict\";function r(t){return t.toISOString()}var i=n(78);n.d(e,\"b\",function(){return o});var o=\"%Y-%m-%dT%H:%M:%S.%LZ\",a=Date.prototype.toISOString?r:n.i(i.d)(o);e.a=a},function(t,e,n){\"use strict\";function r(t){if(0<=t.y&&t.y<100){var e=new Date(-1,t.m,t.d,t.H,t.M,t.S,t.L);return e.setFullYear(t.y),e}return new Date(t.y,t.m,t.d,t.H,t.M,t.S,t.L)}function i(t){if(0<=t.y&&t.y<100){var e=new Date(Date.UTC(-1,t.m,t.d,t.H,t.M,t.S,t.L));return e.setUTCFullYear(t.y),e}return new Date(Date.UTC(t.y,t.m,t.d,t.H,t.M,t.S,t.L))}function o(t){return{y:t,m:0,d:1,H:0,M:0,S:0,L:0}}function a(t){function e(t,e){return function(n){var r,i,o,a=[],u=-1,c=0,s=t.length;for(n instanceof Date||(n=new Date(+n));++u<s;)37===t.charCodeAt(u)&&(a.push(t.slice(c,u)),null!=(i=et[r=t.charAt(++u)])?r=t.charAt(++u):i=\"e\"===r?\" \":\"0\",(o=e[r])&&(r=o(n,i)),a.push(r),c=u+1);return a.push(t.slice(c,u)),a.join(\"\")}}function n(t,e){return function(n){var r=o(1900),u=a(r,t,n+=\"\",0);if(u!=n.length)return null;if(\"p\"in r&&(r.H=r.H%12+12*r.p),\"W\"in r||\"U\"in r){\"w\"in r||(r.w=\"W\"in r?1:0);var c=\"Z\"in r?i(o(r.y)).getUTCDay():e(o(r.y)).getDay();r.m=0,r.d=\"W\"in r?(r.w+6)%7+7*r.W-(c+5)%7:r.w+7*r.U-(c+6)%7}return\"Z\"in r?(r.H+=r.Z/100|0,r.M+=r.Z%100,i(r)):e(r)}}function a(t,e,n,r){for(var i,o,a=0,u=e.length,c=n.length;a<u;){if(r>=c)return-1;if(i=e.charCodeAt(a++),37===i){if(i=e.charAt(a++),o=Ut[i in et?e.charAt(a++):i],!o||(r=o(t,n,r))<0)return-1}else if(i!=n.charCodeAt(r++))return-1}return r}function u(t,e,n){var r=kt.exec(e.slice(n));return r?(t.p=Et[r[0].toLowerCase()],n+r[0].length):-1}function c(t,e,n){var r=Pt.exec(e.slice(n));return r?(t.w=Nt[r[0].toLowerCase()],n+r[0].length):-1}function tt(t,e,n){var r=Tt.exec(e.slice(n));return r?(t.w=St[r[0].toLowerCase()],n+r[0].length):-1}function nt(t,e,n){var r=It.exec(e.slice(n));return r?(t.m=Dt[r[0].toLowerCase()],n+r[0].length):-1}function rt(t,e,n){var r=At.exec(e.slice(n));return r?(t.m=Ot[r[0].toLowerCase()],n+r[0].length):-1}function it(t,e,n){return a(t,mt,e,n)}function ot(t,e,n){return a(t,yt,e,n)}function at(t,e,n){return a(t,_t,e,n)}function ut(t){return wt[t.getDay()]}function ct(t){return xt[t.getDay()]}function st(t){return Mt[t.getMonth()]}function lt(t){return Ct[t.getMonth()]}function ft(t){return bt[+(t.getHours()>=12)]}function pt(t){return wt[t.getUTCDay()]}function ht(t){return xt[t.getUTCDay()]}function dt(t){return Mt[t.getUTCMonth()]}function vt(t){return Ct[t.getUTCMonth()]}function gt(t){return bt[+(t.getUTCHours()>=12)]}var mt=t.dateTime,yt=t.date,_t=t.time,bt=t.periods,xt=t.days,wt=t.shortDays,Ct=t.months,Mt=t.shortMonths,kt=s(bt),Et=l(bt),Tt=s(xt),St=l(xt),Pt=s(wt),Nt=l(wt),At=s(Ct),Ot=l(Ct),It=s(Mt),Dt=l(Mt),Rt={a:ut,A:ct,b:st,B:lt,c:null,d:k,e:k,H:E,I:T,j:S,L:P,m:N,M:A,p:ft,S:O,U:I,w:D,W:R,x:null,X:null,y:L,Y:U,Z:F,\"%\":J},Lt={a:pt,A:ht,b:dt,B:vt,c:null,d:j,e:j,H:B,I:W,j:V,L:z,m:H,M:q,p:gt,S:Y,U:K,w:G,W:$,x:null,X:null,y:X,Y:Z,Z:Q,\"%\":J},Ut={a:c,A:tt,b:nt,B:rt,c:it,d:y,e:y,H:b,I:b,j:_,L:C,m:m,M:x,p:u,S:w,U:p,w:f,W:h,x:ot,X:at,y:v,Y:d,Z:g,\"%\":M};return Rt.x=e(yt,Rt),Rt.X=e(_t,Rt),Rt.c=e(mt,Rt),Lt.x=e(yt,Lt),Lt.X=e(_t,Lt),Lt.c=e(mt,Lt),{format:function(t){var n=e(t+=\"\",Rt);return n.toString=function(){return t},n},parse:function(t){var e=n(t+=\"\",r);return e.toString=function(){return t},e},utcFormat:function(t){var n=e(t+=\"\",Lt);return n.toString=function(){return t},n},utcParse:function(t){var e=n(t,i);return e.toString=function(){return t},e}}}function u(t,e,n){var r=t<0?\"-\":\"\",i=(r?-t:t)+\"\",o=i.length;return r+(o<n?new Array(n-o+1).join(e)+i:i)}function c(t){return t.replace(it,\"\\\\$&\")}function s(t){return new RegExp(\"^(?:\"+t.map(c).join(\"|\")+\")\",\"i\")}function l(t){for(var e={},n=-1,r=t.length;++n<r;)e[t[n].toLowerCase()]=n;return e}function f(t,e,n){var r=nt.exec(e.slice(n,n+1));return r?(t.w=+r[0],n+r[0].length):-1}function p(t,e,n){var r=nt.exec(e.slice(n));return r?(t.U=+r[0],n+r[0].length):-1}function h(t,e,n){var r=nt.exec(e.slice(n));return r?(t.W=+r[0],n+r[0].length):-1}function d(t,e,n){var r=nt.exec(e.slice(n,n+4));return r?(t.y=+r[0],n+r[0].length):-1}function v(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.y=+r[0]+(+r[0]>68?1900:2e3),n+r[0].length):-1}function g(t,e,n){var r=/^(Z)|([+-]\\d\\d)(?:\\:?(\\d\\d))?/.exec(e.slice(n,n+6));return r?(t.Z=r[1]?0:-(r[2]+(r[3]||\"00\")),n+r[0].length):-1}function m(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.m=r[0]-1,n+r[0].length):-1}function y(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.d=+r[0],n+r[0].length):-1}function _(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.m=0,t.d=+r[0],n+r[0].length):-1}function b(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.H=+r[0],n+r[0].length):-1}function x(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.M=+r[0],n+r[0].length):-1}function w(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.S=+r[0],n+r[0].length):-1}function C(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.L=+r[0],n+r[0].length):-1}function M(t,e,n){var r=rt.exec(e.slice(n,n+1));return r?n+r[0].length:-1}function k(t,e){return u(t.getDate(),e,2)}function E(t,e){return u(t.getHours(),e,2)}function T(t,e){return u(t.getHours()%12||12,e,2)}function S(t,e){return u(1+tt.a.count(n.i(tt.b)(t),t),e,3)}function P(t,e){return u(t.getMilliseconds(),e,3)}function N(t,e){return u(t.getMonth()+1,e,2)}function A(t,e){return u(t.getMinutes(),e,2)}function O(t,e){return u(t.getSeconds(),e,2)}function I(t,e){return u(tt.c.count(n.i(tt.b)(t),t),e,2)}function D(t){return t.getDay()}function R(t,e){return u(tt.d.count(n.i(tt.b)(t),t),e,2)}function L(t,e){return u(t.getFullYear()%100,e,2)}function U(t,e){return u(t.getFullYear()%1e4,e,4)}function F(t){var e=t.getTimezoneOffset();return(e>0?\"-\":(e*=-1,\"+\"))+u(e/60|0,\"0\",2)+u(e%60,\"0\",2)}function j(t,e){return u(t.getUTCDate(),e,2)}function B(t,e){return u(t.getUTCHours(),e,2)}function W(t,e){return u(t.getUTCHours()%12||12,e,2)}function V(t,e){return u(1+tt.e.count(n.i(tt.f)(t),t),e,3)}function z(t,e){return u(t.getUTCMilliseconds(),e,3)}function H(t,e){return u(t.getUTCMonth()+1,e,2)}function q(t,e){return u(t.getUTCMinutes(),e,2)}function Y(t,e){return u(t.getUTCSeconds(),e,2)}function K(t,e){return u(tt.g.count(n.i(tt.f)(t),t),e,2)}function G(t){return t.getUTCDay()}function $(t,e){return u(tt.h.count(n.i(tt.f)(t),t),e,2)}function X(t,e){return u(t.getUTCFullYear()%100,e,2)}function Z(t,e){return u(t.getUTCFullYear()%1e4,e,4)}function Q(){return\"+0000\"}function J(){return\"%\"}var tt=n(79);e.a=a;var et={\"-\":\"\",_:\" \",0:\"0\"},nt=/^\\s*\\d+/,rt=/^%/,it=/[\\\\\\^\\$\\*\\+\\?\\|\\[\\]\\(\\)\\.\\{\\}]/g},function(t,e,n){\"use strict\";var r=n(8),i={listen:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!1),{remove:function(){t.removeEventListener(e,n,!1)}}):t.attachEvent?(t.attachEvent(\"on\"+e,n),{remove:function(){t.detachEvent(\"on\"+e,n)}}):void 0},capture:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!0),{remove:function(){t.removeEventListener(e,n,!0)}}):{remove:r}},registerDefault:function(){}};t.exports=i},function(t,e,n){\"use strict\";function r(t){try{t.focus()}catch(t){}}t.exports=r},function(t,e,n){\"use strict\";function r(){if(\"undefined\"==typeof document)return null;try{return document.activeElement||document.body}catch(t){return document.body}}t.exports=r},function(t,e){function n(){throw new Error(\"setTimeout has not been defined\")}function r(){throw new Error(\"clearTimeout has not been defined\")}function i(t){if(l===setTimeout)return setTimeout(t,0);if((l===n||!l)&&setTimeout)return l=setTimeout,setTimeout(t,0);try{return l(t,0)}catch(e){try{return l.call(null,t,0)}catch(e){return l.call(this,t,0)}}}function o(t){if(f===clearTimeout)return clearTimeout(t);if((f===r||!f)&&clearTimeout)return f=clearTimeout,clearTimeout(t);try{return f(t)}catch(e){try{return f.call(null,t)}catch(e){return f.call(this,t)}}}function a(){v&&h&&(v=!1,h.length?d=h.concat(d):g=-1,d.length&&u())}function u(){if(!v){var t=i(a);v=!0;for(var e=d.length;e;){for(h=d,d=[];++g<e;)h&&h[g].run();g=-1,e=d.length}h=null,v=!1,o(t)}}function c(t,e){this.fun=t,this.array=e}function s(){}var l,f,p=t.exports={};!function(){try{l=\"function\"==typeof setTimeout?setTimeout:n}catch(t){l=n}try{f=\"function\"==typeof clearTimeout?clearTimeout:r}catch(t){f=r}}();var h,d=[],v=!1,g=-1;p.nextTick=function(t){var e=new Array(arguments.length-1);if(arguments.length>1)for(var n=1;n<arguments.length;n++)e[n-1]=arguments[n];d.push(new c(t,e)),1!==d.length||v||i(u)},c.prototype.run=function(){this.fun.apply(null,this.array)},p.title=\"browser\",p.browser=!0,p.env={},p.argv=[],p.version=\"\",p.versions={},p.on=s,p.addListener=s,p.once=s,p.off=s,p.removeListener=s,p.removeAllListeners=s,p.emit=s,p.binding=function(t){throw new Error(\"process.binding is not supported\")},p.cwd=function(){return\"/\"},p.chdir=function(t){throw new Error(\"process.chdir is not supported\")},p.umask=function(){\n",
+       "return 0}},function(t,e,n){\"use strict\";function r(t,e){return t+e.charAt(0).toUpperCase()+e.substring(1)}var i={animationIterationCount:!0,borderImageOutset:!0,borderImageSlice:!0,borderImageWidth:!0,boxFlex:!0,boxFlexGroup:!0,boxOrdinalGroup:!0,columnCount:!0,flex:!0,flexGrow:!0,flexPositive:!0,flexShrink:!0,flexNegative:!0,flexOrder:!0,gridRow:!0,gridColumn:!0,fontWeight:!0,lineClamp:!0,lineHeight:!0,opacity:!0,order:!0,orphans:!0,tabSize:!0,widows:!0,zIndex:!0,zoom:!0,fillOpacity:!0,floodOpacity:!0,stopOpacity:!0,strokeDasharray:!0,strokeDashoffset:!0,strokeMiterlimit:!0,strokeOpacity:!0,strokeWidth:!0},o=[\"Webkit\",\"ms\",\"Moz\",\"O\"];Object.keys(i).forEach(function(t){o.forEach(function(e){i[r(e,t)]=i[t]})});var a={background:{backgroundAttachment:!0,backgroundColor:!0,backgroundImage:!0,backgroundPositionX:!0,backgroundPositionY:!0,backgroundRepeat:!0},backgroundPosition:{backgroundPositionX:!0,backgroundPositionY:!0},border:{borderWidth:!0,borderStyle:!0,borderColor:!0},borderBottom:{borderBottomWidth:!0,borderBottomStyle:!0,borderBottomColor:!0},borderLeft:{borderLeftWidth:!0,borderLeftStyle:!0,borderLeftColor:!0},borderRight:{borderRightWidth:!0,borderRightStyle:!0,borderRightColor:!0},borderTop:{borderTopWidth:!0,borderTopStyle:!0,borderTopColor:!0},font:{fontStyle:!0,fontVariant:!0,fontWeight:!0,fontSize:!0,lineHeight:!0,fontFamily:!0},outline:{outlineWidth:!0,outlineStyle:!0,outlineColor:!0}},u={isUnitlessNumber:i,shorthandPropertyExpansions:a};t.exports=u},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}var i=n(2),o=n(17),a=(n(0),function(){function t(e){r(this,t),this._callbacks=null,this._contexts=null,this._arg=e}return t.prototype.enqueue=function(t,e){this._callbacks=this._callbacks||[],this._callbacks.push(t),this._contexts=this._contexts||[],this._contexts.push(e)},t.prototype.notifyAll=function(){var t=this._callbacks,e=this._contexts,n=this._arg;if(t&&e){t.length!==e.length?i(\"24\"):void 0,this._callbacks=null,this._contexts=null;for(var r=0;r<t.length;r++)t[r].call(e[r],n);t.length=0,e.length=0}},t.prototype.checkpoint=function(){return this._callbacks?this._callbacks.length:0},t.prototype.rollback=function(t){this._callbacks&&this._contexts&&(this._callbacks.length=t,this._contexts.length=t)},t.prototype.reset=function(){this._callbacks=null,this._contexts=null},t.prototype.destructor=function(){this.reset()},t}());t.exports=o.addPoolingTo(a)},function(t,e,n){\"use strict\";function r(t){return!!s.hasOwnProperty(t)||!c.hasOwnProperty(t)&&(u.test(t)?(s[t]=!0,!0):(c[t]=!0,!1))}function i(t,e){return null==e||t.hasBooleanValue&&!e||t.hasNumericValue&&isNaN(e)||t.hasPositiveNumericValue&&e<1||t.hasOverloadedBooleanValue&&e===!1}var o=n(21),a=(n(4),n(9),n(394)),u=(n(1),new RegExp(\"^[\"+o.ATTRIBUTE_NAME_START_CHAR+\"][\"+o.ATTRIBUTE_NAME_CHAR+\"]*$\")),c={},s={},l={createMarkupForID:function(t){return o.ID_ATTRIBUTE_NAME+\"=\"+a(t)},setAttributeForID:function(t,e){t.setAttribute(o.ID_ATTRIBUTE_NAME,e)},createMarkupForRoot:function(){return o.ROOT_ATTRIBUTE_NAME+'=\"\"'},setAttributeForRoot:function(t){t.setAttribute(o.ROOT_ATTRIBUTE_NAME,\"\")},createMarkupForProperty:function(t,e){var n=o.properties.hasOwnProperty(t)?o.properties[t]:null;if(n){if(i(n,e))return\"\";var r=n.attributeName;return n.hasBooleanValue||n.hasOverloadedBooleanValue&&e===!0?r+'=\"\"':r+\"=\"+a(e)}return o.isCustomAttribute(t)?null==e?\"\":t+\"=\"+a(e):null},createMarkupForCustomAttribute:function(t,e){return r(t)&&null!=e?t+\"=\"+a(e):\"\"},setValueForProperty:function(t,e,n){var r=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(r){var a=r.mutationMethod;if(a)a(t,n);else{if(i(r,n))return void this.deleteValueForProperty(t,e);if(r.mustUseProperty)t[r.propertyName]=n;else{var u=r.attributeName,c=r.attributeNamespace;c?t.setAttributeNS(c,u,\"\"+n):r.hasBooleanValue||r.hasOverloadedBooleanValue&&n===!0?t.setAttribute(u,\"\"):t.setAttribute(u,\"\"+n)}}}else if(o.isCustomAttribute(e))return void l.setValueForAttribute(t,e,n)},setValueForAttribute:function(t,e,n){if(r(e)){null==n?t.removeAttribute(e):t.setAttribute(e,\"\"+n)}},deleteValueForAttribute:function(t,e){t.removeAttribute(e)},deleteValueForProperty:function(t,e){var n=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(n){var r=n.mutationMethod;if(r)r(t,void 0);else if(n.mustUseProperty){var i=n.propertyName;n.hasBooleanValue?t[i]=!1:t[i]=\"\"}else t.removeAttribute(n.attributeName)}else o.isCustomAttribute(e)&&t.removeAttribute(e)}};t.exports=l},function(t,e,n){\"use strict\";var r={hasCachedChildNodes:1};t.exports=r},function(t,e,n){\"use strict\";function r(){if(this._rootNodeID&&this._wrapperState.pendingUpdate){this._wrapperState.pendingUpdate=!1;var t=this._currentElement.props,e=u.getValue(t);null!=e&&i(this,Boolean(t.multiple),e)}}function i(t,e,n){var r,i,o=c.getNodeFromInstance(t).options;if(e){for(r={},i=0;i<n.length;i++)r[\"\"+n[i]]=!0;for(i=0;i<o.length;i++){var a=r.hasOwnProperty(o[i].value);o[i].selected!==a&&(o[i].selected=a)}}else{for(r=\"\"+n,i=0;i<o.length;i++)if(o[i].value===r)return void(o[i].selected=!0);o.length&&(o[0].selected=!0)}}function o(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return this._rootNodeID&&(this._wrapperState.pendingUpdate=!0),s.asap(r,this),n}var a=n(3),u=n(85),c=n(4),s=n(11),l=(n(1),!1),f={getHostProps:function(t,e){return a({},e,{onChange:t._wrapperState.onChange,value:void 0})},mountWrapper:function(t,e){var n=u.getValue(e);t._wrapperState={pendingUpdate:!1,initialValue:null!=n?n:e.defaultValue,listeners:null,onChange:o.bind(t),wasMultiple:Boolean(e.multiple)},void 0===e.value||void 0===e.defaultValue||l||(l=!0)},getSelectValueContext:function(t){return t._wrapperState.initialValue},postUpdateWrapper:function(t){var e=t._currentElement.props;t._wrapperState.initialValue=void 0;var n=t._wrapperState.wasMultiple;t._wrapperState.wasMultiple=Boolean(e.multiple);var r=u.getValue(e);null!=r?(t._wrapperState.pendingUpdate=!1,i(t,Boolean(e.multiple),r)):n!==Boolean(e.multiple)&&(null!=e.defaultValue?i(t,Boolean(e.multiple),e.defaultValue):i(t,Boolean(e.multiple),e.multiple?[]:\"\"))}};t.exports=f},function(t,e,n){\"use strict\";var r,i={injectEmptyComponentFactory:function(t){r=t}},o={create:function(t){return r(t)}};o.injection=i,t.exports=o},function(t,e,n){\"use strict\";var r={logTopLevelRenders:!1};t.exports=r},function(t,e,n){\"use strict\";function r(t){return u?void 0:a(\"111\",t.type),new u(t)}function i(t){return new c(t)}function o(t){return t instanceof c}var a=n(2),u=(n(0),null),c=null,s={injectGenericComponentClass:function(t){u=t},injectTextComponentClass:function(t){c=t}},l={createInternalComponent:r,createInstanceForText:i,isTextComponent:o,injection:s};t.exports=l},function(t,e,n){\"use strict\";function r(t){return o(document.documentElement,t)}var i=n(353),o=n(320),a=n(151),u=n(152),c={hasSelectionCapabilities:function(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return e&&(\"input\"===e&&\"text\"===t.type||\"textarea\"===e||\"true\"===t.contentEditable)},getSelectionInformation:function(){var t=u();return{focusedElem:t,selectionRange:c.hasSelectionCapabilities(t)?c.getSelection(t):null}},restoreSelection:function(t){var e=u(),n=t.focusedElem,i=t.selectionRange;e!==n&&r(n)&&(c.hasSelectionCapabilities(n)&&c.setSelection(n,i),a(n))},getSelection:function(t){var e;if(\"selectionStart\"in t)e={start:t.selectionStart,end:t.selectionEnd};else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var n=document.selection.createRange();n.parentElement()===t&&(e={start:-n.moveStart(\"character\",-t.value.length),end:-n.moveEnd(\"character\",-t.value.length)})}else e=i.getOffsets(t);return e||{start:0,end:0}},setSelection:function(t,e){var n=e.start,r=e.end;if(void 0===r&&(r=n),\"selectionStart\"in t)t.selectionStart=n,t.selectionEnd=Math.min(r,t.value.length);else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var o=t.createTextRange();o.collapse(!0),o.moveStart(\"character\",n),o.moveEnd(\"character\",r-n),o.select()}else i.setOffsets(t,e)}};t.exports=c},function(t,e,n){\"use strict\";function r(t,e){for(var n=Math.min(t.length,e.length),r=0;r<n;r++)if(t.charAt(r)!==e.charAt(r))return r;return t.length===e.length?-1:n}function i(t){return t?t.nodeType===D?t.documentElement:t.firstChild:null}function o(t){return t.getAttribute&&t.getAttribute(A)||\"\"}function a(t,e,n,r,i){var o;if(x.logTopLevelRenders){var a=t._currentElement.props.child,u=a.type;o=\"React mount: \"+(\"string\"==typeof u?u:u.displayName||u.name),console.time(o)}var c=M.mountComponent(t,n,null,_(t,e),i,0);o&&console.timeEnd(o),t._renderedComponent._topLevelWrapper=t,j._mountImageIntoNode(c,e,t,r,n)}function u(t,e,n,r){var i=E.ReactReconcileTransaction.getPooled(!n&&b.useCreateElement);i.perform(a,null,t,e,i,n,r),E.ReactReconcileTransaction.release(i)}function c(t,e,n){for(M.unmountComponent(t,n),e.nodeType===D&&(e=e.documentElement);e.lastChild;)e.removeChild(e.lastChild)}function s(t){var e=i(t);if(e){var n=y.getInstanceFromNode(e);return!(!n||!n._hostParent)}}function l(t){return!(!t||t.nodeType!==I&&t.nodeType!==D&&t.nodeType!==R)}function f(t){var e=i(t),n=e&&y.getInstanceFromNode(e);return n&&!n._hostParent?n:null}function p(t){var e=f(t);return e?e._hostContainerInfo._topLevelWrapper:null}var h=n(2),d=n(20),v=n(21),g=n(26),m=n(51),y=(n(15),n(4)),_=n(347),b=n(349),x=n(160),w=n(40),C=(n(9),n(363)),M=n(24),k=n(88),E=n(11),T=n(38),S=n(169),P=(n(0),n(55)),N=n(95),A=(n(1),v.ID_ATTRIBUTE_NAME),O=v.ROOT_ATTRIBUTE_NAME,I=1,D=9,R=11,L={},U=1,F=function(){this.rootID=U++};F.prototype.isReactComponent={},F.prototype.render=function(){return this.props.child},F.isReactTopLevelWrapper=!0;var j={TopLevelWrapper:F,_instancesByReactRootID:L,scrollMonitor:function(t,e){e()},_updateRootComponent:function(t,e,n,r,i){return j.scrollMonitor(r,function(){k.enqueueElementInternal(t,e,n),i&&k.enqueueCallbackInternal(t,i)}),t},_renderNewRootComponent:function(t,e,n,r){l(e)?void 0:h(\"37\"),m.ensureScrollValueMonitoring();var i=S(t,!1);E.batchedUpdates(u,i,e,n,r);var o=i._instance.rootID;return L[o]=i,i},renderSubtreeIntoContainer:function(t,e,n,r){return null!=t&&w.has(t)?void 0:h(\"38\"),j._renderSubtreeIntoContainer(t,e,n,r)},_renderSubtreeIntoContainer:function(t,e,n,r){k.validateCallback(r,\"ReactDOM.render\"),g.isValidElement(e)?void 0:h(\"39\",\"string\"==typeof e?\" Instead of passing a string like 'div', pass React.createElement('div') or <div />.\":\"function\"==typeof e?\" Instead of passing a class like Foo, pass React.createElement(Foo) or <Foo />.\":null!=e&&void 0!==e.props?\" This may be caused by unintentionally loading two independent copies of React.\":\"\");var a,u=g.createElement(F,{child:e});if(t){var c=w.get(t);a=c._processChildContext(c._context)}else a=T;var l=p(n);if(l){var f=l._currentElement,d=f.props.child;if(N(d,e)){var v=l._renderedComponent.getPublicInstance(),m=r&&function(){r.call(v)};return j._updateRootComponent(l,u,a,n,m),v}j.unmountComponentAtNode(n)}var y=i(n),_=y&&!!o(y),b=s(n),x=_&&!l&&!b,C=j._renderNewRootComponent(u,n,x,a)._renderedComponent.getPublicInstance();return r&&r.call(C),C},render:function(t,e,n){return j._renderSubtreeIntoContainer(null,t,e,n)},unmountComponentAtNode:function(t){l(t)?void 0:h(\"40\");var e=p(t);if(!e){s(t),1===t.nodeType&&t.hasAttribute(O);return!1}return delete L[e._instance.rootID],E.batchedUpdates(c,e,t,!1),!0},_mountImageIntoNode:function(t,e,n,o,a){if(l(e)?void 0:h(\"41\"),o){var u=i(e);if(C.canReuseMarkup(t,u))return void y.precacheNode(n,u);var c=u.getAttribute(C.CHECKSUM_ATTR_NAME);u.removeAttribute(C.CHECKSUM_ATTR_NAME);var s=u.outerHTML;u.setAttribute(C.CHECKSUM_ATTR_NAME,c);var f=t,p=r(f,s),v=\" (client) \"+f.substring(p-20,p+20)+\"\\n (server) \"+s.substring(p-20,p+20);e.nodeType===D?h(\"42\",v):void 0}if(e.nodeType===D?h(\"43\"):void 0,a.useCreateElement){for(;e.lastChild;)e.removeChild(e.lastChild);d.insertTreeBefore(e,t,null)}else P(e,t),y.precacheNode(n,e.firstChild)}};t.exports=j},function(t,e,n){\"use strict\";var r=n(2),i=n(26),o=(n(0),{HOST:0,COMPOSITE:1,EMPTY:2,getType:function(t){return null===t||t===!1?o.EMPTY:i.isValidElement(t)?\"function\"==typeof t.type?o.COMPOSITE:o.HOST:void r(\"26\",t)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return null==e?i(\"30\"):void 0,null==t?e:Array.isArray(t)?Array.isArray(e)?(t.push.apply(t,e),t):(t.push(e),t):Array.isArray(e)?[t].concat(e):[t,e]}var i=n(2);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){Array.isArray(t)?t.forEach(e,n):t&&e.call(n,t)}t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e;(e=t._renderedNodeType)===i.COMPOSITE;)t=t._renderedComponent;return e===i.HOST?t._renderedComponent:e===i.EMPTY?null:void 0}var i=n(164);t.exports=r},function(t,e,n){\"use strict\";function r(){return!o&&i.canUseDOM&&(o=\"textContent\"in document.documentElement?\"textContent\":\"innerText\"),o}var i=n(6),o=null;t.exports=r},function(t,e,n){\"use strict\";function r(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}function i(t){return\"function\"==typeof t&&\"undefined\"!=typeof t.prototype&&\"function\"==typeof t.prototype.mountComponent&&\"function\"==typeof t.prototype.receiveComponent}function o(t,e){var n;if(null===t||t===!1)n=s.create(o);else if(\"object\"==typeof t){var u=t,c=u.type;if(\"function\"!=typeof c&&\"string\"!=typeof c){var p=\"\";p+=r(u._owner),a(\"130\",null==c?c:typeof c,p)}\"string\"==typeof u.type?n=l.createInternalComponent(u):i(u.type)?(n=new u.type(u),n.getHostNode||(n.getHostNode=n.getNativeNode)):n=new f(u)}else\"string\"==typeof t||\"number\"==typeof t?n=l.createInstanceForText(t):a(\"131\",typeof t);return n._mountIndex=0,n._mountImage=null,n}var a=n(2),u=n(3),c=n(344),s=n(159),l=n(161),f=(n(391),n(0),n(1),function(t){this.construct(t)});u(f.prototype,c,{_instantiateReactComponent:o}),t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return\"input\"===e?!!i[t.type]:\"textarea\"===e}var i={color:!0,date:!0,datetime:!0,\"datetime-local\":!0,email:!0,month:!0,number:!0,password:!0,range:!0,search:!0,tel:!0,text:!0,time:!0,url:!0,week:!0};t.exports=r},function(t,e,n){\"use strict\";var r=n(6),i=n(54),o=n(55),a=function(t,e){if(e){var n=t.firstChild;if(n&&n===t.lastChild&&3===n.nodeType)return void(n.nodeValue=e)}t.textContent=e};r.canUseDOM&&(\"textContent\"in document.documentElement||(a=function(t,e){return 3===t.nodeType?void(t.nodeValue=e):void o(t,i(e))})),t.exports=a},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(2),u=(n(15),n(359)),c=n(390),s=(n(0),n(84)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=Function.prototype.toString,n=Object.prototype.hasOwnProperty,r=RegExp(\"^\"+e.call(n).replace(/[\\\\^$.*+?()[\\]{}|]/g,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\");try{var i=e.call(t);return r.test(i)}catch(t){return!1}}function i(t){var e=s(t);if(e){var n=e.childIDs;l(t),n.forEach(i)}}function o(t,e,n){return\"\\n    in \"+(t||\"Unknown\")+(e?\" (at \"+e.fileName.replace(/^.*[\\\\\\/]/,\"\")+\":\"+e.lineNumber+\")\":n?\" (created by \"+n+\")\":\"\")}function a(t){return null==t?\"#empty\":\"string\"==typeof t||\"number\"==typeof t?\"#text\":\"string\"==typeof t.type?t.type:t.type.displayName||t.type.name||\"Unknown\"}function u(t){var e,n=k.getDisplayName(t),r=k.getElement(t),i=k.getOwnerID(t);return i&&(e=k.getDisplayName(i)),o(n,r&&r._source,e)}var c,s,l,f,p,h,d,v=n(28),g=n(15),m=(n(0),n(1),\"function\"==typeof Array.from&&\"function\"==typeof Map&&r(Map)&&null!=Map.prototype&&\"function\"==typeof Map.prototype.keys&&r(Map.prototype.keys)&&\"function\"==typeof Set&&r(Set)&&null!=Set.prototype&&\"function\"==typeof Set.prototype.keys&&r(Set.prototype.keys));if(m){var y=new Map,_=new Set;c=function(t,e){y.set(t,e)},s=function(t){return y.get(t)},l=function(t){y.delete(t)},f=function(){return Array.from(y.keys())},p=function(t){_.add(t)},h=function(t){_.delete(t)},d=function(){return Array.from(_.keys())}}else{var b={},x={},w=function(t){return\".\"+t},C=function(t){return parseInt(t.substr(1),10)};c=function(t,e){var n=w(t);b[n]=e},s=function(t){var e=w(t);return b[e]},l=function(t){var e=w(t);delete b[e]},f=function(){return Object.keys(b).map(C)},p=function(t){var e=w(t);x[e]=!0},h=function(t){var e=w(t);delete x[e]},d=function(){return Object.keys(x).map(C)}}var M=[],k={onSetChildren:function(t,e){var n=s(t);n?void 0:v(\"144\"),n.childIDs=e;for(var r=0;r<e.length;r++){var i=e[r],o=s(i);o?void 0:v(\"140\"),null==o.childIDs&&\"object\"==typeof o.element&&null!=o.element?v(\"141\"):void 0,o.isMounted?void 0:v(\"71\"),null==o.parentID&&(o.parentID=t),o.parentID!==t?v(\"142\",i,o.parentID,t):void 0}},onBeforeMountComponent:function(t,e,n){var r={element:e,parentID:n,text:null,childIDs:[],isMounted:!1,updateCount:0};c(t,r)},onBeforeUpdateComponent:function(t,e){var n=s(t);n&&n.isMounted&&(n.element=e)},onMountComponent:function(t){var e=s(t);e?void 0:v(\"144\"),e.isMounted=!0;var n=0===e.parentID;n&&p(t)},onUpdateComponent:function(t){var e=s(t);e&&e.isMounted&&e.updateCount++},onUnmountComponent:function(t){var e=s(t);if(e){e.isMounted=!1;var n=0===e.parentID;n&&h(t)}M.push(t)},purgeUnmountedComponents:function(){if(!k._preventPurging){for(var t=0;t<M.length;t++){var e=M[t];i(e)}M.length=0}},isMounted:function(t){var e=s(t);return!!e&&e.isMounted},getCurrentStackAddendum:function(t){var e=\"\";if(t){var n=a(t),r=t._owner;e+=o(n,t._source,r&&r.getName())}var i=g.current,u=i&&i._debugID;return e+=k.getStackAddendumByID(u)},getStackAddendumByID:function(t){for(var e=\"\";t;)e+=u(t),t=k.getParentID(t);return e},getChildIDs:function(t){var e=s(t);return e?e.childIDs:[]},getDisplayName:function(t){var e=k.getElement(t);return e?a(e):null},getElement:function(t){var e=s(t);return e?e.element:null},getOwnerID:function(t){var e=k.getElement(t);return e&&e._owner?e._owner._debugID:null},getParentID:function(t){var e=s(t);return e?e.parentID:null},getSource:function(t){var e=s(t),n=e?e.element:null,r=null!=n?n._source:null;return r},getText:function(t){var e=k.getElement(t);return\"string\"==typeof e?e:\"number\"==typeof e?\"\"+e:null},getUpdateCount:function(t){var e=s(t);return e?e.updateCount:0},getRootIDs:d,getRegisteredIDs:f};t.exports=k},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){\"use strict\";var r=!1;t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},,function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=\"function\"==typeof Symbol&&\"symbol\"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&\"function\"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?\"symbol\":typeof t},c=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),s=n(41),l=r(s),f=n(129),p=n(64),h=n(30),d=n(77),v=n(112),g=n(134),m=n(10),y=n(39),_=n(56),b=r(_),x=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceArrayVisualizer=t,t.topOffset=28,t.leftOffset=80,t.height=350,t.effectFormat=(0,h.format)(\".2\"),t.redraw=(0,y.debounce)(function(){return t.draw()},200),t}return a(e,t),c(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.onTopGroup=this.svg.append(\"g\"),this.xaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-xaxis\"),this.yaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-yaxis\"),this.hoverGroup1=this.svg.append(\"g\"),this.hoverGroup2=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.hoverLine=this.svg.append(\"line\"),this.hoverxOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hoverx=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.hoverxTitle=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"opacity\",.6).attr(\"font-size\",\"12px\"),this.hoveryOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hovery=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.xlabel=this.wrapper.select(\".additive-force-array-xlabel\"),this.ylabel=this.wrapper.select(\".additive-force-array-ylabel\");var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in b.default.colors?e=b.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=b.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,m.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)});var n=(0,h.format)(\",.4\");if(null!=this.props.ordering_keys&&null!=this.props.ordering_keys_time_format){var r=function(t){return\"object\"==(\"undefined\"==typeof t?\"undefined\":u(t))?this.formatTime(t):n(t)};this.parseTime=(0,d.timeParse)(this.props.ordering_keys_time_format),this.formatTime=(0,d.timeFormat)(this.props.ordering_keys_time_format),this.xtickFormat=r}else this.parseTime=null,this.formatTime=null,this.xtickFormat=n;this.xscale=(0,p.scaleLinear)(),this.xaxis=(0,v.axisBottom)().scale(this.xscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.xtickFormat(e)}).tickPadding(-18),this.ytickFormat=n,this.yscale=(0,p.scaleLinear)(),this.yaxis=(0,v.axisLeft)().scale(this.yscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.ytickFormat(t.invLinkFunction(e))}).tickPadding(2),this.xlabel.node().onchange=function(){return t.internalDraw()},this.ylabel.node().onchange=function(){return t.internalDraw()},this.svg.on(\"mousemove\",function(e){return t.mouseMoved(e)}),this.svg.on(\"click\",function(){return alert(\"This original index of the sample you clicked is \"+t.nearestExpIndex)}),this.svg.on(\"mouseout\",function(e){return t.mouseOut(e)}),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"mouseOut\",value:function(){this.hoverLine.attr(\"display\",\"none\"),this.hoverx.attr(\"display\",\"none\"),this.hoverxOutline.attr(\"display\",\"none\"),this.hoverxTitle.attr(\"display\",\"none\"),this.hovery.attr(\"display\",\"none\"),this.hoveryOutline.attr(\"display\",\"none\"),this.hoverGroup1.attr(\"display\",\"none\"),this.hoverGroup2.attr(\"display\",\"none\")}},{key:\"mouseMoved\",value:function(){var t=this,e=void 0,n=void 0;this.hoverLine.attr(\"display\",\"\"),this.hoverx.attr(\"display\",\"\"),this.hoverxOutline.attr(\"display\",\"\"),this.hoverxTitle.attr(\"display\",\"\"),this.hovery.attr(\"display\",\"\"),this.hoveryOutline.attr(\"display\",\"\"),this.hoverGroup1.attr(\"display\",\"\"),this.hoverGroup2.attr(\"display\",\"\");var r=(0,f.mouse)(this.svg.node())[0];if(this.props.explanations){for(e=0;e<this.currExplanations.length;++e)(!n||Math.abs(n.xmapScaled-r)>Math.abs(this.currExplanations[e].xmapScaled-r))&&(n=this.currExplanations[e]);this.nearestExpIndex=n.origInd,this.hoverLine.attr(\"x1\",n.xmapScaled).attr(\"x2\",n.xmapScaled).attr(\"y1\",0+this.topOffset).attr(\"y2\",this.height),this.hoverx.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxOutline.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxTitle.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-18).text(n.count>1?n.count+\" averaged samples\":\"\"),this.hovery.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint))),this.hoveryOutline.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint)));for(var i=[],o=void 0,a=void 0,u=this.currPosOrderedFeatures.length-1;u>=0;--u){var c=this.currPosOrderedFeatures[u],s=n.features[c];a=5+(s.posyTop+s.posyBottom)/2,(!o||a-o>=15)&&s.posyTop-s.posyBottom>=6&&(i.push(s),o=a)}var l=[];o=void 0;var p=!0,h=!1,d=void 0;try{for(var v,g=this.currNegOrderedFeatures[Symbol.iterator]();!(p=(v=g.next()).done);p=!0){var m=v.value,y=n.features[m];a=5+(y.negyTop+y.negyBottom)/2,(!o||o-a>=15)&&y.negyTop-y.negyBottom>=6&&(l.push(y),o=a)}}catch(t){h=!0,d=t}finally{try{!p&&g.return&&g.return()}finally{if(h)throw d}}var _=function(e){var r=\"\";return null!==e.value&&void 0!==e.value&&(r=\" = \"+(isNaN(e.value)?e.value:t.ytickFormat(e.value))),n.count>1?\"mean(\"+t.props.featureNames[e.ind]+\")\"+r:t.props.featureNames[e.ind]+r},b=this.hoverGroup1.selectAll(\".pos-values\").data(i);b.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(b).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),b.exit().remove();var x=this.hoverGroup2.selectAll(\".pos-values\").data(i);x.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(x).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[0]).text(_),x.exit().remove();var w=this.hoverGroup1.selectAll(\".neg-values\").data(l);w.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(w).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),w.exit().remove();var C=this.hoverGroup2.selectAll(\".neg-values\").data(l);C.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(C).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[1]).text(_),C.exit().remove()}}},{key:\"draw\",value:function(){var t=this;if(this.props.explanations&&0!==this.props.explanations.length){(0,y.each)(this.props.explanations,function(t,e){return t.origInd=e});var e={},n={},r={},i=!0,o=!1,a=void 0;try{for(var u,c=this.props.explanations[Symbol.iterator]();!(i=(u=c.next()).done);i=!0){var s=u.value;for(var l in s.features)void 0===e[l]&&(e[l]=0,n[l]=0,r[l]=0),s.features[l].effect>0?e[l]+=s.features[l].effect:n[l]-=s.features[l].effect,null!==s.features[l].value&&void 0!==s.features[l].value&&(r[l]+=1)}}catch(t){o=!0,a=t}finally{try{!i&&c.return&&c.return()}finally{if(o)throw a}}this.usedFeatures=(0,y.sortBy)((0,y.keys)(e),function(t){return-(e[t]+n[t])}),console.log(\"found \",this.usedFeatures.length,\" used features\"),this.posOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return e[t]}),this.negOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return-n[t]}),this.singleValueFeatures=(0,y.filter)(this.usedFeatures,function(t){return r[t]>0});var f=[\"sample order by similarity\",\"sample order by output value\",\"original sample ordering\"].concat(this.singleValueFeatures.map(function(e){return t.props.featureNames[e]}));null!=this.props.ordering_keys&&f.unshift(\"sample order by key\");var p=this.xlabel.selectAll(\"option\").data(f);p.enter().append(\"option\").merge(p).attr(\"value\",function(t){return t}).text(function(t){return t}),p.exit().remove();var h=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";f=(0,y.map)(this.usedFeatures,function(e){return[t.props.featureNames[e],t.props.featureNames[e]+\" effects\"]}),f.unshift([\"model output value\",h]);var d=this.ylabel.selectAll(\"option\").data(f);d.enter().append(\"option\").merge(d).attr(\"value\",function(t){return t[0]}).text(function(t){return t[1]}),d.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var t=this,e=!0,n=!1,r=void 0;try{for(var i,o=this.props.explanations[Symbol.iterator]();!(e=(i=o.next()).done);e=!0){var a=i.value,c=!0,s=!1,l=void 0;try{for(var f,h=this.usedFeatures[Symbol.iterator]();!(c=(f=h.next()).done);c=!0){var d=f.value;a.features.hasOwnProperty(d)||(a.features[d]={effect:0,value:0}),a.features[d].ind=d}}catch(t){s=!0,l=t}finally{try{!c&&h.return&&h.return()}finally{if(s)throw l}}}}catch(t){n=!0,r=t}finally{try{!e&&o.return&&o.return()}finally{if(n)throw r}}var v=void 0,m=this.xlabel.node().value,_=\"sample order by key\"===m&&null!=this.props.ordering_keys_time_format;if(_?this.xscale=(0,p.scaleTime)():this.xscale=(0,p.scaleLinear)(),this.xaxis.scale(this.xscale),\"sample order by similarity\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.simIndex}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by output value\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return-t.outValue}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"original sample ordering\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.origInd}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by key\"===m)v=this.props.explanations,_?(0,y.each)(v,function(e,n){return e.xmap=t.parseTime(t.props.ordering_keys[n])}):(0,y.each)(v,function(e,n){return e.xmap=t.props.ordering_keys[n]}),v=(0,y.sortBy)(v,function(t){return t.xmap});else{var b=function(){var e=(0,y.findKey)(t.props.featureNames,function(t){return t===m});(0,y.each)(t.props.explanations,function(t,n){return t.xmap=t.features[e].value});var n=(0,y.sortBy)(t.props.explanations,function(t){return t.xmap}),r=(0,y.map)(n,function(t){return t.xmap});if(\"string\"==typeof r[0])return alert(\"Ordering by category names is not yet supported.\"),{v:void 0};var i=(0,y.min)(r),o=(0,y.max)(r),a=(o-i)/100;v=[];for(var u=void 0,c=void 0,s=0;s<n.length;++s){var l=n[s];if(u&&!c&&l.xmap-u.xmap<=a||c&&l.xmap-c.xmap<=a){c||(c=(0,y.cloneDeep)(u),c.count=1);var f=!0,p=!1,h=void 0;try{for(var d,g=t.usedFeatures[Symbol.iterator]();!(f=(d=g.next()).done);f=!0){var _=d.value;c.features[_].effect+=l.features[_].effect,c.features[_].value+=l.features[_].value;\n",
+       "}}catch(t){p=!0,h=t}finally{try{!f&&g.return&&g.return()}finally{if(p)throw h}}c.count+=1}else if(u)if(c){var b=!0,x=!1,w=void 0;try{for(var C,M=t.usedFeatures[Symbol.iterator]();!(b=(C=M.next()).done);b=!0){var k=C.value;c.features[k].effect/=c.count,c.features[k].value/=c.count}}catch(t){x=!0,w=t}finally{try{!b&&M.return&&M.return()}finally{if(x)throw w}}v.push(c),c=void 0}else v.push(u);u=l}u.xmap-v[v.length-1].xmap>a&&v.push(u)}();if(\"object\"===(\"undefined\"==typeof b?\"undefined\":u(b)))return b.v}this.currUsedFeatures=this.usedFeatures,this.currPosOrderedFeatures=this.posOrderedFeatures,this.currNegOrderedFeatures=this.negOrderedFeatures;var x=this.ylabel.node().value;if(\"model output value\"!==x){var w=v;v=(0,y.cloneDeep)(v);for(var C=(0,y.findKey)(this.props.featureNames,function(t){return t===x}),M=0;M<v.length;++M){var k=v[M].features[C];v[M].features={},v[M].features[C]=k,w[M].remapped_version=v[M]}this.currUsedFeatures=[C],this.currPosOrderedFeatures=[C],this.currNegOrderedFeatures=[C]}this.currExplanations=v,\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link),this.predValues=(0,y.map)(v,function(t){return(0,y.sum)((0,y.map)(t.features,function(t){return t.effect}))});var E=this.wrapper.node().offsetWidth;if(0==E)return setTimeout(function(){return t.draw(v)},500);this.svg.style(\"height\",this.height+\"px\"),this.svg.style(\"width\",E+\"px\");var T=(0,y.map)(v,function(t){return t.xmap});this.xscale.domain([(0,y.min)(T),(0,y.max)(T)]).range([this.leftOffset,E]).clamp(!0),this.xaxisElement.attr(\"transform\",\"translate(0,\"+this.topOffset+\")\").call(this.xaxis);for(var S=0;S<this.currExplanations.length;++S)this.currExplanations[S].xmapScaled=this.xscale(this.currExplanations[S].xmap);for(var P=v.length,N=0,A=0;A<P;++A){var O=v[A].features,I=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect>0}),function(t){return t.effect}))||0,D=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect<0}),function(t){return-t.effect}))||0;N=Math.max(N,2.2*Math.max(I,D))}this.yscale.domain([-N/2,N/2]).range([this.height-10,this.topOffset]),this.yaxisElement.attr(\"transform\",\"translate(\"+this.leftOffset+\",0)\").call(this.yaxis);for(var R=0;R<P;++R){var L=v[R].features,U=(0,y.sum)((0,y.map)((0,y.filter)(L,function(t){return t.effect<0}),function(t){return-t.effect}))||0,F=-U,j=void 0,B=!0,W=!1,V=void 0;try{for(var z,H=this.currPosOrderedFeatures[Symbol.iterator]();!(B=(z=H.next()).done);B=!0)j=z.value,L[j].posyTop=this.yscale(F),L[j].effect>0&&(F+=L[j].effect),L[j].posyBottom=this.yscale(F),L[j].ind=j}catch(t){W=!0,V=t}finally{try{!B&&H.return&&H.return()}finally{if(W)throw V}}var q=F,Y=!0,K=!1,G=void 0;try{for(var $,X=this.currNegOrderedFeatures[Symbol.iterator]();!(Y=($=X.next()).done);Y=!0)j=$.value,L[j].negyTop=this.yscale(F),L[j].effect<0&&(F-=L[j].effect),L[j].negyBottom=this.yscale(F)}catch(t){K=!0,G=t}finally{try{!Y&&X.return&&X.return()}finally{if(K)throw G}}v[R].joinPoint=q,v[R].joinPointy=this.yscale(q)}var Z=(0,g.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),Q=this.mainGroup.selectAll(\".force-bar-array-area-pos\").data(this.currUsedFeatures);Q.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-pos\").merge(Q).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[0]),Q.exit().remove();var J=this.mainGroup.selectAll(\".force-bar-array-area-neg\").data(this.currUsedFeatures);J.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-neg\").merge(J).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[1]),J.exit().remove();var tt=this.mainGroup.selectAll(\".force-bar-array-divider-pos\").data(this.currUsedFeatures);tt.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-pos\").merge(tt).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[0].brighter(1.2)}),tt.exit().remove();var et=this.mainGroup.selectAll(\".force-bar-array-divider-neg\").data(this.currUsedFeatures);et.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-neg\").merge(et).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[1].brighter(1.5)}),et.exit().remove();for(var nt=function(t,e,n,r,i){var o=void 0,a=void 0;\"pos\"===i?(o=t[n].features[e].posyBottom,a=t[n].features[e].posyTop):(o=t[n].features[e].negyBottom,a=t[n].features[e].negyTop);for(var u=void 0,c=void 0,s=n+1;s<=r;++s)\"pos\"===i?(u=t[s].features[e].posyBottom,c=t[s].features[e].posyTop):(u=t[s].features[e].negyBottom,c=t[s].features[e].negyTop),u>o&&(o=u),c<a&&(a=c);return{top:o,bottom:a}},rt=100,it=20,ot=100,at=[],ut=[\"pos\",\"neg\"],ct=0;ct<ut.length;ct++){var st=ut[ct],lt=!0,ft=!1,pt=void 0;try{for(var ht,dt=this.currUsedFeatures[Symbol.iterator]();!(lt=(ht=dt.next()).done);lt=!0)for(var vt=ht.value,gt=0,mt=0,yt=0,_t={top:0,bottom:0},bt=void 0;mt<P-1;){for(;yt<rt&&mt<P-1;)++mt,yt=v[mt].xmapScaled-v[gt].xmapScaled;for(_t=nt(v,vt,gt,mt,st);_t.bottom-_t.top<it&&gt<mt;)++gt,_t=nt(v,vt,gt,mt,st);if(yt=v[mt].xmapScaled-v[gt].xmapScaled,_t.bottom-_t.top>=it&&yt>=rt){for(;mt<P-1;){if(++mt,bt=nt(v,vt,gt,mt,st),!(bt.bottom-bt.top>it)){--mt;break}_t=bt}yt=v[mt].xmapScaled-v[gt].xmapScaled,at.push([(v[mt].xmapScaled+v[gt].xmapScaled)/2,(_t.top+_t.bottom)/2,this.props.featureNames[vt]]);var xt=v[mt].xmapScaled;for(gt=mt;xt+ot>v[gt].xmapScaled&&gt<P-1;)++gt;mt=gt}}}catch(t){ft=!0,pt=t}finally{try{!lt&&dt.return&&dt.return()}finally{if(ft)throw pt}}}var wt=this.onTopGroup.selectAll(\".force-bar-array-flabels\").data(at);wt.enter().append(\"text\").attr(\"class\",\"force-bar-array-flabels\").merge(wt).attr(\"x\",function(t){return t[0]}).attr(\"y\",function(t){return t[1]+4}).text(function(t){return t[2]}),wt.exit().remove()}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return l.default.createElement(\"div\",{ref:function(e){return t.wrapper=(0,f.select)(e)},style:{textAlign:\"center\"}},l.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-array-wrapper {\\n            text-align: center;\\n          }\\n          .force-bar-array-xaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-xaxis .domain {\\n            opacity: 0;\\n          }\\n          .force-bar-array-xaxis paths {\\n            display: none;\\n          }\\n          .force-bar-array-yaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-yaxis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\\n          .force-bar-array-flabels {\\n            font-size: 12px;\\n            fill: #fff;\\n            text-anchor: middle;\\n          }\\n          .additive-force-array-xlabel {\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            margin-left: 80px;\\n            max-width: 300px;\\n          }\\n          .additive-force-array-xlabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-ylabel {\\n            position: relative;\\n            top: 0px;\\n            left: 0px;\\n            transform: rotate(-90deg);\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            max-width: 150px;\\n          }\\n          .additive-force-array-ylabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-hoverLine {\\n            stroke-width: 1px;\\n            stroke: #fff;\\n            opacity: 1;\\n          }\"}}),l.default.createElement(\"select\",{className:\"additive-force-array-xlabel\"}),l.default.createElement(\"div\",{style:{height:\"0px\",textAlign:\"left\"}},l.default.createElement(\"select\",{className:\"additive-force-array-ylabel\"})),l.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,f.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}}))}}]),e}(l.default.Component);x.defaultProps={plot_cmap:\"RdBu\",ordering_keys:null,ordering_keys_time_format:null},e.default=x},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(129),f=n(64),p=n(30),h=n(112),d=n(134),v=n(10),g=n(39),m=n(56),y=r(m),b=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceVisualizer=t,t.effectFormat=(0,p.format)(\".2\"),t.redraw=(0,g.debounce)(function(){return t.draw()},200),t}return a(e,t),u(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.axisElement=this.mainGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-axis\"),this.onTopGroup=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.joinPointLine=this.svg.append(\"line\"),this.joinPointLabelOutline=this.svg.append(\"text\"),this.joinPointLabel=this.svg.append(\"text\"),this.joinPointTitleLeft=this.svg.append(\"text\"),this.joinPointTitleLeftArrow=this.svg.append(\"text\"),this.joinPointTitle=this.svg.append(\"text\"),this.joinPointTitleRightArrow=this.svg.append(\"text\"),this.joinPointTitleRight=this.svg.append(\"text\"),this.hoverLabelBacking=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),this.hoverLabel=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"fill\",\"#0f0\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)});var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in y.default.colors?e=y.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=y.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,v.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)}),this.colors.map(function(e,n){var r=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-grad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");r.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.6),r.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0);var i=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-backgrad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");i.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.5),i.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0)}),this.tickFormat=(0,p.format)(\",.4\"),this.scaleCentered=(0,f.scaleLinear)(),this.axis=(0,h.axisBottom)().scale(this.scaleCentered).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.tickFormat(t.invLinkFunction(e))}).tickPadding(-18),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"draw\",value:function(){var t=this;(0,g.each)(this.props.featureNames,function(e,n){t.props.features[n]&&(t.props.features[n].name=e)}),\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link);var e=this.svg.node().parentNode.offsetWidth;if(0==e)return setTimeout(function(){return t.draw(t.props)},500);this.svg.style(\"height\",\"150px\"),this.svg.style(\"width\",e+\"px\");var n=50,r=(0,g.sortBy)(this.props.features,function(t){return-1/(t.effect+1e-10)}),i=(0,g.sum)((0,g.map)(r,function(t){return Math.abs(t.effect)})),o=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect>0}),function(t){return t.effect}))||0,a=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect<0}),function(t){return-t.effect}))||0;this.domainSize=3*Math.max(o,a);var u=(0,f.scaleLinear)().domain([0,this.domainSize]).range([0,e]),c=e/2-u(a);this.scaleCentered.domain([-this.domainSize/2,this.domainSize/2]).range([0,e]).clamp(!0),this.axisElement.attr(\"transform\",\"translate(0,\"+n+\")\").call(this.axis);var s=0,l=void 0,h=void 0,v=void 0;for(l=0;l<r.length;++l)r[l].x=s,r[l].effect<0&&void 0===h&&(h=s,v=l),s+=Math.abs(r[l].effect);void 0===h&&(h=s,v=l);var m=(0,d.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),y=function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name};r=this.props.hideBars?[]:r;var b=this.mainGroup.selectAll(\".force-bar-blocks\").data(r);b.enter().append(\"path\").attr(\"class\",\"force-bar-blocks\").merge(b).attr(\"d\",function(t,e){var r=u(t.x)+c,i=u(Math.abs(t.effect)),o=t.effect<0?-4:4,a=o;return e===v&&(o=0),e===v-1&&(a=0),m([[r,6+n],[r+i,6+n],[r+i+a,14.5+n],[r+i,23+n],[r,23+n],[r+o,14.5+n]])}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).on(\"mouseover\",function(e){if(u(Math.abs(e.effect))<u(i)/50||u(Math.abs(e.effect))<10){var r=u(e.x)+c,o=u(Math.abs(e.effect));t.hoverLabel.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).attr(\"fill\",e.effect>0?t.colors[0]:t.colors[1]).text(y(e)),t.hoverLabelBacking.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).text(y(e))}}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),b.exit().remove();var x=_.filter(r,function(t){return u(Math.abs(t.effect))>u(i)/50&&u(Math.abs(t.effect))>10}),w=this.onTopGroup.selectAll(\".force-bar-labels\").data(x);if(w.exit().remove(),w=w.enter().append(\"text\").attr(\"class\",\"force-bar-labels\").attr(\"font-size\",\"12px\").attr(\"y\",48+n).merge(w).text(function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).attr(\"stroke\",function(t){return t.textWidth=Math.max(this.getComputedTextLength(),u(Math.abs(t.effect))-10),t.innerTextWidth=this.getComputedTextLength(),\"none\"}),this.filteredData=x,r.length>0){s=h+u.invert(5);for(var C=v;C<r.length;++C)r[C].textx=s,s+=u.invert(r[C].textWidth+10);s=h-u.invert(5);for(var M=v-1;M>=0;--M)r[M].textx=s,s-=u.invert(r[M].textWidth+10)}w.attr(\"x\",function(t){return u(t.textx)+c+(t.effect>0?-t.textWidth/2:t.textWidth/2)}).attr(\"text-anchor\",\"middle\"),x=(0,g.filter)(x,function(n){return u(n.textx)+c>t.props.labelMargin&&u(n.textx)+c<e-t.props.labelMargin}),this.filteredData2=x;var k=x.slice(),E=(0,g.findIndex)(r,x[0])-1;E>=0&&k.unshift(r[E]);var T=this.mainGroup.selectAll(\".force-bar-labelBacking\").data(x);T.enter().append(\"path\").attr(\"class\",\"force-bar-labelBacking\").attr(\"stroke\",\"none\").attr(\"opacity\",.2).merge(T).attr(\"d\",function(t){return m([[u(t.x)+u(Math.abs(t.effect))+c,23+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,33+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,33+n],[u(t.x)+c,23+n]])}).attr(\"fill\",function(t){return\"url(#linear-backgrad-\"+(t.effect>0?0:1)+\")\"}),T.exit().remove();var S=this.mainGroup.selectAll(\".force-bar-labelDividers\").data(x.slice(0,-1));S.enter().append(\"rect\").attr(\"class\",\"force-bar-labelDividers\").attr(\"height\",\"21px\").attr(\"width\",\"1px\").attr(\"y\",33+n).merge(S).attr(\"x\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+4.5}).attr(\"fill\",function(t){return\"url(#linear-grad-\"+(t.effect>0?0:1)+\")\"}),S.exit().remove();var P=this.mainGroup.selectAll(\".force-bar-labelLinks\").data(x.slice(0,-1));P.enter().append(\"line\").attr(\"class\",\"force-bar-labelLinks\").attr(\"y1\",23+n).attr(\"y2\",33+n).attr(\"stroke-opacity\",.5).attr(\"stroke-width\",1).merge(P).attr(\"x1\",function(t){return u(t.x)+u(Math.abs(t.effect))+c}).attr(\"x2\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5}).attr(\"stroke\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}),P.exit().remove();var N=this.mainGroup.selectAll(\".force-bar-blockDividers\").data(r.slice(0,-1));N.enter().append(\"path\").attr(\"class\",\"force-bar-blockDividers\").attr(\"stroke-width\",2).attr(\"fill\",\"none\").merge(N).attr(\"d\",function(t){var e=u(t.x)+u(Math.abs(t.effect))+c;return m([[e,6+n],[e+(t.effect<0?-4:4),14.5+n],[e,23+n]])}).attr(\"stroke\",function(e,n){return v===n+1||Math.abs(e.effect)<1e-8?\"#rgba(0,0,0,0)\":e.effect>0?t.brighterColors[0]:t.brighterColors[1]}),N.exit().remove(),this.joinPointLine.attr(\"x1\",u(h)+c).attr(\"x2\",u(h)+c).attr(\"y1\",0+n).attr(\"y2\",6+n).attr(\"stroke\",\"#F2F2F2\").attr(\"stroke-width\",1).attr(\"opacity\",1),this.joinPointLabelOutline.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"color\",\"#fff\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",6).text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),console.log(\"joinPoint\",h,c,n,a),this.joinPointLabel.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),this.joinPointTitle.attr(\"x\",u(h)+c).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(this.props.outNames[0]).attr(\"opacity\",.5),this.props.hideBars||(this.joinPointTitleLeft.attr(\"x\",u(h)+c-16).attr(\"y\",-38+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"higher\").attr(\"opacity\",1),this.joinPointTitleRight.attr(\"x\",u(h)+c+16).attr(\"y\",-38+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"lower\").attr(\"opacity\",1),this.joinPointTitleLeftArrow.attr(\"x\",u(h)+c+7).attr(\"y\",-42+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"→\").attr(\"opacity\",1),this.joinPointTitleRightArrow.attr(\"x\",u(h)+c-7).attr(\"y\",-36+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"←\").attr(\"opacity\",1)),this.props.hideBaseValueLabel||this.baseValueTitle.attr(\"x\",this.scaleCentered(0)).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(\"base value\").attr(\"opacity\",.5)}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return s.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,l.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}},s.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-axis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-axis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\"}}))}}]),e}(s.default.Component);b.defaultProps={plot_cmap:\"RdBu\"},e.default=b},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(64),f=n(30),p=n(39),h=n(56),d=r(h),v=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return t.width=100,window.lastSimpleListInstance=t,t.effectFormat=(0,f.format)(\".2\"),t}return a(e,t),u(e,[{key:\"render\",value:function(){var t=this,e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in d.default.colors?e=d.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=d.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),console.log(this.props.features,this.props.features),this.scale=(0,l.scaleLinear)().domain([0,(0,p.max)((0,p.map)(this.props.features,function(t){return Math.abs(t.effect)}))]).range([0,this.width]);var n=(0,p.reverse)((0,p.sortBy)(Object.keys(this.props.features),function(e){return Math.abs(t.props.features[e].effect)})),r=n.map(function(n){var r=t.props.features[n],i=t.props.featureNames[n],o={width:t.scale(Math.abs(r.effect)),height:\"20px\",background:r.effect<0?e[0]:e[1],display:\"inline-block\"},a=void 0,u=void 0,c={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginRight:\"5px\",textAlign:\"right\"},l={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginLeft:\"5px\"};return r.effect<0?(u=s.default.createElement(\"span\",{style:l},i),c.width=40+t.width-t.scale(Math.abs(r.effect)),c.textAlign=\"right\",c.color=\"#999\",c.fontSize=\"13px\",a=s.default.createElement(\"span\",{style:c},t.effectFormat(r.effect))):(c.textAlign=\"right\",a=s.default.createElement(\"span\",{style:c},i),l.width=40,l.textAlign=\"left\",l.color=\"#999\",l.fontSize=\"13px\",u=s.default.createElement(\"span\",{style:l},t.effectFormat(r.effect))),s.default.createElement(\"div\",{key:n,style:{marginTop:\"2px\"}},a,s.default.createElement(\"div\",{style:o}),u)});return s.default.createElement(\"span\",null,r)}}]),e}(s.default.Component);v.defaultProps={plot_cmap:\"RdBu\"},e.default=v},function(t,e,n){\"use strict\";t.exports=n(345)},function(t,e,n){var r=(n(0),n(398)),i=!1;t.exports=function(t){t=t||{};var e=t.shouldRejectClick||r;i=!0,n(22).injection.injectEventPluginsByName({TapEventPlugin:n(396)(e)})}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(102),n(184),n(105),n(187),n(109),n(108)},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(29)},function(t,e,n){\"use strict\";n(18),n(29),n(57)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(18)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(18),n(29),n(57)},function(t,e,n){\"use strict\";n(104)},function(t,e,n){\"use strict\";n(110)},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t,e,n){var r=t(n);return\"translate(\"+(isFinite(r)?r:e(n))+\",0)\"}function i(t,e,n){var r=t(n);return\"translate(0,\"+(isFinite(r)?r:e(n))+\")\"}function o(t){var e=t.bandwidth()/2;return t.round()&&(e=Math.round(e)),function(n){return t(n)+e}}function a(){return!this.__axis}function u(t,e){function n(n){var p,b=null==c?e.ticks?e.ticks.apply(e,u):e.domain():c,x=null==s?e.tickFormat?e.tickFormat.apply(e,u):h.a:s,w=Math.max(l,0)+_,C=t===d||t===g?r:i,M=e.range(),k=M[0]+.5,E=M[M.length-1]+.5,T=(e.bandwidth?o:h.a)(e.copy()),S=n.selection?n.selection():n,P=S.selectAll(\".domain\").data([null]),N=S.selectAll(\".tick\").data(b,e).order(),A=N.exit(),O=N.enter().append(\"g\").attr(\"class\",\"tick\"),I=N.select(\"line\"),D=N.select(\"text\"),R=t===d||t===m?-1:1,L=t===m||t===v?(p=\"x\",\"y\"):(p=\"y\",\"x\");P=P.merge(P.enter().insert(\"path\",\".tick\").attr(\"class\",\"domain\").attr(\"stroke\",\"#000\")),N=N.merge(O),I=I.merge(O.append(\"line\").attr(\"stroke\",\"#000\").attr(p+\"2\",R*l).attr(L+\"1\",.5).attr(L+\"2\",.5)),D=D.merge(O.append(\"text\").attr(\"fill\",\"#000\").attr(p,R*w).attr(L,.5).attr(\"dy\",t===d?\"0em\":t===g?\"0.71em\":\"0.32em\")),n!==S&&(P=P.transition(n),N=N.transition(n),I=I.transition(n),D=D.transition(n),A=A.transition(n).attr(\"opacity\",y).attr(\"transform\",function(t){return C(T,this.parentNode.__axis||T,t)}),O.attr(\"opacity\",y).attr(\"transform\",function(t){return C(this.parentNode.__axis||T,T,t)})),A.remove(),P.attr(\"d\",t===m||t==v?\"M\"+R*f+\",\"+k+\"H0.5V\"+E+\"H\"+R*f:\"M\"+k+\",\"+R*f+\"V0.5H\"+E+\"V\"+R*f),N.attr(\"opacity\",1).attr(\"transform\",function(t){return C(T,T,t)}),I.attr(p+\"2\",R*l),D.attr(p,R*w).text(x),S.filter(a).attr(\"fill\",\"none\").attr(\"font-size\",10).attr(\"font-family\",\"sans-serif\").attr(\"text-anchor\",t===v?\"start\":t===m?\"end\":\"middle\"),S.each(function(){this.__axis=T})}var u=[],c=null,s=null,l=6,f=6,_=3;return n.scale=function(t){return arguments.length?(e=t,n):e},n.ticks=function(){return u=p.a.call(arguments),n},n.tickArguments=function(t){return arguments.length?(u=null==t?[]:p.a.call(t),n):u.slice()},n.tickValues=function(t){return arguments.length?(c=null==t?null:p.a.call(t),n):c&&c.slice()},n.tickFormat=function(t){return arguments.length?(s=t,n):s},n.tickSize=function(t){return arguments.length?(l=f=+t,n):l},n.tickSizeInner=function(t){return arguments.length?(l=+t,n):l},n.tickSizeOuter=function(t){return arguments.length?(f=+t,n):f},n.tickPadding=function(t){return arguments.length?(_=+t,n):_},n}function c(t){return u(d,t)}function s(t){return u(v,t)}function l(t){return u(g,t)}function f(t){return u(m,t)}var p=n(200),h=n(202);e.a=c,e.b=s,e.c=l,e.d=f;var d=1,v=2,g=3,m=4,y=1e-6},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=(n(206),n(207),n(58));n.d(e,\"a\",function(){return r.a});n(205),n(208),n(204)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(58)},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t){n.add(t)});else if(t){var i=-1,o=t.length;if(null==e)for(;++i<o;)n.add(t[i]);else for(;++i<o;)n.add(e(t[i],i,t))}return n}var o=n(58),a=o.a.prototype;r.prototype=i.prototype={constructor:r,has:a.has,add:function(t){return t+=\"\",this[o.b+t]=t,this},remove:a.remove,clear:a.clear,values:a.keys,size:a.size,empty:a.empty,each:a.each}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.h,t.s,t.l,t.opacity);t instanceof u.d||(t=n.i(u.e)(t));var e=t.r/255,r=t.g/255,i=t.b/255,a=(g*i+d*e-v*r)/(g+d-v),s=i-a,l=(h*(r-a)-f*s)/p,m=Math.sqrt(l*l+s*s)/(h*a*(1-a)),y=m?Math.atan2(l,s)*c.a-120:NaN;return new o(y<0?y+360:y,m,a,t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}var a=n(60),u=n(59),c=n(113);e.a=i;var s=-.14861,l=1.78277,f=-.29227,p=-.90649,h=1.97294,d=h*p,v=h*l,g=l*f-p*s;n.i(a.a)(o,i,n.i(a.b)(u.f,{brighter:function(t){return t=null==t?u.g:Math.pow(u.g,t),new o(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?u.h:Math.pow(u.h,t),new o(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=isNaN(this.h)?0:(this.h+120)*c.b,e=+this.l,n=isNaN(this.s)?0:this.s*e*(1-e),r=Math.cos(t),i=Math.sin(t);return new u.d(255*(e+n*(s*r+l*i)),255*(e+n*(f*r+p*i)),255*(e+n*(h*r)),this.opacity)}}))},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.l,t.a,t.b,t.opacity);if(t instanceof p){var e=t.h*v.b;return new o(t.l,Math.cos(e)*t.c,Math.sin(e)*t.c,t.opacity)}t instanceof d.d||(t=n.i(d.e)(t));var r=s(t.r),i=s(t.g),u=s(t.b),c=a((.4124564*r+.3575761*i+.1804375*u)/m),l=a((.2126729*r+.7151522*i+.072175*u)/y),f=a((.0193339*r+.119192*i+.9503041*u)/_);return new o(116*l-16,500*(c-l),200*(l-f),t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.l=+t,this.a=+e,this.b=+n,this.opacity=+r}function a(t){return t>C?Math.pow(t,1/3):t/w+b}function u(t){return t>x?t*t*t:w*(t-b)}function c(t){return 255*(t<=.0031308?12.92*t:1.055*Math.pow(t,1/2.4)-.055)}function s(t){return(t/=255)<=.04045?t/12.92:Math.pow((t+.055)/1.055,2.4)}function l(t){if(t instanceof p)return new p(t.h,t.c,t.l,t.opacity);t instanceof o||(t=r(t));var e=Math.atan2(t.b,t.a)*v.a;return new p(e<0?e+360:e,Math.sqrt(t.a*t.a+t.b*t.b),t.l,t.opacity)}function f(t,e,n,r){return 1===arguments.length?l(t):new p(t,e,n,null==r?1:r)}function p(t,e,n,r){this.h=+t,this.c=+e,this.l=+n,this.opacity=+r}var h=n(60),d=n(59),v=n(113);e.a=i,e.b=f;var g=18,m=.95047,y=1,_=1.08883,b=4/29,x=6/29,w=3*x*x,C=x*x*x;n.i(h.a)(o,i,n.i(h.b)(d.f,{brighter:function(t){return new o(this.l+g*(null==t?1:t),this.a,this.b,this.opacity)},darker:function(t){return new o(this.l-g*(null==t?1:t),this.a,this.b,this.opacity)},rgb:function(){var t=(this.l+16)/116,e=isNaN(this.a)?t:t+this.a/500,n=isNaN(this.b)?t:t-this.b/200;return t=y*u(t),e=m*u(e),n=_*u(n),new d.d(c(3.2404542*e-1.5371385*t-.4985314*n),c(-.969266*e+1.8760108*t+.041556*n),c(.0556434*e-.2040259*t+1.0572252*n),this.opacity)}})),n.i(h.a)(p,f,n.i(h.b)(d.f,{brighter:function(t){return new p(this.h,this.c,this.l+g*(null==t?1:t),this.opacity)},darker:function(t){return new p(this.h,this.c,this.l-g*(null==t?1:t),this.opacity)},rgb:function(){return r(this).rgb()}}))},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.formatPrefix,o}var i=n(117);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){\n",
+       "return u}),e.a=r;var o,a,u;r({decimal:\".\",thousands:\",\",grouping:[3],currency:[\"$\",\"\"]})},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.toPrecision(e);t:for(var n,r=t.length,i=1,o=-1;i<r;++i)switch(t[i]){case\".\":o=n=i;break;case\"0\":0===o&&(o=i),n=i;break;case\"e\":break t;default:o>0&&(o=0)}return o>0?t.slice(0,o)+t.slice(n+1):t}},function(t,e,n){\"use strict\";e.a=function(t,e){return function(n,r){for(var i=n.length,o=[],a=0,u=t[0],c=0;i>0&&u>0&&(c+u+1>r&&(u=Math.max(1,r-c)),o.push(n.substring(i-=u,i+u)),!((c+=u+1)>r));)u=t[a=(a+1)%t.length];return o.reverse().join(e)}}},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t,e){var i=n.i(r.a)(t,e);if(!i)return t+\"\";var o=i[0],a=i[1];return a<0?\"0.\"+new Array(-a).join(\"0\")+o:o.length>a+1?o.slice(0,a+1)+\".\"+o.slice(a+1):o+new Array(a-o.length+2).join(\"0\")}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t){return Math.max(0,-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return Math.max(0,3*Math.max(-8,Math.min(8,Math.floor(n.i(r.a)(e)/3)))-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return t=Math.abs(t),e=Math.abs(e)-t,Math.max(0,n.i(r.a)(e)-n.i(r.a)(t))+1}},function(t,e,n){\"use strict\";function r(t){return function e(r){function a(e,a){var u=t((e=n.i(i.cubehelix)(e)).h,(a=n.i(i.cubehelix)(a)).h),c=n.i(o.a)(e.s,a.s),s=n.i(o.a)(e.l,a.l),l=n.i(o.a)(e.opacity,a.opacity);return function(t){return e.h=u(t),e.s=c(t),e.l=s(Math.pow(t,r)),e.opacity=l(t),e+\"\"}}return r=+r,a.gamma=e,a}(1)}var i=n(10),o=n(32);n.d(e,\"a\",function(){return a});var a=(r(o.b),r(o.a))},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hcl)(e)).h,(r=n.i(i.hcl)(r)).h),u=n.i(o.a)(e.c,r.c),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.c=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hsl)(e)).h,(r=n.i(i.hsl)(r)).h),u=n.i(o.a)(e.s,r.s),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.s=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";n(10),n(32)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return Math.round(t+e*n)}}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i});var r=180/Math.PI,i={translateX:0,translateY:0,rotate:0,skewX:0,scaleX:1,scaleY:1};e.b=function(t,e,n,i,o,a){var u,c,s;return(u=Math.sqrt(t*t+e*e))&&(t/=u,e/=u),(s=t*n+e*i)&&(n-=t*s,i-=e*s),(c=Math.sqrt(n*n+i*i))&&(n/=c,i/=c,s/=c),t*i<e*n&&(t=-t,e=-e,s=-s,u=-u),{translateX:o,translateY:a,rotate:Math.atan2(e,t)*r,skewX:Math.atan(s)*r,scaleX:u,scaleY:c}}},function(t,e,n){\"use strict\";function r(t,e,r,o){function a(t){return t.length?t.pop()+\" \":\"\"}function u(t,o,a,u,c,s){if(t!==a||o!==u){var l=c.push(\"translate(\",null,e,null,r);s.push({i:l-4,x:n.i(i.a)(t,a)},{i:l-2,x:n.i(i.a)(o,u)})}else(a||u)&&c.push(\"translate(\"+a+e+u+r)}function c(t,e,r,u){t!==e?(t-e>180?e+=360:e-t>180&&(t+=360),u.push({i:r.push(a(r)+\"rotate(\",null,o)-2,x:n.i(i.a)(t,e)})):e&&r.push(a(r)+\"rotate(\"+e+o)}function s(t,e,r,u){t!==e?u.push({i:r.push(a(r)+\"skewX(\",null,o)-2,x:n.i(i.a)(t,e)}):e&&r.push(a(r)+\"skewX(\"+e+o)}function l(t,e,r,o,u,c){if(t!==r||e!==o){var s=u.push(a(u)+\"scale(\",null,\",\",null,\")\");c.push({i:s-4,x:n.i(i.a)(t,r)},{i:s-2,x:n.i(i.a)(e,o)})}else 1===r&&1===o||u.push(a(u)+\"scale(\"+r+\",\"+o+\")\")}return function(e,n){var r=[],i=[];return e=t(e),n=t(n),u(e.translateX,e.translateY,n.translateX,n.translateY,r,i),c(e.rotate,n.rotate,r,i),s(e.skewX,n.skewX,r,i),l(e.scaleX,e.scaleY,n.scaleX,n.scaleY,r,i),e=n=null,function(t){for(var e,n=-1,o=i.length;++n<o;)r[(e=i[n]).i]=e.x(t);return r.join(\"\")}}}var i=n(43),o=n(226);r(o.a,\"px, \",\"px)\",\"deg)\"),r(o.b,\", \",\")\",\")\")},function(t,e,n){\"use strict\";function r(t){return\"none\"===t?o.a:(a||(a=document.createElement(\"DIV\"),u=document.documentElement,c=document.defaultView),a.style.transform=t,t=c.getComputedStyle(u.appendChild(a),null).getPropertyValue(\"transform\"),u.removeChild(a),t=t.slice(7,-1).split(\",\"),n.i(o.b)(+t[0],+t[1],+t[2],+t[3],+t[4],+t[5]))}function i(t){return null==t?o.a:(s||(s=document.createElementNS(\"http://www.w3.org/2000/svg\",\"g\")),s.setAttribute(\"transform\",t),(t=s.transform.baseVal.consolidate())?(t=t.matrix,n.i(o.b)(t.a,t.b,t.c,t.d,t.e,t.f)):o.a)}var o=n(224);e.a=r,e.b=i;var a,u,c,s},function(t,e,n){\"use strict\";Math.SQRT2},function(t,e,n){\"use strict\";function r(){this._x0=this._y0=this._x1=this._y1=null,this._=\"\"}function i(){return new r}var o=Math.PI,a=2*o,u=1e-6,c=a-u;r.prototype=i.prototype={constructor:r,moveTo:function(t,e){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)},closePath:function(){null!==this._x1&&(this._x1=this._x0,this._y1=this._y0,this._+=\"Z\")},lineTo:function(t,e){this._+=\"L\"+(this._x1=+t)+\",\"+(this._y1=+e)},quadraticCurveTo:function(t,e,n,r){this._+=\"Q\"+ +t+\",\"+ +e+\",\"+(this._x1=+n)+\",\"+(this._y1=+r)},bezierCurveTo:function(t,e,n,r,i,o){this._+=\"C\"+ +t+\",\"+ +e+\",\"+ +n+\",\"+ +r+\",\"+(this._x1=+i)+\",\"+(this._y1=+o)},arcTo:function(t,e,n,r,i){t=+t,e=+e,n=+n,r=+r,i=+i;var a=this._x1,c=this._y1,s=n-t,l=r-e,f=a-t,p=c-e,h=f*f+p*p;if(i<0)throw new Error(\"negative radius: \"+i);if(null===this._x1)this._+=\"M\"+(this._x1=t)+\",\"+(this._y1=e);else if(h>u)if(Math.abs(p*s-l*f)>u&&i){var d=n-a,v=r-c,g=s*s+l*l,m=d*d+v*v,y=Math.sqrt(g),_=Math.sqrt(h),b=i*Math.tan((o-Math.acos((g+h-m)/(2*y*_)))/2),x=b/_,w=b/y;Math.abs(x-1)>u&&(this._+=\"L\"+(t+x*f)+\",\"+(e+x*p)),this._+=\"A\"+i+\",\"+i+\",0,0,\"+ +(p*d>f*v)+\",\"+(this._x1=t+w*s)+\",\"+(this._y1=e+w*l)}else this._+=\"L\"+(this._x1=t)+\",\"+(this._y1=e);else;},arc:function(t,e,n,r,i,s){t=+t,e=+e,n=+n;var l=n*Math.cos(r),f=n*Math.sin(r),p=t+l,h=e+f,d=1^s,v=s?r-i:i-r;if(n<0)throw new Error(\"negative radius: \"+n);null===this._x1?this._+=\"M\"+p+\",\"+h:(Math.abs(this._x1-p)>u||Math.abs(this._y1-h)>u)&&(this._+=\"L\"+p+\",\"+h),n&&(v>c?this._+=\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(t-l)+\",\"+(e-f)+\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(this._x1=p)+\",\"+(this._y1=h):(v<0&&(v=v%a+a),this._+=\"A\"+n+\",\"+n+\",0,\"+ +(v>=o)+\",\"+d+\",\"+(this._x1=t+n*Math.cos(i))+\",\"+(this._y1=e+n*Math.sin(i))))},rect:function(t,e,n,r){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)+\"h\"+ +n+\"v\"+ +r+\"h\"+-n+\"Z\"},toString:function(){return this._}},e.a=i},function(t,e,n){\"use strict\";function r(){function t(){var t=c().length,r=l[1]<l[0],o=l[r-0],u=l[1-r];e=(u-o)/Math.max(1,t-p+2*h),f&&(e=Math.floor(e)),o+=(u-o-e*(t-p))*d,i=e*(1-p),f&&(o=Math.round(o),i=Math.round(i));var v=n.i(a.g)(t).map(function(t){return o+e*t});return s(r?v.reverse():v)}var e,i,o=n.i(u.a)().unknown(void 0),c=o.domain,s=o.range,l=[0,1],f=!1,p=0,h=0,d=.5;return delete o.unknown,o.domain=function(e){return arguments.length?(c(e),t()):c()},o.range=function(e){return arguments.length?(l=[+e[0],+e[1]],t()):l.slice()},o.rangeRound=function(e){return l=[+e[0],+e[1]],f=!0,t()},o.bandwidth=function(){return i},o.step=function(){return e},o.round=function(e){return arguments.length?(f=!!e,t()):f},o.padding=function(e){return arguments.length?(p=h=Math.max(0,Math.min(1,e)),t()):p},o.paddingInner=function(e){return arguments.length?(p=Math.max(0,Math.min(1,e)),t()):p},o.paddingOuter=function(e){return arguments.length?(h=Math.max(0,Math.min(1,e)),t()):h},o.align=function(e){return arguments.length?(d=Math.max(0,Math.min(1,e)),t()):d},o.copy=function(){return r().domain(c()).range(l).round(f).paddingInner(p).paddingOuter(h).align(d)},t()}function i(t){var e=t.copy;return t.padding=t.paddingOuter,delete t.paddingInner,delete t.paddingOuter,t.copy=function(){return i(e())},t}function o(){return i(r().paddingInner(1))}var a=n(12),u=n(127);e.a=r,e.b=o},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4ff7f0e2ca02cd627289467bd8c564be377c27f7f7fbcbd2217becf\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4aec7e8ff7f0effbb782ca02c98df8ad62728ff98969467bdc5b0d58c564bc49c94e377c2f7b6d27f7f7fc7c7c7bcbd22dbdb8d17becf9edae5\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"393b795254a36b6ecf9c9ede6379398ca252b5cf6bcedb9c8c6d31bd9e39e7ba52e7cb94843c39ad494ad6616be7969c7b4173a55194ce6dbdde9ed6\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"3182bd6baed69ecae1c6dbefe6550dfd8d3cfdae6bfdd0a231a35474c476a1d99bc7e9c0756bb19e9ac8bcbddcdadaeb636363969696bdbdbdd9d9d9\")},function(t,e,n){\"use strict\";var r=n(10),i=n(31);e.a=n.i(i.d)(n.i(r.cubehelix)(300,.5,0),n.i(r.cubehelix)(-240,.5,1))},function(t,e,n){\"use strict\";function r(){function t(t){return+t}var e=[0,1];return t.invert=t,t.domain=t.range=function(n){return arguments.length?(e=i.a.call(n,a.a),t):e.slice()},t.copy=function(){return r().domain(e)},n.i(o.b)(t)}var i=n(16),o=n(34),a=n(126);e.a=r},function(t,e,n){\"use strict\";function r(t,e){return(e=Math.log(e/t))?function(n){return Math.log(n/t)/e}:n.i(p.a)(e)}function i(t,e){return t<0?function(n){return-Math.pow(-e,n)*Math.pow(-t,1-n)}:function(n){return Math.pow(e,n)*Math.pow(t,1-n)}}function o(t){return isFinite(t)?+(\"1e\"+t):t<0?0:t}function a(t){return 10===t?o:t===Math.E?Math.exp:function(e){return Math.pow(t,e)}}function u(t){return t===Math.E?Math.log:10===t&&Math.log10||2===t&&Math.log2||(t=Math.log(t),function(e){return Math.log(e)/t})}function c(t){return function(e){return-t(-e)}}function s(){function t(){return v=u(p),g=a(p),o()[0]<0&&(v=c(v),g=c(g)),e}var e=n.i(d.a)(r,i).domain([1,10]),o=e.domain,p=10,v=u(10),g=a(10);return e.base=function(e){return arguments.length?(p=+e,t()):p},e.domain=function(e){return arguments.length?(o(e),t()):o()},e.ticks=function(t){var e,r=o(),i=r[0],a=r[r.length-1];(e=a<i)&&(f=i,i=a,a=f);var u,c,s,f=v(i),h=v(a),d=null==t?10:+t,m=[];if(!(p%1)&&h-f<d){if(f=Math.round(f)-1,h=Math.round(h)+1,i>0){for(;f<h;++f)for(c=1,u=g(f);c<p;++c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else for(;f<h;++f)for(c=p-1,u=g(f);c>=1;--c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else m=n.i(l.a)(f,h,Math.min(h-f,d)).map(g);return e?m.reverse():m},e.tickFormat=function(t,r){if(null==r&&(r=10===p?\".0e\":\",\"),\"function\"!=typeof r&&(r=n.i(f.format)(r)),t===1/0)return r;null==t&&(t=10);var i=Math.max(1,p*t/e.ticks().length);return function(t){var e=t/g(Math.round(v(t)));return e*p<p-.5&&(e*=p),e<=i?r(t):\"\"}},e.nice=function(){return o(n.i(h.a)(o(),{floor:function(t){return g(Math.floor(v(t)))},ceil:function(t){return g(Math.ceil(v(t)))}}))},e.copy=function(){return n.i(d.c)(e,s().base(p))},e}var l=n(12),f=n(30),p=n(65),h=n(125),d=n(45);e.a=s},function(t,e,n){\"use strict\";function r(t,e){return t<0?-Math.pow(-t,e):Math.pow(t,e)}function i(){function t(t,e){return(e=r(e,o)-(t=r(t,o)))?function(n){return(r(n,o)-t)/e}:n.i(a.a)(e)}function e(t,e){return e=r(e,o)-(t=r(t,o)),function(n){return r(t+e*n,1/o)}}var o=1,s=n.i(c.a)(t,e),l=s.domain;return s.exponent=function(t){return arguments.length?(o=+t,l(l())):o},s.copy=function(){return n.i(c.c)(s,i().exponent(o))},n.i(u.b)(s)}function o(){return i().exponent(.5)}var a=n(65),u=n(34),c=n(45);e.a=i,e.b=o},function(t,e,n){\"use strict\";function r(){function t(){var t=0,r=Math.max(1,u.length);for(c=new Array(r-1);++t<r;)c[t-1]=n.i(i.e)(a,t/r);return e}function e(t){if(!isNaN(t=+t))return u[n.i(i.c)(c,t)]}var a=[],u=[],c=[];return e.invertExtent=function(t){var e=u.indexOf(t);return e<0?[NaN,NaN]:[e>0?c[e-1]:a[0],e<c.length?c[e]:a[a.length-1]]},e.domain=function(e){if(!arguments.length)return a.slice();a=[];for(var n,r=0,o=e.length;r<o;++r)n=e[r],null==n||isNaN(n=+n)||a.push(n);return a.sort(i.f),t()},e.range=function(e){return arguments.length?(u=o.b.call(e),t()):u.slice()},e.quantiles=function(){return c.slice()},e.copy=function(){return r().domain(a).range(u)},e}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return f[n.i(i.c)(l,t,0,s)]}function e(){var e=-1;for(l=new Array(s);++e<s;)l[e]=((e+1)*c-(e-s)*u)/(s+1);return t}var u=0,c=1,s=1,l=[.5],f=[0,1];return t.domain=function(t){return arguments.length?(u=+t[0],c=+t[1],e()):[u,c]},t.range=function(t){return arguments.length?(s=(f=o.b.call(t)).length-1,e()):f.slice()},t.invertExtent=function(t){var e=f.indexOf(t);return e<0?[NaN,NaN]:e<1?[u,l[0]]:e>=s?[l[s-1],c]:[l[e-1],l[e]]},t.copy=function(){return r().domain([u,c]).range(f)},n.i(a.b)(t)}var i=n(12),o=n(16),a=n(34);e.a=r},function(t,e,n){\"use strict\";var r=n(10),i=n(31);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a});var o=n.i(i.d)(n.i(r.cubehelix)(-100,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),a=n.i(i.d)(n.i(r.cubehelix)(260,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),u=n.i(r.cubehelix)();e.a=function(t){(t<0||t>1)&&(t-=Math.floor(t));var e=Math.abs(t-.5);return u.h=360*t-100,u.s=1.5-1.5*e,u.l=.8-.9*e,u+\"\"}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=(e-o)/(a-o);return t(u?Math.max(0,Math.min(1,n)):n)}var o=0,a=1,u=!1;return e.domain=function(t){return arguments.length?(o=+t[0],a=+t[1],e):[o,a]},e.clamp=function(t){return arguments.length?(u=!!t,e):u},e.interpolator=function(n){return arguments.length?(t=n,e):t},e.copy=function(){return r(t).domain([o,a]).clamp(u)},n.i(i.b)(e)}var i=n(34);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return a[n.i(i.c)(e,t,0,u)]}var e=[.5],a=[0,1],u=1;return t.domain=function(n){return arguments.length?(e=o.b.call(n),u=Math.min(e.length,a.length-1),t):e.slice()},t.range=function(n){return arguments.length?(a=o.b.call(n),u=Math.min(e.length,a.length-1),t):a.slice()},t.invertExtent=function(t){var n=a.indexOf(t);return[e[n-1],e[n]]},t.copy=function(){return r().domain(e).range(a)},t}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";var r=n(12),i=n(30);e.a=function(t,e,o){var a,u=t[0],c=t[t.length-1],s=n.i(r.b)(u,c,null==e?10:e);switch(o=n.i(i.formatSpecifier)(null==o?\",f\":o),o.type){case\"s\":var l=Math.max(Math.abs(u),Math.abs(c));return null!=o.precision||isNaN(a=n.i(i.precisionPrefix)(s,l))||(o.precision=a),n.i(i.formatPrefix)(o,l);case\"\":case\"e\":case\"g\":case\"p\":case\"r\":null!=o.precision||isNaN(a=n.i(i.precisionRound)(s,Math.max(Math.abs(u),Math.abs(c))))||(o.precision=a-(\"e\"===o.type));break;case\"f\":case\"%\":null!=o.precision||isNaN(a=n.i(i.precisionFixed)(s))||(o.precision=a-2*(\"%\"===o.type))}return n.i(i.format)(o)}},function(t,e,n){\"use strict\";var r=n(128),i=n(77),o=n(79);e.a=function(){return n.i(r.b)(o.f,o.i,o.j,o.e,o.k,o.l,o.m,o.n,i.utcFormat).domain([Date.UTC(2e3,0,1),Date.UTC(2e3,0,2)])}},function(t,e,n){\"use strict\";function r(t){var e=t.length;return function(n){return t[Math.max(0,Math.min(e-1,Math.floor(n*e)))]}}var i=n(33);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a}),n.d(e,\"d\",function(){return u}),e.a=r(n.i(i.a)(\"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\"));var o=r(n.i(i.a)(\"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\")),a=r(n.i(i.a)(\"00000401000501010601010802010a02020c02020e03021004031204031405041706041907051b08051d09061f0a07220b07240c08260d08290e092b10092d110a30120a32140b34150b37160b39180c3c190c3e1b0c411c0c431e0c451f0c48210c4a230c4c240c4f260c51280b53290b552b0b572d0b592f0a5b310a5c320a5e340a5f3609613809623909633b09643d09653e0966400a67420a68440a68450a69470b6a490b6a4a0c6b4c0c6b4d0d6c4f0d6c510e6c520e6d540f6d550f6d57106e59106e5a116e5c126e5d126e5f136e61136e62146e64156e65156e67166e69166e6a176e6c186e6d186e6f196e71196e721a6e741a6e751b6e771c6d781c6d7a1d6d7c1d6d7d1e6d7f1e6c801f6c82206c84206b85216b87216b88226a8a226a8c23698d23698f24699025689225689326679526679727669827669a28659b29649d29649f2a63a02a63a22b62a32c61a52c60a62d60a82e5fa92e5eab2f5ead305dae305cb0315bb1325ab3325ab43359b63458b73557b93556ba3655bc3754bd3853bf3952c03a51c13a50c33b4fc43c4ec63d4dc73e4cc83f4bca404acb4149cc4248ce4347cf4446d04545d24644d34743d44842d54a41d74b3fd84c3ed94d3dda4e3cdb503bdd513ade5238df5337e05536e15635e25734e35933e45a31e55c30e65d2fe75e2ee8602de9612bea632aeb6429eb6628ec6726ed6925ee6a24ef6c23ef6e21f06f20f1711ff1731df2741cf3761bf37819f47918f57b17f57d15f67e14f68013f78212f78410f8850ff8870ef8890cf98b0bf98c0af98e09fa9008fa9207fa9407fb9606fb9706fb9906fb9b06fb9d07fc9f07fca108fca309fca50afca60cfca80dfcaa0ffcac11fcae12fcb014fcb216fcb418fbb61afbb81dfbba1ffbbc21fbbe23fac026fac228fac42afac62df9c72ff9c932f9cb35f8cd37f8cf3af7d13df7d340f6d543f6d746f5d949f5db4cf4dd4ff4df53f4e156f3e35af3e55df2e661f2e865f2ea69f1ec6df1ed71f1ef75f1f179f2f27df2f482f3f586f3f68af4f88ef5f992f6fa96f8fb9af9fc9dfafda1fcffa4\")),u=r(n.i(i.a)(\"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\"))},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(){return new i}function i(){this._=\"@\"+(++o).toString(36)}e.a=r;var o=0;i.prototype=r.prototype={constructor:i,get:function(t){for(var e=this._;!(e in t);)if(!(t=t.parentNode))return;return t[e]},set:function(t,e){return t[this._]=e},remove:function(t){return this._ in t&&delete t[this._]},toString:function(){return this._}}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t){var e=n.i(r.a)();return e.changedTouches&&(e=e.changedTouches[0]),n.i(i.a)(t,e)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([[document.querySelector(t)]],[document.documentElement]):new r.b([[t]],r.c)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([document.querySelectorAll(t)],[document.documentElement]):new r.b([null==t?[]:t],r.c)}},function(t,e,n){\"use strict\";var r=n(66);e.a=function(t){var e=\"function\"==typeof t?t:n.i(r.a)(t);return this.select(function(){return this.appendChild(e.apply(this,arguments))})}},function(t,e,n){\"use strict\";function r(t){return function(){this.removeAttribute(t)}}function i(t){return function(){this.removeAttributeNS(t.space,t.local)}}function o(t,e){return function(){this.setAttribute(t,e)}}function a(t,e){return function(){this.setAttributeNS(t.space,t.local,e)}}function u(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttribute(t):this.setAttribute(t,n)}}function c(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttributeNS(t.space,t.local):this.setAttributeNS(t.space,t.local,n)}}var s=n(67);e.a=function(t,e){var l=n.i(s.a)(t);if(arguments.length<2){var f=this.node();return l.local?f.getAttributeNS(l.space,l.local):f.getAttribute(l)}return this.each((null==e?l.local?i:r:\"function\"==typeof e?l.local?c:u:l.local?a:o)(l,e))}},function(t,e,n){\"use strict\";e.a=function(){var t=arguments[0];return arguments[0]=this,t.apply(null,arguments),this}},function(t,e,n){\"use strict\";function r(t){return t.trim().split(/^|\\s+/)}function i(t){return t.classList||new o(t)}function o(t){this._node=t,this._names=r(t.getAttribute(\"class\")||\"\")}function a(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.add(e[r])}function u(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.remove(e[r])}function c(t){return function(){a(this,t)}}function s(t){return function(){u(this,t)}}function l(t,e){return function(){(e.apply(this,arguments)?a:u)(this,t)}}o.prototype={add:function(t){var e=this._names.indexOf(t);e<0&&(this._names.push(t),this._node.setAttribute(\"class\",this._names.join(\" \")))},remove:function(t){var e=this._names.indexOf(t);e>=0&&(this._names.splice(e,1),this._node.setAttribute(\"class\",this._names.join(\" \")))},contains:function(t){return this._names.indexOf(t)>=0}},e.a=function(t,e){var n=r(t+\"\");if(arguments.length<2){for(var o=i(this.node()),a=-1,u=n.length;++a<u;)if(!o.contains(n[a]))return!1;return!0}return this.each((\"function\"==typeof e?l:e?c:s)(n,e))}},function(t,e,n){\"use strict\";function r(t,e,n,r,i,o){for(var u,c=0,s=e.length,l=o.length;c<l;++c)(u=e[c])?(u.__data__=o[c],r[c]=u):n[c]=new a.b(t,o[c]);for(;c<s;++c)(u=e[c])&&(i[c]=u)}function i(t,e,n,r,i,o,u){var s,l,f,p={},h=e.length,d=o.length,v=new Array(h);for(s=0;s<h;++s)(l=e[s])&&(v[s]=f=c+u.call(l,l.__data__,s,e),f in p?i[s]=l:p[f]=l);for(s=0;s<d;++s)f=c+u.call(t,o[s],s,o),(l=p[f])?(r[s]=l,l.__data__=o[s],p[f]=null):n[s]=new a.b(t,o[s]);for(s=0;s<h;++s)(l=e[s])&&p[v[s]]===l&&(i[s]=l)}var o=n(7),a=n(131),u=n(246),c=\"$\";e.a=function(t,e){if(!t)return y=new Array(this.size()),d=-1,this.each(function(t){y[++d]=t}),y;var a=e?i:r,c=this._parents,s=this._groups;\"function\"!=typeof t&&(t=n.i(u.a)(t));for(var l=s.length,f=new Array(l),p=new Array(l),h=new Array(l),d=0;d<l;++d){var v=c[d],g=s[d],m=g.length,y=t.call(v,v&&v.__data__,d,c),_=y.length,b=p[d]=new Array(_),x=f[d]=new Array(_),w=h[d]=new Array(m);a(v,g,b,x,w,y,e);for(var C,M,k=0,E=0;k<_;++k)if(C=b[k]){for(k>=E&&(E=k+1);!(M=x[E])&&++E<_;);C._next=M||null}}return f=new o.b(f,c),f._enter=p,f._exit=h,f}},function(t,e,n){\"use strict\";e.a=function(t){return arguments.length?this.property(\"__data__\",t):this.node().__data__}},function(t,e,n){\"use strict\";function r(t,e,r){var i=n.i(a.a)(t),o=i.CustomEvent;o?o=new o(e,r):(o=i.document.createEvent(\"Event\"),r?(o.initEvent(e,r.bubbles,r.cancelable),o.detail=r.detail):o.initEvent(e,!1,!1)),t.dispatchEvent(o)}function i(t,e){return function(){return r(this,t,e)}}function o(t,e){return function(){return r(this,t,e.apply(this,arguments))}}var a=n(73);e.a=function(t,e){return this.each((\"function\"==typeof e?o:i)(t,e))}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=this._groups,n=0,r=e.length;n<r;++n)for(var i,o=e[n],a=0,u=o.length;a<u;++a)(i=o[a])&&t.call(i,i.__data__,a,o);return this}},function(t,e,n){\"use strict\";e.a=function(){return!this.node()}},function(t,e,n){\"use strict\";var r=n(132),i=n(7);e.a=function(){return new i.b(this._exit||this._groups.map(r.a),this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(130);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s=e[u],l=s.length,f=a[u]=[],p=0;p<l;++p)(c=s[p])&&t.call(c,c.__data__,p,s)&&f.push(c);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";function r(){this.innerHTML=\"\"}function i(t){return function(){this.innerHTML=t}}function o(t){return function(){var e=t.apply(this,arguments);this.innerHTML=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().innerHTML}},function(t,e,n){\"use strict\";function r(){return null}var i=n(66),o=n(71);e.a=function(t,e){var a=\"function\"==typeof t?t:n.i(i.a)(t),u=null==e?r:\"function\"==typeof e?e:n.i(o.a)(e);return this.select(function(){return this.insertBefore(a.apply(this,arguments),u.apply(this,arguments)||null)})}},function(t,e,n){\"use strict\";function r(){this.previousSibling&&this.parentNode.insertBefore(this,this.parentNode.firstChild)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){for(var e=this._groups,n=t._groups,i=e.length,o=n.length,a=Math.min(i,o),u=new Array(i),c=0;c<a;++c)for(var s,l=e[c],f=n[c],p=l.length,h=u[c]=new Array(p),d=0;d<p;++d)(s=l[d]||f[d])&&(h[d]=s);for(;c<i;++c)u[c]=e[c];return new r.b(u,this._parents)}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=0,n=t.length;e<n;++e)for(var r=t[e],i=0,o=r.length;i<o;++i){var a=r[i];if(a)return a}return null}},function(t,e,n){\"use strict\";e.a=function(){var t=new Array(this.size()),e=-1;return this.each(function(){t[++e]=this}),t}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=-1,n=t.length;++e<n;)for(var r,i=t[e],o=i.length-1,a=i[o];--o>=0;)(r=i[o])&&(a&&a!==r.nextSibling&&a.parentNode.insertBefore(r,a),a=r);return this}},function(t,e,n){\"use strict\";function r(t){return function(){delete this[t]}}function i(t,e){return function(){this[t]=e}}function o(t,e){return function(){var n=e.apply(this,arguments);null==n?delete this[t]:this[t]=n}}e.a=function(t,e){return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e)):this.node()[t]}},function(t,e,n){\"use strict\";function r(){this.nextSibling&&this.parentNode.appendChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";function r(){var t=this.parentNode;t&&t.removeChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7),i=n(71);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s,l=e[u],f=l.length,p=a[u]=new Array(f),h=0;h<f;++h)(c=l[h])&&(s=t.call(c,c.__data__,h,l))&&(\"__data__\"in c&&(s.__data__=c.__data__),p[h]=s);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(133);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=[],u=[],c=0;c<o;++c)for(var s,l=e[c],f=l.length,p=0;p<f;++p)(s=l[p])&&(a.push(t.call(s,s.__data__,p,l)),u.push(s));return new r.b(a,u)}},function(t,e,n){\"use strict\";e.a=function(){var t=0;return this.each(function(){++t}),t}},function(t,e,n){\"use strict\";function r(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}var i=n(7);e.a=function(t){function e(e,n){return e&&n?t(e.__data__,n.__data__):!e-!n}t||(t=r);for(var n=this._groups,o=n.length,a=new Array(o),u=0;u<o;++u){for(var c,s=n[u],l=s.length,f=a[u]=new Array(l),p=0;p<l;++p)(c=s[p])&&(f[p]=c);f.sort(e)}return new i.b(a,this._parents).order()}},function(t,e,n){\"use strict\";function r(t){return function(){this.style.removeProperty(t)}}function i(t,e,n){return function(){this.style.setProperty(t,e,n)}}function o(t,e,n){return function(){var r=e.apply(this,arguments);null==r?this.style.removeProperty(t):this.style.setProperty(t,r,n)}}var a=n(73);e.a=function(t,e,u){var c;return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e,null==u?\"\":u)):n.i(a.a)(c=this.node()).getComputedStyle(c,null).getPropertyValue(t)}},function(t,e,n){\"use strict\";function r(){this.textContent=\"\"}function i(t){return function(){this.textContent=t}}function o(t){return function(){var e=t.apply(this,arguments);this.textContent=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().textContent}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e,o){arguments.length<3&&(o=e,e=n.i(r.a)().changedTouches);for(var a,u=0,c=e?e.length:0;u<c;++u)if((a=e[u]).identifier===o)return n.i(i.a)(t,a);return null}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e){null==e&&(e=n.i(r.a)().touches);for(var o=0,a=e?e.length:0,u=new Array(a);o<a;++o)u[o]=n.i(i.a)(t,e[o]);return u}},function(t,e,n){\"use strict\";function r(t){return t.innerRadius}function i(t){return t.outerRadius}function o(t){return t.startAngle}function a(t){return t.endAngle}function u(t){return t&&t.padAngle}function c(t){return t>=1?h.d:t<=-1?-h.d:Math.asin(t)}function s(t,e,n,r,i,o,a,u){var c=n-t,s=r-e,l=a-i,f=u-o,p=(l*(e-o)-f*(t-i))/(f*c-l*s);return[t+p*c,e+p*s]}function l(t,e,n,r,i,o,a){var u=t-n,c=e-r,s=(a?o:-o)/Math.sqrt(u*u+c*c),l=s*c,f=-s*u,p=t+l,h=e+f,d=n+l,v=r+f,g=(p+d)/2,m=(h+v)/2,y=d-p,_=v-h,b=y*y+_*_,x=i-o,w=p*v-d*h,C=(_<0?-1:1)*Math.sqrt(Math.max(0,x*x*b-w*w)),M=(w*_-y*C)/b,k=(-w*y-_*C)/b,E=(w*_+y*C)/b,T=(-w*y+_*C)/b,S=M-g,P=k-m,N=E-g,A=T-m;return S*S+P*P>N*N+A*A&&(M=E,k=T),{cx:M,cy:k,x01:-l,y01:-f,x11:M*(i/x-1),y11:k*(i/x-1)}}var f=n(44),p=n(19),h=n(35);e.a=function(){function t(){var t,r,i=+e.apply(this,arguments),o=+d.apply(this,arguments),a=m.apply(this,arguments)-h.d,u=y.apply(this,arguments)-h.d,p=Math.abs(u-a),x=u>a;if(b||(b=t=n.i(f.a)()),o<i&&(r=o,o=i,i=r),o>h.a)if(p>h.c-h.a)b.moveTo(o*Math.cos(a),o*Math.sin(a)),b.arc(0,0,o,a,u,!x),i>h.a&&(b.moveTo(i*Math.cos(u),i*Math.sin(u)),b.arc(0,0,i,u,a,x));else{var w,C,M=a,k=u,E=a,T=u,S=p,P=p,N=_.apply(this,arguments)/2,A=N>h.a&&(g?+g.apply(this,arguments):Math.sqrt(i*i+o*o)),O=Math.min(Math.abs(o-i)/2,+v.apply(this,arguments)),I=O,D=O;\n",
+       "if(A>h.a){var R=c(A/i*Math.sin(N)),L=c(A/o*Math.sin(N));(S-=2*R)>h.a?(R*=x?1:-1,E+=R,T-=R):(S=0,E=T=(a+u)/2),(P-=2*L)>h.a?(L*=x?1:-1,M+=L,k-=L):(P=0,M=k=(a+u)/2)}var U=o*Math.cos(M),F=o*Math.sin(M),j=i*Math.cos(T),B=i*Math.sin(T);if(O>h.a){var W=o*Math.cos(k),V=o*Math.sin(k),z=i*Math.cos(E),H=i*Math.sin(E);if(p<h.b){var q=S>h.a?s(U,F,z,H,W,V,j,B):[j,B],Y=U-q[0],K=F-q[1],G=W-q[0],$=V-q[1],X=1/Math.sin(Math.acos((Y*G+K*$)/(Math.sqrt(Y*Y+K*K)*Math.sqrt(G*G+$*$)))/2),Z=Math.sqrt(q[0]*q[0]+q[1]*q[1]);I=Math.min(O,(i-Z)/(X-1)),D=Math.min(O,(o-Z)/(X+1))}}P>h.a?D>h.a?(w=l(z,H,U,F,o,D,x),C=l(W,V,j,B,o,D,x),b.moveTo(w.cx+w.x01,w.cy+w.y01),D<O?b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,o,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),!x),b.arc(C.cx,C.cy,D,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):(b.moveTo(U,F),b.arc(0,0,o,M,k,!x)):b.moveTo(U,F),i>h.a&&S>h.a?I>h.a?(w=l(j,B,W,V,i,-I,x),C=l(U,F,z,H,i,-I,x),b.lineTo(w.cx+w.x01,w.cy+w.y01),I<O?b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,i,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),x),b.arc(C.cx,C.cy,I,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):b.arc(0,0,i,T,E,x):b.lineTo(j,B)}else b.moveTo(0,0);if(b.closePath(),t)return b=null,t+\"\"||null}var e=r,d=i,v=n.i(p.a)(0),g=null,m=o,y=a,_=u,b=null;return t.centroid=function(){var t=(+e.apply(this,arguments)+ +d.apply(this,arguments))/2,n=(+m.apply(this,arguments)+ +y.apply(this,arguments))/2-h.b/2;return[Math.cos(n)*t,Math.sin(n)*t]},t.innerRadius=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(p.a)(+r),t):e},t.outerRadius=function(e){return arguments.length?(d=\"function\"==typeof e?e:n.i(p.a)(+e),t):d},t.cornerRadius=function(e){return arguments.length?(v=\"function\"==typeof e?e:n.i(p.a)(+e),t):v},t.padRadius=function(e){return arguments.length?(g=null==e?null:\"function\"==typeof e?e:n.i(p.a)(+e),t):g},t.startAngle=function(e){return arguments.length?(m=\"function\"==typeof e?e:n.i(p.a)(+e),t):m},t.endAngle=function(e){return arguments.length?(y=\"function\"==typeof e?e:n.i(p.a)(+e),t):y},t.padAngle=function(e){return arguments.length?(_=\"function\"==typeof e?e:n.i(p.a)(+e),t):_},t.context=function(e){return arguments.length?(b=null==e?null:e,t):b},t}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49),o=n(46);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._y0=this._y1=this._y2=this._y3=this._y4=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x2,this._y2),this._context.closePath();break;case 2:this._context.moveTo((this._x2+2*this._x3)/3,(this._y2+2*this._y3)/3),this._context.lineTo((this._x3+2*this._x2)/3,(this._y3+2*this._y2)/3),this._context.closePath();break;case 3:this.point(this._x2,this._y2),this.point(this._x3,this._y3),this.point(this._x4,this._y4)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x2=t,this._y2=e;break;case 1:this._point=2,this._x3=t,this._y3=e;break;case 2:this._point=3,this._x4=t,this._y4=e,this._context.moveTo((this._x0+4*this._x1+t)/6,(this._y0+4*this._y1+e)/6);break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(46);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3;var r=(this._x0+4*this._x1+t)/6,o=(this._y0+4*this._y1+e)/6;this._line?this._context.lineTo(r,o):this._context.moveTo(r,o);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._basis=new i.b(t),this._beta=e}var i=n(46);r.prototype={lineStart:function(){this._x=[],this._y=[],this._basis.lineStart()},lineEnd:function(){var t=this._x,e=this._y,n=t.length-1;if(n>0)for(var r,i=t[0],o=e[0],a=t[n]-i,u=e[n]-o,c=-1;++c<=n;)r=c/n,this._basis.point(this._beta*t[c]+(1-this._beta)*(i+r*a),this._beta*e[c]+(1-this._beta)*(o+r*u));this._x=this._y=null,this._basis.lineEnd()},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function t(e){function n(t){return 1===e?new i.b(t):new r(t,e)}return n.beta=function(e){return t(+e)},n}(.85)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(136),o=n(49),a=n(74);r.prototype={areaStart:o.a,areaEnd:o.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(a.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(137),o=n(74);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(o.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._point=0},lineEnd:function(){this._point&&this._context.closePath()},point:function(t,e){t=+t,e=+e,this._point?this._context.lineTo(t,e):(this._point=1,this._context.moveTo(t,e))}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){return t<0?-1:1}function i(t,e,n){var i=t._x1-t._x0,o=e-t._x1,a=(t._y1-t._y0)/(i||o<0&&-0),u=(n-t._y1)/(o||i<0&&-0),c=(a*o+u*i)/(i+o);return(r(a)+r(u))*Math.min(Math.abs(a),Math.abs(u),.5*Math.abs(c))||0}function o(t,e){var n=t._x1-t._x0;return n?(3*(t._y1-t._y0)/n-e)/2:e}function a(t,e,n){var r=t._x0,i=t._y0,o=t._x1,a=t._y1,u=(o-r)/3;t._context.bezierCurveTo(r+u,i+u*e,o-u,a-u*n,o,a)}function u(t){this._context=t}function c(t){this._context=new s(t)}function s(t){this._context=t}function l(t){return new u(t)}function f(t){return new c(t)}e.a=l,e.b=f,u.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=this._t0=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x1,this._y1);break;case 3:a(this,this._t0,o(this,this._t0))}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){var n=NaN;if(t=+t,e=+e,t!==this._x1||e!==this._y1){switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,a(this,o(this,n=i(this,t,e)),n);break;default:a(this,this._t0,n=i(this,t,e))}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e,this._t0=n}}},(c.prototype=Object.create(u.prototype)).point=function(t,e){u.prototype.point.call(this,e,t)},s.prototype={moveTo:function(t,e){this._context.moveTo(e,t)},closePath:function(){this._context.closePath()},lineTo:function(t,e){this._context.lineTo(e,t)},bezierCurveTo:function(t,e,n,r,i,o){this._context.bezierCurveTo(e,t,r,n,o,i)}}},function(t,e,n){\"use strict\";function r(t){this._context=t}function i(t){var e,n,r=t.length-1,i=new Array(r),o=new Array(r),a=new Array(r);for(i[0]=0,o[0]=2,a[0]=t[0]+2*t[1],e=1;e<r-1;++e)i[e]=1,o[e]=4,a[e]=4*t[e]+2*t[e+1];for(i[r-1]=2,o[r-1]=7,a[r-1]=8*t[r-1]+t[r],e=1;e<r;++e)n=i[e]/o[e-1],o[e]-=n,a[e]-=n*a[e-1];for(i[r-1]=a[r-1]/o[r-1],e=r-2;e>=0;--e)i[e]=(a[e]-i[e+1])/o[e];for(o[r-1]=(t[r]+i[r-1])/2,e=0;e<r-1;++e)o[e]=2*t[e+1]-i[e+1];return[i,o]}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=[],this._y=[]},lineEnd:function(){var t=this._x,e=this._y,n=t.length;if(n)if(this._line?this._context.lineTo(t[0],e[0]):this._context.moveTo(t[0],e[0]),2===n)this._context.lineTo(t[1],e[1]);else for(var r=i(t),o=i(e),a=0,u=1;u<n;++a,++u)this._context.bezierCurveTo(r[0][a],o[0][a],r[1][a],o[1][a],t[u],e[u]);(this._line||0!==this._line&&1===n)&&this._context.closePath(),this._line=1-this._line,this._x=this._y=null},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._t=e}function i(t){return new r(t,0)}function o(t){return new r(t,1)}e.c=i,e.b=o,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=this._y=NaN,this._point=0},lineEnd:function(){0<this._t&&this._t<1&&2===this._point&&this._context.lineTo(this._x,this._y),(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line>=0&&(this._t=1-this._t,this._line=1-this._line)},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:if(this._t<=0)this._context.lineTo(this._x,e),this._context.lineTo(t,e);else{var n=this._x*(1-this._t)+t*this._t;this._context.lineTo(n,this._y),this._context.lineTo(n,e)}}this._x=t,this._y=e}},e.a=function(t){return new r(t,.5)}},function(t,e,n){\"use strict\";e.a=function(t,e){return e<t?-1:e>t?1:e>=t?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((o=t.length)>0){for(var i,o,a,u=0,c=t[0].length;u<c;++u){for(a=i=0;i<o;++i)a+=t[i][u][1]||0;if(a)for(i=0;i<o;++i)t[i][u][1]/=a}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((i=t.length)>0){for(var i,o=0,a=t[e[0]],u=a.length;o<u;++o){for(var c=0,s=0;c<i;++c)s+=t[c][o][1]||0;a[o][1]+=a[o][0]=-s/2}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((a=t.length)>0&&(o=(i=t[e[0]]).length)>0){for(var i,o,a,u=0,c=1;c<o;++c){for(var s=0,l=0,f=0;s<a;++s){for(var p=t[e[s]],h=p[c][1]||0,d=p[c-1][1]||0,v=(h-d)/2,g=0;g<s;++g){var m=t[e[g]],y=m[c][1]||0,_=m[c-1][1]||0;v+=y-_}l+=h,f+=v*h}i[c-1][1]+=i[c-1][0]=u,l&&(u-=f/l)}i[c-1][1]+=i[c-1][0]=u,n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(76);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(37),i=n(76);e.a=function(t){var e,o,a=t.length,u=t.map(i.b),c=n.i(r.a)(t).sort(function(t,e){return u[e]-u[t]}),s=0,l=0,f=[],p=[];for(e=0;e<a;++e)o=c[e],s<l?(s+=u[o],f.push(o)):(l+=u[o],p.push(o));return p.reverse().concat(f)}},function(t,e,n){\"use strict\";var r=n(37);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(19),i=n(291),o=n(292),a=n(35);e.a=function(){function t(t){var n,r,i,o,p,h=t.length,d=0,v=new Array(h),g=new Array(h),m=+s.apply(this,arguments),y=Math.min(a.c,Math.max(-a.c,l.apply(this,arguments)-m)),_=Math.min(Math.abs(y)/h,f.apply(this,arguments)),b=_*(y<0?-1:1);for(n=0;n<h;++n)(p=g[v[n]=n]=+e(t[n],n,t))>0&&(d+=p);for(null!=u?v.sort(function(t,e){return u(g[t],g[e])}):null!=c&&v.sort(function(e,n){return c(t[e],t[n])}),n=0,i=d?(y-h*b)/d:0;n<h;++n,m=o)r=v[n],p=g[r],o=m+(p>0?p*i:0)+b,g[r]={data:t[r],index:n,value:p,startAngle:m,endAngle:o,padAngle:_};return g}var e=o.a,u=i.a,c=null,s=n.i(r.a)(0),l=n.i(r.a)(a.c),f=n.i(r.a)(0);return t.value=function(i){return arguments.length?(e=\"function\"==typeof i?i:n.i(r.a)(+i),t):e},t.sortValues=function(e){return arguments.length?(u=e,c=null,t):u},t.sort=function(e){return arguments.length?(c=e,u=null,t):c},t.startAngle=function(e){return arguments.length?(s=\"function\"==typeof e?e:n.i(r.a)(+e),t):s},t.endAngle=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(r.a)(+e),t):l},t.padAngle=function(e){return arguments.length?(f=\"function\"==typeof e?e:n.i(r.a)(+e),t):f},t}},function(t,e,n){\"use strict\";var r=n(138),i=n(135),o=n(140);e.a=function(){var t=n.i(i.a)().curve(r.b),e=t.curve,a=t.lineX0,u=t.lineX1,c=t.lineY0,s=t.lineY1;return t.angle=t.x,delete t.x,t.startAngle=t.x0,delete t.x0,t.endAngle=t.x1,delete t.x1,t.radius=t.y,delete t.y,t.innerRadius=t.y0,delete t.y0,t.outerRadius=t.y1,delete t.y1,t.lineStartAngle=function(){return n.i(o.b)(a())},delete t.lineX0,t.lineEndAngle=function(){return n.i(o.b)(u())},delete t.lineX1,t.lineInnerRadius=function(){return n.i(o.b)(c())},delete t.lineY0,t.lineOuterRadius=function(){return n.i(o.b)(s())},delete t.lineY1,t.curve=function(t){return arguments.length?e(n.i(r.a)(t)):e()._curve},t}},function(t,e,n){\"use strict\";function r(t,e){return t[e]}var i=n(281),o=n(19),a=n(36),u=n(37);e.a=function(){function t(t){var n,r,i=e.apply(this,arguments),o=t.length,a=i.length,u=new Array(a);for(n=0;n<a;++n){for(var f,p=i[n],h=u[n]=new Array(o),d=0;d<o;++d)h[d]=f=[0,+l(t[d],p,d,t)],f.data=t[d];h.key=p}for(n=0,r=c(u);n<a;++n)u[r[n]].index=n;return s(u,r),u}var e=n.i(o.a)([]),c=u.a,s=a.a,l=r;return t.keys=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(o.a)(i.a.call(r)),t):e},t.value=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(o.a)(+e),t):l},t.order=function(e){return arguments.length?(c=null==e?u.a:\"function\"==typeof e?e:n.i(o.a)(i.a.call(e)),t):c},t.offset=function(e){return arguments.length?(s=null==e?a.a:e,t):s},t}},function(t,e,n){\"use strict\";var r=n(44),i=n(141),o=n(142),a=n(143),u=n(145),c=n(144),s=n(146),l=n(147),f=n(19);n.d(e,\"b\",function(){return p});var p=[i.a,o.a,a.a,c.a,u.a,s.a,l.a];e.a=function(){function t(){var t;if(a||(a=t=n.i(r.a)()),e.apply(this,arguments).draw(a,+o.apply(this,arguments)),t)return a=null,t+\"\"||null}var e=n.i(f.a)(i.a),o=n.i(f.a)(64),a=null;return t.type=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(f.a)(r),t):e},t.size=function(e){return arguments.length?(o=\"function\"==typeof e?e:n.i(f.a)(+e),t):o},t.context=function(e){return arguments.length?(a=null==e?null:e,t):a},t}},function(t,e,n){\"use strict\";function r(t){var e=new Date(t);return isNaN(e)?null:e}var i=n(148),o=n(78),a=+new Date(\"2000-01-01T00:00:00.000Z\")?r:n.i(o.e)(i.b);e.a=a},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*i.d)/i.b},function(t){return t.getDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){var e=t.getTimezoneOffset()*i.d%i.c;e<0&&(e+=i.c),t.setTime(Math.floor((+t-e)/i.c)*i.c+e)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(){},function(t,e){t.setTime(+t+e)},function(t,e){return e-t});i.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?n.i(r.a)(function(e){e.setTime(Math.floor(e/t)*t)},function(e,n){e.setTime(+e+n*t)},function(e,n){return(n-e)/t}):i:null},e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.d)*i.d)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setDate(1),t.setHours(0,0,0,0)},function(t,e){t.setMonth(t.getMonth()+e)},function(t,e){return e.getMonth()-t.getMonth()+12*(e.getFullYear()-t.getFullYear())},function(t){return t.getMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.e)*i.e)},function(t,e){t.setTime(+t+e*i.e)},function(t,e){return(e-t)/i.e},function(t){return t.getUTCSeconds()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+e)},function(t,e){return(e-t)/i.b},function(t){return t.getUTCDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCMinutes(0,0,0)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getUTCHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCSeconds(0,0)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getUTCMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCDate(1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCMonth(t.getUTCMonth()+e)},function(t,e){return e.getUTCMonth()-t.getUTCMonth()+12*(e.getUTCFullYear()-t.getUTCFullYear())},function(t){return t.getUTCMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setUTCDate(e.getUTCDate()-(e.getUTCDay()+7-t)%7),e.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+7*e)},function(t,e){return(e-t)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCMonth(0,1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCFullYear(t.getUTCFullYear()+e)},function(t,e){return e.getUTCFullYear()-t.getUTCFullYear()},function(t){return t.getUTCFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setUTCFullYear(Math.floor(e.getUTCFullYear()/t)*t),e.setUTCMonth(0,1),e.setUTCHours(0,0,0,0)},function(e,n){e.setUTCFullYear(e.getUTCFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setDate(e.getDate()-(e.getDay()+7-t)%7),e.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+7*e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*o.d)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setMonth(0,1),t.setHours(0,0,0,0)},function(t,e){t.setFullYear(t.getFullYear()+e)},function(t,e){return e.getFullYear()-t.getFullYear()},function(t){return t.getFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setFullYear(Math.floor(e.getFullYear()/t)*t),e.setMonth(0,1),e.setHours(0,0,0,0)},function(e,n){e.setFullYear(e.getFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return t.replace(i,function(t,e){return e.toUpperCase()})}var i=/-(.)/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t.replace(o,\"ms-\"))}var i=n(318),o=/^-ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return!(!t||!e)&&(t===e||!i(t)&&(i(e)?r(t,e.parentNode):\"contains\"in t?t.contains(e):!!t.compareDocumentPosition&&!!(16&t.compareDocumentPosition(e))))}var i=n(328);t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t.length;if(Array.isArray(t)||\"object\"!=typeof t&&\"function\"!=typeof t?a(!1):void 0,\"number\"!=typeof e?a(!1):void 0,0===e||e-1 in t?void 0:a(!1),\"function\"==typeof t.callee?a(!1):void 0,t.hasOwnProperty)try{return Array.prototype.slice.call(t)}catch(t){}for(var n=Array(e),r=0;r<e;r++)n[r]=t[r];return n}function i(t){return!!t&&(\"object\"==typeof t||\"function\"==typeof t)&&\"length\"in t&&!(\"setInterval\"in t)&&\"number\"!=typeof t.nodeType&&(Array.isArray(t)||\"callee\"in t||\"item\"in t)}function o(t){return i(t)?Array.isArray(t)?t.slice():r(t):[t]}var a=n(0);t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t.match(l);return e&&e[1].toLowerCase()}function i(t,e){var n=s;s?void 0:c(!1);var i=r(t),o=i&&u(i);if(o){n.innerHTML=o[1]+t+o[2];for(var l=o[0];l--;)n=n.lastChild}else n.innerHTML=t;var f=n.getElementsByTagName(\"script\");f.length&&(e?void 0:c(!1),a(f).forEach(e));for(var p=Array.from(n.childNodes);n.lastChild;)n.removeChild(n.lastChild);return p}var o=n(6),a=n(321),u=n(323),c=n(0),s=o.canUseDOM?document.createElement(\"div\"):null,l=/^\\s*<(\\w+)/;t.exports=i},function(t,e,n){\"use strict\";function r(t){return a?void 0:o(!1),p.hasOwnProperty(t)||(t=\"*\"),u.hasOwnProperty(t)||(\"*\"===t?a.innerHTML=\"<link />\":a.innerHTML=\"<\"+t+\"></\"+t+\">\",u[t]=!a.firstChild),u[t]?p[t]:null}var i=n(6),o=n(0),a=i.canUseDOM?document.createElement(\"div\"):null,u={},c=[1,'<select multiple=\"true\">',\"</select>\"],s=[1,\"<table>\",\"</table>\"],l=[3,\"<table><tbody><tr>\",\"</tr></tbody></table>\"],f=[1,'<svg xmlns=\"http://www.w3.org/2000/svg\">',\"</svg>\"],p={\"*\":[1,\"?<div>\",\"</div>\"],area:[1,\"<map>\",\"</map>\"],col:[2,\"<table><tbody></tbody><colgroup>\",\"</colgroup></table>\"],legend:[1,\"<fieldset>\",\"</fieldset>\"],param:[1,\"<object>\",\"</object>\"],tr:[2,\"<table><tbody>\",\"</tbody></table>\"],optgroup:c,option:c,caption:s,colgroup:s,tbody:s,tfoot:s,thead:s,td:l,th:l},h=[\"circle\",\"clipPath\",\"defs\",\"ellipse\",\"g\",\"image\",\"line\",\"linearGradient\",\"mask\",\"path\",\"pattern\",\"polygon\",\"polyline\",\"radialGradient\",\"rect\",\"stop\",\"text\",\"tspan\"];h.forEach(function(t){p[t]=f,u[t]=!0}),t.exports=r},function(t,e,n){\"use strict\";function r(t){return t===window?{x:window.pageXOffset||document.documentElement.scrollLeft,y:window.pageYOffset||document.documentElement.scrollTop}:{x:t.scrollLeft,y:t.scrollTop}}t.exports=r},function(t,e,n){\"use strict\";function r(t){return t.replace(i,\"-$1\").toLowerCase()}var i=/([A-Z])/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t).replace(o,\"-ms-\")}var i=n(325),o=/^ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t){return!(!t||!(\"function\"==typeof Node?t instanceof Node:\"object\"==typeof t&&\"number\"==typeof t.nodeType&&\"string\"==typeof t.nodeName))}t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t)&&3==t.nodeType}var i=n(327);t.exports=r},function(t,e,n){\"use strict\";var r=function(t){var e;for(e in t)if(t.hasOwnProperty(e))return e;return null};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e={};return function(n){return e.hasOwnProperty(n)||(e[n]=t.call(this,n)),e[n]}}t.exports=r},function(t,e,n){\"use strict\";var r={Properties:{\"aria-current\":0,\"aria-details\":0,\"aria-disabled\":0,\"aria-hidden\":0,\"aria-invalid\":0,\"aria-keyshortcuts\":0,\"aria-label\":0,\"aria-roledescription\":0,\"aria-autocomplete\":0,\"aria-checked\":0,\"aria-expanded\":0,\"aria-haspopup\":0,\"aria-level\":0,\"aria-modal\":0,\"aria-multiline\":0,\"aria-multiselectable\":0,\"aria-orientation\":0,\"aria-placeholder\":0,\"aria-pressed\":0,\"aria-readonly\":0,\"aria-required\":0,\"aria-selected\":0,\"aria-sort\":0,\"aria-valuemax\":0,\"aria-valuemin\":0,\"aria-valuenow\":0,\"aria-valuetext\":0,\"aria-atomic\":0,\"aria-busy\":0,\"aria-live\":0,\"aria-relevant\":0,\"aria-dropeffect\":0,\"aria-grabbed\":0,\"aria-activedescendant\":0,\"aria-colcount\":0,\"aria-colindex\":0,\"aria-colspan\":0,\"aria-controls\":0,\"aria-describedby\":0,\"aria-errormessage\":0,\"aria-flowto\":0,\"aria-labelledby\":0,\"aria-owns\":0,\"aria-posinset\":0,\"aria-rowcount\":0,\"aria-rowindex\":0,\"aria-rowspan\":0,\"aria-setsize\":0},DOMAttributeNames:{},DOMPropertyNames:{}};t.exports=r},function(t,e,n){\"use strict\";var r=n(4),i=n(151),o={focusDOMComponent:function(){i(r.getNodeFromInstance(this))}};t.exports=o},function(t,e,n){\"use strict\";function r(){var t=window.opera;return\"object\"==typeof t&&\"function\"==typeof t.version&&parseInt(t.version(),10)<=12}function i(t){return(t.ctrlKey||t.altKey||t.metaKey)&&!(t.ctrlKey&&t.altKey)}function o(t){switch(t){case\"topCompositionStart\":return E.compositionStart;case\"topCompositionEnd\":return E.compositionEnd;case\"topCompositionUpdate\":return E.compositionUpdate}}function a(t,e){return\"topKeyDown\"===t&&e.keyCode===_}function u(t,e){switch(t){case\"topKeyUp\":return y.indexOf(e.keyCode)!==-1;case\"topKeyDown\":return e.keyCode!==_;case\"topKeyPress\":case\"topMouseDown\":case\"topBlur\":return!0;default:return!1}}function c(t){var e=t.detail;return\"object\"==typeof e&&\"data\"in e?e.data:null}function s(t,e,n,r){var i,s;if(b?i=o(t):S?u(t,n)&&(i=E.compositionEnd):a(t,n)&&(i=E.compositionStart),!i)return null;C&&(S||i!==E.compositionStart?i===E.compositionEnd&&S&&(s=S.getData()):S=v.getPooled(r));var l=g.getPooled(i,e,n,r);if(s)l.data=s;else{var f=c(n);null!==f&&(l.data=f)}return h.accumulateTwoPhaseDispatches(l),l}function l(t,e){switch(t){case\"topCompositionEnd\":return c(e);case\"topKeyPress\":var n=e.which;return n!==M?null:(T=!0,k);case\"topTextInput\":var r=e.data;return r===k&&T?null:r;default:return null}}function f(t,e){if(S){if(\"topCompositionEnd\"===t||!b&&u(t,e)){var n=S.getData();return v.release(S),S=null,n}return null}switch(t){case\"topPaste\":return null;case\"topKeyPress\":return e.which&&!i(e)?String.fromCharCode(e.which):null;case\"topCompositionEnd\":return C?null:e.data;default:return null}}function p(t,e,n,r){var i;if(i=w?l(t,n):f(t,n),!i)return null;var o=m.getPooled(E.beforeInput,e,n,r);return o.data=i,h.accumulateTwoPhaseDispatches(o),o}var h=n(23),d=n(6),v=n(340),g=n(377),m=n(380),y=[9,13,27,32],_=229,b=d.canUseDOM&&\"CompositionEvent\"in window,x=null;d.canUseDOM&&\"documentMode\"in document&&(x=document.documentMode);var w=d.canUseDOM&&\"TextEvent\"in window&&!x&&!r(),C=d.canUseDOM&&(!b||x&&x>8&&x<=11),M=32,k=String.fromCharCode(M),E={beforeInput:{phasedRegistrationNames:{bubbled:\"onBeforeInput\",captured:\"onBeforeInputCapture\"},dependencies:[\"topCompositionEnd\",\"topKeyPress\",\"topTextInput\",\"topPaste\"]},compositionEnd:{phasedRegistrationNames:{bubbled:\"onCompositionEnd\",captured:\"onCompositionEndCapture\"},dependencies:[\"topBlur\",\"topCompositionEnd\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionStart:{phasedRegistrationNames:{bubbled:\"onCompositionStart\",captured:\"onCompositionStartCapture\"},dependencies:[\"topBlur\",\"topCompositionStart\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionUpdate:{phasedRegistrationNames:{bubbled:\"onCompositionUpdate\",captured:\"onCompositionUpdateCapture\"},dependencies:[\"topBlur\",\"topCompositionUpdate\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]}},T=!1,S=null,P={eventTypes:E,extractEvents:function(t,e,n,r){return[s(t,e,n,r),p(t,e,n,r)]}};t.exports=P},function(t,e,n){\"use strict\";var r=n(154),i=n(6),o=(n(9),n(319),n(386)),a=n(326),u=n(330),c=(n(1),u(function(t){return a(t)})),s=!1,l=\"cssFloat\";if(i.canUseDOM){var f=document.createElement(\"div\").style;try{f.font=\"\"}catch(t){s=!0}void 0===document.documentElement.style.cssFloat&&(l=\"styleFloat\")}var p={createMarkupForStyles:function(t,e){var n=\"\";for(var r in t)if(t.hasOwnProperty(r)){var i=t[r];null!=i&&(n+=c(r)+\":\",n+=o(r,i,e)+\";\")}return n||null},setValueForStyles:function(t,e,n){var i=t.style;for(var a in e)if(e.hasOwnProperty(a)){var u=o(a,e[a],n);if(\"float\"!==a&&\"cssFloat\"!==a||(a=l),u)i[a]=u;else{var c=s&&r.shorthandPropertyExpansions[a];if(c)for(var f in c)i[f]=\"\";else i[a]=\"\"}}}};t.exports=p},function(t,e,n){\"use strict\";function r(t){var e=t.nodeName&&t.nodeName.toLowerCase();return\"select\"===e||\"input\"===e&&\"file\"===t.type}function i(t){var e=C.getPooled(T.change,P,t,M(t));_.accumulateTwoPhaseDispatches(e),w.batchedUpdates(o,e)}function o(t){y.enqueueEvents(t),y.processEventQueue(!1)}function a(t,e){S=t,P=e,S.attachEvent(\"onchange\",i)}function u(){S&&(S.detachEvent(\"onchange\",i),S=null,P=null)}function c(t,e){if(\"topChange\"===t)return e}function s(t,e,n){\"topFocus\"===t?(u(),a(e,n)):\"topBlur\"===t&&u()}function l(t,e){S=t,P=e,N=t.value,A=Object.getOwnPropertyDescriptor(t.constructor.prototype,\"value\"),Object.defineProperty(S,\"value\",D),S.attachEvent?S.attachEvent(\"onpropertychange\",p):S.addEventListener(\"propertychange\",p,!1)}function f(){S&&(delete S.value,S.detachEvent?S.detachEvent(\"onpropertychange\",p):S.removeEventListener(\"propertychange\",p,!1),S=null,P=null,N=null,A=null)}function p(t){if(\"value\"===t.propertyName){var e=t.srcElement.value;e!==N&&(N=e,i(t))}}function h(t,e){if(\"topInput\"===t)return e}function d(t,e,n){\"topFocus\"===t?(f(),l(e,n)):\"topBlur\"===t&&f()}function v(t,e){if((\"topSelectionChange\"===t||\"topKeyUp\"===t||\"topKeyDown\"===t)&&S&&S.value!==N)return N=S.value,P}function g(t){return t.nodeName&&\"input\"===t.nodeName.toLowerCase()&&(\"checkbox\"===t.type||\"radio\"===t.type)}function m(t,e){if(\"topClick\"===t)return e}var y=n(22),_=n(23),b=n(6),x=n(4),w=n(11),C=n(14),M=n(93),k=n(94),E=n(170),T={change:{phasedRegistrationNames:{bubbled:\"onChange\",captured:\"onChangeCapture\"},dependencies:[\"topBlur\",\"topChange\",\"topClick\",\"topFocus\",\"topInput\",\"topKeyDown\",\"topKeyUp\",\"topSelectionChange\"]}},S=null,P=null,N=null,A=null,O=!1;b.canUseDOM&&(O=k(\"change\")&&(!document.documentMode||document.documentMode>8));var I=!1;b.canUseDOM&&(I=k(\"input\")&&(!document.documentMode||document.documentMode>11));var D={get:function(){return A.get.call(this)},set:function(t){N=\"\"+t,A.set.call(this,t)}},R={eventTypes:T,extractEvents:function(t,e,n,i){var o,a,u=e?x.getNodeFromInstance(e):window;if(r(u)?O?o=c:a=s:E(u)?I?o=h:(o=v,a=d):g(u)&&(o=m),o){var l=o(t,e);if(l){var f=C.getPooled(T.change,l,n,i);return f.type=\"change\",_.accumulateTwoPhaseDispatches(f),f}}a&&a(t,u,e)}};t.exports=R},function(t,e,n){\"use strict\";var r=n(2),i=n(20),o=n(6),a=n(322),u=n(8),c=(n(0),{dangerouslyReplaceNodeWithMarkup:function(t,e){if(o.canUseDOM?void 0:r(\"56\"),e?void 0:r(\"57\"),\"HTML\"===t.nodeName?r(\"58\"):void 0,\"string\"==typeof e){var n=a(e,u)[0];t.parentNode.replaceChild(n,t)}else i.replaceChildWithTree(t,e)}});t.exports=c},function(t,e,n){\"use strict\";var r=[\"ResponderEventPlugin\",\"SimpleEventPlugin\",\"TapEventPlugin\",\"EnterLeaveEventPlugin\",\"ChangeEventPlugin\",\"SelectEventPlugin\",\"BeforeInputEventPlugin\"];t.exports=r},function(t,e,n){\"use strict\";var r=n(23),i=n(4),o=n(52),a={mouseEnter:{registrationName:\"onMouseEnter\",dependencies:[\"topMouseOut\",\"topMouseOver\"]},mouseLeave:{registrationName:\"onMouseLeave\",dependencies:[\"topMouseOut\",\"topMouseOver\"]}},u={eventTypes:a,extractEvents:function(t,e,n,u){if(\"topMouseOver\"===t&&(n.relatedTarget||n.fromElement))return null;\n",
+       "if(\"topMouseOut\"!==t&&\"topMouseOver\"!==t)return null;var c;if(u.window===u)c=u;else{var s=u.ownerDocument;c=s?s.defaultView||s.parentWindow:window}var l,f;if(\"topMouseOut\"===t){l=e;var p=n.relatedTarget||n.toElement;f=p?i.getClosestInstanceFromNode(p):null}else l=null,f=e;if(l===f)return null;var h=null==l?c:i.getNodeFromInstance(l),d=null==f?c:i.getNodeFromInstance(f),v=o.getPooled(a.mouseLeave,l,n,u);v.type=\"mouseleave\",v.target=h,v.relatedTarget=d;var g=o.getPooled(a.mouseEnter,f,n,u);return g.type=\"mouseenter\",g.target=d,g.relatedTarget=h,r.accumulateEnterLeaveDispatches(v,g,l,f),[v,g]}};t.exports=u},function(t,e,n){\"use strict\";var r={topAbort:null,topAnimationEnd:null,topAnimationIteration:null,topAnimationStart:null,topBlur:null,topCanPlay:null,topCanPlayThrough:null,topChange:null,topClick:null,topCompositionEnd:null,topCompositionStart:null,topCompositionUpdate:null,topContextMenu:null,topCopy:null,topCut:null,topDoubleClick:null,topDrag:null,topDragEnd:null,topDragEnter:null,topDragExit:null,topDragLeave:null,topDragOver:null,topDragStart:null,topDrop:null,topDurationChange:null,topEmptied:null,topEncrypted:null,topEnded:null,topError:null,topFocus:null,topInput:null,topInvalid:null,topKeyDown:null,topKeyPress:null,topKeyUp:null,topLoad:null,topLoadedData:null,topLoadedMetadata:null,topLoadStart:null,topMouseDown:null,topMouseMove:null,topMouseOut:null,topMouseOver:null,topMouseUp:null,topPaste:null,topPause:null,topPlay:null,topPlaying:null,topProgress:null,topRateChange:null,topReset:null,topScroll:null,topSeeked:null,topSeeking:null,topSelectionChange:null,topStalled:null,topSubmit:null,topSuspend:null,topTextInput:null,topTimeUpdate:null,topTouchCancel:null,topTouchEnd:null,topTouchMove:null,topTouchStart:null,topTransitionEnd:null,topVolumeChange:null,topWaiting:null,topWheel:null},i={topLevelTypes:r};t.exports=i},function(t,e,n){\"use strict\";function r(t){this._root=t,this._startText=this.getText(),this._fallbackText=null}var i=n(3),o=n(17),a=n(168);i(r.prototype,{destructor:function(){this._root=null,this._startText=null,this._fallbackText=null},getText:function(){return\"value\"in this._root?this._root.value:this._root[a()]},getData:function(){if(this._fallbackText)return this._fallbackText;var t,e,n=this._startText,r=n.length,i=this.getText(),o=i.length;for(t=0;t<r&&n[t]===i[t];t++);var a=r-t;for(e=1;e<=a&&n[r-e]===i[o-e];e++);var u=e>1?1-e:void 0;return this._fallbackText=i.slice(t,u),this._fallbackText}}),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";var r=n(21),i=r.injection.MUST_USE_PROPERTY,o=r.injection.HAS_BOOLEAN_VALUE,a=r.injection.HAS_NUMERIC_VALUE,u=r.injection.HAS_POSITIVE_NUMERIC_VALUE,c=r.injection.HAS_OVERLOADED_BOOLEAN_VALUE,s={isCustomAttribute:RegExp.prototype.test.bind(new RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(169),a=(n(84),n(95)),u=n(172);n(1);\"undefined\"!=typeof e&&e.env,1;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(153))},function(t,e,n){\"use strict\";var r=n(81),i=n(350),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t,e){}function o(t){return!(!t.prototype||!t.prototype.isReactComponent)}function a(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var u=n(2),c=n(3),s=n(26),l=n(86),f=n(15),p=n(87),h=n(40),d=(n(9),n(164)),v=n(24),g=n(38),m=(n(0),n(80)),y=n(95),_=(n(1),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=h.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return i(t,e),e};var b=1,x={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,c){this._context=c,this._mountOrder=b++,this._hostParent=e,this._hostContainerInfo=n;var l,f=this._currentElement.props,p=this._processContext(c),d=this._currentElement.type,v=t.getUpdateQueue(),m=o(d),y=this._constructComponent(m,f,p,v);m||null!=y&&null!=y.render?a(d)?this._compositeType=_.PureClass:this._compositeType=_.ImpureClass:(l=y,i(d,l),null===y||y===!1||s.isValidElement(y)?void 0:u(\"105\",d.displayName||d.name||\"Component\"),y=new r(d),this._compositeType=_.StatelessFunctional);y.props=f,y.context=p,y.refs=g,y.updater=v,this._instance=y,h.set(y,this);var x=y.state;void 0===x&&(y.state=x=null),\"object\"!=typeof x||Array.isArray(x)?u(\"106\",this.getName()||\"ReactCompositeComponent\"):void 0,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var w;return w=y.unstable_handleError?this.performInitialMountWithErrorHandling(l,e,n,t,c):this.performInitialMount(l,e,n,t,c),y.componentDidMount&&t.getReactMountReady().enqueue(y.componentDidMount,y),w},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=d.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return v.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";p.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(v.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,h.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return g;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
+       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- >0;)n(c[s],\"captured\",o)}var c=n(2);n(0);t.exports={isAncestor:i,getLowestCommonAncestor:r,getParentInstance:o,traverseTwoPhase:a,traverseEnterLeave:u}},function(t,e,n){\"use strict\";function r(){this.reinitializeTransaction()}var i=n(3),o=n(11),a=n(53),u=n(8),c={initialize:u,close:function(){p.isBatchingUpdates=!1}},s={initialize:u,close:o.flushBatchedUpdates.bind(o)},l=[s,c];i(r.prototype,a,{getTransactionWrappers:function(){return l}});var f=new r,p={isBatchingUpdates:!1,batchedUpdates:function(t,e,n,r,i,o){var a=p.isBatchingUpdates;return p.isBatchingUpdates=!0,a?t(e,n,r,i,o):f.perform(t,null,e,n,r,i,o)}};t.exports=p},function(t,e,n){\"use strict\";function r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){var a=i.extractEvents(t,e,n,o);r(a)}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do t.ancestors.push(i),i=i&&r(i);while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function a(t){var e=d(window);t(e)}var u=n(3),c=n(150),s=n(6),l=n(17),f=n(4),p=n(11),h=n(93),d=n(324);u(i.prototype,{destructor:function(){this.topLevelType=null,this.nativeEvent=null,this.ancestors.length=0}}),l.addPoolingTo(i,l.twoArgumentPooler);var v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof t&&(n=t.ref,r=t._owner);var i=null,o=null;return null!==e&&\"object\"==typeof e&&(i=e.ref,o=e._owner),n!==i||\"string\"==typeof i&&o!==r},a.detachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&i(n,t,e._owner)}},t.exports=a},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=t,this.useCreateElement=!1,this.updateQueue=new u(this)}var i=n(3),o=n(17),a=n(53),u=(n(9),n(370)),c=[],s={enqueue:function(){}},l={getTransactionWrappers:function(){return c},getReactMountReady:function(){return s},getUpdateQueue:function(){return this.updateQueue},destructor:function(){},checkpoint:function(){},rollback:function(){}};i(r.prototype,a,l),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function i(t,e){}var o=n(88),a=(n(1),function(){function t(e){r(this,t),this.transaction=e}return t.prototype.isMounted=function(t){return!1},t.prototype.enqueueCallback=function(t,e,n){this.transaction.isInTransaction()&&o.enqueueCallback(t,e,n)},t.prototype.enqueueForceUpdate=function(t){this.transaction.isInTransaction()?o.enqueueForceUpdate(t):i(t,\"forceUpdate\")},t.prototype.enqueueReplaceState=function(t,e){this.transaction.isInTransaction()?o.enqueueReplaceState(t,e):i(t,\"replaceState\")},t.prototype.enqueueSetState=function(t,e){this.transaction.isInTransaction()?o.enqueueSetState(t,e):i(t,\"setState\")},t}());t.exports=a},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";var r={xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\"},i={accentHeight:\"accent-height\",accumulate:0,additive:0,alignmentBaseline:\"alignment-baseline\",allowReorder:\"allowReorder\",alphabetic:0,amplitude:0,arabicForm:\"arabic-form\",ascent:0,attributeName:\"attributeName\",attributeType:\"attributeType\",autoReverse:\"autoReverse\",azimuth:0,baseFrequency:\"baseFrequency\",baseProfile:\"baseProfile\",baselineShift:\"baseline-shift\",bbox:0,begin:0,bias:0,by:0,calcMode:\"calcMode\",capHeight:\"cap-height\",clip:0,clipPath:\"clip-path\",clipRule:\"clip-rule\",clipPathUnits:\"clipPathUnits\",colorInterpolation:\"color-interpolation\",colorInterpolationFilters:\"color-interpolation-filters\",colorProfile:\"color-profile\",colorRendering:\"color-rendering\",contentScriptType:\"contentScriptType\",contentStyleType:\"contentStyleType\",cursor:0,cx:0,cy:0,d:0,decelerate:0,descent:0,diffuseConstant:\"diffuseConstant\",direction:0,display:0,divisor:0,dominantBaseline:\"dominant-baseline\",dur:0,dx:0,dy:0,edgeMode:\"edgeMode\",elevation:0,enableBackground:\"enable-background\",end:0,exponent:0,externalResourcesRequired:\"externalResourcesRequired\",fill:0,fillOpacity:\"fill-opacity\",fillRule:\"fill-rule\",filter:0,filterRes:\"filterRes\",filterUnits:\"filterUnits\",floodColor:\"flood-color\",floodOpacity:\"flood-opacity\",focusable:0,fontFamily:\"font-family\",fontSize:\"font-size\",fontSizeAdjust:\"font-size-adjust\",fontStretch:\"font-stretch\",fontStyle:\"font-style\",fontVariant:\"font-variant\",fontWeight:\"font-weight\",format:0,from:0,fx:0,fy:0,g1:0,g2:0,glyphName:\"glyph-name\",glyphOrientationHorizontal:\"glyph-orientation-horizontal\",glyphOrientationVertical:\"glyph-orientation-vertical\",glyphRef:\"glyphRef\",gradientTransform:\"gradientTransform\",gradientUnits:\"gradientUnits\",hanging:0,horizAdvX:\"horiz-adv-x\",horizOriginX:\"horiz-origin-x\",ideographic:0,imageRendering:\"image-rendering\",in:0,in2:0,intercept:0,k:0,k1:0,k2:0,k3:0,k4:0,kernelMatrix:\"kernelMatrix\",kernelUnitLength:\"kernelUnitLength\",kerning:0,keyPoints:\"keyPoints\",keySplines:\"keySplines\",keyTimes:\"keyTimes\",lengthAdjust:\"lengthAdjust\",letterSpacing:\"letter-spacing\",lightingColor:\"lighting-color\",limitingConeAngle:\"limitingConeAngle\",local:0,markerEnd:\"marker-end\",markerMid:\"marker-mid\",markerStart:\"marker-start\",markerHeight:\"markerHeight\",markerUnits:\"markerUnits\",markerWidth:\"markerWidth\",mask:0,maskContentUnits:\"maskContentUnits\",maskUnits:\"maskUnits\",mathematical:0,mode:0,numOctaves:\"numOctaves\",offset:0,opacity:0,operator:0,order:0,orient:0,orientation:0,origin:0,overflow:0,overlinePosition:\"overline-position\",overlineThickness:\"overline-thickness\",paintOrder:\"paint-order\",panose1:\"panose-1\",pathLength:\"pathLength\",patternContentUnits:\"patternContentUnits\",patternTransform:\"patternTransform\",patternUnits:\"patternUnits\",pointerEvents:\"pointer-events\",points:0,pointsAtX:\"pointsAtX\",pointsAtY:\"pointsAtY\",pointsAtZ:\"pointsAtZ\",preserveAlpha:\"preserveAlpha\",preserveAspectRatio:\"preserveAspectRatio\",primitiveUnits:\"primitiveUnits\",r:0,radius:0,refX:\"refX\",refY:\"refY\",renderingIntent:\"rendering-intent\",repeatCount:\"repeatCount\",repeatDur:\"repeatDur\",requiredExtensions:\"requiredExtensions\",requiredFeatures:\"requiredFeatures\",restart:0,result:0,rotate:0,rx:0,ry:0,scale:0,seed:0,shapeRendering:\"shape-rendering\",slope:0,spacing:0,specularConstant:\"specularConstant\",specularExponent:\"specularExponent\",speed:0,spreadMethod:\"spreadMethod\",startOffset:\"startOffset\",stdDeviation:\"stdDeviation\",stemh:0,stemv:0,stitchTiles:\"stitchTiles\",stopColor:\"stop-color\",stopOpacity:\"stop-opacity\",strikethroughPosition:\"strikethrough-position\",strikethroughThickness:\"strikethrough-thickness\",string:0,stroke:0,strokeDasharray:\"stroke-dasharray\",strokeDashoffset:\"stroke-dashoffset\",strokeLinecap:\"stroke-linecap\",strokeLinejoin:\"stroke-linejoin\",strokeMiterlimit:\"stroke-miterlimit\",strokeOpacity:\"stroke-opacity\",strokeWidth:\"stroke-width\",surfaceScale:\"surfaceScale\",systemLanguage:\"systemLanguage\",tableValues:\"tableValues\",targetX:\"targetX\",targetY:\"targetY\",textAnchor:\"text-anchor\",textDecoration:\"text-decoration\",textRendering:\"text-rendering\",textLength:\"textLength\",to:0,transform:0,u1:0,u2:0,underlinePosition:\"underline-position\",underlineThickness:\"underline-thickness\",unicode:0,unicodeBidi:\"unicode-bidi\",unicodeRange:\"unicode-range\",unitsPerEm:\"units-per-em\",vAlphabetic:\"v-alphabetic\",vHanging:\"v-hanging\",vIdeographic:\"v-ideographic\",vMathematical:\"v-mathematical\",values:0,vectorEffect:\"vector-effect\",version:0,vertAdvY:\"vert-adv-y\",vertOriginX:\"vert-origin-x\",vertOriginY:\"vert-origin-y\",viewBox:\"viewBox\",viewTarget:\"viewTarget\",visibility:0,widths:0,wordSpacing:\"word-spacing\",writingMode:\"writing-mode\",x:0,xHeight:\"x-height\",x1:0,x2:0,xChannelSelector:\"xChannelSelector\",xlinkActuate:\"xlink:actuate\",xlinkArcrole:\"xlink:arcrole\",xlinkHref:\"xlink:href\",xlinkRole:\"xlink:role\",xlinkShow:\"xlink:show\",xlinkTitle:\"xlink:title\",xlinkType:\"xlink:type\",xmlBase:\"xml:base\",xmlns:0,xmlnsXlink:\"xmlns:xlink\",xmlLang:\"xml:lang\",xmlSpace:\"xml:space\",y:0,y1:0,y2:0,yChannelSelector:\"yChannelSelector\",z:0,zoomAndPan:\"zoomAndPan\"},o={Properties:{},DOMAttributeNamespaces:{xlinkActuate:r.xlink,xlinkArcrole:r.xlink,xlinkHref:r.xlink,xlinkRole:r.xlink,xlinkShow:r.xlink,xlinkTitle:r.xlink,xlinkType:r.xlink,xmlBase:r.xml,xmlLang:r.xml,xmlSpace:r.xml},DOMAttributeNames:{}};Object.keys(i).forEach(function(t){o.Properties[t]=0,i[t]&&(o.DOMAttributeNames[t]=i[t])}),t.exports=o},function(t,e,n){\"use strict\";function r(t){if(\"selectionStart\"in t&&c.hasSelectionCapabilities(t))return{start:t.selectionStart,end:t.selectionEnd};if(window.getSelection){var e=window.getSelection();return{anchorNode:e.anchorNode,anchorOffset:e.anchorOffset,focusNode:e.focusNode,focusOffset:e.focusOffset}}if(document.selection){var n=document.selection.createRange();return{parentElement:n.parentElement(),text:n.text,top:n.boundingTop,left:n.boundingLeft}}}function i(t,e){if(y||null==v||v!==l())return null;var n=r(v);if(!m||!p(m,n)){m=n;var i=s.getPooled(d.select,g,t,e);return i.type=\"select\",i.target=v,o.accumulateTwoPhaseDispatches(i),i}return null}var o=n(23),a=n(6),u=n(4),c=n(162),s=n(14),l=n(152),f=n(170),p=n(80),h=a.canUseDOM&&\"documentMode\"in document&&document.documentMode<=11,d={select:{phasedRegistrationNames:{bubbled:\"onSelect\",captured:\"onSelectCapture\"},dependencies:[\"topBlur\",\"topContextMenu\",\"topFocus\",\"topKeyDown\",\"topKeyUp\",\"topMouseDown\",\"topMouseUp\",\"topSelectionChange\"]}},v=null,g=null,m=null,y=!1,_=!1,b={eventTypes:d,extractEvents:function(t,e,n,r){if(!_)return null;var o=e?u.getNodeFromInstance(e):window;switch(t){case\"topFocus\":(f(o)||\"true\"===o.contentEditable)&&(v=o,g=e,m=null);break;case\"topBlur\":v=null,g=null,m=null;break;case\"topMouseDown\":y=!0;break;case\"topContextMenu\":case\"topMouseUp\":return y=!1,i(n,r);case\"topSelectionChange\":if(h)break;case\"topKeyDown\":case\"topKeyUp\":return i(n,r)}return null},didPutListener:function(t,e,n){\"onSelect\"===e&&(_=!0)}};t.exports=b},function(t,e,n){\"use strict\";function r(t){return\".\"+t._rootNodeID}function i(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}var o=n(2),a=n(150),u=n(23),c=n(4),s=n(375),l=n(376),f=n(14),p=n(379),h=n(381),d=n(52),v=n(378),g=n(382),m=n(383),y=n(25),_=n(384),b=n(8),x=n(91),w=(n(0),{}),C={};[\"abort\",\"animationEnd\",\"animationIteration\",\"animationStart\",\"blur\",\"canPlay\",\"canPlayThrough\",\"click\",\"contextMenu\",\"copy\",\"cut\",\"doubleClick\",\"drag\",\"dragEnd\",\"dragEnter\",\"dragExit\",\"dragLeave\",\"dragOver\",\"dragStart\",\"drop\",\"durationChange\",\"emptied\",\"encrypted\",\"ended\",\"error\",\"focus\",\"input\",\"invalid\",\"keyDown\",\"keyPress\",\"keyUp\",\"load\",\"loadedData\",\"loadedMetadata\",\"loadStart\",\"mouseDown\",\"mouseMove\",\"mouseOut\",\"mouseOver\",\"mouseUp\",\"paste\",\"pause\",\"play\",\"playing\",\"progress\",\"rateChange\",\"reset\",\"scroll\",\"seeked\",\"seeking\",\"stalled\",\"submit\",\"suspend\",\"timeUpdate\",\"touchCancel\",\"touchEnd\",\"touchMove\",\"touchStart\",\"transitionEnd\",\"volumeChange\",\"waiting\",\"wheel\"].forEach(function(t){var e=t[0].toUpperCase()+t.slice(1),n=\"on\"+e,r=\"top\"+e,i={phasedRegistrationNames:{bubbled:n,captured:n+\"Capture\"},dependencies:[r]};w[t]=i,C[r]=i});var M={},k={eventTypes:w,extractEvents:function(t,e,n,r){var i=C[t];if(!i)return null;var a;switch(t){case\"topAbort\":case\"topCanPlay\":case\"topCanPlayThrough\":case\"topDurationChange\":case\"topEmptied\":case\"topEncrypted\":case\"topEnded\":case\"topError\":case\"topInput\":case\"topInvalid\":case\"topLoad\":case\"topLoadedData\":case\"topLoadedMetadata\":case\"topLoadStart\":case\"topPause\":case\"topPlay\":case\"topPlaying\":case\"topProgress\":case\"topRateChange\":case\"topReset\":case\"topSeeked\":case\"topSeeking\":case\"topStalled\":case\"topSubmit\":case\"topSuspend\":case\"topTimeUpdate\":case\"topVolumeChange\":case\"topWaiting\":a=f;break;case\"topKeyPress\":if(0===x(n))return null;case\"topKeyDown\":case\"topKeyUp\":a=h;break;case\"topBlur\":case\"topFocus\":a=p;break;case\"topClick\":if(2===n.button)return null;case\"topDoubleClick\":case\"topMouseDown\":case\"topMouseMove\":case\"topMouseUp\":case\"topMouseOut\":case\"topMouseOver\":case\"topContextMenu\":a=d;break;case\"topDrag\":case\"topDragEnd\":case\"topDragEnter\":case\"topDragExit\":case\"topDragLeave\":case\"topDragOver\":case\"topDragStart\":case\"topDrop\":a=v;break;case\"topTouchCancel\":case\"topTouchEnd\":case\"topTouchMove\":case\"topTouchStart\":a=g;break;case\"topAnimationEnd\":case\"topAnimationIteration\":case\"topAnimationStart\":a=s;break;case\"topTransitionEnd\":a=m;break;case\"topScroll\":a=y;break;case\"topWheel\":a=_;break;case\"topCopy\":case\"topCut\":case\"topPaste\":a=l}a?void 0:o(\"86\",t);var c=a.getPooled(i,e,n,r);return u.accumulateTwoPhaseDispatches(c),c},didPutListener:function(t,e,n){if(\"onClick\"===e&&!i(t._tag)){var o=r(t),u=c.getNodeFromInstance(t);M[o]||(M[o]=a.listen(u,\"click\",b))}},willDeleteListener:function(t,e){if(\"onClick\"===e&&!i(t._tag)){var n=r(t);M[n].remove(),delete M[n]}}};t.exports=k},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={animationName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={clipboardData:function(t){return\"clipboardData\"in t?t.clipboardData:window.clipboardData}};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={dataTransfer:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o={relatedTarget:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(91),a=n(389),u=n(92),c={key:a,location:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,repeat:null,locale:null,getModifierState:u,charCode:function(t){return\"keypress\"===t.type?o(t):0},keyCode:function(t){return\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0},which:function(t){return\"keypress\"===t.type?o(t):\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0}};i.augmentClass(r,c),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(92),a={touches:null,targetTouches:null,changedTouches:null,altKey:null,metaKey:null,ctrlKey:null,shiftKey:null,getModifierState:o};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={propertyName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={deltaX:function(t){return\"deltaX\"in t?t.deltaX:\"wheelDeltaX\"in t?-t.wheelDeltaX:0},deltaY:function(t){return\"deltaY\"in t?t.deltaY:\"wheelDeltaY\"in t?-t.wheelDeltaY:\"wheelDelta\"in t?-t.wheelDelta:0},deltaZ:null,deltaMode:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e=1,n=0,r=0,o=t.length,a=o&-4;r<a;){for(var u=Math.min(r+4096,a);r<u;r+=4)n+=(e+=t.charCodeAt(r))+(e+=t.charCodeAt(r+1))+(e+=t.charCodeAt(r+2))+(e+=t.charCodeAt(r+3));e%=i,n%=i}for(;r<o;r++)n+=e+=t.charCodeAt(r);return e%=i,n%=i,e|n<<16}var i=65521;t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){var r=null==e||\"boolean\"==typeof e||\"\"===e;if(r)return\"\";var i=isNaN(e);if(i||0===e||o.hasOwnProperty(t)&&o[t])return\"\"+e;if(\"string\"==typeof e){e=e.trim()}return e+\"px\"}var i=n(154),o=(n(1),i.isUnitlessNumber);t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null==t)return null;if(1===t.nodeType)return t;var e=a.get(t);return e?(e=u(e),e?o.getNodeFromInstance(e):null):void(\"function\"==typeof t.render?i(\"44\"):i(\"45\",Object.keys(t)))}var i=n(2),o=(n(15),n(4)),a=n(40),u=n(167);n(0),n(1);t.exports=r},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){if(t&&\"object\"==typeof t){var i=t,o=void 0===i[n];o&&null!=e&&(i[n]=e)}}function i(t,e){if(null==t)return t;var n={};return o(t,r,n),n}var o=(n(84),n(172));n(1);\"undefined\"!=typeof e&&e.env,1,t.exports=i}).call(e,n(153))},function(t,e,n){\"use strict\";function r(t){if(t.key){var e=o[t.key]||t.key;if(\"Unidentified\"!==e)return e}if(\"keypress\"===t.type){var n=i(t);return 13===n?\"Enter\":String.fromCharCode(n)}return\"keydown\"===t.type||\"keyup\"===t.type?a[t.keyCode]||\"Unidentified\":\"\"}var i=n(91),o={Esc:\"Escape\",Spacebar:\" \",Left:\"ArrowLeft\",Up:\"ArrowUp\",Right:\"ArrowRight\",Down:\"ArrowDown\",Del:\"Delete\",Win:\"OS\",Menu:\"ContextMenu\",Apps:\"ContextMenu\",Scroll:\"ScrollLock\",MozPrintableKey:\"Unidentified\"},a={8:\"Backspace\",9:\"Tab\",12:\"Clear\",13:\"Enter\",16:\"Shift\",17:\"Control\",18:\"Alt\",19:\"Pause\",20:\"CapsLock\",27:\"Escape\",32:\" \",33:\"PageUp\",34:\"PageDown\",35:\"End\",36:\"Home\",37:\"ArrowLeft\",38:\"ArrowUp\",39:\"ArrowRight\",40:\"ArrowDown\",45:\"Insert\",46:\"Delete\",112:\"F1\",113:\"F2\",114:\"F3\",115:\"F4\",116:\"F5\",117:\"F6\",118:\"F7\",119:\"F8\",120:\"F9\",121:\"F10\",122:\"F11\",123:\"F12\",144:\"NumLock\",145:\"ScrollLock\",224:\"Meta\"};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},function(t,e,n){\"use strict\";function r(){return i++}var i=1;t.exports=r},function(t,e,n){\"use strict\";function r(t){for(;t&&t.firstChild;)t=t.firstChild;return t}function i(t){for(;t;){if(t.nextSibling)return t.nextSibling;t=t.parentNode}}function o(t,e){for(var n=r(t),o=0,a=0;n;){if(3===n.nodeType){if(a=o+n.textContent.length,o<=e&&a>=e)return{node:n,offset:e-o};o=a}n=r(i(n))}}t.exports=o},function(t,e,n){\"use strict\";function r(t,e){var n={};return n[t.toLowerCase()]=e.toLowerCase(),n[\"Webkit\"+t]=\"webkit\"+e,n[\"Moz\"+t]=\"moz\"+e,n[\"ms\"+t]=\"MS\"+e,n[\"O\"+t]=\"o\"+e.toLowerCase(),n}function i(t){if(u[t])return u[t];if(!a[t])return t;var e=a[t];for(var n in e)if(e.hasOwnProperty(n)&&n in c)return u[t]=e[n];return\"\"}var o=n(6),a={animationend:r(\"Animation\",\"AnimationEnd\"),animationiteration:r(\"Animation\",\"AnimationIteration\"),animationstart:r(\"Animation\",\"AnimationStart\"),transitionend:r(\"Transition\",\"TransitionEnd\")},u={},c={};o.canUseDOM&&(c=document.createElement(\"div\").style,\"AnimationEvent\"in window||(delete a.animationend.animation,delete a.animationiteration.animation,delete a.animationstart.animation),\"TransitionEvent\"in window||delete a.transitionend.transition),t.exports=i},function(t,e,n){\"use strict\";function r(t){return'\"'+i(t)+'\"'}var i=n(54);t.exports=r},function(t,e,n){\"use strict\";var r=n(163);t.exports=r.renderSubtreeIntoContainer},function(t,e,n){\"use strict\";function r(t,e){var n=l.extractSingleTouch(e);return n?n[t.page]:t.page in e?e[t.page]:e[t.client]+f[t.envScroll]}function i(t,e){var n=r(b.x,e),i=r(b.y,e);return Math.pow(Math.pow(n-t.x,2)+Math.pow(i-t.y,2),.5)}function o(t){return{tapMoveThreshold:g,ignoreMouseThreshold:m,eventTypes:C,extractEvents:function(e,n,o,a){if(!h(e)&&!d(e))return null;if(v(e))_=M();else if(t(_,M()))return null;var u=null,l=i(y,o);return d(e)&&l<g&&(u=s.getPooled(C.touchTap,n,o,a)),h(e)?(y.x=r(b.x,o),y.y=r(b.y,o)):d(e)&&(y.x=0,y.y=0),c.accumulateTwoPhaseDispatches(u),u}}}var a=n(339),u=n(50),c=n(23),s=n(25),l=n(397),f=n(89),p=n(329),h=(a.topLevelTypes,u.isStartish),d=u.isEndish,v=function(t){var e=[\"topTouchCancel\",\"topTouchEnd\",\"topTouchStart\",\"topTouchMove\"];return e.indexOf(t)>=0},g=10,m=750,y={x:null,y:null},_=null,b={x:{page:\"pageX\",client:\"clientX\",envScroll:\"currentPageScrollLeft\"},y:{page:\"pageY\",client:\"clientY\",envScroll:\"currentPageScrollTop\"}},x=[\"topTouchStart\",\"topTouchCancel\",\"topTouchEnd\",\"topTouchMove\"],w=[\"topMouseDown\",\"topMouseMove\",\"topMouseUp\"].concat(x),C={touchTap:{phasedRegistrationNames:{bubbled:p({onTouchTap:null}),captured:p({onTouchTapCapture:null})},dependencies:w}},M=function(){return Date.now?Date.now:function(){return+new Date}}();t.exports=o},function(t,e){var n={extractSingleTouch:function(t){var e=t.touches,n=t.changedTouches,r=e&&e.length>0,i=n&&n.length>0;return!r&&i?n[0]:r?e[0]:t}};t.exports=n},function(t,e){t.exports=function(t,e){if(t&&e-t<750)return!0}},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";var r=n(28),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";function r(t){return(\"\"+t).replace(b,\"$&/\")}function i(t,e){this.func=t,this.context=e,this.count=0}function o(t,e,n){var r=t.func,i=t.context;r.call(i,e,t.count++)}function a(t,e,n){if(null==t)return t;var r=i.getPooled(e,n);m(t,o,r),i.release(r)}function u(t,e,n,r){this.result=t,this.keyPrefix=e,this.func=n,this.context=r,this.count=0}function c(t,e,n){var i=t.result,o=t.keyPrefix,a=t.func,u=t.context,c=a.call(u,e,t.count++);Array.isArray(c)?s(c,i,n,g.thatReturnsArgument):null!=c&&(v.isValidElement(c)&&(c=v.cloneAndReplaceKey(c,o+(!c.key||e&&e.key===c.key?\"\":r(c.key)+\"/\")+n)),i.push(c))}function s(t,e,n,i,o){var a=\"\";null!=n&&(a=r(n)+\"/\");var s=u.getPooled(e,a,i,o);m(t,c,s),u.release(s)}function l(t,e,n){if(null==t)return t;var r=[];return s(t,r,null,e,n),r}function f(t,e,n){return null}function p(t,e){return m(t,f,null)}function h(t){var e=[];return s(t,e,null,g.thatReturnsArgument),e}var d=n(400),v=n(27),g=n(8),m=n(409),y=d.twoArgumentPooler,_=d.fourArgumentPooler,b=/\\/+/g;i.prototype.destructor=function(){this.func=null,this.context=null,this.count=0},d.addPoolingTo(i,y),u.prototype.destructor=function(){this.result=null,this.keyPrefix=null,this.func=null,this.context=null,this.count=0},d.addPoolingTo(u,_);var x={forEach:a,map:l,mapIntoWithKeyPrefixInternal:s,count:p,toArray:h};t.exports=x},function(t,e,n){\"use strict\";function r(t){return t}function i(t,e){var n=b.hasOwnProperty(e)?b[e]:null;w.hasOwnProperty(e)&&(\"OVERRIDE_BASE\"!==n?p(\"73\",e):void 0),t&&(\"DEFINE_MANY\"!==n&&\"DEFINE_MANY_MERGED\"!==n?p(\"74\",e):void 0)}function o(t,e){if(e){\"function\"==typeof e?p(\"75\"):void 0,v.isValidElement(e)?p(\"76\"):void 0;var n=t.prototype,r=n.__reactAutoBindPairs;e.hasOwnProperty(y)&&x.mixins(t,e.mixins);for(var o in e)if(e.hasOwnProperty(o)&&o!==y){var a=e[o],u=n.hasOwnProperty(o);if(i(u,o),x.hasOwnProperty(o))x[o](t,a);else{var l=b.hasOwnProperty(o),f=\"function\"==typeof a,h=f&&!l&&!u&&e.autobind!==!1;if(h)r.push(o,a),n[o]=a;else if(u){var d=b[o];!l||\"DEFINE_MANY_MERGED\"!==d&&\"DEFINE_MANY\"!==d?p(\"77\",d,o):void 0,\"DEFINE_MANY_MERGED\"===d?n[o]=c(n[o],a):\"DEFINE_MANY\"===d&&(n[o]=s(n[o],a))}else n[o]=a}}}else;}function a(t,e){if(e)for(var n in e){var r=e[n];if(e.hasOwnProperty(n)){var i=n in x;i?p(\"78\",n):void 0;var o=n in t;o?p(\"79\",n):void 0,t[n]=r}}}function u(t,e){t&&e&&\"object\"==typeof t&&\"object\"==typeof e?void 0:p(\"80\");for(var n in e)e.hasOwnProperty(n)&&(void 0!==t[n]?p(\"81\",n):void 0,t[n]=e[n]);return t}function c(t,e){return function(){var n=t.apply(this,arguments),r=e.apply(this,arguments);if(null==n)return r;if(null==r)return n;var i={};return u(i,n),u(i,r),i}}function s(t,e){return function(){t.apply(this,arguments),e.apply(this,arguments)}}function l(t,e){var n=e.bind(t);return n;\n",
+       "}function f(t){for(var e=t.__reactAutoBindPairs,n=0;n<e.length;n+=2){var r=e[n],i=e[n+1];t[r]=l(t,i)}}var p=n(28),h=n(3),d=n(97),v=n(27),g=(n(175),n(98)),m=n(38),y=(n(0),n(1),\"mixins\"),_=[],b={mixins:\"DEFINE_MANY\",statics:\"DEFINE_MANY\",propTypes:\"DEFINE_MANY\",contextTypes:\"DEFINE_MANY\",childContextTypes:\"DEFINE_MANY\",getDefaultProps:\"DEFINE_MANY_MERGED\",getInitialState:\"DEFINE_MANY_MERGED\",getChildContext:\"DEFINE_MANY_MERGED\",render:\"DEFINE_ONCE\",componentWillMount:\"DEFINE_MANY\",componentDidMount:\"DEFINE_MANY\",componentWillReceiveProps:\"DEFINE_MANY\",shouldComponentUpdate:\"DEFINE_ONCE\",componentWillUpdate:\"DEFINE_MANY\",componentDidUpdate:\"DEFINE_MANY\",componentWillUnmount:\"DEFINE_MANY\",updateComponent:\"OVERRIDE_BASE\"},x={displayName:function(t,e){t.displayName=e},mixins:function(t,e){if(e)for(var n=0;n<e.length;n++)o(t,e[n])},childContextTypes:function(t,e){t.childContextTypes=h({},t.childContextTypes,e)},contextTypes:function(t,e){t.contextTypes=h({},t.contextTypes,e)},getDefaultProps:function(t,e){t.getDefaultProps?t.getDefaultProps=c(t.getDefaultProps,e):t.getDefaultProps=e},propTypes:function(t,e){t.propTypes=h({},t.propTypes,e)},statics:function(t,e){a(t,e)},autobind:function(){}},w={replaceState:function(t,e){this.updater.enqueueReplaceState(this,t),e&&this.updater.enqueueCallback(this,e,\"replaceState\")},isMounted:function(){return this.updater.isMounted(this)}},C=function(){};h(C.prototype,d.prototype,w);var M={createClass:function(t){var e=r(function(t,n,r){this.__reactAutoBindPairs.length&&f(this),this.props=t,this.context=n,this.refs=m,this.updater=r||g,this.state=null;var i=this.getInitialState?this.getInitialState():null;\"object\"!=typeof i||Array.isArray(i)?p(\"82\",e.displayName||\"ReactCompositeComponent\"):void 0,this.state=i});e.prototype=new C,e.prototype.constructor=e,e.prototype.__reactAutoBindPairs=[],_.forEach(o.bind(null,e)),o(e,t),e.getDefaultProps&&(e.defaultProps=e.getDefaultProps()),e.prototype.render?void 0:p(\"83\");for(var n in b)e.prototype[n]||(e.prototype[n]=null);return e},injection:{injectMixin:function(t){_.push(t)}}};t.exports=M},function(t,e,n){\"use strict\";var r=n(27),i=r.createFactory,o={a:i(\"a\"),abbr:i(\"abbr\"),address:i(\"address\"),area:i(\"area\"),article:i(\"article\"),aside:i(\"aside\"),audio:i(\"audio\"),b:i(\"b\"),base:i(\"base\"),bdi:i(\"bdi\"),bdo:i(\"bdo\"),big:i(\"big\"),blockquote:i(\"blockquote\"),body:i(\"body\"),br:i(\"br\"),button:i(\"button\"),canvas:i(\"canvas\"),caption:i(\"caption\"),cite:i(\"cite\"),code:i(\"code\"),col:i(\"col\"),colgroup:i(\"colgroup\"),data:i(\"data\"),datalist:i(\"datalist\"),dd:i(\"dd\"),del:i(\"del\"),details:i(\"details\"),dfn:i(\"dfn\"),dialog:i(\"dialog\"),div:i(\"div\"),dl:i(\"dl\"),dt:i(\"dt\"),em:i(\"em\"),embed:i(\"embed\"),fieldset:i(\"fieldset\"),figcaption:i(\"figcaption\"),figure:i(\"figure\"),footer:i(\"footer\"),form:i(\"form\"),h1:i(\"h1\"),h2:i(\"h2\"),h3:i(\"h3\"),h4:i(\"h4\"),h5:i(\"h5\"),h6:i(\"h6\"),head:i(\"head\"),header:i(\"header\"),hgroup:i(\"hgroup\"),hr:i(\"hr\"),html:i(\"html\"),i:i(\"i\"),iframe:i(\"iframe\"),img:i(\"img\"),input:i(\"input\"),ins:i(\"ins\"),kbd:i(\"kbd\"),keygen:i(\"keygen\"),label:i(\"label\"),legend:i(\"legend\"),li:i(\"li\"),link:i(\"link\"),main:i(\"main\"),map:i(\"map\"),mark:i(\"mark\"),menu:i(\"menu\"),menuitem:i(\"menuitem\"),meta:i(\"meta\"),meter:i(\"meter\"),nav:i(\"nav\"),noscript:i(\"noscript\"),object:i(\"object\"),ol:i(\"ol\"),optgroup:i(\"optgroup\"),option:i(\"option\"),output:i(\"output\"),p:i(\"p\"),param:i(\"param\"),picture:i(\"picture\"),pre:i(\"pre\"),progress:i(\"progress\"),q:i(\"q\"),rp:i(\"rp\"),rt:i(\"rt\"),ruby:i(\"ruby\"),s:i(\"s\"),samp:i(\"samp\"),script:i(\"script\"),section:i(\"section\"),select:i(\"select\"),small:i(\"small\"),source:i(\"source\"),span:i(\"span\"),strong:i(\"strong\"),style:i(\"style\"),sub:i(\"sub\"),summary:i(\"summary\"),sup:i(\"sup\"),table:i(\"table\"),tbody:i(\"tbody\"),td:i(\"td\"),textarea:i(\"textarea\"),tfoot:i(\"tfoot\"),th:i(\"th\"),thead:i(\"thead\"),time:i(\"time\"),title:i(\"title\"),tr:i(\"tr\"),track:i(\"track\"),u:i(\"u\"),ul:i(\"ul\"),var:i(\"var\"),video:i(\"video\"),wbr:i(\"wbr\"),circle:i(\"circle\"),clipPath:i(\"clipPath\"),defs:i(\"defs\"),ellipse:i(\"ellipse\"),g:i(\"g\"),image:i(\"image\"),line:i(\"line\"),linearGradient:i(\"linearGradient\"),mask:i(\"mask\"),path:i(\"path\"),pattern:i(\"pattern\"),polygon:i(\"polygon\"),polyline:i(\"polyline\"),radialGradient:i(\"radialGradient\"),rect:i(\"rect\"),stop:i(\"stop\"),svg:i(\"svg\"),text:i(\"text\"),tspan:i(\"tspan\")};t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||1/t===1/e:t!==t&&e!==e}function i(t){this.message=t,this.stack=\"\"}function o(t){function e(e,n,r,o,a,u,c){o=o||E,u=u||r;if(null==n[r]){var s=w[a];return e?new i(null===n[r]?\"The \"+s+\" `\"+u+\"` is marked as required \"+(\"in `\"+o+\"`, but its value is `null`.\"):\"The \"+s+\" `\"+u+\"` is marked as required in \"+(\"`\"+o+\"`, but its value is `undefined`.\")):null}return t(n,r,o,a,u)}var n=e.bind(null,!1);return n.isRequired=e.bind(null,!0),n}function a(t){function e(e,n,r,o,a,u){var c=e[n],s=y(c);if(s!==t){var l=w[o],f=_(c);return new i(\"Invalid \"+l+\" `\"+a+\"` of type \"+(\"`\"+f+\"` supplied to `\"+r+\"`, expected \")+(\"`\"+t+\"`.\"))}return null}return o(e)}function u(){return o(M.thatReturns(null))}function c(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside arrayOf.\");var u=e[n];if(!Array.isArray(u)){var c=w[o],s=y(u);return new i(\"Invalid \"+c+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected an array.\"))}for(var l=0;l<u.length;l++){var f=t(u,l,r,o,a+\"[\"+l+\"]\",C);if(f instanceof Error)return f}return null}return o(e)}function s(){function t(t,e,n,r,o){var a=t[e];if(!x.isValidElement(a)){var u=w[r],c=y(a);return new i(\"Invalid \"+u+\" `\"+o+\"` of type \"+(\"`\"+c+\"` supplied to `\"+n+\"`, expected a single ReactElement.\"))}return null}return o(t)}function l(t){function e(e,n,r,o,a){if(!(e[n]instanceof t)){var u=w[o],c=t.name||E,s=b(e[n]);return new i(\"Invalid \"+u+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected \")+(\"instance of `\"+c+\"`.\"))}return null}return o(e)}function f(t){function e(e,n,o,a,u){for(var c=e[n],s=0;s<t.length;s++)if(r(c,t[s]))return null;var l=w[a],f=JSON.stringify(t);return new i(\"Invalid \"+l+\" `\"+u+\"` of value `\"+c+\"` \"+(\"supplied to `\"+o+\"`, expected one of \"+f+\".\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function p(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside objectOf.\");var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type \"+(\"`\"+c+\"` supplied to `\"+r+\"`, expected an object.\"))}for(var l in u)if(u.hasOwnProperty(l)){var f=t(u,l,r,o,a+\".\"+l,C);if(f instanceof Error)return f}return null}return o(e)}function h(t){function e(e,n,r,o,a){for(var u=0;u<t.length;u++){var c=t[u];if(null==c(e,n,r,o,a,C))return null}var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` supplied to \"+(\"`\"+r+\"`.\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function d(){function t(t,e,n,r,o){if(!g(t[e])){var a=w[r];return new i(\"Invalid \"+a+\" `\"+o+\"` supplied to \"+(\"`\"+n+\"`, expected a ReactNode.\"))}return null}return o(t)}function v(t){function e(e,n,r,o,a){var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type `\"+c+\"` \"+(\"supplied to `\"+r+\"`, expected `object`.\"))}for(var l in t){var f=t[l];if(f){var p=f(u,l,r,o,a+\".\"+l,C);if(p)return p}}return null}return o(e)}function g(t){switch(typeof t){case\"number\":case\"string\":case\"undefined\":return!0;case\"boolean\":return!t;case\"object\":if(Array.isArray(t))return t.every(g);if(null===t||x.isValidElement(t))return!0;var e=k(t);if(!e)return!1;var n,r=e.call(t);if(e!==t.entries){for(;!(n=r.next()).done;)if(!g(n.value))return!1}else for(;!(n=r.next()).done;){var i=n.value;if(i&&!g(i[1]))return!1}return!0;default:return!1}}function m(t,e){return\"symbol\"===t||(\"Symbol\"===e[\"@@toStringTag\"]||\"function\"==typeof Symbol&&e instanceof Symbol)}function y(t){var e=typeof t;return Array.isArray(t)?\"array\":t instanceof RegExp?\"object\":m(e,t)?\"symbol\":e}function _(t){var e=y(t);if(\"object\"===e){if(t instanceof Date)return\"date\";if(t instanceof RegExp)return\"regexp\"}return e}function b(t){return t.constructor&&t.constructor.name?t.constructor.name:E}var x=n(27),w=n(175),C=n(405),M=n(8),k=n(177),E=(n(1),\"<<anonymous>>\"),T={array:a(\"array\"),bool:a(\"boolean\"),func:a(\"function\"),number:a(\"number\"),object:a(\"object\"),string:a(\"string\"),symbol:a(\"symbol\"),any:u(),arrayOf:c,element:s(),instanceOf:l,node:d(),objectOf:p,oneOf:f,oneOfType:h,shape:v};i.prototype=Error.prototype,t.exports=T},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=c,this.updater=n||u}function i(){}var o=n(3),a=n(97),u=n(98),c=n(38);i.prototype=a.prototype,r.prototype=new i,r.prototype.constructor=r,o(r.prototype,a.prototype),r.prototype.isPureReactComponent=!0,t.exports=r},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";function r(t){return o.isValidElement(t)?void 0:i(\"143\"),t}var i=n(28),o=n(27);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(28),u=(n(15),n(174)),c=n(177),s=(n(0),n(399)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}var i=n(41),o=r(i),a=n(182),u=r(a),c=n(183),s=r(c),l=n(181),f=r(l),p=n(180),h=r(p),d=n(179),v=r(d);(0,s.default)(),window.SHAP={SimpleListVisualizer:f.default,AdditiveForceVisualizer:h.default,AdditiveForceArrayVisualizer:v.default,React:o.default,ReactDom:u.default}}]);</script>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<div id='i0J5G1MP9LJB34FQ02SMD'>\n",
+       "<div style='color: #900; text-align: center;'>\n",
+       "  <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
+       "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
+       "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
+       "  this notebook on github the Javascript has been stripped for security. If you are using\n",
+       "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
+       "</div></div>\n",
+       " <script>\n",
+       "   if (window.SHAP) SHAP.ReactDom.render(\n",
+       "    SHAP.React.createElement(SHAP.AdditiveForceArrayVisualizer, {\"outNames\": [\"f(x)\"], \"baseValue\": 22.291301918029784, \"link\": \"identity\", \"featureNames\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], \"explanations\": [{\"outValue\": 21.183345794677734, \"simIndex\": 36.0, \"features\": {\"0\": {\"effect\": 0.3476174611399039, \"value\": -0.383124202479689}, \"1\": {\"effect\": 0.09357558378737399, \"value\": 0.1426991295929561}, \"2\": {\"effect\": -0.1480789882236237, \"value\": 0.3647781085537734}, \"3\": {\"effect\": 0.06669142917076099, \"value\": 0.1222174403002742}, \"4\": {\"effect\": -0.03161550748655936, \"value\": 0.27553383981174656}, \"5\": {\"effect\": 0.38895615336568323, \"value\": -0.665895634931342}, \"6\": {\"effect\": -0.058600627101624315, \"value\": -0.24462973299780896}, \"7\": {\"effect\": -0.11583118034924417, \"value\": 0.6078795871278992}, \"8\": {\"effect\": -0.4293271905500268, \"value\": -0.4041553478616832}, \"9\": {\"effect\": -1.5083238984514873, \"value\": -0.29592649692441414}, \"10\": {\"effect\": 0.07378806381294695, \"value\": -0.2665600249648653}, \"11\": {\"effect\": -0.27726908781948195, \"value\": -0.08704048344991469}, \"12\": {\"effect\": 0.15010556455613427, \"value\": 0.1991182719641779}, \"13\": {\"effect\": 0.044107199410445636, \"value\": 0.19883916022090733}, \"14\": {\"effect\": 0.0, \"value\": -0.0013308468973866289}, \"15\": {\"effect\": 0.2016397669907909, \"value\": -0.16338259715243048}, \"16\": {\"effect\": 0.026231212750715244, \"value\": 0.08882861027780256}, \"17\": {\"effect\": 0.0, \"value\": -0.01315519745855183}, \"18\": {\"effect\": 0.0451443895229664, \"value\": 0.020275424428928567}, \"19\": {\"effect\": 0.02323353212227608, \"value\": 0.047973455071559756}}}, {\"outValue\": 26.410541534423828, \"simIndex\": 96.0, \"features\": {\"0\": {\"effect\": 0.4088314899880994, \"value\": 0.3111791242689701}, \"1\": {\"effect\": 0.13000900231906387, \"value\": -0.3745696403126589}, \"2\": {\"effect\": -0.11570038687441775, \"value\": 0.34526676157286434}, \"3\": {\"effect\": 0.46106934713726533, \"value\": 0.8852792588747835}, \"4\": {\"effect\": -0.3256680081966916, \"value\": 0.1687272626418942}, \"5\": {\"effect\": 0.21112257289604308, \"value\": 0.48857586435406314}, \"6\": {\"effect\": 0.04292123468608189, \"value\": 0.23508381529014222}, \"7\": {\"effect\": 0.0, \"value\": 0.32963065773909683}, \"8\": {\"effect\": 0.9601443053497494, \"value\": -0.26911985981312814}, \"9\": {\"effect\": 1.3086783012084018, \"value\": 0.34934645701753775}, \"10\": {\"effect\": 0.2164692309683809, \"value\": 0.05711686301584798}, \"11\": {\"effect\": 0.26866320941758737, \"value\": -0.445914354943177}, \"12\": {\"effect\": 0.08761910947784068, \"value\": 0.07839415695152595}, \"13\": {\"effect\": 0.0, \"value\": 0.099203961036397}, \"14\": {\"effect\": 0.212768068608004, \"value\": -0.22307843947342515}, \"15\": {\"effect\": 0.0, \"value\": 0.07330884070166685}, \"16\": {\"effect\": 0.07549117403755767, \"value\": 0.18115677025558788}, \"17\": {\"effect\": 0.12685458139189176, \"value\": -0.27311803769399273}, \"18\": {\"effect\": 0.11464787898041173, \"value\": 0.08845084627270676}, \"19\": {\"effect\": -0.064681495001226, \"value\": 0.3442472273250056}}}, {\"outValue\": 26.192174911499023, \"simIndex\": 1.0, \"features\": {\"0\": {\"effect\": 0.8099049181887523, \"value\": -0.6190295859286953}, \"1\": {\"effect\": -0.08803199324124433, \"value\": -0.3387751749669858}, \"2\": {\"effect\": 0.9208785356366501, \"value\": -0.40378652246131497}, \"3\": {\"effect\": 0.04863406732499986, \"value\": -0.2870545179008957}, \"4\": {\"effect\": -0.15095644328964447, \"value\": -0.23177974687585062}, \"5\": {\"effect\": 0.38161534030212607, \"value\": 0.33782668283442735}, \"6\": {\"effect\": -0.09739932332188306, \"value\": 0.40648506952547653}, \"7\": {\"effect\": 0.15760023099716292, \"value\": -0.13597689300141697}, \"8\": {\"effect\": 1.0125085861665521, \"value\": 0.25089221702569425}, \"9\": {\"effect\": -0.2951546649145802, \"value\": -0.07840238149422112}, \"10\": {\"effect\": 0.6787686336582075, \"value\": 0.10804806709804596}, \"11\": {\"effect\": -0.2227924936557263, \"value\": -0.010706045986828496}, \"12\": {\"effect\": 0.15347371154561162, \"value\": 0.4059647607798254}, \"13\": {\"effect\": 0.10693138909213618, \"value\": 0.22944858248452876}, \"14\": {\"effect\": -0.07213158289062466, \"value\": 0.12570953177857913}, \"15\": {\"effect\": -0.16584220621496581, \"value\": 0.029785027392873933}, \"16\": {\"effect\": 0.33258187849830634, \"value\": -0.13526916751669427}, \"17\": {\"effect\": 0.08866647336647837, \"value\": -0.017674925181261864}, \"18\": {\"effect\": 0.10557954270510361, \"value\": 0.10257239624608804}, \"19\": {\"effect\": 0.19603839351582053, \"value\": -0.058160410188528945}}}, {\"outValue\": 21.4100341796875, \"simIndex\": 30.0, \"features\": {\"0\": {\"effect\": -0.07679133084362855, \"value\": 0.3414817719725862}, \"1\": {\"effect\": 0.0, \"value\": 0.06990505787381128}, \"2\": {\"effect\": 0.7743256360233158, \"value\": -0.5712916877761596}, \"3\": {\"effect\": 0.4488641601688264, \"value\": 0.6540259237593111}, \"4\": {\"effect\": -0.047696002033120855, \"value\": 0.3828836419949389}, \"5\": {\"effect\": -0.026132670397399693, \"value\": -0.08816969850013696}, \"6\": {\"effect\": 0.024848654252061855, \"value\": 0.03239171447615884}, \"7\": {\"effect\": 0.0, \"value\": 0.13309708756987343}, \"8\": {\"effect\": -0.7781563783134426, \"value\": -0.376727367692352}, \"9\": {\"effect\": -2.1156407751782313, \"value\": -0.20997433603996182}, \"10\": {\"effect\": 0.3695011045575919, \"value\": 0.3016552409695094}, \"11\": {\"effect\": 0.19265779375155584, \"value\": 0.21788872575133278}, \"12\": {\"effect\": 0.18296650331324418, \"value\": -0.3937697512368123}, \"13\": {\"effect\": 0.06420104703956553, \"value\": -0.2315856649293557}, \"14\": {\"effect\": 0.04136765387309105, \"value\": 0.016896768164237234}, \"15\": {\"effect\": 0.040865651002499725, \"value\": 0.03588926718961109}, \"16\": {\"effect\": -0.08594351334423456, \"value\": 0.2740233494326465}, \"17\": {\"effect\": 0.10949472778602054, \"value\": 0.23678413422359654}, \"18\": {\"effect\": 0.0, \"value\": 0.19523914674612647}, \"19\": {\"effect\": 0.0, \"value\": -0.04508367010105935}}}, {\"outValue\": 21.49711036682129, \"simIndex\": 22.0, \"features\": {\"0\": {\"effect\": -0.5775437571005205, \"value\": 0.7389554140379185}, \"1\": {\"effect\": 0.1685832937014799, \"value\": 0.3226062635822278}, \"2\": {\"effect\": -0.15875358566537393, \"value\": -0.2115442917648535}, \"3\": {\"effect\": 0.0, \"value\": 0.10325789870958461}, \"4\": {\"effect\": -0.06517662527806123, \"value\": 0.028365254204274225}, \"5\": {\"effect\": 0.0, \"value\": -0.10521861807042127}, \"6\": {\"effect\": 0.0, \"value\": -0.06363968933292752}, \"7\": {\"effect\": 0.0, \"value\": 0.36482719502835587}, \"8\": {\"effect\": 0.3507393766734813, \"value\": 0.3386258565323365}, \"9\": {\"effect\": -1.7003589728272621, \"value\": -0.09965854990107618}, \"10\": {\"effect\": 0.02934014058233552, \"value\": -0.14979222739509745}, \"11\": {\"effect\": 0.6594437357148507, \"value\": -0.325700727195705}, \"12\": {\"effect\": 0.07627427613350113, \"value\": -0.07715656527005978}, \"13\": {\"effect\": 0.0, \"value\": 0.200678877607758}, \"14\": {\"effect\": 0.05684133162984863, \"value\": 0.15898336884083772}, \"15\": {\"effect\": 0.09203315426177891, \"value\": 0.10941570977318281}, \"16\": {\"effect\": 0.14804246856308495, \"value\": -0.1838426020329913}, \"17\": {\"effect\": 0.7218130758258131, \"value\": 0.33681997705192496}, \"18\": {\"effect\": -0.16539536755796563, \"value\": -0.12198445009699511}, \"19\": {\"effect\": -0.43007409586548634, \"value\": 0.26071934818244485}}}, {\"outValue\": 22.93267059326172, \"simIndex\": 80.0, \"features\": {\"0\": {\"effect\": -0.5576022302004701, \"value\": -0.545661493427091}, \"1\": {\"effect\": 0.0697026572763314, \"value\": -0.2733355790319657}, \"2\": {\"effect\": 0.8585994379338776, \"value\": -0.5204154802860602}, \"3\": {\"effect\": 0.05695760000637809, \"value\": -0.20742336919915683}, \"4\": {\"effect\": -0.014618449408100628, \"value\": -0.22867612165239684}, \"5\": {\"effect\": 0.3056413090777001, \"value\": 0.6231740362103991}, \"6\": {\"effect\": -0.06719158984051743, \"value\": -0.3898635416200212}, \"7\": {\"effect\": 0.03779215372352848, \"value\": -0.15907808625413408}, \"8\": {\"effect\": -0.34477651893719463, \"value\": 0.2130253641159004}, \"9\": {\"effect\": 0.23722066856321852, \"value\": 0.2667861941040123}, \"10\": {\"effect\": 0.13597890882300218, \"value\": -0.08941819642687196}, \"11\": {\"effect\": 0.04583853484727038, \"value\": 0.05770984837428146}, \"12\": {\"effect\": -0.19446413638719623, \"value\": -0.07982959938548954}, \"13\": {\"effect\": 0.08540991767713271, \"value\": 0.25954223130672494}, \"14\": {\"effect\": -0.09226744883985065, \"value\": 0.29516917902850814}, \"15\": {\"effect\": 0.0, \"value\": -0.004528870640224726}, \"16\": {\"effect\": 0.051077164613235054, \"value\": -0.0421904434583116}, \"17\": {\"effect\": -0.09242366681725156, \"value\": -0.037533838602491855}, \"18\": {\"effect\": -0.04977952320808887, \"value\": -0.0509619406356717}, \"19\": {\"effect\": 0.1702738863289297, \"value\": -0.10901975152823841}}}, {\"outValue\": 23.179309844970703, \"simIndex\": 89.0, \"features\": {\"0\": {\"effect\": -0.2831444399883833, \"value\": 0.0985065040608996}, \"1\": {\"effect\": 0.03974981941683714, \"value\": 0.3338027177722427}, \"2\": {\"effect\": 0.126561268540349, \"value\": -0.2604572089456417}, \"3\": {\"effect\": 0.038720715979140896, \"value\": -0.12090760345774144}, \"4\": {\"effect\": 0.047269177444778154, \"value\": 0.5233826525768792}, \"5\": {\"effect\": -0.4681419507386831, \"value\": -0.6062623180999791}, \"6\": {\"effect\": 0.0, \"value\": -0.3895094758652003}, \"7\": {\"effect\": 0.038303102077955176, \"value\": 0.035443088152910106}, \"8\": {\"effect\": 1.042416524594648, \"value\": 0.3078095451581971}, \"9\": {\"effect\": 0.0, \"value\": -0.012189716018894632}, \"10\": {\"effect\": -0.14126388300544934, \"value\": -0.17095597244150967}, \"11\": {\"effect\": 0.12891116337657388, \"value\": -0.1563874473300584}, \"12\": {\"effect\": -0.08449806705910817, \"value\": -0.08988905412266662}, \"13\": {\"effect\": 0.047681113068406056, \"value\": 0.19334743287167003}, \"14\": {\"effect\": 0.02800858622803698, \"value\": 0.1946409823251329}, \"15\": {\"effect\": -0.03469343070625952, \"value\": 0.014953337078868695}, \"16\": {\"effect\": 0.3766078932750435, \"value\": -0.09699815971980974}, \"17\": {\"effect\": -0.08269088223359816, \"value\": -0.016679712584131107}, \"18\": {\"effect\": 0.0, \"value\": -0.03501329073719086}, \"19\": {\"effect\": 0.06821121667063146, \"value\": 0.037819193997977334}}}, {\"outValue\": 20.336811065673828, \"simIndex\": 73.0, \"features\": {\"0\": {\"effect\": 0.6173853280247996, \"value\": -0.6207460448854076}, \"1\": {\"effect\": -0.13433862617589948, \"value\": -0.30639966781643624}, \"2\": {\"effect\": -0.8719393228064379, \"value\": 0.4698005004613789}, \"3\": {\"effect\": -0.4297854323624879, \"value\": -0.24743457099831598}, \"4\": {\"effect\": -0.23726734385111992, \"value\": -0.4833243948555122}, \"5\": {\"effect\": 0.43479404740605554, \"value\": 0.3021847135683943}, \"6\": {\"effect\": 0.08988429572914858, \"value\": -0.1404986794519569}, \"7\": {\"effect\": -0.09393801933442347, \"value\": 0.16261288775857616}, \"8\": {\"effect\": -1.0329020039733119, \"value\": -0.1881872815274411}, \"9\": {\"effect\": 0.6725854569529512, \"value\": 0.08384687934280434}, \"10\": {\"effect\": 0.06919593706331095, \"value\": -0.023061362973230748}, \"11\": {\"effect\": -0.7357332934347554, \"value\": 0.24187416062627357}, \"12\": {\"effect\": -0.09056806033296175, \"value\": 0.11205125449975716}, \"13\": {\"effect\": -0.16224508881185135, \"value\": -0.15566587359846626}, \"14\": {\"effect\": -0.07987273037457776, \"value\": 0.08271276874056695}, \"15\": {\"effect\": 0.11652865413464686, \"value\": 0.23899835507638664}, \"16\": {\"effect\": -0.24225264827505844, \"value\": -0.09187379257859536}, \"17\": {\"effect\": -0.10954350913621069, \"value\": -0.060745406155061264}, \"18\": {\"effect\": 0.17777818998222705, \"value\": 0.05051405196052334}, \"19\": {\"effect\": 0.08774331721999928, \"value\": -0.01270454846145774}}}, {\"outValue\": 21.280345916748047, \"simIndex\": 11.0, \"features\": {\"0\": {\"effect\": 0.10947745554141186, \"value\": -0.85583602749727}, \"1\": {\"effect\": -0.03737647353329776, \"value\": -0.17395781035091917}, \"2\": {\"effect\": -0.2331151168500124, \"value\": 0.44824366132909155}, \"3\": {\"effect\": 0.0, \"value\": -0.4062936099890061}, \"4\": {\"effect\": 0.0, \"value\": -0.11250056982348595}, \"5\": {\"effect\": -0.02939717688529997, \"value\": 0.039644945184875484}, \"6\": {\"effect\": 0.0, \"value\": 0.45538803858458016}, \"7\": {\"effect\": 0.0, \"value\": -0.20900860672934798}, \"8\": {\"effect\": -0.039657404166432236, \"value\": 0.010553247949618007}, \"9\": {\"effect\": -0.8269509485379016, \"value\": 0.38627899132189036}, \"10\": {\"effect\": 0.06714730647841094, \"value\": 0.5464989544461141}, \"11\": {\"effect\": 0.0, \"value\": 0.21783536491262595}, \"12\": {\"effect\": -0.1546291809736138, \"value\": -0.21546289371731828}, \"13\": {\"effect\": -0.030046016010843113, \"value\": -0.4308352773016006}, \"14\": {\"effect\": -0.07904865063461908, \"value\": 0.2324819687054497}, \"15\": {\"effect\": 0.0, \"value\": -0.029798869116785576}, \"16\": {\"effect\": 0.0, \"value\": -0.016365651944581994}, \"17\": {\"effect\": 0.24264020429045963, \"value\": 0.18106935357556184}, \"18\": {\"effect\": 0.0, \"value\": -0.08066609954357076}, \"19\": {\"effect\": 0.0, \"value\": 0.08293300149624605}}}, {\"outValue\": 20.740379333496094, \"simIndex\": 38.0, \"features\": {\"0\": {\"effect\": -0.09429390491934415, \"value\": 0.24801595922257547}, \"1\": {\"effect\": -0.05224629153147675, \"value\": -0.20389004506487288}, \"2\": {\"effect\": -0.3105394844993693, \"value\": 0.503709694556715}, \"3\": {\"effect\": 0.48621028115910825, \"value\": 0.5225578999140462}, \"4\": {\"effect\": 0.05883166402441631, \"value\": 0.28873871666888157}, \"5\": {\"effect\": -0.13577507384170606, \"value\": -0.15907824413888122}, \"6\": {\"effect\": 0.0, \"value\": 0.16370367506037897}, \"7\": {\"effect\": 0.0, \"value\": 0.10360019806905996}, \"8\": {\"effect\": -0.6441283485255948, \"value\": -0.18187814366813612}, \"9\": {\"effect\": -0.9745947160187461, \"value\": -0.3046661875997753}, \"10\": {\"effect\": -0.21047700217758358, \"value\": -0.37049565927458533}, \"11\": {\"effect\": 0.42419863349835807, \"value\": 0.3198172808878951}, \"12\": {\"effect\": 0.0, \"value\": -0.009175065059827249}, \"13\": {\"effect\": 0.0, \"value\": 0.017019812114459444}, \"14\": {\"effect\": -0.026760863473380442, \"value\": -0.033489358124996656}, \"15\": {\"effect\": 0.0, \"value\": 0.1070349705377611}, \"16\": {\"effect\": 0.0, \"value\": -0.06784178440268127}, \"17\": {\"effect\": -0.06090590767091761, \"value\": -0.19010807259753776}, \"18\": {\"effect\": 0.018083278618020726, \"value\": 0.1719604810965247}, \"19\": {\"effect\": -0.028524849175475486, \"value\": 0.09598759025232476}}}, {\"outValue\": 20.676311492919922, \"simIndex\": 15.0, \"features\": {\"0\": {\"effect\": -0.3895711418980148, \"value\": -0.1518950952847745}, \"1\": {\"effect\": -0.1700245079727002, \"value\": 0.4499127675535748}, \"2\": {\"effect\": 0.9016318723060266, \"value\": -0.5610712079943546}, \"3\": {\"effect\": -0.05728995781236801, \"value\": -0.10494105742280412}, \"4\": {\"effect\": -0.06327156116096522, \"value\": 0.30312237894512767}, \"5\": {\"effect\": -0.09735756827926934, \"value\": -0.46043284779271165}, \"6\": {\"effect\": -0.03688869221679181, \"value\": -0.5543019387718103}, \"7\": {\"effect\": 0.0, \"value\": -0.23832181740111374}, \"8\": {\"effect\": -0.4877986503342151, \"value\": 0.1651658089048171}, \"9\": {\"effect\": -0.7224403235338654, \"value\": 0.35607142245900714}, \"10\": {\"effect\": -0.12450446551115002, \"value\": -0.003936289179503539}, \"11\": {\"effect\": 0.0, \"value\": 0.19105992302954358}, \"12\": {\"effect\": -0.114172259361772, \"value\": -0.1696186247180576}, \"13\": {\"effect\": 0.0, \"value\": 0.03720926652573648}, \"14\": {\"effect\": 0.0, \"value\": 0.22697430309706437}, \"15\": {\"effect\": 0.0, \"value\": -0.13010773180042692}, \"16\": {\"effect\": 0.0, \"value\": -0.037155844974295985}, \"17\": {\"effect\": -0.20024934328357724, \"value\": -0.07382135531999555}, \"18\": {\"effect\": 0.0, \"value\": -0.030244323281034664}, \"19\": {\"effect\": -0.053053826051199904, \"value\": 0.09949684770309897}}}, {\"outValue\": 22.78179931640625, \"simIndex\": 66.0, \"features\": {\"0\": {\"effect\": -0.4628825653268829, \"value\": -0.3700091459358273}, \"1\": {\"effect\": -0.09937724606915108, \"value\": 0.7349681480575379}, \"2\": {\"effect\": -0.5771622659398111, \"value\": 0.27000375572569313}, \"3\": {\"effect\": 0.06020415479618372, \"value\": 0.3011720593793852}, \"4\": {\"effect\": -0.021518609709375365, \"value\": 0.3554083084080668}, \"5\": {\"effect\": 0.5749372590669397, \"value\": 0.943958297213905}, \"6\": {\"effect\": 0.0, \"value\": -0.2356374627739593}, \"7\": {\"effect\": 0.03996492752863536, \"value\": 0.007172061056455534}, \"8\": {\"effect\": -0.17620620550568672, \"value\": 0.10205773879055885}, \"9\": {\"effect\": 1.653455509846018, \"value\": 0.13536326431956813}, \"10\": {\"effect\": 0.16609824863219488, \"value\": -0.03919952811356307}, \"11\": {\"effect\": -0.12410006700546489, \"value\": -0.14193716212545554}, \"12\": {\"effect\": -0.12386950561754195, \"value\": -0.0008093771005487213}, \"13\": {\"effect\": -0.043142779731785645, \"value\": -0.09143727476644103}, \"14\": {\"effect\": 0.027592876134270635, \"value\": -0.3219565282760638}, \"15\": {\"effect\": 0.07240502739771547, \"value\": -0.16273844003963672}, \"16\": {\"effect\": -0.09372886730002469, \"value\": 0.0979990805258136}, \"17\": {\"effect\": -0.46029058825772146, \"value\": -0.20608309769366365}, \"18\": {\"effect\": 0.050753112376295595, \"value\": 0.06810080367713088}, \"19\": {\"effect\": 0.0273649830616578, \"value\": 0.08784428348307093}}}, {\"outValue\": 20.46172332763672, \"simIndex\": 20.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": 0.5186321045470877}, \"1\": {\"effect\": 0.0, \"value\": 0.3721728674039702}, \"2\": {\"effect\": -0.8878891771405324, \"value\": 0.368668089775192}, \"3\": {\"effect\": -0.21829005385996092, \"value\": -0.17878688362848272}, \"4\": {\"effect\": 0.041378795461698314, \"value\": -0.5041267797318003}, \"5\": {\"effect\": -0.16287642296019755, \"value\": -0.32896713735088584}, \"6\": {\"effect\": 0.0, \"value\": 0.3019864483517669}, \"7\": {\"effect\": 0.0, \"value\": -0.22121339999145415}, \"8\": {\"effect\": -0.1967481453083577, \"value\": -0.1636907013464499}, \"9\": {\"effect\": -0.12542031747590854, \"value\": 0.44285574143829626}, \"10\": {\"effect\": -0.03622464757147381, \"value\": -0.036926894619306296}, \"11\": {\"effect\": 0.0, \"value\": 0.19884862256066596}, \"12\": {\"effect\": -0.09535270355836212, \"value\": -0.10130972894733983}, \"13\": {\"effect\": -0.07962120638788583, \"value\": -0.06160351786210794}, \"14\": {\"effect\": 0.0, \"value\": 0.18275196008989333}, \"15\": {\"effect\": 0.08267679679457673, \"value\": -0.27650729601388874}, \"16\": {\"effect\": -0.009004566057021157, \"value\": 0.07188295898691961}, \"17\": {\"effect\": -0.13022961090965102, \"value\": -0.039029664722370606}, \"18\": {\"effect\": -0.011977331419989357, \"value\": 0.004787423591583697}, \"19\": {\"effect\": 0.0, \"value\": 0.03818575734562665}}}, {\"outValue\": 20.213411331176758, \"simIndex\": 7.0, \"features\": {\"0\": {\"effect\": -0.34257910932507063, \"value\": 0.25350181820168166}, \"1\": {\"effect\": -0.12142985584544991, \"value\": -0.449823364389365}, \"2\": {\"effect\": -0.5148203634830726, \"value\": 0.5671994699245563}, \"3\": {\"effect\": 0.3108496087547757, \"value\": 0.438415666201146}, \"4\": {\"effect\": -0.06912998238974011, \"value\": -0.16151865013947997}, \"5\": {\"effect\": -0.044816367164059456, \"value\": 0.02704221006663706}, \"6\": {\"effect\": 0.0, \"value\": 0.5902124163002339}, \"7\": {\"effect\": -0.02605066347795186, \"value\": 0.37500984530721615}, \"8\": {\"effect\": 0.37935202663557727, \"value\": 0.27183572513776444}, \"9\": {\"effect\": -1.401697319900022, \"value\": -0.05592190050125542}, \"10\": {\"effect\": 0.14210610750359465, \"value\": 0.04030800260837862}, \"11\": {\"effect\": -0.12942399434199933, \"value\": 0.13987257663563923}, \"12\": {\"effect\": -0.037524182086436264, \"value\": 0.041395296494870844}, \"13\": {\"effect\": -0.04437820490479932, \"value\": -0.2348228296199654}, \"14\": {\"effect\": 0.024267666517479608, \"value\": -0.23237264556408993}, \"15\": {\"effect\": -0.03435761780952826, \"value\": 0.03663256559692234}, \"16\": {\"effect\": -0.07185202387146676, \"value\": 0.1564979276488305}, \"17\": {\"effect\": -0.027961201057275398, \"value\": -0.009613340840146407}, \"18\": {\"effect\": -0.029845509002817572, \"value\": -0.1604349183570321}, \"19\": {\"effect\": -0.03859960160476472, \"value\": 0.0870842758400631}}}, {\"outValue\": 26.415428161621094, \"simIndex\": 98.0, \"features\": {\"0\": {\"effect\": -0.22029332980617933, \"value\": -0.18807866679827787}, \"1\": {\"effect\": 0.0, \"value\": 0.05132198227727873}, \"2\": {\"effect\": 0.0, \"value\": -0.24706784566828643}, \"3\": {\"effect\": 0.5983371290564401, \"value\": 0.8492893189933473}, \"4\": {\"effect\": 0.4736497066655103, \"value\": -0.6394684746886875}, \"5\": {\"effect\": 0.0, \"value\": 0.292627743592519}, \"6\": {\"effect\": 0.0, \"value\": 0.10887647900882688}, \"7\": {\"effect\": 0.0, \"value\": 0.07258289586698899}, \"8\": {\"effect\": 0.971128271512337, \"value\": -0.4210687151304208}, \"9\": {\"effect\": 1.861037176583145, \"value\": 0.30000950367526696}, \"10\": {\"effect\": 0.07901030812574339, \"value\": -0.06276626690175886}, \"11\": {\"effect\": 0.43152517620171116, \"value\": -0.3842659146264104}, \"12\": {\"effect\": 0.04910292439430908, \"value\": 0.11828558369086563}, \"13\": {\"effect\": 0.0, \"value\": 0.2525671039854947}, \"14\": {\"effect\": 0.08010532381856295, \"value\": -0.0680023248970918}, \"15\": {\"effect\": -0.20940191955629217, \"value\": 0.30606623713413583}, \"16\": {\"effect\": 0.035962775932070645, \"value\": 0.13047469114444077}, \"17\": {\"effect\": 0.05803892929950605, \"value\": 0.08199995373430373}, \"18\": {\"effect\": -0.08407622863555453, \"value\": -0.09679393520290534}, \"19\": {\"effect\": 0.0, \"value\": 0.16599878267889154}}}, {\"outValue\": 24.766704559326172, \"simIndex\": 50.0, \"features\": {\"0\": {\"effect\": 0.43496062003261105, \"value\": -0.29056178819758943}, \"1\": {\"effect\": -0.13591426456001154, \"value\": -0.09450967792897695}, \"2\": {\"effect\": 0.9365020358207929, \"value\": -0.4647051795181838}, \"3\": {\"effect\": 0.2341643965918918, \"value\": 0.0950645847346661}, \"4\": {\"effect\": -0.023505879127894584, \"value\": -0.5908972525472649}, \"5\": {\"effect\": -0.5752975818233346, \"value\": -0.37071638075485736}, \"6\": {\"effect\": -0.040957665400847554, \"value\": -0.3368757971271192}, \"7\": {\"effect\": -0.26995421056218954, \"value\": 0.6440611232121046}, \"8\": {\"effect\": -1.0539727008386448, \"value\": -0.2902372521834925}, \"9\": {\"effect\": 1.6727399851162281, \"value\": 0.10683554039864682}, \"10\": {\"effect\": 0.5779486676619557, \"value\": 0.04307906233847495}, \"11\": {\"effect\": 0.7031865217388403, \"value\": -0.23585416730777872}, \"12\": {\"effect\": 0.09798986463248213, \"value\": -0.09546238969274949}, \"13\": {\"effect\": -0.08370615856945224, \"value\": -0.14063639063399164}, \"14\": {\"effect\": 0.09850189257813075, \"value\": -0.16684027688621123}, \"15\": {\"effect\": 0.13122641004537283, \"value\": 0.13538908842448935}, \"16\": {\"effect\": -0.09180502786962275, \"value\": -0.018302133512244842}, \"17\": {\"effect\": 0.009741853327693173, \"value\": -0.0037852518720456257}, \"18\": {\"effect\": -0.1464461174976135, \"value\": -0.050665336299341245}, \"19\": {\"effect\": 0.0, \"value\": 0.05638675519815598}}}, {\"outValue\": 20.889163970947266, \"simIndex\": 81.0, \"features\": {\"0\": {\"effect\": -0.28785317688714973, \"value\": -0.40637327430930087}, \"1\": {\"effect\": -0.1348360282209582, \"value\": 0.6944803293210587}, \"2\": {\"effect\": 0.29570227556996015, \"value\": -0.3176695616888981}, \"3\": {\"effect\": -0.04292896309649713, \"value\": -0.4287099144729032}, \"4\": {\"effect\": -0.030231580382253098, \"value\": -0.026742021117321223}, \"5\": {\"effect\": -0.12502889779544835, \"value\": -0.18224994580880235}, \"6\": {\"effect\": 0.0, \"value\": -0.06137713998208244}, \"7\": {\"effect\": 0.0, \"value\": -0.15922694282008387}, \"8\": {\"effect\": -0.7455242990380819, \"value\": 0.46256241332016884}, \"9\": {\"effect\": 0.12479977442438828, \"value\": 0.23240740938520651}, \"10\": {\"effect\": -0.03419188986375843, \"value\": 0.13229742406663086}, \"11\": {\"effect\": -0.08603473599298295, \"value\": 0.19831506035855284}, \"12\": {\"effect\": -0.06985316669133967, \"value\": 0.08018904176678684}, \"13\": {\"effect\": -0.06374556073250948, \"value\": 0.06496576735858321}, \"14\": {\"effect\": 0.0, \"value\": 0.09632798408990258}, \"15\": {\"effect\": 0.056430162885407364, \"value\": -0.07281670901736553}, \"16\": {\"effect\": -0.042990477924373494, \"value\": 0.08488239996729906}, \"17\": {\"effect\": -0.1814758985408229, \"value\": -0.09075448547379625}, \"18\": {\"effect\": -0.03437548479609953, \"value\": -0.161820375358767}, \"19\": {\"effect\": 0.0, \"value\": 0.06211951711287913}}}, {\"outValue\": 24.133804321289062, \"simIndex\": 65.0, \"features\": {\"0\": {\"effect\": -0.30759194495780456, \"value\": -0.5467166874022139}, \"1\": {\"effect\": 0.0, \"value\": 0.5660686132967634}, \"2\": {\"effect\": -0.5236942613573882, \"value\": 0.2821134981916153}, \"3\": {\"effect\": 0.22257386217278075, \"value\": 0.38304500911867}, \"4\": {\"effect\": -0.12375768452433333, \"value\": -0.1920305932136093}, \"5\": {\"effect\": 0.0, \"value\": -0.18169638617330097}, \"6\": {\"effect\": 0.0, \"value\": 0.220188125021911}, \"7\": {\"effect\": 0.0, \"value\": 0.2576450280723243}, \"8\": {\"effect\": 0.23516888957144405, \"value\": 0.07180672308155837}, \"9\": {\"effect\": 2.015212761438893, \"value\": 0.13381287184783006}, \"10\": {\"effect\": 0.1973151043535229, \"value\": -0.1642594693005007}, \"11\": {\"effect\": 0.03255472518223779, \"value\": -0.22197786033821523}, \"12\": {\"effect\": -0.06799240477720758, \"value\": -0.03958741489752055}, \"13\": {\"effect\": 0.0, \"value\": 0.1846148036668636}, \"14\": {\"effect\": 0.0, \"value\": 0.1410121242610746}, \"15\": {\"effect\": 0.0, \"value\": -0.03413397804719711}, \"16\": {\"effect\": 0.04327271053439774, \"value\": -0.15576906268810184}, \"17\": {\"effect\": 0.0, \"value\": -0.024155108991472142}, \"18\": {\"effect\": 0.0, \"value\": 0.013402618594646781}, \"19\": {\"effect\": 0.11944064562273571, \"value\": -0.10052811678676753}}}, {\"outValue\": 21.4541015625, \"simIndex\": 24.0, \"features\": {\"0\": {\"effect\": -0.07842598426407932, \"value\": -0.23585025626103}, \"1\": {\"effect\": 0.03886860564500849, \"value\": -0.18296613522771693}, \"2\": {\"effect\": 0.4042236597898512, \"value\": -0.529770665248945}, \"3\": {\"effect\": 0.567145447730668, \"value\": 0.38570421540516575}, \"4\": {\"effect\": 0.0, \"value\": -0.546087990018329}, \"5\": {\"effect\": -0.0892322671410899, \"value\": -0.21779925931546726}, \"6\": {\"effect\": 0.03496018259340672, \"value\": -0.11262081533976592}, \"7\": {\"effect\": 0.02157405730986875, \"value\": -0.43413464223086934}, \"8\": {\"effect\": -0.05673329978375591, \"value\": 0.07169888513028078}, \"9\": {\"effect\": -2.1683875745217946, \"value\": -0.41279998065034196}, \"10\": {\"effect\": 0.5415109681464483, \"value\": 0.4026558034987298}, \"11\": {\"effect\": 0.012909501753583907, \"value\": -0.016437499154572602}, \"12\": {\"effect\": 0.05500799961449726, \"value\": 0.22722413887192336}, \"13\": {\"effect\": 0.0, \"value\": 0.003414446359386851}, \"14\": {\"effect\": 0.0, \"value\": -0.07578373059964455}, \"15\": {\"effect\": 0.06212711518366107, \"value\": 0.349033831792514}, \"16\": {\"effect\": -0.08547208817499333, \"value\": 0.2022744405889983}, \"17\": {\"effect\": -0.09387020836889548, \"value\": -0.14506563050464755}, \"18\": {\"effect\": 0.01988127446310728, \"value\": 0.07173727768271115}, \"19\": {\"effect\": -0.02328774550527668, \"value\": -0.022686788219963845}}}, {\"outValue\": 20.11197280883789, \"simIndex\": 6.0, \"features\": {\"0\": {\"effect\": -0.23568564991678165, \"value\": 0.333473403621992}, \"1\": {\"effect\": -0.12031775110063025, \"value\": -0.27495160333799}, \"2\": {\"effect\": -0.10641587298998223, \"value\": 0.49679984766830365}, \"3\": {\"effect\": 0.040311823577303674, \"value\": 0.11223118182921703}, \"4\": {\"effect\": 0.023356561613463445, \"value\": 0.06273153049235775}, \"5\": {\"effect\": -0.20460233297964114, \"value\": -0.6481349440867035}, \"6\": {\"effect\": 0.036538303843424824, \"value\": -0.34081951313937037}, \"7\": {\"effect\": -0.030201475130847255, \"value\": 0.32616744063272096}, \"8\": {\"effect\": 0.4769142214259081, \"value\": 0.27035096216367693}, \"9\": {\"effect\": -1.374947187910264, \"value\": -0.2986986391170921}, \"10\": {\"effect\": 0.024812977580137008, \"value\": -0.11320257898733664}, \"11\": {\"effect\": -0.5225372873704524, \"value\": -0.0681483292214466}, \"12\": {\"effect\": 0.0, \"value\": 0.12767156530831056}, \"13\": {\"effect\": -0.039992896783721754, \"value\": -0.05607995710393193}, \"14\": {\"effect\": 0.01093585148038434, \"value\": -0.08913479380696676}, \"15\": {\"effect\": 0.0, \"value\": 0.10434182814599606}, \"16\": {\"effect\": -0.029802590605677803, \"value\": 0.04674713662375131}, \"17\": {\"effect\": -0.11172981663712145, \"value\": -0.0684816108026084}, \"18\": {\"effect\": -0.015965987287395844, \"value\": -0.0688161093604445}, \"19\": {\"effect\": 0.0, \"value\": 0.051918811653737386}}}, {\"outValue\": 23.769386291503906, \"simIndex\": 57.0, \"features\": {\"0\": {\"effect\": -0.02482483117020277, \"value\": 0.4295028125016856}, \"1\": {\"effect\": -0.2697850879788255, \"value\": -0.6570120254839849}, \"2\": {\"effect\": -0.5636127143524016, \"value\": 0.2648427512570479}, \"3\": {\"effect\": -0.9183044307239715, \"value\": -0.5386872261402675}, \"4\": {\"effect\": -0.10802492508018968, \"value\": -0.2598367150086768}, \"5\": {\"effect\": 0.15390128221297578, \"value\": 0.045962868504506836}, \"6\": {\"effect\": 0.08292340945558271, \"value\": -0.5836040052928082}, \"7\": {\"effect\": 0.224908930057103, \"value\": -0.374597691595801}, \"8\": {\"effect\": -0.22049414146031437, \"value\": -0.3072436671721951}, \"9\": {\"effect\": 2.927946479225083, \"value\": 0.25715143709009186}, \"10\": {\"effect\": 0.20273004045267023, \"value\": -0.060552202341946935}, \"11\": {\"effect\": 0.31719387087840983, \"value\": -0.13958963845882677}, \"12\": {\"effect\": 0.0, \"value\": -0.06410097472147266}, \"13\": {\"effect\": -0.0671821187672139, \"value\": -0.03395926366239594}, \"14\": {\"effect\": -0.16624143908407812, \"value\": 0.20708237940158916}, \"15\": {\"effect\": 0.0, \"value\": -0.029523604694089604}, \"16\": {\"effect\": -0.13742990615248102, \"value\": -0.0361673732068581}, \"17\": {\"effect\": 0.05094431655636994, \"value\": 0.037135549769820954}, \"18\": {\"effect\": 0.0858588403248246, \"value\": 0.009354030117891021}, \"19\": {\"effect\": -0.09242320091921896, \"value\": 0.03611282350287449}}}, {\"outValue\": 24.920969009399414, \"simIndex\": 60.0, \"features\": {\"0\": {\"effect\": 0.8778879592715336, \"value\": -0.6420451200642548}, \"1\": {\"effect\": -0.08932641198365632, \"value\": -0.2628383037028956}, \"2\": {\"effect\": -0.5134837115836853, \"value\": 0.4758453052855682}, \"3\": {\"effect\": -0.410419257134006, \"value\": -0.3530172570732704}, \"4\": {\"effect\": 0.025724899047883387, \"value\": -0.4687703081537455}, \"5\": {\"effect\": 0.3431908891116741, \"value\": 0.24708862406079757}, \"6\": {\"effect\": 0.0, \"value\": -0.06966318152531098}, \"7\": {\"effect\": 0.09840352264760477, \"value\": -0.3395486609244774}, \"8\": {\"effect\": 0.0, \"value\": -0.1776413663355051}, \"9\": {\"effect\": 2.3652313597442918, \"value\": 0.14989322736911212}, \"10\": {\"effect\": 0.25855473540762725, \"value\": -0.07090017073028923}, \"11\": {\"effect\": -0.18168074015591773, \"value\": 0.08998658541845662}, \"12\": {\"effect\": 0.0, \"value\": 0.13928639475243415}, \"13\": {\"effect\": -0.099980679397773, \"value\": -0.10694305685695116}, \"14\": {\"effect\": -0.0319950983287961, \"value\": 0.21418783524944404}, \"15\": {\"effect\": -0.17815233560874333, \"value\": 0.2218424538563412}, \"16\": {\"effect\": 0.18805690941053, \"value\": 0.11008035174951533}, \"17\": {\"effect\": -0.09789453894546929, \"value\": -0.04742131069055284}, \"18\": {\"effect\": 0.0, \"value\": -0.06642371702712702}, \"19\": {\"effect\": 0.07554958986653126, \"value\": 0.045303863521284744}}}, {\"outValue\": 26.318859100341797, \"simIndex\": 54.0, \"features\": {\"0\": {\"effect\": -0.04281305722901879, \"value\": -0.07287649789564977}, \"1\": {\"effect\": 0.17605564585172645, \"value\": 0.5662438410984346}, \"2\": {\"effect\": 0.5651421195043034, \"value\": -0.3816945369802084}, \"3\": {\"effect\": -0.23511157428567653, \"value\": -0.5830093240307422}, \"4\": {\"effect\": 0.17352713623893773, \"value\": -0.49242174930003313}, \"5\": {\"effect\": 0.03822682607633343, \"value\": 0.11971825494918698}, \"6\": {\"effect\": 0.0, \"value\": -0.40048340245148856}, \"7\": {\"effect\": 0.28382866236228793, \"value\": -0.38448509250790236}, \"8\": {\"effect\": 0.9014053253041974, \"value\": 0.2464257224826486}, \"9\": {\"effect\": 2.233255233696026, \"value\": 0.13000716970791018}, \"10\": {\"effect\": -0.1923043415896859, \"value\": -0.21599035503775355}, \"11\": {\"effect\": -0.28593349894505227, \"value\": -0.011588868671067504}, \"12\": {\"effect\": -0.12010258204097618, \"value\": -0.06414298232816401}, \"13\": {\"effect\": 0.0, \"value\": -0.09385895529849561}, \"14\": {\"effect\": 0.04433781030860831, \"value\": -0.16480045408783375}, \"15\": {\"effect\": 0.18281667339007568, \"value\": 0.3769322710898824}, \"16\": {\"effect\": 0.05981681346483603, \"value\": 0.334618700726576}, \"17\": {\"effect\": 0.4414067615962944, \"value\": 0.05660803643148458}, \"18\": {\"effect\": -0.05906938429119801, \"value\": -0.01842280988029578}, \"19\": {\"effect\": -0.1369273871000063, \"value\": 0.1017509159471161}}}, {\"outValue\": 24.562583923339844, \"simIndex\": 93.0, \"features\": {\"0\": {\"effect\": -0.049321828526134426, \"value\": 0.01826327356973294}, \"1\": {\"effect\": -0.11763162212593814, \"value\": -0.5749583004019911}, \"2\": {\"effect\": -0.5808629452225686, \"value\": 0.3463896823663621}, \"3\": {\"effect\": 0.4056263291457889, \"value\": 0.19387229044381366}, \"4\": {\"effect\": 0.1419173624505341, \"value\": 0.4645534702237177}, \"5\": {\"effect\": 0.3397810735399831, \"value\": 0.3683084231426923}, \"6\": {\"effect\": 0.0, \"value\": -0.2857242980682202}, \"7\": {\"effect\": 0.0, \"value\": 0.07894878569908806}, \"8\": {\"effect\": 1.2947786810949458, \"value\": 0.4118996966857096}, \"9\": {\"effect\": 1.1174526420627942, \"value\": 0.07301570838558086}, \"10\": {\"effect\": -0.35162844614270505, \"value\": -0.347374213917471}, \"11\": {\"effect\": -0.1359111429373746, \"value\": 0.13208320761117984}, \"12\": {\"effect\": -0.08421266429723673, \"value\": -0.27261925561749245}, \"13\": {\"effect\": 0.25295455061283323, \"value\": 0.4567960328124714}, \"14\": {\"effect\": 0.0, \"value\": -0.023867995163511794}, \"15\": {\"effect\": 0.03785155180054933, \"value\": 0.13755485025183153}, \"16\": {\"effect\": 0.02825598676748675, \"value\": 0.019547932840628807}, \"17\": {\"effect\": -0.07447839761102282, \"value\": -0.041997975802913264}, \"18\": {\"effect\": 0.01843198710969629, \"value\": 0.04122019573269872}, \"19\": {\"effect\": 0.028278887588427892, \"value\": 0.05419200561660069}}}, {\"outValue\": 20.658109664916992, \"simIndex\": 8.0, \"features\": {\"0\": {\"effect\": -0.2363634902548356, \"value\": 0.22906944590968403}, \"1\": {\"effect\": -0.056085117736671686, \"value\": -0.43295963284254435}, \"2\": {\"effect\": -0.24888305567259017, \"value\": 0.5522012904988958}, \"3\": {\"effect\": 0.2172368305660698, \"value\": 0.34785671213824}, \"4\": {\"effect\": -0.14564262963692143, \"value\": -0.32549819881157493}, \"5\": {\"effect\": -0.13604580645990572, \"value\": -0.4020915355925838}, \"6\": {\"effect\": 0.007416242274039919, \"value\": 0.1810317743797729}, \"7\": {\"effect\": 0.05105692233511183, \"value\": -0.1387077284164085}, \"8\": {\"effect\": 0.2316499435813096, \"value\": 0.24088883843267714}, \"9\": {\"effect\": -1.7890496951968442, \"value\": -0.28668594397268155}, \"10\": {\"effect\": 0.31157312590758235, \"value\": 0.3217070822992573}, \"11\": {\"effect\": 0.15337938147886288, \"value\": 0.16814952987633103}, \"12\": {\"effect\": 0.05719468797652916, \"value\": 0.3424963235638149}, \"13\": {\"effect\": 0.05753417314838616, \"value\": 0.2561592834559601}, \"14\": {\"effect\": 0.017363058118028935, \"value\": -0.09890919222927246}, \"15\": {\"effect\": -0.010906441536985945, \"value\": -0.13413482137986052}, \"16\": {\"effect\": -0.09478616945980867, \"value\": 0.4431360648541536}, \"17\": {\"effect\": 0.0485974788445771, \"value\": 0.11129197224373888}, \"18\": {\"effect\": -0.04860123648619319, \"value\": -0.24741395227139396}, \"19\": {\"effect\": -0.019830454902533212, \"value\": 0.034767173270681226}}}, {\"outValue\": 22.289146423339844, \"simIndex\": 16.0, \"features\": {\"0\": {\"effect\": 0.1102096832699657, \"value\": 0.6606390395687636}, \"1\": {\"effect\": -0.15963931161039766, \"value\": -0.3473769975817885}, \"2\": {\"effect\": 0.5719326141843984, \"value\": -0.2940382902008567}, \"3\": {\"effect\": -0.03243273862205427, \"value\": 0.13495633114808936}, \"4\": {\"effect\": 0.0, \"value\": -0.3116197295989397}, \"5\": {\"effect\": 0.1435719746296738, \"value\": -0.3542832967941857}, \"6\": {\"effect\": 0.0, \"value\": -0.25911477468557825}, \"7\": {\"effect\": -0.009898038380693489, \"value\": 0.2840994408776592}, \"8\": {\"effect\": 0.0, \"value\": -0.053764961239764326}, \"9\": {\"effect\": -1.285816512425017, \"value\": -0.2516714707816904}, \"10\": {\"effect\": 0.2044057196592512, \"value\": -0.31123927382104616}, \"11\": {\"effect\": 0.6284953125213781, \"value\": -0.2657517090388067}, \"12\": {\"effect\": 0.0496775153686151, \"value\": 0.1455055867817619}, \"13\": {\"effect\": 0.0, \"value\": 0.1145821001287516}, \"14\": {\"effect\": -0.04801377957858102, \"value\": -0.0726753973553984}, \"15\": {\"effect\": -0.0620238721428847, \"value\": -0.04455879997978285}, \"16\": {\"effect\": 0.0, \"value\": 0.028405581522243813}, \"17\": {\"effect\": -0.1540454819685979, \"value\": -0.06369996881006541}, \"18\": {\"effect\": 0.04142142040500289, \"value\": -0.043764039239335036}, \"19\": {\"effect\": 0.0, \"value\": 0.07105049227571868}}}, {\"outValue\": 22.237075805664062, \"simIndex\": 17.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": 0.5037631848979811}, \"1\": {\"effect\": -0.03603884549583106, \"value\": -0.736930722835088}, \"2\": {\"effect\": 0.2897872879989338, \"value\": -0.17214982847843568}, \"3\": {\"effect\": 0.12504935721112212, \"value\": -0.5266271920691258}, \"4\": {\"effect\": 0.0, \"value\": -0.17239604357040353}, \"5\": {\"effect\": 0.2164860724160365, \"value\": -0.4416701956908195}, \"6\": {\"effect\": -0.047302532166178454, \"value\": -0.11455539662327872}, \"7\": {\"effect\": -0.04752599860242708, \"value\": 0.4996438082264671}, \"8\": {\"effect\": 0.1269079130921465, \"value\": -0.058705459923547317}, \"9\": {\"effect\": -0.9815276339776282, \"value\": -0.3407221571342003}, \"10\": {\"effect\": 0.15617571394099344, \"value\": -0.08429836878934419}, \"11\": {\"effect\": 0.2959637500467186, \"value\": -0.18171035506033115}, \"12\": {\"effect\": -0.034074002672257776, \"value\": -0.00044815367194237833}, \"13\": {\"effect\": 0.0194419711079256, \"value\": -0.08719371614877265}, \"14\": {\"effect\": 0.0, \"value\": -0.19170519442780995}, \"15\": {\"effect\": -0.09248896031733286, \"value\": 0.026176708243106722}, \"16\": {\"effect\": 0.058320013715507185, \"value\": -0.033832655708963696}, \"17\": {\"effect\": 0.0, \"value\": -0.029454501421738135}, \"18\": {\"effect\": 0.0, \"value\": 0.009610827434621804}, \"19\": {\"effect\": -0.1034002186634503, \"value\": 0.06189248489606939}}}, {\"outValue\": 20.172725677490234, \"simIndex\": 43.0, \"features\": {\"0\": {\"effect\": -0.1828940407724253, \"value\": 0.14866764144496877}, \"1\": {\"effect\": 0.03347753623189456, \"value\": 0.33884893741557365}, \"2\": {\"effect\": -0.31721261196976835, \"value\": 0.5810494677383939}, \"3\": {\"effect\": -0.3045249929275824, \"value\": -0.44510042718140164}, \"4\": {\"effect\": 0.17628096802578963, \"value\": 0.5362598253448903}, \"5\": {\"effect\": -0.03987523877696031, \"value\": 0.017456602682017024}, \"6\": {\"effect\": 0.009598778435294386, \"value\": 0.265181594635463}, \"7\": {\"effect\": 0.02839229412196559, \"value\": -0.4588046555753495}, \"8\": {\"effect\": -0.27259451960859676, \"value\": -0.014683162377396376}, \"9\": {\"effect\": -1.4776992445821222, \"value\": -0.19750513654884266}, \"10\": {\"effect\": 0.27745387118008735, \"value\": 0.07297127813889605}, \"11\": {\"effect\": 0.0, \"value\": 0.2937383838033099}, \"12\": {\"effect\": 0.014126153721705281, \"value\": 0.2472742959234334}, \"13\": {\"effect\": -0.013190900363633906, \"value\": 0.020997142974324954}, \"14\": {\"effect\": 0.05691139226795866, \"value\": -0.3306805317512307}, \"15\": {\"effect\": -0.018203570470628427, \"value\": 0.08907605916729448}, \"16\": {\"effect\": -0.011943703094842606, \"value\": 0.025876223973176047}, \"17\": {\"effect\": -0.07713595154966812, \"value\": -0.08063629867604859}, \"18\": {\"effect\": -0.01941324110300746, \"value\": -0.10334835058417628}, \"19\": {\"effect\": 0.019870780694989598, \"value\": 0.03578741863744095}}}, {\"outValue\": 22.973167419433594, \"simIndex\": 78.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": -0.024481514468787192}, \"1\": {\"effect\": 0.3435894743767955, \"value\": 0.6772708574551294}, \"2\": {\"effect\": 1.1849655255293592, \"value\": -0.6035289099333251}, \"3\": {\"effect\": 0.17961222234331206, \"value\": 0.1102883052164691}, \"4\": {\"effect\": 0.12155680828222577, \"value\": 0.16364141700689067}, \"5\": {\"effect\": 0.43757836966991687, \"value\": 0.38800329139920675}, \"6\": {\"effect\": -0.031162939997165587, \"value\": -0.306518144716464}, \"7\": {\"effect\": -0.09368939006392848, \"value\": 0.38202010826130517}, \"8\": {\"effect\": -1.0284692567068279, \"value\": -0.2286205894598759}, \"9\": {\"effect\": 1.3899098332730708, \"value\": 0.1263765380974831}, \"10\": {\"effect\": -0.8812579794595301, \"value\": -0.22381781733290163}, \"11\": {\"effect\": -0.6839933850007895, \"value\": 0.24216033262196002}, \"12\": {\"effect\": -0.012380421423995255, \"value\": 0.05052348485123354}, \"13\": {\"effect\": -0.050444457260653525, \"value\": -0.021472905786167135}, \"14\": {\"effect\": 0.0, \"value\": 0.10710174887132717}, \"15\": {\"effect\": -0.04092474998951023, \"value\": -0.1573567261149454}, \"16\": {\"effect\": -0.0475444751262554, \"value\": 0.010920284812666823}, \"17\": {\"effect\": 0.1257267446920623, \"value\": 0.07206807365394757}, \"18\": {\"effect\": -0.1869861019852539, \"value\": -0.12285133716022632}, \"19\": {\"effect\": -0.04422031974902363, \"value\": 0.0985826641266396}}}, {\"outValue\": 19.37542724609375, \"simIndex\": 5.0, \"features\": {\"0\": {\"effect\": -0.16333336839592927, \"value\": 0.12003240831077955}, \"1\": {\"effect\": -0.20748692781595524, \"value\": -0.6028036268880438}, \"2\": {\"effect\": -0.13796134915591496, \"value\": 0.5967707213232814}, \"3\": {\"effect\": -0.37474621330206503, \"value\": -0.31557813502720655}, \"4\": {\"effect\": -0.21353511357086163, \"value\": -0.2970678311446577}, \"5\": {\"effect\": -0.07280238721934618, \"value\": -0.3816332977648378}, \"6\": {\"effect\": 0.0, \"value\": 0.36342238878156247}, \"7\": {\"effect\": -0.030090606353621485, \"value\": 0.39829705977610014}, \"8\": {\"effect\": 0.5528025608278488, \"value\": 0.3780413779867829}, \"9\": {\"effect\": -1.776058616965569, \"value\": -0.2376686674205963}, \"10\": {\"effect\": 0.053625792670429745, \"value\": 0.05512879067620427}, \"11\": {\"effect\": -0.5497694722643082, \"value\": -0.08133961354100237}, \"12\": {\"effect\": -0.02511369251809603, \"value\": 0.12037030611613303}, \"13\": {\"effect\": 0.0, \"value\": -0.04306720456597705}, \"14\": {\"effect\": -0.005563956990907393, \"value\": -0.17933209047405468}, \"15\": {\"effect\": 0.06766058316909795, \"value\": -0.13101915210007548}, \"16\": {\"effect\": 0.0, \"value\": 0.010227092896134632}, \"17\": {\"effect\": -0.03350190405083664, \"value\": -0.011220256206290396}, \"18\": {\"effect\": 0.0, \"value\": -0.07873124902933586}, \"19\": {\"effect\": 0.0, \"value\": 0.021757625759116314}}}, {\"outValue\": 21.987491607666016, \"simIndex\": 67.0, \"features\": {\"0\": {\"effect\": -0.42403476248162564, \"value\": -0.4107158790637379}, \"1\": {\"effect\": -0.048280212767126934, \"value\": -0.13423598752373866}, \"2\": {\"effect\": -0.4788502399697572, \"value\": 0.2532003715028245}, \"3\": {\"effect\": 0.16566127690564017, \"value\": 0.6022646354277095}, \"4\": {\"effect\": 0.09935595215735823, \"value\": 0.4830319695624101}, \"5\": {\"effect\": -0.07904684829599132, \"value\": -0.15618721898966575}, \"6\": {\"effect\": 0.022359020747408483, \"value\": -0.03648973357560162}, \"7\": {\"effect\": 0.02320487172767434, \"value\": -0.47597186089286536}, \"8\": {\"effect\": -0.2307083565248324, \"value\": 0.18515628411825397}, \"9\": {\"effect\": 0.9143640674873871, \"value\": 0.2094509293210322}, \"10\": {\"effect\": 0.1199381542678373, \"value\": -0.08976588280031121}, \"11\": {\"effect\": 0.042905606926752306, \"value\": 0.13051124588998025}, \"12\": {\"effect\": -0.06356139846945055, \"value\": 0.08414764581251452}, \"13\": {\"effect\": 0.02562036554162453, \"value\": 0.3431507133584247}, \"14\": {\"effect\": 0.0, \"value\": 0.007764171685593471}, \"15\": {\"effect\": -0.05487018622940547, \"value\": -0.02860244979050167}, \"16\": {\"effect\": -0.024953699430135215, \"value\": 0.032180849529331396}, \"17\": {\"effect\": -0.33647012578920965, \"value\": -0.13743035776331394}, \"18\": {\"effect\": -0.025457305122889587, \"value\": 0.01524959907363904}, \"19\": {\"effect\": 0.04901350895497264, \"value\": -0.17263937349919023}}}, {\"outValue\": 20.122560501098633, \"simIndex\": 41.0, \"features\": {\"0\": {\"effect\": 0.16507259196031457, \"value\": -0.43875135920498254}, \"1\": {\"effect\": 0.35290390680764144, \"value\": 0.7793641805274037}, \"2\": {\"effect\": -0.3668336607310685, \"value\": 0.33447773344632464}, \"3\": {\"effect\": -0.10335636805706541, \"value\": -0.2519738321604277}, \"4\": {\"effect\": 0.014904797803716285, \"value\": 0.09214653056084092}, \"5\": {\"effect\": 0.01970487091291956, \"value\": 0.1355954823424863}, \"6\": {\"effect\": -0.006378602052359406, \"value\": -0.02062689420777413}, \"7\": {\"effect\": 0.012168402758282876, \"value\": 0.22519107194147617}, \"8\": {\"effect\": -0.0859055940925717, \"value\": 0.003637565697439746}, \"9\": {\"effect\": -1.6863717240408937, \"value\": -0.24499832652784062}, \"10\": {\"effect\": -0.016380255945829036, \"value\": -0.17329513928812718}, \"11\": {\"effect\": -0.38419205787273425, \"value\": -0.10606460891739247}, \"12\": {\"effect\": 0.036350133227803616, \"value\": -0.22189240256472154}, \"13\": {\"effect\": 0.07668329665799462, \"value\": 0.1601089557528638}, \"14\": {\"effect\": 0.0, \"value\": -0.029861361978810966}, \"15\": {\"effect\": -0.06790444831558697, \"value\": -0.13910493341739436}, \"16\": {\"effect\": -0.028743160163422043, \"value\": 0.0016697868642151703}, \"17\": {\"effect\": -0.09312336021396872, \"value\": -0.045574195507512336}, \"18\": {\"effect\": -0.021787276044856085, \"value\": -0.0316413060301407}, \"19\": {\"effect\": 0.014447090470531165, \"value\": 0.04968334795820502}}}, {\"outValue\": 21.6435604095459, \"simIndex\": 87.0, \"features\": {\"0\": {\"effect\": -0.08701855266705011, \"value\": 0.057043342702378624}, \"1\": {\"effect\": -0.12597958808102128, \"value\": -0.5971481592731197}, \"2\": {\"effect\": 0.4207131037058295, \"value\": -0.3160775851685197}, \"3\": {\"effect\": -0.3200820378386079, \"value\": -0.2158503670973715}, \"4\": {\"effect\": 0.11411598899245085, \"value\": 0.4589135097262009}, \"5\": {\"effect\": -0.3010902053519196, \"value\": -0.12894364767875469}, \"6\": {\"effect\": 0.025527296241303704, \"value\": 0.4160905138086602}, \"7\": {\"effect\": -0.03702068253336252, \"value\": 0.3950428033115703}, \"8\": {\"effect\": 0.6182223539754388, \"value\": 0.21663700774791098}, \"9\": {\"effect\": 0.36646877445725373, \"value\": 0.05278699587122312}, \"10\": {\"effect\": -0.5616873585896487, \"value\": -0.17163526418287553}, \"11\": {\"effect\": -0.575609714948484, \"value\": 0.2744738335154415}, \"12\": {\"effect\": -0.02564639013433115, \"value\": -0.050948081001854315}, \"13\": {\"effect\": -0.0765370624022457, \"value\": 0.04605361905748406}, \"14\": {\"effect\": 0.1360524678287004, \"value\": -0.16390378449558693}, \"15\": {\"effect\": -0.03806647907200067, \"value\": 0.10013201338709145}, \"16\": {\"effect\": -0.23351269227130778, \"value\": 0.15170860296837463}, \"17\": {\"effect\": 0.03550746248199965, \"value\": -0.011946940576901887}, \"18\": {\"effect\": -0.04568691654217727, \"value\": -0.02722735334858506}, \"19\": {\"effect\": 0.06358872426529405, \"value\": 0.08768415220935613}}}, {\"outValue\": 21.938825607299805, \"simIndex\": 88.0, \"features\": {\"0\": {\"effect\": -0.06827144172234947, \"value\": 0.24731114330826628}, \"1\": {\"effect\": -0.07823969490968094, \"value\": -0.6386303297050786}, \"2\": {\"effect\": 0.2040651372306792, \"value\": -0.22069674189067373}, \"3\": {\"effect\": -0.6077023227553023, \"value\": -0.4073922397226056}, \"4\": {\"effect\": -0.1979236302671245, \"value\": -0.48198231605207126}, \"5\": {\"effect\": -0.4041419006897229, \"value\": -0.2941431700769394}, \"6\": {\"effect\": -0.04078073549637634, \"value\": 0.30704035950007147}, \"7\": {\"effect\": -0.13209293376430947, \"value\": 0.3133170055310909}, \"8\": {\"effect\": 0.8632372649893225, \"value\": 0.2608666414483194}, \"9\": {\"effect\": 0.0817102943406655, \"value\": 0.0271742371239593}, \"10\": {\"effect\": -0.49471108644307454, \"value\": -0.1406373179542962}, \"11\": {\"effect\": 0.3721070304575149, \"value\": -0.1749126298624983}, \"12\": {\"effect\": -0.018942152401474954, \"value\": -0.06937371540606695}, \"13\": {\"effect\": 0.05505288384292781, \"value\": 0.02707489991336323}, \"14\": {\"effect\": 0.09980049610449157, \"value\": -0.16207592588988481}, \"15\": {\"effect\": -0.13001319869936195, \"value\": -0.3625728253856071}, \"16\": {\"effect\": 0.08813619190183752, \"value\": 0.0018402406992116128}, \"17\": {\"effect\": 0.07715658835078287, \"value\": 0.0035571738339059047}, \"18\": {\"effect\": -0.06988880019690974, \"value\": 0.023908194300203342}, \"19\": {\"effect\": 0.04896569939748541, \"value\": 0.017768212556296646}}}, {\"outValue\": 25.174989700317383, \"simIndex\": 85.0, \"features\": {\"0\": {\"effect\": 0.373787641396637, \"value\": -0.5732352843483672}, \"1\": {\"effect\": -0.1371673521432603, \"value\": -0.3972693783622459}, \"2\": {\"effect\": 0.9917922799738843, \"value\": -0.444109068690881}, \"3\": {\"effect\": -0.4424156226402647, \"value\": -0.40857969496670193}, \"4\": {\"effect\": -0.04835875494505848, \"value\": -0.35366434301739336}, \"5\": {\"effect\": -0.0807187856401389, \"value\": -0.023030018492098736}, \"6\": {\"effect\": 0.020248585047858265, \"value\": -0.20351451624688677}, \"7\": {\"effect\": -0.0515644480663581, \"value\": 0.19542539291957267}, \"8\": {\"effect\": 0.6729758598814953, \"value\": 0.17609618216122241}, \"9\": {\"effect\": 0.7373219292179078, \"value\": 0.014749016535375813}, \"10\": {\"effect\": -0.27220460434776544, \"value\": -0.12096438410310888}, \"11\": {\"effect\": 0.8255040406976915, \"value\": -0.2532183242002702}, \"12\": {\"effect\": -0.020652328133410836, \"value\": 0.07909219478159094}, \"13\": {\"effect\": 0.10169608198832453, \"value\": 0.17351937568228817}, \"14\": {\"effect\": 0.006095889710938385, \"value\": -0.07077767913256756}, \"15\": {\"effect\": 0.0, \"value\": 0.04780929278868817}, \"16\": {\"effect\": 0.12659726912481548, \"value\": -0.01755126816168927}, \"17\": {\"effect\": -0.021735831402124095, \"value\": -0.03576387933275915}, \"18\": {\"effect\": 0.0, \"value\": -0.021670517512113747}, \"19\": {\"effect\": 0.10248593256642602, \"value\": -0.001434683108897075}}}, {\"outValue\": 20.697635650634766, \"simIndex\": 47.0, \"features\": {\"0\": {\"effect\": 0.17918515103742505, \"value\": -0.3350714973450849}, \"1\": {\"effect\": 0.4040259894151215, \"value\": 0.709702484033482}, \"2\": {\"effect\": -0.20956464412266634, \"value\": 0.4871405635177102}, \"3\": {\"effect\": -0.04824603206866551, \"value\": -0.39118306179788886}, \"4\": {\"effect\": 0.044812864170148736, \"value\": -0.42276066588276534}, \"5\": {\"effect\": 0.03885508282773242, \"value\": -0.07101978716224897}, \"6\": {\"effect\": 0.011685630220456877, \"value\": -0.4016077470552022}, \"7\": {\"effect\": -0.00515465285367267, \"value\": 0.1743406624468814}, \"8\": {\"effect\": -0.4710267683374716, \"value\": -0.22290352016386672}, \"9\": {\"effect\": -2.008984421480694, \"value\": -0.12058360556076157}, \"10\": {\"effect\": 0.33461446646790144, \"value\": 0.18545173554719588}, \"11\": {\"effect\": 0.17201073208344486, \"value\": -0.19441654336614922}, \"12\": {\"effect\": 0.03912592874959539, \"value\": 0.2580996548314999}, \"13\": {\"effect\": 0.04951845625842166, \"value\": 0.22750204505782667}, \"14\": {\"effect\": 0.04723341413229422, \"value\": -0.06507183922667958}, \"15\": {\"effect\": -0.014467037579288189, \"value\": 0.1244688729833482}, \"16\": {\"effect\": 0.06459094317524694, \"value\": 0.3018872652823774}, \"17\": {\"effect\": -0.15404494432805604, \"value\": -0.10548126634431823}, \"18\": {\"effect\": 0.01220946654242372, \"value\": -0.1103388040875516}, \"19\": {\"effect\": -0.08004589170471754, \"value\": 0.1022355275421625}}}, {\"outValue\": 20.556900024414062, \"simIndex\": 26.0, \"features\": {\"0\": {\"effect\": -0.21408678136839687, \"value\": 0.34532549264380635}, \"1\": {\"effect\": -0.06964464413011756, \"value\": -0.600594108152216}, \"2\": {\"effect\": -0.04907244631059937, \"value\": -0.1923302887844493}, \"3\": {\"effect\": 0.17976717819282406, \"value\": 0.23364417763489442}, \"4\": {\"effect\": -0.026648049190569845, \"value\": -0.3791790041149074}, \"5\": {\"effect\": 0.42053778719560675, \"value\": 0.8222936563281699}, \"6\": {\"effect\": 0.0, \"value\": 0.3602792281902406}, \"7\": {\"effect\": 0.0, \"value\": -0.5133734950523365}, \"8\": {\"effect\": 0.3377528447555347, \"value\": 0.31569744059718946}, \"9\": {\"effect\": -2.082924761162017, \"value\": -0.4792825088163207}, \"10\": {\"effect\": -0.08273744785198278, \"value\": -0.19453838388482328}, \"11\": {\"effect\": -0.23578810760067237, \"value\": -0.06563178516773657}, \"12\": {\"effect\": -0.027019659329580975, \"value\": 0.07334750928711276}, \"13\": {\"effect\": 0.06975675030412803, \"value\": 0.1552547514398816}, \"14\": {\"effect\": 0.0, \"value\": 0.0720814082647834}, \"15\": {\"effect\": 0.02941288775041695, \"value\": -0.24702692653969122}, \"16\": {\"effect\": 0.029239297419720423, \"value\": -0.08058154132286417}, \"17\": {\"effect\": -0.0129467422900158, \"value\": -0.013385407502450203}, \"18\": {\"effect\": 0.0, \"value\": 0.014171895310767806}, \"19\": {\"effect\": 0.0, \"value\": -0.1371224636634996}}}, {\"outValue\": 20.737443923950195, \"simIndex\": 32.0, \"features\": {\"0\": {\"effect\": -0.10289584439706477, \"value\": 0.69267222671358}, \"1\": {\"effect\": 0.018417257860115277, \"value\": 0.3432407142338024}, \"2\": {\"effect\": 0.40160256557127394, \"value\": -0.3072351693036738}, \"3\": {\"effect\": -0.19869998174837356, \"value\": -0.3737491280741052}, \"4\": {\"effect\": 0.029852673176728017, \"value\": 0.3208011515954809}, \"5\": {\"effect\": -0.05601079234454101, \"value\": 0.1162845710794293}, \"6\": {\"effect\": 0.01809028744995103, \"value\": -0.09980826066458635}, \"7\": {\"effect\": -0.030510517039000984, \"value\": 0.23642951017968933}, \"8\": {\"effect\": -0.5136431458776434, \"value\": -0.20192296957233052}, \"9\": {\"effect\": -1.395587947775273, \"value\": -0.20108302591955765}, \"10\": {\"effect\": -0.03423837295047494, \"value\": -0.11050448292151469}, \"11\": {\"effect\": 0.07642917077270256, \"value\": 0.3016894413313643}, \"12\": {\"effect\": 0.07783752900070627, \"value\": 0.4680611004106328}, \"13\": {\"effect\": 0.1418136925260253, \"value\": 0.3612371623167734}, \"14\": {\"effect\": 0.012831360272220566, \"value\": 0.01265545781424624}, \"15\": {\"effect\": 0.014191633616940313, \"value\": 0.10171881812400403}, \"16\": {\"effect\": 0.0, \"value\": 0.09170564653396951}, \"17\": {\"effect\": 0.062042206893257124, \"value\": 0.07502797678300331}, \"18\": {\"effect\": -0.0297038187946963, \"value\": -0.09480956424876806}, \"19\": {\"effect\": -0.045675950292441536, \"value\": 0.1139435168637328}}}, {\"outValue\": 20.263057708740234, \"simIndex\": 12.0, \"features\": {\"0\": {\"effect\": -0.2551745426047125, \"value\": 0.17650222486928144}, \"1\": {\"effect\": -0.08490831503742069, \"value\": -0.6247843436969958}, \"2\": {\"effect\": -0.5699509526671138, \"value\": 0.6808195156593166}, \"3\": {\"effect\": -0.08931230132575088, \"value\": -0.06777238214500149}, \"4\": {\"effect\": -0.04727603703650493, \"value\": 0.01875611063308946}, \"5\": {\"effect\": -0.26752122542595785, \"value\": -0.2929557232158766}, \"6\": {\"effect\": 0.008554712641649129, \"value\": 0.01890499622386328}, \"7\": {\"effect\": -0.02899414469767503, \"value\": 0.2268021805547478}, \"8\": {\"effect\": 0.1544712663204863, \"value\": 0.17509772533310852}, \"9\": {\"effect\": -0.9042476050734805, \"value\": -0.004678681259882123}, \"10\": {\"effect\": 0.0805391470697889, \"value\": -0.04358134129121634}, \"11\": {\"effect\": 0.07644384327892981, \"value\": 0.3331785859458462}, \"12\": {\"effect\": 0.02961594042516147, \"value\": -0.2461652477977591}, \"13\": {\"effect\": -0.059209212734892935, \"value\": -0.05927484136855424}, \"14\": {\"effect\": -0.009378753928250105, \"value\": -0.16655969209135985}, \"15\": {\"effect\": 0.0, \"value\": 0.09824477017100298}, \"16\": {\"effect\": -0.05170331339256867, \"value\": 0.12457221359505802}, \"17\": {\"effect\": 0.05404480420111524, \"value\": 0.020158445476201842}, \"18\": {\"effect\": -0.017487923581294362, \"value\": -0.02284172060591541}, \"19\": {\"effect\": -0.046749595721058634, \"value\": 0.11371735600142308}}}, {\"outValue\": 21.72014617919922, \"simIndex\": 86.0, \"features\": {\"0\": {\"effect\": -0.06843625256421469, \"value\": 0.11895229376771342}, \"1\": {\"effect\": -0.1323393048345354, \"value\": -0.5910595183037785}, \"2\": {\"effect\": 0.5770377630762509, \"value\": -0.37166753864494556}, \"3\": {\"effect\": -0.36310553572673454, \"value\": -0.219999201555629}, \"4\": {\"effect\": 0.1329617688984429, \"value\": 0.41470292263596326}, \"5\": {\"effect\": -0.330783566456832, \"value\": -0.2502964919048821}, \"6\": {\"effect\": -0.039960121810523275, \"value\": 0.4507503340019329}, \"7\": {\"effect\": -0.0237123328158709, \"value\": 0.06701478033898965}, \"8\": {\"effect\": -0.1003816814494094, \"value\": 0.03920937403205848}, \"9\": {\"effect\": 0.6642158552572592, \"value\": 0.07388051682925932}, \"10\": {\"effect\": -0.7938435833053349, \"value\": -0.19795807699961912}, \"11\": {\"effect\": 0.2825478116346989, \"value\": -0.16711491186972083}, \"12\": {\"effect\": -0.05234636596714899, \"value\": -0.058417600289002}, \"13\": {\"effect\": 0.04804313387993251, \"value\": 0.14600209134624115}, \"14\": {\"effect\": 0.026239612268315046, \"value\": -0.14984175064806346}, \"15\": {\"effect\": -0.06049394925077482, \"value\": 0.09237008541696862}, \"16\": {\"effect\": 0.10732133289044188, \"value\": -0.047685840622076585}, \"17\": {\"effect\": -0.5648784475824156, \"value\": -0.0972024048027296}, \"18\": {\"effect\": 0.03832948198955044, \"value\": -0.016976383293737646}, \"19\": {\"effect\": 0.08242864303833708, \"value\": 0.028305969315160676}}}, {\"outValue\": 24.856998443603516, \"simIndex\": 95.0, \"features\": {\"0\": {\"effect\": -0.045151103608659926, \"value\": 0.04756800851205931}, \"1\": {\"effect\": 0.15715263097143634, \"value\": -0.5644792813653834}, \"2\": {\"effect\": -0.22051084438142593, \"value\": -0.16275224708436245}, \"3\": {\"effect\": -0.08056163432629726, \"value\": -0.18768498235912817}, \"4\": {\"effect\": -0.11432284828303177, \"value\": 0.513782374503323}, \"5\": {\"effect\": 0.3513053654255088, \"value\": 0.20168830940838595}, \"6\": {\"effect\": 0.0, \"value\": -0.31749996221251897}, \"7\": {\"effect\": -0.09817693863190413, \"value\": 0.6049975761151609}, \"8\": {\"effect\": 0.9240729214873993, \"value\": 0.38018522552347583}, \"9\": {\"effect\": 1.7144971522285153, \"value\": 0.08345294468428362}, \"10\": {\"effect\": 0.5663317070546472, \"value\": 0.08857115811084898}, \"11\": {\"effect\": -0.10330759149866509, \"value\": 0.07930043801394449}, \"12\": {\"effect\": -0.09574587542728596, \"value\": 0.07706479972287832}, \"13\": {\"effect\": 0.0, \"value\": -0.027513291226357026}, \"14\": {\"effect\": 0.0, \"value\": -0.06269380625189283}, \"15\": {\"effect\": -0.05925717728401958, \"value\": 0.10218009362198828}, \"16\": {\"effect\": 0.0, \"value\": -0.030770785014678954}, \"17\": {\"effect\": -0.4062802711203024, \"value\": -0.14261147007066147}, \"18\": {\"effect\": 0.0, \"value\": -0.003736328556474214}, \"19\": {\"effect\": 0.07565103296781661, \"value\": -0.028655558918179794}}}, {\"outValue\": 23.559967041015625, \"simIndex\": 92.0, \"features\": {\"0\": {\"effect\": -0.19065780086597328, \"value\": 0.3152629355651618}, \"1\": {\"effect\": 0.1627958949886279, \"value\": 0.5497050896278317}, \"2\": {\"effect\": -0.633932437992903, \"value\": 0.1392806237215468}, \"3\": {\"effect\": 0.13881048783158179, \"value\": 0.11545090035129404}, \"4\": {\"effect\": 0.0587510676898636, \"value\": 0.5226307761472643}, \"5\": {\"effect\": 0.14600269697636625, \"value\": 0.1851789364142375}, \"6\": {\"effect\": 0.036134840417333, \"value\": -0.0779629976478409}, \"7\": {\"effect\": -0.08611888205376922, \"value\": 0.5188480554525595}, \"8\": {\"effect\": 1.3831541291320477, \"value\": 0.46282763226623586}, \"9\": {\"effect\": 1.1198788411373415, \"value\": 0.07997520222802314}, \"10\": {\"effect\": -0.3083541236328837, \"value\": -0.2943929471913221}, \"11\": {\"effect\": -0.2800608187732594, \"value\": 0.23285813022849636}, \"12\": {\"effect\": -0.08440708393486762, \"value\": -0.06960578389818277}, \"13\": {\"effect\": 0.0, \"value\": 0.007606523463581566}, \"14\": {\"effect\": -0.03744120101743209, \"value\": 0.09755871666489102}, \"15\": {\"effect\": 0.06348207318170962, \"value\": 0.1233615528695786}, \"16\": {\"effect\": 0.0, \"value\": 0.13017619587697007}, \"17\": {\"effect\": -0.21937256009794237, \"value\": -0.06926824423679401}, \"18\": {\"effect\": 0.0, \"value\": -0.009309448719913583}, \"19\": {\"effect\": 0.0, \"value\": 0.07584119059035842}}}, {\"outValue\": 19.870866775512695, \"simIndex\": 76.0, \"features\": {\"0\": {\"effect\": -0.32266009988609357, \"value\": -0.03881973715517293}, \"1\": {\"effect\": 0.41519094038174353, \"value\": 0.6011161021525467}, \"2\": {\"effect\": -0.5451580615598022, \"value\": 0.4904995573754468}, \"3\": {\"effect\": -0.6932482410220029, \"value\": -0.3599119640057614}, \"4\": {\"effect\": 0.1533460529942408, \"value\": 0.48544072042619585}, \"5\": {\"effect\": -0.5122072291231351, \"value\": -0.3444906454631405}, \"6\": {\"effect\": -0.06182366736079559, \"value\": -0.22111873477936575}, \"7\": {\"effect\": 0.0, \"value\": -0.128450202728612}, \"8\": {\"effect\": -1.7758685373075545, \"value\": -0.3136598174440023}, \"9\": {\"effect\": 0.8610313456178925, \"value\": 0.10583956846837728}, \"10\": {\"effect\": 0.16846521807583725, \"value\": 0.050966761483406064}, \"11\": {\"effect\": 0.35378137214066985, \"value\": -0.20077903623488033}, \"12\": {\"effect\": 0.0, \"value\": 0.1828299204080948}, \"13\": {\"effect\": -0.10191898133072855, \"value\": 0.12100933646972706}, \"14\": {\"effect\": -0.054367534163118236, \"value\": 0.0714176186781661}, \"15\": {\"effect\": -0.09009885988816047, \"value\": -0.05292214162719827}, \"16\": {\"effect\": 0.0, \"value\": 0.12126636408551209}, \"17\": {\"effect\": 0.0, \"value\": 0.006650606100463921}, \"18\": {\"effect\": -0.14022667857360838, \"value\": -0.15257619394758476}, \"19\": {\"effect\": -0.07467218151247401, \"value\": -0.002640109473340147}}}, {\"outValue\": 19.877552032470703, \"simIndex\": 74.0, \"features\": {\"0\": {\"effect\": -0.5748754890999079, \"value\": 0.3630675411200878}, \"1\": {\"effect\": -0.2053846810782316, \"value\": -0.5968941555678893}, \"2\": {\"effect\": -0.7325754680105254, \"value\": 0.4930481508672726}, \"3\": {\"effect\": 0.49373893920335443, \"value\": 0.3294349496239599}, \"4\": {\"effect\": -0.04569908514008003, \"value\": -0.18946735497925943}, \"5\": {\"effect\": 0.5698021673011389, \"value\": 0.772042113975291}, \"6\": {\"effect\": -0.01898277274673843, \"value\": 0.0883040979910766}, \"7\": {\"effect\": 0.07290084293537902, \"value\": -0.4360842580095817}, \"8\": {\"effect\": -1.3453657612031849, \"value\": -0.2502026055997128}, \"9\": {\"effect\": 1.1740670816251955, \"value\": 0.1438065318411315}, \"10\": {\"effect\": -1.007191548585573, \"value\": -0.2451502367754375}, \"11\": {\"effect\": -0.4199661761366811, \"value\": 0.11230768831528877}, \"12\": {\"effect\": -0.10448899801615819, \"value\": 0.188344337667667}, \"13\": {\"effect\": -0.05270530758854308, \"value\": -0.0882477966397239}, \"14\": {\"effect\": -0.08388426861257359, \"value\": 0.0405230339718948}, \"15\": {\"effect\": 0.0, \"value\": 0.027521751350100737}, \"16\": {\"effect\": -0.06803769779144564, \"value\": -0.08711687092909204}, \"17\": {\"effect\": -0.06510166261450667, \"value\": 0.022172536317692556}, \"18\": {\"effect\": 0.0, \"value\": 0.03445075359828112}, \"19\": {\"effect\": 0.0, \"value\": -0.014858449574806627}}}, {\"outValue\": 25.419084548950195, \"simIndex\": 97.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": 0.0749832288957436}, \"1\": {\"effect\": -0.0005373180256558205, \"value\": -0.2929565168092157}, \"2\": {\"effect\": 0.10287802672103825, \"value\": -0.3291915554183796}, \"3\": {\"effect\": 0.3380517561795309, \"value\": 0.49230944173503866}, \"4\": {\"effect\": 0.043461297882722766, \"value\": 0.4864919360462505}, \"5\": {\"effect\": 0.0, \"value\": -0.049116264335193}, \"6\": {\"effect\": 0.0, \"value\": -0.08448473203369293}, \"7\": {\"effect\": 0.0, \"value\": -0.20622951599349318}, \"8\": {\"effect\": 0.7697086496480264, \"value\": 0.4000022846928754}, \"9\": {\"effect\": 1.7486992871203884, \"value\": 0.12548363047525904}, \"10\": {\"effect\": 0.05247663507062214, \"value\": -0.16281407310661933}, \"11\": {\"effect\": 0.0, \"value\": 0.12683156761563724}, \"12\": {\"effect\": 0.11414106558961712, \"value\": 0.23113616084098004}, \"13\": {\"effect\": 0.012571448183037848, \"value\": -0.18128593142836288}, \"14\": {\"effect\": 0.03193436831627111, \"value\": -0.1176496343714115}, \"15\": {\"effect\": 0.0, \"value\": 0.09973909132112611}, \"16\": {\"effect\": -0.06343155673918566, \"value\": 0.10516735730446876}, \"17\": {\"effect\": 0.02397138259526921, \"value\": 0.011713749672269663}, \"18\": {\"effect\": -0.07636257147107894, \"value\": -0.16944546604499014}, \"19\": {\"effect\": 0.030220159849806638, \"value\": 0.036987683580547985}}}, {\"outValue\": 22.540847778320312, \"simIndex\": 3.0, \"features\": {\"0\": {\"effect\": -0.25939264618373686, \"value\": 0.2999392259373078}, \"1\": {\"effect\": -0.03354982962304054, \"value\": -0.48165646964645886}, \"2\": {\"effect\": 0.12510523450362696, \"value\": -0.2553523140090899}, \"3\": {\"effect\": 0.04389975118199396, \"value\": 0.19250998325721552}, \"4\": {\"effect\": -0.2283154841720431, \"value\": -0.4401925359247935}, \"5\": {\"effect\": -0.13160572446268481, \"value\": -0.14140210468136075}, \"6\": {\"effect\": 0.0, \"value\": 0.03858051085500283}, \"7\": {\"effect\": 0.0, \"value\": 0.16854641055471864}, \"8\": {\"effect\": 0.9668607757037629, \"value\": 0.4077429737652737}, \"9\": {\"effect\": -1.302572279274363, \"value\": -0.0861322750152444}, \"10\": {\"effect\": 0.6979681347738236, \"value\": 0.1860164458060877}, \"11\": {\"effect\": -0.17630486864193953, \"value\": -0.08967594284547217}, \"12\": {\"effect\": 0.28927251290780176, \"value\": 0.5235420505945687}, \"13\": {\"effect\": 0.07356282657218821, \"value\": 0.149681673227165}, \"14\": {\"effect\": 0.0, \"value\": -0.09948764371285236}, \"15\": {\"effect\": 0.14447943562287496, \"value\": -0.35406448800042223}, \"16\": {\"effect\": 0.45625257439426725, \"value\": -0.27862549854564855}, \"17\": {\"effect\": -0.3580220397425342, \"value\": -0.16558999334528557}, \"18\": {\"effect\": -0.0046056552723512945, \"value\": 0.05400820344282162}, \"19\": {\"effect\": -0.05348685799711822, \"value\": 0.06216735670410865}}}, {\"outValue\": 22.251794815063477, \"simIndex\": 14.0, \"features\": {\"0\": {\"effect\": -0.24344325919130608, \"value\": -0.0712394507024355}, \"1\": {\"effect\": -0.024308334903095127, \"value\": 0.6571971661410703}, \"2\": {\"effect\": 0.7161918913137588, \"value\": -0.5439956176067697}, \"3\": {\"effect\": 0.05661970249891656, \"value\": -0.05446149526890859}, \"4\": {\"effect\": 0.0, \"value\": 0.3979146182186697}, \"5\": {\"effect\": 0.0, \"value\": 0.09338904326551169}, \"6\": {\"effect\": 0.0, \"value\": -0.17457302501518276}, \"7\": {\"effect\": -0.10867306725611044, \"value\": -0.023885244860801586}, \"8\": {\"effect\": -0.366335092413986, \"value\": 0.15636305211015827}, \"9\": {\"effect\": -0.20256421802063787, \"value\": 0.2765851951385552}, \"10\": {\"effect\": -0.10254253715557532, \"value\": 0.4581534346295354}, \"11\": {\"effect\": 0.47623219715942466, \"value\": -0.37567385914035956}, \"12\": {\"effect\": 0.1496521753216774, \"value\": 0.17572127435230145}, \"13\": {\"effect\": 0.0, \"value\": 0.2306575538378674}, \"14\": {\"effect\": -0.10699520586343166, \"value\": 0.07249589580355778}, \"15\": {\"effect\": 0.045941123970210745, \"value\": -0.15238546025717634}, \"16\": {\"effect\": 0.0921557936162602, \"value\": 0.23883521742267877}, \"17\": {\"effect\": -0.33022941470098216, \"value\": -0.18629064049478344}, \"18\": {\"effect\": 0.09203284177965582, \"value\": 0.09201495910033328}, \"19\": {\"effect\": -0.1832416991210875, \"value\": 0.28501310886304404}}}, {\"outValue\": 26.496234893798828, \"simIndex\": 51.0, \"features\": {\"0\": {\"effect\": 1.070916368442648, \"value\": -0.5551535775105315}, \"1\": {\"effect\": -0.14613188647986947, \"value\": -0.4295812077731735}, \"2\": {\"effect\": 1.2423730269182602, \"value\": -0.5336211830273481}, \"3\": {\"effect\": -0.1815587518033187, \"value\": -0.25069872611795585}, \"4\": {\"effect\": -0.11020514981832075, \"value\": -0.34390618552458}, \"5\": {\"effect\": 0.04913257024371609, \"value\": -0.059522127228160714}, \"6\": {\"effect\": 0.0, \"value\": 0.22718925940052226}, \"7\": {\"effect\": 0.0, \"value\": -0.41175262497043513}, \"8\": {\"effect\": -0.11765685317916047, \"value\": -0.03905597262085066}, \"9\": {\"effect\": 1.1928976228429622, \"value\": 0.05333666495827967}, \"10\": {\"effect\": -0.23953693958433941, \"value\": -0.12603464588073393}, \"11\": {\"effect\": 0.48997178029829325, \"value\": -0.1438074382767285}, \"12\": {\"effect\": 0.0, \"value\": 0.5336206723113291}, \"13\": {\"effect\": 0.33313463684043554, \"value\": 0.33874761934586856}, \"14\": {\"effect\": 0.0, \"value\": -0.028832300801830305}, \"15\": {\"effect\": -0.05996515799526536, \"value\": 0.01284015732500705}, \"16\": {\"effect\": 0.0, \"value\": -0.08717920368315252}, \"17\": {\"effect\": 0.5115539158525828, \"value\": 0.13202744541931086}, \"18\": {\"effect\": 0.22899735891209794, \"value\": 0.1245252113508127}, \"19\": {\"effect\": -0.058989565721678794, \"value\": 0.0741238328713737}}}, {\"outValue\": 19.414094924926758, \"simIndex\": 82.0, \"features\": {\"0\": {\"effect\": -0.635158335102939, \"value\": -0.3868107480183917}, \"1\": {\"effect\": -0.12096608186769521, \"value\": 0.6382860181403824}, \"2\": {\"effect\": 0.3518987243504765, \"value\": -0.42999682326015753}, \"3\": {\"effect\": -0.11961586342165798, \"value\": -0.1606003612124059}, \"4\": {\"effect\": -0.09836027885150825, \"value\": -0.02344515111035909}, \"5\": {\"effect\": -0.2159164230970098, \"value\": -0.381875518397148}, \"6\": {\"effect\": -0.03704191315348243, \"value\": 0.5583056401099823}, \"7\": {\"effect\": -0.11453819363545895, \"value\": 0.2888670637819184}, \"8\": {\"effect\": -1.1518358531005064, \"value\": 0.3878984123363355}, \"9\": {\"effect\": 0.6160165849222704, \"value\": 0.20805806153560877}, \"10\": {\"effect\": 0.0, \"value\": -0.05686835018020362}, \"11\": {\"effect\": -0.45057480881551176, \"value\": -0.04976572251680262}, \"12\": {\"effect\": -0.27449653959177356, \"value\": -0.1214064550991784}, \"13\": {\"effect\": -0.18737577735614613, \"value\": -0.11317166570195814}, \"14\": {\"effect\": 0.0, \"value\": 0.11506895571132598}, \"15\": {\"effect\": -0.016791167110296212, \"value\": -0.07121886785654438}, \"16\": {\"effect\": -0.019829391942368865, \"value\": 0.08825260069383513}, \"17\": {\"effect\": -0.24273235207590887, \"value\": -0.054054810793242675}, \"18\": {\"effect\": -0.10114861791141383, \"value\": -0.090534582558848}, \"19\": {\"effect\": -0.05874070534209652, \"value\": 0.0220244158332937}}}, {\"outValue\": 19.8011531829834, \"simIndex\": 10.0, \"features\": {\"0\": {\"effect\": 0.1956998631991618, \"value\": -0.34342676983264936}, \"1\": {\"effect\": 0.13960064774667824, \"value\": 0.7116773479998939}, \"2\": {\"effect\": -0.4948941101366154, \"value\": 0.3468241751859392}, \"3\": {\"effect\": -0.19395946919271898, \"value\": -0.16420628621460773}, \"4\": {\"effect\": 0.013297134232064096, \"value\": 0.35684242078194056}, \"5\": {\"effect\": -0.2799589308629124, \"value\": -0.23287115617756468}, \"6\": {\"effect\": -0.012473956840329425, \"value\": 0.472807049310145}, \"7\": {\"effect\": -0.011302110402267501, \"value\": 0.3599563570815469}, \"8\": {\"effect\": -0.300196850596524, \"value\": 0.035445156617777196}, \"9\": {\"effect\": -1.076983675854118, \"value\": -0.03457240331907149}, \"10\": {\"effect\": 0.07017134871144744, \"value\": 0.012355050752601026}, \"11\": {\"effect\": -0.24082620241917757, \"value\": 0.29158463446339067}, \"12\": {\"effect\": -0.02663610205855211, \"value\": 0.009994702467774026}, \"13\": {\"effect\": -0.06679253297672316, \"value\": -0.09885379918505702}, \"14\": {\"effect\": -0.010234662332200106, \"value\": 0.10198979784369441}, \"15\": {\"effect\": 0.0, \"value\": -0.10616823347242658}, \"16\": {\"effect\": 0.0, \"value\": 0.00355348875806959}, \"17\": {\"effect\": -0.13807621025111255, \"value\": -0.0733421176669846}, \"18\": {\"effect\": -0.04951145809916335, \"value\": -0.09921543133284207}, \"19\": {\"effect\": -0.007071456913323004, \"value\": 0.03228814967109076}}}, {\"outValue\": 25.899044036865234, \"simIndex\": 49.0, \"features\": {\"0\": {\"effect\": -0.387142733609259, \"value\": 0.4649819844212735}, \"1\": {\"effect\": -0.18995962265843147, \"value\": -0.5343396235884459}, \"2\": {\"effect\": 0.4477037592968922, \"value\": -0.27578196462609084}, \"3\": {\"effect\": 0.0, \"value\": 0.10712447350488581}, \"4\": {\"effect\": -0.21637964687740174, \"value\": -0.4768949101817785}, \"5\": {\"effect\": -0.2958686446369927, \"value\": -0.252545811851563}, \"6\": {\"effect\": -0.02782349705471221, \"value\": -0.01220259225277529}, \"7\": {\"effect\": -0.07507494866562836, \"value\": 0.34837290458266873}, \"8\": {\"effect\": 0.1885283191035103, \"value\": 0.029305726997934108}, \"9\": {\"effect\": 1.4888943678375388, \"value\": 0.0678604667418188}, \"10\": {\"effect\": 1.0999539542345151, \"value\": 0.2809919178368118}, \"11\": {\"effect\": 1.3440752194095276, \"value\": -0.4029619455931756}, \"12\": {\"effect\": 0.0, \"value\": -0.07147677715930852}, \"13\": {\"effect\": 0.020398349451571596, \"value\": 0.16169670936693317}, \"14\": {\"effect\": 0.03208636613071536, \"value\": -0.16065755383417227}, \"15\": {\"effect\": -0.025703375677499807, \"value\": -0.2232767024470554}, \"16\": {\"effect\": 0.0, \"value\": -0.07901257999116053}, \"17\": {\"effect\": 0.2143562534384369, \"value\": 0.11205832298273581}, \"18\": {\"effect\": -0.05369948342458919, \"value\": -0.04295743909547376}, \"19\": {\"effect\": 0.04339748253725606, \"value\": -0.06523954404111298}}}, {\"outValue\": 20.67270278930664, \"simIndex\": 2.0, \"features\": {\"0\": {\"effect\": -0.3475806843694219, \"value\": 0.1535898688758463}, \"1\": {\"effect\": -0.20030124449963668, \"value\": -0.6835158709656308}, \"2\": {\"effect\": -0.6388222630245227, \"value\": 0.5105294938888695}, \"3\": {\"effect\": -0.18701630564446703, \"value\": -0.17368178080451552}, \"4\": {\"effect\": -0.10288600464518671, \"value\": -0.037728861313180706}, \"5\": {\"effect\": -0.2085155043765048, \"value\": -0.23645546731780598}, \"6\": {\"effect\": 0.06956661333367692, \"value\": -0.13793798543613323}, \"7\": {\"effect\": 0.06620439242007012, \"value\": -0.2642783888866929}, \"8\": {\"effect\": 1.159437779820515, \"value\": 0.4991598565420494}, \"9\": {\"effect\": -0.7227412739406862, \"value\": -0.0302431290412947}, \"10\": {\"effect\": 0.150070814017485, \"value\": 0.09567169523923301}, \"11\": {\"effect\": -0.058106375301105656, \"value\": 0.1925706377691589}, \"12\": {\"effect\": -0.08493715842313158, \"value\": 0.004287043736199777}, \"13\": {\"effect\": 0.0306212392390042, \"value\": 0.16190046424861132}, \"14\": {\"effect\": 0.0, \"value\": -0.06997989304418706}, \"15\": {\"effect\": -0.021666957615047278, \"value\": 0.04908011889050848}, \"16\": {\"effect\": -0.12921346300805797, \"value\": 0.15354381682387247}, \"17\": {\"effect\": -0.28831199137202645, \"value\": -0.12827505141109782}, \"18\": {\"effect\": -0.06468696962210618, \"value\": -0.07419313644487913}, \"19\": {\"effect\": -0.03971377171199442, \"value\": 0.16381227300913173}}}, {\"outValue\": 18.774290084838867, \"simIndex\": 48.0, \"features\": {\"0\": {\"effect\": -0.17919714314682877, \"value\": 0.6204640543561195}, \"1\": {\"effect\": -0.1272404624132044, \"value\": 0.12398343392168036}, \"2\": {\"effect\": -0.26210474478702483, \"value\": 0.5759074702565746}, \"3\": {\"effect\": 0.1832738760752326, \"value\": 0.4923464615747033}, \"4\": {\"effect\": -0.04833760469472004, \"value\": -0.23819401031758933}, \"5\": {\"effect\": -0.31114226560188096, \"value\": -0.35667384858521306}, \"6\": {\"effect\": -0.038573926987654716, \"value\": -0.2837220424593478}, \"7\": {\"effect\": -0.03660743506610603, \"value\": 0.5697508022453277}, \"8\": {\"effect\": -0.6547761898936545, \"value\": -0.28584467946521047}, \"9\": {\"effect\": -2.465172412619588, \"value\": -0.2463622393108451}, \"10\": {\"effect\": 0.40469442825271984, \"value\": 0.5835475898857551}, \"11\": {\"effect\": -0.2747969513812605, \"value\": -0.19471816476950524}, \"12\": {\"effect\": 0.07422598018922011, \"value\": 0.6393713686762938}, \"13\": {\"effect\": 0.04706139186702263, \"value\": 0.3057004659840256}, \"14\": {\"effect\": 0.0, \"value\": 0.12370060615170986}, \"15\": {\"effect\": 0.07980992815680593, \"value\": -0.007688051211306451}, \"16\": {\"effect\": -0.054838329746359604, \"value\": 0.05748267177155573}, \"17\": {\"effect\": 0.0641206512567205, \"value\": 0.11531780376460378}, \"18\": {\"effect\": 0.013511646950052913, \"value\": 0.1668897705298316}, \"19\": {\"effect\": 0.0690777303995902, \"value\": -0.18858642864959688}}}, {\"outValue\": 25.83965301513672, \"simIndex\": 100.0, \"features\": {\"0\": {\"effect\": -0.08188826927480397, \"value\": 0.6186183231251299}, \"1\": {\"effect\": 0.0, \"value\": 0.3624689263881744}, \"2\": {\"effect\": -0.5464004400784908, \"value\": 0.09317000948022197}, \"3\": {\"effect\": -0.1248015616899546, \"value\": -0.4917991622057055}, \"4\": {\"effect\": -0.06435540416160779, \"value\": -0.12869017158057292}, \"5\": {\"effect\": 0.0, \"value\": 0.12410483377807452}, \"6\": {\"effect\": 0.0, \"value\": -0.06691440411949594}, \"7\": {\"effect\": 0.11798504534572563, \"value\": 0.498853762298414}, \"8\": {\"effect\": 2.3606812164177544, \"value\": 0.60103338931553}, \"9\": {\"effect\": 0.8906841720374612, \"value\": 0.024462348669257093}, \"10\": {\"effect\": 0.045636883230846914, \"value\": 0.02527039857640998}, \"11\": {\"effect\": -0.2524729754627302, \"value\": 0.25114982042697304}, \"12\": {\"effect\": 0.0, \"value\": 0.3204686798344513}, \"13\": {\"effect\": 0.0, \"value\": -0.35157327408818684}, \"14\": {\"effect\": 0.0, \"value\": -0.25427855115919484}, \"15\": {\"effect\": 0.0, \"value\": 0.021638473279352193}, \"16\": {\"effect\": -0.2641061719951845, \"value\": 0.2256934684489606}, \"17\": {\"effect\": 1.347123698832815, \"value\": 0.3620798234722377}, \"18\": {\"effect\": 0.0, \"value\": 0.163988168680069}, \"19\": {\"effect\": 0.12026490390510292, \"value\": -0.01770886598012363}}}, {\"outValue\": 21.006147384643555, \"simIndex\": 31.0, \"features\": {\"0\": {\"effect\": -0.01257944385073706, \"value\": -0.10047351648982586}, \"1\": {\"effect\": 0.0, \"value\": 0.607262334096101}, \"2\": {\"effect\": 0.7152307321758101, \"value\": -0.5596406065606495}, \"3\": {\"effect\": -0.053704461261594116, \"value\": -0.14673955736819663}, \"4\": {\"effect\": 0.0, \"value\": -0.46071041225037157}, \"5\": {\"effect\": -0.04681074060528012, \"value\": -0.009181496092734926}, \"6\": {\"effect\": 0.0, \"value\": 0.17354363682556548}, \"7\": {\"effect\": 0.06103126925903024, \"value\": -0.5362648487632906}, \"8\": {\"effect\": -0.49442687964269627, \"value\": -0.18848434048903637}, \"9\": {\"effect\": -1.4506206160984703, \"value\": -0.36123196349257275}, \"10\": {\"effect\": 0.06412321600067816, \"value\": -0.09356210167371545}, \"11\": {\"effect\": 0.11587740378849343, \"value\": 0.29088770238472716}, \"12\": {\"effect\": -0.006511915817858316, \"value\": 0.07857179259042911}, \"13\": {\"effect\": -0.07555056672414406, \"value\": -0.12217432691268469}, \"14\": {\"effect\": -0.01886872584948085, \"value\": 0.1881755198756514}, \"15\": {\"effect\": 0.0, \"value\": 0.08825951261139467}, \"16\": {\"effect\": 0.0, \"value\": -0.06555560346954668}, \"17\": {\"effect\": -0.08234380475998071, \"value\": -0.10366967642755982}, \"18\": {\"effect\": 0.0, \"value\": 0.038621794451744844}, \"19\": {\"effect\": 0.0, \"value\": 0.07053603402622655}}}, {\"outValue\": 18.731630325317383, \"simIndex\": 45.0, \"features\": {\"0\": {\"effect\": -0.13731055742721698, \"value\": 0.0276536695930013}, \"1\": {\"effect\": 0.07333721963450801, \"value\": 0.3458265606513693}, \"2\": {\"effect\": -0.41345642499967095, \"value\": 0.39800867522364397}, \"3\": {\"effect\": 0.11671684115264447, \"value\": 0.43308255877628926}, \"4\": {\"effect\": -0.01512811799913416, \"value\": 0.4767429018628818}, \"5\": {\"effect\": -0.1428668848611898, \"value\": -0.30495679125589953}, \"6\": {\"effect\": -0.006767781430423225, \"value\": -0.37155467191044056}, \"7\": {\"effect\": -0.03477243600110913, \"value\": 0.5198166359873304}, \"8\": {\"effect\": -0.8189608669336182, \"value\": -0.3054811984251162}, \"9\": {\"effect\": -1.962372570642566, \"value\": -0.22821805359728617}, \"10\": {\"effect\": 0.08833300368539354, \"value\": -0.07742888737590946}, \"11\": {\"effect\": -0.1071184606498572, \"value\": -0.22720729555824817}, \"12\": {\"effect\": -0.07691070482265222, \"value\": -0.2861510792439602}, \"13\": {\"effect\": -0.06334358439931753, \"value\": 0.3003277580048783}, \"14\": {\"effect\": -0.030934199561591713, \"value\": 0.10757304992387241}, \"15\": {\"effect\": -0.08179022420877863, \"value\": -0.03877589260622749}, \"16\": {\"effect\": -0.0020765487030534047, \"value\": 0.09043476034763219}, \"17\": {\"effect\": 0.19657738165906835, \"value\": 0.17278347508779027}, \"18\": {\"effect\": -0.015726651058044272, \"value\": -0.0934627187224881}, \"19\": {\"effect\": -0.12510002514579233, \"value\": 0.20700187496406713}}}, {\"outValue\": 23.63469696044922, \"simIndex\": 72.0, \"features\": {\"0\": {\"effect\": 0.5006593711069881, \"value\": 0.48956551611967164}, \"1\": {\"effect\": 0.1415928419725623, \"value\": -0.5557906229460998}, \"2\": {\"effect\": 0.1272536704478995, \"value\": -0.18369551236306417}, \"3\": {\"effect\": -0.05377522148663749, \"value\": -0.05393639943836973}, \"4\": {\"effect\": -0.06351778844829437, \"value\": -0.3255103363699778}, \"5\": {\"effect\": 0.12673672126457908, \"value\": 0.6327140191899172}, \"6\": {\"effect\": -0.0731121290784297, \"value\": -0.3893699856676618}, \"7\": {\"effect\": 0.0384678369816156, \"value\": -0.24698738579304877}, \"8\": {\"effect\": 0.05813390030052096, \"value\": -0.0035723932940077024}, \"9\": {\"effect\": 0.9056904800052935, \"value\": 0.28369672452228223}, \"10\": {\"effect\": -0.05406966953491249, \"value\": 0.45747695382427317}, \"11\": {\"effect\": -0.191678898398537, \"value\": -0.13903022216502436}, \"12\": {\"effect\": -0.10552868462195891, \"value\": -0.15857949335634278}, \"13\": {\"effect\": -0.014265101264866409, \"value\": -0.33258216205940005}, \"14\": {\"effect\": -0.0916082158429315, \"value\": 0.21018140119832987}, \"15\": {\"effect\": 0.038197818318383425, \"value\": -0.12232640155314776}, \"16\": {\"effect\": -0.1456042131329658, \"value\": -0.14316861002071338}, \"17\": {\"effect\": -0.10072265247362155, \"value\": -0.027436077988244295}, \"18\": {\"effect\": 0.32680203597932733, \"value\": 0.17653381344793756}, \"19\": {\"effect\": -0.026257059674580363, \"value\": 0.0924383341986607}}}, {\"outValue\": 23.228092193603516, \"simIndex\": 91.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": 0.45520208468041096}, \"1\": {\"effect\": 0.0, \"value\": 0.48614634230212844}, \"2\": {\"effect\": -0.8868430867298942, \"value\": 0.06577763338895475}, \"3\": {\"effect\": -0.20815689617056368, \"value\": -0.19168724835226225}, \"4\": {\"effect\": -0.052647010185588594, \"value\": 0.3940547564431092}, \"5\": {\"effect\": -0.07877925557123355, \"value\": -0.1564927112148432}, \"6\": {\"effect\": -0.04442497433719958, \"value\": 0.34713479055714624}, \"7\": {\"effect\": -0.03819940498067027, \"value\": 0.4035839465690771}, \"8\": {\"effect\": 1.4091677651021313, \"value\": 0.5115693879842307}, \"9\": {\"effect\": 1.6269274803720504, \"value\": 0.07606846972954616}, \"10\": {\"effect\": 0.0, \"value\": -0.09432397748060273}, \"11\": {\"effect\": -0.11097968294357366, \"value\": -0.08834128966305134}, \"12\": {\"effect\": -0.08115592759794577, \"value\": 0.0745787927320936}, \"13\": {\"effect\": 0.0, \"value\": -0.1263851950404456}, \"14\": {\"effect\": -0.017350166371001244, \"value\": 0.06640081147269576}, \"15\": {\"effect\": -0.12401310146659697, \"value\": 0.17386343601335116}, \"16\": {\"effect\": -0.14204809895922155, \"value\": 0.07940067599410622}, \"17\": {\"effect\": -0.2842343294886793, \"value\": -0.06566948723322659}, \"18\": {\"effect\": -0.012719077418830937, \"value\": -0.034912836866611584}, \"19\": {\"effect\": -0.017753957679451093, \"value\": 0.06511235760394804}}}, {\"outValue\": 20.570228576660156, \"simIndex\": 27.0, \"features\": {\"0\": {\"effect\": -0.16524555114593142, \"value\": 0.5319862207512547}, \"1\": {\"effect\": -0.056514647297036535, \"value\": -0.4756970044018976}, \"2\": {\"effect\": 0.24310427167640114, \"value\": -0.27650590511888934}, \"3\": {\"effect\": 0.022878985892180875, \"value\": 0.05407266184634657}, \"4\": {\"effect\": 0.0, \"value\": -0.3338430220527344}, \"5\": {\"effect\": 0.37442648697891767, \"value\": 0.9630744904026012}, \"6\": {\"effect\": 0.0, \"value\": 0.19349920946394572}, \"7\": {\"effect\": -0.031947038249355186, \"value\": 0.1457292409431559}, \"8\": {\"effect\": 0.13240980280692233, \"value\": 0.13498164276460659}, \"9\": {\"effect\": -2.1250289913921243, \"value\": -0.1335897711675868}, \"10\": {\"effect\": 0.07141933905556896, \"value\": -0.057229248405987844}, \"11\": {\"effect\": -0.1453838078360163, \"value\": 0.03593360163027677}, \"12\": {\"effect\": -0.030999168296146573, \"value\": -0.043663309410758425}, \"13\": {\"effect\": 0.011669666501211984, \"value\": 0.1262683814690404}, \"14\": {\"effect\": -0.037846316926856804, \"value\": 0.33453374482314613}, \"15\": {\"effect\": 0.0, \"value\": -0.12532210480522282}, \"16\": {\"effect\": 0.0, \"value\": 0.07796554666227745}, \"17\": {\"effect\": 0.07735675955286259, \"value\": 0.0767906408862902}, \"18\": {\"effect\": -0.045772462605689235, \"value\": -0.1229337863891359}, \"19\": {\"effect\": -0.015600670084537471, \"value\": 0.051576718074685585}}}, {\"outValue\": 20.850753784179688, \"simIndex\": 40.0, \"features\": {\"0\": {\"effect\": -0.04213418298075326, \"value\": -0.08157471680868775}, \"1\": {\"effect\": -0.09229548677558094, \"value\": -0.3668983211522895}, \"2\": {\"effect\": -0.11235384627403988, \"value\": 0.5977668416201444}, \"3\": {\"effect\": -0.05113729784397132, \"value\": -0.2875875075349118}, \"4\": {\"effect\": 0.10897916796205959, \"value\": 0.5249134815335859}, \"5\": {\"effect\": 0.18911025274453533, \"value\": 0.3305739408993963}, \"6\": {\"effect\": 0.0, \"value\": 0.1747728583372183}, \"7\": {\"effect\": 0.0, \"value\": 0.4105866342394339}, \"8\": {\"effect\": -0.674897265816075, \"value\": -0.1584830887234367}, \"9\": {\"effect\": -1.3345648511577626, \"value\": -0.051243679728405316}, \"10\": {\"effect\": -0.25510371316483643, \"value\": -0.4627173948851533}, \"11\": {\"effect\": 0.38000974532237947, \"value\": 0.4855874361965321}, \"12\": {\"effect\": 0.03124302467092431, \"value\": -0.1758570279614482}, \"13\": {\"effect\": 0.13705457559867992, \"value\": 0.6026850123651519}, \"14\": {\"effect\": -0.043854643880109345, \"value\": 0.4165320621684465}, \"15\": {\"effect\": 0.02873755403735176, \"value\": 0.07043446675091818}, \"16\": {\"effect\": -0.03814704647835287, \"value\": 0.9743438817097226}, \"17\": {\"effect\": 0.369130640468696, \"value\": 0.4684660865786624}, \"18\": {\"effect\": 0.11770689951896829, \"value\": 0.42405151213071807}, \"19\": {\"effect\": -0.1580316598022098, \"value\": 0.21981115553785455}}}, {\"outValue\": 25.26982879638672, \"simIndex\": 99.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": 0.29984064263640986}, \"1\": {\"effect\": 0.1102493261386901, \"value\": -0.6295224482474424}, \"2\": {\"effect\": -0.3396691409364543, \"value\": 0.045678159421576124}, \"3\": {\"effect\": 0.0, \"value\": 0.0021018603058485558}, \"4\": {\"effect\": -0.06915472813447443, \"value\": -0.14054071574859117}, \"5\": {\"effect\": -0.10882097748043895, \"value\": -0.264872204558885}, \"6\": {\"effect\": 0.0, \"value\": -0.5375200555190929}, \"7\": {\"effect\": 0.0, \"value\": -0.12209277301204617}, \"8\": {\"effect\": 2.435596575730511, \"value\": 0.6282765590584849}, \"9\": {\"effect\": 0.6635429173572982, \"value\": 0.027153931079075874}, \"10\": {\"effect\": 0.05580348481342434, \"value\": -0.15194820517188}, \"11\": {\"effect\": 0.0, \"value\": 0.2918566503243797}, \"12\": {\"effect\": 0.0, \"value\": 0.011673849271829972}, \"13\": {\"effect\": -0.10324219974029414, \"value\": 0.004151757466513873}, \"14\": {\"effect\": 0.027304303555014897, \"value\": -0.0996052807708016}, \"15\": {\"effect\": 0.0, \"value\": 0.011805271929918095}, \"16\": {\"effect\": 0.10532124932831088, \"value\": -0.023087611944040434}, \"17\": {\"effect\": 0.4228297214210568, \"value\": 0.15908679822281444}, \"18\": {\"effect\": 0.07103737118216857, \"value\": 0.11588451067677867}, \"19\": {\"effect\": -0.2922710248778788, \"value\": 0.21978777322397194}}}, {\"outValue\": 25.917158126831055, \"simIndex\": 61.0, \"features\": {\"0\": {\"effect\": 0.39888692051804464, \"value\": 0.5188398900044621}, \"1\": {\"effect\": 0.10648809990377356, \"value\": -0.4911718506667692}, \"2\": {\"effect\": -0.3590084626016671, \"value\": 0.10178557990374978}, \"3\": {\"effect\": 0.0, \"value\": -0.05335095138199698}, \"4\": {\"effect\": 0.0, \"value\": 0.07085992254884489}, \"5\": {\"effect\": 0.10649938804141701, \"value\": 0.6069832089396845}, \"6\": {\"effect\": 0.0, \"value\": 0.05963199513851697}, \"7\": {\"effect\": 0.0, \"value\": 0.28189920276898306}, \"8\": {\"effect\": 0.1446205000152193, \"value\": -0.3837340431545906}, \"9\": {\"effect\": 3.081649321223269, \"value\": 0.2930945032319569}, \"10\": {\"effect\": 0.23562751706358231, \"value\": 0.1826537582536704}, \"11\": {\"effect\": -0.1777488100894185, \"value\": -0.0543201266306368}, \"12\": {\"effect\": 0.12927873115320293, \"value\": 0.29312356740241813}, \"13\": {\"effect\": 0.06310827057792884, \"value\": 0.3584895345174449}, \"14\": {\"effect\": -0.2044515241428596, \"value\": 0.3593945762359131}, \"15\": {\"effect\": -0.13735055148757197, \"value\": 0.14321108441279778}, \"16\": {\"effect\": 0.03203488165420865, \"value\": 0.3622586862534441}, \"17\": {\"effect\": 0.18367747181085914, \"value\": 0.2166733938020133}, \"18\": {\"effect\": -0.11694337805923372, \"value\": -0.11354424391360032}, \"19\": {\"effect\": 0.13948783322051606, \"value\": -0.20152767173817793}}}, {\"outValue\": 19.221054077148438, \"simIndex\": 4.0, \"features\": {\"0\": {\"effect\": -0.18871261913015058, \"value\": 0.3425744528127964}, \"1\": {\"effect\": -0.04998829165270319, \"value\": -0.26769837906489846}, \"2\": {\"effect\": -0.1924560761545352, \"value\": 0.5109517231042269}, \"3\": {\"effect\": -0.10113833962843977, \"value\": 0.4943635297721559}, \"4\": {\"effect\": -0.05692405893415531, \"value\": -0.12630877989045708}, \"5\": {\"effect\": -0.17317721749030224, \"value\": -0.2714501004119873}, \"6\": {\"effect\": 0.0, \"value\": 0.35083640221133}, \"7\": {\"effect\": -0.057678009529886554, \"value\": 0.2709455869260127}, \"8\": {\"effect\": 0.22657071800122752, \"value\": 0.28865221138890945}, \"9\": {\"effect\": -1.9350544940143735, \"value\": -0.1829549991021739}, \"10\": {\"effect\": 0.0, \"value\": 0.13812961753623376}, \"11\": {\"effect\": -0.4110166345464099, \"value\": -0.19065191197545137}, \"12\": {\"effect\": -0.025915627885872095, \"value\": -0.13553097955691104}, \"13\": {\"effect\": 0.049356657388901604, \"value\": 0.31032575647188565}, \"14\": {\"effect\": 0.0, \"value\": -0.08387748868909857}, \"15\": {\"effect\": -0.025443826521930557, \"value\": 0.03972938822758176}, \"16\": {\"effect\": -0.040416041269282665, \"value\": 0.16070119382943437}, \"17\": {\"effect\": -0.06594601035626191, \"value\": -0.04142161106853462}, \"18\": {\"effect\": -0.02230796915717237, \"value\": -0.03345341850546996}, \"19\": {\"effect\": 0.0, \"value\": -0.027216219707425698}}}, {\"outValue\": 20.64905548095703, \"simIndex\": 9.0, \"features\": {\"0\": {\"effect\": -0.09359618154967941, \"value\": 0.3038625416548505}, \"1\": {\"effect\": -0.22200676560881502, \"value\": -0.704539462587989}, \"2\": {\"effect\": -0.09290212363907446, \"value\": -0.14265689896485323}, \"3\": {\"effect\": 0.0, \"value\": -0.48149803010768144}, \"4\": {\"effect\": -0.05327656062891872, \"value\": -0.42168607921227813}, \"5\": {\"effect\": -0.05484011230370256, \"value\": -0.20833063265036095}, \"6\": {\"effect\": 0.0, \"value\": 0.23501884931880232}, \"7\": {\"effect\": 0.0, \"value\": -0.13234725553536877}, \"8\": {\"effect\": 0.13049403815190924, \"value\": 0.22993537203539552}, \"9\": {\"effect\": -1.7110335459718549, \"value\": -0.37740790816504893}, \"10\": {\"effect\": 0.0737106204055602, \"value\": -0.1553420958536531}, \"11\": {\"effect\": 0.3945604551609037, \"value\": -0.2516719340508574}, \"12\": {\"effect\": -0.049719683396367786, \"value\": -0.007196197043220308}, \"13\": {\"effect\": 0.030188681353271907, \"value\": 0.16225786958774865}, \"14\": {\"effect\": 0.03331631168608501, \"value\": -0.07343297043517825}, \"15\": {\"effect\": 0.0, \"value\": -0.2570976871800121}, \"16\": {\"effect\": 0.03394250067709992, \"value\": -0.0063491548951022225}, \"17\": {\"effect\": -0.02994232549363174, \"value\": -0.0390167898486128}, \"18\": {\"effect\": -0.031141745915538976, \"value\": -0.07269075807566631}, \"19\": {\"effect\": 0.0, \"value\": 0.03266816999808383}}}, {\"outValue\": 26.336341857910156, \"simIndex\": 59.0, \"features\": {\"0\": {\"effect\": 1.128092908672218, \"value\": 0.7191010256740209}, \"1\": {\"effect\": -0.20714533447875505, \"value\": 0.39370632195749833}, \"2\": {\"effect\": -0.19923802233731713, \"value\": -0.06736401149725572}, \"3\": {\"effect\": -0.11230803731843642, \"value\": -0.18294795324638569}, \"4\": {\"effect\": 0.0, \"value\": 0.19753709131381425}, \"5\": {\"effect\": -0.062379174064223886, \"value\": 0.01935400579621452}, \"6\": {\"effect\": 0.0, \"value\": -0.34702240209380575}, \"7\": {\"effect\": 0.0, \"value\": 0.02690615796504222}, \"8\": {\"effect\": 0.7017206042955091, \"value\": -0.3455031294899419}, \"9\": {\"effect\": 2.885867217548756, \"value\": 0.3004332113590415}, \"10\": {\"effect\": 0.2545891249667047, \"value\": -0.0030802240555304213}, \"11\": {\"effect\": 0.12423253914970633, \"value\": -0.23335167896777087}, \"12\": {\"effect\": -0.04467455126729769, \"value\": 0.08155573316660147}, \"13\": {\"effect\": 0.0, \"value\": 0.24212981662626262}, \"14\": {\"effect\": 0.0, \"value\": 0.10010337323873886}, \"15\": {\"effect\": -0.13290320450320037, \"value\": 0.1018760568871801}, \"16\": {\"effect\": 0.0, \"value\": -0.03816407710799346}, \"17\": {\"effect\": -0.06848397053201682, \"value\": -0.05760932691879239}, \"18\": {\"effect\": -0.22233016025127394, \"value\": -0.12753101822319035}, \"19\": {\"effect\": 0.0, \"value\": 0.05233404602947736}}}, {\"outValue\": 20.5707950592041, \"simIndex\": 33.0, \"features\": {\"0\": {\"effect\": 0.15285790812392475, \"value\": -0.2850050624616274}, \"1\": {\"effect\": 0.05779347725267486, \"value\": 0.05472276670641698}, \"2\": {\"effect\": 0.5372961598944656, \"value\": -0.5432932296545044}, \"3\": {\"effect\": -0.1277924047869963, \"value\": 0.05084252897344738}, \"4\": {\"effect\": -0.10581882159802171, \"value\": -0.49269413665667633}, \"5\": {\"effect\": 0.08350804150687696, \"value\": -0.5587518239964473}, \"6\": {\"effect\": 0.0, \"value\": -0.38487759282491196}, \"7\": {\"effect\": 0.035109108475712796, \"value\": -0.21590337068542234}, \"8\": {\"effect\": -1.059726616199509, \"value\": -0.26783629587549945}, \"9\": {\"effect\": -1.7654941238285808, \"value\": -0.10295773722979443}, \"10\": {\"effect\": 0.08328710956837837, \"value\": -0.2608960511232524}, \"11\": {\"effect\": -0.23241822259159528, \"value\": -0.11467774368535581}, \"12\": {\"effect\": 0.07973303142000426, \"value\": -0.5718405883496529}, \"13\": {\"effect\": -0.01680421712889707, \"value\": 0.0629612970019907}, \"14\": {\"effect\": -0.026264004478196948, \"value\": 0.026039354759719642}, \"15\": {\"effect\": 0.12673836941727112, \"value\": 0.04636660825239302}, \"16\": {\"effect\": 0.0, \"value\": 0.12096998483638742}, \"17\": {\"effect\": 0.3786918626021002, \"value\": 0.13980226988403194}, \"18\": {\"effect\": 0.02067894399607839, \"value\": 0.0002650493281109503}, \"19\": {\"effect\": 0.05811753952862686, \"value\": 0.033215325773758166}}}, {\"outValue\": 20.51319694519043, \"simIndex\": 39.0, \"features\": {\"0\": {\"effect\": -0.06626142650357444, \"value\": 0.09262657173116963}, \"1\": {\"effect\": -0.02862960395060929, \"value\": -0.32972908128241146}, \"2\": {\"effect\": -0.33931493950990943, \"value\": 0.45001364209881334}, \"3\": {\"effect\": 0.40891133310069383, \"value\": 0.6048648671160283}, \"4\": {\"effect\": 0.04101987197780259, \"value\": 0.41275871184651947}, \"5\": {\"effect\": -0.07869883451326234, \"value\": -0.07102833161732877}, \"6\": {\"effect\": 0.0, \"value\": -0.14820270633883434}, \"7\": {\"effect\": 0.0, \"value\": -0.068313315580491}, \"8\": {\"effect\": -0.7697508109889164, \"value\": -0.191973786627166}, \"9\": {\"effect\": -1.4048831330649119, \"value\": -0.29532777155161916}, \"10\": {\"effect\": 0.03485138930748065, \"value\": -0.11434517583666438}, \"11\": {\"effect\": 0.2590402699859768, \"value\": 0.27776722990161573}, \"12\": {\"effect\": -0.018025477591540717, \"value\": 0.056703384117671854}, \"13\": {\"effect\": -0.02575704919193625, \"value\": -0.06758057014237308}, \"14\": {\"effect\": 0.03334212611729048, \"value\": -0.1017399467661556}, \"15\": {\"effect\": 0.023745222525653753, \"value\": 0.0884138521361701}, \"16\": {\"effect\": 0.020660221558867514, \"value\": -0.007251443549463585}, \"17\": {\"effect\": 0.1355991424120711, \"value\": 0.19785813762027232}, \"18\": {\"effect\": 0.03524617828173571, \"value\": 0.057340448741834145}, \"19\": {\"effect\": -0.039199452792266554, \"value\": 0.11842427420375706}}}, {\"outValue\": 19.2412166595459, \"simIndex\": 77.0, \"features\": {\"0\": {\"effect\": -0.4911210740599354, \"value\": 0.557398489908885}, \"1\": {\"effect\": 0.08968171106624412, \"value\": 0.3488623328460378}, \"2\": {\"effect\": 0.06694385873409175, \"value\": -0.22004772604252879}, \"3\": {\"effect\": -0.9044447898388019, \"value\": -0.6723051048566707}, \"4\": {\"effect\": 0.07559881150973605, \"value\": 0.3549547871024231}, \"5\": {\"effect\": -0.11454650339276126, \"value\": -0.14812465601699928}, \"6\": {\"effect\": 0.0, \"value\": 0.12955782333398075}, \"7\": {\"effect\": 0.0, \"value\": -0.26682355402357877}, \"8\": {\"effect\": -1.773535862624526, \"value\": -0.2470669321599811}, \"9\": {\"effect\": 0.4984859014286479, \"value\": 0.11992731585309688}, \"10\": {\"effect\": -0.13460138194791804, \"value\": -0.08041143107346357}, \"11\": {\"effect\": -0.4268849695807409, \"value\": -0.07314939368728514}, \"12\": {\"effect\": 0.0, \"value\": 0.16320643136553445}, \"13\": {\"effect\": -0.031180047602115207, \"value\": 0.03561057122266312}, \"14\": {\"effect\": 0.0, \"value\": -0.09187396397123107}, \"15\": {\"effect\": 0.02184460063627837, \"value\": 0.10155165378457477}, \"16\": {\"effect\": 0.0, \"value\": 0.03390121459327117}, \"17\": {\"effect\": 0.01954851801154689, \"value\": 0.008107448621861765}, \"18\": {\"effect\": 0.0, \"value\": -0.014559757711224385}, \"19\": {\"effect\": 0.05412596917636758, \"value\": 0.03833689676562075}}}, {\"outValue\": 19.656524658203125, \"simIndex\": 75.0, \"features\": {\"0\": {\"effect\": -0.3855055526228041, \"value\": 0.4924156485569778}, \"1\": {\"effect\": -0.20414527339151212, \"value\": -0.43429216914887275}, \"2\": {\"effect\": -0.2723425064056983, \"value\": -0.009257669916850987}, \"3\": {\"effect\": 0.1066334080953446, \"value\": 0.11743998878706356}, \"4\": {\"effect\": -0.09100567996339214, \"value\": -0.4862330914295162}, \"5\": {\"effect\": -0.4826271374880627, \"value\": -0.40591700761210575}, \"6\": {\"effect\": 0.0, \"value\": 0.0015478818515908006}, \"7\": {\"effect\": 0.12384763302009177, \"value\": -0.4925270305193348}, \"8\": {\"effect\": -1.4486509343421985, \"value\": -0.2617141422409515}, \"9\": {\"effect\": 1.5404518080572027, \"value\": 0.1849899000005438}, \"10\": {\"effect\": -1.2211242941055969, \"value\": -0.27886466928300957}, \"11\": {\"effect\": 0.1428633185392551, \"value\": -0.18514070865622373}, \"12\": {\"effect\": -0.051812046275449775, \"value\": 0.027088864948541597}, \"13\": {\"effect\": 0.08632004697731044, \"value\": 0.17681189438976683}, \"14\": {\"effect\": -0.07406990804558233, \"value\": -0.02888735459606832}, \"15\": {\"effect\": -0.04850431275865852, \"value\": -0.16984321329759303}, \"16\": {\"effect\": -0.04253290102851992, \"value\": -0.06534571789958366}, \"17\": {\"effect\": -0.20083719981479797, \"value\": -0.062337756836860804}, \"18\": {\"effect\": -0.05863637547203826, \"value\": -0.008112249050763895}, \"19\": {\"effect\": -0.05309935280155331, \"value\": 0.014536988176254447}}}, {\"outValue\": 20.038944244384766, \"simIndex\": 37.0, \"features\": {\"0\": {\"effect\": -0.24888350066758114, \"value\": 0.3204121824973642}, \"1\": {\"effect\": 0.04040985785587192, \"value\": 0.49469200820486525}, \"2\": {\"effect\": -0.32910164922492513, \"value\": 0.4641808145623959}, \"3\": {\"effect\": 0.09162890597694992, \"value\": 0.2742980077086723}, \"4\": {\"effect\": 0.1642200182682073, \"value\": 0.4697557525472111}, \"5\": {\"effect\": -0.06515203378122353, \"value\": 0.05163264148608038}, \"6\": {\"effect\": -0.007026785828590176, \"value\": -0.36976011724503144}, \"7\": {\"effect\": 0.0, \"value\": -0.03243445537191942}, \"8\": {\"effect\": -0.5064992825940036, \"value\": -0.07711201566727714}, \"9\": {\"effect\": -1.092167878610737, \"value\": -0.3299465390662291}, \"10\": {\"effect\": -0.10385453682698953, \"value\": -0.2362448261947747}, \"11\": {\"effect\": 0.0006408069453336385, \"value\": 0.19258543104564185}, \"12\": {\"effect\": -0.01474028300975655, \"value\": 0.21996218460140088}, \"13\": {\"effect\": 0.0, \"value\": 0.011245057005975933}, \"14\": {\"effect\": -0.02416868702765873, \"value\": 0.1657300506501403}, \"15\": {\"effect\": 0.0, \"value\": 0.08242308721617204}, \"16\": {\"effect\": 0.0, \"value\": 0.1748036357032031}, \"17\": {\"effect\": -0.12421076471201786, \"value\": -0.11937674962261857}, \"18\": {\"effect\": -0.033451860407898604, \"value\": -0.044159810790869655}, \"19\": {\"effect\": 0.0, \"value\": 0.018502162641520915}}}, {\"outValue\": 21.103870391845703, \"simIndex\": 25.0, \"features\": {\"0\": {\"effect\": -0.3162530805925369, \"value\": 0.459678476816933}, \"1\": {\"effect\": -0.046651745680471146, \"value\": 0.019876226626772287}, \"2\": {\"effect\": 0.13858889931768015, \"value\": -0.24946985831130628}, \"3\": {\"effect\": 0.5151687521989018, \"value\": 0.4504848592450458}, \"4\": {\"effect\": 0.030256261638828108, \"value\": -0.4557809002397567}, \"5\": {\"effect\": -0.06722503662800228, \"value\": -0.1466463364321846}, \"6\": {\"effect\": 0.02126887670272881, \"value\": 0.14507560192371852}, \"7\": {\"effect\": 0.0, \"value\": 0.110729570923536}, \"8\": {\"effect\": 0.34916117524891155, \"value\": 0.4502534410269772}, \"9\": {\"effect\": -1.9221670150062076, \"value\": -0.20710170200521458}, \"10\": {\"effect\": 0.24017713604932922, \"value\": 0.08995843377184247}, \"11\": {\"effect\": 0.09720819684089232, \"value\": 0.041409434518551634}, \"12\": {\"effect\": 0.0, \"value\": 0.02267334833839762}, \"13\": {\"effect\": -0.04902407053571711, \"value\": -0.24563821575903863}, \"14\": {\"effect\": 0.024180442557024173, \"value\": 0.016729936809125462}, \"15\": {\"effect\": 0.015212589070827454, \"value\": -0.3238718815719389}, \"16\": {\"effect\": -0.04951427761146726, \"value\": 0.09104925138780086}, \"17\": {\"effect\": -0.1419758272134234, \"value\": -0.07893597386190265}, \"18\": {\"effect\": -0.025842802541379495, \"value\": -0.029763189802142438}, \"19\": {\"effect\": 0.0, \"value\": -0.05159799371597817}}}, {\"outValue\": 20.36245346069336, \"simIndex\": 19.0, \"features\": {\"0\": {\"effect\": -0.07340060927077602, \"value\": -0.11841731425445377}, \"1\": {\"effect\": -0.11190507503024144, \"value\": 0.4164032608008719}, \"2\": {\"effect\": -0.26676100647622575, \"value\": 0.24416489788922152}, \"3\": {\"effect\": 0.2631988305178169, \"value\": -0.7057319383825187}, \"4\": {\"effect\": 0.0, \"value\": 0.43327929970668644}, \"5\": {\"effect\": -0.05487648121800004, \"value\": -0.1733902395449053}, \"6\": {\"effect\": 0.0, \"value\": 0.3335949245697875}, \"7\": {\"effect\": 0.133577465945817, \"value\": -0.4800222600352494}, \"8\": {\"effect\": -0.6533783943491277, \"value\": -0.375576628651463}, \"9\": {\"effect\": -0.6271726571186966, \"value\": 0.6209144507159796}, \"10\": {\"effect\": 0.21266736094276734, \"value\": 0.05832128782382719}, \"11\": {\"effect\": -0.2574453269439272, \"value\": -0.08972471696446252}, \"12\": {\"effect\": -0.24812289619973205, \"value\": -0.26295703126238557}, \"13\": {\"effect\": -0.035084977031477255, \"value\": 0.05664230884426144}, \"14\": {\"effect\": 0.0, \"value\": -0.3406013968235702}, \"15\": {\"effect\": 0.0, \"value\": -0.08136710192986057}, \"16\": {\"effect\": -0.03815184795857007, \"value\": -0.043028531095410154}, \"17\": {\"effect\": -0.13471964310042894, \"value\": -0.11662879507690448}, \"18\": {\"effect\": 0.0, \"value\": -0.01165828616800229}, \"19\": {\"effect\": -0.03727320004562329, \"value\": 0.0940000473605344}}}, {\"outValue\": 19.020009994506836, \"simIndex\": 42.0, \"features\": {\"0\": {\"effect\": -0.022919083492409342, \"value\": -0.33808466523429936}, \"1\": {\"effect\": 0.16161476105483907, \"value\": 0.654290115890562}, \"2\": {\"effect\": -0.3972368577366364, \"value\": 0.26103221552031414}, \"3\": {\"effect\": -0.1591850478661223, \"value\": 0.0785657923832499}, \"4\": {\"effect\": 0.08517628289832357, \"value\": 0.3073894094995395}, \"5\": {\"effect\": -0.22376652631798316, \"value\": -0.27639024033074927}, \"6\": {\"effect\": 0.020101964801329364, \"value\": 0.12436074954190254}, \"7\": {\"effect\": -0.02963966478799418, \"value\": 0.3653551188709611}, \"8\": {\"effect\": -0.221844703591344, \"value\": -0.007263931900950207}, \"9\": {\"effect\": -1.7775286624756779, \"value\": -0.28986394452486186}, \"10\": {\"effect\": 0.018537956536376965, \"value\": -0.18685341427238525}, \"11\": {\"effect\": -0.4890708271545381, \"value\": -0.08079795761120104}, \"12\": {\"effect\": -0.02810038024961728, \"value\": -0.059141955659383294}, \"13\": {\"effect\": -0.023196498031579915, \"value\": -0.07085499262119963}, \"14\": {\"effect\": -0.0045465075854139725, \"value\": 0.12680086668832927}, \"15\": {\"effect\": -0.11983786573932492, \"value\": -0.13104216767319582}, \"16\": {\"effect\": -0.019842069639121718, \"value\": -0.002217879174859789}, \"17\": {\"effect\": -0.011756900152109395, \"value\": -0.003708190506456111}, \"18\": {\"effect\": -0.028251293993944326, \"value\": -0.007505636591250177}, \"19\": {\"effect\": 0.0, \"value\": 0.060018535130463575}}}, {\"outValue\": 22.700733184814453, \"simIndex\": 68.0, \"features\": {\"0\": {\"effect\": -0.3574786965889643, \"value\": -0.3646747874653411}, \"1\": {\"effect\": 0.0556777807878506, \"value\": -0.22762699604464257}, \"2\": {\"effect\": -0.47768739302908114, \"value\": 0.012858982335435616}, \"3\": {\"effect\": 0.06678024386383327, \"value\": 0.1634555825862984}, \"4\": {\"effect\": 0.11188910148076044, \"value\": 0.5178541502872526}, \"5\": {\"effect\": 0.0, \"value\": -0.500552398060968}, \"6\": {\"effect\": -0.05834978603987648, \"value\": -0.5597091183289348}, \"7\": {\"effect\": 0.0, \"value\": -0.12737975688689668}, \"8\": {\"effect\": -0.0685705921716409, \"value\": 0.452117770027541}, \"9\": {\"effect\": 0.9978068812527285, \"value\": 0.17529803401824723}, \"10\": {\"effect\": 0.1700624912322862, \"value\": -0.12475778594291288}, \"11\": {\"effect\": 0.3641770858250717, \"value\": 0.27192626930291314}, \"12\": {\"effect\": -0.21918236352992848, \"value\": -0.017277111139750757}, \"13\": {\"effect\": -0.034380921531712225, \"value\": -0.023373032392784165}, \"14\": {\"effect\": -0.027980290446760703, \"value\": -0.06002642772136381}, \"15\": {\"effect\": -0.03482128018363724, \"value\": -0.023938795872379057}, \"16\": {\"effect\": 0.02183289172966149, \"value\": -0.002683471649024883}, \"17\": {\"effect\": -0.1281559108345353, \"value\": -0.044723237077078544}, \"18\": {\"effect\": 0.0, \"value\": 0.005930652382724436}, \"19\": {\"effect\": 0.02781202496861318, \"value\": -0.01242441315184647}}}, {\"outValue\": 23.614429473876953, \"simIndex\": 53.0, \"features\": {\"0\": {\"effect\": 0.15770423766347486, \"value\": 0.4964962599136061}, \"1\": {\"effect\": -0.21680829383245143, \"value\": -0.24967731984641284}, \"2\": {\"effect\": 0.42235942588050124, \"value\": -0.22460633310803368}, \"3\": {\"effect\": -0.21909309885155678, \"value\": -0.13312604860065766}, \"4\": {\"effect\": -0.2221109910558786, \"value\": -0.5189850732447888}, \"5\": {\"effect\": -0.7203497916988862, \"value\": -0.7303881148212414}, \"6\": {\"effect\": 0.07532002499993762, \"value\": -0.0455138989790064}, \"7\": {\"effect\": 0.08308357267450987, \"value\": -0.204910115793871}, \"8\": {\"effect\": 0.25254545762208536, \"value\": 0.043123197193031565}, \"9\": {\"effect\": 2.142837087187743, \"value\": 0.2072323416103667}, \"10\": {\"effect\": -0.41552337651983756, \"value\": -0.1957786538317811}, \"11\": {\"effect\": 0.3578147724671007, \"value\": -0.17795469961512256}, \"12\": {\"effect\": -0.04262439714171587, \"value\": -0.24180200416623804}, \"13\": {\"effect\": -0.05346011991691746, \"value\": -0.038818167484640585}, \"14\": {\"effect\": 0.0, \"value\": 0.021817458781224888}, \"15\": {\"effect\": -0.1655381437745727, \"value\": -0.24300410464090408}, \"16\": {\"effect\": 0.08924422434810095, \"value\": -0.09618539379745215}, \"17\": {\"effect\": -0.1777294525040748, \"value\": -0.03886888494457826}, \"18\": {\"effect\": -0.10064590541312723, \"value\": 0.14329888295792895}, \"19\": {\"effect\": 0.07610232371273407, \"value\": 0.026851431173314955}}}, {\"outValue\": 21.995250701904297, \"simIndex\": 18.0, \"features\": {\"0\": {\"effect\": 0.05886073105668005, \"value\": 0.20430220763657533}, \"1\": {\"effect\": -0.057097770131107714, \"value\": -0.5633920768722188}, \"2\": {\"effect\": -0.09712103131779573, \"value\": 0.7826410503058053}, \"3\": {\"effect\": 0.22115428667750184, \"value\": -0.40240265105344664}, \"4\": {\"effect\": -0.13294258578640306, \"value\": -0.229996246465178}, \"5\": {\"effect\": -0.005783022510916242, \"value\": 0.09027286630233211}, \"6\": {\"effect\": -0.029996901355943684, \"value\": 0.27921072409044634}, \"7\": {\"effect\": 0.0, \"value\": 0.08202402465634036}, \"8\": {\"effect\": 0.026265890618010462, \"value\": -0.001764641063521391}, \"9\": {\"effect\": -1.0119442760282793, \"value\": -0.21966012940057297}, \"10\": {\"effect\": 0.1540386314820672, \"value\": -0.1819257328767515}, \"11\": {\"effect\": 0.6929433787831034, \"value\": -0.25391702682820133}, \"12\": {\"effect\": 0.0, \"value\": -0.05326446113477231}, \"13\": {\"effect\": 0.0, \"value\": 0.04770683387424426}, \"14\": {\"effect\": 0.0, \"value\": 0.0671378216967683}, \"15\": {\"effect\": -0.02183268177431092, \"value\": -0.06297513625487347}, \"16\": {\"effect\": 0.0, \"value\": 0.09376565215606752}, \"17\": {\"effect\": -0.1123551261640689, \"value\": -0.04819653150239967}, \"18\": {\"effect\": 0.0, \"value\": -0.06019531024999241}, \"19\": {\"effect\": 0.01975926032597508, \"value\": 0.07214122094487738}}}, {\"outValue\": 25.061735153198242, \"simIndex\": 64.0, \"features\": {\"0\": {\"effect\": 0.39536156450534055, \"value\": -0.15108750055237713}, \"1\": {\"effect\": 0.5076893512171612, \"value\": 0.7560292147172621}, \"2\": {\"effect\": -0.6190860648700705, \"value\": 0.36309110328029026}, \"3\": {\"effect\": 0.3712465140680423, \"value\": 0.19458415023696365}, \"4\": {\"effect\": -0.06014087369858334, \"value\": -0.5123579118680319}, \"5\": {\"effect\": 0.8954482827392618, \"value\": 0.6959348625072828}, \"6\": {\"effect\": 0.0, \"value\": -0.1304801427073437}, \"7\": {\"effect\": 0.05068817118036195, \"value\": -0.004709144726653781}, \"8\": {\"effect\": -0.5944174913343936, \"value\": -0.24683738649746564}, \"9\": {\"effect\": 1.7276053434390284, \"value\": 0.09474338417647189}, \"10\": {\"effect\": 0.3195558921324215, \"value\": -0.020298762204767406}, \"11\": {\"effect\": -0.3728100619440222, \"value\": 0.11173312461085756}, \"12\": {\"effect\": -0.12248377615571848, \"value\": 0.15925393933975557}, \"13\": {\"effect\": -0.17602931654732412, \"value\": -0.34181072747039887}, \"14\": {\"effect\": 0.0, \"value\": -0.11061796523029142}, \"15\": {\"effect\": 0.25427661002391533, \"value\": 0.34584006513393867}, \"16\": {\"effect\": 0.0, \"value\": 0.01824394031579109}, \"17\": {\"effect\": 0.17905282591039606, \"value\": 0.11035029875894864}, \"18\": {\"effect\": 0.09140833437753404, \"value\": 0.0891028367970298}, \"19\": {\"effect\": -0.07693206987489276, \"value\": 0.10475647982248919}}}, {\"outValue\": 26.55587387084961, \"simIndex\": 62.0, \"features\": {\"0\": {\"effect\": 0.23815378735644266, \"value\": 0.4905957381887633}, \"1\": {\"effect\": 0.2947017065014759, \"value\": 0.4682124253312659}, \"2\": {\"effect\": -0.6650368010916174, \"value\": 0.5618666865269196}, \"3\": {\"effect\": 0.11062447525950564, \"value\": -0.0013836204028059014}, \"4\": {\"effect\": 0.06978909927791, \"value\": -0.43477864568110675}, \"5\": {\"effect\": 0.36402976605445414, \"value\": 0.2726604512995919}, \"6\": {\"effect\": 0.0, \"value\": 0.2871172371661469}, \"7\": {\"effect\": 0.10424247977663886, \"value\": -0.4645106654223361}, \"8\": {\"effect\": 0.5867525429524167, \"value\": -0.10784814621375341}, \"9\": {\"effect\": 3.105085504907997, \"value\": 0.19468540519359248}, \"10\": {\"effect\": 0.4009725809874032, \"value\": -0.06403234296772914}, \"11\": {\"effect\": -0.3264880541178404, \"value\": 0.21249313740518516}, \"12\": {\"effect\": 0.0838264318644576, \"value\": -0.1352100546442737}, \"13\": {\"effect\": 0.07659628425966128, \"value\": 0.11036924060108266}, \"14\": {\"effect\": -0.18286070884597225, \"value\": 0.10078705724266453}, \"15\": {\"effect\": 0.0, \"value\": -0.29242413903768294}, \"16\": {\"effect\": -0.02458905864677985, \"value\": 0.006220096241194455}, \"17\": {\"effect\": -0.11933347270957512, \"value\": -0.18461738166097472}, \"18\": {\"effect\": 0.13793922728193397, \"value\": -0.08903479803405208}, \"19\": {\"effect\": 0.010166161751311797, \"value\": 0.0758588000790223}}}, {\"outValue\": 25.621322631835938, \"simIndex\": 94.0, \"features\": {\"0\": {\"effect\": 0.049492577013740435, \"value\": 0.11999495592850627}, \"1\": {\"effect\": 0.0, \"value\": -0.05236860190076386}, \"2\": {\"effect\": -0.3890770063332005, \"value\": 0.20078401265441378}, \"3\": {\"effect\": 0.5817266111890107, \"value\": 0.7365051625439609}, \"4\": {\"effect\": 0.0694153222255296, \"value\": 0.47140934798934464}, \"5\": {\"effect\": -0.06001902611174925, \"value\": -0.04694463857827147}, \"6\": {\"effect\": 0.03625933650023749, \"value\": -0.15906370866936023}, \"7\": {\"effect\": 0.0, \"value\": -0.03613979468478101}, \"8\": {\"effect\": 1.4392474174516932, \"value\": 0.3873052236747557}, \"9\": {\"effect\": 1.4589334735371535, \"value\": 0.07202566765742976}, \"10\": {\"effect\": 0.0, \"value\": -0.14040024463527298}, \"11\": {\"effect\": -0.18708892055666482, \"value\": 0.05656022326091401}, \"12\": {\"effect\": -0.03881933677870286, \"value\": 0.06325029187851447}, \"13\": {\"effect\": 0.0, \"value\": -0.3017463482711278}, \"14\": {\"effect\": 0.0, \"value\": -0.06243802128825911}, \"15\": {\"effect\": 0.08087978083543446, \"value\": 0.1493672126370079}, \"16\": {\"effect\": 0.0, \"value\": 0.07319983076321068}, \"17\": {\"effect\": 0.24148297881017333, \"value\": 0.13759875144124648}, \"18\": {\"effect\": 0.0, \"value\": -0.05972736887934068}, \"19\": {\"effect\": 0.047587506023497816, \"value\": -0.020694159138290518}}}, {\"outValue\": 21.505979537963867, \"simIndex\": 23.0, \"features\": {\"0\": {\"effect\": -0.13974132264704162, \"value\": 0.6948028150180173}, \"1\": {\"effect\": 0.0, \"value\": -0.2538311831067433}, \"2\": {\"effect\": 0.41998961738595564, \"value\": -0.4264052677370858}, \"3\": {\"effect\": 0.7248964474656043, \"value\": 0.9986179203363047}, \"4\": {\"effect\": 0.0, \"value\": -0.13453383839001581}, \"5\": {\"effect\": 0.14460784144147426, \"value\": 0.4441859500327899}, \"6\": {\"effect\": 0.0, \"value\": -0.14752456495817867}, \"7\": {\"effect\": -0.04907914382497108, \"value\": 0.10720061852066644}, \"8\": {\"effect\": 0.17096447845114318, \"value\": 0.15926295190462839}, \"9\": {\"effect\": -2.4112786500943986, \"value\": -0.31476493668248307}, \"10\": {\"effect\": 0.2297663393853911, \"value\": 0.12356052833048978}, \"11\": {\"effect\": 0.04291671987360966, \"value\": -0.1000869251566491}, \"12\": {\"effect\": 0.0, \"value\": -0.07313547784227001}, \"13\": {\"effect\": 0.04087412506110123, \"value\": 0.2888377051903881}, \"14\": {\"effect\": 0.0, \"value\": -0.014895408407048866}, \"15\": {\"effect\": 0.0, \"value\": 0.02287344689488942}, \"16\": {\"effect\": 0.027166053952809605, \"value\": -0.09173035939697904}, \"17\": {\"effect\": 0.07471000168030212, \"value\": 0.11843206571032196}, \"18\": {\"effect\": 0.08416311016732603, \"value\": 0.13221112004398453}, \"19\": {\"effect\": -0.14527799836422306, \"value\": 0.24423492542412903}}}, {\"outValue\": 26.418718338012695, \"simIndex\": 55.0, \"features\": {\"0\": {\"effect\": -0.0787322559336196, \"value\": -0.2592928406585004}, \"1\": {\"effect\": 0.0, \"value\": 0.27319632002442246}, \"2\": {\"effect\": 1.12389623753359, \"value\": -0.5797554292202476}, \"3\": {\"effect\": 0.1144201663682809, \"value\": 0.08535768027677877}, \"4\": {\"effect\": 0.09342562156597678, \"value\": -0.514105316287115}, \"5\": {\"effect\": 0.0, \"value\": -0.4243568425023315}, \"6\": {\"effect\": 0.026884734107957886, \"value\": 0.0266250139696478}, \"7\": {\"effect\": 0.0, \"value\": -0.12367519478824356}, \"8\": {\"effect\": 0.36534538253747056, \"value\": -0.002742496028600473}, \"9\": {\"effect\": 2.7535845508061927, \"value\": 0.17955279586873812}, \"10\": {\"effect\": 0.17207962229616247, \"value\": -0.12740246588906234}, \"11\": {\"effect\": -0.03309584285095646, \"value\": -0.06470538475447392}, \"12\": {\"effect\": -0.09102610937975703, \"value\": -0.009021076779012384}, \"13\": {\"effect\": -0.06946858148866497, \"value\": -0.10128505954189436}, \"14\": {\"effect\": -0.05124653744573304, \"value\": 0.08593155586441574}, \"15\": {\"effect\": -0.08642551465630444, \"value\": 0.12303600664133801}, \"16\": {\"effect\": 0.0, \"value\": -0.07338698618201969}, \"17\": {\"effect\": 0.0, \"value\": 0.0020493461546284984}, \"18\": {\"effect\": -0.026059910331261094, \"value\": -0.05944055372937009}, \"19\": {\"effect\": -0.08616514314642387, \"value\": 0.11168490070386328}}}, {\"outValue\": 22.559741973876953, \"simIndex\": 21.0, \"features\": {\"0\": {\"effect\": 0.5954946428211869, \"value\": -0.4976067710007638}, \"1\": {\"effect\": 0.6939607967837437, \"value\": 0.7047919142823367}, \"2\": {\"effect\": -0.4590725583498065, \"value\": 0.36080395485468997}, \"3\": {\"effect\": -0.5440266246229579, \"value\": -0.31850186175127343}, \"4\": {\"effect\": 0.14729127381784723, \"value\": 0.11873086980264408}, \"5\": {\"effect\": 0.16278090953520347, \"value\": 0.2968123320915159}, \"6\": {\"effect\": 0.0, \"value\": 0.041953518676136024}, \"7\": {\"effect\": 0.0, \"value\": 0.07039027709306259}, \"8\": {\"effect\": 0.0, \"value\": 0.08328814681947581}, \"9\": {\"effect\": -0.339870448740194, \"value\": -0.007242498829805268}, \"10\": {\"effect\": -0.7535281076348908, \"value\": -0.2777135549595519}, \"11\": {\"effect\": 0.0, \"value\": -0.08526995869929675}, \"12\": {\"effect\": -0.0362864445678876, \"value\": 0.22506820891637133}, \"13\": {\"effect\": 0.0, \"value\": -0.0031149838340856963}, \"14\": {\"effect\": 0.0, \"value\": -0.2788319365325172}, \"15\": {\"effect\": 0.0, \"value\": -0.12162896430317933}, \"16\": {\"effect\": 0.0664901204508753, \"value\": 0.27070672832549514}, \"17\": {\"effect\": 0.3864010743986447, \"value\": 0.1309482712237448}, \"18\": {\"effect\": 0.2887952890251937, \"value\": 0.2003823489155364}, \"19\": {\"effect\": 0.060010132930210736, \"value\": -0.023184817533545433}}}, {\"outValue\": 19.819555282592773, \"simIndex\": 28.0, \"features\": {\"0\": {\"effect\": 0.06388112050127037, \"value\": 0.8714282931785374}, \"1\": {\"effect\": 0.0, \"value\": 0.23083652568731894}, \"2\": {\"effect\": 0.4343224646484949, \"value\": -0.35996420309315263}, \"3\": {\"effect\": -0.31337472461374016, \"value\": 0.48485333621610543}, \"4\": {\"effect\": -0.05434528024215468, \"value\": -0.23513862294909627}, \"5\": {\"effect\": -0.14340325651149133, \"value\": 0.01577710213878726}, \"6\": {\"effect\": 0.07780420437938607, \"value\": 0.3262238293827469}, \"7\": {\"effect\": 0.0, \"value\": -0.5901816700965717}, \"8\": {\"effect\": -0.2029664787271408, \"value\": -0.11744860750298265}, \"9\": {\"effect\": -2.637905309860554, \"value\": -0.24399093251424475}, \"10\": {\"effect\": -0.11142875546782327, \"value\": 0.6274408364420735}, \"11\": {\"effect\": 0.3694194979744192, \"value\": -0.4111183508496821}, \"12\": {\"effect\": 0.06411906453388183, \"value\": 0.04691562888852585}, \"13\": {\"effect\": -0.03622559619549093, \"value\": 0.29428173301661087}, \"14\": {\"effect\": -0.06572889969946094, \"value\": 0.2383618538431995}, \"15\": {\"effect\": 0.0, \"value\": 0.01468424844877101}, \"16\": {\"effect\": -0.15857023594931996, \"value\": -0.19365387195030928}, \"17\": {\"effect\": 0.3548900103669501, \"value\": 0.2656037318135976}, \"18\": {\"effect\": 0.03687935638572404, \"value\": 0.015332165585942565}, \"19\": {\"effect\": -0.1491138169599613, \"value\": 0.12481172243244963}}}, {\"outValue\": 24.68967056274414, \"simIndex\": 90.0, \"features\": {\"0\": {\"effect\": 0.05656794738436578, \"value\": 0.24579940621061092}, \"1\": {\"effect\": 0.10223677314396273, \"value\": -0.6921438807582919}, \"2\": {\"effect\": 0.07492241093350188, \"value\": -0.08349565291192422}, \"3\": {\"effect\": -0.08397925096008224, \"value\": -0.11968962262547543}, \"4\": {\"effect\": 0.0, \"value\": -0.3120616103193738}, \"5\": {\"effect\": 0.0, \"value\": 0.045575318690961514}, \"6\": {\"effect\": 0.0, \"value\": 0.18860972109955906}, \"7\": {\"effect\": 0.12637559309144653, \"value\": -0.4225596519241341}, \"8\": {\"effect\": 1.9152802015010943, \"value\": 0.6009152362814995}, \"9\": {\"effect\": 1.155256182621655, \"value\": 0.07111841318316682}, \"10\": {\"effect\": -0.2802576861401886, \"value\": -0.2158923665351728}, \"11\": {\"effect\": -0.11808392072758347, \"value\": 0.20991149627367034}, \"12\": {\"effect\": 0.020390548234570427, \"value\": -0.12130166127977733}, \"13\": {\"effect\": 0.17404373546090018, \"value\": 0.235382455294196}, \"14\": {\"effect\": 0.0, \"value\": -0.04053966589399852}, \"15\": {\"effect\": -0.09596638407906144, \"value\": -0.1299148562958418}, \"16\": {\"effect\": -0.06813902037075703, \"value\": 0.018522286982651428}, \"17\": {\"effect\": -0.5904685549431956, \"value\": -0.11797965421261175}, \"18\": {\"effect\": 0.0, \"value\": -0.0409597696649643}, \"19\": {\"effect\": 0.010190069563726922, \"value\": 0.058834532550592324}}}, {\"outValue\": 20.77169418334961, \"simIndex\": 35.0, \"features\": {\"0\": {\"effect\": 0.3684304020868009, \"value\": -0.685794277035995}, \"1\": {\"effect\": 0.0, \"value\": -0.21492744715478806}, \"2\": {\"effect\": -0.3224293208156409, \"value\": 0.2806513253868131}, \"3\": {\"effect\": 0.2913494687527233, \"value\": 0.426042313732785}, \"4\": {\"effect\": -0.04616670388613023, \"value\": 0.03594172217077655}, \"5\": {\"effect\": 0.5279415932852781, \"value\": 0.7609478737204789}, \"6\": {\"effect\": 0.0, \"value\": -0.05354949558215238}, \"7\": {\"effect\": 0.0, \"value\": 0.41044094339593556}, \"8\": {\"effect\": -0.8479185711026346, \"value\": -0.19887793018404085}, \"9\": {\"effect\": -1.6406688372302587, \"value\": -0.3464338701369272}, \"10\": {\"effect\": 0.09527675391922563, \"value\": -0.05690340709395621}, \"11\": {\"effect\": 0.10274726403681811, \"value\": 0.16325746525738705}, \"12\": {\"effect\": 0.0, \"value\": 0.07180152391523024}, \"13\": {\"effect\": -0.15377431905179706, \"value\": -0.34717401989489816}, \"14\": {\"effect\": 0.019499886460045524, \"value\": -0.1091589300865641}, \"15\": {\"effect\": 0.0, \"value\": -0.13226815876792553}, \"16\": {\"effect\": 0.0, \"value\": 0.012373757094093099}, \"17\": {\"effect\": 0.08610464886539493, \"value\": 0.16994047331681456}, \"18\": {\"effect\": 0.0, \"value\": -0.06730629877607636}, \"19\": {\"effect\": 0.0, \"value\": 0.06441515084249236}}}, {\"outValue\": 20.53697967529297, \"simIndex\": 70.0, \"features\": {\"0\": {\"effect\": 0.48518262379939253, \"value\": -0.42342301203894506}, \"1\": {\"effect\": -0.20612908613927652, \"value\": -0.19784566816778348}, \"2\": {\"effect\": -0.5524603811021943, \"value\": 0.38847173380609434}, \"3\": {\"effect\": 0.30707483576228695, \"value\": 0.20403799748689536}, \"4\": {\"effect\": 0.11996733641657911, \"value\": 0.4356447410950227}, \"5\": {\"effect\": -0.8276508515182627, \"value\": -0.5258836220552581}, \"6\": {\"effect\": -0.01209693123559459, \"value\": 0.09386008642540662}, \"7\": {\"effect\": 0.08893375625848038, \"value\": -0.32076189679746914}, \"8\": {\"effect\": -0.689887246292773, \"value\": -0.0808295870560609}, \"9\": {\"effect\": 0.9673751212398224, \"value\": 0.10599832193851935}, \"10\": {\"effect\": -0.49388075109181184, \"value\": -0.16890042651098439}, \"11\": {\"effect\": -0.5897166091830055, \"value\": 0.19646967838735224}, \"12\": {\"effect\": -0.08275676152258409, \"value\": -0.03631222148626398}, \"13\": {\"effect\": -0.07275832573623746, \"value\": 0.0009087824152260511}, \"14\": {\"effect\": -0.04209108211483681, \"value\": -0.06245230126014353}, \"15\": {\"effect\": 0.0, \"value\": -0.05235838979915866}, \"16\": {\"effect\": -0.07888146818457101, \"value\": -0.0012439180616222831}, \"17\": {\"effect\": -0.1602008260721628, \"value\": -0.025799912305385024}, \"18\": {\"effect\": 0.08565440397993362, \"value\": 0.024232259259509423}, \"19\": {\"effect\": 0.0, \"value\": -0.014172364680945116}}}, {\"outValue\": 25.80868148803711, \"simIndex\": 56.0, \"features\": {\"0\": {\"effect\": 0.035280403579588865, \"value\": 0.16454080119169395}, \"1\": {\"effect\": 0.2477193615616762, \"value\": 0.6339749576298374}, \"2\": {\"effect\": 0.8173204217740739, \"value\": -0.5625633397958867}, \"3\": {\"effect\": 0.21093152057034148, \"value\": 0.06850555411638513}, \"4\": {\"effect\": 0.07952034686595488, \"value\": 0.42120827407044115}, \"5\": {\"effect\": 0.5502088037276924, \"value\": 0.38915750613443306}, \"6\": {\"effect\": 0.0, \"value\": 0.19375298962623275}, \"7\": {\"effect\": 0.04738829507490508, \"value\": -0.03401018236535191}, \"8\": {\"effect\": 0.18222404517824214, \"value\": -0.07943086638107652}, \"9\": {\"effect\": 2.4184954034266104, \"value\": 0.1357001293140598}, \"10\": {\"effect\": -0.40276333551523397, \"value\": -0.2153587380559511}, \"11\": {\"effect\": -0.24253930218449554, \"value\": -0.03732814544621628}, \"12\": {\"effect\": 0.0023735743306895207, \"value\": -0.11942998481319723}, \"13\": {\"effect\": -0.027640704819014594, \"value\": -0.08162682367588285}, \"14\": {\"effect\": 0.016107627210438957, \"value\": 0.061877408576948845}, \"15\": {\"effect\": 0.0, \"value\": -0.06457019317135958}, \"16\": {\"effect\": 0.053860083918814805, \"value\": 0.11260593739619669}, \"17\": {\"effect\": -0.3685877660065705, \"value\": -0.150939525240919}, \"18\": {\"effect\": -0.0685070467799882, \"value\": -0.12438801493787885}, \"19\": {\"effect\": -0.03401216190640177, \"value\": 0.09641571497811115}}}, {\"outValue\": 23.725875854492188, \"simIndex\": 52.0, \"features\": {\"0\": {\"effect\": 0.24173791929729566, \"value\": -0.29209798740792203}, \"1\": {\"effect\": -0.23080478702685092, \"value\": -0.4147529619278765}, \"2\": {\"effect\": 0.7922681596600453, \"value\": -0.41509437050723635}, \"3\": {\"effect\": -1.078659499777298, \"value\": -0.7054857592704903}, \"4\": {\"effect\": 0.23259482980091653, \"value\": 0.39483921877831196}, \"5\": {\"effect\": -0.06340957493950071, \"value\": -0.03765372368819848}, \"6\": {\"effect\": 0.03916159742336322, \"value\": -0.5730495194075479}, \"7\": {\"effect\": 0.06837554425553538, \"value\": -0.18090453073810459}, \"8\": {\"effect\": -0.09021171542980078, \"value\": -0.06863964645860486}, \"9\": {\"effect\": 1.931950485881382, \"value\": 0.14370391097421598}, \"10\": {\"effect\": 0.0, \"value\": -0.0687004410974236}, \"11\": {\"effect\": -0.06554134237031212, \"value\": -0.07594557685210505}, \"12\": {\"effect\": -0.08652972837980417, \"value\": -0.06287925437631418}, \"13\": {\"effect\": -0.20293014351697486, \"value\": -0.22712550850347984}, \"14\": {\"effect\": -0.19655000143905013, \"value\": 0.2016659042502393}, \"15\": {\"effect\": 0.07479066280175255, \"value\": -0.09548157480903477}, \"16\": {\"effect\": 0.0, \"value\": 0.025031259709320953}, \"17\": {\"effect\": 0.040062423677916854, \"value\": -0.00808066349473298}, \"18\": {\"effect\": -0.03437771053432814, \"value\": -0.06352977212603701}, \"19\": {\"effect\": 0.06264681707811537, \"value\": 0.013945219878315738}}}, {\"outValue\": 24.54412078857422, \"simIndex\": 79.0, \"features\": {\"0\": {\"effect\": -0.27514670350782977, \"value\": -0.1328231611531373}, \"1\": {\"effect\": 0.07270033204313364, \"value\": -0.5148796003626813}, \"2\": {\"effect\": 0.7583473497389526, \"value\": -0.43593996675212304}, \"3\": {\"effect\": 0.04775076431335368, \"value\": -0.2448060549612998}, \"4\": {\"effect\": 0.14556396679916106, \"value\": 0.44693549761803597}, \"5\": {\"effect\": 0.23595263345878403, \"value\": 0.32605601783776267}, \"6\": {\"effect\": 0.019818060001252746, \"value\": -0.07778656306073478}, \"7\": {\"effect\": 7.098792629278705e-06, \"value\": -0.12433333125964122}, \"8\": {\"effect\": 0.10523891565672328, \"value\": -0.12319826177276189}, \"9\": {\"effect\": 1.1544967776087014, \"value\": 0.36553395714789366}, \"10\": {\"effect\": 0.1725903867548062, \"value\": -0.18039933250522738}, \"11\": {\"effect\": -0.044262010435058174, \"value\": 0.14082273863726658}, \"12\": {\"effect\": 0.0, \"value\": 0.1977233279227276}, \"13\": {\"effect\": 0.0, \"value\": 0.02163113500279197}, \"14\": {\"effect\": -0.08292598952126173, \"value\": 0.06577638588141149}, \"15\": {\"effect\": 0.004060746619062416, \"value\": -0.028951559120009643}, \"16\": {\"effect\": 0.0, \"value\": 0.06546201229754098}, \"17\": {\"effect\": -0.08779662371340269, \"value\": -0.034541524597661764}, \"18\": {\"effect\": 0.03343300935487248, \"value\": 0.02725693157226641}, \"19\": {\"effect\": -0.007009843419446771, \"value\": -0.00786775762078571}}}, {\"outValue\": 23.42074203491211, \"simIndex\": 69.0, \"features\": {\"0\": {\"effect\": -0.30973110340516585, \"value\": -0.6404323339469905}, \"1\": {\"effect\": -0.05635048839725365, \"value\": 0.16516835352239917}, \"2\": {\"effect\": -0.2520406407007148, \"value\": 0.2117544957385219}, \"3\": {\"effect\": 0.0507798481480977, \"value\": 0.19946087858242806}, \"4\": {\"effect\": -0.10814823414915278, \"value\": -0.3804546718494713}, \"5\": {\"effect\": 0.19349455065664942, \"value\": -0.6449236324305818}, \"6\": {\"effect\": 0.03891913927349368, \"value\": -0.06182756213126097}, \"7\": {\"effect\": -0.05641631216213808, \"value\": -0.23883729896268655}, \"8\": {\"effect\": -0.44650546813277975, \"value\": 0.38824206706484843}, \"9\": {\"effect\": 1.3568721407007414, \"value\": 0.1493581953031182}, \"10\": {\"effect\": -0.0524277769352372, \"value\": 0.20345718761951498}, \"11\": {\"effect\": 0.05437138332577571, \"value\": -0.25498619188754157}, \"12\": {\"effect\": 0.8379486564564093, \"value\": 0.4082005647809978}, \"13\": {\"effect\": 0.10561702910968551, \"value\": -0.1488165419566294}, \"14\": {\"effect\": 0.0, \"value\": -0.02372574740969344}, \"15\": {\"effect\": 0.12229696849095428, \"value\": 0.14523014218336525}, \"16\": {\"effect\": -0.04176850247392991, \"value\": 0.14064055020146765}, \"17\": {\"effect\": -0.16861160029665412, \"value\": -0.08880218832089606}, \"18\": {\"effect\": -0.08160564012928939, \"value\": 0.019783393166387164}, \"19\": {\"effect\": -0.057253832497166535, \"value\": 0.08231529117479976}}}, {\"outValue\": 27.32616424560547, \"simIndex\": 58.0, \"features\": {\"0\": {\"effect\": 0.7758702655425176, \"value\": 0.739590839305574}, \"1\": {\"effect\": -0.08362421266714004, \"value\": 0.3225400173998669}, \"2\": {\"effect\": 0.16593325122568997, \"value\": -0.16276248442464486}, \"3\": {\"effect\": 0.07556841626595312, \"value\": -0.3195817871746979}, \"4\": {\"effect\": -0.07332819262917273, \"value\": 0.07617365208895809}, \"5\": {\"effect\": 0.040233543191133814, \"value\": 0.16073089331100066}, \"6\": {\"effect\": 0.0, \"value\": -0.23699469041720758}, \"7\": {\"effect\": 0.0, \"value\": -0.2558153271908072}, \"8\": {\"effect\": 0.7423640574352748, \"value\": 0.3759701041033299}, \"9\": {\"effect\": 2.2030886432514625, \"value\": 0.08777306295575164}, \"10\": {\"effect\": 0.37387514538596023, \"value\": 0.21292601957954663}, \"11\": {\"effect\": 0.3352750683894752, \"value\": -0.26399089690485533}, \"12\": {\"effect\": 0.0, \"value\": -0.177258107245374}, \"13\": {\"effect\": 0.0, \"value\": 0.4008248326397314}, \"14\": {\"effect\": 0.08462007439552838, \"value\": -0.0695168306043408}, \"15\": {\"effect\": -0.07637545067791884, \"value\": 0.1325479446034763}, \"16\": {\"effect\": 0.0, \"value\": 0.15206006120067403}, \"17\": {\"effect\": 0.18835071173286178, \"value\": 0.041252135205803925}, \"18\": {\"effect\": 0.08329492180866716, \"value\": 0.005604487181940735}, \"19\": {\"effect\": 0.1997160849253916, \"value\": -0.19273260695175806}}}, {\"outValue\": 21.658878326416016, \"simIndex\": 84.0, \"features\": {\"0\": {\"effect\": 0.4489536651344626, \"value\": -0.5167882628546671}, \"1\": {\"effect\": -0.18250006456308854, \"value\": -0.2938666910182894}, \"2\": {\"effect\": 1.1752396343962168, \"value\": -0.604168488737006}, \"3\": {\"effect\": 0.0, \"value\": -0.04626523243273522}, \"4\": {\"effect\": -0.09945201207472659, \"value\": -0.11621020779534867}, \"5\": {\"effect\": -0.3317331002457945, \"value\": -0.231104029698277}, \"6\": {\"effect\": -0.04215513683862082, \"value\": 0.5697045355700293}, \"7\": {\"effect\": -0.11022729104348937, \"value\": 0.31502434082186875}, \"8\": {\"effect\": -0.8141510459981509, \"value\": -0.08042774431201323}, \"9\": {\"effect\": 0.0, \"value\": 0.04113697640607833}, \"10\": {\"effect\": -0.42940477593917004, \"value\": -0.14381309110810914}, \"11\": {\"effect\": -0.650170242469681, \"value\": 0.21607810836434474}, \"12\": {\"effect\": 0.052053597433640644, \"value\": 0.20402210648599062}, \"13\": {\"effect\": 0.14225052312502814, \"value\": 0.2302894268569214}, \"14\": {\"effect\": 0.0706649110783005, \"value\": -0.11633659665905917}, \"15\": {\"effect\": -0.04477401431853277, \"value\": -0.11712956079608634}, \"16\": {\"effect\": 0.031881041760728104, \"value\": -0.14767829986452335}, \"17\": {\"effect\": -0.012177598780593941, \"value\": -0.01628944013097715}, \"18\": {\"effect\": 0.1330973244584278, \"value\": 0.07872045027475201}, \"19\": {\"effect\": 0.030180993271275214, \"value\": 0.06333546125139286}}}, {\"outValue\": 22.01144027709961, \"simIndex\": 29.0, \"features\": {\"0\": {\"effect\": 0.0, \"value\": 0.31485446909130965}, \"1\": {\"effect\": 0.16455276062533958, \"value\": 0.43202685496203125}, \"2\": {\"effect\": 0.8956591281846181, \"value\": -0.506991767599469}, \"3\": {\"effect\": 0.0, \"value\": -0.0014932872603227573}, \"4\": {\"effect\": 0.1101679158821543, \"value\": 0.4540338277410183}, \"5\": {\"effect\": 0.19127356570182802, \"value\": -0.42412319760897416}, \"6\": {\"effect\": 0.06600956915611517, \"value\": 0.5242251386443921}, \"7\": {\"effect\": 0.03345486394014284, \"value\": 0.0798117264960585}, \"8\": {\"effect\": -0.2859012087178028, \"value\": -0.2915517746342077}, \"9\": {\"effect\": -2.4462781699948497, \"value\": -0.39582467758549367}, \"10\": {\"effect\": 0.0, \"value\": 0.6417523804480506}, \"11\": {\"effect\": 0.7006849701073374, \"value\": -0.2987836219897756}, \"12\": {\"effect\": 0.0, \"value\": 0.059245739443432095}, \"13\": {\"effect\": 0.02798068394739471, \"value\": -0.04493869479703395}, \"14\": {\"effect\": 0.0, \"value\": 0.13220130767708602}, \"15\": {\"effect\": 0.011923220574361425, \"value\": -0.0034159117754733637}, \"16\": {\"effect\": 0.0, \"value\": -0.04037889689041067}, \"17\": {\"effect\": 0.23088595797736414, \"value\": 0.18684776824848406}, \"18\": {\"effect\": 0.11615224798655571, \"value\": 0.15505965751809386}, \"19\": {\"effect\": -0.09642714630073396, \"value\": 0.17854708564317892}}}, {\"outValue\": 19.72288703918457, \"simIndex\": 83.0, \"features\": {\"0\": {\"effect\": 0.18283913974172777, \"value\": -0.2835812363184688}, \"1\": {\"effect\": -0.20473021765187696, \"value\": -0.027419013159121194}, \"2\": {\"effect\": 0.7153767309320709, \"value\": -0.5769187111314327}, \"3\": {\"effect\": -0.27774318002725185, \"value\": -0.11170082077689086}, \"4\": {\"effect\": 0.03552148697111568, \"value\": 0.19288228880057665}, \"5\": {\"effect\": -0.8265338765465198, \"value\": -0.7395855696346485}, \"6\": {\"effect\": 0.0, \"value\": 0.13291127440949635}, \"7\": {\"effect\": 0.05461373885146387, \"value\": -0.17716126032130383}, \"8\": {\"effect\": -0.8500910935666338, \"value\": -0.10940765579478527}, \"9\": {\"effect\": -0.11705199079725112, \"value\": 0.03607760733089583}, \"10\": {\"effect\": -0.6405945797205064, \"value\": -0.18176807065563574}, \"11\": {\"effect\": -0.5241470599781617, \"value\": 0.020290289562832603}, \"12\": {\"effect\": 0.07769193722564129, \"value\": -0.17330121672329524}, \"13\": {\"effect\": -0.03313681033578651, \"value\": -0.10440286913739412}, \"14\": {\"effect\": 0.03211310701226547, \"value\": 0.0009266778488934273}, \"15\": {\"effect\": 0.04026510146197376, \"value\": -0.1303717757795074}, \"16\": {\"effect\": 0.1568817556411003, \"value\": -0.09642736675757585}, \"17\": {\"effect\": -0.35387274422936255, \"value\": -0.07884396938267238}, \"18\": {\"effect\": 0.0, \"value\": -0.0004084933354295859}, \"19\": {\"effect\": -0.03581632382922262, \"value\": 0.01943857048910162}}}, {\"outValue\": 19.027772903442383, \"simIndex\": 34.0, \"features\": {\"0\": {\"effect\": 0.4666892658729397, \"value\": -0.6063620269808904}, \"1\": {\"effect\": -0.22195224240802175, \"value\": -0.3289296738502624}, \"2\": {\"effect\": -0.5916053942766749, \"value\": 0.40618011277186467}, \"3\": {\"effect\": -0.12318285845017485, \"value\": -0.0203304865079346}, \"4\": {\"effect\": -0.045263925225427826, \"value\": 0.34157549760516615}, \"5\": {\"effect\": -0.1987896885858284, \"value\": -0.31588472374970183}, \"6\": {\"effect\": -0.0601062738211529, \"value\": -0.28915932304409725}, \"7\": {\"effect\": -0.07072169822206034, \"value\": 0.1982014365497007}, \"8\": {\"effect\": -1.2009164194066764, \"value\": -0.18003099689674198}, \"9\": {\"effect\": -1.239151862681811, \"value\": -0.029425683604026125}, \"10\": {\"effect\": 0.0995088795021556, \"value\": -0.004610347866948126}, \"11\": {\"effect\": 0.0, \"value\": -0.19187292048945762}, \"12\": {\"effect\": 0.0, \"value\": 0.05644836359747139}, \"13\": {\"effect\": 0.024416783316183688, \"value\": 0.02527101336701912}, \"14\": {\"effect\": 0.041056256780862374, \"value\": -0.17109455552422387}, \"15\": {\"effect\": -0.029194348469230663, \"value\": -0.14253199626476687}, \"16\": {\"effect\": -0.019944517485891267, \"value\": 0.06654992025841609}, \"17\": {\"effect\": -0.060357889945832244, \"value\": -0.047836083059670916}, \"18\": {\"effect\": -0.0836790112458865, \"value\": -0.08199258041765187}, \"19\": {\"effect\": 0.04966593016512588, \"value\": 0.018722732655129797}}}, {\"outValue\": 24.190265655517578, \"simIndex\": 71.0, \"features\": {\"0\": {\"effect\": 0.351785768089821, \"value\": 0.5116764533115062}, \"1\": {\"effect\": -0.12753560010286458, \"value\": -0.032450118984687824}, \"2\": {\"effect\": -0.2704700441779304, \"value\": 0.027395736397660957}, \"3\": {\"effect\": 0.30050271222788905, \"value\": 0.30138110792591427}, \"4\": {\"effect\": 0.2542933135447242, \"value\": -0.554926759556463}, \"5\": {\"effect\": 0.0, \"value\": -0.38055734364014865}, \"6\": {\"effect\": -0.03677440766548068, \"value\": -0.32521343178951473}, \"7\": {\"effect\": 0.0, \"value\": 0.045095052341225364}, \"8\": {\"effect\": 0.0859181924712212, \"value\": -0.2098856961748881}, \"9\": {\"effect\": 1.0983849416479894, \"value\": 0.37525663414363913}, \"10\": {\"effect\": 0.11244727733787108, \"value\": 0.16499570367418528}, \"11\": {\"effect\": -0.05341318299794198, \"value\": 0.24745172914980976}, \"12\": {\"effect\": 0.11401872392427015, \"value\": 0.18707934613430277}, \"13\": {\"effect\": 0.0, \"value\": 0.17107786046128945}, \"14\": {\"effect\": 0.0, \"value\": 0.14788016275462587}, \"15\": {\"effect\": 0.34639407137096867, \"value\": -0.3388735490661723}, \"16\": {\"effect\": -0.1592377156817708, \"value\": -0.22509393453897916}, \"17\": {\"effect\": 0.08189403558243757, \"value\": 0.14641116356746703}, \"18\": {\"effect\": -0.07419969543686977, \"value\": -0.05864215297270589}, \"19\": {\"effect\": -0.1250446526465403, \"value\": 0.20940786204602357}}}, {\"outValue\": 19.949993133544922, \"simIndex\": 46.0, \"features\": {\"0\": {\"effect\": -0.07130197686683559, \"value\": -0.19845360565713438}, \"1\": {\"effect\": 0.0, \"value\": -0.33596294932862414}, \"2\": {\"effect\": -0.42675261130484443, \"value\": 0.3616200827771864}, \"3\": {\"effect\": -0.2375247973081998, \"value\": 0.5814006809840386}, \"4\": {\"effect\": 0.10034152377953315, \"value\": 0.5147349252757963}, \"5\": {\"effect\": 0.044992054240082374, \"value\": -0.04891520043362899}, \"6\": {\"effect\": -0.03902956632342758, \"value\": -0.45938978786725115}, \"7\": {\"effect\": 0.0, \"value\": -0.3629337155545399}, \"8\": {\"effect\": -0.3621102202054932, \"value\": -0.15032434941177644}, \"9\": {\"effect\": -2.047043094785919, \"value\": -0.31712769744241337}, \"10\": {\"effect\": 0.16905835135172953, \"value\": 0.33922192693767883}, \"11\": {\"effect\": 0.23489274150409417, \"value\": -0.3912443418438994}, \"12\": {\"effect\": -0.07162740999151629, \"value\": -0.10097679313389843}, \"13\": {\"effect\": 0.0, \"value\": -0.02173181090692613}, \"14\": {\"effect\": 0.07753528082352479, \"value\": -0.13654948428011363}, \"15\": {\"effect\": 0.0, \"value\": -0.002184278597825312}, \"16\": {\"effect\": -0.009307998220731806, \"value\": -0.13609656360300462}, \"17\": {\"effect\": 0.3816162079282899, \"value\": 0.31611951517162373}, \"18\": {\"effect\": -0.02891231067507727, \"value\": -0.08163420668325538}, \"19\": {\"effect\": -0.05613495843007188, \"value\": 0.15825469973650927}}}, {\"outValue\": 25.269994735717773, \"simIndex\": 63.0, \"features\": {\"0\": {\"effect\": 0.6590308450342521, \"value\": -0.39065048220924997}, \"1\": {\"effect\": 0.6715069114030632, \"value\": 0.8448429153253149}, \"2\": {\"effect\": -0.23618036041646462, \"value\": 0.2895574601860661}, \"3\": {\"effect\": 0.5850882695387498, \"value\": 0.3719583046855523}, \"4\": {\"effect\": -0.02886160384473946, \"value\": -0.09547406433852576}, \"5\": {\"effect\": 0.924982428857682, \"value\": 0.7317726569795361}, \"6\": {\"effect\": -0.09092610096174733, \"value\": -0.28622654454007646}, \"7\": {\"effect\": 0.08931783187289158, \"value\": -0.42923262168438986}, \"8\": {\"effect\": -0.3085114055713212, \"value\": -0.14665745204540087}, \"9\": {\"effect\": 1.4933703130681375, \"value\": 0.0711415153944035}, \"10\": {\"effect\": -1.0645366976195252, \"value\": -0.3554844755518616}, \"11\": {\"effect\": -0.09977132468520167, \"value\": 0.054958219241629636}, \"12\": {\"effect\": 0.008050317241776461, \"value\": -0.11728593286604222}, \"13\": {\"effect\": -0.08715812676711715, \"value\": -0.1404213777781862}, \"14\": {\"effect\": 0.11805220275095513, \"value\": 0.022209385434527548}, \"15\": {\"effect\": 0.04876409604205589, \"value\": -0.09696243084168758}, \"16\": {\"effect\": 0.4782762740584321, \"value\": 0.30694349684500016}, \"17\": {\"effect\": -0.11976965282236529, \"value\": -0.0441462073725601}, \"18\": {\"effect\": -0.019014677451352213, \"value\": -0.02908611240843144}, \"19\": {\"effect\": -0.04301672204017182, \"value\": 0.04818252293236967}}}, {\"outValue\": 21.19684600830078, \"simIndex\": 13.0, \"features\": {\"0\": {\"effect\": -0.15888229814813315, \"value\": -0.267818718437539}, \"1\": {\"effect\": -0.061841818210817606, \"value\": 0.3714342264690206}, \"2\": {\"effect\": -0.350782290006524, \"value\": 0.14791974633373778}, \"3\": {\"effect\": 0.32657863632347156, \"value\": 1.0659128120924524}, \"4\": {\"effect\": 0.0405402645835809, \"value\": -0.5589027166612188}, \"5\": {\"effect\": -0.12027500781507255, \"value\": 0.21217971129783364}, \"6\": {\"effect\": 0.0, \"value\": -0.3826480996698601}, \"7\": {\"effect\": -0.039142806261019514, \"value\": 0.0880541494311801}, \"8\": {\"effect\": -0.11771079402365242, \"value\": -0.17926920427123444}, \"9\": {\"effect\": -1.1880354072653108, \"value\": 0.48552597394863845}, \"10\": {\"effect\": -0.19031731765766072, \"value\": 0.4782411284807721}, \"11\": {\"effect\": -0.17926369549461874, \"value\": -0.07014049508034649}, \"12\": {\"effect\": 0.5459819961420163, \"value\": 0.4939075182502701}, \"13\": {\"effect\": 0.0, \"value\": -0.08126275452804975}, \"14\": {\"effect\": 0.0, \"value\": 0.018748406250047683}, \"15\": {\"effect\": 0.0, \"value\": 0.31383543595464136}, \"16\": {\"effect\": 0.023917154665958673, \"value\": 0.5902884316041224}, \"17\": {\"effect\": 0.2320683861327355, \"value\": 0.3156898182430179}, \"18\": {\"effect\": -0.030941990395356056, \"value\": -0.04908523282630994}, \"19\": {\"effect\": 0.17365107770139931, \"value\": -0.2511722077627388}}}, {\"outValue\": 19.041351318359375, \"simIndex\": 44.0, \"features\": {\"0\": {\"effect\": -0.22673641074131545, \"value\": 0.6104712739285568}, \"1\": {\"effect\": 0.0, \"value\": 0.21990584830407447}, \"2\": {\"effect\": -0.17817663313003163, \"value\": -0.1414068995915251}, \"3\": {\"effect\": -0.53075861322294, \"value\": -0.6079438103325171}, \"4\": {\"effect\": -0.04205903324185445, \"value\": -0.4996130631826125}, \"5\": {\"effect\": -0.09210527794504575, \"value\": 0.14756667909329318}, \"6\": {\"effect\": 0.0, \"value\": 0.19574692097974974}, \"7\": {\"effect\": 0.0, \"value\": -0.2795720806210469}, \"8\": {\"effect\": -0.5892217883610746, \"value\": -0.15487689093739168}, \"9\": {\"effect\": -1.5705819219402701, \"value\": -0.11174115047060673}, \"10\": {\"effect\": 0.10946756579507821, \"value\": -0.013825374921691594}, \"11\": {\"effect\": -0.08027651711200501, \"value\": 0.2730081703133177}, \"12\": {\"effect\": -0.019827600220332475, \"value\": 0.03204116289293774}, \"13\": {\"effect\": 0.0, \"value\": 0.1567773488511167}, \"14\": {\"effect\": 0.03129047638749094, \"value\": -0.26876968431215126}, \"15\": {\"effect\": -0.12703383605520957, \"value\": -0.3932677628655018}, \"16\": {\"effect\": 0.01952956345071888, \"value\": 0.020484036792457538}, \"17\": {\"effect\": 0.1576640327634138, \"value\": 0.18862511589203312}, \"18\": {\"effect\": -0.023611476812912535, \"value\": -0.026992739241407472}, \"19\": {\"effect\": -0.08751312928412025, \"value\": 0.16154230856928475}}}], \"plot_cmap\": \"RdBu\", \"ordering_keys\": null, \"ordering_keys_time_format\": null}),\n",
+       "    document.getElementById('i0J5G1MP9LJB34FQ02SMD')\n",
+       "  );\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "<shap.plots._force.AdditiveForceArrayVisualizer at 0x7ff7c2e7b2d0>"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Force plot\n",
+    "shap.initjs()\n",
+    "shap.force_plot(base_value = explainer.expected_value,\n",
+    "                shap_values = shap_values,\n",
+    "                features = X_test_sample,\n",
+    "                feature_names = X_test_sample.columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:28:24.156244Z",
+     "iopub.status.busy": "2022-04-30T00:28:24.156037Z",
+     "iopub.status.idle": "2022-04-30T00:28:24.439827Z",
+     "shell.execute_reply": "2022-04-30T00:28:24.439237Z",
+     "shell.execute_reply.started": "2022-04-30T00:28:24.156220Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 540x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Dependence plot for '0'\n",
+    "shap.dependence_plot(ind = 0, shap_values = shap_values, features = X_test_sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:28:24.451327Z",
+     "iopub.status.busy": "2022-04-30T00:28:24.451060Z",
+     "iopub.status.idle": "2022-04-30T00:28:24.949101Z",
+     "shell.execute_reply": "2022-04-30T00:28:24.948352Z",
+     "shell.execute_reply.started": "2022-04-30T00:28:24.451290Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predicted values\n",
+      " \n",
+      "[21.183346 20.889162 21.64356  19.414095 26.336338 26.418718]\n",
+      " \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x684 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Decision plot\n",
+    "print(\"Predicted values\")\n",
+    "print(\" \")\n",
+    "rows = [i*math.floor(len(X_test_sample)/6) for i in range(6)]\n",
+    "print(np.array(pd.Series(y_test_pred_tuned_sample)[rows]))\n",
+    "print(\" \")\n",
+    "shap.decision_plot(base_value = explainer.expected_value, \n",
+    "                   shap_values = shap_values[rows], \n",
+    "                   features = X_test_sample.iloc[rows, :],\n",
+    "                   feature_names = [str(x) for x in X_test_sample.columns.tolist()])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-04-30T00:28:24.950766Z",
+     "iopub.status.busy": "2022-04-30T00:28:24.950498Z",
+     "iopub.status.idle": "2022-04-30T00:28:24.957926Z",
+     "shell.execute_reply": "2022-04-30T00:28:24.957303Z",
+     "shell.execute_reply.started": "2022-04-30T00:28:24.950733Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Process runtime         28243.39 seconds\n",
+      "Process memory usage          7661.36 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Runtime and memory usage\n",
+    "stop = time.time()\n",
+    "print(pd.Series({\"Process runtime\": \"{:.2f} seconds\".format(float(stop - start)),\n",
+    "                 \"Process memory usage\": \"{:.2f} MB\".format(float(process.memory_info()[0]/(1024*1024)))}).to_string())"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Prediction Models/Facial_expression_prediction/Readme.md b/Prediction Models/Facial_expression_prediction/Readme.md
new file mode 100644
index 00000000..aec2806c
--- /dev/null
+++ b/Prediction Models/Facial_expression_prediction/Readme.md	
@@ -0,0 +1,21 @@
+# Facial Expression Detection Model using CNN
+
+This project implements a Convolutional Neural Network (CNN) to classify facial expressions from images. The model is trained to detect various emotions such as "happy," "sad," "angry," "surprise," and "neutral." It uses the FER2013 dataset for training and evaluation, with TensorFlow and Keras as the main frameworks.
+
+## Table of Contents
+
+- [Project Description](#project-description)
+- [Problem Statement](#problem-statement)
+- [Installation](#installation)
+- [Usage](#usage)
+- [Model Architecture](#model-architecture)
+
+
+## Project Description
+
+This project is designed to classify facial expressions based on images of faces. Using a deep CNN model, it processes grayscale images and identifies the emotions displayed. The model’s potential applications include enhancing user experience in human-computer interaction systems and improving real-time emotion analysis in sectors like healthcare, security, and customer service.
+
+## Problem Statement
+
+Human facial expressions are essential for understanding emotions in a non-verbal context. However, accurately classifying these expressions from images is challenging due to the variety in facial structures, lighting, and subtle differences in expressions. This project seeks to provide a robust model capable of detecting facial expressions in real-time, assisting applications in fields like healthcare, security, and AI-driven customer interactions.
+
diff --git a/Prediction Models/Facial_expression_prediction/facial-expression-detection-cnn.ipynb b/Prediction Models/Facial_expression_prediction/facial-expression-detection-cnn.ipynb
new file mode 100644
index 00000000..83e942a5
--- /dev/null
+++ b/Prediction Models/Facial_expression_prediction/facial-expression-detection-cnn.ipynb	
@@ -0,0 +1,707 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['fer2013.csv']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
+    "# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n",
+    "# For example, here's several helpful packages to load in \n",
+    "\n",
+    "import numpy as np # linear algebra\n",
+    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
+    "\n",
+    "# Input data files are available in the \"../input/\" directory.\n",
+    "# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n",
+    "\n",
+    "import os\n",
+    "print(os.listdir(\"../input/facial-expression/fer2013/\"))\n",
+    "\n",
+    "# Any results you write to the current directory are saved as output."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
+    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Using TensorFlow backend.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import tensorflow as tf\n",
+    "\n",
+    "import keras\n",
+    "from keras.models import Sequential\n",
+    "from keras.layers import Conv2D, MaxPooling2D, AveragePooling2D\n",
+    "from keras.layers import Dense, Activation, Dropout, Flatten\n",
+    "\n",
+    "from keras.preprocessing import image\n",
+    "from keras.preprocessing.image import ImageDataGenerator\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "_uuid": "87965c894d3b7f3b3dfc66d8c2a60efcc08a370d"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>emotion</th>\n",
+       "      <th>pixels</th>\n",
+       "      <th>usage</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>emotion</td>\n",
+       "      <td>pixels</td>\n",
+       "      <td>Usage</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>70 80 82 72 58 58 60 63 54 58 60 48 89 115 121...</td>\n",
+       "      <td>Training</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>151 150 147 155 148 133 111 140 170 174 182 15...</td>\n",
+       "      <td>Training</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>231 212 156 164 174 138 161 173 182 200 106 38...</td>\n",
+       "      <td>Training</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>24 32 36 30 32 23 19 20 30 41 21 22 32 34 21 1...</td>\n",
+       "      <td>Training</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>4 0 0 0 0 0 0 0 0 0 0 0 3 15 23 28 48 50 58 84...</td>\n",
+       "      <td>Training</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2</td>\n",
+       "      <td>55 55 55 55 55 54 60 68 54 85 151 163 170 179 ...</td>\n",
+       "      <td>Training</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>4</td>\n",
+       "      <td>20 17 19 21 25 38 42 42 46 54 56 62 63 66 82 1...</td>\n",
+       "      <td>Training</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>3</td>\n",
+       "      <td>77 78 79 79 78 75 60 55 47 48 58 73 77 79 57 5...</td>\n",
+       "      <td>Training</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>3</td>\n",
+       "      <td>85 84 90 121 101 102 133 153 153 169 177 189 1...</td>\n",
+       "      <td>Training</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   emotion    ...        usage\n",
+       "0  emotion    ...        Usage\n",
+       "1        0    ...     Training\n",
+       "2        0    ...     Training\n",
+       "3        2    ...     Training\n",
+       "4        4    ...     Training\n",
+       "5        6    ...     Training\n",
+       "6        2    ...     Training\n",
+       "7        4    ...     Training\n",
+       "8        3    ...     Training\n",
+       "9        3    ...     Training\n",
+       "\n",
+       "[10 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# get the data\n",
+    "filname = '../input/facial-expression/fer2013/fer2013.csv'\n",
+    "label_map = ['Anger', 'Disgust', 'Fear', 'Happy', 'Sad', 'Surprise', 'Neutral']\n",
+    "names=['emotion','pixels','usage']\n",
+    "df=pd.read_csv('../input/facial-expression/fer2013/fer2013.csv',names=names, na_filter=False)\n",
+    "im=df['pixels']\n",
+    "df.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "_uuid": "bfde4d91ff367dfa6764202c1b309ea291fb833a"
+   },
+   "outputs": [],
+   "source": [
+    "def getData(filname):\n",
+    "    # images are 48x48\n",
+    "    # N = 35887\n",
+    "    Y = []\n",
+    "    X = []\n",
+    "    first = True\n",
+    "    for line in open(filname):\n",
+    "        if first:\n",
+    "            first = False\n",
+    "        else:\n",
+    "            row = line.split(',')\n",
+    "            Y.append(int(row[0]))\n",
+    "            X.append([int(p) for p in row[1].split()])\n",
+    "\n",
+    "    X, Y = np.array(X) / 255.0, np.array(Y)\n",
+    "    return X, Y\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "_uuid": "435d0e06553e3de3fd982e4a4a86c28018ac3913"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "7\n"
+     ]
+    }
+   ],
+   "source": [
+    "X, Y = getData(filname)\n",
+    "num_class = len(set(Y))\n",
+    "print(num_class)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "_uuid": "f3c6bfb7aaf3c25ba7cdd5621e4d62b9eaa5502e"
+   },
+   "outputs": [],
+   "source": [
+    "# keras with tensorflow backend\n",
+    "N, D = X.shape\n",
+    "X = X.reshape(N, 48, 48, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "_uuid": "be4faef86c3c5635697f10939547edd5c8760308"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.1, random_state=0)\n",
+    "y_train = (np.arange(num_class) == y_train[:, None]).astype(np.float32)\n",
+    "y_test = (np.arange(num_class) == y_test[:, None]).astype(np.float32)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "_uuid": "3afd36886a65ff49fe48ac73271f7477b574375a"
+   },
+   "outputs": [],
+   "source": [
+    "from keras.models import Sequential\n",
+    "from keras.layers import Dense , Activation , Dropout ,Flatten\n",
+    "from keras.layers.convolutional import Conv2D\n",
+    "from keras.layers.convolutional import MaxPooling2D\n",
+    "from keras.metrics import categorical_accuracy\n",
+    "from keras.models import model_from_json\n",
+    "from keras.callbacks import ModelCheckpoint\n",
+    "from keras.optimizers import *\n",
+    "from keras.layers.normalization import BatchNormalization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "_uuid": "c8eaecce539d06c983ed73142ac1484dbfa5e970"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "_________________________________________________________________\n",
+      "Layer (type)                 Output Shape              Param #   \n",
+      "=================================================================\n",
+      "conv2d_1 (Conv2D)            (None, 48, 48, 64)        1664      \n",
+      "_________________________________________________________________\n",
+      "conv2d_2 (Conv2D)            (None, 48, 48, 64)        102464    \n",
+      "_________________________________________________________________\n",
+      "batch_normalization_1 (Batch (None, 48, 48, 64)        256       \n",
+      "_________________________________________________________________\n",
+      "max_pooling2d_1 (MaxPooling2 (None, 24, 24, 64)        0         \n",
+      "_________________________________________________________________\n",
+      "conv2d_3 (Conv2D)            (None, 24, 24, 128)       204928    \n",
+      "_________________________________________________________________\n",
+      "conv2d_4 (Conv2D)            (None, 24, 24, 128)       409728    \n",
+      "_________________________________________________________________\n",
+      "batch_normalization_2 (Batch (None, 24, 24, 128)       512       \n",
+      "_________________________________________________________________\n",
+      "max_pooling2d_2 (MaxPooling2 (None, 12, 12, 128)       0         \n",
+      "_________________________________________________________________\n",
+      "conv2d_5 (Conv2D)            (None, 12, 12, 256)       295168    \n",
+      "_________________________________________________________________\n",
+      "conv2d_6 (Conv2D)            (None, 12, 12, 256)       590080    \n",
+      "_________________________________________________________________\n",
+      "batch_normalization_3 (Batch (None, 12, 12, 256)       1024      \n",
+      "_________________________________________________________________\n",
+      "max_pooling2d_3 (MaxPooling2 (None, 6, 6, 256)         0         \n",
+      "_________________________________________________________________\n",
+      "flatten_1 (Flatten)          (None, 9216)              0         \n",
+      "_________________________________________________________________\n",
+      "dense_1 (Dense)              (None, 128)               1179776   \n",
+      "_________________________________________________________________\n",
+      "batch_normalization_4 (Batch (None, 128)               512       \n",
+      "_________________________________________________________________\n",
+      "activation_1 (Activation)    (None, 128)               0         \n",
+      "_________________________________________________________________\n",
+      "dropout_1 (Dropout)          (None, 128)               0         \n",
+      "_________________________________________________________________\n",
+      "dense_2 (Dense)              (None, 7)                 903       \n",
+      "_________________________________________________________________\n",
+      "activation_2 (Activation)    (None, 7)                 0         \n",
+      "=================================================================\n",
+      "Total params: 2,787,015\n",
+      "Trainable params: 2,785,863\n",
+      "Non-trainable params: 1,152\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
+   "source": [
+    "def my_model():\n",
+    "    model = Sequential()\n",
+    "    input_shape = (48,48,1)\n",
+    "    model.add(Conv2D(64, (5, 5), input_shape=input_shape,activation='relu', padding='same'))\n",
+    "    model.add(Conv2D(64, (5, 5), activation='relu', padding='same'))\n",
+    "    model.add(BatchNormalization())\n",
+    "    model.add(MaxPooling2D(pool_size=(2, 2)))\n",
+    "\n",
+    "    model.add(Conv2D(128, (5, 5),activation='relu',padding='same'))\n",
+    "    model.add(Conv2D(128, (5, 5),activation='relu',padding='same'))\n",
+    "    model.add(BatchNormalization())\n",
+    "    model.add(MaxPooling2D(pool_size=(2, 2)))\n",
+    "\n",
+    "    model.add(Conv2D(256, (3, 3),activation='relu',padding='same'))\n",
+    "    model.add(Conv2D(256, (3, 3),activation='relu',padding='same'))\n",
+    "    model.add(BatchNormalization())\n",
+    "    model.add(MaxPooling2D(pool_size=(2, 2)))\n",
+    "\n",
+    "    model.add(Flatten())\n",
+    "    model.add(Dense(128))\n",
+    "    model.add(BatchNormalization())\n",
+    "    model.add(Activation('relu'))\n",
+    "    model.add(Dropout(0.2))\n",
+    "    model.add(Dense(7))\n",
+    "    model.add(Activation('softmax'))\n",
+    "    \n",
+    "    model.compile(loss='categorical_crossentropy', metrics=['accuracy'],optimizer='adam')\n",
+    "    # UNCOMMENT THIS TO VIEW THE ARCHITECTURE\n",
+    "    #model.summary()\n",
+    "    \n",
+    "    return model\n",
+    "model=my_model()\n",
+    "model.summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "_uuid": "5004be413385dbdf6c3967d34c59e541095ea667"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train on 32298 samples, validate on 3589 samples\n",
+      "Epoch 1/20\n",
+      "32298/32298 [==============================] - 20s 622us/step - loss: 1.6698 - acc: 0.3533 - val_loss: 1.7831 - val_acc: 0.2756\n",
+      "Epoch 2/20\n",
+      "32298/32298 [==============================] - 14s 441us/step - loss: 1.3242 - acc: 0.4926 - val_loss: 1.3562 - val_acc: 0.4737\n",
+      "Epoch 3/20\n",
+      "32298/32298 [==============================] - 14s 437us/step - loss: 1.1302 - acc: 0.5764 - val_loss: 1.1762 - val_acc: 0.5492\n",
+      "Epoch 4/20\n",
+      "32298/32298 [==============================] - 14s 438us/step - loss: 1.0033 - acc: 0.6245 - val_loss: 1.1480 - val_acc: 0.5573\n",
+      "Epoch 5/20\n",
+      "32298/32298 [==============================] - 14s 437us/step - loss: 0.8746 - acc: 0.6794 - val_loss: 1.0692 - val_acc: 0.6010\n",
+      "Epoch 6/20\n",
+      "32298/32298 [==============================] - 14s 437us/step - loss: 0.7291 - acc: 0.7326 - val_loss: 1.1269 - val_acc: 0.5979\n",
+      "Epoch 7/20\n",
+      "32298/32298 [==============================] - 14s 436us/step - loss: 0.5656 - acc: 0.7965 - val_loss: 1.2335 - val_acc: 0.6018\n",
+      "Epoch 8/20\n",
+      "32298/32298 [==============================] - 14s 438us/step - loss: 0.4108 - acc: 0.8574 - val_loss: 1.2776 - val_acc: 0.6018\n",
+      "Epoch 9/20\n",
+      "32298/32298 [==============================] - 14s 437us/step - loss: 0.2881 - acc: 0.9007 - val_loss: 1.5797 - val_acc: 0.5804\n",
+      "Epoch 10/20\n",
+      "32298/32298 [==============================] - 14s 435us/step - loss: 0.2052 - acc: 0.9328 - val_loss: 1.5014 - val_acc: 0.6108\n",
+      "Epoch 11/20\n",
+      "32298/32298 [==============================] - 14s 437us/step - loss: 0.1676 - acc: 0.9432 - val_loss: 1.7935 - val_acc: 0.6063\n",
+      "Epoch 12/20\n",
+      "32298/32298 [==============================] - 14s 438us/step - loss: 0.1285 - acc: 0.9596 - val_loss: 1.8073 - val_acc: 0.6082\n",
+      "Epoch 13/20\n",
+      "32298/32298 [==============================] - 14s 443us/step - loss: 0.1086 - acc: 0.9657 - val_loss: 1.8007 - val_acc: 0.6135\n",
+      "Epoch 14/20\n",
+      "32298/32298 [==============================] - 14s 436us/step - loss: 0.1115 - acc: 0.9637 - val_loss: 1.9739 - val_acc: 0.6060\n",
+      "Epoch 15/20\n",
+      "32298/32298 [==============================] - 14s 436us/step - loss: 0.1040 - acc: 0.9651 - val_loss: 1.9873 - val_acc: 0.6055\n",
+      "Epoch 16/20\n",
+      "32298/32298 [==============================] - 14s 442us/step - loss: 0.0952 - acc: 0.9691 - val_loss: 1.9692 - val_acc: 0.6035\n",
+      "Epoch 17/20\n",
+      "32298/32298 [==============================] - 15s 459us/step - loss: 0.0935 - acc: 0.9691 - val_loss: 2.0034 - val_acc: 0.6149\n",
+      "Epoch 18/20\n",
+      "32298/32298 [==============================] - 15s 450us/step - loss: 0.0794 - acc: 0.9748 - val_loss: 2.1322 - val_acc: 0.6258\n",
+      "Epoch 19/20\n",
+      "32298/32298 [==============================] - 14s 448us/step - loss: 0.0843 - acc: 0.9725 - val_loss: 2.0265 - val_acc: 0.6211\n",
+      "Epoch 20/20\n",
+      "32298/32298 [==============================] - 15s 450us/step - loss: 0.0724 - acc: 0.9763 - val_loss: 2.2204 - val_acc: 0.6163\n"
+     ]
+    }
+   ],
+   "source": [
+    "path_model='model_filter.h5' # save model at this location after each epoch\n",
+    "K.tensorflow_backend.clear_session() # destroys the current graph and builds a new one\n",
+    "model=my_model() # create the model\n",
+    "K.set_value(model.optimizer.lr,1e-3) # set the learning rate\n",
+    "# fit the model\n",
+    "h=model.fit(x=X_train,     \n",
+    "            y=y_train, \n",
+    "            batch_size=64, \n",
+    "            epochs=20, \n",
+    "            verbose=1, \n",
+    "            validation_data=(X_test,y_test),\n",
+    "            shuffle=True,\n",
+    "            callbacks=[\n",
+    "                ModelCheckpoint(filepath=path_model),\n",
+    "            ]\n",
+    "            )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "_uuid": "0c7e2abb2a89f4df0d28de0a49db1f60c84fbcf0"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0 1 2 3 4 5 6]\n"
+     ]
+    }
+   ],
+   "source": [
+    "objects = ('angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral')\n",
+    "y_pos = np.arange(len(objects))\n",
+    "print(y_pos)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "_uuid": "077d44e8bbb7549a09682eb09c417903bf2fd935"
+   },
+   "outputs": [],
+   "source": [
+    "def emotion_analysis(emotions):\n",
+    "    objects = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral']\n",
+    "    y_pos = np.arange(len(objects))\n",
+    "    plt.bar(y_pos, emotions, align='center', alpha=0.9)\n",
+    "    plt.tick_params(axis='x', which='both', pad=10,width=4,length=10)\n",
+    "    plt.xticks(y_pos, objects)\n",
+    "    plt.ylabel('percentage')\n",
+    "    plt.title('emotion')\n",
+    "    \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "_uuid": "241291244491cc1e84a45ecb0da66c1c09a4cd7a"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(3589, 7)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_pred=model.predict(X_test)\n",
+    "#print(y_pred)\n",
+    "y_test.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "_uuid": "0e97d2cb00640d2bfc4d4de9456249e893f72cc2"
+   },
+   "outputs": [],
+   "source": [
+    "#import seaborn as sn\n",
+    "#import pandas as pd\n",
+    "#import matplotlib.pyplot as plt\n",
+    "#import numpy as np\n",
+    "#from sklearn.metrics import confusion_matrix\n",
+    "#%matplotlib inline\n",
+    "#cm = confusion_matrix(np.where(y_test == 1)[1], y_pred)\n",
+    "#cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
+    "#df_cm = pd.DataFrame(cm, index = [i for i in \"0123456\"],\n",
+    "                  #columns = [i for i in \"0123456\"])\n",
+    "#plt.figure(figsize = (20,15))\n",
+    "#sn.heatmap(df_cm, annot=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Real Time Expression Prediction**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "_uuid": "70fc48e66d18c54ba629e625ad8def5ad2d93fa6"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.6/site-packages/keras_preprocessing/image.py:492: UserWarning: grayscale is deprecated. Please use color_mode = \"grayscale\"\n",
+      "  warnings.warn('grayscale is deprecated. Please use '\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Expression Prediction: happy\n"
+     ]
+    }
+   ],
+   "source": [
+    "from skimage import io\n",
+    "img = image.load_img('../input/myimage/Shawon.jpg', grayscale=True, target_size=(48, 48))\n",
+    "show_img=image.load_img('../input/myimage/Shawon.jpg', grayscale=False, target_size=(200, 200))\n",
+    "x = image.img_to_array(img)\n",
+    "x = np.expand_dims(x, axis = 0)\n",
+    "\n",
+    "x /= 255\n",
+    "\n",
+    "custom = model.predict(x)\n",
+    "#print(custom[0])\n",
+    "emotion_analysis(custom[0])\n",
+    "\n",
+    "x = np.array(x, 'float32')\n",
+    "x = x.reshape([48, 48]);\n",
+    "\n",
+    "plt.gray()\n",
+    "plt.imshow(show_img)\n",
+    "plt.show()\n",
+    "\n",
+    "m=0.000000000000000000001\n",
+    "a=custom[0]\n",
+    "for i in range(0,len(a)):\n",
+    "    if a[i]>m:\n",
+    "        m=a[i]\n",
+    "        ind=i\n",
+    "        \n",
+    "print('Expression Prediction:',objects[ind])\n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "_uuid": "82db72b60f80eb18474bf880369791cf346c9749"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Expression Prediction: angry\n"
+     ]
+    }
+   ],
+   "source": [
+    "from skimage import io\n",
+    "img = image.load_img('../input/testimages/wallpaper2you_443897.jpg', grayscale=True, target_size=(48, 48))\n",
+    "show_img=image.load_img('../input/testimages/wallpaper2you_443897.jpg', grayscale=False, target_size=(200, 200))\n",
+    "x = image.img_to_array(img)\n",
+    "x = np.expand_dims(x, axis = 0)\n",
+    "\n",
+    "x /= 255\n",
+    "\n",
+    "custom = model.predict(x)\n",
+    "#print(custom[0])\n",
+    "emotion_analysis(custom[0])\n",
+    "\n",
+    "x = np.array(x, 'float32')\n",
+    "x = x.reshape([48, 48]);\n",
+    "\n",
+    "plt.gray()\n",
+    "plt.imshow(show_img)\n",
+    "plt.show()\n",
+    "\n",
+    "m=0.000000000000000000001\n",
+    "a=custom[0]\n",
+    "for i in range(0,len(a)):\n",
+    "    if a[i]>m:\n",
+    "        m=a[i]\n",
+    "        ind=i\n",
+    "        \n",
+    "print('Expression Prediction:',objects[ind])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Live Demo of Production Level Project**\n",
+    "\n",
+    "[Facial Expression Detection Web App](https://faceai.herokuapp.com/)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Prediction Models/Friut_Classification_model/Readme.md b/Prediction Models/Friut_Classification_model/Readme.md
new file mode 100644
index 00000000..2f7da072
--- /dev/null
+++ b/Prediction Models/Friut_Classification_model/Readme.md	
@@ -0,0 +1,43 @@
+# Fruit Classification using PCA and Various Classifiers
+
+## Project Description
+
+This project is centered around the classification of different types of fruit images using Principal Component Analysis (PCA) for dimensionality reduction and applying various machine learning algorithms for classification, such as:
+
+- Support Vector Machine (SVM)
+- k-Nearest Neighbors (KNN)
+- Decision Tree Classifier
+
+The combination of PCA for feature reduction and classifiers helps streamline the computational complexity while maintaining high classification accuracy.
+
+### Key Technologies Used:
+- **Python**: Programming language used for implementation.
+- **PCA (Principal Component Analysis)**: Reduces the dimensionality of the dataset to improve performance.
+- **SVM**: A powerful algorithm for classification tasks that works by finding the optimal hyperplane to separate classes.
+- **KNN**: A simple, intuitive classifier that categorizes data points based on their nearest neighbors.
+- **Decision Tree**: A model that splits the dataset based on feature values for classification.
+
+### Libraries and Frameworks:
+- **NumPy & Pandas**: For data manipulation and preprocessing.
+- **Scikit-learn**: For implementing PCA, SVM, KNN, and Decision Tree classifiers.
+- **Matplotlib & Seaborn**: For visualizing data and results.
+
+## Problem Statement
+
+The project aims to address the challenges associated with high-dimensional data in image classification, such as:
+
+- **High Computational Cost**: Processing large image datasets can be computationally intensive.
+- **Feature Redundancy**: High-dimensional data often includes redundant features that do not contribute to model accuracy.
+- **Model Overfitting**: Increased complexity can lead to overfitting, where the model performs well on training data but poorly on unseen data.
+
+By applying PCA, this project focuses on retaining the most informative features while reducing dimensionality, thus balancing performance and efficiency. The classifiers are evaluated based on metrics such as accuracy, precision, recall, and F1 score to determine the most effective model for fruit image classification.
+
+## Project Structure
+
+- `data/`: Contains the dataset used for training and testing.
+- `src/`: Includes scripts for data preprocessing, feature extraction, and training models.
+- `notebooks/`: Jupyter notebooks for interactive analysis and visualization.
+- `README.md`: Project documentation.
+- `results/`: Saved model performance metrics and plots.
+
+
diff --git a/Prediction Models/Friut_Classification_model/fruit-classification-pca-svm-knn-decision-tree.ipynb b/Prediction Models/Friut_Classification_model/fruit-classification-pca-svm-knn-decision-tree.ipynb
new file mode 100644
index 00000000..b4c1fcdf
--- /dev/null
+++ b/Prediction Models/Friut_Classification_model/fruit-classification-pca-svm-knn-decision-tree.ipynb	
@@ -0,0 +1,1392 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# FRUIT CLASSIFICATION\n",
+    "## DEVELOPED BY WALTER MAFFIONE <br>\n",
+    "At the moment of this work (05-2019) this dataset contains 103 class of different fruits and 53177 total images.\n",
+    "My idea is to perform different classification algorithms, in particular SVM, K-NN, Decision Tree, firstly for a binary classification task, then for a multi-class one. \n",
+    "I'll also apply Principal Component Analysis in order to reduce the dimensionality of the dataset, see the variance of each class and then I'll try to apply classification algorithm having only two dimension. \n",
+    "At the end I'll make a comparison between all methods in order to find which of them perform better on this dataset.\n",
+    "\n",
+    "In the future I'd like to implement a CNN, out of the purpose of this work, that almost surely will be a solution better than others in terms of accuracy, but for the moment I limit myself to the mentioned algorithms."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['fruits-360_dataset']\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np \n",
+    "import cv2\n",
+    "import glob\n",
+    "import os\n",
+    "import matplotlib.pyplot as plt\n",
+    "import string\n",
+    "from mlxtend.plotting import plot_decision_regions\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from sklearn.decomposition import PCA\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.tree import DecisionTreeClassifier \n",
+    "from sklearn.model_selection import train_test_split, cross_val_score\n",
+    "from sklearn.utils.multiclass import unique_labels\n",
+    "from sklearn import metrics\n",
+    "from sklearn.svm import SVC\n",
+    "\n",
+    "print(os.listdir(\"../input\"))\n",
+    "dim = 100"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "_kg_hide-input": true
+   },
+   "outputs": [],
+   "source": [
+    "def getYourFruits(fruits, data_type, print_n=False, k_fold=False):\n",
+    "    images = []\n",
+    "    labels = []\n",
+    "    val = ['Training', 'Test']\n",
+    "    if not k_fold:\n",
+    "        path = \"../input/*/fruits-360/\" + data_type + \"/\"\n",
+    "        for i,f in enumerate(fruits):\n",
+    "            p = path + f\n",
+    "            j=0\n",
+    "            for image_path in glob.glob(os.path.join(p, \"*.jpg\")):\n",
+    "                image = cv2.imread(image_path, cv2.IMREAD_COLOR)\n",
+    "                image = cv2.resize(image, (dim, dim))\n",
+    "                image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\n",
+    "                images.append(image)\n",
+    "                labels.append(i)\n",
+    "                j+=1\n",
+    "            if(print_n):\n",
+    "                print(\"There are \" , j , \" \" , data_type.upper(), \" images of \" , fruits[i].upper())\n",
+    "        images = np.array(images)\n",
+    "        labels = np.array(labels)\n",
+    "        return images, labels\n",
+    "    else:\n",
+    "        for v in val:\n",
+    "            path = \"../input/*/fruits-360/\" + v + \"/\"\n",
+    "            for i,f in enumerate(fruits):\n",
+    "                p = path + f\n",
+    "                j=0\n",
+    "                for image_path in glob.glob(os.path.join(p, \"*.jpg\")):\n",
+    "                    image = cv2.imread(image_path, cv2.IMREAD_COLOR)\n",
+    "                    image = cv2.resize(image, (dim, dim))\n",
+    "                    image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\n",
+    "                    images.append(image)\n",
+    "                    labels.append(i)\n",
+    "                    j+=1\n",
+    "        images = np.array(images)\n",
+    "        labels = np.array(labels)\n",
+    "        return images, labels\n",
+    "    \n",
+    "def getAllFruits():\n",
+    "    fruits = []\n",
+    "    for fruit_path in glob.glob(\"../input/*/fruits-360/Training/*\"):\n",
+    "        fruit = fruit_path.split(\"/\")[-1]\n",
+    "        fruits.append(fruit)\n",
+    "    return fruits\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## CHOOSE YOUR CLASS\n",
+    "I've implemented two function in order to choose the fruit you want, for binary classification I've decided to take **Cocos** and **Pineapple** cause they look similar and so the classification task will be not too easy."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are  490   TRAINING  images of  PINEAPPLE\n",
+      "There are  490   TRAINING  images of  COCOS\n",
+      "There are  166   TEST  images of  PINEAPPLE\n",
+      "There are  166   TEST  images of  COCOS\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Choose your Fruits\n",
+    "fruits = ['Pineapple' , 'Cocos'] #Binary classification\n",
+    "\n",
+    "#Get Images and Labels \n",
+    "X_t, y_train =  getYourFruits(fruits, 'Training', print_n=True, k_fold=False)\n",
+    "X_test, y_test = getYourFruits(fruits, 'Test', print_n=True, k_fold=False)\n",
+    "\n",
+    "#Get data for k-fold\n",
+    "X,y = getYourFruits(fruits, '', print_n=True, k_fold=True)\n",
+    "\n",
+    "#Scale Data Images\n",
+    "scaler = StandardScaler()\n",
+    "X_train = scaler.fit_transform([i.flatten() for i in X_t])\n",
+    "X_test = scaler.fit_transform([i.flatten() for i in X_test])\n",
+    "X = scaler.fit_transform([i.flatten() for i in X])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Each image is converted in a 100x100 numpy array for each RGB dimension (x3). Then has been flatted in one single vector (Image Features Vector) and then scaled subtracting the mean of the dataset in order to perform classification algorithms.\n",
+    "\n",
+    "In the image below the last matrix is our **X_train**, with a shape of 30000x980\n",
+    "\n",
+    "![](https://i.imgur.com/lC1pcrV.jpg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# VISUALIZATION OF DATA\n",
+    "Let's see now how one of our samples appears"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "_kg_hide-input": true
+   },
+   "outputs": [],
+   "source": [
+    "def plot_image_grid(images, nb_rows, nb_cols, figsize=(15, 15)):\n",
+    "    assert len(images) == nb_rows*nb_cols, \"Number of images should be the same as (nb_rows*nb_cols)\"\n",
+    "    fig, axs = plt.subplots(nb_rows, nb_cols, figsize=figsize)\n",
+    "    \n",
+    "    n = 0\n",
+    "    for i in range(0, nb_rows):\n",
+    "        for j in range(0, nb_cols):\n",
+    "            axs[i, j].axis('off')\n",
+    "            axs[i, j].imshow(images[n])\n",
+    "            n += 1        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Pineapple\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "print(fruits[y_train[0]])\n",
+    "plot_image_grid(X_t[0:100], 10, 10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cocos\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "print(fruits[y_train[490]])\n",
+    "plot_image_grid(X_t[490:590], 10, 10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "_kg_hide-input": true
+   },
+   "outputs": [],
+   "source": [
+    "def getClassNumber(y):\n",
+    "    v =[]\n",
+    "    i=0\n",
+    "    count = 0\n",
+    "    for index in y:\n",
+    "        if(index == i):\n",
+    "            count +=1\n",
+    "        else:\n",
+    "            v.append(count)\n",
+    "            count = 1\n",
+    "            i +=1\n",
+    "    v.append(count)        \n",
+    "    return v\n",
+    "\n",
+    "def plotPrincipalComponents(X, dim):\n",
+    "    v = getClassNumber(y_train)\n",
+    "    colors = 'b', 'g', 'r', 'c', 'm', 'y', 'k', 'grey', 'orange', 'purple'\n",
+    "    markers = ['o', 'x' , 'v', 'd']\n",
+    "    tot = len(X)\n",
+    "    start = 0 \n",
+    "    if(dim == 2):\n",
+    "        for i,index in enumerate(v):\n",
+    "            end = start + index\n",
+    "            plt.scatter(X[start:end,0],X[start:end,1] , color=colors[i%len(colors)], marker=markers[i%len(markers)], label = fruits[i])\n",
+    "            start = end\n",
+    "        plt.xlabel('PC1')\n",
+    "        plt.ylabel('PC2')\n",
+    "    \n",
+    "    if(dim == 3):\n",
+    "        fig = plt.figure()\n",
+    "        ax = fig.add_subplot(111, projection='3d')\n",
+    "        for i,index in enumerate(v):\n",
+    "            end = start + index\n",
+    "            ax.scatter(X[start:end,0], X[start:end,1], X[start:end,2], color=colors[i%len(colors)], marker=markers[i%len(markers)], label = fruits[i])\n",
+    "            start = end\n",
+    "        ax.set_xlabel('PC1')\n",
+    "        ax.set_ylabel('PC2')\n",
+    "        ax.set_zlabel('PC3')\n",
+    "\n",
+    "\n",
+    "    plt.legend(loc='lower left')\n",
+    "    plt.xticks()\n",
+    "    plt.yticks()\n",
+    "    plt.show()\n",
+    "\n",
+    "def plot_confusion_matrix(y_true, y_pred, classes,\n",
+    "                          normalize=False,\n",
+    "                          title=None,\n",
+    "                          cmap=plt.cm.Blues):\n",
+    "    \"\"\"\n",
+    "    This function prints and plots the confusion matrix.\n",
+    "    Normalization can be applied by setting `normalize=True`.\n",
+    "    \"\"\"\n",
+    "    if not title:\n",
+    "        if normalize:\n",
+    "            title = 'Normalized confusion matrix'\n",
+    "        else:\n",
+    "            title = 'Confusion matrix, without normalization'\n",
+    "\n",
+    "    # Compute confusion matrix\n",
+    "    cm = metrics.confusion_matrix(y_true, y_pred)\n",
+    "    # Only use the labels that appear in the data\n",
+    "    classes = unique_labels(y_true, y_pred)\n",
+    "    if normalize:\n",
+    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
+    "\n",
+    "    fig, ax = plt.subplots()\n",
+    "    im = ax.imshow(cm, interpolation='nearest', cmap=cmap)\n",
+    "    ax.figure.colorbar(im, ax=ax)\n",
+    "    # We want to show all ticks...\n",
+    "    ax.set(xticks=np.arange(cm.shape[1]),\n",
+    "           yticks=np.arange(cm.shape[0]),\n",
+    "           # ... and label them with the respective list entries\n",
+    "           xticklabels=fruits, yticklabels=fruits,\n",
+    "           title=title,\n",
+    "           ylabel='True label',\n",
+    "           xlabel='Predicted label')\n",
+    "\n",
+    "    # Rotate the tick labels and set their alignment.\n",
+    "    plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\",\n",
+    "             rotation_mode=\"anchor\")\n",
+    "\n",
+    "    # Loop over data dimensions and create text annotations.\n",
+    "    fmt = '.2f' if normalize else 'd'\n",
+    "    thresh = cm.max() / 2.\n",
+    "    for i in range(cm.shape[0]):\n",
+    "        for j in range(cm.shape[1]):\n",
+    "            ax.text(j, i, format(cm[i, j], fmt),\n",
+    "                    ha=\"center\", va=\"center\",\n",
+    "                    color=\"white\" if cm[i, j] > thresh else \"black\")\n",
+    "    fig.tight_layout()\n",
+    "    return cm,ax"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## DATA IN LOWER DIMENSIONS\n",
+    "In order to discover how our data appears in lower dimension we need to reduce dimensionality of the dataset in 2 or 3 dimension so that we can plot and visualize them. To do this I've decided to use Principal Component Analysis, explained in the next chapter, but a better solution could be use t-SNE (T-distributed Stochastic Neighbor Embedding) or MDS (Multi Dimensional Scaling), nonlinear dimensionality reduction techniques well-suited for embedding high-dimensional data for visualization in a low-dimensional space of two or three dimensions.<br> \n",
+    "No assumption about linearity of the dataset could be make considering those graphs."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### DATA IN 2D"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEKCAYAAAA8QgPpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvXt8FPW9///8bLiEICYhkXCTYFv1eE0qSRasCrYV0O+ptqe1xxatFS31QjYXe36PtrQk0eM5PfaYG1Qt3r+Vfm3raXvsDbBW0B7Jtd1Y0dOKViBcAgGCQAiQ7Of3x+xMZvaeZDebkPeTxz6SmZ2Z/ewwmde8L5/3W2mtEQRBEISB4kr2AARBEITRiQiIIAiCMChEQARBEIRBIQIiCIIgDAoREEEQBGFQiIAIgiAIg0IERBAEQRgUIiCCIAjCoBABEQRBEAbFuGQPIJFkZ2fruXPnJnsYgiAIo4rW1tZOrfU50bY7owVk7ty5tLS0JHsYgiAIowql1I5YthMXliAIgjAoREAEQRCEQSECIgiCIAwKERBBEARhUIiACIIgCINCBGSUsn49ZGeDUsYrJcX4OXeu8Z4gCEKiEQEZhaxfD8uXw8GD/et8PuPnjh1w663gcsG99yZnfIIgjA1EQEYY69cbVoTLZVgY2dnBv99+O5w6Ffk4WsNjj4mICIKQOERARhDr18OKFYYVobVhYRw8GPx7X1/sx1y3LnHjFQRhbCMCMoJYtQq6u+N7zIGIjSAIwkAQARlB7IipeMDASEmJ/zEFQRBABGREkYib/YoV8T+mIAgCiICMKOLtbvrUp+DRR+N7TEEQBBMRkBGEUvE5Tm4uPP88/P738TmeIAhCKJIqIEqpp5VS+5VSb9nWTVVKvayUetf/M9O/Ximl6pVS25VSbyqlrkjeyOPP+vVGhtVQyc2FDz6AZcuGfixBEIRIJNsCeRZYGrDum8ArWuvzgVf8ywDXA+f7XyuAx4ZpjMNCScnA9xkX0M0lLQ0eeig+4xEEQYhGUgVEa/0acChg9U3Ac/7fnwM+a1v/f7VBA5ChlJoxPCNNLOvXO2eVR0KpfhfVs88av5vr1q0Ty0MQhOFjJHYkzNFa7wXQWu9VSk3zr58F7LJt1+5ft9e+s1JqBYaFwpw5cxI/2jiwalVs22VlQWenc50IhiAIySLZLqyBECrEHBQ10Fqv01oXaK0LzjknakvfEcHOnbFtV1eX2HEIgiAMhJEoIB2ma8r/c79/fTtwrm272cCeYR5bQohmKCkF99wj1oYgCCOLkSggLwG3+3+/Hfhv2/qv+LOx5gNHTFfXaOehh4wAuB0zpTc3F370I5nPIQjCyCOpMRCl1P8DFgHZSql2oAL4HvBTpdSdwE7gZv/mvwVuALYD3cAdwz7gBGFaFqtWGe6sOXMMURGLQxCEkYzS8Zh8MEIpKCjQLS0tyR6GIAjCqEIp1aq1Loi23Uh0YY057D1AhtJRMF7HEQRBiAURkCQT2ANkxw5jeaA3/1DHue02aXMrCELiEAFJEqa1cOutwT1AurtjnxtiEqqXiOmdHKwoCYIgREIEJAnYrYVwxDo3JNbtByNKgiAIkRABSQIlJdE7Dw50En0s2+/YIe4sQRDihwjIMBNr3auBFkW84YbYthN3liAI8UIEZJiJxY2UlTXwOSC//W3s24o7SxCEeCACkiDCpdRGi1WkpQ2u5lU8YyaSDiwIQiyIgCSASKm5kWIVsZRkD3dzD3fccH3Ww20fr7RiQRDGAFrrM/Y1b948nQxyc7U2br/OV26u1s8/r3VamnN9WpqxPhr33KO1Us59lTLWhzvuPfcEr58wQeusLGNfc0yxjF0QhLEB0KJjuMcm/SafyFeyBCTwJm+/2Wtt3LBzc0PfwMPx/PPhjwtaT55siEWo49o/LytL6/HjQ4tQLGMXBOHMJ1YBERdWAgjnHjLXL1tm9C3/0Y+M5dtuix5rWLUqcs/048fhySeN7C2fz9kX3fw8nw/OOgtOn3buqzU8/nhkF9so6c0lCMIwIgKSAEKVZw/sVz7QWEMsQfLTp42Z7UoZr+zs4OOFO47WhkjFMnZBEAQQAUkIy5YZwfBI/cpDTSaMlF47GAvg4EFYvtwpIpGOY4rLpEn967KypNe6IAihEQFJEHa3kd2dBJEnE4azEEJZBrFw6pQhVvbjmM2qApk61bCC7GM7cWLgnykIwthABCQJRJrEF85CsFs1A+XgwX4rZNkyuPvuYBExxSkehR0FQRgbiIAkgUjxjMBYw733wrhxxg3/9tuNkiVaw/PPG+6lWLGLwKOPGgH8QBfboUMDH68gCGMXEZAEEG0mdzgrI7CEyb33wmOPQV+fsdzXZyzfe6+xXWenISSxuLYCK/+GcrFJBpYgCANBBCTOxNLYKVymU2AJk3XrQn/GY4/1i5O5XSyurWjNpcIVZIy1UKMgCGMLEZA4E0tjJ4iepQX9lkco7OIEhhURaZ6ISaR04XAFGQdSqFEQhLGDCEicibWxU6QsLZNwdazsaG3M/TjrLEMUYrFEwgXGwzW4itT4CqT4oiCMVURA4kws8YJYg9KmtRILx48bQnLDDeHTdKONIZxgRRIyKb4oCGMXEZA4E8t8jViD0o8+CvfcE5slYvLTn4ZO0w1E62BrIZzLLJIrLZTLTlJ/BWFsIAISZwLna4SabzGQsiCPPgq9vbHFN8CY82FP041EoLUQbvtIxwlnTUWzssTtJQijHxGQBGDGN7QOPd/CjHcM9Cb6qU/F9vn2OSPRLJHu7v76WaFiHdEEbzCpv+L2EoQzhFhK9o7WV7LKucfC888bfTkC+3REK+3+qU+FL+kersz7QLa3v7KynOMJVYZ+MP1NpOeIIIxskHLuI5u77zbqVNkJrFsVijvuGFhNrBMnBldDC4zMLru1FMpqgNhSku0M1u0lCMLIQgQkCaxfD8eOhX4vXJFFc7/bbw8OWkfC54sck4mE3aUVKVi+bJnh5pozxxCBVasiu6NkxrsgJI5hjS/GYqaM1tdIdWGFc+GYr1CEchXF8kpJCT7OYPaN1A1xoG6sobT1FQQhPPH620Ja2o5cAYl0M54wIfQ+0UQnXKzDbFVrZyACZF544T7fbJM70JjGYNr6CoIQmXjFF2MVEHFhJYFIrppTp0KbnJHiA2lp8MMfOueMpKQYy48+Grz9QErCm9lR4fqIaB3e7bZjh/O72E1rs/thpJn4giAMjOGOLypDbM5MCgoKdEtLS7KHEcT69UbqbDhyc42bqp25c0On2aakwHPPDewGbAbEY42lmOMZSPzEJC2tvyhk4Gea74l4CEJ8CHefCHVPiYRSqlVrXRBtO7FAksCyZZF7eYR6WghXwXeg4mF+/rp1sc9wN8cTznLJygqf6WUG2mOdsS4TDAVh8IS7Twxk8vKAiMXPNVpfIzUGorXh8w8XCwnnr4xX3MA8jhnDiBYHMccTKUAXKTivVPjPUap/XPfcE7xdLAFAiacIZxrhrulYrvV4/D0gQfSRLSBah75hTphgBKUTdTMMJQLmGLKygic3Bt7AI12ckQJ40YJ7gxHUcN9HMrqE0Uyo+0K4V6KudRGQUSAgWjtvyFlZWo8fn9gLJNyNPCWl35IY7NNLpJv5PfeE/lwzSyxSlpndSon1+8isdmE08Pzz4bMYY30l4loXARmhAjLYJ/h4EenJJh5iFe77hftuLlf0py1zm1CCFotrTBBGIgOZkxXplYhrfdQLCPAB8BfAa34ZYCrwMvCu/2dmpGOMNAGJ5m4ZjpthtPkk8RQru5jE4w/FfNlrdA1EdCVWIowE7DHIeLzEAgkvINkB6x4Gvun//ZvAf0Q6xkgTkGg3u+GwQKLNaI+XWA125nysL3vwPlxMJzD4GEq877lHREUYPhLxdyExkNgF5K/ADP/vM4C/RjrGSBOQaBbGcAWEn3/eiHkkUqzi+YQV7ckrUlaZef4izaRP9PkWBJN4/11kZSVmnGeCgPwd+BPQCqzwr+sK2OZwiP1WAC1Ay5w5c+J4SodOLBbGcLlZ4ilWocY8WLdVOGGLJLwm4c6vmdU2UGEShHgTb3duou4PZ4KAzPT/nAa0AdfEIiD210izQEZaymk8xCrcdxpMZonpUorVxA+80Uf64xzIeCQALySCoTxYhXqFqnMXL0a9gDgGCZXAN0a7C0vrkRvIHey4Ij31D8TX63KFniyVlaX1xImx/QFFcg+EGk+4P+ZEuQWEsUc80nQDX2bKfSIZ1QICTAam2H5/A1gKfD8giP5wpOOMRAEZiQzFMooU14k2x8V8RevEGKvrL9IfauB4cnMNAQrlMhs/fuQIuzB6sMfaXK74isZwWR4mo11APuJ3W7UB24BV/vVZwCv+NN5XgKmRjiMCEp5YUgljiQUMJo3WfIoyt4t2s44l+SBwBn2s4xnKdxcErY3raCitowf6Go5rc1QLSLxeIiChiTWVMJZYwHDEdaKJVDQXQbjxxCKgI83VKIwswlVYSORrOGJ0sQqIVOMdg4SqjBuKWFrMmpV9B9ITfaBEqzAaqQ1wpPFE6pGgVHD/d6kMLNhZvx4ee2z4P3dEtX6ORWVG62s0WyCJDLbHkgky3Nlh0b5vpPcjfY9IDDQnX9xagp14B8djeQ3X3yXiwhq9ApJot1C0G+dwZHnYGer3Ded/NsvIhxPggbofJL1XsDPc4mEv4ZP47yYCMmoFJNElTSLFQJIxL2Wo3zeWJ8FQ30ssEGEgJCIlN9brbrj/JmMVEImBjEBCtaQ018ejU589bgH9nQkTEb+IhaH0cV6/PnIMxCRU98OB9IlOaFc3YcSzfj3ccUds11o8UcpoRTtS2z6LgIxAIrWa1To4qDuYNrDLlhkXptbQ22v8TNaFGi4oGC1YaPZ2j5VAwYg1GJksYRVGDqtWwenTw/+5IypgHgIRkBFAoAD09UXfx3yiNm+iozljaLB9nGPNJjMJ/GN86CEYPz7yPmedNbKfAIXhYSDWarwYN24UWL2x+LlG62s0xECGWt450VV1h4vBZJ1FyiaL1prXJJJPe9w4mf8hGAxHdWn766yzknvtITGQ0cFAn6IDCWet2OMog3FxDTemS83ni/2JP5J5P2UKZGVFn5ty6FD4Yzz7rFgegsFwWQJpafD883D06Oi49kRAkkysprFS4d7RYZeVMl633up0cd12G3z60yNfVKIRyvVlcvCgIQ6f/KSxfNttob9nOBHKzR0df8DC8DAc18JojLWJgCSZWINkSoUIri+qhKVl9IuGNpYXVUY8ltbwyiujO24CwdlkgcTyPQcbfxHGHuGus3iQlTU6Y20iIEnmoYciWRf9+HzGqx8NqV0wv65fRJaWGcupXQRbJpEJleY6GjBdX7GcQwj+nsNRikU4M4gl6WKwDHd6cLxQRrzkzKSgoEC3tLQkexhRufdeePxx4yk5EllZgReaTTRMGkpgQw0Q4x3VhlKBIjV6mDs3/PyZQEbz9xSSy/r18PWvw/Hj8T/2SLoVK6VatdYF0bYTC2QE8Oij8KMfRd/uww9h/AT7VaZgQ7Vzo5jFIzh2MnVqDLuNUAbichrpufXCyGXZMsjOjv9xs7Lif8zhQARkGAi08kJZfcuWRZ5ACHD6E5Wc/mQZU7O032Xjg6/Pc27kiImEIUzs5HBe5aiLg5jE6nKS+IYwVOI9J2T8eKiri77dSEQEJMFUbq6kbGOZJRpaa8o2llG5uTJo28izqvtjHl3uMp57zkfKffNghhf25kNln+G+ssdE/GRlwT33+IOASjPlnNCxE9+ELr69qn+co41oQc6sLIlvCEMnnhZsSgrcdZdxTY6GdPtAREASiNaawz2HqWuss0SkdGMpdY11dPV0Bd2kH33UuNGHtkSU4Z5qKMFXVMdX3k+h7xy/ePywFXBZ79OTASgrp7yz0zj23/+u0T7Fp69KN/abXweVLuPn8WzoSWfnTmPc19eVkfHZSpRLOy7mkSws4dJ6s7L6z4OIhzBUIqWPD5S+PnjuOSMOuny5M2Nw+fKRLyISRE8glZsrOXziMBrNmqY11vqimUU03NWAipA6tH69MX8jGG3c9K0P6cPxHKA0CsWcOcaFbt4wKzdX0tXTRfXiajJuKefoJSFs5r35TD50NdOvaOK9k43Q7jZeG2oZNx6eeRpassvISM2gYmFFxPEni/XrjSyrnTsJOgeCEC/M6yzWxA0Tl2tgCRxZWcaDz3AjQfQko7Wmq6eL+qZ6Xt/xuuO9U32nQrqw7CxbFiqw5nc32VlajiPmoYNv6uZY6hrrKN9UztGfPWJYHHaOZ8MML8cvWWOIR4PHEI/59XDXAno/Vcpd/2VYT4d7DlO6oTTqd0gGkWa0xxKLGsy2wtjDvM4GGvweaPbfSE/vFQFJEEopqhdXk5+Tj7fD63jP2+Gl62SwCysQZ2DNlrLbUAKVvrAxD9MEvvVWI2Pkxz9W1CypocRdQl1jHVSOg8kBjzWByxtqjVeDB2Y3wvx6TubX43F7QEN9U31IN9xIZSCxqIFsK4xd1q83So6MZURAEohSiv3H94d878VtL0bd32mFKCO2YZ/nERDzCMXBg0YZj/vuM0QkZkxLZ0OtY3V9Yz31TfWUuEuoWVIzIt1YgdgtMFMYyjaWhYxFDWRbc/tIy8KZy6pVcOpUskeRXCQGkkB6e3s5+z/O5kTviaD3cibnsKd8Dy5XZA03y7X3F1zUTJig0NrsT6CJed5H4KTDvfmw4yqYv7Z/XUMxE1MVJ/PrDesDDDdWAL7VvhEpHlprx7jMZbsQmIQTwVi3NeNK5npzv4zUDCqjlJMRRj8uV+In/0kMZIxS8WoFhU8VcqL3BKkpqY73UlNSaS9tjyoeEKrUhuLpp+GZZ8xsrQGKR0MJbF5tiMcMryEe7YXGcnsRzF/DwmtANfW7rmjwGMs2SjaUBD25J5vKzZWUbih1uJ5KN5RS8aoR8A+0wOyCYB+/6X4Mt625/UAsFeHMI9ETUidMGPnzQ8YlewBnIlprjpw8gnefl7RxaXT3Ouu19/T1cNWzV7H1zq0xPcUvWxY+k8hpnYQjhPtrcwXcdaXx9pNbMS2Z1M+WsaAkg9vOqWDli1UcAcadv4XerDY8RYaIPPXnp1jTtAalFLVLDBdXsp+8tdZs2L6Bxt2NANQuraV0Qyn1TfXkTM5h9TWruf/l+x37lG0so2ZJDVVbqhyWhM/nY94T80Jua/5/2QWprrHOslZGk2tPGBoPPRTr39/ASUmBp58e+RmEYoEkAKUU6RPTyZ+eHyQeJvF4Qg20TrKyjA56IdlcGVDmxGUIx5Nb/etcgKLnv2uoXFTJrbcqDv+iAs8/uenNaiN/ej7Vi6vRaI6fNgoBbd25FSChT94DiTG4Z7sBI8DvesBFfZPheus43sG8J+ZR11hH/vR8APKn51PXWEfphlLHXB1TPLz7vORPz6fvu31W8oE9sA5EtWqEM5tQhTjjQVqaMTdkpIsHiAWSEOwWSDhO9p0M8tcPhlDWSfjijIGfFeKztWLuXHP+hKJ2aS1KKeoa6xj3r8bl4nF78PX5WNuyFtcDxjOI+eQddLghfMdwMYb0ielUXVsV9BmmNVTf2B+zMa0mU0y8+7yUuEuoXlxN+aby/jktKIclkT89n9avteJyuazvlZGaEeTyKtvoTKsOtFSEM5vAv79YinqmpBjpvOY8JRi9c5fEAkkASinOnnA22Wmhq67l5eSRkZoRUwwkFNGeys3ijOaT0eTJAzu+vW9GyHjA4hrefdc59h/dWoPrk1Wk/3Mpzz9vi0FsHNx8kUgxhpf+9hI+f0J9UIptCAMllJVgCkPlosqQloQpHtBvaZjuucrNlZRuLKV0gzEvpriwGI/bg3uW27JqJAYyNok2S920LuzzlAbTjXOkIAIyAHw+n+PGELhsX/+rd39FZ3fo9IkJrgm8evurgxpDrHMU7BflsWNw8cXO48ycGXkSlNk3Q2tN+aZyx3spD6aw8YgzM+tQYSl8bANHL6nn9v9niEjpxlLqG+vZsH1DSNGLdi7tc1dcD7gsF5R3n5fyTeUOUTncc5iS35VYloZJfVM9V6y7wrHOPH92ayLQkjCPb75v37arp4v6xnoadzdSNLOI13e9Tn1jPe7ZbooLi2nc3UjVliqEsUcot3IsrZVHKyIgMaC1ZtGzi5hZPRPP7zz4fD58Ph9XrLuC2dWzrZu3ecNxuVx85vzPkDouIPvKv9y8t3lQT6mDzfy59154+23nuj17ID8/8tPSjp39xy9xl9D33YAG7A3FtgmN9ZDSA4CvqJ7b3nNZriT3LLfjZly5uZIFTy2gdEMpPp+PilcrmLduHvOfmk/l5krre1VtqQppGQSKSom7hJrFNTTtaQKMUjEet4fiwmIA2jrayM/JZ/U1q4PiGfZzWOIuYfU1q634iBkTsQu0aY2UuEto3N1I054mK15Ss7gG5VI07m6UTKwxjP3hrbPTeI1G6yIWJAYShcrNlRzqPsT/dv4vHcc7WNu8li1/38L7R963gsm/+dtvWH3NaodP/cNTH9LT2+M4Vk9vD9lp2ZyXcR6ZkzIdT7Wx+MzNm5fW2uGv9xR5IvrdH3ss9PFeeSXy5+XOUWSkZjhiBgEjMn5s8N/ke9Jhx0LHvBFPkYeM1AzKN5WTPjGdrp4uABp3N9K4u5EtO7aw79g+Oo53AIbYmNlTniIPpRtLHZ9Yvqmc6sXVjjka5ndf8tEl+LSPU75T1DfWU1xYTOGMQrYd2Ia3w8s1c6+hZnFwPCPwO5qCkD4xnfJN5Za42P+fapbUOMbg3ecl5UGjCqZkYgljBRGQCJhP/Gua13Bp9qXWTe4vnX9xbLfrw10seGoBTXuaKHGXAFgxkEA3Vmd3J7OnzGb1NautzwhMgTWfXAMDtkopwzUSIhZetaUqZArtvfcO7rubfTOWLarE5/M5bqQ/v7uaXReV+YXCPyPeFJGlpUHHMmuCme6nvJw86722jjbHtmbRSU+RB5QREDdvyKalsGXHFsc+ZmC9q6eL+bPns6ZpDTlpOaxp7i9gmT89H+3TPPDaA5ZVYwpCpf87BqbmmkkQdkEwC2RGmn4j4iGMFaK6sJRSZyulPhpi/eWJGdLIwbyhuGe5eavzrbDbdRzvoGlPE3k5eTxy3SNGFtapI3R2d5I2zukjSh2XirfDG9IF5fP5qNxcyfwn51vuHTMQveCpBVS8WsHhnsOOLCMwbrKHew4HxRUAfrhu4G4UV4p2+GqV6rdEapbU8O8PuZj0Wm1wGZWlpUGz1s2YhKfIY92QA0UjFLVLa8lMzcTj7reuqhdXWyLknuXGU+TB4/ZYgfX6pnqadjdRXFRMR3eH43hXn3s1a5rX0NXT5XChWW6sTWUseGpBSLeZPQvs8InD1DfVU99o1AUrLioOGntguq8gnKlELGWilPoiUAvsB8YDX9VaN/vf+5PW+oqwO48A4lHKRGvN7OrZ7Dm2J6btcybn8MWLv0hDewPNe5tDbjM1dSqHeg5Zy/nT8/nM+Z/hyMkjaK2tJ+e8nDxSx6Vak+OKi4pB43iyNjFdRUdOHnFMiEv5P+XGTX5zJTGVPVlUyZKbuvhdSf9Ns3RjKZmpmVYJd601P/6x4turNDt3mMfzGRMTZzeimjw8d0sNLdll1DfV457l5o3lb1gunli4bkoxCz6eSVdPl5VKrLVm/pPzUUrhnuW23FwoaNjVYMVAwmG6+so2lVkibLd0zHOsUI5gvN0CMccQ+Fn5OfnceOGNlrUlbixhNBNrKZNoLqxvA/O01nuVUkXAj5RS39Za/5zYamiMehY+szBm8UhNSaXjeEfIG7wdu3gA1pO5d5+X/Jx8a739Sd1T5KF2aS1VW6rwFHkcNzi7eJh++fSJ6bz0t5dgvtewFPAZpd8tMQmF0fVw45E6XDfAnHdqGH/3At472WhU4cXmcpuVwb89VGnMxC2qNLolbl8C7W70hhrum1zOp6/KcMRAQjHuYB69Z22HiUY8iYZiQPPy/DW8sXUyx08ftyzBso1lNO1pcsR87HGIwPMShCJovoh9e7t4BLrNAKoXV/PAaw8w/1yngOTl5HHjhTcacbCXy3HPcjtiLIJwphLNhZWitd4LoLVuAq4FVimlPERtvD36Wf2H1Wxt3xrz9j19PdE3CsH0ydP7RaQj9ORD8ym8YmFF0HsaTcXCCkfa6wOvPYB3n5es0/mwodoQj/l1xo3e3gvdga3C7/w6dt7hMnqD2Da1u9y+vUrT3d3fapfUI8b+S42GVb96+QjzDlRbwmbOAs+ZnANA1qQserPaQPmbJJyaZAhc7h8BmDJhCisLVzoyrjxuQ0jtE/zCYY+1gGGlBE46tFO3tI7MSZkO68E8p959Xso2lXHoxKEgF2JbRxuHTxxmevV0K5031P+TIJxpRHNhvQHcprV+z7ZuCvBL4Cqt9cTED3HwDMWFZbpuAm8W8SJrUhZz0+fSuq81pu2Li4qpXVJruV/cs9xsvXMrC55aQOPuRvJy8vjTij8BhHcV7c1HPdmK7nNhFVgMskj814Ot6+FZ2zwcuyTYpeNKwd/AKkSlX3/drdxcxVefreT5hg3s3KU5/f58OJkOF7zEuJQJ6D4XfX+9Dgofg8n93XPGH8znm5813HqB1lbmJMOdFlgxF4wUXvdsN6/teM1K370692oa242U2/zp+bTc1UL5pvIga8W08gCH9WBPIgjV38VOdlo2+8r3kRK6L7EgjAriVY33HgJcVVrro8BSYPnghzd4lFJLlVJ/VUptV0p9M4GfQ83iGodLKZ4cPHGQ1n2tzDxrZtjPyMvJs56i1zStoXRjKQ27GoD+uRXuWUb9p7aONko3ljJv3byQxwJghhfPr8uZk2u74dstkkWVRiA8IJPqWHqjY9l88p/yhTJjH9NyseOvu7VzJ3T8tIL3trg5Pa3J+KyJR2BGG73TmunbVYQr7UOHeAA8WdASJB5gBOUPdR+yesub9arM83Cy7ySZqZncdOFN5E834hJ1S+vYeudWKwA/q2aW47jmOa5vqqd0Q3AWmWntlLhLIooHIOIhjCmiCchxICfE+vlAQ/yHExmlVArwA+B64GLgS0qpiyPvNXhcLheNyxujbzgETvlO4e3wWu6d6ZNDZPsRAAAgAElEQVSnA8aTbFtHG9fkXuMQETMGYLpxapfWWvWe1jStsW5wxYXFQS4cc4Lczjtc/aXdrQKLGlIPG1lU/hLuVj+Q2c5zcPY/l+K6oZSjl9ThSuvCiK8Etto1uiROnQo/fFz5uxuWwPw1zkytojX4iupxnXCWfak5UYBPh+7/qVyK9Anpjlnpbyx/g7ycPNo62jhy8giViypp/VorVddWoZTC5XLR+rVWPEUeKx0bDMvumtxrAMO1ZsYuQlnmsTTkuv/l+yUDSxgzRHNh/Rr4ttb6zYD1BUCF1vozCR5f4HgWAJVa6yX+5W8BaK3/PdT2Q83C6uvrY8q/T+FEX3BDqHhROKOQBXMWkDHRCIJXL66mbFOZtZyRmsHqa1Y73FKBzZy01lZRQxMzoJw/PZ8bL7jREWC3qPThNDA13LXAKRh782BGG0Uzi8g8Pt9ZwqTBQ8orNYz/P+X05NsEyW/djGsp4eytNRw6qPqPXxn+mcUsYGhWw50+eTpfuPgLrG3ub3jlcXtIn5DOA598wOFaMomW/RTqXJnny6yRFaqIY+mGUmvyo0nquFTHZFFz3o9kYAmjnXhlYc0NFA8ArXWLUmruIMc2FGYBu2zL7YA7ER+ktSbz4cy4iUeoviD3zbuPH7T+gAXnLrAmAZoBXvtTcKSKr2asJpCG9gbHTdHn87FlxxZnheClZQEl3hU8+QZU9ouV2n4jesdC9r1Ty/ZjQLFNQDbU0odiXI5hQZV/uZrvvqPYsaEacrfQm+11ikeglWIjOy2blrtaUErR+rVWZlXPwqVcNLY7rZ8Xt73ItLOmWRMAw81KD0Womlcm9lRhs1yMeTxzZjwYrsPCmYW8sO0FOrs7SR2Xyl35d/HiOy+y7/g+stOyOXvC2SIewpggmgsrNcJ7k+I5kBgJ9VfpMKGUUiuUUi1KqZYDBw4M+oN8Ph+9vt5B72/n0uxL6e7tDppU+JN3fsLKgpVWWRN7syITe50m32qfo5aTz+dzBPo9Rf0T25r2NKHR1kQ5s0SHp8jDnGd8VqaV6WoCYFEFfN0ZQ9Ef+xX0pLNzBxwqDOWm8nFyh+FKaj2nnH/9V824fyw3uh3uy/cf294R0eYaA2jwMHu3h87uTj7xzCesGMS5Z5/LnmN7rLk0ZubWnmN78O7z8tJfX6L4N8XMqp7lGFK4SXz2SZvmBEQ7pRtLrQytwCKO5lwWj9vD1ju3Un99PRdnX0x2Wjb/suBfqL+hnt3lu8mfns/F2RfzwCcfCL4IBOEMJJoF0qyU+prW+gn7SqXUnUBs6UPxpR0417Y8G3BM0tBarwPWgeHCGuwHpaSkcOT/O8KEf5sQ0/bT0qaxv3t/yPcmjZ/EpJRJdPd2k5+TT/NdzcyomUFndycvvvMiu8t3h9wvcAa4vdSGWQ4+MzUT9yy3Nfeg62QXxUXFNO1uom1fGwVPFnDjBTeSkZphTZqbV17FgW/VcAJsM8l9cOFLxo1/bz78sNUQkxl+iyW1y4hfBLipADKbq+mdAnXUAXVQQEB8BWdHxEVV/SLSk0n7ExUsqYEuGq0n/fnnzndMxLTHLXIm5+Dt8FrxHjOzquDJAoflYBdi81zaJw563B7QRl2u+sZ6FMpxnu2WzdY7t1rHAdhyxxb6+vqsgLlpOQ22RL8gjEaixUBygF8Ap+gXjAJgAvA5rfW+hI/QOZ5xwN+ATwG7gWbgy1rrbaG2j8dM9JMnT5L6vUiGmBMzkOue5aZoZhFNe5po3N3I5PHGpLjiwmLqrq/D81sPa1vWMvOsmbSXt0csrBi4LtSyaWWYcyWqr6um4MkCqzBg69darRTgEncJBZ01rPoO7NqpmDPHKPl+8LKKfhEx2ZsPf70RUIaI2IPuS8twncpg3B8rOXUqIL4RFF8B50x487ozlieladb9EFqyg1Nzo9H7nV7uf/l+KyvrxgtudDScCjyX9ha2JvZ6ZHZrxUTiGsJYItYYSEQBsR3sWuBS/+I2rfUfhji+QaOUugGjvEoK8LTW+qFw2w5VQHp7e5nyH1OCqupGYvU1q+k62eWYqGYW+zt84rBjlnrhjELmnzufuqV1jmBt5qTMQfUWD3XjMzOVTMLdCNevN/s7+xwxECr76Pd0OkuhzMnVHD+mOHgw/DwQc/usLDjozNQNIjcX/v730EHuWDAr6sZiBYQT5cDy7vbZ6CIiwlghLvNAlFKpSqlS4PMYVshjyRQPAK31b7XWF2itPxpJPIZKX18fM2pmDEg8wKg8W7O4xoppmO6QqmurqLve+WStXMqY3+Ev6mcGa0M1YIqFcJ317IS7AS5bBj/8oWbKzQElR5aWE2gtWJ9HgHg0lNj6g/THV8aPh7q6CP3a/Zj9R2Ilb5ozTTlW8QCCzoE9/hTKbVjiLpHyJIIQQLQYyHPAaeB1jLkXFwHBKT9nICkpKaSNS0Oh0GjrZyjSxqXxjSu/YRXSa9zdyNY7tzpuSqZA2Dl5+iRgTGCzT2xzzx5cYlmoLKN5TziD4uF6dmutacku4+gldUzZVsLRnznjHM5sLQOj97Nyxjfskwr98ZXTp+GZZ2DiRMNVFmb0TPlCf5C7YXcDTbsjF0ds2++s6lu+qTwuFoLpxrL//4nlIQjBRHtcu1hrfavW+ofAF4BrhmFMI4YdZTu4ctaVZE3KssTjno/fE7TdnR+/0+Fyav+w3fG+1poFTy2wqsf6VvvwFHlo29/GtLRpjm2Li4otC2YgBLpe+r7bZ7mv5kzI59xn+qDBn1l0Qxm5czXr1/fvb3/yfvRG/+ebdbHsJdtDsbkyOB14Q42jRMorr9hdWIG1uAzX2Kc+kU6Ju4TapbVc/7HrWVm4MmolgKKZRfR9ty+o0+BQCWehCILQTzQL5LT5i9a6dyz+Ef3xrj+y+g+r2fT+JqtcRiBrmtc4Yhufv+jz4Q+onD8PnXBW5n3tg9e48ukrWfqxpQOKg4Ryvdx4wY0cOgR7Xr2R3h0u2NFvGezcoVixwlg0+37Yn7xvu80/yBCWR+QvFm7Zz6JKIxjfk+4vvmgUekxV6eReeIT0ielW0cjSjaV4O7xWtpTVW8Ttscq3zz93flB22li8TgUhGUTLwurDKGcCxh1hEtDt/11rrc9O+AiHQDyysEzM3thmqe/qxdWUbigNKt1un7xnJ1RxxqxJWRw8ETqybJYrGYwlYt9nzlwfu3bYxxLcEyQ319990C8k69fDbbfBQB/k09KguzvSFrZ4yd78/pThGYaVtPOUN6j7n5ktVbWlyuoEaPYmMfuU2Ds5ingIwtCJaxbWaCWeAgIElbjw+XzMrJ7pmKNg1qUyM6nsN7XAMhqFMwpDNp3KScvhi5d+kamTpg4qG8uOyxWbEKSlYXUhnDvXjG8MjFgyrUJW7vUTKssp8PyBs9WvCIYgxB8REOIvIOBM97SXuAjEU+QhfWI6H5760HKvBFog7llu+vr6aNnnHGNOWg4d3R1xSRsdiBjk5sIHH8QuOqGYMAFOnYq2VeiaWIE1vgRBSA7xqoUlBGC/wZmF9czJgyY5k3N45LpHKHyqEO8+r/HkbGubap8NnTUpK+gzOro7rP7qgU/jgWOI9hT+0EPm/I7o323nTuPnnDmhRUep6MJy6lQoS8Q5gfCsm0sJlYwVLkNMEISRidRdGCRKKZZ+bCmeIk/QXIsVV6zgG7//hjULvL6p3iEetUtrqVlcQ15OXtgYyMSUiZRvKqevrw/oz+Ra8NQCS0jMzKvKsC1qDSbZqpZFmiYxZ47x86GHDJeWnQkTgtcFY4zr4EFNbq5/2ewx4q+JddbNpRy7pN6qbWWWsTdLzccri0oQhMQjFsgQqFxUaZUUt/Pg6w8Chk//keseYdy/9p9mMzCulOKmC28idVwq7lnuIFfYjiM7aNrTxI/f+jH3zLuHrpNdlsWz4KkFbL1zqyNtN5Ql0j+7vH9daircfjs895xzfVqaIRzQH0xftcqwSqZOhQ8/hOPHCc+iCiOryp9d9cCXHmH5z8rpm94As5tgdiOTfryVnCsaOXYS5mbM5Z8v+WdqltRQvqmc9InpLMxdGJRFFSruYTIQS0wQhPgjMZAhEDj34uwJZ1viAXB61WnLjWUSGNfo6+tj3hPzHC6wSSmTONF3IqjfhBkbsRMpThIu/mFmXZkCMWeOMwsLDPEx33e5wG8IhToLhpVhL8Q4w2v1xhh/MJ/TWc4ufh63xyr1YsaTzKQEe/ZaxasVbHxvI+5ZbmqX1hrne1MZ//X2fzH77Nm8sfwNXC6X9f9g1rISBGFoSBCdxAsI9GdmPXLdI1bxQhPzJmoWMzSLHZo3fcAKxJsVZa9YdwVv7g9qwWKxsmAla1v6Gyz5Vhtd+0IJSLhguFLgC93sDwhtuYRkUYW/JS5Gl0F/86lAzOZWJn3f7QtKcw6V4TZv3Tyr4m7RzCJO9Z1ytJTNy8njpgtvspplSa0qQYgPEkQfJuxuLDPmYYpIZ3en1SjJ7KsN/ZPdKl6toHF3ozV3BGDR3EURBeRn7/zMsVy6sRQ0IQswOoPh/YHsc+dotA6fDrtqVSzisRou/JVhdTR4oGElzF8bctPNH2x2LF+x7gpuuvAmq2JuqCZO5ZvKjVa/Ofl4O7w07ekva1JcWMxrO1+jraPNstxEPARh+BEBiQMul8uaBV69uNrRfvaeefc4ekaYN7mKVyt46W8v4d3ntWpfma1cI2HOOSkuLEa5lCM4HygEVgZWUaVVin3cdVVcdMNhSjcYolOxsMKqFmze0I1srOAJhwamy+pX/S6r+aFTmU1MQTR7tLd1tFmzzV0ul2MmeV1jnSUkoc4nEDR5EyJ3IhQEITGIgMSJcAH1D099GFSYT2vNkZNH+rO0Gusd80MKphew6+guxwRFO5dPu9xxE3XPclO9uNoRT9Ba8+Uvg8+nue9XXRy9pI6zpvj4xJWKjUfq2dhkiI7dhVaxsAKlFLPm+Gi/6H6jBtbmSsAHuPxlSA4D2hHvCIXpvrNjWgtmzw67GytUE6fqxdUxV+eVFGBBGH5EQOKEvaFTYB8JcD4hBz5x27lv3n38z+7/oeN4BzlpOeRMzuHNA2863v/Lgb849lny0SUUPFnA2RPO5uMzPk714mqufPpKtNbMP3c+Zfdk0HXSQz31bDzSv58Zl8hOy8a7z0vZpjIadjWwf/lboLuNQoqmq+qvNxpZVvPrDeFoLzKyqwIomlnEKd8pvPu8QUkAJqE694Xq7X7Fuiss0cmblgcKR7JBXk4ef1rxJ+u8B55nQRASiwhInIjWfjZUddfqxdVBApIyLoUbL7gRAO8+b1DWlcvl4sOTHzrWPdryqBVveW3na2z5YIsVbG7a04TH7cHXFz5qbu5rt4KmuLI5+vL34a6ifivjhy2QuyWs1ZE3LY+mPU3cN+8+2j9sNxIIcvK5as5VrG3uj4+Ubiy1mmhBfzabvc1sfVO9JRaXT7uca+Zew5qmNeTn5HOg+wC9vl7aOtoo31RO9eLqsOdZEITEIVlYcSZa+1kTn88XFPMwA/Al7hL+89P/yfiHxlvv9X6nl/KXy62bvBlcNklRKfTpsLm2QyOCqypw7KZ7avMHm/nw5IdcnXs1a5rWUFxUzOs7XudA9wF2H90dFPS2Z2EBjpphfd/t44HXHqCrp8vhqivfVO5oQyviIQjxQbKwkkQsfSTMm5+9X7nphsmfns/ZE87mG7//hmOf+1++n5rFNTS2G5MJ31j+hiO4HKt4uHDhI0IObwhSJvgId/Trpqzkootd1DcacZTPnP8ZKxjv8/l44LUHLLEwb/LmnA37uTFFAAiKe5iNooAgN6B9WRCE4UUEJAnY3V1mG1bzBpk+Md0xr6F6cbXDx//G8jcAgoL1kUrD2xmoeAD0ZQWkFR+dzlk7b2bBfHj56Bou0h48bg8ZEzMs8QDD3Wa3DsybfKQ4Rbh+5OZ+dkQ0BCG5iIAkiUhtUys3V0aMpdhvstWLq2NK/x0q2ZOyuXve3fx6+6/x4mX5ckXN4hrKNxkpzGYGVyhi7e430DiSIAjJRWIgI5RIsZTAWdsVr1bwg+YfBFkgKaTQF9b51E/2pGw6T3RG3KZoZhENdzUMS+wh1jiSIAiJQWIgo5xIT+32G7c5i9sUj+KiYrTWrG1eSx99TE2dyuyzZ4ed3X75tMsjznwHuPycy2na02TNtUh07EH6kQvC6EAEZJRiv4FnTsrEPcuNe7bbKlL483d+zuETh/nY1I9ZZUAmuibiw8dpn9XqntRxqRTNLGLb/m0c7w1dbvfNA2+SPz3f6lcuCIIA4sI6YwhV9tzn8/Hg6w+yYfsGCmcWolCsaV5DXk4eE1MmopSicXej1RArsDGWfblwRiGNX2sUARGEMYBU42VsCUgkzP/jqi1VjrkUYGQ9menE6RPT2fjeRgpnFuJSRnC862QXDbsauP7866VUuiCMEURAEAEJRbgAtf2niX1ZLA9BGDtIEF0ISbgAdbiguAiHIAjhkJ7ogiAIwqAQAREEQRAGhQiIIAiCMChEQARBEIRBIQIiCIIgDAoREEEQwuLz+SIuC2MbERBBEEKy8JmFzHtiniUap0+fZt4T81j07CJAxESQeSCCIIRg9R9W83bn23R2dzLviXlMTplMw54G+nQfeTl5nDp1CvczbtInpvPq7a/KfKExigiIIAgOtNYcOXmEzu5OUselBvWaGcc40r+fTk9vD3k5eZRuKCVzUqaUuhmDiAtLEAQHVVuqaGhvIGtSFj29PUHvt3a00tPbQ+q4VK4+92rqm+rp6uniTC6LJIRmxAmIUqpSKbVbKeX1v26wvfctpdR2pdRflVJLkjlOQTgT0VpzuOcwTXuaorZI7untYW3LWkcHSWFsMVJdWDVa6/+0r1BKXQzcAlwCzAR+r5S6QGsdveWeIAhhCWqtvLgG7dOsaV4T0/4iHmOXEWeBROAm4AWt9Umt9d+B7UBRksckCKOays2VlG4stdxPWmtKN5TSuLsx5mOUbigV99UYZaRaICuVUl8BWoD7tdaHgVlAg22bdv86QRAGgdaaDds3WGJRu6SW+U/Np2l3E+Nd46Pu78JFzuQc6pvqDctFLJExR1IsEKXU75VSb4V43QQ8BnwUyAf2Ao+Yu4U4VNBjj1JqhVKqRSnVcuDAgYR9B0E4E3DPcgNQ31iP6wEXTbuN9sf2tsfhuGrOVey+fzcl7hIyUjNEPMYgSbFAtNafjmU7pdQTwK/9i+3Auba3ZwN7Qhx7HbAOjIZSQxupIJy5KKWoXVoLQH1T/YD3v3za5YDEQMYyIy4GopSaYVv8HPCW//eXgFuUUhOVUucB5wNNwz0+QTjjGOC9f5wynjvXtqyldENpAgYkjBZGYgzkYaVUPoZ76gPg6wBa621KqZ8CbwO9wH2SgSUIg0drTenGUuobB2Z9XHLOJbTtbyNnco64rsY4I84C0VrfprW+TGt9udb6Rq31Xtt7D2mtP6q1vlBr/btkjlMQzgQa240AuqfIQ+93eslOy466T9v+NvJy8lhxxQqqrq1K9BCFEcxItEAEQRgGlFIs/dhS3LPcVixkvIqefQXQ1tHGwrkLHXNIhLGHCIggjGEqF1VaczgqXq1gf/f+mPabPH4yNYsleD7WEQERhDFO1ZYqDp04xOs7XqdP95FCCn1EDi8eP32cBU8toOGuBhGRMcyIi4EIgpB47DPPu3q6WNO0hgkpE8ielB1VPATBRAREEMYYlZsrKdtYZsUvqhdXkz89n6Y9TXSe6Aza3hXmNjH/3PmJHqowwhEXliCMIUyLo66xDoBHrnuE+1++P6jnhx0fwZ0Hi4uKyUzNFPfVGEcERBBGMYFZUNGyokyLQ6Opa6yzhCQ1JZWevuDeHyaB77++43VaV7TG4RsIoxlxYQnCKMXuigJDPMo2llHxagVaa8d681XxagVXPn0lvad7HceKJB7m+54iD33f7SN/ej7eDi/lm8qlCu8YRywQQRiFBLqiapbUULaxjLrGOqZPns7vtv+OBecuoPq6aso3ldPQ3kD7h+306T46jncMqFw7QM7kHGqW1OByuWj9Wivlm8plFrqAOpOfIAoKCnRLS0uyhyEICaHi1Qpe+ttLjvhFdlo2nd2dYZcBFAodXMg6Kp4iD7VLa1FKyQTCMxylVKvWuiDadmKBCMIoRGvNkZNHgoLfnd2d5OXk0dbRZi2buHDhwxezeKwsWIlyKRp3N6JQZE7KdHQuFAQREEEYhZjB8C07tjhEJH96Ps13NjP+oeCSJKGyqSLxwrYX2Fu+l5SUFOszBcGOBNEFYRSitaZ8U3mQBeLd56XgyfCeh9SU1Jg/o/NEJ+UvlwMiHkJoREAEYRSilCJ9Yjr50/Md61NTUi33VShCZVupgIYgxUXFVrMos0OhIIRCXFiCkCQGOocjcF8zBlLiLiF9YjqPtjxKZ3cnk8ZN4tJzLuVPe//kKEsSLniu0eSk5ZCbkcv82fPJnJTJn7/+Z8o2lclkQSEiIiCCkAQqN1dy+MRhR1ZT6YZSMidlUrmoMur+SikyUjMocZdQvdhI1e3s7rSyrpr3NgftYxcPT5EHrTVrmtcAkJuRy9Y7t6KUsgSjdkmtiIcQEREQQRhmtNZs2L7BmotRu7SW0g2l1DfV457lpmJhRUw3bnsp9polNWh0UHfB4sJiapfWUrapjPrGeiaPm8zyjy+3+n8ANO1pYunHluJyOT3aIh5CNERABCEJuGe7adzdSH1TPfVN9Y71ELt7q2pLFV09XaRPTA85K/y/3vkvlEtRs7gGgPQJ6Rw5eYSqLVVULqqk7npjIqKIhTAYxpyAnD59mvb2dnp6IpduEGIjNTWV2bNnM358bJ3sBONmXbvEsADsFoPH7aF2SS2Vmys5cvIINUuMm76ZcZWRmuGwTuyz0e1zP+zsObbH+oyaxTWUbyqnvqmeEneJTAYUhsyYE5D29namTJnC3Llz5Y9niGitOXjwIO3t7Zx33nnJHs7oI9Bg0LD6D6v51bu/oq2jjYb2BopmFrFlxxbe3P8mniIPpRtLyUw14iRKKcN1pbXDirGTl5PHxJSJ1DfWW0JS4i6hZol0ExSGzphL4+3p6SErK0v+eOKAUoqsrCyx5gaIGTAPvOnXN9XzyNZHaOto47JzLqNxdyNrmtfw5v43mZY2zdimsZ6uni7LXaWUcsQz7KwsXMlNF95Ew10NjvUiHkK8GHMCAuLvjSdyLgeO1toKoHuKPHznqu9YAnGi7wQAfznwF8c++7v3W64nuwCYFXhD8cK2F/ju1d8Net9ewVcQhsKYc2GNBFJSUrjsssvo7e3loosu4rnnniMtLY0rr7ySN954I9nD46yzzuLYsWPJHsYZh1lOfdP7m9BoZp41k7VNa9H+f7HwyHWPBIlHXWOdUWJ9n9f6mToulc7uTqb8xxR6enus9N7stGxHBV95ABCGgghIEpg0aRJer1GCYtmyZTz++OOUl5ePCPEQEsPqP6zmae/TdJ/s5vCpw4M+zvh/Hc/Vc65myx1bAKy5IOkT01mYu5CzJ5wNwD9+7B95/E+PW8UUO7s7yZ+eT8tdLdz/8v1Sil2IC2PShTUQ1q+HuXPB5TJ+rl8f3+NfffXVbN++HTCe/AE2b97MokWL+MIXvsA//MM/sGzZMsvl0NraysKFC5k3bx5Llixh7969ADzxxBMUFhaSl5fH5z//ebq7uwH46le/yt13383VV1/NBRdcwK9//WsAnn32WW666SaWLl3KhRdeSFVVVcjxff/736ewsJDLL7+cioqK+H75McLCZxbyWMtj7D66e0jiAcZkwOY9zfT29lquqZolNVRdW0X14mo+PPUh3n1ejp4+yt6yvY59W+5qISUlhZolNTFNVhSEaIiARGD9elixAnbsAK2NnytWxE9Eent7+d3vfsdll10W9N6f//xnamtrefvtt3n//ff5n//5H06fPk1xcTEvvvgira2tLF++nFWrVgHwT//0TzQ3N9PW1sZFF13EU089ZR3rgw8+YMuWLfzmN7/h7rvvtoLeTU1NrF+/Hq/Xy89+9jMCe6ds2rSJd999l6amJrxeL62trbz22mvx+fJjhL6+Pv528G90nuiMvnGMZKZmcv/L91PXWEdXT5e13uVykT4xnbycPOoa64Iq8hY8WYDP5xPLQ4gb4sKKwKpV4H+Qt+juNtYvWzb44544cYL8fKMI3tVXX82dd94ZtE1RURGzZ88GID8/nw8++ICMjAzeeustrrvuOsC4Oc2YMQOAt956i+985zt0dXVx7NgxlixZYh3ri1/8Ii6Xi/PPP5+PfOQj/O///i8A1113HVlZWYAhQH/84x8pKOiv5Lpp0yY2bdrExz/+cQCOHTvGu+++yzXXXDP4Lz8GMOdXVG6u5HDPYT7/D5/nB60/iNvx9xzbEzagvvG9jSHng0waNwnvPi/znphH69dag2adC8JgEAGJwM6dA1sfK/YYSDgmTpxo/Z6SkkJvby9aay655BK2bt0atP1Xv/pVfvnLX5KXl8ezzz7L5s2brfcCnzjDNQUKXNZa861vfYuvf/3rMX0vwahx1dXTRfXiag6fOEx9Uz35OfmkkOIobBgPQgXB3bPcIdvV3vXxu/jxWz/m8InDYoEIcUMeQyIwZ87A1ieaCy+8kAMHDlgCcvr0abZt2wbA0aNHmTFjBqdPn2Z9gI/tZz/7GT6fj/fee4/333+fCy+8EICXX36ZQ4cOceLECX75y1/yiU98wrHfkiVLePrpp62MrN27d7N///5Ef81Ri31m+IKnFqDR5E3Lw9vhjbt4AMZn+GNj0dJyt+zYwsETB7npwpso3VhK5ebKuI9HGHuIBRKBhx4yYh52N1ZamrE+GUyYMIEXX3wRj8fDkSNH6O3tpbS0lEsuuYQHH3wQt9tNbm4ul112GUePHrX2u/DCC1m4cCEdHR08/vjjpKYaTYWuuuoqbrvtNrZv386Xv/xlh/sKYPHixdSCmx4AAA2JSURBVLzzzjssWLAAMIL8zz//PNOmTRu+Lz2KMGeGb23fStPuJpr2JKaXRtq4NLp7u2nc3UjJ70rInJTJkZNHqF5cbcRApuXRtt/pxjJnsqOMyYhSykSIB+pMnlBUUFCgAwPD77zzDhdddFHMx1i/3oh57NxpWB4PPTS0+Mdw89WvfpV//Md/5Atf+IJj/bPPPktLSwtr164d8mcM9JyeyWitKd1YGlQVN94UzSxiR9cO5qTPYcGcBdQ31pOXk8feo3vZ3x3ZSpRSJkI0lFKtWuvwrS39iAsrCsuWwQcfgM9n/BxN4iEkh+F4KHPPctPR3UHz3ma0T5Ofk09bR5slHnk5eawsWBlyXxEPIV6IgJzhPPvss0HWBxiWSTysD6Efc2b4mqY1FBcWD/l4ga1m7by+83XrM9Y0r8Hb4UzKmOCawNqWtawsWEleTp7jvdKNpVLKRIgLIiCCECfMLoHFRcW8vvP1Ae+/smAlhTMKmegyMvBClTcpLixm6sSpeDu8ET9j14e7APhj+x9p62izeqdPnzyd+sZ6qYclxAUREEGII2a/Dm+HUY8qFmZMNubyNO9tpmhWEZdNC55Ymjkxk8IZhaxtXsuhk4dIUSlBVgcYAuNxe9h3fJ9VFwvAu8+Lx+1hd/luStwlUspEiAuShSUIcUQpRcbEDOvmnZeTh8/nC6qua+fmS262+pOHmsMBcPjkYUef8z7tTAtOUSn06T7WNBvus+KiYjJTMy0Bgf4e5xIDEeKFWCCCEGeqrq3ixgtupMRdQstdLbzf9X7YbRWK+qZ6tuzYMqTPvCjrIvJy8pg1ZRaZkzJRKDa+t9Gxjem2EvEQ4kVSBEQpdbNSaptSyqeUKgh471tKqe1Kqb8qpZbY1i/1r9uulPrm8I86vuzbt49bbrmFj370o1x88cXccMMN/O1vf0v2sIQ4UXVtFTVLahg3bhwFM8NnQ6alpJGXk8eb+98c9Gddds5lvNX5Fm0dbXz+os9zuMeYAd+4uxFPkQffah8l7hLqGusk9iHElWS5sN4C/gn4oX2lUupi4BbgEmAm8Hul1AX+t38AXAe0A81KqZe01m8neqCBT2zxeILTWvO5z32O22+/nRdeeAEAr9dLR0cHF1xwQZS9hdGCeZ384St/4Ip1V1jB7Ja7Wpj3xDzaOto4P/t8rp5zdcj6VbFid4+ZXQ7ds9y4Z7mpXdrvtgIk9iHElaRYIFrrd7TWfw3x1k3AC1rrk1rrvwPbgSL/a7vW+n2t9SngBf+2CaVyc6Xjic1M0xxqGYhXX32V8ePHc/fdd1vr8vPzueqqq/iXf/kXLr30Ui677DJ+8pOfWO8//PDDXHbZZeTl5fHNbxoGmNfrZf78+Vx++eV87nOf4/Bho1R4fX09F198MZdffjm33HLLkMYqDB2Xy0VGqhEXaf1aKykpKfxpxZ/In55Pemo6U9OmGrPE48jWO7da4gH9s+SljLsQT0ZaEH0WYG/g3O5fB7ArYL07kQOx1zUCY/KV2f1tqGUg3nrrLebNmxe0/uc//zler5e2tjY6OzspLCzkmmuuwev18stf/pLGxkbS0tI4dOgQAF/5yldYs2YNCxcuZPXq1VRVVVFbW8v3vvc9/v73vzNx4kS6urqCPkcYfjZ/dTM+n8+qgutyuayquFprPL8buIDkZ+fj7QxdlLNsY5lldZiI5SHEm4QJiFLq98D0EG+t0lr/d7jdQqzThLaUQjpylVIrgBUAc4ZQ9dBu9tc11llCksgyEH/84x/50pe+REpKCjk5OSxcuJDm5ma2bNnCHXfcQVpaGgBTp07lyJEjdHV1sXDhQgBuv/12br75ZgAuv/xyli1bxmc/+1k++9nPxn2cwuAILKFuikfZxjLWNq+1alzFirfTa802X9tiTAr1uD2gkba1wrCQMBeW1vrTWutLQ7zCiQcYlsW5tuXZwJ4I60N97jqtdYHWuuCcc84Z0newi4hJPP4gL7nkElpbW4PWhwtuDtTa+c1vfsN9991Ha2sr8+bNo7e3d9BjFRKLUor0ienkT8+nu7ebwhmFZEzIiHl/jbZcYB63h8zUTGqX1spcD2FYGGlpvC8BtyilJiqlzgPOB5qAZuB8pdR5SqkJGIH2lxI9GPPp0E48slg++clPcvLkSZ544glrXXNzM5mZmfzkJz+hr6+PAwcO8Nprr1FUVMTixYt5+umnrTa1hw4dIj09nczMTF5/3ZiN/KMf/YiFCxfi8/nYtWsX1157LQ8//LDVYEoYuVRdW0Xr11opcZfQvLeZrlOxux0zUzOpuraK2qW11C6ppXJRpcQ7hGEjKTEQpdTngDXAOcBvlFJerfUSrfU2pdRPgbeBXuA+rY0ZU0qplcBGIAV4Wmu9LZFjNMXDjHnYYyAwNEtEKcUvfvELSktL+d73vkdqaipz586ltraWY8eOkZeXh1KKhx9+mOnTp7N06VK8Xi8FBQVMmDCBG264gX/7t3/jueee4+6776a7u5uPfOQjPPPMM/T19XHrrbdy5MgR4zuUlZGREfsTrZAcXC4X1YurresrFs6ecDYPfupBIHpzMEFIBFLOPQJmdzlTLExRyUjNkKc7G1LOfehorSnZUMKapjUx7+Mp8jgyrQQhXsRazn2kZWGNKCoXVTriD1IGQkgE9iq+s6bMouNYB1rroC6GLlz48AEwLW2axDiEpDPSYiAjDnENCInGrOJb4i5hV9kuTn7nJD2reph51kwmj5/MffPu49S3T3HqO6fIz8ln5lkzubvgbqqurUr20IUxjlgggjACsFu7SilcLhft5e2OdQCtK1ody4KQTMakgEhBufhxJsfQhptQ1m7gusC5JIKQTMbc1ZiamsrBgwflxhcHtNYcPHiQ1NTY+l4IgnBmMeYskNmzZ9Pe3s6BAweSPZQzgtTUVGbPnp3sYQiCkATGnICMHz+e8847L9nDEARBGPWMOReWIAiCEB9EQARBEIRBIQIiCIIgDIozupSJUuoAsGOIh8kGOuMwnDMJOSfByDkJRs5JMKPlnORqraOWMz+jBSQeKKVaYqkJM5aQcxKMnJNg5JwEc6adE3FhCYIgCINCBEQQBEEYFCIg0VmX7AGMQOScBCPnJBg5J8GcUedEYiCCIAjCoBALRBAEQRgUIiA2lFI3K6W2KaV8SqmCgPe+pZTarpT6q1JqiW39Uv+67Uqpbw7/qIcPpVSlUmq3Usrrf91gey/k+RkLjKVrIBJKqQ+UUn/xXxst/nVTlVIvK6Xe9f/MTPY4E4lS6mml1H6l1Fu2dSHPgTKo9183byqlrkjeyAeHCIiTt4B/Al6zr1RKXQzcAlwCLAUeVUqlKKVSgB8A1wMXA1/yb3smU6O1zve/fgvhz08yBzlcjNFrIBLX+q8N8wHsm8ArWuvzgVf8y2cyz2L8DdgJdw6uB873v1YAjw3TGOOGCIgNrfU7Wuu/hnjrJuAFrfVJrfXfge1Akf+1XWv9vtb6FPCCf9uxRrjzMxaQayAyNwHP+X9/DvhsEseScLTWrwGHAlaHOwc3Af9XGzQAGUqpGcMz0vggAhIbs4BdtuV2/7pw689kVvrN7adt7oixeB5MxvJ3D0QDm5RSrUqpFf51OVrrvQD+n9OSNrrkEe4cjPprZ8yVc1dK/R6YHuKtVVrr/w63W4h1mtACPKrT2iKdHwwT+0GM7/gg8AiwnPDnZywwlr97IJ/QWu9RSk0DXlZK/W+yBzTCGfXXzpgTEK31pwexWztwrm15NrDH/3u49aOSWM+PUuoJ4Nf+xUjn50xnLH93B1rrPf6f+5VSv8Bw73UopWZorff63TP7kzrI5BDuHIz6a0dcWLHxEnCLUmqiUuo8jKBXE9AMnK+UOk8pNQEjkPxSEseZUAL8s5/DSDqA8OdnLDCmroFwKKUmK6WmmL8DizGuj5eA2/2b3Q6Es/LPZMKdg5eAr/izseYDR0xX12hhzFkgkVBKfQ5YA5wD/EYp5dVaL9Fab1NK/RR4G+gF7tNa9/n3WQlsBFKAp7XW25I0/OHgYaVUPoaZ/QHwdYBI5+dMR2vdO8augXDkAL9QSoFxX/mx1nqDUqoZ+KlS6k5gJ3BzEseYcJRS/w9YBGQrpdqBCuB7hD4HvwVuwEg66QbuGPYBDxGZiS4IgiAMCnFhCYIgCINCBEQQBEEYFCIggiAIwqAQAREEQRAGhQiIIAiCMChEQAQhASil+vxVad9SSv1MKZXmXz9dKfWCUuo9pdTbSqnfKqUu8L+3QSnVpZT6deSjC8LIQAREEBLDCX9V2kuBU8Ddypgk8Qtgs9b6o1rri4FvY8yhAPg+cFtyhisIA0cERBASz+vAx4BrgdNa68fNN7TWXq316/7fXwGOJmeIgjBwREAEIYEopcZh9H34C3Ap0JrcEQlC/BABEYTEMEkp5QVaMMpXPJXk8QhC3JFaWIKQGE5orfPtK5RS24AvJGk8ghB3xAIRhOHjD8BEpdTXzBVKqUKl1MIkjkkQBo0IiCAME9qoXPo54Dp/Gu82/v/27piIYQAGguA/NhemFT6GYSoBksYAMt+42UWg7kaNlHzy/IBoeye5khxtv23P14aFP7jGC8DEBgLAREAAmAgIABMBAWAiIABMBASAiYAAMBEQACY/0Ad5PVJF+dcAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pca = PCA(n_components=2)\n",
+    "dataIn2D = pca.fit_transform(X_train)\n",
+    "plotPrincipalComponents(dataIn2D, 2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### DATA IN 3D"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pca = PCA(n_components=3)\n",
+    "dataIn3D = pca.fit_transform(X_train)\n",
+    "plotPrincipalComponents(dataIn3D, 3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# PRINCIPAL COMPONENT ANALYSIS\n",
+    "Principal Component Analysis is a technique used in order to reduce the dimensionality of a dataset while preserving as mush information as possible. Data is reprojected in a lower dimensional space, in particular we need to find a projection that minimizes the squared error in reconstructing the original data. <br>\n",
+    "\n",
+    "![Principal Component Analysis](https://sebastianraschka.com/images/faq/lda-vs-pca/pca.png)\n",
+    "\n",
+    "<br>\n",
+    "There are 3 different technique in order to apply PCA:\n",
+    "1. **Sequential**  \n",
+    "2. **Sample Covariance Matrix**\n",
+    "3. **Singular Value Decomposition (SVD)** <br>\n",
+    "\n",
+    "I'll explain the Sample Covariance Matrix technique:\n",
+    "* The first thing to do is to standardize the data, so for each sample we need to substract the mean of the full dataset and then divide it by the variance, so as having an unitary variance for each istance. This last process is not completly necessary but it is usefull to let the CPU work less.\n",
+    "$$\n",
+    "    Z = \\frac{X-\\mu}{\\sigma^2} \n",
+    "$$\n",
+    "<br>\n",
+    "* Then we need to compute Covariance Matrix, given data { $x_1 ,x_2, ..., x_n$ } with $n$ number of samples, covariance matrix is obtained by:<br><br>\n",
+    "$$\n",
+    "\\Sigma = \\frac {1}{n}\\sum_{i=1}^n (x_i - \\bar{x})(x - \\bar{x})^T $$    $\\;\\;$  where  $$\\bar{x} = \\frac {1}{n}\\sum_{i=i}^n x_i $$ <br>\n",
+    "Or simply by multiplying the standardized matrix Z by it self transposed<br>\n",
+    "$$ COV(X) = Z Z^T $$<br>\n",
+    "\n",
+    "* Principal Components will be the eigenvectors of the Covariance Matrix sorted in order of importance by the respective eigenvalues.<br>**Larger eigenvalues $\\Rightarrow$ more important eigenvectors.**<br> They represent the most of the useful information on the entire dataset in a single vector"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "_kg_hide-input": true
+   },
+   "outputs": [],
+   "source": [
+    "def showPCA(image,X2, X10, X50):\n",
+    "    fig = plt.figure(figsize=(15,15))\n",
+    "    ax1 = fig.add_subplot(1,4,1)\n",
+    "    ax1.axis('off')\n",
+    "    ax1.set_title('Original image')\n",
+    "    plt.imshow(image)\n",
+    "    ax1 = fig.add_subplot(1,4,2)\n",
+    "    ax1.axis('off') \n",
+    "    ax1.set_title('50 PC')\n",
+    "    plt.imshow(X50)\n",
+    "    ax1 = fig.add_subplot(1,4,3)\n",
+    "    ax1.axis('off') \n",
+    "    ax1.set_title('10 PC')\n",
+    "    plt.imshow(X10)\n",
+    "    ax2 = fig.add_subplot(1,4,4)\n",
+    "    ax2.axis('off') \n",
+    "    ax2.set_title('2 PC')\n",
+    "    plt.imshow(X2)\n",
+    "    plt.show()\n",
+    "\n",
+    "def computePCA(n, im_scaled, image_id):\n",
+    "    pca = PCA(n)\n",
+    "    principalComponents = pca.fit_transform(im_scaled)\n",
+    "    im_reduced = pca.inverse_transform(principalComponents)\n",
+    "    newImage = scaler.inverse_transform(im_reduced[image_id])\n",
+    "    return newImage\n",
+    "\n",
+    "def showVariance(X_train):\n",
+    "    #Compute manually the principal components\n",
+    "    cov_matr=np.dot(X_train, X_train.T)\n",
+    "    eigval,eigvect=np.linalg.eig(cov_matr)\n",
+    "\n",
+    "    index=np.argsort(eigval)[::-1] #take in order the index of ordered vector (ascending order)\n",
+    "\n",
+    "    #eigvect[:,i] is associated to eigval[i] so \n",
+    "    eigvect=eigvect[:,index]\n",
+    "    eigval=eigval[index]\n",
+    "\n",
+    "    n_PC=[]\n",
+    "    var_explained=[]\n",
+    "    var_temp=[]\n",
+    "    var_tmp=0\n",
+    "    for i in range(10):\n",
+    "        var_tmp=var_tmp+eigval[i]\n",
+    "        n_PC.append(i)\n",
+    "        var_temp.append(eigval[i]/(eigval.sum())*100)\n",
+    "        var_explained.append(var_tmp/(eigval.sum())*100)\n",
+    "\n",
+    "    fig, ax = plt.subplots(figsize=(8,8))\n",
+    "\n",
+    "    ind = np.arange(10)    \n",
+    "    width = 0.35         # the width of the bars\n",
+    "    p1 = ax.bar(ind, var_temp, width, color='b')\n",
+    "    p2 = ax.bar(ind + width, var_explained, width, color='r')\n",
+    "\n",
+    "    ax.legend((p1[0], p2[0]), ('Individual explained variance', 'Cumulative explained variance'))\n",
+    "\n",
+    "    ax.set_title('Variance explained using PCs')\n",
+    "    ax.set_xticks(ind + width / 2)\n",
+    "    ax.set_xticklabels(('1', '2', '3', '4', '5', '6', '7', '8', '9', '10'))\n",
+    "\n",
+    "    plt.xlabel('Number of PC')\n",
+    "    plt.ylabel('Variance exaplained in %')\n",
+    "\n",
+    "    ax.autoscale_view()\n",
+    "\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## PCA EXAMPLE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "image_id = 2\n",
+    "image = X_t[image_id]\n",
+    "\n",
+    "#Compute PCA\n",
+    "X_2 = computePCA(2, X_train,image_id)\n",
+    "X_10 = computePCA(10, X_train,image_id)\n",
+    "X_50 = computePCA(50, X_train,image_id)\n",
+    "\n",
+    "#Reshape in order to plot images\n",
+    "X2 = np.reshape(X_2, (dim,dim,3)).astype(int)\n",
+    "X10 = np.reshape(X_10, (dim,dim,3)).astype(int)\n",
+    "X50 = np.reshape(X_50, (dim,dim,3)).astype(int)\n",
+    "\n",
+    "#Plot\n",
+    "showPCA(image, X2, X10, X50)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### COMMENT\n",
+    "From those images is possible to understand how considering only a sample and obtaining its principal components from the whole dataset, it's possible for **us** to classify easly the fruit just considering a low number dimension instead of all. This means a lot of data less.<br>\n",
+    "Obviously for a classification algorithm accuracy of the classification will be lower but instead training time will be faster, if the classes were linearly separable the accuracy could be satisfactory."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## VARIANCE EXPLAINED USING PC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "showVariance(X_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### COMMENT\n",
+    "\n",
+    "As we can see from this graph the first PC captures only 16-17% of variance, using first two the percentage of information captured is less than **30%**. \n",
+    "\n",
+    "In the next section I'll perform also classification using only first two dimension, this is not to get a good accuracy, because with so low information classifiers will not be able to learn so much, but instead is made in order to show **decision boundaries** of classifiers when using two dimensions. \n",
+    "\n",
+    "\n",
+    "Using first 10PC, variance captured is **40%**, not a bad results considering that the dataset has hundreds of dimension.\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# BINARY CLASSIFICATION\n",
+    "Let's start now to classify our dataset, firstly we take only two class in order to perform a classic binary classification, at the end the entire dataset (or a sub-part of it) will be classified. \n",
+    "I'll use 3 different technique: **SVM**, **K-NN**, **Decision Tree**.<br>\n",
+    "At the end of the Binary Classification there will be a comparison between all the methods."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## K-FOLD CROSS VALIDATION\n",
+    "\n",
+    "Dataset is divided yet in Training and Test set by the authors of the dataset it self.<br>\n",
+    "In proportion approximately **75% Training images, 25% Test images**.<br>\n",
+    "Models will be trained considering only Training set and then Test set will be used in order to evaluate their performance in terms of accuracy.<br>\n",
+    "This approach not always the best choice, because due to sample variability between training and test set, our model could gives a better prediction on training data but fail to generalize on test data; and the subset choosen could have bias and not be representative of the entire dataset.\n",
+    "\n",
+    "From this problem comes the technique of **Cross-validation**.<br>Cross-validation is a statistical technique which involves **partitioning the data into subsets**, **training the data on a subset and use the other subset to evaluate the model’s performance.**\n",
+    "To reduce variability we perform multiple rounds of cross-validation with different subsets from the same data.\n",
+    "We combine the results from these multiple rounds to come up with an estimate of the model’s predictive performance.<BR>\n",
+    "Cross-validation will give us a more accurate estimate of a model’s performance.\n",
+    "    \n",
+    "**K-FOLD Cross Validation** in particular involves randomly dividing the dataset into k groups or folds of approximately equal size.<br> The first fold is kept for testing and the model is trained on k-1 folds.<br>\n",
+    "The process is repeated K times and each time different fold or a different group of data points are used for validation.<BR>\n",
+    "![](https://i.imgur.com/WPHsss9.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<br>\n",
+    "# SUPPORT VECTOR MACHINES\n",
+    "A Support Vector Machine (SVM) is a supervised classification method, that after a training\n",
+    "phase can identify if a new point belongs to a class or another with the highest\n",
+    "mathematically accuracy.\n",
+    "It's a binary classification method, but using an approach called One vs All is possible to use SVM for multi-class classification.\n",
+    "\n",
+    "If a dataset is linearly separable it means that we could use a Hard margin approach, or rather find the two parallel hyperplanes that separate the two classes of data, so that the distance between them is as large as possible and so we are being able to identify to which class belongs each point of the dataset. But mostly of the time datasets are not linearly\n",
+    "separable and so we can take two ways, one is to continue using a Linear approach using Soft Margin, or simplifying, admitting some misclassification. While the second way is to use a Non-Linear Kernel (that must satisfy Mercer Condition) or rather a mapping of the data on a higher dimensional space, where the data is linearly separable and the classification task can be solved easly,without even need to calculate the points projections.\n",
+    "\n",
+    "\n",
+    "General solution | Optimal solution\n",
+    "- | - \n",
+    "![](https://cdn-images-1.medium.com/max/720/0*9jEWNXTAao7phK-5.png) | ![](https://cdn-images-1.medium.com/max/720/0*0o8xIA4k3gXUDCFU.png)\n",
+    "\n",
+    "<br><br>\n",
+    "\n",
+    "If we want to use a Linear Soft-Margin approach the optimization task is to find a  margin that should be as big as possible and we need then to add a penalty if a point is misclassified.\n",
+    "This is made by adding to the optimization problem another term of Loss, regularizated by a slack variable C. This term will say how well we want to fit our data and how many mistakes we grant to do.\n",
+    "\n",
+    "The Loss function used  for this problem is the Hinge Loss. <br>\n",
+    "\n",
+    "$$ L(y, f(x)) = \\max ( 0 , 1 - y · f(x) ) $$\n",
+    "\n",
+    "![Hinge Loss Function](https://i.stack.imgur.com/Ifeze.png)\n",
+    "\n",
+    "<br>\n",
+    "The optimization problem to solve will be: \n",
+    "\n",
+    "$$ minimize \\frac{1}{2} ||{w}||^2 + C \\sum_{i=1}^n \\xi_i  \n",
+    "   \\;\\;\\;,\\;subject\\;to\\;\\;\\;y_i[x_i·w + b] \\geq 1 - \\xi_i $$\n",
+    "\n",
+    "<br> Where $\\frac{1}{||w||}$ is margin size, C our hyperparameter and $\\xi_i$ the distance from the point to the boundarie line.<br>\n",
+    "\n",
+    "At the end we need to find the right trade-off between margin and penalty.\n",
+    "So, the only parameter that we can choose is C because the optimization problem and the calculus are committed to the calculators.<br> Kernel type could be set to linear if the problem is linearly separable, otherwise a Gaussian kernel (RBF) fit well most of the time. Gamma is a kernel hyperparameter that tries to exactly fit the training data."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### LINEAR SVM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with SVM: 97.59%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "svm = SVC(gamma='auto', kernel='linear', probability=True)\n",
+    "svm.fit(X_train, y_train) \n",
+    "y_pred = svm.predict(X_test)\n",
+    "\n",
+    "#Evaluation\n",
+    "precision = metrics.accuracy_score(y_pred, y_test) * 100\n",
+    "print(\"Accuracy with SVM: {0:.2f}%\".format(precision))\n",
+    "cm , _ = plot_confusion_matrix(y_test, y_pred,classes=y_train, normalize=True, title='Normalized confusion matrix')\n",
+    "plt.show()\n",
+    "\n",
+    "# calculate the FPR and TPR for all thresholds of the classification\n",
+    "probs = svm.predict_proba(X_test)\n",
+    "probs = probs[:, 1]\n",
+    "svm_fpr, svm_tpr, thresholds = metrics.roc_curve(y_test, probs)\n",
+    "svm_auc = metrics.roc_auc_score(y_test, probs)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### SVM + K-FOLD"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with SVM and K-FOLD CROSS VALIDATION: 1.00 (+/- 0.00)\n"
+     ]
+    }
+   ],
+   "source": [
+    "pred_kfold = cross_val_score(svm, X, y, cv=5) \n",
+    "print(\"Accuracy with SVM and K-FOLD CROSS VALIDATION: %0.2f (+/- %0.2f)\" % (pred_kfold.mean(), pred_kfold.std() * 2))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### LINEAR SVM + PCA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with SVM considering only first 2PC: 13.55%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pca = PCA(n_components=2)\n",
+    "X_train2D = pca.fit_transform(X_train)\n",
+    "X_test2D = pca.fit_transform(X_test)\n",
+    "\n",
+    "svm.fit(X_train2D, y_train) \n",
+    "test_predictions = svm.predict(X_test2D)\n",
+    "precision = metrics.accuracy_score(test_predictions, y_test) * 100\n",
+    "print(\"Accuracy with SVM considering only first 2PC: {0:.2f}%\".format(precision))\n",
+    "\n",
+    "#Plotting decision boundaries\n",
+    "plot_decision_regions(X_train2D, y_train, clf=svm, legend=1)\n",
+    "plt.xlabel('PC1')\n",
+    "plt.ylabel('PC2')\n",
+    "plt.title('Linear SVM Decision Boundaries')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### KERNEL SVM + PCA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with Not-Linear SVM considering only first 2PC: 54.52%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "svm_with_kernel = SVC(gamma=0.01, kernel='rbf', probability=True)\n",
+    "svm_with_kernel.fit(X_train2D, y_train) \n",
+    "y_pred = svm_with_kernel.predict(X_test2D)\n",
+    "precision = metrics.accuracy_score(y_pred, y_test) * 100\n",
+    "print(\"Accuracy with Not-Linear SVM considering only first 2PC: {0:.2f}%\".format(precision))\n",
+    "\n",
+    "#Plotting decision boundaries\n",
+    "plot_decision_regions(X_train2D, y_train, clf=svm_with_kernel, legend=1)\n",
+    "plt.xlabel('PC1')\n",
+    "plt.ylabel('PC2')\n",
+    "plt.title('Kernel SVM Decision Boundaries')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<br> \n",
+    "# K-NEAREST NEIGHBOR\n",
+    "\n",
+    "K-NN is a supervised learning method that considers the K closest training examples to the point of interest for predicting its class. The point is assigned to the class that is closest. <br>\n",
+    "Could be applied different distance metrics such as: Euclidian, Weighted, Gaussian, etc.\n",
+    "Steps are pretty easy:<br>\n",
+    "\n",
+    "*  Receive an unclassified data\n",
+    "\n",
+    "*  Measure the distance with choosen metrics from the new data to all others data that are already classified.\n",
+    "\n",
+    "*  Gets the K smaller distances\n",
+    "\n",
+    "*  Check the list of classes that had the shortest distance and count the amount of each class that appears\n",
+    "\n",
+    "*  Takes as correct class the class that appeared the most times\n",
+    "\n",
+    "*  Classifies the new data with the class that you took in previous step \n",
+    "<br>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with K-NN: 98.80%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUMAAAEYCAYAAADGepQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XecFdX5x/HPd3dBUJAilgAqIBaKCgL2GrtiiZHYI8FoYmKP3VhjNyYaNTEaFdvPrhEVQ2LBqFEpFhAURMRQFIUANoosz++PmcW76+7eC+zee3f3+/Y1L++dOXfmmbu7D+ecOXNGEYGZWVNXUugAzMyKgZOhmRlOhmZmgJOhmRngZGhmBjgZmpkBToZNkqRLJN2Xvt5A0leSSuv4GNMk7VGX+8zhmCdKmp2ez1qrsJ+vJHWry9gKRdIESbsWOo6GwMmwHqSJYLakNTLW/VzSyAKGVa2I+G9EtIqI8kLHsiokNQP+AOyVns/cld1X+vmpdRdd3ZM0VNLl2cpFRK+IGJmHkBo8J8P6Uwacuqo7UcI/p+zWBVoAEwodSDGQVFboGBoa/5HVn+uAMyW1rW6jpO0ljZa0IP3/9hnbRkq6QtKrwDdAt3Td5ZL+kzbjnpK0lqT7JX2R7qNLxj5ulDQ93TZW0k41xNFFUkgqk7Rduu+KZZGkaWm5EknnSvpQ0lxJD0tqn7GfYyR9nG67oLYvRlJLSden5RdIekVSy3TbgWnTbn56zj0yPjdN0pmSxqWfe0hSC0mbAJPSYvMlvZB5XlW+15+nr7tLeindzxxJD2WUC0nd09dtJN0j6fM03t9W/OMkaXAa++8lzZP0kaR9aznvaZLOSuP/WtIdktaV9KykLyU9J6ldRvlHJH2axvhvSb3S9ScARwFnV/wuZOz/HEnjgK/Tn+ny7gpJwyVdn7H/hyTdWdvPqkmJCC91vADTgD2Ax4HL03U/B0amr9sD84BjSGqQR6Tv10q3jwT+C/RKtzdL100BNgLaABOByelxyoB7gLsyYjgaWCvd9hvgU6BFuu0S4L70dRcggLIq51BxzKvS96cBrwOdgdWAvwIPpNt6Al8BO6fb/gAsBfao4fu5Jd13J6AU2D793CbA18Ce6fHPTs+5ecb3OgromH6H7wG/rO48qjuv9Jg/T18/AFxAUiFoAeyYUS6A7unre4AngdbpPicDx6XbBgPfAsen53EiMAtQLb8Xr5PUYjsBnwFvAn3T838BuDij/JD0uKsBNwBvZ2wbSvq7VWX/bwPrAy0zfxfT1+ulx/whSTKdCrQu9N9LsSwFD6AxLnyXDHsDC4C1qZwMjwFGVfnMa8Dg9PVI4LIq20cCF2S8vx54NuP9AZl/LNXENA/YMn19CdmT4V+AZ4CS9P17wO4Z23+QJoIy4CLgwYxtawBLqCYZpslnYUUsVbZdCDxcpexMYNeM7/XojO3XArdWdx7VnReVk+E9wG1A52riCKA7SYJbDPTM2PaLjJ/jYGBKxrbV08+uV8vvxVEZ7x8D/pLx/mTg7zV8tm267zbp+6FUnwyHVPe7mPH+EGA6MIeMfwC8hJvJ9Ski3gWeBs6tsqkj8HGVdR+T1BYqTK9ml7MzXi+s5n2rijeSfiPpvbSJNZ+kNtkhl7gl/QLYFTgyIpalqzcEnkibr/NJkmM5SS2nY2a8EfE1UNMFjA4kNbEPq9lW6XtJjz2dyt/LpxmvvyHjnFfQ2YCAUWmzfEgNsTan8s+q6s9peTwR8U36sraYcvoZSiqVdHXaLfEFSVKriKk21f3eZHqaJMlPiohXspRtUpwM69/FJM2ozD+gWSTJJdMGJLWgCis9nVDaP3gO8BOgXUS0JamhKsfP/g44KCIWZGyaDuwbEW0zlhYRMRP4hKRpVrGP1Uma6NWZAywiae5XVel7kaR0vzOrKZvN1+n/V89Yt17Fi4j4NCKOj4iOJLW9P1f0E1aJ9Vsq/6yq/pzqy5HAQSQtjDYkNV347mdY0+9Htt+bK0j+IfuBpCNWMcZGxcmwnkXEFOAh4JSM1cOBTSQdmXZyH0bS7/Z0HR22NUmf3edAmaSLgDWzfUjS+mmsP42IyVU23wpcIWnDtOzakg5Ktz0KDJS0o6TmwGXU8LuV1vbuBP4gqWNaA9pO0mrAw8D+knZXMlTmNyTN1P+s0Nknx/mcJGkdnR5jCBkJWNIgSZ3Tt/NIkkh5lX2UpzFdIal1eu5nAPetaDwroTXJuc8lSehXVtk+G1ihsZCSdgZ+Bvw0XW6S1Kn2TzUdTob5cRlJPxoAkYyBG0jyxz6XpMk2MCLm1NHxRgDPknT2f0xSE8vWfALYnaT29Ki+u6JcMVTlRmAY8E9JX5JcCNgmPZ8JwK+B/yOpJc4DZtRynDOB8cBo4H/ANSR9k5NILvzcRFIrOwA4ICKW5HjeVR0PnEXyHfeiclIdALwh6av0vE6NiI+q2cfJJLXMqcAr6Tnm4wrsPSQ/u5kkF8ter7L9DqBn2m3x92w7k7Rmus+TImJm2kS+A7grrYE3eUo7Vc3MmjTXDM3McDI0MwOcDM3MACdDMzMguXvAVpDKWoaaty50GE1O3x4bFDqEJunNN8fOiYi162JfpWtuGLF0YdZysfDzERGxT10cM1dOhitBzVuz2qY/KXQYTc6rb9xc6BCapJbNVPVuqZUWSxfm9Lez6O1bcrpbqi45GZpZ/khQUqfzCNcZJ0Mzy68inZ7TydDM8qtIb3hxMjSzPHIz2cwsmXPHzWQzM9cMzcwS7jM0M5ObyWZmCDeTzcxcMzQzq1DiPkMza+rcTDYzAzeTzcwqeGiNmTV5nrXGzCzlZrKZmWuGZmYJ9xmaWZPnWWvMzMDNZDOzCq4ZmpnhPkMzM48zNDNLyTVDM2vqhJOhmRlIyFN4mZm5ZmhmBkBJiYfWmFlTp3QpQk6GZpY3Qm4mm5mBm8lmZkDxXkApzhRtZo2Tclyy7UbaR9IkSVMknVvN9g0kvSjpLUnjJO2XbZ+uGZpZ3gitcjNZUilwC7AnMAMYLWlYREzMKPZb4OGI+IuknsBwoEtt+3XN0MzySlLWJYutgSkRMTUilgAPAgdVKRPAmunrNsCsbDt1zdDM8iu3LsMOksZkvL8tIm5LX3cCpmdsmwFsU+XzlwD/lHQysAawR7YDOhmaWf4o56vJcyKif817+Z6o8v4IYGhEXC9pO+BeSb0jYllNB3QyNLO8qoOryTOA9TPed+b7zeDjgH0AIuI1SS2ADsBnNe3UfYZmljcimagh25LFaGBjSV0lNQcOB4ZVKfNfYHcAST2AFsDnte3UNUMzyx+tes0wIpZKOgkYAZQCd0bEBEmXAWMiYhjwG+B2SaeTNKEHR0TVpnQlToZmlld1Meg6IoaTDJfJXHdRxuuJwA4rsk83kxuRPbfvwTtPXMi7T17MmT/b83vbN/hBO4bfejKjHjqPEbefSqd12i7fdvkpBzHmkfMZ88j5HLrXVvkMu8H754h/sEWvTem1WXeuu/bq721fvHgxRx95GL02685O22/Dx9OmATB37lz23mM3OrRtxWmnnJTnqAunDprJ9aLekqGkcklvS3pX0iOSVk/X/6e+jrkiJH1V6BjqUkmJuOHcn3DQSX+m748vZ9A+/dis23qVylx1+o+4/5lRbH3YVVx527NcdvKBAOyzYy/69FifbQ6/mp2P+T2nHbsHrddoUYjTaHDKy8s57ZRf8+RTz/LWuIk88uADvDdxYqUyQ++8g3Zt2zHh/SmcfOrpXHD+OQC0aNGCiy75HVdd8/tChF4wdTDOsF7UZ81wYUT0iYjewBLglwARsX09HrPJGtC7Cx9On8O0mXP5dmk5j4x4k4G7blGpzGbdfsDINyYB8NLoyQzcdXMAenRbj5fHfkB5+TK+WbSE8ZNnsNf2PfJ+Dg3R6FGj2Gij7nTt1o3mzZsz6LDDefqpJyuVefqpJznqmGMBOOTHhzLyheeJCNZYYw122HFHWrRoOv/w5JIIG2MyzPQy0B2+q5FJ2lXSSEmPSnpf0v1KvwVJ/SS9JGmspBGSfpCuP17SaEnvSHoso7Y5VNKtkl6WNFnSwHT9YElPSvpHeh/jxdUFJ+msdL/jJF2ah++jznVcpw0zZs9b/n7m7Hl0WrtNpTLjJ8/k4N37AHDQD7dkzVYtad9mDcZNnsneO/SkZYtmrNV2DXbpvwmd12uX1/gbqlmzZtK583ejPDp16szMmTO/X2b9pExZWRlrtmnD3Llz8xpnMSkpKcm6FCSu+j6ApDJgX2B8NZv7AqcBPYFuwA6SmgE3AYdGRD/gTuCKtPzjETEgIrYE3iMZS1ShC7ALsD9wazquCJJbd44C+gCDJFUayClpL2DjtFwfoJ+knas5jxMkjZE0JpYuXMFvof6pmnGoVS+dnffHJ9ipX3dee+AcdurXnZmz57G0vJznX3+ff7wykReH/oa7r/oZb4z7iKVLaxybahmqu0BZtWaTS5kmpQ4maqgP9Xk1uaWkt9PXLwN3VFNmVETMAEjLdgHmA72Bf6W/MKXAJ2n53pIuB9oCrUgurVd4OB1d/oGkqcBm6fp/RcTc9BiPAzsCmbf57JUub6XvW5Ekx39nBpreCnQbQMnq69R6ib4QZn42n87rfleb67RuO2Z9vqBSmU8+X8DhZ/4NgDVaNufg3fvwxVeLALj2jhFce0fydQ69cjBTptc4NtUydOrUmRkzvrszbObMGXTs2PH7ZaZPp3PnzixdupQvFiygffv2+Q61aBTrPwT56DPsExEnpzdUV7U443U5SXIWMCHjs5tHxF5pmaHASRGxOXApyUDKClUTVGRZX0HAVRnH6x4R1SXuojZmwsd032BtNuy4Fs3KShm091Y8M3JcpTJrtV1j+S/iWUP25u4nXweSiy/t26wBQO+NO9J7444899r7+T2BBqr/gAFMmfIB0z76iCVLlvDIQw+y/8ADK5XZf+CB3H/v3QA8/tij7LLbD4s2IdQ3Kfl9y7YUQjGOM5wErC1pu/Q2mmbAJhExAWgNfJKuOwrI7JwZJOluoCtJk3sSSTN8T0ntgYXAwcCQKscbAfxO0v0R8ZWkTsC3EdGgqkbl5cs4/ZqHeerPv6a0RNz95Ou8N/VTLjxxf96c+F+eeWk8O/ffmMtOPpAIeOXNKZx21cMANCsr5bk7TwPgy68WMeSCuykvdzM5F2VlZfzxxps5YP+9KS8v59jBQ+jZqxeXXXIRW/Xrz8ADDmTwkOMYMvgYem3WnXbt2nPv/Q8u//ym3bvw5RdfsGTJEp4a9neeHv5PevTsWcAzqm/FO+2/sgzKXvkdS19FRKua1kvaFTgzIioudtxMMnp8qKQ+wJ9Ipt4pA26IiNslnQicDXxM0gfZOiIGSxoKzAP6A+sCZ0TE05IGA/uRzFrRHfi/iLi0anySTgV+nob4FXB0RHxY07mVrL5OrLbpT1bl67GVMG/0zYUOoUlq2Uxja5k0YYW0WG+T2PDYm7KWm3ztPnV2zFzVW82wukSYuT4iRgIjM9aflPH6beB7FzEi4i/AX2o45KsRcXo16z/L3Hd18UXEjcCNNezXzOqKkqZyMSrGZrKZNVKCgvUJZtMokmFEDK5h/VCSiy5mViScDM3M3Ew2M0vHVBdpNnQyNLM8Ktw4wmycDM0sr1wzNDNzn6GZmYfWmJkt52aymZlcMzQzS4fWFDqK6jkZmlkeFe+sNU6GZpZXbiabmXlojZmZb8czM1vOzWQzM1wzNDNrmH2Gktas7YMR8UXdh2NmjZka6Kw1E0geq5kZecX7ADaox7jMrJEqqYOqoaR9SJ5bVAr8LSKurqbMT4BLSPLVOxFxZG37rDEZRsT6qxStmVkVqoPb8SSVArcAewIzgNGShkXExIwyGwPnATtExDxJ62Tbb04PkZd0uKTz09edJfVbmZMwMytR9iWLrYEpETE1IpYADwIHVSlzPHBLRMwDyOU56FmTYfo8492AY9JV3wC3Zg3XzKwakrIuQAdJYzKWEzJ20QmYnvF+Rrou0ybAJpJelfR62qyuVS5Xk7ePiK0kvQUQEf+T1DyHz5mZVSJy7jOcU8tD5KvbQVR5XwZsDOwKdAZeltQ7IubXdMBcmsnfSiqpOJiktYBlOXzOzOx76qCZPAPIvKbRGZhVTZknI+LbiPgImESSHGuOK4fYbwEeA9aWdCnwCnBNDp8zM6sshyZyDoOyRwMbS+qatlIPB4ZVKfN3ku49JHUgaTZPrW2nWZvJEXGPpLHAHumqQRHxbrbPmZlVJaB0Fa8mR8RSSScBI0iG1twZERMkXQaMiYhh6ba9JE0EyoGzImJubfvN9Q6UUuBbkqZyTlegzcyqUxd3oETEcGB4lXUXZbwO4Ix0yUkuV5MvAB4AOpK0zf9P0nm5HsDMLFMdNJPrRS41w6OBfhHxDYCkK4CxwFX1GZiZNT7SqjeT60suyfDjKuXKyNIRaWZWk+JMhbVP1PBHkj7Cb4AJkkak7/ciuaJsZrZC6uICSn2prWZYccV4AvBMxvrX6y8cM2vUCtgnmE1tEzXckc9AzKxpKNJcmL3PUNJGwBVAT6BFxfqI2KQe4zKzRqiYm8m5jBkcCtxFch77Ag+TzBJhZrbCinVoTS7JcPWIGAEQER9GxG9Jb3MxM1tRymEphFyG1ixWkqo/lPRLYCaQdaJEM7OqGvo4w9OBVsApJH2HbYAh9RmUmTVeDe5qcoWIeCN9+SXfTfBqZrZSijQX1jro+gm+P2HichFxSL1EZGaNlqQG2Uy+OW9RNDB9emzAy6/dVOgwmpx2255W6BCsDjS4ZnJEPJ/PQMys8RNQ2tCSoZlZfSjSVrKToZnlV4NPhpJWi4jF9RmMmTVuxTzOMJeZrreWNB74IH2/pSRfPTCzlSJlXwohl9vx/gQMBOYCRMQ7+HY8M1sJFc9NzrYUQi7N5JKI+LjK5fDyeorHzBq50uJsJeeUDKdL2hoISaXAycDk+g3LzBojFbDml00uyfBEkqbyBsBs4Ll0nZnZCivSXJjTvcmfkTyx3sxslQgoK9KrybnMdH071dyjHBEn1EtEZtaoNdiaIUmzuEIL4EfA9PoJx8waNTXg2/Ei4qHM95LuBf5VbxGZWaOVDK0pdBTVW5nb8boCG9Z1IGbWNDTYZChpHt/1GZYA/wPOrc+gzKxxarBPx0uffbIlsHa6tIuIbhHxcD6CM7NGJodb8XLpUpS0j6RJkqZIqrFyJulQSSGpf7Z91poMIyKAJyKiPF1qnPnazCwXq3o7Xnrzxy0kjy7uCRwhqWc15VqTPLvpjarbqo0rhzKjJG2Vy87MzGqTNJOzL1lsDUyJiKkRsYTkOe4HVVPud8C1wKJcYqvxsJIq+hN3JEmIkyS9KektSW/msnMzs8pESQ4L0EHSmIwlc1xzJyoP75uRrvvuKFJfYP2IeDrXyGq7gDIK2Ao4ONedmZnVRuQ86HpORNTUz1fdHpZ34UkqAf4IDF6R2GpLhgKIiA9XZIdmZjVSndyONwNYP+N9Z2BWxvvWQG9gZDrb1nrAMEkHRsSYmnZaWzJcW9IZNW2MiD/kErWZWYUVqBnWZjSwsaSuwEySuROOrNgYEQuADsuPKY0EzqwtEULtybAUaEX1VVIzs5WyquMMI2KppJOAESR56s6ImCDpMmBMRAxbmf3Wlgw/iYjLVmanZmbVEbkNYckmIoYDw6usu6iGsrvmss+sfYZmZnVGDfAh8sDueYvCzJqEBvkQ+Yj4Xz4DMbOmoThToR8ib2Z5VqQVQydDM8sfoYbXTDYzqw8N8QKKmVmdK85U6GRoZnmkhvwMFDOzuuRmspkZDfgZKGZmdSW5Ha84s6GToZnlVZG2kp0MzSyfsj/jpFCcDM0sb9xMNjOD5Y8KLUZOhmaWV24mm1mTJzy0xswMSCZrKEZ1MQO3FYl/jfgHfXtvxhY9Nub6667+3vbFixfz06MOZ4seG7Prjtvy8bRpALzw3L/Ycdv+bL3VFuy4bX9GvvhCniNv2PbcbjPeeex83n3iAs489vtzIm+wXjuG//lXjHrgbEb89SQ6rdNm+bYrTjmAsQ+dw1uPnMf1Zx6Sz7ALpkTKuhQkroIcdSVIWk/Sg5I+lDRR0nBJmxQ6rmJRXl7OGaeexOPDhjPmnQk88tCDvPfexEpl7r7rDtq2bcu49z7g16ecxoUXnAvAWh068Mjjwxj15jj+esdQjh/y00KcQoNUUiJuOOdQDjrlr/QddDWD9t6KzbquW6nMVacdxP3PjGbrI67lyttHcNlJAwHYdosubLdlVwYccS39Druafj03YKd+3QtxGnlT0UzOthRCg0iGSm5mfAIYGREbRURP4Hxg3do/2XSMGT2Kbht1p2u3bjRv3pxDf3IYzzz1ZKUyzzw1jKOOORaAHx1yKCNffJ6IYMs+fflBx44A9OzZi8WLFrF48eK8n0NDNKDXhnw4fQ7TZs7l26XlPPLPtxi4y+aVymzWdV1Gjp4MwEtjPmDgzsn2CFiteTOaNytjtWZllJWV8NncL/N+DnmVQ63QNcPa7QZ8GxG3VqyIiLeBVyRdJ+ldSeMlHVaxXdLZ6bp3JF2drusj6XVJ4yQ9Ialduv6UtLY5TtKD+T65ujBr1kw6r995+ftOnToza+bM75fpnDx7u6ysjDZrtmHu3LmVyvz9icfYYsu+rLbaavUfdCPQcZ02zJg9b/n7mZ/Nr9QMBhj/wSwO/uGWABy02xas2aoF7duszhvjp/HvMR/w0T8u46MRl/Hc6+8zadrsvMZfCMphKYSGcgGlNzC2mvWHAH2ALUkeGj1a0r/TdQcD20TEN5Lap+XvAU6OiJfSZ6xeDJwGnAt0jYjFktpWF4CkE4ATANbfYIO6O7M6EhHfW1d1dpBsZSZOnMBF55/Lk8+MqPsAG6nq/nCrfs/n3fAkfzz7xxx9wNa8+uaHzJw9n6VLl9Gtcwc27bou3fe7GIBnbvkVO/R9n1ffmpqHyAsjaSb7Akp92BF4ICLKI2I28BIwANgDuCsivoHk4VaS2gBtI+Kl9LN3Azunr8cB90s6Glha3YEi4raI6B8R/Tt0WLseT2nldOrUmRnTZyx/P3PmjOVN30plZkwHYOnSpSz4YgHt2yf/TsycMYMjBx3CbXfeTbeNNspf4A3czM8W0Hnddsvfd1qnLbM+/6JSmU/mfMHhZ9/Fdkf9nov//AwAX3y9iIN225xR4z/m64VL+HrhEkb85z222bxLPsMvCCn7UggNJRlOAPpVs76mr03A96tBNdsfuCU9xlhJDaXGvFy//gP4cMoHTPvoI5YsWcKjDz/EfgMPrFRmv4EHcP+9dwPwxOOPssuuP0QS8+fP58cHD+SSy69ku+13KET4DdaYif+l+/od2LBje5qVlTJor7488+93K5VZq80ay2vgZ/1sD+4e9gYA0z+dz05bbURpaQllpSXstNVGvP9RU2gmZ/+vEBpKMnwBWE3S8RUrJA0A5gGHSSqVtDZJTW8U8E9giKTV07LtI2IBME/STukujgFeklQCrB8RLwJnA22BVvk6sbpSVlbG9TfcxMED96HfFj055NBB9OzZi99dehHPPDUMgGN/dhz/+9//2KLHxtx84x+57PKrAPjrX25m6odTuObKy9luQF+2G9CXzz77rJCn02CUly/j9Ose46mbfsnbj57HY8+9zXtTP+XCX+zL/jv3AmDn/t0Z99j5jHvsfNZp35pr7vwnAI8//zZTZ85lzIPnMOqBsxn/wSyGvzyhkKeTF8VaM1R1/UjFSFJH4AaS2tsiYBpJf98JwL4kNcHLI+KhtPy5wE+BJcDwiDhfUh/gVmB1YCrwM+Ar4EWgDUmN8r6I+P4gvQxb9esfL782uq5P0bLosP3phQ6hSVo09saxEdG/LvbVY/O+cc+wkVnLbd2tbZ0dM1cNpjkYEbOAn1Sz6ax0qVr+auDqKuveBratZh871kWMZla75GpxcV5AaTDJ0MwagSKetaah9BmaWSNRF32GkvaRNEnSlLRLrOr2MzLGDj8vacNs+3QyNLM8yuVacu3ZUFIpyeiPfYGewBGSelYp9hbQPyK2AB4Frs0WmZOhmeVNHd2bvDUwJSKmRsQS4EHgoMwCEfFixThj4HWgM1k4GZpZfuV2P14HSWMylhMy9tAJmJ7xfka6ribHAc9mC8sXUMwsr3K8mjynlqE11d4FWW3B5K6y/sAu2Q7oZGhmeVUHU3TNANbPeN8ZmFW1kKQ9gAuAXSIi6zRMbiabWf7k0kTOnixHAxtL6iqpOXA4MKzSYaS+wF+BAyMip9upXDM0s7xa1UHXEbFU0knACKAUuDMiJqQzUY2JiGHAdSS31T6S3hf+34g4sMad4mRoZnlUVw+EiojhwPAq6y7KeL3Hiu7TydDM8qtI70BxMjSzvPK9yWZm+LnJZmYJJ0Mza+qk4n0GipOhmeVVcaZCJ0Mzy7cizYZOhmaWR4V7SHw2ToZmljeFfEh8Nk6GZpZfRZoNnQzNLK/cTDYzo2grhk6GZpZHRfx0PCdDM8sbASrSbOhkaGZ5VZyp0MnQzPLMF1DMzKBoq4ZOhmaWV0WaC50MzSx/PGuNmVmF4syFToZmll9FmgudDM0snzxrjZlZOui60FFUr6TQAZiZFQPXDM0sr9xMNjPzRA1mZsXdZ+hkaGZ5pSIdXONkaGZ55ZqhmRlOhmZmQPE2kxURhY6hwZH0OfBxoeNYSR2AOYUOoglqyN/7hhGxdl3sSNI/SL6LbOZExD51ccxcORk2MZLGRET/QsfR1Ph7L36+A8XMDCdDMzPAybApuq3QATRR/t6LnPsMzcxwzdDMDHAyNDMDnAzNzAAnQ7N6I1W+8azqeysuToZNlP8w65ckRXp1UtIBkjqGr1YWNSfDJqIi+UlaT1JLivchZY1CRiI8AzgHaF2xTZL/7oqQJ2poIiIiJB0E/BL4FHhH0kMR8UmBQ2u0JA0ADgV2iYhvJfUHvo6I9zJrjlYc/C9UEyFpC+C3wJFAObAP8KWby3Uno/Zd8Z2uQVIDP1zSn4DrgLGS+joRFh8nw0ZKUjdJl2as6gg8AmwP9AJOjIivgO6FiK+xqVLT20RS64gYCQwD9gT+HhG7AX8CNi9QmFYL34HSSEnqAHwE/CUizpbUDbi25djSAAAJaElEQVQdWAcYGBEfSzoQGAIcGxELChhuoyHpV8BPgQ+BUuCUiPgs3XYkSe38gIj4sHBRWnXcZ9gISSqNiDmSNgJGSyJNiK8CbYCdJX0CXAGc70RYNyTtQNInO5CkeXwE8LikQUA34FxgkBNhcXIybGTS5lq5pOYR8VnaiT9K0kLgYuBoYF/gG+C8iHjanfkrp5rvbRHwWkT8V1Iz4HqgK9AnIp6VtHtEfF6QYC0rJ8NGJr1qvBvwQ0nTgAeAPsCb6eZLgHsltYyIhU6EK6fKOMKDgc9IuiX2lnRcRNyRbgugE4ATYXFzMmxkJG0P/AG4H/gx0BO4C+gPTJHUNiJOI6nF4ES4cjIS4ekkw2dOiIhPJB0O3CdpQ5Jp/gcAvy9cpJYrX0BpRNI+wpuAByLiXkldgEHAWhFxrqR1gV4R8UIBw2w00u/7NuDHETFfUllELJXUi+QiSjlwf0RMKGiglhPXDBuXzkBz4BhJwyNimqTHgYcl3Z523M9203jlVPO9LQFaAusC8yNiabp+dkSck/cAbZV4nGEDljHIt5ukbhHxEnAmMB44W1J7YBnJlc1vKz7nRLjiqvQRtpG0ZkRMB14BtpLUKd12FHCVpFYFDNdWgpvJDZykfYA/k3TeLyNJhmsBJwGbAlOAP0XE8wULshGRdCawA9AFuJRkyMyG6f8nAwcAB0fExELFaCvHybABk7QpcCFwXUS8I+kqkqby6cAPSPqtllU02dw8XnGS+pEMnp4MbAVcDewB7AfsBLwKjCH5h2dt4CWPI2yY3ExugCSVSGoHXAL0BtYEiIjzgNWAiyJiPPAM0FbSBelAbCfCFSBpf+BOoAfQiiTZTYqILyLiQZJb7S4CiIinIuJOJ8KGy8mwAanoI4yIZRExj6SWMhHYRtImabH7SfsH03tj7wVuj4jy/EfccEnaBbiRZMjM3RExA5gELJO0DUBEjCCpGa6TfsaTXjRgbiY3EBVNXEm7k9z4PxZ4EViP5DavlsAbJLeAXRwRwwoWbCOQzkNYHhE3ZgyZaUMyN2Ep8DnJOMILSabomlHAcK0OuGbYQKSJcH+SW7wmkUywcB3wFUlzeRnJrV/nOhGuvIzaXVeSZjFAuaSS9B7u64Avgc1I+gwPdCJsHJwMGwhJa5NMAPAjkslZO6X/v4RkvNuFQAtgc0nrFyjMBi+jX/UJYFtJ/TKG1JSl3RNfA9cCv/KA6sbDybCIZfZBpfe1XkqS8C4F9ieZn3Br4KqIeB+4j2R+wq/zH22j8wbJGMLD0oS4LG0qHw4cAyyMiMWFDdHqku9AKVIZfYS7kkzMuiQiHpXUFpgVEdPTQdWvkzTdiIjnJf0nIhYWLvLGISK+lnQ7cBzwB0mjSe7nPhQ4NB1wbY2IL6AUMUkDSZrBNwEnA/dFxA2S3gOmkUzCcGJEDE/7tJYVLNhGSsnDs/qRjC38BHgxIiYXNiqrD64ZFilJzYHDSQb37krSL/gYQET0SId+LIiIt9N1ToT1IK1lv5Iu1og5GRavUmAp8BtgG5Kp+adL+hHwSXofspnVEV9AKRIZky5sIGm1tEYyEvgFcGVEfCBpR+AqkqmhzKwOuc+wCGRcLNkXuIZk1uS/AaOBvUnuNX6cpMl8XkQ8XbBgzRopJ8MikT6r5BySYTNbAjuS3GXyIMmjPUuBRREx1hMumNU99xkWSHov8Q4RcVc6XOY3QKd0goXxkhaR3HbXAngo0sdNgucjNKsP7jMsnCXAB5LWiYj5wK1Ac0m/BYiIR0nuPe5LMhONmdUjN5PzTNJ6JFNufR4R8yTNJnnQ+yXpBZJTgbERcXVF+Yj4tIAhmzUJbibnkaTNgHuABcD09A6HbYBXJH0VEb9PHy15gaRmEfE7YHYBQzZrMpwM80RST5K5Bs8APgAOBo6PiCGS9gD+LWlZRPwhnbH6a3D/oFm+OBnmT3tgy4h4EUDSv4CBkjpFxPuSdgDGpTXCawoaqVkT5AsoeRIRrwD7SZqarupJ8v1/md5X/AHJkJqxhYrRrCnzBZQ8k7Qf8DDwPrBzRHwjqYTkZ1GelvE4QrM8c80wzyJiOHAgsF5EfJOuLsl8RokToVn+ORkWQES8APxc0meS2kXE0kLHZNbUuZlcQGmT+Zv0KXZmVkBOhkXAfYRmhedkaGaG+wzNzAAnQzMzwMnQzAxwMrRaSCqX9LakdyU9Imn1VdjXrpKeTl8fKOncWsq2lfSrlTjGJZLOzHV9lTJDJR26AsfqIundFY3RipeTodVmYUT0iYjeJPMv/jJzoxIr/DsUEcMqpiirQVtghZOh2apwMrRcvQx0T2tE70n6M/AmsL6kvSS9JunNtAbZCkDSPpLel/QKcEjFjiQNlnRz+npdSU9IeiddtgeuBjZKa6XXpeXOkjRa0jhJl2bs6wJJkyQ9B2ya7SQkHZ/u5x1Jj1Wp7e4h6WVJk9NnViOpVNJ1Gcf+xap+kVacnAwtK0llwL7A+HTVpsA9EdGXZKqx3wJ7RMRWwBjgDEktgNuBA4CdgPVq2P2fgJciYktgK2ACcC7wYVorPUvSXsDGwNZAH6CfpJ0l9SN5tnRfkmQ7IIfTeTwiBqTHew84LmNbF2AXYH/g1vQcjiN5PvWAdP/HS+qaw3GsgfEUXlablpLeTl+/DNwBdAQ+jojX0/XbkszA82r6tNPmwGvAZsBH6Ww8SLoPOKGaY/wQ+ClAen/2AkntqpTZK13eSt+3IkmOrYEnKu7xljQsh3PqLelykqZ4K2BExraHI2IZyeMYpqbnsBewRUZ/Ypv02JNzOJY1IE6GVpuFEdEnc0Wa8L7OXAX8KyKOqFKuD1BXI/oFXBURf61yjNNW4hhDgYMj4h1Jg4FdM7ZV3Vekxz45IjKTJpK6rOBxrci5mWyr6nVgB0ndASStnj75732gq6SN0nJH1PD554ET08+WSloT+JKk1ldhBDAkoy+yk6R1gH8DP5LUUlJrkiZ5Nq2BTyQ1A46qsm2QpJI05m7ApPTYJ6blkbSJpDVyOI41MK4Z2iqJiM/TGtYDkiqe4vfbiJgs6QTgGUlzgFeA3tXs4lTgNknHAeXAiRHxmqRX06Erz6b9hj2A19Ka6VfA0RHxpqSHgLeBj0ma8tlcCLyRlh9P5aQ7CXgJWBf4ZUQskvQ3kr7EN5Uc/HOSRzZYI+N7k83McDPZzAxwMjQzA5wMzcwAJ0MzM8DJ0MwMcDI0MwOcDM3MAPh/Fja5LQAMYzkAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "knn = KNeighborsClassifier(n_neighbors=2)\n",
+    "knn.fit(X_train, y_train)\n",
+    "y_pred = knn.predict(X_test)\n",
+    "#Evaluation\n",
+    "precision = metrics.accuracy_score(y_pred, y_test) * 100\n",
+    "print(\"Accuracy with K-NN: {0:.2f}%\".format(precision))\n",
+    "cm , _ = plot_confusion_matrix(y_test, y_pred, classes=y_train, normalize=True, title='Normalized confusion matrix')\n",
+    "plt.show()\n",
+    "\n",
+    "# calculate the FPR and TPR for all thresholds of the classification\n",
+    "probs = knn.predict_proba(X_test)\n",
+    "probs = probs[:, 1]\n",
+    "knn_fpr, knn_tpr, thresholds = metrics.roc_curve(y_test, probs)\n",
+    "knn_auc = metrics.roc_auc_score(y_test, probs)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with K-NN and K-FOLD CROSS VALIDATION: 1.00 (+/- 0.00)\n"
+     ]
+    }
+   ],
+   "source": [
+    "#KNN + K-FOLD\n",
+    "pred_kfold = cross_val_score(knn, X, y, cv=5) \n",
+    "print(\"Accuracy with K-NN and K-FOLD CROSS VALIDATION: %0.2f (+/- %0.2f)\" % (pred_kfold.mean(), pred_kfold.std() * 2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "_kg_hide-input": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#CHANGING VALUES OF N\n",
+    "accuracy_train = []\n",
+    "accuracy_test = []\n",
+    "\n",
+    "for i in range(1,15):   #check all possible values for 1 to 15\n",
+    "    k_nn = KNeighborsClassifier(n_neighbors=i)\n",
+    "    k_nn.fit(X_train,y_train)\n",
+    "    pred_i = k_nn.predict(X_test)\n",
+    "    accuracy_train.append(k_nn.score(X_train,y_train)*100)\n",
+    "    accuracy_test.append(k_nn.score(X_test,y_test)*100)\n",
+    "    \n",
+    "accuracy_train_array=np.asarray(accuracy_train)\n",
+    "accuracy_test_array=np.asarray(accuracy_test)\n",
+    "    \n",
+    "plt.figure(figsize=(10,6))\n",
+    "plt.plot(range(1,15),accuracy_train_array, label='Training_Accuracy', color='blue')\n",
+    "plt.plot(range(1,15),accuracy_test_array, label='Testing_Accuracy', color='red')\n",
+    "plt.legend()\n",
+    "plt.title('Accuracy vs K value')\n",
+    "plt.xlabel('K')\n",
+    "plt.ylabel('Accuracy%')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### COMMENT\n",
+    "\n",
+    "From this graph is possible to understand how the best value of K is equal to **2**, because the Test Accuracy reaches the best accuracy score and then start decreasing. \n",
+    "\n",
+    "Training accuracy still maintain 100% accuracy starting decreasing for last numbers of K "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with K-NN considering only first 2PC: 13.86%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#K-NN + PCA\n",
+    "knn.fit(X_train2D, y_train)\n",
+    "y_pred = knn.predict(X_test2D)\n",
+    "precision = metrics.accuracy_score(y_pred, y_test) * 100\n",
+    "print(\"Accuracy with K-NN considering only first 2PC: {0:.2f}%\".format(precision))\n",
+    "\n",
+    "#Plotting decision boundaries\n",
+    "plot_decision_regions(X_train2D, y_train, clf=knn, legend=1)\n",
+    "plt.xlabel('PC1')\n",
+    "plt.ylabel('PC2')\n",
+    "plt.title('K-NN Decision Boundaries')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# DECISION TREE\n",
+    "In a decision tree each intermediate node of the tree contains splitting attributes used to build different paths, while leaves contains class labels.\n",
+    "\n",
+    "There are differt algorithms to build a decision tree, all are made with a greedy approach, optimal locally.<br>The most famous is **Hunt's algoritm**. <br>\n",
+    "\n",
+    "![](https://cdn-images-1.medium.com/max/880/0*QctkHiOX2G2pvfD_.jpg)\n",
+    "\n",
+    "Strarting from an empty tree, we need to find iteratively best attribute on which split the data locally at each step. If a subset contains records that belongs to the same class then the leaf containing such class label is created, otherwise if a subset is empty is assigned to default to mayor class.\n",
+    "\n",
+    "Critical points of decision trees are test condition, the selection of the best attribute and the splitting condition. \n",
+    "For the selection of the best attribute is generally choosen the attribute that generate homogeneus nodes. \n",
+    "There are different metrics in order to find the best splitting homogenity, the most common are:\n",
+    "* **GINI IMPURITY INDEX**: Given **$n$** classes and $p_i$ the fraction of items of class $i$ in a subset p, for $i$∈{1,2,...,n}. Then the GINI index is defined as: $$ GINI = 1 − \\sum_{i=1}^n p_i^2 $$\n",
+    "\n",
+    "* **INFORMATION GAIN RATIO**: The information gain is based on the decrease of entropy after a data-set is split on an attribute. Constructing a decision tree is all about finding attribute that returns the highest information gain (i.e., the most homogeneous branches).<br>Entropy is defined as $H(i) = -\\sum_{i=1}^n p_i\\log_2 p_i $.<br> So then Information gain is defined as: \n",
+    "\n",
+    "$$ IG = H(p) - H(p,i)  = H(p) - \\sum_{i=1}^n \\frac{n_i}{n} H(i) $$\n",
+    "\n",
+    "where p is the parent node.\n",
+    "Advantages of Decision Trees are velocity, easy to interpretate and good accuracy, but they could be affected by missing values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with Decision Tree: 62.35%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tree = DecisionTreeClassifier()\n",
+    "tree = tree.fit(X_train,y_train)\n",
+    "y_pred = tree.predict(X_test)\n",
+    "\n",
+    "#Evaluation\n",
+    "precision = metrics.accuracy_score(y_pred, y_test) * 100\n",
+    "print(\"Accuracy with Decision Tree: {0:.2f}%\".format(precision))\n",
+    "cm , _ = plot_confusion_matrix(y_test, y_pred, classes=y_train, normalize=True, title='Normalized confusion matrix')\n",
+    "plt.show()\n",
+    "\n",
+    "# calculate the FPR and TPR for all thresholds of the classification\n",
+    "probs = tree.predict_proba(X_test)\n",
+    "probs = probs[:, 1]\n",
+    "tree_fpr, tree_tpr, thresholds = metrics.roc_curve(y_test, probs)\n",
+    "tree_auc = metrics.roc_auc_score(y_test, probs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with DECISION TREE and K-FOLD CROSS VALIDATION: 0.97 (+/- 0.03)\n"
+     ]
+    }
+   ],
+   "source": [
+    "#DECISION TREE + K-FOLD\n",
+    "pred_kfold = cross_val_score(tree, X, y, cv=5) \n",
+    "print(\"Accuracy with DECISION TREE and K-FOLD CROSS VALIDATION: %0.2f (+/- %0.2f)\" % (pred_kfold.mean(), pred_kfold.std() * 2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "_kg_hide-input": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# CHANGING MAX_DEPTH\n",
+    "score_train=[]\n",
+    "score_test=[]\n",
+    "\n",
+    "for i in range(1,10):\n",
+    "    dtree_md = DecisionTreeClassifier(max_depth=i)\n",
+    "    dtree_md.fit(X_train,y_train)\n",
+    "    \n",
+    "    score_train.append(dtree_md.score(X_train,y_train)*100)\n",
+    "    score_test.append(dtree_md.score(X_test,y_test)*100)\n",
+    "    \n",
+    "score_train_array=np.asarray(score_train)\n",
+    "score_test_array=np.asarray(score_test)\n",
+    "plt.figure(figsize=(10,6))\n",
+    "plt.plot(range(1,10),score_train_array,color='blue', label=\"Training_accuracy\")\n",
+    "plt.plot(range(1,10),score_test_array,color='red',label=\"Testing_accuracy\")\n",
+    "\n",
+    "plt.legend()\n",
+    "plt.xlabel('max_depth')\n",
+    "plt.ylabel('Accuracy%')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Accuracy on Training phase increase while the Accuracy on Test phase is decreasing, this means that the model **overfit** increasing the max depth of the tree."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with Decision Tree considering only first 2PC: 12.95%\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#DECISION TREE + PCA\n",
+    "tree = tree.fit(X_train2D,y_train)\n",
+    "y_pred = tree.predict(X_test2D)\n",
+    "precision = metrics.accuracy_score(y_pred, y_test) * 100\n",
+    "print(\"Accuracy with Decision Tree considering only first 2PC: {0:.2f}%\".format(precision))\n",
+    "\n",
+    "#Plotting decision boundaries\n",
+    "plot_decision_regions(X_train2D, y_train, clf=tree, legend=1)\n",
+    "plt.xlabel('PC1')\n",
+    "plt.ylabel('PC2')\n",
+    "plt.title('Decision Tree Decision Boundaries')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# MODEL EVALUATION\n",
+    "\n",
+    "In order to find the most suitable algorithm to this dataset, different evaluation methods will be presented: **Accuracy, Confusion Matrix, ROC Curve.**\n",
+    "<br>\n",
+    "Given: \n",
+    "* TP = #samples for which the prediction is Fruit1 and the true label is Fruit1\n",
+    "* FP = #samples for which the prediction is Fruit2 but the true label is Fruit1\n",
+    "* TN = #samples for which the prediction is Fruit2 and the true label is Fruit2\n",
+    "* FN = #samples for which the prediction is Fruit1 but the true label is Fruit2\n",
+    "\n",
+    "We can define: \n",
+    "\n",
+    "* **ACCURACY: $\\frac{TP+TN}{TP+FP+TN+FN}$ that is the percentage of samples classified correctly. **\n",
+    "\n",
+    "* **CONFUSION MATRIX:  A simple table with previous values used to show performance of a classifier**\n",
+    "\n",
+    "* **ROC CURVE: Area Under the Receiver Operating Characteristic curve (AUC)**<br><br>\n",
+    "To introduce this concept, we define the following two metrics:<br>\n",
+    "\n",
+    "    * **True positive rate (TPR):**   TPR = recall = $\\frac{TP}{FN+TP}$<br><br>\n",
+    "    \n",
+    "    * **False positive rate (FPR):**   FPR = $\\frac{FP}{TN+FP}$<br>\n",
+    "    \n",
+    "In order to plot the Receiver Operating Characteristic (ROC) curve we need to compute TPR and FPR and choose a number of thresholds for the classification (AUG). Area under the ROC curve, performed plotting TPR and FPR is used as evaluation matrics for the different classifiers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "_kg_hide-input": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#ROC CURVE\n",
+    "plt.title('ROC Curve')\n",
+    "plt.plot([0, 1], [0, 1], linestyle='--')\n",
+    "plt.plot(svm_fpr, svm_tpr, 'b', marker='.', label = 'SVM = %0.3f' % svm_auc )\n",
+    "plt.plot(knn_fpr, knn_tpr, 'g', marker='.', label = 'K-NN = %0.3f' % knn_auc)\n",
+    "plt.plot(tree_fpr, tree_tpr, 'r', marker='.',label = 'DECISION TREE = %.3f' % tree_auc)\n",
+    "plt.legend(loc = 'lower right')\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### COMMENT:\n",
+    "SVM and K-NN performs better with this classification with an AUC = 0.99x, instead Decision Tree is worst with an AUC of 0.65 "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# MULTI-CLASS CLASSIFICATION "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fruits = ['Orange', 'Banana' , 'Strawberry', 'Apple Golden 1', 'Kiwi' , 'Lemon', 'Cocos' , 'Pineapple' , 'Peach', 'Cherry 1', 'Cherry 2', 'Mandarine']\n",
+    "#fruits = getAllFruits() #Be sure to have enough free memory\n",
+    "\n",
+    "#Get Images and Labels\n",
+    "X, y =  getYourFruits(fruits, 'Training')\n",
+    "X_test, y_test = getYourFruits(fruits, 'Test')\n",
+    "\n",
+    "#Scale Data Images\n",
+    "scaler = StandardScaler()\n",
+    "X_train = scaler.fit_transform([i.flatten() for i in X])\n",
+    "X_test = scaler.fit_transform([i.flatten() for i in X_test])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy with SVM: 99.46%\n",
+      "Accuracy with K-NN: 97.12%\n",
+      "Accuracy with Decision Tree: 77.57%\n"
+     ]
+    }
+   ],
+   "source": [
+    "#SVM\n",
+    "model = SVC(gamma='auto', kernel='linear')\n",
+    "model.fit(X_train, y) \n",
+    "y_pred = model.predict(X_test)\n",
+    "precision = metrics.accuracy_score(y_pred, y_test) * 100\n",
+    "print(\"Accuracy with SVM: {0:.2f}%\".format(precision))\n",
+    "\n",
+    "#K-NN\n",
+    "model = KNeighborsClassifier(n_neighbors=5)\n",
+    "model.fit(X_train, y)\n",
+    "y_pred = model.predict(X_test)\n",
+    "precision = metrics.accuracy_score(y_pred, y_test) * 100\n",
+    "print(\"Accuracy with K-NN: {0:.2f}%\".format(precision))\n",
+    "\n",
+    "#DECISION TREE\n",
+    "model = DecisionTreeClassifier()\n",
+    "model.fit(X_train,y)\n",
+    "y_pred = model.predict(X_test)\n",
+    "precision = metrics.accuracy_score(y_pred, y_test) * 100\n",
+    "print(\"Accuracy with Decision Tree: {0:.2f}%\".format(precision))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Prediction Models/Hepatitis Prediction/Readme.md b/Prediction Models/Hepatitis Prediction/Readme.md
new file mode 100644
index 00000000..22a8897e
--- /dev/null
+++ b/Prediction Models/Hepatitis Prediction/Readme.md	
@@ -0,0 +1,15 @@
+# Hepatitis Prediction Model
+
+## Project Overview
+The Hepatitis Prediction Model uses machine learning, specifically a Random Forest classifier, to predict the likelihood of hepatitis in patients. This model was trained on historical patient data and includes various features that represent patient health metrics. The goal is to provide a tool for early detection, aiding in timely intervention and improving patient outcomes.
+
+## Problem Statement
+Hepatitis is a potentially deadly disease that can be mitigated with early diagnosis. Traditional diagnostic methods can be costly and time-consuming, often requiring multiple tests and symptom evaluations. This model provides a predictive solution based on health data, offering a quicker and more accessible pre-screening option to identify at-risk patients.
+
+## Features
+- Random Forest classifier for hepatitis prediction
+- Health metrics and risk factors as input features
+- Model evaluation through accuracy, precision, and recall metrics
+
+## Dataset
+The model is trained on a dataset containing patient health data, including demographics and various health indicators relevant to hepatitis risk.
diff --git a/Prediction Models/Hepatitis Prediction/hepatitis-prediction-model-randomforest.ipynb b/Prediction Models/Hepatitis Prediction/hepatitis-prediction-model-randomforest.ipynb
new file mode 100644
index 00000000..04b9f9bc
--- /dev/null
+++ b/Prediction Models/Hepatitis Prediction/hepatitis-prediction-model-randomforest.ipynb	
@@ -0,0 +1,921 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "11385452",
+   "metadata": {
+    "papermill": {
+     "duration": 0.005074,
+     "end_time": "2023-10-18T02:38:31.026351",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:31.021277",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# INTRODUCTION 🦠\n",
+    "\n",
+    "![](https://www.hopkinsmedicine.org/-/media/images/health/1_-conditions/liver-gallbladder-and-pancreas/hepatitis-teaser-image.jpg)\n",
+    "\n",
+    "Hepatitis, essentially, is a disease that causes liver inflammation, as shown above. Since the liver is vital in fighting off infections, Hepatitis is very harmful, causing symptoms such as dark urine, fever, pain, and quite frequently, death. There are many types of Hepatitis, but I will be using a dataset of Hepatitis patients that examines the virus generally, without delving into each specific type. Hepatitis is usually caused by transmission through sex or food and liquids, and causes around 1.34 million deaths per year worldwide.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "70fa8297",
+   "metadata": {
+    "_execution_state": "idle",
+    "_uuid": "051d70d956493feee0c6d64651c6a088724dca2a",
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:31.038552Z",
+     "iopub.status.busy": "2023-10-18T02:38:31.036430Z",
+     "iopub.status.idle": "2023-10-18T02:38:31.592807Z",
+     "shell.execute_reply": "2023-10-18T02:38:31.590734Z"
+    },
+    "papermill": {
+     "duration": 0.564884,
+     "end_time": "2023-10-18T02:38:31.595205",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:31.030321",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[1mRows: \u001b[22m\u001b[34m155\u001b[39m \u001b[1mColumns: \u001b[22m\u001b[34m20\u001b[39m\n",
+      "\u001b[36m──\u001b[39m \u001b[1mColumn specification\u001b[22m \u001b[36m────────────────────────────────────────────────────────\u001b[39m\n",
+      "\u001b[1mDelimiter:\u001b[22m \",\"\n",
+      "\u001b[31mchr\u001b[39m  (2): sex, class\n",
+      "\u001b[32mdbl\u001b[39m  (6): age, bilirubin, alk_phosphate, sgot, albumin, protime\n",
+      "\u001b[33mlgl\u001b[39m (12): steroid, antivirals, fatigue, malaise, anorexia, liver_big, liver_...\n",
+      "\n",
+      "\u001b[36mℹ\u001b[39m Use `spec()` to retrieve the full column specification for this data.\n",
+      "\u001b[36mℹ\u001b[39m Specify the column types or set `show_col_types = FALSE` to quiet this message.\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Loading in the dataset.\n",
+    "library(readr)\n",
+    "data <- read_csv(\"/kaggle/input/hepatitis-data/hepatitis_csv.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cd6d52d5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.00404,
+     "end_time": "2023-10-18T02:38:31.603253",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:31.599213",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# EDA 📊 (ggplot2)\n",
+    "\n",
+    "In this notebook I will be examining the relationship between the binary 'class' variable in the dataset, which is whether or not each patient lived or died, and every other 19 variables, which include details about every patient.\n",
+    "\n",
+    "I will be grouping these 19 explanatory variables into 4 groups:\n",
+    "* Demographics for each patient 👴\n",
+    "* Symptoms of each patient 🤒\n",
+    "* The treatments each patient received 💉\n",
+    "* Biomarkers of each patient's liver health 🧪"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ead5e96",
+   "metadata": {
+    "papermill": {
+     "duration": 0.00391,
+     "end_time": "2023-10-18T02:38:31.611209",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:31.607299",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Starting with the patient demographics, there are two visible trends between age and sex and whether patients lived or died:\n",
+    "1. Only women died. This is enough to show us that a prediction model for survival based on sex is useless, as there is no data to be trained on for survival based on sex.\n",
+    "2. Older people usually died. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b0b07c5a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:31.749104Z",
+     "iopub.status.busy": "2023-10-18T02:38:31.621323Z",
+     "iopub.status.idle": "2023-10-18T02:38:32.884896Z",
+     "shell.execute_reply": "2023-10-18T02:38:32.883269Z"
+    },
+    "papermill": {
+     "duration": 1.271785,
+     "end_time": "2023-10-18T02:38:32.887046",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:31.615261",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nnQGJgMg6AAAAAElFTkSuQmCC"
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nD6J5ie1Ac5CvAAAAAElFTkSuQmCC"
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "library(ggplot2)\n",
+    "\n",
+    "#1.\n",
+    "ggplot(data, aes(x = `sex`, fill = `class`)) + geom_bar()\n",
+    "\n",
+    "#2.\n",
+    "ggplot(data, aes(x = `class`, y = `age`)) + geom_boxplot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0a7ed9f7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.006019,
+     "end_time": "2023-10-18T02:38:32.897742",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:32.891723",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**For next three groups of explanatory variables, however, it would be too tedious to graph every variable as a function of class, and so I will only show a few that display the general trends:**\n",
+    "1. More people who did NOT receive steroids for treatment died.\n",
+    "2. More people with malaise (discomfort) symptoms died.\n",
+    "3. People with bigger livers died more. Bigger livers are a common symptom of Hepatitis.\n",
+    "4. Higher levels of bilirubin, which indicates a less healthy liver as bilirubin is a biomarker for liver health, correlated with more deaths.\n",
+    "\n",
+    "**BUT OVERALL, TO SAVE YOU SOME TIME FROM READING COMPARISONS OF EVERY SINGLE COLUMN: HIGHER PROPORTIONS OF PEOPLE WITH WORSE SYMPTOMS AND LESS TREATMENTS DIED.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6d2b25ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:32.910518Z",
+     "iopub.status.busy": "2023-10-18T02:38:32.909037Z",
+     "iopub.status.idle": "2023-10-18T02:38:34.140630Z",
+     "shell.execute_reply": "2023-10-18T02:38:34.138906Z"
+    },
+    "papermill": {
+     "duration": 1.240765,
+     "end_time": "2023-10-18T02:38:34.142958",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:32.902193",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nSUVORK5CYII="
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\n"
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Warning message:\n",
+      "“\u001b[1m\u001b[22mRemoved 6 rows containing non-finite values (`stat_count()`).”\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nTFKd7gAAAABJRU5ErkJggg=="
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nHQBAIIQdAEAg/j9pMbHzts5fKgAAAABJRU5ErkJggg=="
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#1.\n",
+    "ggplot(data, aes(x = `steroid`, fill = `class`)) + geom_bar()\n",
+    "\n",
+    "#2.\n",
+    "ggplot(data, aes(x = `malaise`, fill = `class`)) + geom_bar()\n",
+    "\n",
+    "#3.\n",
+    "ggplot(data, aes(x = `liver_big`, fill = `class`)) + geom_bar()\n",
+    "\n",
+    "#4.\n",
+    "ggplot(data, aes(x = `bilirubin`, fill = `class`)) + geom_bar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "70e2ba25",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:34.173504Z",
+     "iopub.status.busy": "2023-10-18T02:38:34.172058Z",
+     "iopub.status.idle": "2023-10-18T02:38:36.452666Z",
+     "shell.execute_reply": "2023-10-18T02:38:36.450982Z"
+    },
+    "papermill": {
+     "duration": 2.291781,
+     "end_time": "2023-10-18T02:38:36.455192",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:34.163411",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "── \u001b[1mAttaching core tidyverse packages\u001b[22m ──────────────────────── tidyverse 2.0.0 ──\n",
+      "\u001b[32m✔\u001b[39m \u001b[34mdplyr    \u001b[39m 1.1.2     \u001b[32m✔\u001b[39m \u001b[34mstringr  \u001b[39m 1.5.0\n",
+      "\u001b[32m✔\u001b[39m \u001b[34mforcats  \u001b[39m 1.0.0     \u001b[32m✔\u001b[39m \u001b[34mtibble   \u001b[39m 3.2.1\n",
+      "\u001b[32m✔\u001b[39m \u001b[34mlubridate\u001b[39m 1.9.2     \u001b[32m✔\u001b[39m \u001b[34mtidyr    \u001b[39m 1.3.0\n",
+      "\u001b[32m✔\u001b[39m \u001b[34mpurrr    \u001b[39m 1.0.1     \n",
+      "── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n",
+      "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
+      "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m    masks \u001b[34mstats\u001b[39m::lag()\n",
+      "\u001b[36mℹ\u001b[39m Use the conflicted package (\u001b[3m\u001b[34m<http://conflicted.r-lib.org/>\u001b[39m\u001b[23m) to force all conflicts to become errors\n",
+      "Loading required package: Matrix\n",
+      "\n",
+      "\n",
+      "Attaching package: ‘Matrix’\n",
+      "\n",
+      "\n",
+      "The following objects are masked from ‘package:tidyr’:\n",
+      "\n",
+      "    expand, pack, unpack\n",
+      "\n",
+      "\n",
+      "Loaded glmnet 4.1-7\n",
+      "\n",
+      "randomForest 4.6-14\n",
+      "\n",
+      "Type rfNews() to see new features/changes/bug fixes.\n",
+      "\n",
+      "\n",
+      "Attaching package: ‘randomForest’\n",
+      "\n",
+      "\n",
+      "The following object is masked from ‘package:dplyr’:\n",
+      "\n",
+      "    combine\n",
+      "\n",
+      "\n",
+      "The following object is masked from ‘package:ggplot2’:\n",
+      "\n",
+      "    margin\n",
+      "\n",
+      "\n",
+      "\n",
+      "Attaching package: ‘vip’\n",
+      "\n",
+      "\n",
+      "The following object is masked from ‘package:utils’:\n",
+      "\n",
+      "    vi\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Importing the libraries.\n",
+    "library(tidyverse)\n",
+    "library(glmnet)\n",
+    "library(randomForest)\n",
+    "library(vip)\n",
+    "\n",
+    "#Omitting all the NA values and putting them in a new dataset that can be used for building a model. \n",
+    "naless_data <- na.omit(data)\n",
+    "\n",
+    "#I will be converting the class variable into a numeric binary variable so it is suitable for using in models I will be using.\n",
+    "naless_data <- naless_data %>%\n",
+    "  mutate(class = ifelse(class == \"live\", 1, 0))\n",
+    "\n",
+    "#Splitting the data using a 70/30 training/testing split \n",
+    "library(rsample)\n",
+    "set.seed(69420)\n",
+    "split <- initial_split(naless_data, prop = 0.7)\n",
+    "TRD <- training(split)\n",
+    "#Training Data\n",
+    "TED <- testing(split)\n",
+    "#Testing Data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "61e0c61f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.008099,
+     "end_time": "2023-10-18T02:38:36.470808",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.462709",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Starting off with models comparing the demographics of patients, the treatments they received, and the symptoms of each patient, all with the class of each patient, the R^2 values for each model shows that the relationships between these three groups the class is not significant.**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2659fec2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.007928,
+     "end_time": "2023-10-18T02:38:36.486457",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.478529",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "👴 Starting off with the demographics, the R^2 value isn't great, to say the least."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "9f7f31cb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:36.507014Z",
+     "iopub.status.busy": "2023-10-18T02:38:36.504764Z",
+     "iopub.status.idle": "2023-10-18T02:38:36.557451Z",
+     "shell.execute_reply": "2023-10-18T02:38:36.555752Z"
+    },
+    "papermill": {
+     "duration": 0.065381,
+     "end_time": "2023-10-18T02:38:36.559635",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.494254",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Warning message in randomForest.default(m, y, ...):\n",
+      "“The response has five or fewer unique values.  Are you sure you want to do regression?”\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "0.128735756712255"
+      ],
+      "text/latex": [
+       "0.128735756712255"
+      ],
+      "text/markdown": [
+       "0.128735756712255"
+      ],
+      "text/plain": [
+       "[1] 0.1287358"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rf_model <- randomForest(class ~ age + sex, data = TRD, proximity = TRUE)\n",
+    "\n",
+    "predictions <- predict(rf_model, TED)\n",
+    "\n",
+    "R2 <- 1 - var(TED$class - predictions) / var(TED$class)\n",
+    "R2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f14ff0bd",
+   "metadata": {
+    "papermill": {
+     "duration": 0.007754,
+     "end_time": "2023-10-18T02:38:36.575109",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.567355",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "🤒 The R^2 value for the model comparing the symptoms of each patient to the class is also."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "05f348f8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:36.594135Z",
+     "iopub.status.busy": "2023-10-18T02:38:36.592648Z",
+     "iopub.status.idle": "2023-10-18T02:38:36.641459Z",
+     "shell.execute_reply": "2023-10-18T02:38:36.639700Z"
+    },
+    "papermill": {
+     "duration": 0.060971,
+     "end_time": "2023-10-18T02:38:36.643979",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.583008",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Warning message in randomForest.default(m, y, ...):\n",
+      "“The response has five or fewer unique values.  Are you sure you want to do regression?”\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "0.128735756712255"
+      ],
+      "text/latex": [
+       "0.128735756712255"
+      ],
+      "text/markdown": [
+       "0.128735756712255"
+      ],
+      "text/plain": [
+       "[1] 0.1287358"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rf_model2 <- randomForest(class ~ fatigue + malaise + liver_big + liver_firm + spleen_palpable + spiders + varices + anorexia + ascites, data = TRD, proximity = TRUE)\n",
+    "\n",
+    "predictions2 <- predict(rf_model2, TED)\n",
+    "\n",
+    "R2 <- 1 - var(TED$class - predictions) / var(TED$class)\n",
+    "R2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "64df45ca",
+   "metadata": {
+    "papermill": {
+     "duration": 0.007934,
+     "end_time": "2023-10-18T02:38:36.660015",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.652081",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "💉 Last and certainly least, the R^2 value for the treatments the patients received managed to be even worse."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d9519f77",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:36.679809Z",
+     "iopub.status.busy": "2023-10-18T02:38:36.678037Z",
+     "iopub.status.idle": "2023-10-18T02:38:36.731544Z",
+     "shell.execute_reply": "2023-10-18T02:38:36.729736Z"
+    },
+    "papermill": {
+     "duration": 0.065941,
+     "end_time": "2023-10-18T02:38:36.733944",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.668003",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Warning message in randomForest.default(m, y, ...):\n",
+      "“The response has five or fewer unique values.  Are you sure you want to do regression?”\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "0.128735756712255"
+      ],
+      "text/latex": [
+       "0.128735756712255"
+      ],
+      "text/markdown": [
+       "0.128735756712255"
+      ],
+      "text/plain": [
+       "[1] 0.1287358"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rf_model3 <- randomForest(class ~ steroid + antivirals, data = TRD, proximity = TRUE)\n",
+    "\n",
+    "predictions3 <- predict(rf_model3, TED)\n",
+    "\n",
+    "R2 <- 1 - var(TED$class - predictions) / var(TED$class)\n",
+    "R2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b19b6cc",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009465,
+     "end_time": "2023-10-18T02:38:36.751693",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.742228",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**🧪 BUT, the biomarkers of liver health have come in to save the day! Comparing liver health to whether a patient is alive or dead provides an R^2 value high enough to say that there is a statistically significant relationship between the variables.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f0261eee",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:36.772599Z",
+     "iopub.status.busy": "2023-10-18T02:38:36.770995Z",
+     "iopub.status.idle": "2023-10-18T02:38:36.829783Z",
+     "shell.execute_reply": "2023-10-18T02:38:36.827978Z"
+    },
+    "papermill": {
+     "duration": 0.071174,
+     "end_time": "2023-10-18T02:38:36.831989",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.760815",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Warning message in randomForest.default(m, y, ...):\n",
+      "“The response has five or fewer unique values.  Are you sure you want to do regression?”\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "0.128735756712255"
+      ],
+      "text/latex": [
+       "0.128735756712255"
+      ],
+      "text/markdown": [
+       "0.128735756712255"
+      ],
+      "text/plain": [
+       "[1] 0.1287358"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rf_model4 <- randomForest(class ~ bilirubin + alk_phosphate + sgot + albumin + protime, data = naless_data, proximity = TRUE)\n",
+    "\n",
+    "predictions4 <- predict(rf_model4, TED, type = \"response\")\n",
+    "\n",
+    "R2 <- 1 - var(TED$class - predictions) / var(TED$class)\n",
+    "R2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e024cbbe",
+   "metadata": {
+    "papermill": {
+     "duration": 0.008663,
+     "end_time": "2023-10-18T02:38:36.849120",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.840457",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Outputting the predictions for the liver health randomForest model, however, we get a set of decimal values. But, this can be easily fixed by setting a treshold for either a 0 (dead) or 1(alive) class value as shown below:**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "29da2ca0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:36.869715Z",
+     "iopub.status.busy": "2023-10-18T02:38:36.868115Z",
+     "iopub.status.idle": "2023-10-18T02:38:36.892693Z",
+     "shell.execute_reply": "2023-10-18T02:38:36.890949Z"
+    },
+    "papermill": {
+     "duration": 0.037309,
+     "end_time": "2023-10-18T02:38:36.895037",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.857728",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       ".dl-inline {width: auto; margin:0; padding: 0}\n",
+       ".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",
+       ".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",
+       ".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n",
+       "</style><dl class=dl-inline><dt>1</dt><dd>1</dd><dt>2</dt><dd>1</dd><dt>3</dt><dd>1</dd><dt>4</dt><dd>1</dd><dt>5</dt><dd>1</dd><dt>6</dt><dd>1</dd><dt>7</dt><dd>0</dd><dt>8</dt><dd>1</dd><dt>9</dt><dd>1</dd><dt>10</dt><dd>1</dd><dt>11</dt><dd>1</dd><dt>12</dt><dd>1</dd><dt>13</dt><dd>1</dd><dt>14</dt><dd>1</dd><dt>15</dt><dd>1</dd><dt>16</dt><dd>1</dd><dt>17</dt><dd>0.5</dd><dt>18</dt><dd>0</dd><dt>19</dt><dd>1</dd><dt>20</dt><dd>0</dd><dt>21</dt><dd>1</dd><dt>22</dt><dd>0</dd><dt>23</dt><dd>1</dd><dt>24</dt><dd>0</dd></dl>\n"
+      ],
+      "text/latex": [
+       "\\begin{description*}\n",
+       "\\item[1] 1\n",
+       "\\item[2] 1\n",
+       "\\item[3] 1\n",
+       "\\item[4] 1\n",
+       "\\item[5] 1\n",
+       "\\item[6] 1\n",
+       "\\item[7] 0\n",
+       "\\item[8] 1\n",
+       "\\item[9] 1\n",
+       "\\item[10] 1\n",
+       "\\item[11] 1\n",
+       "\\item[12] 1\n",
+       "\\item[13] 1\n",
+       "\\item[14] 1\n",
+       "\\item[15] 1\n",
+       "\\item[16] 1\n",
+       "\\item[17] 0.5\n",
+       "\\item[18] 0\n",
+       "\\item[19] 1\n",
+       "\\item[20] 0\n",
+       "\\item[21] 1\n",
+       "\\item[22] 0\n",
+       "\\item[23] 1\n",
+       "\\item[24] 0\n",
+       "\\end{description*}\n"
+      ],
+      "text/markdown": [
+       "1\n",
+       ":   12\n",
+       ":   13\n",
+       ":   14\n",
+       ":   15\n",
+       ":   16\n",
+       ":   17\n",
+       ":   08\n",
+       ":   19\n",
+       ":   110\n",
+       ":   111\n",
+       ":   112\n",
+       ":   113\n",
+       ":   114\n",
+       ":   115\n",
+       ":   116\n",
+       ":   117\n",
+       ":   0.518\n",
+       ":   019\n",
+       ":   120\n",
+       ":   021\n",
+       ":   122\n",
+       ":   023\n",
+       ":   124\n",
+       ":   0\n",
+       "\n"
+      ],
+      "text/plain": [
+       "  1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17  18  19  20 \n",
+       "1.0 1.0 1.0 1.0 1.0 1.0 0.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 0.5 0.0 1.0 0.0 \n",
+       " 21  22  23  24 \n",
+       "1.0 0.0 1.0 0.0 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#First, we will set thresholds for either the lowest percentage one can have for being alive to be classified as alive, and the highest percentage one can have for being classified as dead.\n",
+    "#Feel free to change these tresholds.\n",
+    "lowestalive <- 0.6\n",
+    "highestdead <- 0.4\n",
+    "\n",
+    "# We will then create binary class labels based on the thresholds\n",
+    "predicted_labels <- ifelse(predictions4 > lowestalive, 1, ifelse(predictions4 < highestdead, 0, 0.5))\n",
+    "\n",
+    "#In this case, 0.5 would mean a diagnosis we are unsure of. This range of unsure diagnoses is up to you - these are just the values I picked.\n",
+    "\n",
+    "#Outputting the labels:\n",
+    "predicted_labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "67cd0db5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-10-18T02:38:36.916342Z",
+     "iopub.status.busy": "2023-10-18T02:38:36.914798Z",
+     "iopub.status.idle": "2023-10-18T02:38:37.146033Z",
+     "shell.execute_reply": "2023-10-18T02:38:37.144344Z"
+    },
+    "papermill": {
+     "duration": 0.244581,
+     "end_time": "2023-10-18T02:38:37.148466",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:36.903885",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nA07fWxNP/Mr9AAAAAElFTkSuQmCC"
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#As a final note, the vip() function also allows us to see the rankings of importance of the biomarkers of liver health in determining the class of each patient.\n",
+    "vip(rf_model4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2495fa95",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009344,
+     "end_time": "2023-10-18T02:38:37.167736",
+     "exception": false,
+     "start_time": "2023-10-18T02:38:37.158392",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Ultimately, this randomForest model comparing variables bilirubin, alk_phosphate, sgot, albumin, and protime, was the most accurate in predicting a Hepatitis patient's survival.\n",
+    "I did mess around with having explanatory variables of multiple of the aforementioned 4 groups (demographics, symptoms, treatments, and biomarkers of liver health), but not only were they mixed between different, incompatible data types, they also had much lower accuracy rates and R^2 values, and were not significant enough to put on this notebook.\n",
+    "**"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 9.706792,
+   "end_time": "2023-10-18T02:38:37.317050",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2023-10-18T02:38:27.610258",
+   "version": "2.4.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Prediction Models/Horse_Survival_Prediction/Readme.md b/Prediction Models/Horse_Survival_Prediction/Readme.md
new file mode 100644
index 00000000..3f6e3eff
--- /dev/null
+++ b/Prediction Models/Horse_Survival_Prediction/Readme.md	
@@ -0,0 +1,19 @@
+# Horse Survival Prediction
+
+## Project Overview
+The Horse Survival Prediction project leverages machine learning models to predict the likelihood of survival in horses based on clinical data and various health indicators. This tool is intended to support veterinarians and animal care facilities by providing insights into the probable outcomes of medical interventions, enabling more informed and timely decisions.
+
+## Problem Statement
+Predicting the survival of horses after medical intervention remains challenging due to numerous health variables and varying responses to treatments. Traditional assessments rely heavily on clinical experience and subjective judgement. This project aims to use machine learning for more accurate predictions, creating a reliable tool for risk assessment and decision-making in equine care.
+
+## Features
+- Implements multiple machine learning models, including:
+  - Random Forest
+  - Decision Tree
+  - Support Vector Machine (SVM)
+- Provides survival predictions based on health and clinical data
+- Model evaluation metrics include accuracy, precision, and recall
+
+## Dataset
+The model is trained on a dataset of historical clinical records of horses, which includes various health indicators and survival outcomes. 
+
diff --git a/Prediction Models/Horse_Survival_Prediction/horse-survival-prediction-top-ml-models.ipynb b/Prediction Models/Horse_Survival_Prediction/horse-survival-prediction-top-ml-models.ipynb
new file mode 100644
index 00000000..23773ed6
--- /dev/null
+++ b/Prediction Models/Horse_Survival_Prediction/horse-survival-prediction-top-ml-models.ipynb	
@@ -0,0 +1,8394 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "45d47540",
+   "metadata": {
+    "id": "f4b9b716",
+    "papermill": {
+     "duration": 0.060387,
+     "end_time": "2022-01-27T17:19:43.735418",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:43.675031",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f610edc",
+   "metadata": {
+    "id": "e2e0a13b",
+    "papermill": {
+     "duration": 0.061051,
+     "end_time": "2022-01-27T17:19:43.856160",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:43.795109",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# <center> ★ AI / ML Project - Horse Survival Prediction ★\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ed735931",
+   "metadata": {
+    "id": "24d701df",
+    "papermill": {
+     "duration": 0.057661,
+     "end_time": "2022-01-27T17:19:43.971730",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:43.914069",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0cdbf395",
+   "metadata": {
+    "_kg_hide-input": true,
+    "execution": {
+     "iopub.execute_input": "2021-12-25T19:35:33.906503Z",
+     "iopub.status.busy": "2021-12-25T19:35:33.905772Z",
+     "iopub.status.idle": "2021-12-25T19:35:34.494777Z",
+     "shell.execute_reply": "2021-12-25T19:35:34.495305Z",
+     "shell.execute_reply.started": "2021-12-25T19:28:19.775221Z"
+    },
+    "papermill": {
+     "duration": 0.058943,
+     "end_time": "2022-01-27T17:19:44.090602",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:44.031659",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<center><img src=\"https://raw.githubusercontent.com/Masterx-AI/Project_Horse_Sruvival_Prognostication/main/horse.jpg\" style=\"width: 700px;\"/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5b620f11",
+   "metadata": {
+    "id": "45759f35",
+    "papermill": {
+     "duration": 0.057548,
+     "end_time": "2022-01-27T17:19:44.206324",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:44.148776",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "76ed9e5a",
+   "metadata": {
+    "id": "b9d0f5f9",
+    "papermill": {
+     "duration": 0.059131,
+     "end_time": "2022-01-27T17:19:44.324186",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:44.265055",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "### Description:\n",
+    "\n",
+    "Content:\n",
+    "\n",
+    "All of the binary representation have been converted into the words they actually represent. However, a fuller description is provided by the data dictionary (datadict.txt).\n",
+    "\n",
+    "There are a lot of NA's in the data. This is the real struggle here. Try to find a way around it through imputation or other means.\n",
+    "\n",
+    "Attribute Information:\n",
+    "\n",
+    "1: surgery? \n",
+    "1 = Yes, it had surgery \n",
+    "2 = It was treated without surgery \n",
+    "\n",
+    "2: Age \n",
+    "1 = Adult horse \n",
+    "2 = Young (< 6 months) \n",
+    "\n",
+    "3: Hospital Number \n",
+    "- numeric id \n",
+    "- the case number assigned to the horse (may not be unique if the horse is treated > 1 time) \n",
+    "\n",
+    "4: rectal temperature \n",
+    "- linear \n",
+    "- in degrees celsius. \n",
+    "- An elevated temp may occur due to infection. \n",
+    "- temperature may be reduced when the animal is in late shock \n",
+    "- normal temp is 37.8 \n",
+    "- this parameter will usually change as the problem progresses, eg. may start out normal, then become elevated because of the lesion, passing back through the normal range as the horse goes into shock \n",
+    "5: pulse \n",
+    "- linear \n",
+    "- the heart rate in beats per minute \n",
+    "- is a reflection of the heart condition: 30 -40 is normal for adults \n",
+    "- rare to have a lower than normal rate although athletic horses may have a rate of 20-25 \n",
+    "- animals with painful lesions or suffering from circulatory shock may have an elevated heart rate \n",
+    "\n",
+    "6: respiratory rate \n",
+    "- linear \n",
+    "- normal rate is 8 to 10 \n",
+    "- usefulness is doubtful due to the great fluctuations \n",
+    "\n",
+    "7: temperature of extremities \n",
+    "- a subjective indication of peripheral circulation \n",
+    "- possible values: \n",
+    "1 = Normal \n",
+    "2 = Warm \n",
+    "3 = Cool \n",
+    "4 = Cold \n",
+    "- cool to cold extremities indicate possible shock \n",
+    "- hot extremities should correlate with an elevated rectal temp. \n",
+    "\n",
+    "8: peripheral pulse \n",
+    "- subjective \n",
+    "- possible values are: \n",
+    "1 = normal \n",
+    "2 = increased \n",
+    "3 = reduced \n",
+    "4 = absent \n",
+    "- normal or increased p.p. are indicative of adequate circulation while reduced or absent indicate poor perfusion \n",
+    "\n",
+    "9: mucous membranes \n",
+    "- a subjective measurement of colour \n",
+    "- possible values are: \n",
+    "1 = normal pink \n",
+    "2 = bright pink \n",
+    "3 = pale pink \n",
+    "4 = pale cyanotic \n",
+    "5 = bright red / injected \n",
+    "6 = dark cyanotic \n",
+    "- 1 and 2 probably indicate a normal or slightly increased circulation \n",
+    "- 3 may occur in early shock \n",
+    "- 4 and 6 are indicative of serious circulatory compromise \n",
+    "- 5 is more indicative of a septicemia \n",
+    "\n",
+    "10: capillary refill time \n",
+    "- a clinical judgement. The longer the refill, the poorer the circulation \n",
+    "- possible values \n",
+    "1 = < 3 seconds \n",
+    "2 = >= 3 seconds \n",
+    "\n",
+    "11: pain - a subjective judgement of the horse's pain level \n",
+    "- possible values: \n",
+    "1 = alert, no pain \n",
+    "2 = depressed \n",
+    "3 = intermittent mild pain \n",
+    "4 = intermittent severe pain \n",
+    "5 = continuous severe pain \n",
+    "- should NOT be treated as a ordered or discrete variable! \n",
+    "- In general, the more painful, the more likely it is to require surgery \n",
+    "- prior treatment of pain may mask the pain level to some extent \n",
+    "\n",
+    "12: peristalsis \n",
+    "- an indication of the activity in the horse's gut. As the gut becomes more distended or the horse becomes more toxic, the activity decreases \n",
+    "- possible values: \n",
+    "1 = hypermotile \n",
+    "2 = normal \n",
+    "3 = hypomotile \n",
+    "4 = absent \n",
+    "\n",
+    "13: abdominal distension \n",
+    "- An IMPORTANT parameter. \n",
+    "- possible values \n",
+    "1 = none \n",
+    "2 = slight \n",
+    "3 = moderate \n",
+    "4 = severe \n",
+    "- an animal with abdominal distension is likely to be painful and have reduced gut motility. \n",
+    "- a horse with severe abdominal distension is likely to require surgery just tio relieve the pressure \n",
+    "\n",
+    "14: nasogastric tube \n",
+    "- this refers to any gas coming out of the tube \n",
+    "- possible values: \n",
+    "1 = none \n",
+    "2 = slight \n",
+    "3 = significant \n",
+    "- a large gas cap in the stomach is likely to give the horse discomfort \n",
+    "\n",
+    "15: nasogastric reflux \n",
+    "- possible values \n",
+    "1 = none \n",
+    "2 = > 1 liter \n",
+    "3 = < 1 liter \n",
+    "- the greater amount of reflux, the more likelihood that there is some serious obstruction to the fluid passage from the rest of the intestine \n",
+    "\n",
+    "16: nasogastric reflux PH \n",
+    "- linear \n",
+    "- scale is from 0 to 14 with 7 being neutral \n",
+    "- normal values are in the 3 to 4 range \n",
+    "\n",
+    "17: rectal examination - feces \n",
+    "- possible values \n",
+    "1 = normal \n",
+    "2 = increased \n",
+    "3 = decreased \n",
+    "4 = absent \n",
+    "- absent feces probably indicates an obstruction \n",
+    "\n",
+    "18: abdomen \n",
+    "- possible values \n",
+    "1 = normal \n",
+    "2 = other \n",
+    "3 = firm feces in the large intestine \n",
+    "4 = distended small intestine \n",
+    "5 = distended large intestine \n",
+    "- 3 is probably an obstruction caused by a mechanical impaction and is normally treated medically \n",
+    "- 4 and 5 indicate a surgical lesion \n",
+    "\n",
+    "19: packed cell volume \n",
+    "- linear \n",
+    "- the # of red cells by volume in the blood \n",
+    "- normal range is 30 to 50. The level rises as the circulation becomes compromised or as the animal becomes dehydrated. \n",
+    "\n",
+    "20: total protein \n",
+    "- linear \n",
+    "- normal values lie in the 6-7.5 (gms/dL) range \n",
+    "- the higher the value the greater the dehydration \n",
+    "\n",
+    "21: abdominocentesis appearance \n",
+    "- a needle is put in the horse's abdomen and fluid is obtained from \n",
+    "the abdominal cavity \n",
+    "- possible values: \n",
+    "1 = clear \n",
+    "2 = cloudy \n",
+    "3 = serosanguinous \n",
+    "- normal fluid is clear while cloudy or serosanguinous indicates a compromised gut \n",
+    "\n",
+    "22: abdomcentesis total protein \n",
+    "- linear \n",
+    "- the higher the level of protein the more likely it is to have a compromised gut. Values are in gms/dL \n",
+    "\n",
+    "23: outcome \n",
+    "- what eventually happened to the horse? \n",
+    "- possible values: \n",
+    "1 = lived \n",
+    "2 = died \n",
+    "3 = was euthanized \n",
+    "\n",
+    "24: surgical lesion? \n",
+    "- retrospectively, was the problem (lesion) surgical? \n",
+    "- all cases are either operated upon or autopsied so that this value and the lesion type are always known \n",
+    "- possible values: \n",
+    "1 = Yes \n",
+    "2 = No \n",
+    "\n",
+    "25, 26, 27: type of lesion \n",
+    "- first number is site of lesion \n",
+    "1 = gastric \n",
+    "2 = sm intestine \n",
+    "3 = lg colon \n",
+    "4 = lg colon and cecum \n",
+    "5 = cecum \n",
+    "6 = transverse colon \n",
+    "7 = retum/descending colon \n",
+    "8 = uterus \n",
+    "9 = bladder \n",
+    "11 = all intestinal sites \n",
+    "00 = none \n",
+    "- second number is type \n",
+    "1 = simple \n",
+    "2 = strangulation \n",
+    "3 = inflammation \n",
+    "4 = other \n",
+    "- third number is subtype \n",
+    "1 = mechanical \n",
+    "2 = paralytic \n",
+    "0 = n/a \n",
+    "- fourth number is specific code \n",
+    "1 = obturation \n",
+    "2 = intrinsic \n",
+    "3 = extrinsic \n",
+    "4 = adynamic \n",
+    "5 = volvulus/torsion \n",
+    "6 = intussuption \n",
+    "7 = thromboembolic \n",
+    "8 = hernia \n",
+    "9 = lipoma/slenic incarceration \n",
+    "10 = displacement \n",
+    "0 = n/a \n",
+    "28: cp_data \n",
+    "- is pathology data present for this case? \n",
+    "1 = Yes \n",
+    "2 = No \n",
+    "- this variable is of no significance since pathology data is not included or collected for these cases\n",
+    "\n",
+    "### Acknowledgements:\n",
+    "This dataset was originally published by the UCI Machine Learning Database:\\\n",
+    "http://archive.ics.uci.edu/ml/datasets/Horse+Colic\n",
+    "\n",
+    "### Objective:\n",
+    "- Understand the Dataset & cleanup (if required).\n",
+    "- Build classification model to predict weather the horse will survive or not.\n",
+    "- Also fine-tune the hyperparameters & compare the evaluation metrics of vaious classification algorithms."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "823fc366",
+   "metadata": {
+    "id": "ffc470fa",
+    "papermill": {
+     "duration": 0.057883,
+     "end_time": "2022-01-27T17:19:44.440533",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:44.382650",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "34bf55d9",
+   "metadata": {
+    "papermill": {
+     "duration": 0.058689,
+     "end_time": "2022-01-27T17:19:44.557122",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:44.498433",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# <center> Stractegic Plan of Action:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b7838f3d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.058057,
+     "end_time": "2022-01-27T17:19:44.673287",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:44.615230",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**We aim to solve the problem statement by creating a plan of action, Here are some of the necessary steps:**\n",
+    "1. Data Exploration\n",
+    "2. Exploratory Data Analysis (EDA)\n",
+    "3. Data Pre-processing\n",
+    "4. Data Manipulation\n",
+    "5. Feature Selection/Extraction\n",
+    "6. Predictive Modelling\n",
+    "7. Project Outcomes & Conclusion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f9719f8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.057453,
+     "end_time": "2022-01-27T17:19:44.788387",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:44.730934",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "23058064",
+   "metadata": {
+    "id": "34257b36",
+    "papermill": {
+     "duration": 0.057575,
+     "end_time": "2022-01-27T17:19:44.903662",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:44.846087",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# <center>1. Data Exploration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "a751b51a",
+   "metadata": {
+    "_kg_hide-input": true,
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:45.033312Z",
+     "iopub.status.busy": "2022-01-27T17:19:45.032642Z",
+     "iopub.status.idle": "2022-01-27T17:19:46.940342Z",
+     "shell.execute_reply": "2022-01-27T17:19:46.939387Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:06.945052Z"
+    },
+    "id": "14121a2f",
+    "papermill": {
+     "duration": 1.977807,
+     "end_time": "2022-01-27T17:19:46.940554",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:44.962747",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "#Importing the basic librarires\n",
+    "\n",
+    "import os\n",
+    "import math\n",
+    "import scipy\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "from tqdm import tqdm\n",
+    "from sklearn import tree\n",
+    "from scipy.stats import randint\n",
+    "from scipy.stats import loguniform\n",
+    "from IPython.display import display\n",
+    "\n",
+    "from sklearn.decomposition import PCA\n",
+    "from imblearn.over_sampling import SMOTE\n",
+    "from sklearn.feature_selection import RFE\n",
+    "from sklearn.preprocessing import OneHotEncoder\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
+    "\n",
+    "from sklearn.model_selection import RandomizedSearchCV\n",
+    "from sklearn.model_selection import RepeatedStratifiedKFold\n",
+    "\n",
+    "from sklearn.svm import SVC\n",
+    "from xgboost import XGBClassifier\n",
+    "from sklearn.naive_bayes import BernoulliNB\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.ensemble import GradientBoostingClassifier\n",
+    "\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.preprocessing import PolynomialFeatures\n",
+    "\n",
+    "from scikitplot.metrics import plot_roc_curve as auc_roc\n",
+    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report, \\\n",
+    "f1_score, roc_auc_score, roc_curve, precision_score, recall_score\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "plt.rcParams['figure.figsize'] = [10,6]\n",
+    "\n",
+    "import warnings \n",
+    "warnings.filterwarnings('ignore')\n",
+    "\n",
+    "pd.set_option('display.max_columns', 50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "5a42b4e2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:47.062590Z",
+     "iopub.status.busy": "2022-01-27T17:19:47.061857Z",
+     "iopub.status.idle": "2022-01-27T17:19:47.139894Z",
+     "shell.execute_reply": "2022-01-27T17:19:47.139337Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:06.961941Z"
+    },
+    "id": "608f5aea",
+    "outputId": "ce439606-ebcb-489e-e391-81fd6fe5ae96",
+    "papermill": {
+     "duration": 0.141346,
+     "end_time": "2022-01-27T17:19:47.140065",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:46.998719",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>surgery</th>\n",
+       "      <th>age</th>\n",
+       "      <th>rectal_temp</th>\n",
+       "      <th>pulse</th>\n",
+       "      <th>respiratory_rate</th>\n",
+       "      <th>temp_of_extremities</th>\n",
+       "      <th>peripheral_pulse</th>\n",
+       "      <th>mucous_membrane</th>\n",
+       "      <th>capillary_refill_time</th>\n",
+       "      <th>pain</th>\n",
+       "      <th>peristalsis</th>\n",
+       "      <th>abdominal_distention</th>\n",
+       "      <th>nasogastric_tube</th>\n",
+       "      <th>nasogastric_reflux</th>\n",
+       "      <th>nasogastric_reflux_ph</th>\n",
+       "      <th>rectal_exam_feces</th>\n",
+       "      <th>abdomen</th>\n",
+       "      <th>packed_cell_volume</th>\n",
+       "      <th>total_protein</th>\n",
+       "      <th>abdomo_appearance</th>\n",
+       "      <th>abdomo_protein</th>\n",
+       "      <th>outcome</th>\n",
+       "      <th>surgical_lesion</th>\n",
+       "      <th>lesion_1</th>\n",
+       "      <th>lesion_2</th>\n",
+       "      <th>lesion_3</th>\n",
+       "      <th>cp_data</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>no</td>\n",
+       "      <td>adult</td>\n",
+       "      <td>38.5</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>cool</td>\n",
+       "      <td>reduced</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>more_3_sec</td>\n",
+       "      <td>extreme_pain</td>\n",
+       "      <td>absent</td>\n",
+       "      <td>severe</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>decreased</td>\n",
+       "      <td>distend_large</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>died</td>\n",
+       "      <td>no</td>\n",
+       "      <td>11300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>yes</td>\n",
+       "      <td>adult</td>\n",
+       "      <td>39.2</td>\n",
+       "      <td>88.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>pale_cyanotic</td>\n",
+       "      <td>less_3_sec</td>\n",
+       "      <td>mild_pain</td>\n",
+       "      <td>absent</td>\n",
+       "      <td>slight</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>absent</td>\n",
+       "      <td>other</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>cloudy</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>euthanized</td>\n",
+       "      <td>no</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>no</td>\n",
+       "      <td>adult</td>\n",
+       "      <td>38.3</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>normal</td>\n",
+       "      <td>normal</td>\n",
+       "      <td>pale_pink</td>\n",
+       "      <td>less_3_sec</td>\n",
+       "      <td>mild_pain</td>\n",
+       "      <td>hypomotile</td>\n",
+       "      <td>none</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>normal</td>\n",
+       "      <td>normal</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>lived</td>\n",
+       "      <td>no</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>yes</td>\n",
+       "      <td>young</td>\n",
+       "      <td>39.1</td>\n",
+       "      <td>164.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>cold</td>\n",
+       "      <td>normal</td>\n",
+       "      <td>dark_cyanotic</td>\n",
+       "      <td>more_3_sec</td>\n",
+       "      <td>depressed</td>\n",
+       "      <td>absent</td>\n",
+       "      <td>severe</td>\n",
+       "      <td>none</td>\n",
+       "      <td>less_1_liter</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>decreased</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>serosanguious</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>died</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>yes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>no</td>\n",
+       "      <td>adult</td>\n",
+       "      <td>37.3</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>dark_cyanotic</td>\n",
+       "      <td>more_3_sec</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>died</td>\n",
+       "      <td>no</td>\n",
+       "      <td>4300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>no</td>\n",
+       "      <td>adult</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>warm</td>\n",
+       "      <td>normal</td>\n",
+       "      <td>pale_pink</td>\n",
+       "      <td>less_3_sec</td>\n",
+       "      <td>depressed</td>\n",
+       "      <td>hypomotile</td>\n",
+       "      <td>slight</td>\n",
+       "      <td>slight</td>\n",
+       "      <td>none</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>decreased</td>\n",
+       "      <td>firm</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>lived</td>\n",
+       "      <td>no</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>yes</td>\n",
+       "      <td>adult</td>\n",
+       "      <td>37.9</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>normal</td>\n",
+       "      <td>normal</td>\n",
+       "      <td>normal_pink</td>\n",
+       "      <td>less_3_sec</td>\n",
+       "      <td>mild_pain</td>\n",
+       "      <td>hypomotile</td>\n",
+       "      <td>moderate</td>\n",
+       "      <td>none</td>\n",
+       "      <td>none</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>decreased</td>\n",
+       "      <td>distend_large</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>lived</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>3124</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>yes</td>\n",
+       "      <td>adult</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cool</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>less_3_sec</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>absent</td>\n",
+       "      <td>slight</td>\n",
+       "      <td>slight</td>\n",
+       "      <td>none</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>decreased</td>\n",
+       "      <td>distend_small</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>died</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>no</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  surgery    age  rectal_temp  pulse  respiratory_rate temp_of_extremities  \\\n",
+       "0      no  adult         38.5   66.0              28.0                cool   \n",
+       "1     yes  adult         39.2   88.0              20.0                 NaN   \n",
+       "2      no  adult         38.3   40.0              24.0              normal   \n",
+       "3     yes  young         39.1  164.0              84.0                cold   \n",
+       "4      no  adult         37.3  104.0              35.0                 NaN   \n",
+       "5      no  adult          NaN    NaN               NaN                warm   \n",
+       "6     yes  adult         37.9   48.0              16.0              normal   \n",
+       "7     yes  adult          NaN   60.0               NaN                cool   \n",
+       "\n",
+       "  peripheral_pulse mucous_membrane capillary_refill_time          pain  \\\n",
+       "0          reduced             NaN            more_3_sec  extreme_pain   \n",
+       "1              NaN   pale_cyanotic            less_3_sec     mild_pain   \n",
+       "2           normal       pale_pink            less_3_sec     mild_pain   \n",
+       "3           normal   dark_cyanotic            more_3_sec     depressed   \n",
+       "4              NaN   dark_cyanotic            more_3_sec           NaN   \n",
+       "5           normal       pale_pink            less_3_sec     depressed   \n",
+       "6           normal     normal_pink            less_3_sec     mild_pain   \n",
+       "7              NaN             NaN            less_3_sec           NaN   \n",
+       "\n",
+       "  peristalsis abdominal_distention nasogastric_tube nasogastric_reflux  \\\n",
+       "0      absent               severe              NaN                NaN   \n",
+       "1      absent               slight              NaN                NaN   \n",
+       "2  hypomotile                 none              NaN                NaN   \n",
+       "3      absent               severe             none       less_1_liter   \n",
+       "4         NaN                  NaN              NaN                NaN   \n",
+       "5  hypomotile               slight           slight               none   \n",
+       "6  hypomotile             moderate             none               none   \n",
+       "7      absent               slight           slight               none   \n",
+       "\n",
+       "   nasogastric_reflux_ph rectal_exam_feces        abdomen  packed_cell_volume  \\\n",
+       "0                    NaN         decreased  distend_large                45.0   \n",
+       "1                    NaN            absent          other                50.0   \n",
+       "2                    NaN            normal         normal                33.0   \n",
+       "3                    5.0         decreased            NaN                48.0   \n",
+       "4                    NaN               NaN            NaN                74.0   \n",
+       "5                    NaN         decreased           firm                 NaN   \n",
+       "6                    NaN         decreased  distend_large                37.0   \n",
+       "7                    NaN         decreased  distend_small                44.0   \n",
+       "\n",
+       "   total_protein abdomo_appearance  abdomo_protein     outcome  \\\n",
+       "0            8.4               NaN             NaN        died   \n",
+       "1           85.0            cloudy             2.0  euthanized   \n",
+       "2            6.7               NaN             NaN       lived   \n",
+       "3            7.2     serosanguious             5.3        died   \n",
+       "4            7.4               NaN             NaN        died   \n",
+       "5            NaN               NaN             NaN       lived   \n",
+       "6            7.0               NaN             NaN       lived   \n",
+       "7            8.3               NaN             NaN        died   \n",
+       "\n",
+       "  surgical_lesion  lesion_1  lesion_2  lesion_3 cp_data  \n",
+       "0              no     11300         0         0      no  \n",
+       "1              no      2208         0         0      no  \n",
+       "2              no         0         0         0     yes  \n",
+       "3             yes      2208         0         0     yes  \n",
+       "4              no      4300         0         0      no  \n",
+       "5              no         0         0         0      no  \n",
+       "6             yes      3124         0         0      no  \n",
+       "7             yes      2208         0         0      no  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[1mInference:\u001b[0m The Datset consists of 27 features & 299 samples.\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Importing the dataset\n",
+    "\n",
+    "df = pd.read_csv('../input/horse-survival-dataset/horse.csv')\n",
+    "df.drop(['hospital_number'],axis=1, inplace=True)\n",
+    "\n",
+    "target = 'outcome'\n",
+    "labels = ['died', 'euthanized', 'lived']\n",
+    "features = [i for i in df.columns.values if i not in [target]]\n",
+    "\n",
+    "original_df = df.copy(deep=True)\n",
+    "display(df.head(8))\n",
+    "\n",
+    "print('\\n\\033[1mInference:\\033[0m The Datset consists of {} features & {} samples.'.format(df.shape[1], df.shape[0]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "dc8b0ae7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:47.264756Z",
+     "iopub.status.busy": "2022-01-27T17:19:47.264051Z",
+     "iopub.status.idle": "2022-01-27T17:19:47.287292Z",
+     "shell.execute_reply": "2022-01-27T17:19:47.287803Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:07.013098Z"
+    },
+    "id": "67ecc02a",
+    "outputId": "01a1684f-fb0b-472d-b398-f598878dc4a5",
+    "papermill": {
+     "duration": 0.08723,
+     "end_time": "2022-01-27T17:19:47.288040",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:47.200810",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 299 entries, 0 to 298\n",
+      "Data columns (total 27 columns):\n",
+      " #   Column                 Non-Null Count  Dtype  \n",
+      "---  ------                 --------------  -----  \n",
+      " 0   surgery                299 non-null    object \n",
+      " 1   age                    299 non-null    object \n",
+      " 2   rectal_temp            239 non-null    float64\n",
+      " 3   pulse                  275 non-null    float64\n",
+      " 4   respiratory_rate       241 non-null    float64\n",
+      " 5   temp_of_extremities    243 non-null    object \n",
+      " 6   peripheral_pulse       230 non-null    object \n",
+      " 7   mucous_membrane        252 non-null    object \n",
+      " 8   capillary_refill_time  267 non-null    object \n",
+      " 9   pain                   244 non-null    object \n",
+      " 10  peristalsis            255 non-null    object \n",
+      " 11  abdominal_distention   243 non-null    object \n",
+      " 12  nasogastric_tube       195 non-null    object \n",
+      " 13  nasogastric_reflux     193 non-null    object \n",
+      " 14  nasogastric_reflux_ph  53 non-null     float64\n",
+      " 15  rectal_exam_feces      197 non-null    object \n",
+      " 16  abdomen                181 non-null    object \n",
+      " 17  packed_cell_volume     270 non-null    float64\n",
+      " 18  total_protein          266 non-null    float64\n",
+      " 19  abdomo_appearance      134 non-null    object \n",
+      " 20  abdomo_protein         101 non-null    float64\n",
+      " 21  outcome                299 non-null    object \n",
+      " 22  surgical_lesion        299 non-null    object \n",
+      " 23  lesion_1               299 non-null    int64  \n",
+      " 24  lesion_2               299 non-null    int64  \n",
+      " 25  lesion_3               299 non-null    int64  \n",
+      " 26  cp_data                299 non-null    object \n",
+      "dtypes: float64(7), int64(3), object(17)\n",
+      "memory usage: 63.2+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Checking the dtypes of all the columns\n",
+    "\n",
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d3ee0643",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:47.412952Z",
+     "iopub.status.busy": "2022-01-27T17:19:47.412306Z",
+     "iopub.status.idle": "2022-01-27T17:19:47.425199Z",
+     "shell.execute_reply": "2022-01-27T17:19:47.425768Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:07.035005Z"
+    },
+    "id": "e72cd720",
+    "outputId": "060ec210-88f7-4a6c-f96f-4e8fb960743d",
+    "papermill": {
+     "duration": 0.076422,
+     "end_time": "2022-01-27T17:19:47.426018",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:47.349596",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "surgery                   2\n",
+       "surgical_lesion           2\n",
+       "lesion_3                  2\n",
+       "cp_data                   2\n",
+       "age                       2\n",
+       "nasogastric_reflux        3\n",
+       "outcome                   3\n",
+       "abdomo_appearance         3\n",
+       "capillary_refill_time     3\n",
+       "nasogastric_tube          3\n",
+       "abdominal_distention      4\n",
+       "rectal_exam_feces         4\n",
+       "peripheral_pulse          4\n",
+       "temp_of_extremities       4\n",
+       "peristalsis               4\n",
+       "pain                      5\n",
+       "abdomen                   5\n",
+       "mucous_membrane           6\n",
+       "lesion_2                  6\n",
+       "nasogastric_reflux_ph    20\n",
+       "abdomo_protein           37\n",
+       "rectal_temp              40\n",
+       "respiratory_rate         40\n",
+       "packed_cell_volume       50\n",
+       "pulse                    52\n",
+       "lesion_1                 61\n",
+       "total_protein            80\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Checking number of unique rows in each feature\n",
+    "\n",
+    "df.nunique().sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "74204339",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:47.564073Z",
+     "iopub.status.busy": "2022-01-27T17:19:47.559273Z",
+     "iopub.status.idle": "2022-01-27T17:19:47.567520Z",
+     "shell.execute_reply": "2022-01-27T17:19:47.566949Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:07.051032Z"
+    },
+    "id": "8bd62707",
+    "outputId": "0a97efd3-bd26-4ca6-8f33-e41359553e16",
+    "papermill": {
+     "duration": 0.08111,
+     "end_time": "2022-01-27T17:19:47.567689",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:47.486579",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[1mInference:\u001b[0m The Datset has 8 numerical & 18 categorical features.\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Checking number of unique rows in each feature\n",
+    "\n",
+    "nu = df[features].nunique().sort_values()\n",
+    "nf = []; cf = []; nnf = 0; ncf = 0; #numerical & categorical features\n",
+    "\n",
+    "for i in range(df[features].shape[1]):\n",
+    "    if nu.values[i]<=7:cf.append(nu.index[i])\n",
+    "    else: nf.append(nu.index[i])\n",
+    "\n",
+    "print('\\n\\033[1mInference:\\033[0m The Datset has {} numerical & {} categorical features.'.format(len(nf),len(cf)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "4a504f43",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:47.698518Z",
+     "iopub.status.busy": "2022-01-27T17:19:47.693870Z",
+     "iopub.status.idle": "2022-01-27T17:19:47.734607Z",
+     "shell.execute_reply": "2022-01-27T17:19:47.735164Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:07.069067Z"
+    },
+    "id": "1f2b3ecc",
+    "outputId": "0f6ac2da-32e2-4b4c-e88d-741c9b4574a6",
+    "papermill": {
+     "duration": 0.106028,
+     "end_time": "2022-01-27T17:19:47.735362",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:47.629334",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>rectal_temp</th>\n",
+       "      <th>pulse</th>\n",
+       "      <th>respiratory_rate</th>\n",
+       "      <th>nasogastric_reflux_ph</th>\n",
+       "      <th>packed_cell_volume</th>\n",
+       "      <th>total_protein</th>\n",
+       "      <th>abdomo_protein</th>\n",
+       "      <th>lesion_1</th>\n",
+       "      <th>lesion_2</th>\n",
+       "      <th>lesion_3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>239.000000</td>\n",
+       "      <td>275.000000</td>\n",
+       "      <td>241.000000</td>\n",
+       "      <td>53.000000</td>\n",
+       "      <td>270.000000</td>\n",
+       "      <td>266.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "      <td>299.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>38.168619</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>30.460581</td>\n",
+       "      <td>4.707547</td>\n",
+       "      <td>46.307407</td>\n",
+       "      <td>24.274436</td>\n",
+       "      <td>3.039604</td>\n",
+       "      <td>3659.709030</td>\n",
+       "      <td>90.528428</td>\n",
+       "      <td>7.387960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.733744</td>\n",
+       "      <td>28.646219</td>\n",
+       "      <td>17.666102</td>\n",
+       "      <td>1.982311</td>\n",
+       "      <td>10.436743</td>\n",
+       "      <td>27.364194</td>\n",
+       "      <td>1.967947</td>\n",
+       "      <td>5408.472421</td>\n",
+       "      <td>650.637139</td>\n",
+       "      <td>127.749768</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>35.400000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>3.300000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>37.800000</td>\n",
+       "      <td>48.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>38.000000</td>\n",
+       "      <td>6.500000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2111.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>38.200000</td>\n",
+       "      <td>64.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>45.000000</td>\n",
+       "      <td>7.500000</td>\n",
+       "      <td>2.300000</td>\n",
+       "      <td>2322.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>38.500000</td>\n",
+       "      <td>88.000000</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>6.500000</td>\n",
+       "      <td>52.000000</td>\n",
+       "      <td>56.750000</td>\n",
+       "      <td>3.900000</td>\n",
+       "      <td>3209.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>40.800000</td>\n",
+       "      <td>184.000000</td>\n",
+       "      <td>96.000000</td>\n",
+       "      <td>7.500000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>89.000000</td>\n",
+       "      <td>10.100000</td>\n",
+       "      <td>41110.000000</td>\n",
+       "      <td>7111.000000</td>\n",
+       "      <td>2209.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       rectal_temp       pulse  respiratory_rate  nasogastric_reflux_ph  \\\n",
+       "count   239.000000  275.000000        241.000000              53.000000   \n",
+       "mean     38.168619   72.000000         30.460581               4.707547   \n",
+       "std       0.733744   28.646219         17.666102               1.982311   \n",
+       "min      35.400000   30.000000          8.000000               1.000000   \n",
+       "25%      37.800000   48.000000         18.000000               3.000000   \n",
+       "50%      38.200000   64.000000         25.000000               5.000000   \n",
+       "75%      38.500000   88.000000         36.000000               6.500000   \n",
+       "max      40.800000  184.000000         96.000000               7.500000   \n",
+       "\n",
+       "       packed_cell_volume  total_protein  abdomo_protein      lesion_1  \\\n",
+       "count          270.000000     266.000000      101.000000    299.000000   \n",
+       "mean            46.307407      24.274436        3.039604   3659.709030   \n",
+       "std             10.436743      27.364194        1.967947   5408.472421   \n",
+       "min             23.000000       3.300000        0.100000      0.000000   \n",
+       "25%             38.000000       6.500000        2.000000   2111.500000   \n",
+       "50%             45.000000       7.500000        2.300000   2322.000000   \n",
+       "75%             52.000000      56.750000        3.900000   3209.000000   \n",
+       "max             75.000000      89.000000       10.100000  41110.000000   \n",
+       "\n",
+       "          lesion_2     lesion_3  \n",
+       "count   299.000000   299.000000  \n",
+       "mean     90.528428     7.387960  \n",
+       "std     650.637139   127.749768  \n",
+       "min       0.000000     0.000000  \n",
+       "25%       0.000000     0.000000  \n",
+       "50%       0.000000     0.000000  \n",
+       "75%       0.000000     0.000000  \n",
+       "max    7111.000000  2209.000000  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Checking the stats of all the columns\n",
+    "\n",
+    "display(df.describe())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b630d40",
+   "metadata": {
+    "id": "7c785e92",
+    "papermill": {
+     "duration": 0.060956,
+     "end_time": "2022-01-27T17:19:47.858550",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:47.797594",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Inference:** The stats seem to be fine, let us gain more undestanding by visualising the dataset."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d3a522c4",
+   "metadata": {
+    "id": "ada9e209",
+    "papermill": {
+     "duration": 0.061661,
+     "end_time": "2022-01-27T17:19:47.981424",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:47.919763",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4cd5d079",
+   "metadata": {
+    "id": "fdf33033",
+    "papermill": {
+     "duration": 0.061206,
+     "end_time": "2022-01-27T17:19:48.104930",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:48.043724",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# <center> 2. Exploratory Data Analysis (EDA)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "b9c59911",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:48.230298Z",
+     "iopub.status.busy": "2022-01-27T17:19:48.229318Z",
+     "iopub.status.idle": "2022-01-27T17:19:48.403493Z",
+     "shell.execute_reply": "2022-01-27T17:19:48.404013Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:07.105616Z"
+    },
+    "id": "13b9d4a2",
+    "outputId": "90c71336-4e68-409e-fad5-708bccccf7dc",
+    "papermill": {
+     "duration": 0.238551,
+     "end_time": "2022-01-27T17:19:48.404198",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:48.165647",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "            \u001b[1mTarget Variable Distribution           \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Let us first analyze the distribution of the target variable\n",
+    "\n",
+    "MAP={}\n",
+    "for e, i in enumerate(sorted(df[target].unique())):\n",
+    "    MAP[i]=labels[e]\n",
+    "#MAP={0:'Not-Survived',1:'Survived'}\n",
+    "df1 = df.copy()\n",
+    "df1[target]=df1[target].map(MAP)\n",
+    "explode=np.zeros(len(labels))\n",
+    "explode[-1]=0.1\n",
+    "print('\\033[1mTarget Variable Distribution'.center(55))\n",
+    "plt.pie(df1[target].value_counts(), labels=df1[target].value_counts().index, counterclock=False, shadow=True, \n",
+    "        explode=explode, autopct='%1.1f%%', radius=1, startangle=0)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cd616efd",
+   "metadata": {
+    "id": "f55ea687",
+    "papermill": {
+     "duration": 0.062921,
+     "end_time": "2022-01-27T17:19:48.530661",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:48.467740",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Inference:** The Target Variable seems to be slightly imbalanced! Hence we shall try to perform data augmentation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "2923c98c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:48.663128Z",
+     "iopub.status.busy": "2022-01-27T17:19:48.662084Z",
+     "iopub.status.idle": "2022-01-27T17:19:51.099308Z",
+     "shell.execute_reply": "2022-01-27T17:19:51.099825Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:07.264933Z"
+    },
+    "id": "39ea3286",
+    "outputId": "86fbc7ec-c956-4846-a19a-4f8f1dbcf478",
+    "papermill": {
+     "duration": 2.506948,
+     "end_time": "2022-01-27T17:19:51.100039",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:48.593091",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                               \u001b[1mVisualising Categorical Features:                                \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x1296 with 18 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Visualising the categorical features \n",
+    "\n",
+    "print('\\033[1mVisualising Categorical Features:'.center(100))\n",
+    "\n",
+    "n=3\n",
+    "plt.figure(figsize=[15,3*math.ceil(len(cf)/n)])\n",
+    "\n",
+    "for i in range(len(cf)):\n",
+    "    if df[cf[i]].nunique()<=6:\n",
+    "        plt.subplot(math.ceil(len(cf)/n),n,i+1)\n",
+    "        sns.countplot(df[cf[i]])\n",
+    "    else:\n",
+    "        plt.subplot(3,1,i-1)\n",
+    "        sns.countplot(df[cf[i]])\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5a08554",
+   "metadata": {
+    "id": "91d5f4f0",
+    "papermill": {
+     "duration": 0.0656,
+     "end_time": "2022-01-27T17:19:51.232097",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:51.166497",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Inference:** Visualizing the categorical features reveal lot of information about the dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "057c1985",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:51.407648Z",
+     "iopub.status.busy": "2022-01-27T17:19:51.395585Z",
+     "iopub.status.idle": "2022-01-27T17:19:54.159167Z",
+     "shell.execute_reply": "2022-01-27T17:19:54.158595Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:09.626557Z"
+    },
+    "id": "3120759d",
+    "outputId": "87a560f1-0a37-484e-9c9f-1ae91a34d445",
+    "papermill": {
+     "duration": 2.860984,
+     "end_time": "2022-01-27T17:19:54.159327",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:51.298343",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                     \u001b[1mFeatures Distribution                                      \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x1944 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x1944 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Understanding the feature set\n",
+    "\n",
+    "print('\\033[1mFeatures Distribution'.center(100))\n",
+    "\n",
+    "nf = [i for i in features if i not in cf]\n",
+    "\n",
+    "plt.figure(figsize=[15,3*math.ceil(len(features)/3)])\n",
+    "for c in range(len(nf)):\n",
+    "    plt.subplot(math.ceil(len(features)/3),3,c+1)\n",
+    "    sns.distplot(df[nf[c]])\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "plt.figure(figsize=[15,3*math.ceil(len(features)/3)])\n",
+    "for c in range(len(nf)):\n",
+    "    plt.subplot(math.ceil(len(features)/3),3,c+1)\n",
+    "    df.boxplot(nf[c])\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09c201c8",
+   "metadata": {
+    "id": "b2a2d578",
+    "papermill": {
+     "duration": 0.069345,
+     "end_time": "2022-01-27T17:19:54.298698",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:54.229353",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Inference:** The data is somewhat normally distributed. And there are many outliers present in the dataset. We shall fix these outliers.."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "3d6570be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:19:54.455623Z",
+     "iopub.status.busy": "2022-01-27T17:19:54.454618Z",
+     "iopub.status.idle": "2022-01-27T17:20:33.449453Z",
+     "shell.execute_reply": "2022-01-27T17:20:33.450032Z",
+     "shell.execute_reply.started": "2022-01-27T17:08:18.541459Z"
+    },
+    "id": "46d7953e",
+    "outputId": "db940832-2a60-46d2-85b0-5fe2a6646294",
+    "papermill": {
+     "duration": 39.082154,
+     "end_time": "2022-01-27T17:20:33.450250",
+     "exception": false,
+     "start_time": "2022-01-27T17:19:54.368096",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2971.75x2880 with 110 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Understanding the relationship between all the features\n",
+    "\n",
+    "try:\n",
+    "    g=sns.pairplot(df1, hue=target, size=4)\n",
+    "    g.map_upper(sns.kdeplot, levels=1, color=\".2\")\n",
+    "    plt.show()\n",
+    "except:\n",
+    "    pass"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3ff3762a",
+   "metadata": {
+    "id": "5a329c3f",
+    "papermill": {
+     "duration": 0.110146,
+     "end_time": "2022-01-27T17:20:33.673147",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:33.563001",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Inference:** The data samples of most of the features do show some patterns. Also they seem\n",
+    "to have lot of overlap for the outcome classes, making it difficult to be distingusihable. \n",
+    "Let is proceed to perform cleanup on the data to remove the irregularities..."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fe5755a6",
+   "metadata": {
+    "id": "3f837e24",
+    "papermill": {
+     "duration": 0.110345,
+     "end_time": "2022-01-27T17:20:33.894873",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:33.784528",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a267809",
+   "metadata": {
+    "id": "6f3612c2",
+    "papermill": {
+     "duration": 0.111476,
+     "end_time": "2022-01-27T17:20:34.119865",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:34.008389",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# <center> 3. Data Preprocessing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "49794caa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:34.346121Z",
+     "iopub.status.busy": "2022-01-27T17:20:34.345380Z",
+     "iopub.status.idle": "2022-01-27T17:20:34.360480Z",
+     "shell.execute_reply": "2022-01-27T17:20:34.361036Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:02.945837Z"
+    },
+    "id": "58cc576e",
+    "outputId": "454dd773-e152-49df-e694-cc52d27584c8",
+    "papermill": {
+     "duration": 0.130169,
+     "end_time": "2022-01-27T17:20:34.361238",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:34.231069",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[1mInference:\u001b[0m The dataset doesn't have any duplicates\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Removal of any Duplicate rows (if any)\n",
+    "\n",
+    "counter = 0\n",
+    "r,c = original_df.shape\n",
+    "\n",
+    "df1 = df.copy()\n",
+    "df1.drop_duplicates(inplace=True)\n",
+    "df1.reset_index(drop=True,inplace=True)\n",
+    "\n",
+    "if df1.shape==(r,c):\n",
+    "    print('\\n\\033[1mInference:\\033[0m The dataset doesn\\'t have any duplicates')\n",
+    "else:\n",
+    "    print(f'\\n\\033[1mInference:\\033[0m Number of duplicates dropped ---> {r-df1.shape[0]}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "273c7477",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:34.597668Z",
+     "iopub.status.busy": "2022-01-27T17:20:34.591543Z",
+     "iopub.status.idle": "2022-01-27T17:20:34.600144Z",
+     "shell.execute_reply": "2022-01-27T17:20:34.600635Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:02.959981Z"
+    },
+    "id": "4ce5947e",
+    "outputId": "eee2826d-0990-4dcf-c4e8-c25d3db6eb51",
+    "papermill": {
+     "duration": 0.128852,
+     "end_time": "2022-01-27T17:20:34.600831",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:34.471979",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                       Total Null Values  Percentage\n",
+      "surgery                                0         0.0\n",
+      "lesion_2                               0         0.0\n",
+      "lesion_1                               0         0.0\n",
+      "surgical_lesion                        0         0.0\n",
+      "outcome                                0         0.0\n",
+      "lesion_3                               0         0.0\n",
+      "cp_data                                0         0.0\n",
+      "age                                    0         0.0\n",
+      "pulse                                 24         8.0\n",
+      "packed_cell_volume                    29         9.7\n",
+      "capillary_refill_time                 32        10.7\n",
+      "total_protein                         33        11.0\n",
+      "peristalsis                           44        14.7\n",
+      "mucous_membrane                       47        15.7\n",
+      "pain                                  55        18.4\n",
+      "abdominal_distention                  56        18.7\n",
+      "temp_of_extremities                   56        18.7\n",
+      "respiratory_rate                      58        19.4\n",
+      "rectal_temp                           60        20.1\n",
+      "peripheral_pulse                      69        23.1\n",
+      "rectal_exam_feces                    102        34.1\n",
+      "nasogastric_tube                     104        34.8\n",
+      "nasogastric_reflux                   106        35.5\n",
+      "abdomen                              118        39.5\n",
+      "abdomo_appearance                    165        55.2\n",
+      "abdomo_protein                       198        66.2\n",
+      "nasogastric_reflux_ph                246        82.3\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Check for empty elements\n",
+    "\n",
+    "nvc = pd.DataFrame(df1.isnull().sum().sort_values(), columns=['Total Null Values'])\n",
+    "nvc['Percentage'] = round(nvc['Total Null Values']/df1.shape[0],3)*100\n",
+    "print(nvc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "619020f6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.115174,
+     "end_time": "2022-01-27T17:20:34.828631",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:34.713457",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Inference:** There are many outliers in the dataset. Let us try to impute the missing values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "60e08146",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:35.061628Z",
+     "iopub.status.busy": "2022-01-27T17:20:35.060948Z",
+     "iopub.status.idle": "2022-01-27T17:20:35.097119Z",
+     "shell.execute_reply": "2022-01-27T17:20:35.096443Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:02.980389Z"
+    },
+    "papermill": {
+     "duration": 0.15369,
+     "end_time": "2022-01-27T17:20:35.097302",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:34.943612",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mapping Target variable ---> {'died': 0, 'euthanized': 1, 'lived': 2}\n",
+      "\u001b[1m\n",
+      "One-Hot Encoding on features:\u001b[0m\n",
+      "surgery\n",
+      "surgical_lesion\n",
+      "lesion_3\n",
+      "cp_data\n",
+      "age\n",
+      "\n",
+      "\u001b[1mDummy Encoding on features:\u001b[0m\n",
+      "lesion_2\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(299, 12)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Converting categorical Columns to Numeric\n",
+    "\n",
+    "df1 = df.copy()\n",
+    "ecc = nvc[nvc['Percentage']!=0].index.values\n",
+    "dcc = [i for i in df.columns if i not in ecc]\n",
+    "\n",
+    "#Target Variable\n",
+    "MAP={}\n",
+    "for i,e in enumerate(df1[target].unique()):\n",
+    "    MAP[e]=i\n",
+    "df1[target]=df1[target].map(MAP)\n",
+    "print('Mapping Target variable --->',MAP)\n",
+    "\n",
+    "df3 = df1[dcc]\n",
+    "fcc = [i for i in cf if i not in ecc]\n",
+    "\n",
+    "#One-Hot Binay Encoding\n",
+    "oh=True\n",
+    "dm=True\n",
+    "for i in fcc:\n",
+    "    #print(i)\n",
+    "    if df3[i].nunique()==2:\n",
+    "        if oh==True: print(\"\\033[1m\\nOne-Hot Encoding on features:\\033[0m\")\n",
+    "        print(i);oh=False\n",
+    "        df3[i]=pd.get_dummies(df3[i], drop_first=True, prefix=str(i))\n",
+    "    if (df3[i].nunique()>2 and df3[i].nunique()<17):\n",
+    "        if dm==True: print(\"\\n\\033[1mDummy Encoding on features:\\033[0m\")\n",
+    "        print(i);dm=False\n",
+    "        df3 = pd.concat([df3.drop([i], axis=1), pd.DataFrame(pd.get_dummies(df3[i], drop_first=True, prefix=str(i)))],axis=1)\n",
+    "        \n",
+    "df3.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "a96f29fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:35.328122Z",
+     "iopub.status.busy": "2022-01-27T17:20:35.327361Z",
+     "iopub.status.idle": "2022-01-27T17:20:38.116314Z",
+     "shell.execute_reply": "2022-01-27T17:20:38.116834Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:03.013522Z"
+    },
+    "papermill": {
+     "duration": 2.906646,
+     "end_time": "2022-01-27T17:20:38.117051",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:35.210405",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>surgery</th>\n",
+       "      <th>age</th>\n",
+       "      <th>outcome</th>\n",
+       "      <th>surgical_lesion</th>\n",
+       "      <th>lesion_1</th>\n",
+       "      <th>lesion_3</th>\n",
+       "      <th>cp_data</th>\n",
+       "      <th>lesion_2_1400</th>\n",
+       "      <th>lesion_2_3111</th>\n",
+       "      <th>lesion_2_3112</th>\n",
+       "      <th>lesion_2_6112</th>\n",
+       "      <th>lesion_2_7111</th>\n",
+       "      <th>capillary_refill_time_less_3_sec</th>\n",
+       "      <th>capillary_refill_time_more_3_sec</th>\n",
+       "      <th>peristalsis_hypermotile</th>\n",
+       "      <th>peristalsis_hypomotile</th>\n",
+       "      <th>peristalsis_normal</th>\n",
+       "      <th>mucous_membrane_bright_red</th>\n",
+       "      <th>mucous_membrane_dark_cyanotic</th>\n",
+       "      <th>mucous_membrane_normal_pink</th>\n",
+       "      <th>mucous_membrane_pale_cyanotic</th>\n",
+       "      <th>mucous_membrane_pale_pink</th>\n",
+       "      <th>pain_depressed</th>\n",
+       "      <th>pain_extreme_pain</th>\n",
+       "      <th>pain_mild_pain</th>\n",
+       "      <th>pain_severe_pain</th>\n",
+       "      <th>abdominal_distention_none</th>\n",
+       "      <th>abdominal_distention_severe</th>\n",
+       "      <th>abdominal_distention_slight</th>\n",
+       "      <th>temp_of_extremities_cool</th>\n",
+       "      <th>temp_of_extremities_normal</th>\n",
+       "      <th>temp_of_extremities_warm</th>\n",
+       "      <th>peripheral_pulse_increased</th>\n",
+       "      <th>peripheral_pulse_normal</th>\n",
+       "      <th>peripheral_pulse_reduced</th>\n",
+       "      <th>rectal_exam_feces_decreased</th>\n",
+       "      <th>rectal_exam_feces_increased</th>\n",
+       "      <th>rectal_exam_feces_normal</th>\n",
+       "      <th>nasogastric_tube_significant</th>\n",
+       "      <th>nasogastric_tube_slight</th>\n",
+       "      <th>nasogastric_reflux_more_1_liter</th>\n",
+       "      <th>nasogastric_reflux_none</th>\n",
+       "      <th>abdomen_distend_small</th>\n",
+       "      <th>abdomen_firm</th>\n",
+       "      <th>abdomen_normal</th>\n",
+       "      <th>abdomen_other</th>\n",
+       "      <th>abdomo_appearance_cloudy</th>\n",
+       "      <th>abdomo_appearance_serosanguious</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>294</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3205</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>295</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>296</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3205</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>297</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>298</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6112</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>299 rows × 48 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     surgery  age  outcome  surgical_lesion  lesion_1  lesion_3  cp_data  \\\n",
+       "0          0    0        0                0     11300         0        0   \n",
+       "1          1    0        1                0      2208         0        0   \n",
+       "2          0    0        2                0         0         0        1   \n",
+       "3          1    1        0                1      2208         0        1   \n",
+       "4          0    0        0                0      4300         0        0   \n",
+       "..       ...  ...      ...              ...       ...       ...      ...   \n",
+       "294        1    0        1                0      3205         0        0   \n",
+       "295        0    0        1                1      2208         0        1   \n",
+       "296        1    0        0                1      3205         0        0   \n",
+       "297        1    0        2                1      2208         0        1   \n",
+       "298        1    0        1                0      6112         0        0   \n",
+       "\n",
+       "     lesion_2_1400  lesion_2_3111  lesion_2_3112  lesion_2_6112  \\\n",
+       "0                0              0              0              0   \n",
+       "1                0              0              0              0   \n",
+       "2                0              0              0              0   \n",
+       "3                0              0              0              0   \n",
+       "4                0              0              0              0   \n",
+       "..             ...            ...            ...            ...   \n",
+       "294              0              0              0              0   \n",
+       "295              0              0              0              0   \n",
+       "296              0              0              0              0   \n",
+       "297              0              0              0              0   \n",
+       "298              0              0              0              0   \n",
+       "\n",
+       "     lesion_2_7111  capillary_refill_time_less_3_sec  \\\n",
+       "0                0                                 0   \n",
+       "1                0                                 1   \n",
+       "2                0                                 1   \n",
+       "3                0                                 0   \n",
+       "4                0                                 0   \n",
+       "..             ...                               ...   \n",
+       "294              0                                 0   \n",
+       "295              0                                 0   \n",
+       "296              0                                 1   \n",
+       "297              0                                 1   \n",
+       "298              0                                 0   \n",
+       "\n",
+       "     capillary_refill_time_more_3_sec  peristalsis_hypermotile  \\\n",
+       "0                                   1                        0   \n",
+       "1                                   0                        0   \n",
+       "2                                   0                        0   \n",
+       "3                                   1                        0   \n",
+       "4                                   1                        0   \n",
+       "..                                ...                      ...   \n",
+       "294                                 1                        0   \n",
+       "295                                 1                        0   \n",
+       "296                                 0                        0   \n",
+       "297                                 0                        0   \n",
+       "298                                 1                        0   \n",
+       "\n",
+       "     peristalsis_hypomotile  peristalsis_normal  mucous_membrane_bright_red  \\\n",
+       "0                         0                   0                           0   \n",
+       "1                         0                   0                           0   \n",
+       "2                         1                   0                           0   \n",
+       "3                         0                   0                           0   \n",
+       "4                         0                   0                           0   \n",
+       "..                      ...                 ...                         ...   \n",
+       "294                       0                   0                           0   \n",
+       "295                       1                   0                           0   \n",
+       "296                       0                   0                           0   \n",
+       "297                       1                   0                           0   \n",
+       "298                       0                   0                           0   \n",
+       "\n",
+       "     mucous_membrane_dark_cyanotic  mucous_membrane_normal_pink  \\\n",
+       "0                                1                            0   \n",
+       "1                                0                            0   \n",
+       "2                                0                            0   \n",
+       "3                                1                            0   \n",
+       "4                                1                            0   \n",
+       "..                             ...                          ...   \n",
+       "294                              0                            0   \n",
+       "295                              0                            0   \n",
+       "296                              0                            0   \n",
+       "297                              0                            0   \n",
+       "298                              0                            0   \n",
+       "\n",
+       "     mucous_membrane_pale_cyanotic  mucous_membrane_pale_pink  pain_depressed  \\\n",
+       "0                                0                          0               0   \n",
+       "1                                1                          0               0   \n",
+       "2                                0                          1               0   \n",
+       "3                                0                          0               1   \n",
+       "4                                0                          0               0   \n",
+       "..                             ...                        ...             ...   \n",
+       "294                              1                          0               1   \n",
+       "295                              1                          0               0   \n",
+       "296                              1                          0               0   \n",
+       "297                              0                          1               0   \n",
+       "298                              1                          0               0   \n",
+       "\n",
+       "     pain_extreme_pain  pain_mild_pain  pain_severe_pain  \\\n",
+       "0                    1               0                 0   \n",
+       "1                    0               1                 0   \n",
+       "2                    0               1                 0   \n",
+       "3                    0               0                 0   \n",
+       "4                    1               0                 0   \n",
+       "..                 ...             ...               ...   \n",
+       "294                  0               0                 0   \n",
+       "295                  0               0                 1   \n",
+       "296                  0               0                 1   \n",
+       "297                  0               1                 0   \n",
+       "298                  1               0                 0   \n",
+       "\n",
+       "     abdominal_distention_none  abdominal_distention_severe  \\\n",
+       "0                            0                            1   \n",
+       "1                            0                            0   \n",
+       "2                            1                            0   \n",
+       "3                            0                            1   \n",
+       "4                            0                            1   \n",
+       "..                         ...                          ...   \n",
+       "294                          0                            1   \n",
+       "295                          0                            0   \n",
+       "296                          0                            0   \n",
+       "297                          0                            0   \n",
+       "298                          0                            1   \n",
+       "\n",
+       "     abdominal_distention_slight  temp_of_extremities_cool  \\\n",
+       "0                              0                         1   \n",
+       "1                              1                         1   \n",
+       "2                              0                         0   \n",
+       "3                              0                         0   \n",
+       "4                              0                         1   \n",
+       "..                           ...                       ...   \n",
+       "294                            0                         0   \n",
+       "295                            0                         1   \n",
+       "296                            0                         0   \n",
+       "297                            0                         1   \n",
+       "298                            0                         1   \n",
+       "\n",
+       "     temp_of_extremities_normal  temp_of_extremities_warm  \\\n",
+       "0                             0                         0   \n",
+       "1                             0                         0   \n",
+       "2                             1                         0   \n",
+       "3                             0                         0   \n",
+       "4                             0                         0   \n",
+       "..                          ...                       ...   \n",
+       "294                           0                         0   \n",
+       "295                           0                         0   \n",
+       "296                           0                         0   \n",
+       "297                           0                         0   \n",
+       "298                           0                         0   \n",
+       "\n",
+       "     peripheral_pulse_increased  peripheral_pulse_normal  \\\n",
+       "0                             0                        0   \n",
+       "1                             0                        0   \n",
+       "2                             0                        1   \n",
+       "3                             0                        1   \n",
+       "4                             0                        0   \n",
+       "..                          ...                      ...   \n",
+       "294                           0                        0   \n",
+       "295                           1                        0   \n",
+       "296                           0                        0   \n",
+       "297                           0                        0   \n",
+       "298                           0                        0   \n",
+       "\n",
+       "     peripheral_pulse_reduced  rectal_exam_feces_decreased  \\\n",
+       "0                           1                            1   \n",
+       "1                           1                            0   \n",
+       "2                           0                            0   \n",
+       "3                           0                            1   \n",
+       "4                           1                            1   \n",
+       "..                        ...                          ...   \n",
+       "294                         1                            0   \n",
+       "295                         0                            0   \n",
+       "296                         1                            1   \n",
+       "297                         1                            0   \n",
+       "298                         1                            0   \n",
+       "\n",
+       "     rectal_exam_feces_increased  rectal_exam_feces_normal  \\\n",
+       "0                              0                         0   \n",
+       "1                              0                         0   \n",
+       "2                              0                         1   \n",
+       "3                              0                         0   \n",
+       "4                              0                         0   \n",
+       "..                           ...                       ...   \n",
+       "294                            0                         0   \n",
+       "295                            0                         0   \n",
+       "296                            0                         0   \n",
+       "297                            0                         0   \n",
+       "298                            0                         0   \n",
+       "\n",
+       "     nasogastric_tube_significant  nasogastric_tube_slight  \\\n",
+       "0                               0                        0   \n",
+       "1                               0                        1   \n",
+       "2                               0                        0   \n",
+       "3                               0                        0   \n",
+       "4                               0                        0   \n",
+       "..                            ...                      ...   \n",
+       "294                             0                        0   \n",
+       "295                             1                        0   \n",
+       "296                             0                        1   \n",
+       "297                             1                        0   \n",
+       "298                             1                        0   \n",
+       "\n",
+       "     nasogastric_reflux_more_1_liter  nasogastric_reflux_none  \\\n",
+       "0                                  0                        0   \n",
+       "1                                  0                        1   \n",
+       "2                                  0                        1   \n",
+       "3                                  0                        0   \n",
+       "4                                  0                        0   \n",
+       "..                               ...                      ...   \n",
+       "294                                0                        1   \n",
+       "295                                0                        1   \n",
+       "296                                0                        1   \n",
+       "297                                0                        1   \n",
+       "298                                0                        1   \n",
+       "\n",
+       "     abdomen_distend_small  abdomen_firm  abdomen_normal  abdomen_other  \\\n",
+       "0                        0             0               0              0   \n",
+       "1                        0             0               0              1   \n",
+       "2                        0             0               1              0   \n",
+       "3                        1             0               0              0   \n",
+       "4                        0             0               0              0   \n",
+       "..                     ...           ...             ...            ...   \n",
+       "294                      0             0               0              0   \n",
+       "295                      1             0               0              0   \n",
+       "296                      0             0               0              0   \n",
+       "297                      1             0               0              0   \n",
+       "298                      0             0               1              0   \n",
+       "\n",
+       "     abdomo_appearance_cloudy  abdomo_appearance_serosanguious  \n",
+       "0                           0                                1  \n",
+       "1                           1                                0  \n",
+       "2                           0                                0  \n",
+       "3                           0                                1  \n",
+       "4                           0                                1  \n",
+       "..                        ...                              ...  \n",
+       "294                         1                                0  \n",
+       "295                         0                                1  \n",
+       "296                         0                                1  \n",
+       "297                         0                                1  \n",
+       "298                         0                                0  \n",
+       "\n",
+       "[299 rows x 48 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Fixing Empty Categorical Columns\n",
+    "\n",
+    "for x in [i for i in ecc if i in cf]:\n",
+    "    a = df1[x]\n",
+    "    b=[]; c=[]\n",
+    "\n",
+    "    for i,e in enumerate(a):\n",
+    "        if e!=e:\n",
+    "            b.append(i)\n",
+    "        else:\n",
+    "            c.append(i)\n",
+    "\n",
+    "    RF = RandomForestClassifier()\n",
+    "    RF.fit(df3.loc[c],a[c])\n",
+    "    d = RF.predict(df3.loc[b])\n",
+    "\n",
+    "    df3[x] = a\n",
+    "    f=0\n",
+    "    for i,e in enumerate(df3[x]):\n",
+    "        if e!=e:\n",
+    "            df3.loc[i,x] = d[f]\n",
+    "            f+=1\n",
+    "    df3 = pd.concat([df3.drop([x], axis=1), pd.DataFrame(pd.get_dummies(df3[x], drop_first=True, prefix=str(x)))],axis=1)   \n",
+    "df3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "5aa1f705",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:38.354322Z",
+     "iopub.status.busy": "2022-01-27T17:20:38.353587Z",
+     "iopub.status.idle": "2022-01-27T17:20:38.797316Z",
+     "shell.execute_reply": "2022-01-27T17:20:38.798058Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:04.951876Z"
+    },
+    "papermill": {
+     "duration": 0.567965,
+     "end_time": "2022-01-27T17:20:38.798305",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:38.230340",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>surgery</th>\n",
+       "      <th>age</th>\n",
+       "      <th>outcome</th>\n",
+       "      <th>surgical_lesion</th>\n",
+       "      <th>lesion_1</th>\n",
+       "      <th>lesion_3</th>\n",
+       "      <th>cp_data</th>\n",
+       "      <th>lesion_2_1400</th>\n",
+       "      <th>lesion_2_3111</th>\n",
+       "      <th>lesion_2_3112</th>\n",
+       "      <th>lesion_2_6112</th>\n",
+       "      <th>lesion_2_7111</th>\n",
+       "      <th>capillary_refill_time_less_3_sec</th>\n",
+       "      <th>capillary_refill_time_more_3_sec</th>\n",
+       "      <th>peristalsis_hypermotile</th>\n",
+       "      <th>peristalsis_hypomotile</th>\n",
+       "      <th>peristalsis_normal</th>\n",
+       "      <th>mucous_membrane_bright_red</th>\n",
+       "      <th>mucous_membrane_dark_cyanotic</th>\n",
+       "      <th>mucous_membrane_normal_pink</th>\n",
+       "      <th>mucous_membrane_pale_cyanotic</th>\n",
+       "      <th>mucous_membrane_pale_pink</th>\n",
+       "      <th>pain_depressed</th>\n",
+       "      <th>pain_extreme_pain</th>\n",
+       "      <th>pain_mild_pain</th>\n",
+       "      <th>...</th>\n",
+       "      <th>temp_of_extremities_normal</th>\n",
+       "      <th>temp_of_extremities_warm</th>\n",
+       "      <th>peripheral_pulse_increased</th>\n",
+       "      <th>peripheral_pulse_normal</th>\n",
+       "      <th>peripheral_pulse_reduced</th>\n",
+       "      <th>rectal_exam_feces_decreased</th>\n",
+       "      <th>rectal_exam_feces_increased</th>\n",
+       "      <th>rectal_exam_feces_normal</th>\n",
+       "      <th>nasogastric_tube_significant</th>\n",
+       "      <th>nasogastric_tube_slight</th>\n",
+       "      <th>nasogastric_reflux_more_1_liter</th>\n",
+       "      <th>nasogastric_reflux_none</th>\n",
+       "      <th>abdomen_distend_small</th>\n",
+       "      <th>abdomen_firm</th>\n",
+       "      <th>abdomen_normal</th>\n",
+       "      <th>abdomen_other</th>\n",
+       "      <th>abdomo_appearance_cloudy</th>\n",
+       "      <th>abdomo_appearance_serosanguious</th>\n",
+       "      <th>pulse</th>\n",
+       "      <th>packed_cell_volume</th>\n",
+       "      <th>total_protein</th>\n",
+       "      <th>respiratory_rate</th>\n",
+       "      <th>rectal_temp</th>\n",
+       "      <th>abdomo_protein</th>\n",
+       "      <th>nasogastric_reflux_ph</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>8.400000</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>38.500000</td>\n",
+       "      <td>2.118296</td>\n",
+       "      <td>3.112951</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>88.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>85.000000</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>39.200000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-5.635056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>6.700000</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>38.300000</td>\n",
+       "      <td>4.540961</td>\n",
+       "      <td>7.493844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>164.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>7.200000</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>39.100000</td>\n",
+       "      <td>5.300000</td>\n",
+       "      <td>5.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>104.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>7.400000</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>37.300000</td>\n",
+       "      <td>3.139633</td>\n",
+       "      <td>4.008477</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>294</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3205</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>65.000000</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>39.114715</td>\n",
+       "      <td>2.980850</td>\n",
+       "      <td>-1.326606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>295</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>-9.475055</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>37.200000</td>\n",
+       "      <td>3.300000</td>\n",
+       "      <td>10.791202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>296</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3205</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>6.800000</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>37.500000</td>\n",
+       "      <td>5.350659</td>\n",
+       "      <td>4.225474</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>297</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>36.500000</td>\n",
+       "      <td>3.400000</td>\n",
+       "      <td>4.662047</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>298</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6112</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>62.000000</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>37.200000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.070263</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>299 rows × 55 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     surgery  age  outcome  surgical_lesion  lesion_1  lesion_3  cp_data  \\\n",
+       "0          0    0        0                0     11300         0        0   \n",
+       "1          1    0        1                0      2208         0        0   \n",
+       "2          0    0        2                0         0         0        1   \n",
+       "3          1    1        0                1      2208         0        1   \n",
+       "4          0    0        0                0      4300         0        0   \n",
+       "..       ...  ...      ...              ...       ...       ...      ...   \n",
+       "294        1    0        1                0      3205         0        0   \n",
+       "295        0    0        1                1      2208         0        1   \n",
+       "296        1    0        0                1      3205         0        0   \n",
+       "297        1    0        2                1      2208         0        1   \n",
+       "298        1    0        1                0      6112         0        0   \n",
+       "\n",
+       "     lesion_2_1400  lesion_2_3111  lesion_2_3112  lesion_2_6112  \\\n",
+       "0                0              0              0              0   \n",
+       "1                0              0              0              0   \n",
+       "2                0              0              0              0   \n",
+       "3                0              0              0              0   \n",
+       "4                0              0              0              0   \n",
+       "..             ...            ...            ...            ...   \n",
+       "294              0              0              0              0   \n",
+       "295              0              0              0              0   \n",
+       "296              0              0              0              0   \n",
+       "297              0              0              0              0   \n",
+       "298              0              0              0              0   \n",
+       "\n",
+       "     lesion_2_7111  capillary_refill_time_less_3_sec  \\\n",
+       "0                0                                 0   \n",
+       "1                0                                 1   \n",
+       "2                0                                 1   \n",
+       "3                0                                 0   \n",
+       "4                0                                 0   \n",
+       "..             ...                               ...   \n",
+       "294              0                                 0   \n",
+       "295              0                                 0   \n",
+       "296              0                                 1   \n",
+       "297              0                                 1   \n",
+       "298              0                                 0   \n",
+       "\n",
+       "     capillary_refill_time_more_3_sec  peristalsis_hypermotile  \\\n",
+       "0                                   1                        0   \n",
+       "1                                   0                        0   \n",
+       "2                                   0                        0   \n",
+       "3                                   1                        0   \n",
+       "4                                   1                        0   \n",
+       "..                                ...                      ...   \n",
+       "294                                 1                        0   \n",
+       "295                                 1                        0   \n",
+       "296                                 0                        0   \n",
+       "297                                 0                        0   \n",
+       "298                                 1                        0   \n",
+       "\n",
+       "     peristalsis_hypomotile  peristalsis_normal  mucous_membrane_bright_red  \\\n",
+       "0                         0                   0                           0   \n",
+       "1                         0                   0                           0   \n",
+       "2                         1                   0                           0   \n",
+       "3                         0                   0                           0   \n",
+       "4                         0                   0                           0   \n",
+       "..                      ...                 ...                         ...   \n",
+       "294                       0                   0                           0   \n",
+       "295                       1                   0                           0   \n",
+       "296                       0                   0                           0   \n",
+       "297                       1                   0                           0   \n",
+       "298                       0                   0                           0   \n",
+       "\n",
+       "     mucous_membrane_dark_cyanotic  mucous_membrane_normal_pink  \\\n",
+       "0                                1                            0   \n",
+       "1                                0                            0   \n",
+       "2                                0                            0   \n",
+       "3                                1                            0   \n",
+       "4                                1                            0   \n",
+       "..                             ...                          ...   \n",
+       "294                              0                            0   \n",
+       "295                              0                            0   \n",
+       "296                              0                            0   \n",
+       "297                              0                            0   \n",
+       "298                              0                            0   \n",
+       "\n",
+       "     mucous_membrane_pale_cyanotic  mucous_membrane_pale_pink  pain_depressed  \\\n",
+       "0                                0                          0               0   \n",
+       "1                                1                          0               0   \n",
+       "2                                0                          1               0   \n",
+       "3                                0                          0               1   \n",
+       "4                                0                          0               0   \n",
+       "..                             ...                        ...             ...   \n",
+       "294                              1                          0               1   \n",
+       "295                              1                          0               0   \n",
+       "296                              1                          0               0   \n",
+       "297                              0                          1               0   \n",
+       "298                              1                          0               0   \n",
+       "\n",
+       "     pain_extreme_pain  pain_mild_pain  ...  temp_of_extremities_normal  \\\n",
+       "0                    1               0  ...                           0   \n",
+       "1                    0               1  ...                           0   \n",
+       "2                    0               1  ...                           1   \n",
+       "3                    0               0  ...                           0   \n",
+       "4                    1               0  ...                           0   \n",
+       "..                 ...             ...  ...                         ...   \n",
+       "294                  0               0  ...                           0   \n",
+       "295                  0               0  ...                           0   \n",
+       "296                  0               0  ...                           0   \n",
+       "297                  0               1  ...                           0   \n",
+       "298                  1               0  ...                           0   \n",
+       "\n",
+       "     temp_of_extremities_warm  peripheral_pulse_increased  \\\n",
+       "0                           0                           0   \n",
+       "1                           0                           0   \n",
+       "2                           0                           0   \n",
+       "3                           0                           0   \n",
+       "4                           0                           0   \n",
+       "..                        ...                         ...   \n",
+       "294                         0                           0   \n",
+       "295                         0                           1   \n",
+       "296                         0                           0   \n",
+       "297                         0                           0   \n",
+       "298                         0                           0   \n",
+       "\n",
+       "     peripheral_pulse_normal  peripheral_pulse_reduced  \\\n",
+       "0                          0                         1   \n",
+       "1                          0                         1   \n",
+       "2                          1                         0   \n",
+       "3                          1                         0   \n",
+       "4                          0                         1   \n",
+       "..                       ...                       ...   \n",
+       "294                        0                         1   \n",
+       "295                        0                         0   \n",
+       "296                        0                         1   \n",
+       "297                        0                         1   \n",
+       "298                        0                         1   \n",
+       "\n",
+       "     rectal_exam_feces_decreased  rectal_exam_feces_increased  \\\n",
+       "0                              1                            0   \n",
+       "1                              0                            0   \n",
+       "2                              0                            0   \n",
+       "3                              1                            0   \n",
+       "4                              1                            0   \n",
+       "..                           ...                          ...   \n",
+       "294                            0                            0   \n",
+       "295                            0                            0   \n",
+       "296                            1                            0   \n",
+       "297                            0                            0   \n",
+       "298                            0                            0   \n",
+       "\n",
+       "     rectal_exam_feces_normal  nasogastric_tube_significant  \\\n",
+       "0                           0                             0   \n",
+       "1                           0                             0   \n",
+       "2                           1                             0   \n",
+       "3                           0                             0   \n",
+       "4                           0                             0   \n",
+       "..                        ...                           ...   \n",
+       "294                         0                             0   \n",
+       "295                         0                             1   \n",
+       "296                         0                             0   \n",
+       "297                         0                             1   \n",
+       "298                         0                             1   \n",
+       "\n",
+       "     nasogastric_tube_slight  nasogastric_reflux_more_1_liter  \\\n",
+       "0                          0                                0   \n",
+       "1                          1                                0   \n",
+       "2                          0                                0   \n",
+       "3                          0                                0   \n",
+       "4                          0                                0   \n",
+       "..                       ...                              ...   \n",
+       "294                        0                                0   \n",
+       "295                        0                                0   \n",
+       "296                        1                                0   \n",
+       "297                        0                                0   \n",
+       "298                        0                                0   \n",
+       "\n",
+       "     nasogastric_reflux_none  abdomen_distend_small  abdomen_firm  \\\n",
+       "0                          0                      0             0   \n",
+       "1                          1                      0             0   \n",
+       "2                          1                      0             0   \n",
+       "3                          0                      1             0   \n",
+       "4                          0                      0             0   \n",
+       "..                       ...                    ...           ...   \n",
+       "294                        1                      0             0   \n",
+       "295                        1                      1             0   \n",
+       "296                        1                      0             0   \n",
+       "297                        1                      1             0   \n",
+       "298                        1                      0             0   \n",
+       "\n",
+       "     abdomen_normal  abdomen_other  abdomo_appearance_cloudy  \\\n",
+       "0                 0              0                         0   \n",
+       "1                 0              1                         1   \n",
+       "2                 1              0                         0   \n",
+       "3                 0              0                         0   \n",
+       "4                 0              0                         0   \n",
+       "..              ...            ...                       ...   \n",
+       "294               0              0                         1   \n",
+       "295               0              0                         0   \n",
+       "296               0              0                         0   \n",
+       "297               0              0                         0   \n",
+       "298               1              0                         0   \n",
+       "\n",
+       "     abdomo_appearance_serosanguious  pulse  packed_cell_volume  \\\n",
+       "0                                  1   66.0                45.0   \n",
+       "1                                  0   88.0                50.0   \n",
+       "2                                  0   40.0                33.0   \n",
+       "3                                  1  164.0                48.0   \n",
+       "4                                  1  104.0                74.0   \n",
+       "..                               ...    ...                 ...   \n",
+       "294                                0  120.0                55.0   \n",
+       "295                                1   72.0                44.0   \n",
+       "296                                1   72.0                60.0   \n",
+       "297                                1  100.0                50.0   \n",
+       "298                                0   40.0                36.0   \n",
+       "\n",
+       "     total_protein  respiratory_rate  rectal_temp  abdomo_protein  \\\n",
+       "0         8.400000              28.0    38.500000        2.118296   \n",
+       "1        85.000000              20.0    39.200000        2.000000   \n",
+       "2         6.700000              24.0    38.300000        4.540961   \n",
+       "3         7.200000              84.0    39.100000        5.300000   \n",
+       "4         7.400000              35.0    37.300000        3.139633   \n",
+       "..             ...               ...          ...             ...   \n",
+       "294      65.000000              70.0    39.114715        2.980850   \n",
+       "295      -9.475055              24.0    37.200000        3.300000   \n",
+       "296       6.800000              30.0    37.500000        5.350659   \n",
+       "297       6.000000              24.0    36.500000        3.400000   \n",
+       "298      62.000000              20.0    37.200000        1.000000   \n",
+       "\n",
+       "     nasogastric_reflux_ph  \n",
+       "0                 3.112951  \n",
+       "1                -5.635056  \n",
+       "2                 7.493844  \n",
+       "3                 5.000000  \n",
+       "4                 4.008477  \n",
+       "..                     ...  \n",
+       "294              -1.326606  \n",
+       "295              10.791202  \n",
+       "296               4.225474  \n",
+       "297               4.662047  \n",
+       "298               2.070263  \n",
+       "\n",
+       "[299 rows x 55 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Fixing Empty Numerical Columns\n",
+    "\n",
+    "for x in [i for i in ecc if i not in cf]:\n",
+    "    a = df1[x]\n",
+    "    b=[]; c=[]\n",
+    "\n",
+    "    for i,e in enumerate(a):\n",
+    "        if e!=e:\n",
+    "            b.append(i)\n",
+    "        else:\n",
+    "            c.append(i)\n",
+    "\n",
+    "    LR = LinearRegression()\n",
+    "    LR.fit(df3.loc[c],a[c])\n",
+    "    d = LR.predict(df3.loc[b])\n",
+    "\n",
+    "    df3[x] = a\n",
+    "    f=0\n",
+    "    for i,e in enumerate(df3[x]):\n",
+    "        if e!=e:\n",
+    "            df3.loc[i,x] = d[f]\n",
+    "            f+=1\n",
+    "    #df3 = pd.concat([df3.drop([x], axis=1), pd.DataFrame(pd.get_dummies(df3[x], drop_first=True, prefix=str(x)))],axis=1)   \n",
+    "df3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "1138fe91",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:39.041349Z",
+     "iopub.status.busy": "2022-01-27T17:20:39.040654Z",
+     "iopub.status.idle": "2022-01-27T17:20:39.113987Z",
+     "shell.execute_reply": "2022-01-27T17:20:39.113434Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:05.249609Z"
+    },
+    "id": "65b4c8b5",
+    "outputId": "5a40039b-f559-4ec6-812b-d425f6b268bc",
+    "papermill": {
+     "duration": 0.191561,
+     "end_time": "2022-01-27T17:20:39.114140",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:38.922579",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>surgery</th>\n",
+       "      <th>age</th>\n",
+       "      <th>outcome</th>\n",
+       "      <th>surgical_lesion</th>\n",
+       "      <th>lesion_1</th>\n",
+       "      <th>lesion_3</th>\n",
+       "      <th>cp_data</th>\n",
+       "      <th>lesion_2_1400</th>\n",
+       "      <th>lesion_2_3111</th>\n",
+       "      <th>lesion_2_3112</th>\n",
+       "      <th>lesion_2_6112</th>\n",
+       "      <th>lesion_2_7111</th>\n",
+       "      <th>capillary_refill_time_less_3_sec</th>\n",
+       "      <th>capillary_refill_time_more_3_sec</th>\n",
+       "      <th>peristalsis_hypermotile</th>\n",
+       "      <th>peristalsis_hypomotile</th>\n",
+       "      <th>peristalsis_normal</th>\n",
+       "      <th>mucous_membrane_bright_red</th>\n",
+       "      <th>mucous_membrane_dark_cyanotic</th>\n",
+       "      <th>mucous_membrane_normal_pink</th>\n",
+       "      <th>mucous_membrane_pale_cyanotic</th>\n",
+       "      <th>mucous_membrane_pale_pink</th>\n",
+       "      <th>pain_depressed</th>\n",
+       "      <th>pain_extreme_pain</th>\n",
+       "      <th>pain_mild_pain</th>\n",
+       "      <th>...</th>\n",
+       "      <th>temp_of_extremities_normal</th>\n",
+       "      <th>temp_of_extremities_warm</th>\n",
+       "      <th>peripheral_pulse_increased</th>\n",
+       "      <th>peripheral_pulse_normal</th>\n",
+       "      <th>peripheral_pulse_reduced</th>\n",
+       "      <th>rectal_exam_feces_decreased</th>\n",
+       "      <th>rectal_exam_feces_increased</th>\n",
+       "      <th>rectal_exam_feces_normal</th>\n",
+       "      <th>nasogastric_tube_significant</th>\n",
+       "      <th>nasogastric_tube_slight</th>\n",
+       "      <th>nasogastric_reflux_more_1_liter</th>\n",
+       "      <th>nasogastric_reflux_none</th>\n",
+       "      <th>abdomen_distend_small</th>\n",
+       "      <th>abdomen_firm</th>\n",
+       "      <th>abdomen_normal</th>\n",
+       "      <th>abdomen_other</th>\n",
+       "      <th>abdomo_appearance_cloudy</th>\n",
+       "      <th>abdomo_appearance_serosanguious</th>\n",
+       "      <th>pulse</th>\n",
+       "      <th>packed_cell_volume</th>\n",
+       "      <th>total_protein</th>\n",
+       "      <th>respiratory_rate</th>\n",
+       "      <th>rectal_temp</th>\n",
+       "      <th>abdomo_protein</th>\n",
+       "      <th>nasogastric_reflux_ph</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2208</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>88.000000</td>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>85.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>39.200000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-5.635056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>6.700000</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>38.300000</td>\n",
+       "      <td>4.540961</td>\n",
+       "      <td>7.493844</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>104.000000</td>\n",
+       "      <td>74.000000</td>\n",
+       "      <td>7.400000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>37.300000</td>\n",
+       "      <td>3.139633</td>\n",
+       "      <td>4.008477</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>49.728771</td>\n",
+       "      <td>39.218182</td>\n",
+       "      <td>32.719972</td>\n",
+       "      <td>33.499465</td>\n",
+       "      <td>37.876234</td>\n",
+       "      <td>-0.790397</td>\n",
+       "      <td>5.408563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3124</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>48.000000</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>37.900000</td>\n",
+       "      <td>5.114748</td>\n",
+       "      <td>7.739784</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 55 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   surgery  age  outcome  surgical_lesion  lesion_1  lesion_3  cp_data  \\\n",
+       "0        1    0        1                0      2208         0        0   \n",
+       "1        0    0        2                0         0         0        1   \n",
+       "2        0    0        0                0      4300         0        0   \n",
+       "3        0    0        2                0         0         0        0   \n",
+       "4        1    0        2                1      3124         0        0   \n",
+       "\n",
+       "   lesion_2_1400  lesion_2_3111  lesion_2_3112  lesion_2_6112  lesion_2_7111  \\\n",
+       "0              0              0              0              0              0   \n",
+       "1              0              0              0              0              0   \n",
+       "2              0              0              0              0              0   \n",
+       "3              0              0              0              0              0   \n",
+       "4              0              0              0              0              0   \n",
+       "\n",
+       "   capillary_refill_time_less_3_sec  capillary_refill_time_more_3_sec  \\\n",
+       "0                                 1                                 0   \n",
+       "1                                 1                                 0   \n",
+       "2                                 0                                 1   \n",
+       "3                                 1                                 0   \n",
+       "4                                 1                                 0   \n",
+       "\n",
+       "   peristalsis_hypermotile  peristalsis_hypomotile  peristalsis_normal  \\\n",
+       "0                        0                       0                   0   \n",
+       "1                        0                       1                   0   \n",
+       "2                        0                       0                   0   \n",
+       "3                        0                       1                   0   \n",
+       "4                        0                       1                   0   \n",
+       "\n",
+       "   mucous_membrane_bright_red  mucous_membrane_dark_cyanotic  \\\n",
+       "0                           0                              0   \n",
+       "1                           0                              0   \n",
+       "2                           0                              1   \n",
+       "3                           0                              0   \n",
+       "4                           0                              0   \n",
+       "\n",
+       "   mucous_membrane_normal_pink  mucous_membrane_pale_cyanotic  \\\n",
+       "0                            0                              1   \n",
+       "1                            0                              0   \n",
+       "2                            0                              0   \n",
+       "3                            0                              0   \n",
+       "4                            1                              0   \n",
+       "\n",
+       "   mucous_membrane_pale_pink  pain_depressed  pain_extreme_pain  \\\n",
+       "0                          0               0                  0   \n",
+       "1                          1               0                  0   \n",
+       "2                          0               0                  1   \n",
+       "3                          1               1                  0   \n",
+       "4                          0               0                  0   \n",
+       "\n",
+       "   pain_mild_pain  ...  temp_of_extremities_normal  temp_of_extremities_warm  \\\n",
+       "0               1  ...                           0                         0   \n",
+       "1               1  ...                           1                         0   \n",
+       "2               0  ...                           0                         0   \n",
+       "3               0  ...                           0                         1   \n",
+       "4               1  ...                           1                         0   \n",
+       "\n",
+       "   peripheral_pulse_increased  peripheral_pulse_normal  \\\n",
+       "0                           0                        0   \n",
+       "1                           0                        1   \n",
+       "2                           0                        0   \n",
+       "3                           0                        1   \n",
+       "4                           0                        1   \n",
+       "\n",
+       "   peripheral_pulse_reduced  rectal_exam_feces_decreased  \\\n",
+       "0                         1                            0   \n",
+       "1                         0                            0   \n",
+       "2                         1                            1   \n",
+       "3                         0                            1   \n",
+       "4                         0                            1   \n",
+       "\n",
+       "   rectal_exam_feces_increased  rectal_exam_feces_normal  \\\n",
+       "0                            0                         0   \n",
+       "1                            0                         1   \n",
+       "2                            0                         0   \n",
+       "3                            0                         0   \n",
+       "4                            0                         0   \n",
+       "\n",
+       "   nasogastric_tube_significant  nasogastric_tube_slight  \\\n",
+       "0                             0                        1   \n",
+       "1                             0                        0   \n",
+       "2                             0                        0   \n",
+       "3                             0                        1   \n",
+       "4                             0                        0   \n",
+       "\n",
+       "   nasogastric_reflux_more_1_liter  nasogastric_reflux_none  \\\n",
+       "0                                0                        1   \n",
+       "1                                0                        1   \n",
+       "2                                0                        0   \n",
+       "3                                0                        1   \n",
+       "4                                0                        1   \n",
+       "\n",
+       "   abdomen_distend_small  abdomen_firm  abdomen_normal  abdomen_other  \\\n",
+       "0                      0             0               0              1   \n",
+       "1                      0             0               1              0   \n",
+       "2                      0             0               0              0   \n",
+       "3                      0             1               0              0   \n",
+       "4                      0             0               0              0   \n",
+       "\n",
+       "   abdomo_appearance_cloudy  abdomo_appearance_serosanguious       pulse  \\\n",
+       "0                         1                                0   88.000000   \n",
+       "1                         0                                0   40.000000   \n",
+       "2                         0                                1  104.000000   \n",
+       "3                         0                                0   49.728771   \n",
+       "4                         0                                0   48.000000   \n",
+       "\n",
+       "   packed_cell_volume  total_protein  respiratory_rate  rectal_temp  \\\n",
+       "0           50.000000      85.000000         20.000000    39.200000   \n",
+       "1           33.000000       6.700000         24.000000    38.300000   \n",
+       "2           74.000000       7.400000         35.000000    37.300000   \n",
+       "3           39.218182      32.719972         33.499465    37.876234   \n",
+       "4           37.000000       7.000000         16.000000    37.900000   \n",
+       "\n",
+       "   abdomo_protein  nasogastric_reflux_ph  \n",
+       "0        2.000000              -5.635056  \n",
+       "1        4.540961               7.493844  \n",
+       "2        3.139633               4.008477  \n",
+       "3       -0.790397               5.408563  \n",
+       "4        5.114748               7.739784  \n",
+       "\n",
+       "[5 rows x 55 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[1mInference:\u001b[0m Before removal of outliers, The dataset had 299 samples.\n",
+      "\u001b[1mInference:\u001b[0m After removal of outliers, The dataset now has 269 samples.\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Removal of outlier:\n",
+    "\n",
+    "df4 = df3.copy()\n",
+    "\n",
+    "for i in [i for i in df4.columns]:\n",
+    "    if df4[i].nunique()>=12:\n",
+    "        Q1 = df4[i].quantile(0.20)\n",
+    "        Q3 = df4[i].quantile(0.80)\n",
+    "        IQR = Q3 - Q1\n",
+    "        df4 = df4[df4[i] <= (Q3+(1.5*IQR))]\n",
+    "        df4 = df4[df4[i] >= (Q1-(1.5*IQR))]\n",
+    "df4 = df4.reset_index(drop=True)\n",
+    "display(df4.head())\n",
+    "print('\\n\\033[1mInference:\\033[0m Before removal of outliers, The dataset had {} samples.'.format(df1.shape[0]))\n",
+    "print('\\033[1mInference:\\033[0m After removal of outliers, The dataset now has {} samples.'.format(df4.shape[0]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "d3aa5437",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:39.358119Z",
+     "iopub.status.busy": "2022-01-27T17:20:39.352280Z",
+     "iopub.status.idle": "2022-01-27T17:20:39.382175Z",
+     "shell.execute_reply": "2022-01-27T17:20:39.381497Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:05.310279Z"
+    },
+    "id": "5434312b",
+    "outputId": "41a8a440-2d4a-45bb-a6fc-daddd82096b3",
+    "papermill": {
+     "duration": 0.153263,
+     "end_time": "2022-01-27T17:20:39.382331",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:39.229068",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original class distribution:\n",
+      "2    167\n",
+      "0     63\n",
+      "1     39\n",
+      "Name: outcome, dtype: int64\n",
+      "\n",
+      "Class distribution after applying SMOTE Technique:\n",
+      "1    167\n",
+      "2    167\n",
+      "0    167\n",
+      "Name: outcome, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Fixing the imbalance using SMOTE Technique\n",
+    "\n",
+    "df5 = df4.copy()\n",
+    "\n",
+    "print('Original class distribution:')\n",
+    "print(df5[target].value_counts())\n",
+    "\n",
+    "xf = df5.columns\n",
+    "X = df5.drop([target],axis=1)\n",
+    "Y = df5[target]\n",
+    "\n",
+    "smote = SMOTE()\n",
+    "X, Y = smote.fit_resample(X, Y)\n",
+    "\n",
+    "df5 = pd.DataFrame(X, columns=xf)\n",
+    "df5[target] = Y\n",
+    "\n",
+    "print('\\nClass distribution after applying SMOTE Technique:',)\n",
+    "print(Y.value_counts())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "c7c524fa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:39.629493Z",
+     "iopub.status.busy": "2022-01-27T17:20:39.628714Z",
+     "iopub.status.idle": "2022-01-27T17:20:39.795467Z",
+     "shell.execute_reply": "2022-01-27T17:20:39.796385Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:05.341934Z"
+    },
+    "id": "afcceb4f",
+    "outputId": "2c262ee8-acfe-4943-ae12-fd6c45905277",
+    "papermill": {
+     "duration": 0.298534,
+     "end_time": "2022-01-27T17:20:39.796686",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:39.498152",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[1mInference:\u001b[0mThe final dataset after cleanup has 501 samples & 55 columns.\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Final Dataset size after performing Preprocessing\n",
+    "\n",
+    "df = df5.copy()\n",
+    "plt.title('Final Dataset Samples')\n",
+    "plt.pie([df.shape[0], original_df.shape[0]-df4.shape[0], df5.shape[0]-df4.shape[0]], radius = 1, shadow=True,\n",
+    "        labels=['Retained','Dropped','Augmented'], counterclock=False, autopct='%1.1f%%', pctdistance=0.9, explode=[0,0,0])\n",
+    "plt.pie([df.shape[0]], labels=['100%'], labeldistance=-0, radius=0.78, shadow=True, colors=['powderblue'])\n",
+    "plt.show()\n",
+    "\n",
+    "print('\\n\\033[1mInference:\\033[0mThe final dataset after cleanup has {} samples & {} columns.'.format(df.shape[0], df.shape[1]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6923533d",
+   "metadata": {
+    "id": "9c9b4be0",
+    "papermill": {
+     "duration": 0.121774,
+     "end_time": "2022-01-27T17:20:40.084990",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:39.963216",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "99cdf87a",
+   "metadata": {
+    "id": "1088fde8",
+    "papermill": {
+     "duration": 0.119421,
+     "end_time": "2022-01-27T17:20:40.325110",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:40.205689",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# <center> 4. Data Manipulation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "3b56a170",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:40.575270Z",
+     "iopub.status.busy": "2022-01-27T17:20:40.572473Z",
+     "iopub.status.idle": "2022-01-27T17:20:40.581624Z",
+     "shell.execute_reply": "2022-01-27T17:20:40.582273Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:05.520125Z"
+    },
+    "id": "35eca1d5",
+    "outputId": "08959220-f0c6-4844-bcad-088fc70aa58c",
+    "papermill": {
+     "duration": 0.136673,
+     "end_time": "2022-01-27T17:20:40.582507",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:40.445834",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Original set  --->  (501, 54) (501,) \n",
+      "Training set  --->  (400, 54) (400,) \n",
+      "Testing set   --->  (101, 54)  (101,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Splitting the data intro training & testing sets\n",
+    "\n",
+    "df = df5.copy()\n",
+    "\n",
+    "X = df.drop([target],axis=1)\n",
+    "Y = df[target]\n",
+    "Train_X, Test_X, Train_Y, Test_Y = train_test_split(X, Y, train_size=0.8, test_size=0.2, random_state=0)\n",
+    "\n",
+    "print('Original set  ---> ',X.shape,Y.shape,'\\nTraining set  ---> ',Train_X.shape,Train_Y.shape,'\\nTesting set   ---> ', Test_X.shape,'', Test_Y.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "f3b69f0a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:40.829467Z",
+     "iopub.status.busy": "2022-01-27T17:20:40.828731Z",
+     "iopub.status.idle": "2022-01-27T17:20:41.441848Z",
+     "shell.execute_reply": "2022-01-27T17:20:41.442377Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:05.534889Z"
+    },
+    "id": "a4975ac6",
+    "outputId": "ac976b84-dbcd-4e54-ae87-9e189b2fc167",
+    "papermill": {
+     "duration": 0.737123,
+     "end_time": "2022-01-27T17:20:41.442573",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:40.705450",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                               \u001b[1mStandardardization on Training set                               \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>surgery</th>\n",
+       "      <th>age</th>\n",
+       "      <th>surgical_lesion</th>\n",
+       "      <th>lesion_1</th>\n",
+       "      <th>lesion_3</th>\n",
+       "      <th>cp_data</th>\n",
+       "      <th>lesion_2_1400</th>\n",
+       "      <th>lesion_2_3111</th>\n",
+       "      <th>lesion_2_3112</th>\n",
+       "      <th>lesion_2_6112</th>\n",
+       "      <th>lesion_2_7111</th>\n",
+       "      <th>capillary_refill_time_less_3_sec</th>\n",
+       "      <th>capillary_refill_time_more_3_sec</th>\n",
+       "      <th>peristalsis_hypermotile</th>\n",
+       "      <th>peristalsis_hypomotile</th>\n",
+       "      <th>peristalsis_normal</th>\n",
+       "      <th>mucous_membrane_bright_red</th>\n",
+       "      <th>mucous_membrane_dark_cyanotic</th>\n",
+       "      <th>mucous_membrane_normal_pink</th>\n",
+       "      <th>mucous_membrane_pale_cyanotic</th>\n",
+       "      <th>mucous_membrane_pale_pink</th>\n",
+       "      <th>pain_depressed</th>\n",
+       "      <th>pain_extreme_pain</th>\n",
+       "      <th>pain_mild_pain</th>\n",
+       "      <th>pain_severe_pain</th>\n",
+       "      <th>...</th>\n",
+       "      <th>temp_of_extremities_normal</th>\n",
+       "      <th>temp_of_extremities_warm</th>\n",
+       "      <th>peripheral_pulse_increased</th>\n",
+       "      <th>peripheral_pulse_normal</th>\n",
+       "      <th>peripheral_pulse_reduced</th>\n",
+       "      <th>rectal_exam_feces_decreased</th>\n",
+       "      <th>rectal_exam_feces_increased</th>\n",
+       "      <th>rectal_exam_feces_normal</th>\n",
+       "      <th>nasogastric_tube_significant</th>\n",
+       "      <th>nasogastric_tube_slight</th>\n",
+       "      <th>nasogastric_reflux_more_1_liter</th>\n",
+       "      <th>nasogastric_reflux_none</th>\n",
+       "      <th>abdomen_distend_small</th>\n",
+       "      <th>abdomen_firm</th>\n",
+       "      <th>abdomen_normal</th>\n",
+       "      <th>abdomen_other</th>\n",
+       "      <th>abdomo_appearance_cloudy</th>\n",
+       "      <th>abdomo_appearance_serosanguious</th>\n",
+       "      <th>pulse</th>\n",
+       "      <th>packed_cell_volume</th>\n",
+       "      <th>total_protein</th>\n",
+       "      <th>respiratory_rate</th>\n",
+       "      <th>rectal_temp</th>\n",
+       "      <th>abdomo_protein</th>\n",
+       "      <th>nasogastric_reflux_ph</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>400.0</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "      <td>4.000000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1.892930e-16</td>\n",
+       "      <td>2.450817e-16</td>\n",
+       "      <td>-7.605028e-17</td>\n",
+       "      <td>-7.771561e-18</td>\n",
+       "      <td>4.662937e-17</td>\n",
+       "      <td>-3.494427e-16</td>\n",
+       "      <td>3.774758e-17</td>\n",
+       "      <td>-9.020562e-19</td>\n",
+       "      <td>3.152686e-16</td>\n",
+       "      <td>1.731948e-16</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5.107026e-17</td>\n",
+       "      <td>5.356826e-17</td>\n",
+       "      <td>-4.440892e-18</td>\n",
+       "      <td>-4.218847e-17</td>\n",
+       "      <td>-6.480927e-17</td>\n",
+       "      <td>-3.719247e-17</td>\n",
+       "      <td>-1.036671e-16</td>\n",
+       "      <td>-4.884981e-17</td>\n",
+       "      <td>-1.240674e-16</td>\n",
+       "      <td>1.006140e-16</td>\n",
+       "      <td>-1.942890e-18</td>\n",
+       "      <td>2.026157e-17</td>\n",
+       "      <td>4.884981e-17</td>\n",
+       "      <td>-3.697043e-16</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.042810e-16</td>\n",
+       "      <td>-5.029310e-16</td>\n",
+       "      <td>3.740064e-17</td>\n",
+       "      <td>4.496403e-17</td>\n",
+       "      <td>-1.776357e-17</td>\n",
+       "      <td>-7.882583e-17</td>\n",
+       "      <td>-1.114386e-16</td>\n",
+       "      <td>-1.240674e-16</td>\n",
+       "      <td>-8.618106e-17</td>\n",
+       "      <td>1.024181e-16</td>\n",
+       "      <td>1.644518e-16</td>\n",
+       "      <td>6.439294e-17</td>\n",
+       "      <td>1.804112e-16</td>\n",
+       "      <td>-8.618106e-17</td>\n",
+       "      <td>3.580469e-17</td>\n",
+       "      <td>9.992007e-18</td>\n",
+       "      <td>1.254552e-16</td>\n",
+       "      <td>1.820766e-16</td>\n",
+       "      <td>2.112199e-16</td>\n",
+       "      <td>-1.926237e-16</td>\n",
+       "      <td>-4.274359e-17</td>\n",
+       "      <td>-2.849110e-16</td>\n",
+       "      <td>5.095924e-15</td>\n",
+       "      <td>1.709743e-16</td>\n",
+       "      <td>4.996004e-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "      <td>1.001252e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-1.187282e+00</td>\n",
+       "      <td>-2.106809e-01</td>\n",
+       "      <td>-1.347925e+00</td>\n",
+       "      <td>-1.594216e+00</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.194625e-01</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9.801961e-01</td>\n",
+       "      <td>-5.888984e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>-8.080177e-01</td>\n",
+       "      <td>-1.973855e-01</td>\n",
+       "      <td>-3.333333e-01</td>\n",
+       "      <td>-1.973855e-01</td>\n",
+       "      <td>-4.803845e-01</td>\n",
+       "      <td>-3.992747e-01</td>\n",
+       "      <td>-4.159574e-01</td>\n",
+       "      <td>-4.485546e-01</td>\n",
+       "      <td>-4.323698e-01</td>\n",
+       "      <td>-4.404882e-01</td>\n",
+       "      <td>-3.286841e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-4.764387e-01</td>\n",
+       "      <td>-2.526456e-01</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-6.585528e-01</td>\n",
+       "      <td>-9.322869e-01</td>\n",
+       "      <td>-4.200840e-01</td>\n",
+       "      <td>-1.681596e-01</td>\n",
+       "      <td>-4.076527e-01</td>\n",
+       "      <td>-2.469979e-01</td>\n",
+       "      <td>-9.511897e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>-1.088941e+00</td>\n",
+       "      <td>-4.960906e-01</td>\n",
+       "      <td>-1.758631e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>-2.795838e-01</td>\n",
+       "      <td>-4.282896e-01</td>\n",
+       "      <td>-7.297719e-01</td>\n",
+       "      <td>-1.773920e+00</td>\n",
+       "      <td>-2.512232e+00</td>\n",
+       "      <td>-1.334721e+00</td>\n",
+       "      <td>-1.702530e+00</td>\n",
+       "      <td>-3.165389e+00</td>\n",
+       "      <td>-2.966595e+00</td>\n",
+       "      <td>-2.913028e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>-1.187282e+00</td>\n",
+       "      <td>-2.106809e-01</td>\n",
+       "      <td>-1.347925e+00</td>\n",
+       "      <td>-3.754598e-01</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.194625e-01</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9.801961e-01</td>\n",
+       "      <td>-5.888984e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>-8.080177e-01</td>\n",
+       "      <td>-1.973855e-01</td>\n",
+       "      <td>-3.333333e-01</td>\n",
+       "      <td>-1.973855e-01</td>\n",
+       "      <td>-4.803845e-01</td>\n",
+       "      <td>-3.992747e-01</td>\n",
+       "      <td>-4.159574e-01</td>\n",
+       "      <td>-4.485546e-01</td>\n",
+       "      <td>-4.323698e-01</td>\n",
+       "      <td>-4.404882e-01</td>\n",
+       "      <td>-3.286841e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-4.764387e-01</td>\n",
+       "      <td>-2.526456e-01</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-6.585528e-01</td>\n",
+       "      <td>-9.322869e-01</td>\n",
+       "      <td>-4.200840e-01</td>\n",
+       "      <td>-1.681596e-01</td>\n",
+       "      <td>-4.076527e-01</td>\n",
+       "      <td>-2.469979e-01</td>\n",
+       "      <td>-9.511897e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>-1.088941e+00</td>\n",
+       "      <td>-4.960906e-01</td>\n",
+       "      <td>-1.758631e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>-2.795838e-01</td>\n",
+       "      <td>-4.282896e-01</td>\n",
+       "      <td>-7.297719e-01</td>\n",
+       "      <td>-8.589157e-01</td>\n",
+       "      <td>-7.809112e-01</td>\n",
+       "      <td>-6.925395e-01</td>\n",
+       "      <td>-7.624384e-01</td>\n",
+       "      <td>-6.103582e-01</td>\n",
+       "      <td>-6.858068e-01</td>\n",
+       "      <td>-6.748095e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>8.422599e-01</td>\n",
+       "      <td>-2.106809e-01</td>\n",
+       "      <td>7.418811e-01</td>\n",
+       "      <td>1.364929e-01</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.194625e-01</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9.801961e-01</td>\n",
+       "      <td>-5.888984e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>-8.080177e-01</td>\n",
+       "      <td>-1.973855e-01</td>\n",
+       "      <td>-3.333333e-01</td>\n",
+       "      <td>-1.973855e-01</td>\n",
+       "      <td>-4.803845e-01</td>\n",
+       "      <td>-3.992747e-01</td>\n",
+       "      <td>-4.159574e-01</td>\n",
+       "      <td>-4.485546e-01</td>\n",
+       "      <td>-4.323698e-01</td>\n",
+       "      <td>-4.404882e-01</td>\n",
+       "      <td>-3.286841e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-4.764387e-01</td>\n",
+       "      <td>-2.526456e-01</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-6.585528e-01</td>\n",
+       "      <td>-9.322869e-01</td>\n",
+       "      <td>-4.200840e-01</td>\n",
+       "      <td>-1.681596e-01</td>\n",
+       "      <td>-4.076527e-01</td>\n",
+       "      <td>-2.469979e-01</td>\n",
+       "      <td>-9.511897e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>9.183235e-01</td>\n",
+       "      <td>-4.960906e-01</td>\n",
+       "      <td>-1.758631e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>-2.795838e-01</td>\n",
+       "      <td>-4.282896e-01</td>\n",
+       "      <td>-7.297719e-01</td>\n",
+       "      <td>-1.266932e-01</td>\n",
+       "      <td>-9.158700e-02</td>\n",
+       "      <td>-6.371018e-01</td>\n",
+       "      <td>-9.462931e-02</td>\n",
+       "      <td>-7.935611e-02</td>\n",
+       "      <td>-1.109347e-01</td>\n",
+       "      <td>5.534343e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>8.422599e-01</td>\n",
+       "      <td>-2.106809e-01</td>\n",
+       "      <td>7.418811e-01</td>\n",
+       "      <td>1.887869e-01</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.194625e-01</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.020204e+00</td>\n",
+       "      <td>1.698086e+00</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>1.237597e+00</td>\n",
+       "      <td>-1.973855e-01</td>\n",
+       "      <td>-3.333333e-01</td>\n",
+       "      <td>-1.973855e-01</td>\n",
+       "      <td>-4.803845e-01</td>\n",
+       "      <td>-3.992747e-01</td>\n",
+       "      <td>-4.159574e-01</td>\n",
+       "      <td>-4.485546e-01</td>\n",
+       "      <td>-4.323698e-01</td>\n",
+       "      <td>-4.404882e-01</td>\n",
+       "      <td>-3.286841e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-4.764387e-01</td>\n",
+       "      <td>-2.526456e-01</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>1.518481e+00</td>\n",
+       "      <td>1.072631e+00</td>\n",
+       "      <td>-4.200840e-01</td>\n",
+       "      <td>-1.681596e-01</td>\n",
+       "      <td>-4.076527e-01</td>\n",
+       "      <td>-2.469979e-01</td>\n",
+       "      <td>1.051315e+00</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>9.183235e-01</td>\n",
+       "      <td>-4.960906e-01</td>\n",
+       "      <td>-1.758631e-01</td>\n",
+       "      <td>-3.144855e-01</td>\n",
+       "      <td>-2.795838e-01</td>\n",
+       "      <td>-4.282896e-01</td>\n",
+       "      <td>1.370291e+00</td>\n",
+       "      <td>6.577006e-01</td>\n",
+       "      <td>6.704202e-01</td>\n",
+       "      <td>9.506483e-01</td>\n",
+       "      <td>5.823815e-01</td>\n",
+       "      <td>6.290296e-01</td>\n",
+       "      <td>6.310001e-01</td>\n",
+       "      <td>6.696803e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>8.422599e-01</td>\n",
+       "      <td>4.746516e+00</td>\n",
+       "      <td>7.418811e-01</td>\n",
+       "      <td>3.635184e+00</td>\n",
+       "      <td>1.997498e+01</td>\n",
+       "      <td>1.925067e+00</td>\n",
+       "      <td>1.997498e+01</td>\n",
+       "      <td>1.150362e+01</td>\n",
+       "      <td>1.997498e+01</td>\n",
+       "      <td>1.997498e+01</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.020204e+00</td>\n",
+       "      <td>1.698086e+00</td>\n",
+       "      <td>3.179797e+00</td>\n",
+       "      <td>1.237597e+00</td>\n",
+       "      <td>5.066228e+00</td>\n",
+       "      <td>3.000000e+00</td>\n",
+       "      <td>5.066228e+00</td>\n",
+       "      <td>2.081666e+00</td>\n",
+       "      <td>2.504541e+00</td>\n",
+       "      <td>2.404093e+00</td>\n",
+       "      <td>2.229383e+00</td>\n",
+       "      <td>2.312835e+00</td>\n",
+       "      <td>2.270208e+00</td>\n",
+       "      <td>3.042435e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.098906e+00</td>\n",
+       "      <td>3.958114e+00</td>\n",
+       "      <td>1.150362e+01</td>\n",
+       "      <td>1.518481e+00</td>\n",
+       "      <td>1.072631e+00</td>\n",
+       "      <td>2.380476e+00</td>\n",
+       "      <td>5.946733e+00</td>\n",
+       "      <td>2.453068e+00</td>\n",
+       "      <td>4.048618e+00</td>\n",
+       "      <td>1.051315e+00</td>\n",
+       "      <td>3.179797e+00</td>\n",
+       "      <td>9.183235e-01</td>\n",
+       "      <td>2.015761e+00</td>\n",
+       "      <td>5.686241e+00</td>\n",
+       "      <td>3.179797e+00</td>\n",
+       "      <td>3.576745e+00</td>\n",
+       "      <td>2.334869e+00</td>\n",
+       "      <td>1.370291e+00</td>\n",
+       "      <td>3.324639e+00</td>\n",
+       "      <td>2.631638e+00</td>\n",
+       "      <td>2.476941e+00</td>\n",
+       "      <td>3.628930e+00</td>\n",
+       "      <td>3.251755e+00</td>\n",
+       "      <td>2.823723e+00</td>\n",
+       "      <td>2.525777e+00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 54 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            surgery           age  surgical_lesion      lesion_1  \\\n",
+       "count  4.000000e+02  4.000000e+02     4.000000e+02  4.000000e+02   \n",
+       "mean   1.892930e-16  2.450817e-16    -7.605028e-17 -7.771561e-18   \n",
+       "std    1.001252e+00  1.001252e+00     1.001252e+00  1.001252e+00   \n",
+       "min   -1.187282e+00 -2.106809e-01    -1.347925e+00 -1.594216e+00   \n",
+       "25%   -1.187282e+00 -2.106809e-01    -1.347925e+00 -3.754598e-01   \n",
+       "50%    8.422599e-01 -2.106809e-01     7.418811e-01  1.364929e-01   \n",
+       "75%    8.422599e-01 -2.106809e-01     7.418811e-01  1.887869e-01   \n",
+       "max    8.422599e-01  4.746516e+00     7.418811e-01  3.635184e+00   \n",
+       "\n",
+       "           lesion_3       cp_data  lesion_2_1400  lesion_2_3111  \\\n",
+       "count  4.000000e+02  4.000000e+02   4.000000e+02   4.000000e+02   \n",
+       "mean   4.662937e-17 -3.494427e-16   3.774758e-17  -9.020562e-19   \n",
+       "std    1.001252e+00  1.001252e+00   1.001252e+00   1.001252e+00   \n",
+       "min   -5.006262e-02 -5.194625e-01  -5.006262e-02  -8.692914e-02   \n",
+       "25%   -5.006262e-02 -5.194625e-01  -5.006262e-02  -8.692914e-02   \n",
+       "50%   -5.006262e-02 -5.194625e-01  -5.006262e-02  -8.692914e-02   \n",
+       "75%   -5.006262e-02 -5.194625e-01  -5.006262e-02  -8.692914e-02   \n",
+       "max    1.997498e+01  1.925067e+00   1.997498e+01   1.150362e+01   \n",
+       "\n",
+       "       lesion_2_3112  lesion_2_6112  lesion_2_7111  \\\n",
+       "count   4.000000e+02   4.000000e+02          400.0   \n",
+       "mean    3.152686e-16   1.731948e-16            0.0   \n",
+       "std     1.001252e+00   1.001252e+00            0.0   \n",
+       "min    -5.006262e-02  -5.006262e-02            0.0   \n",
+       "25%    -5.006262e-02  -5.006262e-02            0.0   \n",
+       "50%    -5.006262e-02  -5.006262e-02            0.0   \n",
+       "75%    -5.006262e-02  -5.006262e-02            0.0   \n",
+       "max     1.997498e+01   1.997498e+01            0.0   \n",
+       "\n",
+       "       capillary_refill_time_less_3_sec  capillary_refill_time_more_3_sec  \\\n",
+       "count                      4.000000e+02                      4.000000e+02   \n",
+       "mean                       5.107026e-17                      5.356826e-17   \n",
+       "std                        1.001252e+00                      1.001252e+00   \n",
+       "min                       -9.801961e-01                     -5.888984e-01   \n",
+       "25%                       -9.801961e-01                     -5.888984e-01   \n",
+       "50%                       -9.801961e-01                     -5.888984e-01   \n",
+       "75%                        1.020204e+00                      1.698086e+00   \n",
+       "max                        1.020204e+00                      1.698086e+00   \n",
+       "\n",
+       "       peristalsis_hypermotile  peristalsis_hypomotile  peristalsis_normal  \\\n",
+       "count             4.000000e+02            4.000000e+02        4.000000e+02   \n",
+       "mean             -4.440892e-18           -4.218847e-17       -6.480927e-17   \n",
+       "std               1.001252e+00            1.001252e+00        1.001252e+00   \n",
+       "min              -3.144855e-01           -8.080177e-01       -1.973855e-01   \n",
+       "25%              -3.144855e-01           -8.080177e-01       -1.973855e-01   \n",
+       "50%              -3.144855e-01           -8.080177e-01       -1.973855e-01   \n",
+       "75%              -3.144855e-01            1.237597e+00       -1.973855e-01   \n",
+       "max               3.179797e+00            1.237597e+00        5.066228e+00   \n",
+       "\n",
+       "       mucous_membrane_bright_red  mucous_membrane_dark_cyanotic  \\\n",
+       "count                4.000000e+02                   4.000000e+02   \n",
+       "mean                -3.719247e-17                  -1.036671e-16   \n",
+       "std                  1.001252e+00                   1.001252e+00   \n",
+       "min                 -3.333333e-01                  -1.973855e-01   \n",
+       "25%                 -3.333333e-01                  -1.973855e-01   \n",
+       "50%                 -3.333333e-01                  -1.973855e-01   \n",
+       "75%                 -3.333333e-01                  -1.973855e-01   \n",
+       "max                  3.000000e+00                   5.066228e+00   \n",
+       "\n",
+       "       mucous_membrane_normal_pink  mucous_membrane_pale_cyanotic  \\\n",
+       "count                 4.000000e+02                   4.000000e+02   \n",
+       "mean                 -4.884981e-17                  -1.240674e-16   \n",
+       "std                   1.001252e+00                   1.001252e+00   \n",
+       "min                  -4.803845e-01                  -3.992747e-01   \n",
+       "25%                  -4.803845e-01                  -3.992747e-01   \n",
+       "50%                  -4.803845e-01                  -3.992747e-01   \n",
+       "75%                  -4.803845e-01                  -3.992747e-01   \n",
+       "max                   2.081666e+00                   2.504541e+00   \n",
+       "\n",
+       "       mucous_membrane_pale_pink  pain_depressed  pain_extreme_pain  \\\n",
+       "count               4.000000e+02    4.000000e+02       4.000000e+02   \n",
+       "mean                1.006140e-16   -1.942890e-18       2.026157e-17   \n",
+       "std                 1.001252e+00    1.001252e+00       1.001252e+00   \n",
+       "min                -4.159574e-01   -4.485546e-01      -4.323698e-01   \n",
+       "25%                -4.159574e-01   -4.485546e-01      -4.323698e-01   \n",
+       "50%                -4.159574e-01   -4.485546e-01      -4.323698e-01   \n",
+       "75%                -4.159574e-01   -4.485546e-01      -4.323698e-01   \n",
+       "max                 2.404093e+00    2.229383e+00       2.312835e+00   \n",
+       "\n",
+       "       pain_mild_pain  pain_severe_pain  ...  temp_of_extremities_normal  \\\n",
+       "count    4.000000e+02      4.000000e+02  ...                4.000000e+02   \n",
+       "mean     4.884981e-17     -3.697043e-16  ...                2.042810e-16   \n",
+       "std      1.001252e+00      1.001252e+00  ...                1.001252e+00   \n",
+       "min     -4.404882e-01     -3.286841e-01  ...               -4.764387e-01   \n",
+       "25%     -4.404882e-01     -3.286841e-01  ...               -4.764387e-01   \n",
+       "50%     -4.404882e-01     -3.286841e-01  ...               -4.764387e-01   \n",
+       "75%     -4.404882e-01     -3.286841e-01  ...               -4.764387e-01   \n",
+       "max      2.270208e+00      3.042435e+00  ...                2.098906e+00   \n",
+       "\n",
+       "       temp_of_extremities_warm  peripheral_pulse_increased  \\\n",
+       "count              4.000000e+02                4.000000e+02   \n",
+       "mean              -5.029310e-16                3.740064e-17   \n",
+       "std                1.001252e+00                1.001252e+00   \n",
+       "min               -2.526456e-01               -8.692914e-02   \n",
+       "25%               -2.526456e-01               -8.692914e-02   \n",
+       "50%               -2.526456e-01               -8.692914e-02   \n",
+       "75%               -2.526456e-01               -8.692914e-02   \n",
+       "max                3.958114e+00                1.150362e+01   \n",
+       "\n",
+       "       peripheral_pulse_normal  peripheral_pulse_reduced  \\\n",
+       "count             4.000000e+02              4.000000e+02   \n",
+       "mean              4.496403e-17             -1.776357e-17   \n",
+       "std               1.001252e+00              1.001252e+00   \n",
+       "min              -6.585528e-01             -9.322869e-01   \n",
+       "25%              -6.585528e-01             -9.322869e-01   \n",
+       "50%              -6.585528e-01             -9.322869e-01   \n",
+       "75%               1.518481e+00              1.072631e+00   \n",
+       "max               1.518481e+00              1.072631e+00   \n",
+       "\n",
+       "       rectal_exam_feces_decreased  rectal_exam_feces_increased  \\\n",
+       "count                 4.000000e+02                 4.000000e+02   \n",
+       "mean                 -7.882583e-17                -1.114386e-16   \n",
+       "std                   1.001252e+00                 1.001252e+00   \n",
+       "min                  -4.200840e-01                -1.681596e-01   \n",
+       "25%                  -4.200840e-01                -1.681596e-01   \n",
+       "50%                  -4.200840e-01                -1.681596e-01   \n",
+       "75%                  -4.200840e-01                -1.681596e-01   \n",
+       "max                   2.380476e+00                 5.946733e+00   \n",
+       "\n",
+       "       rectal_exam_feces_normal  nasogastric_tube_significant  \\\n",
+       "count              4.000000e+02                  4.000000e+02   \n",
+       "mean              -1.240674e-16                 -8.618106e-17   \n",
+       "std                1.001252e+00                  1.001252e+00   \n",
+       "min               -4.076527e-01                 -2.469979e-01   \n",
+       "25%               -4.076527e-01                 -2.469979e-01   \n",
+       "50%               -4.076527e-01                 -2.469979e-01   \n",
+       "75%               -4.076527e-01                 -2.469979e-01   \n",
+       "max                2.453068e+00                  4.048618e+00   \n",
+       "\n",
+       "       nasogastric_tube_slight  nasogastric_reflux_more_1_liter  \\\n",
+       "count             4.000000e+02                     4.000000e+02   \n",
+       "mean              1.024181e-16                     1.644518e-16   \n",
+       "std               1.001252e+00                     1.001252e+00   \n",
+       "min              -9.511897e-01                    -3.144855e-01   \n",
+       "25%              -9.511897e-01                    -3.144855e-01   \n",
+       "50%              -9.511897e-01                    -3.144855e-01   \n",
+       "75%               1.051315e+00                    -3.144855e-01   \n",
+       "max               1.051315e+00                     3.179797e+00   \n",
+       "\n",
+       "       nasogastric_reflux_none  abdomen_distend_small  abdomen_firm  \\\n",
+       "count             4.000000e+02           4.000000e+02  4.000000e+02   \n",
+       "mean              6.439294e-17           1.804112e-16 -8.618106e-17   \n",
+       "std               1.001252e+00           1.001252e+00  1.001252e+00   \n",
+       "min              -1.088941e+00          -4.960906e-01 -1.758631e-01   \n",
+       "25%              -1.088941e+00          -4.960906e-01 -1.758631e-01   \n",
+       "50%               9.183235e-01          -4.960906e-01 -1.758631e-01   \n",
+       "75%               9.183235e-01          -4.960906e-01 -1.758631e-01   \n",
+       "max               9.183235e-01           2.015761e+00  5.686241e+00   \n",
+       "\n",
+       "       abdomen_normal  abdomen_other  abdomo_appearance_cloudy  \\\n",
+       "count    4.000000e+02   4.000000e+02              4.000000e+02   \n",
+       "mean     3.580469e-17   9.992007e-18              1.254552e-16   \n",
+       "std      1.001252e+00   1.001252e+00              1.001252e+00   \n",
+       "min     -3.144855e-01  -2.795838e-01             -4.282896e-01   \n",
+       "25%     -3.144855e-01  -2.795838e-01             -4.282896e-01   \n",
+       "50%     -3.144855e-01  -2.795838e-01             -4.282896e-01   \n",
+       "75%     -3.144855e-01  -2.795838e-01             -4.282896e-01   \n",
+       "max      3.179797e+00   3.576745e+00              2.334869e+00   \n",
+       "\n",
+       "       abdomo_appearance_serosanguious         pulse  packed_cell_volume  \\\n",
+       "count                     4.000000e+02  4.000000e+02        4.000000e+02   \n",
+       "mean                      1.820766e-16  2.112199e-16       -1.926237e-16   \n",
+       "std                       1.001252e+00  1.001252e+00        1.001252e+00   \n",
+       "min                      -7.297719e-01 -1.773920e+00       -2.512232e+00   \n",
+       "25%                      -7.297719e-01 -8.589157e-01       -7.809112e-01   \n",
+       "50%                      -7.297719e-01 -1.266932e-01       -9.158700e-02   \n",
+       "75%                       1.370291e+00  6.577006e-01        6.704202e-01   \n",
+       "max                       1.370291e+00  3.324639e+00        2.631638e+00   \n",
+       "\n",
+       "       total_protein  respiratory_rate   rectal_temp  abdomo_protein  \\\n",
+       "count   4.000000e+02      4.000000e+02  4.000000e+02    4.000000e+02   \n",
+       "mean   -4.274359e-17     -2.849110e-16  5.095924e-15    1.709743e-16   \n",
+       "std     1.001252e+00      1.001252e+00  1.001252e+00    1.001252e+00   \n",
+       "min    -1.334721e+00     -1.702530e+00 -3.165389e+00   -2.966595e+00   \n",
+       "25%    -6.925395e-01     -7.624384e-01 -6.103582e-01   -6.858068e-01   \n",
+       "50%    -6.371018e-01     -9.462931e-02 -7.935611e-02   -1.109347e-01   \n",
+       "75%     9.506483e-01      5.823815e-01  6.290296e-01    6.310001e-01   \n",
+       "max     2.476941e+00      3.628930e+00  3.251755e+00    2.823723e+00   \n",
+       "\n",
+       "       nasogastric_reflux_ph  \n",
+       "count           4.000000e+02  \n",
+       "mean            4.996004e-18  \n",
+       "std             1.001252e+00  \n",
+       "min            -2.913028e+00  \n",
+       "25%            -6.748095e-01  \n",
+       "50%             5.534343e-02  \n",
+       "75%             6.696803e-01  \n",
+       "max             2.525777e+00  \n",
+       "\n",
+       "[8 rows x 54 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "                                \u001b[1mStandardardization on Testing set                                \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>surgery</th>\n",
+       "      <th>age</th>\n",
+       "      <th>surgical_lesion</th>\n",
+       "      <th>lesion_1</th>\n",
+       "      <th>lesion_3</th>\n",
+       "      <th>cp_data</th>\n",
+       "      <th>lesion_2_1400</th>\n",
+       "      <th>lesion_2_3111</th>\n",
+       "      <th>lesion_2_3112</th>\n",
+       "      <th>lesion_2_6112</th>\n",
+       "      <th>lesion_2_7111</th>\n",
+       "      <th>capillary_refill_time_less_3_sec</th>\n",
+       "      <th>capillary_refill_time_more_3_sec</th>\n",
+       "      <th>peristalsis_hypermotile</th>\n",
+       "      <th>peristalsis_hypomotile</th>\n",
+       "      <th>peristalsis_normal</th>\n",
+       "      <th>mucous_membrane_bright_red</th>\n",
+       "      <th>mucous_membrane_dark_cyanotic</th>\n",
+       "      <th>mucous_membrane_normal_pink</th>\n",
+       "      <th>mucous_membrane_pale_cyanotic</th>\n",
+       "      <th>mucous_membrane_pale_pink</th>\n",
+       "      <th>pain_depressed</th>\n",
+       "      <th>pain_extreme_pain</th>\n",
+       "      <th>pain_mild_pain</th>\n",
+       "      <th>pain_severe_pain</th>\n",
+       "      <th>...</th>\n",
+       "      <th>temp_of_extremities_normal</th>\n",
+       "      <th>temp_of_extremities_warm</th>\n",
+       "      <th>peripheral_pulse_increased</th>\n",
+       "      <th>peripheral_pulse_normal</th>\n",
+       "      <th>peripheral_pulse_reduced</th>\n",
+       "      <th>rectal_exam_feces_decreased</th>\n",
+       "      <th>rectal_exam_feces_increased</th>\n",
+       "      <th>rectal_exam_feces_normal</th>\n",
+       "      <th>nasogastric_tube_significant</th>\n",
+       "      <th>nasogastric_tube_slight</th>\n",
+       "      <th>nasogastric_reflux_more_1_liter</th>\n",
+       "      <th>nasogastric_reflux_none</th>\n",
+       "      <th>abdomen_distend_small</th>\n",
+       "      <th>abdomen_firm</th>\n",
+       "      <th>abdomen_normal</th>\n",
+       "      <th>abdomen_other</th>\n",
+       "      <th>abdomo_appearance_cloudy</th>\n",
+       "      <th>abdomo_appearance_serosanguious</th>\n",
+       "      <th>pulse</th>\n",
+       "      <th>packed_cell_volume</th>\n",
+       "      <th>total_protein</th>\n",
+       "      <th>respiratory_rate</th>\n",
+       "      <th>rectal_temp</th>\n",
+       "      <th>abdomo_protein</th>\n",
+       "      <th>nasogastric_reflux_ph</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>1.010000e+02</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>1.010000e+02</td>\n",
+       "      <td>1.010000e+02</td>\n",
+       "      <td>1.010000e+02</td>\n",
+       "      <td>1.010000e+02</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "      <td>101.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>-0.001708</td>\n",
+       "      <td>-0.161600</td>\n",
+       "      <td>-0.127147</td>\n",
+       "      <td>0.073717</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.061416</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.009901</td>\n",
+       "      <td>0.029907</td>\n",
+       "      <td>0.045117</td>\n",
+       "      <td>-0.106904</td>\n",
+       "      <td>-0.018127</td>\n",
+       "      <td>-0.041041</td>\n",
+       "      <td>-0.168317</td>\n",
+       "      <td>0.167419</td>\n",
+       "      <td>-0.125249</td>\n",
+       "      <td>0.175738</td>\n",
+       "      <td>0.002862</td>\n",
+       "      <td>0.028702</td>\n",
+       "      <td>0.111235</td>\n",
+       "      <td>-0.064748</td>\n",
+       "      <td>-0.095042</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.017466</td>\n",
+       "      <td>-0.044192</td>\n",
+       "      <td>0.142587</td>\n",
+       "      <td>-0.033464</td>\n",
+       "      <td>-0.019156</td>\n",
+       "      <td>-0.087344</td>\n",
+       "      <td>0.013471</td>\n",
+       "      <td>0.045531</td>\n",
+       "      <td>0.178311</td>\n",
+       "      <td>-0.435693</td>\n",
+       "      <td>0.066080</td>\n",
+       "      <td>-0.095246</td>\n",
+       "      <td>0.075915</td>\n",
+       "      <td>-0.001741</td>\n",
+       "      <td>0.066080</td>\n",
+       "      <td>-0.165039</td>\n",
+       "      <td>-0.045277</td>\n",
+       "      <td>0.018765</td>\n",
+       "      <td>-0.001422</td>\n",
+       "      <td>0.014696</td>\n",
+       "      <td>-0.009810</td>\n",
+       "      <td>0.124913</td>\n",
+       "      <td>0.013262</td>\n",
+       "      <td>0.004739</td>\n",
+       "      <td>0.154350</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.005282</td>\n",
+       "      <td>0.493259</td>\n",
+       "      <td>1.035132</td>\n",
+       "      <td>1.010460</td>\n",
+       "      <td>1.324965e-16</td>\n",
+       "      <td>1.045648</td>\n",
+       "      <td>1.324965e-16</td>\n",
+       "      <td>1.394700e-16</td>\n",
+       "      <td>1.255230e-16</td>\n",
+       "      <td>1.324965e-16</td>\n",
+       "      <td>0.099504</td>\n",
+       "      <td>1.005139</td>\n",
+       "      <td>1.028828</td>\n",
+       "      <td>0.830108</td>\n",
+       "      <td>1.000901</td>\n",
+       "      <td>0.898043</td>\n",
+       "      <td>0.726672</td>\n",
+       "      <td>1.343496</td>\n",
+       "      <td>0.889714</td>\n",
+       "      <td>1.162963</td>\n",
+       "      <td>1.007839</td>\n",
+       "      <td>1.029947</td>\n",
+       "      <td>1.099440</td>\n",
+       "      <td>0.941334</td>\n",
+       "      <td>0.860451</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.990490</td>\n",
+       "      <td>0.917953</td>\n",
+       "      <td>1.622841</td>\n",
+       "      <td>0.989851</td>\n",
+       "      <td>1.003451</td>\n",
+       "      <td>0.910688</td>\n",
+       "      <td>1.043282</td>\n",
+       "      <td>1.049746</td>\n",
+       "      <td>1.289393</td>\n",
+       "      <td>0.879894</td>\n",
+       "      <td>1.093994</td>\n",
+       "      <td>1.008588</td>\n",
+       "      <td>1.058631</td>\n",
+       "      <td>1.000153</td>\n",
+       "      <td>1.093994</td>\n",
+       "      <td>0.657941</td>\n",
+       "      <td>0.959553</td>\n",
+       "      <td>1.010833</td>\n",
+       "      <td>0.977735</td>\n",
+       "      <td>1.017368</td>\n",
+       "      <td>1.063572</td>\n",
+       "      <td>1.110359</td>\n",
+       "      <td>0.999798</td>\n",
+       "      <td>1.037829</td>\n",
+       "      <td>0.989696</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-1.187282</td>\n",
+       "      <td>-0.210681</td>\n",
+       "      <td>-1.347925</td>\n",
+       "      <td>-1.594216</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-0.519462</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.980196</td>\n",
+       "      <td>-0.588898</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-0.808018</td>\n",
+       "      <td>-0.197386</td>\n",
+       "      <td>-0.333333</td>\n",
+       "      <td>-0.197386</td>\n",
+       "      <td>-0.480384</td>\n",
+       "      <td>-0.399275</td>\n",
+       "      <td>-0.415957</td>\n",
+       "      <td>-0.448555</td>\n",
+       "      <td>-0.432370</td>\n",
+       "      <td>-0.440488</td>\n",
+       "      <td>-0.328684</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.476439</td>\n",
+       "      <td>-0.252646</td>\n",
+       "      <td>-0.086929</td>\n",
+       "      <td>-0.658553</td>\n",
+       "      <td>-0.932287</td>\n",
+       "      <td>-0.420084</td>\n",
+       "      <td>-0.168160</td>\n",
+       "      <td>-0.407653</td>\n",
+       "      <td>-0.246998</td>\n",
+       "      <td>-0.951190</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-1.088941</td>\n",
+       "      <td>-0.496091</td>\n",
+       "      <td>-0.175863</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-0.279584</td>\n",
+       "      <td>-0.428290</td>\n",
+       "      <td>-0.729772</td>\n",
+       "      <td>-1.538602</td>\n",
+       "      <td>-2.613092</td>\n",
+       "      <td>-1.725236</td>\n",
+       "      <td>-1.787156</td>\n",
+       "      <td>-2.065307</td>\n",
+       "      <td>-2.376671</td>\n",
+       "      <td>-2.799055</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>-1.187282</td>\n",
+       "      <td>-0.210681</td>\n",
+       "      <td>-1.347925</td>\n",
+       "      <td>-0.367532</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-0.519462</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.980196</td>\n",
+       "      <td>-0.588898</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-0.808018</td>\n",
+       "      <td>-0.197386</td>\n",
+       "      <td>-0.333333</td>\n",
+       "      <td>-0.197386</td>\n",
+       "      <td>-0.480384</td>\n",
+       "      <td>-0.399275</td>\n",
+       "      <td>-0.415957</td>\n",
+       "      <td>-0.448555</td>\n",
+       "      <td>-0.432370</td>\n",
+       "      <td>-0.440488</td>\n",
+       "      <td>-0.328684</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.476439</td>\n",
+       "      <td>-0.252646</td>\n",
+       "      <td>-0.086929</td>\n",
+       "      <td>-0.658553</td>\n",
+       "      <td>-0.932287</td>\n",
+       "      <td>-0.420084</td>\n",
+       "      <td>-0.168160</td>\n",
+       "      <td>-0.407653</td>\n",
+       "      <td>-0.246998</td>\n",
+       "      <td>-0.951190</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-1.088941</td>\n",
+       "      <td>-0.496091</td>\n",
+       "      <td>-0.175863</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-0.279584</td>\n",
+       "      <td>-0.428290</td>\n",
+       "      <td>-0.729772</td>\n",
+       "      <td>-0.832648</td>\n",
+       "      <td>-0.756080</td>\n",
+       "      <td>-0.696946</td>\n",
+       "      <td>-0.687014</td>\n",
+       "      <td>-0.465703</td>\n",
+       "      <td>-0.685807</td>\n",
+       "      <td>-0.472174</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.842260</td>\n",
+       "      <td>-0.210681</td>\n",
+       "      <td>0.741881</td>\n",
+       "      <td>0.136493</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-0.519462</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.020204</td>\n",
+       "      <td>-0.588898</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-0.808018</td>\n",
+       "      <td>-0.197386</td>\n",
+       "      <td>-0.333333</td>\n",
+       "      <td>-0.197386</td>\n",
+       "      <td>-0.480384</td>\n",
+       "      <td>-0.399275</td>\n",
+       "      <td>-0.415957</td>\n",
+       "      <td>-0.448555</td>\n",
+       "      <td>-0.432370</td>\n",
+       "      <td>-0.440488</td>\n",
+       "      <td>-0.328684</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.476439</td>\n",
+       "      <td>-0.252646</td>\n",
+       "      <td>-0.086929</td>\n",
+       "      <td>-0.658553</td>\n",
+       "      <td>-0.932287</td>\n",
+       "      <td>-0.420084</td>\n",
+       "      <td>-0.168160</td>\n",
+       "      <td>-0.407653</td>\n",
+       "      <td>-0.246998</td>\n",
+       "      <td>-0.951190</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-1.088941</td>\n",
+       "      <td>-0.496091</td>\n",
+       "      <td>-0.175863</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-0.279584</td>\n",
+       "      <td>-0.428290</td>\n",
+       "      <td>-0.729772</td>\n",
+       "      <td>0.030186</td>\n",
+       "      <td>0.009273</td>\n",
+       "      <td>-0.645917</td>\n",
+       "      <td>-0.159598</td>\n",
+       "      <td>-0.048491</td>\n",
+       "      <td>-0.100894</td>\n",
+       "      <td>0.143256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>0.842260</td>\n",
+       "      <td>-0.210681</td>\n",
+       "      <td>0.741881</td>\n",
+       "      <td>0.745106</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-0.519462</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.020204</td>\n",
+       "      <td>1.698086</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>1.237597</td>\n",
+       "      <td>-0.197386</td>\n",
+       "      <td>-0.333333</td>\n",
+       "      <td>-0.197386</td>\n",
+       "      <td>-0.480384</td>\n",
+       "      <td>-0.399275</td>\n",
+       "      <td>-0.415957</td>\n",
+       "      <td>-0.448555</td>\n",
+       "      <td>-0.432370</td>\n",
+       "      <td>-0.440488</td>\n",
+       "      <td>-0.328684</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.476439</td>\n",
+       "      <td>-0.252646</td>\n",
+       "      <td>-0.086929</td>\n",
+       "      <td>1.518481</td>\n",
+       "      <td>1.072631</td>\n",
+       "      <td>-0.420084</td>\n",
+       "      <td>-0.168160</td>\n",
+       "      <td>-0.407653</td>\n",
+       "      <td>-0.246998</td>\n",
+       "      <td>1.051315</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>0.918323</td>\n",
+       "      <td>-0.496091</td>\n",
+       "      <td>-0.175863</td>\n",
+       "      <td>-0.314485</td>\n",
+       "      <td>-0.279584</td>\n",
+       "      <td>-0.428290</td>\n",
+       "      <td>1.370291</td>\n",
+       "      <td>0.672373</td>\n",
+       "      <td>0.620994</td>\n",
+       "      <td>1.039709</td>\n",
+       "      <td>0.640102</td>\n",
+       "      <td>0.501550</td>\n",
+       "      <td>0.700392</td>\n",
+       "      <td>0.888082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>0.842260</td>\n",
+       "      <td>4.746516</td>\n",
+       "      <td>0.741881</td>\n",
+       "      <td>2.416289</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>1.925067</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-8.692914e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>-5.006262e-02</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.020204</td>\n",
+       "      <td>1.698086</td>\n",
+       "      <td>3.179797</td>\n",
+       "      <td>1.237597</td>\n",
+       "      <td>5.066228</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>5.066228</td>\n",
+       "      <td>2.081666</td>\n",
+       "      <td>2.504541</td>\n",
+       "      <td>2.404093</td>\n",
+       "      <td>2.229383</td>\n",
+       "      <td>2.312835</td>\n",
+       "      <td>2.270208</td>\n",
+       "      <td>3.042435</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.098906</td>\n",
+       "      <td>3.958114</td>\n",
+       "      <td>11.503623</td>\n",
+       "      <td>1.518481</td>\n",
+       "      <td>1.072631</td>\n",
+       "      <td>2.380476</td>\n",
+       "      <td>5.946733</td>\n",
+       "      <td>2.453068</td>\n",
+       "      <td>4.048618</td>\n",
+       "      <td>1.051315</td>\n",
+       "      <td>3.179797</td>\n",
+       "      <td>0.918323</td>\n",
+       "      <td>2.015761</td>\n",
+       "      <td>5.686241</td>\n",
+       "      <td>3.179797</td>\n",
+       "      <td>3.576745</td>\n",
+       "      <td>2.334869</td>\n",
+       "      <td>1.370291</td>\n",
+       "      <td>2.148049</td>\n",
+       "      <td>2.429918</td>\n",
+       "      <td>2.277326</td>\n",
+       "      <td>3.406872</td>\n",
+       "      <td>2.701714</td>\n",
+       "      <td>3.213671</td>\n",
+       "      <td>2.957968</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 54 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          surgery         age  surgical_lesion    lesion_1      lesion_3  \\\n",
+       "count  101.000000  101.000000       101.000000  101.000000  1.010000e+02   \n",
+       "mean    -0.001708   -0.161600        -0.127147    0.073717 -5.006262e-02   \n",
+       "std      1.005282    0.493259         1.035132    1.010460  1.324965e-16   \n",
+       "min     -1.187282   -0.210681        -1.347925   -1.594216 -5.006262e-02   \n",
+       "25%     -1.187282   -0.210681        -1.347925   -0.367532 -5.006262e-02   \n",
+       "50%      0.842260   -0.210681         0.741881    0.136493 -5.006262e-02   \n",
+       "75%      0.842260   -0.210681         0.741881    0.745106 -5.006262e-02   \n",
+       "max      0.842260    4.746516         0.741881    2.416289 -5.006262e-02   \n",
+       "\n",
+       "          cp_data  lesion_2_1400  lesion_2_3111  lesion_2_3112  lesion_2_6112  \\\n",
+       "count  101.000000   1.010000e+02   1.010000e+02   1.010000e+02   1.010000e+02   \n",
+       "mean     0.061416  -5.006262e-02  -8.692914e-02  -5.006262e-02  -5.006262e-02   \n",
+       "std      1.045648   1.324965e-16   1.394700e-16   1.255230e-16   1.324965e-16   \n",
+       "min     -0.519462  -5.006262e-02  -8.692914e-02  -5.006262e-02  -5.006262e-02   \n",
+       "25%     -0.519462  -5.006262e-02  -8.692914e-02  -5.006262e-02  -5.006262e-02   \n",
+       "50%     -0.519462  -5.006262e-02  -8.692914e-02  -5.006262e-02  -5.006262e-02   \n",
+       "75%     -0.519462  -5.006262e-02  -8.692914e-02  -5.006262e-02  -5.006262e-02   \n",
+       "max      1.925067  -5.006262e-02  -8.692914e-02  -5.006262e-02  -5.006262e-02   \n",
+       "\n",
+       "       lesion_2_7111  capillary_refill_time_less_3_sec  \\\n",
+       "count     101.000000                        101.000000   \n",
+       "mean        0.009901                          0.029907   \n",
+       "std         0.099504                          1.005139   \n",
+       "min         0.000000                         -0.980196   \n",
+       "25%         0.000000                         -0.980196   \n",
+       "50%         0.000000                          1.020204   \n",
+       "75%         0.000000                          1.020204   \n",
+       "max         1.000000                          1.020204   \n",
+       "\n",
+       "       capillary_refill_time_more_3_sec  peristalsis_hypermotile  \\\n",
+       "count                        101.000000               101.000000   \n",
+       "mean                           0.045117                -0.106904   \n",
+       "std                            1.028828                 0.830108   \n",
+       "min                           -0.588898                -0.314485   \n",
+       "25%                           -0.588898                -0.314485   \n",
+       "50%                           -0.588898                -0.314485   \n",
+       "75%                            1.698086                -0.314485   \n",
+       "max                            1.698086                 3.179797   \n",
+       "\n",
+       "       peristalsis_hypomotile  peristalsis_normal  mucous_membrane_bright_red  \\\n",
+       "count              101.000000          101.000000                  101.000000   \n",
+       "mean                -0.018127           -0.041041                   -0.168317   \n",
+       "std                  1.000901            0.898043                    0.726672   \n",
+       "min                 -0.808018           -0.197386                   -0.333333   \n",
+       "25%                 -0.808018           -0.197386                   -0.333333   \n",
+       "50%                 -0.808018           -0.197386                   -0.333333   \n",
+       "75%                  1.237597           -0.197386                   -0.333333   \n",
+       "max                  1.237597            5.066228                    3.000000   \n",
+       "\n",
+       "       mucous_membrane_dark_cyanotic  mucous_membrane_normal_pink  \\\n",
+       "count                     101.000000                   101.000000   \n",
+       "mean                        0.167419                    -0.125249   \n",
+       "std                         1.343496                     0.889714   \n",
+       "min                        -0.197386                    -0.480384   \n",
+       "25%                        -0.197386                    -0.480384   \n",
+       "50%                        -0.197386                    -0.480384   \n",
+       "75%                        -0.197386                    -0.480384   \n",
+       "max                         5.066228                     2.081666   \n",
+       "\n",
+       "       mucous_membrane_pale_cyanotic  mucous_membrane_pale_pink  \\\n",
+       "count                     101.000000                 101.000000   \n",
+       "mean                        0.175738                   0.002862   \n",
+       "std                         1.162963                   1.007839   \n",
+       "min                        -0.399275                  -0.415957   \n",
+       "25%                        -0.399275                  -0.415957   \n",
+       "50%                        -0.399275                  -0.415957   \n",
+       "75%                        -0.399275                  -0.415957   \n",
+       "max                         2.504541                   2.404093   \n",
+       "\n",
+       "       pain_depressed  pain_extreme_pain  pain_mild_pain  pain_severe_pain  \\\n",
+       "count      101.000000         101.000000      101.000000        101.000000   \n",
+       "mean         0.028702           0.111235       -0.064748         -0.095042   \n",
+       "std          1.029947           1.099440        0.941334          0.860451   \n",
+       "min         -0.448555          -0.432370       -0.440488         -0.328684   \n",
+       "25%         -0.448555          -0.432370       -0.440488         -0.328684   \n",
+       "50%         -0.448555          -0.432370       -0.440488         -0.328684   \n",
+       "75%         -0.448555          -0.432370       -0.440488         -0.328684   \n",
+       "max          2.229383           2.312835        2.270208          3.042435   \n",
+       "\n",
+       "       ...  temp_of_extremities_normal  temp_of_extremities_warm  \\\n",
+       "count  ...                  101.000000                101.000000   \n",
+       "mean   ...                   -0.017466                 -0.044192   \n",
+       "std    ...                    0.990490                  0.917953   \n",
+       "min    ...                   -0.476439                 -0.252646   \n",
+       "25%    ...                   -0.476439                 -0.252646   \n",
+       "50%    ...                   -0.476439                 -0.252646   \n",
+       "75%    ...                   -0.476439                 -0.252646   \n",
+       "max    ...                    2.098906                  3.958114   \n",
+       "\n",
+       "       peripheral_pulse_increased  peripheral_pulse_normal  \\\n",
+       "count                  101.000000               101.000000   \n",
+       "mean                     0.142587                -0.033464   \n",
+       "std                      1.622841                 0.989851   \n",
+       "min                     -0.086929                -0.658553   \n",
+       "25%                     -0.086929                -0.658553   \n",
+       "50%                     -0.086929                -0.658553   \n",
+       "75%                     -0.086929                 1.518481   \n",
+       "max                     11.503623                 1.518481   \n",
+       "\n",
+       "       peripheral_pulse_reduced  rectal_exam_feces_decreased  \\\n",
+       "count                101.000000                   101.000000   \n",
+       "mean                  -0.019156                    -0.087344   \n",
+       "std                    1.003451                     0.910688   \n",
+       "min                   -0.932287                    -0.420084   \n",
+       "25%                   -0.932287                    -0.420084   \n",
+       "50%                   -0.932287                    -0.420084   \n",
+       "75%                    1.072631                    -0.420084   \n",
+       "max                    1.072631                     2.380476   \n",
+       "\n",
+       "       rectal_exam_feces_increased  rectal_exam_feces_normal  \\\n",
+       "count                   101.000000                101.000000   \n",
+       "mean                      0.013471                  0.045531   \n",
+       "std                       1.043282                  1.049746   \n",
+       "min                      -0.168160                 -0.407653   \n",
+       "25%                      -0.168160                 -0.407653   \n",
+       "50%                      -0.168160                 -0.407653   \n",
+       "75%                      -0.168160                 -0.407653   \n",
+       "max                       5.946733                  2.453068   \n",
+       "\n",
+       "       nasogastric_tube_significant  nasogastric_tube_slight  \\\n",
+       "count                    101.000000               101.000000   \n",
+       "mean                       0.178311                -0.435693   \n",
+       "std                        1.289393                 0.879894   \n",
+       "min                       -0.246998                -0.951190   \n",
+       "25%                       -0.246998                -0.951190   \n",
+       "50%                       -0.246998                -0.951190   \n",
+       "75%                       -0.246998                 1.051315   \n",
+       "max                        4.048618                 1.051315   \n",
+       "\n",
+       "       nasogastric_reflux_more_1_liter  nasogastric_reflux_none  \\\n",
+       "count                       101.000000               101.000000   \n",
+       "mean                          0.066080                -0.095246   \n",
+       "std                           1.093994                 1.008588   \n",
+       "min                          -0.314485                -1.088941   \n",
+       "25%                          -0.314485                -1.088941   \n",
+       "50%                          -0.314485                -1.088941   \n",
+       "75%                          -0.314485                 0.918323   \n",
+       "max                           3.179797                 0.918323   \n",
+       "\n",
+       "       abdomen_distend_small  abdomen_firm  abdomen_normal  abdomen_other  \\\n",
+       "count             101.000000    101.000000      101.000000     101.000000   \n",
+       "mean                0.075915     -0.001741        0.066080      -0.165039   \n",
+       "std                 1.058631      1.000153        1.093994       0.657941   \n",
+       "min                -0.496091     -0.175863       -0.314485      -0.279584   \n",
+       "25%                -0.496091     -0.175863       -0.314485      -0.279584   \n",
+       "50%                -0.496091     -0.175863       -0.314485      -0.279584   \n",
+       "75%                -0.496091     -0.175863       -0.314485      -0.279584   \n",
+       "max                 2.015761      5.686241        3.179797       3.576745   \n",
+       "\n",
+       "       abdomo_appearance_cloudy  abdomo_appearance_serosanguious       pulse  \\\n",
+       "count                101.000000                       101.000000  101.000000   \n",
+       "mean                  -0.045277                         0.018765   -0.001422   \n",
+       "std                    0.959553                         1.010833    0.977735   \n",
+       "min                   -0.428290                        -0.729772   -1.538602   \n",
+       "25%                   -0.428290                        -0.729772   -0.832648   \n",
+       "50%                   -0.428290                        -0.729772    0.030186   \n",
+       "75%                   -0.428290                         1.370291    0.672373   \n",
+       "max                    2.334869                         1.370291    2.148049   \n",
+       "\n",
+       "       packed_cell_volume  total_protein  respiratory_rate  rectal_temp  \\\n",
+       "count          101.000000     101.000000        101.000000   101.000000   \n",
+       "mean             0.014696      -0.009810          0.124913     0.013262   \n",
+       "std              1.017368       1.063572          1.110359     0.999798   \n",
+       "min             -2.613092      -1.725236         -1.787156    -2.065307   \n",
+       "25%             -0.756080      -0.696946         -0.687014    -0.465703   \n",
+       "50%              0.009273      -0.645917         -0.159598    -0.048491   \n",
+       "75%              0.620994       1.039709          0.640102     0.501550   \n",
+       "max              2.429918       2.277326          3.406872     2.701714   \n",
+       "\n",
+       "       abdomo_protein  nasogastric_reflux_ph  \n",
+       "count      101.000000             101.000000  \n",
+       "mean         0.004739               0.154350  \n",
+       "std          1.037829               0.989696  \n",
+       "min         -2.376671              -2.799055  \n",
+       "25%         -0.685807              -0.472174  \n",
+       "50%         -0.100894               0.143256  \n",
+       "75%          0.700392               0.888082  \n",
+       "max          3.213671               2.957968  \n",
+       "\n",
+       "[8 rows x 54 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Feature Scaling (Standardization)\n",
+    "\n",
+    "std = StandardScaler()\n",
+    "\n",
+    "print('\\033[1mStandardardization on Training set'.center(100))\n",
+    "Train_X_std = std.fit_transform(Train_X)\n",
+    "Train_X_std = pd.DataFrame(Train_X_std, columns=X.columns)\n",
+    "display(Train_X_std.describe())\n",
+    "\n",
+    "print('\\n','\\033[1mStandardardization on Testing set'.center(100))\n",
+    "Test_X_std = std.transform(Test_X)\n",
+    "Test_X_std = pd.DataFrame(Test_X_std, columns=X.columns)\n",
+    "display(Test_X_std.describe())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d445bbd2",
+   "metadata": {
+    "id": "83dc6b40",
+    "papermill": {
+     "duration": 0.122503,
+     "end_time": "2022-01-27T17:20:41.689647",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:41.567144",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f671d112",
+   "metadata": {
+    "id": "8d444cab",
+    "papermill": {
+     "duration": 0.121459,
+     "end_time": "2022-01-27T17:20:41.933533",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:41.812074",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# <center> 5. Feature Selection/Extraction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "96e5c0e6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:42.180756Z",
+     "iopub.status.busy": "2022-01-27T17:20:42.179798Z",
+     "iopub.status.idle": "2022-01-27T17:20:43.110352Z",
+     "shell.execute_reply": "2022-01-27T17:20:43.109671Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:05.836348Z"
+    },
+    "id": "d63e0ceb",
+    "outputId": "eac7e7f7-5950-423d-f191-0ba96ac0f9f5",
+    "papermill": {
+     "duration": 1.054839,
+     "end_time": "2022-01-27T17:20:43.110530",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:42.055691",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 864x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Checking the correlation\n",
+    "\n",
+    "features = df.columns\n",
+    "plt.figure(figsize=[12,10])\n",
+    "plt.title('Features Correlation-Plot')\n",
+    "sns.heatmap(df[features].corr(), vmin=-1, vmax=1, center=0) #, \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7608b5f3",
+   "metadata": {
+    "id": "951e5b34",
+    "papermill": {
+     "duration": 0.127146,
+     "end_time": "2022-01-27T17:20:43.371579",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:43.244433",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Inference:** \\\n",
+    "Correlation plt between the variables convey lot of information about the realationship betweem them. There seems to be strong multicollinearity in the dataset.\n",
+    "\n",
+    "Let us check with different techniques if we can improve the model's performance by performing Feature Selection/Extraction steps to take care of these multi-collinearity..."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2781622c",
+   "metadata": {
+    "id": "351ea8b9",
+    "papermill": {
+     "duration": 0.126618,
+     "end_time": "2022-01-27T17:20:43.625343",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:43.498725",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Strategy:** \\\n",
+    "We can fix these multicollinearity with two techniques:\n",
+    "1. Manual Method - Variance Inflation Factor (VIF)\n",
+    "2. Automatic Method - Recursive Feature Elimination (RFE)\n",
+    "3. Decomposition Method - Principle Component Analysis (PCA)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "03182c05",
+   "metadata": {
+    "id": "56e610df",
+    "papermill": {
+     "duration": 0.12706,
+     "end_time": "2022-01-27T17:20:43.881360",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:43.754300",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 5a. Manual Method - VIF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "f0df5c40",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:20:44.164159Z",
+     "iopub.status.busy": "2022-01-27T17:20:44.158152Z",
+     "iopub.status.idle": "2022-01-27T17:21:29.859531Z",
+     "shell.execute_reply": "2022-01-27T17:21:29.858965Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:06.665454Z"
+    },
+    "id": "921699c9",
+    "outputId": "939c3559-0e1c-4c05-972d-2617e02b3271",
+    "papermill": {
+     "duration": 45.84932,
+     "end_time": "2022-01-27T17:21:29.859693",
+     "exception": false,
+     "start_time": "2022-01-27T17:20:44.010373",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 53/53 [00:44<00:00,  1.19it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Calculate the VIFs to remove multicollinearity\n",
+    "\n",
+    "DROP=[]; scores1=[]; scores2=[]; scores3=[]\n",
+    "#scores.append(f1_score(Test_Y,LogisticRegression().fit(Train_X_std, Train_Y).predict(Test_X_std)))\n",
+    "scores1.append(f1_score(Test_Y,LogisticRegression().fit(Train_X_std.drop(DROP,axis=1), Train_Y).predict(Test_X_std.drop(DROP,axis=1)),average='weighted')*100)\n",
+    "scores2.append(f1_score(Test_Y,RandomForestClassifier().fit(Train_X_std.drop(DROP,axis=1), Train_Y).predict(Test_X_std.drop(DROP,axis=1)),average='weighted')*100)\n",
+    "scores3.append(f1_score(Test_Y,XGBClassifier().fit(Train_X_std.drop(DROP,axis=1), Train_Y, eval_metric='logloss').predict(Test_X_std.drop(DROP,axis=1)),average='weighted')*100)\n",
+    "        \n",
+    "for i in tqdm(range(len(X.columns.values)-1)):\n",
+    "    vif = pd.DataFrame()\n",
+    "    Xs = X.drop(DROP,axis=1)\n",
+    "    #print(DROP)\n",
+    "    vif['Features'] = Xs.columns\n",
+    "    vif['VIF'] = [variance_inflation_factor(Xs.values, i) for i in range(Xs.shape[1])]\n",
+    "    vif['VIF'] = round(vif['VIF'], 2)\n",
+    "    vif = vif.sort_values(by = \"VIF\", ascending = False)\n",
+    "    vif.reset_index(drop=True, inplace=True)\n",
+    "    DROP.append(vif.Features[0])\n",
+    "    if vif.VIF[0]>1:\n",
+    "        scores1.append(f1_score(Test_Y,LogisticRegression().fit(Train_X_std.drop(DROP,axis=1), Train_Y).predict(Test_X_std.drop(DROP,axis=1)),average='weighted')*100)\n",
+    "        scores2.append(f1_score(Test_Y,RandomForestClassifier().fit(Train_X_std.drop(DROP,axis=1), Train_Y).predict(Test_X_std.drop(DROP,axis=1)),average='weighted')*100)\n",
+    "        scores3.append(f1_score(Test_Y,XGBClassifier().fit(Train_X_std.drop(DROP,axis=1), Train_Y, eval_metric='logloss').predict(Test_X_std.drop(DROP,axis=1)),average='weighted')*100)\n",
+    "    #print(scores)\n",
+    "    \n",
+    "plt.plot(scores1, label='LR')\n",
+    "plt.plot(scores2, label='RF')\n",
+    "plt.plot(scores3, label='XG')\n",
+    "#plt.ylim([0.7,0.85])\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "29b7c1a1",
+   "metadata": {
+    "id": "2bced51f",
+    "papermill": {
+     "duration": 0.150131,
+     "end_time": "2022-01-27T17:21:30.155474",
+     "exception": false,
+     "start_time": "2022-01-27T17:21:30.005343",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 5b. Automatic Method - RFE"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "de47d8b2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:21:30.446516Z",
+     "iopub.status.busy": "2022-01-27T17:21:30.445790Z",
+     "iopub.status.idle": "2022-01-27T17:22:49.835820Z",
+     "shell.execute_reply": "2022-01-27T17:22:49.835173Z",
+     "shell.execute_reply.started": "2022-01-27T17:09:40.724948Z"
+    },
+    "id": "c25b01a0",
+    "outputId": "1d9c98c7-b89a-4d30-a9c6-2a75894b433d",
+    "papermill": {
+     "duration": 79.537538,
+     "end_time": "2022-01-27T17:22:49.836007",
+     "exception": false,
+     "start_time": "2022-01-27T17:21:30.298469",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 54/54 [01:18<00:00,  1.45s/it]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Applying Recurrsive Feature Elimination\n",
+    "\n",
+    "# Running RFE with the output number of the variable equal to 10\n",
+    "LR = LogisticRegression()#.fit(Train_X_std, Train_Y)\n",
+    "scores1=[]; scores2=[]; scores3=[]\n",
+    "scores1.append(f1_score(Test_Y,LogisticRegression().fit(Train_X_std, Train_Y).predict(Test_X_std),average='weighted')*100)\n",
+    "scores2.append(f1_score(Test_Y,RandomForestClassifier().fit(Train_X_std, Train_Y).predict(Test_X_std),average='weighted')*100)\n",
+    "scores3.append(f1_score(Test_Y,XGBClassifier().fit(Train_X_std, Train_Y, eval_metric='logloss').predict(Test_X_std),average='weighted')*100)\n",
+    "\n",
+    "for i in tqdm(range(len(X.columns.values))):\n",
+    "    rfe = RFE(LR,n_features_to_select=len(Train_X_std.columns)-i)   \n",
+    "    rfe = rfe.fit(Train_X_std, Train_Y)\n",
+    "    scores1.append(f1_score(Test_Y,LogisticRegression().fit(Train_X_std[Train_X_std.columns[rfe.support_]], Train_Y).predict(Test_X_std[Train_X_std.columns[rfe.support_]]),average='weighted')*100)\n",
+    "    scores2.append(f1_score(Test_Y,RandomForestClassifier().fit(Train_X_std[Train_X_std.columns[rfe.support_]], Train_Y).predict(Test_X_std[Train_X_std.columns[rfe.support_]]),average='weighted')*100)\n",
+    "    scores3.append(f1_score(Test_Y,XGBClassifier().fit(Train_X_std[Train_X_std.columns[rfe.support_]], Train_Y, eval_metric='logloss').predict(Test_X_std[Train_X_std.columns[rfe.support_]]),average='weighted')*100)\n",
+    "    \n",
+    "plt.plot(scores1, label='LR')\n",
+    "plt.plot(scores2, label='RF')\n",
+    "plt.plot(scores3, label='XG')\n",
+    "#plt.ylim([0.80,0.84])\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "3bc60c47",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:22:50.190154Z",
+     "iopub.status.busy": "2022-01-27T17:22:50.189137Z",
+     "iopub.status.idle": "2022-01-27T17:22:50.640248Z",
+     "shell.execute_reply": "2022-01-27T17:22:50.640785Z",
+     "shell.execute_reply.started": "2022-01-27T17:10:32.215579Z"
+    },
+    "papermill": {
+     "duration": 0.635729,
+     "end_time": "2022-01-27T17:22:50.641020",
+     "exception": false,
+     "start_time": "2022-01-27T17:22:50.005291",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1008x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "\n",
+    "pca = PCA().fit(Train_X_std)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(14,6))\n",
+    "x_values = range(1, pca.n_components_+1)\n",
+    "ax.bar(x_values, pca.explained_variance_ratio_, lw=2, label='Explained Variance')\n",
+    "ax.plot(x_values, np.cumsum(pca.explained_variance_ratio_), lw=2, label='Cumulative Explained Variance', color='red')\n",
+    "plt.plot([0,pca.n_components_+1],[0.90,0.90],'g--')\n",
+    "plt.plot([6,6],[0,1], 'g--')\n",
+    "ax.set_title('Explained variance of components')\n",
+    "ax.set_xlabel('Principal Component')\n",
+    "ax.set_ylabel('Explained Variance')\n",
+    "plt.grid()\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8310d5e0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.171053,
+     "end_time": "2022-01-27T17:22:50.976275",
+     "exception": false,
+     "start_time": "2022-01-27T17:22:50.805222",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Inference:** We shall avoid performing dimensionality reduction for the current problem."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "7e085ea4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:22:51.317922Z",
+     "iopub.status.busy": "2022-01-27T17:22:51.317134Z",
+     "iopub.status.idle": "2022-01-27T17:23:40.684192Z",
+     "shell.execute_reply": "2022-01-27T17:23:40.683584Z",
+     "shell.execute_reply.started": "2022-01-27T17:10:32.589828Z"
+    },
+    "papermill": {
+     "duration": 49.541466,
+     "end_time": "2022-01-27T17:23:40.684348",
+     "exception": false,
+     "start_time": "2022-01-27T17:22:51.142882",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 54/54 [00:49<00:00,  1.10it/s]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Applying PCA Transformations\n",
+    "\n",
+    "# scores1.append(f1_score(Test_Y,LogisticRegression().fit(Train_X_std, Train_Y).predict(Test_X_std),average='weighted')*100)\n",
+    "# scores2.append(f1_score(Test_Y,RandomForestClassifier().fit(Train_X_std, Train_Y).predict(Test_X_std),average='weighted')*100)\n",
+    "# scores3.append(f1_score(Test_Y,XGBClassifier().fit(Train_X_std, Train_Y, eval_metric='logloss').predict(Test_X_std),average='weighted')*100)\n",
+    "\n",
+    "scores1=[]; scores2=[]; scores3=[]\n",
+    "for i in tqdm(range(len(X.columns.values))):\n",
+    "    pca = PCA(n_components=Train_X_std.shape[1]-i)\n",
+    "    Train_X_std_pca = pca.fit_transform(Train_X_std)\n",
+    "    #print('The shape of final transformed training feature set:')\n",
+    "    #print(Train_X_std_pca.shape)\n",
+    "    Train_X_std_pca = pd.DataFrame(Train_X_std_pca)\n",
+    "\n",
+    "    Test_X_std_pca = pca.transform(Test_X_std)\n",
+    "    #print('\\nThe shape of final transformed testing feature set:')\n",
+    "    #print(Test_X_std_pca.shape)\n",
+    "    Test_X_std_pca = pd.DataFrame(Test_X_std_pca)\n",
+    "    \n",
+    "    scores1.append(f1_score(Test_Y,LogisticRegression().fit(Train_X_std_pca, Train_Y).predict(Test_X_std_pca),average='weighted')*100)\n",
+    "    scores2.append(f1_score(Test_Y,RandomForestClassifier().fit(Train_X_std_pca, Train_Y).predict(Test_X_std_pca),average='weighted')*100)\n",
+    "    scores3.append(f1_score(Test_Y,XGBClassifier().fit(Train_X_std_pca, Train_Y, eval_metric='logloss').predict(Test_X_std_pca),average='weighted')*100)\n",
+    "\n",
+    "    \n",
+    "plt.plot(scores1, label='LR')\n",
+    "plt.plot(scores2, label='RF')\n",
+    "plt.plot(scores3, label='XG')\n",
+    "#plt.ylim([0.80,0.84])\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e19db352",
+   "metadata": {
+    "id": "bcd8927a",
+    "papermill": {
+     "duration": 0.179193,
+     "end_time": "2022-01-27T17:23:41.047356",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:40.868163",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Inference:** In VIF, RFE & PCA Techniques, we did notice any better scores upon dropping some multicollinear features. But in order to avoid the curse of dimensionality, we can capture top 90% of the data Variance explained by top n PCA components."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "b62c56a2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:23:41.419980Z",
+     "iopub.status.busy": "2022-01-27T17:23:41.418893Z",
+     "iopub.status.idle": "2022-01-27T17:23:42.526265Z",
+     "shell.execute_reply": "2022-01-27T17:23:42.527073Z",
+     "shell.execute_reply.started": "2022-01-27T17:14:34.026031Z"
+    },
+    "papermill": {
+     "duration": 1.294073,
+     "end_time": "2022-01-27T17:23:42.527308",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:41.233235",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "87.22852139630646\n",
+      "90.06245319910143\n",
+      "91.07387661843107\n",
+      "(400, 44)\n",
+      "(101, 44)\n"
+     ]
+    }
+   ],
+   "source": [
+    "#### Finalising the shortlisted features\n",
+    "\n",
+    "rfe = RFE(LR,n_features_to_select=len(Train_X_std.columns)-10)   \n",
+    "rfe = rfe.fit(Train_X_std, Train_Y)\n",
+    "\n",
+    "print(f1_score(Test_Y,LogisticRegression().fit(Train_X_std[Train_X_std.columns[rfe.support_]], Train_Y).predict(Test_X_std[Train_X_std.columns[rfe.support_]]),average='weighted')*100)\n",
+    "print(f1_score(Test_Y,RandomForestClassifier().fit(Train_X_std[Train_X_std.columns[rfe.support_]], Train_Y).predict(Test_X_std[Train_X_std.columns[rfe.support_]]),average='weighted')*100)\n",
+    "print(f1_score(Test_Y,XGBClassifier().fit(Train_X_std[Train_X_std.columns[rfe.support_]], Train_Y, eval_metric='logloss').predict(Test_X_std[Train_X_std.columns[rfe.support_]]),average='weighted')*100)\n",
+    "    \n",
+    "Train_X_std = Train_X_std[Train_X_std.columns[rfe.support_]]\n",
+    "Test_X_std = Test_X_std[Test_X_std.columns[rfe.support_]]\n",
+    "\n",
+    "print(Train_X_std.shape)\n",
+    "print(Test_X_std.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f4bb585",
+   "metadata": {
+    "id": "ea9fba59",
+    "papermill": {
+     "duration": 0.185329,
+     "end_time": "2022-01-27T17:23:42.896587",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:42.711258",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5012e946",
+   "metadata": {
+    "id": "286c06ca",
+    "papermill": {
+     "duration": 0.183483,
+     "end_time": "2022-01-27T17:23:43.266857",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:43.083374",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# <center> 6. Predictive Modeling"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "12092773",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:23:43.644542Z",
+     "iopub.status.busy": "2022-01-27T17:23:43.643711Z",
+     "iopub.status.idle": "2022-01-27T17:23:43.660294Z",
+     "shell.execute_reply": "2022-01-27T17:23:43.659507Z",
+     "shell.execute_reply.started": "2022-01-27T17:14:36.628713Z"
+    },
+    "id": "dcc7ddf4",
+    "outputId": "0a6819e7-eb1b-4621-ec69-13380967b6e6",
+    "papermill": {
+     "duration": 0.210277,
+     "end_time": "2022-01-27T17:23:43.660489",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:43.450212",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Accuracy</th>\n",
+       "      <th>Precision</th>\n",
+       "      <th>Recall</th>\n",
+       "      <th>F1-score</th>\n",
+       "      <th>AUC-ROC score</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Logistic Regression (LR)</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Decision Tree Classifier (DT)</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Random Forest Classifier (RF)</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Naïve Bayes Classifier (NB)</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Support Vector Machine (SVM)</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>K Nearest Neighbours (KNN)</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Gradient Boosting (GB)</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Extreme Gradient Boosting (XGB)</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 Accuracy  Precision  Recall  F1-score  \\\n",
+       "Logistic Regression (LR)              0.0        0.0     0.0       0.0   \n",
+       "Decision Tree Classifier (DT)         0.0        0.0     0.0       0.0   \n",
+       "Random Forest Classifier (RF)         0.0        0.0     0.0       0.0   \n",
+       "Naïve Bayes Classifier (NB)           0.0        0.0     0.0       0.0   \n",
+       "Support Vector Machine (SVM)          0.0        0.0     0.0       0.0   \n",
+       "K Nearest Neighbours (KNN)            0.0        0.0     0.0       0.0   \n",
+       "Gradient Boosting (GB)                0.0        0.0     0.0       0.0   \n",
+       "Extreme Gradient Boosting (XGB)       0.0        0.0     0.0       0.0   \n",
+       "\n",
+       "                                 AUC-ROC score  \n",
+       "Logistic Regression (LR)                   0.0  \n",
+       "Decision Tree Classifier (DT)              0.0  \n",
+       "Random Forest Classifier (RF)              0.0  \n",
+       "Naïve Bayes Classifier (NB)                0.0  \n",
+       "Support Vector Machine (SVM)               0.0  \n",
+       "K Nearest Neighbours (KNN)                 0.0  \n",
+       "Gradient Boosting (GB)                     0.0  \n",
+       "Extreme Gradient Boosting (XGB)            0.0  "
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Let us create first create a table to store the results of various models \n",
+    "\n",
+    "Evaluation_Results = pd.DataFrame(np.zeros((8,5)), columns=['Accuracy', 'Precision','Recall','F1-score','AUC-ROC score'])\n",
+    "Evaluation_Results.index=['Logistic Regression (LR)','Decision Tree Classifier (DT)','Random Forest Classifier (RF)','Naïve Bayes Classifier (NB)',\n",
+    "                         'Support Vector Machine (SVM)','K Nearest Neighbours (KNN)', 'Gradient Boosting (GB)','Extreme Gradient Boosting (XGB)']\n",
+    "Evaluation_Results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "ddfbb9ef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:23:44.057384Z",
+     "iopub.status.busy": "2022-01-27T17:23:44.056150Z",
+     "iopub.status.idle": "2022-01-27T17:23:44.059947Z",
+     "shell.execute_reply": "2022-01-27T17:23:44.060483Z",
+     "shell.execute_reply.started": "2022-01-27T17:14:36.862041Z"
+    },
+    "id": "26577fca",
+    "papermill": {
+     "duration": 0.214084,
+     "end_time": "2022-01-27T17:23:44.060690",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:43.846606",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "#Let us define functions to summarise the Prediction's scores .\n",
+    "\n",
+    "#Classification Summary Function\n",
+    "def Classification_Summary(pred,pred_prob,i):\n",
+    "    Evaluation_Results.iloc[i]['Accuracy']=round(accuracy_score(Test_Y, pred),3)*100   \n",
+    "    Evaluation_Results.iloc[i]['Precision']=round(precision_score(Test_Y, pred, average='weighted'),3)*100 #\n",
+    "    Evaluation_Results.iloc[i]['Recall']=round(recall_score(Test_Y, pred, average='weighted'),3)*100 #\n",
+    "    Evaluation_Results.iloc[i]['F1-score']=round(f1_score(Test_Y, pred, average='weighted'),3)*100 #\n",
+    "    Evaluation_Results.iloc[i]['AUC-ROC score']=round(roc_auc_score(Test_Y, pred_prob, multi_class='ovr'),3)*100 #[:, 1]\n",
+    "    print('{}{}\\033[1m Evaluating {} \\033[0m{}{}\\n'.format('<'*3,'-'*25,Evaluation_Results.index[i], '-'*25,'>'*3))\n",
+    "    print('Accuracy = {}%'.format(round(accuracy_score(Test_Y, pred),3)*100))\n",
+    "    print('F1 Score = {}%'.format(round(f1_score(Test_Y, pred, average='weighted'),3)*100)) #\n",
+    "    print('\\n \\033[1mConfusiton Matrix:\\033[0m\\n',confusion_matrix(Test_Y, pred))\n",
+    "    print('\\n\\033[1mClassification Report:\\033[0m\\n',classification_report(Test_Y, pred))\n",
+    "    \n",
+    "    auc_roc(Test_Y, pred_prob, curves=['each_class'])\n",
+    "    plt.show()\n",
+    "\n",
+    "#Visualising Function\n",
+    "def AUC_ROC_plot(Test_Y, pred):    \n",
+    "    ref = [0 for _ in range(len(Test_Y))]\n",
+    "    ref_auc = roc_auc_score(Test_Y, ref)\n",
+    "    lr_auc = roc_auc_score(Test_Y, pred)\n",
+    "\n",
+    "    ns_fpr, ns_tpr, _ = roc_curve(Test_Y, ref)\n",
+    "    lr_fpr, lr_tpr, _ = roc_curve(Test_Y, pred)\n",
+    "\n",
+    "    plt.plot(ns_fpr, ns_tpr, linestyle='--')\n",
+    "    plt.plot(lr_fpr, lr_tpr, marker='.', label='AUC = {}'.format(round(roc_auc_score(Test_Y, pred)*100,2))) \n",
+    "    plt.xlabel('False Positive Rate')\n",
+    "    plt.ylabel('True Positive Rate')\n",
+    "    plt.legend()\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "58073597",
+   "metadata": {
+    "id": "5737ebe9",
+    "papermill": {
+     "duration": 0.182917,
+     "end_time": "2022-01-27T17:23:44.450142",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:44.267225",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "deb1e71d",
+   "metadata": {
+    "id": "77912773",
+    "papermill": {
+     "duration": 0.182017,
+     "end_time": "2022-01-27T17:23:44.815164",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:44.633147",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 1. Logistic Regression:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "aee41c67",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:23:45.197322Z",
+     "iopub.status.busy": "2022-01-27T17:23:45.191622Z",
+     "iopub.status.idle": "2022-01-27T17:23:45.503338Z",
+     "shell.execute_reply": "2022-01-27T17:23:45.503879Z",
+     "shell.execute_reply.started": "2022-01-27T17:16:41.438445Z"
+    },
+    "id": "6980327a",
+    "outputId": "9a6fa6dd-f60f-4e24-ec4a-7261c86cb609",
+    "papermill": {
+     "duration": 0.502448,
+     "end_time": "2022-01-27T17:23:45.504097",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:45.001649",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<<<-------------------------\u001b[1m Evaluating Logistic Regression (LR) \u001b[0m------------------------->>>\n",
+      "\n",
+      "Accuracy = 87.1%\n",
+      "F1 Score = 87.2%\n",
+      "\n",
+      " \u001b[1mConfusiton Matrix:\u001b[0m\n",
+      " [[32  2  2]\n",
+      " [ 0 29  3]\n",
+      " [ 1  5 27]]\n",
+      "\n",
+      "\u001b[1mClassification Report:\u001b[0m\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.89      0.93        36\n",
+      "           1       0.81      0.91      0.85        32\n",
+      "           2       0.84      0.82      0.83        33\n",
+      "\n",
+      "    accuracy                           0.87       101\n",
+      "   macro avg       0.87      0.87      0.87       101\n",
+      "weighted avg       0.88      0.87      0.87       101\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAGDCAYAAABwRoerAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABilElEQVR4nO3dd3hUZdrH8e9NKKFLEZai9BZIKAGp4kqXKkURcUHEigrSUVCkqFQLggXLooLgWhDXAgjCIoggwdA7SIk0Qw0QIMnz/jFh3gAhBMxkkvD7XNdczDnnOefcMwfInaeacw4RERERSVsy+TsAEREREbmckjQRERGRNEhJmoiIiEgapCRNREREJA1SkiYiIiKSBilJExEREUmDlKSJiIiIpEFK0kTEb8zsDzM7Y2ZRZnbAzKaZWa5LytQzs5/M7KSZHTez/5pZ0CVl8pjZ62a2J/5aO+K3C17hvmZmvc1svZmdMrN9Zva5mQX78vOKiFwLJWki4m9tnHO5gGpAdeDZCwfMrC4wH5gDFAVKAWuAZWZWOr5MVmAhUBloAeQB6gKRwG1XuOcbQB+gN5AfKA98DbS61uDNLPO1niMikhxK0kQkTXDOHQDm4UnWLhgHfOyce8M5d9I5d8Q5Nwz4FXgxvkw34FagvXNuo3Muzjl3yDk3yjn3/aX3MbNywJNAF+fcT865s8650865Gc65MfFlFpvZwwnOedDMlibYdmb2pJltA7aZ2dtmNuGS+8wxs37x74ua2ZdmdtjMdplZ7wTlbjOzVWZ2wswOmtmr1/8tikhGoiRNRNIEMysO3AVsj9/OAdQDPk+k+H+ApvHvmwBznXNRybxVY2Cfc27l34uYu4HaQBAwE+hsZgZgZvmAZsAsM8sE/BdPDWCx+Ps/Y2bN46/zBvCGcy4PUCb+s4mIKEkTEb/72sxOAnuBQ8Dw+P358fwftT+Rc/YDF/qbFbhCmSu51vJX8kp8zd4Z4GfAAbfHH+sELHfO/QnUAm52zo10zp1zzu0E3gPuiy97HihrZgWdc1HOuV9TIDYRyQCUpImIv93tnMsN/BOoyP8nX0eBOKBIIucUAf6Kfx95hTJXcq3lr2TvhTfOOQfMArrE77ofmBH/vgRQ1MyOXXgBzwGF44/3xNMnbrOZ/WZmrVMgNhHJAJSkiUia4Jz7HzANmBC/fQpYDtyTSPF78QwWAFgANDeznMm81UKguJnVTKLMKSBHgu1/JBbyJdszgU5mVgJPM+iX8fv3ArucczcleOV2zrUEcM5tc851AQoBY4EvruGziEgGpiRNRNKS14GmZlY1fnsI0D1+uozcZpbPzEbjGb05Ir7MJ3gSoS/NrKKZZTKzAmb2nJm1vPQGzrltwFvATDP7p5llNbNAM7vPzIbEFwsHOphZDjMri6e2K0nOud/x1O69D8xzzh2LP7QSOGlmg80su5kFmFkVM6sFYGYPmNnNzrk44MI5ccn9wkQk41KSJiJphnPuMPAx8EL89lKgOdABTz+y3Xim6WgQn2zhnDuLZ/DAZuBH4ASexKggsOIKt+oNTAam4EmMdgDt8XTwB3gNOAccBD7i/5sur+bT+Fg+TfCZYoHWeEat7uL/E7m88UVaABvMLArPIIL74vu5icgNzjxdKUREREQkLVFNmoiIiEgapCRNREREJA1SkiYiIiKSBilJExEREUmDlKSJiIiIpEGZ/R3AtSpYsKArWbKkv8MQERERuaqwsLC/nHM3X8+56S5JK1myJKtWrfJ3GCIiIiJXZWa7r/dcNXeKiIiIpEFK0kRERETSICVpIiIiImmQkjQRERGRNEhJmoiIiEgapCRNREREJA1SkiYiIiKSBilJExEREUmDlKSJiIiIpEFK0kRERETSIJ8laWb2oZkdMrP1VzhuZjbJzLab2Vozq+GrWERERETSG1/WpE0DWiRx/C6gXPzrUeBtH8YiIiIikq74bIF159wSMyuZRJF2wMfOOQf8amY3mVkR59x+X8WUXmw734oT7nt/hyEiIiLXKWIXLPzq713DZ0laMhQD9ibY3he/77IkzcwexVPbxq233poqwfmTEjQREZH066v3YXxfOH/u713Hn0lasjnnpgJTAWrWrOn8HE6qCc16w3xUkRRjZgB4KulFfMdmLADAdW3i50gkrYmtuZJXztfhgQe6Mn369Ou+jj9Hd0YAtyTYLh6/T0RERCRdcM4xe/Zs+vTp49132223sWPHDj755JO/dW1/JmnfAN3iR3nWAY6rP5qIiIikF7/99ht33HEHHTp0YNKkSfz888/eY6VKlfrb1/dZc6eZzQT+CRQ0s33AcCALgHPuHeB7oCWwHTgN9PBVLCIiIiIpZffu3Tz33HN8+umnABQsWJAXX3yROnXqpOh9fDm6s8tVjjvgSV/dX0RERCSlvfDCC4wbN46zZ8+SLVs2nnnmGZ599lny5s2b4vdKFwMHRERERNKCqKgozp49S9euXXnppZcoUaKEz+6lJE1EREQkEc45/vvf/5I5c2ZatmwJwLBhw+jSpQu1atXy+f2VpPlIq1at+P7765vvbNVZz58XphIQERGR1BUWFsaAAQNYvHgxJUqUYPPmzQQGBpI/f37y58+fKjEoSfOR603QMrwBo6FabX9HITeAC3NYiYhciz179jB06FDv/Gb58+enX79+BAQEpHosStJ87Hom1Aw7l3En49QPThHJSFoWLeDvECSFnDp1ipdeeonXXnuN6OhosmbNSp8+fXjuuee46aab/BKTkjTxC83QLSIiaUlAQACffvop0dHR3Hfffbz88sspMtfZ36EkTURERG44zjm+++476tWrR/78+QkMDOT9998nd+7c1K6dNrrl+HPFAREREZFU9/vvv9O4cWPatGnD6NGjvfubNGmSZhI0UJImIiIiN4h9+/bx4IMPEhoayqJFi8iXLx9lypTxd1hXpOZOERERydBOnjzJ2LFjefXVVzlz5gxZsmTh6aefZujQoak2ncb1UE1aIlq1aoWZ/a2XiIiIpA1hYWG89NJLnDlzhnvuuYdNmzYxceLENJ2ggZK0RKXUHGcXZicWERGR1OOcIzw83Lv9z3/+k+eee45ly5bxn//8J003cSak5s4kZMR5ykRERDKyNWvWMGDAABYsWMCKFSu47bbbAHjppZf8HNm1U5KWzrRa9Dvf/xnp7zBERETSlD///JNhw4Yxbdo0nHPcdNNN7N6925ukpUdq7kxnMkKCphm6RUQkpURFRTF8+HDKlSvHv//9bwICAujTpw/bt2/nnnvu8Xd4f4tq0tIpzdgvIiICw4cP59VXXwWgQ4cOjBkzhnLlyvk5qpShmjQRERFJV44cOeJ9P2jQIBo1asTPP//Ml19+mWESNFCSJiIiIunEunXraNGiBfXq1eP8+fMAFC5cmIULF9KgQQM/R5fylKSJiIhImrZ//34eeeQRqlWrxrx589i/fz/r16/3d1g+l+GSNE1EKyIikjGcOnWKkSNHUq5cOd5//30yZcrEU089xY4dO6hevbq/w/O5DDdwQBPRioiIpH/OOe644w7CwsIAaNeuHWPHjqVChQp+jiz1ZLgk7QJNRCsiIpL+xMbGEhAQgJnx+OOP88477zBx4kTuuOMOf4eW6jJskuYvKTHZ7Kr4aV1sxoIUiEhERCTt27BhAwMHDqRmzZqMHDkSgIceeoiHHnqITJkyXO+sZLkxP7UPpcZks5oMVkREMoqDBw/y2GOPERISwg8//MB7771HdHQ0AJkyZbphEzRQTZrP/J3JZsPO/f1riIiIpGWnT5/mtddeY8yYMURFRREQEECvXr148cUXCQwM9Hd4aYKSNBEREUlVBw4coFatWuzbtw+ANm3aMG7cOCpWrOjnyNIWJWkiIiKSqgoXLkyFChW4+eabmThxInfeeae/Q0qTbtyGXhEREUkVmzZtol27dqxbtw4AM+Ozzz5j1apVStCSoJo0ERER8YlDhw7x4osvMnXqVO/UGl999RUABQpoENzVqCZNREREUtSZM2d45ZVXKFu2LG+//TbOOR577DHefvttf4eWrqgmTURERFLM0qVLuf/++9m7dy/gWcFn/PjxBAUF+Tmy9EdJWgp7vcFQGhRZ6Z1GQ0RE5EZy6623cujQIapWrcqECRNo0kTTSV0vNXemsAZFVqbIdfKY1g4VEZG0b8uWLfTv35+4uDjAk6QtW7aMsLAwJWh/k2rSfCQ0q9YOFRGRjOvw4cOMHDmSd955h5iYGEJCQujevTsAoaGhfo4uY1CSJiIiIskWHR3NpEmTeOmllzhx4gSZMmXikUceoXnz5v4OLcNRkiYiIiLJMnv2bPr27cvu3bsBaNGiBePHj6dKlSp+jixjUpImIiIiybJ37152795NcHAwEyZMoFmzZv4OKUNTkiYiIiKJ2rZtGxs3bqRdu3YAPP744xQoUID77ruPgIAAP0eX8Wl0p4iIiFwkMjKSZ555hqCgILp168bhw4cByJo1K127dlWClkpUkyYiIiIAnD17lsmTJzN69GiOHTuGmdGpUyd/h3XDUpJ2jbadb8UJ972/wxAREUkxzjk+//xzhgwZwq5duwBo2rQpEyZMICQkxM/R3bjU3HmNkpOgLd1/WypEIiIiknJee+01du3aRVBQEN9//z3z5s1TguZnqkm7Bq0W/c7I+p73NT//McmyfUqkQkAiIiLXaceOHWTJkoVbb70VM+P1119nzZo1PPTQQ2TOrPQgLVBN2jX4/s/IZJVrWbSAjyMRERG5PkeOHKFfv35UqlSJfv36effXrl2bRx99VAlaGqIncZ1cV61HJiIi6cfZs2d56623GDVqFEePHsXMyJ07NzExMUrM0ig9FRERkQzMOceXX37J4MGD2blzJwCNGjViwoQJVK9e3c/RSVKUpImIiGRgu3fvpkuXLsTExFCpUiXGjx9Py5YtMTN/hyZXoSRNREQkg9m3bx/FihXDzChZsiTDhg2jcOHCPPzww2raTEc0cEBERCSDOHr0KAMHDqRMmTJ89dVX3v3Dhw/n8ccfV4KWzihJExERSefOnTvHpEmTKFu2LBMmTODcuXOsXr3a32HJ36SUWkREJJ1yzvH1118zaNAgtm/fDsAdd9zBxIkTCQ0N9XN08ncpSRMREUmnpk2bxkMPPQRAhQoVGD9+PK1bt9aggAxCzZ0iIiLpSHR0tPd9586dqVGjBlOmTGHdunW0adNGCVoG4tMkzcxamNkWM9tuZkMSOX6rmS0ys9/NbK2ZtfRlPCIiIunVsWPHGDRoEOXKleP48eMA5MiRg1WrVtGrVy+yZMni5wglpfksSTOzAGAKcBcQBHQxs6BLig0D/uOcqw7cB7zlq3hERETSo/PnzzN58mTKli3L+PHj2bdvH99//733uGrOMi5f1qTdBmx3zu10zp0DZgHtLinjgDzx7/MCf/owHhERkXTDOcecOXOoUqUKTz/9NJGRkdx+++2sXLmSLl26+Ds8SQW+HDhQDNibYHsfUPuSMi8C883saSAnkOiCmGb2KPAowK233prigYqIiKQ1vXr14p133gGgXLlyjBs3jnbt2qnm7Abi74EDXYBpzrniQEvgEzO7LCbn3FTnXE3nXM2bb7451YMUERFJbR06dKBAgQJMmjSJDRs2cPfddytBu8H4siYtArglwXbx+H0J9QRaADjnlptZIFAQOOTDuERERNKUEydOMGbMGI4cOeKtPWvatCl//PEHuXLl8nN04i++rEn7DShnZqXMLCuegQHfXFJmD9AYwMwqAYHAYR/GJCIikmbExMTw9ttvU7ZsWV555RXee+89/vjjD+9xJWg3Np8lac65GOApYB6wCc8ozg1mNtLM2sYX6w88YmZrgJnAg84556uYRERE0gLnHN9++y3BwcH06tWLw4cPU79+fX755RdKlizp7/AkjfDpigPOue+B7y/Z90KC9xuB+r6MQUREJC2JiYnhrrvuYsGCBQCUKVOGsWPH0qFDB/U5k4toWSgREZFUlDlzZm655Rby5cvHCy+8QK9evciaNau/w5I0yN+jO0VERDK0kydPMmzYMH788UfvvrFjx7Jjxw6eeeYZJWhyRapJExER8YGYmBg++OADXnjhBQ4dOsQ333xDeHg4mTJlQtNJSXIoSRMREUlBzjnmzp3LgAED2LhxIwB16tRh4sSJZMqkBixJPiVpIiIiKWTPnj307NnTOyigVKlSjB07lk6dOmlQgFwzJWkiIiIp5KabbmLNmjXcdNNNPP/88zz55JNky5bN32FJOqUk7RLbzrfihPs+0WOr7knlYEREJE2Liopi8uTJ9O7dmxw5cpAnTx6++uorKlWqRIECBfwdnqRzStIucaUELaE81jIVIhERkbQqNjaWf//73zz//PMcOHCA8+fP8/zzzwPQoEEDP0cnGYWStCsIzXr5wgc2w9PHwHVtktrhiIhIGjFv3jwGDBjA+vXrAbjtttto1KiRn6OSjCjdJWlhYWHX3fmy1aLf+f7PyCTLXGjSvJCQiYiIAGzYsIF+/foxf/58AEqUKMGYMWPo3LmzBgWIT6S7JC05WrZMvDnyaglasq5dVH0MRERuRNu2bWP+/PnkzZuXoUOH8vTTTxMYGOjvsCQDs/S2nrmZXfca7Mlprgw75/ltKLHmThERuXGcOnWK//3vf95f/J1zvP766/zrX/+iYMGCfo5O0gszC3PO1byeczWrnoiISAKxsbF8+OGHlCtXjrZt27J582YAzIy+ffsqQZNUkyGbO0VERK7Hjz/+yIABA1i7di0ANWvWJDo62s9RyY1KNWkiInLD27BhAy1btqRZs2asXbuWW2+9lRkzZrBixQqqVavm7/DkBqWaNBERueGNGjWKH374gTx58vDcc8/Ru3dvsmfP7u+w5AZ3QyVprzcYSoMiKwk75+9IRETEn06fPs3BgwcpVaoUAC+//DIFCxZk+PDh3HzzzX6OTsTjhhrdeWHk5tXksZaUy/Lddd1DRETSrri4OD755BOGDh1KsWLFWL58OZkyqeeP+M7fGd15Q9WkXaDpNUREbjw//fQT/fv3Jzw8HIDChQvz119/UahQIf8GJnIF6S9JK1XuulcD0ALpIiI3nk2bNjFo0CC+/fZbAIoXL87LL79M165dVYsmaVr6S9JERESSKTo6moYNG/LXX3+RK1cunn32WZ555hly5Mjh79BEripdJmnXu8C5BgyIiGR8Z86cISAggKxZsxIYGMhzzz3Hli1bGDFiBIULF/Z3eCLJpnpeERHJEOLi4pg+fToVKlRgypQp3v19+/blnXfeUYIm6Y6SNBERSff+97//cdttt/Gvf/2LvXv38t///pf0NnuByKWUpImISLq1ZcsW2rVrxz//+U/CwsIoVqwY06ZN48cff8QsedMuiaRV6bJPmoiIyG+//UbdunWJjY0lZ86cDBkyhH79+mlQgGQYStJERCTdiIuL806bERoaSmhoKNWqVWPEiBH84x//8HN0IilLzZ0iIpLmxcXFMXPmTIKCgvjjjz8AyJQpEz///DPvvvuuEjTJkJSkiYhImvbzzz9Tp04d7r//frZs2cLbb7/tPZY1a1Y/RibiW0rSREQkTdq6dSsdOnSgYcOG/PbbbxQpUoQPPviAl19+2d+hiaQK9UkTEZE05/333+eJJ54gJiaGHDlyMGjQIPr370+uXLn8HZpIqlGSJiIiaU7dunUxM3r27MnIkSMpWrSov0MSSXVK0kRExK+cc3z22WfMnTuXf//735gZlStXZvfu3RQpUsTf4Yn4jfqkiYiI3yxbtoy6devSpUsXPvroI3788UfvMSVocqNTkiYiIqlux44ddOrUiQYNGrBixQoKFy7M1KlTadSokb9DE0kzMlRz57bzrTjhvvd3GCIikoRhw4Yxbtw4zp8/T/bs2RkwYAADBw4kd+7c/g5NJE3JUElachK0PNYyFSIREZEryZw5MzExMTz44IOMHj2aYsWK+TskkTTJnHPJK2iWwzl32sfxXD2O0uWd27k10WNh5zyL6YZmTd5nEhER33LO8cUXXwBwzz33AHDq1Cm2bdtGtWrV/BiZSOowszDnXM3rOfeqfdLMrJ6ZbQQ2x29XNbO3rudmIiJy41i+fDn169fn3nvv5emnn+bkyZMA5MyZUwmaSDIkZ+DAa0BzIBLAObcGaOjLoEREJP3auXMnnTt3pl69eixfvpxChQoxYsQIsmfP7u/QRNKVZPVJc87tNbOEu2J9E46IiKRXp0+f5oUXXuDNN9/k3LlzBAYG0r9/fwYNGkSePHn8HZ5IupOcJG2vmdUDnJllAfoAm3wbloiIpDdZs2bl+++/59y5c3Tr1o3Ro0dzyy23+DsskXQrOUna48AbQDEgApgP9PJlUCIikvY555g9ezZ169alSJEiZM6cmffff5/AwEBq1Kjh7/BE0r3k9Emr4Jzr6pwr7Jwr5Jx7AKjk68BERCTtWrlyJQ0bNqRjx44MHz7cu79evXpK0ERSSHKStDeTuU9ERDK4P/74gy5dulC7dm2WLl1KwYIFlZSJ+MgVmzvNrC5QD7jZzPolOJQHCPB1YCIiknYcO3aMV155hTfeeIOzZ8+SLVs2+vbty5AhQ8ibN6+/wxPJkJLqk5YVyBVfJuFaHSeATr4MSkRE0pbt27czbtw4ALp27cpLL71EiRIl/ByVSMZ2xSTNOfc/4H9mNs05tzsVYxIRET9zzrF8+XLq1asHQM2aNRkzZgyNGjWiVq1afo5O5MaQnD5pp81svJl9b2Y/XXj5PDIREfGLVatW8c9//pP69evz00///9/94MGDlaCJpKLkJGkz8CwJVQoYAfwB/ObDmERExA/27NnDAw88QK1atViyZAkFChQgMjLS32GJ3LCSk6QVcM59AJx3zv3POfcQ0MjHcYmISCo5ceIEzz77LOXLl2fGjBlkzZqVQYMGsX37du+i6CKS+pIzme35+D/3m1kr4E8gv+9CEhGR1DRu3DjGjBkDwH333ccrr7xCyZIl/RuUiCQrSRttZnmB/njmR8sDPOPLoERExHeccxw8eJB//OMfAPTv3581a9YwbNgwateu7efoROSCqzZ3Oue+dc4dd86td87d6ZwLBY4k5+Jm1sLMtpjZdjMbcoUy95rZRjPbYGafXmP8IiJyDVavXk3jxo2pXbs20dHRAOTLl4///ve/StBE0pgrJmlmFmBmXcxsgJlVid/X2sx+ASZf7cJmFgBMAe4CgoAuZhZ0SZlywLNAfedcZVRDJyLiE3v37qVbt26EhoayaNEioqKiWL9+vb/DEpEkJFWT9gHwMFAAmGRm04EJwDjnXPVkXPs2YLtzbqdz7hwwC2h3SZlHgCnOuaMAzrlD1/oBRETkyk6ePMnQoUMpX748n3zyCVmzZqV///5s376dmjVr+js8EUlCUn3SagIhzrk4MwsEDgBlnHPJHY9dDNibYHsfcGldenkAM1uGZ6mpF51zcy+9kJk9CjwKQKlyyby9iIg0b96c5cuXA3DvvffyyiuvULp0aT9HJSLJkVSSds45FwfgnIs2s53XkKBdy/3LAf8EigNLzCzYOXcsYSHn3FRgKoCVLu9SOAYRkQzDOUdMTAxZsmQB4JlnngFg4sSJ1K1b14+Rici1Sqq5s6KZrY1/rUuwvc7M1ibj2hHALQm2i8fvS2gf8I1z7rxzbhewFU/SJiIi1yg8PJymTZsyaNAg77577rmHZcuWKUETSYeSqkmr9Dev/RtQzsxK4UnO7gPuv6TM10AX4N9mVhBP8+fOv3lfEZEbSkREBMOGDeOjjz7COce6desYPXo0OXPmxMz8HZ6IXKekFlj/W4uqO+dizOwpYB6e/mYfOuc2mNlIYJVz7pv4Y83MbCMQCwz0QZOqiEiGFBUVxbhx45gwYQJnzpwhS5YsPPnkkzz//PPkzJnT3+GJyN9kzqWvLl5WurxzO7cmeizsnOc3xtCs6esziYhcq7/++ovg4GAOHDgAQMeOHRkzZgxly5b1c2QikpCZhTnnrmsodXJWHBARkTSmYMGC1KlTh/379zNx4kTq16/v75BEJIUlZ4F1zCy7mVXwdTAiIpK4devW0aJFC1asWOHd99FHH7F8+XIlaCIZ1FWTNDNrA4QDc+O3q5nZNz6OS0REgD///JOHH36YatWqMW/ePEaMGOE9lidPHg0MEMnAklOT9iKe1QOOATjnwoFSPotIREQ4deoUI0aMoFy5cnzwwQdkypSJ3r178/HHH/s7NBFJJcnpk3beOXf8kt/W1DNfRMRHli1bxj333MP+/fsBaN++PWPGjKF8+fJ+jkxEUlNykrQNZnY/EBC/IHpv4BffhiUicuMqW7YsJ0+epGbNmkycOJGGDRv6OyQR8YPkNHc+DVQGzgKfAseBZ3wYk4jIDWXDhg089thjnD9/HoDChQuzYsUKVqxYoQRN5AaWnJq0is65ocBQXwcjInIjOXDgAMOHD+f9998nLi6OqlWr0qtXLwCCgoL8HJ2I+FtykrSJZvYP4AvgM+fceh/HJCKSoZ0+fZpXX32VsWPHEhUVRUBAAE8++ST33HOPv0MTkTTkqkmac+7O+CTtXuBdM8uDJ1kb7fPoREQymC+//JI+ffoQEREBQNu2bRk3bhwVKmgqShG5WLIms3XOHXDOTQIexzNn2gu+DEpEJKM6fvw4ERER1KhRg0WLFjFnzhwlaCKSqKvWpJlZJaAz0BGIBD4D+vs4LhGRDGHTpk38/vvv3H///QB0796dfPny0a5dOzJlStbvySJyg0rO/xAf4pnItrlz7p/Oubedc4d8G5aISPp26NAhevXqRXBwMA8//DD79u0DICAggPbt2ytBE5GrSk6ftLqpEYiISEZw5swZXn/9dV555RVOnjxJQEAA3bt3JzAw0N+hiUg6c8Ukzcz+45y718zWcfEKAwY451yIz6MTEUknnHNMnz6doUOHsnfvXgBat27N2LFjNZ2GiFyXpGrS+sT/2To1AhERSe8+/vhj9u7dS7Vq1ZgwYQKNGzf2d0giko5dMUlzzu2Pf9vLOTc44TEzGwsMvvwsEZEbx+bNm8mUKRPly5fHzJg4cSK///47//rXv9TnTET+tuT8L9I0kX13pXQgIiLpxeHDh3nyySepUqUKvXv39u4PCQmhe/fuStBEJEUk1SftCaAXUNrM1iY4lBtY5uvARETSmujoaF5//XVefvllTp48SaZMmShRogTnzp0ja9as/g5PRDKYpPqkfQr8ALwCDEmw/6Rz7ohPoxIRSUPi4uKYNWsWzz77LHv27AHgrrvuYty4cVSpUsXP0YlIRpVUkuacc3+Y2ZOXHjCz/ErURORGsX//fnr27El0dDQhISFMmDCBpk0T6wkiIpJyrlaT1hoIwzMFhyU45oDSPoxLRMSvduzYQcmSJQkICKBYsWKMHj2afPny0b17dwICAvwdnojcAMw5d/VSaYiVLu/czq2JHgs758kjQ7Omr88kImnHX3/9xciRI3n77bd5//336d69u79DEpF0zMzCnHM1r+fcqw5BMrP6ZpYz/v0DZvaqmd16PTcTEUmroqOjGT9+PGXLluXNN98kNjaWrVsT/4VQRCQ1JGec+NvAaTOrimdh9R3AJz6NSkQklTjnmDVrFpUqVWLQoEEcP36cpk2bEh4ezksvveTv8ETkBnbVtTuBGOecM7N2wGTn3Adm1tPXgYmIpIaZM2fStWtXACpXrsyECRNo0aKFn6MSEUleTdpJM3sW+BfwnZllArL4NiwREd+Jioryvu/UqRMNGzbkvffeIzw8XAmaiKQZyUnSOgNngYeccweA4sB4n0YlIuIDR44coW/fvpQqVYrDhw8DkDVrVv73v//x8MMPkzlzchoXRERSx1WTtPjEbAaQ18xaA9HOuY99HpmISAo5e/Ysr776KmXKlOH1118nMjKSefPm+TssEZEkJWd0573ASuAe4F5ghZl18nVgIiJ/l3OOzz//nKCgIPr378+xY8do0qQJv//+Ow888IC/wxMRSVJy6vaHArWcc4cAzOxmYAHwhS8DExH5u55++mmmTJkCQFBQEOPHj+euu+7CzK5ypoiI/yWnT1qmCwlavMhknicikuoSTtDdtWtXChcuzDvvvMOaNWto2bKlEjQRSTeSU5M218zmATPjtzsD3/suJBGRa3f06FFGjx7Nn3/+ycyZnv+u6tatyx9//EFgYKCfoxMRuXbJWhbKzDoADeI3f3bOzfZpVEnFomWhRCSBc+fO8dZbbzFy5EiOHj2KmbF582bKly/v79BERP7WslBXrEkzs3LABKAMsA4Y4JyLuL4QRURSlnOOr776isGDB7Njxw4A7rzzTiZMmKAETUQyhKSaOz8EPgaWAG2AN4EOqRGUiEhSYmNjadq0KYsWLQKgYsWKjB8/nlatWqnPmYhkGEklabmdc+/Fv99iZqtTIyARkasJCAggODiY9evXM2LECB5++GGyZNFCKCKSsVyxT5qZbQa6ABd+LZ0B3H9h2znnl6RNfdJEbjzHjh3j5Zdfpm7durRv3967z8zImzevn6MTEbkyn/RJA/YDrybYPpBg2wGNrueGIiLJdf78ed555x1GjBhBZGQkZcuWpW3btgQEBHDTTTf5OzwREZ+6YpLmnLszNQMREbnAOcecOXMYNGgQ27ZtA6Bhw4ZMnDiRgIAAP0cnIpI6tJqwiKQpe/fu5YEHHmDJkiUAlC9fnnHjxtG2bVsNChCRG4pWDhCRNKVgwYLs2rWLAgUK8Oabb7J+/XratWunBE1EbjhK0kTEr44fP87w4cM5duwYANmzZ2f27Nls376dp556SqM2ReSGddXmTvP8+toVKO2cG2lmtwL/cM6t9Hl0IpJhnT9/nvfee4/hw4fz119/ER0dzdixYwEIDQ31c3QiIv6XnJq0t4C6eKbjADgJTPFZRCKSoTnn+OabbwgODubJJ5/kr7/+okGDBnTs2NHfoYmIpCnJGThQ2zlXw8x+B3DOHTWzrD6OS0QyoHXr1tG7d28WL14MQNmyZRk7dizt27dXnzMRkUskJ0k7b2YBeOZGw8xuBuJ8GpWIZEgHDx5k8eLF5M+fnxdeeIEnnniCrFn1O5+ISGKS09w5CZgNFDKzl4ClwMs+jUpEMoSTJ0/yxRdfeLebNGnC1KlT2b59O3369FGCJiKShCsuC3VRIbOKQGM8S0ItdM5t8nVgV4xFy0KJpHkxMTG8//77DB8+nEOHDhEWFkaNGjX8HZaISKrz1bJQFy5+K3Aa+G/Cfc65PddzQxHJuJxzfP/99wwcOJBNmzy/y9WrV0+rBIiIXIfk9En7Dk9/NAMCgVLAFqCyD+MSkXQmPDycAQMGsHDhQgBKly7N2LFj6dixowYFiIhch6smac654ITbZlYD6OWziEQkXZo8eTILFy4kX758PP/88/Tq1Yts2bL5OywRkXTrmtfudM6tNrPavghGRNKPqKgoIiIiqFChAgAjR44kX758PPvss+TPn9/P0YmIpH9XHd1pZv0SvAaY2afAn8m5uJm1MLMtZrbdzIYkUa6jmTkzu66OdSKSemJjY3nvvfcoW7YsHTt2JCYmBoCiRYsyfvx4JWgiIikkOVNw5E7wyoanj1q7q50UP7faFOAuIAjoYmZBiZTLDfQBViQ/bBHxh7lz51KtWjUeffRRDh48SK5cuTh8+LC/wxIRyZCSbO6MT7RyO+cGXMe1bwO2O+d2xl9rFp7kbuMl5UYBY4GB13EPEUkFa9euZeDAgcyfPx+AkiVLMmbMGO69914NChAR8ZEr1qSZWWbnXCxQ/zqvXQzYm2B7X/y+hPeoAdzinPvuOu8hIj527tw5WrRowfz588mbNy8TJkxg8+bNdO7cWQmaiIgPJVWTthKoAYSb2TfA58CpCwedc1/9nRubWSbgVeDBZJR9FHgUgFLl/s5tRSQZoqKiCAgIIHv27GTNmpVRo0axdu1aXnjhBQoUKODv8EREbgjJ6ZMWCEQCjYDWQJv4P68mArglwXbx+H0X5AaqAIvN7A+gDvBNYoMHnHNTnXM1r3fGXhFJntjYWD744APKly/PhAkTvPt79uzJG2+8oQRNRCQVJZWkFTKzfsB6YF38nxvi/1yfjGv/BpQzs1JmlhW4D/jmwkHn3HHnXEHnXEnnXEngV6Ctc27V9X0UEfk75s+fT/Xq1Xn44YfZv38/ixYtIjnLxomIiG8klaQFALniX7kTvL/wSpJzLgZ4CpgHbAL+45zbYGYjzazt3w1cRFLG+vXrueuuu2jevDnr1q2jRIkSfPrppyxYsEB9zkRE/OiKC6yb2WrnXJpbEVkLrIuknPDwcEJDQ4mLiyNPnjwMHTqU3r17ExgY6O/QREQyBF8tsK5foUUyoJiYGDJn9vzTr1q1KnfeeSeVKlXihRde4Oabb/ZzdCIickFSzZ2NUy0KEfG52NhYpk2bRtmyZdm0aRMAZsa8efN48803laCJiKQxV0zSnHNHUjMQEfGdhQsXEhoaSo8ePdi9ezfvvfee91hAQIAfIxMRkStJzhQcIpJObdy4kdatW9OkSRPWrFnDLbfcwieffHLR9BoiIpI2JbkslIikXx9++CGPPvoosbGx5M6dm2effZZnnnmG7Nmz+zs0ERFJBiVpIhnUnXfeSbZs2ejevTsvvvgihQoV8ndIIiJyDZSkiWQAcXFxTJ8+na+//povvviCTJkyUapUKfbs2aNVAkRE0in1SRNJ5xYvXkytWrXo3r07s2fP5ttvv/UeU4ImIpJ+KUkTSac2b95M27ZtufPOO1m9ejXFihVj2rRptG6dnKV1RUQkrVNzp0g6NHToUMaOHUtsbCw5c+ZkyJAh9OvXjxw5cvg7NBERSSFK0kTSofz58+Oc49FHH2XEiBH84x//8HdIIiKSwq64dmdapbU75UYTFxfHzJkzOXfuHD169ADg7NmzbN++ncqVK/s5OhERScrfWbtTfdJE0rAlS5ZQu3ZtHnjgAfr168eRI56FQLJly6YETUQkg1OSJpIGbd26lfbt23PHHXewatUqihYtyquvvkrevHn9HZqIiKQS9UkTSUPOnDnD4MGDefvtt4mJiSFnzpwMGjSI/v37kzNnTn+HJyIiqUhJmkgaki1bNpYvX05cXBwPP/wwI0eOpEiRIv4OS0RE/EBJmogfOef47LPPqF27NqVKlSJTpkxMnTqVzJkzExwc7O/wRETEj9QnTcRPli5dSp06dejSpQvPPvusd3/16tWVoImIiJI0kdS2bds2OnbsyO23387KlSv5xz/+QZMmTfwdloiIpDFq7hRJJZGRkYwaNYopU6YQExND9uzZGThwIAMHDiRXrlz+Dk9ERNIYJWkiqeTQoUNMnjyZuLg4evTowahRoyhWrJi/wxIRkTRKSZqIjzjnWLhwIY0bN8bMqFSpEm+88Qb169enWrVq/g5PRETSOPVJE/GB5cuXU79+fZo2bco333zj3f/kk08qQRMRkWRRkiaSgnbu3Mm9995LvXr1WL58OYUKFeLcuXP+DktERNIhJWkiKeDIkSP079+fihUr8vnnnxMYGMjQoUPZvn0799xzj7/DExGRdEh90kRSwDvvvMOrr76KmdGtWzdeeuklihcv7u+wREQkHVOSJnIdnHPs2bOHEiVKANCnTx/Wrl3LoEGDqFGjhp+jExGRjEDNnSLXaMWKFdx+++3cdtttnDhxAoCcOXMya9YsJWgiIpJilKSJJNOuXbvo0qULderUYdmyZTjn2LRpk7/DEhGRDEpJmshVHDt2jIEDB1KxYkVmzZpFYGAgzz77LNu3b6d27dr+Dk9ERDIo9UkTuYp27dqxZMkSAB544AFeeuklbr31Vj9HJSIiGZ2SNJFLOOc4e/YsgYGBAAwZMgQzY+LEiYSGhvo5OhERuVGouVMkgVWrVvHPf/6TJ5980ruvRYsWLFq0SAmaiIikKtWkiQC7d+9m6NChzJgxA4DNmzdz4sQJ8uTJg5n5OToREbkRqSZNbmjHjx9nyJAhVKhQgRkzZpAtWzYGDRrE1q1byZMnj7/DExGRG5hq0uSGdezYMSpUqMChQ4cA6NKlCy+//DIlS5b0b2AiIiIoSZMbjHPO23x500030axZM3bv3s2ECRO47bbb/BydiIjI/1Nzp9wwwsLCaNSoEQsWLPDue/fdd/nf//6nBE1ERNIc1aRJhrd3716ee+45pk+fDoCZ0aRJEwBy5Mjhz9BERESuSDVpkmGdOHGCoUOHUr58eaZPn07WrFkZMGAAX375pb9DExERuSrVpEmGtHz5cu6++27voIDOnTvz8ssvU7p0aT9HJiIikjxK0iRDqlSpErGxsdSrV4+JEydSp04df4ckIiJyTdTcKRlCeHg4Xbt25cyZM4Bn5ObKlStZunSpEjQREUmXlKRJurZv3z4efPBBatSowaeffsqbb77pPVa6dGmtFiAiIumWmjslXTp58iTjxo1j4sSJnDlzhixZsvDUU0/x8MMP+zs0ERGRFKEkTdKdzz//nKeffpqDBw8C0KlTJ8aMGUOZMmX8HJmIiEjKUZIm6dLBgwepU6cOEydOpF69ev4OR0REJMWpT5qkeWvXrmXq1Kne7U6dOvHDDz/wyy+/KEETEZEMS0mapFl//vknPXv2pFq1ajz55JNs27YN8KwY0KJFCw0KEBGRDE3NnZLmREVFMWHCBMaPH8/p06fJnDkzvXr1In/+/P4OTUREJNUoSZM0wznHhx9+yPPPP8/+/fsB6NChA2PGjKFcuXJ+jk5ERCR1KUmTNMPM+Pbbb9m/fz+1atVi4sSJ3H777f4OS0RExC+UpIlfrV+/nri4OEJCQgAYN24c9957L507dyZTJnWZFBGRG5dPfwqaWQsz22Jm281sSCLH+5nZRjNba2YLzayEL+ORtOPAgQM8+uijVK1alcceewznHADlypWjS5cuStBEROSG57OfhGYWAEwB7gKCgC5mFnRJsd+Bms65EOALYJyv4pG04dSpU4waNYqyZcvy3nvvkSlTJmrWrMnZs2f9HZqIiEia4svmztuA7c65nQBmNgtoB2y8UMA5tyhB+V+BB3wYj/hRbGwsn3zyCUOHDuXPP/8EoF27dowdO5YKFSr4OToREZG0x5dJWjFgb4LtfUDtJMr3BH7wYTziR0eOHKF3796cPHmS0NBQJk6cyB133OHvsERERNKsNDFwwMweAGoCif7UNrNHgUcBKKWpGNKLTZs2UaZMGbJmzcrNN9/MhAkTyJEjB/fff7/6nImIiFyFL39SRgC3JNguHr/vImbWBBgKtHXOJdoxyTk31TlX0zlX0yeRSoo6ePAgjz/+OFWqVOHdd9/17n/00Ud54IEHlKCJiIgkgy9r0n4DyplZKTzJ2X3A/QkLmFl14F2ghXPukA9jkVRw+vRpXnvtNcaMGUNUVBQBAQEcOHDA32GJiIikSz5L0pxzMWb2FDAPCAA+dM5tMLORwCrn3DfAeCAX8Hn8Oox7nHNtfRWT+EZcXBzTp09n6NCh7Nu3D4A2bdowduxYKlWq5OfoRERE0ie7MD9VemGlyzu3c2uix8LOeRbcDs2avj5Tevfll1/SqVMnAKpXr86ECRNo1KiRn6MSERHxPzMLu97uWmli4ICkP0ePHiVfvnwA3H333bRq1Yp7771Xfc5ERERSiH6ayjU5dOgQTz75JCVKlGDvXs8MKwEBAXz77bd069ZNCZqIiEgK0U9USZYzZ84wZswYypYty1tvvcWpU6dYuHChv8MSERHJsNTcKUmKi4tj5syZPPfcc+zZsweAli1bMm7cOCpXruzn6ERERDIuJWmSpL59+zJp0iQAQkJCmDhxIk2aNPFzVCLiC+fPn2ffvn1ER0f7OxSRdCcwMJDixYuTJUuWFLumkjS5TFxcnLdvWc+ePfnqq68YOXIk3bp1IyAgwM/RiYiv7Nu3j9y5c1OyZEnip0USkWRwzhEZGcm+ffsoVapUil1XSZp4/fXXX4wYMYIdO3bw3XffYWaEhISwc+fOFP3NQETSpujoaCVoItfBzChQoACHDx9O0esqSROio6OZNGkSL730EidOnCBTpkxs2LCBKlWqAChBE7mBKEETuT6++Lej0Z03sAuDAipWrMjgwYM5ceIEzZs3Jzw83JugiYiIiH+kuyStUr5thJ2zRF+SfHFxcTRq1Ij777+f3bt3U6VKFebOncvcuXMJDg72d3gicoMKCAigWrVqVKlShTZt2nDs2DHvsQ0bNtCoUSMqVKhAuXLlGDVqFAlXzfnhhx+oWbMmQUFBVK9enf79+/vhE1yfLl26EBISwmuvvZas8rly5fJJHM45evfuTdmyZQkJCWH16tWJljtz5gx33HEHsbGxPokjJbzyyiuULVuWChUqMG/evETL/PTTT9SoUYMqVarQvXt3YmJiADh+/Dht2rShatWqVK5cmX//+98AHD58mBYtWqTaZ0h3SdrV5LGW/g4hXciUKRMNGjTgH//4B++99x7h4eE0b97c32GJyA0ue/bshIeHs379evLnz8+UKVMAT1LQtm1bhgwZwpYtW1izZg2//PILb731FgDr16/nqaeeYvr06WzcuJFVq1ZRtmzZFI3twg/wlHbgwAF+++031q5dS9++fX1yj+T64Ycf2LZtG9u2bWPq1Kk88cQTiZb78MMP6dChQ7IHkznniIuLS8lQk7Rx40ZmzZrFhg0bmDt3Lr169bosoYyLi6N79+7MmjWL9evXU6JECT766CMApkyZQlBQEGvWrGHx4sX079+fc+fOcfPNN1OkSBGWLVuWKp8jXSZpoVndFV/lsnzn7/DSpMjISPr27csnn3zi3ffss8+ybds2Hn74YY3aFJGLmJlPXteibt26REREAPDpp59Sv359mjVrBkCOHDmYPHkyY8aMAWDcuHEMHTqUihUrAp4aucQSjKioKHr06EFwcDAhISF8+eWXwMU1U1988QUPPvggAA8++CCPP/44tWvXZtCgQZQsWfKi2r1y5cpx8OBBDh8+TMeOHalVqxa1atVK9Id4dHS0997Vq1dn0aJFADRr1oyIiAiqVavGzz//fNE5Bw8epH379lStWpWqVavyyy+/XPZ5GjduTI0aNQgODmbOnDkAnDp1ilatWlG1alWqVKnCZ599BsCQIUMICgoiJCSEAQMGXBbjnDlz6NatG2ZGnTp1OHbsGPv377+s3IwZM2jXrl2SMfzxxx9UqFCBbt26UaVKFfbu3cv48eOpVasWISEhDB8+3Hu9u+++m9DQUCpXrszUqVMvu9+1mjNnDvfddx/ZsmWjVKlSlC1blpUrV15UJjIykqxZs1K+fHkAmjZt6v37YGacPHkS5xxRUVHkz5+fzJkze2OdMWPG344xOTRwIIM7e/YskydPZvTo0Rw7dozixYtz3333kSVLFnLmzOnv8EREEhUbG8vChQvp2bMn4GnqDA0NvahMmTJliIqK4sSJE6xfvz5ZzZujRo0ib968rFu3DvCsQ3w1+/bt45dffiEgIIDY2Fhmz55Njx49WLFiBSVKlKBw4cLcf//99O3blwYNGrBnzx6aN2/Opk2bLrrOlClTMDPWrVvH5s2badasGVu3buWbb76hdevWhIeHX3bv3r17c8cddzB79mxiY2OJioq66HhgYCCzZ88mT548/PXXX9SpU4e2bdsyd+5cihYtynffeSoujh8/TmRkJLNnz2bz5s2Y2UXJ5gURERHccsst3u3ixYsTERFBkSJFvPvOnTvHzp07KVmyZJIxAGzbto2PPvqIOnXqMH/+fLZt28bKlStxztG2bVuWLFlCw4YN+fDDD8mfPz9nzpyhVq1adOzYkQIFClwUW9++fb2JbUL33XcfQ4YMuexz1KlT57LPkVDBggWJiYlh1apV1KxZky+++MK73OFTTz1F27ZtKVq0KCdPnuSzzz7zTk1Vs2ZNhg0bdlkcvqAkLYNyzvH5558zZMgQdu3aBUCTJk2YMGGCRmuKyFUl7OuVms6cOUO1atWIiIigUqVKNG3aNEWvv2DBAmbNmuXdzpcv31XPueeee7ytDZ07d2bkyJH06NGDWbNm0blzZ+91N27c6D3nxIkTREVFXVRDt3TpUp5++mkAKlasSIkSJdi6dSt58uS54r1/+uknPv74Y8BTO5g3b96LjjvneO6551iyZAmZMmUiIiKCgwcPEhwcTP/+/Rk8eDCtW7fm9ttvJyYmhsDAQHr27Enr1q1p3br1VT97Yv766y9uuummq8YAUKJECW+yNH/+fObPn0/16tUBTw3ctm3baNiwIZMmTWL27NkA7N27l23btl2WpCW3v15ymRmzZs2ib9++nD17lmbNmnmf87x586hWrRo//fQTO3bsoGnTptx+++3kyZOHQoUK8eeff6ZoLFeSLps7JWkRERHUq1ePzp07s2vXLoKCgvj++++ZP38+VatW9Xd4IiJXdKFP2u7du3HOefukBQUFERYWdlHZnTt3kitXLvLkyUPlypUvO34tEjbFXrriQsJWh7p167J9+3YOHz7M119/TYcOHQBP/6Zff/2V8PBwwsPDiYiI8Fnn/oRmzJjB4cOHCQsLIzw8nMKFCxMdHU358uVZvXo1wcHBDBs2jJEjR5I5c2ZWrlxJp06d+PbbbxPtAF+sWDFvbRJ4ahGLFSt2UZns2bNf9B1dKQa4+LtzzvHss896v6Pt27fTs2dPFi9ezIIFC1i+fDlr1qyhevXqia560bdvX6pVq3bZ60KT97V+DvA8z59//pmVK1fSsGFDb9Pnv//9bzp06ICZUbZsWUqVKsXmzZsBz9+P7NmzJ/5AUpiStAyoUKFCHD16lMKFC/Puu++yZs0a7rrrLs1/JCLpRo4cOZg0aRITJ04kJiaGrl27snTpUhYsWAB4atx69+7NoEGDABg4cCAvv/wyW7duBTxJ0zvvvHPZdZs2bepN/OD/mzsLFy7Mpk2biIuL89boJMbMaN++Pf369aNSpUre2p5mzZrx5ptvessl1nR5++23e/sybd26lT179lChQoUkv4fGjRvz9ttvA54m4OPHj190/Pjx4xQqVIgsWbKwaNEidu/eDcCff/5Jjhw5eOCBBxg4cCCrV68mKiqK48eP07JlS1577TXWrFlz2f3atm3Lxx9/jHOOX3/9lbx5817U1Ame2sfY2FhvInWlGC7VvHlzPvzwQ2+TbUREBIcOHeL48ePky5ePHDlysHnzZn799ddEz3/ttde8CV7C16VNnRc+x6xZszh79iy7du1i27Zt3HbbbZeVO3ToEODpGjR27Fgef/xxAG699VYWLlwIePoFbtmyhdKlSwOeZ5da01QpScsAjh49yuDBg73Vy1myZOGrr75i27ZtPProo97OjiIi6Un16tUJCQlh5syZZM+enTlz5jB69GgqVKhAcHAwtWrV4qmnngI8awu//vrrdOnShUqVKlGlShV27tx52TWHDRvG0aNHqVKlClWrVvX2cRozZgytW7emXr16lyUll+rcuTPTp0/3NnUCTJo0iVWrVhESEkJQUFCiCWKvXr2Ii4sjODiYzp07M23aNLJly5bkvd544w0WLVpEcHAwoaGhFzWpAnTt2pVVq1YRHBzMxx9/7B04sW7dOm677TaqVavGiBEjGDZsGCdPnqR169aEhITQoEEDXn311cvu17JlS0qXLk3ZsmV55JFHvKNnL9WsWTOWLl2aZAyJnXP//fdTt25dgoOD6dSpEydPnqRFixbExMRQqVIlhgwZclFfsutVuXJl7r33XoKCgmjRogVTpkzxNmW2bNnS21w5fvx4KlWqREhICG3atKFRo0YAPP/88/zyyy8EBwfTuHFjxo4dS8GCBQFYtGgRrVq1+tsxJof5q9/B9QoKNbcxLH3F7Cvnzp3jrbfeYuTIkRw9epTHH3/c+xuXiMi12rRpE5UqVfJ3GJIOrF69mtdee+2iGQNuFA0bNmTOnDmJ9mdM7N+QmYU552pez71UxZIOOef46quvGDx4MDt27ACgUaNGPProo36OTEREbgQ1atTgzjvvJDY29oaawunw4cP069cvWQNOUoKStHRmzZo1PPnkk945eCpVqsT48eNp2bKl+pyJiEiqeeihh/wdQqq7+eabufvuu1PtfuqTls5ER0ezbNkybr75Zt5++23Wrl1Lq1atlKCJiIhkMErS0rijR4961wwDqF27Np9++inbt2/n8ccf16AAERGRDEpJWhp17tw5Jk2aRNmyZXnooYdYsmSJ91iXLl2SnPxQRERE0j9Vw6Qxzjm+/vprBg8ezLZt2wC44447LprdWURERDI+1aSlIb/99ht33HEHHTp0YNu2bZQvX545c+awaNEiQkJC/B2eiIjPBQQEUK1aNapUqUKbNm0uWl9yw4YNNGrUiAoVKlCuXDlGjRp10fJVP/zwAzVr1iQoKIjq1asnay3PtKJLly6EhIQke+kjX61msHnzZurWrUu2bNmYMGHCFcs552jUqBEnTpzwSRwp4aOPPqJcuXKUK1eOjz76KNEya9as8c7b1qZNm4s+z9q1a6lbty6VK1cmODjYO3lvkyZNkrXma4pwzqWrV6UauIzqmWeecYArWLCgmzx5sjt37py/QxKRG8jGjRv9HYLLmTOn9323bt3c6NGjnXPOnT592pUuXdrNmzfPOefcqVOnXIsWLdzkyZOdc86tW7fOlS5d2m3atMk551xMTIx76623UjS28+fPp+j1Lti/f78rU6bMNZ2T8HtKSQcPHnQrV650zz33nBs/fvwVy3377bfumWeeuaZrx8TE/N3wki0yMtKVKlXKRUZGuiNHjrhSpUq5I0eOXFauZs2abvHixc455z744AM3bNgw55znWQcHB7vw8HDnnHN//fWXN/5p06Z5/15eKrF/Q8Aqd505j2rS/Oj48eMXLR3y/PPPM3ToULZv386TTz6phdBFxG9sxgKfvK5F3bp1iYiIAODTTz+lfv36NGvWDPAsGzV58mTvuo3jxo1j6NCh3tnuAwICeOKJJy67ZlRUFD169CA4OJiQkBC+/PJL4OKaqS+++IIHH3wQgAcffJDHH3+c2rVrM2jQIEqWLHlR7V65cuU4ePAghw8fpmPHjtSqVYtatWp5p0lKKDo62nvv6tWre1c7aNasGREREVSrVo2ff/75onMOHjxI+/btqVq1KlWrVuWXX3657PM0btyYGjVqEBwczJw5cwA4deoUrVq1omrVqlSpUoXPPvsMgCFDhhAUFERISAgDBgy4LMZChQpRq1atq/78mTFjBu3atfNu33333YSGhlK5cmWmTp3q3Z8rVy769+9P1apVWb58OdOnT/euhPDYY48RGxsLwBNPPEHNmjWpXLkyw4cPT/LeyTFv3jyaNm1K/vz5yZcvH02bNmXu3LmXldu6dSsNGzYEPEuGXfj7MH/+fEJCQrzrXRcoUMA7H1zbtm2ZOXPm344xOdQnzQ/Onz/P1KlTefHFF8mdOzebNm0iW7Zs5M+fn9GjR/s7PBERv4uNjWXhwoX07NkT8DR1hoaGXlSmTJkyREVFceLECdavX5+s5s1Ro0aRN29e1q1bB5CsZqt9+/bxyy+/EBAQQGxsLLNnz6ZHjx6sWLGCEiVKULhwYe6//3769u1LgwYN2LNnD82bN2fTpk0XXWfKlCmYGevWrWPz5s00a9aMrVu38s0339C6detE1/vs3bs3d9xxB7NnzyY2Nta77uUFgYGBzJ49mzx58vDXX39Rp04d2rZty9y5cylatCjfffcd4KkUiIyMZPbs2WzevBkzuyjZvFbLli3j3Xff9W5/+OGH5M+fnzNnzlCrVi06duxIgQIFOHXqFLVr12bixIls2rSJsWPHsmzZMrJkyUKvXr2YMWMG3bp146WXXiJ//vzExsbSuHFj1q5de1k3n/Hjx3vXPk2oYcOGTJo06aJ9ERER3HLLLd7t4sWLexP+hCpXrsycOXO4++67+fzzz72Lsm/duhUzo3nz5hw+fJj77rvPu05svnz5OHv2LJGRkd61W31FSVoqcs7x3//+l0GDBrFlyxYAKlasyOHDhylevLifoxMR+X+uaxO/3PfMmTNUq1aNiIgIKlWqRNOmTVP0+gsWLGDWrFne7eTMHH/PPfd4a1E6d+7MyJEj6dGjB7NmzfKu37lgwYKL1tU8ceIEUVFRF9XQLV26lKeffhrw/N9fokQJtm7dmuRo/Z9++omPP/4Y8NQO5s2b96Ljzjmee+45lixZQqZMmYiIiODgwYMEBwfTv39/Bg8eTOvWrbn99tuJiYkhMDCQnj170rp1a1q3bn3Vz34lR44cIXfu3N7tSZMmeRem37t3L9u2bfPWPnXs2BGAhQsXEhYWRq1atQDPsy5UqBAA//nPf5g6dSoxMTHs37+fjRs3XpakDRw4kIEDB153zIn58MMP6d27N6NGjaJt27ZkzZoVgJiYGJYuXcpvv/1Gjhw5aNy4MaGhoTRu3Bjw1Dj++eefPk/S1NyZSsLCwmjUqBHt2rVjy5YtlC1blq+++oolS5YoQRMRiZc9e3bCw8PZvXs3zjmmTJkCQFBQEGFhYReV3blzJ7ly5SJPnjxUrlz5suPXIuGE4Bc6iF+QM2dO7/u6deuyfft2Dh8+zNdff02HDh0AiIuL49dffyU8PJzw8HAiIiJ81rk/oRkzZnD48GHCwsIIDw+ncOHCREdHU758eVavXk1wcDDDhg1j5MiRZM6cmZUrV9KpUye+/fZbWrRocd33zZw5M3FxcQAsXryYBQsWsHz5ctasWUP16tW932FgYKA3wXXO0b17d+93tGXLFl588UV27drFhAkTWLhwoXeC9kufAXhq0qpVq3bZq3fv3peVLVasmLdWDDy1ocWKFbusXMWKFZk/fz5hYWF06dKFMmXKAJ6at4YNG1KwYEFy5MhBy5YtWb16tfe86OhosmfPft3fX3IpSUsFMTExdOrUicWLF5M/f37eeOMNNmzYQPv27bVSgIhIInLkyMGkSZOYOHEiMTExdO3alaVLl7Jggadf25kzZ+jdu7e3CWrgwIG8/PLLbN26FfAkTe+8885l123atKk38YP/b+4sXLgwmzZtIi4uzlsjlBgzo3379vTr149KlSp5a1KaNWvGm2++6S2XWNPl7bff7m2u27p1K3v27KFChQpJfg+NGzfm7bffBjxNwMePH7/o+PHjxylUqBBZsmRh0aJF7N69G4A///yTHDly8MADDzBw4EBWr15NVFQUx48fp2XLlrz22musWbMmyXsnpUKFCuzcudMbQ758+ciRIwebN2/m119/veJn+eKLLzh06BDgqY3bvXs3J06cIGfOnOTNm5eDBw/yww8/JHr+wIEDvQlewtelTZ0AzZs3Z/78+Rw9epSjR48yf/58mjdvflm5C7HExcUxevRoHn/8ce/569at4/Tp08TExPC///2PoKAgwJNsHjhwgJIlS17bl3YdlKT5yIkTJ7xDeTNnzszYsWMZMGAAO3bsoHfv3t4qVRERSVz16tUJCQlh5syZZM+enTlz5jB69GgqVKhAcHAwtWrV4qmnngIgJCSE119/nS5dulCpUiWqVKniTSISGjZsGEePHqVKlSpUrVrV23l/zJgxtG7dmnr16lGkSJEk4+rcuTPTp0/3NnWCp7lv1apVhISEEBQUlGiC2KtXL+Li4ggODqZz585MmzaNbNmyJXmvN954g0WLFhEcHExoaOhFTaoAXbt2ZdWqVQQHB/Pxxx97B06sW7fO20F/xIgRDBs2jJMnT9K6dWtCQkJo0KABr7766mX3O3DgAMWLF+fVV19l9OjRFC9ePNFpNlq1asXixYsBaNGiBTExMVSqVIkhQ4ZQp06dRD9LUFAQo0ePplmzZoSEhNC0aVP2799P1apVqV69OhUrVuT++++nfv36SX4nyZE/f36ef/5570COF154gfz58wPw8MMPs2rVKgBmzpxJ+fLlqVixIkWLFqVHjx6Apxm8X79+1KpVi2rVqlGjRg1atWoFeFrG6tSpkyor/phLMMdMehAUam5jWNqNOSYmhvfee4/hw4fTvXt3xo8f7++QRESSZdOmTVSqVMnfYUg6sH//frp168aPP/7o71BSXZ8+fWjbtq23f1pCif0bMrMw51zN67mXatJSiHOO7777jpCQEHr16uXtI3ChzV5ERCSjKFKkCI888kianszWV6pUqZJoguYLStJSQHh4OE2aNKF169Zs2rSJ0qVL8/nnn7Nw4UIyZdJXLCIiGc+99957Q64j/cgjj6TavTQFx9+0efNmatSogXOOfPny8fzzz9OrV6+r9jMQERERSYqStOtw7tw5b8f/ihUr0r59e0qUKMGwYcO8HRNFRERE/g61xV2DmJgYpk6dSokSJbwjQ8CzhMirr76qBE1ERERSjJK0ZHDO8cMPP3jXGjtw4IB3BmhAc52JiIhIilOSdhVr1qyhWbNmtGzZkg0bNlCqVCk+++wz3njjDX+HJiKS4QQEBFCtWjWqVKlCmzZtLlpfcsOGDTRq1IgKFSpQrlw5Ro0aRcJppH744Qdq1qxJUFAQ1atXT9ZanmlFly5dCAkJ4bXXXktWeV+tZjBjxgxCQkIIDg6mXr16V5zw1jlHo0aN0vTozo8++ohy5cpRrlw5Pvroo0TLrFmzhrp16xIcHEybNm28n2fGjBkXrWqQKVMm7wTFTZo0SdaarynCOZeuXpVq4FLLtGnTnJk5wN10001uwoQJLjo6OtXuLyKSmjZu3OjvEFzOnDm977t16+ZGjx7tnHPu9OnTrnTp0m7evHnOOedOnTrlWrRo4SZPnuycc27dunWudOnSbtOmTc4552JiYtxbb72VorGdP38+Ra93wf79+12ZMmWu6ZyE31NKWrZsmTty5Ihzzrnvv//e3XbbbYmW+/bbb90zzzxzTdeOiYn52/ElV2RkpCtVqpSLjIx0R44ccaVKlfJ+roRq1qzpFi9e7Jxz7oMPPnDDhg27rMzatWtd6dKlvdvTpk3z/r28VGL/hoBV7jpzHtWkJaFZs2bcdNNN9OnTh+3bt9O/f3+N2hSRG0LYOfPJ61rUrVuXiIgIAD799FPq169Ps2bNAM+yUZMnT2bMmDEAjBs3jqFDh3pn3A8ICOCJJ5647JpRUVH06NGD4OBgQkJC+PLLL4GLa6a++OILHnzwQQAefPBBHn/8cWrXrs2gQYMoWbLkRbV75cqV4+DBgxw+fJiOHTt6Z7hftmzZZfeOjo723rt69ere1Q6aNWtGREQE1apV4+eff77onIMHD9K+fXuqVq1K1apV+eWXXy77PI0bN6ZGjRoEBwczZ84cAE6dOkWrVq2oWrUqVapU4bPPPgNgyJAhBAUFERISwoABAy6LsV69et5F5+vUqcO+ffsuKwOemqZ27dp5t++++25CQ0OpXLkyU6dO9e7PlSsX/fv3p2rVqixfvpzp06d7V0J47LHHiI2NBeCJJ56gZs2aVK5cmeHDhyd6z2sxb948mjZtSv78+cmXLx9NmzZl7ty5l5XbunUrDRs2BDxLhl34+5DQzJkzue+++7zbbdu2ZebMmX87xuTQ6M54sbGxTJs2jZkzZzJ37lwyZ85MkSJF2L17N7lz5/Z3eCIiN5TY2FgWLlxIz549AU9TZ2ho6EVlypQpQ1RUFCdOnGD9+vXJat4cNWoUefPmZd26dQDJarbat28fv/zyCwEBAcTGxjJ79mx69OjBihUrKFGiBIULF+b++++nb9++NGjQgD179tC8eXM2bdp00XWmTJmCmbFu3To2b95Ms2bN2Lp1K9988w2tW7dOdL3P3r17c8cddzB79mxiY2OJioq66HhgYCCzZ88mT548/PXXX9SpU4e2bdsyd+5cihYtynfffQd41teMjIxk9uzZbN68GTO7KNlMzAcffMBdd92V6LFly5bx7rvverc//PBD8ufPz5kzZ6hVqxYdO3akQIECnDp1itq1azNx4kQ2bdrE2LFjWbZsGVmyZKFXr17MmDGDbt268dJLL5E/f35iY2Np3Lgxa9euJSQk5KJ7jh8/3rv2aUINGza8bP3OiIgIbrnlFu928eLFvQl/QpUrV2bOnDncfffdfP755xctyn7BZ5995k1+wbNk1NmzZ4mMjPSu3eorStKA+fPnM2DAAO8/2i+//NK7JpsSNBG5EYVm9c/ye2fOnKFatWpERERQqVIlmjZtmqLXX7BgAbNmzfJuX6g1Sso999xDQEAA4Fm3c+TIkfTo0YNZs2Z5f1YsWLDgonU1T5w4QVRU1EU1dEuXLuXpp58GPNM3lShRgq1btyY5IexPP/3kHagWEBBA3rx5LzrunOO5555jyZIlZMqUiYiICA4ePEhwcDD9+/dn8ODBtG7dmttvv52YmBgCAwPp2bMnrVu3pnXr1le876JFi/jggw9YunRposePHDly0c/HSZMmeRem37t3L9u2baNAgQIEBATQsWNHABYuXEhYWBi1atUCPM+6UKFCAPznP/9h6tSpxMTEsH//fjZu3HhZkjZw4EAGDhx4xZivx4cffkjv3r0ZNWoUbdu2vWxd7RUrVpAjRw6qVKly0f5ChQrx559/+jxJu6GbO9evX0+LFi28q92XKFGCmTNncs899/g7NBGRG1L27NkJDw9n9+7dOOeYMmUK4FmcOyws7KKyO3fuJFeuXOTJk4fKlStfdvxaJBylHx0dfdGxnDlzet/XrVuX7du3c/jwYb7++ms6dOgAQFxcHL/++ivh4eGEh4cTERHhs879Cc2YMcO7DGF4eDiFCxcmOjqa8uXLs3r1aoKDgxk2bBgjR44kc+bMrFy5kk6dOvHtt9/SokWLRK+5du1aHn74YebMmXPFJCRz5szeZQ8XL17MggULWL58OWvWrKF69ere7zAwMNCb4Drn6N69u/c72rJlCy+++CK7du1iwoQJLFy4kLVr19KqVavLngF4atISdua/8Ordu/dlZYsVK3ZRrdi+ffsoVqzYZeUqVqzI/PnzCQsLo0uXLpQpU+ai47NmzaJLly6XnRcdHU327NkT/W5S1PV2ZvPXK6UGDjz77LMuU6ZMDnB58uRxY8eOdWfOnEmRa4uIpEdpbeDA6tWr3a233urOnz/vTp8+7UqVKuV+/PFH55xnIEGrVq3cpEmTnHPOrVmzxpUpU8Zt2bLFOedcbGyse/vtty+7/uDBg12fPn282xc6k5cpU8Zt3LjRxcbGug4dOrju3bs755zr3r27+/zzzy+6xoABA9wDDzzg7rrrLu++Ll26uHHjxnm3f//998vuPXHiRPfQQw8555zbsmWLu/XWW110dLTbtWuXq1y5cqLfR+fOnd1rr73mnPN0vD927NhF39Prr7/unnrqKeeccz/99JMD3K5du1xERIT3Z9p///tf165dO3fy5El38OBB55xzx44dc/nz57/sfrt373ZlypRxy5YtSzSeC2rXru22bdvmnHPu66+/dq1bt3bOObdp0yaXLVs2t2jRoovidM65DRs2uLJly3pjiIyMdH/88YcLDw93ISEhLjY21h04cMAVKlTI/fvf/07y/lcTGRnpSpYs6Y4cOeKOHDniSpYs6SIjIy8rdyGW2NhY969//ct98MEH3mOxsbGuaNGibseOHRedExcX54oWLZroQBINHEghpUqVIlOmTDz11FPs2LGDQYMGERgY6O+wREQkXvXq1QkJCWHmzJlkz56dOXPmMHr0aCpUqEBwcDC1atXiqaeeAiAkJITXX3+dLl26UKlSJapUqcLOnTsvu+awYcM4evQoVapUoWrVqt7O+2PGjKF169bUq1ePIkWKJBlX586dmT59urepEzzNfatWrSIkJISgoCDeeeedy87r1asXcXFxBAcH07lzZ6ZNm3bVwWhvvPEGixYtIjg4mNDQ0IuaVAG6du3KqlWrCA4O5uOPP/YOnFi3bp23g/6IESMYNmwYJ0+epHXr1oSEhNCgQQNeffXVy+43cuRIIiMj6dWrF9WqVaNmzZqJxtWqVSsWL14MQIsWLYiJiaFSpUoMGTKEOnXqJHpOUFAQo0ePplmzZoSEhNC0aVP2799P1apVqV69OhUrVuT++++nfv36SX4nyZE/f36ef/5570COF154wTvh/MMPP+ydkH7mzJmUL1+eihUrUrRoUXr06OG9xpIlS7jlllsoXbr0RdcOCwujTp06ZM7s+x5j5px/+h1cr6BQcxvDri3m2NhYPvnkE06ePOntDxATE8OuXbsoV66cL8IUEUl3Nm3aRKVKlfwdhqQD+/fvp1u3bvz444/+DiXV9enTh7Zt29K4cePLjiX2b8jMwpxziWe7V5Hha9IWLFhAaGgoPXr0YMiQIRw4cADwtKcrQRMREbl2RYoU4ZFHHknTk9n6SpUqVRJN0HwhwyZpGzZsoFWrVjRt2pQ1a9Zwyy23MHXqVO9IEhEREbl+9957b5IjUzOqRx55JNXuleGm4Dh79ix9+vThvffeIy4ujty5c/Pcc8/Rp0+f1BmJISKSjjnntB6xyHXwRfexDFeTljVrVrZs2YKZ0atXL7Zv386QIUOUoImIXEVgYCCRkZE++WEjkpE554iMjEzxAYjpviYtLi6O6dOnexfVNTPeeustAHWAFRG5BsWLF2ffvn0cPnzY36GIpDuBgYEUL148Ra/p0yTNzFoAbwABwPvOuTGXHM8GfAyEApFAZ+fcH8m9/qJFi+jfvz+///47LVu29C5/oeRMROTaZcmShVKlSvk7DBGJ57PmTjMLAKYAdwFBQBczC7qkWE/gqHOuLPAaMDY51960aRNt2rShUaNG/P777xQrVozOnTuril5EREQyDF/WpN0GbHfO7QQws1lAOyDhTHztgBfj338BTDYzc0lkWwf2QHBwMLGxseTKlYshQ4bQt29fcuTI4ZtPISIiIuIHvkzSigEJl5PfB9S+UhnnXIyZHQcKAH9d6aLHIsHM8dhjjzFixAgKFy6cwmGLiIiI+F+6GDhgZo8Cj8ZvnnUubv27777Lu+++68+w5PoUJIkkXNI0Pbv0Tc8v/dKzS98qXO+JvkzSIoBbEmwXj9+XWJl9ZpYZyItnAMFFnHNTgakAZrbqepdXEP/T80u/9OzSNz2/9EvPLn0zs1XXe64v50n7DShnZqXMLCtwH/DNJWW+AbrHv+8E/JRUfzQRERGRG4XPatLi+5g9BczDMwXHh865DWY2EljlnPsG+AD4xMy2A0fwJHIiIiIiNzyf9klzzn0PfH/JvhcSvI8G7rnGy05NgdDEf/T80i89u/RNzy/90rNL3677+ZlaF0VERETSngy3dqeIiIhIRpBmkzQza2FmW8xsu5kNSeR4NjP7LP74CjMr6YcwJRHJeHb9zGyjma01s4VmVsIfcUrirvb8EpTraGbOzDTqLA1JzvMzs3vj/w1uMLNPUztGSVwy/u+81cwWmdnv8f9/tvRHnHI5M/vQzA6Z2forHDczmxT/bNeaWY3kXDdNJmm+XFJKfCuZz+53oKZzLgTPShPjUjdKuZJkPj/MLDfQB1iRuhFKUpLz/MysHPAsUN85Vxl4JrXjlMsl89/eMOA/zrnqeAbavZW6UUoSpgEtkjh+F1Au/vUo8HZyLpomkzQSLCnlnDsHXFhSKqF2wEfx778AGpuZpWKMkrirPjvn3CLn3On4zV/xzKEnaUNy/u0BjMLzi1F0agYnV5Wc5/cIMMU5dxTAOXcolWOUxCXn2TkgT/z7vMCfqRifJME5twTPLBVX0g742Hn8CtxkZkWudt20mqQltqRUsSuVcc7FABeWlBL/Ss6zS6gn8INPI5JrcdXnF19Nf4tz7rvUDEySJTn//soD5c1smZn9amZJ/fYvqSc5z+5F4AEz24dn5oSnUyc0SQHX+rMRSCfLQknGZGYPADWBO/wdiySPmWUCXgUe9HMocv0y42ly+SeeWuwlZhbsnDvmz6AkWboA05xzE82sLp55Rqs45+L8HZj4RlqtSbuWJaVIakkpSXXJeXaYWRNgKNDWOXc2lWKTq7va88sNVAEWm9kfQB3gGw0eSDOS8+9vH/CNc+68c24XsBVP0ib+lZxn1xP4D4BzbjkQiGddT0n7kvWz8VJpNUnTklLp11WfnZlVB97Fk6CpP0zakuTzc84dd84VdM6VdM6VxNOnsK1z7rrXppMUlZz/O7/GU4uGmRXE0/y5MxVjlMQl59ntARoDmFklPEna4VSNUq7XN0C3+FGedYDjzrn9VzspTTZ3akmp9CuZz248kAv4PH6sxx7nXFu/BS1eyXx+kkYl8/nNA5qZ2UYgFhjonFMrhJ8l89n1B94zs754BhE8qMqJtMHMZuL55adgfJ/B4UAWAOfcO3j6ELYEtgOngR7Juq6er4iIiEjak1abO0VERERuaErSRERERNIgJWkiIiIiaZCSNBEREZE0SEmaiIiISBqkJE1EUpyZxZpZeIJXySTKRqXA/aaZ2a74e62On439Wq/x/oUFrc3suUuO/fJ3Y4y/zoXvZb2Z/dfMbrpK+Wpm1jIl7i0i6Y+m4BCRFGdmUc65XCldNolrTAO+dc59YWbNgAnOuZC/cb2/HdPVrmtmHwFbnXMvJVH+QaCmc+6plI5FRNI+1aSJiM+ZWS4zWxhfy7XOzNolUqaImS1JUNN0e/z+Zma2PP7cz83sasnTEqBs/Ln94q+13syeid+X08y+M7M18fs7x+9fbGY1zWwMkD0+jhnxx6Li/5xlZq0SxDzNzDqZWYCZjTez38xsrZk9loyvZTnxCyyb2W3xn/F3M/vFzCrEzzo/EugcH0vn+Ng/NLOV8WUv+x5FJONIkysOiEi6l93MwuPf7wLuAdo7507EL0X0q5l9c8ls6fcD85xzL5lZAJAjvuwwoIlz7pSZDQb64UlerqQNsM7MQvHM6l0bMGCFmf0PKA386ZxrBWBmeROe7JwbYmZPOeeqJXLtz4B7ge/ik6jGwBN41lQ87pyrZWbZgGVmNj9+bczLxH++xnhWTgHYDNweP+t8E+Bl51xHM3uBBDVpZvYyniXwHopvKl1pZgucc6eS+D5EJJ1SkiYivnAmYZJjZlmAl82sIRCHpwapMHAgwTm/AR/Gl/3aORduZncAQXiSHoCseGqgEjPezIbhWcuwJ54kaPaFBMbMvgJuB+YCE81sLJ4m0p+v4XP9ALwRn4i1AJY4587EN7GGmFmn+HJ58SxafmmSdiF5LQZsAn5MUP4jMyuHZ7mfLFe4fzOgrZkNiN8OBG6Nv5aIZDBK0kQkNXQFbgZCnXPnzewPPAmGl3NuSXwS1wqYZmavAkeBH51zXZJxj4HOuS8ubJhZ48QKOee2mlkNPOvojTazhc65pGrmEp4bbWaLgeZAZ2DWhdsBTzvn5l3lEmecc9XMLAeeNRqfBCYBo4BFzrn28YMsFl/hfAM6Oue2JCdeEUnf1CdNRFJDXuBQfIJ2J1Di0gJmVgI46Jx7D3gfqAH8CtQ3swt9zHKaWflk3vNn4G4zy2FmOYH2wM9mVhQ47ZybDoyPv8+lzsfX6CXmMzzNqBdq5cCTcD1x4RwzKx9/z0Q5504DvYH+ZpYZz/cTEX/4wQRFTwK5E2zPA562+GpFM6t+pXuISPqnJE1EUsMMoKaZrQO64emDdal/AmvM7Hc8tVRvOOcO40laZprZWjxNnRWTc0Pn3GpgGrASWAG875z7HQjG05crHBgOjE7k9KnA2gsDBy4xH7gDWOCcOxe/731gI7DazNYD73KVlor4WNYCXYBxwCvxnz3heYuAoAsDB/DUuGWJj21D/LaIZFCagkNEREQkDVJNmoiIiEgapCRNREREJA1SkiYiIiKSBilJExEREUmDlKSJiIiIpEFK0kRERETSICVpIiIiImmQkjQRERGRNOj/AF9IRARkWtj4AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[1mInterpreting the Output of Logistic Regression:\n",
+      "\u001b[0m\n",
+      "intercept  -0.8018472980419689\n",
+      "classes [0 1 2]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>coeff</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>surgery</th>\n",
+       "      <td>0.884997</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>age</th>\n",
+       "      <td>0.245255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>surgical_lesion</th>\n",
+       "      <td>-0.149355</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>lesion_1</th>\n",
+       "      <td>0.297222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cp_data</th>\n",
+       "      <td>-0.336413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>lesion_2_3111</th>\n",
+       "      <td>-0.000858</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>lesion_2_3112</th>\n",
+       "      <td>-0.000131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capillary_refill_time_less_3_sec</th>\n",
+       "      <td>0.614224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>capillary_refill_time_more_3_sec</th>\n",
+       "      <td>-0.653155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>peristalsis_hypermotile</th>\n",
+       "      <td>-0.534664</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>peristalsis_normal</th>\n",
+       "      <td>-0.503263</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mucous_membrane_bright_red</th>\n",
+       "      <td>0.673171</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mucous_membrane_dark_cyanotic</th>\n",
+       "      <td>-0.396810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mucous_membrane_normal_pink</th>\n",
+       "      <td>-0.646127</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mucous_membrane_pale_cyanotic</th>\n",
+       "      <td>-0.452070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>pain_depressed</th>\n",
+       "      <td>-0.700422</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>pain_extreme_pain</th>\n",
+       "      <td>0.238767</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>pain_mild_pain</th>\n",
+       "      <td>-1.022039</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>pain_severe_pain</th>\n",
+       "      <td>0.168037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdominal_distention_none</th>\n",
+       "      <td>-0.966355</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdominal_distention_severe</th>\n",
+       "      <td>-0.235840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdominal_distention_slight</th>\n",
+       "      <td>0.321025</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>temp_of_extremities_cool</th>\n",
+       "      <td>0.245351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>temp_of_extremities_normal</th>\n",
+       "      <td>0.273190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>peripheral_pulse_normal</th>\n",
+       "      <td>-0.219568</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>peripheral_pulse_reduced</th>\n",
+       "      <td>-0.394716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>rectal_exam_feces_increased</th>\n",
+       "      <td>0.142491</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>rectal_exam_feces_normal</th>\n",
+       "      <td>-0.240338</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nasogastric_tube_significant</th>\n",
+       "      <td>-0.086264</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nasogastric_tube_slight</th>\n",
+       "      <td>-0.438158</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nasogastric_reflux_more_1_liter</th>\n",
+       "      <td>-0.101544</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nasogastric_reflux_none</th>\n",
+       "      <td>-0.310792</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdomen_distend_small</th>\n",
+       "      <td>-0.096325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdomen_firm</th>\n",
+       "      <td>-0.293829</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdomen_normal</th>\n",
+       "      <td>0.165205</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdomen_other</th>\n",
+       "      <td>-0.687854</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdomo_appearance_cloudy</th>\n",
+       "      <td>-0.078621</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdomo_appearance_serosanguious</th>\n",
+       "      <td>0.537425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>pulse</th>\n",
+       "      <td>0.109993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>packed_cell_volume</th>\n",
+       "      <td>0.757726</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_protein</th>\n",
+       "      <td>-2.566469</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>respiratory_rate</th>\n",
+       "      <td>0.155968</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>abdomo_protein</th>\n",
+       "      <td>1.309129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>nasogastric_reflux_ph</th>\n",
+       "      <td>-0.623219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                     coeff\n",
+       "surgery                           0.884997\n",
+       "age                               0.245255\n",
+       "surgical_lesion                  -0.149355\n",
+       "lesion_1                          0.297222\n",
+       "cp_data                          -0.336413\n",
+       "lesion_2_3111                    -0.000858\n",
+       "lesion_2_3112                    -0.000131\n",
+       "capillary_refill_time_less_3_sec  0.614224\n",
+       "capillary_refill_time_more_3_sec -0.653155\n",
+       "peristalsis_hypermotile          -0.534664\n",
+       "peristalsis_normal               -0.503263\n",
+       "mucous_membrane_bright_red        0.673171\n",
+       "mucous_membrane_dark_cyanotic    -0.396810\n",
+       "mucous_membrane_normal_pink      -0.646127\n",
+       "mucous_membrane_pale_cyanotic    -0.452070\n",
+       "pain_depressed                   -0.700422\n",
+       "pain_extreme_pain                 0.238767\n",
+       "pain_mild_pain                   -1.022039\n",
+       "pain_severe_pain                  0.168037\n",
+       "abdominal_distention_none        -0.966355\n",
+       "abdominal_distention_severe      -0.235840\n",
+       "abdominal_distention_slight       0.321025\n",
+       "temp_of_extremities_cool          0.245351\n",
+       "temp_of_extremities_normal        0.273190\n",
+       "peripheral_pulse_normal          -0.219568\n",
+       "peripheral_pulse_reduced         -0.394716\n",
+       "rectal_exam_feces_increased       0.142491\n",
+       "rectal_exam_feces_normal         -0.240338\n",
+       "nasogastric_tube_significant     -0.086264\n",
+       "nasogastric_tube_slight          -0.438158\n",
+       "nasogastric_reflux_more_1_liter  -0.101544\n",
+       "nasogastric_reflux_none          -0.310792\n",
+       "abdomen_distend_small            -0.096325\n",
+       "abdomen_firm                     -0.293829\n",
+       "abdomen_normal                    0.165205\n",
+       "abdomen_other                    -0.687854\n",
+       "abdomo_appearance_cloudy         -0.078621\n",
+       "abdomo_appearance_serosanguious   0.537425\n",
+       "pulse                             0.109993\n",
+       "packed_cell_volume                0.757726\n",
+       "total_protein                    -2.566469\n",
+       "respiratory_rate                  0.155968\n",
+       "abdomo_protein                    1.309129\n",
+       "nasogastric_reflux_ph            -0.623219"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Building Logistic Regression Classifier\n",
+    "\n",
+    "LR_model = LogisticRegression()\n",
+    "\n",
+    "space = dict()\n",
+    "space['solver'] = ['newton-cg', 'lbfgs', 'liblinear']\n",
+    "space['penalty'] = ['l2'] #'none', 'l1', 'l2', 'elasticnet'\n",
+    "space['C'] = loguniform(1e-5, 100)\n",
+    "\n",
+    "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n",
+    "\n",
+    "#RCV = RandomizedSearchCV(LR_model, space, n_iter=50, scoring='roc_auc', n_jobs=-1, cv=5, random_state=1)\n",
+    "\n",
+    "LR = LR_model.fit(Train_X_std, Train_Y)#.best_estimator_\n",
+    "pred = LR.predict(Test_X_std)\n",
+    "pred_prob = LR.predict_proba(Test_X_std)\n",
+    "Classification_Summary(pred,pred_prob,0)\n",
+    "\n",
+    "print('\\n\\033[1mInterpreting the Output of Logistic Regression:\\n\\033[0m')\n",
+    "\n",
+    "print('intercept ', LR.intercept_[0])\n",
+    "print('classes', LR.classes_)\n",
+    "display(pd.DataFrame({'coeff': LR.coef_[0]}, index=Train_X_std.columns))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e8190e35",
+   "metadata": {
+    "id": "ee2fdd6b",
+    "papermill": {
+     "duration": 0.185344,
+     "end_time": "2022-01-27T17:23:45.874970",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:45.689626",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4695a6d5",
+   "metadata": {
+    "id": "986ace46",
+    "papermill": {
+     "duration": 0.210035,
+     "end_time": "2022-01-27T17:23:46.292699",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:46.082664",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 2. Decisoin Tree Classfier:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "0d6e4324",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:23:46.686323Z",
+     "iopub.status.busy": "2022-01-27T17:23:46.685297Z",
+     "iopub.status.idle": "2022-01-27T17:23:53.112063Z",
+     "shell.execute_reply": "2022-01-27T17:23:53.112594Z",
+     "shell.execute_reply.started": "2022-01-27T17:16:59.753363Z"
+    },
+    "id": "80477e47",
+    "outputId": "87631b3c-1680-4260-cc62-5c14becad6cd",
+    "papermill": {
+     "duration": 6.627118,
+     "end_time": "2022-01-27T17:23:53.112799",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:46.485681",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<<<-------------------------\u001b[1m Evaluating Decision Tree Classifier (DT) \u001b[0m------------------------->>>\n",
+      "\n",
+      "Accuracy = 85.1%\n",
+      "F1 Score = 85.1%\n",
+      "\n",
+      " \u001b[1mConfusiton Matrix:\u001b[0m\n",
+      " [[30  1  5]\n",
+      " [ 0 30  2]\n",
+      " [ 3  4 26]]\n",
+      "\n",
+      "\u001b[1mClassification Report:\u001b[0m\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.91      0.83      0.87        36\n",
+      "           1       0.86      0.94      0.90        32\n",
+      "           2       0.79      0.79      0.79        33\n",
+      "\n",
+      "    accuracy                           0.85       101\n",
+      "   macro avg       0.85      0.85      0.85       101\n",
+      "weighted avg       0.85      0.85      0.85       101\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[1mInterpreting the output of Decision Tree:\n",
+      "\u001b[0m\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Building Decision Tree Classifier\n",
+    "\n",
+    "DT_model = DecisionTreeClassifier()\n",
+    "\n",
+    "param_dist = {\"max_depth\": [3, None],\n",
+    "              \"max_features\": randint(1, len(features)-1),\n",
+    "              \"min_samples_leaf\": randint(1, len(features)-1),\n",
+    "              \"criterion\": [\"gini\", \"entropy\"]}\n",
+    "\n",
+    "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n",
+    "\n",
+    "#RCV = RandomizedSearchCV(DT_model, param_dist, n_iter=50, scoring='roc_auc', n_jobs=-1, cv=5, random_state=1)\n",
+    "\n",
+    "DT = DT_model.fit(Train_X_std, Train_Y)#.best_estimator_\n",
+    "pred = DT.predict(Test_X_std)\n",
+    "pred_prob = DT.predict_proba(Test_X_std)\n",
+    "Classification_Summary(pred,pred_prob,1)\n",
+    "\n",
+    "print('\\n\\033[1mInterpreting the output of Decision Tree:\\n\\033[0m')\n",
+    "tree.plot_tree(DT)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ba377234",
+   "metadata": {
+    "id": "3be2c8a6",
+    "papermill": {
+     "duration": 0.190753,
+     "end_time": "2022-01-27T17:23:53.499610",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:53.308857",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "10a8c4f0",
+   "metadata": {
+    "id": "f9b4a1f0",
+    "papermill": {
+     "duration": 0.196099,
+     "end_time": "2022-01-27T17:23:53.886354",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:53.690255",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 3. Random Forest Classfier:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "c6f37109",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:23:54.286142Z",
+     "iopub.status.busy": "2022-01-27T17:23:54.285444Z",
+     "iopub.status.idle": "2022-01-27T17:23:55.428315Z",
+     "shell.execute_reply": "2022-01-27T17:23:55.427711Z",
+     "shell.execute_reply.started": "2022-01-27T17:17:17.392461Z"
+    },
+    "id": "72085a34",
+    "outputId": "16ff1405-82f3-448d-e3ce-6348bba76561",
+    "papermill": {
+     "duration": 1.345312,
+     "end_time": "2022-01-27T17:23:55.428503",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:54.083191",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<<<-------------------------\u001b[1m Evaluating Random Forest Classifier (RF) \u001b[0m------------------------->>>\n",
+      "\n",
+      "Accuracy = 90.10000000000001%\n",
+      "F1 Score = 90.10000000000001%\n",
+      "\n",
+      " \u001b[1mConfusiton Matrix:\u001b[0m\n",
+      " [[32  1  3]\n",
+      " [ 0 31  1]\n",
+      " [ 1  4 28]]\n",
+      "\n",
+      "\u001b[1mClassification Report:\u001b[0m\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.89      0.93        36\n",
+      "           1       0.86      0.97      0.91        32\n",
+      "           2       0.88      0.85      0.86        33\n",
+      "\n",
+      "    accuracy                           0.90       101\n",
+      "   macro avg       0.90      0.90      0.90       101\n",
+      "weighted avg       0.90      0.90      0.90       101\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAGDCAYAAABwRoerAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABoxUlEQVR4nO3dd3gUVd/G8e9JAoQOAUGK9JaQQpUmoHTpVUR9KIINFEV6EaSolICKYEHlQQXBFxWxAtJEARHQ0DtICT3UQAJkc94/EvYJEEIom90k9+e6crEzc3bm3l2S/HLmzBxjrUVEREREPIuXuwOIiIiIyI1UpImIiIh4IBVpIiIiIh5IRZqIiIiIB1KRJiIiIuKBVKSJiIiIeCAVaSIiIiIeSEWaiLiNMeZfY0yUMSbSGHPUGDPDGJPtujY1jTFLjTHnjTFnjTE/GGMCrmuTwxjzjjHmQPy+9sQv573JcY0xprcxZrMx5oIx5pAxZq4xJsiVr1dE5HaoSBMRd2thrc0GVAAqAoOvbjDG1AAWAfOBgkBxYAOw0hhTIr5NRmAJUB5oAuQAagARwIM3Oea7wMtAb8APKAN8BzS73fDGGJ/bfY6ISHKoSBMRj2CtPQosJK5Yu2o88Lm19l1r7Xlr7Slr7TDgT+D1+DadgSJAG2vtVmttrLX2uLV2tLX25+uPY4wpDfQCOllrl1prL1lrL1prZ1lrx8a3WW6M6ZHgOV2NMX8kWLbGmF7GmF3ALmPMB8aY0OuOM98Y82r844LGmG+MMSeMMfuMMb0TtHvQGLPOGHPOGHPMGDPpzt9FEUlLVKSJiEcwxhQGHgV2xy9nAWoCcxNp/n9Aw/jHDYAF1trIZB6qPnDIWvvX3SWmNVANCABmAx2NMQbAGJMbaATMMcZ4AT8Q1wNYKP74rxhjGsfv513gXWttDqBk/GsTEVGRJiJu950x5jxwEDgOjIhf70fcz6gjiTznCHB1vFmem7S5mdttfzNvxffsRQG/AxaoHb+tPbDaWnsYqArcZ60dZa29bK3dC3wMPB7f9gpQyhiT11obaa398x5kE5E0QEWaiLhba2ttduBhoBz/K75OA7FAgUSeUwA4Gf844iZtbuZ229/MwasPrLUWmAN0il/1BDAr/nFRoKAx5szVL2AIkD9+e3fixsRtN8asNcY0vwfZRCQNUJEmIh7BWvsbMAMIjV++AKwGOiTS/DHiLhYAWAw0NsZkTeahlgCFjTFVkmhzAciSYPn+xCJftzwbaG+MKUrcadBv4tcfBPZZa3Ml+MpurW0KYK3dZa3tBOQDxgFf38ZrEZE0TEWaiHiSd4CGxpiQ+OVBQJf422VkN8bkNsaMIe7qzZHxbb4grhD6xhhTzhjjZYzJY4wZYoxpev0BrLW7gPeB2caYh40xGY0xvsaYx40xg+KbhQFtjTFZjDGliOvtSpK19h/ievc+ARZaa8/Eb/oLOG+MGWiMyWyM8TbGBBpjqgIYY54yxtxnrY0Frj4nNrlvmIikXSrSRMRjWGtPAJ8Dw+OX/wAaA22JG0e2n7jbdDwUX2xhrb1E3MUD24FfgXPEFUZ5gTU3OVRvYAowlbjCaA/QhrgB/gBvA5eBY8Bn/O/U5a18GZ/lywSvyQE0J+6q1X38r5DLGd+kCbDFGBNJ3EUEj8ePcxORdM7EDaUQEREREU+injQRERERD6QiTURERMQDqUgTERER8UAq0kREREQ8kIo0EREREQ/k4+4Atytv3ry2WLFi7o4hIiIickvr168/aa29706em+qKtGLFirFu3Tp3xxARERG5JWPM/jt9rk53ioiIiHggFWkiIiIiHkhFmoiIiIgHUpEmIiIi4oFUpImIiIh4IBVpIiIiIh5IRZqIiIiIB1KRJiIiIuKBVKSJiIiIeCAVaSIiIiIeyGVFmjFmujHmuDFm8022G2PMZGPMbmPMRmNMJVdlEREREUltXNmTNgNoksT2R4HS8V/PAh+4MIuIiIhIquKyCdattSuMMcWSaNIK+Nxaa4E/jTG5jDEFrLVHXJUppURHR/Pyyy+zcuVKd0eRm8iZ5wpdhx4hX+HL926nBhwZfXH4ZgEvjSQQEUnPjh+I4c8fo+5qHy4r0pKhEHAwwfKh+HU3FGnGmGeJ622jSJEiKRLuTkVHR9OmTRsWLFjg7ihyE75ZYNrHEFDZFXu/BJx1xY5FRCSV+PYTmNAHrtxlP4A7i7Rks9ZOA6YBVKlSxbo5zk1FR0fTtm1bFixYQN68efnqq6/Ily+fu2NJAhYHMQVfITbbcrhcmAxHQsFmvO39XIm1/Bl5mV/PRLM56opzfbFMPjTK5Yt/Zh/MPcwtIiKpR55cu4m5MpSHmz/E8h9/v+P9uLNICwceSLBcOH5dqnTp0iXatWvHL7/8Qt68eVm6dClBQUHujiUJWGs56HiJE7HL8caPclkX41u67G3tY8e5C3y8O5wZe48QcSmuOMvi7UWnYvfzXOlCVPHLgTEqz0RE0gtrLd999x3Lly/n3XffjVsZBG1qPE7x4sXv6neCO4u074EXjTFzgGrA2dQ6Hu3SpUu0bduWn3/+mTx58rBkyRIVaB7oeOwkTsROxZCJUj7z8TXJK9AuOWL59uBxpu0OZ/mx0871Ibmz8VypwjxZ/H5yZEgVndIiInIPrV27lr59+/L773G9Ze3bt6d27doAFC9e/K7377LfLMaY2cDDQF5jzCFgBJABwFr7IfAz0BTYDVwEurkqiytd7UG7WqAtXbqU4OBgd8eS65yO/ZpDjn4AFPP+jGxeD93yOTvPXWCaes1EROQ6+/fvZ8iQIXz55ZcA5M2bl9dff53q1avf0+O48urOTrfYboFerjp+Srh06RIdOnTgp59+cvagqUDzPJGxq9gX8xQAhbzH4efd8aZt1WsmIiJJGT58OOPHj+fSpUtkypSJV155hcGDB5MzZ857fiz9trlDly9fpkOHDvzwww/4+fmxZMkSQkJC3B1LrhNtd7E7piWWS+T1ep78Xv0TbZdUr9mzpQpRNY96zUREBCIjI7l06RJPPvkkb7zxBkWLFnXZsUxch1bqUaVKFbtu3bo7fn5MTAybN2/G4XDc8T6stYwZM4b58+eTO3duli5dSoUKFe54f+IaV+wJdlypwSX2kNM0o6TPdxjzv79LLjlimXfwOB/dpNfsiWL3kzOj/o4REUmvrLX88MMP+Pj40LRpUwBOnTrFnj17qFq1arL2YYxZb62tcifHT3e/gZ577jmmT59+T/aVO3dulixZck2BdjL6Mhdi7rwAlHsjlvOc82lJjNcevGMr4BPzXw5cugJc4cyVGGbuO8qMvYc5qV4zERFJxPr16+nXrx/Lly+naNGibN++HV9fX/z8/PDz80uRDOmuSNu9ezcApUuXJnv27He8Hz8/P8aPH0/FihWd6747eJy2KzaSuvom0xZDLC2KLaJn0HTyep3myIV8dF06iIjoDYm2V6+ZiIgkdODAAYYOHcrMmTOBuN/3r776Kt7e3imeJd3+Vvr444+pW7fuPd3npjORWCBHBm9yZchwT/ctt+afewNPl59MyZw7AdhxujzvbRhCVq9CZM3yv3beXoZH8ufmOfWaiYhIvAsXLvDGG2/w9ttvEx0dTcaMGXn55ZcZMmQIuXLlckumdFukuVLvskUYHVLS3THSjUv2X8IdAzkd+38AZKAQhbzHUSnfEzzRSAWYiIjcmre3N19++SXR0dE8/vjjvPnmm/fkXmd3Q0WapFoOG8lRx1iOxYZiuYQhM/d7DSC/d3+8TVZ3xxMREQ9mreWnn36iZs2a+Pn54evryyeffEL27NmpVq2au+MB4OXuACK3y9pYIhyfs+VKWY7GvoHlErm9OhGYYQcFfV5XgSYiIkn6559/qF+/Pi1atGDMmDHO9Q0aNPCYAg3UkyapTGTsKg46XuGiXQtAFlOVB7zfIZtXTTcnExERT3fo0CGGDRvG559/jrWW3LlzU7Kk5w5PUpEmqcJle5BDjoGcjp0NQAYKUMh7LH5eT2GMOoRFROTmzp8/z7hx45g0aRJRUVFkyJCBl156iaFDh6bY7TTuRJoq0qKjo5k4cSLHjh27aZurt+CQ1CHWXuSoYzxHY8djicKQifxe/bjfexDeJpu744mISCqwfv163njjDQA6dOjAW2+95dE9aFelqSJt0aJFDBs2LFltc+fO7eI0ns3zZ5qwnI6dwyHHQK5wCIDcXo9RyHs8mYzrpuAQEZHUz1rLhg0bnDebf/jhhxkyZAjNmjWjZs3UMzwmTRVpUVFRAFSoUIFu3brdtF2RIkUICgpKqVgeJTJ2FYcc/bhgV7s7SrJlMZUo7P0O2b1quzuKiIh4uA0bNtCvXz8WL17MmjVrePDBBwGcPWmpSZoq0q4qU6YMvXv3dncMj3LZHuCQY5BzTFdqkIHCFPQeSR6vrhp3JiIiSTp8+DDDhg1jxowZWGvJlSsX+/fvdxZpqVGaLNLkfxz2Ascc4zkaOyF+TJcv93v1J7/3AI3pEhGRVC8yMpIJEyYQGhrKxYsX8fHxoVevXrz22mvkyZPH3fHuioq0NMpay6nYLwl3DOQK4QDk9upIIe9xGtMlIiJpxogRI5g0aRIAbdu2ZezYsZQuXdrNqe4NFWlp0IXYvzjoeJkL9k8AspjK8fcSe8jNyURERO7eqVOnnLfOGDBgAGFhYYwcOZKHHkpbv+dUpKUhl2044Y7BnIr9AgAf7qeQ95vk8eqiMV0iIpLqbdq0if79+/Pvv/+yadMmMmTIQP78+VmyZIm7o7mEfnOnAbE2iiOO0Wy5UoZTsV9gyMT9XoMJzLCTvN7dVKCJiEiqduTIEZ555hkqVKjAwoULOXLkCJs3b3Z3LJdTT1oqZq3ldOz/Ee4YwGUOAJDLtKOwzwQymeJuTiciInJ3Lly4wMSJExk/fjwXLlzAx8eHnj17MmLECPLmzevueC6nIi2VuhC7nkOOV4i0fwCQ2YTwgPc7ZPd62L3BRERE7gFrLXXr1mX9+vUAtGrVinHjxlG2bFk3J0s5KtI8zBV7nGOOUBycv2mbGHucM3YeYPHhPgp6v0Fer6cxxjvlgoqIiLiAw+HA29sbYwzPP/88H374IRMnTqRu3brujpbiVKQl8Nux07yz/QCXY2Pv6Pm7zkfddYaI2M85Fjvhlu0MGcjn9QoFvIfibXLe9XFFRETcacuWLfTv358qVaowatQoAJ5++mmefvppvLzS59hqFWnx/jl1jqbL/uGi484KtIQKZs50x8+1RAOQwzQhl1fLm7TyIodXAzIZz58cVkREJCnHjh1j+PDhfPLJJ8TGxvLPP/8wZMgQfH19021xdpWKNOBo1CVa/raBi45YOhbNz3+KF7jjfWXz8eah+3LddaYspjL3eb9w1/sRERHxRBcvXuTtt99m7NixREZG4u3tTc+ePXn99dfx9fV1dzyPkO6LtGiHg9a/beDQxUvUyJuTGTUC8PXW2C4RERFXOXr0KFWrVuXQoUMAtGjRgvHjx1OuXDk3J/Ms6bpIs9bS489trIk4R5EsvsyrE6wCTURExMXy589P2bJlue+++5g4cSKPPPKIuyN5pHR9svetLf8y69+jZPXx5oeHQ8h/F2PJREREJHHbtm2jVatWbNq0CQBjDF999RXr1q1TgZaEdNuTNu/gcYZu2IMBZtUsT3Du7O6OJCIikqYcP36c119/nWnTpjlvrfHtt98CkCdPHjen83zpsict7NR5nloZN53EmxVK0eqBfG5OJCIiknZERUXx1ltvUapUKT744AOstTz33HN88MEH7o6WqqS7nrS4KznDuOiI5T/F72dgQFF3RxIREUkz/vjjD5544gkOHjwIQNOmTZkwYQIBAQFuTpb6pKsi7eqVnAfjr+ScVs0fY4y7Y13jkt0b/8izcomIiCRHkSJFOH78OCEhIYSGhtKgQQN3R0q10tXpztc27PXoKzlPOD4kIva/gDe5vJq7O46IiMgt7dixg759+xIbP1tPkSJFWLlyJevXr1eBdpfSVZG2NuIsAO9VLetxV3Kejf2JA45eABT1nkZWr2puTiQiInJzJ06c4KWXXiIwMJBJkybxxRdfOLdVrlwZbw/rCEmN0tXpzqtyZPCs/zgXYtezN6YjEEsBr9fI6/20uyOJiIgkKjo6msmTJ/PGG29w7tw5vLy8eOaZZ2jcuLG7o6U56bJI8ySX7H52xzQnlgv4ef2HAt4j3R1JREQkUfPmzaNPnz7s378fgCZNmjBhwgQCAwPdnCxtUpHmRjH2DLtjmhLDUbKbRyjq/YnHXcggIiJy1cGDB9m/fz9BQUGEhobSqFEjd0dK01SkuUmsvczemLZE2634mgBK+HyLl8no7lgiIiJOu3btYuvWrbRq1QqA559/njx58vD4449rzFkKSFcXDngKay37HT04b5fhw/2U8vkZH5PL3bFEREQAiIiI4JVXXiEgIIDOnTtz4sQJADJmzMiTTz6pAi2FqCfNDY44XudU7Bd4kZXSPj+RyeiGuiIi4n6XLl1iypQpjBkzhjNnzmCMoX379u6OlW6lqSItS/5/+HAh5C+wlB1Xat+wvVeFSJ66HEPmbNnYccU9L90SwwX7J+BFCZ//I4tXJbfkEBERucpay9y5cxk0aBD79u0DoGHDhoSGhhIcHOzmdOlXmirScpZYSMH7AU4Saf+4YXuJnP97HGlTLFaiinhPJadXU/eGEBERiff222+zb98+AgICCA0NpUmTJrqYzc3SVJGGiau8ls0O5rn/TLlm08UYB11WbeHYpctMrVKWoNzZ3ZEQgIymIJlMSbcdX0REZM+ePWTIkIEiRYpgjOGdd95hw4YNPP300/j4pK3yILVKk5/CyYM5ye71v9OdjljL4yvDWHi4LAE5s1I5VzUyeemaCRERSX9OnTrFmDFjmDJlCi1btuTrr78GoFq1alSrptluPEmqK9IcDgdnz55NdFusw5Ho+gH/7OLnwxHkyZSBH+qGkMlbBZqIiKQvly5d4v3332f06NGcPn0aYwzZs2cnJiZGPWceKtV9KmFhYeTKlSvRbZN/gJoFr1336e5wJm0/gI8xfFM7mBLZs7g+pIiIiIew1vLNN98wcOBA9u7dC0C9evUIDQ2lYsWKbk4nSUl1RRpAtmzZ8ErkdKWPzwXAQfUaNQBYcew0L6zdDsAHD5ajbv7cKRlTRETE7fbv30+nTp2IiYnB39+fCRMm0LRpU10UkAoYa918meNtMsbYkydPkidPnhu27brShHN2IaV8fiHiQh0eXLiWiEtX6FOuCJMql3FDWhERkZR36NAhChUq5CzERo4cSf78+enRo4dObaYwY8x6a22VO3lumhycdTHGQYvfNhBx6QqPFszDhIql3R1JRETE5U6fPk3//v0pWbIk3377rXP9iBEjeP7551WgpTJpskgbu2UfW89ewD9HVmbXCsLbS126IiKSdl2+fJnJkydTqlQpQkNDuXz5Mn///be7Y8ldSpMl9dqI8/hlzMAPD4eQM2OafIkiIiJYa/nuu+8YMGAAu3fvBqBu3bpMnDiRypUruzmd3K00VcGER10iuy94G/i2TjAldSWniIikYTNmzODpp58GoGzZskyYMIHmzZvrooA0Ik2d7vw3MgqA58sU1pWcIiKSJkVHRzsfd+zYkUqVKjF16lQ2bdpEixYtVKClIS4t0owxTYwxO4wxu40xgxLZXsQYs8wY848xZqMx5q4ms7x6nWpILvdN+SQiIuIKZ86cYcCAAZQuXdp5U/csWbKwbt06evbsSYYMGdycUO41lxVpxhhvYCrwKBAAdDLGBFzXbBjwf9baisDjwPuuyiMiIpIaXblyhSlTplCqVCkmTJjAoUOH+Pnnn53b1XOWdrmyJ+1BYLe1dq+19jIwB2h1XRsL5Ih/nBM47MI8IiIiqYa1lvnz5xMYGMhLL71EREQEtWvX5q+//qJTp07ujicpwJUXDhQCDiZYPgRcP3Pr68AiY8xLQFagQWI7MsY8CzzrgowiIiIeqWfPnnz44YcAlC5dmvHjx9OqVSv1nKUj7r5woBMww1pbGGgKfGGMuSGTtXaatbbKnd6xV0REJLVp27YtefLkYfLkyWzZsoXWrVurQEtnXNmTFg48kGC5cPy6hLoDTQCstauNMb5AXuC4C3OJiIh4lHPnzjF27FhOnTrl7D1r2LAh//77L9myZXNzOnEXV/akrQVKG2OKG2MyEndhwPfXtTkA1AcwxvgDvsAJF2YSERHxGDExMXzwwQeUKlWKt956i48//ph///3XuV0FWvrmsiLNWhsDvAgsBLYRdxXnFmPMKGNMy/hmfYFnjDEbgNlAV5vaZnwXERG5TdZafvzxR4KCgujZsycnTpygVq1arFq1imLFirk7nngIl844YK39Gfj5unXDEzzeCtRyZQYRERFPEhMTw6OPPsrixYsBKFmyJOPGjaNt27YacybXSFPTQomIiHg6Hx8fHnjgAXLnzs3w4cPp2bMnGTNmdHcs8UDuvrpTREQkTTt//jzDhg3j119/da4bN24ce/bs4ZVXXlGBJjelnjQREREXiImJ4dNPP2X48OEcP36c77//nrCwMLy8vLjvvvvcHU9SARVpIiIi95C1lgULFtCvXz+2bt0KQPXq1Zk4cSJeXjqBJcmnIk1EROQeOXDgAN27d3deFFC8eHHGjRtH+/btdVGA3DYVaSIiIvdIrly52LBhA7ly5eK1116jV69eZMqUyd2xJJVSv6uIiMgdioyMZOzYsVy8eBGAHDly8O2337J7925effVVFWhyV9STJiIicpscDgf//e9/ee211zh69ChXrlzhtddeA+Chhx5yczpJK1JfkZYhI9vOR5HLO/KGTQ5NViAiIi62cOFC+vXrx+bNmwF48MEHqVevnptTSVqU+oq0wkWpvXJ7opsm145N4TAiIpJebNmyhVdffZVFixYBULRoUcaOHUvHjh11UYC4ROor0oBSWTORyefG6Nl8vAEolFljAERE5N7atWsXixYtImfOnAwdOpSXXnoJX19fd8eSNCxVFmk/VytD6QL5b1i/60ouzlnw8tJfNCIicncuXLjAb7/9RtOmTQFo1aoVkyZN4j//+Q958+Z1czpJD3R1p4iISAIOh4Pp06dTunRpWrZsyfbtcUNsjDH06dNHBZqkmFTZkyYiIuIKv/76K/369WPjxo0AVKlShejoaDenkvRKPWkiIpLubdmyhaZNm9KoUSM2btxIkSJFmDVrFmvWrKFChQrujifpVKrrSfPxiiHWK5zL9vIN22KJckMiERFJ7UaPHs0vv/xCjhw5GDJkCL179yZz5szujiXpXKor0krn3Edk7spsuuLuJCIiklpdvHiRY8eOUbx4cQDefPNN8ubNy4gRI7jvvvvcnE4kjrGp7AawAZWNnbkyPz5eGRLdntEUopTPL/iY3CmcTEREPF1sbCxffPEFQ4cOpVChQqxevRovL438Edcxxqy31la5k+emup40gKxnllH2fn93xxARkVRk6dKl9O3bl7CwMADy58/PyZMnyZcvn3uDidyE/nwQEZE0bdu2bbRo0YL69esTFhZG4cKF+fzzz1m7dq0KNPFoqbInTUREJDmio6OpU6cOJ0+eJFu2bAwePJhXXnmFLFmyuDuayC2pSBMRkTQlKioKb29vMmbMiK+vL0OGDGHHjh2MHDmS/PlvnK1GxFPpdKeIiKQJsbGxzJw5k7JlyzJ16lTn+j59+vDhhx+qQJNUR0WaiIiker/99hsPPvgg//nPfzh48CA//PADqe3uBSLXU5EmIiKp1o4dO2jVqhUPP/ww69evp1ChQsyYMYNff/0VY4y744ncFY1JExGRVGnt2rXUqFEDh8NB1qxZGTRoEK+++qouCpA0Q0WaiIikGrGxsc6bz1auXJnKlStToUIFRo4cyf333+/mdCL3lk53ioiIx4uNjWX27NkEBATw77//AuDl5cXvv//ORx99pAJN0iQVaSIi4tF+//13qlevzhNPPMGOHTv44IMPnNsyZszoxmQirqUiTUREPNLOnTtp27YtderUYe3atRQoUIBPP/2UN998093RRFKExqSJiIjH+eSTT3jhhReIiYkhS5YsDBgwgL59+5ItWzZ3RxNJMSrSRETE49SoUQNjDN27d2fUqFEULFjQ3ZFEUpyKNBERcStrLV999RULFizgv//9L8YYypcvz/79+ylQoIC744m4jcakiYiI26xcuZIaNWrQqVMnPvvsM3799VfnNhVokt6pSBMRkRS3Z88e2rdvz0MPPcSaNWvInz8/06ZNo169eu6OJuIxdLpTRERS1LBhwxg/fjxXrlwhc+bM9OvXj/79+5M9e3Z3RxPxKCrSREQkRfn4+BATE0PXrl0ZM2YMhQoVcnckEY+U7CLNGJPFWnvRlWFERCRtsdby9ddfA9ChQwcA+vfvT+vWralQoYIbk4l4vluOSTPG1DTGbAW2xy+HGGPed3kyERFJ1VavXk2tWrV47LHHeOmllzh//jwAWbNmVYEmkgzJuXDgbaAxEAFgrd0A1HFlKBERSb327t1Lx44dqVmzJqtXryZfvnyMHDmSzJkzuzuaSKqSrNOd1tqDxpiEqxyuiSMiIqnVxYsXGT58OO+99x6XL1/G19eXvn37MmDAAHLkyOHueCKpTnKKtIPGmJqANcZkAF4Gtrk2loiIpDYZM2bk559/5vLly3Tu3JkxY8bwwAMPuDuWSKqVnCLteeBdoBAQDiwCeroylIiIeD5rLfPmzaNGjRoUKFAAHx8fPvnkE3x9falUqZK744mkeskZk1bWWvuktTa/tTaftfYpwN/VwURExHP99ddf1KlTh3bt2jFixAjn+po1a6pAE7lHklOkvZfMdSIiksb9+++/dOrUiWrVqvHHH3+QN29eFWUiLnLT053GmBpATeA+Y8yrCTblALxdHUxERDzHmTNneOutt3j33Xe5dOkSmTJlok+fPgwaNIicOXO6O55ImpTUmLSMQLb4Ngnn6jgHtHdlKBER8Sy7d+9m/PjxADz55JO88cYbFC1a1M2pRNK2mxZp1trfgN+MMTOstftTMJOIiLiZtZbVq1dTs2ZNAKpUqcLYsWOpV68eVatWdXM6kfQhOWPSLhpjJhhjfjbGLL365fJkIiLiFuvWrePhhx+mVq1aLF36vx/3AwcOVIEmkoKSU6TNIm5KqOLASOBfYK0LM4mIiBscOHCAp556iqpVq7JixQry5MlDRESEu2OJpFvJKdLyWGs/Ba5Ya3+z1j4N1HNxLhERSSHnzp1j8ODBlClThlmzZpExY0YGDBjA7t27nZOii0jKS87NbK/E/3vEGNMMOAz4uS6SiIikpPHjxzN27FgAHn/8cd566y2KFSvm3lAikqwibYwxJifQl7j7o+UAXnFlKBERcR1rLceOHeP+++8HoG/fvmzYsIFhw4ZRrVo1N6cTkatuebrTWvujtfastXaztfYRa21l4FRydm6MaWKM2WGM2W2MGXSTNo8ZY7YaY7YYY768zfwiInIb/v77b+rXr0+1atWIjo4GIHfu3Pzwww8q0EQ8zE2LNGOMtzGmkzGmnzEmMH5dc2PMKmDKrXZsjPEGpgKPAgFAJ2NMwHVtSgODgVrW2vKoh05ExCUOHjxI586dqVy5MsuWLSMyMpLNmze7O5aIJCGpnrRPgR5AHmCyMWYmEAqMt9ZWTMa+HwR2W2v3WmsvA3OAVte1eQaYaq09DWCtPX67L0BERG7u/PnzDB06lDJlyvDFF1+QMWNG+vbty+7du6lSpYq744lIEpIak1YFCLbWxhpjfIGjQElrbXKvxy4EHEywfAi4vi+9DIAxZiVxU029bq1dcP2OjDHPAs8C+GuKOBGRZGvcuDGrV68G4LHHHuOtt96iRIkSbk4lIsmRVJF22VobC2CtjTbG7L2NAu12jl8aeBgoDKwwxgRZa88kbGStnQZMAwiobOw9ziAikmZYa4mJiSFDhgwAvPLKKwBMnDiRGjVquDGZiNyupE53ljPGbIz/2pRgeZMxZmMy9h0OPJBguXD8uoQOAd9ba69Ya/cBO4kr2kRE5DaFhYXRsGFDBgwY4FzXoUMHVq5cqQJNJBVKqifN/y73vRYobYwpTlxx9jjwxHVtvgM6Af81xuQl7vTn3rs8rohIuhIeHs6wYcP47LPPsNayadMmxowZQ9asWTHGuDueiNyhpCZYv6tJ1a21McaYF4GFxI03m26t3WKMGQWss9Z+H7+tkTFmK+AA+rvglKqISJoUGRnJ+PHjCQ0NJSoqigwZMtCrVy9ee+01smbN6u54InKXjLWpa4hXQGVj5/20lbL3321Hn4hI6nXy5EmCgoI4evQoAO3atWPs2LGUKlXKzclEJCFjzHpr7R1dSp2cGQdERMTD5M2bl+rVq3PkyBEmTpxIrVq13B1JRO6x5EywjjEmszGmrKvDiIhI4jZt2kSTJk1Ys2aNc91nn33G6tWrVaCJpFG3LNKMMS2AMGBB/HIFY8z3Ls4lIiLA4cOH6dGjBxUqVGDhwoWMHDnSuS1Hjhy6MEAkDUtOT9rrxM0ecAbAWhsGFHdZIhER4cKFC4wcOZLSpUvz6aef4uXlRe/evfn888/dHU1EUkhyxqRdsdaeve6vtdR1tYGISCqycuVKOnTowJEjRwBo06YNY8eOpUyZMm5OJiIpKTlF2hZjzBOAd/yE6L2BVa6NJSKSfpUqVYrz589TpUoVJk6cSJ06ddwdSUTcIDmnO18CygOXgC+Bs8ArLswkIpKubNmyheeee44rV64AkD9/ftasWcOaNWtUoImkY8npSStnrR0KDHV1GBGR9OTo0aOMGDGCTz75hNjYWEJCQujZsycAAQEBbk4nIu6WnCJtojHmfuBr4Ctr7WYXZxIRSdMuXrzIpEmTGDduHJGRkXh7e9OrVy86dOjg7mgi4kFuWaRZax+JL9IeAz4yxuQgrlgb4/J0IiJpzDfffMPLL79MeHg4AC1btmT8+PGULatbUYrItZJ1M1tr7VFr7WTgeeLumTbclaFERNKqs2fPEh4eTqVKlVi2bBnz589XgSYiibplT5oxxh/oCLQDIoCvgL4uziUikiZs27aNf/75hyeeeAKALl26kDt3blq1aoWXV7L+ThaRdCo5PyGmE3cj28bW2oettR9Ya4+7NpaISOp2/PhxevbsSVBQED169ODQoUMAeHt706ZNGxVoInJLyRmTViMlgoiIpAVRUVG88847vPXWW5w/fx5vb2+6dOmCr6+vu6OJSCpz0yLNGPN/1trHjDGbuHaGAQNYa22wy9OJiKQS1lpmzpzJ0KFDOXjwIADNmzdn3Lhxup2GiNyRpHrSXo7/t3lKBBERSe0+//xzDh48SIUKFQgNDaV+/frujiQiqdhNizRr7ZH4hz2ttQMTbjPGjAMG3vgsEZH0Y/v27Xh5eVGmTBmMMUycOJF//vmH//znPxpzJiJ3LTk/RRomsu7Rex1ERCS1OHHiBL169SIwMJDevXs71wcHB9OlSxcVaCJyTyQ1Ju0FoCdQwhizMcGm7MBKVwcTEfE00dHRvPPOO7z55pucP38eLy8vihYtyuXLl8mYMaO744lIGpPUmLQvgV+At4BBCdaft9aecmkqEREPEhsby5w5cxg8eDAHDhwA4NFHH2X8+PEEBga6OZ2IpFVJFWnWWvuvMabX9RuMMX4q1EQkvThy5Ajdu3cnOjqa4OBgQkNDadgwsZEgIiL3zq160poD64m7BYdJsM0CJVyYS0TErfbs2UOxYsXw9vamUKFCjBkzhty5c9OlSxe8vb3dHU9E0oGbjm611jaP/7e4tbZE/L9Xv1SgiUiadPLkSXr37k25cuWYOXOmc33fvn15+umnVaCJSIq55SVIxphaxpis8Y+fMsZMMsYUcX00EZGUEx0dzYQJEyhVqhTvvfceDoeDnTt3ujuWiKRjyblO/APgojEmhLiJ1fcAX7g0lYhICrHWMmfOHPz9/RkwYABnz56lYcOGhIWF8cYbb7g7noikY7ecuxOIsdZaY0wrYIq19lNjTHdXBxMRSQmzZ8/mySefBKB8+fKEhobSpEkTN6cSEUleT9p5Y8xg4D/AT8YYLyCDa2OJiLhOZGSk83H79u2pU6cOH3/8MWFhYSrQRMRjJKdI6whcAp621h4FCgMTXJpKRMQFTp06RZ8+fShevDgnTpwAIGPGjPz222/06NEDH5/knFwQEUkZtyzS4guzWUBOY0xzINpa+7nLk4mI3COXLl1i0qRJlCxZknfeeYeIiAgWLlzo7lgiIklKztWdjwF/AR2Ax4A1xpj2rg4mInK3rLXMnTuXgIAA+vbty5kzZ2jQoAH//PMPTz31lLvjiYgkKTl9+0OBqtba4wDGmPuAxcDXrgwmInK3XnrpJaZOnQpAQEAAEyZM4NFHH8UYc4tnioi4X3LGpHldLdDiRSTzeSIiKc5a63z85JNPkj9/fj788EM2bNhA06ZNVaCJSKqRnJ60BcaYhcDs+OWOwM+uiyQicvtOnz7NmDFjOHz4MLNnx/24qlGjBv/++y++vr5uTicicvtuWaRZa/sbY9oCD8WvmmatnefaWCIiyXP58mXef/99Ro0axenTpzHGMHLkSMqUKQOgAk1EUq2bFmnGmNJAKFAS2AT0s9aGp1QwEZGkWGv59ttvGThwIHv27AHgkUceITQ01FmgiYikZkn1pE0HPgdWAC2A94C2KRFKRCQpDoeDhg0bsmzZMgDKlSvHhAkTaNasmcaciUiakVSRlt1a+3H84x3GmL9TIpCIyK14e3sTFBTE5s2bGTlyJD169CBDBk2EIiJpS1JXafoaYyoaYyoZYyoBma9bFhFJEWfOnGHAgAHMm/e/4bAjR45k165dvPDCCyrQRCRNSqon7QgwKcHy0QTLFqjnqlAiIgBXrlzhww8/ZOTIkURERFCqVClatmyJt7c3uXLlcnc8ERGXummRZq19JCWDiIhcZa1l/vz5DBgwgF27dgFQp04dJk6ciLe3t5vTiYikDM0mLCIe5eDBgzz11FOsWLECgDJlyjB+/HhatmypiwJEJF3RzAEi4lHy5s3Lvn37yJMnD++99x6bN2+mVatWKtBEJN1RkSYibnX27FlGjBjBmTNnAMicOTPz5s1j9+7dvPjii7ooQETSrVue7jRxf74+CZSw1o4yxhQB7rfW/uXydCKSZl25coWPP/6YESNGcPLkSaKjoxk3bhwAlStXdnM6ERH3S05P2vtADaBT/PJ5YKrLEolImmat5fvvvycoKIhevXpx8uRJHnroIdq1a+fuaCIiHiU5Fw5Us9ZWMsb8A2CtPW2MyejiXCKSBm3atInevXuzfPlyAEqVKsW4ceNo06aNxpyJiFwnOUXaFWOMN3H3RsMYcx8Q69JUIpImHTt2jOXLl+Pn58fw4cN54YUXyJhRf/OJiCQmOac7JwPzgHzGmDeAP4A3XZpKRNKE8+fP8/XXXzuXGzRowLRp09i9ezcvv/yyCjQRkSTcsifNWjvLGLMeqA8YoLW1dpvLk4lIqhUTE8Mnn3zCiBEjOH78OOvXr6dSpbjZ5J555hk3pxMRSR2Sc3VnEeAi8EPCddbaA64MJiKpj7WWn3/+mf79+7NtW9zfcjVr1tQsASIidyA5Y9J+Im48mgF8geLADqC8C3OJSCoTFhZGv379WLJkCQAlSpRg3LhxtGvXThcFiIjcgeSc7gxKuGyMqQT0dFkiEUmVpkyZwpIlS8idOzevvfYaPXv2JFOmTO6OJSKSat323J3W2r+NMdVcEUZEUo/IyEjCw8MpW7YsAKNGjSJ37twMHjwYPz8/N6cTEUn9bnl1pzHm1QRf/YwxXwKHk7NzY0wTY8wOY8xuY8ygJNq1M8ZYY0yV28guIm7gcDj4+OOPKVWqFO3atSMmJgaAggULMmHCBBVoIiL3SHJuwZE9wVcm4saotbrVk+LvrTYVeBQIADoZYwISaZcdeBlYk/zYIuIOCxYsoEKFCjz77LMcO3aMbNmyceLECXfHEhFJk5I83RlfaGW31va7g30/COy21u6N39cc4oq7rde1Gw2MA/rfwTFEJAVs3LiR/v37s2jRIgCKFSvG2LFjeeyxx3RRgIiIi9y0J80Y42OtdQC17nDfhYCDCZYPxa9LeIxKwAPW2p/u8Bgi4mKXL1+mSZMmLFq0iJw5cxIaGsr27dvp2LGjCjQRERdKqiftL6ASEGaM+R6YC1y4utFa++3dHNgY4wVMAromo+2zwLMA/pXu5qgikhyRkZF4e3uTOXNmMmbMyOjRo9m4cSPDhw8nT5487o4nIpIuJGdMmi8QAdQDmgMt4v+9lXDggQTLhePXXZUdCASWG2P+BaoD3yd28YC1dpq1toq1VhcWiLiQw+Hg008/pUyZMoSGhjrXd+/enXfffVcFmohICkqqSMtnjHkV2Axsiv93S/y/m5Ox77VAaWNMcWNMRuBx4PurG621Z621ea21xay1xYA/gZbW2nV39lJE5G4sWrSIihUr0qNHD44cOcKyZcuw1ro7lohIupVUkeYNZIv/yp7g8dWvJFlrY4AXgYXANuD/rLVbjDGjjDEt7za4iNwbmzdv5tFHH6Vx48Zs2rSJokWL8uWXX7J48WKNORMRcaOkxqQdsdaOupudW2t/Bn6+bt3wm7R9+G6OJSK3LywsjMqVKxMbG0uOHDkYOnQovXv3xtfX193RRETSvaSKNP0JLZIGxcTE4OMT960fEhLCI488gr+/P8OHD+e+++5zczoREbkqqdOd9VMshYi4nMPhYMaMGZQqVYpt27YBYIxh4cKFvPfeeyrQREQ8zE2LNGvtqZQMIiKus2TJEipXrky3bt3Yv38/H3/8sXObt7e3G5OJiMjNJOcWHCKSSm3dupXmzZvToEEDNmzYwAMPPMAXX3xxze01RETEMyU5LZSIpF7Tp0/n2WefxeFwkD17dgYPHswrr7xC5syZ3R1NRESSQUWaSBr1yCOPkClTJrp06cLrr79Ovnz53B1JRERug4o0kTQgNjaWmTNn8t133/H111/j5eVF8eLFOXDggGYJEBFJpTQmTSSVW758OVWrVqVLly7MmzePH3/80blNBZqISOqlIk0kldq+fTstW7bkkUce4e+//6ZQoULMmDGD5s2TM7WuiIh4Op3uFEmFhg4dyrhx43A4HGTNmpVBgwbx6quvkiVLFndHExGRe0RFmkgq5Ofnh7WWZ599lpEjR3L//fe7O5KIiNxjKtJEPFxsbCyzZ8/m8uXLdOvWDYAXX3yRJk2aUL58eTenExERV9GYNBEPtmLFCqpVq8ZTTz3Fq6++yqlTcROBZMqUSQWaiEgapyJNxAPt3LmTNm3aULduXdatW0fBggWZNGkSOXPmdHc0ERFJITrdKeJBoqKiGDhwIB988AExMTFkzZqVAQMG0LdvX7JmzerueCIikoJUpIl4kEyZMrF69WpiY2Pp0aMHo0aNokCBAu6OJSIibqAiTcSNrLV89dVXVKtWjeLFi+Pl5cW0adPw8fEhKCjI3fFERMSNNCZNxE3++OMPqlevTqdOnRg8eLBzfcWKFVWgiYiIijSRlLZr1y7atWtH7dq1+euvv7j//vtp0KCBu2OJiIiH0elOkRQSERHB6NGjmTp1KjExMWTOnJn+/fvTv39/smXL5u54IiLiYVSkiaSQ48ePM2XKFGJjY+nWrRujR4+mUKFC7o4lIiIeSkWaiItYa1myZAn169fHGIO/vz/vvvsutWrVokKFCu6OJyIiHk5j0kRcYPXq1dSqVYuGDRvy/fffO9f36tVLBZqIiCSLijSRe2jv3r089thj1KxZk9WrV5MvXz4uX77s7lgiIpIKqUgTuQdOnTpF3759KVeuHHPnzsXX15ehQ4eye/duOnTo4O54IiKSCmlMmsg98OGHHzJp0iSMMXTu3Jk33niDwoULuzuWiIikYirSRO6AtZYDBw5QtGhRAF5++WU2btzIgAEDqFSpkpvTiYhIWqDTnSK3ac2aNdSuXZsHH3yQc+fOAZA1a1bmzJmjAk1ERO4ZFWkiybRv3z46depE9erVWblyJdZatm3b5u5YIiKSRqlIE7mFM2fO0L9/f8qVK8ecOXPw9fVl8ODB7N69m2rVqrk7noiIpFEakyZyC61atWLFihUAPPXUU7zxxhsUKVLEzalERCStU5Emch1rLZcuXcLX1xeAQYMGYYxh4sSJVK5c2c3pREQkvdDpTpEE1q1bx8MPP0yvXr2c65o0acKyZctUoImISIpST5oIsH//foYOHcqsWbMA2L59O+fOnSNHjhwYY9ycTkRE0iP1pEm6dvbsWQYNGkTZsmWZNWsWmTJlYsCAAezcuZMcOXK4O56IiKRj6kmTdOvMmTOULVuW48ePA9CpUyfefPNNihUr5t5gIiIiqEiTdMZa6zx9mStXLho1asT+/fsJDQ3lwQcfdHM6ERGR/9HpTkk31q9fT7169Vi8eLFz3UcffcRvv/2mAk1ERDyOetIkzTt48CBDhgxh5syZABhjaNCgAQBZsmRxZzQREZGbUk+apFnnzp1j6NChlClThpkzZ5IxY0b69evHN9984+5oIiIit6SeNEmTVq9eTevWrZ0XBXTs2JE333yTEiVKuDmZiIhI8qhIkzTJ398fh8NBzZo1mThxItWrV3d3JBERkdui052SJoSFhfHkk08SFRUFxF25+ddff/HHH3+oQBMRkVRJRZqkaocOHaJr165UqlSJL7/8kvfee8+5rUSJEpotQEREUi2d7pRU6fz584wfP56JEycSFRVFhgwZePHFF+nRo4e7o4mIiNwTKtIk1Zk7dy4vvfQSx44dA6B9+/aMHTuWkiVLujmZiIjIvaMiTVKlY8eOUb16dSZOnEjNmjXdHUdEROSe05g08XgbN25k2rRpzuX27dvzyy+/sGrVKhVoIiKSZqlIE491+PBhunfvToUKFejVqxe7du0C4mYMaNKkiS4KEBGRNE2nO8XjREZGEhoayoQJE7h48SI+Pj707NkTPz8/d0cTERFJMSrSxGNYa5k+fTqvvfYaR44cAaBt27aMHTuW0qVLuzmdiIhIylKRJh7DGMOPP/7IkSNHqFq1KhMnTqR27drujiUiIuIWKtLErTZv3kxsbCzBwcEAjB8/nscee4yOHTvi5aUhkyIikn659LegMaaJMWaHMWa3MWZQIttfNcZsNcZsNMYsMcYUdWUe8RxHjx7l2WefJSQkhOeeew5rLQClS5emU6dOKtBERCTdc9lvQmOMNzAVeBQIADoZYwKua/YPUMVaGwx8DYx3VR7xDBcuXGD06NGUKlWKjz/+GC8vL6pUqcKlS5fcHU1ERMSjuPJ054PAbmvtXgBjzBygFbD1agNr7bIE7f8EnnJhHnEjh8PBF198wdChQzl8+DAArVq1Yty4cZQtW9bN6URERDyPK4u0QsDBBMuHgGpJtO8O/OLCPOJGp06donfv3pw/f57KlSszceJE6tat6+5YIiIiHssjLhwwxjwFVAES/a1tjHkWeBbAv1IKBpO7sm3bNkqWLEnGjBm57777CA0NJUuWLDzxxBMacyYiInILrvxNGQ48kGC5cPy6axhjGgBDgZbW2kQHJllrp1lrq1hrq7gkqdxTx44d4/nnnycwMJCPPvrIuf7ZZ5/lqaeeUoEmIiKSDK7sSVsLlDbGFCeuOHsceCJhA2NMReAjoIm19rgLs0gKuHjxIm+//TZjx44lMjISb29vjh496u5YIiIiqZLLijRrbYwx5kVgIeANTLfWbjHGjALWWWu/ByYA2YC58fMwHrDWtnRVJnGN2NhYZs6cydChQzl06BAALVq0YNy4cfj7+7s5nYiISOrk0jFp1tqfgZ+vWzc8weMGrjy+pIx58+bRpUsXACpWrEhoaCj16tVzcyoREZHUzSMuHJDU5/Tp0+TOnRuA1q1b06xZMx577DGNORMREblH9NtUbsvx48fp1asXRYsW5eDBuDuseHt78+OPP9K5c2cVaCIiIveIfqNKskRFRTF27FhKlSrF+++/z4ULF1iyZIm7Y4mIiKRZOt0pSYqNjWX27NkMGTKEAwcOANC0aVPGjx9P+fLl3ZxOREQk7VKRJknq06cPkydPBiA4OJiJEyfSoIGu9xBJi65cucKhQ4eIjo52dxSRVMfX15fChQuTIUOGe7ZPFWlyg9jYWOfYsu7du/Ptt98yatQoOnfujLe3t5vTiYirHDp0iOzZs1OsWDHib4skIslgrSUiIoJDhw5RvHjxe7ZfFWnidPLkSUaOHMmePXv46aefMMYQHBzM3r177+lfBiLimaKjo1WgidwBYwx58uThxIkT93S/KtKE6OhoJk+ezBtvvMG5c+fw8vJiy5YtBAYGAqhAE0lHVKCJ3BlXfO/o6s507OpFAeXKlWPgwIGcO3eOxo0bExYW5izQRERExD1UpKVTsbGx1KtXjyeeeIL9+/cTGBjIggULWLBgAUFBQe6OJyLplLe3NxUqVCAwMJAWLVpw5swZ57YtW7ZQr149ypYtS+nSpRk9ejTWWuf2X375hSpVqhAQEEDFihXp27evG17BnenUqRPBwcG8/fbbyWqfLVs2l+Sw1tK7d29KlSpFcHAwf//9d6LtoqKiqFu3Lg6HwyU57lZERASPPPII2bJl48UXX7xpu1OnTtGwYUNKly5Nw4YNOX36NHDz9+HEiRM0adIkRV4DqEhLt7y8vHjooYe4//77+fjjjwkLC6Nx48bujiUi6VzmzJkJCwtj8+bN+Pn5MXXqVCCuKGjZsiWDBg1ix44dbNiwgVWrVvH+++8DsHnzZl588UVmzpzJ1q1bWbduHaVKlbqn2WJiYu7p/q46evQoa9euZePGjfTp08clx0iuX375hV27drFr1y6mTZvGCy+8kGi76dOn07Zt22RfTGatJTY29l5GTZKvry+jR48mNDQ0yXZjx46lfv367Nq1i/r16zN27Fjg5u/DfffdR4ECBVi5cqXLXwOoSEs3IiIi6NOnD1988YVz3eDBg9m1axc9evTQVZsicg1jjEu+bkeNGjUIDw8H4Msvv6RWrVo0atQIgCxZsjBlyhTnL9Xx48czdOhQypUrB8T1yCVWYERGRtKtWzeCgoIIDg7mm2++Aa7tmfr666/p2rUrAF27duX555+nWrVqDBgwgGLFil3Tu1e6dGmOHTvGiRMnaNeuHVWrVqVq1aqJ/hKPjo52HrtixYosW7YMgEaNGhEeHk6FChX4/fffr3nOsWPHaNOmDSEhIYSEhLBq1aobXk/9+vWpVKkSQUFBzJ8/H4ALFy7QrFkzQkJCCAwM5KuvvgJg0KBBBAQEEBwcTL9+/W7IOH/+fDp37owxhurVq3PmzBmOHDlyQ7tZs2bRqlWrJDP8+++/lC1bls6dOxMYGMjBgweZMGECVatWJTg4mBEjRjj317p1aypXrkz58uWZNm3aDce7XVmzZuWhhx7C19c3yXbz5893zj3dpUsXvvvuu1u+D61bt2bWrFl3nTE5dOFAGnfp0iWmTJnCmDFjOHPmDIULF+bxxx8nQ4YMZM2a1d3xREQS5XA4WLJkCd27dwfiTnVWrlz5mjYlS5YkMjKSc+fOsXnz5mSd3hw9ejQ5c+Zk06ZNAM7TW0k5dOgQq1atwtvbG4fDwbx58+jWrRtr1qyhaNGi5M+fnyeeeII+ffrw0EMPceDAARo3bsy2bduu2c/UqVMxxrBp0ya2b99Oo0aN2LlzJ99//z3NmzcnLCzshmP37t2bunXrMm/ePBwOB5GRkdds9/X1Zd68eeTIkYOTJ09SvXp1WrZsyYIFCyhYsCA//fQTAGfPniUiIoJ58+axfft2jDHXFJtXhYeH88ADDziXCxcuTHh4OAUKFHCuu3z5Mnv37qVYsWJJZgDYtWsXn332GdWrV2fRokXs2rWLv/76C2stLVu2ZMWKFdSpU4fp06fj5+dHVFQUVatWpV27duTJk+eabH369HEWtgk9/vjjDBo06OYfYBKOHTvmfG33338/x44du+X7UKVKFYYNG3ZHx7tdKtLSKGstc+fOZdCgQezbtw+ABg0aEBoaqqs1ReSWEo71SklRUVFUqFCB8PBw/P39adiw4T3d/+LFi5kzZ45zOXfu3Ld8TocOHZxnGzp27MioUaPo1q0bc+bMoWPHjs79bt261fmcc+fOERkZeU0P3R9//MFLL70EQLly5ShatCg7d+4kR44cNz320qVL+fzzz4G43sGcOXNes91ay5AhQ1ixYgVeXl6Eh4dz7NgxgoKC6Nu3LwMHDqR58+bUrl2bmJgYfH196d69O82bN6d58+a3fO2JOXnyJLly5bplBoCiRYtSvXp1ABYtWsSiRYuoWLEiENcDt2vXLurUqcPkyZOZN28eAAcPHmTXrl03FGnJHa93p5Lb25svXz4OHz7s0ixXqUhLg8LDw2nfvj1//vknAAEBAYSGhtKkSRNdXi8iHu3qmLSLFy/SuHFjpk6dSu/evQkICGDFihXXtN27dy/ZsmUjR44clC9fnvXr1xMSEnJHx034s/H6GRcSnnWoUaMGu3fv5sSJE3z33XfOHpXY2Fj+/PPPW55eu9dmzZrFiRMnWL9+PRkyZKBYsWJER0dTpkwZ/v77b37++WeGDRtG/fr1GT58OH/99RdLlizh66+/ZsqUKSxduvSa/RUqVIiDBw86lw8dOkShQoWuaZM5c+Zr3qObZYBr3ztrLYMHD+a55567Zn/Lly9n8eLFrF69mixZsvDwww8nOuuFK3rS8ufPz5EjRyhQoABHjhwhX758QNLvQ3R0NJkzZ76j490ujUlLg/Lly8fp06fJnz8/H330ERs2bODRRx9VgSYiqUaWLFmYPHkyEydOJCYmhieffJI//viDxYsXA3E9br1792bAgAEA9O/fnzfffJOdO3cCcUXThx9+eMN+GzZs6LwYAf53ujN//vxs27aN2NhYZ49OYowxtGnThldffRV/f39nb0+jRo147733nO0SO3VZu3Zt51imnTt3cuDAAcqWLZvk+1C/fn0++OADIO4U8NmzZ6/ZfvbsWfLly0eGDBlYtmwZ+/fvB+Dw4cNkyZKFp556iv79+/P3338TGRnJ2bNnadq0KW+//TYbNmy44XgtW7bk888/x1rLn3/+Sc6cOa851QlxvY8Oh8NZSN0sw/UaN27M9OnTnadsw8PDOX78OGfPniV37txkyZKF7du3OzsYrvf2228TFhZ2w9edFmhXX+9nn30GwGeffeYcZ5fU+7Bz586Uu02VtTZVfflXwm4/stXK/5w6dcoOGDDAHj161Lluy5Yt9ty5c25MJSKpzdat7v/ZmjVr1muWmzdvbj///HNrrbUbN260devWtWXKlLElS5a0r7/+uo2NjXW2/eGHH2ylSpVsuXLlrL+/v+3fv/8N+z9//rzt3LmzLV++vA0ODrbffPONtdbauXPn2hIlSthq1arZXr162S5dulhrre3SpYudO3fuNftYu3atBeyMGTOc606cOGEfe+wxGxQUZP39/e1zzz13w7GjoqJs165dbWBgoK1QoYJdunSptdbaffv22fLlyyf6fhw9etS2bNnSBgYG2pCQELtq1apr3qcTJ07Y6tWr28DAQNu1a1dbrlw5u2/fPrtgwQIbFBRkQ0JCbJUqVezatWvt4cOHbdWqVW1QUJANDAy8Jv9VsbGxtmfPnrZEiRI2MDDQrl27NtFcTz/9tP3111+TzJDY63rnnXdsYGCgDQwMtNWrV7e7d++20dHRtkmTJrZcuXK2VatWtm7dunbZsmWJHvd2FC1a1ObOndtmzZrVFipUyG7ZssVaa2337t2dr+vkyZO2Xr16tlSpUrZ+/fo2IiLilu/DhAkT7OTJkxM9ZmLfQ8A6e4c1j7FuGndwpwIqGzvvp62Uvd/f3VHc7vLly7z//vuMGjWK06dP8/zzzzv/4hIRuV3btm3D318/W+XW/v77b95+++1r7hiQXtSpU4f58+cnOp4xse8hY8x6a22VOzmWxqSlQtZavv32WwYOHMiePXsAqFevHs8++6ybk4mISHpQqVIlHnnkERwOR7q6hdOJEyd49dVXk3XByb2gIi2V2bBhA7169XLeg8ff358JEybQtGlTjTkTEZEU8/TTT7s7Qoq77777aN26dYodTxcOpDLR0dGsXLmS++67jw8++ICNGzfSrFkzFWgiIiJpjIo0D3f69Gn++9//OperVavGl19+ye7du3n++efx8VFnqIiISFqkIs1DXb58mcmTJ1OqVCmefvrpa+4P1KlTpyRvfigiIiKpn7phPIy1lu+++46BAweya9cuAOrWrXvN3Z1FREQk7VNPmgdZu3YtdevWpW3btuzatYsyZcowf/58li1bRnBwsLvjiYi4nLe3NxUqVCAwMJAWLVpcM7/kli1bqFevHmXLlqV06dKMHj36mumrfvnlF6pUqUJAQAAVK1ZM1lyenqJTp04EBwcne+qjhNNN3Uvbt2+nRo0aZMqUidDQ0Ju2s9ZSr149zp0755Ic98Jnn31G6dKlKV26tPOGtdfbsGEDNWrUICgoiBYtWjhfz5UrV+jSpQtBQUH4+/vz1ltvAXFnuerUqUNMTEyKvAYVaR7kyy+/5Pfffydv3rxMmTKFzZs307JlS10UICLpxtVpoTZv3oyfn59zdoCoqChatmzJoEGD2LFjBxs2bGDVqlW8//77AGzevJkXX3yRmTNnsnXrVtatW0epUqXuaTZX/WI+evQoa9euZePGjfTp08clx0guPz8/Jk+eTL9+/ZJs9/PPPxMSEnJbQ28cDsfdxku2U6dOMXLkSNasWcNff/3FyJEjnbNLJNSjRw/Gjh3Lpk2baNOmDRMmTABg7ty5XLp0iU2bNrF+/Xo++ugj/v33XzJmzEj9+vX56quvUuR1qEhzo7Nnz14zdchrr73G0KFD2b17N7169dJE6CLiNmbWYpd83Y4aNWoQHh4OxP0RW6tWLRo1agTETRs1ZcoUxo4dC8D48eMZOnQo5cqVA+J65F544YUb9hkZGUm3bt0ICgoiODiYb775Bri2Z+rrr7+ma9euAHTt2pXnn3+eatWqMWDAAIoVK3ZN717p0qU5duwYJ06coF27dlStWpWqVas6b5OUUHR0tPPYFStWdM5D2ahRI8LDw6lQoQK///77Nc85duwYbdq0ISQkhJCQEFatWnXD66lfvz6VKlUiKCiI+fPnA3DhwgWaNWtGSEgIgYGBzqJi0KBBBAQEEBwcnGghli9fPqpWrXrL3z+zZs1yTqEE0Lp1aypXrkz58uWZNm2ac322bNno27cvISEhrF69mpkzZ/Lggw9SoUIFnnvuOWfh9sILL1ClShXKly/PiBEjkjx2cixcuJCGDRvi5+dH7ty5adiwIQsWLLih3c6dO6lTpw4QN2XY1f8PxhguXLhATEwMUVFRZMyY0VmQtm7d2jm9l6tpTJobXLlyhWnTpvH666+TPXt2tm3bRqZMmfDz82PMmDHujici4nYOh4MlS5bQvXt3IO5UZ+XKla9pU7JkSSIjIzl37hybN29O1unN0aNHkzNnTjZt2gSQaO/K9Q4dOsSqVavw9vbG4XAwb948unXrxpo1ayhatCj58+fniSeeoE+fPjz00EMcOHCAxo0bs23btmv2M3XqVIwxbNq0ie3bt9OoUSN27tzJ999/T/PmzROd77N3797UrVuXefPm4XA4nPNeXuXr68u8efPIkSMHJ0+epHr16rRs2ZIFCxZQsGBBfvrpJyCuUyAiIoJ58+axfft2jDHXFJu3a+XKlXz00UfO5enTp+Pn50dUVBRVq1alXbt25MmThwsXLlCtWjUmTpzItm3bGDduHCtXriRDhgz07NmTWbNm0blzZ9544w38/PxwOBzUr1+fjRs33jDMZ8KECYkWR3Xq1GHy5MnXrAsPD+eBBx5wLhcuXNhZ8CdUvnx55s+fT+vWrZk7d65zUvX27dszf/58ChQowMWLF3n77bfx8/MDIDAwkLVr197xe3c7VKSlIGstP/zwAwMGDGDHjh0AlCtXjhMnTlC4cGE3pxMR+R/7ZAO3HDcqKooKFSoQHh6Ov78/DRs2vKf7X7x4MXPmzHEuJ+fO8R06dHDeVb9jx46MGjWKbt26MWfOHDp27Ojc79atW53POXfuHJGRkdf00P3xxx+89NJLQNzP/qJFi7Jz584kTxkuXbqUzz//HIjrHcyZM+c12621DBkyhBUrVuDl5UV4eDjHjh0jKCiIvn37MnDgQJo3b07t2rWJiYnB19eX7t2707x5c5o3b37L134zp06dInv27M7lyZMnOyemP3jwILt27SJPnjx4e3vTrl07AJYsWcL69eupWrUqEPdZ58uXD4D/+7//Y9q0acTExHDkyBG2bt16Q5HWv39/+vfvf8eZEzN9+nR69+7N6NGjadmyJRkzZgTgr7/+wtvbm8OHD3P69Glq165NgwYNKFGiBN7e3mTMmJHz589f8x64gk53ppD169dTr149WrVqxY4dOyhVqhTffvstK1asUIEmIhLv6pi0/fv3Y611jkkLCAhg/fr117Tdu3cv2bJlI0eOHJQvX/6G7bcj4djf6Ojoa7ZlzZrV+bhGjRrs3r2bEydO8N1339G2bVsAYmNj+fPPPwkLCyMsLIzw8HCXDe5PaNasWZw4cYL169cTFhZG/vz5iY6OpkyZMvz9998EBQUxbNgwRo0ahY+PD3/99Rft27fnxx9/pEmTJnd8XB8fH2JjYwFYvnw5ixcvZvXq1WzYsIGKFSs630NfX19ngWutpUuXLs73aMeOHbz++uvs27eP0NBQlixZ4rxB+/WfAcT1pFWoUOGGr969e9/QtlChQs5eMYjrDS1UqNAN7cqVK8eiRYtYv349nTp1omTJkkDc6fUmTZqQIUMG8uXLR61atVi3bp3zeZcuXcLX1/eO37/kUpGWAmJiYmjfvj3Lly/Hz8+Pd999ly1bttCmTRtdFCAikogsWbIwefJkJk6cSExMDE8++SR//PEHixfHjWuLioqid+/eDBgwAIjrZXnzzTfZuXMnEFc0ffjhhzfst2HDhs7CD/53ujN//vxs27aN2NhYZ49QYowxtGnThldffRV/f3/y5MkDxI0re++995ztEjt1Wbt2befpup07d3LgwAHKli2b5PtQv359PvjgAyDuFPDZs2ev2X727Fny5ctHhgwZWLZsGfv37wfg8OHDZMmShaeeeor+/fvz999/ExkZydmzZ2natClvv/02GzZsSPLYSSlbtix79+51ZsidOzdZsmRh+/bt/Pnnnzd9LV9//TXHjx8H4nrj9u/fz7lz58iaNSs5c+bk2LFj/PLLL4k+v3///s4CL+HX9ac6ARo3bsyiRYs4ffo0p0+fZtGiRTRu3PiGdlezxMbGMmbMGJ5//nkAihQpwtKlS4G48X1//vmnc7xjREQEefPmTZFx4yrSXOTcuXPOS3l9fHwYN24c/fr1Y8+ePfTu3dvZpSoiIomrWLEiwcHBzJ49m8yZMzN//nzGjBlD2bJlCQoKomrVqrz44osABAcH884779CpUyf8/f0JDAx0FhEJDRs2jNOnTxMYGEhISIhz8P7YsWNp3rw5NWvWpECBAknm6tixIzNnznSe6oS4033r1q0jODiYgICARAvEnj17EhsbS1BQEB07dmTGjBlkypQpyWO9++67LFu2jKCgICpXrnzNKVWAJ598knXr1hEUFMTnn3/uLCQ2bdrkHKA/cuRIhg0bxvnz52nevDnBwcE89NBDTJo06YbjHT16lMKFCzNp0iTGjBlD4cKFE73NRrNmzVi+fDkATZo0ISYmBn9/fwYNGkT16tUTfS0BAQGMGTOGRo0aERwcTMOGDTly5AghISFUrFiRcuXK8cQTT1CrVq0k35Pk8PPz47XXXnNeyDF8+HDnmLIePXo4e8Vmz55NmTJlKFeuHAULFqRbt24A9OrVi8jISMqXL0/VqlXp1q2b8/TrsmXLaNas2V1nTA6T8B4zqUFAZWPn/bSVsvf7uztKomJiYvj4448ZMWIEXbp0cV7OKyLi6bZt24a/v2f+bBXPcuTIETp37syvv/7q7igprm3btowdO5YyZcrcsC2x7yFjzHprbZU7OZZ60u4Ray0//fQTwcHB9OzZ0zlG4Oo5exERkbSiQIECPPPMMx59M1tXuHz5Mq1bt060QHMFFWn3QFhYGA0aNKB58+Zs27aNEiVKMHfuXJYsWYKXl95iERFJex577LF0N490xowZ6dy5c4odT7fguEvbt2+nUqVKWGvJnTs3r732Gj179rzlOAMRERGRpKhIuwOXL192DvwvV64cbdq0oWjRogwbNsw5MFFERETkbuhc3G2IiYlh2rRpFC1a9Jr7pXz99ddMmjRJBZqIiIjcMyrSksFayy+//OKca+zo0aPOO0ADuteZiIiI3HMq0m5hw4YNNGrUiKZNm7JlyxaKFy/OV199xbvvvuvuaCIiaY63tzcVKlQgMDCQFi1aXDO/5JYtW6hXrx5ly5aldOnSjB49moS3kfrll1+oUqUKAQEBVKxYMVlzeXqKTp06ERwczNtvv52s9q6azWDWrFkEBwcTFBREzZo1b3rDW2st9erV8+irOz/77DNKly5N6dKl+eyzzxJts2HDBmrUqEFQUBAtWrRwvp5Zs2ZdM6uBl5eX8wbFDRo0SNacr/eEtTZVfflXwm4/stWmhBkzZlhjjAVsrly5bGhoqI2Ojk6RY4uIpLStW1PmZ2tSsmbN6nzcuXNnO2bMGGuttRcvXrQlSpSwCxcutNZae+HCBdukSRM7ZcoUa621mzZtsiVKlLDbtm2z1lobExNj33///Xua7cqVK/d0f1cdOXLElixZ8raek/B9updWrlxpT506Za219ueff7YPPvhgou1+/PFH+8orr9zWvmNiYu46X3JFRETY4sWL24iICHvq1ClbvHhx5+tKqEqVKnb58uXWWms//fRTO2zYsBvabNy40ZYoUcK5PGPGDOf/y+sl9j0ErLN3WPOoJy0JjRo1IleuXLz88svs3r2bvn376qpNEUkX1l82Lvm6HTVq1CA8PByIm0uxVq1aNGrUCIibNmrKlCmMHTsWgPHjxzN06FDnHfe9vb154YUXbthnZGQk3bp1IygoiODgYL755hvg2p6pr7/+mq5duwLQtWtXnn/+eapVq8aAAQMoVqzYNb17pUuX5tixY5w4cYJ27do573C/cuXKG44dHR3tPHbFihWdsx00atSI8PBwKlSowO+//37Nc44dO0abNm0ICQkhJCSEVatW3fB66tevT6VKlQgKCmL+/PlA3FRGzZo1IyQkhMDAQL766isABg0aREBAAMHBwfTr1++GjDVr1nROOl+9enUOHTp0QxuI62lq1aqVc7l169ZUrlyZ8uXLM23aNOf6bNmy0bdvX0JCQli9ejUzZ850zoTw3HPP4XA4AHjhhReoUqUK5cuXZ8SIEYke83YsXLiQhg0b4ufnR+7cuWnYsCELFiy4od3OnTupU6cOEDdl2NX/DwnNnj2bxx9/3LncsmVLZs+efdcZk0NXd8ZzOBzMmDGD2bNns2DBAnx8fChQoAD79+93+Sz3IiJyLYfDwZIlS+jevTsQd6qzcuXK17QpWbIkkZGRnDt3js2bNyfr9Obo0aPJmTMnmzZtAkjWaatDhw6xatUqvL29cTgczJs3j27durFmzRqKFi1K/vz5eeKJJ+jTpw8PPfQQBw4coHHjxmzbtu2a/UydOhVjDJs2bWL79u00atSInTt38v3339O8efNE5/vs3bs3devWZd68eTgcDiIjI6/Z7uvry7x588iRIwcnT56kevXqtGzZkgULFlCwYEF++uknIG5+zYiICObNm8f27dsxxlxTbCbm008/5dFHH01028qVK/noo4+cy9OnT8fPz4+oqCiqVq1Ku3btyJMnDxcuXKBatWpMnDiRbdu2MW7cOFauXEmGDBno2bMns2bNonPnzrzxxhv4+fnhcDioX78+GzdudE7DdNWECROcc58mVKdOnRvm7wwPD+eBBx5wLhcuXNhZ8CdUvnx55s+fT+vWrZk7d+41k7Jf9dVXXzmLX4DcuXNz6dIlIiIinHO3uoqKNGDRokX069fP+U37zTffOOdkU4EmIulR5YzumTIwKiqKChUqEB4ejr+/Pw0bNryn+1+8eDFz5sxxLl/tNUpKhw4d8Pb2BuLm7Rw1ahTdunVjzpw5zt8VixcvvmZezXPnzhEZGXlND90ff/zBSy+9BMTdvqlo0aLs3LkzyRvCLl261Hmhmre3Nzlz5rxmu7WWIUOGsGLFCry8vAgPD+fYsWMEBQXRt29fBg4cSPPmzalduzYxMTH4+vrSvXt3mjdvTvPmzW963GXLlvHpp5/yxx9/JLr91KlT1/x+nDx5snNi+oMHD7Jr1y7y5MmDt7c37dq1A2DJkiWsX7+eqlWrAnGfdb58+QD4v//7P6ZNm0ZMTAxHjhxh69atNxRp/fv3p3///jfNfCemT59O7969GT16NC1btrxhXu01a9aQJUsWAgMDr1mfL18+Dh8+7PIiLV2f7ty8eTNNmjShcePGbNq0iaJFizJ79mw6dOjg7mgiIulS5syZCQsLY//+/VhrmTp1KhA3Off69euvabt3716yZctGjhw5KF++/A3bb0fCq/Sjo6Ov2ZY1a1bn4xo1arB7925OnDjBd999R9u2bQGIjY3lzz//JCwsjLCwMMLDw102uD+hWbNmOachDAsLI3/+/ERHR1OmTBn+/vtvgoKCGDZsGKNGjcLHx4e//vqL9u3b8+OPP9KkSZNE97lx40Z69OjB/Pnzb1qE+Pj4OKc9XL58OYsXL2b16tVs2LCBihUrOt9DX19fZ4FrraVLly7O92jHjh28/vrr7Nu3j9DQUJYsWcLGjRtp1qzZDZ8BxPWkJRzMf/Wrd+/eN7QtVKjQNb1ihw4dolChQje0K1euHIsWLWL9+vV06tSJkiVLXrN9zpw5dOrU6YbnRUdHkzlz5kTfm3vqTgezuevrXl04MHjwYOvl5WUBmyNHDjtu3DgbFRV11/sVEUmtPO3Cgb///tsWKVLEXrlyxV68eNEWL17c/vrrr9bauAsJmjVrZidPnmyttXbDhg22ZMmSdseOHdZaax0Oh/3ggw9u2P/AgQPtyy+/7Fy+Opi8ZMmSduvWrdbhcNi2bdvaLl26WGut7dKli507d+41++jXr5996qmn7KOPPupc16lTJzt+/Hjn8j///HPDsSdOnGiffvppa621O3bssEWKFLHR0dF23759tnz58om+Hx07drRvv/22tTZu4P2ZM2eueZ/eeecd++KLL1prrV26dKkF7L59+2x4eLjzd9oPP/xgW7VqZc+fP2+PHTtmrbX2zJkz1s/P74bj7d+/35YsWdKuXLky0TxXVatWze7atctaa+13331nmzdvbq21dtu2bTZTpkx22bJl1+S01totW7bYUqVKOTNERETYf//914aFhdng4GDrcDjs0aNHbb58+ex///vfJI9/KxEREbZYsWL21KlT9tSpU7ZYsWI2IiLihnZXszgcDvuf//zHfvrpp85tDofDFixY0O7Zs+ea58TGxtqCBQsmeiGJLhy4R4oXL46Xlxcvvvgie/bsYcCAAfj6+ro7loiIxKtYsSLBwcHMnj2bzJkzM3/+fMaMGUPZsmUJCgqiatWqvPjiiwAEBwfzzjvv0KlTJ/z9/QkMDGTv3r037HPYsGGcPn2awMBAQkJCnIP3x44dS/PmzalZsyYFChRIMlfHjh2ZOXOm81QnxJ3uW7duHcHBwQQEBPDhhx/e8LyePXsSGxtLUFAQHTt2ZMaMGbe8GO3dd99l2bJlBAUFUbly5WtOqQI8+eSTrFu3jqCgID7//HPnhRObNm1yDtAfOXIkw4YN4/z58zRv3pzg4GAeeughJk2adMPxRo0aRUREBD179qRChQpUqVIl0VzNmjVj+fLlADRp0oSYmBj8/f0ZNGgQ1atXT/Q5AQEBjBkzhkaNGhEcHEzDhg05cuQIISEhVKxYkXLlyvHEE09Qq1atJN+T5PDz8+O1115zXsgxfPhw5w3ne/To4bwh/ezZsylTpgzlypWjYMGCdOvWzbmPFStW8MADD1CiRIlr9r1+/XqqV6+Oj4/rR4wZa90z7uBOBVQ2dt5PWyl7v3+yn+NwOPjiiy84f/68czxATEwM+/bto3Tp0q6KKiKSqmzbtg1//+T/bJX068iRI3Tu3Jlff/3V3VFS3Msvv0zLli2pX7/+DdsS+x4yxqy31iZe7d5Cmu9JW7x4MZUrV6Zbt24MGjSIo0ePAnHn01WgiYiI3L4CBQrwzDPPePTNbF0lMDAw0QLNFdJskbZlyxaaNWtGw4YN2bBhAw888ADTpk1zXkkiIiIid+6xxx5L8srUtOqZZ55JsWOluVtwXLp0iZdffpmPP/6Y2NhYsmfPzpAhQ3j55ZdT5koMEZFUzFqr+YhF7oArho+luZ60jBkzsmPHDowx9OzZk927dzNo0CAVaCIit+Dr60tERIRLftmIpGXWWiIiIu75BYipvictNjaWmTNnOifVNcbw/vvvA2gArIjIbShcuDCHDh3ixIkT7o4ikur4+vpSuHDhe7pPlxZpxpgmwLuAN/CJtXbsddszAZ8DlYEIoKO19t/k7n/ZsmX07duXf/75h6ZNmzqnv1BxJiJy+zJkyEDx4sXdHUNE4rnsdKcxxhuYCjwKBACdjDEB1zXrDpy21pYC3gbGJWffe3buoUWLFtSrV49//vmHQoUK0bFjR3XRi4iISJrhsvukGWNqAK9baxvHLw8GsNa+laDNwvg2q40xPsBR4D6bRCi/+4w9dzpuktts2bIxaNAg+vTpQ5YsWVzyOkRERETu1N3cJ82VpzsLAQmnkz8EVLtZG2ttjDHmLJAHOHmznZ6JAGMszz33HCNHjiR//vz3OLaIiIiI+6WKCweMMc8Cz8YvXrI2dvNHH33ERx995M5YcmfykkQRLh5Nn13qps8v9dJnl7qVvdMnurJICwceSLBcOH5dYm0OxZ/uzEncBQTXsNZOA6YBGGPW3Wm3obifPr/US59d6qbPL/XSZ5e6GWPW3elzXXmftLVAaWNMcWNMRuBx4Pvr2nwPdIl/3B5YmtR4NBEREZH0wmU9afFjzF4EFhJ3C47p1totxphRwDpr7ffAp8AXxpjdwCniCjkRERGRdM+lY9KstT8DP1+3bniCx9FAh9vc7bR7EE3cR59f6qXPLnXT55d66bNL3e7483PZLThERERE5M6lubk7RURERNICjy3SjDFNjDE7jDG7jTGDEtmeyRjzVfz2NcaYYm6IKYlIxmf3qjFmqzFmozFmiTGmqDtySuJu9fklaNfOGGONMbrqzIMk5/MzxjwW/z24xRjzZUpnlMQl42dnEWPMMmPMP/E/P5u6I6fcyBgz3Rhz3Biz+SbbjTFmcvxnu9EYUyk5+/XIIs2VU0qJayXzs/sHqGKtDQa+BsanbEq5mWR+fhhjsgMvA2tSNqEkJTmfnzGmNDAYqGWtLQ+8ktI55UbJ/N4bBvyftbYicRfavZ+yKSUJM4AmSWx/FCgd//Us8EFyduqRRRrwILDbWrvXWnsZmAO0uq5NK+Cz+MdfA/WNMSYFM0ribvnZWWuXWWsvxi/+Sdw99MQzJOd7D2A0cX8YRadkOLml5Hx+zwBTrbWnAay1x1M4oyQuOZ+dBXLEP84JHE7BfJIEa+0K4u5ScTOtgM9tnD+BXMaYArfar6cWaYlNKVXoZm2stTHA1SmlxL2S89kl1B34xaWJ5Hbc8vOL76Z/wFr7U0oGk2RJzvdfGaCMMWalMeZPY0xSf/1LyknOZ/c68JQx5hBxd054KWWiyT1wu78bgVQyLZSkTcaYp4AqQF13Z5HkMcZ4AZOArm6OInfOh7hTLg8T14u9whgTZK09485QkiydgBnW2onGmBrE3Wc00Fob6+5g4hqe2pN2O1NKkdSUUpLikvPZYYxpAAwFWlprL6VQNrm1W31+2YFAYLkx5l+gOvC9Lh7wGMn5/jsEfG+tvWKt3QfsJK5oE/dKzmfXHfg/AGvtasCXuHk9xfMl63fj9Ty1SNOUUqnXLT87Y0xF4CPiCjSNh/EsSX5+1tqz1tq81tpi1tpixI0pbGmtveO56eSeSs7Pzu+I60XDGJOXuNOfe1MwoyQuOZ/dAaA+gDHGn7gi7USKppQ79T3QOf4qz+rAWWvtkVs9ySNPd2pKqdQrmZ/dBCAbMDf+Wo8D1tqWbgstTsn8/MRDJfPzWwg0MsZsBRxAf2utzkK4WTI/u77Ax8aYPsRdRNBVnROewRgzm7g/fvLGjxkcAWQAsNZ+SNwYwqbAbuAi0C1Z+9XnKyIiIuJ5PPV0p4iIiEi6piJNRERExAOpSBMRERHxQCrSRERERDyQijQRERERD6QiTUTuOWOMwxgTluCrWBJtI+/B8WYYY/bFH+vv+Lux3+4+Prk6obUxZsh121bdbcb4/Vx9XzYbY34wxuS6RfsKxpim9+LYIpL66BYcInLPGWMirbXZ7nXbJPYxA/jRWvu1MaYREGqtDb6L/d11plvt1xjzGbDTWvtGEu27AlWstS/e6ywi4vnUkyYiLmeMyWaMWRLfy7XJGNMqkTYFjDErEvQ01Y5f38gYszr+uXONMbcqnlYApeKf+2r8vjYbY16JX5fVGPOTMWZD/PqO8euXG2OqGGPGApnjc8yK3xYZ/+8cY0yzBJlnGGPaG2O8jTETjDFrjTEbjTHPJeNtWU38BMvGmAfjX+M/xphVxpiy8XedHwV0jM/SMT77dGPMX/Ftb3gfRSTt8MgZB0Qk1ctsjAmLf7wP6AC0sdaei5+K6E9jzPfX3S39CWChtfYNY4w3kCW+7TCggbX2gjFmIPAqccXLzbQANhljKhN3V+9qgAHWGGN+A0oAh621zQCMMTkTPtlaO8gY86K1tkIi+/4KeAz4Kb6Iqg+8QNycimettVWNMZmAlcaYRfFzY94g/vXVJ27mFIDtQO34u843AN601rYzxgwnQU+aMeZN4qbAezr+VOlfxpjF1toLSbwfIpJKqUgTEVeISljkGGMyAG8aY+oAscT1IOUHjiZ4zlpgenzb76y1YcaYukAAcUUPQEbieqASM8EYM4y4uQy7E1cEzbtawBhjvgVqAwuAicaYccSdIv39Nl7XL8C78YVYE2CFtTYq/hRrsDGmfXy7nMRNWn59kXa1eC0EbAN+TdD+M2NMaeKm+8lwk+M3AloaY/rFL/sCReL3JSJpjIo0EUkJTwL3AZWttVeMMf8SV2A4WWtXxBdxzYAZxphJwGngV2ttp2Qco7+19uurC8aY+ok1stbuNMZUIm4evTHGmCXW2qR65hI+N9oYsxxoDHQE5lw9HPCStXbhLXYRZa2tYIzJQtwcjb2AycBoYJm1tk38RRbLb/J8A7Sz1u5ITl4RSd00Jk1EUkJO4Hh8gfYIUPT6BsaYosAxa+3HwCdAJeBPoJYx5uoYs6zGmDLJPObvQGtjTBZjTFagDfC7MaYgcNFaOxOYEH+c612J79FLzFfEnUa92isHcQXXC1efY4wpE3/MRFlrLwK9gb7GGB/i3p/w+M1dEzQ9D2RPsLwQeMnEdysaYyre7BgikvqpSBORlDALqGKM2QR0Jm4M1vUeBjYYY/4hrpfqXWvtCeKKltnGmI3Eneosl5wDWmv/BmYAfwFrgE+stf8AQcSN5QoDRgBjEnn6NGDj1QsHrrMIqAssttZejl/3CbAV+NsYsxn4iFucqYjPshHoBIwH3op/7QmftwwIuHrhAHE9bhnis22JXxaRNEq34BARERHxQOpJExEREfFAKtJEREREPJCKNBEREREPpCJNRERExAOpSBMRERHxQCrSRERERDyQijQRERERD6QiTURERMQD/T825a+J0XMk/AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[1mInterpreting the output of Random Forest:\n",
+      "\u001b[0m\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Building Random-Forest Classifier\n",
+    "\n",
+    "RF_model = RandomForestClassifier()\n",
+    "\n",
+    "param_dist={'bootstrap': [True, False],\n",
+    "            'max_depth': [10, 20, 50, 100, None],\n",
+    "            'max_features': ['auto', 'sqrt'],\n",
+    "            'min_samples_leaf': [1, 2, 4],\n",
+    "            'min_samples_split': [2, 5, 10],\n",
+    "            'n_estimators': [50, 100]}\n",
+    "\n",
+    "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n",
+    "\n",
+    "#RCV = RandomizedSearchCV(RF_model, param_dist, n_iter=50, scoring='roc_auc', n_jobs=-1, cv=5, random_state=1)\n",
+    "\n",
+    "RF = RF_model.fit(Train_X_std, Train_Y)#.best_estimator_\n",
+    "pred = RF.predict(Test_X_std)\n",
+    "pred_prob = RF.predict_proba(Test_X_std)\n",
+    "Classification_Summary(pred,pred_prob,2)\n",
+    "\n",
+    "print('\\n\\033[1mInterpreting the output of Random Forest:\\n\\033[0m')\n",
+    "rfi=pd.Series(RF.feature_importances_, index=Train_X_std.columns).sort_values(ascending=False)\n",
+    "plt.barh(rfi.index,rfi.values)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cf55fa8e",
+   "metadata": {
+    "id": "1b05ceec",
+    "papermill": {
+     "duration": 0.196901,
+     "end_time": "2022-01-27T17:23:55.828062",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:55.631161",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "307a4bf1",
+   "metadata": {
+    "id": "be513488",
+    "papermill": {
+     "duration": 0.195232,
+     "end_time": "2022-01-27T17:23:56.222256",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:56.027024",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 4. Naive Bayes Classfier:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "ffa88b2f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:23:56.620950Z",
+     "iopub.status.busy": "2022-01-27T17:23:56.620221Z",
+     "iopub.status.idle": "2022-01-27T17:23:56.872439Z",
+     "shell.execute_reply": "2022-01-27T17:23:56.872989Z",
+     "shell.execute_reply.started": "2022-01-27T17:17:32.963291Z"
+    },
+    "id": "664eea17",
+    "outputId": "19165b81-4639-478c-c52d-3a1e35fba094",
+    "papermill": {
+     "duration": 0.456176,
+     "end_time": "2022-01-27T17:23:56.873202",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:56.417026",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<<<-------------------------\u001b[1m Evaluating Naïve Bayes Classifier (NB) \u001b[0m------------------------->>>\n",
+      "\n",
+      "Accuracy = 79.2%\n",
+      "F1 Score = 79.2%\n",
+      "\n",
+      " \u001b[1mConfusiton Matrix:\u001b[0m\n",
+      " [[28  4  4]\n",
+      " [ 4 26  2]\n",
+      " [ 2  5 26]]\n",
+      "\n",
+      "\u001b[1mClassification Report:\u001b[0m\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.82      0.78      0.80        36\n",
+      "           1       0.74      0.81      0.78        32\n",
+      "           2       0.81      0.79      0.80        33\n",
+      "\n",
+      "    accuracy                           0.79       101\n",
+      "   macro avg       0.79      0.79      0.79       101\n",
+      "weighted avg       0.79      0.79      0.79       101\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Building Naive Bayes Classifier\n",
+    "\n",
+    "NB_model = BernoulliNB()\n",
+    "\n",
+    "params = {'alpha': [0.01, 0.1, 0.5, 1.0, 10.0]}\n",
+    "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n",
+    "\n",
+    "#RCV = RandomizedSearchCV(NB_model, params, n_iter=50, scoring='roc_auc', n_jobs=-1, cv=5, random_state=1)\n",
+    "\n",
+    "NB = NB_model.fit(Train_X_std, Train_Y)#.best_estimator_\n",
+    "pred = NB.predict(Test_X_std)\n",
+    "pred_prob = NB.predict_proba(Test_X_std)\n",
+    "Classification_Summary(pred,pred_prob,3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d71b5e1",
+   "metadata": {
+    "id": "32275875",
+    "papermill": {
+     "duration": 0.197614,
+     "end_time": "2022-01-27T17:23:57.276879",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:57.079265",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5703d9e9",
+   "metadata": {
+    "id": "dd030272",
+    "papermill": {
+     "duration": 0.195779,
+     "end_time": "2022-01-27T17:23:57.670652",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:57.474873",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 5. Support Vector Machine Classfier:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "1a5c5df7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:23:58.080635Z",
+     "iopub.status.busy": "2022-01-27T17:23:58.078314Z",
+     "iopub.status.idle": "2022-01-27T17:23:58.451453Z",
+     "shell.execute_reply": "2022-01-27T17:23:58.451973Z",
+     "shell.execute_reply.started": "2022-01-27T17:17:39.838154Z"
+    },
+    "id": "8888c8d8",
+    "outputId": "5a7d2fd7-babc-4e17-ebbc-bb5a99a58ae0",
+    "papermill": {
+     "duration": 0.58289,
+     "end_time": "2022-01-27T17:23:58.452176",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:57.869286",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<<<-------------------------\u001b[1m Evaluating Support Vector Machine (SVM) \u001b[0m------------------------->>>\n",
+      "\n",
+      "Accuracy = 87.1%\n",
+      "F1 Score = 87.2%\n",
+      "\n",
+      " \u001b[1mConfusiton Matrix:\u001b[0m\n",
+      " [[29  3  4]\n",
+      " [ 1 30  1]\n",
+      " [ 0  4 29]]\n",
+      "\n",
+      "\u001b[1mClassification Report:\u001b[0m\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.81      0.88        36\n",
+      "           1       0.81      0.94      0.87        32\n",
+      "           2       0.85      0.88      0.87        33\n",
+      "\n",
+      "    accuracy                           0.87       101\n",
+      "   macro avg       0.88      0.87      0.87       101\n",
+      "weighted avg       0.88      0.87      0.87       101\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Building Support Vector Machine Classifier\n",
+    "\n",
+    "SVM_model = SVC(probability=True).fit(Train_X_std, Train_Y)\n",
+    "\n",
+    "svm_param = {\"C\": [.01, .1, 1, 5, 10, 100],             \n",
+    "             \"gamma\": [.01, .1, 1, 5, 10, 100],\n",
+    "             \"kernel\": [\"rbf\"],\n",
+    "             \"random_state\": [1]}\n",
+    "\n",
+    "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n",
+    "\n",
+    "#RCV = RandomizedSearchCV(SVM_model, svm_param, n_iter=50, scoring='roc_auc', n_jobs=-1, cv=5, random_state=1)\n",
+    "\n",
+    "SVM = SVM_model.fit(Train_X_std, Train_Y)#.best_estimator_\n",
+    "pred = SVM.predict(Test_X_std)\n",
+    "pred_prob = SVM.predict_proba(Test_X_std)\n",
+    "Classification_Summary(pred,pred_prob,4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eccbae05",
+   "metadata": {
+    "id": "4845a263",
+    "papermill": {
+     "duration": 0.197021,
+     "end_time": "2022-01-27T17:23:58.849569",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:58.652548",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0bc472b7",
+   "metadata": {
+    "id": "ee81b23a",
+    "papermill": {
+     "duration": 0.196655,
+     "end_time": "2022-01-27T17:23:59.241246",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:59.044591",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 6. K-Nearest Neighbours Classfier:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "6b44bef6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:23:59.641553Z",
+     "iopub.status.busy": "2022-01-27T17:23:59.640416Z",
+     "iopub.status.idle": "2022-01-27T17:23:59.920435Z",
+     "shell.execute_reply": "2022-01-27T17:23:59.920985Z",
+     "shell.execute_reply.started": "2022-01-27T17:15:22.079125Z"
+    },
+    "id": "30480fe7",
+    "outputId": "4cfa8724-b12b-4c94-a281-2f5951ec7a88",
+    "papermill": {
+     "duration": 0.484636,
+     "end_time": "2022-01-27T17:23:59.921196",
+     "exception": false,
+     "start_time": "2022-01-27T17:23:59.436560",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<<<-------------------------\u001b[1m Evaluating K Nearest Neighbours (KNN) \u001b[0m------------------------->>>\n",
+      "\n",
+      "Accuracy = 81.2%\n",
+      "F1 Score = 81.0%\n",
+      "\n",
+      " \u001b[1mConfusiton Matrix:\u001b[0m\n",
+      " [[31  5  0]\n",
+      " [ 2 29  1]\n",
+      " [ 6  5 22]]\n",
+      "\n",
+      "\u001b[1mClassification Report:\u001b[0m\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.79      0.86      0.83        36\n",
+      "           1       0.74      0.91      0.82        32\n",
+      "           2       0.96      0.67      0.79        33\n",
+      "\n",
+      "    accuracy                           0.81       101\n",
+      "   macro avg       0.83      0.81      0.81       101\n",
+      "weighted avg       0.83      0.81      0.81       101\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Building K-Neareset Neighbours Classifier\n",
+    "\n",
+    "KNN_model = KNeighborsClassifier()\n",
+    "\n",
+    "knn_param = {\"n_neighbors\": [i for i in range(1,30,5)],\n",
+    "             \"weights\": [\"uniform\", \"distance\"],\n",
+    "             \"algorithm\": [\"ball_tree\", \"kd_tree\", \"brute\"],\n",
+    "             \"leaf_size\": [1, 10, 30],\n",
+    "             \"p\": [1,2]}\n",
+    "\n",
+    "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n",
+    "\n",
+    "#RCV = RandomizedSearchCV(KNN_model, knn_param, n_iter=50, scoring='roc_auc', n_jobs=-1, cv=5, random_state=1)\n",
+    "\n",
+    "KNN = KNN_model.fit(Train_X_std, Train_Y)#.best_estimator_\n",
+    "pred = KNN.predict(Test_X_std)\n",
+    "pred_prob = KNN.predict_proba(Test_X_std)\n",
+    "Classification_Summary(pred,pred_prob,5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5db3708a",
+   "metadata": {
+    "id": "bfaa8d63",
+    "papermill": {
+     "duration": 0.201959,
+     "end_time": "2022-01-27T17:24:00.332824",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:00.130865",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a30a4176",
+   "metadata": {
+    "id": "611010b4",
+    "papermill": {
+     "duration": 0.198697,
+     "end_time": "2022-01-27T17:24:00.731449",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:00.532752",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 7. Gradient Boosting Classfier:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "16d5518d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:24:01.145031Z",
+     "iopub.status.busy": "2022-01-27T17:24:01.144125Z",
+     "iopub.status.idle": "2022-01-27T17:24:02.583506Z",
+     "shell.execute_reply": "2022-01-27T17:24:02.584044Z",
+     "shell.execute_reply.started": "2022-01-27T17:15:51.490224Z"
+    },
+    "id": "f68269a5",
+    "outputId": "b591f6e2-6ec8-4d0a-c7ce-ebc980923db6",
+    "papermill": {
+     "duration": 1.651035,
+     "end_time": "2022-01-27T17:24:02.584251",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:00.933216",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<<<-------------------------\u001b[1m Evaluating Gradient Boosting (GB) \u001b[0m------------------------->>>\n",
+      "\n",
+      "Accuracy = 91.10000000000001%\n",
+      "F1 Score = 91.10000000000001%\n",
+      "\n",
+      " \u001b[1mConfusiton Matrix:\u001b[0m\n",
+      " [[33  1  2]\n",
+      " [ 0 31  1]\n",
+      " [ 1  4 28]]\n",
+      "\n",
+      "\u001b[1mClassification Report:\u001b[0m\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.92      0.94        36\n",
+      "           1       0.86      0.97      0.91        32\n",
+      "           2       0.90      0.85      0.88        33\n",
+      "\n",
+      "    accuracy                           0.91       101\n",
+      "   macro avg       0.91      0.91      0.91       101\n",
+      "weighted avg       0.91      0.91      0.91       101\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Building Gradient Boosting Classifier\n",
+    "\n",
+    "GB_model = GradientBoostingClassifier().fit(Train_X_std, Train_Y)\n",
+    "param_dist = {\n",
+    "    \"n_estimators\":[5,20,100,500],\n",
+    "    \"max_depth\":[1,3,5,7,9],\n",
+    "    \"learning_rate\":[0.01,0.1,1,10,100]\n",
+    "}\n",
+    "\n",
+    "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n",
+    "\n",
+    "#RCV = RandomizedSearchCV(GB_model, param_dist, n_iter=50, scoring='roc_auc', n_jobs=-1, cv=5, random_state=1)\n",
+    "\n",
+    "GB = GB_model.fit(Train_X_std, Train_Y)#.best_estimator_\n",
+    "pred = GB.predict(Test_X_std)\n",
+    "pred_prob = GB.predict_proba(Test_X_std)\n",
+    "Classification_Summary(pred,pred_prob,6)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8e955069",
+   "metadata": {
+    "id": "d1ab6dac",
+    "papermill": {
+     "duration": 0.202775,
+     "end_time": "2022-01-27T17:24:02.996889",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:02.794114",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1e62f1d4",
+   "metadata": {
+    "id": "7eba3bc9",
+    "papermill": {
+     "duration": 0.202129,
+     "end_time": "2022-01-27T17:24:03.403985",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:03.201856",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## 8. Extreme Gradient Boosting Classfier:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "0cb30d6b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:24:03.822045Z",
+     "iopub.status.busy": "2022-01-27T17:24:03.821329Z",
+     "iopub.status.idle": "2022-01-27T17:24:05.148865Z",
+     "shell.execute_reply": "2022-01-27T17:24:05.149428Z",
+     "shell.execute_reply.started": "2022-01-27T17:15:57.372662Z"
+    },
+    "id": "2137ccd9",
+    "outputId": "03ce6bb3-ac61-4c1e-d267-712f2bc0130f",
+    "papermill": {
+     "duration": 1.544481,
+     "end_time": "2022-01-27T17:24:05.149635",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:03.605154",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<<<-------------------------\u001b[1m Evaluating Extreme Gradient Boosting (XGB) \u001b[0m------------------------->>>\n",
+      "\n",
+      "Accuracy = 91.10000000000001%\n",
+      "F1 Score = 91.10000000000001%\n",
+      "\n",
+      " \u001b[1mConfusiton Matrix:\u001b[0m\n",
+      " [[35  0  1]\n",
+      " [ 0 29  3]\n",
+      " [ 1  4 28]]\n",
+      "\n",
+      "\u001b[1mClassification Report:\u001b[0m\n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      0.97      0.97        36\n",
+      "           1       0.88      0.91      0.89        32\n",
+      "           2       0.88      0.85      0.86        33\n",
+      "\n",
+      "    accuracy                           0.91       101\n",
+      "   macro avg       0.91      0.91      0.91       101\n",
+      "weighted avg       0.91      0.91      0.91       101\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAGDCAYAAABwRoerAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABiPUlEQVR4nO3deZyNdf/H8dd3hjH2LHGL7NuMmTGMsUfZY+xK6CYplYrsQmSpLINSWiS3iuimpFUi3SJZRmNfI8vYxzoYzMz398cZ5zcYYzBnzizv5+NxHp3rur7XdX3OuRrzme9qrLWIiIiISNri4e4ARERERORmStJERERE0iAlaSIiIiJpkJI0ERERkTRISZqIiIhIGqQkTURERCQNUpImIiIikgYpSRMRtzHG/GOMuWSMiTLGHDXGzDLG5LqhTG1jzK/GmPPGmLPGmO+MMb43lMljjHnbGHMg/lp/x28XvMV9jTGmtzFmizHmgjHmkDFmvjHG35WfV0TkTihJExF3a2mtzQUEAlWAV68dMMbUApYAi4AHgFLARmCVMaZ0fBkvYBlQCWgG5AFqAZFA9Vvc8x2gD9AbyA+UB74BWtxp8MaYLHd6johIcihJE5E0wVp7FPgZR7J2zQTgM2vtO9ba89baU9ba4cCfwOvxZboCxYG21tpt1to4a+1xa+0Ya+2PN97HGFMOeBHoZK391Vp72Vp70Vo7x1o7Lr7Mb8aYZxKc85QxZmWCbWuMedEYsxvYbYz5wBgTesN9Fhlj+sW/f8AY85Ux5oQxZp8xpneCctWNMeuNMeeMMceMMZPv/lsUkYxESZqIpAnGmGLAo8Ce+O0cQG1gfiLF/ws0jn/fCFhsrY1K5q0aAoestWvvLWLaADUAX2Au0NEYYwCMMfmAJsA8Y4wH8B2OGsCi8fd/xRjTNP467wDvWGvzAGXiP5uIiJI0EXG7b4wx54GDwHFgZPz+/Dj+jTqSyDlHgGv9zQrcosyt3Gn5W3krvmbvEvA7YIGH4o91AFZbaw8DwcD91trR1tor1tq9wMfAE/FlrwJljTEFrbVR1to/UyA2EckAlKSJiLu1sdbmBh4GKvL/yddpIA4oksg5RYCT8e8jb1HmVu60/K0cvPbGWmuBeUCn+F2dgTnx70sADxhjzlx7AUOBwvHHe+DoE7fDGLPOGBOSArGJSAagJE1E0gRr7f+AWUBo/PYFYDXwWCLFH8cxWABgKdDUGJMzmbdaBhQzxlRLoswFIEeC7X8lFvIN23OBDsaYEjiaQb+K338Q2GetvS/BK7e1tjmAtXa3tbYTUAgYDyy4g88iIhmYkjQRSUveBhobYyrHbw8BusVPl5HbGJPPGDMWx+jNUfFlPseRCH1ljKlojPEwxhQwxgw1xjS/8QbW2t3A+8BcY8zDxhgvY4y3MeYJY8yQ+GLhQDtjTA5jTFkctV1Jstb+haN2bwbws7X2TPyhtcB5Y8xgY0x2Y4ynMcbPGBMMYIx50hhzv7U2Drh2TlxyvzARybiUpIlImmGtPQF8BoyI314JNAXa4ehHth/HNB1145MtrLWXcQwe2AH8ApzDkRgVBNbc4la9gfeAaTgSo7+Btjg6+ANMAa4Ax4BP+f+my9v5Ij6WLxJ8plggBMeo1X38fyKXN75IM2CrMSYKxyCCJ+L7uYlIJmccXSlEREREJC1RTZqIiIhIGqQkTURERCQNUpImIiIikgYpSRMRERFJg5SkiYiIiKRBWdwdwJ0qWLCgLVmypLvDEBEREbmtsLCwk9ba++/m3HSXpJUsWZL169e7OwwRERGR2zLG7L/bc9XcKSIiIpIGKUkTERERSYOUpImIiIikQUrSRERERNIgJWkiIiIiaZCSNBEREZE0SEmaiIiISBqkJE1EREQkDVKSJiIiIpIGKUkTERERSYNclqQZY2YaY44bY7bc4rgxxkw1xuwxxmwyxlR1VSwiIiIi6Y0ra9JmAc2SOP4oUC7+1RP4wIWxiIiIiKQrLltg3Vq7whhTMokirYHPrLUW+NMYc58xpoi19oirYkquFi1a8OOPP7o7DMmsBoyFwBrujiJDebvuMOoWWevuMEQkE4nYB8u+vrdruCxJS4aiwMEE24fi992UpBljeuKobaN48eIuD0wJmriVErQUpwRNRFLT1zNgYl+4euXeruPOJC3ZrLXTgekA1apVs6l439S6lYiTmbMUANulkZsjyTjC4v+hDPLSz7SIuF5stbW8dbUmTz7ZhdmzZ9/1ddw5ujMCeDDBdrH4fSIiIiLpgrWWhQsX0qdPH+e+6tWr8/fff/P555/f07XdmaR9C3SNH+VZEzibFvqjiYiIiCTHunXrqF+/Pu3atWPq1Kn8/vvvzmOlSpW65+u7rLnTGDMXeBgoaIw5BIwEsgJYaz8EfgSaA3uAi0B3V8UiIiIiklL279/P0KFD+eKLLwAoWLAgr7/+OjVr1kzR+7hydGen2xy3wIuuur+IiIhIShsxYgQTJkzg8uXLZMuWjVdeeYVXX32VvHnzpvi90sXAAREREZG0ICoqisuXL9OlSxfeeOMNSpQo4bJ7KUkTERERSYS1lu+++44sWbLQvHlzAIYPH06nTp0IDg52+f0z3NqdLVq0wBhzTy8RERHJ3MLCwmjQoAGtW7emV69eREdHA5A/f/5USdAgA9akpdREtNcy5tTWYvlf/Hg40i33Tk8y8gzy6x9z/DfsHidBFBGRO3fgwAGGDRvmnN8sf/789OvXD09Pz1SPJcMladek14lolaAlT0ZN0MR18hj3/OElIunDhQsXeOONN5gyZQrR0dF4eXnRp08fhg4dyn333eeWmDJskpbeabb5pGkGeRERSUmenp588cUXREdH88QTT/Dmm2+myFxn90JJmoiIiGQ61lp++OEHateuTf78+fH29mbGjBnkzp2bGjXSxhrKGW7ggIiIiEhS/vrrLxo2bEjLli0ZO3asc3+jRo3STIIGStJEREQkkzh06BBPPfUUQUFBLF++nHz58lGmTBl3h3VLau4UERGRDO38+fOMHz+eyZMnc+nSJbJmzcrLL7/MsGHDyJ8/v7vDuyUlaSIiIpKhhYWF8cYbbwDw2GOP8dZbb6XpGrRr1NwpIiIiGYq1lvDwcOf2ww8/zNChQ1m1ahX//e9/00WCBqpJExfZfbUF52zKTCwsIiKSXBs3bmTAgAEsXbqUNWvWUL16dQBnTVp6oiTtDmg1gORLjQRNk5OKiMg1hw8fZvjw4cyaNQtrLffddx/79+93JmnpkZK0O5BaCVrzBwqkyn1SgyabFRERV4qKimLixImEhoZy8eJFsmTJwosvvshrr71GgQLp+/epkrS7oNUARERE0oaRI0cyefJkANq1a8e4ceMoV66cm6NKGRo4ICIiIunKqVOnnO8HDRpEgwYN+P333/nqq68yTIIGStJEREQkndi8eTPNmjWjdu3aXL16FYDChQuzbNky6tat6+boUp6SNBEREUnTjhw5wrPPPktgYCA///wzR44cYcuWLe4Oy+WUpImIiEiadOHCBUaPHk25cuWYMWMGHh4evPTSS/z9999UqVLF3eG5nAYOiIiISJpjraV+/fqEhYUB0Lp1a8aPH0+FChXcHFnqUZImN9FEtCIi4i6xsbF4enpijOH555/nww8/ZNKkSdSvX9/doaU6JWkJaLJah5RK0DTZrIiIJNfWrVsZOHAg1apVY/To0QA8/fTTPP3003h4ZM7eWUrSEkhOgpaRJpq9HU1EKyIirnbs2DFGjBjBjBkziIuL46+//mLo0KF4e3tn2uTsGiVpidBktSIiIq518eJFpkyZwrhx44iKisLT05NevXrx+uuv4+3t7e7w0gQlaSIiIpKqjh49SnBwMIcOHQKgZcuWTJgwgYoVK7o5srRFSZqIiIikqsKFC1OhQgXuv/9+Jk2axCOPPOLukNKkzN3YKyIiIi63fft2WrduzebNmwEwxvDll1+yfv16JWhJUE2aiIiIuMTx48d5/fXXmT59unNqja+//hqAAgUyz0C8u6WaNBEREUlRly5d4q233qJs2bJ88MEHWGt57rnn+OCDD9wdWrqimjQRERFJMStXrqRz584cPHgQgObNmzNx4kR8fX3dHFn6oyTtBm/XHUbYlcbuDkNERCRdKl68OMePH6dy5cqEhobSqJGmtbpbmSpJS86KAnWLrE2laNI2rRYgIiLJsXPnTqZPn87EiRPx8PCgePHirFq1isDAQDw9Pd0dXrqWqZK0O1nySbPti4iI3NqJEycYPXo0H374ITExMQQEBNCtWzcAgoKC3BxdxpCpkrRrklpRIOxKKgYiIiKSzkRHRzN16lTeeOMNzp07h4eHB88++yxNmzZ1d2gZTqZM0kREROTOLVy4kL59+7J//34AmjVrxsSJE/Hz83NzZBmTkjQRERFJloMHD7J//378/f0JDQ2lSZMm7g4pQ1OSJiIiIonavXs327Zto3Xr1gA8//zzFChQgCeeeEKDAlKBJrMVERGR60RGRvLKK6/g6+tL165dOXHiBABeXl506dJFCVoqUU2aiIiIAHD58mXee+89xo4dy5kzZzDG0KFDB3eHlWkpSRMREcnkrLXMnz+fIUOGsG/fPgAaN25MaGgoAQEBbo4u81KSJiIiIkyZMoV9+/bh6+tLaGgozZo1wxjj7rAyNSVpIiIimdDff/9N1qxZKV68OMYY3n77bTZu3MjTTz9NlixKD9ICDRwQERHJRE6dOkW/fv3w8fGhX79+zv01atSgZ8+eStDSED0JERGRTODy5cu8//77jBkzhtOnT2OMIXfu3MTExCgxS6P0VERERDIway1fffUVgwcPZu/evQA0aNCA0NBQqlSp4uboJClK0kRERDKw/fv306lTJ2JiYvDx8WHixIk0b95cgwLSASVpIiIiGcyhQ4coWrQoxhhKlizJ8OHDKVy4MM8884yaNtMRDRwQERHJIE6fPs3AgQMpU6YMX3/9tXP/yJEjef7555WgpTNK0kRERNK5K1euMHXqVMqWLUtoaChXrlxhw4YN7g5L7pFSahERkXTKWss333zDoEGD2LNnDwD169dn0qRJBAUFuTk6uVcZKklrsfwvmP0LAGbOUjdHIyIi4lqzZs3i6aefBqBChQpMnDiRkJAQDQrIIDJUc+ePhyNvW6b5AwVSIRIRERHXiI6Odr7v2LEjVatWZdq0aWzevJmWLVsqQctAXFqTZoxpBrwDeAIzrLXjbjheHPgUuC++zBBr7Y/3fOMnG2OtvefLiIiIpBVnzpzhzTffZO7cuWzZsoW8efOSI0cO1q9fr8Qsg3JZTZoxxhOYBjwK+AKdjDG+NxQbDvzXWlsFeAJ431XxiIiIpEdXr17lvffeo2zZskycOJFDhw7x44//X5+hBC3jcmVzZ3Vgj7V2r7X2CjAPaH1DGQvkiX+fFzjswnhERETSDWstixYtws/Pj5dffpnIyEgeeugh1q5dS6dOndwdnqQCVzZ3FgUOJtg+BNS4oczrwBJjzMtATqBRYhcyxvQEegIUL148xQMVERFJa3r16sWHH34IQLly5ZgwYQKtW7dWzVkm4u6BA52AWdbaYkBz4HNjzE0xWWunW2urWWur3X///akepIiISGpr164dBQoUYOrUqWzdupU2bdooQctkXFmTFgE8mGC7WPy+hHoAzQCstauNMd5AQeC4C+MSERFJU86dO8e4ceM4deqUs/ascePG/PPPP+TKlcvN0Ym7uDJJWweUM8aUwpGcPQF0vqHMAaAhMMsY4wN4Ayfu9oZv1x1G3SJr4TEIu6K/NkREJG2LiYnh448/ZuTIkZw4cQIPDw+GDBlCyZIlAZSgZXIua+601sYALwE/A9txjOLcaowZbYxpFV+sP/CsMWYjMBd4yt7D3Bl1i6y917AByGOap8h1REREEmOt5fvvv8ff359evXpx4sQJ6tSpwx9//OFM0ERcOk9a/JxnP96wb0SC99uAOil932rZ0DxpIiKSJsXExPDoo4+ydKljZZwyZcowfvx42rVrpz5ncp0MtSyUiIhIWpclSxYefPBB8uXLx4gRI+jVqxdeXl7uDkvSIHeP7hQREcnQzp8/z/Dhw/nll1+c+8aPH8/ff//NK6+8ogRNbkk1aSIiIi4QExPDJ598wogRIzh+/Djffvst4eHheHh4oOmkJDmUpImIiKQgay2LFy9mwIABbNu2DYCaNWsyadIkPDzUgCXJpyRNREQkhRw4cIAePXo4BwWUKlWK8ePH06FDBw0KkDumJE1ERCSF3HfffWzcuJH77ruP1157jRdffJFs2bK5OyxJp1TvKiIicpeioqIYN24cFy9eBCBPnjx8/fXX7Nmzh379+ilBk3uimjQREZE7FBsby3/+8x9ee+01jh49ytWrV3nttdcAqFu3rpujk4xCSZqIiMgd+PnnnxkwYABbtmwBoHr16jRo0MDNUUlGpOZOERGRZNi6dStNmzalWbNmbNmyhRIlSjB37lz+/PNP6tRJ8cVzRFSTJiIikhy7d+9myZIl5M2bl2HDhvHyyy/j7e3t7rAkA1NNmoiISCIuXLjAjz/+//LTrVu3ZvLkyezZs4eBAwcqQROXU5ImIiKSQGxsLDNnzqRcuXK0atWKHTt2AGCMoW/fvhQsWNDNEUpmoeZOERGReL/88gsDBgxg06ZNAFSrVo3o6Gg3RyWZlWrSREQk09u6dSvNmzenSZMmbNq0ieLFizNnzhzWrFlDYGCgu8OTTEo1aSIikumNGTOGn376iTx58jB06FB69+5N9uzZ3R2WZHJK0kREJNO5ePEix44do1SpUgC8+eabFCxYkJEjR3L//fe7OToRBzV3iohIphEXF8enn35K+fLleeKJJ4iLiwOgdOnSvPfee0rQJE1RkiYiIpnCr7/+SlBQEE899RQRERHExMRw8uRJd4clcktK0kREJEPbvn07LVu2pGHDhoSHh1OsWDE+++wz1q1bR6FChdwdnsgtqU+aiIhkWNHR0dSrV4+TJ0+SK1cuXn31VV555RVy5Mjh7tBEbktJmoiIZCiXLl3C09MTLy8vvL29GTp0KDt37mTUqFEULlzY3eGJJJuaO0VEJEOIi4tj9uzZVKhQgWnTpjn39+3blw8//FAJmqQ7StJERCTd+9///kf16tX597//zcGDB/nuu++w1ro7LJF7oiRNRETSrZ07d9K6dWsefvhhwsLCKFq0KLNmzeKXX37BGOPu8ETuifqkiYhIurRu3Tpq1apFbGwsOXPmZMiQIfTr10+DAiTDUJImIiLpRlxcHB4ejkagoKAggoKCCAwMZNSoUfzrX/9yc3QiKUvNnSIikubFxcUxd+5cfH19+eeffwDw8PDg999/56OPPlKCJhmSkjQREUnTfv/9d2rWrEnnzp3ZuXMnH3zwgfOYl5eXGyMTcS0laSIikibt2rWLdu3aUa9ePdatW0eRIkX45JNPePPNN90dmkiqUJ80ERFJc2bMmMELL7xATEwMOXLkYNCgQfTv359cuXK5OzSRVKMkTURE0pxatWphjKFHjx6MHj2aBx54wN0hiaQ6JWkiIuJW1lq+/PJLFi9ezH/+8x+MMVSqVIn9+/dTpEgRd4cn4jbqkyYiIm6zatUqatWqRadOnfj000/55ZdfnMeUoElmpyRNRERS3d9//02HDh2oW7cua9asoXDhwkyfPp0GDRq4OzSRNEPNnSIikqqGDx/OhAkTuHr1KtmzZ2fAgAEMHDiQ3Llzuzs0kTRFSZqIiKSqLFmyEBMTw1NPPcXYsWMpWrSou0MSSZOSnaQZY3JYay+6MhgREclYrLUsWLAAgMceewyAgQMH0qZNGwIDA90YmUjad9s+acaY2saYbcCO+O3Kxpj3XR6ZiIika6tXr6ZOnTo8/vjjvPzyy5w/fx6AnDlzKkETSYbkDByYAjQFIgGstRuBeq4MSkRE0q+9e/fSsWNHateuzerVqylUqBCjRo0ie/bs7g5NJF1JVnOntfagMSbhrljXhCMiIunVxYsXGTFiBO+++y5XrlzB29ub/v37M2jQIPLkyePu8ETSneQkaQeNMbUBa4zJCvQBtrs2LBERSW+8vLz48ccfuXLlCl27dmXs2LE8+OCD7g5LJN1KTpL2PPAOUBSIAJYAvVwZlIiIpH3WWhYuXEitWrUoUqQIWbJkYcaMGXh7e1O1alV3hyeS7iWnT1oFa20Xa21ha20ha+2TgI+rAxMRkbRr7dq11KtXj/bt2zNy5Ejn/tq1aytBE0khyUnS3k3mPhERyeD++ecfOnXqRI0aNVi5ciUFCxZUUibiIrds7jTG1AJqA/cbY/olOJQH8HR1YCIiknacOXOGt956i3feeYfLly+TLVs2+vbty5AhQ8ibN6+7wxPJkJLqk+YF5Iovk3CtjnNAB1cGJSIiacuePXuYMGECAF26dOGNN96gRIkSbo5KJGO7ZZJmrf0f8D9jzCxr7f5UjElERNzMWsvq1aupXbs2ANWqVWPcuHE0aNCA4OBgN0cnkjkkp0/aRWPMRGPMj8aYX6+9XB6ZiIi4xfr163n44YepU6cOv/76///cDx48WAmaSCpKTpI2B8eSUKWAUcA/wDoXxiQiIm5w4MABnnzySYKDg1mxYgUFChQgMjLS3WGJZFrJSdIKWGs/Aa5aa/9nrX0aaODiuEREJJWcO3eOV199lfLlyzNnzhy8vLwYNGgQe/bscS6KLiKpLzmT2V6N/+8RY0wL4DCQ33UhiYhIapowYQLjxo0D4IknnuCtt96iZMmS7g1KRJKVpI01xuQF+uOYHy0P8IorgxIREdex1nLs2DH+9a9/AdC/f382btzI8OHDqVGjhpujE5Frbtvcaa393lp71lq7xVr7iLU2CDiVnIsbY5oZY3YaY/YYY4bcoszjxphtxpitxpgv7jB+ERG5Axs2bKBhw4bUqFGD6OhoAPLly8d3332nBE0kjbllkmaM8TTGdDLGDDDG+MXvCzHG/AG8d7sLG2M8gWnAo4Av0MkY43tDmXLAq0Ada20lVEMnIuISBw8epGvXrgQFBbF8+XKioqLYsmWLu8MSkSQkVZP2CfAMUACYaoyZDYQCE6y1VZJx7erAHmvtXmvtFWAe0PqGMs8C06y1pwGstcfv9AOIiMitnT9/nmHDhlG+fHk+//xzvLy86N+/P3v27KFatWruDk9EkpBUn7RqQIC1Ns4Y4w0cBcpYa5M7HrsocDDB9iHgxrr08gDGmFU4lpp63Vq7+MYLGWN6Aj0Bihcvnszbi4hI06ZNWb16NQCPP/44b731FqVLl3ZzVCKSHEklaVestXEA1tpoY8zeO0jQ7uT+5YCHgWLACmOMv7X2TMJC1trpwHSAatWq2RSOQUQkw7DWEhMTQ9asWQF45ZVXAJg0aRK1atVyY2QicqeSau6saIzZFP/anGB7szFmUzKuHQE8mGC7WPy+hA4B31prr1pr9wG7cCRtIiJyh8LDw2ncuDGDBg1y7nvsscdYtWqVEjSRdCipmjSfe7z2OqCcMaYUjuTsCaDzDWW+AToB/zHGFMTR/Ln3Hu8rIpKpREREMHz4cD799FOstWzevJmxY8eSM2dOjDHuDk9E7lJSC6zf06Lq1toYY8xLwM84+pvNtNZuNcaMBtZba7+NP9bEGLMNiAUGuqBJVUQkQ4qKimLChAmEhoZy6dIlsmbNyosvvshrr71Gzpw53R2eiNyj5Exme9estT8CP96wb0SC9xboF/8SEZFkOnnyJP7+/hw9ehSA9u3bM27cOMqWLevmyEQkpbg0SRMREdcoWLAgNWvW5MiRI0yaNIk6deq4OyQRSWHJWWAdY0x2Y0wFVwcjIiKJ27x5M82aNWPNmjXOfZ9++imrV69WgiaSQd02STPGtATCgcXx24HGmG9dHJeIiACHDx/mmWeeITAwkJ9//plRo0Y5j+XJk0cDA0QysOTUpL2OY/WAMwDW2nCglMsiEhERLly4wKhRoyhXrhyffPIJHh4e9O7dm88++8zdoYlIKklOn7Sr1tqzN/y1pgllRURcZNWqVTz22GMcOXIEgLZt2zJu3DjKly/v5shEJDUlJ0nbaozpDHjGL4jeG/jDtWGJiGReZcuW5fz581SrVo1JkyZRr149d4ckIm6QnObOl4FKwGXgC+As8IoLYxIRyVS2bt3Kc889x9WrVwEoXLgwa9asYc2aNUrQRDIx45iqLIkCxlS11m5IpXhuyxhzy4DXX3b8t1o2x/p1IiJp2dGjRxk5ciQzZswgLi6OadOm0atXL3eHJSIpyBgTZq2tdjfnJqe5c5Ix5l/AAuBLa+2Wu7lRamrevLm7QxARuaWLFy8yefJkxo8fT1RUFJ6enrz44os89thj7g5NRNKQ29akAcQnaY8DHYE8OJK1sS6O7Vax2FvFHHbFMbghyEu1aCKSNn311Vf06dOHiIgIAFq1asWECROoUEFTUYpkRPdSk5asyWyttUettVOB53HMmTYi6TNERCQxZ8+eJSIigqpVq7J8+XIWLVqkBE1EEnXb5k5jjA+OGrT2QCTwJdDfxXGJiGQI27dv56+//qJz584AdOvWjXz58tG6dWs8PJL1d7KIZFLJGTiwGkdi9l9r7eFUiSrpeNTcKSJp3vHjx3n99deZPn06Xl5e7Nq1i2LFirk7LBFJZS4dOGCtrXU3FxYRyYwuXbrE22+/zVtvvcX58+fx9PSkW7dueHt7uzs0EUlnbpmkGWP+a6193BizmetXGDCAtdYGuDw6EZF0wlrL7NmzGTZsGAcPHgQgJCSE8ePH4+vr6+boRCQ9SqomrU/8f0NSIxARkfTus88+4+DBgwQGBhIaGkrDhg3dHZKIpGO3TNKstUfi3/ay1g5OeMwYMx4YfPNZIiKZx44dO/Dw8KB8+fIYY5g0aRJ//fUX//73vzUoQETuWXL+FWmcyL5HUzoQEZH04sSJE7z44ov4+fnRu3dv5/6AgAC6deumBE1EUkRSfdJeAHoBpY0xmxIcyg2scnVgIiJpTXR0NG+//TZvvvkm58+fx8PDgxIlSnDlyhW8vLzcHZ6IZDBJ9Un7AvgJeAsYkmD/eWvtKZdGJSKShsTFxTFv3jxeffVVDhw4AMCjjz7KhAkT8PPzc3N0IpJR3XKeNGNMHmvtOWNM/sSOuytR8w0y9vPVSZfRPGkikpIiIiIoW7Ys0dHRBAQEEBoaSuPGifUEERG5nqvmSfsCx8jOMBxTcJgExyxQ+m5u6Gorj1QnqIS7oxCR9O7vv/+mZMmSeHp6UrRoUcaOHUu+fPno1q0bnp6e7g5PRDKBZC2wnpb4Bhm7LewWtX9zlgJguzRKzZBEJAM5efIko0eP5oMPPmDGjBl069bN3SGJSDrm0gXWjTF1jDE5498/aYyZbIwpfjc3ExFJq6Kjo5k4cSJly5bl3XffJTY2ll27drk7LBHJxJIzTvwD4KIxpjKOhdX/Bj53aVQiIqnEWsu8efPw8fFh0KBBnD17lsaNGxMeHs4bb7zh7vBEJBO77dqdQIy11hpjWgPvWWs/Mcb0cHVgIiKpYe7cuXTp0gWASpUqERoaSrNmzdwclYhI8mrSzhtjXgX+DfxgjPEAsro2LBER14mKinK+79ChA/Xq1ePjjz8mPDxcCZqIpBnJSdI6ApeBp621R4FiwESXRiUi4gKnTp2ib9++lCpVihMnTgDg5eXF//73P5555hmyZElO44KISOq4bZIWn5jNAfIaY0KAaGvtZy6PTEQkhVy+fJnJkydTpkwZ3n77bSIjI/n555/dHZaISJKSM7rzcWAt8BjwOLDGGNPB1YGJiNwray3z58/H19eX/v37c+bMGRo1asRff/3Fk08+6e7wRESSlJy6/WFAsLX2OIAx5n5gKbDAlYGJiNyrl19+mWnTpgHg6+vLxIkTefTRRzHG3OZMERH3S06fNI9rCVq8yGSeJyKS6hJO0N2lSxcKFy7Mhx9+yMaNG2nevLkSNBFJN5JTk7bYGPMzMDd+uyPwo+tCEhG5c6dPn2bs2LEcPnyYuXMd/1zVqlWLf/75B29vbzdHJyJy526bpFlrBxpj2gF143dNt9YudG1YIiLJc+XKFd5//31Gjx7N6dOnMcYwatQoypcvD6AETUTSrVsmacaYckAoUAbYDAyw1kakVmAiIkmx1vL1118zePBg/v77bwAeeeQRQkNDnQmaiEh6llRN2kzgM2AF0BJ4F2iXGkGJiCQlNjaWxo0bs3z5cgAqVqzIxIkTadGihfqciUiGkVSSltta+3H8+53GmA2pEZCIyO14enri7+/Pli1bGDVqFM888wxZs2ohFBHJWJIapeltjKlijKlqjKkKZL9hW0QkVZw5c4ZBgwaxcOH/d4cdNWoUu3fv5oUXXlCCJiIZUlI1aUeAyQm2jybYtkADVwUlIgJw9epVPvzwQ0aNGkVkZCRly5alVatWeHp6ct9997k7PBERl7plkmatfSQ1AxERucZay6JFixg0aBC7d+8GoF69ekyaNAlPT083Rycikjq0mrCIpCkHDx7kySefZMWKFQCUL1+eCRMm0KpVKw0KEJFMRSsHiEiaUrBgQfbt20eBAgV499132bJlC61bt1aCJiKZjpI0EXGrs2fPMnLkSM6cOQNA9uzZWbhwIXv27OGll17SoAARybRu29xpHH++dgFKW2tHG2OKA/+y1q51eXQikmFdvXqVjz/+mJEjR3Ly5Emio6MZP348AEFBQW6OTkTE/ZLTJ+19IA7HaM7RwHngKyDYhXElycxZ6q5bi8g9stby3XffMWjQIHbu3AlA3bp1ad++vZsjExFJW5KTpNWw1lY1xvwFYK09bYzxcnFcd635AwXcHYKI3MLmzZvp3bs3v/32GwBly5Zl/PjxtG3bVn3ORERukJwk7aoxxhPH3GgYY+7HUbPmNrZLI3feXkTu0rFjx/jtt9/Inz8/I0aM4IUXXsDLK83+zSci4lbJGTgwFVgIFDLGvAGsBN50aVQikiGcP3+eBQsWOLcbNWrE9OnT2bNnD3369FGCJiKSBGOtvX0hYyoCDQEDLLPWbnd1YLfiG2TstrDbxywi7hMTE8OMGTMYOXIkx48fJywsjKpVtZqciGQ+xpgwa221uzk3OaM7iwMXge8S7rPWHribG4pIxmWt5ccff2TgwIFs3+74W6527dpaJUBE5C4kp0/aDzj6oxnAGygF7AQquTAuEUlnwsPDGTBgAMuWLQOgdOnSjB8/nvbt22tQgIjIXbhtkmat9U+4bYypCvRyWUQiki699957LFu2jHz58vHaa6/Rq1cvsmXL5u6wRETSrTteu9Nau8EYU8MVwYhI+hEVFUVERAQVKlQAYPTo0eTLl49XX32V/Pnzuzk6EZH077YDB4wx/RJsegBVgQLW2qa3vbgxzYB3AE9ghrV23C3KtQcWAMHW2vVJXVMDB0TcKzY2lpkzZ/Laa69RsGBBwsPDyZLljv/eExHJFO5l4EBypuDIneCVDUcftdbJCMoTmAY8CvgCnYwxvomUyw30AdYkP2wRcYfFixcTGBhIz549OXbsGLly5eLEiRPuDktEJENK8s/f+EQrt7V2wF1cuzqwx1q7N/5a83Akd9tuKDcGGA8MvIt7iEgq2LRpEwMHDmTJkiUAlCxZknHjxvH4449rUICIiIvcsibNGJPFWhsL1LnLaxcFDibYPhS/L+E9qgIPWmt/uMt7iIiLXblyhWbNmrFkyRLy5s1LaGgoO3bsoGPHjkrQRERcKKmatLU4+p+FG2O+BeYDF64dtNZ+fS83NsZ4AJOBp5JRtifQE8BH82GKuFxUVBSenp5kz54dLy8vxowZw6ZNmxgxYgQFCmh9XBGR1JCcPmneQCTQAAgBWsb/93YigAcTbBeL33dNbsAP+M0Y8w9QE/jWGHNT5zpr7XRrbbW77XgnIskTGxvLJ598Qvny5QkNDXXu79GjB++8844SNBGRVJRUklYofmTnFmBz/H+3xv93SzKuvQ4oZ4wpZYzxAp4Avr120Fp71lpb0Fpb0lpbEvgTaHW70Z0i4hpLliyhSpUqPPPMMxw5coTly5eTnGXjRETENZJK0jyBXPGv3AneX3slyVobA7wE/AxsB/5rrd1qjBltjGl1r4GLSMrYsmULjz76KE2bNmXz5s2UKFGCL774gqVLl6rPmYiIG91ynjRjzAZrbZrrAaZ50kRSTnh4OEFBQcTFxZEnTx6GDRtG79698fb2dndoIiIZgqsWWNef0CIZUExMjHPy2cqVK/PII4/g4+PDiBEjuP/++90cnYiIXJNUc2fDVItCRFwuNjaWWbNmUbZsWbZv3w6AMYaff/6Zd999VwmaiEgac8skzVp7KjUDERHXWbZsGUFBQXTv3p39+/fz8ccfO495enq6MTIREbmV5EzBISLp1LZt2wgJCaFRo0Zs3LiRBx98kM8///y66TVERCRt0qrIIhnUzJkz6dmzJ7GxseTOnZtXX32VV155hezZs7s7NBERSQYlaSIZ1COPPEK2bNno1q0br7/+OoUKFXJ3SCIicgeUpIlkAHFxccyePZtvvvmGBQsW4OHhQalSpThw4IBWCRARSafUJ00knfvtt98IDg6mW7duLFy4kO+//955TAmaiEj6pSRNJJ3asWMHrVq14pFHHmHDhg0ULVqUWbNmERKSnKV1RUQkrVNzp0g6NGzYMMaPH09sbCw5c+ZkyJAh9OvXjxw5crg7NBERSSFK0kTSofz582OtpWfPnowaNYp//etf7g5JRERS2C3X7kyrtHanZDZxcXHMnTuXK1eu0L17dwAuX77Mnj17qFSpkpujExGRpNzL2p3qkyaShq1YsYIaNWrw5JNP0q9fP06dciwEki1bNiVoIiIZnJI0kTRo165dtG3blvr167N+/XoeeOABJk+eTN68ed0dmoiIpBL1SRNJQy5dusTgwYP54IMPiImJIWfOnAwaNIj+/fuTM2dOd4cnIiKpSEmaSBqSLVs2Vq9eTVxcHM888wyjR4+mSJEi7g5LRETcQEmaiBtZa/nyyy+pUaMGpUqVwsPDg+nTp5MlSxb8/f3dHZ6IiLiR+qSJuMnKlSupWbMmnTp14tVXX3Xur1KlihI0ERFRkiaS2nbv3k379u156KGHWLt2Lf/6179o1KiRu8MSEZE0Rs2dIqkkMjKSMWPGMG3aNGJiYsiePTsDBw5k4MCB5MqVy93hiYhIGqMkTSSVHD9+nPfee4+4uDi6d+/OmDFjKFq0qLvDEhGRNEpJmoiLWGtZtmwZDRs2xBiDj48P77zzDnXq1CEwMNDd4YmISBqnPmkiLrB69Wrq1KlD48aN+fbbb537X3zxRSVoIiKSLErSRFLQ3r17efzxx6lduzarV6+mUKFCXLlyxd1hiYhIOqQkTSQFnDp1iv79+1OxYkXmz5+Pt7c3w4YNY8+ePTz22GPuDk9ERNIh9UkTSQEffvghkydPxhhD165deeONNyhWrJi7wxIRkXRMSZrIXbDWcuDAAUqUKAFAnz592LRpE4MGDaJq1apujk5ERDICNXeK3KE1a9bw0EMPUb16dc6dOwdAzpw5mTdvnhI0ERFJMUrSRJJp3759dOrUiZo1a7Jq1SqstWzfvt3dYYmISAalJE3kNs6cOcPAgQOpWLEi8+bNw9vbm1dffZU9e/ZQo0YNd4cnIiIZlPqkidxG69atWbFiBQBPPvkkb7zxBsWLF3dzVCIiktEpSRO5gbWWy5cv4+3tDcCQIUMwxjBp0iSCgoLcHJ2IiGQWxlrr7hjuiG+QsdvC0lfMkn6sX7+e/v37U7ZsWT755BPAkbQBGGPcGZqIiKRDxpgwa221uzlXNWkiwP79+xk2bBhz5swBYMeOHZw7d448efIoORMREbfQwAHJ1M6ePcuQIUOoUKECc+bMIVu2bAwaNIhdu3aRJ08ed4cnIiKZmGrSJNM6c+YMFSpU4Pjx4wB06tSJN998k5IlS7o3MBEREZSkSSZjrXU2X9533300adKE/fv3ExoaSvXq1d0cnYiIyP9Tc6dkGmFhYTRo0IClS5c693300Uf873//U4ImIiJpjmrSJMM7ePAgQ4cOZfbs2YBjlGajRo0AyJEjhztDExERuSXVpEmGde7cOYYNG0b58uWZPXs2Xl5eDBgwgK+++srdoYmIiNyWatIkQ1q9ejVt2rRxDgro2LEjb775JqVLl3ZzZCIiIsmjJE0yJB8fH2JjY6lduzaTJk2iZs2a7g5JRETkjqi5UzKE8PBwunTpwqVLlwDHyM21a9eycuVKJWgiIpIuKUmTdO3QoUM89dRTVK1alS+++IJ3333Xeax06dJaLUBERNItNXdKunT+/HkmTJjApEmTuHTpElmzZuWll17imWeecXdoIiIiKUJJmqQ78+fP5+WXX+bYsWMAdOjQgXHjxlGmTBk3RyYiIpJylKRJunTs2DFq1qzJpEmTqF27trvDERERSXHqkyZp3qZNm5g+fbpzu0OHDvz000/88ccfStBERCTDUpImadbhw4fp0aMHgYGBvPjii+zevRtwrBjQrFkzDQoQEZEMTc2dkuZERUURGhrKxIkTuXjxIlmyZKFXr17kz5/f3aGJiIikGiVpkmZYa5k5cyavvfYaR44cAaBdu3aMGzeOcuXKuTk6ERGR1KUkTdIMYwzff/89R44cITg4mEmTJvHQQw+5OywRERG3MNZad8dwR3yDjN0Wlr5illvbsmULcXFxBAQEALB7927Wr19Px44d8fBQl0kREUnfjDFh1tpqd3OuS38LGmOaGWN2GmP2GGOGJHK8nzFmmzFmkzFmmTGmhCvjkbTj6NGj9OzZk8qVK/Pcc89x7Y+FcuXK0alTJyVoIiKS6bnsN6ExxhOYBjwK+AKdjDG+NxT7C6hmrQ0AFgATXBWPpA0XLlxgzJgxlC1blo8//hgPDw+qVavG5cuX3R2aiIhImuLKPmnVgT3W2r0Axph5QGtg27UC1trlCcr/CTzpwnjEjWJjY/n8888ZNmwYhw8fBqB169aMHz+eChUquDk6ERGRtMeVSVpR4GCC7UNAjSTK9wB+cmE84kanTp2id+/enD9/nqCgICZNmkT9+vXdHZaIiEialSZGdxpjngSqAYn+1jbG9AR6AvhUTcXA5J5s376dMmXK4OXlxf33309oaCg5cuSgc+fO6nMmIiJyG678TRkBPJhgu1j8vusYYxoBw4BW1tpEOyZZa6dba6vd7egISV3Hjh3j+eefx8/Pj48++si5v2fPnjz55JNK0ERERJLBlTVp64ByxphSOJKzJ4DOCQsYY6oAHwHNrLXHXRiLpIKLFy8yZcoUxo0bR1RUFJ6enhw9etTdYYmIiKRLLkvSrLUxxpiXgJ8BT2CmtXarMWY0sN5a+y0wEcgFzI9fh/GAtbaVq2IS14iLi2P27NkMGzaMQ4cOAdCyZUvGjx+Pj4+Pm6MTERFJnzSZrdyzr776ig4dOgBQpUoVQkNDadCggZujEhERcb97mcw2TQwckPTn9OnT5MuXD4A2bdrQokULHn/8cfU5ExERSSH6bSp35Pjx47z44ouUKFGCgwcdM6x4enry/fff07VrVyVoIiIiKUS/USVZLl26xLhx4yhbtizvv/8+Fy5cYNmyZe4OS0REJMNSc6ckKS4ujrlz5zJ06FAOHDgAQPPmzZkwYQKVKlVyc3QiIiIZl5I0SVLfvn2ZOnUqAAEBAUyaNIlGjRq5OSoRcYWrV69y6NAhoqOj3R2KSLrj7e1NsWLFyJo1a4pdU0ma3CQuLs7Zt6xHjx58/fXXjB49mq5du+Lp6enm6ETEVQ4dOkTu3LkpWbIk8dMiiUgyWGuJjIzk0KFDlCpVKsWuqyRNnE6ePMmoUaP4+++/+eGHHzDGEBAQwN69e1P0LwMRSZuio6OVoIncBWMMBQoU4MSJEyl6XSVpQnR0NFOnTuWNN97g3LlzeHh4sHXrVvz8/ACUoIlkIkrQRO6OK352NLozE7s2KKBixYoMHjyYc+fO0bRpU8LDw50JmoiIiLiHkrRMKi4ujgYNGtC5c2f279+Pn58fixcvZvHixfj7+7s7PBHJpDw9PQkMDMTPz4+WLVty5swZ57GtW7fSoEEDKlSoQLly5RgzZgwJV8356aefqFatGr6+vlSpUoX+/fu74RPcnU6dOhEQEMCUKVOSVT5XrlwuicNaS+/evSlbtiwBAQFs2LAh0XKXLl2ifv36xMbGuiSOlPDWW29RtmxZKlSowM8//5xomV9//ZWqVavi5+dHt27diImJARwTtrdt25aAgACqV6/Oli1bALhy5Qr16tVzlnM1JWmZlIeHB3Xr1uVf//oXH3/8MeHh4TRt2tTdYYlIJpc9e3bCw8PZsmUL+fPnZ9q0aYAjKWjVqhVDhgxh586dbNy4kT/++IP3338fgC1btvDSSy8xe/Zstm3bxvr16ylbtmyKxuaqX8xHjx5l3bp1bNq0ib59+7rkHsn1008/sXv3bnbv3s306dN54YUXEi03c+ZM2rVrl+zBZNZa4uLiUjLUJG3bto158+axdetWFi9eTK9evW5KKOPi4ujWrRvz5s1jy5YtlChRgk8//RSAN998k8DAQDZt2sRnn31Gnz59APDy8qJhw4Z8+eWXqfI5lKRlEpGRkfTt25fPP//cue/VV19l9+7dPPPMMxq1KSLXMca45HUnatWqRUREBABffPEFderUoUmTJgDkyJGD9957j3HjxgEwYcIEhg0bRsWKFQFHjVxiCUZUVBTdu3fH39+fgIAAvvrqK+D6mqkFCxbw1FNPAfDUU0/x/PPPU6NGDQYNGkTJkiWvq90rV64cx44d48SJE7Rv357g4GCCg4NZtWrVTfeOjo523rtKlSosX74cgCZNmhAREUFgYCC///77deccO3aMtm3bUrlyZSpXrswff/xx0+dp2LAhVatWxd/fn0WLFgFw4cIFWrRoQeXKlfHz83MmFUOGDMHX15eAgAAGDBhwU4yLFi2ia9euGGOoWbMmZ86c4ciRIzeVmzNnDq1bt04yhn/++YcKFSrQtWtX/Pz8OHjwIBMnTiQ4OJiAgABGjhzpvF6bNm0ICgqiUqVKTJ8+/ab73alFixbxxBNPkC1bNkqVKkXZsmVZu3btdWUiIyPx8vKifPnyADRu3Nj5/8O2bduca1BXrFiRf/75h2PHjjljnTNnzj3HmBwaOJDBXb58mffee4+xY8dy5swZihUrxhNPPEHWrFnJmTOnu8MTEUlUbGwsy5Yto0ePHoCjqTMoKOi6MmXKlCEqKopz586xZcuWZDVvjhkzhrx587J582bA0ax1O4cOHeKPP/7A09OT2NhYFi5cSPfu3VmzZg0lSpSgcOHCdO7cmb59+1K3bl0OHDhA06ZN2b59+3XXmTZtGsYYNm/ezI4dO2jSpAm7du3i22+/JSQkhPDw8Jvu3bt3b+rXr8/ChQuJjY0lKirquuPe3t4sXLiQPHnycPLkSWrWrEmrVq1YvHgxDzzwAD/88AMAZ8+eJTIykoULF7Jjxw6MMdclm9dERETw4IMPOreLFStGREQERYoUce67cuUKe/fupWTJkknGALB7924+/fRTatasyZIlS9i9ezdr167FWkurVq1YsWIF9erVY+bMmeTPn59Lly4RHBxM+/btKVCgwHWx9e3b15nYJvTEE08wZMiQmz5HzZo1b/ocCRUsWJCYmBjWr19PtWrVWLBggXO5w8qVK/P111/z0EMPsXbtWvbv38+hQ4coXLgwfn5+rFu37qY4XEFJWgZlrWX+/PkMGTKEffv2AdCoUSNCQ0M1WlNEbithX6/UdOnSJQIDA4mIiMDHx4fGjRun6PWXLl3KvHnznNv58uW77TmPPfaYs7WhY8eOjB49mu7duzNv3jw6duzovO62bduc55w7d46oqKjrauhWrlzJyy+/DDhqZ0qUKMGuXbvIkyfPLe/966+/8tlnnwGO2sG8efNed9xay9ChQ1mxYgUeHh5ERERw7Ngx/P396d+/P4MHDyYkJISHHnqImJgYvL296dGjByEhIYSEhNz2syfm5MmT3HfffbeNAaBEiRLOZGnJkiUsWbKEKlWqAI4auN27d1OvXj2mTp3KwoULATh48CC7d+++KUlLbn+95DLGMG/ePPr27cvly5dp0qSJ8zkPGTKEPn36EBgY6Kz5vHbM09MTLy8vzp8/T+7cuVM0phspScuAIiIi6NChA3/++ScAvr6+hIaG0qxZMw2vF5E07VqftIsXL9K0aVOmTZtG79698fX1ZcWKFdeV3bt3L7ly5SJPnjxUqlSJsLAwKleufFf3Tfhv440rLiRsdahVqxZ79uzhxIkTfPPNNwwfPhxw9G/6888/8fb2vqv73605c+Zw4sQJwsLCyJo1KyVLliQ6Opry5cuzYcMGfvzxR4YPH07Dhg0ZMWIEa9euZdmyZSxYsID33nuPX3/99brrFS1a1FmbBI5axKJFi15XJnv27Nd9R7eKAa7/7qy1vPrqqzz33HPXXe+3335j6dKlrF69mhw5cvDwww8nuurFndSkJedzgON5XmtiXrJkCbt27QIgT548/Oc//3HGXapUKUqXLu087/Lly6nyrNUnLQMqVKgQp0+fpnDhwnz00Uds3LiRRx99VAmaiKQbOXLkYOrUqUyaNImYmBi6dOnCypUrWbp0KeCocevduzeDBg0CYODAgbz55pvOX7JxcXF8+OGHN123cePGzsEI8P/NnYULF2b79u3ExcU5a3QSY4yhbdu29OvXDx8fH2dtT5MmTXj33Xed5RJrunzooYecfZl27drFgQMHqFChQpLfQ8OGDfnggw8ARxPw2bNnrzt+9uxZChUqRNasWVm+fDn79+8H4PDhw+TIkYMnn3ySgQMHsmHDBqKiojh79izNmzdnypQpbNy48ab7tWrVis8++wxrLX/++Sd58+a9rqkTHLWPsbGxzkTqVjHcqGnTpsycOdPZZBsREcHx48c5e/Ys+fLlI0eOHOzYscNZwXCjKVOmEB4eftPrxgTt2ueYN28ely9fZt++fezevZvq1avfVO748eOAI+kaP348zz//PABnzpzhypUrAMyYMYN69eo5azwjIyMpWLBgqrRKKUnLAE6fPs3gwYOd1ctZs2bl66+/Zvfu3fTs2ZMsWVRhKiLpT5UqVQgICGDu3Llkz56dRYsWMXbsWCpUqIC/vz/BwcG89NJLgGNt4bfffptOnTrh4+ODn58fe/fuvemaw4cP5/Tp0/j5+VG5cmVnzcy4ceMICQmhdu3aNyUlN+rYsSOzZ892NnUCTJ06lfXr1xMQEICvr2+iCWKvXr2Ii4vD39+fjh07MmvWLLJly5bkvd555x2WL1+Ov78/QUFB1zWpAnTp0oX169fj7+/PZ5995hw4sXnzZqpXr05gYCCjRo1i+PDhnD9/npCQEAICAqhbty6TJ0++6X7NmzendOnSlC1blmeffdY5evZGTZo0YeXKlUnGkNg5nTt3platWvj7+9OhQwfOnz9Ps2bNiImJwcfHhyFDhlzXl+xuVapUiccffxxfX1+aNWvGtGnTnM2VzZs35/DhwwBMnDgRHx8fAgICaNmypXOwwPbt2/Hz86NChQr89NNPvPPOO85rL1++nBYtWtxzjMlh3NXv4G75Bhm7LSx9xewqV65c4f3332f06NGcPn2a559/3vkXl4jIndq+fTs+Pj7uDkPSgQ0bNjBlypTrZgzILNq1a8e4ceOco0ITSuxnyBgTZq2tdjf3UhVLOmSt5euvv2bw4MH8/fffADRo0ICePXu6OTIREckMqlatyiOPPEJsbGymmsLpypUrtGnTJtEEzRWUpKUzGzdu5MUXX3TOwePj48PEiRNp3ry5+pyJiEiqefrpp90dQqrz8vKia9euqXY/9UlLZ6Kjo1m1ahX3338/H3zwAZs2baJFixZK0ERERDIYJWlp3OnTp53DgAFq1KjBF198wZ49e3j++ec1KEBERCSDUpKWRl25coWpU6dStmxZnn766evmB+rUqVOSkx+KiIhI+qdqmDTGWss333zD4MGD2b17NwD169e/bnZnERERyfhUk5aGrFu3jvr169OuXTt2795N+fLlWbRoEcuXLycgIMDd4YmIuJynpyeBgYH4+fnRsmXL69aX3Lp1Kw0aNKBChQqUK1eOMWPGXLd81U8//US1atXw9fWlSpUqyVrLM63o1KkTAQEByV76KOFyUylpx44d1KpVi2zZshEaGnrLctZaGjRowLlz51wSR0r49NNPKVeuHOXKlePTTz9NtMzGjRud87a1bNnS+XmuXr1Kt27d8Pf3x8fHh7feegtwtHLVq1ePmJiYVPkMStLSkC+++ILff/+dggUL8t5777FlyxZatWqlQQEikmlcWxZqy5Yt5M+f37k6wKVLl2jVqhVDhgxh586dbNy4kT/++MM52eqWLVt46aWXmD17Ntu2bWP9+vWULVs2RWNz1S/mo0ePsm7dOjZt2kTfvn1dco/kyp8/P1OnTmXAgAFJlvvxxx+pXLnyHXW9iY2Nvdfwku3UqVOMGjWKNWvWsHbtWkaNGuVcXSKhZ555hnHjxrF582batm3LxIkTAZg/fz6XL19m8+bNhIWF8dFHH/HPP//g5eVFw4YN+fLLL1PlcyhJc6OzZ89et3TIa6+9xrBhw9izZw8vvviiFkIXEbcxc5a65HUnatWqRUREBOD4I7ZOnTo0adIEcCwb9d577zFu3DgAJkyYwLBhw5yz3Xt6evLCCy/cdM2oqCi6d++Ov78/AQEBfPXVV8D1NVMLFizgqaeeAuCpp57i+eefp0aNGgwaNIiSJUteV7tXrlw5jh07xokTJ2jfvj3BwcEEBwc7p0lKKDo62nnvKlWqOFc7aNKkCREREQQGBjrXkbzm2LFjtG3blsqVK1O5cmX++OOPmz5Pw4YNqVq1Kv7+/ixatAiACxcu0KJFCypXroyfn58zqRgyZAi+vr4EBAQkmogVKlSI4ODg2/7+mTNnDq1bt3Zut2nThqCgICpVqsT06dOd+3PlykX//v2pXLkyq1evZvbs2c6VEJ577jln4vbCCy9QrVo1KlWqxMiRI5O8d3L8/PPPNG7cmPz585MvXz4aN27M4sWLbyq3a9cu6tWrBziWDLv2/4MxhgsXLhATE8OlS5fw8vJyJqRt2rRxLu/lauqT5gZXr15l+vTpvP766+TOnZvt27eTLVs28ufPz9ixY90dnoiI28XGxrJs2TJ69OgBOJo6g4KCritTpkwZoqKiOHfuHFu2bElW8+aYMWPImzcvmzdvBki0duVGhw4d4o8//sDT05PY2FgWLlxI9+7dWbNmDSVKlKBw4cJ07tyZvn37UrduXQ4cOEDTpk3Zvn37ddeZNm0axhg2b97Mjh07aNKkCbt27eLbb78lJCQk0fU+e/fuTf369Vm4cCGxsbHOdS+v8fb2ZuHCheTJk4eTJ09Ss2ZNWrVqxeLFi3nggQf44YcfAEelQGRkJAsXLmTHjh0YY65LNu/UqlWr+Oijj5zbM2fOJH/+/Fy6dIng4GDat29PgQIFuHDhAjVq1GDSpEls376d8ePHs2rVKrJmzUqvXr2YM2cOXbt25Y033iB//vzExsbSsGFDNm3adFM3n4kTJyaaHNWrV4+pU6dety8iIoIHH3zQuV2sWDFnwp9QpUqVWLRoEW3atGH+/PnORdk7dOjAokWLKFKkCBcvXmTKlCnkz58fAD8/P9atW3fX392dUJKWiqy1fPfddwwaNIidO3cCULFiRU6cOEGxYsXcHJ2IyP+zXRq55b6XLl0iMDCQiIgIfHx8aNy4cYpef+nSpcybN8+5nS9fvtue89hjjzln1e/YsSOjR4+me/fuzJs3z7l+59KlS69bV/PcuXNERUVdV0O3cuVKXn75ZcDxb3+JEiXYtWtXkk2Gv/76K5999hngqB3MmzfvdcettQwdOpQVK1bg4eFBREQEx44dw9/fn/79+zN48GBCQkJ46KGHiImJwdvbmx49ehASEkJISMhtP/utnDp1ity5czu3p06d6lyY/uDBg+zevZsCBQrg6elJ+/btAVi2bBlhYWEEBwcDjmddqFAhAP773/8yffp0YmJiOHLkCNu2bbspSRs4cCADBw6865gTM3PmTHr37s2YMWNo1aoVXl5eAKxduxZPT08OHz7M6dOneeihh2jUqBGlS5fG09MTLy8vzp8/f9134Apq7kwlYWFhNGjQgNatW7Nz507Kli3L119/zYoVK5SgiYjEu9Ynbf/+/VhrnX3SfH19CQsLu67s3r17yZUrF3ny5KFSpUo3Hb8TCfv+RkdHX3csZ86czve1atViz549nDhxgm+++YZ27doBEBcXx59//kl4eDjh4eFERES4rHN/QnPmzOHEiROEhYURHh5O4cKFiY6Opnz58mzYsAF/f3+GDx/O6NGjyZIlC2vXrqVDhw58//33NGvW7K7vmyVLFuLi4gD47bffWLp0KatXr2bjxo1UqVLF+R16e3s7E1xrLd26dXN+Rzt37uT1119n3759hIaGsmzZMucE7Tc+A3DUpAUGBt706t27901lixYt6qwVA0dtaNGiRW8qV7FiRZYsWUJYWBidOnWiTJkygKN5vVmzZmTNmpVChQpRp04d1q9f7zzv8uXLeHt73/X3l1xK0lJBTEwMHTp04LfffiN//vy88847bN26lbZt22pQgIhIInLkyMHUqVOZNGkSMTExdOnShZUrV7J0qaNf26VLl+jduzeDBg0CHLUsb775Jrt27QIcSdOHH35403UbN27sTPzg/5s7CxcuzPbt24mLi3PWCCXGGEPbtm3p168fPj4+FChQAHD0K3v33Xed5RJrunzooYeczXW7du3iwIEDVKhQIcnvoWHDhnzwwQeAown47Nmz1x0/e/YshQoVImvWrCxfvpz9+/cDcPjwYXLkyMGTTz7JwIED2bBhA1FRUZw9e5bmzZszZcoUNm7cmOS9k1KhQgX27t3rjCFfvnzkyJGDHTt28Oeff97ysyxYsIDjx48Djtq4/fv3c+7cOXLmzEnevHk5duwYP/30U6LnDxw40JngJXzd2NQJ0LRpU5YsWcLp06c5ffo0S5YsoWnTpjeVuxZLXFwcY8eO5fnnnwegePHi/Prrr4Cjf9+ff/7p7O8YGRlJwYIFU6XfuJI0Fzl37pxzKG+WLFkYP348AwYM4O+//6Z3797OKlUREUlclSpVCAgIYO7cuWTPnp1FixYxduxYKlSogL+/P8HBwbz00ksABAQE8Pbbb9OpUyd8fHzw8/NzJhEJDR8+nNOnT+Pn50flypWdnffHjRtHSEgItWvXpkiRIknG1bFjR2bPnu1s6gRHc9/69esJCAjA19c30QSxV69exMXF4e/vT8eOHZk1axbZsmVL8l7vvPMOy5cvx9/fn6CgoOuaVAG6dOnC+vXr8ff357PPPnMmEps3b3Z20B81ahTDhw/n/PnzhISEEBAQQN26dZk8efJN9zt69CjFihVj8uTJjB07lmLFiiU6zUaLFi347bffAGjWrBkxMTH4+PgwZMgQatasmehn8fX1ZezYsTRp0oSAgAAaN27MkSNHqFy5MlWqVKFixYp07tyZOnXqJPmdJEf+/Pl57bXXnAM5RowY4exT9swzzzhrxebOnUv58uWpWLEiDzzwAN27dwfgxRdfJCoqikqVKhEcHEz37t2dza/Lly+nRYsW9xxjcpiEc8ykB75Bxm4LS7sxx8TE8PHHHzNy5Ei6devmHM4rIpLWbd++HR8fH3eHIenAkSNH6Nq1K7/88ou7Q0l17dq1Y9y4cZQvX/6mY4n9DBljwqy11e7mXqpJSyHWWn744QcCAgLo1auXs4/AtTZ7ERGRjKJIkSI8++yzaXoyW1e4cuUKbdq0STRBcwUlaSkgPDycRo0aERISwvbt2yldujTz589n2bJleHjoKxYRkYzn8ccfz3TrSHt5edG1a9dUu5+m4LhHO3bsoGrVqlhryZcvH6+99hq9evW6bT8DERERkaQoSbsLV65ccXb8r1ixIm3btqVEiRIMHz7c2TFRRERE5F6oLe4OxMTEMH36dEqUKHHdfCkLFixg8uTJStBEREQkxShJSwZrLT/99JNzrbGjR486Z4AGNNeZiIiIpDglabexceNGmjRpQvPmzdm6dSulSpXiyy+/5J133nF3aCIiGY6npyeBgYH4+fnRsmXL69aX3Lp1Kw0aNKBChQqUK1eOMWPGkHAaqZ9++olq1arh6+tLlSpVkrWWZ1rRqVMnAgICmDJlSrLKu2o1gzlz5hAQEIC/vz+1a9e+5YS31loaNGiQpkd3fvrpp5QrV45y5crx6aefJlpm48aN1KpVC39/f1q2bHnd59m0aRO1atWiUqVK+Pv7O1dBaNSoUbLWfE0R1tp09fKpik0ts2bNssYYC9j77rvPhoaG2ujo6FS7v4hIatq2bZu7Q7A5c+Z0vu/atasdO3astdbaixcv2tKlS9uff/7ZWmvthQsXbLNmzex7771nrbV28+bNtnTp0nb79u3WWmtjYmLs+++/n6KxXb16NUWvd82RI0dsmTJl7uichN9TSlq1apU9deqUtdbaH3/80VavXj3Rct9//7195ZVX7ujaMTEx9xxfckVGRtpSpUrZyMhIe+rUKVuqVCnn50qoWrVq9rfffrPWWvvJJ5/Y4cOHW2sdz9rf39+Gh4dba609efKkM/5Zs2Y5/7+8UWI/Q8B6e5c5j9uTrjt9pWaSdvjwYZsvXz7bp08fe/LkyVS7r4iIOyT8BbP+Mi553U7C5OODDz6wL7zwgrXW2hkzZth///vf15Xds2ePLVasmLXW2n//+9/2k08+ue31z58/b5966inr5+dn/f397YIFC2667/z58223bt2stdZ269bNPvfcc7Z69eq2b9++tkSJEvb06dPOsmXLlrVHjx61x48ft+3atbPVqlWz1apVsytXrrzp3pcuXXLeOzAw0P7666/WWmv9/f2tt7e3rVy5sl2xYsV15xw9etS2adPGBgQE2ICAALtq1arr4j1//rxt0KCBrVKlivXz87PffPONtdbaqKgo27x5cxsQEGArVapk582bZ621dvDgwdbHx8f6+/vb/v37J/ldnTp1yj7wwAOJHuvUqZNdvny5c7t169a2atWq1tfX13700UfO/Tlz5rT9+vWzAQEB9vfff7eff/65DQ4OtpUrV7Y9e/Z0Jj7PP/+8DQoKsr6+vnbEiBFJxpUcX3zxhe3Zs6dzu2fPnvaLL764qVyePHlsXFyctdbaAwcOWB8fH2uttT/88IPt0qVLotc+deqUrVSpUqLHUjpJ0+jOeLGxscyaNYu5c+eyePFismTJQpEiRdi/f7/LV7kXEZHrxcbGsmzZMnr06AE4mjqDgoKuK1OmTBmioqI4d+4cW7ZsSVbz5pgxY8ibNy+bN28GSFaz1aFDh/jjjz/w9PQkNjaWhQsX0r17d9asWUOJEiUoXLgwnTt3pm/fvtStW5cDBw7QtGlTtm/fft11pk2bhjGGzZs3s2PHDpo0acKuXbv49ttvCQkJSXS9z969e1O/fn0WLlxIbGwsUVFR1x339vZm4cKF5MmTh5MnT1KzZk1atWrF4sWLeeCBB/jhhx8Ax/qakZGRLFy4kB07dmCMua4pOTGffPIJjz76aKLHVq1axUcffeTcnjlzJvnz5+fSpUsEBwfTvn17ChQowIULF6hRowaTJk1i+/btjB8/nlWrVpE1a1Z69erFnDlz6Nq1K2+88Qb58+cnNjaWhg0bsmnTJucyTNdMnDjRufZpQvXq1btp/c6IiAgefPBB53axYsWIiIi46dxKlSqxaNEi2rRpw/z5852Lsu/atQtjDE2bNuXEiRM88cQTznVi8+XLx+XLl4mMjHSu3eoqStKAJUuWMGDAAOcP7VdffeVck00JmohkRkFe7ll+79KlSwQGBhIREYGPjw+NGzdO0esvXbqUefPmObfz5ct323Mee+wxPD09Ace6naNHj6Z79+7MmzfP+bti6dKl162ree7cOaKioq7rO7Zy5UpefvllwDF9U4kSJdi1a1eSE8L++uuvzoFqnp6e5M2b97rj1lqGDh3KihUr8PDwICIigmPHjuHv70///v0ZPHgwISEhPPTQQ8TExODt7U2PHj0ICQkhJCTklvddvnw5n3zyCStXrkz0+KlTp677/Th16lTnwvQHDx5k9+7dFChQAE9PT9q3bw/AsmXLCAsLIzg4GHA860KFCgHw3//+l+nTpxMTE8ORI0fYtm3bTUnawIEDGThw4C1jvhszZ86kd+/ejBkzhlatWjmn14qJiWHlypWsW7eOHDly0LBhQ4KCgmjYsCEAhQoV4vDhwy5P0jL1wIEtW7bQrFkzmjZtyubNmylRogRz587lsccec3doIiKZUvbs2QkPD2f//v1Ya5k2bRrgWJw7LCzsurJ79+4lV65c5MmTh0qVKt10/E4kHKV/rYP4NTlz5nS+r1WrFnv27OHEiRN88803tGvXDoC4uDj+/PNPwsPDCQ8PJyIiwmWd+xOaM2eOcxnC8PBwChcuTHR0NOXLl2fDhg34+/szfPhwRo8eTZYsWVi7di0dOnTg+++/p1mzZolec9OmTTzzzDMsWrTolklIlixZnMse/vbbbyxdupTVq1ezceNGqlSp4vwOvb29nQmutZZu3bo5v6OdO3fy+uuvs2/fPkJDQ1m2bBmbNm2iRYsWNz0DcNSkBQYG3vTq3bv3TWWLFi3qrBUDR21o0aJFbypXsWJFlixZQlhYGJ06daJMmTKAo+atXr16FCxYkBw5ctC8eXM2bNjgPC86Oprs2bMn+t2kqLttJ3XXK6X6pL366qvWw8PDAjZPnjx2/Pjx9tKlSylybRGR9CitDRzYsGGDLV68uL169aq9ePGiLVWqlP3ll1+stY6BBC1atLBTp0611lq7ceNGW6ZMGbtz505rrbWxsbH2gw8+uOn6gwcPtn369HFuX+tMXqZMGbtt2zYbGxtr27Vrd12ftPnz5193jQEDBtgnn3zSPvroo859nTp1shMmTHBu//XXXzfde9KkSfbpp5+21lq7c+dOW7x4cRsdHW337dt3yz5OHTt2tFOmTLHWOjrenzlz5rrv6e2337YvvfSStdbaX3/91QJ23759NiIiwvk77bvvvrOtW7e258+ft8eOHbPWWnvmzBmbP3/+m+63f/9+W6ZMGWfft1upUaOG3b17t7XW2m+++caGhIRYa63dvn27zZYtm7O/WsLnuXXrVlu2bFlnDJGRkfaff/6x4eHhNiAgwMbGxtqjR4/aQoUK2f/85z9J3v92IiMjbcmSJe2pU6fsqVOnbMmSJW1kZORN5a7FEhsbe12/xlOnTtkqVarYCxcu2KtXr9qGDRva77//3lprbVxcnH3ggQcSHUiS0n3SMm1NWqlSpfDw8OCll17i77//ZtCgQXh7e7s7LBERiVelShUCAgKYO3cu2bNnZ9GiRYwdO5YKFSrg7+9PcHAwL730EgABAQG8/fbbdOrUCR8fH/z8/Ni7d+9N1xw+fDinT5/Gz8+PypUrs3z5cgDGjRtHSEgItWvXpkiRIknG1bFjR2bPnu1s6gRHc9/69esJCAjA19eXDz/88KbzevXqRVxcHP7+/nTs2JFZs2bddgnBd955h+XLl+Pv709QUNB1TaoAXbp0Yf369fj7+/PZZ59RsWJFADZv3kz16tUJDAxk1KhRDB8+nPPnzxMSEkJAQAB169Zl8uTJN91v9OjRREZG0qtXLwIDA6lWrVqicbVo0YLffvsNgGbNmhETE4OPjw9DhgyhZs2aiZ7j6+vL2LFjadKkCQEBATRu3JgjR45QuXJlqlSpQsWKFencuTN16tRJ8jtJjvz58/Paa68RHBxMcHAwI0aMcE44/8wzzzgnpJ87dy7ly5enYsWKPPDAA3Tv3h1wNIP369eP4OBgAgMDqVq1Ki1atAAgLCyMmjVrkiWL63uMGUeSl374Bhm7LezOYo6NjeXzzz/n/Pnzzv4AMTEx7Nu3j3LlyrkiTBGRdGf79u34+Pi4OwxJB44cOULXrl355Zdf3B1KquvTpw+tWrVy9k9LKLGfIWNMmLU28Wz3NjJ8TdrSpUsJCgqie/fuDBkyhKNHjwKO9nQlaCIiIneuSJEiPPvss2l6MltX8fPzSzRBc4UMm6Rt3bqVFi1a0LhxYzZu3MiDDz7I9OnTnSNJRERE5O49/vjjSY5MzaieffbZVLtXhpuC4/Lly/Tp04ePP/6YuLg4cufOzdChQ+nTp0/qjMQQEUnHrLVaj1jkLrii+1iGq0nz8vJi586dGGPo1asXe/bsYciQIUrQRERuw9vbm8jISJf8shHJyKy1REZGpvgAxHRfkxYXF8fs2bOdi+oaY3j//fcB1AFWROQOFCtWjEOHDnHixAl3hyKS7nh7e1OsWLEUvaZLkzRjTDPgHcATmGGtHXfD8WzAZ0AQEAl0tNb+k9zrL1++nP79+/PXX3/RvHlz5/IXSs5ERO5c1qxZKVWqlLvDEJF4LmvuNMZ4AtOARwFfoJMxxveGYj2A09bassAUYHxyrr19+3ZatmxJgwYN+OuvvyhatCgdO3ZUFb2IiIhkGK6sSasO7LHW7gUwxswDWgMJZ+JrDbwe/34B8J4xxtgksq2jB8Df35/Y2Fhy5crFkCFD6Nu3Lzly5HDNpxARERFxA1cmaUWBgwm2DwE1blXGWhtjjDkLFABO3uqiZyLBGMtzzz3HqFGjKFy4cAqHLSIiIuJ+6WLggDGmJ9AzfvOytXFbPvroIz766CN3hiV3pyBJJOGSpunZpW96fumXnl36VuFuT3RlkhYBPJhgu1j8vsTKHDLGZAHy4hhAcB1r7XRgOoAxZv3dLq8g7qfnl37p2aVven7pl55d+maMWX+357pynrR1QDljTCljjBfwBPDtDWW+BbrFv+8A/JpUfzQRERGRzMJlNWnxfcxeAn7GMQXHTGvtVmPMaGC9tfZb4BPgc2PMHuAUjkROREREJNNzaZ80a+2PwI837BuR4H008NgdXnZ6CoQm7qPnl37p2aVven7pl55d+nbXz8+odVFEREQk7clwa3eKiIiIZARpNkkzxjQzxuw0xuwxxgxJ5Hg2Y8yX8cfXGGNKuiFMSUQynl0/Y8w2Y8wmY8wyY0wJd8Qpibvd80tQrr0xxhpjNOosDUnO8zPGPB7/M7jVGPNFascoiUvGv53FjTHLjTF/xf/72dwdccrNjDEzjTHHjTFbbnHcGGOmxj/bTcaYqsm5bppM0ly5pJS4VjKf3V9ANWttAI6VJiakbpRyK8l8fhhjcgN9gDWpG6EkJTnPzxhTDngVqGOtrQS8ktpxys2S+bM3HPivtbYKjoF276dulJKEWUCzJI4/CpSLf/UEPkjORdNkkkaCJaWstVeAa0tKJdQa+DT+/QKgoTHGpGKMkrjbPjtr7XJr7cX4zT9xzKEnaUNyfvYAxuD4wyg6NYOT20rO83sWmGatPQ1grT2eyjFK4pLz7CyQJ/59XuBwKsYnSbDWrsAxS8WttAY+sw5/AvcZY4rc7rppNUlLbEmporcqY62NAa4tKSXulZxnl1AP4CeXRiR34rbPL76a/kFr7Q+pGZgkS3J+/soD5Y0xq4wxfxpjkvrrX1JPcp7d68CTxphDOGZOeDl1QpMUcKe/G4F0siyUZEzGmCeBakB9d8ciyWOM8QAmA0+5ORS5e1lwNLk8jKMWe4Uxxt9ae8adQUmydAJmWWsnGWNq4Zhn1M9aG+fuwMQ10mpN2p0sKUVSS0pJqkvOs8MY0wgYBrSy1l5Opdjk9m73/HIDfsBvxph/gJrAtxo8kGYk5+fvEPCttfaqtXYfsAtH0ibulZxn1wP4L4C1djXgjWNdT0n7kvW78UZpNUnTklLp122fnTGmCvARjgRN/WHSliSfn7X2rLW2oLW2pLW2JI4+ha2stXe9Np2kqOT82/kNjlo0jDEFcTR/7k3FGCVxyXl2B4CGAMYYHxxJ2olUjVLu1rdA1/hRnjWBs9baI7c7KU02d2pJqfQrmc9uIpALmB8/1uOAtbaV24IWp2Q+P0mjkvn8fgaaGGO2AbHAQGutWiHcLJnPrj/wsTGmL45BBE+pciJtMMbMxfHHT8H4PoMjgawA1toPcfQhbA7sAS4C3ZN1XT1fERERkbQnrTZ3ioiIiGRqStJERERE0iAlaSIiIiJpkJI0ERERkTRISZqIiIhIGqQkTURSnDEm1hgTnuBVMomyUSlwv1nGmH3x99oQPxv7nV5jxrUFrY0xQ2849se9xhh/nWvfyxZjzHfGmPtuUz7QGNM8Je4tIumPpuAQkRRnjImy1uZK6bJJXGMW8L21doExpgkQaq0NuIfr3XNMt7uuMeZTYJe19o0kyj8FVLPWvpTSsYhI2qeaNBFxOWNMLmPMsvhars3GmNaJlClijFmRoKbpofj9TYwxq+PPnW+MuV3ytAIoG39uv/hrbTHGvBK/L6cx5gdjzMb4/R3j9/9mjKlmjBkHZI+PY078saj4/84zxrRIEPMsY0wHY4ynMWaiMWadMWaTMea5ZHwtq4lfYNkYUz3+M/5ljPnDGFMhftb50UDH+Fg6xsc+0xizNr7sTd+jiGQcaXLFARFJ97IbY8Lj3+8DHgPaWmvPxS9F9Kcx5tsbZkvvDPxsrX3DGOMJ5IgvOxxoZK29YIwZDPTDkbzcSktgszEmCMes3jUAA6wxxvwPKA0ctta2ADDG5E14srV2iDHmJWttYCLX/hJ4HPghPolqCLyAY03Fs9baYGNMNmCVMWZJ/NqYN4n/fA1xrJwCsAN4KH7W+UbAm9ba9saYESSoSTPGvIljCbyn45tK1xpjllprLyTxfYhIOqUkTURc4VLCJMcYkxV40xhTD4jDUYNUGDia4Jx1wMz4st9Ya8ONMfUBXxxJD4AXjhqoxEw0xgzHsZZhDxxJ0MJrCYwx5mvgIWAxMMkYMx5HE+nvd/C5fgLeiU/EmgErrLWX4ptYA4wxHeLL5cWxaPmNSdq15LUosB34JUH5T40x5XAs95P1FvdvArQyxgyI3/YGisdfS0QyGCVpIpIaugD3A0HW2qvGmH9wJBhO1toV8UlcC2CWMWYycBr4xVrbKRn3GGitXXBtwxjTMLFC1tpdxpiqONbRG2uMWWatTapmLuG50caY34CmQEdg3rXbAS9ba3++zSUuWWsDjTE5cKzR+CIwFRgDLLfWto0fZPHbLc43QHtr7c7kxCsi6Zv6pIlIasgLHI9P0B4BStxYwBhTAjhmrf0YmAFUBf4E6hhjrvUxy2mMKZ/Me/4OtDHG5DDG5ATaAr8bYx4ALlprZwMT4+9zo6vxNXqJ+RJHM+q1WjlwJFwvXDvHGFM+/p6JstZeBHoD/Y0xWXB8PxHxh59KUPQ8kDvB9s/Ayya+WtEYU+VW9xCR9E9JmoikhjlANWPMZqArjj5YN3oY2GiM+QtHLdU71toTOJKWucaYTTiaOism54bW2g3ALGAtsAaYYa39C/DH0ZcrHBgJjE3k9OnApmsDB26wBKgPLLXWXonfNwPYBmwwxmwBPuI2LRXxsWwCOgETgLfiP3vC85YDvtcGDuCoccsaH9vW+G0RyaA0BYeIiIhIGqSaNBEREZE0SEmaiIiISBqkJE1EREQkDVKSJiIiIpIGKUkTERERSYOUpImIiIikQUrSRERERNIgJWkiIiIiadD/AUzyVmQ5Y0cNAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Building Extreme Gradient Boosting Classifier\n",
+    "\n",
+    "XGB_model = XGBClassifier()#.fit(Train_X_std, Train_Y, eval_metric='logloss')\n",
+    "\n",
+    "param_dist = {\n",
+    " \"learning_rate\" : [0.05,0.10,0.15,0.20,0.25,0.30],\n",
+    " \"max_depth\" : [ 3, 4, 5, 6, 8, 10, 12, 15],\n",
+    " \"min_child_weight\" : [ 1, 3, 5, 7 ],\n",
+    " \"gamma\": [ 0.0, 0.1, 0.2 , 0.3, 0.4 ],\n",
+    " \"colsample_bytree\" : [ 0.3, 0.4, 0.5 , 0.7 ]\n",
+    "}\n",
+    "\n",
+    "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n",
+    "\n",
+    "#RCV = RandomizedSearchCV(XGB_model, param_dist, n_iter=50, scoring='roc_auc', n_jobs=-1, cv=5, random_state=1)\n",
+    "\n",
+    "XGB = XGB_model.fit(Train_X_std, Train_Y, eval_metric='logloss')#.best_estimator_\n",
+    "pred = XGB.predict(Test_X_std)\n",
+    "pred_prob = XGB.predict_proba(Test_X_std)\n",
+    "Classification_Summary(pred,pred_prob,7)\n",
+    "\n",
+    "xgbf=pd.DataFrame(XGB.feature_importances_, index=Train_X_std.columns).sort_values(by=0)\n",
+    "plt.barh(xgbf.index,xgbf.values[:,0])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "d32ffb68",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:24:05.587118Z",
+     "iopub.status.busy": "2022-01-27T17:24:05.585886Z",
+     "iopub.status.idle": "2022-01-27T17:24:08.306544Z",
+     "shell.execute_reply": "2022-01-27T17:24:08.307075Z",
+     "shell.execute_reply.started": "2022-01-27T17:17:51.180854Z"
+    },
+    "id": "fac2880e",
+    "outputId": "ab873a0d-6b6f-4511-ae69-b6701d54dc0b",
+    "papermill": {
+     "duration": 2.943177,
+     "end_time": "2022-01-27T17:24:08.307278",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:05.364101",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x504 with 16 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Plotting Confusion-Matrix of all the predictive Models\n",
+    "\n",
+    "def plot_cm(y_true, y_pred):\n",
+    "    cm = confusion_matrix(y_true, y_pred, labels=np.unique(y_true))\n",
+    "    cm_sum = np.sum(cm, axis=1, keepdims=True)\n",
+    "    cm_perc = cm / cm_sum.astype(float) * 100\n",
+    "    annot = np.empty_like(cm).astype(str)\n",
+    "    nrows, ncols = cm.shape\n",
+    "    for i in range(nrows):\n",
+    "        for j in range(ncols):\n",
+    "            c = cm[i, j]\n",
+    "            p = cm_perc[i, j]\n",
+    "            if i == j:\n",
+    "                s = cm_sum[i]\n",
+    "                annot[i, j] = '%.1f%%\\n%d/%d' % (p, c, s)\n",
+    "            elif c == 0:\n",
+    "                annot[i, j] = ''\n",
+    "            else:\n",
+    "                annot[i, j] = '%.1f%%\\n%d' % (p, c)\n",
+    "    cm = pd.DataFrame(cm, index=np.unique(y_true), columns=np.unique(y_true))\n",
+    "    cm.columns=labels\n",
+    "    cm.index=labels\n",
+    "    cm.index.name = 'Actual'\n",
+    "    cm.columns.name = 'Predicted'\n",
+    "    #fig, ax = plt.subplots()\n",
+    "    sns.heatmap(cm, annot=annot, fmt='')# cmap= \"GnBu\"\n",
+    "    \n",
+    "def conf_mat_plot(all_models):\n",
+    "    plt.figure(figsize=[20,3.5*math.ceil(len(all_models)*len(labels)/14)])\n",
+    "    \n",
+    "    for i in range(len(all_models)):\n",
+    "        if len(labels)<=4:\n",
+    "            plt.subplot(2,4,i+1)\n",
+    "        else:\n",
+    "            plt.subplot(math.ceil(len(all_models)/3),3,i+1)\n",
+    "        pred = all_models[i].predict(Test_X_std)\n",
+    "        #plot_cm(Test_Y, pred)\n",
+    "        sns.heatmap(confusion_matrix(Test_Y, pred), annot=True, cmap='Blues', fmt='.0f') #vmin=0,vmax=5\n",
+    "        plt.title(Evaluation_Results.index[i])\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "\n",
+    "conf_mat_plot([LR,DT,RF,NB,SVM,KNN,GB,XGB])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "363f6eb9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:24:08.724760Z",
+     "iopub.status.busy": "2022-01-27T17:24:08.724095Z",
+     "iopub.status.idle": "2022-01-27T17:24:09.221300Z",
+     "shell.execute_reply": "2022-01-27T17:24:09.221872Z",
+     "shell.execute_reply.started": "2022-01-27T17:17:53.328082Z"
+    },
+    "id": "46bc3267",
+    "outputId": "6b166b75-3bc0-4514-e486-2f7e06eb58b8",
+    "papermill": {
+     "duration": 0.707351,
+     "end_time": "2022-01-27T17:24:09.222107",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:08.514756",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                    \u001b[1mML Algorithms Comparison                                    \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Comparing all the models Scores\n",
+    "\n",
+    "print('\\033[1mML Algorithms Comparison'.center(100))\n",
+    "plt.figure(figsize=[12,8])\n",
+    "sns.heatmap(Evaluation_Results, annot=True, vmin=60, vmax=95, cmap='Blues', fmt='.1f')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37adb938",
+   "metadata": {
+    "id": "5372172f",
+    "papermill": {
+     "duration": 0.212198,
+     "end_time": "2022-01-27T17:24:09.654455",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:09.442257",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Insights:** For the current problem statement, it is more important to focus on the F1 score. We can note from the above heatmap that the Random Forest & Extreme Gradient Boosting Model Performed well on the current dataset..."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2a965000",
+   "metadata": {
+    "id": "b307e664",
+    "papermill": {
+     "duration": 0.217065,
+     "end_time": "2022-01-27T17:24:10.082475",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:09.865410",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1663d33f",
+   "metadata": {
+    "id": "7938051f",
+    "papermill": {
+     "duration": 0.209312,
+     "end_time": "2022-01-27T17:24:10.500460",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:10.291148",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# <center> 7. Project Outcomes & Conclusions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5eafa7c9",
+   "metadata": {
+    "id": "c207a2b2",
+    "papermill": {
+     "duration": 0.211535,
+     "end_time": "2022-01-27T17:24:10.921326",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:10.709791",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "### Here are some of the key outcomes of the project:\n",
+    "- The Dataset was quiet small totalling around 300 samples & after preprocessing 3.9% of the datasamples were dropped. \n",
+    "- The samples were slightly imbalanced after processing, hence SMOTE Technique was applied on the data to  balance the classes, adding 30.4% more samples to the dataset.\n",
+    "- Visualising the distribution of data & their relationships, helped us to get some insights on the relationship between the feature-set.\n",
+    "- Feature Selection/Eliminination was carried out and appropriate features were shortlisted.\n",
+    "- Testing multiple algorithms with fine-tuning hyperparamters gave us some understanding on the model performance for various algorithms on this specific dataset.\n",
+    "- The XG-Boosting & Random Forest Classifier performed exceptionally well on the current dataset, considering F1-Score as the key-metric.\n",
+    "- Yet it wise to also consider simpler model like Logistic Regression as it is more generalisable & is computationally less expensive, but comes at the cost of slight misclassifications."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "77536a7d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2022-01-27T17:24:11.357181Z",
+     "iopub.status.busy": "2022-01-27T17:24:11.355985Z",
+     "iopub.status.idle": "2022-01-27T17:24:11.358452Z",
+     "shell.execute_reply": "2022-01-27T17:24:11.358963Z",
+     "shell.execute_reply.started": "2022-01-27T17:07:44.822979Z"
+    },
+    "papermill": {
+     "duration": 0.223317,
+     "end_time": "2022-01-27T17:24:11.359190",
+     "exception": false,
+     "start_time": "2022-01-27T17:24:11.135873",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "#<<<---------------------------------------------THE END----------------------------------------------------------------->>>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 281.278267,
+   "end_time": "2022-01-27T17:24:14.083594",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2022-01-27T17:19:32.805327",
+   "version": "2.3.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Prediction Models/Hotel_reservation_cancel_prediction/Readme.md b/Prediction Models/Hotel_reservation_cancel_prediction/Readme.md
new file mode 100644
index 00000000..53c7e376
--- /dev/null
+++ b/Prediction Models/Hotel_reservation_cancel_prediction/Readme.md	
@@ -0,0 +1,45 @@
+# Hotel Reservation Cancellation Prediction
+
+## Project Overview
+
+This project develops a machine learning model to predict the likelihood of hotel reservation cancellations. By leveraging historical booking data, this model assists hotels in optimizing room occupancy and reducing revenue loss by accurately predicting cancellations.
+
+## Problem Statement
+
+Predicting cancellations is critical for hotels to manage their inventory, staff, and resources efficiently. This project addresses this need by creating a model that can help hotels anticipate cancellations, thereby reducing overbooking risks and maximizing occupancy rates.
+
+## Data
+
+The dataset includes various features related to hotel bookings, such as:
+- Number of adults and children
+- Number of weekend and week nights
+- Meal plan types
+- Required car parking space
+- Room type reserved
+- Lead time and other features relevant to booking behavior
+
+## Models Used
+
+The following machine learning models were evaluated:
+1. **Linear Models**: Simple and interpretable, providing a baseline.
+2. **Non-Linear Models**: Capture complex patterns in the data.
+3. **Ensemble Methods**: Improve accuracy by combining multiple algorithms, including:
+   - Random Forest Classifier
+   - XGBoost Classifier
+   - AdaBoost Classifier
+
+## Evaluation Metrics
+
+Models were evaluated using:
+- **Accuracy**: Overall correctness of the predictions.
+- **Precision**: Correct positive predictions divided by total positive predictions.
+- **Recall**: True positive predictions out of actual positives.
+- **F1-Score**: Harmonic mean of precision and recall.
+
+## Results
+
+The best model achieved an accuracy of **89%** with high precision and recall, indicating strong performance in predicting cancellations. The confusion matrix and ROC curves highlight the model’s effectiveness in handling the cancellation and non-cancellation classes.
+
+## Conclusion
+
+This model allows hotels to make data-driven decisions by identifying potential cancellations early on. By doing so, hotels can optimize their operations and minimize lost revenue from unoccupied rooms.
diff --git a/Prediction Models/Hotel_reservation_cancel_prediction/hotel-reservations-predictions-models.ipynb b/Prediction Models/Hotel_reservation_cancel_prediction/hotel-reservations-predictions-models.ipynb
new file mode 100644
index 00000000..9a2ed71a
--- /dev/null
+++ b/Prediction Models/Hotel_reservation_cancel_prediction/hotel-reservations-predictions-models.ipynb	
@@ -0,0 +1,2063 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "7d465be4",
+   "metadata": {
+    "papermill": {
+     "duration": 0.008534,
+     "end_time": "2023-01-29T11:02:46.249250",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:46.240716",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Classifications problem statement \n",
+    "Predictiong cancellation can aid a hotel in optimazing room occupancy and revenue. By anticipating which bookings will be cancelled, the hotel can release those rooms for sale to other guests. thus avoiding overbookung and lost revenue. Addictionnally, predicting camcellations can inform staffing and inventory management, allowing the hotel to make more efficient use of ots resources. An accurate cancellation prediction model can help hotels increase revenue and operate more efficiently. This motebook will utilize data visualization to uncover insights from the reservations datasets and the usage of different prediction models (classification models) to predict cancellations."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c600533a",
+   "metadata": {
+    "papermill": {
+     "duration": 1.001619,
+     "end_time": "2023-01-29T11:02:47.259616",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:46.257997",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "##Import of different libraries useful in our EDA\n",
+    "import pandas as pd \n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt \n",
+    "import warnings \n",
+    "warnings.filterwarnings(\"ignore\") \n",
+    "plt.style.use('fivethirtyeight')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "52f44e1b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:47.277344Z",
+     "iopub.status.busy": "2023-01-29T11:02:47.276824Z",
+     "iopub.status.idle": "2023-01-29T11:02:47.411979Z",
+     "shell.execute_reply": "2023-01-29T11:02:47.410567Z"
+    },
+    "papermill": {
+     "duration": 0.147152,
+     "end_time": "2023-01-29T11:02:47.414839",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:47.267687",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Booking_ID</th>\n",
+       "      <th>no_of_adults</th>\n",
+       "      <th>no_of_children</th>\n",
+       "      <th>no_of_weekend_nights</th>\n",
+       "      <th>no_of_week_nights</th>\n",
+       "      <th>type_of_meal_plan</th>\n",
+       "      <th>required_car_parking_space</th>\n",
+       "      <th>room_type_reserved</th>\n",
+       "      <th>lead_time</th>\n",
+       "      <th>arrival_year</th>\n",
+       "      <th>arrival_month</th>\n",
+       "      <th>arrival_date</th>\n",
+       "      <th>market_segment_type</th>\n",
+       "      <th>repeated_guest</th>\n",
+       "      <th>no_of_previous_cancellations</th>\n",
+       "      <th>no_of_previous_bookings_not_canceled</th>\n",
+       "      <th>avg_price_per_room</th>\n",
+       "      <th>no_of_special_requests</th>\n",
+       "      <th>booking_status</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>INN00001</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Meal Plan 1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Room_Type 1</td>\n",
+       "      <td>224</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Offline</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>65.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Not_Canceled</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>INN00002</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Not Selected</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Room_Type 1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>106.68</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Not_Canceled</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>INN00003</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Meal Plan 1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Room_Type 1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>2</td>\n",
+       "      <td>28</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>60.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Canceled</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>INN00004</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Meal Plan 1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Room_Type 1</td>\n",
+       "      <td>211</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>5</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>100.00</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Canceled</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>INN00005</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Not Selected</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Room_Type 1</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>4</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>94.50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Canceled</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Booking_ID  no_of_adults  no_of_children  no_of_weekend_nights  \\\n",
+       "0   INN00001             2               0                     1   \n",
+       "1   INN00002             2               0                     2   \n",
+       "2   INN00003             1               0                     2   \n",
+       "3   INN00004             2               0                     0   \n",
+       "4   INN00005             2               0                     1   \n",
+       "\n",
+       "   no_of_week_nights type_of_meal_plan  required_car_parking_space  \\\n",
+       "0                  2       Meal Plan 1                           0   \n",
+       "1                  3      Not Selected                           0   \n",
+       "2                  1       Meal Plan 1                           0   \n",
+       "3                  2       Meal Plan 1                           0   \n",
+       "4                  1      Not Selected                           0   \n",
+       "\n",
+       "  room_type_reserved  lead_time  arrival_year  arrival_month  arrival_date  \\\n",
+       "0        Room_Type 1        224          2017             10             2   \n",
+       "1        Room_Type 1          5          2018             11             6   \n",
+       "2        Room_Type 1          1          2018              2            28   \n",
+       "3        Room_Type 1        211          2018              5            20   \n",
+       "4        Room_Type 1         48          2018              4            11   \n",
+       "\n",
+       "  market_segment_type  repeated_guest  no_of_previous_cancellations  \\\n",
+       "0             Offline               0                             0   \n",
+       "1              Online               0                             0   \n",
+       "2              Online               0                             0   \n",
+       "3              Online               0                             0   \n",
+       "4              Online               0                             0   \n",
+       "\n",
+       "   no_of_previous_bookings_not_canceled  avg_price_per_room  \\\n",
+       "0                                     0               65.00   \n",
+       "1                                     0              106.68   \n",
+       "2                                     0               60.00   \n",
+       "3                                     0              100.00   \n",
+       "4                                     0               94.50   \n",
+       "\n",
+       "   no_of_special_requests booking_status  \n",
+       "0                       0   Not_Canceled  \n",
+       "1                       1   Not_Canceled  \n",
+       "2                       0       Canceled  \n",
+       "3                       0       Canceled  \n",
+       "4                       0       Canceled  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('/kaggle/input/hotel-reservations-classification-dataset/Hotel Reservations.csv')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "d18f6c7c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:47.433332Z",
+     "iopub.status.busy": "2023-01-29T11:02:47.432971Z",
+     "iopub.status.idle": "2023-01-29T11:02:47.460855Z",
+     "shell.execute_reply": "2023-01-29T11:02:47.459786Z"
+    },
+    "papermill": {
+     "duration": 0.039234,
+     "end_time": "2023-01-29T11:02:47.462880",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:47.423646",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(36275, (36275, 19))"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.Booking_ID.value_counts().sum(), df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "42fdafa1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:47.481219Z",
+     "iopub.status.busy": "2023-01-29T11:02:47.480831Z",
+     "iopub.status.idle": "2023-01-29T11:02:47.507369Z",
+     "shell.execute_reply": "2023-01-29T11:02:47.505992Z"
+    },
+    "papermill": {
+     "duration": 0.038994,
+     "end_time": "2023-01-29T11:02:47.510199",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:47.471205",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 36275 entries, 0 to 36274\n",
+      "Data columns (total 19 columns):\n",
+      " #   Column                                Non-Null Count  Dtype  \n",
+      "---  ------                                --------------  -----  \n",
+      " 0   Booking_ID                            36275 non-null  object \n",
+      " 1   no_of_adults                          36275 non-null  int64  \n",
+      " 2   no_of_children                        36275 non-null  int64  \n",
+      " 3   no_of_weekend_nights                  36275 non-null  int64  \n",
+      " 4   no_of_week_nights                     36275 non-null  int64  \n",
+      " 5   type_of_meal_plan                     36275 non-null  object \n",
+      " 6   required_car_parking_space            36275 non-null  int64  \n",
+      " 7   room_type_reserved                    36275 non-null  object \n",
+      " 8   lead_time                             36275 non-null  int64  \n",
+      " 9   arrival_year                          36275 non-null  int64  \n",
+      " 10  arrival_month                         36275 non-null  int64  \n",
+      " 11  arrival_date                          36275 non-null  int64  \n",
+      " 12  market_segment_type                   36275 non-null  object \n",
+      " 13  repeated_guest                        36275 non-null  int64  \n",
+      " 14  no_of_previous_cancellations          36275 non-null  int64  \n",
+      " 15  no_of_previous_bookings_not_canceled  36275 non-null  int64  \n",
+      " 16  avg_price_per_room                    36275 non-null  float64\n",
+      " 17  no_of_special_requests                36275 non-null  int64  \n",
+      " 18  booking_status                        36275 non-null  object \n",
+      "dtypes: float64(1), int64(13), object(5)\n",
+      "memory usage: 5.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "8dfb2ab9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:47.529604Z",
+     "iopub.status.busy": "2023-01-29T11:02:47.528896Z",
+     "iopub.status.idle": "2023-01-29T11:02:47.585329Z",
+     "shell.execute_reply": "2023-01-29T11:02:47.583712Z"
+    },
+    "papermill": {
+     "duration": 0.069925,
+     "end_time": "2023-01-29T11:02:47.588711",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:47.518786",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>no_of_adults</th>\n",
+       "      <th>no_of_children</th>\n",
+       "      <th>no_of_weekend_nights</th>\n",
+       "      <th>no_of_week_nights</th>\n",
+       "      <th>required_car_parking_space</th>\n",
+       "      <th>lead_time</th>\n",
+       "      <th>arrival_year</th>\n",
+       "      <th>arrival_month</th>\n",
+       "      <th>arrival_date</th>\n",
+       "      <th>repeated_guest</th>\n",
+       "      <th>no_of_previous_cancellations</th>\n",
+       "      <th>no_of_previous_bookings_not_canceled</th>\n",
+       "      <th>avg_price_per_room</th>\n",
+       "      <th>no_of_special_requests</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "      <td>36275.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1.844962</td>\n",
+       "      <td>0.105279</td>\n",
+       "      <td>0.810724</td>\n",
+       "      <td>2.204300</td>\n",
+       "      <td>0.030986</td>\n",
+       "      <td>85.232557</td>\n",
+       "      <td>2017.820427</td>\n",
+       "      <td>7.423653</td>\n",
+       "      <td>15.596995</td>\n",
+       "      <td>0.025637</td>\n",
+       "      <td>0.023349</td>\n",
+       "      <td>0.153411</td>\n",
+       "      <td>103.423539</td>\n",
+       "      <td>0.619655</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.518715</td>\n",
+       "      <td>0.402648</td>\n",
+       "      <td>0.870644</td>\n",
+       "      <td>1.410905</td>\n",
+       "      <td>0.173281</td>\n",
+       "      <td>85.930817</td>\n",
+       "      <td>0.383836</td>\n",
+       "      <td>3.069894</td>\n",
+       "      <td>8.740447</td>\n",
+       "      <td>0.158053</td>\n",
+       "      <td>0.368331</td>\n",
+       "      <td>1.754171</td>\n",
+       "      <td>35.089424</td>\n",
+       "      <td>0.786236</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>2018.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>80.300000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>57.000000</td>\n",
+       "      <td>2018.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>99.450000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>126.000000</td>\n",
+       "      <td>2018.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>120.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>443.000000</td>\n",
+       "      <td>2018.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>58.000000</td>\n",
+       "      <td>540.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       no_of_adults  no_of_children  no_of_weekend_nights  no_of_week_nights  \\\n",
+       "count  36275.000000    36275.000000          36275.000000       36275.000000   \n",
+       "mean       1.844962        0.105279              0.810724           2.204300   \n",
+       "std        0.518715        0.402648              0.870644           1.410905   \n",
+       "min        0.000000        0.000000              0.000000           0.000000   \n",
+       "25%        2.000000        0.000000              0.000000           1.000000   \n",
+       "50%        2.000000        0.000000              1.000000           2.000000   \n",
+       "75%        2.000000        0.000000              2.000000           3.000000   \n",
+       "max        4.000000       10.000000              7.000000          17.000000   \n",
+       "\n",
+       "       required_car_parking_space     lead_time  arrival_year  arrival_month  \\\n",
+       "count                36275.000000  36275.000000  36275.000000   36275.000000   \n",
+       "mean                     0.030986     85.232557   2017.820427       7.423653   \n",
+       "std                      0.173281     85.930817      0.383836       3.069894   \n",
+       "min                      0.000000      0.000000   2017.000000       1.000000   \n",
+       "25%                      0.000000     17.000000   2018.000000       5.000000   \n",
+       "50%                      0.000000     57.000000   2018.000000       8.000000   \n",
+       "75%                      0.000000    126.000000   2018.000000      10.000000   \n",
+       "max                      1.000000    443.000000   2018.000000      12.000000   \n",
+       "\n",
+       "       arrival_date  repeated_guest  no_of_previous_cancellations  \\\n",
+       "count  36275.000000    36275.000000                  36275.000000   \n",
+       "mean      15.596995        0.025637                      0.023349   \n",
+       "std        8.740447        0.158053                      0.368331   \n",
+       "min        1.000000        0.000000                      0.000000   \n",
+       "25%        8.000000        0.000000                      0.000000   \n",
+       "50%       16.000000        0.000000                      0.000000   \n",
+       "75%       23.000000        0.000000                      0.000000   \n",
+       "max       31.000000        1.000000                     13.000000   \n",
+       "\n",
+       "       no_of_previous_bookings_not_canceled  avg_price_per_room  \\\n",
+       "count                          36275.000000        36275.000000   \n",
+       "mean                               0.153411          103.423539   \n",
+       "std                                1.754171           35.089424   \n",
+       "min                                0.000000            0.000000   \n",
+       "25%                                0.000000           80.300000   \n",
+       "50%                                0.000000           99.450000   \n",
+       "75%                                0.000000          120.000000   \n",
+       "max                               58.000000          540.000000   \n",
+       "\n",
+       "       no_of_special_requests  \n",
+       "count            36275.000000  \n",
+       "mean                 0.619655  \n",
+       "std                  0.786236  \n",
+       "min                  0.000000  \n",
+       "25%                  0.000000  \n",
+       "50%                  0.000000  \n",
+       "75%                  1.000000  \n",
+       "max                  5.000000  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6661e471",
+   "metadata": {
+    "papermill": {
+     "duration": 0.008106,
+     "end_time": "2023-01-29T11:02:47.607289",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:47.599183",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "### Exploratory Data Analysis\n",
+    "The describe method in pandas is a useful tool for getting a quick overview of the columns in a DataFrame. It can provide information such as the number of non-missing values, mean, standard deviation, minimum and maximum values for numerical columns, and the mode for categorical columns. This can help identify outliers and unusual values in the data before proceeding with further analysis or modeling."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "d40ecbe4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:47.625829Z",
+     "iopub.status.busy": "2023-01-29T11:02:47.625468Z",
+     "iopub.status.idle": "2023-01-29T11:02:47.632668Z",
+     "shell.execute_reply": "2023-01-29T11:02:47.631887Z"
+    },
+    "papermill": {
+     "duration": 0.018686,
+     "end_time": "2023-01-29T11:02:47.634360",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:47.615674",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df.drop(columns='Booking_ID', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "6b0ada5b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:47.653215Z",
+     "iopub.status.busy": "2023-01-29T11:02:47.652815Z",
+     "iopub.status.idle": "2023-01-29T11:02:47.666447Z",
+     "shell.execute_reply": "2023-01-29T11:02:47.665484Z"
+    },
+    "papermill": {
+     "duration": 0.026178,
+     "end_time": "2023-01-29T11:02:47.669156",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:47.642978",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isna().sum().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "e7fb9565",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:47.688891Z",
+     "iopub.status.busy": "2023-01-29T11:02:47.688495Z",
+     "iopub.status.idle": "2023-01-29T11:02:47.860736Z",
+     "shell.execute_reply": "2023-01-29T11:02:47.859892Z"
+    },
+    "papermill": {
+     "duration": 0.184582,
+     "end_time": "2023-01-29T11:02:47.862885",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:47.678303",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.no_of_adults.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "ff8ab373",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:47.883138Z",
+     "iopub.status.busy": "2023-01-29T11:02:47.882803Z",
+     "iopub.status.idle": "2023-01-29T11:02:48.017020Z",
+     "shell.execute_reply": "2023-01-29T11:02:48.016111Z"
+    },
+    "papermill": {
+     "duration": 0.147115,
+     "end_time": "2023-01-29T11:02:48.019466",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:47.872351",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.no_of_children.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "a107f106",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:48.042100Z",
+     "iopub.status.busy": "2023-01-29T11:02:48.041749Z",
+     "iopub.status.idle": "2023-01-29T11:02:48.185496Z",
+     "shell.execute_reply": "2023-01-29T11:02:48.184450Z"
+    },
+    "papermill": {
+     "duration": 0.157124,
+     "end_time": "2023-01-29T11:02:48.188229",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:48.031105",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.room_type_reserved.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "9aa99ced",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:48.209459Z",
+     "iopub.status.busy": "2023-01-29T11:02:48.209088Z",
+     "iopub.status.idle": "2023-01-29T11:02:48.331087Z",
+     "shell.execute_reply": "2023-01-29T11:02:48.329970Z"
+    },
+    "papermill": {
+     "duration": 0.135185,
+     "end_time": "2023-01-29T11:02:48.333372",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:48.198187",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.arrival_year.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "4f15a65f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:48.359487Z",
+     "iopub.status.busy": "2023-01-29T11:02:48.358323Z",
+     "iopub.status.idle": "2023-01-29T11:02:48.516493Z",
+     "shell.execute_reply": "2023-01-29T11:02:48.515311Z"
+    },
+    "papermill": {
+     "duration": 0.172028,
+     "end_time": "2023-01-29T11:02:48.518371",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:48.346343",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.arrival_month.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "10ae8278",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:48.541086Z",
+     "iopub.status.busy": "2023-01-29T11:02:48.540257Z",
+     "iopub.status.idle": "2023-01-29T11:02:48.660501Z",
+     "shell.execute_reply": "2023-01-29T11:02:48.659574Z"
+    },
+    "papermill": {
+     "duration": 0.134879,
+     "end_time": "2023-01-29T11:02:48.663591",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:48.528712",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.market_segment_type.value_counts().sort_values().plot(kind='barh', color = 'purple')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "d7936d3e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:48.692362Z",
+     "iopub.status.busy": "2023-01-29T11:02:48.691903Z",
+     "iopub.status.idle": "2023-01-29T11:02:48.810765Z",
+     "shell.execute_reply": "2023-01-29T11:02:48.809645Z"
+    },
+    "papermill": {
+     "duration": 0.135536,
+     "end_time": "2023-01-29T11:02:48.813353",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:48.677817",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "df.repeated_guest.value_counts().plot(kind='barh')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "76ab3ba8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:48.842029Z",
+     "iopub.status.busy": "2023-01-29T11:02:48.841635Z",
+     "iopub.status.idle": "2023-01-29T11:02:48.967246Z",
+     "shell.execute_reply": "2023-01-29T11:02:48.966259Z"
+    },
+    "papermill": {
+     "duration": 0.141652,
+     "end_time": "2023-01-29T11:02:48.969192",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:48.827540",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.no_of_special_requests.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "088ab06b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:48.993064Z",
+     "iopub.status.busy": "2023-01-29T11:02:48.992728Z",
+     "iopub.status.idle": "2023-01-29T11:02:49.101057Z",
+     "shell.execute_reply": "2023-01-29T11:02:49.099936Z"
+    },
+    "papermill": {
+     "duration": 0.123519,
+     "end_time": "2023-01-29T11:02:49.103905",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:48.980386",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.booking_status.value_counts().plot(kind='bar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "5fdabe98",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:49.129682Z",
+     "iopub.status.busy": "2023-01-29T11:02:49.129012Z",
+     "iopub.status.idle": "2023-01-29T11:02:50.077557Z",
+     "shell.execute_reply": "2023-01-29T11:02:50.076331Z"
+    },
+    "papermill": {
+     "duration": 0.964349,
+     "end_time": "2023-01-29T11:02:50.080024",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:49.115675",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_corr  = df.corr()\n",
+    "\n",
+    "plt.figure(figsize=(20,20))\n",
+    "sns.heatmap(df_corr, annot = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "320096f9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:50.110641Z",
+     "iopub.status.busy": "2023-01-29T11:02:50.110204Z",
+     "iopub.status.idle": "2023-01-29T11:02:50.128920Z",
+     "shell.execute_reply": "2023-01-29T11:02:50.127712Z"
+    },
+    "papermill": {
+     "duration": 0.037277,
+     "end_time": "2023-01-29T11:02:50.131516",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:50.094239",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "## Label encoding\n",
+    "df.booking_status=  df.booking_status.replace({'Canceled':0, \"Not_Canceled\":1})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "deb0d83f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:50.165197Z",
+     "iopub.status.busy": "2023-01-29T11:02:50.164061Z",
+     "iopub.status.idle": "2023-01-29T11:02:50.407608Z",
+     "shell.execute_reply": "2023-01-29T11:02:50.406512Z"
+    },
+    "papermill": {
+     "duration": 0.263091,
+     "end_time": "2023-01-29T11:02:50.409963",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:50.146872",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:ylabel='features'>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_corr = df.corr()\n",
+    "df_corr.booking_status.sort_values()[:-1]\n",
+    "results = {}\n",
+    "for k, v in df_corr.booking_status.sort_values()[:-1].items():\n",
+    "    \n",
+    "    results[k] =abs(v)\n",
+    "    \n",
+    "# Sort the dictionary by value in descending order\n",
+    "sorted_d = dict(sorted(results.items(), key=lambda item: item[1], reverse=False))\n",
+    "results  = pd.DataFrame({'features':sorted_d.keys(), 'values':sorted_d.values()})\n",
+    "results\n",
+    "\n",
+    "# Plot the features importance \n",
+    "results.plot(x = \"features\", y=\"values\", kind=\"barh\", figsize = (15,10))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "635088d3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:50.442549Z",
+     "iopub.status.busy": "2023-01-29T11:02:50.441351Z",
+     "iopub.status.idle": "2023-01-29T11:02:50.453687Z",
+     "shell.execute_reply": "2023-01-29T11:02:50.452005Z"
+    },
+    "papermill": {
+     "duration": 0.030834,
+     "end_time": "2023-01-29T11:02:50.456357",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:50.425523",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['no_of_adults', 'no_of_children', 'no_of_weekend_nights',\n",
+       "       'no_of_week_nights', 'type_of_meal_plan', 'required_car_parking_space',\n",
+       "       'room_type_reserved', 'arrival_year', 'arrival_month', 'arrival_date',\n",
+       "       'market_segment_type', 'repeated_guest', 'no_of_previous_cancellations',\n",
+       "       'no_of_previous_bookings_not_canceled', 'no_of_special_requests',\n",
+       "       'booking_status'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "## categorical data:\n",
+    "cat_df = df.loc[:, ~df.columns.isin(['avg_price_per_room', 'lead_time'])]\n",
+    "\n",
+    "cat_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "74af7111",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:50.488392Z",
+     "iopub.status.busy": "2023-01-29T11:02:50.488053Z",
+     "iopub.status.idle": "2023-01-29T11:02:50.494247Z",
+     "shell.execute_reply": "2023-01-29T11:02:50.492837Z"
+    },
+    "papermill": {
+     "duration": 0.024754,
+     "end_time": "2023-01-29T11:02:50.496454",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:50.471700",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "## numerical data:\n",
+    "num_df = df[['avg_price_per_room', 'lead_time']]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b2e2d0ed",
+   "metadata": {
+    "papermill": {
+     "duration": 0.014974,
+     "end_time": "2023-01-29T11:02:50.526807",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:50.511833",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Initiating the Classifier and Evaluating the Model's Performance\n",
+    "\n",
+    "In this part we would use different models (linear and non-linear model) to predict the cancellations "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "2f6660fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:02:50.559935Z",
+     "iopub.status.busy": "2023-01-29T11:02:50.559063Z",
+     "iopub.status.idle": "2023-01-29T11:07:12.287730Z",
+     "shell.execute_reply": "2023-01-29T11:07:12.286631Z"
+    },
+    "papermill": {
+     "duration": 261.761517,
+     "end_time": "2023-01-29T11:07:12.303668",
+     "exception": false,
+     "start_time": "2023-01-29T11:02:50.542151",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Best Estimator : RandomForestClassifier with score = 89.36\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'LogisticRegression': 0.8118,\n",
+       " 'RandomForestClassifier': 0.8936,\n",
+       " 'GradientBoostingClassifier': 0.8497,\n",
+       " 'XGBClassifier': 0.8898}"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import MinMaxScaler, OneHotEncoder\n",
+    "from sklearn.impute import SimpleImputer\n",
+    "from sklearn.model_selection import train_test_split, cross_val_score, RepeatedStratifiedKFold, StratifiedKFold\n",
+    "from imblearn.over_sampling import SMOTE \n",
+    "from sklearn.linear_model import LogisticRegression, SGDClassifier \n",
+    "from sklearn.svm import LinearSVC \n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier\n",
+    "from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay, RocCurveDisplay \n",
+    "from sklearn.model_selection import GridSearchCV \n",
+    "from sklearn.pipeline import Pipeline \n",
+    "from sklearn.compose import ColumnTransformer \n",
+    "from xgboost import XGBClassifier\n",
+    "import operator\n",
+    "np.random.seed(101)\n",
+    "\n",
+    "\"\"\"\n",
+    "for this problem statement, I've selected  Linear Models,\n",
+    "Non-linear Models and Models form Ensemble Methods  \"\"\"\n",
+    "\n",
+    "## Splitting the data into features and label\n",
+    "X=  df.drop(columns='booking_status')\n",
+    "y = df.booking_status\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, stratify=y)\n",
+    "\n",
+    "## define the models\n",
+    "models = {\n",
+    "    'LogisticRegression': LogisticRegression(),\n",
+    "    'RandomForestClassifier': RandomForestClassifier(),\n",
+    "    'GradientBoostingClassifier': GradientBoostingClassifier(),\n",
+    "    'XGBClassifier': XGBClassifier()\n",
+    "}\n",
+    "\n",
+    "\n",
+    "Skfold = StratifiedKFold(n_splits = 10)\n",
+    "metrics = ['accuracy']\n",
+    "\n",
+    "\n",
+    "## define the column to transform\n",
+    "numeric_features = ['avg_price_per_room', 'lead_time']\n",
+    "numeric_transformer = Pipeline(\n",
+    "                                steps=[(\"imputer\", SimpleImputer(strategy=\"median\")), (\"scaler\", MinMaxScaler())])\n",
+    "\n",
+    "categorical_features = ['no_of_adults', 'no_of_children', 'no_of_weekend_nights',\n",
+    "                        'no_of_week_nights', 'type_of_meal_plan', 'required_car_parking_space',\n",
+    "                        'room_type_reserved', 'arrival_year', 'arrival_month', 'arrival_date',\n",
+    "                        'market_segment_type', 'repeated_guest', 'no_of_previous_cancellations',\n",
+    "                        'no_of_previous_bookings_not_canceled', 'no_of_special_requests']\n",
+    "categorical_transformer = OneHotEncoder(handle_unknown=\"ignore\")\n",
+    "\n",
+    "preprocessor = ColumnTransformer(transformers=[\n",
+    "                                              (\"num\", numeric_transformer, numeric_features),\n",
+    "                                              (\"cat\", categorical_transformer, categorical_features)],\n",
+    "                                              remainder='passthrough')\n",
+    "\n",
+    "score ={}\n",
+    "def mod(models):\n",
+    "  for name,model in models.items():\n",
+    "    pipeline = Pipeline(steps=[('processor',preprocessor),('model', model)])\n",
+    "    pipeline.fit(X, y)\n",
+    "    score[name] = np.round(cross_val_score(estimator= pipeline,\n",
+    "                                          X= X_train,y= y_train, cv= Skfold, scoring = 'accuracy').mean(),4)\n",
+    "  best = max(score.items(), key=operator.itemgetter(1))[0]\n",
+    "  print(f'Best Estimator : {best} with score = {100*score[best]:.2f}')\n",
+    "          \n",
+    "  return score\n",
+    "\n",
+    "results = mod(models)\n",
+    "results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "affaf80d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:07:12.336984Z",
+     "iopub.status.busy": "2023-01-29T11:07:12.336425Z",
+     "iopub.status.idle": "2023-01-29T11:07:12.458071Z",
+     "shell.execute_reply": "2023-01-29T11:07:12.457249Z"
+    },
+    "papermill": {
+     "duration": 0.140632,
+     "end_time": "2023-01-29T11:07:12.460112",
+     "exception": false,
+     "start_time": "2023-01-29T11:07:12.319480",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# compare algorithms\n",
+    "estimators = list(results.keys())\n",
+    "score = list(results.values())\n",
+    "\n",
+    "fig =  plt.figure(figsize= (8,3), dpi = 100)\n",
+    "plt.barh(range(len(results)), score, tick_label = estimators,\n",
+    "        color=(1, 0.1, 0.1, 0.7),  edgecolor='blue')\n",
+    "plt.xlabel('Estimators')\n",
+    "plt.ylabel('Accuracy')\n",
+    "plt.title('Comparison of Estimators on Accuracy');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "584b3e98",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015992,
+     "end_time": "2023-01-29T11:07:12.498190",
+     "exception": false,
+     "start_time": "2023-01-29T11:07:12.482198",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Choosing the best performed models \n",
+    "\n",
+    "### XGBoostClassifier and RandomForestClassifier \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "a0d1fb70",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:07:12.532051Z",
+     "iopub.status.busy": "2023-01-29T11:07:12.531110Z",
+     "iopub.status.idle": "2023-01-29T11:08:31.187332Z",
+     "shell.execute_reply": "2023-01-29T11:08:31.186438Z"
+    },
+    "papermill": {
+     "duration": 78.690281,
+     "end_time": "2023-01-29T11:08:31.204111",
+     "exception": false,
+     "start_time": "2023-01-29T11:07:12.513830",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=StratifiedKFold(n_splits=10, random_state=None, shuffle=False),\n",
+       "             estimator=Pipeline(steps=[('processor',\n",
+       "                                        ColumnTransformer(remainder='passthrough',\n",
+       "                                                          transformers=[('num',\n",
+       "                                                                         Pipeline(steps=[('imputer',\n",
+       "                                                                                          SimpleImputer(strategy='median')),\n",
+       "                                                                                         ('scaler',\n",
+       "                                                                                          MinMaxScaler())]),\n",
+       "                                                                         ['avg_price_per_room',\n",
+       "                                                                          'lead_time']),\n",
+       "                                                                        ('cat',\n",
+       "                                                                         OneHotEncoder(handle_unknown='ignore'),...\n",
+       "                                                      max_cat_to_onehot=None,\n",
+       "                                                      max_delta_step=None,\n",
+       "                                                      max_depth=None,\n",
+       "                                                      max_leaves=None,\n",
+       "                                                      min_child_weight=None,\n",
+       "                                                      missing=nan,\n",
+       "                                                      monotone_constraints=None,\n",
+       "                                                      n_estimators=100,\n",
+       "                                                      n_jobs=None,\n",
+       "                                                      num_parallel_tree=None,\n",
+       "                                                      predictor=None,\n",
+       "                                                      random_state=None,\n",
+       "                                                      reg_alpha=None,\n",
+       "                                                      reg_lambda=None, ...))]),\n",
+       "             n_jobs=-1,\n",
+       "             param_grid={'model__eta': [0.05], 'model__max_depth': [6],\n",
+       "                         'model__n_estimators': [600]})"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from xgboost import XGBClassifier\n",
+    "xgb = XGBClassifier()\n",
+    "params = {'model__eta': [0.05], 'model__max_depth': [6], 'model__n_estimators': [600]}\n",
+    "pipeline = Pipeline(steps=[('processor',preprocessor),('model', xgb)])\n",
+    "grid_xgb = GridSearchCV(pipeline, param_grid=params, cv = Skfold, n_jobs=-1)\n",
+    "\n",
+    "grid_xgb.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "f4e4b712",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:08:31.237423Z",
+     "iopub.status.busy": "2023-01-29T11:08:31.236221Z",
+     "iopub.status.idle": "2023-01-29T11:08:31.243294Z",
+     "shell.execute_reply": "2023-01-29T11:08:31.242454Z"
+    },
+    "papermill": {
+     "duration": 0.02593,
+     "end_time": "2023-01-29T11:08:31.245221",
+     "exception": false,
+     "start_time": "2023-01-29T11:08:31.219291",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'model__eta': 0.05, 'model__max_depth': 6, 'model__n_estimators': 600}"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_xgb.best_params_   ## {'model__eta': 0.05, 'model__max_depth': 6, 'model__n_estimators': 600}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "827905e5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:08:31.279704Z",
+     "iopub.status.busy": "2023-01-29T11:08:31.278330Z",
+     "iopub.status.idle": "2023-01-29T11:08:31.456294Z",
+     "shell.execute_reply": "2023-01-29T11:08:31.455166Z"
+    },
+    "papermill": {
+     "duration": 0.197164,
+     "end_time": "2023-01-29T11:08:31.458277",
+     "exception": false,
+     "start_time": "2023-01-29T11:08:31.261113",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[2829,  737],\n",
+       "       [ 431, 6886]])"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "predictions_xgb = grid_xgb.predict(X_test)\n",
+    "confusion_matrix(y_test, predictions_xgb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "1a1e13da",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:08:31.493068Z",
+     "iopub.status.busy": "2023-01-29T11:08:31.492384Z",
+     "iopub.status.idle": "2023-01-29T11:08:31.511364Z",
+     "shell.execute_reply": "2023-01-29T11:08:31.510725Z"
+    },
+    "papermill": {
+     "duration": 0.039696,
+     "end_time": "2023-01-29T11:08:31.514133",
+     "exception": false,
+     "start_time": "2023-01-29T11:08:31.474437",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.87      0.79      0.83      3566\n",
+      "           1       0.90      0.94      0.92      7317\n",
+      "\n",
+      "    accuracy                           0.89     10883\n",
+      "   macro avg       0.89      0.87      0.88     10883\n",
+      "weighted avg       0.89      0.89      0.89     10883\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_test,predictions_xgb))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "6274f9a4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:08:31.548787Z",
+     "iopub.status.busy": "2023-01-29T11:08:31.547826Z",
+     "iopub.status.idle": "2023-01-29T11:08:31.867167Z",
+     "shell.execute_reply": "2023-01-29T11:08:31.866369Z"
+    },
+    "papermill": {
+     "duration": 0.338832,
+     "end_time": "2023-01-29T11:08:31.869439",
+     "exception": false,
+     "start_time": "2023-01-29T11:08:31.530607",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ConfusionMatrixDisplay.from_estimator(estimator = grid_xgb, X = X_test, y = y_test);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "a57339ae",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:08:31.911364Z",
+     "iopub.status.busy": "2023-01-29T11:08:31.910147Z",
+     "iopub.status.idle": "2023-01-29T11:09:48.421579Z",
+     "shell.execute_reply": "2023-01-29T11:09:48.420482Z"
+    },
+    "papermill": {
+     "duration": 76.546792,
+     "end_time": "2023-01-29T11:09:48.438973",
+     "exception": false,
+     "start_time": "2023-01-29T11:08:31.892181",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv=StratifiedKFold(n_splits=10, random_state=None, shuffle=False),\n",
+       "             estimator=Pipeline(steps=[('processor',\n",
+       "                                        ColumnTransformer(remainder='passthrough',\n",
+       "                                                          transformers=[('num',\n",
+       "                                                                         Pipeline(steps=[('imputer',\n",
+       "                                                                                          SimpleImputer(strategy='median')),\n",
+       "                                                                                         ('scaler',\n",
+       "                                                                                          MinMaxScaler())]),\n",
+       "                                                                         ['avg_price_per_room',\n",
+       "                                                                          'lead_time']),\n",
+       "                                                                        ('cat',\n",
+       "                                                                         OneHotEncoder(handle_unknown='ignore'),...\n",
+       "                                                                          'arrival_year',\n",
+       "                                                                          'arrival_month',\n",
+       "                                                                          'arrival_date',\n",
+       "                                                                          'market_segment_type',\n",
+       "                                                                          'repeated_guest',\n",
+       "                                                                          'no_of_previous_cancellations',\n",
+       "                                                                          'no_of_previous_bookings_not_canceled',\n",
+       "                                                                          'no_of_special_requests'])])),\n",
+       "                                       ('model', RandomForestClassifier())]),\n",
+       "             n_jobs=-1,\n",
+       "             param_grid={'model__bootstrap': [True], 'model__max_depth': [6],\n",
+       "                         'model__max_features': [0.7],\n",
+       "                         'model__n_estimators': [200]})"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rfc = RandomForestClassifier()\n",
+    "params = {\n",
+    "    'model__n_estimators': [200],\n",
+    "    'model__max_features': [.7],\n",
+    "    'model__bootstrap': [ True],\n",
+    "    'model__max_depth':[6]\n",
+    "}\n",
+    "pipeline = Pipeline(steps=[('processor',preprocessor),('model', rfc)])\n",
+    "grid_rf = GridSearchCV(pipeline, param_grid=params, cv = Skfold, n_jobs=-1)\n",
+    "\n",
+    "grid_rf.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "307d745e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:09:48.472950Z",
+     "iopub.status.busy": "2023-01-29T11:09:48.472575Z",
+     "iopub.status.idle": "2023-01-29T11:09:48.479897Z",
+     "shell.execute_reply": "2023-01-29T11:09:48.478717Z"
+    },
+    "papermill": {
+     "duration": 0.026797,
+     "end_time": "2023-01-29T11:09:48.481986",
+     "exception": false,
+     "start_time": "2023-01-29T11:09:48.455189",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'model__bootstrap': True,\n",
+       " 'model__max_depth': 6,\n",
+       " 'model__max_features': 0.7,\n",
+       " 'model__n_estimators': 200}"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid_rf.best_params_ "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "6c5251b0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:09:48.515667Z",
+     "iopub.status.busy": "2023-01-29T11:09:48.515280Z",
+     "iopub.status.idle": "2023-01-29T11:09:48.844927Z",
+     "shell.execute_reply": "2023-01-29T11:09:48.843437Z"
+    },
+    "papermill": {
+     "duration": 0.349697,
+     "end_time": "2023-01-29T11:09:48.847894",
+     "exception": false,
+     "start_time": "2023-01-29T11:09:48.498197",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[2581,  985],\n",
+       "       [ 560, 6757]])"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "predictions_rf = grid_rf.predict(X_test)\n",
+    "confusion_matrix(y_test, predictions_rf)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "f43c9ae1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:09:48.883319Z",
+     "iopub.status.busy": "2023-01-29T11:09:48.882974Z",
+     "iopub.status.idle": "2023-01-29T11:09:48.904043Z",
+     "shell.execute_reply": "2023-01-29T11:09:48.902631Z"
+    },
+    "papermill": {
+     "duration": 0.041497,
+     "end_time": "2023-01-29T11:09:48.906463",
+     "exception": false,
+     "start_time": "2023-01-29T11:09:48.864966",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.82      0.72      0.77      3566\n",
+      "           1       0.87      0.92      0.90      7317\n",
+      "\n",
+      "    accuracy                           0.86     10883\n",
+      "   macro avg       0.85      0.82      0.83     10883\n",
+      "weighted avg       0.86      0.86      0.86     10883\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_test,predictions_rf))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "841e20f0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-01-29T11:09:48.954450Z",
+     "iopub.status.busy": "2023-01-29T11:09:48.953706Z",
+     "iopub.status.idle": "2023-01-29T11:09:49.444856Z",
+     "shell.execute_reply": "2023-01-29T11:09:49.444038Z"
+    },
+    "papermill": {
+     "duration": 0.517278,
+     "end_time": "2023-01-29T11:09:49.447116",
+     "exception": false,
+     "start_time": "2023-01-29T11:09:48.929838",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ConfusionMatrixDisplay.from_estimator(estimator = grid_rf, X = X_test, y = y_test);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5eef9bd3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018235,
+     "end_time": "2023-01-29T11:09:49.487306",
+     "exception": false,
+     "start_time": "2023-01-29T11:09:49.469071",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f86849a3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016281,
+     "end_time": "2023-01-29T11:09:49.520995",
+     "exception": false,
+     "start_time": "2023-01-29T11:09:49.504714",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee3f7cb6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017033,
+     "end_time": "2023-01-29T11:09:49.554809",
+     "exception": false,
+     "start_time": "2023-01-29T11:09:49.537776",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 433.384678,
+   "end_time": "2023-01-29T11:09:52.193950",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2023-01-29T11:02:38.809272",
+   "version": "2.3.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Prediction Models/Liver_cirrhosis_prediction/Readme.md b/Prediction Models/Liver_cirrhosis_prediction/Readme.md
new file mode 100644
index 00000000..5593fbc1
--- /dev/null
+++ b/Prediction Models/Liver_cirrhosis_prediction/Readme.md	
@@ -0,0 +1,53 @@
+# Liver Cirrhosis Prediction
+
+## Project Overview
+
+This repository contains the code and analysis for predicting liver cirrhosis in patients using various machine learning models. The project involves exploratory data analysis (EDA), data preprocessing, feature engineering, model training, and evaluation using a dataset of clinical parameters.
+
+## Dataset
+
+The dataset includes several features related to liver function:
+- **Age**: Patient's age.
+- **Gender**: Patient's gender.
+- **Total Bilirubin** and **Direct Bilirubin**: Measurements indicating liver function.
+- **Total Proteins** and **Albumin**: Indicators of liver and kidney function.
+- **A/G Ratio**: The ratio of albumin to globulin.
+- **SGPT** and **SGOT**: Enzyme levels related to liver health.
+- **Alkaline Phosphatase (Alkphos)**: Enzyme level associated with liver and bone health.
+
+## Problem Statement
+
+Liver cirrhosis is a critical health issue that requires early detection for effective treatment. This project aims to develop predictive models to diagnose liver cirrhosis based on clinical and laboratory data, facilitating earlier intervention and better patient outcomes.
+
+## Project Structure
+
+- `data/`: Contains the dataset used for the project.
+- `notebooks/`: Jupyter notebooks with EDA, model training, and evaluation steps.
+- `src/`: Python scripts for data preprocessing, model building, and evaluation.
+- `README.md`: Project documentation.
+
+## Models and Methodology
+
+The following machine learning models were used for prediction:
+- **Logistic Regression**
+- **Decision Trees**
+- **Random Forests**
+- **K-Nearest Neighbors (KNN)**
+- **Support Vector Machines (SVM)**
+- **Artificial Neural Network (ANN)**
+
+Evaluation metrics include:
+- **Accuracy**
+- **Precision**
+- **Recall**
+- **F1 Score**
+- **Confusion Matrix**
+
+## Requirements
+
+- Python 3.x
+- Pandas
+- Numpy
+- Scikit-learn
+- TensorFlow / Keras
+- Seaborn and Matplotlib (for visualization)
diff --git a/Prediction Models/Liver_cirrhosis_prediction/liver-cirrhosis-prediction-eda-models.ipynb b/Prediction Models/Liver_cirrhosis_prediction/liver-cirrhosis-prediction-eda-models.ipynb
new file mode 100644
index 00000000..3f7c71dd
--- /dev/null
+++ b/Prediction Models/Liver_cirrhosis_prediction/liver-cirrhosis-prediction-eda-models.ipynb	
@@ -0,0 +1,1766 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "2896dd6f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.019826,
+     "end_time": "2024-01-29T16:31:51.293098",
+     "exception": false,
+     "start_time": "2024-01-29T16:31:51.273272",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"width: 100%; text-align: center;\">\n",
+    "    <div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "        <h1 style=\"font-weight: bold; font-size: 2.5em; color: red;\">Liver Cirrhosis Prediction</h1>\n",
+    "    </div>\n",
+    "        \n",
+    "\n"
+   ]
+  },
+  {
+   "attachments": {
+    "9c9b8f1f-d38f-413d-9efc-fd0f70e56feb.jpg": {
+     "image/jpeg": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "838c1daa",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018547,
+     "end_time": "2024-01-29T16:31:51.330658",
+     "exception": false,
+     "start_time": "2024-01-29T16:31:51.312111",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "![liver.jpg](attachment:9c9b8f1f-d38f-413d-9efc-fd0f70e56feb.jpg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0666520b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018958,
+     "end_time": "2024-01-29T16:31:51.367992",
+     "exception": false,
+     "start_time": "2024-01-29T16:31:51.349034",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">What is Liver Cirrhosis?</h1>\n",
+    "</div>\n",
+    "\n",
+    "<div style=\"font-size: 1.3em;\">\n",
+    "<br>\n",
+    "\n",
+    "* Scarring of Liver Tissue: Cirrhosis is characterized by the replacement of healthy liver tissue with <span style=\"color: red;\">scar tissue</span>.\n",
+    "<br>\n",
+    "    \n",
+    "* Causes: Common causes include chronic <span style=\"color: red;\">alcoholism</span>, viral <span style=\"color: red;\">hepatitis</span> (B, C, and others), <span style=\"color: red;\">fatty liver disease</span>, and certain <span style=\"color: red;\">genetic conditions</span>.\n",
+    "<br>\n",
+    "    \n",
+    "* Symptoms: Symptoms may include <span style=\"color: red;\">fatigue</span>, <span style=\"color: red;\">weakness</span>, easy <span style=\"color: red;\">bruising</span>, <span style=\"color: red;\">swelling</span> in the legs and abdomen, and <span style=\"color: red;\">confusion</span>.\n",
+    "<br>\n",
+    "    \n",
+    "* Treatment: While the liver damage caused by cirrhosis is <span style=\"color: red;\">irreversible</span>, early diagnosis and lifestyle changes, along with medical management, can help <span style=\"color: red;\">slow its progression</span> and manage symptoms. In severe cases, a liver <span style=\"color: red;\">transplant</span> may be necessary.\n",
+    "\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c6490fcc",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017998,
+     "end_time": "2024-01-29T16:31:51.405393",
+     "exception": false,
+     "start_time": "2024-01-29T16:31:51.387395",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">Data Dictionary</h1>\n",
+    "</div>\n",
+    "\n",
+    "<br>\n",
+    "<div style=\"font-size: 1.3em;\">\n",
+    "\n",
+    "<span style=\"color: red;\">Age:</span> Patient's age.\n",
+    "<br>\n",
+    "    \n",
+    "<span style=\"color: red;\">Gender:</span> Patient's gender.\n",
+    "<br>\n",
+    "    \n",
+    "<span style=\"color: red;\">Total Bilirubin:</span> The total amount of bilirubin in the blood, a yellow pigment produced by the breakdown of red blood cells.\n",
+    "<br>\n",
+    "    \n",
+    "<span style=\"color: red;\">Direct Bilirubin:</span> The direct fraction of bilirubin, specifically associated with liver function.\n",
+    "<br>\n",
+    "    \n",
+    "<span style=\"color: red;\">Total Proteins:</span> The total amount of proteins in the blood, including albumin and globulins.\n",
+    "<br>\n",
+    "    \n",
+    "<span style=\"color: red;\">Albumin:</span> A protein synthesized by the liver, crucial for maintaining blood volume and pressure.\n",
+    "<br>\n",
+    "    \n",
+    "<span style=\"color: red;\">A/G Ratio:</span> The ratio of albumin to globulins, providing insights into liver and kidney function.\n",
+    "<br>\n",
+    "    \n",
+    "<span style=\"color: red;\">SGPT (Serum Glutamic Pyruvic Transaminase):</span> An enzyme indicating liver health; elevated levels may suggest liver damage.\n",
+    "<br>\n",
+    "    \n",
+    "<span style=\"color: red;\">SGOT (Serum Glutamic Oxaloacetic Transaminase):</span> Another liver enzyme reflecting liver function; elevated levels may indicate liver problems.\n",
+    "<br>\n",
+    "    \n",
+    "<span style=\"color: red;\">Alkphos (Alkaline Phosphatase):</span> An enzyme associated with the biliary system; elevated levels may indicate liver or bone issues.\n",
+    "<br>\n",
+    "    \n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f7acd517",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018411,
+     "end_time": "2024-01-29T16:31:51.442548",
+     "exception": false,
+     "start_time": "2024-01-29T16:31:51.424137",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">Libraries</h1>\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "3de42721",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:31:51.481617Z",
+     "iopub.status.busy": "2024-01-29T16:31:51.481149Z",
+     "iopub.status.idle": "2024-01-29T16:32:17.084857Z",
+     "shell.execute_reply": "2024-01-29T16:32:17.083117Z"
+    },
+    "papermill": {
+     "duration": 25.626916,
+     "end_time": "2024-01-29T16:32:17.088039",
+     "exception": false,
+     "start_time": "2024-01-29T16:31:51.461123",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/input/liver-disorders/Indian Liver Patient Dataset (ILPD).csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
+    "from sklearn.compose import ColumnTransformer\n",
+    "from sklearn.preprocessing import OneHotEncoder,StandardScaler\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.naive_bayes import GaussianNB\n",
+    "import numpy as np \n",
+    "import pandas as pd \n",
+    "from sklearn.svm import SVC\n",
+    "from imblearn.over_sampling import SMOTE\n",
+    "from tensorflow.keras.models import Sequential\n",
+    "from tensorflow.keras.layers import Dense\n",
+    "from tensorflow.keras.callbacks import EarlyStopping\n",
+    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
+    "import shap\n",
+    "from prettytable import PrettyTable\n",
+    "\n",
+    "import os\n",
+    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
+    "    for filename in filenames:\n",
+    "        print(os.path.join(dirname, filename))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "55d39f7d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:17.127714Z",
+     "iopub.status.busy": "2024-01-29T16:32:17.126727Z",
+     "iopub.status.idle": "2024-01-29T16:32:17.155092Z",
+     "shell.execute_reply": "2024-01-29T16:32:17.153746Z"
+    },
+    "papermill": {
+     "duration": 0.051827,
+     "end_time": "2024-01-29T16:32:17.158422",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:17.106595",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(r'/kaggle/input/liver-disorders/Indian Liver Patient Dataset (ILPD).csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c0249ba3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:17.198217Z",
+     "iopub.status.busy": "2024-01-29T16:32:17.197443Z",
+     "iopub.status.idle": "2024-01-29T16:32:17.228764Z",
+     "shell.execute_reply": "2024-01-29T16:32:17.227459Z"
+    },
+    "papermill": {
+     "duration": 0.054838,
+     "end_time": "2024-01-29T16:32:17.231569",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:17.176731",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>TB</th>\n",
+       "      <th>DB</th>\n",
+       "      <th>Alkphos</th>\n",
+       "      <th>Sgpt</th>\n",
+       "      <th>Sgot</th>\n",
+       "      <th>TP</th>\n",
+       "      <th>ALB</th>\n",
+       "      <th>A/G Ratio</th>\n",
+       "      <th>Selector</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>65</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>0.7</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>187</td>\n",
+       "      <td>16</td>\n",
+       "      <td>18</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>3.3</td>\n",
+       "      <td>0.90</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>62</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>10.9</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>699</td>\n",
+       "      <td>64</td>\n",
+       "      <td>100</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>0.74</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>62</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>4.1</td>\n",
+       "      <td>490</td>\n",
+       "      <td>60</td>\n",
+       "      <td>68</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>3.3</td>\n",
+       "      <td>0.89</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>58</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>182</td>\n",
+       "      <td>14</td>\n",
+       "      <td>20</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>3.4</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>72</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>195</td>\n",
+       "      <td>27</td>\n",
+       "      <td>59</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>2.4</td>\n",
+       "      <td>0.40</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Age  Gender    TB   DB  Alkphos  Sgpt  Sgot   TP  ALB  A/G Ratio  Selector\n",
+       "0   65  Female   0.7  0.1      187    16    18  6.8  3.3       0.90         1\n",
+       "1   62    Male  10.9  5.5      699    64   100  7.5  3.2       0.74         1\n",
+       "2   62    Male   7.3  4.1      490    60    68  7.0  3.3       0.89         1\n",
+       "3   58    Male   1.0  0.4      182    14    20  6.8  3.4       1.00         1\n",
+       "4   72    Male   3.9  2.0      195    27    59  7.3  2.4       0.40         1"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "a7947f8e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:17.273947Z",
+     "iopub.status.busy": "2024-01-29T16:32:17.273029Z",
+     "iopub.status.idle": "2024-01-29T16:32:17.305140Z",
+     "shell.execute_reply": "2024-01-29T16:32:17.303695Z"
+    },
+    "papermill": {
+     "duration": 0.057457,
+     "end_time": "2024-01-29T16:32:17.308492",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:17.251035",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 583 entries, 0 to 582\n",
+      "Data columns (total 11 columns):\n",
+      " #   Column     Non-Null Count  Dtype  \n",
+      "---  ------     --------------  -----  \n",
+      " 0   Age        583 non-null    int64  \n",
+      " 1   Gender     583 non-null    object \n",
+      " 2   TB         583 non-null    float64\n",
+      " 3   DB         583 non-null    float64\n",
+      " 4   Alkphos    583 non-null    int64  \n",
+      " 5   Sgpt       583 non-null    int64  \n",
+      " 6   Sgot       583 non-null    int64  \n",
+      " 7   TP         583 non-null    float64\n",
+      " 8   ALB        583 non-null    float64\n",
+      " 9   A/G Ratio  579 non-null    float64\n",
+      " 10  Selector   583 non-null    int64  \n",
+      "dtypes: float64(5), int64(5), object(1)\n",
+      "memory usage: 50.2+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "c7bd4835",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:17.349688Z",
+     "iopub.status.busy": "2024-01-29T16:32:17.349159Z",
+     "iopub.status.idle": "2024-01-29T16:32:17.397403Z",
+     "shell.execute_reply": "2024-01-29T16:32:17.395678Z"
+    },
+    "papermill": {
+     "duration": 0.073183,
+     "end_time": "2024-01-29T16:32:17.400444",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:17.327261",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>TB</th>\n",
+       "      <th>DB</th>\n",
+       "      <th>Alkphos</th>\n",
+       "      <th>Sgpt</th>\n",
+       "      <th>Sgot</th>\n",
+       "      <th>TP</th>\n",
+       "      <th>ALB</th>\n",
+       "      <th>A/G Ratio</th>\n",
+       "      <th>Selector</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>583.000000</td>\n",
+       "      <td>583.000000</td>\n",
+       "      <td>583.000000</td>\n",
+       "      <td>583.000000</td>\n",
+       "      <td>583.000000</td>\n",
+       "      <td>583.000000</td>\n",
+       "      <td>583.000000</td>\n",
+       "      <td>583.000000</td>\n",
+       "      <td>579.000000</td>\n",
+       "      <td>583.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>44.746141</td>\n",
+       "      <td>3.298799</td>\n",
+       "      <td>1.486106</td>\n",
+       "      <td>290.576329</td>\n",
+       "      <td>80.713551</td>\n",
+       "      <td>109.910806</td>\n",
+       "      <td>6.483190</td>\n",
+       "      <td>3.141852</td>\n",
+       "      <td>0.947064</td>\n",
+       "      <td>1.286449</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>16.189833</td>\n",
+       "      <td>6.209522</td>\n",
+       "      <td>2.808498</td>\n",
+       "      <td>242.937989</td>\n",
+       "      <td>182.620356</td>\n",
+       "      <td>288.918529</td>\n",
+       "      <td>1.085451</td>\n",
+       "      <td>0.795519</td>\n",
+       "      <td>0.319592</td>\n",
+       "      <td>0.452490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.400000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>63.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>2.700000</td>\n",
+       "      <td>0.900000</td>\n",
+       "      <td>0.300000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>0.800000</td>\n",
+       "      <td>0.200000</td>\n",
+       "      <td>175.500000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>5.800000</td>\n",
+       "      <td>2.600000</td>\n",
+       "      <td>0.700000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>45.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.300000</td>\n",
+       "      <td>208.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>42.000000</td>\n",
+       "      <td>6.600000</td>\n",
+       "      <td>3.100000</td>\n",
+       "      <td>0.930000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>58.000000</td>\n",
+       "      <td>2.600000</td>\n",
+       "      <td>1.300000</td>\n",
+       "      <td>298.000000</td>\n",
+       "      <td>60.500000</td>\n",
+       "      <td>87.000000</td>\n",
+       "      <td>7.200000</td>\n",
+       "      <td>3.800000</td>\n",
+       "      <td>1.100000</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>90.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>19.700000</td>\n",
+       "      <td>2110.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>4929.000000</td>\n",
+       "      <td>9.600000</td>\n",
+       "      <td>5.500000</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Age          TB          DB      Alkphos         Sgpt  \\\n",
+       "count  583.000000  583.000000  583.000000   583.000000   583.000000   \n",
+       "mean    44.746141    3.298799    1.486106   290.576329    80.713551   \n",
+       "std     16.189833    6.209522    2.808498   242.937989   182.620356   \n",
+       "min      4.000000    0.400000    0.100000    63.000000    10.000000   \n",
+       "25%     33.000000    0.800000    0.200000   175.500000    23.000000   \n",
+       "50%     45.000000    1.000000    0.300000   208.000000    35.000000   \n",
+       "75%     58.000000    2.600000    1.300000   298.000000    60.500000   \n",
+       "max     90.000000   75.000000   19.700000  2110.000000  2000.000000   \n",
+       "\n",
+       "              Sgot          TP         ALB   A/G Ratio    Selector  \n",
+       "count   583.000000  583.000000  583.000000  579.000000  583.000000  \n",
+       "mean    109.910806    6.483190    3.141852    0.947064    1.286449  \n",
+       "std     288.918529    1.085451    0.795519    0.319592    0.452490  \n",
+       "min      10.000000    2.700000    0.900000    0.300000    1.000000  \n",
+       "25%      25.000000    5.800000    2.600000    0.700000    1.000000  \n",
+       "50%      42.000000    6.600000    3.100000    0.930000    1.000000  \n",
+       "75%      87.000000    7.200000    3.800000    1.100000    2.000000  \n",
+       "max    4929.000000    9.600000    5.500000    2.800000    2.000000  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "bd346fc2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:17.440475Z",
+     "iopub.status.busy": "2024-01-29T16:32:17.439561Z",
+     "iopub.status.idle": "2024-01-29T16:32:17.451689Z",
+     "shell.execute_reply": "2024-01-29T16:32:17.450240Z"
+    },
+    "papermill": {
+     "duration": 0.035609,
+     "end_time": "2024-01-29T16:32:17.454856",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:17.419247",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Age          0\n",
+       "Gender       0\n",
+       "TB           0\n",
+       "DB           0\n",
+       "Alkphos      0\n",
+       "Sgpt         0\n",
+       "Sgot         0\n",
+       "TP           0\n",
+       "ALB          0\n",
+       "A/G Ratio    4\n",
+       "Selector     0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3493955",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018462,
+     "end_time": "2024-01-29T16:32:17.492092",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:17.473630",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">EDA</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "1981af87",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:17.531913Z",
+     "iopub.status.busy": "2024-01-29T16:32:17.531503Z",
+     "iopub.status.idle": "2024-01-29T16:32:22.599091Z",
+     "shell.execute_reply": "2024-01-29T16:32:22.598000Z"
+    },
+    "papermill": {
+     "duration": 5.09132,
+     "end_time": "2024-01-29T16:32:22.602020",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:17.510700",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAN4AAACiCAYAAAAuh3MNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAlaklEQVR4nO2deVhTx+L+3wSSsAdkD0tQQWUVRaGIFq0o7rbiFa21amu11qXVtrbUWqxWvdd+Vazr9VeVFndt61J3EW1FrIqKYgVBQZCwrwl7kvn9oeQ27ETgJGE+z3Oempk5M29O8zJndhYhhIBCoXQqbKYFUChdEWo8CoUBqPEoFAagxqNQGIAaj0JhAGo8CoUBqPEoFAagxqNQGIAaj0JhAGq8Jli5ciVYLFanlDV06FAMHTpU8fnKlStgsVg4duxYp5Q/a9YsODk5dUpZqiKRSDBnzhzY2NiAxWLhk08+YVrSK9EljBcZGQkWi6W49PT0IBAIEBwcjB9++AFisbhdyhGJRFi5ciXu3bvXLvm1J+qsrTWsXbsWkZGRmD9/PqKiojBjxowW75HJZBAIBGCxWDh79mwnqGwDpAuwd+9eAoCsWrWKREVFkT179pC1a9eSkSNHEhaLRYRCIUlISFC6p7a2llRWVrapnFu3bhEAZO/evW26r7q6mlRXVys+x8TEEADk6NGjbcpHVW01NTWkqqqq3crqCPz8/EhAQECb7rlw4QIBQJycnMj06dM7SJlq6DLq+k5m9OjRGDBggOJzWFgYLl++jHHjxmHChAl49OgR9PX1AQC6urrQ1e3Yx1NRUQEDAwNwudwOLaclOBwOo+W3hry8PLi5ubXpnn379qF///6YOXMmvvrqK5SXl8PQ0LCDFLYRpp3fGdTVeLdu3Wo0fu3atQQA2bVrlyIsPDyc1H88Fy5cIAEBAYTP5xNDQ0PSq1cvEhYWRgj5Xy1V/6qrYQIDA4m7uzu5ffs2GTJkCNHX1ycff/yxIi4wMFBRTl1ehw4dImFhYcTa2poYGBiQ8ePHk4yMDCVNQqGQzJw5s8F3+meeLWmbOXMmEQqFSvdLJBKydOlSYm9vT7hcLunVqxf5/vvviVwuV0oHgCxYsID89ttvxN3dnXC5XOLm5kbOnj3b6LOuT25uLnnvvfeIlZUV4fF4xMvLi0RGRjZ4FvWvtLS0ZvOtqKggxsbGZP369SQ7O5uw2Wyyf//+RtMeOXKEuLq6Eh6PR9zd3cmvv/7a6DORyWRk06ZNxM3NjfB4PGJlZUXmzp1LioqKWvVd/0mXaOO1RF174cKFC02mefjwIcaNG4fq6mqsWrUKGzZswIQJExAbGwsAcHV1xapVqwAAc+fORVRUFKKiovD6668r8igsLMTo0aPh7e2NiIgIDBs2rFlda9aswenTp/HFF19g8eLFuHjxIoKCglBZWdmm79cabf+EEIIJEyZg06ZNGDVqFDZu3IjevXvj888/x9KlSxukv3btGj766CNMnToV69evR1VVFUJCQlBYWNisrsrKSgwdOhRRUVGYPn06vv/+e/D5fMyaNQubN29WaI+KioKFhQW8vb0V2i0tLZvN++TJk5BIJJg6dSpsbGwwdOhQ7N+/v0G606dPIzQ0FBwOB+vWrcOkSZPw/vvvIz4+vkHaefPm4fPPP0dAQAA2b96M2bNnY//+/QgODkZtbW2zehrQZqtqIC3VeIQQwufzSb9+/RSf69d4mzZtIgBIfn5+k3k0144KDAwkAMjOnTsbjWusxrOzsyNlZWWK8CNHjhAAZPPmzYqw1tR4LWmr/9f9+PHjBAD57rvvlNJNnjyZsFgskpqaqggDQLhcrlJYQkICAUC2bNnSoKx/EhERQQCQffv2KcJqamqIv78/MTIyUvruQqGQjB07ttn8/sm4ceOU2oS7du0iurq6JC8vTymdp6cnsbe3J2KxWBF25coVAkDpmfz5558EQINa89y5c42GtwSt8V5iZGTUbO+mqakpAODEiROQy+UqlcHj8TB79uxWp3/33XdhbGys+Dx58mTY2trizJkzKpXfWs6cOQMdHR0sXrxYKfzTTz8FIaRBD2FQUBB69uyp+Ozl5QUTExM8ffq0xXJsbGwwbdo0RRiHw8HixYshkUhw9epVlfQXFhbi/PnzSvmGhISAxWLhyJEjijCRSIQHDx7g3XffhZGRkSI8MDAQnp6eSnkePXoUfD4fI0aMQEFBgeLy8fGBkZERYmJi2qSRGu8lEolE6Uden9DQUAQEBGDOnDmwtrbG1KlTceTIkTaZ0M7Ork0dKS4uLkqfWSwWnJ2dkZ6e3uo8VOHZs2cQCAQNnoerq6si/p84Ojo2yMPMzAzFxcUtluPi4gI2W/ln2FQ5reXw4cOora1Fv379kJqaitTUVBQVFcHPz0/pdbMuf2dn5wZ51A9LSUlBaWkprKysYGlpqXRJJBLk5eW1SWOX6tVsiufPn6O0tLTR/wF16Ovr448//kBMTAxOnz6Nc+fO4fDhw3jjjTdw4cIF6OjotFhOXY9pe9LUIL9MJmuVpvagqXIIQ7uK1JkrICCg0finT5+iR48ebcpTLpfDysqq0XYigBbbnPWhxgMQFRUFAAgODm42HZvNxvDhwzF8+HBs3LgRa9euxfLlyxETE4OgoKB2n+mSkpKi9JkQgtTUVHh5eSnCzMzMUFJS0uDeZ8+eKf242qJNKBTi0qVLEIvFSrVeUlKSIr49EAqFuH//PuRyuVKt9yrlpKWl4fr161i4cCECAwOV4uRyOWbMmIEDBw7g66+/VuSfmpraIJ/6YT179sSlS5cQEBDQLn9Au/yr5uXLl7F69Wp0794d06dPbzJdUVFRgzBvb28AQHV1NQAoxogaM4Iq/Pzzz0rtzmPHjiE7OxujR49WhPXs2RM3btxATU2NIuz3339HZmamUl5t0TZmzBjIZDJs3bpVKXzTpk1gsVhK5b8KY8aMQU5ODg4fPqwIk0ql2LJlC4yMjBoYpzXU1UjLli3D5MmTla4pU6YgMDBQkUYgEMDDwwM///wzJBKJIo+rV6/iwYMHSvlOmTIFMpkMq1evblCmVCpt8//zLlXjnT17FklJSZBKpcjNzcXly5dx8eJFCIVCnDx5Enp6ek3eu2rVKvzxxx8YO3YshEIh8vLysH37dtjb22Pw4MEAXpjA1NQUO3fuhLGxMQwNDeHn54fu3burpLdbt24YPHgwZs+ejdzcXERERMDZ2RkffPCBIs2cOXNw7NgxjBo1ClOmTMGTJ0+wb98+pc6OtmobP348hg0bhuXLlyM9PR19+/bFhQsXcOLECXzyyScN8laVuXPn4r///S9mzZqF+Ph4ODk54dixY4iNjUVERESzbe6m2L9/P7y9veHg4NBo/IQJE7Bo0SLcuXMH/fv3x9q1azFx4kQEBARg9uzZKC4uxtatW+Hh4aFkxsDAQMybNw/r1q3DvXv3MHLkSHA4HKSkpODo0aPYvHkzJk+e3HqhbeoD1VDqhhPqLi6XS2xsbMiIESPI5s2blbqt66g/nBAdHU0mTpxIBAIB4XK5RCAQkGnTppHHjx8r3XfixAni5uZGdHV1Gx1Ab4ymhhMOHjxIwsLCiJWVFdHX1ydjx44lz549a3D/hg0biJ2dHeHxeCQgIIDcvn27QZ7NaWtssFgsFpMlS5YQgUBAOBwOcXFxaXYAvT5NDXPUJzc3l8yePZtYWFgQLpdLPD09Gx3yaM1wQnx8PAFAVqxY0WSa9PR0AoAsWbJEEXbo0CHSp08fwuPxiIeHBzl58iQJCQkhffr0aXD/rl27iI+PD9HX1yfGxsbE09OTLFu2jIhEoha/6z9hEUL31aRQ6uPt7Q1LS0tcvHixQ/Lv8m08StemtrYWUqlUKezKlStISEhQWqrV3tAaj9KlSU9PR1BQEN555x0IBAIkJSVh586d4PP5SExMhLm5eYeU26U6VyiU+piZmcHHxwc//vgj8vPzYWhoiLFjx+Lf//53h5kOoDUehcIItI1HoTAANR6FwgBa38aTy+UQiUQwNjbutM2LKF0TQgjEYjEEAkGDid/10XrjiUSiJmcxUCgdQWZmJuzt7ZtNo/XGq5t2lJmZCRMTE4bVULSZsrIyODg4tGqqm9Ybr+710sTEhBqP0im0pkmj9cajtI7erm4QZWU1m0ZgZ4fkR393kiLthhqPAgAQZWVh1S+3mk3zTcjATlKj/VDjaTC0ltJcqPE0GFpLaS7UeBQ8yi6Dvs+bOHEvC5JqKQgB+PocOJoboLe1MfQ4nbN3S1eCGq+Lkl1aiRP3RDh+NwtJOWIY+E1BemGFIr6wvAZPC8pxPbUQr/Xohr4OpsyJ1UKo8boQeWVViEnOw/G7ItxIK0Td9HiuDhuSlL8wctQYmBq8OEehQFKDR9llKCyvwR8pBUgvrEClnA1jE36zZdA2ZeugxtNiKmtl4Dj5YPXvfyM2tQBJOcob9vo6dcNb/e0wxsMW9jZT0feDtxVxQnND9Hc0RWJWGf5IyUdGUQWsp63D/Imvw5DX9M+GtilbBzWellEgqUZyjhhpBeUoLK+ByZhPsftaGgCAxQI87fgY6WaNid52cOhm0GxeLBYLnvZ82PD1cDJBBIm5A3658xwh/e2bNR+lZejT0xIyiipw42khskurlMKlRc/x7uhBeK2HOQY7W6CbYduPBLM05mGyjz1+PHcLxbCk5msH6JPTcKpqZbj6OF/xGslmAd0tDOFiZQyHbvr497S3sXZX6SuXw9fnIPfQcvRetAfFFbX47V4WQvrbQ5/2eKoENZ4Gw+bb4PCtTJRU1oIFwMuej4FO3TqsJpKW5iKkvx2OxT9HoaQGx+9mYVI/O/Co+doMXQiroSTniMGf9C1KKmthrKeLfw2wx9DeVh3++mdqwMWklzVdnrgax++JUCNV7fSkrgw1ngbyrLAc7+z+C2x9Y1gZ8xA6wAG2/PY/EKUpuhly8VY/O/B02cgpq8KxO88hqZK2fCNFATWehlFRI8Xcn+ORL66GtCAdb/WzY6STw9KYh7f62UGfo4N8cTUO3c5ATmkVKiorYWzCb/Hq7dq288y1DdrG0yAIIQj79QGSc8WwNOYhOXI99EJHMKbH2kQPoQMdcDJBhKLyGhyJz4TJoLfx5Zdfgqvb/N/0rj7eR2s8DWLfXxk4cU8EHTYL297uD1JRwrQk8PU5mDLAHr2sjF7M8fT/FyKvpyMhswRSFU/O7QqoZLwePXo0erB8SUlJmw/8o7SOjMIKrD39CAAQNroPfLt3Y1jR/+Dp6mC0py3GetqitliEyloZrjzOx0/Xn70woIwasD4qGS89PR0ymaxBeHV1NbJaWB9GaZnerm4N2kT+H29FZa0MtVkPsWRsfxib8FFRUdFyZp2Is5URRHsWYlhvSxjxdCGplr4wYNwzPBSVMnZCrDrSpjbeyZMnFf8+f/48+Pz/TZiVyWSIjo6Gk5NTu4nrqtRfZ/cgqxSXk/Kgy2Zh5uQxMH33TQDA0lFq2EEhl8HL3hRutiZ4mF2G2+nFkFRLcelRHh7nShDsbg0DLu1aaNMTePPNNwG8mMM3c+ZMpTgOhwMnJyds2LCh3cRRXvRixqYWAAAG9TSHqUHbp3wxga4OG33tTeEuMEFCZininhYio6gCh25lYkJfAdPyGKdNxpO/bCx3794dt27dgoWFRYeIovyPuCeFqJbKYWnEU2lNXF33fovpOui1VZfNho/QDN0tDHEqQYSSylr8eicLOmZ2HVKepqBSnZ+WltbeOiiNkFtWhURRGQBgaG9LsFXYCVsul7e4PQTQ8a+t3Qy5CB3ogN/uZiFPXA2TicshKqmEwLTzBv7VCZWHE6Kjo/HVV19hzpw5eO+995Su1rJy5UqwWCylq0+fPor4qqoqLFiwAObm5jAyMkJISAhyc3NVlaxREEJwJTkfANDHxlgrfqB6HB281c8O5kZcsA1MMTfqNiprGnbSdQVUMt63336LkSNHIjo6GgUFBSguLla62oK7uzuys7MV17Vr1xRxS5YswalTp3D06FFcvXoVIpEIkyZNUkWyxvEoW4ycsipwdFgY7Kw9r/R6HB1M8BJAXlmGxKwyrD7dNVerq/SquXPnTkRGRmLGjBmvLkBXFzY2Ng3CS0tLsXv3bhw4cABvvPEGAGDv3r1wdXXFjRs38Nprr71y2eoKi6uPay87VPy6m2vdujcTfQ7EF7aAP3E5DvyVgRGu1hjWx4ppWZ2KSjVeTU0NBg0a1C4CUlJSIBAI0KNHD0yfPh0ZGRkAgPj4eNTW1iIoKEiRtk+fPnB0dERcXFyT+VVXV6OsrEzp0jT0B4agslYGMwMOvLV0kyFp1kO8F9AdAPD5sfsoKq9hWFHnopLx5syZgwMHDrxy4X5+foiMjMS5c+ewY8cOpKWlYciQIRCLxcjJyQGXy4WpqanSPdbW1sjJyWkyz3Xr1oHP5ysuTTspKDlHDD3PYABAYC9L6LC192ixZaN6w8XKCAWSaqw69ZBpOZ2KSu8wVVVV2LVrFy5dugQvLy9wOByl+I0bN7Yqn9GjRyv+7eXlBT8/PwiFQhw5cgT6+qp1JoSFhWHp0qWKz3UnuGgChBCsPPkQLLYOeloaQmhuyLSkDkWPo4MNU/pi4rZYHL8nQuhAR/j37Lhzx9UJlYx3//59eHt7AwASExOV4l7l8EdTU1P06tULqampGDFiBGpqalBSUqJU6+Xm5jbaJqyDx+OBx+OprIFJTj/IRtzTQhBpDV53cWJaTqfgZW+K6X6O2HcjA9+cSMSZj4eAo6P9c/dVMl5MTEx76wAASCQSPHnyBDNmzICPjw84HA6io6MREhICAEhOTkZGRgb8/f07pHwmqaiRYs3LSdCVd07CJDiMYUUdyz8H9lk8Q5hO+z+k5AGCYTNQde93ANq9Ryej3WWfffYZxo8fD6FQCJFIhPDwcOjo6GDatGng8/l4//33sXTpUnTr1g0mJiZYtGgR/P39tbJHc1tMKrJLq2Bvpo+Eu6cAaLfx6g/s/y0qw8VHuTAdMh0zPv8KxnocrV6zp5Lxhg0b1uwr5eXLl1uVz/PnzzFt2jQUFhbC0tISgwcPxo0bN2BpaQkA2LRpE9hsNkJCQlBdXY3g4GBs375dFclqzaPsMvz36lMAwIpxbpi8ppZhRZ2Pq60xEkWlyC6twp8pBRjjacu0pA5FJePVte/qqK2txb1795CYmNhg8nRzHDp0qNl4PT09bNu2Ddu2bVNFpkYglcnxxS/3IZUTBLtbY6SbNdOSGIHFYmFYbyscvJmBlDwJMovUa8lTe6OS8TZt2tRo+MqVKyGRSF5JUFdj97U03H9eChM9Xaye6PFKnVOajqUxD572fNx/Xoorj/MBtvZuG9iu3UfvvPMO9uzZ055ZajVpBeXYePExAODrcW6wMtFjWBHz+Pcwhz5HB0XlNdDzGMm0nA6jXY0XFxcHPT3642kNUpkcnx65h2qpHIOdLfAvH3umJakFehwdDHJ+MZan7xuCPHFVC3doJiq9atafqEwIQXZ2Nm7fvo0VK1a0izBtZ3N0Cu5klMBYTxfrJnl26VfM+rjbmiAxqxS5ZcC/zyZh4xRvpiW1OyrVeP+cksXn89GtWzcMHToUZ86cQXh4eHtr1DrinhRia0wqAGDtW54tntrT1WCxWBja2wqEyPHrnSzcTi9iWlK7o1KNt3fv3vbW0WUoqajBksP3QAgwZYA9xtNtEBrFxkQP1Y+uQM/tDYT9+gC/Lx4Mnq72dLa8UhsvPj4e+/btw759+3D37t320qS1yOUE/Rf8gJyyKsiKRdgxd0Sjuyyr2+5hTFERdwgWRlyk5EmwJTqVaTntiko1Xl5eHqZOnYorV64o5lGWlJRg2LBhOHTokGIAnKLMD5dTILd2hQ6bhbeDX4Pl5GuNplPL3cMYgFRLsHqiB+bvv4MdV59glIcNPOxa3j9GE1Cpxlu0aBHEYjEePnyIoqIiFBUVITExEWVlZVi8eHF7a9QKYpLysDk6BQAwvI8VLI01cyJ3Z1O3Ua5MTvDZ0QStOZlIJeOdO3cO27dvh6urqyLMzc0N27Ztw9mzZ9tNnLaQUViBjw/dBSFAVeJFuNqaMC1Jo/h2oju6GXKRlCPG5ujHTMtpF1Qynlwub7AGD3ixt6ac7pevRFWtDB/ui0dZlRTeDqYovxbFtCSNw8KIh9UTPQAA2688wfWX22JoMioZ74033sDHH38MkUikCMvKysKSJUswfPjwdhOnaTS29brT5DD8nV0GeUUpYr57BxUSzduKQh0Y62WLab4OIAT4+PA9FEiqmZb0SqjUubJ161ZMmDABTk5OitXdmZmZ8PDwwL59+9pVoCbR1NbrLACTA9zgMP487Th5Bb4Z547b6cVIyZPgs6MJ2DNzINgaujWGSsZzcHDAnTt3cOnSJSQlJQEAXF1dlTYm6urklFbh6st9MQc5m9NB8nZAn6uDLW/3w8StsbiSnI8frz3F3Nd7Mi1LJdr0qnn58mW4ubmhrKwMLBYLI0aMwKJFi7Bo0SIMHDgQ7u7u+PPPPztKq8ZQUSPF6QfZkBGCnpaG8HE0Y1qS1tDHxgTh490BAOvPJeNORtv2cVUX2mS8iIgIfPDBBzAxadgrx+fzMW/evFZvdKStyAnBucQcSKqlMDXgYISbNZ2H2c5M83XAOC9bSOUEiw7cRWmF5i0cbpPxEhISMGrUqCbjR44cifj4+FcWpcnEPSlEZnElODosjPO01appTuoCi8XCukmeEJobIKukEst+SdC4s/faZLzc3NxGhxHq0NXVRX5+/iuL0lQ43Qfg9rMXrz5BrtYwN6KD5B2FsR4HW6f1B0eHhfMPc/HT9XSmJbWJNnWu2NnZITExEc7Ozo3G379/H7a22r1XRlM8zZfA6I0PAQDeDqboZW3MsCLNpzVHjOl5BsNwyEysPZMEH2E3eNprxpSyNhlvzJgxWLFiBUaNGtVgwWtlZSXCw8Mxbty4dhWoCVTUSPHhvniweQYQ8PW06pARJmnNEWOEEPzfj4eAHgOw8OAd/L5oMIz1mn4rUxfa9Kr59ddfo6ioCL169cL69etx4sQJnDhxAv/5z3/Qu3dvFBUVYfny5R2lVS0hhODLXx7gca4E8vJijPG01ept19UNFouF/LObIRPn41lhBXpN/7bRFR+9XdVr/LRNNZ61tTWuX7+O+fPnIywsTNGgZbFYCA4OxrZt22Bt3bV2yYq8no6TCSLoslkoPP8DDCd03QkETCGtKMO0Yf1wLP45eC7+GDfxTbjVmw+rbnt0tnkAXSgU4syZMyguLkZqaioIIXBxcYGZWdcbq4p7UqjY/fmrMa74eGsyw4q6LrZ8ffj1MEfck0JcSc6DgK+n1ufFq7wQ1szMDAMHDoSvr2+XNN2zwnLM3x8PqZxgQl8BZgc4MS2pyzNAaAaBqR5qZQTnH+ZCJlffIQbtPx2iAyirqsX7P91GSUUt+trzsX6yFx0kVwPYLBaC3W3A1WUjp6wKN9PUd68Warw2UiuTY+GBu0jNk8DGRA//790B0OPQQXJ1wUSPg+EvT5e9lV6ErJJKhhU1DjVeG5DJCZYeScAfj/Ohx2Hjx5kD6Ca0akgva2O42hiDADj/MAfVUhnTkhpAjddK5HKCr48/wKmXPZg7pvtozf4f2khgb0vw9TkQV0kRk6R+s6mo8VpBrUyOz44m4ODNTLBZwOap/TDs5esMRT3h6eog2N0aLBaQnCsG1yWAaUlKMHo+niYgqZbCa94myG3cQOQylF7eianbYhtNS7flUy9s+frwc+qGG2lFMAycjfSCcjhZqMfx1tR4zZCSK8aH++Iht3GDLpuFMX0d0H1ERJPp6epy9WOgUzc8K6pAdinwXuQt/DJ/EMwMmR/fo6+ajSCXE0TFpWPitlg8yS+HTFKISf3t0F1N/lpSWg+bzXqxPaA4H08LyjEvKl4tOluo8erxUFSK0F1xWHHiISpqZAhwNkfp0eWw5eszLY2iIoY8XYhPfw9jni5uphfhw6h4VNUyaz5qvJekFZRj4YE7GPvDNdxKL4YhVwffTnDHz+/5gVTSncE0HVnRc/x3hg/0OGzEJOfj3T03Gd2prEsbjxACl0GjYTt5BYauj8bv97MBANWPY/H8x4+wcFRfmJqa0k4TLWGQswUiZ/vCiKeLm2lFmLDlGv54zMxQQ5ftXIl/VoxVpx6i9vWFqFsn7mRugEE9LWA53AWYP0uRlnaaaA+v9TDHbx8NwryoeDwtKMe7e25ipJs1PhrmjL72/E6b+qcRNd62bdvg5OQEPT09+Pn54ebNm6+cJ0+XjYTnpSDSGrgLTPC2ryMmetvRMw26AC7Wxji5aDBmBziBxQIu/J2LN7fFYviGq/j+fBKuJOehpKKmQzWofY13+PBhLF26FDt37oSfnx8iIiIQHByM5ORkWFmpPojtYfdicvOcMf4I2n+5HRVTNAEjni7Cx7tjup8jtsU8wZkH2XhaUI5tMU8APAEAmBlw4GhuCGE3A9iZ6cPKmAdrEz3Ym+nDy970lcpXe+Nt3LgRH3zwAWbPng0A2LlzJ06fPo09e/bgyy+/fKW8pwxwwPtV4vaQSdFQnK2MsSnUG6vf9ID3uJkoN3KArrULdExtUFxRi+KKEiRklijdwyp5jrSd816pXLU2Xk1NDeLj4xEWFqYIY7PZCAoKQlxcXKP3VFdXo7r6f71VpaWlAICyssZ7JgkhqCqXNC+kNWlam04dy2vPvNRUe3lFBYyMmz+lqaKiAmt+edGMqZHJUVZZ++KqkkJSLUVFzYv/Pkt/0OjvqS6sVVsNEjUmKyuLACDXr19XCv/888+Jr69vo/eEh4cTAPSiF2NXZmZmi79tta7xVCEsLAxLly5VfC4pKYFQKERGRgb4fD6DyjSbsrIyODg4IDMzs9GdxCkAIQRisRgCQcvn2qu18SwsLKCjo4Pc3Fyl8NzcXNjY2DR6D4/HA4/XsGeSz+fTH0w7YGJiQp9jM7T2j7taDydwuVz4+PggOjpaESaXyxEdHQ1/f38GlVEor4Za13gAsHTpUsycORMDBgyAr68vIiIiUF5erujlpFA0EbU3XmhoKPLz8/HNN98gJycH3t7eOHfuXKv37+TxeAgPD2/09ZPSeuhzbF9YhGjYMSsUihag1m08CkVbocajUBiAGo9CYQBqPAqFAbTeeB2xpEibWblyJVgsltLVp08fRXxVVRUWLFgAc3NzGBkZISQkpMEEB0rLaLXx6pYUhYeH486dO+jbty+Cg4ORl5fHtDS1xt3dHdnZ2Yrr2rVrirglS5bg1KlTOHr0KK5evQqRSIRJkyYxqFZDefWpzOqLr68vWbBggeKzTCYjAoGArFu3jkFV6k14eDjp27dvo3ElJSWEw+GQo0ePKsIePXpEAJC4uLhOUqgdaG2NV7ekKCgoSBHW0pIiygtSUlIgEAjQo0cPTJ8+HRkZGQCA+Ph41NbWKj3TPn36wNHRkT7TNqK1xisoKIBMJmsww8Xa2ho5OTkMqVJ//Pz8EBkZiXPnzmHHjh1IS0vDkCFDIBaLkZOTAy6XC1NTU6V76DNtO2o/ZYzSuYwePVrxby8vL/j5+UEoFOLIkSPQ16d7i7YXWlvjqbKkiNIQU1NT9OrVC6mpqbCxsUFNTQ1KSkqU0tBn2na01nh0SVH7IJFI8OTJE9ja2sLHxwccDkfpmSYnJyMjI4M+07bCdO9OR3Lo0CHC4/FIZGQk+fvvv8ncuXOJqakpycnJYVqa2vLpp5+SK1eukLS0NBIbG0uCgoKIhYUFycvLI4QQ8uGHHxJHR0dy+fJlcvv2beLv70/8/f0ZVq15aLXxCCFky5YtxNHRkXC5XOLr60tu3LjBtCS1JjQ0lNja2hIul0vs7OxIaGgoSU1NVcRXVlaSjz76iJiZmREDAwPy1ltvkezsbAYVayZ0WRCFwgBa28ajUNQZajwKhQGo8SgUBqDGo1AYgBqPQmEAajwKhQGo8SgUBqDGo1AYgBqPQmEAarwuRlxcHHR0dDB27FimpXRp6JSxLsacOXNgZGSE3bt3Izk5uVVHSlHaH1rjdSEkEgkOHz6M+fPnY+zYsYiMjFSKP3nyJFxcXKCnp4dhw4bhp59+AovFUlp/d+3aNQwZMgT6+vpwcHDA4sWLUV5e3rlfRBtgdo42pTPZvXs3GTBgACGEkFOnTpGePXsSuVxOCCHk6dOnhMPhkM8++4wkJSWRgwcPEjs7OwKAFBcXE0IISU1NJYaGhmTTpk3k8ePHJDY2lvTr14/MmjWLqa+ksVDjdSEGDRpEIiIiCCGE1NbWEgsLCxITE0MIIeSLL74gHh4eSumXL1+uZLz333+fzJ07VynNn3/+SdhsNqmsrOxw/doEfdXsIiQnJ+PmzZuYNm0aAEBXVxehoaHYvXu3In7gwIFK9/j6+ip9TkhIQGRkJIyMjBRXcHAw5HI50tLSOueLaAl0s6Muwu7duyGVSpU6Uwgh4PF42Lp1a6vykEgkmDdvHhYvXtwgztHRsd20dgWo8boAUqkUP//8MzZs2ICRI0cqxb355ps4ePAgevfujTNnzijF3bp1S+lz//798ffff8PZ2bnDNWs9TL/rUjqe3377jXC5XFJSUtIgbtmyZWTAgAGKzpVly5aR5ORkcvjwYWJvb08AKO5LSEgg+vr6ZMGCBeTu3bvk8ePH5Pjx40q7dVNaBzVeF2DcuHFkzJgxjcb99ddfBABJSEggJ06cIM7OzoTH45GhQ4eSHTt2EABKHSc3b94kI0aMIEZGRsTQ0JB4eXmRNWvWdNZX0RroADqlSdasWYOdO3ciMzOTaSlaB23jURRs374dAwcOhLm5OWJjY/H9999j4cKFTMvSSqjxKApSUlLw3XffoaioCI6Ojvj0008RFhbGtCythL5qUigMQAfQKRQGoMajUBiAGo9CYQBqPAqFAajxKBQGoMajUBiAGo9CYQBqPAqFAf4/+PAvxFeGW/UAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAACiCAYAAABsxACaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAk40lEQVR4nO3deVhTV/oH8G9YEvaw7wgKbiCLK0W0oKJUcWFKW7UuaBVbC9al41RqK9a22tpWsZUZbDuVjltVcPu5i4C7UxVFsYiAoogskS2A7Hl/f1gyjYQlIRAI5/M899F77rn3vLnJy8ndTjhERGAYRiWpKTsAhmE6DktwhlFhLMEZRoWxBGcYFcYSnGFUGEtwhlFhLMEZRoWxBGcYFcYSnGFUWI9M8LVr14LD4XRKW76+vvD19RXPJyUlgcPhIDY2tlPanzdvHhwcHDqlLXlVVFRg4cKFsLS0BIfDwbJlyzqt7ezsbHA4HMTExHRam52p2yd4TEwMOByOeNLS0oK1tTX8/f3x/fffo7y8XCHtPH36FGvXrsWtW7cUsj1F6sqxtcX69esRExODxYsXY8eOHZgzZ06zdWtra7FlyxYMHjwYBgYGMDQ0hIuLCxYtWoR79+51YtRto/T3hrq57du3EwBat24d7dixg3755Rdav349TZgwgTgcDtnb21NKSorEOnV1dVRVVSVTO9euXSMAtH37dpnWq6mpoZqaGvF8YmIiAaD9+/fLtB15Y6utraXq6mqFtdURPD09ydvbu011J0+eTOrq6jR79myKioqiyMhIeu+998jW1lbm94aI6OHDh3K9r20l7+dGUTSU82dF8SZOnIhhw4aJ58PDw5GQkIDJkydj6tSpSEtLg7a2NgBAQ0MDGhod+9KfP38OHR0dcLncDm2nNZqamkptvy0KCwvh7Ozcar1r167h6NGj+PLLL/Hxxx9LLNu6dStKS0s7KMKup7KyErq6uq1XVMqfFQVq7MGvXbsmdfn69esJAP3444/isoiICHr5pZ8+fZq8vb2Jz+eTrq4u9evXj8LDw4nof73uy1PjX2UfHx9ycXGh69ev0+jRo0lbW5uWLl0qXubj4yNup3Fbv/32G4WHh5OFhQXp6OjQlClT6PHjxxIx2dvbU3BwcJPX9NdtthZbcHAw2dvbS6xfUVFBK1asIFtbW+JyudSvXz/65ptvSCQSSdQDQKGhoXTw4EFycXEhLpdLzs7OdOLECan7+mUFBQX0zjvvkLm5OfF4PHJzc6OYmJgm++Ll6eHDh1K3t2fPHgJASUlJbWr/yZMnNH/+fDI3NxfH/u9//1uiTnM9eFpaGgUFBZGRkRHxeDwaOnQoHT58uEkbJSUltGzZMrK3tycul0s2NjY0Z84cEggErb43RET79u2jIUOGkJaWFpmYmNCsWbPoyZMnEm0EBweTrq4uZWZm0sSJE0lPT4+mTZvWpn2gMj14c+bMmYOPP/4Yp0+fRkhIiNQ6d+/exeTJk+Hm5oZ169aBx+MhMzMTly5dAgAMHDgQ69atw5o1a7Bo0SKMHj0aADBy5EjxNoqKijBx4kTMmDEDs2fPhoWFRYtxffnll+BwOPjoo49QWFiIyMhI+Pn54datW+JvGm3Rltj+iogwdepUJCYmYsGCBfDw8MCpU6ewcuVK5ObmYvPmzRL1L168iAMHDuD999+Hvr4+vv/+ewQFBeHx48cwMTFpNq6qqir4+voiMzMTYWFh6N27N/bv34958+ahtLQUS5cuxcCBA7Fjxw4sX74ctra2+PDDDwEAZmZmUrdpb28PANi1axe8vb1b/BZWUFCAV155BRwOB2FhYTAzM8OJEyewYMECCIXCFk/k3b17F97e3rCxscGqVaugq6uLffv2ITAwEHFxcfjb3/4G4MXJwdGjRyMtLQ3vvPMOhgwZgmfPnuHIkSN48uRJq+9NTEwM5s+fj+HDh2PDhg0oKCjAli1bcOnSJdy8eROGhobimOrr6+Hv749Ro0bh22+/hY6OTrPxS2jTn4EurLUenIiIz+fT4MGDxfMv9+CbN28mACQQCJrdRkvHUj4+PgSAoqOjpS6T1oPb2NiQUCgUl+/bt48A0JYtW8RlbenBW4vt5R780KFDBIC++OILiXpvvPEGcTgcyszMFJcBIC6XK1GWkpJCAOiHH35o0tZfRUZGEgDauXOnuKy2tpa8vLxIT09P4rXb29tTQEBAi9sjIhKJROJ9bWFhQTNnzqSoqCh69OhRk7oLFiwgKysrevbsmUT5jBkziM/n0/Pnz4lIeg8+btw4cnV1lTh3IRKJaOTIkdS3b19x2Zo1awgAHThwQGqsRM2/N7W1tWRubk6DBg2SOB909OhRAkBr1qwRlwUHBxMAWrVqVav76GXd/ix6W+jp6bV4Nr3xL+Xhw4chEonkaoPH42H+/Pltrj937lzo6+uL59944w1YWVnh+PHjcrXfVsePH4e6ujo++OADifIPP/wQRIQTJ05IlPv5+cHR0VE87+bmBgMDAzx48KDVdiwtLTFz5kxxmaamJj744ANUVFTg3LlzMsfO4XBw6tQpfPHFFzAyMsKePXsQGhoKe3t7TJ8+XXwMTkSIi4vDlClTQER49uyZePL390dZWRmSk5OltlFcXIyEhAS89dZbKC8vF69XVFQEf39/ZGRkIDc3FwAQFxcHd3d3cY/+cqwtuX79OgoLC/H+++9DS0tLXB4QEIABAwbg2LFjTdZZvHhxW3eVWI9I8IqKColketn06dPh7e2NhQsXwsLCAjNmzMC+fftkSnYbGxuZTqj17dtXYp7D4cDJyQnZ2dlt3oY8Hj16BGtr6yb7Y+DAgeLlf9WrV68m2zAyMkJJSUmr7fTt2xdqapIfsebaaSsej4fVq1cjLS0NT58+xZ49e/DKK69g3759CAsLAwAIBAKUlpbixx9/hJmZmcTU+Ee4sLBQ6vYzMzNBRPj000+brBsRESGxblZWFgYNGiTX62h8/f3792+ybMCAAU32j4aGBmxtbWVuR+WPwZ88eYKysjI4OTk1W0dbWxvnz59HYmIijh07hpMnT2Lv3r0YO3YsTp8+DXV19VbbkeW4ua2a6wUaGhraFJMiNNcOdYGRvqysrDBjxgwEBQXBxcUF+/btQ0xMjPgP8+zZsxEcHCx1XTc3N6nljev+/e9/h7+/v9Q6LX2WOgqPx2vyx7ItVD7Bd+zYAQDNvlmN1NTUMG7cOIwbNw6bNm3C+vXrsXr1aiQmJsLPz0/hd75lZGRIzBMRMjMzJT54RkZGUi/9PHr0CH369BHPyxKbvb094uPjUV5eLtGLN94k0ngiq73s7e1x+/ZtiEQiiQ+motsBXnz1d3NzQ0ZGBp49ewYzMzPo6+ujoaEBfn5+Mm2rcb9qamq2uq6joyNSU1NbrNPce9P4+tPT0zF27FiJZenp6QrbPyr9FT0hIQGff/45evfujVmzZjVbr7i4uEmZh4cHAKCmpgYAxNccFXWt9T//+Y/EeYHY2Fjk5eVh4sSJ4jJHR0dcvXoVtbW14rKjR48iJydHYluyxDZp0iQ0NDRg69atEuWbN28Gh8ORaL89Jk2ahPz8fOzdu1dcVl9fjx9++AF6enrw8fGReZsZGRl4/Phxk/LS0lJcuXIFRkZGMDMzg7q6OoKCghAXFyc1AQUCQbNtmJubw9fXF9u2bUNeXl6L6wYFBSElJQUHDx5sUq/xG05z782wYcNgbm6O6Oho8WcMAE6cOIG0tDQEBAQ0G6MsVKYHP3HiBO7du4f6+noUFBQgISEBZ86cgb29PY4cOSJxIuNl69atw/nz5xEQEAB7e3sUFhbin//8J2xtbTFq1CgAL5LN0NAQ0dHR0NfXh66uLjw9PdG7d2+54jU2NsaoUaMwf/58FBQUIDIyEk5OThKX8hYuXIjY2Fi89tpreOutt5CVlYWdO3dKnPSSNbYpU6ZgzJgxWL16NbKzs+Hu7o7Tp0/j8OHDWLZsWZNty2vRokXYtm0b5s2bhxs3bsDBwQGxsbG4dOkSIiMjWzwn0pyUlBS8/fbbmDhxIkaPHg1jY2Pk5ubi119/xdOnTxEZGSk+pPjqq6+QmJgIT09PhISEwNnZGcXFxUhOTkZ8fLzUP+qNoqKiMGrUKLi6uiIkJAR9+vRBQUEBrly5gidPniAlJQUAsHLlSsTGxuLNN9/EO++8g6FDh6K4uBhHjhxBdHQ03N3dW3xvvv76a8yfPx8+Pj6YOXOm+DKZg4MDli9fLt+Of5nM5927mMbLZI0Tl8slS0tLGj9+PG3ZskXickyjly+TnT17lqZNm0bW1tbE5XLJ2tqaZs6cSffv35dY7/Dhw+Ts7EwaGhpSb3SRprnLZHv27KHw8HAyNzcnbW1tCggIkHq557vvviMbGxvi8Xjk7e1N169fb7LNlmKTdqNLeXk5LV++nKytrUlTU5P69u3b4o0uL2vu8t3LCgoKaP78+WRqakpcLpdcXV2lXspr62WygoIC+uqrr8jHx4esrKxIQ0ODjIyMaOzYsRQbGyu1fmhoKNnZ2ZGmpiZZWlrSuHHjJG56au5Gl6ysLJo7dy5ZWlqSpqYm2djY0OTJk5u0U1RURGFhYWRjY0NcLpdsbW0pODhY4vJcc+8NEdHevXtp8ODBxOPxyNjYuMUbXeTBIeoCZ0sYhukQKn0MzjA9HUtwhlFhLMEZRoWxBGcYFcYSnGFUGEtwhlFhKnOjS3uIRCI8ffoU+vr6nTYYI9MzERHKy8thbW0t173lsmIJjhcD49nZ2Sk7DKYHycnJkevpMFmxBAfEt03m5OTAwMBAydEwqkwoFMLOzk6uW3XlwRIc/3vix8DAQGqCCwQClJWVtXl7fD6/2WGHGAaQ7QnA9mAJ3gqBQAAnp74QCtue4AYGfGRmZrAkZ5SOJXgrysrKIBSW4b2vY2Bkbt1q/ZLCp4j+aB7KyspYgjNKxxK8jYzMrWFmo7hBChimM7Dr4AyjwliCM4wKYwnOMCqMJTjDqDCW4AyjwliCM4wKYwnOMCqMJTjDqDCW4AyjwliCM4wKYwnOMCqMJTjDqDCW4AyjwliCM4wKkyvB+/Tpg6KioiblpaWlEr9bzTCMcsmV4NnZ2WhoaGhSXlNTg9zc3HYHxTCMYsg04MORI0fE/z916hT4fL54vqGhAWfPnoWDg4PCgmMYpn1kSvDAwEAALwaMCw4OllimqakJBwcHfPfddwoLjmGY9pEpwUUiEQCgd+/euHbtGkxNTTskKIZhFEOuMdkePnyo6DgYhukAcg+6ePbsWZw9exaFhYXinr3RL7/80u7AGIZpP7kS/LPPPsO6deswbNgwWFlZsd/zYpguSq4Ej46ORkxMDObMmaPoeBiGUSC5roPX1tZi5MiR7W58w4YNGD58OPT19WFubo7AwECkp6dL1PH19QWHw5GY3nvvPYk6jx8/RkBAAHR0dGBubo6VK1eivr6+3fExTHcnV4IvXLgQu3fvbnfj586dQ2hoKK5evYozZ86grq4OEyZMQGVlpUS9kJAQ5OXliaeNGzeKlzU0NCAgIAC1tbW4fPkyfv31V8TExGDNmjXtjo9huju5vqJXV1fjxx9/RHx8PNzc3KCpqSmxfNOmTW3azsmTJyXmY2JiYG5ujhs3buDVV18Vl+vo6MDS0lLqNk6fPo0//vgD8fHxsLCwgIeHBz7//HN89NFHWLt2LbhcroyvjmFUh1w9+O3bt+Hh4QE1NTWkpqbi5s2b4unWrVtyB9P4C57GxsYS5bt27YKpqSkGDRqE8PBwPH/+XLzsypUrcHV1hYWFhbjM398fQqEQd+/eldpOTU0NhEKhxMQwqkiuHjwxMVHRcUAkEmHZsmXw9vbGoEGDxOVvv/027O3tYW1tjdu3b+Ojjz5Ceno6Dhw4AADIz8+XSG4A4vn8/HypbW3YsAGfffaZwl8Dw3Q1XebHB0NDQ5GamoqLFy9KlC9atEj8f1dXV1hZWWHcuHHIysqCo6OjXG2Fh4djxYoV4vnGH2VnGFUjV4KPGTOmxWvfCQkJMm0vLCwMR48exfnz52Fra9tiXU9PTwBAZmYmHB0dYWlpid9//12iTkFBAQA0e9zO4/HA4/FkipFhuiO5jsE9PDzg7u4unpydnVFbW4vk5GS4urq2eTtEhLCwMBw8eBAJCQno3bt3q+s0HuNbWVkBALy8vHDnzh0UFhaK65w5cwYGBgZwdnaW7YUxjIqRqwffvHmz1PK1a9eioqKizdsJDQ3F7t27cfjwYejr64uPmfl8PrS1tZGVlYXdu3dj0qRJMDExwe3bt7F8+XK8+uqrcHNzAwBMmDABzs7OmDNnDjZu3Ij8/Hx88sknCA0NZb000+MpdMim2bNny3Qf+r/+9S+UlZXB19cXVlZW4mnv3r0AAC6Xi/j4eEyYMAEDBgzAhx9+iKCgIPzf//2feBvq6uo4evQo1NXV4eXlhdmzZ2Pu3LlYt26dIl8aw3RLCj3JduXKFWhpabW5PhG1uNzOzg7nzp1rdTv29vY4fvx4m9tlmJ5CrgR//fXXJeaJCHl5ebh+/To+/fRThQTGMEz7yZXgfx2qCQDU1NTQv39/rFu3DhMmTFBIYAzDtJ9cCb59+3ZFx8EwTAdo1zH4jRs3kJaWBgBwcXHB4MGDFRIUwzCKIVeCFxYWYsaMGUhKSoKhoSGAF2OijxkzBr/99hvMzMwUGSPDMHKS6zLZkiVLUF5ejrt376K4uBjFxcVITU2FUCjEBx98oOgYGYaRk1w9+MmTJxEfH4+BAweKy5ydnREVFcVOsjEqRyAQiJ90bAs+n99lvsXKleAikajJM+DAi7HRXx6AkWG6M4FAACenvhAK257gBgZ8ZGZmdIkklyvBx44di6VLl2LPnj2wtrYGAOTm5mL58uUYN26cQgNkGGUqKyuDUFiG976OgZG5dav1SwqfIvqjeSgrK+u+Cb5161ZMnToVDg4O4scsc3JyMGjQIOzcuVOhATJMV2Bkbg0zG3tlhyEzuRLczs4OycnJiI+Px7179wAAAwcOhJ+fn0KDYximfWQ6i56QkABnZ2cIhUJwOByMHz8eS5YswZIlSzB8+HC4uLjgwoULHRUrwzAykinBIyMjERISAgMDgybL+Hw+3n333TYPuMgwTMeTKcFTUlLw2muvNbt8woQJuHHjRruDYhhGMWRK8IKCAqmXxxppaGhAIBC0O6iuIrOwHEkPhNCyd0dxtQi19ewSINO9yHSSzcbGBqmpqXBycpK6/Pbt2+KhlFRBfFohvkrIg8WML3Eyux6c7CwY63Jha6SNvhb6sOZrsd9lY7o0mXrwSZMm4dNPP0V1dXWTZVVVVYiIiMDkyZMVFpyymevz4GapjVpBNrTUAQJQVFmLlCdliL3xBDGXs3HzcQnr2ZkuS6Ye/JNPPsGBAwfQr18/hIWFoX///gCAe/fuISoqCg0NDVi9enWHBKoMrw+xhZtBNfouH4d5209Dx9QGeWXVeCCoQNazSgir63E+4xl+f1gMzz4mcLXht75RhulEMiW4hYUFLl++jMWLFyM8PFw85BKHw4G/vz+ioqKa/AiBKtHlacDJXA9O5nqoaxDhXl45knNKUPq8DufuC5CSUwp3k5aHoWKYziTzjS6N45+VlJQgMzMTRIS+ffvCyMioI+LrsjTV1eBqy4eLtQHuPhXiyoMilFbV4dwTwHTK31FWzX7dlFE+uQd8MDIywvDhwxUZS7ekpsaBqy0f/Sz1cO1hCZIfl0DX2RcLYrPxpYiPADfVOenIdD8KHTa5J+NpqGNUX1NMsNdArSAbpdUNCN2djNDdySh9Xqvs8JgeiiW4gploqyHv12WYPdgE6mocHLudhwmbzyMpvbD1lRlGwViCd4SGeswbaoqD74+Eo5kuCstrMG/7Naw+eAfPa9mxOdN5WIJ3IDdbQxz7YDTmezsAAHb99zEmbbmAG49KlBsY02OwBO9gWprqiJjigl0LPWHF10J20XO8GX0Z35y6x26QYTocS/BO4u1kipPLXsXrg20gIiAqMQuBUZeQnl+u7NAYFabQ3yZjWsbX1sSm6R4Y72yBjw/ewR95Qkz54SL+7t8PC0b1gboau6+9OyAilFXVoeR5HYRVdRBW16GqrgG19SJUVNbBYuYGHLtXiqXSH9noVCzBlWCiqxWGOhghPO4Ozt4rxPrj93AgORcRU1zg5Wii7PCYl3A0tZBbIUJahgCFwhoIKmpaPLzS6uWKvPK6ToyweSzBlcRcXws/Bw/D3ms52HDiHu7ll2PmT1cxcZAlwicORC8THWWH2GM1iAh3cstwMUOA07dzYLd0D849qQdQKq6jzuHASFcTfG1N6GtpQoerDp6GGqqFxTjyry8w7vVtSov/r1iCKxGHw8GMEb3g72KJzfH3sfPqI5xIzceZPwrw+hAbvO/rBAdTXWWH2SPkFD/HxcxnuJAhwKXMIpRV/a8H5qhrQlcT6G1mACu+Nsz0eTDW5Uo9pBLkluF5+iX0NuZ1ZvjNYgneBRjpcrFu2iC87dkLXx5Lw4WMZ9h3/QlibzzBxEFWmOXZC16OJuzZcwUqe16Hqw+LcCnzGS5kPMPDZ5USy/W1NDDS0QQDDIF/zJ2ClZv/AzOb7vcgFUvwLmSApQF2LPDEjUcl2JqQgcR0AY7dycOxO3noY6qLaR42mORqib4W+soOtdspr67DjUcluJJVhMtZRUh9Wgb6y4N/6mocDLYzxOi+ZhjV1xTutnxoqKshMzMTK0rzlRd4O6lMgkdFReGbb75Bfn4+3N3d8cMPP2DEiBHKDksuQ+2NsH3+CKTlCbHrv49wMDkXD55VYnP8fWyOv48+ZroY7WQKL0cTjOhtAmNdrrJD7lLKq+uQJajEndwypOSU4lZOKbIEFRIJDQBO5noY6WiCUU6meMXRBAZazQ9H1l2pRILv3bsXK1asQHR0NDw9PREZGQl/f3+kp6fD3Nxc2eHJbaCVAb4IdMWqiQNx/E4eTqbm40KGAA8ElXggqMSvVx4BAKz5WnC2NsBAKwP0NtWFjaE2bIy0YWmgBQ111bvVoa5BhMLyGuSVVuFpWTXySquQV1aNLEEFMgsrkFfWdMQhALAz1oZXHxOMdDTFSEcTmBtodXLknU8lEnzTpk0ICQnB/PnzAQDR0dE4duwYfvnlF6xatUrJ0bWfHk8Dbw2zw1vD7CCsrsPFjGe4klWEKw+KkFlYgadl1XhaVo34NMkHWtQ4gLEuD3xtDfC1NcWTLk8DPA118DTVwFVXA09TDTwNdXDVOeBwOFDjcKDGAdQ4HODPfxvnORz8WQcgejGMFRH9+f8//yVARAQCgD/LRYSX6rxYLhIRahtEqKkToaZehJr6F9eTa/6cKmvqUVZVh7KqF9ecy6rqUFnb0Oo+M9fnob+lPgbbGcL9z8lUr2uc+OpM3T7Ba2trcePGDYSHh4vL1NTU4OfnhytXrkhdp6amBjU1NeL5xl+OFAqFTeqWl7+406zgcRZqqiqbLH9ZqeDF8doff/whXrctOByOeISc1lgBeN0eCHLgo6JGD9klNXhYUoPs4loUVNahsKIORZUNqBMRCqufQxWfY9NQA0x0NGCqqwFTHQ2Y6mrCykADvfg82PK50OU2fnN5DlQ/R07GU+RAtv0MvPhJLkD297+8vFzq56mxTJYY2oW6udzcXAJAly9flihfuXIljRgxQuo6ERERhD87HzaxSRlTTk5OZ6QHdfseXB7h4eFYsWKFeF4kEqG4uBgmJk0vRQmFQtjZ2SEnJ0fqL7r0VGy/SNfafiEilJeXi3+Vt6N1+wQ3NTWFuro6CgoKJMoLCgpgaWkpdR0ejwceT/J4zNDQsMV2DAwM2AdZCrZfpGtpv/D5/E6Lo9ufYuVyuRg6dCjOnj0rLhOJRDh79iy8vLyUGBnDKF+378EBYMWKFQgODsawYcMwYsQIREZGorKyUnxWnWF6KpVI8OnTp0MgEGDNmjXIz8+Hh4cHTp48qZAx2nk8HiIiIpp8pe/p2H6RrqvtFw5RZ52vZxims3X7Y3CGYZrHEpxhVBhLcIZRYSzBGUaF9egEP3/+PKZMmQJra2twOBwcOnSo1XWSkpIwZMgQ8Hg8ODk5ISYmpsPjVAZZ901SUhI4HE6TKT+/+z5LLc2GDRswfPhw6Ovrw9zcHIGBgUhPT291vf3792PAgAHQ0tKCq6srjh8/3gnR9vAEr6yshLu7O6KiotpU/+HDhwgICMCYMWNw69YtLFu2DAsXLsSpU6c6ONLOJ+u+aZSeno68vDzx1J0f15Xm3LlzCA0NxdWrV3HmzBnU1dVhwoQJqKxs/kGUy5cvY+bMmViwYAFu3ryJwMBABAYGIjU1teMD7pQ73rsBAHTw4MEW6/zjH/8gFxcXibLp06eTv79/B0amfG3ZN4mJiQSASkpKOiWmrqKwsJAA0Llz55qt89Zbb1FAQIBEmaenJ7377rsdHR716B5cVleuXIGfn59Emb+/f7OPpfZEHh4esLKywvjx43Hp0iVlh9PhGh81NjY2braOMj83LMFlkJ+f3+TuOAsLCwiFQlRVVSkpqq7BysoK0dHRiIuLQ1xcHOzs7ODr64vk5GRlh9ZhRCIRli1bBm9vbwwaNKjZes19bjrj/IRK3KrKKF///v3Rv39/8fzIkSORlZWFzZs3Y8eOHUqMrOOEhoYiNTUVFy9eVHYozWI9uAwsLS2lPpZqYGAAbW1tJUXVdY0YMQKZmZnKDqNDhIWF4ejRo0hMTIStrW2LdZv73DT3OLMisQSXgZeXl8RjqQBw5swZ9lhqM27dugUrKytlh6FQRISwsDAcPHgQCQkJ6N27d6vrKPVz0+Gn8bqw8vJyunnzJt28eZMA0KZNm+jmzZv06NEjIiJatWoVzZkzR1z/wYMHpKOjQytXrqS0tDSKiooidXV1OnnypLJeQoeRdd9s3ryZDh06RBkZGXTnzh1aunQpqampUXx8vLJeQodYvHgx8fl8SkpKory8PPH0/PlzcZ05c+bQqlWrxPOXLl0iDQ0N+vbbbyktLY0iIiJIU1OT7ty50+Hx9ugEb7y08/IUHBxMRETBwcHk4+PTZB0PDw/icrnUp08f2r59e6fH3Rlk3Tdff/01OTo6kpaWFhkbG5Ovry8lJCQoJ/gOJG2fAJD4HPj4+Ij3U6N9+/ZRv379iMvlkouLCx07dqxT4mWPizKMCmPH4AyjwliCM4wKYwnOMCqMJTjDqDCW4AyjwliCM4wKYwnOMCqMJTjDqDCW4IyEtWvXwsPDQ9lhMArCElzFCAQCLF68GL169QKPx4OlpSX8/f2VNvgC+4OhXOx5cBUTFBSE2tpa/Prrr+jTpw8KCgpw9uxZFBUVKTu0dqmtrQWXy1V2GN1Pp9zxznSKkpISAkBJSUkt1lmwYAGZmpqSvr4+jRkzhm7duiVeHhERQe7u7hLr/PTTTzRgwADi8XjUv39/ioqKkliek5NDM2bMICMjI9LR0aGhQ4fS1atXafv27c0+lPHo0SOaOnUq6erqkr6+Pr355puUn5/fJI6ffvqJHBwciMPhtH8H9UCsB1chenp60NPTw6FDh/DKK69I/QG8N998E9ra2jhx4gT4fD62bduGcePG4f79+1LHFdu1axfWrFmDrVu3YvDgwbh58yZCQkKgq6uL4OBgVFRUwMfHBzY2Njhy5AgsLS2RnJwMkUiE6dOnIzU1FSdPnkR8fDyAF7+NLRKJMG3aNOjp6eHcuXOor69HaGgopk+fjqSkJHHbmZmZiIuLw4EDB6Curt5h+02lKfsvDKNYsbGxZGRkRFpaWjRy5EgKDw+nlJQUIiK6cOECGRgYUHV1tcQ6jo6OtG3bNiJq2oM7OjrS7t27Jep//vnn5OXlRURE27ZtI319fSoqKpIaj7RvBKdPnyZ1dXV6/PixuOzu3bsEgH7//XfxepqamlRYWCj7TmDEWA+uYoKCghAQEIALFy7g6tWrOHHiBDZu3Iiff/4ZlZWVqKiogImJicQ6VVVVyMrKarKtyspKZGVlYcGCBQgJCRGX19fXg8/nA3gxasvgwYNbHFX0ZWlpabCzs4OdnZ24zNnZGYaGhkhLS8Pw4cMBAPb29jAzM5Pp9TOSWIKrIC0tLYwfPx7jx4/Hp59+ioULFyIiIgLvv/8+rKysJL4GNzI0NGxSVlFRAQD46aef4OnpKbGs8StzR45Fp6ur22Hb7ilYgvcAzs7OOHToEIYMGYL8/HxoaGjAwcGh1fUsLCxgbW2NBw8eYNasWVLruLm54eeff0ZxcbHUXpzL5aKhoUGibODAgcjJyUFOTo64F//jjz9QWloKZ2dn2V8g0yx2HVyFFBUVYezYsdi5cydu376Nhw8fYv/+/di4cSOmTZsGPz8/eHl5ITAwEKdPn0Z2djYuX76M1atX4/r161K3+dlnn2HDhg34/vvvcf/+fdy5cwfbt2/Hpk2bAAAzZ86EpaUlAgMDcenSJTx48ABxcXHiQf0dHBzw8OFD3Lp1C8+ePUNNTQ38/Pzg6uqKWbNmITk5Gb///jvmzp0LHx8fDBs2rNP2V4+g7JMAjOJUV1fTqlWraMiQIcTn80lHR4f69+9Pn3zyiXhQQKFQSEuWLCFra2vS1NQkOzs7mjVrlviEl7STYrt27RKPQ2dkZESvvvoqHThwQLw8OzubgoKCyMDAgHR0dGjYsGH03//+VxxTUFAQGRoaynWZjGkfNiYbw6gw9hWdYVQYS3CGUWEswRlGhbEEZxgVxhKcYVQYS3CGUWEswRlGhbEEZxgVxhKcYVQYS3CGUWEswRlGhf0/9r3M0aybcw8AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 200x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "numerical_cols = df.select_dtypes(include=['float64', 'int64']).columns\n",
+    "for col in numerical_cols:\n",
+    "    plt.figure(figsize=(2, 1))\n",
+    "    sns.histplot(df[col], kde=True)\n",
+    "    plt.title(f'Distribution of {col}')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "ea228c93",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:22.650227Z",
+     "iopub.status.busy": "2024-01-29T16:32:22.649535Z",
+     "iopub.status.idle": "2024-01-29T16:32:22.873957Z",
+     "shell.execute_reply": "2024-01-29T16:32:22.872568Z"
+    },
+    "papermill": {
+     "duration": 0.251651,
+     "end_time": "2024-01-29T16:32:22.876818",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:22.625167",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 400x200 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(4, 2))\n",
+    "sns.countplot(x='Gender', data=df)\n",
+    "plt.title('Distribution of Gender')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "593b16c6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:22.925529Z",
+     "iopub.status.busy": "2024-01-29T16:32:22.924474Z",
+     "iopub.status.idle": "2024-01-29T16:32:23.654608Z",
+     "shell.execute_reply": "2024-01-29T16:32:23.653275Z"
+    },
+    "papermill": {
+     "duration": 0.758428,
+     "end_time": "2024-01-29T16:32:23.658376",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:22.899948",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "numerical_df = df.select_dtypes(include=['float64', 'int64'])\n",
+    "\n",
+    "plt.figure(figsize=(10, 8))\n",
+    "sns.heatmap(numerical_df.corr(), annot=True, cmap='coolwarm', fmt='.2f')\n",
+    "plt.title('Correlation Matrix')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "76d2aa21",
+   "metadata": {
+    "papermill": {
+     "duration": 0.02377,
+     "end_time": "2024-01-29T16:32:23.706461",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:23.682691",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">Replace missing values in A/G Ratio with the corresponding ALB values (high correlation)</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "2dac5703",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:23.757854Z",
+     "iopub.status.busy": "2024-01-29T16:32:23.756911Z",
+     "iopub.status.idle": "2024-01-29T16:32:23.792259Z",
+     "shell.execute_reply": "2024-01-29T16:32:23.790825Z"
+    },
+    "papermill": {
+     "duration": 0.064649,
+     "end_time": "2024-01-29T16:32:23.795286",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:23.730637",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 583 entries, 0 to 582\n",
+      "Data columns (total 11 columns):\n",
+      " #   Column     Non-Null Count  Dtype  \n",
+      "---  ------     --------------  -----  \n",
+      " 0   Age        583 non-null    int64  \n",
+      " 1   Gender     583 non-null    object \n",
+      " 2   TB         583 non-null    float64\n",
+      " 3   DB         583 non-null    float64\n",
+      " 4   Alkphos    583 non-null    int64  \n",
+      " 5   Sgpt       583 non-null    int64  \n",
+      " 6   Sgot       583 non-null    int64  \n",
+      " 7   TP         583 non-null    float64\n",
+      " 8   ALB        583 non-null    float64\n",
+      " 9   A/G Ratio  583 non-null    float64\n",
+      " 10  Selector   583 non-null    int64  \n",
+      "dtypes: float64(5), int64(5), object(1)\n",
+      "memory usage: 50.2+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "non_null_df = df.dropna(subset=['ALB', 'A/G Ratio'])\n",
+    "\n",
+    "# Calculate the correlation between 'ALB' and 'A/G Ratio'\n",
+    "correlation = non_null_df['ALB'].corr(non_null_df['A/G Ratio'])\n",
+    "\n",
+    "def fill_agr_missing(row):\n",
+    "    if pd.isnull(row['A/G Ratio']):\n",
+    "        return row['ALB'] * correlation\n",
+    "    return row['A/G Ratio']\n",
+    "\n",
+    "\n",
+    "df['A/G Ratio'] = df.apply(fill_agr_missing, axis=1)\n",
+    "\n",
+    "df.info()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "35c9d65a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:23.844943Z",
+     "iopub.status.busy": "2024-01-29T16:32:23.844256Z",
+     "iopub.status.idle": "2024-01-29T16:32:23.860371Z",
+     "shell.execute_reply": "2024-01-29T16:32:23.858839Z"
+    },
+    "papermill": {
+     "duration": 0.043808,
+     "end_time": "2024-01-29T16:32:23.862783",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:23.818975",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 583 entries, 0 to 582\n",
+      "Data columns (total 11 columns):\n",
+      " #   Column     Non-Null Count  Dtype  \n",
+      "---  ------     --------------  -----  \n",
+      " 0   Age        583 non-null    int64  \n",
+      " 1   Gender     583 non-null    object \n",
+      " 2   TB         583 non-null    float64\n",
+      " 3   DB         583 non-null    float64\n",
+      " 4   Alkphos    583 non-null    int64  \n",
+      " 5   Sgpt       583 non-null    int64  \n",
+      " 6   Sgot       583 non-null    int64  \n",
+      " 7   TP         583 non-null    float64\n",
+      " 8   ALB        583 non-null    float64\n",
+      " 9   A/G Ratio  583 non-null    float64\n",
+      " 10  Selector   583 non-null    int64  \n",
+      "dtypes: float64(5), int64(5), object(1)\n",
+      "memory usage: 50.2+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f3d178e0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.023169,
+     "end_time": "2024-01-29T16:32:23.909797",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:23.886628",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">Smote resampling for class imbalance</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "8320d56c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:23.962799Z",
+     "iopub.status.busy": "2024-01-29T16:32:23.961632Z",
+     "iopub.status.idle": "2024-01-29T16:32:24.524666Z",
+     "shell.execute_reply": "2024-01-29T16:32:24.523445Z"
+    },
+    "papermill": {
+     "duration": 0.593832,
+     "end_time": "2024-01-29T16:32:24.527822",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:23.933990",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "`sparse` was renamed to `sparse_output` in version 1.2 and will be removed in 1.4. `sparse_output` is ignored unless you leave `sparse` to its default value.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from imblearn.over_sampling import SMOTE\n",
+    "from sklearn.preprocessing import OneHotEncoder\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "X = df.drop(['Selector'], axis=1)\n",
+    "y = df['Selector']\n",
+    "\n",
+    "encoder = OneHotEncoder(drop='first', sparse=False)\n",
+    "X_encoded = pd.concat([X.drop('Gender', axis=1), pd.DataFrame(encoder.fit_transform(X[['Gender']]))], axis=1)\n",
+    "\n",
+    "X_encoded.columns = X_encoded.columns.astype(str)\n",
+    "\n",
+    "smote = SMOTE(random_state=42)\n",
+    "\n",
+    "X_resampled, y_resampled = smote.fit_resample(X_encoded, y)\n",
+    "\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "\n",
+    "plt.subplot(1, 2, 1)\n",
+    "sns.countplot(x='Selector', data=df)\n",
+    "plt.title('Count of Selector (Before Resampling)')\n",
+    "plt.xlabel('Selector')\n",
+    "plt.ylabel('Count')\n",
+    "\n",
+    "plt.subplot(1, 2, 2)\n",
+    "sns.countplot(x=y_resampled)\n",
+    "plt.title('Count of Selector (After SMOTE Resampling)')\n",
+    "plt.xlabel('Selector')\n",
+    "plt.ylabel('Count')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4418d666",
+   "metadata": {
+    "papermill": {
+     "duration": 0.024251,
+     "end_time": "2024-01-29T16:32:24.576679",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:24.552428",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">Logistic Regression</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "50bfe38d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:24.630710Z",
+     "iopub.status.busy": "2024-01-29T16:32:24.629580Z",
+     "iopub.status.idle": "2024-01-29T16:32:24.796081Z",
+     "shell.execute_reply": "2024-01-29T16:32:24.794653Z"
+    },
+    "papermill": {
+     "duration": 0.197469,
+     "end_time": "2024-01-29T16:32:24.799033",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:24.601564",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Logistic Regression Metrics:\n",
+      "Accuracy: 0.7784431137724551\n",
+      "Classification Report:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           1       0.83      0.64      0.72        75\n",
+      "           2       0.75      0.89      0.82        92\n",
+      "\n",
+      "    accuracy                           0.78       167\n",
+      "   macro avg       0.79      0.77      0.77       167\n",
+      "weighted avg       0.79      0.78      0.77       167\n",
+      "\n",
+      "Confusion Matrix:\n",
+      "[[48 27]\n",
+      " [10 82]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, test_size=0.2, random_state=42)\n",
+    "\n",
+    "\n",
+    "clf_lr = LogisticRegression(random_state=42, max_iter=1000)\n",
+    "clf_lr.fit(X_train, y_train)\n",
+    "y_pred_lr = clf_lr.predict(X_test)\n",
+    "\n",
+    "accuracy_lr = accuracy_score(y_test, y_pred_lr)\n",
+    "classification_report_lr = classification_report(y_test, y_pred_lr)\n",
+    "conf_matrix_lr = confusion_matrix(y_test, y_pred_lr)\n",
+    "\n",
+    "print(\"Logistic Regression Metrics:\")\n",
+    "print(f'Accuracy: {accuracy_lr}')\n",
+    "print('Classification Report:')\n",
+    "print(classification_report_lr)\n",
+    "print('Confusion Matrix:')\n",
+    "print(conf_matrix_lr)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "049b1a0c",
+   "metadata": {
+    "papermill": {
+     "duration": 0.025622,
+     "end_time": "2024-01-29T16:32:24.850085",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:24.824463",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">Random Forest</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "fad188f0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:25.004763Z",
+     "iopub.status.busy": "2024-01-29T16:32:25.004250Z",
+     "iopub.status.idle": "2024-01-29T16:32:25.368786Z",
+     "shell.execute_reply": "2024-01-29T16:32:25.367569Z"
+    },
+    "papermill": {
+     "duration": 0.395102,
+     "end_time": "2024-01-29T16:32:25.371674",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:24.976572",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Random Forest Metrics:\n",
+      "Accuracy: 0.8323353293413174\n",
+      "Classification Report:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           1       0.80      0.84      0.82        75\n",
+      "           2       0.86      0.83      0.84        92\n",
+      "\n",
+      "    accuracy                           0.83       167\n",
+      "   macro avg       0.83      0.83      0.83       167\n",
+      "weighted avg       0.83      0.83      0.83       167\n",
+      "\n",
+      "Confusion Matrix:\n",
+      "[[63 12]\n",
+      " [16 76]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "clf_rf = RandomForestClassifier(random_state=42)\n",
+    "clf_rf.fit(X_train, y_train)\n",
+    "y_pred_rf = clf_rf.predict(X_test)\n",
+    "\n",
+    "\n",
+    "accuracy_rf = accuracy_score(y_test, y_pred_rf)\n",
+    "classification_report_rf = classification_report(y_test, y_pred_rf)\n",
+    "conf_matrix_rf = confusion_matrix(y_test, y_pred_rf)\n",
+    "\n",
+    "print(\"\\nRandom Forest Metrics:\")\n",
+    "print(f'Accuracy: {accuracy_rf}')\n",
+    "print('Classification Report:')\n",
+    "print(classification_report_rf)\n",
+    "print('Confusion Matrix:')\n",
+    "print(conf_matrix_rf)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70dc2ebd",
+   "metadata": {
+    "papermill": {
+     "duration": 0.025561,
+     "end_time": "2024-01-29T16:32:25.422622",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:25.397061",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">SVM</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "50637b09",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:25.477923Z",
+     "iopub.status.busy": "2024-01-29T16:32:25.477410Z",
+     "iopub.status.idle": "2024-01-29T16:32:25.529999Z",
+     "shell.execute_reply": "2024-01-29T16:32:25.528638Z"
+    },
+    "papermill": {
+     "duration": 0.084955,
+     "end_time": "2024-01-29T16:32:25.533221",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:25.448266",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "SVM Metrics:\n",
+      "Accuracy: 0.6946107784431138\n",
+      "Classification Report:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           1       0.71      0.53      0.61        75\n",
+      "           2       0.68      0.83      0.75        92\n",
+      "\n",
+      "    accuracy                           0.69       167\n",
+      "   macro avg       0.70      0.68      0.68       167\n",
+      "weighted avg       0.70      0.69      0.69       167\n",
+      "\n",
+      "Confusion Matrix:\n",
+      "[[40 35]\n",
+      " [16 76]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "clf_svm = SVC(random_state=42)\n",
+    "clf_svm.fit(X_train, y_train)\n",
+    "y_pred_svm = clf_svm.predict(X_test)\n",
+    "\n",
+    "accuracy_svm = accuracy_score(y_test, y_pred_svm)\n",
+    "classification_report_svm = classification_report(y_test, y_pred_svm)\n",
+    "conf_matrix_svm = confusion_matrix(y_test, y_pred_svm)\n",
+    "\n",
+    "print(\"\\nSVM Metrics:\")\n",
+    "print(f'Accuracy: {accuracy_svm}')\n",
+    "print('Classification Report:')\n",
+    "print(classification_report_svm)\n",
+    "print('Confusion Matrix:')\n",
+    "print(conf_matrix_svm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6bada925",
+   "metadata": {
+    "papermill": {
+     "duration": 0.025678,
+     "end_time": "2024-01-29T16:32:25.585573",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:25.559895",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">KNN</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "f74e1cca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:25.640607Z",
+     "iopub.status.busy": "2024-01-29T16:32:25.639171Z",
+     "iopub.status.idle": "2024-01-29T16:32:25.680703Z",
+     "shell.execute_reply": "2024-01-29T16:32:25.679229Z"
+    },
+    "papermill": {
+     "duration": 0.071929,
+     "end_time": "2024-01-29T16:32:25.683764",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:25.611835",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "K-Nearest Neighbors Metrics:\n",
+      "Accuracy: 0.7904191616766467\n",
+      "Classification Report:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           1       0.79      0.73      0.76        75\n",
+      "           2       0.79      0.84      0.81        92\n",
+      "\n",
+      "    accuracy                           0.79       167\n",
+      "   macro avg       0.79      0.79      0.79       167\n",
+      "weighted avg       0.79      0.79      0.79       167\n",
+      "\n",
+      "Confusion Matrix:\n",
+      "[[55 20]\n",
+      " [15 77]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "clf_knn = KNeighborsClassifier()\n",
+    "clf_knn.fit(X_train, y_train)\n",
+    "y_pred_knn = clf_knn.predict(X_test)\n",
+    "\n",
+    "\n",
+    "accuracy_knn = accuracy_score(y_test, y_pred_knn)\n",
+    "classification_report_knn = classification_report(y_test, y_pred_knn)\n",
+    "conf_matrix_knn = confusion_matrix(y_test, y_pred_knn)\n",
+    "\n",
+    "print(\"\\nK-Nearest Neighbors Metrics:\")\n",
+    "print(f'Accuracy: {accuracy_knn}')\n",
+    "print('Classification Report:')\n",
+    "print(classification_report_knn)\n",
+    "print('Confusion Matrix:')\n",
+    "print(conf_matrix_knn)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70df3b7c",
+   "metadata": {
+    "papermill": {
+     "duration": 0.0255,
+     "end_time": "2024-01-29T16:32:25.734268",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:25.708768",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">Naive Bayes</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "8e6e20e5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:25.786671Z",
+     "iopub.status.busy": "2024-01-29T16:32:25.786239Z",
+     "iopub.status.idle": "2024-01-29T16:32:25.813767Z",
+     "shell.execute_reply": "2024-01-29T16:32:25.812034Z"
+    },
+    "papermill": {
+     "duration": 0.056687,
+     "end_time": "2024-01-29T16:32:25.816495",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:25.759808",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Gaussian Naive Bayes Metrics:\n",
+      "Accuracy: 0.7305389221556886\n",
+      "Classification Report:\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           1       0.94      0.43      0.59        75\n",
+      "           2       0.68      0.98      0.80        92\n",
+      "\n",
+      "    accuracy                           0.73       167\n",
+      "   macro avg       0.81      0.70      0.69       167\n",
+      "weighted avg       0.80      0.73      0.70       167\n",
+      "\n",
+      "Confusion Matrix:\n",
+      "[[32 43]\n",
+      " [ 2 90]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "clf_nb = GaussianNB()\n",
+    "clf_nb.fit(X_train, y_train)\n",
+    "y_pred_nb = clf_nb.predict(X_test)\n",
+    "\n",
+    "accuracy_nb = accuracy_score(y_test, y_pred_nb)\n",
+    "classification_report_nb = classification_report(y_test, y_pred_nb)\n",
+    "conf_matrix_nb = confusion_matrix(y_test, y_pred_nb)\n",
+    "\n",
+    "print(\"\\nGaussian Naive Bayes Metrics:\")\n",
+    "print(f'Accuracy: {accuracy_nb}')\n",
+    "print('Classification Report:')\n",
+    "print(classification_report_nb)\n",
+    "print('Confusion Matrix:')\n",
+    "print(conf_matrix_nb)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1cde31e6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.035451,
+     "end_time": "2024-01-29T16:32:25.878050",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:25.842599",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">SHAP explaination for Random Forest</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "bed1891b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:25.936862Z",
+     "iopub.status.busy": "2024-01-29T16:32:25.935326Z",
+     "iopub.status.idle": "2024-01-29T16:32:27.189083Z",
+     "shell.execute_reply": "2024-01-29T16:32:27.187533Z"
+    },
+    "papermill": {
+     "duration": 1.284359,
+     "end_time": "2024-01-29T16:32:27.191980",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:25.907621",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x550 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "explainer_rf = shap.Explainer(clf_rf)\n",
+    "\n",
+    "shap_values_rf = explainer_rf.shap_values(X_test)\n",
+    "\n",
+    "shap.summary_plot(shap_values_rf, X_test, plot_type=\"bar\", feature_names=X.columns)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "23f3d4a5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.025972,
+     "end_time": "2024-01-29T16:32:27.245689",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:27.219717",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "<div style=\"background-color: #ffcccc; padding: 0.5rem;\">\n",
+    "    <h1 style=\"font-weight: bold; font-size: 1.5em; color: red;\">Model Summary</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "e0deff15",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-29T16:32:27.303493Z",
+     "iopub.status.busy": "2024-01-29T16:32:27.303069Z",
+     "iopub.status.idle": "2024-01-29T16:32:27.365327Z",
+     "shell.execute_reply": "2024-01-29T16:32:27.363407Z"
+    },
+    "papermill": {
+     "duration": 0.095788,
+     "end_time": "2024-01-29T16:32:27.368809",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:27.273021",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+---------------------+----------+-----------+--------+----------+\n",
+      "|        Model        | Accuracy | Precision | Recall | F1-Score |\n",
+      "+---------------------+----------+-----------+--------+----------+\n",
+      "|     Naive Bayes     |   \u001b[93m0.73\u001b[0m   |    \u001b[91m0.80\u001b[0m   |  \u001b[92m0.73\u001b[0m  |   \u001b[94m0.70\u001b[0m   |\n",
+      "| K-Nearest Neighbors |   \u001b[93m0.79\u001b[0m   |    \u001b[91m0.79\u001b[0m   |  \u001b[92m0.79\u001b[0m  |   \u001b[94m0.79\u001b[0m   |\n",
+      "|         SVM         |   \u001b[93m0.69\u001b[0m   |    \u001b[91m0.70\u001b[0m   |  \u001b[92m0.69\u001b[0m  |   \u001b[94m0.69\u001b[0m   |\n",
+      "|    Random Forest    |   \u001b[93m0.83\u001b[0m   |    \u001b[91m0.83\u001b[0m   |  \u001b[92m0.83\u001b[0m  |   \u001b[94m0.83\u001b[0m   |\n",
+      "| Logistic Regression |   \u001b[93m0.78\u001b[0m   |    \u001b[91m0.79\u001b[0m   |  \u001b[92m0.78\u001b[0m  |   \u001b[94m0.77\u001b[0m   |\n",
+      "+---------------------+----------+-----------+--------+----------+\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "report_nb = classification_report(y_test, y_pred_nb, output_dict=True)\n",
+    "precision_nb = report_nb['weighted avg']['precision']\n",
+    "recall_nb = report_nb['weighted avg']['recall']\n",
+    "f1_nb = report_nb['weighted avg']['f1-score']\n",
+    "\n",
+    "report_knn = classification_report(y_test, y_pred_knn, output_dict=True)\n",
+    "precision_knn = report_knn['weighted avg']['precision']\n",
+    "recall_knn = report_knn['weighted avg']['recall']\n",
+    "f1_knn = report_knn['weighted avg']['f1-score']\n",
+    "\n",
+    "report_svm = classification_report(y_test, y_pred_svm, output_dict=True)\n",
+    "precision_svm = report_svm['weighted avg']['precision']\n",
+    "recall_svm = report_svm['weighted avg']['recall']\n",
+    "f1_svm = report_svm['weighted avg']['f1-score']\n",
+    "\n",
+    "report_rf = classification_report(y_test, y_pred_rf, output_dict=True)\n",
+    "precision_rf = report_rf['weighted avg']['precision']\n",
+    "recall_rf = report_rf['weighted avg']['recall']\n",
+    "f1_rf = report_rf['weighted avg']['f1-score']\n",
+    "\n",
+    "report_lr = classification_report(y_test, y_pred_lr, output_dict=True)\n",
+    "precision_lr = report_lr['weighted avg']['precision']\n",
+    "recall_lr = report_lr['weighted avg']['recall']\n",
+    "f1_lr = report_lr['weighted avg']['f1-score']\n",
+    "\n",
+    "\n",
+    "table = PrettyTable()\n",
+    "\n",
+    "\n",
+    "table.field_names = [\"Model\", \"Accuracy\", \"Precision\", \"Recall\", \"F1-Score\"]\n",
+    "\n",
+    "table.add_row([\"Naive Bayes\", f'\\033[93m{accuracy_nb:.2f}\\033[0m', f'\\033[91m{precision_nb:.2f}\\033[0m', f'\\033[92m{recall_nb:.2f}\\033[0m', f'\\033[94m{f1_nb:.2f}\\033[0m'])\n",
+    "table.add_row([\"K-Nearest Neighbors\", f'\\033[93m{accuracy_knn:.2f}\\033[0m', f'\\033[91m{precision_knn:.2f}\\033[0m', f'\\033[92m{recall_knn:.2f}\\033[0m', f'\\033[94m{f1_knn:.2f}\\033[0m'])\n",
+    "table.add_row([\"SVM\", f'\\033[93m{accuracy_svm:.2f}\\033[0m', f'\\033[91m{precision_svm:.2f}\\033[0m', f'\\033[92m{recall_svm:.2f}\\033[0m', f'\\033[94m{f1_svm:.2f}\\033[0m'])\n",
+    "table.add_row([\"Random Forest\", f'\\033[93m{accuracy_rf:.2f}\\033[0m', f'\\033[91m{precision_rf:.2f}\\033[0m', f'\\033[92m{recall_rf:.2f}\\033[0m', f'\\033[94m{f1_rf:.2f}\\033[0m'])\n",
+    "table.add_row([\"Logistic Regression\", f'\\033[93m{accuracy_lr:.2f}\\033[0m', f'\\033[91m{precision_lr:.2f}\\033[0m', f'\\033[92m{recall_lr:.2f}\\033[0m', f'\\033[94m{f1_lr:.2f}\\033[0m'])\n",
+    "\n",
+    "\n",
+    "for field in table.field_names[1:]:\n",
+    "    table.align[field] = \"center\"\n",
+    "\n",
+    "print(table)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3ecaf08a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.027746,
+     "end_time": "2024-01-29T16:32:27.492421",
+     "exception": false,
+     "start_time": "2024-01-29T16:32:27.464675",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kaggle": {
+   "accelerator": "none",
+   "dataSources": [
+    {
+     "datasetId": 4366945,
+     "sourceId": 7499592,
+     "sourceType": "datasetVersion"
+    }
+   ],
+   "dockerImageVersionId": 30635,
+   "isGpuEnabled": false,
+   "isInternetEnabled": true,
+   "language": "python",
+   "sourceType": "notebook"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 42.739181,
+   "end_time": "2024-01-29T16:32:30.204046",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2024-01-29T16:31:47.464865",
+   "version": "2.4.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Prediction Models/Network_security_prediction/Readme.md b/Prediction Models/Network_security_prediction/Readme.md
new file mode 100644
index 00000000..3969d707
--- /dev/null
+++ b/Prediction Models/Network_security_prediction/Readme.md	
@@ -0,0 +1,31 @@
+# Network Security Prediction Models
+
+## Project Overview
+
+This repository contains a machine learning project aimed at improving network security by predicting the safety of incoming requests. Using a labeled dataset with request details, the project applies various machine learning models to classify requests as "safe" or "unsafe" based on request content, including potential indicators of OWASP Top 10 threats.
+
+## Problem Statement
+
+In the rapidly evolving field of cybersecurity, traditional methods of threat detection often struggle to adapt to new attack patterns. This project addresses the need for an adaptable, intelligent system capable of identifying potentially harmful requests in real-time. By analyzing request payloads and applying machine learning techniques, we aim to develop a model that accurately identifies unsafe requests, thereby enabling proactive defense against malicious attacks.
+
+## Project Structure
+
+- `data/`: Contains datasets used for training and testing the models.
+- `notebooks/`: Jupyter notebooks with exploratory data analysis, feature engineering, and model building.
+- `src/`: Source code for data processing, model training, and evaluation.
+- `results/`: Stores the performance metrics of various models.
+
+## Models and Techniques
+
+1. **Data Preprocessing**: Cleaning and processing request payload data, including handling missing values and normalizing features.
+2. **Feature Engineering**: Extracting key features from request payloads for input into machine learning models.
+3. **Model Selection**:
+   - **Bag of Words**: A simple but effective NLP technique that transforms text data into numerical features.
+   - **TF-IDF (Term Frequency-Inverse Document Frequency)**: Highlights important terms by down-weighting commonly occurring ones.
+   - **Deep Learning (LSTM, CNN)**: Used for sequential analysis of request payloads, capturing more complex patterns in the data.
+
+## Results
+
+- The models achieved a test accuracy of up to **84.5%** on detecting malicious requests, with the deep learning model performing the best.
+- A confusion matrix and accuracy plots are provided to illustrate model performance and areas for improvement.
+
diff --git a/Prediction Models/Network_security_prediction/network-security-prediction-models.ipynb b/Prediction Models/Network_security_prediction/network-security-prediction-models.ipynb
new file mode 100644
index 00000000..72068965
--- /dev/null
+++ b/Prediction Models/Network_security_prediction/network-security-prediction-models.ipynb	
@@ -0,0 +1,4479 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:56:57.609175Z",
+     "iopub.status.busy": "2021-01-19T10:56:57.608074Z",
+     "iopub.status.idle": "2021-01-19T10:56:57.623420Z",
+     "shell.execute_reply": "2021-01-19T10:56:57.623936Z"
+    },
+    "papermill": {
+     "duration": 0.060289,
+     "end_time": "2021-01-19T10:56:57.624123",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:57.563834",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/input/network-requests-data/monoxor.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
+    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
+    "# For example, here's several helpful packages to load\n",
+    "\n",
+    "import numpy as np # linear algebra\n",
+    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
+    "\n",
+    "# Input data files are available in the read-only \"../input/\" directory\n",
+    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
+    "\n",
+    "import os\n",
+    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
+    "    for filename in filenames:\n",
+    "        print(os.path.join(dirname, filename))\n",
+    "\n",
+    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
+    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.041709,
+     "end_time": "2021-01-19T10:56:57.706061",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:57.664352",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Cyber Security | Monoxor Task"
+   ]
+  },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": "iVBORw0KGgoAAAANSUhEUgAAAR4AAACwCAYAAADZqAH8AAAgAElEQVR4AdSddZid5bX212tbx919JhMdibu7uztxF+LuBAKBhBCCBAkECx60FEqB4u4UAoUWKLTn9NTw+7vu9ex3MglWTs/52vPHut6ZyWRm9sx+f3vJve5HnPb9wLA79IPdsb+GdOoPq/MgDafTENgdB8NuOxDSuj+sFn0htb1hVfWGNOsJadgOUtkGUtESUtYCVkkNnKJqOIVNEchvCjurAk5GOZz0UlipxZDkfEhiLiQhExKXAYlmwqoXEpeOUyIhHcJITIckZUCS00ykpENSMiGJOZDEPEhSronkPEhKPiQ1z0RSNkQjE5LEz88w4X/duDRINBUSTYGEkyDBREggAeLGm7CjkNMjkAiJS0MgMQPBSDLCoQQEA1G4bgBiORBL6sJyBBqWwLIErjhwxIYrHhzxYEkIIiG92lYYjphwrRAYnhuB60VgB8KQQMhEMAjRCEHCyZAwf/ZUSCQNdiQdTjQDXjQTgbgsiMSZsPl4EiGhFP08/R3Hp0OCYUgwdDK8IIThBDQsNwyGEwv+PIyAEwfPjYMTiEd8ShZsz7wdjkvWz/cCETAs8WBbAXheEMFgGEEvBM8JwBYLIgLHsWC7FhzPrQs34MH1ghq248FEEI4b0p+Dv4+6cOPgunH6/fkz2PxdeRFY/N4aYVj83YWC3xn+5/H3a3mhuvC/r+u6qB+ea8MP17Xh1P18/s956tVxA2D4j4dXLxCqCz5v6kcoGAdGOBT/oxEKx4MRiHx/eOE4uKFoXTjBCPzgY/Z/Pl79x8yrZbunRP1/q/9//N8Zv5Z+vUAUTiAKOxiLcCJsjWTY4WRYERNSB50YeAid+uBR6HQcDKvdj4CnQatTwVNQpeBxshrCzTTwsdJKIClFEMKBoEjIgiRkw4o/NRRKCdmQxExIcjYkJQuSkg1JzYKkZZtIz4Gk5xrIpBRCUosgaYUm0otgZxRDMmPvp+VDGKk5MSDlQFL4f7MhyVnm+yRkQOIJoTRIhDdyCiSYBHHiIF4CJJRsgh8Lp8BKyEA4JRdeKBHBQBwCXhSuE9I/ltjWt8Bj2wSPBVvB4yp06oOH0PHB41oRhc4p4NGbiZCIQEIEBW+mKCRkfp7TwePGZcKLz4J4yZBAMiSYYqBDQCmkCFu+nQCJRCGROL1a4ThY4SjccLyGF4oHIxCMM+FFFTyEjg+euOTM7wWPYwf190IoEz6Ejmt7cCxbfx+O45wCHoXOaeAxT3RCJ2QgXA88nhcPBgF4Mk4+8QkdBY/+vr4Nn/rgqQ8f/0arDx2+7UOH138UPN8HnQBB/E+C54egw3/7twWP3X4A6qLjQEinWHQeBGEQOh0GfQs8mu1UdTcZT8O2EIKnPJb1FFfDLaxW8LjZjeBkN9DMx8osg8KHgEgtMNBIyocdC0nKh0Yys5d8SHIurNR8WOl5sNIL9Gpn5EMyTVhZRZD0EkhGmYmsMljZ5bBzKuBkV8DJLTfX7DLYWaWws4thZZaA/6/uyq+bmg9JyTOQS8qJZWNZkPgMWNF0DTsuA25CFoLJuQil5CGQlAMvIRNOIBEBPvk1Ewhr1sMnqO2aG8rPeGzbhoY4sDXTYbbjabYjdhiWZcKxI2AY+DC7MK/ovKn4KiLBeEiYoCAwYtAJpUHC6ZAIf95MOPHZGm5CDrz4nLr37bgs/XdmmfxcQtZLSIebkASHmUo0HlYowcDNi0LciGZ0zOoC4SSFbCCQoBkGswzH4atbPAge8XizxyMUJawNILxAVLMe1zO/F9t24Qfh49/Up2Q7sUzHCYbAqHtFjWUymtEEzfc1oEnUvwH/DifBQwjVf+WNwA6eFqEQbEbsldkHkP/96r+q823/Z/WvPngI1NM/t/77PwQdgicQjJ4SwVAcGH4282PXfzfw+L/Pumss4/EzHf8qhI7VwUQddAif08AjbQfAatkP0rwPpLqXKbOadYM0ag85DTx2cXMFj1dYDTe3MZycRiCA7OwGsLIqFA6SVQaGnV6qwVLMf7v+VZi51I+sEkgsCBnJKodkV0CyKyE5DWDlVsLOa6jh5DcCwy5oBKegIaz8Sg3JawCGxcguVQgxQ7LSi2ClFkJSChR8VmIOgqmFsBNyIHGETj4SssqQmF2KQFKeZhG2mwTPSVBAMOsJeBEE/FQ6GIgByDHQsV04FssMD7YEYEkAhI4fth0Bg+DxbGZQUQTcRHheItxgEpxgkklX41Ig8akQlkoKEEIkW39GKz5Xf14nMR9uUh7cpIJvXZ3kkx8Xlo0KmwQtNfnEcCIpcKOpCERSYQcSFSiEisJPy5mT5Y0ViKsDD9+uDx6WQ7yJWHKxJLFYhgoB7CLgBvX3pDep555SivjQYUmgWUjAlE/+k5lwdPwIJunvhr+fk5EAN8iIqwOL+b+nwUdhVD87Mt9PSwYt605CxQeOfzXgcX8QOgqsGEjrl1cGOITOPweeH4POvyLj8f9GddfvA49mM8xoOpjshhmOdBoM6TzEBD/efiC+BZ6mPSA+eBq1g1XZFlZFG1jlLUHwsM9D8Dj5zeDkN4GX10SvfNvKJwRikVupsHByzJXgqB8KFsKlDjCETIVCRnIJkEaxaALJbwyroAnswqaQoqawipvBKa2GXVYNu6QKVmkVpKRZXfDfpaAhJM9AS78ugZhRqpmZnVYCN60UXnoJQhmliGSUIZxeikBKAdz4PFjhDLiBdAS8VAQCKQgEkhAMJCDEV37W6iFzw/Gm014AoaMRrOvtiBOGiTgt6xwnHgzXNhFwk+F5yXADKXAiaXDjmXllwknKVqBIQq72uOzEQljJBbBTiuGkFtX93HzfTimsez+YWYFQVjnishsiLqcBEnIqEJ9TiriMIs3k+LVtlpssLb1EiBMPcZj9mJ+PvS/LS4DNCCTq29HELM2OCJ5ANFkfD/tCzE60B8EMxQ1BLAMfgsfv+TAjsAOMWI8g1oNgX8IJGXAwyyP4CByNiOkXsGfghlK/I/jxZLjhxJOAUlDF6dfk1z09/BvF7wvV/TynZTQ+eOquMbDUz2zqv/19wAmGCOWI6b0E4xSSBGVdaRtOQOAfDC+SgO8Llsz1H6v/OPX6P9jj8Uta/+ubNkA01t9JPNnb4fODYbUfDCFcOsSAQ+h8F3ja9IfEGstS1RNC8DTpCmncAXI6eEpbwI1lPU5BFfxwi5rBLa6BW1ylICAUpKjqh6OgKYRR2MzEaZ9vlTSHlDY3/aXylgo+q6IV7AatYVW2htu4A+wmJ0Mat4dGo3aQRm20PLTKm8MuNY1x/XkKCcfGsPMaQzIqEC5siuSy5ogvaAYruQgSZk8qH5HUMgTCOQiGsxAIpSMUSkMwmIxQ0PR9tOHMssMJgb0Oxw7BtoJ1ZZVmOm5Eb1rtJfGmdgmeRLhuElwnGZ6bAjeQCjeYASeaBS8xF15yPrwYXJw0Zo1l2sDXXlp2A3i5DTUCeY1gZZZrsNzlxyP5TRBX2AwJxdVILKpGdsM2yG7QAuml1UgqaIxoZrkBa0IOWF5qM9rvb4USTfOdDfh6TfjvAw/hw94QMx6WW9ocdlhimX6PuUENcDTLIHRYIsXA4ING+1DhpFOevFY0TQFJGDO8cDq8MK/1I0WzxLrsyM+S9OszazoVQP5NQ/icBA97S9+f+dSHzHe97YOnfpbjQ0fBUw86/x3wfB9w/I//EHgIC9OwN4/P72v9d5rLPwQeK/Id4JEOQ7WPo9dOQyB+dB4KYTDbYfwQeBq3h92wHewGbWGVtdabWMstzXxq4RTVKoic0lo4ZS3hlreA06ClBidhpwab1CfDbsCva8KpbA+G27CDhtOwA5wmXeA06wqrWVfYVd3gVHeHU9vDRIue8Nr013Da9APDatsP0qavht26L6za7nBqzP+1qjrDatJRwcTH41S2QaBBG0Qatkd8ZVuEi2phZTSApJTCTi1HOKMhggnFCMUXIRTNQzCSrQBi9sOGp05enDBcx0yF/FLqlCkZMwmPEZuiuYlg+Wa7nA6lwvbSYAUzYYdZQhXASSqGm1YGL6MSHhv3uU1h51bByauGU0CoN4dX0gKB0pYadmENGP7fIFDcAuGSVhpxpS1hpZXDTq/QrxfOaYS4/KZILq5GekktMstrNcMLpZlsyEvMgsOpo994Z5nmxSPEIQCzIi++LuNhf0g8k/UQJoSP38/Qno8Tgu1wcmVg49/0hMRJ4BjY6CtkJNYM5xRSI117cJzgMdxIFtwIr/Uimg47nKrlqWZAzIJimZB/9b+Xf/V/Dl71ZopNuurDR0sof9r1D2Q83wedEJv4wVPhV9fU/4EsxofKP3L9/wEe4e/Ib+LrwINDDxMGOgY8+nf0Mx7pMBzSkfAhaIZBOjFYZsXAw2yo3YBTwcMxepPudRmPFQOPlltlrSGlrWCVmJLLKmqhpZfNj7EMK2+j2QhvbP4/qWxrekTsEzEq+bGTYVf1gEZNT9g1PeHU9jJR0wd2bR84rfpDWg+A1WYgrHaDYLcfDM3iOg6DdBwGt9to2N1Hw+o+FtJ9TCxGQ7qPhnQbDQUus732gyCUDLTpB2nVF9KyF6R5DyR2GoJATTd9TFJYC7e0NUKlrfRGl5RKuKmVCCSXIpBQDC8uD044E3YgBZaTaPo1bMDGQrMaTskYVjxER9z1wMPSJpBkJlFeKsRLhwSyIKFsSLQAklAMK6UCVkZDOFlNYeVUwypqCau4FaSE2RtlDe1hEdSVHSEN+XYHfZ8fl4q2sMrbwyprA6e0HdzSNpCsppBMZnYnQ79+RgO46eVILq1BUlFTJOQ1QDijEG5yDoQQIHQoOQgkngIej1CyQyaLY4OagGHfi6VnbPyrPR87qKWXGb2aUoollaVTOjbNk8z38YHD8s+XWnACyYkop3ZxWWDT3I4yQ8vSrJCZoYkMWOG0GHwIIL8sMyUaSzUd8daDXX3wKHz+SfD8EHTYgzk96/r/C56INu99qP7UjMfyAiB0vhc84Sh88JwCHcLH7jYe0m0MpOtoSNdRkM4jYwDyMyGCh6P0WGO5pgekaVdIo86QRh0hle0UGAqdyrZwKkx4FW3BcErbKGw0U2ncAcGmXRCs6YpQ8x4ItuwJt2Uv2C371It+sFv2g9Wyv4a0GgSNNoNhtR0Cu91QOO2Hwek4EnanUfB6TYDXezICfaYg0G8qAgOnIzDoDASGzoY7bDYCI+bBZYxaCHvUQlijF8IauwjW2CWwxyyCPWKufh4/1xs6G96wmfCGzEBwyHREBk1FoPd4BLqMUB2T26IPQrV9EGrWHW6DjrCLWyGY3wKhnGZw0xtqNsISTEuiaCaC1NMEU+HxVZbNYS9ZgSROAsROMP2TQDwkyElSUmxknwoJpcMKZUHCObDiDHAkuQEkrSEkqxkktwZWfktIUStIJcvdbpAmPaAlcE0fLYn5+1Pdlf4e+0Fa9FMNll3bF3Z1bzhVfeA17QW3sos+FresvT4eya+FZDeDZDaCxLI76rDCuQ0QX1CJxPwKRLOK4aXkwiYIYvIC3tSqf7LCEAb1R+FEiBAwbKIHY/qeKILUqEQSEIkm6dSMsGIYCHDsz/E/NVXsB8SAQ9AkUpOVo9NODgA4CND+VUohnKQiOMlspBeAjXUvId+UpSxN47NAeYFmR2GTBVnBVP36+j2pLYnBR6eGgTjVAGnGFus9+aXX6eVUfbB819sstep/vH6Zpc3fSAKcSNL/WrhRDgvM16eeho9THyMhHysp/cfkA4jX+hD6vrfF9Qx4VAtGeUcElGPYkXidkNpxCTotteOTYcenapihSCrE6j4e0mM8pPs4kwEQPl1GQjqNgHQaavo/BA9LLU60fPA07vKd4GG5ZeDTDk5FO9jlbU2pxDKpSSe4LIdqe8Br0QtOq95wY5kKsxWGtBsCqz1LvOFgNmZ3GQthdBsHq8ck2D0nw+o9BXafaZB+0+EMnQ1r+DzYwwmWxbDHLIEzfhmsiSsgk1bCnrYWwpi+HjJjA2TWRsiszZDZWyCzN0Gmr4FMW21i6irIlBWQyctgT1oGd8JiWKPmQgZNg/QaB+k6El7nkQi0GwKneT9YjbvDLm8Pl1lHTjUkvRKSVAIrwTSfg/HZpvcQTNU+jYKHuhqXI2c2bpnhsF8SA49qbVjKZEGiuZBonmY4CpzMpgocKWoLKesAq6ILpGE3WC0GQ1oPg7Th74svGmP0d8W/qdVzgvnb8u/bbZz+Hq3OY+B0GA2n/SgE2o6AVdUXVtNekEbdIRWdIaXtIAUtILnVkJwmsDkcyGkEO4si0GI4aQXwUvMQSMtHKL0ACVnFCFKgyUzNZjZnSi7Nhtg4t9hUDtVlPhyxEzzMfoKRRJ2c+X0aK5KqGYrqjAgyygSY1Sh0co3+S8WhBZC0Yh0AUJ7BIYCdagSqbKazD+eDiBByEnNBaQFlBpodRdJ1MCChVO0TcZL3XTel3pgx8eZ/FzzfBx2WWZrxRBNgR2Ng+IlXHyg/dP0u8Pjw0ewuEK6bKP5PgUdlGdF4EDwGOt8BHt7I0nOSiR7jICxJusXg04VlWKwM8Xs81bFpVuNOBjwN22tzWXs82hcxfRinQUcw7IoOJu1v3Mn0YWp6wmrRG06rvrDaDIDbaQTsziPgdB4Nu8toWF3HQWHYfSKkx0TYA2bAGjgD9uA5sIbOrwOMM3oZ7LHLIZMIC4JjPawZGyGzt8Katx2y8CzIot2QZedClu+FnLkPsmo/ZPWFkLUHIesuhqy7CLJ6H2TlXsiK8yBn7oEs5//ZCVmyA9bibZA5GyBTV0DGLoQMmw130CwE+k6H02UC7HbDYVX1gsvsr7QtJL8GklkJSSvRJ34wqVB7D9r4DHICFuvZuKkQN8UAyAePNnBTjc4mLgcSXwBJLNaSSnJqIIXse3WA1bgH7Oo+cJszCx0Gp8cUSO/pkH78Pc2CNXQu7BHzNbvTjI5Z3aiFcEYugDN8Ptwhc+EOmgNvwGyE+s6CtB9toNViCKSqH6RxT0iDTubxFDWHNu/zWY6VQSjUpIwgOVfhQ/BklTRGYlaxTttM+ZUQ61fFIET4uBFYblRFhn4D1UxskhCIpNf1Zai6tiNGya5aoziKSCk25feMiUTTKQwtNbqtzHJILNh7YyOdjXZttrPpTiDFpnrMhgghlRtQzxTJ1t81J3h2NEVDNSb1MgKKNf3Sy1f7nn6tD5Yfe9vPdgidOvBEkmDFxb7/T7z6P/cPXZ24VDD4OXUaGpaxOiiI1yb6/2TGQyGqDx6rHnjqMh2VgaRCmDkwg5BeMQD14A0fy366jDK9H/Y/YuCxanqaMTrBw4nWD4CHfQaG1agTpGk3WNU9FDp2q/5aurAX43UfB7fHRLi9JsHtPRVO32lw+p+hN5EMng1nxCJYoxdDxi6HNWElrMlr4UzbAPuMjbBmboHM2wFZsCsGmfMgKy+ArL0Isv4SyMZLYW27CrLjCGTXUcju6yB7boLsvRly/i2QC26GnHs95JyjkLOvhZx9NWTXYciOSyDbD0K2HICs2wtZvgsyd6NmR+6kVXDHLIU9eB6s3lNhdxhm+kwUU1YwW6iBUDSZUY5AaimcuFx40WwEdPJFwWG6NoxFezgsT1hSUBltoKM3BkfjKWWQ1ApYubUx6PD33QNW8wEKPK/TWFjdJsEbthgycimsMStgT1wFe+p6ODM2wJ29Bd68LXDnboU7exPcmZvhnrEe7uR18CasgjduNUKjV0B6z4DdfSqkywQDoZZDINV9TA+vshOkqDmkoAqS21BvcqM+L1D42IlZqmlKzilV+ISSc2BxJYMjeC9eSycdvwfMSgN1QASPDx+WYm6U4DE9GTfOCB/thDxYBA6DSneu2vhCUcoqcirgSyk4faSkwso1YWc3VL0Yp3gqXOXEL70UTiohVKjlGAWr/PpUzLNc9G9MvYFj5cgpWYEKFqN1qwb14fNjsOG/+8Dh1YcOr8GoX4qYMsQvR37K1QfL913d+DR9fP5jJHy0f6brQf974BGKUVlqJaRoWAlpqB/i9JsJu990WH2nQfrw1XMypNcESM9YM5ZNZzZf2w4wvQOCp6o7rCadFTxWow5wGrWHTphi0yZOnZyGnTSsRl1gNe6qgkOrprcRIbYdWNcAZn/G6zMNbr/p8AbO1Fdkb9j8GHCWKnCEZdPkdZAzWCZtg8zbCYvZzJJzICsugKy6ELLuIGTTZRCCZtc1kHNugJx7DLL/TsiBuyAX3we59GeQww9BrnoYcuQxyDWPQq5+EHLlA5Ar7oVcfjfk0jsgF98COXATZP/1kHOvhmy/BLJmL2TZbjgLdsJhqTZxNWTEQjj9psDrNtqUiQqfNhDql3IaIZDZAE5ioTadg5FcHb17oWy4wSw4gUxIIC0GnkQtMbQUoIqbZUNGQ0h2E0hBS0gJG+9dIbUDIO1Hwuo+EV6f6ZCBc+BMWAeZTChuhczZAWvh2bCXnwt35QVw1lwAZ/U+OCv3wl5+Hpwl58CZvxvO7B1wztgOb9pm2COXKbzsgXNN5tSVABoBaTlAd/K0YV3SQqUMenNTfU6RZXIuCB4vMRuRtAIkZpYgIaMYhA8nX6o5iqZqs5gNY3+kbYR9RtzHj+kUKpoLN5qLQHw+AokF8JLZQyoxsEgvM5KALGq3qLlqVKfXEsoeiqshxdXmWlQFu7AKdsFJzZiCKLYvqMLUtBLdGdRyLLkAFjVR8Rnfujn9no9ewycnT/X3nvj2j4Hnu6ATjsSB4YPnW9mAnxX8yJWA+j7g+B8neHz4+JmRDx8+NpaQ/1TGw/3BEPs7YUg4oqs3zHh88FiJKdCIgUcS06Dh9p8FxkkATTXw6T0RVs9xZsql4Bmo0GDGYzUz4FHoEDKngcdAqJNmOnaTbubzCR3qgDiBonaIU6fOIxU6zHBYUrEMcIYvBMsoZ9yZkIkrIZNMGSUzNkPm7jg1s1lzALL5sIHNTsLmesje2yAHjkMuvhdy2f2wjjwKufYxyPVPQ449B7ntJdjHX4Vz95tw73kD7t2vwDn+Aqw7noHc+iTk5kchNz4MOfoA5Jp7IIePQw7cCNl9JWTLIbjrLoS3/DxYc3dq/8gbOR/hgdPg9BhjssKmnVUOQO1SKLeJNpwD8YUIxhXiVPjkKIBMxpOoy53sQ7gphfAyKuDkNIHk1UCKW5vSh0u5bYZBuk+CPWAWAsMXwBlzJpyZOyBzz4YsZKm4D/bag3A2XQp322F4O6+Eu+MKONsPw918GZx1F8NdeQDu0n2wF+2FN38P3KmbEJy0Bt7YM2EPWwDpPwPCMrfTSNhtB0GYpTbqYEouZj1UmKdRoFiMUEaxgoerJGzghpPzEJ9RqBFKzNYpElXQbOD6Yj6Cx6w2RFWAqGPwaK7CmdAJpJRophjIKIeXWQ4vq4FRvDOjobaq0AhDVRBaUqOTUq7qGC1WLezSWtgllBXUwKNeLK9xTD1fqRmQKceMQJRCS8KToslv3aC+4jbWdPanT/8d8NTPcnzo8BqIJsCN597fqdnAT3nf/7m/76orMafBxy+5/n+Ax05KhUZiOuzEdFhJJsQdNA/OwNn6ZLb6nwHpPw1W36mw+kyC03uCmXDpkuggBY9d20tBYjftArtxR5Pp1AOPn+k4DbuA2Y7TtKf2QaS2r5lStRms5Qmf2NJljDaJ7b6mP+EMMZkOezcsq2TKWpPlzN4Kmc++yx7IivNNKbXxEGTr5SazYem0/w7IwbthXf4g3COPwLvuCTg3PYXAHa/APf4qvHt/De+BEwg+/FuEHvsI4Sf+gMhTnyL65IeI/OoDBB97F+4v34b14GuQn70IuecZ2MefgHvrY3CvvR/OJbfDveAGhM++BuEtl8FbdSECC89CYNJShEfNhtt/opEgNO+pkz7qmEL5zWDzRkosiml9ChCM5CMQzoMX4oJpNiwvSbMC3ShPzEUgrRiB7Eq47BcVtYSw3KFYs/VgSNfx+ncKjl6KyKRVCM7YDHfR+ZDlF0FWHYK98TDc7UfgnXM9gucfQ2j/LQjuuxmBvTchuOcGeLuuhbflKrjrLoe7+lIEzzyA4PzdCM/aitDUjfDGrzDw6Tcddo8J2kjnQIEDAbeyjQo/XYoTs8sQyChV8DDbIXj8hjD317g8y2D2w9ULhhdJqoMPVcjcJKcC2oCHU6hCBJOKEUwtRTiD6upKBHMawsuJgSO/iToeECjUg7llzQ1sYkJRCkY1KlqpToxaMX4OQcUMiACiOp5rO3RMIIDcjDJVgFOfpGrw0zIfv/Ri49kfc/tXLl8yfizj+T7oRKLxCMYl/n8Bjw8fv9zy+z18XP8bGQ+zHT/j8cHjA8e/ij14gelXDJoLGTgLMmCmTotYejm9pkA6sc8zQkfZHNFSO8NeDTMZu3Fn82rIV0SWXKeUWMx4CJ7uCh6OcfX/txkCu8MIHYVzWsU+CRuj+r2HzYeMWgKZwNKK06b1kDnbtbQy0NkHWXcIsuUKyI6rTc+GpdRBZjcPQI48AuuGp2Df8gKcO5nVvI7Az9+F94sPEHz0QwSf+BThZ/8TkRf/jOirf0P8658h4bU/I+6V/0D4xU8ReO5j2E/9FvL4e5BH3oH1i9fhPPAyrDufglz3IOzL70bwotsQOvd6OFsvR3D1PrhnrENwwmI4Q5kpjIG06gdp0kmFlIGiGhUaekklCp5wXCHCkQKEwrkIhgifbKPZ4QSHGhSOgzPKzM1WWGu0OYRO8/6QjqNg9z4D7vAlCE9ai7hZ2xBesAfuikOQtYchm66Gtes62OfeAvfCO+EdugeBy+6Dd+n9+rZz4G7Y598G++xjsHZcD2vztfDWXwF32fkILDwb7qwdsKesg4xeBhkyG9JnKhz2+jhMqOqOYHU3xDfriPiGrVXJzb4J1zWY9XCFhP0S3YTnZCuQpNlPal45vLgMDcLHjMvrWY94idoDU2EkS9KUEnjpZQj60Imt2Wj5VFilliuqMGeGU9EK0qCNasH43GOv0R9wcLKq09UGrSHFtaqMt8sO1oIAACAASURBVKg6z2uqvSCWX1ZWpfbh7KRchQ8zHzvRlF3s+xhltGnIGvCcCp+T4PHLre++6spIhM3keASjprwKxcUjFJeo4GEPhKUHs5wfvho7F7oi0NqFVz+0VCQ0vyM0m0tM13/ze0dsZpusJ1GFf/7KCnU5ZkmW4/RgnR2JGad/+31xg8amhWUWR+q6vByn0DHgSTLZTlJqXaZTBx5n3Ao4zDBGL4WMWAwZsgAyYC6kz2xYvWbA6TENbtdJ8DqOgdt6GKzm/cyCKMfpDdnnYdPTn3DFdD0NuK3eVputVBWrALC6N+wWA+G0Ggqn7Ui4HUbD6jQOwYEzdSTOSYyMXQKZtMKMuDn2ns1+zi7IwnMhSziVOgTZSOiwEXwT5Nzb4F76C1hX/Apy7VOQYy9C7noT8rN3IL/4APLo7xB5/s+IvPgXxL38NwObNz9H9O3PEHfiC0Tf+1Ij8u4XiL7zOcK//hyhtz5H8PW/I/Da3xB45S+QJ34HeeQE5P5XYd36FOyrH4R10e2w99yA8PYr4S7cheisTfDGL4f0mwZpM0Qb6dQ4RRp2hCSXIZBaoQpnJ5CNYCALiXH5SIwrRCDIm5U+OhwZ0z+IC7HsZTQ2TV2Otqt7w2o7Am7P6XAGLYQ1ciXsyZsRmnseQssPwV53NWTr9bDPuQ3ehfcgcOmDcK96FM61T0COPgE58rjpZ131OOwrHoV96EHI/vsge+6AtfMmhLddg9DaQ7AXnw+ZsxMyfQtk/ArI4Pk6cOCU0W0/BG7z3vrCYhe31P07Lv8yI4kWNEGA+21sBMdzsz9XJ0fckuc4nA3jSEq+gohiPqqe/QxD9TpR6nOozcnTBrI6C+Q30jKJmQ1BI+WtdQ+QmjEOKthfpFKdJX+gug+8qt4abrMe+kKn2XgsI7cq2hpJB0WfhS1g51fDymkGO7sx7MxKnXyZxWAzraNNC10JjD0KeyjpdRkbszZO47hPRUnAyeBGOd+P7VoxG6KdCDMifj79crh3FWUY4ATjktQVgP0PSYr1PU65xnyj6vyj6CWVaZwT6l+pbfKDGqekLHVZsJOyweBOn5NEqGbVgYrLxQSrAkj7V/5enPEwUkGgy2kkfZkoBj15tWOKc15VHErHhJBZtNXSjVlUlJO6JKPdiZVYdnIWGLShsWhHoyUNn2gcTY9cAhmyGDJwIaTvXNi9Z8PpPhNu1ynwOoxXYHCqwptBlcscIxNAPngoJmQQOqqibaNZkT4RqnrBqekLp+UQuK1HwG03ClbHsQj2OwP2oBk6qtaR9aRlkOmrITM36Ghc5rN/cT5k6QFYqy+FbLoGsusGWHtuhZx/HM7hX0Gufhpyw4uQ29+A3P8u5JfMWj6BPPUHBF/9TCP62meIvvk54t75HNH3Pkf0/S8Q+e2XJj74GpH3vkb43a8RfOdrBH79DZxfA/ZbX8F6/e+wX/oT7Cd+B+uBN2EfewJy+b2Qvcfg7rwazpl7Yc3aBBmzFDJsno7bTabQE1JYg+RmXRDIbQJJKtJSIi6lBJH4PIQjeQgnFkLi87Vv4pcUnIhRPyPFLTVjlNr+kA5j4PSZBXvoUsiYdbCm7kRwwYUIrjwMe8v1kLNuhXX+XXAPETpPwL3uWciNLxgQ3/AchHHdc5Brn4Vc+Tjk0MOQ/Q8ofII7b0JgwxWQMw8awM/abhr5fBHqNxPSbaJmqKpbatQFdklr2AXNdU2D8IkUNVPrER13E57x+apj4rhaYvtlEkxT/Uw0vVjVz6pApsKZ2/Xqu0SfJFqdFBmHgcJGpllcVmvWZyrY56Jsg+ssXcxUtcqU8G51fzAoiLSb9YZdxVYAdwm7majsYNTcZW1U4c2f3WLvLLupwoc9qzqrFmqEeBOzdKQ4MsqJkJl6qcjxe8FzEkL+kmfdtd7qA6HjsryKS4QXb8CjjVYC5/TwgUPInBL1QKPA4ZIwbWRisgNfYElrGQ4AYgCyuMibkKnw0d97nAEP9+CMB1OcAoTaJQonNbjYGwOMfzXg4bqL+TejPCd4qMJOMEuh0SQjUaBo8HvBM3m16aewmcs0e9hSyKBFkP7zYPedA7fHLHjdpsLrNEHBY1Ow5oPHz3r4yl7pS/OZ6bQ2T5jyVrAr29c1mfmksGv6K3yY+fCV3Os5RXtKQviMmAcZvwQyeSVk+jrIjC2wFuyGtYhTmYNw1l4OZ+t1Wi64e++A7L8H3lVPwTr6AqybX4Xc/TbkoQ8gj38Keea/IM//BdE3v9JIfOsrJL7zNZJ+8zWSf/s1kn73DRI+/loj/qNvkPA7IP4DIPobIPwuEDgRi7e/QuiNvyPywh8Reex9RO96EYFrHoZz0XHtpVhrLkRw9fkILjkLMnGpERpS5d2mH0L0N6IGhtMYTmUyS+Gwr0DTMt6YDtNsjqZLIKllkDRuxnPjvgZeZQeEuRLSchCczuPh9p8Dd8SZsCdshDNjN0KLL0J4zVUI7LwF1nl3wz3wAEJX/Aqho88ieOwleLe9BpsgvvU1DeeW1+De9BLco8/DueIJyMW/hLvvfkTOvh2RLdfAXn2JZpX2vLNhTdsCGX2mTs3YzLY6jtZslYJJq6wddA0mvxpeXrMfBY941CvR6ycT8ZmliMsu0VdfXbsgeGgIx2wnrQCSVXwqeEprNNthScXnl4KHi8l0RajupSW8VzNAweNWU5Hdx/QTCR5OXpt1j4lcKbhsCyltHfvZazXr0QZ+hrFmURM5ekTxxuUNHVvP+GfBw55Q/Z0qHzy8OvGJZsJzOnQ08/Eznh8BTx1wfL2TAY56WaXk/fuCx56yBpYPH816lkOGLIE1cAHcfvPh9pqNQPdpCHSeqGpXmzoPyvJ1X6trHXC4H0RbDKbFdUuf3Brn+/yjN+yoY3W+GrHf43A03HIw7E5U2k6AUEs0aBZk5ALIhOWQKWsg0zfBnneWTmCcZQfhrjsMd9tRuHtugbf/LtgH70fw2mdh3/gqrNvfgnX/b2A9+gmcZ/4E76XPEHj1CyS8DSS+8w1STnyDtPe+QdoH3yDto2+Q9gmQ+imQ9gcg9RMg5fdA0kdAYgxAkfeB8G8A+42/wX3tLwi98AeECZ57XkX4uscQvORehC64BcGdV8Bduw8yf4tRPY9ZAGvYDAT6TUS4xwhITRdIZSszBuYTm70QCuMoiKOBWXqFLp1KUjGE2p2sJgiUtEa4STeEm/fX8tbtOhEB/j1GmzLLnX0OQksvRmjDEQTPOQ533wMIXvJLRK5+GpGbXkLk9jcQOv42vLtOwD3+jkbwzncQuu1NBG56Fe41z8E+/CQChx5G/Ll3IX77DfDWHoaz/ACchXvhzNwOa9waWEMWQnpMhdN5LPh359/OKu+omYNb2AJuQRXCdBzIaWAeDwV6CRxRF+julIQyIVaCigK5Va+q4cQsVTxT+ayvvMwyGOmFdeBRqxK6EBRX67oN13H4/NHMmplMVXdd++Dqh9d8INzaAXBr++nzih9TKMV6U34rQJ+fZW3AUlEztvxq2Oz5qOiwVL2YFD5qQkcBJx0pOWb/5zIevxntA8jhJCuW9fxD4GHpdEqwnKoffqbDUtGY59HUzorFv23G40xfB2fqWhXmyfhVKkST4ctgDVkCd+BCLbe8HjPgdZkCt/1Y7dFwQiVVvUwq26C9vpr4Xjy+7zK9l/nEkaIaSImfMretExNqSlzdD1br4Ua4RgEbtSmD50JGs8G8SlN+a/ZOWPPPhb3sQrhrLlfweOfeisCFd8M69DMEjr4A+9gbsI+/A/vBD+E88UcEXvw7Qq9/hcivgcR3geR3gbT3gIz3gYwPv0Hm74GsPwAZ9SL9UyD1YyD5QwOfuN8C0Q8MeOxX/gvuM5/Ae/hdBO54SadmzsF74O29BbLhYsiZ50EW7kBwwTZkLtuNyjXnodX689Fl/XnotnInyodPQ7S2K4SlQ1YD0wtJLkSgpBqSwulKI4Tyq3X7PVjUQsHDXTBOBNlXc7pPgjdoIbwxq2BP2QJn7h6Elh9EcOMReHuOw973IIKXPobwNc8ietPriNz2NkLH34V3l4nA3e/p+6E7TiB485vwrnsJzpXP6v+JO+9exO04huD6q+GdeQjuon1wZ+2EPWED7OFLVGCoKu02XK/oDbtBV8163KJW8IqaI1JcZcBDoV8MPPQG4tKmgieUri6IhI42n0PJuucVziyCk8ZMJ2ZPm1kMyS4xPkv0SIrZoHD9RvcA63o73c1wg/tmNX0QaDFIVdxui/7af+TwQz3BqTdTlX0XCHtCjTro6o5D9wTChxv7nDqqxqdMrXLVCI5OlEk5qu9Rjc8/CR6O4evDh+Cpi38k4zkFOoRQfejwbR84hE7MSdOHTirdPU2v59+u1PKocj1jvSpeZdIa2GNXwhp1Jpxhy+AOXgS7z1x4vWZqueV2HAebWpIWsT6PCubam+YfN89La3XyQIMtNdkqagrJb2T8dIprIKUtT8l+pElPWNUDIM2HQdpyW3yi0ZEMWwgZswwygVnPVsgsllsXwF51KZwt18A552bNeAge9+iLkGOvQ46/a8Dz5J8QePlzRN8C4k+cDp5vYuD5Gll/+BoZf/wamf/xjQIo8xMg/WMg7UMg6XdAwm9N6RV850sEX/8bvGc/hf3g23BufR7O1b+Ee/F9CF9wOxJ3HUWTS+5G39ufw6h7XsKQow+jy7nXoOXK89B8wWb0WnEOxmw9gKk7DmLs+j0YungLOo1fgCTqfQLZEJc1ewlC+bWIFreCm9/c6HdK2unyp9V6KKyuE+AOpG6Hym3umZ2NwPKLENhwNazdd0LO/xnsix9B4MpnELr+NQRvfgvebSdg33ECzp3vagRufxeB207Au+kNONe8BLniWf0/Bjy3ILDuCNzlMfDMPAvW+PWm7O4zG3a3SabMrukPi/th5R3hlrRDoLgVItTL5FYahXFSARQ6iYU6reLOWVxasWY8Bjr0s6bPc4reENE8c8PTYVKtaLNLDXhozMYStaAp3Aa0J2mnaynsFWoDubqnQset7QuvxSBTjrYcAJvwoVaMO4XNe0FqCZ+ukFijmWW/uiOUtlLHBNrzUt3sZpbDySxR+NjsNcXEkWzI/rMZj6//8QHEBUofPNxl+tEeDz3HT4mTpRR/TpPl+NChnXCeWvnycWj8u4KHUnpnxiZY0zfBmrIB9vi1sEavgjN8ObyhS2D1mwev9yy43adpr8FuNxLSciCErywst8rb1HnwMMuhktQpamb0E0WNIbmUtzeEFHBSQwdAjkLbGquGhnwl6gNpSlU098LGQXpNgwyar2sAMnYVZNIGyPTtkLncuboY1qar4ey+Ac4Ft0MO3qf9HbnpDcjx9yAPfgwnBh5mOwRPwgkg6QSQ+i6Q/puvkf67r5Dx8VfI/JTxRSy+0iyIJVjKb4HEGHTi3gdCb3+p0y33qd/DeegdhI6/gsSbn0XmDU+j7NrH0e+et9D+sodQuO5yxE/bbFYYuk2GVA2AFLWDZNYg2LAb4ht3h1fYChnNeqHHuCWYtPxsjF+yCxmNuiGhtA3crGpIGjfCG0M3xMvY0+iu5ah0GQdrwDzIqOWQiRsgM8+Cu/RC2OuuhOy4FbLnXsi+X8C69HE4R16Ee/1rsG56E9axtyG3vAPr1hOwb34H7k1vwT76CuTK5yCXPgk58EtEz70P0e03w1t7NZxll8BZsF97SDJuPWToEkjfOTrZdNqNgVM7SHfFrAad4JZ1RKCkDaIltQoePUEkBh5d0IzL1WVXgofb+pxwadbDEoaN5bh0eBmUD5QYP2x6YueUnQRPHh0lmyDQoB3chu0VPJyQEjxuTS8QOm6LfnBbDYbTejDsVrTmpaMBN/H7QlrQ1qQXhJYmVV1hN6W8g1lPWzDrcUpawCuqgZtDX6MKuPz+GWYJlmUKp0H/W+Dx4fM/Ch7a9Wr8XwHP7C26AmCdsRkydQOsCWshY1fDHrkS7vDl2mTmRIVjdbvzeFgETyuCp5/xXub0iq8gpS1UMepDxylsrF7HQl9k3a1h+sxpTa35fPrycIG0AZWx/WBXD4XVbgysHlNhDZgDYZo/eiVkPFcCuEl+jplsrT8M+6zrVZMiF90L6winNq9D7ngX1s8/gntaxhP/zskeT/p7XyHjgy+R8eGXyPz9l8j45PNYfKkwSvvd10j54Gskvf8N4n8DxL0H2K/8GfZzf4T9qw8RfOgEUn/2NooeeAfVD/0GXR78DaLLDiJj8YXImn8+kidvRXDQQkiH8ZCqQZBGvSHFHSG59PDphJRGPSDp1RCXO0hNUdFhBBZsvQTdxixCfHlHSEI5JKMJvPIO8Pi5lV0gLWi+Pw7Sbw5kJLPA9ZCZO2Av3gdZcxiy9RjkrLsge38G6+CjcA4/B/fIy7CPvgbr+tchN76hEHJufBP2da/DuvpFyGVPQy76FeSChxA+5x6Et94Eb9UR2EsPwZm7D9b03ZCx6yBDlsLqN9dIKtqPhdV8EOwmPbXcsss6witri3DpD4OH0AknFyDEm4L+0JFUvak19Q8nw8ss1ZueokSHpvz05WYGxUlgfhME1fitPbzGXeA27QqvqqeCx4uBx2s9RMHjtB6o8FEdVUv6KfVW+NDozaruBmnWSQWvqvEpb6PgUTfMeuBh1sPtex88Oor+J0stLpnWz3oInbr4n8p46qBjDi7g4QXMdvhY/m1LLXfOdjizt5mFS2Y9kzYqfJzRq+GNXKFNZodPvp4zYHWdqLtC0noghHqeap6r1d7YYJS1VPDQ81j3adSAvQyS7Ucs89EUulpHzVLYAk55V7iV/WBXDYHdejSsLpMh/WZB2NgcsRTOxI2wpm2HPXePmWxtvBLuWTfAO/92WBfdB/vqZyDXvwK57deQ+z+A9egf4D7/VwRf+QLhN75G4jtAyjtA+rtA1gdAzkdAzidA7h+B3P8E0n//BdI+/hzpH30JHzzJ73+jvaGEE99Anv0DIi/9CdbD7yH887dR9fJf0OLJT5BKhfTGKxG36ADSF+xD4tSdsAYugXSZCmk3zoCnuBOEkdsKkkMNCY23mkMSKyGpzeAVtoHElaPdiHmYvHYfZm2/zCyEFrfVkkaqeIbZQEjHsZCuUyBDFyE4exesubshU7ZCFu6DbLwOsvVWyM47YpnPQ5CDjxm4HH4OcuXzkKteMKGZDqHzKOSCX0D23IfAjjsQ2XwjwmuuhbvkEGTWXsikHZBRa2ANXQ7+7TXbbTcGUjNArTiktCOkuC3493NZDuU00EVMLnSyscyROj2p6YljDLliZl3s88SatnqlGI56n7RChPMrES5sBI+7WDTtZ+OXzeVSnl7S2hiaNepkhKtVPeDEejwq72Dp34J+Ucx06EfEUqunCZZaVSy3YsZoHIDESi36gtfPeL4LPOpxHZ+m9h3U8fhjcv+4H+p3/Ld5VetW/4SL2Ple/oY7r/7oWq9U+CakQhJj4U+3kjnti50Dd0qZxbLrtFLLn2ppY/nUHg8BWh88hL0KEDlN9MfpoXjjFshjkxgcpesYndqdmH6n3kj9p47T69Y/kjJh1T2mLIg9dzusOdsgs7boFMmasklfVZ2xa+COXg0ZvBg2R+u9Z+o2NBW0KpKj0VRNL502qP+ONu2agwrRU8ATO3KGRup8JdMnVAFLMVo9tIBX1hVeZR84zQbBbj0KTpeJsGnXMHgBZLgPnq0KHp26bDgMZ9dRuOffAuvA3Wacft3LkFvehH3v+3Ae/QSBZ/6C8CtfIPL610h482skvfUVUt7+GmknvkbG+98g8yMg6xPTYE7//VdgsOGc8RGQ/lsg5T0g4e2vEffWlwi++F+a7cQ//iEqXvkLmj79KbJveALBc44hsvlqFG49iozF+2CPWgPpNQvSexaSBi9E3vAlKBgyDw1HLkZx32nI6jgaSS0GaNklBa0h2bWQHPZzWkKCBSjqMhpn3/wImg2bC8moBvtfoXbDYz47nPxN1VJOS89pW+FQ8LdoP2TtEcimGyBbb4GcdSfk3Pth7X8I1sFfwT70BKxLn9awL3sKziVPalYk+x+EnHc/ZPdxBLbegsj66xFaeRXcRRdDZp4LmbgVMnKN6oYoqXC6TYXddrTpxzXsBilrD/UF+g7wqC7pp4CHosOUArOGkdcA9InmKSF8nrDBrM6VZa3VOVHdDhp3VZEgRYOcYNWBh9DRMM1lBY/f42nWxVja0pGxoo1+Tf8klPrg+a5S6/8ceAimH5hq6STx3wI883cY/5rZ2yEztkIInkkbYI1bB2Y9HK3bAxcoDKwekyGdxkLaDdVlT23iNaKDXXu4ZW3hlLTS7WC1KuCIlVmPD57Y0TP1wUPbToLH/RZ4ZpwEz6T1sKZthT3nHJ1s2esvh7vjWjjcPN93J0JXPgnv2ufh3fwa3LtPwHv4IwSe/E8EX/grIi9/hugrnyPh1S+Q9PoXSP71V0h992sdqad/aJrJqb//BhmccsUi43emH5Tw5peIe+0zpL75JRKf/w/kv/gnlD39MTKOPa1N5cjOo4huuAwpay9G3II9SJizC4XLz0ftlsvQYdtlaLduP9ouOxsdGYu3o9PCbei98mwMXH8+2s/biPiOwyGpDSDpjcG9NklpiGDTHibTyWsBqeik/jg07QrQb6frFG0uy6iVkMmbEVx0gQHPyssha66GbLgOsuUmyM474ZxzD5y9P4d7wUNwL3gYzv5fwr3wYXj7fgH3/J9D9txjILX9ZoQ23oDI6msRXH4Y7rz9pswatxEyfCWcwUtg9ZplXgzajIBmYCz/CJ5io4nhqSF1GQ8lAhRE/gTw8GQMdRNML9JSK5jfGF6hMSCTvCY6gVIrXVq2NugAu3FXzXrcZr0066EuTEWWnLRS5lHb2wQN6xjf01y2imrNIQQ0wa/X42GJ4pda7PH8nwFP3XTLZER8DH7Go5lOTEDoiwfVt5oWpP+qjMdasBMyf4daKqjlxLTNarPAqQazHnvYmXA43Rowx+xVdR1vnO7aDtG9JFpeuJWd4FR0UJtT/kHrsh7Chgt5amnA2r0R1NGOJ0/w84paxkqtPrCrBsHmyLbrBHBp1M943MkbYuDZDWfJfthrLoW1ldOcGyDn3YbI5Y8gePXTCFz/Irzb34T3wPvwHv09Ak//B4LP/RnRl/6OuJc/U/gkv/Elkt/5WjOa1N+a0TnH5ykfG/hkfmhG7ilvf6PQiXvpL0h55a+ofB+ofO1vSLz1GQQPHkfq/juQtvs6RFddiIQV+5Cx+gAabL8SrfbegPbnHEWn3VdhxMFbsOjYw5hx+A7Mueo4ph26EUPPOoReG85D1zVno82SbWh6xioEWvSHFLaEZFZBsmsgWVWQpj2R1HkshH2eZn3g9pyqUy1h2TNpkymzpmzVkbosOQBZfgiy4nJYa4/A2ngd3K03w9lxO9yz7oKz6zjss+6Ct/tuBM6+C+5Zt8PaeQxCxfOGa7W3EzrzCniLLoY9ey9k8k7ImLWQoSv0BUe6TYPdaRzslsMgzXpBGnRRkzD6PKuxfB4PbKzQ1QPVJhE89J6Oy9Vy6wdLLR7VkxY71jqJhzYWgeBRbRA9gHIaqeCP/t0qXGzAfcAucJp0U6mBClIpyWAQOjENj2binLgymnXRqdbp43Q1v+fz8EemWv9y8PzYOJ2q5frK5dNKsVOgw2PDY9mOObb7Xwke+trQrW/eTgizHo6vp9Bvxky42GR2hi2BM4hZDxchJ0E60SSddpsDdHXCbdQVToPO+uTwNRKaKrNe14P2Ghro5DU+BTz0LHbKu8Bu2Muk8W1HGDEhl0aHzIMMXwwfPNbss7ShqgrbzVdAaIOx+0ZEDj2I0GWPInDkKbg3vQD7rrdg//x92I98BPuxTxF97q+IvvAZ4l/6AomvfYnEt77RSVfib2LTq/eBhA++QdL7psRKfvsbJLzxBRJe/jviXvgzUp7/TzR5Hyh66kOEjzyElEvvQfYFtyB31zWo2n87Jj98AoNvfhJ9rv45Rt30KGbd+Sxm3/o4Zhx9ALOO3Itpl9yMRUfvwYqbH8SyG+/D4uvvw/xr7sKEC69Fn8370X/jfuQNmIbkrmNUAKc3D6eFDbvBaz8SWSMWQpoPRsr4tTppjJuxEzJ+I2TcRsQtOwCZRw3RPsjiC2EtOwh7xWG4q4/AW3cU7vrrYK27VmHkbboBgc03wtt0PewNRyBrroS18jKdZBE67pxYU3nCFsioVZDBprEsXSbpQIGNZV2TqeioCmD+nQPFteC2eh14kgoUOj8FPDyzTKcxvHlSC/QInlBhUxUnMuORwuaQ4hbGEbGiPezKzrGsh3tZPWE362vsW2kbQm2ZqpZjZnVUODdlmdXZLDBX0OC+tVrV6okcBVWq4/HH6XU6ntg4nTqe/zPgqYNPTOcTA5A28QkchU6GOaGDR1dr/CvBs/hs43FDF785OyAztkGmbdEmszNhg/Z5vBHL4A1ZpL49ds8pkK5jjSdzOy5E9oTdqDucSuo72usuDyX1VkG1qdO58JhjwMMSTM/YYlOvuLnZnaF3cGOOPQdA2sXAQ0+YU8DDyZtRMMvKiyAbLo958FyL8L57EDzwcziX/RLWNU+a/aTj3Nk6Afn5Bwg98V8IPvVnhJ79K8LP/x3hl7/SpjPH7eF3voHqdH79BYJvfobQa58j/MpnJkN66W9IfuGvKHsPyH32UwRvehyhy+9F2kV3IGX7FWhx8XGsfOVP2PTG37Hosd9gyp3PY8qxJzDuqvvRZcsh5I1aCOEJGA25QNtJU/74LkPRdMoyjDjrEiw9ei/WH38ME/YdxaDth5A3ZKaat9PP2W0zSKeGfTZdjA33vaq9tdDgRfBGnAkZuUrBYE/ZARm/CfbMXSCUrTnnwJq/F86iC+EuOQhn6WVwll8OWXYpZPllCiRn9ZVwVx2GveISyLKDkMUHYC3YD3vOBbBnnBvLdtZDhq/QfT3ttbGx3Wa4ZhXSKPY3Lm1ljtCJgYd+zP44xMwZMwAAIABJREFUndBhUEDIrOcfyXi03GKpkFpgzgfLbajg4XOFKmN1QdRTNNqBo3xjLtcddpMesJr2iQWhQ1ErDyOIHUjQhGN02rd01mOR6P/NdoCqrvNrwJWPHxMQ/svBc8qeFtcnTtvV4im3ftaj8DlNYFgfOmzs82ggQieSYo7A/leVWrLEB89uyNydkJkm66FQjRMld8waeKOWqz6Fvj1qY0Hj8M4jjSl7sz5wGvdU8NgVnfTYFN3lKawxJRfBk9tEIWTKrNgZT7FjWdS0vEkMPHS+6z7BiAgJnhHMeNbp7hDBY9HsagXtSC+FMOvZdgTBPbfD3XunTrjk8och1xI+z0PueB1yF3e3PoY8/CnkkT/CevxPsJ7+K6wX/g55+XPIq5/pEqi88lfI83+CPP0n2E//l5ZoCS/9DWkvf4bKd4HQ3a9CLr8f3oHbkHjOdWh6yV2Y9cQHOPAHYN1Tv8fmJz/BkrteQfdtVyF54BwIH08FnRe7aw9HePOUtzPCwMQySG4V8vuMR8/lu7Dmtkcx8/AdGLrrMozdew1q6fHMpn1NX6QPnImVdzyHqsXnQnrOgPSZC+m7QOFjTdwGGXamlqHcKLdnbFcIsRfmzNsLe/5+2AsvhMzdD5l/IexFB2AvPQh36UVasuri7fy9sObsNQ3lKbshmu2wr7fU7Or1nglpNxrSKrafRzcCyiBi4AmV1BiPGx88ifkxk/rcfxg85vTTQuNqyJWSFG7ol6mqOFjSHBZPvaD9Kg3RyrgHyOkUTzjppr9fp4kBD5vxJnjsUuzoJYKH0GnYqa4P6bFEZFP8O8DD6Rr7Ir5ymZO3/xPgOQU+sZM4fIVzffDo4mss2/lXg8decg4sZj0LdhsLihh4WG5ZkzapoJA7QvSBcQbNMxap9GXuOkZ9etQgvElvFZZp/U/hW0krTZGZ9UhuU2jKnF+lWRA3tpk6s25Xg/QGXc2Nyt0tZjyngGeRgseZtgn2rO2w5p8Da/k+WGsuNlnP5ivh7T4G5+zbYJ1PXx5amP7SwIcb2cdegdz1DuTe30Du/53qfKyHP4H1qz9CnvxPyNP/AefF/4L1zB8hv/oY8siHcB/5GPFP/BGZz/0ZRS/+DWm/eB9y9cOIv+ohJF98BzL2XIPJv3oXF/0ZWPfMR1j50LsYe8kDKJu+DdJqBKRJH3gthiDErfJSSg06GODkVGmGp2dgZTWB0No0rxoZvSZg5c2/xLyr7sb2n72ALfc8j9q5WxHsMh7CdZJWI9F/zzHEDz8TMmChjritkau1BxOeul17Ps6UzXCnboE7bRvcGbvgzTgbgdl74M0+D9YZZ8OZuQfu3L0IzL8AwYXnw5t/Hpy5Z4M7X1w4taftgj1pu5ZvbCrrkjCnWb2mQ9qOhLQYZEqY08BDMKi51j8DnsQ8XZplyaX2FCzXUov1uOtIeStIfhV4nhm39aXedIu9HtNopjdU7GRbNucbdzVWuzxcoFEnuI06wqtsr0JEr6wVeKChV1Cr2Q5dA3RpV1XLhB8VwNkwY+dM9WOuA0802Sx70u6i3gj9p47TqenhKF2vHKfT3pTjdI7VdTk0DZJMl77YON3fUidA6tth1L0fO4XDP/4nliH5vR2Wi2aSdVq2QxFnhN5IPNOMhxf6lhixcTrPPWPUG6WrDYbaYnzXdjr1SmY7nade0BpDrVlj7or0OuJjYqg9hvrd0PNmzlkmZu+CzNwJOWMH7OnbtOSimtkevRz28MWwBs1WozB6M9OljicdWC2GmlKpKd33YlOPIvr01kIKaFZON71YrU7g8NA/XR7toAbm0qwfpHawGR13pnqZWp4zIPxe3Jrn3tZUHk2zTbfV3SXnIkCbz9UXw912PWTnMVhn3wp7712wLrxfPWfsyx8xPj1HnoRc+zTk+udh3/yybmx7d78N7/534T3wHuSBE5C7XoVz/9uIf/B92Dc9j+Tjb6LwwffR+oU/I3rVL+BdeCucs65CeOshTHjiHWz57RdY/tQJrHr8BCZf9zhKWep0m4ZA18naIJdG3MtqpyptIzVoaW6gLPa8uApQA8nn8TFNIeXtEWk1GPMuuR3b730BW+57ScurELONrlMhvWYiPGwZepx7G7yhyxAYtlwzn9CIFbAGL4MQSCNWQkathoxZA2vsejjjN8KdsAnOxE2wxm+oC91sn7gJ7qTNGh6FmZQBjFwDi+PzYSthDVxkZAGdJ2u2QwcB+iixpJYG1O+0hvBvW0B3vxq19FAjdu5qcarFs9zjc/QUB65M8Hx5hkS4LlHvUL6Ynoem62q+znPf04pAX2R/GKGyjNzGCJS3RrCyrRmDl7RGqLIjAjygsLDW7P75nlC88vAB3xSMhmAVreCUNTeuhcVV6mLIcT2ByWmclZ4HOz0XVhqtOaiTyTKmVQlpejSLE5esZ0P5G+b01aHvjh++ef1Puer6RNAAiJ44Ek8ld4qBj4LopDGYgolQYlM4gaen1rv6Y3F66/C0jLh0Y15/uiEYHwvNzfg9/JM8afbO8KJ63hmPm64PGYvnoBE8PBMtFv7HfC0PP1+NwwIxI7CQ0SlRIEnfZcLHS0iFm8gw1qe+TYZYcylIi4nSCB+CZ9ZOWDN2wjpjG2TyJsjEdWaHS/165kEGnqEOdQoIviLyXKfmgyFVfYzArNyMW7UxSODUQYdNQiMIkwb07elgsh2Cp4YH9o2A1Wk8dGyvroSzITQoG3+mcSQ8Y4MalXsLdiO06Fx4y/bDWnsFZOO1kM3Xwd5xDPbuW+GeexzuBfeo7YNz0QOwLn5Ie0DOlY/DO/IUAjc8h9BNLyJ4y8uQG5+B3Pw8nBufQ/TYS4g/+gzCl/0SrR75CE3ufh0pF9+NwM4jiG69FA0vvg2LXvo91r76MTa/9BEmXPcg8s/YgkCf2ZBOE3X6IxzvNumuRykHm3WG5DaO6VFaGFOrwmoDHUKZv4uStghU90VGj0nos+ZCLL3xcSy74zk04N+iyxRwqiQ9Z6Fq7WUoY7YyhLqq+YgMWQpnwAIDH8Jo+JmwRqyAM2qV6cuNWYPA2LX6fv2PebGPB8etA4NTS51cDj0T7qAlcPrOg9V9BqTjBEibUbrEq04CzCrqg4emWvXBQxOzHwGPFaVwLRYx8PDIGYKH7osEDzMQS9XutAcxe340BPMqWsMtbwWvrA2CFe30yucVp1XShC9gJ10IuVRKG1Q9Jru8Bm5ZDbzSZnCLmsApaAg7vxJOLk+hKIOVkQs7PRtWWhasVL4a044iTU9G4JlQ3CDnNrkPHpp7+dDh9acA5/TP1ayHMPCjnrm7L7z7ISN4dRSMHc1DO1Pf4J3X+h7M/sd9y1P/lAk1snejcNzYEdv1shkfMj50ePU/9v3g+faBfgSPgU+6wocAYghtJ74FHqpjZ+zUvoFMZaN5Pezxq41L4dD5UO+cvrFjcdpRUDgcwnOZavpC2NfgE5TH4zI99qGjk4lYtkP1KMHDY3ab9gYzHqt2SB14tIFN8AyaAxnx/7h77/A4z/tK9J1e0HthJwEQvffee++9g6gkGjtIgl3sYhHFJlIiRYkqVKHVe5cl2bIdpziOd20n13tTb5KN05xNfPY5v2+GghTTm32crLL3j/f5BoMBOAAxZ37llGkH+NCDeSfU8H7oxg/DMOGY+cg6+QoU+Sw7bkDtfgy6vU9CHXwausMk1T0PdZys3pegzrwO3XkHEF35ELqrH4C2qWIIf+VtGC69Dber7wt4FX/yl/B/8A14HH8Ghp2X4bZ4GWXPfYbdP/wbzH/zJzjw3T9GysIDUAW9UHm9wnURAObPH6MBj5iiMQeebO1VibBE5siR38ly6tbSoPx5JVBnIax7K/ouvoSxWx+j5L5bWDl6nwY8+f2wNGxGxbmXxaDNu30nVNGw2Jaoav5/TGunbkZcBWgYRpEvD10GeJz3UQbDw0G1DKtrp6GvnYGhRgM0mr9JpZVFG9dmCQwUnxv+XGwbnRUPWeerEx3WHms190QCD/2FXJffrXg0mYS/+PGIKyGBZwl7WQL3vFaKyT2BR8f8ruBQKApFGVsjDgdxAtqseqy01xWyaqpEMUuFE6lVObwtSvbwDLFG1YclQx8SD8O6eBjXxkBkPCtIYl0vujB90BoBHoKO3jcQyttfqh0Cz90gOka0uNBF0HHuei3T6lTLPv8qoPxbPxbgYYoprUgdx2lP6rw677/nlWGE9wAfJ+Dw6nyMM2FCwIdpol8n8Gjgc0yj4jurng2Oqocs2f5FGLqpXN8igXqqfhyqehh6Wn3mtGu2FlL1VDlmAQVQodnaDIdOemyvpMVitUNTJ2dGugN44qruAo8htxtfAh4mH7TMQLVvhqIBfB9Fo/ugWI2xOps4DTV1FmrTg1AzF2WLo9v2MHTbb2jEOjJ7dz0Gtfgk1P6noQ4/6wCjb0Cd+AbUkSehY/zNyTtQR27DduwOfE69gqLX/wi23Tdh2XFVTNF9dl1G7TPfwvbv/Cm2ffhTjN/+JgLbN8Ojehz2siFJ5xQiG7VEjAuOLXBYgqRoglhWN4FRUAGau6C8gANj4ZbRqEUQxzCltRpr+xYw8viHaHvoDaQuPgyX1q1QOT1QhSNI3n0Na0aPwl43A5U3IJWJjtXW0lMxLsJOijvlOD9XMS66K2qvyEQ3VE/Jka/l58rGhSwoFRa1Yemc7dQLOY92GDLQ5YCcbyac0a1OliQH8RTyX6cBj1hjaJIJ5RJ0NzSPgCOgQ3kEQUd8g7WZxd1qh5lXflSpO4WirHaipE2iSp0aP1tkFuyc3fBvicDHpNpwgo7D+TKClrvpd0GHLRbTKKgf1LSDZESv14AtcC10gaulxSLosNpxAg+rDQEeJns6bCyc1haseLRYm38/4HG2P05wcYIOr8777nklcDmOE1yWAo7z9lerHWeg33808DBFg8fgziryi6OYs0TgUZPHoagBcgLP6DHZkjB/yTh0QPg0+u5t0LfOQde4UWY9jKRReV2alogcnBS2WxXaVoHpCDLnSBXeB93fNDtU/qFka+kJZOzGlkPFVUGf1AAq3wk8htIB6Ko2aN48BB6peua1eU8PRaNM99wHNXgQ+pETMGy4H8bR0zBOnBX2rXHTgzDOXJC1sm72EnRzl2WlrAHSI9At3IBuN9m+N6EWrkJ/8CbM+x+Hcdd16OevIOXGt5B47SOYuAmauB8e8xewYuEqci+8gvFXf4BdH/whMraeh1vpMDwrhmGkIT5fnAllsGTWwZperQEPldVxhVChdL+jOXkO1HrG3/B3UAhLWi3Uatp6ZsNMbhRTPFMbUHjoBkZuf4bq8y8hcst5qUDYVqncftRxiJ7dB3PJGFRmF1RBHxTV8M7DCmzpye+B4uF9fExRvxwR4xYzyI9fS4rEgPa9+P/JKpaGbyIELpP1NFnDMpsT0EkUWwnyeBQD9sTQbJ22kfJ0sJeZhuoS9MWhTku0Wo4MdMcQlC2WHAbuOec7y9ZLdtZd4FkVI55OrBitUXmO5YUGPDT4EqtduhTycHa4JO6G9ixa0kSko9Ihm34txIrDbyX0PsEw+gTC4M3Bp59mui4veMeA1CHqdAKPM97GZLaD599a3fyqx7HikcrDOXdx+dfVzz0Bx1Eh8eudwMOrE3x4XVrpfAl4mCLKw4z4/+CK59cCD8HHCTwiQCT4jB6TY6QFw8hhyV8y9ixIlhPX3BInzOEv/5hp4pXdrs16uM2hzw59W5xRuLScpGWmg/YukS2yEqWNJVMrqgV4xAQ+r0eYusz50jH5omlaq3jaNkN1boXqWoDq2a3Nnvr2wzRwBObBo7AMHYNl5DisI6dgGb0flvHTMI+fFkAyjJ8R1bVzxWwgoEw/CB3btFn6/DwI69YLMM+eh9pwAvV3foRVi7dg3nBKNkQek6exfu8NxB94DAO3v425F38HnlUbYcnthkpl8mYpFFe3KZWwM/89hsPlVCGv7Xn6XRx75dvY9dR7GLj/cfSfvoWpKy+haveD8KsYgCGjASq1WoBLX9gl1Z61ZgLN197A+Iu/jYyDN+HXuwhVMASV2ILsXQ8jgLKJzG6ojA7osju13z1//4wjJmhw7kaJw9LD+/g5Hj6Oj8+m/IVf16Ep6vkxP8fqlaAjZm/FUJH5mo8SGcSrtdwq09pEWMXYbAnw+K51OBE6iYTBUAQgORSIOkGHK19ubYLhXKczbljmO2S5ix8PbVSioWiWJl5Oqdp2ik6WIekCPnKlu6UEC9Dp8gv3S3pDscWiaFm/8l+DjvJbDeW7AkafYAEdg6e/lvsk1Q5bE76gmXemqckJPDIUtmqJov9+wOOubZe4YXIA0FKwcd53z6tzSLwEgJaCj/P2l1osiS92dwCPNt/hnMc5u+HVOc/5TWc8zuH80iqOt5Vh6ih46G2spo4uqXqOa8Azdkwc6ZxVD1MpJJGiaRrMwZJ3UKrWSTRj1ZNUqzFJo4o0DRLX6wI6zFHP1cCIqZiRheI3QwKYPk4DHhrAGx3Aw5BBAo+hmfYY81DtBB2HTQY9enqppN8LU88BWLoPwNpzEObeg7D0HYK5/xAsA4dhGjgMQ99B6PsPwkD1+ABD+I5AN3QE+uGjMsdSGw7CPH0Cug0HJV3TMnQEHXd+AN+pszB274f3xCmY+/Yh4dAtJO1/FGPPfg9tF1+FLqNbRK3CNCY1n+/EcUUwJJZC8YWxLk0qn1f++F9Qt3gehpRqWDIa4VncDVt2G0K7tqDn/LPofvBZ5CychZ6Z9am1sBLMc9oROnMSg898G+kHHkXstosCNKayCbhVTyNv4SpUchuMWZ3yHMTFMbURKqVBG/In1kIl1EDRZI1XHt7HBQDbJx4+NrVBu3JtLyDVBJXGzxMICab0LKZ1a7ZWrTqqHdpJcJUuwMNBsLPqEeBZDcWVuLsmnZDkCQpBHQkUdwlwDp4JY4Ul35wJn842a0W45t8kLoRxYqVLOwtxuQzLEDIg38SE0SyhAo4tKcE+hAsMZr4nSJulVkRBtyJCfKFkaE3TMQfoKFY7XkEwegXA5OmvbV5oUC454x53gce5/ibwLI0v5u1fVcn8W+/j9+OAl4brYrpu1/5NATwxTNfAjx/f8zgCB+8mPDiCCLnSdh7Jz3JEM3N9zkpHqh2peL4m4DFuPHZv4Bk77uB7HJMXJfkiMmTmvIWA0LAJilwPlu8s0fluyT9oabe0qkeF5Go+vfTqZQUUXqDF8TqAh5R3Ao8huVGSJ+jtbC4dhKlyVHhD5pZ5WeWrDoLOds0Zr2ePgI6shTt3w9ShHXPnHpi6tGPuXgSPoWOXHH3nHjgP1808tPdkFLHr1CGojq0wdu2A94ZjaH3ic3gNHYGuaTtWsApqmEfG0aeQc/RJzL32Q+TteRi6jE6hABiSKjS/F/7R02ExmkzsPBiSyhBcM4i3/xp48U+AxRe+hfgNe2HP74Rv9SiWNW2Ce9kgAlunMfjoa5h69mPoinuhihghPQRVNY72xz5A2v4biJx/ALa6WRhKRqEvGETh7qtwLR4BbUSY2iEufInVYqQvv3sO7Eli5OFt55G2ls9X0zeJ5QZtN2jgTxBKrYeOJm/UPZH9G8VQRr5ZZGoV3Brq6xJltmNZlwBbaBJUcDjEc4mgQeDhdovtFsmEbhqL+QvQoa6IK2vG2WiRNmQ880ib5QQexzZLrY6VwbwuPE3SahV5PSFpMEXmwMC2dSXFtAQd3v+vQce4Jk5ARxsmM8RPcxlkpUMFNzk7BB6zA3gYfOdsT+6+0G1f8G6+CjwShufIgv+3gs3Sx/H7CRA4gOdXgc/d53EP8OHXy3bKAUBOkOFV+DQOIOLHAnJLgMe5Sv+P3Grds+IRmQSlEuTysOLZeAK6TSfF9Nu86QyMU/fDOHkCprEjMA0fhKl/EWy5jF3btNjbmikYK8Yk90mf161tpqjrYQsVVQRjRJEYR6nQPIiPS0iuJjSkvUJUKUwJtTAl1sGS2gxTVpuYyhuL+yW8TlWNgcBjbNsCQ+d2AT3KOIRR3bsPpt69MHYuwNS1C9buPbB0EYAWNG5L7QxU1UaoulntMLaHjnr0k27eDH3LFuha52FgTHI7PzcFe9d2WFq3ofepb8PevgveA/vFFsTasQ3pRx9Hw7XXMXHncwSz6mOLklgDPb191yXBmsoEDUfFwwoooRRrWibx/j8CH/8S+OhfgE8BPPbjX+Do+z/B8NXXMfroW2g5/yzmX/ocT9H/uXsLLA1TMDHbrGocoZvPouDkM8g//jQCWOVl9cBYNIz0+XPw5cwnqRH6+EqY4sphjC2DIaZUyHS6KLZHRRq1gaJOHgF8sn01wh0fS4mBNasVKolgUw0VU6qJU6MJOoViumWIzhedk2YnkSyzHa63LSHJsDqBh+BDL2lmgjHoz4ctl7ZeZ0a5dpwOeSQILjlu5NCsE9N1+Vpqv9gi0bObzpWrYmFNLIQtsVjjg/lFaA6NzBxbRa5YggyTmXSqURdIV4iGa0Sa5mntcEhQ/ksM3QV0lglR0CDsZMbY+MAZt6wFD7rLC/XubMfmJt7JziA/51XyshxZWyQWLgWW/9VtqXhsrpI3ruz3uFrtUL/ukENjst0lAC71/vlVt79EFOTXOVbp92q1nC3X0jbMCVTC/WHmlsmqBfsx1M/B5XH+PEIklJytLzZ3bCXVrwMexuMSeAyTp2BkyzVyGIbB/TA41uvGjq3Q126SLQnD/2gUpiPFPqn+btWjjyy+B/Dwj7sUxvgaAR5zShPMGa0So2Mq7IOxbFgMwcxkTDfPiQ+0rn0r9O0L0HfthrFDq2z07TsElEydO2Ds2C6PE4Dhmpm+PlVTUFUTULQOrZmErnZKBK/Guk0w1G+CqW0aqo7GY+Mw1k3BrXUrOm68D7fWbXDv2CEEPkPjDDIO30D7zbcx8cwncGPeFFtKZoytS4UtuRidRy6iYvsx2DJqpFKo3PMAHvvRz3H5+3+Ot/4e+B0A7/8SePVvgTf+AXj3n4E3fgG89gvgXQB3/haw1o/LUN3aMgtL8xxMzXNoevgdpO67joiZ01Ak9WV3YXnHVoT27oKKroAuphTG6BJxLHRq5ggyIkUJc4B9KAf9GuCLWXtEobwh8I3BRg9tgg45WJHFcM9u1kidEQ6b0cg8bXPElobbpDWObPJ1KTCFJmsvdgKEE3wIPKx8KH3w0qoZZ1Vz19jdafDuu0r8d6gQVwGhmo0Kqx36dLPaWZsIc3y+DIu5KvdIr4SNrSzjnVckw04jurXJUKvjBfxNYSlwicqEeV0CWJHRXoPtFVs4eu3o/DSHPme1QxYtgcfk6iuhff/XAY/TuOs3AB4niPyfB56Jg1A8VKcvqXj00xQcnoNh01kBH9M4qfeHNW1Q3yJU9wJ0ndvFFU9fMwVdOY3C+rVBZUqDDIw5v6GOSxdRBBVKRjM3OgVQYZzvsB2ogCGuGkZWPcmNMKW3wJjTJcmlpOvze1IVr+o2OaoVpp1SJLkD+lZ6Q++E+NO0adWL1v5Na0moBJ2SIQEOVToCOQSz0mFJSCVQKq7BCTol3ZDc+KI+eDTPouXya3BrnIeF3s+FfTDUjSPz4FUMPPkepm5/BFMeN1CaJsieUg7vnFpc/uYf4M0//xe8+LN/wkt/Crz5N8CW576JYx//FHvf/H1c+4O/x543foDrP/lHHP/0j/DO/wA+gAY6rIRu/jHg3joNe/M0TI2bRBtHflDHYx8hfP4cMvbfkOctpvg5ncjb/iBUTKVUNmIVQXcACihpocqt2Toerr8zhKSoaB7P+0OYf5Yr8zYClJmtFltjbtQiimBnEirJghEO35ulwEMulvCymPDJjHJylOg4Ga1VJwSfAHoMhUkVw8pHqhnObxxHhrr+q6Ecx7ZKi5hhtcSMc81SJUrbYsUyEikLxrg8bWVO7lNwvLC9xRojQouK1q0lSTVOO8upDYzQgIyzJ/pBOYBH77A1dcoiSOOnJMLi4nAYtHnDaPWSQ/o/z1crHiPX6UvOv0fF8yVXQkdr57xPXAGd7oC/6uoI33NWMr+qyll6n/Nx4jRo+mK+8/UCDxXqjlZLv+nsXeDRb+RW6KSs19XgIc02g2Zh9GdunJOqh/wQrmjFsJ2aJTKRY6ugjyoT4NGFkdtDkWEB1HoOLTXg0fMxBJ+kBkkYNWR3asZTRQMSrSJew1WsVjZB1bE62QzVsAWqYZuYVYlkoGlOAFBM4hm/TLkBQaeQ6+J+0NqBL2KV1w3FTRRZuTzkq1B3xnU4tVFZbXCpHEfnhZdhryCRrk++xrVxCpUnb2Hi9vvY+NQ7sOY1Q3FeRfEn85li8vHKz/4Bvwfgnf8OfPNfgG8DKNh9AZnbzmH/Oz/CiU//G279t19i1+u/LZUOK573/gV48xfAi38LnPjun8FCz6OqMQ0kqyZBV4CSM3ewfvNZ5B+7BRuH+Xk9MiSuOHQdhowmkahoYEPeVBYEYAg2q9OhVqV9cfgx7+djCD4EqNA8Sd/UEXj45hBeCEtSraRyslWj+lv0UCR6ksMjTGtq7FJk2MzEBkUmNofAK6I0pjHDCwPWO/KqGJbnPOvAdkcxxobBfXIc/B/OhQLCRM5AO1LGIhnC02FLKtBAh3McDpXJjeKwe3ki1LIETTS6PE4A0BbB5xKr6by4fg8KE3byl0BHTL44W9L0WMwVZ7XzdQKPs91yAs1Xr/+RwLO0zfr6gGfqPigH8Kjpk5A4mZlzd8GH7ZbYLwwddgAPq57dUM3z0DfMaCkIJcMiHVAZnBvUax47FJBGUq3NqqcQKqwYan0JVGQlVFQVdDEk21VBn1AnZlOGzA7IrIjVU/GQWIkKEY4tE+caNUw6nYeq3QJVvwWKcgHObghMlZNahVM87OClDEBld0NldUFldEGlk41LtTXJceQdNWurZ5L4uPHJaIU5pxuDF16BlUDFTVFqIwLaZjD55LtYeOlTbLz+MrwLWiQWVy2LBSseblee/oO/xO8DeO8pFp0zAAAgAElEQVTvgDd+Drz9T0D0+CHH6roNbjVj6Lv6MvqvvYS+h+5g4ModjN18EyM33sborQ8wefszmMpH4NG6GV4EdP4MtRsRueMC8k8+jYITT8Kzc4s8hgP8nN0XNe6P8ILuATorKdZ1gM89gEdFl8EQXwMVTp1dEZjMaUvRTN3p8idOf9GFXxAIqRBnssj6bBjJxyKXx8EuZrUiZm9BEVoueUC4ABBD8wgAPKxAvvDhDtFy4/3DYF6tEf1YuehCk2CIzIA+OlvSIVREBvRxhQgu60RC7zxiu2YQUNABWqGK3i0gTCMzBmmJrQYCj+8aTXrhr6VHsNoRA3SvYIcI1F/aLIKO1cUXFrsPzMx1Z+4Xqx6Luxynx/IXlc+/b8VjkJkINU6/+ijOTX7dMWl6KQ66eb66dfvqx87HicbKZL0rl/j6gWfTCXwVeFj90OuFeU4Uj6oBp4ZrD3RiFDYvbnVsjaRK4OA1pRkGyiAILASe9cVfAE94qQCPLroaKoobFG5ZakVsqktv07gprDaKBr8AnkoH8FR/GXiMjVtFEiCD5NJxkRII5yV/ECpvUAMcgk5qO1RyK3SJTdDHN0IXx+1bnWamTrJcZAX0Kc2wpLRh/MJrsGZ0QEXTT6cEwY2TOPru7+LoW9/HpivPYmVxG4xMKghJg4eYoeXjyR/+FT4H8MZ/B97+B62aSZw7Katruipyc7Th1lvY9uKn+CYg5+1/BF7/e+D1fwAe+xngS65S2ShszfMCnAT05ZNH0f/c5yg6fRt+fTthpHg2owlxs0ehy2qCish3tFf3AB9WOdJusWLRqh3SGuTQGSCqFBaKfCNK5f+CwOOR1QpLfDUsCZWisjfHl8sciT44ZDBz08WhszmarTM1aNrcR7+K/jnR0C+PgiE4EsYguhNSE8UTBr2kjdD0f8lhpvyaeLhHpsNEzs6qWBF2mmNyYYjNhV9+A/I37UHDnjOI75lBQHEHwprGkDu2F8Ub9yGiug/2yAy4RWZqGzW2ezQX81oBy4pILSuL4lOHpSnNzzX1uWZ5QdCx278e4OHw+TcBHp3Zpok0TVYBnf9fAI+aOatlac+chxN4xGyKDniDB7/wZnZkcMmQmdR7ihoZhZLaIu2TBjzlUOtLoUKLocJKocI5yKyGAA9bLoJPHJMr6qHSSHDr0NqjwgGIJKByQttQsaqpYbWzGbq6rdDXb4W1eTvM9fPQV22CKhmHKmC1Mwxd/hBMecPQp3dDn9oFY3I7jImtMMY1whhdD0NULVQUVddVWgZWFN0Ua+CR1onJcy/LVYVQn1QIe3YLTrz5fZx643tYeOQFpLaMwh6SAjcKFDnoDMnCpU9/ivf/Xttgsc16+edA2Ib9Gj8msRouVRuw9ZXPcfyT/4rTn/8U3/j/gI9ZIf0T8C1uu34GhIwcgK1+Bhx8q6IhqPJR+I7sx+y7P0bh/U/Dixs4toY5rUjZcRqKg+DIAnHlE6oCvWpEqkKQoTo+Q5vr8L5Qx2wnnP40+aBrJIfRnLO5pLfJlW2vObEOfgXdsKXUS+VD5byVHKSECq36YbppbDHM8aXaoDc0ZYn6OwESkrciFqbl0TAui5IUBxqqUw3Ow9W2yBYoXeDtwHABHpewNBlWc15jisyEb1Y1VlZ0oGzuAILL2x3s5AwhaipWOmE5An65A5sRU9ONrPYN0uoR+Mgrsq6OhmdYknB2RPW+BHgkL8sRT+wEHpvNB1arNywWLzn/JyoeJ/AQfO51BFwIMPc6/9dWPFylT3Cd/sVwWat4TovVKH2OOWRmxaMbPyVhcgI8tFRg9IwDeOjLLC0RgSenU4BHT35ITKXMeQR4wkqgeMJLoY+qgoEVTwRbMUeoH+dCqa3QE3hySfXvB1MOGCqoq9oklg36GoLOFujrt8HQsA321p0ioNRX085hAqpwFCp/GKaCEVgKNsCQ1g1TWifMye0wJTQ7gKcO+khun6gtq4aKJHu6FiqkGH45/Ri7/3n4ZPVCrcqTF6RaX4DdT3+Aoy98isO330PZxB5RSNsiaUrFcj8Bg6efwMwjr6Dr/lsYffhVXP69v8aOl7+P3D2XED9zFN6Nkzj40Y9w3yf/Be/8EngPwNv/rIHPy38HTD3zLbjUT8PKtrFqQrZvqnIMnn27Mf/uf0H+icfhRqU+Uz7yO1By5AYsRV0a34acKK7LaUnCTRaN4kM4ZM7WPmY7xpU6B8aO2Q03YbJSj66AW2aHhCpyyG9OqkdgySBc0ltk4+WS0QRbWh3MydWQLKuEcrlakqukzZQ1u1hPpEhWFYWjtBUV07cVsVL5sPphC6Ydij+/OLyPw2C2aWJfsT4N9oRChNT0IWdit5aXTnJmbCFsGXXwK+qUw+ekIvPEYiQ4txZ1M/ugOFimfCNgHSxrYqFITqTi3Zci1GUaZ8cjUOY6JldvmF28YLd7S8Vzb+DxgNG29HzBZGb7JZE3EnvjeIyjRXMCl3alip2t279Ws3PGcy/QkWroXoDjvP9XAI/eYpeWi9evHieAyQqcX/sbr9Mdq3SxxuDqX7PG+F+v02l1yjN6WFOpT52AfvoUDDP3w0g5wfRp6Dae0bx9x05CjbDdYtXDWc8BbcPUOK9tnihMZHvEoS19XFLqJdfaEFfuAB9WPOT1FMOwvkzSJaxRVbBFV8MSWwdzQgOMKa0wZnTAkNsLXf4ArJVTMFdvEssGY/0cTPXbYG7YDlPTTpibF2Bt3w1z6w5Iy1UzDV3ZpFb15PRDZfZKxaNjm5VAs3LKGTSwEaDhRofizPUFMKU3SVKmV24PyjafQSq1YGwP1+TKuj+6czNyJg9h8tIddB29DgOV+OF5UJ4h8s4b0TiG/bffhyWlGq65LfCvGZRKhpurjwC88LfAkc9+it4br6Dq7OMoO3UDrddeRP3ll1B4/GlhKfv27ZEtnqVxVqod8nlWT9yHoWc+Q9mppxDQu1NIfsayQez78CfY/frvoXzhQcT17hSgUCHcHFKGwpwyVnD82djiUsLBwSyTGWrEqMz5eQ71XTLbYWeEdEKdHHNGM3iE3xPhCBZkpcMgx7hSuGQ1wpJSA4IPXQhM4dmioaJPjrCJg2M13yFeg6O1E8j5C9fuUQIyJPdx7U2+DW0rzOtTYYrIAFssr+w61C6choor0UzcY0qxomEcVYsX0HL0OuoOXEHt3ktIGdmFlTUD2r8ZEAF3Zmn5hsimjZ47yh4A+7JQKIMLXHyDoHQm5OYVobiwBCuDl8HV4gIPVx/YrJ4wGlzkWCwesDFo0OoFvckdyugmR8fbFpLwNB8bcn14LO6B0NsoAeBj3aE3e8Bg8ZQrv9bGdT3lEAZXKGXRjsEOs80TdjdvMeHii/WeR2+EMpigTBaZ9XAWpLe7wuDCKGS3u/wd57aKVw6knde739fmAsXj5ARxbuTkABk1Ps9SPx4xAaMfj/MsMQQjWDmPDL/l+zKfy+0uC9tJhrzL43EQIJ0sbSXm7lR603lw/D7oJ49Dv/GkAA/Bh3ajYjlKU/FxB/AMHYUaOALVd2gJ8MxoaZdLgIcSAHq5CPBwRUtf5jByTApgXF8CU3gpzBEVcoxR1Vq2VlIzOGA25vXBUDwMS/VGGGs04BFrh4ZtMDZuh7FpJwwtC7CQz9O2C8bmbdDXb5aWS1cyBl3BMAx5AxrgJNGsrAmG1CYZYJODo+IJQBS0ct5Ewl0J3Au6YU1rwqraCdTtuuR48VZArc6Bd0GP+OWEtM5i5OILIoiVFyI1Z8sTxOLi7BvfxfrmcQGk7OmDeP8XwHv/A3j+L4G3AGx/87cEhJ77J+DxnwNP/wJ47pfAawCO/fAfYWndDFcytLmZKx2BZ+c2ZB+4jqkXfgu5B27Iql82hwXd6LzyCmqO3ULi6GFULlxC98mn0Xf6WTltRx5H5uRRBFWOwZLeClNqs2jhBFjia+U277ezsoyugTGlBeY0B/+KQ3ZxGmArWgQdB+80Akurh45VBmkErHrYfhFkEyvgElcCa3QhzJH5MEfkCRAx8ogex2pZPBTX4MvioJbHQtGLm1XR2mQYQ5JgCk2ELSoNamU0XMjZWZeCtOEdWNcwJm3k8roJ9J97Fk1HH0PW7HFED+7CutZZxPQvoGbxIloPX0V837y2YQxJRd3mw/BJLpLKx8bkWs9gmDwC4b9sDbp7BjDYM4CqkjJkJyUjam0ognyDBXxMehcBBZ2ywmRyg9nMCsVTwIegQ0DRgMfbIcr0gY458EZ36Cw+kGx4RSmCJ+xey2B3D9LAiN/XQDGmGwxmD5isHrDYvWBz9YHdzVdzIiSJ8B7gY3R1F6BhpSLgYzBrV1YrUvVoIOMEnn+1BXMCjvO6FHgIPg4SIYHkfxd4ZCVP+YX4Nv9vAw8tJvZrVc+Yo+rZeEyqHlY+AjobT0FNnoQaP65VPASe/vt+I+AxhJfAGFEKS2wNTLHVEm9DTx7KAKjXspSOwFI9qcW6cOZRPyure8oYaP1JHg+PsX0XjLw2b4OJZlY1MzBVTMFSOg5b8Ya7wMPBMYGHR8cWUJTX5VBk6VKbFFEgok3KCchrGT57W0zEKemQDPSoEpRuP4P4wQXkzh1D1uxRqDUk1aXLypnKc4+MOtz8/p/Cq6ANGRsPCGP5EwCfATj+3Z/h1O/+Oe78ArjwR7/A6wBeYiUEjc+z89M/ky2WV89uITYK6bFyHPWXXsP4C99D6u4rMFVPyO+EPsjpCxcRPrIfy+qnQfKlCiETvEKql+VV40jbcBCN+x7G4JnnMHD6WfSceAoNe68hd+NxhLXMw5OauKQGqPh6GJJboE9qhkpskBbZXtgDj/IhuJYPClGSvx9TTissOW3aMJ5uhBQDE4SYero+FzZWQgnlsEYXwxJVAFtMEdwSS6QSskTmaq6BVOtzI0YiIvlAjLAhMzk6U9jHNE5jIkTplqNQUQXwKGjH4jc+x85nPhGwIdFR/u9IdmQYYmg2gir60LT/QWy68jy8s2qwqrgV8Q2DUl1xm6aMTFLwRklFI65dexxT4zOoKKxAeV4xMhNSsX5tBJYHrYa3hz9cbZ7acfGCi90TVqunA4DcBTCk5WIlJDIEreJRFi+4+a6Et/8aGK0+UIoARiGpp6zpeeVZui0zmDUfHGWwf+HzY9c4Q1rr5SqVEPk3NncvmGnNQQ4PWcIEHqPl7gZLb7KDxwk8zutdAHICjvP6nwZ4BvdC8QwfgBrVqp6lRMK7wDNxAmrsGNTwMajBIxrw9B68W/HQTOrujMfRajkrHvFzIY2fcwiaoIcVaJnp4SWy9VIxrDwqpUVQifWagpo2DtQsMVG0YVpSRSU7nCkLDBpsox3rLgEhOu9p+V+z4spnLJ+8CzymnF5p3Qg8KqFWQvKk2iHwEHC4Ms5shDmzEW557RqZLrYcXffdgHtmi6yXlbQbhQhvm0XXyccR3r0ZU4+8qnF5ogqhghPhmUn5QhmKNx/Hsbd/Bwmji/jwlxqoXP3JP6D8xKN48Z+B638O3Pq51n49+nONQPjY3wG9z3wH9o6dMseyNM3D3rJFZj2dj36A3lvfRNqea0KoFBuLrE7k7buO8NHDSJs6Dr/iQWkhCUDSMnFmto6xvVUiReF9vkUDCGmaRcbYYdTuviJANHzuDtqOPIm6fTeQP3cOsUMHsKZ9G5a3zCGweQYBTRuxomMey9vnsKx5GgF1Y/CpGBKZhWteJyxU5kcXybBZkj25dqeGKkwL3rNSTrJa8+8R1jN5QMIFStbaIxqJrUsSt0CfTLZtKVhdM4jQpgn5vlTwH379+4igD1M0NWelUOsoOs4SexGdxNkUI6i8G9MPPYfJB54AKQ6xdYNYk10jg2sTwUfvjquPPofnv/E2tsztRl/HEFpq2lFZVIXMpCwkxaYgJjwOYesisW71eqwIXgMfzwABH7vNAza71n5pZEFPB6lQm+m4eQXDZPOV6sZg8YbNLVAOwUbpXWB19YPJ5q21bTq71mrpOFtxAQHI4uoNi6snzC6ay6EMnM0uAiYEFIKMwWiF0WQTGw6q4mlAxsPbTuC5J/iwknKCDq//aYCnbxfUwG6JL1Yj+8XXWIbNwmI+JoRCNeXw6qHx1sgRKOHyHITq3a9VH43z4mL3q4CH74xfBR6Cj8weIkqgF+W0Qz3NSoQq6ew2qMIeqJIBTYjaOC056qp1XgMdOvB17IJq36WRCZmKUMuh7EYxtDKUjMFQOAJzwRBcCoZgy+2FiZsbbs2cLRbfNeOZs10t1U9AxSBULN0Qy2FKqkHq4G6UTh+HkaAYSdvPAplXVe46j+q9FzH44LPImDyovetzTc0Bb0wxTGn1qFi8hOf/RJNFHP74J1i3YS9IQlw7dQjLRvchYc9F5By7iaKzzyN8+yX4jx+HZ/8BePTtFfDxHzksv88V40cx8vz30HjlDSTtvKxxlJJbxAis7aG3kDx/FpnTpxDTvR0eBPuIEqioMlhSG2WOQ6ImjeeNSXUapyqKhl7MnKqES2arAFZgxQTC2heQO38erSdvY/DKa+i7/Craz91B4/1PY1X3dqyi9SzJivFV4plETZ1f+QhWNUxhXdMEgsp6ZQAtanYSK+mzFFMMfVyxxv/hEJ6GXSI2pXKfJMQ0kTvY6FcUlg639CppV3Mm90swn395Hw698j203PeIxqTmmxZBnhs6xgVxnrQiEcakMnEDMCeVYu7q8wjMbYDyXIeUxmEojzWw03pW742X3vw2XnvzWzh88Cx2bDmAyZF59LYOoaGyEeVFFcjNyENqQhriIuMRsnY9ggNXwNvTDx5u3nBz9YIrB9EuGgiZ7Zrhu8bx8YLdzV8OWzNnS8W2aultfszPky/k6hEIT5/l8PFfIW0X5z1swQhE5NNQHyV2FMoEpYxyDHoLTEYbjEYzlNJDp/RyJSA5uTnO690BMlspJ9DwauPwl/eRG+QYCn9trVbvApQTfIb3QW04AEXiG6NuJo9odhk0CROPHprAH4IaOATVdxCqe58Aj9hs1vzqiucu8HB1y80K2csEHhIK+YLmAJTtjYBOo+YTk9+pBQcyw4sK+KYZSLVDngurHQfwMGZZWMx1BJ5pKHJ9SkahCoeh8vqhz+mBKbsL5qxO2LI75J3aJF4zVdq7Z2SRlk++Ph/+5QPa86KSO6oUPtntmH/oVajVfPcug1pO9mw+sicPoe3oDczceAPjV17UZkQr0gSUNKFlmbw4PapGsLpnB1Ruu7CiPVrn4Nm1HaumjsB3eFHEr+59u+DSuwcuTAflz8DfYbVmX6pKx9By/QNMvfIDlJ65g9XjxzRSYU4vombOoPfRDxE/fQq582eR0L8LAaWDMhznANkJQFJJhhYIuLtltwvY0PuIwGNLb5YqKKJrFwJrpmHJ6dPIlcktoCzDVjoE/6YZFC5eQcOpp7TYnuxW+dnk54wuh0dhD1xz2+Bd3AW/sl6457dBz4FzLFM8S0DlvjGRavhiTbVPI3axvCVQ50BF5wngsL1idA0rmILZIwJcsf07cP97f4Dg6hGUbDuN3E2H4JnbooEZTd35fXilBUkYpSHJWFvTj47Fs5JwElHSiUBWXB6roaxBmFs4gfe/+Qd45OE7uP/Ewzh2+AK2zS5iYmgSXc1dKMkvRXJcCiJDoxCyKhSrl63BsqDl8PLwhZeHNzzdfeDm5gEXFzfYbC6wWrXKw2BwgZtnAGy0dJXhsQ1+gWsQHZeOhOQc5BdVo6i0DhXVLaip70BdYxeq69pRXtWMkvIGZGQXIT2rEOnp+UhNzUVSUhbiE1IRH5eCuNhkxMcmISEuGUm8HRWHiJBwrApeCT8PH7hzq0YwMmnHCTzOKwGIW60vgY+A0X8G4GGCQ+8Ozc94cA/UyF6osf1aqujEYegnj2gOheNfZG7JNqtvP5haoG/eofn70rPXyePJ0bZabLVUAlsoDnAdwCPrXq53qZ7m1oiufIWad0wmI4x7NOvTUpIHh6Bnm9U4Iwxp1bpZWjtFBXq7w+6idafMdzh4lpV72bgAjy6nD4YsGnW1iGcNBajWTK6Im2FOqZOhN710+GJRiRVwyyEnplBElwRIqribFs5jRUmfFt2zksCTh6iOWfSeegyn3/8h5m6+heo9F2R7p1ZmaK3iWr6gKuBaMSL2HtzuBfbshMpqh1v7NgSOHEDg6CF4D+wV0SrV89bORdg7F2FtX4Bb16IYuC8fO4aeJ7+FtusfihkYkyZU6Sh8O3eh5PgzqLz/eUSM3Yfovj3wzOkUvZt3Xje8crs0FnJYEVzJIHfypBwMcToBuGe1I7hsGOv4e01sgYoji7sD1vwBuNDLOa9P2OO0J+HJ2fmgxsDOahPzM4Mo82sRM7SI7rO30fvAbfSceRI1+y4haXQRAVUD2gYsphDmjFoxSFOxFAWTnpAvin57Rg08chsFSASYQtIlTz5xcIcIVlPH9mHy4VfkDeLYm7+L0QvPYvfT7+Phz/4rTr3yKXoOX0RC90Z4FzRpwEMgWpmAhm3HsK60U7aNsWVdUD7hsAfFIiq1Ende+RwvvPgpnrz1Fp5+4i08cPo6dm9fxOTIOBqq6pCVkoG4iBh5cYetCUXI6jXw9/KDn5c3fNy94eHmDjcXV7jY7LBZrLCabfBw94WSysQCD08/FBVVYWxsBps2bcXw8BT6BscxODKF4dEZOX1DU2jrGkZdUzcqa1pRWtGIsrIGlBbXoaiwEvl5ZcjJLkZ2Rj6y0vOQnZaD9KQMJEbHI2LdeqwKWgF/T29421zhyrbLaBPwuRcAcTa0dKVOMBImtPnrrnhorkXw6dsJNbDgaLn2QY0d0EzVCTwT98EgyROHNJGoRBxrnjbG5h0Su8Kh7j2Bh734PYCH610Cgk/pEFa0zGBN7wLWDi1i1fA+LBvZD2PDtEgy9DQub94MQ8tOGSab2nbLNsvatRvW9h1g3AsTGAzUjBUNQZ/bD+q+SEhk7reYySfVSmVCy1GuhN1zW+Bb3AX/0h5ZD3P7Rrau2EqsL4BHWgMmzz0jw2WjhPRR7Z2N46/9Fk69/bvY+41vYcsTHyBhdJ8Wa0MA5RyJRls0Rstqc+jXumDhc6vfJApzY9Mc/DYchN/IYUe1sxnm1gWYWrYLLcDauhODz34PEy/+AOn7H9OMwIqGJQEiZv48mi68juQdlxE5fgTBNROy7qfkwZbaBIIPuThOiQqBhkDI45bZhpVVY1hVPS7gQ/6SPrlNA56kNphz+wR8VGanAKWhqA/2yg1oOn0bLmVDsBb3w5rHKrJTfJdKd12EF03/uflKqIBv5SByN59A5+kn0HX/Y6jdfxGVe84hb/4I4ga3YUX9CHyK2uCW0yDHPbdR83COLYQppQqe+a1Y17IJKr4CKeP7ULLjjFTJ2558V7RnluQK0Wu5pZajbut9mDp/C3ueeQfHXv8Oxs4/gezRnfBIqURC85hsuRJrBqH8IqHzCofObR0WDlzGzSffwe3bH+LpJ9/BhQdu4fDeY9g2uwV9HT2oLC5HTloWkmMTEb0+CuvXhSDAxxf+3j7w9fSCt7sbPFzscLNZ4WIxw262wI2+zHoL1odFY3JqFsdPnMG27bsxMTGHrVv3yHV0YhYjY7MYHNmEnoEJdPRsQGvnEJrbB1BX14Ha2nZUV7agoqzxLgAV5JagMKcY2SnZSIlNQeSaMKz0C4S/myd8rK7wtbnB18UdVoPWghF4nGdpBbRUMkEAutuG0crCweO5uxpfsjK/u0b/Nev032yr1UqHvzmojnmo7i1fBiFWQMN7NTAir6WfUTd7NI1Wp1ZxePTsE44NzciZUGChuXhKowwDLaT0c27Cnj+8QNbqrukNWF4+gPThRTQtXsbWG+9g/pG3MPPwW5i4+jqGr7wuM4auy6+h/fLrGHzyUww+8zkGb38XrTc+RN6xOwiZfhDuHftgoF6LjGWan1dpa3dd6ahoswg8FopDk5thzWoX4KG3M02zxF2P84LYYtgy6hFU1gfP3FapduhtY2K7tS4Xam0Ouvc9hPD6CagVaeJ7Qx2Td347zn/wIxx5/bex/emP0fvgHUQPL2r2EuTSpDZCX8iM+S5Nb0ZhJ8WqVeMiqKUGy9i8BW49e+A7fB/ce/fBQOFr9Qz8Bg6h+PQ3sOnVH2HPJ3+OlmvvIJDBiuUTWDV8CHGbz6P5wVeRvPUiVnbt1FjfseUwJlbDnFwLa2o9LCl18jENwOjXQ+U571tWMYTg8kG5zc+ZUxpko6VSqF+jdW07VLrDDpU2qDw5Hag9fguGvC4Y8uiS2ABjdpuYthXtOI+ghgnZeKkkh1UqZzwxxbDlt8C3qh/mzDoE1QwieWw3Snfej42PvID+c4+jZu85FMweQvLQNiyr7IU1vVY2VGubN8rfSsGWk0gY2S3WI/OPvaltH6Pyparxy62Ha1KxFm0Tk4fJK8+hescpDJ58BCowGhm9s7Csz0ZwahU8QjPhtioFyroCSheAq4++hlu338ejj72JG9dfwIPnrmH39j2Y2ziPtsZ2lBaUoTivCIkxCUiOS0LomrXC+Qn09oavuzv8PDzg5+kGbzc73O026JUBVRXVOHbkJI4eOYnZmS1ytm5ZwMTkDAYGxrUKaHYnpucWML5xKwZGNqG7fxKdveNobR1ES8sAmpv70dLSh5amXtTWtKAovwxZqTkozilGalwqQpevQZC7twCOv90VPH4urrDozbBbXeDu6gE7+T3k/Ci9XC3SDtpgtGrHYLHiy8f+5RX6UuBx3v4NgedeRmaK/smKeVkCPvQ13iKufIpktf4FqMFF6AcWoe+j69+ieOFwtkJfHK6xVeEG0UQZKjYK8KgUzghaYc7t0FqshEoxNV9eOYjCTfdh9NxtzD/8KvqOP46S2RMIKuyHV04nLMlNmmyCJL/kRqisTtErmcrGYaraCK+2BYRuOoP8I8+j5epH6H30c/Q89jlC5y/AhV489TNwad4svB95DjHVGgM6oR4qtkobrlKbFF+mAU98qf8+bfwAACAASURBVLzLkpFLFqzJUelY4irgmlANa0y5HEtkKfoOPgxDeBH4ObUyDcb4ChRNH8HUQy+gZOE8Jm68hbHrbyJqdJ/mwEiekHgXk4TXqCniKfp0il5JD+BMqmxMYmeCx4/BwgTPyimk7buJ4ee+i7k3foxD3/krtF97V7g2TJaImz0joJO+4xJSt16CnkJWOjjGV2oA4xiM29NJ8CNrXHMi9MhpQ0BJH3jl/TwcoFOqok9qgo6rdIIP5SokEoo3s8PDOaMF1UduQHG+Q4lGYg10aQ1CSyjYfD8Ca8dgzGa8UTVUirYlVPEl0GfUwpJVj8DqAQEfGQYnlsCntAPL6wYRVNGD5dX9yN24D2Vbj0mc855nP0TlzjMyoE/esCjbQw7rF575WDPGjyqEJbEEKigKEh1EQqJ/JAbPPo7syUXQ39oYUyS8Ir+USpjXpiG6pAPKEgyX4DiYvEPhuzwBjz/zLq49+gpefuVTPHz1CezeuQ/TU/Oyau/tGkRFcaW0N4U5BYiNiEHY2nVYFbQMy/z8EOzriyBfL/h7ucPb1VWqnsb6JuzbtRc7tu3E9MY5jI1OYXTDFGZntHZrdHQa41Nb5IxObsbw2CyGRufktLaPoLl1CM1NA2hq6kN9fSdqq9tQUVqHssIKFGUXIYUAGLwSgW5e8LXa4Wu1IsBmk6ufhxfcXNxhs7DtssBkMENP0qFj+CzzKJsLCEIEIAKP3myBzmSWo63orfcGoP8w4KHbXeMmLcnBWf0QfLq2Qte9DYbeBe1074SucycMbeTQbIe+ZRtMTdvg2roAA+UKRaMgSJhLNmgAElUKt4IO8A+o6/gNbL7xOnpP3ERczxbN84XGVMsYd8PZD1ftHOpWQMXWaS9WKsmZopDL9INh6EomYKzcBHvddvi078PyvmNYs+F+NFx9B4N3voepV38fSbseEntQld0jlY4ltwcGbrNiKoUAqE+ogjW1FsyJEtZxaDbcs1idUZOVK46JpphS2OMq4J5YDTutQldlomh0Hxq3nYFanQHlH6vpoEKzEdI8ibLdF1B39DqGr76KsZtvo2TfVbhWj2ozKwKQVD2DWj4WwZRRNWWjkDwsMr0JSHl9CBw8hIoHXkTnox+i+7GPMP3SD7D/m3+CIBq9Z3cjdPQ+pG1/EP3X30PM1HH4cOZDgI6v0mwsxEOnUGwuqK/iIZi6pNUjsLgH/oVd2uOYbpFUDTN5OKF5mpA3sdEBPs1QaTSKb5I3D4mUTqlH5cGHoGhKn16npYLIJrAGebPHEFA1BF06dXYVMGTWQU/j+qRyqET+f+bDo7AN9px66BJK4J5XD3NaObyLmmEkyzhcGxCbEzSb1byNBxFU0S+/38LNJxE3sFNmhPe99n1ZoZuTq2BkrjyztWiRwUTWsBx0Hb8Ofi25PBIbFJKBpNYJAaXEmn4ot1VQXutgC4qAyXMtrF5rcf2J1/HIo9/AtWtP4fKl6zh08AR27tiH2Znt6O8ZRn1tE7Izc5CRlomEuHhEhIZh3aqVWLNiOVYGByHYz1sqnyAfHxiVDvGR0ZienMLcxln09fRjw8gEZqY3Y3xiWiqeDeNz4Bkem8fAyAw6BybR0TOG9u4xtHWNoqVtGA1NfVrrVd2G+ppWNNW2fAl4Alw94WOxwdtshp/FIlfOe1ytNliNJvh4eApIxkbHIDI8AmvWrIGbmxtcXV3h4uICq90Gk8UMg8kIvdEAHQFKuEFfB/DUaM584mXDDRIrIAGgeejaN4u7H21HDe3bYGjdqg1yG7cIWc9Eb5zCMbg2boWdVhVUhGd2SURNxMAuGTiOXHgeJVtOIKCkB4oeMDSkIneGWemcm5DKT+CJ0XyXDentWqXCFymHwxndmsq8mC/SMag87eiKp2Gu2ixr55br7+GBn/wSVQ+8CJeajXCvmdLeuYUgVwO1Jhtu2Ry0FmugQ6AhF2RtBlZUDmjAsy5L0zGtL4BhfQEsHHyvzUFgZgvM4UWYv3AHoVSGL0+BWk4eCr1tMrGmbRrpc8fQeOImBi6/hKGHX0PruecQs/EIzGVDGvDQlZE+QKUbNNARJ8FuraKrn0HQ4H5Un38Z7Q+/g/TFh5F/6CZKjj2JFTRci67Gqv49SJw9jaZzz6H0wA3EkepAjVlyo/gni3EXZ2jkSvFEl8CaXAOvnFasqhqGRxYz3blqL5ZqjYAkH68vhCG+TixJdIm0BnGYwNPwPb1BA5uUWlQduCygIwATWwpdUiX0iRWygeI2S4AmphiG1CoY06q1YTKTN7htis6HR249llf1IKi8UzZRtrQyuGZUQ0eDL4JPWLoASVBpF8JbN0o229S1l5A0skfCDg+89B3hWNkzGwRo5PuSH+RHp8J0jJy/jW/89B9x+Zs/Fg6RX1Y98oe2STZ9eFGzZk5m8YeFTocmbwSsSxBuz76jD+DmEy/gxs3ncfzkJZw9+xDuu+8MBvrH0NHei7aWTpSVVCI3Ow8p8cmIDo+Quc/alSuwIiAAAd4ecDGZEODlBTeLDcv9A9FYXY8NAyPoaOtGb88gRjZMYnhkQuY7HDAPbphF7+BGtHRvQF3LANp7p9DRt1EOAaipZQANDV1obOhAc0M7ivNKkJaQgtDlqxDg5i5g420xwcdkhJfj3ybwWAxGeLt7yEA8NjIKkWHrsXL5Cnh5eMLDw0MAyG63w2KxCPDoDNo6/usDnooNUDw0oKoZh6qfFP9hiZVpnoGeZust82I/amicBfVShrpZYQhLpVMwBpXVB33ppACEqWAItfc9hrmnPkLRtvth5h8wh8uc8/BwBkDG78p0Sc+U9a/wZPgOSOkClep812yEIo2/iBXBgFb5cI5UOQdL3TZYqrdCV0FN0wQ8uhYQt/MS7BRY8gVEgWlGG/yqJ2S+w3ZELD7ZapGpLOkJBZIKsap6CAYycddmSSSPWISuzYaOMx5WZMvT4BpbgZWF3Zi7cAcuSdWwknxIIaZ8XSZ8q4eQMX8U5fsvo/n0Exh59E2M3nwX7RdfQObCBawZ3gczf7+0+sjvFavY4KEDSFy4go5H3hVJxIZnPkf9+RcFcNJ2XkBw1w6Yy0ZgKh7Cip4dyNh6DhsefQfRo4cQxNaYIEEqAts/EYAWCqjIEH9tltxeUTEowCPVDYl3kfTbcYBOZBEMcZVwGrHp42pl7a6jpSsN33mozUqtRe2hyzCm18LEyiauFKw8TEmVKJo9IoJNifNhymhsoazOmbQh/JroXElQVTE5WFXZBf8ChhdmQ62KgyWxCLYkMp8ThEAYkFsHzm4olyBfZ+vjb0kEEImdpz/4MW787l9jx9MfYvPj7yBjfC8i2qbhX9wtz6dh30W8+WcQ4NFHFyK8dghlU4swhKQgpbEfyszscaaFroTOO1gkDB7LQ6Bs3hgc24wLV27h6vVncOHSYzh6/AK2bFnE/PwCxsc2obWlC9VV9cjPLUBKUjJioqIRFroOq5YFg9XOmqAA+LjYEOzlDX9PT3jYXJCWlIyBvkH0dA8I6AwNj2NgeKOc/uFp9A1tQvfgJnQNbETHwCZ0Dc2gZ2QOfSOz6BmYQnvXMJqaulBX2ywco8zkdISvWotgT7ZaVvhYzfA1m+BlNsLP1U1Az2YwwdVshY+bh2zhvNzYflnh7emlgY+bu1b1WCkJMcFgMEDpDF9jxcO5Qymz0EfuApDkWZExXLcRBBv6wlB9bqC/cvW06KE40zGWb4QqmoC5egYqpQvLuvZg5vZ30HnuDtxLB2Cls1+8Q0xJy4ZIKqgZyMYspALoqQHiJoi2mxRspjfJGtdYMgBzxQaRCDD1UoiJXJPzVMyACnVz3XZYGndoxMWCARFXmmsmYa+egq18VKsIYkgOrJOtGecgJDJKuZ5YIaBjTakUxjG9hyVGeB2jl6nqztWAZxU9XmKl3fJKqsW6sgFMnn4Kbim1wpwlU5lxxRysupV0I3xwO/J2nEHN0evof+hlzD77GTY8/h4mb3+CiWc+w8DjH6D/sQ+x4ZlvgUDTf+sjTN35HmrOPofCgzdRceJJJG5h1E2fRNIYC3oR2DKHzK1n0XbuOeRsPYMwcq6SajU+Dasy57bNMbwX4AnJkVaKwMNhOFsrbuykGnKavseUymNoTysRQzRju5s+UQGVXAmVUimtU/3BSwI6ljTyn4phTiqXUzx7GD75LZpKnAZhESQP5orsge2TMS4fumjSJTIQXNSC0OoerCnvgFqXLMkQNPuSfHQad62Kk4Fxct+cgFfvqZuYvPqiDOxbjjyKi9/6f3H9d/4Kr/0FxPfo3b8B3voL4NHv/wWe+uHPcecnv8Clj34M19RarChqR+7QViivtYiuaNNsOAJWQZlcYQle7UgMpb6KSmpfNHeO4ciph/DQI7fx8KPP4f4zV7Gw5z7MzGwH5zM93YOorWlEYX4R0lLSwVZGhs6BgQj0dEeQhzu8rDYEeXrJLIgVyDL/YLQ0tcqsZ2x8k7RZ/UNT0l61dW1AZ/8U+kbn0Dk0h47BWXQPz2JgfDNGJrdhaHRGwKe+oRVVFbXIzcxCZEgYlvt6w9/VBX52K/ytJgEgN6MJLiaLgA5Bz9uVA3Av2cRxG8f2y9PdA+6ubnC1u8Bms0nVI+BjNENvoAzj62i1nOmStC0ld8ZR/eiqx6UC4gqYvsf6mo3QV03JStdQNgFjySQMxRMwV85CpXYiZetDmH7u+8jadkl8kyWJkvlZtGcg2LDKYMVD0GF6Jl8AydVCw1/ZPoOIkUUkzZ9Axq4LyNh3GSmLl5G4+zKS9l5D0v7riN97HSGbz8Nr4DD0jdugquagqug86DB1J4DmdMk8RF/QL8+B8x17TifWMomUpEVaecaVQhdbAl1sEbxym8RK00DwINWfz4stV0gOdGsytZnOyjRY2cYEJsAcWYj03i2omCPJLU9j56ZWw5jTAMUXZWIpvKsHkbHlJEr3X0ballNofuA5dF19BT3XXkfb5ZfQfuVVdD3yFjquvYXGCy+j7uxzyF68jIydFxFK/x7GBDFqhgzu9UWIGj2A3gvfQNvpp7GqbQY+TFilTSkHxwRtClxFikJiZp5QAWxJ1fDIaIQXW6yIQvBjt7R6SaIQ24xw+ilrthi88ggAMQ2VYMr5DOc0jllN7b4HoE8phzGFZmF5MMQXwRRfhKJN++CZRTEpAYdugaxoM8E0T11kthz/vAa4p5TCFl8A14QCeKaUiK0ppRLmyHQYQhM0kWhwONyTipA/viDcnsDSHsST08NqmLMy+nSn1sOloAvnPv5D7H3hO+g7cxsHX/guXvx/gBf/6J/x0Cd/KHO64PwWlEzsEg/mhLpOKI9AWNeEQXn5Q7m4QufjA2Wzwm3ZSigd0yQCEZ1UhC0LR/HEs2/i/KXHsHn7AZy4/yK27dyHTdOb0dM7iLq6BhQVlSAtLQ3RkVEIW7tGwGC5tydCgoPktlWvh4vFCg+7u7CLc3OKUFPbhO6+MfQNTqK1cwS1LX1obB9Ge/8keke3orl/E5p6xtE9PI3x6QVMz+8SoOruGZRZU1FePuIiorA60B/Bnh4IcHNBgKtVAMjbZoeX1QWeFrscd6sdPGz9+Dw8Xd3kkH9E4CEHyW61aQBktX+NwJPXq6VDFPYL50QnJuvDknZA/19jrZazLXnblRMwlI9DXzoOyhL0xaPQF42j/fJbGL31LayhTUYChYe1WgXDVS7Jg6woHO53powGrOuYRdrGQ8iYPYKsLceRvfUEsrefRvau88hZvISsfZeRuf8K0g5cRfzuS0jYew1phx9DzslnkXvqDlIOPYHQLZcRPHZCm5sQLGmcRfAhx4SbrLQWGLM6MHvzPSze+TZWVG8Atz2KiQsElYh8LOPcKSQTLsmVMBMYaRXKlovRy8uYoEBnvQxY2B4uS5QcJ34utXMGXfseFNNxSRFlvG9ELvQZNTDnNMKU24hlTRPI3HxMKqCMLfcjZ8c5lOy/htIDDyN710Vk7nwQeYtXkDJ7EhGDu6HSGjRWN58j51/hRbAV9gjoNB57FBF9O4QjI62iYzCsAuMFdKRiI8AvT5Z2MaigE4H5HVr6BCub2DJY4yvkcHh+F6hCc2WuZZDIm2INkOMY00M7ijLomegQW4jqXaclO0wXTy1WpgCMPioPBRN74J5WAX1UDowxebAmEMDTtMz4EM2b2TWhCMsLGmCJYgBfAmj05ZtSCiMTKmjQviISXgm58rEhPB2V84fgnlUrLOXY3i0OIW6WbBPVilTYshpx+bM/xM4n3pV5XfeRR/Hqz4BP/hY49er3xAw+vXsOxaM7oVyXIa6qDcpvJZQvE009YPALgM7LCwYvLyizBSaPIJgYPmj0hLL7Y2B8K15+8xPcePIFHDlxHvsP3y/gw6qlrb0HVZV1yMstQlKCNvMJWR6MFX4+8HOxw8/NRbZd5PqQ58NKg9KGFcvXoKy0Gj09I+jt3YD29kF0dg6jt38Kw2Ob0dI1irqmPrR3j2Lj9AK27Twgrd7o2EY0NrSKjUdCVAzWLFuG5d5eCPJwQ5C7Hf6udm3uY7PDw2yDp8UKLxc32bax+uH8ydPuKtwjd7uLrP+dVwEhFxet1XIOmI2/ovL5tVstFy0c8Neo0++5Tqfpli5Hi8LVcQPDOGLqpIp4+qCK++HWPCezCRcyXWmgXjgkGyxTyRiazr6AsZsfI6iFQr5qjXYfwbLeIfpcRXp8ifgDr+6cQ+Kmw8jYdkpO+tbjqNj/IJqOPYyBS89j4623MPfsx5h7/pvY+MzHGHv6I0w8/xnGn/82+p/+BA0PvYG8408jdf8NZB5+QjKnMvZeg612Eh4Ns3BneyhDaRIHW6BLb0XXqWew7xvfQ8rwfnCOQYsLa3IDXFOa4EuSnzj2cVDMNAbOndI0Utsq+hXTuiED7rFFsFBrRLfBlYlwicxFUvMoNhy9qq13mbRJ7dH6LHDeYUqpENMqDlrd8lolXyukfRMie7diXds0wnu3I6BmVISp3LCZyYGhWRcrQlZXnB2l1KHp+E2U772EqIEFIdQtrx6Cd34b7MnVsjbmc+X6WK1O1cA0NAvuyVVYXzMs5mSaA2EGTFH5cE0ohgsrFUoVQtPFsoKheAa2RpEM7uO/7TisYHg7KlckDdXbjsE9g4ZpOVLp0PaUP2/Jpr3wyakBA/d4FLOw1sTDEp2tVTVrExGUWQXGzigafgWuFy+egORiBKWWym0agHnG58E9LhceycWIahhGVOu4ZM+HtYwjd9N+LSudw+TgGLHV0ASnKVABUXCJK0P17HHMXXwO3XsvQgXEoH37SYRxje6+Cmuzq6C8VkK5+IE56RJV7OYBZTSJz42JMx+rF2z+qyC3Da44eOoCXv/gM5x/6CbOnL+GU2cuY//+Y0IGbGnuRmlJDTJS8xAflSDbrNXLAuHraoenixVerja42U3wcLXAz9sN/t4eMCgFk05Ju1RTVoWOujZ01negt7kH/e1DGOragK6WPgx0jeDogZPYuW0vFncdwtTkPLra+1BSVA4CT8jKlVjh4w0/Fxt8bSapfLytFnjZLNLq3evqYbfAw2bDV6+uLrRONUNZaLVBQqFlCRCxBVt6yPnRDgWuPGxV5ThNwESe8WVvIUZALzWwv2v/YcxoBynwPAJAFBsycYE+wQI+/5O59w6vss66hu+cfpKTnPSek9577430AkkgJKETeofQe++9944UESwoKCqIIqioqFhnLI/OWMaOHVRc37X2nYPOzDPPvO/o817fH7/rhJDkJCe517332muvNRAO1UNUQKI2pXwwzIycyeuN/vsek0QGN/rHRFbCzKqJ4+vYKphJ8KY1wVjQB7aWDqSMXIzUsUuk/ahddQB99tyPIQcfxOiDD6LP2kMomrAMwT1GwrGkDZq8JugK26Av6ytCPKf6EQgbvhg16+/G6FPXMPbMayKsK1hyGAkd61G+7A6ULT6IkAFzVSP39B7yvSjJ3eBeNQym/N4Ytvk0YlqmQZ/SKJar+qRu8KJA7p+Ah5YNDIrLEPUrXQYNbB+oHfGOgRKk+srowzLgk1ODGftOgbwEUxB4QbAFkT2kyDxp58Q2lPoWtphsz9h+soIi4c5HPr9PIkxJJNeLoHjEI7DbUDG9aliyD3kTViK23xQk9J8Cl4IeMKfXwZGrHmnVcqRSY0Q0v1ZwFgI5vk6pEFsKAZaYfBjii2BOKIYpvkjyx7VRuapndFSumplFF8V/dcKz0TRzrew/KWFZcEyvggvbyqBU1E9ZBnNKMRR6KUelwZicD4doTvzU1Amae1mTi2CMzoKBscI2GoTFwTkmF96pXeAYmQVTZCacEwvgmtpF/Hg0Mflid8p2LqxpMGYcexjRzcPFQExMwrJorp8GxS9GwgXp/ij8nHcCFA+GAeZg4LxN8M2sgndKKZIqesJIH2ZnHygWDzBMjqZgTh7esHj7wuDlD8XqDYV54i5eUCyeCE5Iw5zla3HoxP3YeeBObNt1B9Zv2o2FC1dj5PCJaOjahvLSepSX1iI9MRXhQUEy2aKw0MOV5mJGWC16eLjyYtfB1UkPq1EPV5MBMYEhqC4oQZ+6nuhd24xe9T3RXNWI+pJa9O3eB9vWbMfyhauxeO5yjB01Ce39hwrPw8lWbHgkwnz94OtigbeTGb5WR9wGHoLP/+WhANJBr1OBh+Bj6DQcIwD9Hejw3/8IPM6dwNNpKEbQ+b8CnuxmkftrcluhocKXVQDFf+QaSvqArRcnKKauo0SIZ6geISsJTRtPoW3Hg3AiKV3QpiZrZjeLrSkzu6kW5p5QROtkFE5ag9r5O1E1byvaNh7HiMMPo27FXgS2jFE5Bd7h2Y6RfOYdn+0Zt9a5OEpBG78WAS2rRSZcge0LUbf+Poy7/xWMv+8lVK84ipln38CUB15G9uQNcGGmVnRFJwiqtqq0hRi47iRccnvBnNEMTXwNTJyesQW0VztS8XQCj41+Mekws5qxpUHxYOBcPEzkL2wpUNwZ1xsp1UO3aSvQvnI3IrsN7MxNZ5wufY87qyhadMYUwzFH9S+WUb7YlBYKWHjlNqg583ElqJqyBiUTV0jGekTviUgeOgfxA6YhlFYRsp3NKqUEzqlV8M5rhDWzHua0agE2TUwxwqr7iSugWya3vXNgSixRI38JMjSoJ+hE50Hf+W+JJ+ZI+18ctlDci+LIWz4mmj9ThgBw5YT58C6sh0LDrfAU6OKyoYlidjkD9xLEytQhNAWmmGy4JRUJyCje0VACEuASmwf3xCIo/nFQbIkqmDD33C0C9dOWI6N9MlIGdGD2XecwbNMROGVVQQlKguJF8E9SbU5dw6D48e00KOYQKD5J6DFxGUav3Cu/o+DcWvinlgrw6H3CxeRdcXSH3sVDTe90YuXjBMXdDxqPACiuPlCcaXHhhNyyehy86wHsOngCew+exNYdB7FixSYsnL8K06cuQJ+2wVL15KZnIy4iAsF+fgjy9YKftxvcrY5wMWsFcExaBZ5WM9wdTTAoCsyKA+JsYSjPLkFNQQVKMwpRkJyDwtR89KxrxoFtB7F+5WYsmbcCkybMwMhhY9GjqQXFuYVSXUUH2RDgZoWPxfGPBR4Dqx79byoeg+r9cxuA/hF47BXPfwg8zCwXc6wstTWRJNCCNnXXSHx1WtRUz9L+MNYOh5LbC10WHcLYE8/Dysonqzu0pb1hon+O2IiWydZy3tjlGL7jAdTP3YHqmZvQtvoOjN53Go1L98KjfqBqbRDPKVfn4UiYC6QcecthBVCh8jX00qGUnzE1BbREHQx9+XBZzyiZtxeLnngPCy78F1Y/8yE2XP0UZXN3y1Y6tUFWtoY0kg8thnfZIIzYdD+U4AJEsS0LUsnk2wDBNovVDg+BJzgNem4/s8VixWNLgTEiC/QV5t1bR3uH4DQo3rFycdeMX4jxW46jcPB0+Bb1RHrfiTBSzxKZD8WPF2Om6Jj8yvrIpIljeeZb6WOLUT9xBdoWbkdIt6ECUgENw5E0ZDZShs2V1QHf6gGdMgRe2Cqo0fGPDoDexT3F8D20qj9cs+rU6B2CHvmrlLLOGBo1jI/go4/JF+ARbxxWagSTf3HI37CyYZKnIZnDgiwoPrEwpnRB6YgZQggTdJSo9NuVji4mS40gpgeyfywMUZlwTy6GE2OGRW0cDVN4BjySigWMdKF8bRjIlyLtlF95T/RZvgtp7ZMQ0zoSA9fsR93UZbASfEwB8rtghLLiFKTGGbtGQXGJhH9uN8zccTe6j1sErS0ZkcXdoLhzihUCiy0Oeo9AKGY3KLQiJZ/BHHFWO86eMHDq5eoro3azb7B83MzFa7Bl71EcPnEGR47fjw2b92DBglWYMW0hhg8ZLyI/qpszkrjAGYmokBAEs+1ys8DFrIezSQOjRoFZp8Ci08CicYCTooO7wRHh3kHIiE5BtH844oKikB2fia5l9Ti86wjWrdiEBbOWYNb0BRg3eiLaWvrI6kRmciriQkKF5+Fkiy3XH1LxEHT+nwMPXf/Sm+QQRES5yq1myubpi5NSD8e64dBz5F7QGznTtmLUnU/Dr2UKFFZLJb1ku1vsMtPqYCpqQ7eFO0G16aYn3sLE/Q9j9vEnMGDNYYQ0ciJD7qDzMJSN0yZqZkKZ0cTqg9VBmbRDzNoy5/WW2BklvQe0uX3gXDYUFpLaef2gJDfBXDkUscMWYfrpa5j7yBtY/NjbmHPmZUT0mQG2kUI0x1ZBCSuBY3YzKjrWonzCGngV9VUTTiloDCNHQsMqAkkn6FAVa0sVU3e5KAIS1UqH/i5My/SPB9stRtzwQqYBFcP9PLJqEdN1IPrM24I7nn4Hcd2GwExfmiAVMMLq2rHi1NPoPnMTSofPxcDFO9Fj2hokdB+phtT50B40U2w6uOmdNmwuEgZOl50ytlLC5xB4mKjpy1F/FiyZdfApbEZq6zjJu5Ln80mUVswxuQu0/P4IkDzhWWrVY48kjsiG8j8c5/RKDF6xW41qTu6iWtZn5gAAIABJREFUtmbhWWClVDl2riRCyEicVQ7H4v6xEncj4XrkdfjvsFQ4RmfDTFN4gktAvJjBM1nCM7lEqh7aoWqiqGTPkVF7y6KtqJm6Ap6lzQjt1o6GmauQ2XesVG1UITO9lDcAxZ2/i1SEFDejdOAU1AydCU1QCpwisxBd1A2Kq02OgXleVj8ozt4weASAKaICMO5+UOin7BYgETjinUx/ZK0FQ8fPwD0PPY67Tj0qQsOdu49h/XryPasxeeIcjBw2Ht1qGlCcX4DUxCQkxEQjMiQIPu4ucDXp4WLQymGl46go8HQ0y4InwcfNYEGodyBsbr4I8wpEckQCCtPzcWT3YWxetxXzZiwSroerHL3b+qGyuBLZqelICAsX4PE0G+FuMvxu4KGKme2WcD3kveyHToc8/0QuOwq/8yvH859WPJ3KVcnAovsfd6aYBJrLnSt170rJ7gFD2SC4dh2D2WffQBQXRuNqYWLaZ0wXKBk1IjRzqxkoJlnLzr6ILZfewuzjj2PbxbdQ1bFCFemRzOS4lqmUvNgTSqEEZkEsJQg+9GSWYDl7DhdHxTUyKTPl9oaBVU8GwwJ7Qp/fD84Vw2CgKC++BuSZhh96DLMeeAl9N92H6jm7EU7jMJq7hxbCxA31pDqYM7ujZeEepPaeqgId2ys78Pym0hE5vi0VJlYCrHb8OoGGF05QIhwCE9XccJO/KGSNUXkCUiSj6bpnK+qB7lNWiQexAERQFnQxJYisace8Q48gvXU8vLiG4JcsHIwSRfBKFWDmljY5HZLRBB1b43CV/+msdOhdI1WYL6swErepCChtE/BxSq0Ex8kOkfmwpFRKtePQyT+JETttRwkckoNOMOx0BfwXj6GVvbDhwSsggBk5LrelQkeC2i8Bk7YfR2F7h1iXMgmUvAvJZXI70j6xhWLVw8egROjD0mCJzVXD93xjBXzI9SiuITBEZquTr5B0mZCRYO6/ai8Ca/pCcQlFUGUbuk1Zir7zNqJkQAfCihskXii6sg8axi/G+LWHUDZgMoz8uTwiEFPcAH1ALHR0IHQLUo+zjyROaD0DVbBx9oLBNwyKk7fqmezkBcUlAIrJA3oPGwwegaC6+cCxU7jnzAUcvvMB7D90AocOncTKlZsxdMgYAYXaihrkZuQgJSER0aGh8PVwFT7HatTBzWyAVa+Fs1Yjx0VrhKue5DDbJXeEePjLifALRVRgBI7uOYIDuw9h4eylmDJxluyQkWCmXSttO1IiYxHs5Q1vR0d4Opp+F/CQbNbpfifwkFj+T8jlv1euck+qUzaf1QMEHA3brewesgYxeO+jKJ29G0oa3eiaVAKXnjuZ1dAUdEfTyr3YcOlNrHrkJax48Co2PPIS8gbNgk9JSyfnQX0HtR5cV2CFwVaHPAfzqfKgBDJ8jgrnKhjTGyU5QdIguB7AiRmnUlQmMwWUAMmxeVYznMlDkV/KaEDruuPoOEqrikWom7sDoT3GiQOftG18rtAChNUPRf/lB1TFL4GHExMeVjusCljtsL0KTIITuQ8fpiPESVvAFoHHHJkuF45jNC+kdBWc/BOg5SQsJBMOIRnQhefIUfw5Ns6A4pUgx8QW0y0aClsEGsV7MoSOi4+MRc6EY14jMofPFR1L4oCp8KzsB4Ub1uTAbBnq53S2hOR1CGz+9BWKyJfqisBDDojksrzOEdlS5UjkMF93e/UjOegZKmfDXHRyN//w6JRUioFLtsEYVwhG2RBwtDF58vXGrDuI+rFz4ZpaAsUrAop3pIzIb8cJS3QN2604qRLZUpHrkTbJi5xZLAKzqyWMzzE2H8YYAmqKtHUk68smLELbku0wZ1RBcQmBJjoXOb3GoM/M1Ri6cCP6zliFnpOXo2HcIhT1Hq/+DlyCkVLbC6nVLVBMXmrInzUAijsrn0A4eARDsfgK0LD9IjAlljUiv1tfJBTVwkQiWusKxclX1io8bTHoP6wDuw+dxNG7zmDfgZPYs+8urNu4CzNmLMDQIaPQvbEnivNKkJ6Udht4SPSyDXLRaeDR+baTg6K2WkYneFnc4OXoCpu7N8K8/aX68XLywMHtB3Ds0HEhmGdMnYeOcVPAxdWulV1Rml+M7IQURAUGIdDVVYSLv6fVIvDotTpZobDvb2m0evBwj0t2ueyVj11kyBa1M69dtcX4PcDD7e2krmq2FCNO6CfDBcSsHtBxvJ5YI7zJiEOPw7ELyeZm1UaBu1DZXaHkdkXepGVYd/nPWPfE61hx9gWsefgF5A2eIVMbjmw50pW7eqg6ppaLOzi906eHu1OMZmG2OjOiKuQ5xS1PAvdojdqkgg35HlZkjCHmI43Ok2tV0V1iDWjL2bhoL8YfpOR+OwrHLFe9gbmUGpipZklFl2DI2qOI6jZcBT876PBCvA086vTKStk/LxyG05GL8IkBCVIJjgvkiDgWDv5J0Aaq/ARHvFpbOoxh2QIQRnItTFpgNWPLgp5ktmMoHGNKEFjQhMiK3oio6iM8Dz2KuQQZ1jhc1gIyhs1B+tDZ8KroIy2VWIl6xwkBqwSnqykOUfliNs8RugpCiRLt65hULskPciFHZMMQW6C2hAQeXtw8/Hn/3fGOVdsbJkWEZcKBbRnbSgJUaJokRhBwpIUKYphetBi4y/hcqqBYARjFW40Z9kgpkQmX4hEOxTcG5ohMhOTXQwlgmxav8lHBqWKVyuTQHvM3oWjkbPX3wqmiXwJc4gsRUdyI5Np+CMrtBsUnARp+jn883BPykVDWJJWL3i8CirMfFBd/FXCY/ODEdssf1sh01LWPR2WfMYgqqIVrVAbSK3uipMcgdB0wFk4ETYKPwR00dI9PL8KcxWtx96lzuOPIKaxauw2Llq7D6NGTZK2ipLBcXAKjQ8NlfcLDzIrELC2WVadRVx3MJlj1BjjrOP52Fm8dL0cXRPoFITowBC56R+zasANHDhzDmmUbsHjBSkyaME0mW7RoZbtVkJqN+JAIhHr5wObp8bsrHr1OI1UPKx8ujv4j8Dho7CRzp8bnjwIeJjzoU7tJG0K/Gtp+0nfYgblK2d2l4rHWDcfch19DKK08c1pUgy07AJBf6D4Ei8+9iI2X1WpnzokLKB29ANqELtBxosOpgy0DGo6l+QcbnqXqSdjicOO7c02BUTiRzRNQOmmtgEfLijvQddEeZIxajIAe41S/m1TucdFTpx76ol4CNNLuxXSBlorfuAp4VAxEx6HzaJi7HTXTNyKp7+Rf95QiCuFVrGph+i/bIxMrDdsMgge/H06wGMPiGSUTLLYI9tbKISj+djAduQs5PrEwBafCTL7BPx4av3gYgtNVIPKMhuIdDy4z6lhNBaQisrQVHesPY/b2uzFqxV5M3nwnJm29E1N2nsSsA2cwdf8ZrDt/DUtOP4slDz2PVedfxri9D2DSgYfQses+DFt9AOM2HcHQ5bvRMHEp6icuQ7+lu9E0bS0yencgu99E2VVKaR6FwJIWSXqQNimu8HbVw8qHEgHRJoWkgz8/p1z8Nw/fvp0E4U3gSFAjagjKBCpWhAQfvzj1tQpMkEkVeZd/Ot5REJAh0PjFCuiQZOaInUDOyRZJZpkUhpAn6vz6fomI6TEMkY2DkTN4KnL6d8CFW+wkl52CYAxLlxZMXl/HYPl+croPRlpNKzS+kVA8g2H0C4djYBQUk6cAkJZhf05+iCttQmHrCJXoNvjCwTcOisEXilMgFMcAROdUw5e6JFY+OnfoWTExN0uxYOOOQ8L37NhzBEuWb8CECTPRq20gykurkZeZj5y0LPha3RHg5g5nBwe4abVw0WhgURSw4rFotHDRG2Sny93iAqOiwN/FFSFefgJGrV174oF7TmP9qo2YP2cxZs9YiBFDx6C1sU2terIKkBgWhVAvP2m5CG6srjiudzHo5HBsz/0xChr/pxE7Kx6amjmajTAZ9dDpNNBouDyq3LbVsAORLJNSaHj7mFSC/t+0Wrd1O/b4HvvYXZtQK8BDJ0B68cpkKrVOrSBS62EsG4DSOTvQsOqouNDJhCinRfVuSe4qO0oDtt+FJY++iJXnX8aGx19H93mbZQWB4jYp93nXZ1vFu2VIuhCTKtGZLasU9DtuW3kIO69+iEe/BJ6BGuv7xA3gKuNffgJOfACsvvQu0sevgLVusLocyVC9pGoY83qKPYR87wTO+ApENo/D6F2n0DBnC/JHLoAnSXC2JQHpss/jlt8DrfO3wje/Qb2YglKlPeLkSuHd0ztGCNHbwBMUL3tFknxpBx3/WGh9Y2EISBLAkfG6dwyMthToCWA+8VCcguEcUyhVUMOoeVi8/wy69J8Mh6B08YtRPAhOsWq7xQs8vkhyolLbpyFx4BRE9x4PQ1Y9rAVNCKzqjdCq3mL5UNi/A7l9J6B81Dz0WbwTLbM3oa5jOVrnbET/xTswYfNxjFl/BBO2HMP4zUcxfuNhjNtwx+0zcdMR8IxYsRsjV+6RM3z5LgxevA395m5A6/RV6DF5GYoHTkLRgInI7zseWa2jJMEhsrIXgoqa4JdTK9MjTpB+eyRDnTnqwcmqdocVoy/TQxMEeEgyM1OL/28ITRM9jwCPf7wKPAS4oFSE1PVH7pBpCK3ltK4G+f07UDl8JhrGzBWAcI7OQXSXnsgkOHUfjNTqNhgY5Kd3Fd2Oa2i85F5ZbDHyPo1vFALSuiC/5zAVtPyT4Z9eg4zaASjvPR5ZXQcgnKbzbmFQtB7o0r0dAZzEaZgY4QJH9yBonDyxftsB7N5/p5ylKzZi7NhpaGsdgFJ65yRlIswnCFH+NgRYrPDQ6wV8XDUaASInjRYWgwFUELs5OcHNaICH0ajqc6zuCPUNwul7z2Djms1YtXydKiQcORF9mvuisaYJ5bmlSKEvtI9NwMrT0UlG9QSb/xR4nBxNsJiMMJsMMOoN6gJpp5/P/xrwMDbEkNZVNYbiwiFzpGgiRVl+UiX8eo7H6KOPw79loozO6W0jDoPkWNKb0LRiPxaevYpVj72KtY+/hu7zt8GV/sVB6er+U0SBBL2JrqWzpRHlq3+iJEYm9puM3S98gmsEmJvquf9jYNMzf8Wqi29h5RNv4qHrahwMP+a+T4GRh86q4EOuJKUaRlpv0juHlRMXTrmB7p+Gxrlb0W/FQXSduQHJvTpUnik4Ey453WBKq5Y/6NIh0+WPnVMVAZzAJJlW8UJxocw/gHdxNX5XrXI4RYmG4kcyNUoITA3bL9dQKJYgSbI0BCXCwPGwb6xkrCvWcPSZugLjV+5RWzCPGOj5WhgCxDFPQNgvUW2hInOR1GcCUgdMRXyfDnhX9lVfy6A0VSPEaiM0UwSAjhQGJpfDr0ubKkCUrX/mTeUJ4Gu4Mc7WimRyJ89DDQ8PKx6pcqJyYIkvhFdGJYKLGhFb3RupjYMkHz63bRQqhkxFzYiZaBg3Hz0nLxV+ZcDc9Wifv1HO2OU7MO4fDt9nP2NW7MCwRZvQPnct+s1cid4zV6Bt+jL0mLQQjWPnCGDkNQ9FVtMQ+OfWwSunHiZ67cQWwrOwCSm9xiKtD3ftuFCaLDeH0v4TVBN331g0jp6LiOLuUDzCJJvdMyZdJYwt3lAMavqnEMgmD2j8olHUNlJaM07DUhqGoH3WRnQbPgf1Q2ehqt9E9O1Yirp+HQhMLoFraCryqlqh42RM4wLF0VMiawg+K9Zvx6Zt+7F95xHMnr0co0dORm1VI/JTc5EalYDUsGhEePrA12RWvXN0OrXy0eoEeJy55uDEtQcnuOp08HWxItDDGwZFg/WrNgjPs3bVxs52awYG9x2CloZW1BZXITshDbGB4QjzCYC3xVmqm99WPQQh6oaopv6fKh7+n7PRKKsUAoLO6noFAUi21xXldut1e9plr3goMuT5Tysetib0xhHHOl60jDCRfSECTFfZMRqw54zqqMcpVya5FnUfK6R1CpadexWLH7qKTZfewty7L4kHDPUqFm6ek7gNz4PeHksirVWGuuuTWIKuM9fh9Pu/4PFvgMs3gc1P/QXU/+iYBJHVCHNxL/le+Mh9pZ3XPsYLAM59B8x/6AX5/rTcFI8qUR34KMqLLFSjVkJy4JTTgNJxS1A9ZSW6jFkI17xGAUOPwh6qtiYgBQPnb5FpFJMt7apkanXI6VgTCiTXm9net1urTsBRWM77RArwKF7hIs+nRF+4DBm5x4r5FFMOaodMEdBRDH5qy2WNEBNyEb9ZQ6VFk7RNrxjok7ogvm004nuPQ1zvCXApalZ1RQQQaorItXB1wDMKik+cqJTd+HNRGc1xuy1d5dNIRhP8O8f80iLxa/Cw3SWAyYXcCbis9AiW5FrYepBP4XOw+rP/H1tQu4Kb/+cRCU1g4r88nPwxQ50tFdsrrkpElPdAWvd2FPYbg/L2DlS1T0S3ETPQf8ZqVA+fge5TVqBl1lrZhRuwfDemHziNCVvvQtPUFRi4aCva529G97HzkVzTWwhnxStWfe2dg2CyxYteh4mfXIPwDIuHqy1a7DAU9yDEFHcVXkixhKLvvC3oNm4J3ClWdY6AoguE4hIBp9AcNAyZgW13noN3dC4iMysQGJcNxeAJxckHjp4EISeYrH6YvWgNDhy+DwsWrcfEiXPR1rM/qgorUZSaI8AT5e2HIGcX+Ds6wdtkEv8ctlni12wyywXPVomjcY7bud1OH+WqLpV48NRZbN6wHSuXrcecmYswbvh49G8dgKaKBhRnFCAlPAFRAcECWGypCDT2douPBBW2W/8OeKwGI1w5IXNxEfU1rT1cLU4wGYwCPr9WPPZRe2e79buBJ74CDsk1qhcxTaQoasvlZKsrXOuHiLdM7MiFUPI7NTvZnCbRr6VJNqaXnn0FW59+D+vOv4GScUvhzOojlllJ1Odwh6lArXwoouMdmORyQili28Zg26W3cOUmcPUWMPHAOfEAFpKZcTL06xHPHrrUqeZWjDrZ9sxf8CqAU+//hN6rD6nGXuH5IsiTjwvLl5ZKl1otgj0GzSW1jUPdlFVI6jVGSEvZOxI+JxUD5m9CQF69qgnhhdU59uUFQ3WtjIg5JrYDDsez9uMdAS3f70UVc6i8X8upCP/fIwyKSxD8M8qweO9J6MlfsJVwCRERIh/l8CLn6QSIwIpeyBk6HWntU5BOMyuuMjD+V7gV8k/J6gicYBCSDlNSGfRMcPBji5glxLIHCVe2tkJokzfp5GYIOPw6/Bps69jiEWx4+LMTdP7xeEVD4SEQcbpH4OHHBCWLXob8yD8e4X7I//B48fXhiVQPyefAeIiiOZL7VjFSGbpyP0y+PrVJaerfiW8CklpHC2/lwRbIM1omht6p5ageNElaI8XsD8XsC8UlUHgdp8AoWIOiRKujWAgWnhJjrJi8UTNwguh+GsYvxeJjF8RnSeQclggohmAozkweDYDOLwnDZ6xBUUM7FEsgUovroXEJhNYaAAcnL7gFRAj4ZBVW4eR957B1+2GpeigqbKlvRUVOKVJDYpDgF4QINw8EW13hb7EIwcwLncDDqsJi0osWh2JAjts9nSwIcPeSzXa2Wncduwcb1m7DssVrMKNjNobToKxrK2qKKpETn4FYW4R49PhY1aqHlQ5Bh4dv/zvQ4f+zPSNo8WtQBkBvaZras/0yGDoJZx19ezqBh+pmOb+34qG9Qly5mGqrm8+16qSqoBlpE5Zh9F1PQilqhcKUzcIWKGkkduuE75l+33NY/OA17Hzmr+jYdxamjAYYU+phoAdPSJ6qQCYAUaRH4ywSzbzgk8vQb80BPPUD8DaAsTvOwKdsoGpcHkYLjRo4sepJqII1v0Vto8IKpaqJ7DFaTJ8IPrueeU8AR0NDeQJOcI7YXnCTXDa2xeoiC17FPVE6Zh7yh82ALrmLOp7luDwkHSXtk5HdMgKKP1uqJOEkqEom9yAEJkGHFwsrHB4SlPbjFa4SmQQe7wjoAmKlnFc8w6B4kkyNwbD569Cl/xiZhMm6AEHG6KdOYXgR82Jj1eMSCsU9Qto/Ak9Svw4k9uuQpVOpdCisk2ojVq1W+P0Gp8nahKijqefxT4VDdIFUQQp3lziyt0+tRCLQmWNuBx3PmE4VNqduier3QpBhNcPjFf33/2+vhOwg5B0LrX8CdH7q4dv24xCQAB4BW3lUR+oycveLEeChqFBeE9cwWJizLu1poioipK7JPwm5g6Yid8BkeOV1Vdcl6Dpo8BfQ7jlmLvwzKjpBLRw6X1aevuBaBNXJRneOzblTZIUlOBH5PekgmYI1915G2YhFUIzhUKzxUDyToThGQnGOgp7qcrcYKI7BqB8wAT4xOUI0B8RmQTF7QTF7QNFYEBCRCMXBgv1HHsCpBy5i3drdmDF1AYb1HY66oirkRCcjOyIGsd7+iPLwgs3FKtobbpDbgcds0gnwuOodxO6CFhcUG+oVnZjOHzt8Ats27xHwWTx7GcYPn4j2np1VT1o+EkKjEejuAT83620i+bdVz/8J+Fj1/B6M8vkEH1Y89jQNks5suTjt+uOBh4I+LhjSmY47U9yUzqiFqbwvWrecQMmCbVC490NTLwreuD+V0SBhdcP2PYwF91/FgrufRcHIpaqNaSD9WEqhZ6QKBYGsVsSGgt4xlNznQpNVhyVnr4qh07kPgeGr7oIlpRGKO8v+Yuhja6AQgLxI0GbAmFSnjtptOXDPa8aZd27gyc+Ai59DfGe0tHrwIPmbAR1L52BuSufIUqYuqVxau+xBUwR8aEjF/SO5iP0T4ZVVg5ZJS9S9q6BkdSzsFwtTBKsLViMEnWgoPhHqIeiwtfIm2IRBoSKWj9wF8uM0hQASDJ0tHt4phZi9/YgKVJ6R6ljeI1wdy5Nw5aTH7KdWFKxGApMQ3ThEKh4CTwK5Daqp/ZNUAGHbE5ohUyi2P04JhZCdLAIs2yxXAk2mgA+niLd1PL9praTaYcUjJ0UAUMSQrMa4zuAXJ+JIXXCKgK9UJKxYPCJU0tU9XK1g+LH8HE7ufntuV0iskvjadX4cf16ZcPF1U/U+bL/0wSlQXMNgDMlQK0G3KLUV5BTQIxoeBY0oHjoTASU9oLhHik7Knflceh8Byq7DpwuvxorGHBANrRu3zWlx4QqLTxDEadDiicLG/gjKrkbVsFmYc+AsdPHVohvLbJ6AnhNWoXbIPMSW9VWrHr6OOj+kV/RCZetIKFp3ZFd0h2LxEUWz1tVPWjkCT7/BHXjgwcvYt/cEVi/fimljZqKlpgcqMwtRkpiKJD8bYr19EermDl+LRbbICTycIpmMWtH5uGgVAR6CEoHH3dkN7s4e4v28e8dBbN+yF6sXr8OUsdMxrPcQtNW3yK5XckQcbJ5e8Hd3hbeL5Z/aLXvL9T9VPq50MjSqCmi2ZjSwZ6slMT4Wx/8eeLhMal8o/U85HjE+p7aEDnUEHpLKabVwrhmMcScuwpW7Q0wRoNE3vXhZgeT1RPzoZRL01r7tfozZexYeJf3UgD76J4fkd+ajd1GjYliN8Gt3Ao+poAl7rr2Px78FLn8BVI5eKsI+LfU71PGEFUu2umLLgwP1PQGZMNDwyi8VrjlNuPfPX+OZ74FzH0MiXaTasWWpFhFsOaihseuF6PvrnygXc/WU5UjoOVLdNwpIkvEyJ08jlmxT2x62WWyJvCPgGJH+K9DYKxw76NiBxytUBRuvUCieIepxDoBiDYJrdCbiypvQf/oycAwviZbkfgg2VpsI7jSh6QgpbkLVsJnoM3cjSoZOR/OcDWicsx6l4xYhf9RcdcrDSieuEK759QgobYZ3flfZ5g4tb0XXqSuR3T4NSa1jYUqtEm8h8kTk1bwLmsC2yz2nK1wzq2HNqJJHti0+ed0QWNgIt5QuwmVxS1zdHo9VJ1CcQvnGwDezAp6pZaCeyRiVA0N4JsiH8ZFcmC4o9e+O1pYK+xFtjb09Y4XGtoog5h8Hh6gsOHOBk+sc1AqFZcOSXAZqcijDUMjXBWfBvbgFca1jZBjAak7aTmMAdMFp8rzN4+fDHJ4mXJtbeDIMnsFwCYgQwDF6BkLj6iccT2HPdgHBwQu3YeDCXVCcKOBMwNI7LuDoE2/j9At/w84HnoeiD4RiYQudIuCTUtYMS1AiYnIqZKTu7B8OhVHFbOF0znDzi8AdR8/g0OFT2L6ViuPl6N88AF1LalCcko3EwDDE+gUizMMbfs7OcDeZYTHq4KjXwFHvAJOigBUPhYYEAVqZBnj5wKgxwdnkIirmvTv2Y/3yTZg+YRZG9B+JPk29UZlXjpTIRNi8vBHg4fZPwMMW6v8UePi8ctiqmc3C+RB8XJydoNNob3M9UvWwzRLQsW+yqwJCB4O6na4xqrYY/+rR/nEKL1pj51haomm5NpHWiLLZO9Cy7rj46EhsSTZTQWkZWg2vnh0oWrAXyRPXYdTRi8gat0IVAnLhMyJfHPu05HboWczdq/BidWrG9iumGA4ZVTjx7he4/APw7A9Aer+x0gIJ2UqbiBDG0lJMyKmMutTIO71zRoWYgj/6mTpuv/O9G3CmdUd4kdhFyF0+TF3i5Ba53G3JF8QWwKeyDZVTliFv6HTZN9JIJZEAjS0d7XPXC+fB9orVDacf7jGZstWs8Q4FjyKHlY79dLZc5HjcbJ3vZzUUqepBnAIxYs5alJNXklYqWC44WSyl3iUkBSPX7scj73yLvwJ4/SfgmS+BYy99hNN/+QGvA1h77iXZW5LFzNh8HHnlfbwCYMHxRzFpz0lc+wl4DcBLAC58AZz481fovXyftLNTDp7FlR+A858CFz4HXrgJXPsZqBi3GDMPncXz36vPd+0b4PSr72PM6l0y4lZs6jROCU7Bunsfx/NfAS98DVz++Gd0m7QEg5Zsx9l3ruPR//oaT370E56/DvSavRG66EKsOPEELv71R7zwJbD82GOYufM+HL/ynqrj8kvG5J33YPelP8G7tBmn/utrXPwa2P/yhxi6/aQMIVY+/BJGbLtP+MI7XvsKGy+9i2Pv3MCW59/ed+AgAAAgAElEQVTHjhc/gGdVX2mVNp97CYOX7oTiZENSt34IL+6q7mTpPWBkZUrFsqOXupuld5WbQ0nfEVCcg4TADqVdq1ssFPc4VA6cpoKNfyrymkdDsUaphxNHUyD8U8sQll2N8MwyWLmFr3dRQUdvgdbCtssJYybNwWMXr2LX3qOYOXOpLJH26NqKsoJyZMSlSUtEnY6fs9pukUwm2FgcFLiZtHLczWrbxbaHLReTQl0dXRAXHocta7fgyL6jmDNlPuZNW4hRg8aiMLME+RkFiA0JR4gPg/5U+1VasHpwxG6mI6FJ9ekxmf/lozzf7ed0FNDhhIvOhbRLJclMm1RRMTtooPDQr1lnlHBAsU3VmcBQQCqZJRzQ4AiNnuGBjmC+vNZkgc5okUetwQkCSry4xZWOXA+dA1MaxMyraeUxVM7ZBV0es6HqOm0wCTw1COw7HQUL9iNjxnYMP/YkgvtMkfhf+vHqYopgiMqHNjgbWi59eqZIq6Rjwib5nqQKeFX3wa4X3sKFr2/hwvWfEUZDbl70kXnQZTWoIMbRuPgz56jjVZKvtmS4lLbg9BfAmW+BdS98oiqeaQXK7XaOpD2j4cBROAVgrDC4Qe4XB3NuV5RNWibtluwnkcNwiwDXGfpMWw1HWkbwomM74BkmnIDWKxQ67zDovEOg9QmT48A/bLZXJJB9I6GxxUGhwMwjRP3jdwyQKYvRPx4TFm1GFK1Bad/AO70rqyJ1VWDA0i24Sp3S18CTfwMu8nwK3Pnyp1hy6im8BeDJbwFvxvGGpSNr6DQ8/PFNPHsTiOg+CFsuvISr1De99TW2PP02jvzpC5Ek3P3Ot7AUdMe6x16Vj734FfDQh7fw2OfAxetAwcj5WHjPZbx8C3jk/R9x9Ll3BFzeB1A1ZrbK9XhFY+jK3Xj2a+CxD27gwJW38PLPQL+lOzF263G89CPw2N9+xoPvfo8Tr32BoeuOYuyWu/HiDfXneOjtH7DwyAXsOPc6LnwA0DlQ8UnBlif+hEf+BlFiP/4VcO/7N3H4v77Bwz8ADcv2Y9+rX2LHcx9j1t3P4s63fhIN15pn/oplF9/E0wB6rj0IW9MwvPQLUDBoGhRzEBK69kVG0wC1nWUl6RwIxegDrZsNJn/KHcjXeCGeKxS2eHQbO0+Uz4oxEIp7DDIahkiVxcC/nB4jENWlDWFFzaK7YlXlm1SGpLJm+MTlwjMiVd3xku12C3ROblA0ZngHR+HshafFu2fTlgOYOHk+Bg0cjfqaZuSmFyI5JhmR/iHCxwQ4O8PX0QwvgxauWgXuRhV4CED2pc/fgo+jzoSasipsWLkRW9dtw/iRkzC8fSz6tw1BbkY+YkMi/xDgIWAJWDk6ir7IbplqB57bWV0EHo0KPMxot/s129NI+UjQsR8Czm8PgYdHobeLA6dQ1PDQPiKhHsbCARi251EkDF4AhcmbBB463TFPKbUGUcMWCPCULj2Mdk6jinvLJIsTJGN8KRxCs6CxZcGJgBBaqPI9flnC+Wgya2HMq0P2iKmonLkMVbNXw1jSDHNZHxiYvslkCfrupPdUM7Hia+BS2AprURs0Wd2gLeiFtEnrEDpiOWLGr4G+ywDo83tC8SIwpcFM8prtDMldpwB1HOwTA5/K3hIcV92xBA4cS3PDmYSuNQJ1o+bCmzlPbAU8I2RCIipXDxsUt0D1dG45K27MaOIhlxMKY3gyFK9QaAJJtMaoPIhbGEwBCehYvEWAR2dLBjkTmXT5xUEXm4tjL7wjxPqRFz5AVv/p4ovsX9Uf1VPXIH/0AgGdlwH0W39IQHnjxVdk+rf67HNSwW0896JURWP3n5ZMK0tJC85fB94AYMhpwLz7nsYzN4HBm45DTyOyRC7clsCS1x1LH3gOz98EuoxfCuesWgxevVeqp9mHH5TMcZLWi+5+HC/8CFR1LBN/H7oK0Ch/9I57ceUGkDdivmrzwZtJYhWOXPscZz8AAivaoQTQjbEc6868DHJ4FuZ0RZZg6ekXcOYDIGXIbOH36M9kKGnGvZ8DS8+/iv2vXcfKR/4kRv0V07fg0a+B5BGLEDNoJtY98x72vvoJOg48iCe/gLqzZgqCe1qpGLorjr4CDk5sEfl717uLYlkEhf6RyG0hsRyLuhEzVS6JW+36ADSOnAfFjVPIGJT1n4RBczai54QlGLt8DxTXcHgnlKKw+2DZ4QqKz1KBx+QipLWWANS5vT1h2jycOXcJBJ75C9dizKgp6NtrCMqLqpGblofEsDiEevvDZnWHv8UJ3kYd3HUOvwIPR+BGTrnUHS8VCCwwa43QKRrUlddj3fL1mDphJgb1HYZBfUegoqTqDwUePidH63I6vZr/SOCxgw5BSREHO/oQy6pEPZT4OnjWjcKUE8+Ke58ICmk0Rfc8iTzphpQJq1A0fz+aNt2PxvUnZPqkJFYKsUtvGQGekBxYyMuEcIReJJndkw4+in3XPsLh1z7CfX+5jkc++xFH3/wYh974BA98Cpz8CDj8zk84+zVw34fAgVe+wqn3fsKJt77Bw38DHv0CePwmcPprYO97v+D4Z8BD36liw4rxy6HlhnhIBhy8o6EPTOg0noqRdoWJlY3zNqF20jKYad3J8TFJUWsEakfORWJNf3kfQYLtEjebTdTv2AGHj3bQcVdBh8Ajkw7fSBjI43iG4baY0DUU01bvgR99iqmEZcXjGS6ew6ktw/DC98ClL4DyjuXq1M8vVbLc88culpxxku+Pfwfsf+VjJLVPFiC68hPA/SV9WgVWP3hFZAX91h+WapTA89RPwOUfAf9uQ7D4zPNSMTQt2nk7H14M98PzsPyhF3D1ZyC9fbpUfMVjFggIzjvxOJzyuPuUhIX3PgUC39Izz6Nu1kZ1ydU9HhPvOIenbkIeeyzZj7aVh6HPaMQjnwDbL/0Fiq0Qij/b3BxsOPdn3P/OL1BiK6EE5mH+qedx+m8Q/+hnAQzYcR+SR87B+RvAuDsexcHXvsDuZz+CElyI7BFLcekGxL0yoMcYdF2yWzRcF74Exmy5E4qZ/jkRCMivRUGv4TAFJ2Lw1MUYMWUJhnbMQ6+hk9Br5FT075iHPlMXYPLGPQI8DazqaCbmGSfAU9Z3grRUFBRGlvSEW0IpDKFZWLT3fih6P/n9cZ+LvF1ocp4KPHqLuO8J8ND+U2OEd1Ak7rrnIezYdRQrV2/HtCnzMXTQWDTWNqO8sALpsamSBmpz95TRupfRADetAjeDBq5GjYAOgcdO9BIEeJjVReBx1DqipkstJo6ZilFDxqF7fQsqS6t/d6vF55PT+Xx2jsfqRDGh5Xar9Xsrnt+CjgAPKxQxqqKbf0ItlLgaRPWZhWknnutUKlNUWKW2PZm10BW1IHvaRuF4+h84L3lPSlRnNDDBKSJbfIoNEQUwsv0JyYMppRbTDj+GC9chfzyPfHYLV34Erv4IvHQTePabn/Dsd8Cl68Bjn0G4ied+AK7dAP50C3jxW+CNH4GnPv8RT30FPPsj8PTPwNmvgEe+BS79BBy79imckrrIJITAI1wL1cQcAUdlo/uCLWhetE1sPJ1T6I+TLAI87vrQViG3bSwcgtIgwMOKyU4kU5/zd4fVFKdX6gnNr0Vrx1wU9RwsHyfPzQmQYwBmbzgIKze6qTXhx1Pb4xWF7tOWSWXyxOe/III+POTGQnJhyGuEb8MQRPefhNoFW3H5FvDoN8DWZ9/GUz8CWy79SZUkROXj2Msf4qlvgTve+Bz73vgM938C+fhxhx+WRM9lj7yEC9+qr9OVn4H7/vojDr36mbgY7nzurzj/BTB2zwOon70RR175FFd/AXqv3A/FQle/FKQNmYXTH/2CJ79X11b2vfwp/LuOwLg7zuP8t7+qzC9+D0S3TcXTN4EVD70GxT8fSkIdlMBCbHniPZz9EFCiKqDYirH0wVdx6iMgsHk8CDz3fw488Dnw8FdAQNch2PPch9h/9W/iXJk7YjH4facMm4+CiSuRPGwW7nzrK/mZuX0vG/+ukeLdnNatLxS9B2wpRXC3JcHFPwYOJPmpXrb6/8rxBMVjzbGzMHE3Tx8gmp26IdNhpcukRzQyuw2ChQS2VxxmbT4GxT0K4Xn1KGsZKjegkKRcKIZO10K9E+gnbHD2gKJzhKKY0dJ7MO67/zGs37gXixeuw5iRk9GvtR0N1aqimbobm4ePTLcYyueidRDQIfC4GnRy/hEIGFUT5BMAg2KAUTGiS2E5Rg4ZLSmjWanZfxjw2Pkg8WamP/MfBDx2wOGjvf1SKx6CBUncWNqP1sgfTfaY1Ri177xYnbKSEX9geuekVsFaNRAFM7agaN4ejLjzKYT2nal+LqdWtHUITlcXELk1zcSGyGJEN4yUiuXFTt7iwQ9vCP9w4dNvceXLH/Did7cEZJ784mdc/koFoOe+A179GXjm859w9frPePUH4KXvgaev/4znCEI/AmcJVD8AV24Bl74EPLPrIEpW93DheYQs5gjaJwbd5mxAw9yNaJ2/Gca4IimjFY8oMY86+MSfsPbkE2ifsxHjVuzGxNV7MH/LEczbcgjzt95x+8zbegTzth7DnG3HMHvbcczedgyjl2zGPZdfweRVO1TexzUUeo6Z3cIwc8MBeCYVq6BDvoneNN7RGL5qF65+A5x9/zs4y0WUJmSnubQNsYOmonj6asS0T8H6Z94WMCGAPA8gk+sdXJ0IzsQ9b3wmkz1WOHf+5Xs8eQs4/wNkfYWJn6ueeF0+5/6PbuHhLyAgcvj1LyTCZ9Hp54QPevYW8PQNlaDe9tTbUHgT4l6dR4xMlBgvs+rca7JDRxJ75t2XMWj7Kbl5TL/7afRadyfaVhyFMacFl74FDr7whcghFDc6NuZi0/l35PepT2uCEpCHJWdekYonvn0OHv4a2PzcBzjfWdVp0qpx8s1vsO/Z9yXBNanvVCHOI1snILbfJAR3H46OA6dx5r1vVbElt/StYQjKq0Zh6xDZRjdwTK/3gMbJHzoXf+F2NJw2OnoiqktXAaFVR08jILMSilOIVLvdGCBoDoJiCUFiZW/ElLVB8U3Ewl33QDH4IK2qN9IqmmGxJcA3ihyPVfK5CDY6s7OasuDALHIXuHnZBHQOH70fSxatx+yZyzB6xCQxcifRnBKdgHDfQFkgpWKZYEOvHqvB4Tbw2MfbBAIeBvUxptjb1RNmjRk+7r5iwVFTXodUrk78TnL59kSr8/nswKOmUagKZpLL/2nFYwceO+jYuSCFxlXUeziQj2FJnNgVVTN2otfqu2QDXMbsNCanhWdiGXwbh6Ng5iYBnrF3Pwd3JmTSloLZ4/TasaWJKx/Ho+KW55+BhJbxOPcpwGnUE19B1MrXfgGufAshWJ/mysR3KpnK8v7om99g6UMvYdKhh/Hg+zdx7Rbw5Jfq9Ob5W8C5r4Cp91xBj3V3oXj6FnSZsh7Nc7eJn46B/jZcXSCRS+Us1wvcwtFz4TbUTF2F5pnrVI7Hopbq+b06sOPsi7Ipnt4wBHEVbQjJq0NEbi08Y/PgFJqsnpBUOIbypMMURtuLTHnMa2rH0FkrUEIOQSwXgqD1j4PGLxYzNh2EkaS56GDCxRBLF5mFCZvvwLXvgYuf/QKXLvTRyRMwMZf1QkT/iYgaOBmBLaNQNX8znrgJnP8aOPKnz6BQZEeLjdhi7L/8prRavdYchKG4ByL7T8Txv/4gYBPeezyWPPoSnvwJ6Lv+CJxLW2GkGp0RPtFFWPf4G/gTIL5Jh659iBdvAe1rD6lfmz4/nPh506YiRT4nunUcznx4C/e8dwOjdp+WFZeQ5jHq5NErWRwBjr/8JZ78HAilB7dHCtyyemDuoQt45SegdNRSxDSNxb3v3MCx179CeM9xOPs5MHTHPZh05CyOvv6p7KftI49z+b+EC8zoP00meJlDZyOu30REt44W7+V7X/tYtfRwVol6/6xykS3Q3tTBxQaD1QYHJx8BHo1rgDgLKh42ZHfvJ0OBofPWIqW2jwquOj/0GDkXcaU9UNw2Bt2Gz0JkUXdoApIxm+2cZyRKeo5AUEoxgpMLRBEtFY/BGYrWLFMaRaNXTc41tI2wICunHHv3n8DG9XuweuU2zJq+SFojLnjmpOYgLjRKyGBJHqVehsDTedSqp3O03QkETAc1OmglIdTf01dUzW4WV4TbIhAfFfeHAY+sThhNcDGZZKT+RwGPHXDsj7eBhwBhjCuBNsYOPN3QsPAA6ubugZLaoGZzJ1dAm14jOhxb8xgUTN+I4rl7MOGeq3BisgRtKmzZqnRfDKpUo3SR7UcWo3T0YjzJCcmXapvEZc9LX96SycrzN4AzH/yAC9+o5fuRd27C1jpR7E+5s1Uza6N83jM31LvzI18Cj3wDjDp8Ed1WHUPzmuNoWX4I1RNWSoun80+Gg2ckzORqWHm4hosqeeTWu1AxcRlqxi+WJALyAyylqdnoOWmVWGdKFjeJRvcItWrhhKrTs1d4GnI17tyz6vxcPhp8pP+XdszVJqAjbZ5nODrW7FLFePTxYZtFIWJwCnrPWi3A88otIKxltArqXCcpbETSiNmIHTwNOROXwlrdB6c+viUVRvPi7arqm/tXUXk4/Mx/CSFcOWMtJNM8sQsO/ukLGa1XzlyPXS98gEs3gfq5W6DNrIeOccShOXDqzKV65FMga8gshNX1k+nV8Zf+AqY4iK1reCbGbr8Tg9bsRdfpq9Cx+x4BOXJAPM//CJx480scfOF9HH3xQwxddRCj1h7BqzeBl74Bzr97E5sfeB7lQ+bgtRuqOp3/92cAfZfsgntxs3BKdUyvSC7FE18CK08/jQNX3sXO82zXMsCc+ofevYmEXhNkfcS7rEXSJ5bfdV5tnzkcsAYjta4N/mlFUIxMiPCDd0gCFJ2bkMuOFHZSyezkgdT6Vpk8xnRpQkh2DRRrJBStH0bMWY/Lb3+JPWeu4OGXP8KgWeswYsEWdB02U0SKtQMmwCU0BfH51XD0CRENj2KgNapRBR6tEc5evlAcjOpRnNAxaR7uuecRrF29A0sWrMPE8TPR1r0vinMYzJeIqKAQBHv7IcDdA1QO24GHj/9YgTAXi7HETAvlYTKoWWcSdbOvpxdiQ0J/11TL/ny/BR6Cz/8G8NhBh4+KuORFF0JDg3WCT3wN+q45idpZuySUT0vtTmI5JK43pRIRbRNQMmMzyubvwYSTV1TTMDFnL5LpB1MMlMBEEYbJ9CgwDd1mbVTbox86K5svgZepW/nqlrRIl75RuR+2EzPuu6J6MDM+OKEc7hW98fAnv+Dx6wAvFrYHXBS992PgiVvA4zcgbcOxFz9RUyFo0u4YIASzVDwe3CJPwLjtd6Nw+ByUDJkpdzsx7iL4BKahR8cK6JhNRdWsMQCKc7AAl4auehzR8riyQgpVgYzgw4/lozUEDpygEaCsQVAc/cHtdH1wEubsOKqO6GVplG6D3NUKRnh5T3xI64+vgKVnr0JDa46YAkQM6EDyiFlIHDYD0QMnwatrf9z17tfy8zbN36iuSjC/KyoXD7/9FV76ARi+5QRyxy7E+EMP4cwn6mvjV9+OXVf/Ki3ogx/dwl1vfiXgzRaVYLP20ZelmqDXjT42F2vvfkS+n75zVwpZrglPw7Hn/iz82kvfAS+znf0SSG0Zgen77sWbAF67BTx7Hbjy6S+YtvW4jKQ71hzEcx/9jMvvfY/pG44KgdvSsRRrjz+GVUcfRcOERbLm4ZZVjZx+4xFa1wfOOdXQJhXDVt4KW5c2CU+UFFe/NCiWcPiWtor2KrSWqmIbFHNA585bsOzC1baPF8BRLP4w8Hegd4fZGgSt2Uv2qvTelDn4ITy/CmG5VQKsNQMnwotqbzpA6nxUFbR9d46/f1OgKNlDc2qxfM/dMuWMza1UQcfoogKMhN8Z4OTqCcVBD4UVD4/iBJOjN7ZuOYQdOw5L5bNy2UYMHzJW+JmKkkpEh0YKbxMRYIOvi7NYmNrBx8Nsko11qoi58sDt8d8e2lcwItl+VM0PdT///bGT1PbWjY8EGfuxc0r2/xfQMZnA7Xkeg04vOh6dzgCtzqCuTmh1kEqP1d4/eTKrmp7fgsx/97aiZ6sVngcNx6Ix5VBiq9G+8V5Uz9im+vNw1M62KaZQWq2cMYvRf+t96LX5FMbd+RQMNIYn8HAXKyy7060uUc2iov9OUDqaF2wX4Hn6ewg5yLbpZZLKX/6EZz6/iSvXb+GpryE8webLb8tUhmJAp6ImTD18GlfYhn0JkHB+/mfg9Ac/oWnJHgR2HwfnLu2SjW5iwgW5CZ0f9NwlYjUihG6U+P9M3vuAbKgXDZquGoS7hIFbytxMbp+zSbUl5R8ikwucbTAFxEHDnSsXAk+Q3F1vgw/1P/ZjDYEAlFunjsfFBk1gvDgUztl5TNUSWQIk7kWAxxoCj4wKbDh1UYSDz1GL8+53OP3xL7h4A5h5z+PIGDkLSYOnIKDbAJz56Aae+h6ombas06IjGfq4Apx4/l08/zXw7A3I2JyCQwL0ktPPwLmgEVuefENaWooHKSR8+jvg/re/Qfm4xVh1+ll5m+F5inMAeoybhmMXn8OA2YuFB1GM7ug6cjIW7LsTyw7fi4FzV6haGdcguCTlw7+gGpqwZBijM6APTYaJQX56L2lFdWxvPSJg8IuDRiZ5kapdiHMQDEwO5WvpFgxTDO06mImVKkJPWqwyOFFI44B0NZDQPQYx9YMQ1zgYjky4CE5W5Q6O/jD7x4lLYFFzu6yoKK5B0HPqqHOHidamtLHQOIuSWXH1B3+m2kHjhAPqNngyJi7aBkXrAz1bcedgVeTJNQz+TbCKdQxEy+jZKGwcAMfAOIQk5YtRvGKmOZhRFcbR1MpBD6PFFQYnN2iMznDQWgV8crIrsGH9Xtxx8B4smLca06fMR5+2dhTld0GXwjLERcbDz0Ndd2BahJ3v4Tj9t+ZevwUdvq0Cz6+P/wpw7O///y3wmGgcbksXElg1Wq/AiG2nUTV1s5rLzVQIJlYmlUOXXoXGhTsw98wLmHrqKqbd+zw8ygepGd6d3i9MXWDuEb1exILBlob+qw6qFc93wDNck7gOaTWufnkDr399E2/98Ate/OpH8O5Khe3EPSdhyalA06xluHL9Jq79AFz96ge88r0KVi/+AGy7cA3Tj5zDkgevYe2FNzFizTFYaK/qEQODLF6GQKERu2s4givaMHbbSZSNXYTUnqNVgOJdjVWLNRJDCDxOqqZH7qrWYJi5HOoaJHdVMQC3Vz5WanjCfj0uNugpOiTw8A+fOiB+bkAsZm47LNEusptEK02+n4uXYRlIqOuHQ0++LkI8qpHJszz9AzD/nseRN3IWModMhWtxA07/9Rvc8+dPUDxyhggouV5Ab+J5e+/FnVfexM6Lr2L7xdew8OQF1E5ZDi/uNHnGiI9N1oBJiG8ahqCyNlmd8KfFhgc30tNFb8XqyxgcD8WdVZ43jDa+Hv5QvELUvSSjm+yhyQ6a3kPdQ6NSmwJKmqK7B0MbEK1e+NwOp3WESyCswUnQsQq02mBhlcc2SOeuvp4ke/0i4JmSD3Ms99PUnTVyXwbe4Pg78eD7uDwbgZw+4xHfOAjeebVq1cnfg6MftK4haB83FwFJBcKtOVgDhVTWm3zg4m6D1kiS2VMM2xWTuxiB5TX2gzk4Ef6JRdh98nGkl7cJ+LBClhsVtVm88biEIL26D3K7DZCbSkBiLpxoo2qmNsgq0yyjI6dbRkliMDm7QaOnUM4FZicfGLlMqljQ3KMd+/edxJo1OzBj2mJRNDOJtLqiHilJ6YiNiEGwt89t72S2XWx9CD5cd2AkjrOJMTm/Hm60/3rsKuf/vtoh+Pw74Pltq8UqyA509orqf63iMTPxISAFDuFFnQkPFRix5QHUTtusKo1ZyUTkwZJdC0N6NZoWbMeyc69j+ePvYP7Z1xDWo+NX4AnNUC0zbcmqNy83o0MzMHr7SRV4vlWB55nrUEHm+k1c/fg6Xr1+E5c+uI7Ln90UUdySB56EkpCHMTuPytiZ4PPcVzdx6ZOv8ehfvhTC8sF3v8VDH/6CI69/h1Pv3cKMvWfVuyW9brj97RUFPbU61jBUj1sgmVWloxeIHahwOS7h0PrGw5ZRg66Dp6tTDhKWzkFwcAuBS2AsHJz9bh8NfXutgWrbRYAhec1jDYaRcTd82y1YSGVRNftFY9TKbfDMLIcpNgeSwkDnQo73uUgZkIjgou4oGzYTI9cewLDV+9BnwWYUDJ2G6KZ2ZLV3ILaZorcEOKWVil2HYuMGfbyqzuXSpS0RvlRGc7/Mh9YaiRJlY0woAoP8RK/C6Q/9lUlKdwomVVsMhuOpS61ilGXxFoW2YnBVExksPhDPYr27+NxQme3CxVnqmSg1YDXo5APF4AF63fgn5kOM1F2DYfAMhcYaLOpho2cEdJ6hqok6nQHpYezsDecY2nPQUyhcAIWePdzxommabNU78+uHILikBwr6jUNYWXd4phbDP7UYFa1DMWrqYiSydeL3Y6a1KZdDPaXacfcMlYvf6OILoxvFhM5QXANgDIpRR+NaDxTUDcTo2etR0TZStFd0klR05IlsqBs0GTX9x8MtOhOOAfEITMiV5AmuRzBRk9MsrVQ7OpidXaE46CTyxcBqSHGCB3f3FAtMRi8M6D8Gh+84hWVLNmH+3FUSi1Nb04SiwjKU5Bcj2haMEG8vyV63gwAfuWvlpHX4O9AhAP0KOurbdmD5d4/2VuofWy37c9pbr/93wMOKJyAFmgimCDBMrwJ9VxxD93m7oURyz4p2E5kQ18CYQpR2LMPih69h9aW/YMmjf0bmkPmqDkV2rFQDcMlUCifBrHrHzDjyiADP5W8gbROl+CQhOSZ/hVodqK3Axe+Ay78AU09dEX5n0smLMm49/43K45Dbee5n4K53biJz1Aro83qrBvC0bI0ohonTIVpBcDeKfAz79sAUsf6smrAUJSPnwZUkOX2QCVDOodMlifEAACAASURBVOgxYhYiabnArWtHf/FfYcnuaYuDxuINLSNRnDkl8VUnJS7+0LgGyYXF1ktjDYGeFzCBxz0EOuFzuBYRjW7jZqGg3xgoYSnqRjbN0LmqQW6INhSOQXCMyodUndxAD05FaJceSGsZhqAu3WFM5E2BNhjc7A6DEpIIXWiyunTqFy1tTkRZT3UnLYDufGlwTihRgwZJnNu5KBqM0fHQKwYOgamiY9EEpKp2rdYgGLh/RlN0tihuQXAKioeGi7DkTMhtGenm56m2TEafTmU410aiQW5FMXtDYTupc4eWFR/Bh1UgP48fz2qHFaF7sAgtNUExsMZnw5qYA1tRDcLLGsU6pGHkTLSMWYBB09dg6Kz1GL5wCzbffwkzth/HiOXb0DxhLgbPWIqKnoOgaNxgcA1Uv29XeuUEQTF6wuToA2dWPzpXMWnXM0vLwoqLgBqI/4+79wyPM72uBL/KuVARlVBIhZxzziQIEiRBAiQB5pxJEGDOOeccmuxEdg7qpE7KwUq2gi1ZlmXP2Kud3fXj9cherRxmdj3y2efct4pkt8RuTffY8s6P9ykSBAigqr7z3XvuuefUTxpGOu049CGUtw1i0aZD2HDgvJi+L9txUvbrKBjMYXigyY+cmh4BTs3M9QgCjw0aDdDJb3B9gFWPzgirwyeHwMPvbSQga064XXEcPHAOL77wDk6cuIJ9+05g+fL1GBycJ5noNcUlKM7KlKws8jspzoWZXA6DBpfV+IHjtBnx8JHN84/YxUoB0r874FFpCDUwUb2cy/2oSZiy7RoWn31RZO562oiSeOUqQkEb6lftxfHP/RBnv/4znPzyf0TvtkvK+IvAQ6Nurgbk8NAQvEy8VU589jsCPN/8pQKe75FM/r9/hT/6xa/wB3/3L/jBPwBf/4UaG7/5N8DOd36A2LwtOPLVP5EdnW8D+P3/Brz3N7/C7/+zIlCvf+8/49K3/wrP/PS/4KWf/gNWnXoWJppfubg9zCSBLCENEz3D2P3km+hef0iSPdOowmYZb42LMnXjgSuw0MyKkcQOAo/SgATjRTA4gzC60uWY3CGYXASfsBhC8Y1OADJ6c6BjiS4rFNmq4onQGrUQhVPmYM+Tr0JjpcCpFlsttoEUL5JbCHMCExGTrTRmrfP5oviRQJCWCX1eFex0v8si8ORIiyJtDlshtjqBHCQ6ZqhxPU293FliziU+QoEiEUPqw+XKyNxbIKb0ZlY+jkzIrhKrC3cmDMEEjARPKrGlisuUySD1SPSTpsLbTdEdKzVyIAQ17jpRtuDNFTLdnahDuLwDFd1DKG6bjsnzNqB3eC02HryEpdtPYP3BS1ix/5z4E606cglrjl3B6PnbmL3tIGaM7sLQxr3omLNKbgJ+8onk67z5sBU0SQqpnmGBfF4IYgYPormV0HRu9TxwV85OcPQr4HFGpeIx2QIwk99xMRvdBx2fN28WWvrnI6O4TYhlb24NSjumS4XTMHUhXDSRJ8djDCLR3Cd+PGL67grD4EqHjusSOiM0zQiLlRyPMVn9mKHprLDYCTgOmCy0SSXf40Y4VIg7t1/E3adfw5kzN7B791GMjCzD4MxhtNc1ora4CIlIOEk020AAYiCgy8RW61HAoxcAIgH9MKh8+M8fBzxqqmYUA3q6I9IPmschvkHWfz1ymYkIppwGmLkNHm+WTKu6JQex8dY7UskYKAwkf5NohL6sB5nTVmD9k+9iw72vYttL38HggTtKA8Rqg6Uy2ywShiQCSTQWtuDSl36E7/8z8A2qjqndYbXzd/+MH/3in/Gnfw/89J9U6/Xjf1Fanjf/6r/izFd+iPd+/v/i679U3Ad3kL71i/8mWhHqfr768yTR/FeQKcvO2+9CM2fAGq2CIVAAHe/27mwMbz+NpcdvoW3VXrgapqmKhySyNQ53dh3mrturiGPu97DN4p3fHoAnkgsDc7adATlmVxAp8OFdlMkDBB8TAYtfx0e2YBSxkbfIKBbg2HLjWTTMp9FY0j41s0olKrAK4W5ZrBLevHpYoxUgMUv9j2RAsZUhr5BJI/hMdbgpHy+CLpIQbkUfLUBpzxBchQ0qKcGZISAWquhQbRUvIGcWLBnlMBPkyE3ZSZyXwU5XQwrnONnjJMcYlraUVaBIEMi1BEvgSrSgYuICTFu+G9NX78Oc0ePYdOopbD59F9svPYfN5+6KreuqA1ewZNc5qVaojaF9aNvgamTU9CFa24cgVeWs8rwJ6BNM3ChTQX/0rw4nhJBXliEJGILF0KWXwpVoUvnqfB+RQyLPxBsD2yvNDbMzCivBiDE0JHW5nW5Lh8sVQZo3DqcnBjO9c5gM6stQwGP0IVbais5pSxCmuZqBrSJXX6Kq1eJAwh5DWfcQ8lunqOEC0ybsfrWNzthjAo/OBJfbAy5KyrKkZoKmWeDi99O5YDD5oOPXaUyncGPq9Pl4/MlX8NRTr0gG+9q1W7B40Qr0dXSjtboKJdlZiPt9CLmc0nb57BYFPveBhyBEsHn4GGXy9WGwefjv/26Bh301S30LzcBi9dCXTBSx146nP6c2zqXaaVJWmnQQLO5C+9gptG25gFknnsGCY0/DSMOvFPDEK9S0ghYCvPMXNuH61/9ENqmpSmZ1Q5uF7//8X/DHfwf85JfAH//iX6Ty4f7S1/4O+N6vIJYZX/nFv4jC+ct/8/eg3odLi3/wT2q6xUkNgeyHvwKe/d5fIdY6G1q4Ui4aK/1r0rJFr7H/sdfQs2o3mhdtlWrIXd2nCExPniIQ++fDwGrE4IHRkwFyOeQ57H6SlQSddHVY8bhVy6VA5yHgsUeh55oFgceXCwPvzgQfZwQFfcMg+NhLW1S0LwWF3FYn/8TKx18EF32QXdnCSZnJ1/hzYC+og8alUzEjS8gWvDG7TLgRgo8pToDKgrOoQSxaqdKWismXQKR2olRWAmKBQph5kfsSyK6diIrOQdRPmove2WswsnYPlm07jtW7z2DT4Ss4dvNF7Dh9GwcvP4fdF+5i1/mnBUhW7rkoKQytg2uR1zIIHxXOPnpKk9vihI+gm6w0Sehz4keBppWyhmJVfTI6hlOueDmCNT2q+ouXwF/ZCmdhDWzZFcnNcuZgsTLJT1ZZJLyTW+ds/WhzagvDk1GGYG4NIqXN0BGk2drYw8oSw+yDlZwcuR9WIEYHNKMTjngh9L6sZGBfDF3TF6F9+kJ0Di4RjorV1OLxA6joGoCVmiuDqq6kmmKbpWObxZG5SUhlu8MFk41VDze2TcoaQrPAaPEIyczKh+0W2y6zNYhtO47i2ec/Kwbxp87cwIL5yzG1tw9dDfWoyMsXrieS5nkIfJSPMhNJU5XPw20W/+y2fYqKhzapoiNSsTgfrHhU1WM1mqTqSY3T6cGsLDIMSkbwcOCfkO1W6EzJkfpHPGq8IDiFYtaSirpthL22D/uf/zwypyyEroz7Vy3iHCiG4qU9yBxYhc7NZzBtzzWUDKyFnj47UWUlSp8ZragOWn4FtGgutMwirLr2JL7zS+BH/w/wzb/+Z/zxL4G/4KTq/wT+8O+B7/0DZFfrO/8AfJs8zz8B3yCw/BfgK78EvvB//Qqf/et/wss/+zme/NP/hGvf+zOc/+aPcOErP8DYlecRqumTKGDeIelSx9aAxDLvwjQRn7HhEPw11GFkIKN1ptJp2LOwfN95VaqTA7B6oU+jbSbfwH64w7kPynSW6iyzJRwuIiQziWaZpKRlJVutxIMRPvkNbrpHiiU/amDsAFadfgxBTmbYrmRVwc7oXiGZk8SvhP7RbP3hkzR1pzyAlVCcHA85mjqJhGFMTKJvBB0rtmPiur2YPn5UxInrztzB/sdfw9ZLT8tqx9bzT2Lj0evYePgaxg5fx+pd5zBr5Q70zFqByu4ZKG7tQ2ZVG2ikZSLZy+rCmuR1rLQPDarJnSEooCljco6e2ZZxYmULg+sKFgb42SOK2yHnYwup/8sShNr2z5Z2iabsBGUSviSmvflVyKntFA2RgfYijBx2ZyCdpDzBhtUkK0lbFMUTRzBtzR5Jl2ifuwEVU+ajc8E6rNhzBtOWj6vvZ/DAl10OXRr5OFawXhEReuIUDTqgc6fD6o9ICkW4oBIVnX0oaeoWLihaWKWIZJ0LZnr6ME9LstTtQizr7ydq0vTcBJ1Br87DyZuibSFI2WCgaRhJdc2JvqkjePm1z+Pec2/j8rVnsGF0N+bMHMaUrm7UlVYgLxpDxO1DwGpHmsEEh6aDS6fijznhcpD3sRiFYLbbTHDZzEI+cwL2qCOtGNuxjzz8emUcJgQ2v4fFqCxaTUbYTEbVcjF1VKeHTqe7n72l0kaNiusSX2auj5gV+HzEo2YorIdMS/IIFozyrYGlohOjV59H68odKm6YLnG0osymeK1Dtp27xk+ib+s5tC3dAyPbtLAyCzeUMEOrHJo/A1oOx8cZiPb0Y/W5x3DvWz/B63/0v+HWe9/DuRe+jnOvfBu7n/4Sxh7/HFZcfgWzDt9Bz/gp1Czdhfw5G5E5sBKurllwdMyAuZmWrD3QOD4taoCWT6BjZcHpTJESlrmy4GBahD2GqimLcO6Fz2PG+v3oWrBJKgsugZJ8petgpGk6Fu48JWZR4iZn8cDopn5DAY8zkgsjbTRd4QeHSZTkVmS6xQlXhpDM9zkef55wI3JnJ1hwUpKWJSP1yRv3Yfz6cxg5cF6qQLlo2XIwTK+oDeSe4l2zUTqwHK0LxtG7ag+mbjyINSduY/3pOxi/eBe7rr+Avbdext5bL2L3jRex4/oLWHvxaay/9iwmbDyASaMHUDt3PaIdAwg398NNi1fhkoqlBeMCK9sYIdJZmRj8oMDOGGSrGIWWFpI8Klmu5IKlMx06L3VMBKIQ9GxJzJz8MODOB29OBYI5lcoE3RWBhfHAfI54wdImlJnkVA672PKlwxTKkYA9Q5CVIZ3+0qH3x5FZ2QxzKAe2aB68uWUqhM/ih5tEOn2P2GL5Elh5+CoSnbOlBdQsdHEsUQS6M0NaMuqJWOUZWGlb0yF7Wla/GL4TbFzhTKU4dvtg8nA0rshiU4ALpSq6RhIqWN1oNpjNHhj09uSxwqC3gsAj4CMxLyng0e4DkEZxnQjsLCKuM1q98n8ZrX5kJSrxmc9+DXfuvo7rd17Bzt0nsHjhMgxOnY622gYUZeUi7ktH2OlBwGSHV2+BW2+Ey2CE22iCw2RSHIzVIiF81PQQKB4FOvz4RwMOAYmfkwIeVlYmAR0CDw9Bh4eVj8VgFEdCvaYDD4P/HgBPKoXClAQegs+jj6ZR1MVpC1sATqIYeVLQJHEiK888oSJVSMQxLoV2ohm1YuZVt3wPJmw+jc7RY0jvnQdn8zThdPRMZiiohebPSorMGM5WJOFttNkMNfTDSvKQGeAEshCJVkatkJhmlnqrSqWgvQarLZLazCank2AykkX4AfEIZiuiEi1Vi6LK/khdr9zpb7z5DZx57n3kdMxUbY0lAh9FauYYZo8fR7Cy61MDDyc4HL/Lndmfq1TMYpVKvUshfARKMQ0rRKipD8N7TmH3k6/h2Eufw+4n38DeJ9/EnjuvSaLo6IW7WHn8Fhbvv4y5O5kLfgIdC0bRMGsFinrngL+Xq6gZRrYlbJ/E6KwW0W7+fhXKsjRWKhybKb9OVQrikZwnI2NjqEBkBmwLjYE8qVIEZFxBaG5ucrOKIQARYBVgcBQ+kSI9V4YAD9tS/r58vHz3NVS0TIaN42OzT1pVo48CTKY+kOAPC7hoHGmbPdLqpDFkj1NCKopdITjjhQgWVAmvxoQIfq4+kAlfXhWCvMGY/AhVtGFk8xE1rSRZzrUWVog2jvZp9MXpFnmwhFRnY8evwpZBAWi2qlhc6TD5ojB40gV49C5WQC5oNq4+2CDAwzUIGnvpbLCyAtYssNm8vwF4LNAbUomaKeBJVj0GuvN9EHj03GYniBGM9W5cvvkc7r34Lh576jM4ffYmRtdvxuK5CzGpvQtVhSVqidQTQLrdDb+FmVtWpPEkid+UiJBG7P8WwGM3m34NeFj1fHrgobCNwCMJmiz7VbxIzZx12H/vHZVYkJxoScsV4OfWI9K7GN2bT2HSwavo3HMO0w5fhb56glwMhrxkbIkrrtoPjl05RuaIW1oNxpeQYCxXoMJJAne8uHnNN1SE9pv06GWUCn8mth+cklXJOJijYENGjUxw6P2rOWICbDJZsoax9vh1PPXFH+Diq1/GoSdeV5Mkev5aIkgr7YK7pBNL9lxMSuUjysryE1Y8Mm6WdiBb2WeIH3PSFpW/NyuE9DyVF55ZnlwUrYOnuguB+kkwFTTClNcg8ckSKsjXgWDKn5ftFQGGd3DyGAQ4XlzRQlELk9/RsisQ6ZwGf2Of+pzMcrjKW2DhJI1fw7UPpmEE86CjvUdyasWfm3yHIUABZCbMoSxYwtlSAelYjRB4nOlYMrYPN194W4GULawEgeRcDD4cuvQEypom3Qce8mMGL32OY3JU1cP2jELOKNzZJaqaYVKDL0MqoOzqVvle/DkEoIxuqZaK2/rFPbCwYxrmbjmsqjQSwN4EMtsHUTJlMaas3Ydp6/aib+UONA6tkCke3SfNGSWYt3GPGqEb3dClhWFLp97HK0Cjc3LU7oBmc0GfFlT/ZievFxWQMEmVYhHwURWPqnZUxZMCnWSrxRYr1W79BuAhJ8TNdeF7dE5MHVyE19/5PVX13HwGu3fsx7oVazC9byoayqskQ53WGRGXF0GbS8DHa7bDm1zgTAEP43FoGv+vXfEQeBT4mKXqEQ/mJPCw5frkFY+8uWnZUKYAiG/4WBmirQPYefs11A5vVJ65Ceaes0KpgpbZAK24G5XLdqFx1xl0HL2K9S98DjVrdqs2IrMalngNTOklsIbKYA6WyNTGJtMMEr8U4GXK5EcqLrZMnIKRH+I4Pqta0g9oJK4FONUphs5fCr2vFEZfmRyzrwx6mjmRqGVFES+FpbRZdDO3v/AHuP7ON3D8ubeR2UqrjHxolrBwI/6KbszbdhLpNBYn4en+lMBDPoJOhTyBLJWxxUkLuZJQPrwEB05ueLGGC5Quh0DCqkisMpKVCwlxuueRH+K6hyyksiqgRSf9mgthySwTEtacySwrTp34uxPkchFrmypWrGZWm/Ei0eQY4iWqVRHAYcvENjEzyWslWyJJZPCpiscbkdZHgIdg4Q6jffp8LBrdo7gbfm2Sw2HFM3vlZvizyqXVophQODBnSEBHKh8hdynuC4GVjkQJs/pxBOV4E+XIrqbHjRtGtl8EO2ZXBbPFepbP0fDofgFZ2ouklbSibWQ9Nl94GuPn7mL6ugPiKDh77AjWH7uOG298DYmWfjCqmNVS5+AiAU8CjyPMPS6XeOfoqDomV2N3Q08/HU6qLC7oHSSTad3phIFckPYAcAg6Bv3D1c5vCTw6CwwcwWs2cLxv80Tx+L3XcO/Ft3Hj9nM4eOAYxjdsxpyBOWhraEFZokgikKOuAILWNAGfAAGIyaM2m2yPs9Ih8BAQ/rWBh+D2MPCYku1Wiuv5xMAjkxC2LXJK1Kg3Ugp7cbtkZzNp08opRiTZDtFHmZxOrB6+nrkoGz+K+gMXsfalL2DjM++heHidql7Sy+DLa4EtWA4dtTXUjLAs5oXFO3FOORwkFDO4XsDkAca/KOGdipOhmVeRAqxIFWzhStjTK+AIVsEeqITDVwET7U45GaLALpiDvP4RbL75LHbcfhG7Hn8Z3cs3qwuXF3hAgc/M9XsxsGqn0s/wAv80wEMBG1uLRwEPVwsosKO4jdUfqxUK8kiUshLh1IrPhZxUZhcDA+nrzEidfPW1gWwJDqTylsSsKcaWiYZk2WrcHk6gvH8urAXVMJFfY74UuQ1WEQQdH6sJ8jgZMPmzYfJnKrBgS8FWgODj8ENjy8U2K1mh8NGTXY6BxRtkL0o4HlNATXtsYUxftF79flaKC8NqIkiwcUek8lGKYtW+pRfVQLgdrmEkWzl+TFo8D0l9fl1UQEdCEm0hNM1YhMz6XtnxYmLpjPV7sfrwNQQqe5RcwB6XyRlV25mNU8Unacf5p0RXxAlXTe8sIcz5/ezhHAU8dAy0JoHH5obNR5LZBZ3dC53VA2daOsxmNxx2Hyxmp/A6D4POgzaLgXZqwvPrFY9Zpl6yQMmtdRqF6R1CNGs6B5au2YxnX3kH127dxZEjZ7B18w4sHFmESZ2TUFdeh6KsPMR9YaTbPML3pDvSJOyPKxBc4iTwpCqRfwvgUeBjgc1kxsPAo9frP3nFYxW9DacmJEMLVJYSpfdZdcibMIIdN15B8bSlijyOc6erXewVNAJQfhvKRg9j3tNvYevb38KFb/85lly4hxymAbBSSYbKmULloldh2Jtoeyj75/ejGjeSgMY3RSRX9CnUpnD/h9ajNEznsqElXAZzqFQqJ1OgFEZ/iVQ9kqXFii2HuVMVyJ02H9O2HULd/DWoHVmlLl7epanR4UXszcbosWvwFjTK2J0qW96lPzG5TODxx4RA1wIcF8fVnlMykYLG8DbKClixuGLwFTeqsTHBwB6FJbNCrVIQaDgRkuqFf1bVEr8+UNIIT0E1nNmlMPE5ogguEFf8RXoOTNmlsBVWI7ejH+E6ksn5sGQVw5zB9ozLrVHhTEjcOiK5sjTJ6Z2exDHlAb6YIpZ58ZPjYdUhlUdEAIIG53NWbVFjbINPAMhOTZItjMWb9krCpmhouBuVNN8iucyJEjkegh25G6l2WOmwleLH4oXw5FJA6RRyO1XtEKjZKvlLmtC3bFwJKl2ZEgO96uAlyaJnFpeTr6E7C1Z6B5ki4qHD99b8bcfRv2yztJeeglqUdEyRisuanqWy1MnlJP109LY02Ph7sxJKbpfbmByhsc0yQaeZYNRZYdRb7lc7HCffj3lJAU9yoqXu/knQSY2ZubnOFAZ+X4KezoZoTjGuP/4sHnvieZw4cQG7du7HymVrMThtFrqau1FTVIW8SBaiaUGZcoXZdjEj3e5Amp3cDtsfA2wiMPzXJZcJOg8Dj+xupUjmTwM8ThLK5CIECPKh2qEy4U+M2fXYdfNVTF67X3gd0eowI8tXonKuwpVwTpqP7W9/C3ve/g4ufuvPceLd72Hp+XsId8xShlIBKlDJMxRLD24gCZraWhbxWC50YSp+c+QYIioW2BgtAg+9k3mMsXI5Oq4WME2CPBC5n9wqTN5xFDP2nkLb2u3oWb8DlZTUcyTMqoISflYH5iDWHryI2snzFO/CascakovvfwjwBCne+3XgIXhY4mwJMxUB7YqJsRhVweQjpGWKFMgj/8yFTB49EyxYuaTM5rnI6c+QqoHTIWs0D7Z4AdIrmmDLo41rLkp6pqkqh9UOp4ocJfsy4MosQKSwCsFEGaxBtkt+kQ9w0iPjZgIOpzqSwMnqhURzRDiXSHEDpsxb/UBLQ20LFd5GP4ZXb4WLbaNsgrsV8JBQtnAfKyxVD6dm6YXVir+he5/ZI0AYLqmDJULFtJqoOeLFauTuzYK3qAkdc9eom2C0FAceexmjJ2+pqpWiSFaPPqWY5vqLhVozWpn6CuAqbMKS3acQqeoSwrtpYIG0ddLKkbthhUegMThhtKXBkszHUn46VjgcfhilzXoAOh8FPCSTCTipo6UAJ/WoM8Fk56a8VbbXxadZZ8GR05fx9HOv4MRprlEcw7q14xiZvQCTJ/SjqboZxVmFyPRH7oMP42sYcUzgYZWTAp6Pmmj9j5hqsbr6VwEeZkjx0DVPF+MpE/MqHZMm45Uo6luAky98Eek0khJbTC4qcgTfoCJlSrrRtOEQjr//fZz/6p9g2wtfxJF3voO1d16Dt2eWSqxkpRMmh8FkzjLoQyUwCCDxwuLdOxOWSD7smcWwZ5fDml0mSZyMjhGpPElZVmY8BC6e4lbxcll64Q54OtbvRM+mvSidtURFDZMDYVtDE/ZgApVT5mLmmu2yukAbSxH8UfHqDIoUnqN0PVuP5DidaZE23iXtQWWtwBaCFxQ31rmQ6I4pzQtbLbY04VwYYoy8oUkYQYYTl1x5bgVcCO6ylJkEQwIiD6sfToXSYjBmFAmhaowWIlbZAiurFk8MhlA2bPy/SfqmpSMttxjh4mq5cNnqmTMJ7jEUdUyBLatEKiON0gCLVwhjb26Jcs/j3Zx8Crkcgo3BAfk8qXQ4+n5o/M0RuCuE/Poe9NFaVPLJ2dpwTE6RZRBz124XDxxmisvCKFsu4XWS43SCkDeGeEWTVDrSajnThe+JljVIZRXILxfw4etPAR+rnWBZG1pmr5JdNmp2OJ3Mau6H3LRYvSb3slhFaqYoAiXdCDFFg2prcwjZLVPQPkKwjCGvpQ++gkpZmRCdFsHHkiY2peRdrPc9kxnX64A7LQAr7S00E2xGB0wGVfHodAZoml4dTq6YK25ldfMAdH5TxaOTCBizypLSmdRme5oPxVUNuPv8q7hy/UlRMu/Zcwwjw4vBPK62+nYxh2fLVRDLQVZA5Wax1fI4rHKo57EadXCZDB84XC5Nhfl9HCipf6d+58EhqD18CDwKfBi9bBXzdyZP8Fgs5LwejNGlEkxlrCcfHzVS1z4OeCwFLRjcchxjF58VktlMY/IAK45qGJn2mFEHRuTM2HUBl7/6Yxx869tYdO1FLH7sJax6+g3EZq2EgQt3FNRxfypYAu4LsWXSbBmwRophJvCJuTqnMBSL0a2PnA9H0vnQqARmdnVJEzRWD/m1KF26CWPPvIkFZx9D+4Zd6N18APE+Lkw+2HUyMgfJmwVPSSM2n7ohJlHpRQ0IFtaLbYNsm38YeGh9QHl8Enh0bBkMbnBJ0JtVonQtnuRiJRcPpa3iRIueLjFobL/CeZJ6YM+rRvPMxehZuEF2kRZsP4bh8cOYsGgjyiaNIKOhV6qgoq5pCnTiCnjZnjHHi1MhgrFGAaMjKBMhT6IE1lgu9GzxSNRShOcOw8rPS4uioX8OjGxdPVFpAShT9gAAIABJREFUZxwZeVLxWCMEN2pz/PIowCN/poMiW6xPBjxi98otdUdIKh6SypxsyUTL4pNWi+Nye3JUnlHRhOoJ06Xy4VZ8dkUj+DNys92RWSYb4eV9cxGq6QVDGWkgtmDXGTURNRHQospiljcBChStmXBmN6NpYBXMlGSESqUdI/AwRtpTVCfPibR4BqdSM4ui2AEHwdlgl81yHVXJmgVmkwMOaxosFP9pRljNDlhMdphMD11kkqZpgGYyfCzwaCarrFhwo11SNKkd0hvhCcdw/Pwl3Hr8ORmr7ztwBuPjezB/ZDla6zvRUNmIqoIKFMUTEosTcnul1fI6bQI8BAfb/wzAo4sVQZ0S2X6WPG1ZZqyAv64PR595H43zN8lYW5ffCj33t4Kl0PPFdibgrZ6MCRsPoW/nWVSv34uWnacxdPketr/9TQycfgwZM+jb0yLRKVp6BczplTAFy9R+EPeq2H6J2jfJN5G7IfnKYD6OhkkgV7SgbO1WLH78Jcy98QxqR3ejZ8shTNl6FKZK8hvFSovEKoJrEJYgIvUTsPEE/XYiKq7GGRXhG60bROjmCNyveKTl+hDw2MMJIWNlSmNwwxYpgJVgaPDAzOqGqZVUNNNv2ZuFeONEDG7YhdGTN7Dx1A0s2nkCA+v2oGXOapRPnofy/oXoWLABszcfxcqDl3Dm2Tdx+ZX3ESilyXoOOLGykSAWkSKtHvySZOrMLoY7t1R4EV7ErBIVCZwUNMrOUjpyGnuQaJ4o4OPNr5AL3hji0mcsCVbU6LCVSoeBwjmCzqcBHm6t29OFrDZ5FehwnE7A5rGzUnOFUN45RaqerqGFiFc2q8mWJwpLMBOenGIwPNHNG0UgD71LxuUGVdq/GDff/S7yu4fVYqspCEdOBeomz8LYoTM4efN5nH/qHRy79SbOPP0epizZIbtofC8VTRxC8YSZUlEXd/bLzyDVnc6JQDiB4uJ6TJ48hI6OSSgrr0F6KEMqHb1mhokaHqMdJs0Mu4mG5xQTWmEyW6GX+F6CDjU7uiTwmKHTq/NrrZZssRthsrsgIGSihw+32s2YPmcu7tx7GVdu3MOefadx8OBZrFw+igldU4TraalqQml2gWh7ot6A8DwBpx0EH65Q2IzaB6odVj//1hUPXQkfVdV81Mel4uGolqAjEybuBrE9iSvNCXUm1PbQkGn77c8g1jlHzOFFV8NReUYt6HMsVhOxCjiapqJ48Tiath5H085T6Nh/EUtuv4rtr34Vyy8/h4rZG2DIaVYRsmGG3BWDedkaR+fU9nALmupjCho5Xi9phX/yXPTsOY21z7yJ1c++ialnb6Jt3ylM2H8Wdcu3SOtF0aN8HbVCJK+D+bAkqrFi/xnYcytURWX0CGiIYM3ghok8iN0vLZaBKxHs9wk8Np+sTwgf4grDyqrG4IaADwHB6EU6x9bmAOzZFTLmruidg3WHLmHjieuom7H0Pj8h0gECK9tMAjl/Rx56FWVWYQ5zn7YfgTm7XAUCct+InjVsvwiOviyEShsQLmuUloumXcLvxPLFL4ccEvkgtoDCJdlDaBqYh8yadkUukxsi1+OJQh/MkKN5SSCnQ0sRyp8GeKxqlYSgI+RystVihnlavAiWcK4c8lKh4lrR8vDnFw8g6nmcQVEr+/OrQTKYfF7fcrbExRi78AzGWWnTm8ccQefwapy9+xr2nr+J2cs3iGeS5s6HI6MBUxbtkEVWEs1ccvWVd6CgZyaClW2omDiobg58DZ0hjG87hFdffR/3nn4Fhw+dwry5i1Fd1YDCvFJEAjEBHIIOKx6TRrWuSY66yLgeQODQQdNrHw889Oox2xTw6Pl1Bmg2GsPr4Ytm4Pi5G7j99KvYte+UKJk3bNiJkTlLMblnmng0V+SVoTAjF/FACOE0j2SkB10OuG0myV7/Xbdanxh4ZJTNcTbH2nKSwJMUu5kLuSBaLcZes3efFW8bb2O/qEb1TD2IlsJO7Q2FbvQ3jlfB3jgNieENaBo7hvJV+1C74Qgm7buGFddfxe4XvoJd9z6PFaefxtTNp1AyeyPiU5fD2zkMZ8ugxNuWLdyCvp3nMXLmKay69Qq2vPA5rHzsFXTsOIm6jfvRvuMkipdvhalpivgpc+xuoPMhv7+fY2k1nWOiQH5bv9petoWkQqFQzZegHohWCn4FMsl2S/5ODuBh4Enu67B94MXEHSNZNBQHvmxU9szC/LFDWLz9JPJapysFbVquEmLSAoMiyUiZWuvgz0fDLiqwC5phLe1QEzfyUf4c4djIpTgLatE4uFjal3h9t+S4SwvKFQTyJr64TLeY6U7gEU0QCXRWHJECZNX3oGbyHDXqp48MQSZJTsuki9MuTq5oXPUpKx69Wy3WKg2PUizzuSJYOymP8EQFWEhYS6Uj39cvbSB/BhsN1NMiMvam8VZp7zDyumdBcydw4bVvoodRxeQDHZmi6Vm8Zb+qlshPcSOdWeeGuABP+6z1StVsy0DNjCXoX71Nlkfrps1VYG7x4caTL+FHP/5f8cJzb+HU8Us4dvgMxjZuxfT+QTAypq2xHTnRHPidfgnSM2h66ORo0HTJw0rHpCWrHnI8v6niSSmY9dDMZhjtHKnzzyYYXfbk15owcfowLt58FodPXsfWnUexZcsBrF+7FdMmzURP6wSZcKlkiiiYTBH2uAV80uxmOMz633nFY2QLan70eVTVo30AeCg8Y8XDJT4hdMtV68I9rqxqeJumiEve3MNX4WXiJMV74TzhJ4z8fJLI9FGhdWVeG9LaR9C24SQ6N58DI2gYzNY6dhLd289i8PgdLLr2EpY99hbW3P0ctrz8e9jx2rflcdWdz2LO2Wcw7dANTD14HS0bj6Jh3QExIWtZfwix/sXQyrtV5eDIhp4G74yk9RB0ilHUMwuzNx1EomWy2hi3h6WUl4vNGUC8QkXRykTH5pNK5z6xnAQejpotgbi0WWwdfNml0IxpAjwWVhm+LMzbsFv8ZionjqjvbSehXKIqOBKd3NwWsGEFSY+iOrWCwqqOFQ8JfAITW0pOh9iu+XMxPH4Q5194F4XdA6oKIlFNUlusWGPQhXLlyEY2p3eUCvBrHRFEqzpkhE/wCdMnmAR6chlT4z4WD0f/sofGqufTtVoWtrU0ELMFpd1yxQrgySyGhWN/2dlKl7WIFJlMjoevg84fF3JcxtzUC+VWCIB2zd8AJ1dqYlXYcPYe7HRE4H6ZOYK+xZswdcl6GcGTIPax/bbSZzkHE+eMYebqA8rC1pGJsinz0MSQRYsfAjzk4wxu/On/8nP85c/+VhIgaMJO4Ll980ns3rYXC0cWY7B/EN0t3agtr4bPqRIdWPHotIeBR4Nm1kGzckv9Y4DHSGN0PfRWK6xuNzQLAUmTiknncEoFtnTdLpy9fBeHjl6RqmfL+H4MDsyTCVdDWT3K84qRiMYRDyiP5lCaEx6H5f/nwEPSjydemDxFHwSeXAbIcWxN8KmCrbIH6648i/lHb8JQ0qrEfzHK+JMcTagMuqxG6HMYZdsEQ2EfPK0LkD+8DXXrj6Fp2znU7ziDup1nULfrPKq2nkfllvOo2nxeopFrx8+hYcs5tG27iI5tF9C26TS6x8+gdsku+Gl9kUFDKnr91EKL1UEXr1d2GFyt8BaiZuoSLN15GrGaibLnw/0kmYLw4uCkxuBEXk2rWCWYOQL/MPBYPMlRswIe8hRy5za45YKiW58zoxibDpzF4IrNytOG4XAuqo0LVesYpE6JWe61MBe3w1PXj4zeeUgMLEPGlMVSEcoOGjfpacrFaZesleTJRLFn8UasPnIJi/ecANXHMkXj2gOfY/JJ4TzllWwhUUwBIz1pYrBlV4G6LGa4G2PFyGnulTZTJm1UWD8kDKSvsi2bvtKfHniM4gAYkyVRR4R6oTzVlsqiqGqlXFnFwjdxOpdd0yYje7ZcBP9oaT0CBTXyu3TO3wAONHJ7RjC0/ayqaPhcevMwfeU2zN+4S1pk2S6nJkjHnbASNPevxNIdF9RYPVgkFY/kpVv8SFDL489EVnkT/vYfgb/663/Es/fewNWLT+D0iYv42pe/iaduP42Na0Yxb2geJndPRm/nBNSUVSESTIfP44XNwhSJVHulQbPoobOTr/lo4Llf6Rh0sLhYpbE906BZDdA76e3jRFZRI/YduYKzF57A7r2nsHP7EYk/njNzBM2VTRIEqCJxQsgIsOpxweu0wmn54ETrd8HxfPKKhyNbAZ4iJbVn1cOKhybgrGK4kMh1CjoK8jGjAvGe2dh07QUsOXYN1hIujtLMidUGlbhsL2qhy6BIj+ZT5dCCJIebJSbH3j2M2PBaFK3ZhZrNR9G6+xKad15C07YLqN90GtXrjqB02V4UL9iGorljSO9ZAK2Qdz1WB3WSTsr/XwvXyETNyJwpM9XBCczZeADzNh1WmVhu6kNy1eSDd32bH85oQjgFT2Yh0jJp+MS2Kg06py85SvepCBOrV4SFbK0M3M6mmxxtHAw+1E2ajdGD51FIv1+jX92NQ9QmMcOLU7hyeKp6UTZjBdqXb0ffhsPoGz2CSWNHMWnzMUwYP4ruTYfRvvEAOtbtQ2LyfHhrekUMZy9uRahuEix5DTIW5v7RnLEDin8z+UXfI2Nr+iKTdwpmw0ofZpNfpkEBTv1oZ5FGvqdUOBNWPsL9UAJAfiq5PU69VEZVq9Lr/FYcD6dejH7hBIs8lBqnUwntiBQI32LhRFKe63SpCB2xIiU58MblUeQB3jiCxXWggbpwWbYg0kvqk9VcHNXTFkFz56J8+nKM7LkkxvRsu8gh9q/agSGa3tNqldNDsV3NgSneiJnrD2PBzvPK0tYWQ9uCUZROnStSitz2yTKqZ6X6k5/9HH/98/+KN976Cq5dvSutzZe+9G08/9xnsGfnISxftBJdzV3oamxDd1MrSnPzkRuJIuD2yHY2N7LZculMRtU+pZZCU7qd+4+q1bK5CI76Xzt2tzIUM1JUqbmxcv0unL14RyqePXtOYNeOw1iycBUaa5pRVVyF/KwEMsNRqXoi3jT4HVbQHvXTczwPNtOV78+jxukPhIRWC3VEaqTOlFGjmRE4FnkkEKUOW7APt1psO+WIpy+TAujt+xuOiX7BNBbnXVnaKVpsxhFpnozVJ29h5cnbiHQMKtc6Cvuo9eGFyFaDpDGJZ96xZNFTWWcIaUzhYk4VnDW9sNf2ws/tdiZTZFZDz+mXtCEVKqkiwEqiQKxVDVxYDXL3iQpfluBBkdav2HMKbUNLZCtZxIO8SAgYnDrxzisnCM3kRiCfDny8SNKgub0w+bm1bIOFLQgX+oxp4rUjm9gELxpT2WMo7xrE1lOPKU6LxuBcM+Eiq58j/BL422aiduE4mpZtR8+Gg5LTPufAJay+eBdb7nwGY7dexurL97Do1GOYufccekYPoHfTIfm3hUeuI9o5pJZjuXXN586TL8FyTCuVysYegoEeR16Ov/2wxfNgixWKkbo5XCAWpsonmcZZtHoIo7C5F9k1HXLhGylTYOXjisDK6slGn51scHLHKoW8jKRvkkdyheXPNV1T0TUwT1IaNHJMBGBHOoy+LCzfchDeRDUsbBWTrZ4890afWFrMWD6ONL5/nFEh9zmRomzCV1R/Px0iu5GSAoIowYWR0lugWSPI7Z2LdeeeVkJRHyuzAvSs2ouuFTuhRSuQmDQf68/fxY0v/hBXv/hHuPS572PO3gtq7O7MQO3sVSifPl+AuH76vPuWqW999bv48//9F/i97/4E1x5/CYdOPoZLN1/C2+99B8ePXcGKReswd2AYgxOnoqOiGh0VlWgpKUVJNI6Q1QWnzgK30QmbnnnpzJUib6OHZuUKBcGG0y6SyEaY7axwFP/DPa/UoTZI9EEGG+wUbWo2zF+0Gk898youXn4CNAnbuv0wli/fiP7+2aiqbEROZj5yMnIRC0bACVfM60PA7pA8La5R0DLDZjDAqtfDbjSKfQY/njJv/42PH7LASFlhfOSj2KKq/5/CQtqkcn2DYYN8tJjMcszktcwmyeJKgY8CHSs0M83UfgPYPPwxvSQbMAq4CObcKtjya9WbJFyAUN1E9I8extjVlzBr53mYGWHMvSyCDAlU+uRwK52H7QA3o8lJpCxC+YalCpWjcwIbP0ec/HJkgdKUWwNLXh0MnG6x2mI7ItvVWfLv7pImLN1zElOWjcoIWVIR6L3rCEvZ75Rxtxr3cnoiehhrGpzxPHgSxbIkSLNucyAoW8oiqHOlw0lFtbjP+eHktM2bj7LuYYwevSXqaQKemRMqhsuxXSpoRvXiregaPYSJY0cEWJaefRw8s/dfRMPScWRMmI1Qx3TkT1uEthVbMP/wJYw99hI2P/4Z3P7mT3Hi9d/D9jtvwMwse0smrIVtQrBqoXKMnbglKm6uQeioPLa5oQ9FYY1ni4cNx/tsAWlhIf45BF0BCFqCeiQFs6JjKjQ7W00PWIm4M0shXFVy9M39LXdGIUL5VXLI1RCESpomYMrIcthCudJqkusiSPHzF27crdz/CDqcxnmzZCnVmVuFcEUb4rXd6vXmyN2fA19RA1zM0qLHc7QIHnpBcbPfEpLXuGZoGfbd+YxYo2Z2DmHGluOKM6MRnS0HRQOr8NIP/hpPfPMvcfMrP8XCE48jc+pSsWQpnL0GT3znz8SfiJPEKev3SioF1eul3QMCPKzMNu05gZ/87G/w5//pb3Hr7hvYc/wxXLz9Bj7/tR/j9hOvYd+uE9iwbD0WzxjG1KY2dJVVoKOoBA25eSgLZSBm98GtWWGl0yCBhxyO3QzNaYVmI+eTBB6DAQaL9T7xzH0vWb+gL7Pe9uBwlUIzYfW6cTx590VcuPIETp69gR17jmPFmi2YOn0eqqtbkcgpQyIzH/H0OGK+EDI8AQTt7k8HPMzpSvrufNJHuha6jCY5An5J/x4CEKuhh6de94GHbasm1Q4rnkcc3hk57ZL9oQRov2lgG8Zxrz8hiaFsK9aefUpO9oQRBTgZlZIfJdUJR8msmni4gU2QoW6HFYM3R8BFLC0oJkyucOi4x8TP5yY7gYnAk+RCCHhTVu/A+LnbKJ88C45Euehd2EbIXZ0tBVW0FLZxZMvjCCiHQQdFbRFEymrEFkGjZ64rTW0pm2iTQKl/cgtbTNzzUdQygLFjNyG7Zsxdomyf6l1vDgLNU9G0bCs61uzFhmvPY/8z76JrzS6ktw9AoxSBlqD0QmYwIElg/k58zCiBrqBB8rJOvP41PPfdv8Smq8+jYd4Y3BW94pZoIGluzUR+2wBW7j6j7D1tPgSKK8CfO1JRK6PqFOjItC1JQAvwOCPCRxFsoiWNKGubglBhHewEVoKQJw5x/OPXsEVidcg2Ji1DZAdpWWWo7x2SLXSClNIWkRejeXpQ+Ba2ebLUya+3BKSa8VPsyf00tl7BXPl3jvy54GrOoCAyCleiChPmr8XyfWcxb/tRzNy4B0Nj+7Hx9GNSYeZPnIstV58XktlS0iH+TQPbTqNl6U4RrBZMXYVlZ57GzS/9GK//yd/gmd//j9h4+VmJw+HQY2j0kNyoaD7PCt3IG5aO8Tp+vP35b+H7P/wLfPkbP8Lt576AZ9/4Dr74jT/D3WffwbFDFzC2ahOWDc3D7O5e9NXWC/A0JwrQnFeMimgCIVrjaiaYuc9lMkNzWKB32RTnQ30Px+yshB7if1LVDgHIpLfdPzqNFZEFu/Yewe0nnsW5S3dw4sx17D14Bus37cbgrCVobOxGYX4VCnOLkRXOQjwQQdwb/K2AJ2Xe/sjHTws8ZqO0ewSd3xp4VMXzCMBJAVE4T/x+BXxEUZwnwGPOrZCoFd79ddl1cJS0oWPRGA499aa45ZVMWQBzPkfctCItUCkMvJBZ0bB9iZTCWdysSmNuj9Owil4q1O/IekGBAFLtwBK4SlpkWTCrbRoW7DiJ1UevomFwuZoE8WfyZ6qt5lCuGnXL3T6kNrC59SzHr4DHxfYrDVlVjdBoj2CjIRR3aWywc8wse0ce2Jj2YImIKfrRW6+oKBjaaBB0WLFFi1A1cwk6loyDMoMzDNTjm114MDow5ilwopCRwkYG4bESYXUQyoclP5kgkV8PR80EbLh0D8uO3cLM8ePiNcNoZZnS0ZfIGpFRMhdGBUDT4/AVlsGelSd2EgQPgs59t8BUxfPw6N8dQwpIipp6kyCWLmpuAWg3R+wULFINTE4rJmrinOouTJjDVi9T/i72pgR0UwCLxvarlQ9nRIR9ofIWWfkgyJioC2Or680UsAmWNqFx+nws33Uc6w+dx8zVW8EUUC6DyvND3yJLUHx1+P6YtGI7Lr72deUy6C9CYtJCXH3v+7jy7g/wub/4R3zmh/8Zm668LO2XeDmxtedUMVCMjpENGFpDK48YihiRzJuXljJed2LS5Dn4yle+i3fe/zbe/dqf4q2v/RTvfOnHePzu2zh+9DLG1mzBkqEFmDVhEoY6utBTVoGG7AQIPq0F5QI+QaMbFs2obECpYDarNQrR6QgJbYCmM9yveLjVziOVj8EGY/Kw2vF403H63FVcu/kkzl68LcBz+PglbN5+CHPnr0Z7ex/KSxtQWlCOREYCWekxZPrSwa311Mb6o1qtRwJOMk3ik1Y6qa+jYJE8028CHi6UpryaBaDJ71DJ/VsBT6xQgMZeUAMe7k/JlIRtDPdrmADAi5FRJ7EyuEtb0bt8C3bfeB57br6A/jW7UTF1EcSwK1SsqiC2KRyRZlSIq560X9yrYp/PlQeOaCNF6FuxGRdefA8H77yEzWdvY+GuE2gcXAoHS3Re0OkJ2eviuoC0WZTqc3LlYY52pjKosgckQ5smUDrqWQg8RgcyKmqg8/DN7oSZ+zqUzFM8SOBh20AOxxbD6IErKOuerSw2+XuSvPVkIq97Boa2HMT4+Sew48ZzSHTNVIBK0GT7QFkCyU/JqqI9Rbbc/alMpozfmVelttHpbxPgc1mCRQcui9XphOU7UNw7X4kyySH5EmLpuXjbYdmFMkWykVXXDM0dlJWE+6N2IY+ZlsHvyzyp5DFyPykgrRWro3BRPdh6cTony6vy+wZUdpaNX8PIX5WHlaibiOZp81UaA3kjVg4SMePHgk37xJ4jt6EbkfImpTGiv7A9iHh1G+aN7sL8TbtB7c3Ihh2o7RuCK6dMdtBsHGLw/+Pz6c5QWffeHHTMWSPeSc1Dq3H1ta+hQFTL2Vhy4KrsDC7YewUWtvTcF/QwILFK0mCpnpfoHWMMu87fk9dNM4VR2dgPG4MMCTw6DzzuDNitQWwe3Yu3PvtNvPHFH+Otr/8HvPruH+LeS1/ElWvP4MDeE1izcCWG+6ZJ1dPf0IS2giIBn5aCIrQWlaE0nAmviWsVmliACunMP+t1H/BgTi2Ppuw0BHyMVhiMNjkEHiqnr1x/HGcvXL8PPMdPX8OufSexdPkm9PbOQF1NO6pKa1CQVYCccBzZgTBCTs/HAk8KEB71mAKQT/p4H3joBy0b88oq1WI2wmwywGg0wmAyqsowRSzz8ZEtVrLikbaKbVZGEax5VdAx3YA+MNxN4s5SvFRZPaTnyYa1LUE1snK+y20fwNDoAWw4dRtbL93DikNXMGnVblTNWCHucSeffRcHbr0k8Szyhg7TpJ0LpYWyuU09y1u//2dYvOsk0goa1IY02y2CEy8AXiC8u3Mbm1YM/ixlKEVyVO7aXPoMSBYWzdxlA5u+MxY3/LmFcIQzBXTMFBJSo6M5obdFVFluCGB41S5MmrsRHsag0Nw8mIA5UY2c7mmYs/0QVhw+h/nbDovqmP8my6DksGR5kSF2mUrgR0DkMmc0X5G6suxJwOFzyH+j2poTwIR4KQ+OHsGsTUcRqJyotEBUY3uysWTHMblwcxs6oZmcsgahvG2SYEPAefgQeCwBVQVyxSM9AdpcaCafgFBJ22RkVXWJqbqdLpR83Vj50HyMdiKeLDRPW4CeOQ8tifIGwcC+SBFW7z4JT14lAkW1aBuYjwVje7Bq51FsP30Ny7cdQlZth4zJxcqDe2wyUUuHMZyQpWDN5IGP6zAM/uOE0BhE1xwud+aIWf+U5TsQb+gXq1pxI3DlwkRr3Iw6aGYKDwuhmfiz0leJAY25yG+ZgdO3X0OspB3pObWobJgsoOPk76U5odOccFiCsOo9uHH9Obz0zvfxhe/+H3j9C3+M51/7PVy98QKOHr6A8dVjWDI0D0OdEzC7qwf9DY0CPo2JfBB8GnMLhXBmAqfFoBcAIghR70OXPpPBLHd7fcoEXjyalXvh/RQGI/fDTJg5OIzL1+7gyPFzOHPhMal4Tp27iX2HzmLNuu2YOnUOmht7UF/ViJJECfJi2cgJRkC7jI+reB4FOKmPf1LASX3dbwM8Aj4PrVYkp1p0xXv0MTJMjhvYFITx8zjGpYBNRuh5MFKdygtIhGRRVboHE7DnVKoLKloqPsHptb1S+UzfeAjMutpw5incee97OPH062pPiS1IgMI4/n9ckIwiUtWBgrZ+KcfpzyP6FBLS/HdftlzUFNOJKM4bFVGa0uq4ZTol8bVWPywUy8kOFtchOMnywxSIIJBTKH4sTAKgGTfTJq0sy20R1HYNYuzAZcnWZtSxOV4u5Prc7Udx872vY83JK1h19LxwI0b+zKwCeAh4jFoRwV9UtXmusEyO/DklcMd4gaSLalpWMLhjxc1v/u4ZqkXbdfV54SgqpiwUmYCYtbkz0TZrGSbNW6NeD45hWd2RW0lVNg8/fgiACDpS4SSrIf6d1VioqAnZtT0obpuKwpYpiFd1wpdfB1d2pZy6vmFMWbgB3rxaRMvbEC5tkc+PlLWCU6uVO45g3d7jGFoxity6DlWBkVNzh9U+GStOf1ycDVmJUjnOLXWau7vIFRJ0+NqzSvTmoGXqAqTTt9seQ9P0pchpnAYnFfK0vTATYPPgKesRsllzU6PFxNSkaNUYQWnXLLQPLJUKrXF1xVUTAAAgAElEQVTCLGkJDVwmZaqnJwM+vi6aDTrNhqKSRpy58Sre+/bP8Nmv/xleevNbOHfxaezfe0rardULVmC4dypGJrLl6kRfbV2S78lHY04e6nISSIQiCLnT4NAbYNY0mDQNViO9csySzPAAeFJb3Jx+WR8czYQtW3fhzPlr2LP/2AeA58CR89i4aQ9mzpyPjrY+NNW2oCy/DPkZOchNj4pXz+8aeKglooJaEjCSHkH0CXpQ8ehhNPKoyidFNj9QLn8E+BBozDllyveFHjEUiBGQQjkyZZHdoWjeg5EtvWd4EVDc5sxQdgZcqeAYnMrmtATSa/qwaNdZlE9kG0Pby7jiBegrTEKSLn38P3gXZpvCOy1bCd6JAzkwsToij8DtcQIL/WN4MXJFwOqVKsfmp42DVzKyBHgIOhYXjBxHOzyIFpZLi2WnC6GJXi0BMQunGG/vqTswcyrHsLtgERy5NehdNoYrb3wBF9/4HHbeugstg3daWkRwLSEmW9m0iDDJOgbjez2IJMqRnl2sfgZ6wZjTYPGE4PBlSDRyas1BnitTEFSANw2tQOvwGkxfuxeuAsYyq5F+UecMzNmwWwEc1cxivMVkjCQAfRiECDJ8zhyMnyHQcEE0piJ52X6JFoYVGr17VBVD0CHAEIAyKjvQv2gjFmzaL4BjpT83uRi+RkauPZQqctrsEcBx0Z6DKxF0GUyZfll98CQN3mVDnKrlZMJEWnaJ7L0xGieVXEFOpnPmUjFwz6zuwcrd51DJtpNuBrS6dXHpNA/uok4YM+m3nS2qZkoaZqzehaE1uwRs4pXtqOIkz6EiqDVTmjgAWh0BWCxp4jBIMJqxcAxPfOZbePurP8HbX/xDXLrxPA7sP4uxdVuxeuFKLB0cxpzeyZjR1oGZbe2YUt8glU9tPAs1mVmoKyhAfiQmkTR2TQebppNxtt2oPIoNOiMIPg/sI5LAQ56DAKSZcPLUeRw/dRHbdx38APAcPHoBY5v3Y9asRejqmIKW+jZUFFagIJ6LREhF4Xwc8HC0/lEnVbl88sePBh6TgI4CHoJPivPRUsZTH/d4n9cht5OccLH64d3LEKClZobczRhXwpZHKiBWJrIpTptOVjI89KWhOx4Pp1sJtXfEO34wG/rf8MiKSozKWVnxzkir0dSjLEByMTBp7cBqwhkUXoeBfDpJgAyqFEh639IFzuGGLRxDMLdI5WFzKZOHkbg6D4YWb8LQki2iKjaFSmHLrEaspkeqsxtvfRmHnnwRlvxKBXi0prD6oBG4eMHxEFzSoghmFoICMSPNpRx+lUxq84kBFWNP9DQfZwvIi5WELVtHiXLJRbSuFyNbjiKnbTqMWVVicMWKYO6mfaqVI8HtUntj94llAg0nTiR1UxomewimYK60VgI8Jtp+8LlSOh/xJSLwEFAcUalyqifOwvC6Xdh0+BLGj16RakgAn5UZQUdy0pVqmjogcyAuu2+ygkKrCUoXuHDLFpZKcHdIPoefJxvi/Dhfo7Qo/DllEOEhfy4BykxMmrtaKhY6UI6s249rL30RnoJWRR5TpMm2yhSDxG9zTcceRd/yrTIZC1S0C3lf2N6vXhOamiV38mQ3zaJuPnr6LFOIqffjxfe+h/e/+VM88dz7uPnEZyTrfN3qzVg8sgQLBuZg7pQB9DU2YbCjCwMtrWgvLkFXSRkachOoys5BbX4+qhMJZAcCcCYrH6OmgboWtl4cK9vsThmvy7QruSzKjfWs3ELsP3AUO/ccxpr1m0GwYbt18eqT2H/4HDaN78PSpesxdcpstDV2iJiQu1t54QzQFJ7OhB67XfQ01PGw6uKx6HSi6eHHPup8csBJZm9JtcOKRx27RQ85ZgOsFoNUPqx+UkccDGkr8nGAk/r3+8CTAh0+EniYUuBXwMNHAs998CE4kL9IgQ8nWvcBKKXbyRGgkouHkTiczjzikeZaMrlJ7S6JHw1Bh9VV0k8mCTwEHR6jZJ8TgLzCi2iMJrE5YQmG4c3Mg5XVksENHS9YcxCOQD4OnL4DR7gU9lg5dMwJd2Vi75V7OPf8Z/HY219B8aQBaEwtsFBsSANxVjJe8XqxeCJwBjPh5C6SOx3kj0w2H0x2jzrWNJiShw54/Hp6/yieKgk+zGXPKMWkZVvQvXAUzEKn3ScD7aYt26K0MfSmsQQf6HZY7fAwaJDcEiUBaRkCOrTykIqHgMM2UKpRVjpRhIobUT1xCHPX7cb40cvYdPAipi/dBJLK0kJSBsBKkC0oX08+sqL1ZMOfXyuLs3zduXT7UcCTeo8I8BCUBHjCCCUqhdBPi5coADL40DVzCTLK2wV82mcuw5Of/RaW7z6LYmZqcf8tjf7ZcfFz8lV2YmTnMcwaPwB/Na1aciXmOb+VAY4eNUygibuDvtLu5BSTCRMO9fpZQjhz82W89aU/xCtvfQM3Hn8Z+w+ew5JFa7Fk/jIRE87uG8CkxhbM6OySyqezrALd5ZXC9VRnZqM2kYf6wkIBoKKMTEQ9XlDbQvBhy0XOhyZirHqMVhsMNob9ceyux8j8JTh+4izWj27DyjWbBGxILBN4qOch8CxbtgHT+ucI8FSXVIPAkx+Ji0HYh4GHgPPvBXjokpgCnNQjgYdHo3Pef9cJkePJgcZcpGB2EngIPpmynyOgw5xqvvEJEAI+SQAiCHFsfv/kCNDwa8h3POqRpTk3nvkoylpvMj4lmYQgoHMfePimVqDDaocG3qwsBHgsTmhmuwpyo2LZF4aP6yK2IOxs6QxeLFy7C1PnroNmUVEq1IRQsfzM+7+Pu+9/CwOrt6g7qNzRlYUGSVJWLjZfDOnxQkRzSuEJZanc9RTo3AccF4ycpFmcMBK49FZpvcSSk3tjrBal8gmievoCLN59BjbGBVH3ZA4J+erJbxBTNQs1Uaw+Ui0V+Qu2VgQWVjxspwioycPXJF7egknDK7Bm5zHsPHkNYwfPYWTddtT3zpYsKyGXKcJMy1SaKAopnWHxWpbX06mcF42BhHgTGbxRcTQ0eMLK1ZCG8bRRJYlPVS6N5Jk774vKUQZk6jXix7mMS6dHVj8UMFJzRJ3RjGVjwrVx1655YAnmjR/C1jOPYwa9jWatwYSF45i//RSGtx7FzNG9qJq+QPGPvizUTJ8rSms6N8oU82HgoZqYm+I8Vr4ffJgytAKvv/stPP/q53HnqVekvVm0YLWsLMyePgczeqdjYnMnpnVNxEDnRPTU1GNidT26yivRWFiEhoICNJWUoLO6Gl11dagrKZbVBqqITToNbDdSqwXkODQCUXKNYs/eQ9i+Yy9mjyzGitWjUvEcOXEZ5y8/LpUPWy0Cz/Spw2hv6gSBpzS38APA43U4RKHMyobA89tWO/z8FDfzqMePq4hUhaPBbkmdZMWTrHzI96iTCgY0CAf22wNPCnBSoJMEHoamKdDJEvAgOMhJ3nVTd9/U4wMgyhZwIqB83CHYpA7foKkjS48EnBTosMQX72C/tFgCNka+udygsbde7npJ7Q6d4CwuMMKWKwCB3Ep4Mytw/MozSvBHawtDEO6sahy88gyuPv8OLr/wttoK58VELxu2WIy31TmlcmJr5Y0mYKBuyOwW4GFLxcpGjsUtoGMwO5A6epMdZkey7SIBzraLZL41XfxkqFsSvRN5nrRsVE+ej9KuQWhGSgPiwmcIsLDaIdgYuIVNu4sMUSh3zVyEGUs2YuW2w9hy5CJG95/B4LJNKGiYINUQf/f7xxmS55Y7alQnEwi4IMtHbpyLJYc7Ik6MXLPgzYIShdSRlIoU6BB4eNhO8kaQFnpgufowOBmciBZVqzUV4X4iQvK3DSxERfcMNW63BOErbkbb8CrM3XJUoqeHufu2dDPqB5eoG1woIbnyHcPL1Va8WL8yo4sVXrLacTgfgA4zz63MPXfA7Izitbe+jGu3nsXjT76MBQtWiSHX0kWrMTRtGP0TpqK3dQKmdfdhoHsyJrV0oLehFRPrmzCBhHNFBVrKytBRVYXu+nq0V1erLPRQWKqe1LRLjdxV5cPWy+P1Y8XKtRgcGsGESdOxbuNWmWhRQMh26+jJKxjfckBWJwg8Hc1dqCmtkQicgmgmsoMR0Iv5dwc8BtVW3Qcdgs9vCTwpi4VHPcoUS+w9WeWoxUSZcJFvEe5FtUeMPkmBCx/1nvhD5wFwpAAk9cg247c5koyQFlbm7G5l0i5lO7U5bk54mN+UutMSeFRcCdscXYrbMTPaxK7KbLnzpSmLDE8GuOs0Z812TJi9UjgDgg7PhNmr8cRrX8X1599V3AOrOAILyWyCmsEJTs8UiVyilk0ZgWt0SXQKKy513GL2TW6BiQM8BB2bPU30HDY3qzQFZHQ2pCVtad8c9CzaJNoo2sSy6inuGsLkRePQjFx85Yg6riobo1fWIFr6R7Bs8wFsPXoJO05cxYqthyQJlMplqYQISma/VJpciyARTsMzRjanZeTDFU3I38WfmBxZ0h7En10sH5dkioenhORPmMD5MYf5Vca0IEyedHnkYq5MGC1p0HlC8GaRyCf/4lWWrs4wJs5dAW9hnRpSEGTdcQkjYL4W208rgyDZcrL1CybQObRUpY/SAoOvUSq2x+5RIlG7M/n6W8WmQvyQJVHChifvvowbj93DhQu3MG/eCqxasQlLl6zB0Iy5Yk/R29WH/gn9GJg4Df2dfZjY2IW+1k70Njaip64WHVWVaK+sQGtlJVoqKtBYXoba0mIUZ+cg7PPBrD0YuTOTitvuNpsDk6dMR8+EyZg6MAebt+0V4Dl9/pYADzmezVsPYsWKUQxMGxHgqS2rFZuMwliWWKISeHxOp8TekERmlcXDaoZ//yh+Rz7HpIf9I85HVzy/CXhU5XOf8/nQ/536ebRfA5aHQebDf+ZInScJOqkxOolfxtpKlK/oPD4IOilgMaVFoE4YpjR1UoDycY98w6eOjKPJ5chh/G4SeHh3SxKJqQve5QsLt6JSBGhjYJL4WpPHB1MgBH9+JfzFdXJn3X/pScjkxsrqgVamCZx74nUBneM3npcROfehUvYaYtsZL5B2zcy2T+9MktVpwi0ZWIExwylJaGpJwCHokOTWGW2wUzWtGeFyKwKagMUFTgoN2+auxMwN+5Q40RyRGBeuTywYPSyRP2nZNZgwa7mkfbJt2nz4gmRdFTZOhD9RJUplsWklkZwim9l2cTXCoZZACTxmT0Ry4+nCyMPXhhIEG7m7tLD8uzeWJ3+/TxgLuLJqcKtDvoqHFzlPEogEYJJ/N7gDMHtDAj7ycYsLBuZaWdOQll0EUzgLnD6Z6SJg8iAtvwpTlmxEdtNENdm08LXm4IKqcK5uhOEvqEfHwGLUThhS7SB5LIpALR75XdQNyA2D1QmDldlWVjm0MeUWNbOzeHZs34uXX34LO3YcwOjoTrDVWrZkPWbPWoC+idMxuXcA/b3TML13JqZOnIaepm5Mbp+AjpoaTKivw8SGenTV1wrwNJWVoamiHC1VlZjQ0orGikrkxOKySEnehxVQmsOJSCiKGQOzMDJ3kbRZW3fsB0fo5Hao4+Gft2w7hJUrN2HG9LnobOmW3C368xRlZCM3FJOK53cLPKkW64OPHw88oSxoH3dIpKaOZEdR18N0hSThSO6G6xDkc5ICMxqp89AOk6BidIdhcoeSJwiTWx31ZlcjT4Prox+ZBcWjc6iplUxPWOW4yRmwpP514GElIUmOzE0y2qF3umHxBWD1B2HkVrovhmhNGzJqOjFvbJ/6HYxBcJpV1j6Il7/wfVx79m1MGl6tKgtXVDkRGpzw0QeZuhyqk7nVTt6HYMixOS9MHl6Y5HJSh1O11DFYYdCZ5dhtaQKQ9lCWyhW3p2PGhp1iBZHdTnN0SgsKMXb8Np5//wdYu/s8Nh+6ihlLNskOFkl5abFMPqk8SSbLHhYvRIKOI6x4N/I/qXbMQI6J1RnJVo+8JmZ6MfN5JGCanODfefHyUX4HGqF7QvIxI597E0HUDo3VJDk0q1pBYVonj8FJnongxKRODyyeoBxJ8+TzYOMoXoXq+fJLlTWrNU0Z1ps8cOZWomvuSkxdtQXRhh65QTB5xFNOk7MYanqGsG7LUZlOWSi01JHkT4eVUgODG9LqWtzCqVnEuN0Ki4mHOhsLXA43HDY3Wpra8dKLr2F04xYc2H8cc+cuF25lZGQZJk8alKlSf99MTJ08S9wBOxt7MLljEroaGjGhqQG9LU3oaaxHe00VmivL0VxZgbaaalQXFaOhvAK1JaVir+GzORHy+tFQVYOh6YNYvmw1No1tw5bt+zC2ZTe27z4GrkukDoFn1aoxzByYh67WHtRX1KMivwTF8RzxYqaGKAU8FAWyovjvqXhoGP9R5+Mrng8CTorreQA8OrFodRr14KHeiUfTM8IllIVHPco2dDp3of6/9s47PK7rPPPTe8Ng0DtYABawASRIooMACZJg71Xs3SyiJEqKuhTZKpHtWJJlSRvXrBPXFMd57E1iW4mzjuONE8dONtnE2Y3lOMWWHUfrTWLF7z7vd853cQHOAGAn5fxxnnPnzqAN5v7u+3ULH4ZEBTp2gqbjPGYCmMlqZfKcAU9lAfCUIUSHY6pEOrBNBBw+PxY6hI8DHoWO+BSsw5dtPak0WApB6ISTiBWVIVtdi6KqGkSylOKMcuRk5O2R+55AM/M+pI0G+ypXYP+Fp/GuX/ptvOMDn0a2bp6MciniqOSSRtMxj5m4dCzHS6X9xJaj59G1jnOcTFU4Q81OkSq/LwEgiyF3jpqxgOLvyeNECaqovvg+Boux986fxbbTD6G5ZwM8EdZRVeHcY8/h2D1PIcZiUzp+qWC07YckQVJ55KQDoHRNZBdA5hlxKgP9OdwJnEgxYmX1oCoTX5gMuYvJ1AWBSYTg4O+ZFBAlOTOM76kvagDEnYvZt1wKn3zg4blwwgFPpIgwY0QvZr5WooNxBEtrkKyfbqBHs5PmEmEezIhvrWvTPmw8cRdOPfYOrDl8zkTb/EUmDYImlzeFcLICATrHOUnCF5cIIieD0plP8IToUwvGBD4EDyHk9QSQiKXx3LPvwZnTd+CB+x/F7t2HsH//cezceQhDQ+vFubtq5QasGtqE1UMb0LG4DwM9gxjq6cXyzg4sa29Hd1srOubPk9VF38/CRehqW4ieRUvQsWAhWppmoKm2AbOnN2Ogux87Nm/HyWNnxLlMpcXI1u13PoD7HnoC9z7wBB589Glpj3HwyBmsX7cN3R39aJu7UJIIOX2isaIanD5B8HC8sYJHTKhAYNRjNXEu2q8IPAGXU1kBZHw8E4MnZ6DCqQWES76dfXqZfSr9eukAZJN07gxns7+LdLezERVGVSTaxGQ1s2RaJ3NOXIrFFyvBZJaEmXlBRYolXO2N5pzd2PE2F8a2LJW8GD2OZhApKkckXYZwKoeAOHF5kdupjjJgrlzGJHNigTiL+UEnFMpnYdNdT+OxD3wWJx970fh92HCrZhZKWL7BVqvhKkxZth4vf/aL+MsfAX/1r8DXvvcTvPczX0aofr6ZoMExu9XzpdrcwzadbG6fbcaUFbdhzyPP4ZlP/DYeee/HxUdRtZBdE6lQquHxV+DIXT+H7UfvQxtrxXz0pVRh1pLlaO0btnPA42IiEQACCYLAKpLSuunmHGEx3gpxdA8d8IUXgR2kT4ZzxekopxllX68mbaGd+Ut0tHvYvyaYFIc7/x9ynsBhnRy/VySFSEkVkpX1Ev2Sm4b40BiFytrIWYXJQKdDn2YtUxkYMlffEP1Fjk8tIw59+tRGVlxGzHDMDM1crgCB6QkiGIhh/4GjYJSJ68Ld9+PM2TuxYcMOrB7egOXL12L5imGB0NCKNejrXS4qaVlXDwY6OrFsyVL0ti8W2HQsaMWSea2iapa2LcKS1na0z1+IRfMXYvGCRVjSthhdi7vRs7QXe3fsA53Yhw+dwqlTd+COO+7DPfc9igceeQoPP/40zt35gJhh69ZtQ0/3cixcsASz2Risdjpqy2pRns2hJJ0WBzMLQt1gcft81Pczdne/Pt+xllbk3W19lkLG7BNHyhhB8xAok10CGwLHgY6d7SQAYgFhpVl0vFroODvNEc7XTpTDGy9z1mTgw9cocNwgElDwrshoEBUDzR3uzJ1Jl4tPgmYBzQQWgvKCEUczP+hi7lBxVKChdSXuf/JF8314pw1nEZzZhb7jj2DvIy9jwdpDCJVOR3H1LGRrZ0vWtCdUi1kbjuFzr76OVwH893/6N7zyrdfxyrd+hD/7v8BTH/mcKfIM18LT2IG+ww/i/Eu/gRe+8Nf4zW/9BK+8Bnzuu8Bv/u8f4pNffxUH3/pu07OaZQEsA4hNwa4TD2P7wXswb/EaeLxUNyVY0DOE6a1LjFLgyBSaMPSteMPmb/OGUVRei3i2HDK1koly461xgKNwuRLw+BlSJ3jYnJ3DBOPFkt8k4KE55/IN0QcUzVUiVlIFMeNoAnLuVazI5EQxGkbIEGJeqjMLS9ffx/+vLnlfXM/J+6B/r5q7niBijHZ6gjLi5qmn3ynA2blrH0695Xbs2XsQGzdtx8pV6zC0cq2zrxhag1Ur18IBz9Iu6VjYvXAxOlsNbAiZrvYOdC5aiqULO2SxmTyBs6x7AIO9y7Ftwy7s3LwXu3ccwIH9x3HixO3iZGabjJ956HGcueNe7Dt8EuvXb0dv7xAWLezCnFltaGqYhYbqKTcWPGyF4cBncsDR118eeBQ07t0NHTd4LHDEDzIGOpzHJEBhvk2BxQRAmgNMBuRrBDJUNHKnY/5M1mT/Ej78HvGcQCeSrZI2F2LOJUfUzgh4aCIY8KzYcQZ7TtxrZX1CwFM/uA1LD94jrRdKFwwhzKpzRkt8KXhzU5BbsAof+vL/wf94Hfj9772Bz3zzNfwNgK/9C/CV7wF/8gPgnhc+jk997R/x+6++IXD64neAD//ht/HBL/0tXvj8X+JX//w1/NZfv4avfv8NfBtAEyevsrVDgH6YCpy45xls3ncXGmZ3w+NjLVgGfau3oLh2qpgpgTSr6sNGgfgiAhr+fZmyGjm+GcAj2dkED8cGh6mWisXMFvBQiREEGhFjxC+RRby0GrFiZmHz+aSAJ5jg/5CZ0GkDMfqmrhJ42JaC4OFqX9wl4GH91G37DuPsubsEPmvXbcaatZtE/SwbWIm+/hVYPrgKy7r6MNjZg76OLvQu7UT34k4BTcfCJVjathi9S7vRs6QL3Ut6ZPV19gtwVg6swurlw1g7tBHrVm7CuuEt4simicdEwtPn7sb5ux/AqXMXBDwbN+5Ef/8qLG7vwdzZCzFjSos0Bruhiudag6eg0lHY6E7g6GKFOJcbPFbpEDhmGZgUgg7Pm8xjA5+LwEN1w4bf0ayE5BkWjpfUgtCh05ofaIaoZbG3sjh6OViNDl76JejrqMPRe96OuZ3DktYv/o1wFot2vQX9Jx/G2Wc/Jn2UfczYZUmFL4Vg2TSceer9+CaAP/534Os/Ab7yL8Dv/cO/4cvfGwHPH38X+O0/fw0f+K0/xYc+/2f49Nf+Hr//7X/HF7/1Y/zGN76LL776r3jxU18A211sOXm3accRqYCPgw1DZbjwthexYd95489hSYEvhY27jxj4ykVM/0ZYFI209vBHka2oG1F2Y+/2+R6rAhhnvxLFY8wgmrdUIhkpGyFAuCR9gL8TVQ//N+JsTiOcLUc8VyVmMtUOX0flJBAjeOzs86sBniD9T17TjIupDYQP1cxDDz+OEyfP4p57H8S+/UdA8Kxbv0XWwOAqdHT2oWNpD5Z194vq6e/stvCxoFlsIETwcBE8VDoKnlWDqzG8Yo2E6lf0rcbyZcNYObQeG9ZvF//S4WNncPLsXbKYWLh1614MDq7BkkU9aJnZiun1M29txTMKKmpGFdpV4ShoZOf4FKbq67QCztzWULfd6cDUSBRNI1Ysc/AbfTdUKuMsKh1dDnj4eqoeLtZiJUsFNoQOm3nRzJKoDKW62P+sy7GyXIBD6FjwxBtx7tH3IFIyzSQT0u+Qq0PXgTvAjne7H3zOVEb7suKTYrIgI3ef+uqr+PiffAf7n34ZH/mf38GXfgj87j/+GF/7EfCH3/0PfO6vXsPn/9dr+OI3f4jvAnjivZ/C2cdfwqe+/DfYdPwBCY3P7FkvrUvNBcSiTZM4KA7j4gbc9/PvkyJN6VnDLGR/Cjv2n5KktyjfYz9NjrD4LaKprMznLqmsNXO6/ea8+DPo0yiwnPdF3588+xWBh2rH+l4kg9xmkhMkYk4x1M6faaGjoXiayOnyOglAMMpGaDkQ4/eT3tj2/+oCqppZ3CdjakUZdfMEEbYAErPLGxKwnL/jHjzw4GM4fOSktK4gfNjCgj4fUT29gwY83f3o7+qTRbDo6u3oE+DQn0MTi4sAUvgMLVuJ5cwJ6lmOvu5BLOsfwqqV67Bp8w7s2nsQBw6fwPFT53DwyEls37FXgNje1oHmabNRX9UobVBvWcUzKfAocLiPgg6rny1wdFfoSBaxjTxZ8IgzWHwyxlk8GfA4gLEOY8JHQUQTjKChwiFsRiaBMneGakYjJ4ye6GJVsAVPKA1fcRNO3v8uiSI1zGmHv7QG0akt6Nx3FpvueQaDh++DJ8LOhGwkFZdVOnU+/ug7P0bbtpMyd+zxT/0ufu/7wDfeAD7/6uv44qs/wj8A+Orf/St+50//Dnc/9TICLIz1M+Rv8k8k69jPcg5jLklYm34QKrhgCovWbseZt74Ti9fvNJGzQArxikas3rRXIjYJFj9K8lsYnMvtC8dRVFqJUDwty+MNSu5KIeDo+WsOHjqIw2lRLOLvkRuBeUwzWMwsCzsn54fJlfGsgIfBAQnvu8w1QsgnavfKwUMHs88fkUVHc5rN4azZ1du3HPfd/wjO3X5BHM8EwvCajeLnoaOZoOjrGbDw4W4Wo126qHIIno5FnRf5eQigZZ0DMrivr3OZwGeQJtjwBvErbd62G/sPHXBE0QcAACAASURBVMeefYexddtuLB9cjbb5izG9oRl15fWoLqm+dX08JjI1xknsBo372A0dNamYmq4rD3QKKh2NVEWYWazZvRfv4kjkBWl9BPzw0t5nASbviprkJolt8mHka82HXe54DKXLCkEKRAPM54mAzZjoiK6Y2Y0jdz8jY3CSlY0IV9YjM6sNXfvPYffDz5o2pGy9EGW41jg02wfW4Ov/9B+o7duMaNsAXv7yX+CrPwb+4AfAZ7/5Gr75Y+CXXvkTTOtYiQj7RTMhMVoBL7sNMrnNn0SQjbEIMkZU/Bxpy4xqdj+k/yqB3Xfei+X7j6G+o984ZwMpcSzPaesV8EQYYiZ46HwNxQQyVDs8FrBa8DiQVdiO3fMonLEwuiLF44/L/3eUjyaUEhBJbhBNrFhGel5rUiF/Pk2saLZCTC6TL5Q0vh2FGH18jGrx978CxUMzKxJNSd9jdTLzsaogOpUZ7VJH86rV6yW6JeAZWInenkGBT3/PcnAt612Bgb4hDPSvkEUYUfkQPuJgblsM+n/ocO5a1CVjinsW90pyIMPl/H7MZOb3p8m3ZesuWRvWbxXQLZi7SMBTX9Eg/ZdvXcXjBstExwoehQ73sdAhfFxqR/JtrHllwt8utSNOYs3sLbAzD4fLdeckdKKZcsQ5FVPNNFFE9BVYtaMXFH0gPpbhcxTJCHwEPME0Wvu34eiFZxBk7gwvklwlMjPmYeDwHdK8fv76w/AEmA3LDz5Dr2G0tPfib/8f8Mtf+kt86I/+Cr/7/Tfwe6+9gd959Z/x9deBv/0JsJpFjoGsjIERpzR9NASNL4kkSw68MekLE/ZxNAk70XE0SgicekFYnPrZJ9G/9wDSMxmKZxV8Cut2H0auahp8vhQCnhjC3rg1EYJIFJXICrMuabLQ4c/V92mc/YrA44sJeJi3Jc5hq1xodvHGIUmd6RLIgD6aXVSmNJOsby5RUm0jXAyhxxz1xMTAqwGeUDQlJSsKG2aQM+dHbghMirQOZ5pbBw8dFx8PFQnNLqofAU/vcvT1DjnQGexfCa7lAyuxon9I1A/hQ1NLnc4Kn462DnQu7EJ3O53Pveha2oeuzn50dS+TxZ8lTu1V60URtc5ZKE3fp1RPxdSaqbeu4tGaqcnsXneBpobLCRpKZhYH6mL0gREoXQoH7tqzxu601cdbrLUSWc0ohicqkQy2mkhlq1BUzoZUVuGEGDUx/gTnYnKcyCZnQy5qbUEpg9eS6Fy9D8O7z0tluoR8w3GkmuYIeI488bLpfRypcNRJtpjD7FL4zB/+Bf7sX4A/eh34yuvA5779Q3z1n/8DX//BG7jrmRdNi1Mm6vmTJueEviHm23hV2ps5SwGPT2Z0B5mE5w0iUlyGlt4B7Dx/N5YfOGL+JiZIBhPYc+K8qJ1wMIuAJ4qAxzSSCjP7Ns33id8jIHsoloQ/HBNlJ602mSg3Zhk1xPdvnBVOSmhelYU4sfl6VRnWh6P+F7d6VZ+O+5z7mFErhs8ll0d/B1U/ovwYOGC2M/OwmBFOACcEYPxciALV30N3Bah+v4l2a2bR3OK0By6qIGfR7PKGMGduG3bt3o/dew6IGUSzi8WdfX0r0dk5gJ6elVi9aiPWrtkC5vmsWD6MNcMbMbxqnSgfQmfR/HYsnNsqE0rnNM/GjClNMhudFeeswWJyYNuCdixsW4KFi5ZiUXsHWtsWy/Hi9k4sae+U78FmYE0106T3cmkmK3k87iRCVqezEyLLM7RavdCeL3fnks5NkICo4fOxu2cywNHXKHic3BxRO7ZWyg0dN3jc0BkLHkY6JgAP72ziSCR4aOoEktLjhqqBrSdECRE6Ch794MmuTuSoMa0UOtwtePo3HDHgoQ+HDsxgFCWzF2D92ftx/MmXIO1H6ZuhrOdUASoTbxi7Tt6Nb3z/J/iLfwO+8f+Ar37/3/GVv38d7/rob5opmezxw+xqJrrx9/ZE4POG4WOJhD8oizO5/R4fkpJHEoAnTFMuioN33Yctp25HbTtH/ZoEvNr5i9HWt1IUU8CXhN8Tht/DuUURRBJpWfI3WfAEIvGLQHMxeOjvGgc6fM5mfF8r8DCC5WFyooKDkUgmFTKUzr7StlyDiknAE0yayBgVD99X/Trd9f8/0d+lz08AHvp9qIAIpqbmFhw5ekqiXYTOtm23ycC94XXbsWbNNumNzDal27bulegUfUCrh9ZhWd9y8fEsnNeGtjkLBDwtTbMEPHOntWDe9DmY2zwX82bNx4KWViyYtxAL5i/CgtZ2tMxZgHlz29DKx/MWSiOw5oZmNJTVobq4HARPLmUKRTV7mUmCbxrwXAwda2YJcNizxS7NyaBs5rJZs7zT6V1RPkC8eyl4XMWTWrmtO9tJSFElJTh9NcG41DTFM6VI8m4pzkqbfasfJtmjJpLDDFV7p6fiYTMmLnb/p8IZ3HwcQ9vPiPOYTmq2UJi3Yg0e/eCv4B2/+gp6d50Wk6koVwWfxy+goPxmDtDGY3fi41/6U3z52z/Ahz/3B1ix55h0ZJQoleSZEJYRE671BE0LTF8Afg57sysaSaIoW2bC4v4Ypi/sxNs/8Ms4/cgTpjSFqjGQwppdh0zRI6M5Hs5misPrCSKRLEI0SWerUTtUPPx75bGPc58uVjp6zvT+nSR4+J6GmXnMfCLWZlnfyhUqHiYNymeHn5V4EfhYwCOBgbjJ4WFdHz9n/F9rWJ4+Hr7HChzdrwF4RP14guILmjFzrjh6jx0/jT17DmN47U5s2nYAW7YdxLqNu2Rt2bIHmzbuxOpV67FqxVr09w6Kf6dtbitaW+Zj/qwWzJnWLA29ZjfMwKyGGdLEfdb02Zjd1IJZM+Zg1sy5mD1rHqZPm4mm6bMws7kFM5pmo6m+CfUV9agqYksMQieD4mRSMpd1oijB4/R/ttXqYzOW9fElqZt83QwvV/EoUCazjyidCpOjI/4c+8FR4HBX6LjAkw868iEaBzoEDgs8HfD4qWDikgofSRaD8KHfgHdF+QA6kSvjYJXIjevCyweeTbfdiVU7z5lhb/x9QzE0dQ/g+V//At71669gxf7bwZYfvNhZVcxeujGOPmbyGuu0CIJsNZK1nLxJ57FpiSFmIZ2/zBHh4DevHz6fz6yAH76AF5zB5GdXPKl7YkvWYtz+6FN49r/+CnafvttEuAIpqd9avX2/MdV4YdkUfyqw4ly5gMf4sajGAsZPREWnx26ld9GxKZ4difpp9M/uoYTUuIkyCiVGg0cucmve2miV25SajKklUS3OrrdtM9g6ww0eyeFJmLaxcvOyoBMVzP+BAkf3awEeDu9j4zZbXlFeUSth9QOHT2HHnmNYs2EPhoa3Y92mvQKg9Zt2Y926Hdi4YQdWLl8jzuclbUvRKmpnDubNnI2WqU1ormtEUzXXVDGdOLpmWv10TG1swtQpzbIa6qehka1Oea5uGhqrGlGbq0ZFqhQliSKUJEyRKNufEjxaNkGwaEMwhUy+/YaBR6rHWUE+wdJ6K+5OUiDBQ7MqH3R4xxJHr8tprApHczACSXgDbA9RePlDSfgouTV9PsAmWkmEohlpoMUaLLkL84Mnqsg6kINW8VjwsPObqh234iF41u+7YKNNBFsMZXNb8cKnv4C3f/J3cOShd5oexcz18HqR8AekjaWE+QMpM6uLQPRFxdktlfAS5g4iEWfkyUBHwePliNug16xQ0FR0MwoXSKFv0x68/InP4ulf+IhM/pQqcl8Ga7YdRAOLR+lk58+iegpFEQpHkSspQ4RtPD2+vMv9N489Nj6vicETzXD8jFE5UqdlbwDGl3aF4CHsk8XSKoO9ekQB8fPEz44tUOWNhdAhyOQGpgmEUqs1piTkKoOHkS6aWaJyrerhMZ3RQ6s34vDJC1i/9RCWrdyG4Y17BUTbdx2SyRD0+awYWI2ern4sbl2CBap2mmdiVuM0KRidWlEHrimVdWioqkN9VR1qq+tQU2NWfX0juBrqGtFQXY+6ihqZJFqZLkFZqhjFMdNzmWaWgkf78BA0VwyWfCrHfe6yFU+yAm6oTHTsQEeakzMPwwUeVTqSiToGPNa0El8JPzB2jQcdPkfo6HI/FiCFk2C/HcJHspJ5QWj0KhiV3BY1K/KCxxdH7/AB7Dzx8Ah4InEkG5vw+Ic+iUff9yt46N0fNtXcnoDIV0pYNvAWlcLwPaNm/gjCsTTiiSIpNiRsfAQO++x6/PB5vDJxUqAT8IyAJ8zeQBlTbFs+FWcffxde+OhnsPvUz5gSCV8W0WwDNu8+LuNZREXx53kD0rc3ns4gmcpIX5l84NFhcoV24+fi72+Blm8PxlEQPDS/rtDU4k3LO7ZPj9RvZUTJSijd3sBUQUkQwEvHOaF3bcETZGSLzmbxp40UlfIxe2evWLMDm3Ydw+4DZ7Ftz0ls3n4Im7cflMkQw8ObMTgwjO7OPnEKz5s1F3NnzJIq9ZkNUzGtug5TymtlcUgfoVJbXo2a8mpUllehoqIKdXUNqKupN0Bin+XSKvHtVGVKUZEpRlEkLpXphE6Ss9BDIalKJ3wUQNcUPtcDPKOgo+CRyJX154hpZQv/VPEocHRX6FAmy6JDlXks+ZckeAVj0q2PHfu4tLKY+TiZkiq5MJycHYKHKxAeFdUZCx6aPbzgmttW4cS97xwBD02RUBwrDp7B6mN3Y+c5AyXm2oTZvJtNnJKMVhlHt/w+1ukc8oaRjmUQYjjbdpwLeLwu8HjgIXhCXnjCXngiYdP3N1eDqb3D2HbuAaw7cM6USHiL4fFk0d61BjNbOkfAIzlJAYTSKaRLis3kAqt2pJ+v1zQWJ4jY7KoQdIyPy6rDfMDRc8E4Iml2Y7RmLtUIj6mArgJ4aFb5M6VSJiFqh9BhzZZ1KkuSIaOV1qksqodhdc7Gug7gUaXDm4pkN9vkQj5makWyuA6tS1dh222ncNvh89i26yg2bNkn4Nm0aRcGlq1GV0cvFs5bhLkz52BO80zx77Az4dQqAx3Ch+AR6JRVoaq0EuWlFbJqqmpRXVmD6rIqVJZUoCpbhsqiUlDxEDyZsDGx3OBR+LjbZFwz+Fxr8DjQYe2VU13OMb8seRhxIotEVhPLZVrJh0Shw30S0CGMCoFHQOULo4gFhUVlJj2eF2VB8DA7lY5l62AW53IUmZo5OPfIs6JqeOeVEHMkibmrtqBr2yF0btxn+thYBcMGUpJz44ubNqeesJhTEmHyBAQ8ZZkyxAIREyb3+KHw8fk88PrdiicMTzyL0NS5WLr1AIZue4uZyuFjdnY1MmVN2LPvjIUOfTu84Pk3BhDPFSNTmjNNwz0+AQxNLwGKBVE4Ervq4OG0DHHyXyXwEDbsSsjolvh2aCoF45LHwwRCAQ8jljaMLuDR3C7xK10NxcPPBCFtarbMZ4g+sqDAhucNgAI2x4fmdhAZFrJ64vBFcpizsAc79p3AidP34LYDJ8GizrVrTdIfa7pa57c54Jk1rQnT6xsNeCprHMVTX1aNGgseQqYiVy7AIYh4XFZUgvJ0Tkys8mSx9OJR4FDt6CJ4dF0z4Ki5dbngcRIANRHQ7tpmVJt0aec/p+zB1llxCifNHl1qFrn9MqIOqBBcy+eLQZYrnMl//qUsAVMohoraRpMcyIQ4X1hUkcpjzc3weqyT12PBYcPinJJw/q3vMP2atVAxlESisQW9W/dj87HziNew3IFV1MUme9afMJMxmadjx+JK4yk7oTLiSyAZSSMeSCDkCUm/XZpoXBFRTWYECVXJ4KbdOP/E81ix5wRaeteaRmT+jGQ27zzwFplcIVnbYmJRzQWQyBQhXWyhQ4XjUjkXmVz6fN7d5KgISBh9o5KR5l72fxWIiS9NHPziY6Mpa14nJjIDA+NknfM5KQZ1+2aCSfkanpcQeTAhCYLM1WFpBBePTbYy6+tcqRKSp2VLYZybG18zySXRThvFIzgli10jnczhCQh85P2UG5jfwsic1+dH9pD9rJnK9pktC7B1x17s238YW7buxNo1G9HTvQzt7Uswt2UeZs9sEfi0NM9GU+N0aYdakysDV3VxKaqyJagsykmI3OTnFI06ZtMvrtJkxll0KnOpjycffNy9dNQEm6wZls8hfSnn3D/bfeyZDHjcDbyc4k425opk4Q+lEWSDp2ASAd6V7PL74+ByAKOgGbtfImzcYCJ4OK0hnStHJEkTwPhb5O5kHYKjwUP46N2LFx1nWUdx7rEn0biww7TvdNp5ptCzaTe2njiPLcdvx6ajt5soFuegc3ppIIsIe1J7md9Dh28UEU6ojBQj5E/ISsaKkUmWOooo7Iua3BtPEHWVDZJ4duHRt2No5zHM619vWpKyQ2CyFFPnLMayNVvlji/+K14IvPN6AyjK5hCL8+f6DHSuFDwS8mdpiQWP6wZBJz7H8BA08jxfy0RIBgQYdQxfXObihpHjl7FRLzqHeU6KRAlyAoQ/I5mTEgmqHIEOVTSf0/yssdCxXzdp6FglJeYhAXQReEyKhShGF6QNZAie/MvDYANH1TAfK5VBa9sibN22A7t378XatevR29sv4GmZNQfN02egaVozpk9lhGqK+G0UOgQPoUPzqTydFcAoaNy7GzqMaN3s4HGDzn3scWZS2TExOqpEdx974dh+OKN64thkwHzgUehcD/BwRhXD5rkKjnoxiofgoYkmu81GNYpnDHgYfQrG0bdxBzYfPmV8FizN4Ic6mED13EVYtm0fhvcdx8998BOoae0W+IRrOBGB+SxxmRSgDbzNGBN+CAOShp9geJ1lEpK1zDs1R8HUymSExtZleODt78Wut/wMOjgTin2QOR9LWpTmcIjhdPrPOBKHfhWCJxhFMJpAJlcG8ee4wVMIPq6LyNzJrUKS81bxjAOecKxInKhUsGPBw85+E4FHnc8KGwKHywGSTRRk2JztVbl4LPV2fE6Bw53/F11q3k9W7Vwr8Hh9CEZjYsYTPrwhED7r12/E5s1bsWzZIJYs6QDBM7VxGuprG2QxQsUIFoHjVjsEj1vVKHTGAofQubXBw3IH92KGqGu5wXNRWwoW7IXyKx2FDksExltuBXOpx1Q8dO7yoiyrrofUKVnnn+TPMHlwAvDQhxApqcGDzzyHYK7KmFSED6vtwybEvWb/CTz5vo/iqfd/DJnp883oW/Yv5off60HI70EoyMgVo11eBKIJU/DpjyPEOWSsA4tVSY8dT9lMrDv9CG7/+Q9jcP9dmLd8s0CHI4FYTsJZVRv2HkWutskqkIj4r6T40x9GUUm5lEeoeaV3Ygcq1r/jmFxXEzxUQlRFfjr5E9JSdELw8L2UuWZFkgSoxaJURQZKjEylROWwLsupzXIDpxB0+P7fBODxclpoMOykM9C31tIyF+vWbcDQ0Cr09PRhwbxWTJsyXULlVRUmclVbUYOK4hLHxFK1o5AhWNzHCptcPAVdt67iUei4YEPwKHDYaoJL1Q7NK623osOYH0AmVnH5A1FZboA4F74CYMzufu2lHquDmeDJlFTIcqsdUUP688THk0fxsPLdF8Vjz7wblVNbECquMvVf4ghPIN0wC4+++3149yc+jQ9+9hXc9cwLaOpnU3i29OQUiTACsRA8YWZC++AJBOykUjvjiz6zDNuZ1qKqewP2P/4eHHjbf0HbnvOYuWY/PKWcA84hfMy+LsLQ5n2Y373CAFBMH5NnI6akL4SKmnqJ1tFRTrgoeLg78HGrnysET4TO76jx44mP7mqDh3lZ1q8jLWrTpuuAtMKgeacKh7uqHE6mYG6PNKOfpH/nWikeOxWU/w869xX4yWQas2fPwcDAcgHPorZ2zGyeJWqHoXI6jCV6lc1JoScnT6hfx2QjMzEwheJkWhaPdRXFmals1s0OnkLObY8zCE9rreyuwHF2yv4oW1hY8IQyEs4keBQ43MfCQ5y87qK7McdjX38pjwU8VDi+kPSgyZax1URI/D4E0MTg4cVLh2kUQ+t24OjZe0zmMfsE05ks8EmBiucXfu2/4blP/AaeeP9Hcec73oNle4/CXz0FnhQLOFnlzekL9iKQu3XGTH/IVKG6cyW23/M2HHrbC1h99hH0Hr6Amv7N8ERYnW1/li8Fttto61tlGpnxAufFRn+ENwxt9FVWxdaoYbnDEjb8wBeEz7jQock1sanlBo/4ediGwyZx0uk8oeKxeT4FTS0mg1rYKEzoXJaWGfTvKHjyQOemAY+PTmjjA3KUqJdlMUHMn9+KBQtYa9XmmFsMjyt4CJxC0CFcFDbcR2CTQIaTSGXd3M7lwuDRGiu7syeKe9He5j/YscnpJLQ5OVQ88iEcR+lcD/CIGRKISFuIJBs5Wcey5NiMq3gseOgYjufwxM89j2zFFITYwZDZscEEwqyADyaw+dg5PPryB7Hx5O0YPnoa5555Fnc//z6sOHYBTat3IThjCTzsy1wyFYFpbZg2uBGDB85i/4NP4vSTz+PQQ09h7Yk7sWTzHqRntpqe0XwfCbhEDnMW92MtyyKYlKgmjQCM1e0R6bdDJ3osVeTkJzF72aQIXC58rj14Rn1urINZIcTIFh3JXKJwLFx4rOcFPAWgI76gm8TUUgUqiselOLPZHKqrazGjaaZEtehcpp+HSYLMzRkPOgoa967ASUeZOBi/6Z3LhSJgHqe4swB49C406gOkyYB2GqYqHlUrbvPqeoCH3fd492Ynvopq1lUFDXwUOtzzmlqsEmfkzeTIrF67DXfd+7PGIUznOf9O+ihojgZTaOpejv5dB7Dm2Bks3bIbm84/gD2PPo+j7/xlnHvPr+Hsez6J25//GM49+2Ece+JF7Ln3Saw9didWHzyDwV1HMH9wGIm6aVIPJiqJCimYQlv3Cuw4eMo4UkXl2BYaMUaAbBdFbxCVdVMkqsVqdGYd09Gs4Lk85TMxeKI0g2JFI5GtS1Q8E4XT2VtZAMLImZpPYdOPh8/lM6/kRmj79dwMPh5PICjJmmpm6R7jyGSPD/F4UrKPaWoRQI31U1BXWSvwoXmVz8QibAiZ8aBzS4OHSVtcbpUjaez2QyBOQFcoVFSObWVBM4DRI7Zm4DLJecyLYE4Ek7FMEpaR9PyQ51t8TeGlMMu3i7KhuqGp4w0iGEshV1aNiB1XMnFUi4qHTkGzmAL/yONvR9/QemNyScEnK6BtRIUZtZV1mNo7gP49h7D6+B1o33kWfUceQu+hB9B3+H4Mn3oU7VtPYsWBC1h3/F6sPXQ7mjtXmLwftnJIcIpphfmevjB2HjyBtq4BY1pIrk7YjKWxJpaE/INRlNc02JamAbDXDotC2YdHJb4bQIx46Rrl97nI9KKZykZpxmGseVYSKrf1cwweiInF19jol5pa7BygpqpmFouKYSN3zd2x87Scz5F1NMeKKkw/pXHUDIGkS6HEfRSMXONs3P2W9Xj8kgrTuUDfK/d7qO/rRLuE0/0Xh9p9NIN9AYRCrPPySflMNByTbGSCp7GmQRRPcTqDsuIcKkvLUJ4rAR9nEkkUJVPIZYrkmI858jgViyMZjclKRKLgYgLh2CRCTR7U3Z0/4w5pjzWD3OqkUP+eq3XeMxY8WvCp/2inqtyaWAoe+j9GzKzR4FHoXBfwEFoEj21uHk8Vg2tsOJ29cFT1iCKy0a8AncueMCKcgBBKisn10gc+ggQHGBI8mmtCJSLJbKyITsBTVouSeR2YtXwHOre+Bd07TmPppuPo2X4aS9YdwrSlaxCpmi1D+GSsM8PlvpQpxrWDDQ+fvoB5S3pNew8LnRGFw5osrqD4d9hhkP2UTX1VCE6/HetbcF80eiFxv1LwFAqnC6QIR2nOZmq21IRyoBPkzK8iY7ba9rUEE7tHcqifJBDyfZ0APvpZHAsdmmEKmEL7jQaPqp9IKIp4NCErlUijLFsKRrXqq2sEOoRMNpUW2JQUZR0AEToKHjd8bnnweBMZjFp25rX+I/Ufx5wNJoxJiwpROqai3JhZI2rHDZ3rAh4xq0y7UNPaNCLgSaSZ2WtS4Gn6mSZc+eATRmVlo6N6kpky1De14Ol3vYSWxd3wc4KGVI/bGeOEDx9zsUmXTB4tgp+zyVm/5mWInZDh4kgarmKzotXw+EpQNbsbR+9+UkbqJDlC2qUE/RE2DrPKkCoyHDfROntsSiaCJmGSvXeuMXjiTDeIZ8XUEthQ9VAhcpeaLWYWm9E1hIwbOjRTmbMjNy/7GsKG3QTlPE3ZCZzH40HnVgJPLBIHFQ+Lhlk8nAjHUVpUgil19agurwBh4wYPQUTVo0vhQ9XjVj63rOJR6Hh4N41zXjbvQCPTGAU8rp45mvkp8luyjo1p5TavJgccNbsKm1lucLj9RnpszASjCkzWMk2mINhHN1NcDs5Mckw06f5nAKTKhzsvIv4tcSobdvVj2YQvgsHhzbjw0FuRrmhEOFdt7toM79Lnw8gfEy6DSalKl9otUVAReNkHmY3hPQRIykIoi6nzB1DR3IG1t53H9hMPwZfj7PNiyUymiajmokBHe0P7w0gVlyGZLR2BkTVfDaAIHsLVRLdU9bgVj4Ip/x6a0NRSHw/VoAMeNc2C8YuiWk7bCr5PeVSOAIeOe5vf44BnHOWTT+no1+kNstCuN05nV2c01RpbpwSp1o1pqu8f9/zv1wjo9fmJTC1VPNqpgF0ng/4QwozEeoOicGhiVZWVo6KkVABEc4sg4nnCiIsAUvio8hEI3aqmFkHjXjLpgF32bbsBVTlupaO+APpYtOhS/xHcx5f3+TJnC8NHIZNvJ3hYMqEKQaJbBIAv7KgeBY/fp61HR+AjviWOsJWJnCEzoUHKKMy8qjntnXjxgx/B4PqtJgrFC4n5TjQ7pciVeRsBJNgThWF11n+xb0+MkScdh5NAorQRz73/V/HYO9+PxYNbzZgbH1uKmDHD7CDIRfPJaejFBvX+EEoraySKJWC1Skid6Xz+WoOHfi+nZMKWUhDUPMeCUemJHTX9csQZL9FAqkK77NhiNa9EERE69P1wW74aAAAADjFJREFUl8idS/mMAZDbDFPYyG6/rhBw9Lx+jp39OoOHDmaG1QkernAwAqof7WDAlinxaAwlxTlUlJWjvLRMjvm4NFeCIvp8UmlZ7IqQSiRlJeMJ4/d5M4DHgQ6Hm7nAoypHdlcdD8GjH3wFjwMdzaC9yKHpBg+PC0NnMs9p5jLhYy5IU4vFHJ5UUelIjhFD0mPh4wKXQMsbdExJ418JyyjdfcfP4pGnnkXPyo2m46Avjki2GhGZFqG+GNPXhtXy0rDLVlAnc9VIldThiZ9/CXXN88VvJF9H/5G8xjYWC4SRypZIuJz1WFx0HufKmZvEroIjlfeM3pm/l9Xn4yse91384mM6lsd3LhMwjoPZ/u/5mEmF4UQW0hNbs5AJEi5Cxw7xc8wq+5g+Hkf18O9X8KgDP4/pJfDR89xdX6OAKbTr59jZrzN4IpGYOJipcrhCgbDZvUEExOzySNsUdj0gZCrLK1BdWYWyklJ5nKXJlc44AHLDRyB0y4KHxYYM++niXde96LilJGXtk7tnjnxgNXplJOhF0BlbS5QXQlcGHolc2SmZogr4e1nVwymRGuoP+KMCHjd8qKLEZGGTdV8QoZQdCcy+zkwvoPrhReSNoqy2WRIMn33pF3HhoScwsGYrZrR2YebSFUjWz0GkshnDe0/gyZd+EdNaO40ykveIJmUAqTT7t3gQ8HsRDfqkzEIairGpmIV0IpmWQkMCguqH0OH0CKOCrGnqihT62dD9GoOnUAIhgcSolkwAkXwkqjVWtRtHM+Gi888cB7OtTHf8QIQUTTgXSEapGnU6F4AOv7YQcPS8AxxtGHadwcPIVjAYBp3LhI76eAgdmlt+L5WQaS4XCgSl15OqnVy2GARPPvg4ALplwcO6olgC3qhZCh2qB1EBFjoKHpouvEsa02dE6jvQcSVPyQWVFzZu1eP29fCYIJrsbtQNs3rZAVCAw6+38KHqyQcehQ//Bvkal5oISUGmS8UQPjSrZFJEFOF4DjPntGPLjgM4fdfDOHznYzh04XHsOfsAHnn2fXjpY59GuKTWOF5DcUQJMzYF83kEOCwoTQQ9yES9iLDGKxRCkAP5OGSQH0QmQiaLUMJ6noapYko6qs62c1V1ZzKzzf/Ancqg6Q1jUxzcr9Fjea/oJKaaYcU2dxs84J5Il4L9rWlyibktqse+nn4SzXUidKhgCJ5wWqDDyBXD6ISQqBy+lq9zzdoykcJx4DMOdK4ueOg2GOnXpECfaJ/Ix2Na3prQuoTYrXPZ8fkEAggEzAAA3pi4+JkoKipCVVUVstnsKPi4zS7CJxm9RcPpcsePxMVMUdgQOJL1a1WO+kl4oTI6RDiIY1ajLxPCxQ2a0cf8x8jS3sSXsI8AqrBqSiSzYN9caWEpDmDm7tB5aJo/Tcac0/yVvDsvNM7Okp3HXLwAbaW8Bemo3stOO1R2CzSQFbgQ6DJfK4TKmkb5HzCqFEvmJLLEi1+qxHnx2+iSuQHojeDSdrmBUAEQILaxF6OXrIaPpnLSYE1g436NfZ18jThoR76WKjFRXCHpAexaKKkBqjBu1K5KR3f9Pezvzvdb2uPyfZexR6yNsyYoG+bz5jTOri6Gye6a38Nd/KEBdsscWWPN4YrKapSVVaC4uATpdBFYA5ZKZeSYJlg6HkMmHkE6FkYqGpKVjATBlQgHEAv6Rq2obdzFm95I3k4AEV8AYa/fWSEPJ1WwYfzIufzH3glnd+XL/fEQNroUOAod/lMUOqoS3PkwvJjMxT8aJqPUzwRQcsCjALrEfSJwcDoA21QSPo7C8bLxuxk7M9HXT/T8RBf+RF8voWmChCFq7r4oGElidzuJJNkIEh26UpAbThn/SqxIYMTpF5e9vBFxEAsgeGGKgmFzL9OKg8P7/DH227Hjg0QRWagqgHwReZ6g4biheLYcMvSP34/w1Qv9Ru0KHN3193CDh/Ap4EoQ8IjJrP4w1+5y7k8WPO7XiVoidIKu5YIQgRSN8fObQiaTBcsvCKCiomIBD308mURcwEP4EDwKHA7QGwsdPr4YPAY6NwV45C5g/xm3OnioKDgRgKNppWcuFYhVPBNCQdRKYTXFr78a4JHUBILHNtgqKa9zICNAsnkzGk1i1IxwohKKRosue/H70IyiwnHg4oIPgaTwEYCIirNTKaT7oEm7cEOHoDJqb+R1NxQ+ChzdbzHw0EynCqKTOpFICXAIIaofml1FSZZVmJot5vQwW1m7C1LRuDOV9TwzlseqnRsCHiodZ1ng6B3gzQAe/g1UPal0blTD7quheq4UPAIdTcpjBnU8i/Iqk9Aolf9j2sry9fI14muJSf5RPF58WTvhRZ/WKMVjwcNzBJIDJZ4neKh0rDnG6R6jVA4vajHFTYM1fu0NhQ5/HwWO7rcYeMQcs35TWgeBQEiaz9HcEqczkwzjZtIE256yPIJgUfPmpgWPA5yQHYI3RnK+GcBDhcN+QZx7TviIX4XjSXR0ySSUTSF1dKXgYXSIqkZg4gmDE0u5ROn4opITpO1HHf8OFZAummJXsDQ/yziWzSQJqh/6awgWBxwuJcTnqHJoVqVKqoxpRSAROmy4z5aoMfZb/k/wuE2rsceTMbWodgQ+NvKp8KECYv6PyWKOIBEJIx4OIRoMIBLwI+z3IeRjBDUwavE5fZ6vCfsDzgr5/NAVZGdFL7/HyLl8xwq4S909BI9kzdqw+aiQuasf8q3q4yEYFDSETsbm9vDczaB4FDziz/FGUFxaI7BR5/FIsuboZvnOeaqly12EhPpteExFwwkP1sRyz9Ny+30IJIKHS+BCKBE6gZgAh+aZqCgLKwdeqjau565KR3f92fzdbJGzuhZGffYL+XXc56+Dj0cjw1Q6LDjl4jEBxOeiQQObsYAp9PimAc8o6DCsrLk69g2+5RWP9ekQNAytq8lFp7MA6QrUztXw8YiKoXrxx8A6MS4eO+dV2RAuYxzNfM2VLKodRrHEqawAsqYUFQuVDYHDY8KGY4QIIwcsvIjtBSx7mEWhtpUHv69e5DdyV+Dorr/LmwQ8HJ2kyiRCZ3QwhHiYCigqVewGTISTWXwNl1vp6LFb0VxzxZMXPC6q3/LgsWaWmEp2BnZZeY04m28G8ChMaDpVVE+RfBkeiwIidAqZUapyFEyXs3tNCw7HsTwGPmpyUdkwTE6ziuaVqByqI6ocN2x4MauPJ5QwJphe6DdqV+Dorr/HLQIe9nIWc8sqHMkJY5vVUEQczkw+5JABAogAiYXCpl1GLC4lFQoc3W9u8NgkQcnzsMmCWt09etdkv3HC6Vo6cZn7ROH2Qr4XPS+mlkv18DF9O6p8CB+eow9ITC+b68NjRsH43JUsBXehnWChf4c5OowycY3K17EqhyqIr6PCIZQkc5j+IZpI4y1VJAoVvlbhwFYhOktMzzPDO5YRdZMurRYFw9foKuis1Qv6eu/6913urgq/0O66CV8UWp+EqeVOLVEfj+bqOPk744TTna+x/X3ceUAmIdFMqmXNV74V8Pkx3gr6Axhv6dfqa5hdrYsQ03lx3NXPMxIx8znRM3fvHzq8PXkVz08BeKKxNJhcSAgJcBRONkSuoLgS6PBr9fsU2gkRZgeXVTagpr4JlTVT5bE6jwkYvkaXmlaEkCxX5wCaTmOX2xTS52he6SJICBWqGLfDOFNWg6LyWgc4ecFzvSGT7+ddLnD06woBR8//J3gEXAoe7goe7kFOWRkHOm7g8FijbG968KiJJWaVS91QzRA+zO8ZldXMZvFMKeAHzr7+SuBTCDh6XgHDyFU6WwHm8JRW1MtOR7M+X3CnyTPOYpsPQobQcXw5qpC8YQmHMyROU4pmlPpx6NOhL0eBw91RO/kAcKPOKUAud1fAFNpvcvBMZBGwMn78xab0k1ss7dAVDFrl4xvJXFalMxY2buAQPAz5v/nB4yqTIIQIEYKFphWBk86UCIAUNAobBdaVQIdfq4AptFO1OBEs+mm8EclMVghV100XFUQg8Rxzb6h+xPdj+wfJtAc6gfMsMcOCcSnojKVLZNZ8aVUDquqno6axGVQ2jt+G5hihRJDR8Rwd6fB3U0JHYXq50OHXFQKOnr/FwXORaXaRyeaDzzfxUjgpeLhT/TAknw84qmx0d7dfZZLjTw94CphQLKXgovohjFQZcVflcyXwKQQcPa8mk4TH6c+h09jlKKYSYlIho11UQHRA1zXOwNSmOZg+Yx4yJVXi9KXjN9+qnjIDFfXTUVLdCPpsGJWiD0fUDwHDi0/9O+r7sY5hqh8HOHTOulWNXuzuczfiWH+Py90VMIX2/wSPAyaFD3cFD8PzqnAUMqpqxsJGe0Az0fGnBjxu9aFqRuHCkgr6ewgfAkHg4+V0SPa7ucbOZYWMPyZKho5l9esQSgSP+xx9PKKSJHM5ilRxhZhJNJXyLUfBUM3w4nSVOkiuDWFD8PB5G6Giv4dmFpcDHoXK2Atcz9+ofezvc6mPCwFHz9/i4JnIFPN6OQF3/OVWRKPg4/NLcqICpxBo3MAhdFja8VMFHioYByxqglnAEDqMdHFnjs/VUDtu2KnCGbvTbBoNExO9Ilx43lE/Gj53h9f9UZOHo6HiPLvm1eQ1m6xjmf4b9+vcx6NUDuGiFzZBxXWjgKM/V3+fy90VMIX2mx089ENe7pIQvWnFoS05xu4KpXzwYcSLiYrjAYegcS/tEf1TAx5e8IXAQwVEdUOTi5nNzHBWh/N1Uzw2bO6oGWt2qeIZq3oESrzYFACFdnU883m+Xi9YhRQf8zVqZnEPJyVhkArKeT1f57649efp97tRu/t3upzjQsDR82968PikB9BY4OhjBQ/3sfAheGKhoAMeVTbc3bDRY4VOOhrF/wdFcy4w1YK32QAAAABJRU5ErkJggg=="
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.040336,
+     "end_time": "2021-01-19T10:56:57.788506",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:57.748170",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.039727,
+     "end_time": "2021-01-19T10:56:57.870521",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:57.830794",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Problem Statement:\n",
+    "Lets assume you are part of the team developing cyber security product. This product protects web and mobile applications from runtime attacks. The way hackers attack keeps on changing constantly and thats where Machine Learning comes into the picture. Your task is to develop machine learning model which can identify if the request is safe or not.\n",
+    "\n",
+    "In this data you will find the request payload and you will also find a field \"isSafe\" which basically tells if the request is safe or not for the app. We have looked at fields in each request and have marked a request as not safe if any of the fields contain malicious input from the user in to perform owasp top 10 attacks. Therefore, If value of isSafe is False, it means the request should be blocked. \n",
+    "\n",
+    "**Advanced expertise in both Information Security and Data Science will be necessary ingredient in enabling accurate discrimination between malicious and benign activity.** \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.039561,
+     "end_time": "2021-01-19T10:56:57.951115",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:57.911554",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Importing libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
+    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:56:58.038633Z",
+     "iopub.status.busy": "2021-01-19T10:56:58.037890Z",
+     "iopub.status.idle": "2021-01-19T10:56:58.041325Z",
+     "shell.execute_reply": "2021-01-19T10:56:58.040534Z"
+    },
+    "papermill": {
+     "duration": 0.04842,
+     "end_time": "2021-01-19T10:56:58.041446",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:57.993026",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "from urllib.request import urlopen\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.039327,
+     "end_time": "2021-01-19T10:56:58.122253",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:58.082926",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Reading Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:56:58.208825Z",
+     "iopub.status.busy": "2021-01-19T10:56:58.208089Z",
+     "iopub.status.idle": "2021-01-19T10:56:58.613792Z",
+     "shell.execute_reply": "2021-01-19T10:56:58.614640Z"
+    },
+    "papermill": {
+     "duration": 0.449991,
+     "end_time": "2021-01-19T10:56:58.614856",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:58.164865",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[{'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tina Johnson', 'desc': 'Top recognize eat. Fact whom spend area thing material.\\nWar no recent also message four billion. Water those deep.\\nWord amount table entire. Drug several the amount live newspaper.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Clayton Cooper', 'desc': 'As possible American many prepare four strong. Visit care be organization everyone kitchen development magazine. Range realize direction wife capital move.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Curtis Wolfe', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Laura Fisher', 'desc': 'State third represent energy campaign not forget there. Experience send these just heart suggest. Study paper common car kitchen it.\\nSuch time management tree. Real like agency rule.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tyler Santos', 'desc': 'Us enjoy since. Time identify image position ok here best. Box can throw yeah without.\\nLeft explain author protect throw artist lot fly. Thing year approach through miss bank.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tracy Smith', 'desc': 'Area single occur chair opportunity art many. Alone paper discussion may purpose though far.\\nRemain course after ready. Sell growth memory look ask clear.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kevin Gonzalez', 'desc': 'Resource politics already close phone special bit. Million care yet mouth discuss stock himself total. Entire important early might.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jacob Martin', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Colleen Riggs', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Keith Campos', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jerry Webster', 'desc': 'Both add economic. Surface why policy next.\\nDetermine hope sell mouth begin why too. Factor total prove sell ground.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jacob Clements', 'desc': 'Operation yard computer turn. Space good open others. Measure eye subject pick per.\\nAmerican four wall fast. Huge enter spend learn whom season field. Every process here plan whether.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Taylor', 'desc': 'Truth care red give all own. Full better market bring go the speak cup. Blood science special many.\\nInclude term why moment. Space deal pick cold.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ricky Wright', 'desc': 'Star without know sell data woman name. Health couple parent tonight represent. Suggest several upon manage perhaps so.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gary Brooks', 'desc': 'Affect check church end sure. Station central former shoulder box short actually. Well realize drive day experience out black southern.\\nMyself assume term safe move church whatever.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Catherine Rivera', 'desc': 'With condition black population. Line house notice might have something wait work. Minute perform north stuff heavy whom.\\nHead election yet.\\nDecade notice word. Hot nearly structure church.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christina Thomas', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'William Decker', 'desc': 'Store table itself. Relationship trip here color assume government method.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Patterson', 'desc': 'Born despite remember issue difficult house. Night similar moment.\\nFive democratic much catch enough get this under.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andre Brown', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mrs. Christina Armstrong', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Audrey Smith', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christine Todd', 'desc': 'Food last everything perhaps American up happen. Land poor trial. Himself population idea view more month.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Madeline Jackson', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Samuel Wallace', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Marcus Gregory', 'desc': 'Position simple agreement federal capital might later. Involve on different four task compare.\\nOften recent begin size anything war thought. Become can theory.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brian Dominguez', 'desc': 'Special expert situation world rule somebody. Life factor record one might environment box. Take half strong science.\\nRadio history share machine try increase training. Market fly reflect son feel.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Weber', 'desc': 'Point find door material cost TV half art. Law case will human see. Responsibility everybody wrong peace animal focus we.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Williams', 'desc': 'Culture six many public although indeed mission. Level the ago news end throughout thought performance. Modern artist space first employee nor. While agent cost financial identify half nature.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Emily Cain', 'desc': 'Vote life parent Congress base policy. Themselves specific people kid story analysis young. Drop begin whatever region perhaps grow. Teach condition face.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lisa Campos', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brandon Harris', 'desc': 'Wonder early if impact we. Good painting play else tax school. Choose break admit choice.\\nVery of low include bank. Very poor kitchen word. Value physical grow.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Olsen', 'desc': 'Myself stay both paper central or use expect. Produce third perhaps piece party. True throughout affect hundred second house opportunity.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kevin Jones', 'desc': 'Evening election close those although wait. Not minute modern impact. Election born industry at carry western question.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mackenzie Browning', 'desc': 'Tonight successful most glass into. Model apply fund coach provide.\\nPresent doctor glass true billion hear think east. Option wife score land short serious live treatment.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mr. Robert Myers', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Carmen Alexander', 'desc': 'Scene former more seven meeting eat front pay. Mission bit a professor. Where involve head statement capital avoid yes.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Janice Rojas', 'desc': 'Debate nor behind. Address be close.\\nSubject continue type rich wrong reflect still. Responsibility scientist hundred stay then. Page month less.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Natalie Casey', 'desc': 'Learn food road recent drug. Deep memory store relate. Mr consumer skin trouble summer some.\\nWind hundred model. Compare measure seat hard modern skill. Form music for position.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lindsey Johnson', 'desc': 'Set heavy west argue prove actually. Cultural drug past stay can boy.\\nCapital ability myself three everybody. Television take see finish picture. Focus eye hot course wish own eight media.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Melissa Johnson', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kathryn Reilly', 'desc': 'Teach public top argue. Anyone real enough most team door card. Yeah result economic successful specific various.\\nExample partner among time level indicate open. Health really wonder eat.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sandra Collins', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Danielle Roberts', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Steven Tucker', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joshua Cole', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Antonio Ramos', 'desc': 'Unit speak easy forget recently. Between history place together court.\\nAmerican visit member common compare up just find. Relate speech follow with way blue.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dylan Johnson', 'desc': 'Try traditional believe international. Some action state clear. Look miss dark word pressure different. This relate sense threat wait billion.\\nWay since help may.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jeffrey Hatfield PhD', 'desc': 'Major draw identify project position head message. This summer everybody along. Care senior only big stock approach beautiful. Plan answer how yeah.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Mckay', 'desc': 'Ball evidence check sea. Candidate purpose there every she trade former whatever.\\nItself I two everything by sell view lawyer.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Steve Jensen Jr.', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Suzanne Jones', 'desc': 'Material kid identify until left require. Education very turn crime drive phone skin.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Leslie Church', 'desc': 'Source born morning buy bed state beat. North always some likely.\\nRecord owner game fear culture. Arrive thousand across newspaper stock born. Green dream say significant body.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Jordan', 'desc': 'Many need identify age others space. Glass heavy more election wind each lead.\\nBlue decide continue quality. Assume table offer simply president game.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Monica Mercer', 'desc': 'Right possible black ten. Base specific book former simply moment. Team material there already.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Clark', 'desc': 'Culture religious radio smile woman by. Structure lead gas apply see dinner one. His stuff bag surface.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dr. Christy Alvarez DVM', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Adams', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Morgan', 'desc': 'Professor green brother particularly foot former. Here strategy admit put your.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Peter Thomas', 'desc': 'Bad ok compare newspaper.\\nSouth reflect between table important. Seat up it of. Poor ability main watch huge receive.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Timothy Cole', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Petersen', 'desc': 'Easy reflect sound better Republican. Politics role year six power. In serious cut.\\nEmployee network often serious type report whose. Test deal on option poor impact.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Richard West', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rebecca Hill', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Adam King', 'desc': 'Health time guy fast inside oil give will. Leave anything choose sport above. Store speak industry who research wide.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'William Richardson', 'desc': 'Hot city hotel although. Shake answer number project hope everybody somebody.\\nAdult us attorney fly. None human challenge almost national Mrs last.\\nIndustry seven time pretty former toward many.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Darlene Jones MD', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michelle Lucas', 'desc': 'Peace they understand about else us difficult. Skin keep result dog single better you. Person organization thank citizen successful act study.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rebecca Moore', 'desc': 'Rather instead collection suggest appear participant. Resource size program. Letter real allow risk professor image.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lauren Hurley', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Peggy Shelton', 'desc': 'Political right detail resource born.\\nSort continue wind history statement. Risk entire tonight bring specific see activity. Discuss other side theory whole detail.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joseph Williamson', 'desc': 'Real eight part cup customer. During marriage game. Weight all research every dream avoid test.\\nProbably be message sound heavy. Stuff technology give audience. Professional really box movie.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Timothy Herman', 'desc': 'Team loss perform including necessary dog message. Stuff consider protect relate tend by author.\\nAhead trip meet opportunity along. In pressure material table during population.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anna Olson', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Darryl Wells', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Linda Jackson', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cynthia Davis', 'desc': 'Morning take east way tough most attorney sea. Item share data win government. Bank professional day star according board.\\nTop writer front court year. Firm clear message pull attention level first.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joshua Bell', 'desc': 'First hard current go hold expert rule. Prove total affect yeah. Would everybody there behavior nearly.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tommy Mcconnell', 'desc': 'Keep talk case partner rule they. Adult weight remember to raise skin describe eat.\\nKeep tax alone west.\\nRealize provide plant fish.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'William Thompson', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gloria Williams', 'desc': 'Base over young. Tv hospital lay create very lose.\\nLife sure across cost quite speech ever teacher. Fight gas night shake. Manage whether even star dinner. Room above toward decade.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shawn Mitchell', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Garrett Sullivan', 'desc': 'True real language center month way however.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dominique Gonzales', 'desc': 'Next visit current just network job. Them easy street. Peace grow perhaps only home serve near until.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Thomas Moore', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Diana Salas', 'desc': 'Take field feeling attention message experience. Last everybody dream society between. Language learn send.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Mckee', 'desc': 'Manage man week. Partner piece no. Impact thought summer.\\nForm behind trade price experience stand. Whole song if talk watch address.\\nAdd traditional later crime. Pressure by bit paper economy.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Victoria Carr', 'desc': 'They entire meet these without model get onto. Task point compare make media. Help Congress treatment itself into service. Issue down condition build education public.\\nWould she than pick life yeah.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erica Browning', 'desc': 'Middle general bar future across perform. Letter any film their beyond. Close often do whatever eat guess.\\nNone past age future. Society able lot go.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nathan Bennett', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Donna Johnson', 'desc': 'Mind share deal skin month growth bring. Value probably although because. Then tree maybe author. Mind born example finally.\\nFormer though believe prove you century.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Martinez', 'desc': 'Indeed weight maintain spring window believe. Expect step song use different note. I arrive director Mrs book sometimes. Cost consider ok nor amount.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Traci Murphy', 'desc': 'Easy several store democratic itself. Address new high oil could. Matter ahead whose born cause arm write.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jason Sweeney', 'desc': 'Generation happen laugh culture involve morning. High actually cell PM.\\nPoor truth size dark since health. Prove very born adult president. North power nothing want old.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Elizabeth Thompson', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelly Hernandez', 'desc': 'Near age course pull expert interesting. You middle ready minute inside score region. Letter current south two. Moment decision race because detail sure firm.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'William Williams', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nancy Robles', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Smith', 'desc': 'Stop serious general keep current. Level tax indicate note. Term drop event example fast use.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicole Burton', 'desc': 'Once a believe mother walk. Society by grow condition recently likely inside. Find scientist stop marriage do.\\nTreat law paper suddenly enjoy leave.\\nImage according western work I.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Marshall', 'desc': 'Itself two seem something owner. Difference toward information either character. End such ability professional city last arrive.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mary Rojas', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Linda Aguilar', 'desc': 'Upon difference travel write big lot. Tend clear camera kitchen. Public town all head data job.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jeffrey Jones', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erica Guzman', 'desc': 'Two whatever citizen remember. Action job wonder.\\nNorth pretty television. Form movement skin newspaper right economy security end.\\nRisk with perhaps. Order available brother.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Devin Hall', 'desc': 'Daughter him total chance happen. Beat daughter create move day. Kid list office collection social wind also. Event she often about study nice.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Marshall', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Emma Williams', 'desc': 'Run simple every impact every property young.\\nLast base at several. Challenge foreign continue war security. Congress red within probably side surface.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Matthew Johnston', 'desc': 'Recently series music mention benefit rate. Talk think reach fear prove.\\nHistory fund husband general everything mention. Yeah magazine performance effect then.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cheryl Harris', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mathew Mills', 'desc': 'Remain reach manager indeed middle effect measure. Along worry research specific size.\\nLearn yes necessary do student collection dream. Voice network hair however a stuff. Fast eye wall explain.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Toni Morris', 'desc': 'Water child task suffer fire. Thank attorney grow sign director.\\nIncluding bill check as international. Hard performance class car onto.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Timothy Smith', 'desc': 'Several to song second. Serious compare best issue something station visit.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brian Weeks', 'desc': 'Suddenly will site adult especially push fish. Step simple bed true spend explain. Cover do never.\\nEveryone feeling seem family. Family list bring Democrat yourself he health line.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jordan Perez', 'desc': 'Business feel only. Understand work accept television accept.\\nExpert natural guess study. Two anyone late candidate religious sure.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jesus Leon', 'desc': 'Oil stand place check. Six person coach claim.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Leon Goodman', 'desc': 'Heart cover PM stuff. Environmental various military game. Professor customer choice.\\nGovernment word magazine father. Customer security try thousand wait.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephanie Wilkerson', 'desc': 'Institution store near product. At down on become. Another push show beyond for heavy conference.\\nInterest sound hand bank. Clearly heart despite card difference. System magazine news against.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brian Smith', 'desc': 'Rate performance computer wide boy several situation. Section inside possible imagine development.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Heather Davis', 'desc': 'His college campaign everybody must expert whole another. Your sort feel hear.\\nRaise grow you computer protect second. Visit threat white after trade. Type live sure yet network seek.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tonya Chavez', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joseph Erickson', 'desc': 'Plant seek pick himself. Purpose process point. Reflect hundred always life.\\nCourse ok section situation red might. Like heart remain that about watch.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Rice', 'desc': 'Even newspaper strong box growth eat.\\nHowever natural radio season let character plant. Growth office behind per west.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bruce Robbins', 'desc': 'More I security notice decade. Reveal social professor data across exactly.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christine Hardy', 'desc': 'Town per road discuss. Left perhaps produce face policy. Where business stop guess.\\nAs sea six eye. More design news have military.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Melvin Kirby', 'desc': 'Central partner relate much black thus nature. Help financial attack serve can.\\nAround crime discussion around value fight will. Than analysis west government benefit. Fly capital carry hard woman.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Russell', 'desc': 'Bank clear better window film away money. Western range early almost. Find lot politics data.\\nTheory city try benefit again. House scene anything piece former ask section.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jeffrey Salas', 'desc': 'Executive room water. Civil several project represent American. Subject notice yet sometimes energy the reach loss.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Natalie Garner', 'desc': 'Attorney arrive partner open to leader. Sell it very well care full.\\nHealth west Democrat. Station station hit soldier art perhaps.\\nTravel seven soldier make. Billion weight return understand turn.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sergio Thompson Jr.', 'desc': 'Health wind movie clearly report. Look power decade. Usually special society respond defense yeah.\\nCause maybe simply group. Available success part argue others sense. Mrs in we how cover shake.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christine Barber', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jay Peters', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Jones', 'desc': 'Provide four rock tree represent why thought. Light southern picture get owner. Others future week themselves give deep occur.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tammy Clark', 'desc': 'Strategy chance always loss. News between range opportunity.\\nDiscuss same she however production actually. Economy trouble wear since.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erica Reynolds', 'desc': 'Mission thank attorney artist impact subject. Political be back way Republican care president. Sometimes window part house hear picture west. Lay get agency season data audience half.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Emily Aguilar', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lorraine Foster', 'desc': 'Others nothing purpose return night. Suffer five that resource information cost.\\nOil certain win bring trial cause. Near now feel field certainly return.\\nBetter team reduce two check drop.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'April Herrera', 'desc': 'Street audience member begin every hospital.\\nRepublican follow particular center food. Organization design realize. Act authority move part.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Haley Cardenas', 'desc': 'Tree measure these prove develop American.\\nBehind different save happen they young participant task. Former rock begin option but effort.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Angela Martinez', 'desc': 'Allow whether approach never year. Form one sell should bit century its such.\\nSuddenly environment assume lead ability economy leave. Animal which minute production media Mr.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Holly Vincent', 'desc': 'Record population data a behavior pull. Alone quality young young.\\nEach paper resource. View family prove green chair record war. Nearly their later. Room hot child environmental success compare.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'William Walker', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rhonda Clark', 'desc': 'Environment us weight weight yet table. Image meeting level available indicate seat.\\nVarious through up feeling everything. Offer car debate green nearly difference.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Robinson', 'desc': 'Road hand task involve decision certainly. Company agree special whose. Yet goal media.\\nAllow wear soldier yard.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Leah Barnes', 'desc': 'Dark individual each message customer dark letter. Buy democratic black figure radio compare. Level future action window among forget.\\nGood nature sure yard. Four current occur leg only national.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alexis Kelley', 'desc': 'Art call company heavy. Garden rock fly base ready music. Second help deep require point a someone.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ashley Bolton', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jocelyn Smith', 'desc': 'Present discover reach simple. Officer close have indeed energy.\\nRoad evidence wall seek. Option piece difference girl five.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Carla Tucker', 'desc': 'Happen choice stop of why. Three century memory management test.\\nCertain wonder such join. Agency bit history artist run store hear.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Justin Romero Jr.', 'desc': 'Speak record father how. List trouble commercial our customer walk huge.\\nRight line theory parent present consider child ten. Finally painting either themselves some.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dana Alvarez', 'desc': 'Remain discover now example nearly baby.\\nDinner condition test price feeling perform. Morning year cell. Similar hot society force usually.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Katrina Wood', 'desc': 'Either research particular southern surface major. Maybe road history item who develop get space. Agreement red piece letter easy size voice.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erika Bennett', 'desc': 'Lose more piece themselves large.\\nChair free Congress soldier thought together. Least our participant budget industry work protect. Near government without sound small.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Brown', 'desc': 'Claim fall provide well sound. Consider agreement ever fire.\\nWall suffer man positive. Arrive great three example true.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shannon Vincent', 'desc': 'Important organization however want religious energy. Daughter describe hold. Usually evening their number company.\\nAny shake common interview national nation senior always.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicole Buchanan', 'desc': 'Employee same minute although foot. Stop car oil.\\nAvailable pay environment ask red full. Push collection parent.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Susan Cook', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Courtney Neal', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jason Hernandez', 'desc': 'Big medical sort fall resource building.\\nThemselves three individual either beyond accept. Only pattern discuss manager whether course. Here tell up their hit rule travel.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephanie Rogers', 'desc': 'Success record about strong increase but.\\nTonight him run. Mind cause draw instead less cell thing scientist. Federal letter will prevent about security.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Eric Blake', 'desc': 'Share whole five perhaps. Participant process store compare name reveal. House no develop must north crime poor may.\\nOfficial work president piece. Less meet half pressure small.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joseph Perez', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gary Malone', 'desc': 'Fire upon others radio western. New indicate protect. Project close television record medical beautiful Mr.\\nStaff measure approach trouble. All occur catch glass democratic. Billion girl two.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brooke Smith', 'desc': 'Media authority section few agree behind still contain. Focus cover claim chance expect behavior. Mother able approach company end.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Laura Little', 'desc': 'Drop TV training seat accept. If matter over at stop relate. Born as husband what. Own important interesting look job.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jorge Beasley', 'desc': 'Consider last good fast economic check future. Food senior wear second head question likely size.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Julie Miller', 'desc': 'Fill feeling surface fact. Cause about often serve learn. He rock hear claim. Picture their trip today citizen fight beat.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ashley Joseph', 'desc': 'Whole window live. Spend this police lawyer. Inside fall state real.\\nItself today long lose. Me hour fish. But well young environment. Something worry word example building send.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Angela Mckay', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sonia Giles', 'desc': 'Range prove point. Capital buy company little. Course blue board car yet which everything.\\nTop any good. Sing thought girl soldier effect.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Scott', 'desc': 'Read between matter lawyer energy and suggest. Home car director single. Carry too hair conference read.\\nCase project hold style for low memory. Must sometimes weight.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Phillip Miller', 'desc': 'Instead western born site something. Possible which time many partner help including. Question economy information good evidence stop air talk.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anthony Miller', 'desc': 'Hand eye free bit meet.\\nDecision generation serious modern. White deep red black.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gregory Snyder', 'desc': 'To bill develop both what truth responsibility. Participant wear personal. Service force indeed management authority. Than its trial most.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Julian Arroyo', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paul Cook', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Chris Smith', 'desc': 'Feel what area. Somebody whom treatment. Check summer bag face by attack team.\\nProfessional month animal have. Teach lose thank war. Imagine price model administration.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Yvonne Key', 'desc': 'Assume risk concern fish should. Congress company hard drug TV crime student money. Paper indeed television.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bobby Peck', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dr. Patricia Hall', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Catherine Smith', 'desc': 'While point say real series involve. Whatever beautiful success my cup build. Eight door commercial cost account down.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Angel Jones', 'desc': 'Its dark she him whether ahead physical. Magazine source political.\\nLanguage fight issue especially compare thing. My imagine play never. Economy indicate father blood hour happy yeah.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ryan Smith', 'desc': 'Final heavy young customer there report their interview. Forward thousand school night top.\\nSuch effect Mr method security less. Its always follow participant mother space.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sherri Boyd', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jeremiah Murray', 'desc': 'Opportunity pass themselves firm. Meet chair owner herself campaign. Art fly defense from record fire. Property choose apply yes hard.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kimberly Owen', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Julie Brewer', 'desc': 'Laugh south ten start could area will. Statement ability Republican hour price today board join. True home behavior deep foot business.\\nGoal nor activity company. Painting lot the somebody.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Chad Allen', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Juan Lee', 'desc': 'Particular develop father news not local myself. Myself instead consumer concern determine report. Boy north issue election vote.\\nReal child student college follow exist weight. Amount answer cold.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mark Rich', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Curtis Jordan', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Emma Rodriguez', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kayla Sullivan', 'desc': 'Include purpose different ok everyone. Artist hope hand east learn.\\nImage visit interview image. But standard glass raise box. Call important whatever. Job reach represent interesting.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Raymond Acosta', 'desc': 'Author manage police respond. Agreement start bring stock vote. Because under success speech him.\\nLikely far lot war cup out mind. Go hope believe sport. Front instead apply yeah.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joshua Fisher', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shelia Barker', 'desc': 'Key carry sometimes receive concern whom. Shoulder seven grow theory both risk it improve. Even his leave respond rule summer.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Samuel Cannon', 'desc': 'Catch control hundred push network. Itself dinner purpose such such score. Day challenge house draw.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Travis Franklin', 'desc': 'Charge science factor current live. Morning degree section red that. Determine see loss world computer task.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Charles Mckinney', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amanda Zamora', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mary Liu', 'desc': 'Identify word wait early. Matter second president hundred voice.\\nGame again reduce clear tough with tend hard. Evening option specific feeling.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Vanessa Baker', 'desc': 'Generation best hard side medical candidate wife. Occur no beat south newspaper.\\nWord court create risk level. Could market hospital boy travel. Science similar like they media.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Daniel Lawson', 'desc': 'Or beat simple care miss section. Send need analysis despite whose.\\nOk quality difference answer night late. Somebody fall company eye. Past tonight language large like ago team.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Williams', 'desc': 'Huge whole take yourself throw and customer month. Which probably bank task young their join another.\\nLeast claim line list. Word defense national tough some guess. Instead perform type rock.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tyler Salinas', 'desc': 'Protect pressure firm child stock begin adult room. Clear join assume.\\nMake international heart director four relationship in piece. Energy now training safe. Anyone billion try travel.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Craig Williams', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jeffery Richards', 'desc': 'Environment population role born when compare. Picture company center enough field democratic series dog.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Daniel Jones', 'desc': 'Month girl reach wonder affect impact popular. Effort find image occur thousand they avoid. Phone tax here.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Megan Clark', 'desc': 'Perform there parent war ask others. Finally argue Mr production born bed. Need woman past involve according picture than.\\nDay seek resource outside.\\nHuge network say.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christy Martinez', 'desc': 'Charge western case. Job director adult. Style ground sort bill school low truth.\\nMind day sort name evidence bad establish. Record individual woman whole. Could away inside top.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rose Harrell', 'desc': 'Spend lawyer trouble run other education citizen. Strategy anyone rich policy dark finish lose. Help house soon alone. Realize trade let entire.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lori Garcia', 'desc': 'Remember fast executive. Toward radio loss travel may.\\nService know executive keep. Player sure tend somebody standard matter prevent they.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sandra Olson', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amanda Davidson', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rebecca Brown', 'desc': 'Box left speech low. Often good across marriage imagine take chance north. Each brother probably upon.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shannon Young', 'desc': 'Country class trouble north assume between include. Development on catch hot window. View bank during condition these party mission.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dwayne Webb', 'desc': 'Reveal accept issue mother. Third change fear tonight. Gas unit throughout best international forward nothing.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Cook', 'desc': 'New south feeling question. Five country author near example unit. Hot financial artist know my half.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Angelica Adams', 'desc': 'Traditional political hope enough condition people. Allow someone region behavior. Change color responsibility TV.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cheryl Bush', 'desc': 'Education success account go able. Fear drop close send woman. Party support possible fight north.\\nBut evening operation sell argue season. Although our image group.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephanie Martin', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christina Price', 'desc': 'Book most personal carry husband else. Realize away follow back prevent college. Radio today growth however rather yard green result.\\nMaybe little seem serve.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Justin Martinez', 'desc': 'Return month matter particularly player camera hotel. Wall stay six success occur animal fill.\\nCommunity interesting specific game decade edge fact. Business last difficult often off his firm.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Margaret Franklin', 'desc': 'You almost no partner final tree. Start president drop view especially. Finally enjoy event fall name.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Warren Shannon', 'desc': 'Explain daughter that religious quality life.\\nGlass at stand. Job specific consumer.\\nStudy perform light along sit home natural. Old thought society language reveal research.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jacqueline Arnold', 'desc': 'Itself agreement modern direction focus peace region. Billion become page red allow kind.\\nArrive moment pull. Item plan life require. Clear lead pay figure.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicholas Nelson', 'desc': 'Mother tell store. Become follow job according.\\nBegin result hold magazine lay successful although health. Structure power company ground occur.\\nState town college water its.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dana Lee', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Wesley Norman', 'desc': 'Personal trip social main wall term successful. Line different still agent Congress its grow.\\nShoulder bad low physical western within character. Stage fly minute yet. Maybe go after sometimes.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Barbara Rivas', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mr. Steven Collins MD', 'desc': 'Writer similar worry deep stuff coach hair. Important later sport such together collection blood.\\nRegion place two item up business. World Congress article by fire.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Theresa Gamble', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kevin Krueger', 'desc': 'Fear six plan serious quickly well them. Its effort last truth sort environment. Conference firm off sing former thing. Range light issue commercial center.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Deanna Harrington', 'desc': 'Attack statement begin care indicate it. Very car including attention pull.\\nBreak sit that among low the treatment. More movie much large develop.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Chan', 'desc': 'Expert career when treat not skill. Morning center continue environment five teach control.\\nSpecial human subject air full contain. Dream discussion serious specific certain with.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shelly Watson', 'desc': 'Main hold nation put method majority summer. Society gun financial case defense every hard check. Modern member would brother.\\nMother these by. Us level tax sister law apply economic.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tony Mills', 'desc': 'Of improve just son model. Citizen book already arm success arrive nation. Action high old tonight senior specific onto knowledge.\\nSide professional would their. Style song fly create born.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joshua Reid', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelly Roberts', 'desc': 'History consumer if magazine. Least difficult drop television remember garden travel include. Suddenly say support likely financial.\\nNext contain hundred night watch. Term speech risk.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christina Ramirez', 'desc': 'Prevent travel thing son believe look. Education physical enter theory firm.\\nRole itself send face environmental course trip. Result box analysis notice. Occur or action whom mention.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jesse Holmes', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cody Martin', 'desc': 'Important on situation fight already available us speak. You vote western impact defense travel exactly.\\nStudent four Democrat early yes people feel. Movie cell a amount hold station us.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joe Williams', 'desc': 'By loss have collection.\\nEnd measure suddenly nation parent stuff note. House event study.\\nWriter strong girl agree. Do thought here chance another everybody.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Wright', 'desc': 'His require country number. Firm event arrive various.\\nNew hotel against language face story before. Include yet summer fire movie may process effort.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Charles Richardson', 'desc': 'Everyone professional apply technology kind. Environmental partner worker. Offer effort firm music.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Casey Davis', 'desc': 'Coach man toward state response history hear. Detail point away state conference message affect system.\\nLeader end rate college believe. Down almost series music those. Because act former top return.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Davis', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Benjamin Jimenez', 'desc': 'Federal blue threat tax responsibility stay. Those our after never lot blood. Bar blood knowledge view statement.\\nThroughout prevent indeed reach evening. Live save executive still detail.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Smith', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Wendy Stephenson', 'desc': 'Company never tell cold adult can citizen. Thus without must game save bill.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Thomas Strong', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Taylor Hawkins', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sharon Blair', 'desc': 'Point pattern once trade our total including. While former once offer every join. Assume whose anyone yard try visit product mention.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shelley Morales', 'desc': 'Suddenly economy sing fine. Be fear pattern. Head student onto expect deep staff recent.\\nVery site officer. Especially learn rock activity. News environmental clearly.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Jones', 'desc': 'Four five order democratic your onto option green. Manage board else major program again. Throughout participant happy church throughout.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dr. Jeremy Jackson', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicholas Mendoza', 'desc': 'Treatment reason none forget student space. Population population process leader. Condition more challenge share environmental meeting operation.\\nRecord report born at.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Greene', 'desc': 'Simply news third church attention nearly executive material. List mind apply scene. Kind case father material risk.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Daniel Mills', 'desc': 'Step already result property tell fact. Budget down above company tree scientist protect.\\nInvestment wear doctor leg staff bag list. Draw decision where character if off.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'William Silva', 'desc': 'Future bar realize service bag watch. See pass recent enjoy.\\nBaby yet black song garden land remember involve. Never important company position land they source.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Cox', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Lewis', 'desc': 'Stock hold budget cause. Station management however together consider up. Leg phone design action. Address personal degree which sit right important.\\nEvening know hand produce more let big material.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mrs. Natalie Stark', 'desc': 'Republican more defense student notice unit each. Third something major window. Manage camera plant popular reason.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Richard Willis', 'desc': 'Start training interesting PM drug.\\nTraditional instead happen security word suddenly. Black beat go lay simply.\\nCrime town address material such common machine. Simply news particular stay easy.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ian Jones', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'April Fisher', 'desc': 'Family present impact. Pattern they middle visit radio.\\nEvidence program drug employee act study. Box support we speak local argue fire score.\\nEven figure TV market. Room old the but state crime.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Katelyn Carrillo', 'desc': 'As new just life realize nation sea likely. Book force standard.\\nBudget billion become fact resource recent those. Military watch too. Range art music fire yeah.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tammy Johnson', 'desc': 'Board spend movie.\\nShort clearly west. Hold leave report car loss ready same.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Megan Lee', 'desc': 'Seven prepare arrive somebody such. Worker job school thousand herself concern.\\nThree glass memory school. Source common call board miss military evidence hot.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jared Clark', 'desc': 'Allow accept participant young speak hear. Property scientist lawyer season. Environment no attack anyone dream dream last.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Taylor', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Connie Clarke', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cheryl Gross', 'desc': 'Some then physical through painting each. Class face may generation husband outside. Many only data others war. Born full way.\\nQuality where mention. Within real special face likely.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nancy Downs', 'desc': 'Risk forward some make also. Successful meeting close difficult technology.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Aguilar', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shane Moore', 'desc': 'Less current everybody exist. Sort deal admit staff risk.\\nCatch little have between candidate. Yourself probably both get fill ready.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephanie Simpson', 'desc': 'Either high sort student body stock top. Authority two suffer on else. Either attack politics notice.\\nConsumer step up stand note set young. Go room pay fine.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ricardo Campos', 'desc': 'Themselves process very collection. Agreement respond lay and after need. Finish stock travel.\\nRead dog blue both she finish message realize. Left water health tell cut power.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joanne Morton', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Deborah Carroll', 'desc': 'Attention media issue inside community value. Fine improve study data garden contain.\\nThird billion garden prepare claim window. Nearly view long party peace save system.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jordan Ross', 'desc': 'Blue population rise material pretty buy. Pattern among person business. Organization sense water middle.\\nSmile leader return hospital main. Green hold growth significant thus.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jerry Sullivan', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mr. Kenneth Gates', 'desc': 'Evidence bar former member win. Against contain control world spring clear.\\nWhom treatment hotel possible their. Country police parent clear.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Briana Cruz', 'desc': 'West world bring Democrat. Director eye area finish free stay. Us four other.\\nOnly brother weight three enough. Wear life so blue management all exist section. Rate idea window.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Johnson', 'desc': 'For science relationship.\\nSituation good soon TV senior or. Husband summer pressure doctor.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mia Robertson', 'desc': 'Or ask image lead successful everything. Pm close economy affect environment social.\\nSay behavior kitchen brother. Hit wall culture room.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kevin Andrews', 'desc': 'Be environmental leave believe week get. Agent someone television career see foot. Subject deep animal data be ball.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patricia Brock', 'desc': 'Century here seat sure baby coach step fact. Send possible education along wall event money.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Williams', 'desc': 'Manage teach before city step conference girl. Check away guess growth decide authority. Eight plant fact music.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephen Carter', 'desc': 'They group however from drug let. Its indicate decision city one official.\\nBuilding feeling help company hair hold clear. Both arm more information.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tamara Martin', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jacqueline Keller', 'desc': 'Significant than three. Cost plan modern oil above choice voice white. Value world several watch. Present want you performance response.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kathy Castillo', 'desc': 'Assume class two late identify growth probably. Popular before together event clearly hospital pattern. Worker alone set even agree.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Margaret Snow', 'desc': 'Compare reach friend probably both little. Old hundred east fact. Bring here education.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patricia Mendoza', 'desc': 'Contain here perhaps since wish lay. Million enter water body. To back lay any possible amount focus. Side senior realize.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Aaron Wyatt', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mrs. Robin Jackson', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Berger', 'desc': 'Investment sense either up.\\nSea hot be focus fact organization. Left like let police base rate thank data. See fall provide happy remember poor total.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Derrick Garcia DDS', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Katrina Martinez', 'desc': 'Get college total concern ago through. House policy recent girl number catch.\\nAlthough get seem peace car bank camera. Later them score community beat medical.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Hailey Rodriguez', 'desc': 'Anything sense current really sound cover. Young message health break up magazine. Top house without dream during direction indicate keep.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Cole', 'desc': 'Guess baby fire onto Republican. Dog ten stay speech.\\nExpert result explain spring. Above state Congress number they whom general president.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jasmine Curtis', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Karen Wilson', 'desc': 'Speak quite good consumer week him reason. Forget force read life however information. Career admit my mind fly.\\nInternational build school Mr teach author. In executive consider structure kid.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brandon White', 'desc': 'Way learn analysis front travel human media issue. Clear address night paper score visit.\\nForget sell through happy production hear. Since true assume hope.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alexis James', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Felicia Decker', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Aaron Long', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ashley Lewis', 'desc': 'Heavy challenge out right. Out ball keep wonder deal art agent.\\nMedical join tell know. State all fear. Car high city a trade rise art.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Debra Williams', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Charlotte Rasmussen', 'desc': 'This throw shake hard pressure. Professor Democrat pull everyone. Everything although view end chance. Data happy item treat.\\nVote present skill. Also find from follow.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gina Vaughn', 'desc': 'Respond well ten man senior. Congress detail school Democrat.\\nFew loss share rest strong. Item best will government door data fund.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Carol Harris', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Haley Allen DDS', 'desc': 'Your create against agreement. Bank teach wrong thing media tough usually town. However cell believe report recently heart.\\nDown sell off. Relationship article happy. Reduce fire second from.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrea Mcclain', 'desc': 'Western we challenge recently gun will dream artist.\\nSing key set interview central. Plant between way under near. Just do claim public professional amount Republican.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Malik Williams', 'desc': 'Point seem couple. Outside thought field southern at country sign.\\nBeautiful everything need member conference budget realize. According party morning follow rich follow.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicole Perez', 'desc': 'Mission meet wide. Decade would send treat degree.\\nSuffer bill similar value machine do play. They million poor include.\\nCentral become and. Short worry reality art. Gas today share I receive bad.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Desiree Guzman DVM', 'desc': 'Religious history style art country. Tend worker put sing too.\\nCertain pattern bag total join bed. Suggest card successful thus.\\nLater way trade interest before glass. Say treat watch film other Mr.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Natalie Meadows', 'desc': 'Some world take truth. Beyond responsibility leader example someone major. Night role social we unit author attack.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Carl Hansen', 'desc': 'Spring American apply similar very should. Today claim own show country. Rate however event inside value machine.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Randy Moses', 'desc': 'Always prevent war power you politics onto. Head nor wall American floor note.\\nSeem activity heavy chance.\\nElse capital a military without coach imagine. Safe decision center.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Vanessa Williams', 'desc': 'Talk behavior key result describe international training. Help huge recent political sister. Recently pull through time range.\\nArt road TV result collection. Both yes let doctor.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joseph Hardy', 'desc': 'Act improve act. Soon bad above trouble involve whom choose.\\nHalf black a again compare skin.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ruben Cowan', 'desc': 'Minute need poor. Wide part stuff data relate.\\nArea condition how. Husband road who official others.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shane Ward', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amanda Ramirez', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Curtis Moore', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrea Ward', 'desc': 'Trouble carry development something draw simply part. Technology throughout traditional window career forget usually. Teach player debate face their spring between.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michelle Mccormick', 'desc': 'Increase performance history agreement focus lawyer garden. Value up risk base no management century. Child maybe mention term term.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Theresa Owens', 'desc': 'Forward foot year production. Include their hit with culture yet alone probably.\\nTreat of others article believe food space. Phone research cup budget.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Casey Lee', 'desc': 'Skin certain book subject. Day set moment sense care we station.\\nExplain its white early. Be he feel our.\\nSuccess majority you. Foot quickly very. Bad police tell such tax might southern power.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Donna Marsh', 'desc': 'Team prove such team. Mrs skin American method large decide nice.\\nRise win left set guy so trip card. Pull heart book end such two speech.\\nChoose despite three behavior ago base explain.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Henry Snyder', 'desc': 'Suggest single simply teach man need.\\nCompany impact why recognize. Clear miss discuss. Large well style little.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Janice Baker', 'desc': 'Painting meet red some region. Magazine find surface this.\\nSee every probably be nearly project. Away expect better mean reflect just.\\nCertainly run push skin.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Melanie Parrish', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Malik Mclaughlin', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicholas Alexander', 'desc': 'Room try natural.\\nCharge should company order eat. Prove offer water play. Rest listen who history young.\\nDetermine gas lead pay source history. Brother partner space few of blood.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Logan Henderson', 'desc': 'Attorney partner commercial picture amount level. Remember provide discussion operation story head.\\nWhy now minute. Husband these record scene.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Foster', 'desc': 'Son agent admit try stuff imagine. Prepare character degree area.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dr. Matthew Mosley DVM', 'desc': 'House may scene administration. Report shake our story group case cause.\\nIdea if home customer. Town ever offer should. Worker mother cost happy perhaps goal Mr close.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Taylor Patel', 'desc': 'Ball quality state hundred current his natural. Strong art investment himself agreement to. Tell south activity. Health majority manage represent data bar trip.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mrs. Linda Black', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Kemp', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ronald Fernandez', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Pennington', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Marie Shaffer PhD', 'desc': 'Understand light beat involve its. Consumer rich space always season. Family two scientist house some analysis.\\nSingle born across tonight race.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Keith Cole', 'desc': 'Shake someone figure sign goal past. Attack various foot receive many pick. Leader something necessary act.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lisa Guerra', 'desc': 'Some per wife off conference look nice. South action attack high great grow. Tonight letter base ten. Company always sure suggest responsibility family.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Phillip Brown', 'desc': 'School market model analysis. Make say throw think human few cold. Ask although place whether.\\nNetwork politics past energy. Political physical ahead set safe despite reason.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shannon Morgan', 'desc': 'Effort knowledge official agent across himself way. Trial cause must police. Win voice laugh read able the.\\nPlant class charge threat skin never.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Margaret Wood', 'desc': 'Strong magazine knowledge style. Return actually argue nature technology mention surface.\\nSite instead indicate foot your. People travel more page sing. Life investment truth town when like would.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rachel Krueger', 'desc': 'Under road artist include theory ability discuss. Month road order personal yes role become.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Donna Mitchell', 'desc': 'Miss book minute threat. Painting difference decide wall not character crime. National charge body knowledge stand garden relate focus. Environmental understand term policy big morning condition.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Snow', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tamara Hall', 'desc': 'Mention network usually. Inside decade next hold cup community give.\\nReally team race young consumer interesting property. Reflect together court plant member eat growth activity.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Anderson', 'desc': 'Figure land see important enough build senior. Probably writer a.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sheri Mcdaniel', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Samuel Kim', 'desc': 'Radio exist military wind fire natural at. About each necessary memory enter do agreement.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Juan Medina', 'desc': 'Wish rich mission financial. Certainly state citizen admit make campaign foot. Laugh third show prove take.\\nTough Congress hand require. Politics culture wife open station popular interview.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Derek Valdez', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mark Alexander', 'desc': 'Plant contain debate outside. Bar eat hope season policy charge. Full ready without thousand generation.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Eric Price', 'desc': 'Before including appear short across such.\\nShow analysis take pretty pressure form fly.\\nPolitical fish very store friend decide part series. Why their stage bill smile.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Natalie Snyder', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Lawrence', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Phillip Baxter', 'desc': 'Moment positive lose shoulder away. Necessary physical bill hair family. Blue live brother according before maybe may one.\\nHim offer nor one. Night us firm election skin.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Hernandez', 'desc': 'Gas would now deep also economic history hard. Someone early at. Everything manage sign remember.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Charles Myers', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brittany Estrada', 'desc': 'Who onto three mouth serious card. Situation past doctor able ok continue those.\\nTraditional speech occur phone day. Great build huge ask owner apply production.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Harris', 'desc': 'Morning nothing probably.\\nGlass citizen American step market fight sense director. Building help yourself study score. Sport nation grow section spring.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephanie Rose', 'desc': 'Soldier age step. Really modern wear themselves peace interesting break.\\nStory quality imagine science party. Arrive carry physical effort own to race. Billion television mission.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Haley Edwards', 'desc': 'Scientist same attack already. Voice job foreign decision company smile. Whom will executive culture win book.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brittany Contreras', 'desc': 'Break catch live trouble hold perform floor. Benefit college environmental try eight.\\nNothing expert glass country whether man. On evidence consumer draw step draw pass. Fight soon list see.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Hale', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Clifford Foster', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Chad Bolton', 'desc': 'The necessary these. Check painting fire prepare day town fall send. Into once their seven ever season.\\nProduce north book be go whose back. Describe law national rich arrive mean bill.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bethany Pearson', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cindy Fletcher', 'desc': 'Consumer big state training establish its. Marriage rich us discussion surface a task. Carry white cause cultural too memory space energy. Method music young eat wish.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Jensen', 'desc': 'Increase accept thing play thus two. Determine admit age do professor movie. House culture agreement impact. Oil personal wonder site herself conference another down.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Terry Turner', 'desc': 'Best recently other three. Whom current provide try reach real.\\nTell standard street let full room time.\\nMillion this back feel camera why up. International decide my check dog able member.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Vanessa Smith', 'desc': 'Central right best mission four guess little. Probably Mrs hard approach.\\nInterest especially interview share into service. Base yet chair particular ten mean.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sheila Moore', 'desc': 'Number exist fill make employee though. Cultural seven career simple partner discuss company. Collection player keep ok Mr either.\\nCan analysis stop investment. May whose source.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Valerie Walters', 'desc': 'Second four red letter. Foreign modern until place themselves now image. City daughter suggest movie.\\nClass much work section let capital space.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patrick Edwards', 'desc': 'Around shake yard involve. Necessary name open decision small.\\nCold blue idea yourself. Thought right couple term.\\nInclude again fact worker.\\nHere writer discover energy account.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Cooper', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Justin Wagner DVM', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'William Myers', 'desc': 'Look nor partner hour. Speech future garden Mr thus significant common. Floor no stuff statement father easy.\\nMarket any mouth poor offer reveal opportunity PM.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kenneth Carlson', 'desc': 'Ask guess suggest necessary its real but no. Including window see.\\nReduce who tree relationship. Population big among wind great professor. Carry degree authority risk.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kyle Mason', 'desc': 'Section determine campaign piece course shake. Impact drive during side doctor drop drive. List last training threat since pass. Far record trouble environment.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Daniel Baker', 'desc': 'Top who reason themselves yes. Choose husband speech student. Wait start image.\\nSomething newspaper be certainly age among heart. Probably billion seek attack.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Charles Malone', 'desc': 'Collection first approach range.\\nMemory system risk despite product story. Ever their region return play receive chance when. Event drug poor.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Melissa Brown', 'desc': 'Music soldier crime skill protect its moment. Service early weight suggest design.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shawn Lang', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Vanessa Carroll', 'desc': 'To leave hit measure challenge list industry. Population class turn while play network.\\nYear in property main say bring. National win customer.\\nResource offer sit evening.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Heather May', 'desc': 'Baby its finally alone baby these key. Do seem direction statement answer travel before cost. Tv research nearly.\\nWhen money hospital smile such. Model nothing from hospital.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Scott Young', 'desc': 'Product hospital where forget red trip build. Do kitchen do ask number thousand bill as. Degree measure person.\\nSite teach life economy less new. What piece life drop to job.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Scott', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Lawson', 'desc': 'Leave show statement mouth. Anyone wind wide performance parent herself.\\nYourself trade case right me later main put. Black listen especially south much.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Cuevas', 'desc': 'Most book address protect. Risk pull news population citizen deal.\\nSeem final he once well cover particular you. Direction audience cell animal.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Curtis Green', 'desc': 'Big much stop herself this. Its claim state by history perhaps. Establish training table.\\nForce speech according again western activity. Finish collection big draw carry you.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Allen', 'desc': 'Skill heavy game detail resource face. Short fine join specific bill. Car under anything late drug happy fill season.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Evelyn Riley', 'desc': 'Personal attack check commercial vote must run. Pass which test sort. Western me amount throw.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ernest Brown', 'desc': 'Evidence power model under into. Her huge partner bank officer when tax.\\nMust speak until dinner begin. Visit necessary page here use author discussion.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Daniel Brennan', 'desc': 'Often she environment agent your suddenly artist. Be later technology machine truth bit evening.\\nSource former style throw pressure arm.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Daniel Kelly', 'desc': 'Fear work away technology. Its thousand happen main. Certainly station system assume best approach country.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cynthia Cruz', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patricia Cochran', 'desc': 'Adult per power arm power miss. Pattern wall throughout win art statement.\\nRather who popular recent include often however. Human also page idea. Allow subject agency floor the perhaps develop.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erica Bennett', 'desc': 'Small laugh end point seek compare husband. Democrat seem focus natural.\\nMarket the international commercial thus. Think marriage sure act baby.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kathryn Dunn', 'desc': 'Open final although. Church of rock across. Rich establish check feeling maybe.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Daniel Lopez', 'desc': 'Continue pull affect fill to. Father still organization evening return magazine technology.\\nPlay necessary crime mind choice significant. About seat win. Man window maybe develop away.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Angela White', 'desc': 'Shoulder development age mouth attorney force. Civil new couple push. Recent stop daughter when manage.\\nPass enough remember house example.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alan Sweeney', 'desc': 'Threat remember attention exactly. Cold training own pretty.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dustin Burton', 'desc': 'Decade school beat money. Example past state become enjoy. Road quite learn teach rich.\\nClear my civil risk them myself. Drive structure method step.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gregory West', 'desc': 'Development thus catch social hold economy it.\\nGrow protect pay guy movement.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brittany Hall', 'desc': 'Or win no response black sing listen ago. Stage sing local decade arm also recognize.\\nDemocratic have continue example point material can. Task fear right ever range build both.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Marc Smith', 'desc': 'It finish state last no kitchen. Road project degree miss. Arm until matter security no she everyone.\\nSpring government your decision. Deep still front foot.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stacy Hoffman', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Alexander', 'desc': 'Near cup year alone away will. Quickly guess beat. Expect dog early. Act knowledge need laugh person help character them.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tammy Reed DVM', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Sandoval', 'desc': 'Itself report position environment Republican crime. Moment fire improve let.\\nInclude suggest since item soldier. Pick power major knowledge here letter imagine blood.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Peterson', 'desc': 'Catch market home former late staff could. Group employee life election.\\nWill item rest size identify exactly. Season significant success suffer social.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Matthew Coleman', 'desc': 'Create share no surface.\\nWater nation bed type. American month then compare we before.\\nNothing really point forget population north. Rich network strategy fight interesting card.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alex Freeman', 'desc': 'Season organization space star. Wide summer five good. Term hotel money maybe relate family exactly.\\nEducation history part painting new. Own newspaper within town shoulder tree.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Richardson', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Yu', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Wanda Cole', 'desc': 'Than continue break tax. Doctor tree value continue answer. Final increase social so contain poor. Past interview century experience yes cover.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Samantha Young', 'desc': 'Identify bag occur four could catch foreign. Enough effect me drive. Tough education decide Republican.\\nOccur spring watch put. Development camera important Congress anyone data. A the cell buy.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brian Roberts', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christina Jensen', 'desc': 'Simple material many if her about book military. Central meet resource research.\\nHalf which get author these instead. Build reduce else build beautiful. Never million green.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Adams', 'desc': 'Pretty part ok soldier place item. Woman human research Mr particular discuss class. Subject ground brother bar.\\nMember ground another data executive. Nearly tonight relationship executive into.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Harvey', 'desc': 'Ever white especially happy consumer beyond present. Themselves rather produce. Research evidence accept magazine. Particular understand production ability office address.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Schmidt', 'desc': 'Answer value guess. Nature other gun service baby picture Democrat girl.\\nAny economic with street book truth south. Find kind option meet free wait. Financial president great.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Juan Henson', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Grace Jones', 'desc': 'Author contain class allow structure during cultural. Difference beautiful half. Easy total product offer specific garden.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Traci Wilson', 'desc': 'Trade high if call. World direction meeting thus expert raise life.\\nRelate fill stage. Oil under visit while. Seem green skin to say.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kristin Abbott', 'desc': 'Finally change page customer. Thought hear finally exactly present relationship. Write large television history together figure.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Eric Hebert', 'desc': 'Wife alone possible figure camera activity. Work suddenly describe similar form.\\nHead meeting though. Well citizen tax subject during. Model action top compare seem author participant.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Diana Myers', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Hays', 'desc': 'Democrat second himself sense much analysis. Owner situation wrong support paper including.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jeffrey May', 'desc': 'Mission customer perform. Ability buy task purpose. Suggest theory people effort business Congress space.\\nEarly when last conference. Now others maintain defense.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ryan Ball', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Richard Foster Jr.', 'desc': 'Picture rather them affect consider while. Feel almost room one hour them.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Juan Hanson', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Heather Grant', 'desc': 'From practice shake effort window blue. Past thought great arm company me admit. Could including professor region point rich simply. That picture really president.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Hodges', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kevin Valdez', 'desc': 'Why enough level support word dream. Develop school product no single marriage.\\nOf yet draw. Stage role century view event.\\nConference remain hotel myself.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Julia Thompson', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Thomas Huang', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rebecca Bullock MD', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michelle Smith', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anthony Massey', 'desc': 'Especially to religious building adult interview population. Education music allow war my happen else. Bed program bit many.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jimmy Vasquez', 'desc': 'Physical likely before wind public method. Last several hot discussion determine management.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mrs. Laura Stevens', 'desc': 'Education whatever understand. Stop decide part herself company conference music employee.\\nPartner single enter everything myself. Each enough decade executive season. Short go join green cultural.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Elizabeth Goodman', 'desc': 'Stock letter theory challenge table in during. Really each guy theory specific production.\\nDirector paper probably fall. Let student whose particularly dark later but.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mary Kelly', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christy Boyd', 'desc': 'Population hour example modern. Individual point scene specific attorney remember. Score hair so claim base almost.\\nFood him away response vote. Campaign place clearly price. Gun plan past watch.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Charlene Roth', 'desc': 'Door author onto discover then. Human force action significant throw consider trip wear. Protect let future with. I world west surface student understand.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Emily Fisher', 'desc': 'She economy part only front. Available red white. Social state cost party.\\nYard total modern when again nice attorney. Spend the today oil. Agency authority natural successful.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Pamela Powell', 'desc': 'Side key already expect your best. Wrong develop kitchen month statement high.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sabrina Hughes', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Phillips', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephanie King', 'desc': 'Painting hear oil account several. Successful north physical wrong rock green.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Karen Clark', 'desc': 'Step industry like than. Participant defense wide authority feeling if throw pattern.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicholas Aguirre', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Megan Galvan', 'desc': 'Among rest all his. Practice continue economy product shake new.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Angela Butler', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Holly Bauer', 'desc': 'Send sing off you maybe. Three race money trial ask director. Conference nature professor half. Activity scene sign.\\nConsumer nation take add. Strong expect speech movement hit.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brandi Spencer', 'desc': 'Everything I participant central. Finish discuss benefit.\\nDifficult leave painting people. Turn discover imagine bag.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anthony Smith', 'desc': 'Law lose glass girl Mrs authority by. All statement need inside light moment.\\nHand onto reveal decision person attention throughout. Meeting region chair production occur.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Benjamin Barton', 'desc': 'Consider former set. Box change where front author adult environmental.\\nBit they listen goal itself bring. They pattern personal wall memory writer what.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Kelley', 'desc': 'Score example everyone must president west. Natural best modern event of growth building.\\nFact arrive fact land unit those. Teach lead watch side happen receive turn.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Olson', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tanya Humphrey', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Williams', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kenneth Moore', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jill Jones', 'desc': 'Else feel product painting.\\nTry major television yeah. Meet bed bar list.\\nFly agent table stuff believe they. Else most idea simple. Simple paper purpose daughter talk sign.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Angela Collier', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christine Stephens', 'desc': 'When area stage individual western.\\nPattern contain top create second. Goal drop smile become. Knowledge child then study during state become.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Macias', 'desc': 'Sure anyone Democrat company. Court establish policy treat.\\nRemain white garden professional federal put. Door about performance spring.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kristina Mahoney', 'desc': 'Page school building stop rule always. Sound still just detail every police turn. Sing fall case.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Kelly', 'desc': 'Drug scene management address unit already actually speech. Son item money head into just. Partner my challenge.\\nLook growth hour city let. Conference attention themselves citizen.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Micheal Campbell', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Drew Hess', 'desc': 'Street after civil when decade. Throw before company like.\\nMillion week start board ahead. Reach the actually.\\nNecessary use woman sing crime per your kitchen. Treat effort charge all.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Karen Jackson', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Davis', 'desc': 'Guess despite firm former school whether grow. Car key little data really.\\nPublic real someone dark thank whatever forward.\\nFire plan with look attack theory effect. Garden scene pattern marriage.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lauren Young', 'desc': 'Dark meeting various let impact. Thus direction place learn end others. Answer begin fine say wind three.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tony Richardson', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dawn Gray', 'desc': 'American drive almost recently learn miss. Station important myself. General fall cover fund firm.\\nFirst whose protect rather force upon author realize.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cassandra English', 'desc': 'Environmental simple know goal.\\nCenter choice themselves information would close professional. Perform weight personal time fast. Way assume gas control together.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Susan Williams', 'desc': 'Response represent allow. Today save none sound approach woman.\\nTeam offer million personal for authority.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Smith', 'desc': 'Stuff base strategy gun. Skin age million above past growth charge. Senior chair career job specific short travel. Always health else ready citizen.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Denise Johnson', 'desc': 'Employee require business unit body. Standard sea risk others also.\\nIdentify political serve senior game lose. Move standard head down magazine line else. However probably state exist color real.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dawn Anderson', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ashley Petersen', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erik Carr', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lisa Austin', 'desc': 'Tough prove physical which but with theory. Field organization real. Ball stay kid campaign past.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Reyes', 'desc': 'Base itself personal science indeed energy also. Sea affect loss. Wrong sound young level stand front.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Katrina Richards MD', 'desc': 'Finally scientist talk report. Account nation say benefit language improve green. Almost room wide until.\\nTravel ball position pick point her white.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Steven Mitchell', 'desc': 'Set husband here. Probably majority mouth rock they. Soldier cause member performance write rich team.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Maria Maldonado', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bethany Pitts', 'desc': 'Hit its tough occur term. Good station arm if.\\nContinue reduce as final almost too.\\nSimple land discussion financial we surface simple effect. Around later wonder ok enough radio after.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Timothy Ramos', 'desc': 'Table buy pressure. Arm five heart industry professional able improve.\\nToward two pick major position six. Even force act fast. General last husband somebody international week we lose.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paul Wade', 'desc': 'Class glass remain similar style probably already company. Model sport air board station behavior. Degree find would point interview. Trial task agree protect firm treatment long simple.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Troy Jones', 'desc': 'Couple class as benefit book. Event piece wish figure for building fly. Purpose off travel exactly around.\\nCourse feeling number. Question decision individual bad see relationship election central.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erik Jones', 'desc': 'Mother suggest until hold current drug. Task recent including size main. Ground southern realize protect simply. Part next attack.\\nVisit drop receive own. Final everything when.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sabrina Austin', 'desc': 'Doctor trial make process magazine fall explain. Cold make detail prepare.\\nProve seek religious fund air. Your probably bar. Board report house.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ryan Morgan', 'desc': 'Land son firm its head rather meeting. News attention you prevent record see.\\nFace deep produce figure food market list dinner. Civil mind college process quite style his into.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rebecca Nixon', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelly Mason', 'desc': 'Become cell last future mean who however. What operation five event structure magazine until.\\nDevelop middle clear against specific. Pressure want will partner necessary which hear when.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ashley Parks', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Hayley Wheeler', 'desc': 'Report concern recognize receive national might. Language thought individual natural. Avoid movie television individual.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alexander Murphy', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tracy Decker', 'desc': 'Energy out bad pattern. Note threat information station view which foot occur. Meeting spring drop impact give.\\nAll how sound land. Cause start trip business.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Pamela Sullivan', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Molly White DDS', 'desc': 'Major bring now. Attention or allow on though. Per next activity power bad environmental thing ago.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alexander Smith', 'desc': 'Very film today red example later who. Those find instead suggest.\\nWish south election president resource. Girl idea word why page. Reduce contain group such together research.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Palmer', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Vanessa Flores', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Laura Smith', 'desc': 'Military travel structure card. Identify father marriage their.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Carolyn Rodriguez', 'desc': 'Be skill because important trip.\\nBox fall hour house. Around as security real single management fact fight. Difference generation lot draw woman identify PM.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joseph Martin', 'desc': 'Miss air from much ever third necessary. Station form at fact single statement day. Include who modern.\\nQuestion adult certainly image base wonder candidate. Exactly model final step.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Evelyn Perkins', 'desc': 'Child available put must store represent still.\\nFinal behavior right. Day lose away along sell agree beat without. Such down network present order special.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Katie Lopez', 'desc': 'He nice American know agent step. Past job here suffer southern.\\nTown child pattern democratic human game instead. Soldier artist serious like. Point indicate issue study television particular test.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nichole Patrick', 'desc': 'Discover place question but. Remember personal station majority early alone different. Far spring tree parent.\\nWalk total buy price fund recently.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelli Tran', 'desc': 'Protect fly road focus hair. Them church from. Concern reason east professor.\\nMother tree study only. Factor better young between night worry address nice. Ever thank ago into movie suddenly.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mary Barrett', 'desc': 'Knowledge everyone budget most sign wide minute. With piece produce pay account whose agreement cup.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Victoria Miller', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Brown', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Krystal Spears', 'desc': 'Real training science hear. Seem near cause wall possible deep everything carry. Baby maybe use her hot. Agent whom billion something.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Thomas Griffin', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kevin Decker', 'desc': 'Skill social forward friend. Experience look training discover. Establish occur traditional place easy. Wide team several speech admit.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Mills', 'desc': 'What something probably deep artist kitchen. Stop gun traditional clear final specific law. Common ahead view crime lawyer each local.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Theodore Salas', 'desc': 'True run forget race check bank. Product store special situation. Feeling available officer by adult customer citizen.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patricia Clark', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Teresa Garcia', 'desc': 'While wrong message course think cup hotel.\\nOnly ago life drive. Hour material final service face box throw.\\nPass you generation. Myself write along western general it.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicole Jacobson', 'desc': 'Design TV almost economic. Heart determine form action far. Traditional become debate.\\nMove stand current policy nor rise husband possible. Amount throughout attorney we nation reflect.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Matthew Johnson', 'desc': 'Race that yet wear each dark ten.\\nStation money whatever range manage couple among. Sister one example health that. Direction soldier investment manager situation.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tina Porter', 'desc': 'Really report mind throughout face he but. Dark although true thing. Both me behind everything owner exist.\\nIssue skill low. Best talk place.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ronald King', 'desc': 'Bag lose election here door particularly. Whether rule war argue nature.\\nCover major article trial get. Person talk look perform happy peace.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cody Mcclure', 'desc': 'Season food model. Property Mr audience choice treat total around when. Treatment true question.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kenneth Perez', 'desc': 'Support world certain phone father material purpose top. Customer even staff human.\\nTotal impact as push. Third audience piece share social. Choose new guy whose.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Julia Townsend', 'desc': 'Practice help general building direction particular modern join. To party rate its while eye to say. Meet deep choice significant writer apply under pass.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shannon Golden', 'desc': 'Either expect western follow matter fall allow. Many difference box follow. Tough catch administration not happen staff occur house.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bruce Hansen', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jeanette Rogers', 'desc': 'Agent rich nice bad oil general box. Hospital poor personal direction however maybe.\\nSpecial base why pick difficult machine. Tend listen outside situation act everyone market.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amanda Lee', 'desc': 'Anyone yard account week activity. Ever employee gas bill cold. Reduce manage product worker. Baby relationship support special.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gerald Day', 'desc': 'Trial business middle media event conference together hand. Role security mother spring east. Crime collection best cultural.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Teresa Hoover', 'desc': 'History few expect bag activity. Answer behind reflect section.\\nPeace hand travel where. Interesting dream improve case deal whole.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erin Khan', 'desc': 'Front thing college when camera. Magazine open production likely take article. Marriage official first information major near trial.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Betty Palmer', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ann King', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Casey Cervantes', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Valerie Cantu', 'desc': 'Current pass issue daughter human member event. Its box relationship share environment recently attack.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Matthew Giles', 'desc': 'People deep week right store down cold pick. Necessary impact bad part hospital rich upon discuss.\\nDifference customer draw too can key southern. Idea anything must policy sort.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Wendy Novak', 'desc': 'Fly water sport leader teacher. Free enter cell. Focus glass board evening century.\\nBe pick pressure design house feeling try. Nothing capital its direction win wish.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Julian Taylor', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Gill', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Derrick Weaver', 'desc': 'Fear few expert subject size free. Above baby those go ahead start check. Sound improve pressure.\\nOwn positive test. Forget oil mean off page in. Son suddenly six alone full.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christina Webb', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Miller', 'desc': 'Green far kitchen conference high. Seem miss occur no couple. Shoulder full safe already out rate.\\nThird reality specific foreign look. Former music decide per everybody measure rate develop.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Deborah Morrow', 'desc': 'Look follow add bank. First to which if little. Watch program person your.\\nProfessor type author hear radio wife. Call guy return party leg.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cameron Smith', 'desc': 'Near treatment space interview onto western. Resource industry indicate growth however.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Anderson', 'desc': 'End culture key traditional this throughout. Ago save teacher though face pattern provide beat.\\nThis only history could a. Risk light evidence land no.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Johnny Jacobs', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Evan Moore', 'desc': 'Responsibility in choose. Company on poor room look.\\nScore into believe school such relate two per. Why large keep level describe.\\nBuild would teach focus this memory.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lauren Cook', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Austin Hunter', 'desc': 'Increase public nearly allow leader movie.\\nSecurity marriage course best federal. Pull involve material south whatever throughout question.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jordan Fleming', 'desc': 'Growth within call condition serious. Hair change serious ago. Commercial item her push ability.\\nEconomic there sign lawyer. Send attorney success me. Behavior gun friend letter election happen.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jordan Stokes DVM', 'desc': 'End operation garden specific course ok building.\\nBenefit my see pretty worker. Group water else site up from tree. Million move century truth.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Taylor Campbell', 'desc': 'No within site. Final bit son establish least soon question.\\nMonth free method through significant.\\nYet young doctor society. Enjoy leg break evidence idea imagine thing other.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Adam Ramirez', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lisa Salinas', 'desc': 'Son difficult newspaper maintain training carry. To discussion season agreement.\\nVoice different develop. Play player whose work north sit idea.\\nPer bit truth practice too. Could realize accept its.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Adam Alexander', 'desc': 'Friend clearly ever assume if voice. Fight about show blood anyone police.\\nFrom adult clearly group.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dawn Parks', 'desc': 'Gas all everybody way clear start. Up already professional experience huge audience catch. Employee question day security tell clearly current low.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paula Gomez', 'desc': 'Authority any thus listen age bed cover. Among form recognize party painting apply significant. Big star become. Pretty experience skin personal.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Emily Hamilton', 'desc': 'Discuss important answer ground return. Too per night technology shoulder religious. Modern hard whom.\\nReason anyone six. It pass record east might analysis. Open air without our half way.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Melissa Lee', 'desc': 'Item economy central our. Cell difference although others let pull parent. Begin treat effort. Hold fly institution idea something their only.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ian Lawson', 'desc': 'Drop life smile treatment truth itself force. Entire provide month enough movie change court.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brenda Carrillo', 'desc': 'Require care religious law.\\nCheck hour process between thing usually. Partner yourself style stuff peace. Teach hand author your wrong.\\nSmall turn on me.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'April Curry', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mark Gonzalez', 'desc': 'Rise seem language modern blue anything study. Red he away public cover reduce.\\nImagine little apply stop create. None send a.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jose Reyes', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Raymond Martinez', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brian Kelly', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Courtney Miller', 'desc': 'Him between onto PM. Everyone never threat task develop way history few.\\nExpect once onto baby. Body vote hour color.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anita Murphy DVM', 'desc': 'Cost word continue foot mother recent. Program cost yet address recognize site issue degree. Their what camera me.\\nCivil once prove executive project phone. Available toward role across.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mary Cox', 'desc': 'Hotel trade need fine recognize any. Research race ball game. Word remember whose capital start girl.\\nCurrent specific thing before effect evidence. We move the them director line.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kevin Harvey', 'desc': 'Open president authority join understand accept. Past support blue individual leave benefit goal. Sea these operation. Us over history series in.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Raymond Whitehead', 'desc': 'Pressure table degree smile soldier kid. Part if among year. Finish site board street stop factor wall.\\nOperation reveal thus sound fight plant strong.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Rodriguez', 'desc': 'Face energy oil son doctor require add.\\nStrategy leg place though health security special. Democrat baby most happy.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Carmen Smith', 'desc': 'Very six nation when. Put share kitchen newspaper.\\nPressure method stop over. Red look land when. Case try make thousand shake.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lisa Chang', 'desc': 'Idea remain nor Republican least. West expert party produce value use. Hard large not clear under create father.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Roberto Byrd', 'desc': 'Ten individual ahead guess environment rest nice. It clearly health campaign. Base same will family.\\nDraw child finish shake. Bill statement stuff writer. Couple theory history which drop.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brandi Silva', 'desc': 'Adult answer thing impact population.\\nSuggest would very for music stuff Democrat. Decade out enjoy treatment page against. Fast west government different might.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bryce Ray', 'desc': 'Above data general stage discuss reason. Break four address around pay.\\nCountry blood player. Make laugh reflect long husband rich. Risk agree central Congress list partner song.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Heather Davis', 'desc': 'Fill drop everybody argue happen mind example. Which debate three mind but agent fall. Public thought stop current reduce.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Richard Mack', 'desc': 'Cup summer add sing.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Samuel Harrison', 'desc': 'Within ten determine right difference.\\nRate send game. Box fund bad sit possible. Management research set. Herself seem inside method industry election sign.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lori Cruz', 'desc': 'Color certain he actually begin test. Modern individual even occur.\\nBook American building before right hand. Wide professional affect life quality true.\\nDecade husband why. Call develop catch late.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kristen Long', 'desc': 'Reveal painting walk middle establish style name. Rest rather entire perform despite join.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ashley Fernandez', 'desc': 'Change affect collection I read. News per American another situation herself without economy. First himself full interest nice kind very color.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Spencer Ortega', 'desc': 'Always fall and mother build drive. Move middle per main night tax. With argue green there let second behind.\\nPrevent American describe conference as wait. Him ten little forget.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tracy Young', 'desc': 'Response thank force. Green somebody impact available. Reveal full much goal news. Administration walk local shoulder sure today.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James White', 'desc': 'Physical firm weight their design. Power pay agree place back economic across appear. Appear ask price meeting.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Melissa Peck', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jordan Olson', 'desc': 'Detail occur popular strong million. Line table seat brother capital cell. Employee task executive. Analysis learn again this.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Sullivan', 'desc': 'Thought perhaps response age song hair body pull. Black lawyer experience old fill.\\nDraw size process smile nature authority way. Finally right another real learn.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Julie Myers', 'desc': 'If kitchen sister can property they stage speak. Weight without glass.\\nFly record fear public inside. Reduce strategy factor. Nation country she population color daughter.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Catherine Miller', 'desc': 'Shake evening suffer data media citizen movie upon. Wall similar film production practice.\\nHave Republican type. High or face walk that south new. Throw number six clearly. Son early edge.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Beth Tapia', 'desc': 'Visit score final mother box college stage. Sister never lose dinner process same leave.\\nMeasure let group job. Miss able business impact write bar occur.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brandon Patel', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sally Hernandez MD', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Adams', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shannon Brown', 'desc': 'Own treatment bring mention range might. Adult wife school series economy nor. Table appear point camera six PM.\\nMaintain wonder herself computer star. Approach yeah section suggest.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tony Garcia', 'desc': 'Get opportunity even interest detail unit from. Rise upon trip happy most.\\nQuality another out guess test will. Situation behind lay professor want. Adult week across memory ball idea believe hotel.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mrs. Sherry Watson', 'desc': 'Professional despite many sure as. Either appear central protect themselves pattern stop.\\nMany wife become offer. Protect nor rate example reduce. Parent bank pattern rest.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Diane Chang', 'desc': 'Member plan general help. Career item table power. Against let idea tell full table us listen.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brian Payne', 'desc': 'Into region claim. As yet summer require. Detail listen science poor material never left.\\nSister term responsibility. Skin mention me cold large trouble billion.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Edward Clarke', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cameron Macdonald', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mrs. Heather Miller', 'desc': 'Task hundred in kind manager hot. History good concern sister pressure chance get. Season view accept east.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Elizabeth Stein', 'desc': 'Camera turn tough option drive special same. Something those police read keep strategy.\\nThe image son effort them painting discover. Tough I design five instead significant.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Thomas Thompson', 'desc': 'Common yet budget according like practice artist. Market article today or range part.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Abigail Sanchez', 'desc': 'Heavy agree employee nothing. Force argue story window hand. Only it financial.\\nMission let close color vote. Organization sell near side air small data research.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Davis', 'desc': 'Deep owner job computer stop rate make capital. Often type start send break near poor.\\nMedical PM media off. Miss amount accept so.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Penny Armstrong', 'desc': 'Produce once experience sign image. Whose society walk ahead.\\nEach factor as dark establish.\\nScience billion soon scene likely. Should cut against they.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jason Smith', 'desc': 'Night single yourself actually crime after. Benefit cell knowledge why her year.\\nForget perhaps voice worker learn. Available establish under change near more subject. Clearly movement finally.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jordan Werner', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kyle Kim', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Watkins', 'desc': 'Size meeting explain spend though sound through control. Interview discover happy job others price a. Test certain get both.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephen Mooney', 'desc': 'Resource lawyer likely apply agent join. Community magazine interview avoid eat.\\nTeam choice truth lawyer bring later assume letter. Foreign its yeah expert church cold trial.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Randall Hamilton', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christina Anderson', 'desc': 'Guy sport year. Information can modern three. Time industry service spend.\\nMajority follow take treatment. Which provide act they.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bruce Castro', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tiffany Olson', 'desc': 'Think heart return morning. Position high husband these listen certainly church. You front away anyone quality.\\nPoor threat may street.\\nHour improve Congress movement or traditional.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Meghan Bolton', 'desc': 'Travel week have next. Every memory question how inside. City painting body win eat prepare.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelly Evans', 'desc': 'Authority quite son teacher political. Less what apply increase its commercial. Seek yourself common wife. Along course sport really.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Keith Benson', 'desc': 'New situation in thus each rule. Paper research myself while young.\\nDeep my building key tell dinner leg. Speak red rate picture fire professor.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Green', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Wesley Manning', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Noah Ramirez', 'desc': 'Assume prepare whether buy place everything use. Face size this dream necessary. Edge skill fine professional raise prove tough.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Eric Davis', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Schwartz', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Noah Johnson', 'desc': 'Build boy still less increase education. Play shake follow chance light Democrat.\\nSmile weight example board. Population respond nation.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Heather Smith', 'desc': 'Medical example professor yard social. Fall black beautiful others answer throughout she. Listen couple wonder interview citizen every very.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tara Williams', 'desc': 'Property visit including rule rate. Decide mean shoulder rest later relate today seek.\\nEspecially but place quite condition now discussion. Might tree together social according.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Miller', 'desc': 'Reason like throughout reach away. Process door service Congress data long section. Stop when many heavy a quickly. Somebody run myself model.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Daniel Mcguire', 'desc': 'Very outside us us enough bill let. Girl wrong economy. Everything break record.\\nWatch up customer imagine ready. Treat yourself unit.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Susan Osborne', 'desc': 'Child across pick house. Try phone week decide.\\nSame second admit keep. Worker third sister itself I.\\nBall fund skill west. Area share can keep next pay to.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'William Graham', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amanda Thomas', 'desc': 'Name lead certain garden face. Clear family everyone reach give assume effort. Do pretty fly work car organization energy. Under question enough must ground although study.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patricia Macias', 'desc': 'Yes money miss another stuff. Result ball politics day you probably administration include.\\nSignificant surface state. No whose number task.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anthony Melton', 'desc': 'Person mother newspaper center whose. Everything daughter in head. Out me garden trial.\\nExecutive class leave drive. Force court push feel especially piece attention husband.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Benjamin Gonzales', 'desc': 'Laugh explain also it leader base. Respond head difficult product. Window such hard suffer attack probably policy different.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Chelsea Miller', 'desc': 'Until already staff attorney or I. Go increase idea indicate choice win action.\\nStatement catch way who follow yard. Various today pass sister short age number only.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Walker', 'desc': 'Wear religious Congress find at final candidate. Be language action turn budget.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brandon Crawford', 'desc': 'Certain heavy different build who. Leader ever heavy we allow service green. Political marriage despite rather above word plant.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tricia Hill', 'desc': 'Usually we project mean available. Describe these public.\\nPerformance already in. Eat modern degree send machine.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Colleen Lopez', 'desc': 'Identify remember near go fire drop. Account simple decade painting bad laugh.\\nWhom run various.\\nRelationship effort apply station movie.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Courtney Brown', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Frank Morrison', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shirley Pham', 'desc': 'Offer paper tend lead same blue by. Tell enjoy save big office culture. Cultural woman during drive game theory standard.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Wendy Fernandez', 'desc': 'Chair everyone image subject language. Bring yeah stock attention rich marriage. His decision almost these every.\\nMachine as level. Old front material best car close. Matter fish less particularly.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Chad Baker', 'desc': 'Sister I dream alone in court vote. Worry game job federal during lot.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'David Madden', 'desc': 'Need would plant send individual store each. Fund particularly upon hand.\\nAnswer voice audience admit.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Deanna Mata', 'desc': 'Point interest scientist mother your but. Fire policy drive who. Live way agency adult.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Hayden Cabrera', 'desc': 'Yet prove week. Perhaps face model respond nature provide foot.\\nSystem peace western although human section raise information. Administration may imagine dream central increase run.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Janet Crosby', 'desc': 'Hand score firm while fall garden step not. Her alone product clearly. Computer lot hit. Among scientist as away suddenly and well.\\nFormer cut audience woman. Thank during growth happy think.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mary Simmons', 'desc': 'Price discussion ball save degree enough sport hotel. Political training your democratic across.\\nSome after approach. Democrat eat live generation discussion individual father.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Martinez', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Leslie Lewis', 'desc': 'Try whether modern per purpose you similar. Ground cause everyone full director interview worker stand.\\nFund Republican knowledge garden eight. Worry talk early capital.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Laura Rivera', 'desc': 'Letter attention return popular military. Game big experience record theory start wait. Floor factor raise blood reach.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Katherine Mcmahon', 'desc': 'What again nice. Story edge you bring but.\\nGreat when you.\\nMore collection cell thing draw set. Adult past garden join strong foreign.\\nDiscussion thus common skill which.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Felicia Arnold', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Denise Ellison', 'desc': 'Outside growth fire. Ask technology Republican option serious far.\\nOn tend culture that. Season car sense response decade job.\\nSense property manage.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stacy Bailey', 'desc': 'Bad rate edge. Civil Republican worry. Look race prove available tonight want step writer.\\nServe early center rule hour particular hope. General behavior man.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Wagner', 'desc': 'Treat seek anything whole day. Meet election remain I nature. Protect wrong main.\\nDark entire large same floor. Close myself film much save.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Frank Hall', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sandra Koch', 'desc': 'Benefit attention focus example.\\nThis various type personal. Leg receive time stock how interesting.\\nScientist physical manage start bad religious.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelly Adams', 'desc': 'Leader affect head start window manager nothing.\\nQuite back hand. Present white measure my edge of term. Poor them your deal list allow answer.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Donna Brooks', 'desc': 'Book fight campaign safe break become. Push science assume study father player hope this. Early military reflect rate. Each miss action charge a account book.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Abigail Wells', 'desc': 'Year science security short. Beat interview agency according fly top share. Head second item after.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paula King', 'desc': 'Voice case allow action summer. Hear market practice phone.\\nSometimes reality this always admit dark. Pressure argue perhaps structure forward bring mission its.\\nTrade key another.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephen Miller', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelsey Gilbert', 'desc': 'Other movie country Congress station policy understand tough. Control great strategy. Admit born American hold stop lead list build.\\nEver perhaps group miss.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Arthur Rodriguez', 'desc': 'Least everybody middle outside. House month whole style join. Hair across second his collection year.\\nTreatment doctor pull against who bad. Blue wind believe organization prevent property hot.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rebecca Haas MD', 'desc': 'Job simply image fight. People factor where produce knowledge fill fine. Will take strong no kitchen.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dylan Mendoza', 'desc': 'All as difficult become music career level. Suggest which training back. Red consider approach look.\\nA soldier decide old. North or word heavy.\\nHealth piece easy end challenge. Bag by put various.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Yesenia Johnson', 'desc': 'Maybe to game. Six health population center should. Maintain source plant difference month.\\nPlay some myself speak will social what.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jamie Patton', 'desc': 'Beautiful low coach young save amount program expert. Poor arm note near. So work group.\\nHalf least way effect full large woman. Quality them fast she send positive.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Burgess', 'desc': 'Bank may thus more. Later reach adult newspaper including. Series understand wonder draw.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joshua Turner', 'desc': 'Toward my option economy add. History face forward other.\\nAvailable common grow.\\nStory walk young type. Employee political quickly child. Child local yourself.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Felicia Parker', 'desc': 'Again whatever ask between. Positive option newspaper question happen affect.\\nBorn class remain morning man bed chance. However music both technology left just write figure.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Denise Lee', 'desc': 'Ago situation during community PM subject check. Plant often its finally.\\nService information practice investment watch. Live key strategy ball.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Ferguson', 'desc': 'Cut bill outside better vote. Either involve tend.\\nWeight he hold story miss scene. Provide detail same type involve manage friend. Opportunity store these society join how produce.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Colleen Howard', 'desc': 'Job responsibility work floor assume serious score. Through sister national act ever trouble less. Sell side perhaps subject course small. Everyone president run party we.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Hendrix', 'desc': 'Section pretty trouble understand. Learn whose determine necessary support. Animal magazine certainly beyond within along.\\nLocal bag a feeling. Design respond great brother political economy deep.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Thomas King MD', 'desc': 'First board wrong no something. Available smile mind best usually. Although glass yourself condition growth different live.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dustin Martin', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paul Mayer', 'desc': 'Bit rate tax board major trial probably. On nice stay since although institution. Data American once thousand state.\\nRecently cup prove can despite least son oil. Class analysis past put live.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dana Meyers', 'desc': 'Word physical perform third bar.\\nBoth view newspaper lay whose beautiful officer. Class quite former always according case. Might age morning full hotel trip pretty.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Regina Pierce', 'desc': 'Choice your experience across evidence whom serve bed. Red standard skill black attack tonight see. Occur drug section friend design adult.\\nLeave family visit suggest. Left attention million total.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Heather Bush', 'desc': 'Process character eat else end door at cover. Value matter find full style decide subject.\\nRock something student analysis. Particular thing break always each.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Walter Wyatt', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Morrow', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Victor Moore', 'desc': 'Charge position paper technology dark. Try foot realize level item smile. Job stay public food certainly page ahead.\\nOnto season how no hundred require. Career seem enough focus tree.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brooke Hanson', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Teresa Hawkins', 'desc': 'Back race way name discuss political. North simply fish think. Continue star decide economy.\\nLose theory respond up in hospital store. Choose general detail spend.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Smith', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ruben Rojas', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Melissa Willis', 'desc': 'Current produce eat movement law it. Policy break far of friend sometimes official. Kid throughout make wife themselves. Serious data I peace play.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paul Hanna', 'desc': 'There bit program decade administration compare.\\nSeek spring clear involve network. At ever room two impact human growth.\\nBack go would year show already. Party information fly yard least.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shannon Peters', 'desc': 'Cost begin husband writer. Social hot southern receive treat anyone.\\nKnow ready project break. Reach discussion analysis evidence. Order avoid partner let why would.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sarah Perez', 'desc': 'Decade option suggest speak family.\\nEat road around language our company available. Trial deep north when new. Really enough decade able pressure eye sometimes.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lorraine Irwin', 'desc': 'Position maintain mission see call heavy customer then. Indicate we him thought huge. Stop minute military sound draw because serve answer.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stacie Smith', 'desc': 'Arm allow especially traditional and. Relationship operation major. Picture season couple degree mission sing simply inside. Within when whole particularly he discussion chance.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Franklin', 'desc': 'Surface measure condition represent set within indeed. But song defense safe from successful try. Style resource staff significant option win however body.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Heather Smith', 'desc': 'Paper purpose author president house seem own. Store particular leg style direction very.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dennis Crawford', 'desc': 'Week front help talk. Bit food rather yet investment along top.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Carol Carson', 'desc': 'Stock dog girl join. Often its identify do write. Ever account financial visit.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gary Blackwell', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelsey Lee', 'desc': 'Class son high small.\\nOpen author action choose including full decision score. Source network husband dream.\\nAdmit television option use shoulder. Environment blood near writer.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Eric Rodriguez', 'desc': 'Box suffer read energy. Meeting everybody especially walk role though view throughout.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mark Walker', 'desc': 'Sound certain executive listen. Beyond develop pass case. Class space dream time final.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Susan Flowers', 'desc': 'Discussion officer between red eye. Together computer mission. While record involve last gas less area why.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jacqueline Thompson', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Emily Cox', 'desc': 'Future health adult something. Example per follow already anyone use surface.\\nEight require party. Feel window seat receive.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Charles Spencer', 'desc': 'Action away opportunity firm make. Age also case past resource how throw material. Data look type despite.\\nBad necessary agency if forget. Less professional Mrs in specific board why.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Timothy Olson', 'desc': 'Citizen view opportunity continue number anyone. Loss than daughter approach. More accept loss next real after.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Pearson', 'desc': 'Recognize represent care apply Republican chair. Send culture carry summer option owner. Answer matter drive we industry student.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ashley Sloan', 'desc': 'Lose Mr hotel garden especially western blue popular. Hard some really alone market continue. Old response place whom.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mitchell Nunez', 'desc': 'Where only measure happy religious western until nearly. Production source seek land behind late choice far.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Rodriguez', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Heather Stanley', 'desc': 'Leader situation surface suddenly. Present rather center state never again hair number.\\nProbably happen marriage protect actually interest. Child admit tell once from.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Craig Goodwin', 'desc': 'Song government remember report along key. Family throw television what key. Produce describe last wide first no.\\nChoice world product wear. Politics term rise beautiful director suddenly.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jodi Howe', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Chad Lynch', 'desc': 'Way land rich push. Answer lead board important decision even matter. Operation table president from really mind.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Munoz', 'desc': 'Yes forward there reflect store town. Thing low seem cell. Sound minute story however. Hair attorney daughter view should.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sean Estrada', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joyce Kim', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joshua Dennis', 'desc': 'Particular community gun. Increase education south. Life summer bag second south citizen. So term action.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dennis Sweeney', 'desc': 'Song blood open only. Cup fact center describe budget state. Wall action movement. Admit blue prove common report.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Walter Weber', 'desc': 'Show phone inside only wife. Trade woman rule authority record rule bring. Early hand occur more our month cold.\\nSince child reveal rule leave street. Whole possible three form however sing.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Debra Peterson', 'desc': 'Five do idea loss itself eat.\\nDeep defense lay including analysis fund surface. Think send still of major president popular author. Turn help send study back. Up pretty street point.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Katherine Alexander', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Benjamin King', 'desc': 'About black husband view how. Exist billion about best.\\nSort attack property affect entire. Space represent myself thank over remain. Behavior face table power country.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Glen Fletcher', 'desc': 'Condition show sell though artist fact. Sign house nation. They experience test agency.\\nCentury other early even make military. Run represent assume piece ability fill.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicholas Anderson', 'desc': 'Skill worker Congress head growth entire. Shoulder smile he paper.\\nHard create Democrat government something try our church. Risk type poor. Clearly instead dog cover collection.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Corey Warner', 'desc': 'Program staff country feeling perform nearly.\\nMedia poor walk week. Each board edge compare.\\nPage window section answer from south. On star face detail break. Throughout human fast human state what.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephanie Adkins', 'desc': 'Draw least material model. Who nice think article rich.\\nBring development lay. Less property despite mean child price culture.\\nOccur plan believe. Somebody effort human positive.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Rodriguez', 'desc': 'Able bank program course structure forget hit. Power movie yeah pass between now.\\nMay leader pull sign. Nearly summer team later describe song rich. Room explain wide foot brother question better.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erika Johnson', 'desc': 'Form mouth concern clearly appear. Tree Republican prevent series wife page. System within event six commercial high nothing often.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'George Vazquez', 'desc': 'Trial no fund mission. Stage tonight four son.\\nCongress seek seek series although. Manager short possible question despite. Real throughout once loss candidate final.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephen Cook', 'desc': 'To staff fund arm health population cost. One success edge school trip how girl.\\nFrom turn hit two meet ok number article. Send throw simple beat good mention. Team figure list most defense.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Peter Spence', 'desc': 'Give fine scene ahead rate. How care article live.\\nI officer clear policy involve star. Finish receive key father anyone. Save should ago rock month American.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Austin Rich', 'desc': 'Purpose in ten prepare leg blue. On adult west throughout same rest national three. Table research before compare shake education high price.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bryan Lopez', 'desc': 'Training never situation need. Study strong economic ago season affect record. Very method effort organization sometimes red. High among some other task color affect others.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Laurie Phillips', 'desc': 'Financial left consider real common Republican. National or continue foot. Shoulder sure able exactly challenge remain here.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Justin Williams', 'desc': 'Election trip eye threat just. Use board serve what begin many interest.\\nSingle buy hard project find ability. See develop before read ago. Entire including song let computer how run.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jonathan Lee', 'desc': 'Front even general later focus me figure. Kitchen show Democrat during two as dinner full.\\nJob up red assume thought after. Give large include tax us today high. Fast environmental hundred.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Wesley Wilcox', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tiffany Wolf', 'desc': 'Low military low fact forget throughout along common. Early say toward training.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tammy Savage', 'desc': 'Successful thought yes. Travel debate never pretty year address. Character whole team table. Responsibility program most send.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anna Chen MD', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Travis Mcguire', 'desc': 'City card soon quite. Real yard night leg audience power can own. Charge along size.\\nHundred evidence indicate way. Determine factor teach minute.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Martin Ruiz', 'desc': 'Performance particularly because project. Big anyone reflect represent sound.\\nHowever information whose various tonight conference. Nearly society analysis when.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gail Mann', 'desc': 'Probably indicate ten yet coach knowledge response. Commercial live amount traditional painting source.\\nSystem lot single federal almost. List very modern development yourself again available six.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Noah Perez', 'desc': 'History center him sometimes. None move say during.\\nSee discover may kid mission never area. Cell allow per hour both image.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patrick Norris', 'desc': 'Argue allow talk collection probably blue big shake. Answer important particularly phone look popular foot. Arm good quite tough help friend.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Torres', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brendan King', 'desc': 'Never we could story across unit. Company away fire politics. Parent resource blood house responsibility claim.\\nBehavior memory class health.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrea Douglas', 'desc': 'Newspaper manage news professional magazine allow rock. Edge science scientist long official.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cody Mack', 'desc': 'Sound road voice per street. Also table floor recent.\\nTv finish meeting through describe few.\\nStreet drive south. Color individual war sign capital card. Type air nothing.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patricia Medina', 'desc': 'Though clear others before where so remember. Bank family understand third owner. Bank police somebody resource.\\nWeight hour value plant reflect responsibility. Society far her prove care.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cameron Calhoun', 'desc': 'Cell level or some believe just anyone. Add leg far amount but attorney.\\nKeep no item.\\nHome heavy determine compare. Adult size discussion usually help.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Erica Miller', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Susan Zamora', 'desc': 'General good parent at. Office girl box move watch American. Help dinner yeah program industry such culture.\\nHerself theory compare keep realize. Leave design pay.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Cooke', 'desc': 'Just second arm street commercial easy size. Than economic government all knowledge common say often. Rest show true case ahead huge.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rachel Jensen', 'desc': 'Money clearly stay must factor black. Federal good analysis responsibility them guess.\\nOne leave kid member another instead. Certainly thing natural health on.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Alvarez', 'desc': 'Try research all reality model third. Whatever point behind husband. Lawyer generation weight civil glass debate year.\\nUs but stay entire hard. Free central knowledge. Himself about fall college.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Carlos Byrd', 'desc': 'Think nice newspaper natural mention media. Its inside word stand. Will miss radio second.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Penny Garcia', 'desc': 'Baby door push each. Teach sell lawyer through again sing military friend. Understand yard into create.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kerry Ruiz', 'desc': 'Check behavior letter themselves later blue. Add director forward home plan find.\\nHow task cold treatment out discussion itself attention. Team central tax task.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Maria White', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lee Schmidt', 'desc': 'Organization important budget class approach indeed. Fight series line hotel. Result wall focus question similar entire include.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Timothy Shaw', 'desc': 'Short believe cause station the. Economy him always way take individual that. Between fire example pass public bill.\\nPurpose physical thought. Drop through when feeling. Practice concern bit.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ronald Frost', 'desc': 'Bring without year arrive see alone. Reflect image reason goal.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Francisco Quinn', 'desc': 'Manager big around cause capital. Describe ago hundred box source listen not purpose. Various force before piece.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jeffrey Gardner', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Steven Berry', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicholas Galloway', 'desc': 'Job him church early. Pick explain to decision range up. Behavior entire someone perform. Issue thus chair.\\nClearly baby when eat line. Main information expect support behind military.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michele Allen', 'desc': 'Board red resource trouble ready prove. Four some top technology control. Industry including stand cultural first.\\nRemain federal however deal certainly.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Weaver', 'desc': 'Political treatment moment family. Inside exist shake all. Affect so size course.\\nTraditional reveal generation rather. Whom since concern design right art.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jay Carter', 'desc': 'National thought human gas whole remain central management. Guy son their.\\nSoldier network involve per put east blood.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brandon Valencia', 'desc': 'Computer mind least arm whatever organization dinner focus. Theory tend music inside.\\nLast capital always fall care day. Far order strategy can whole media arm. Deal same play bag.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Linda Parker', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrea Rodriguez', 'desc': 'Rise politics research people worry anything. Recently popular player hold participant small. Choose account movie theory.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Heather Ramirez', 'desc': 'Once one officer home agreement. Born option edge several. Order something item last serve start.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Timothy Lewis', 'desc': 'Us prepare item wonder hotel. Life include purpose feel hour listen.\\nDirector in care affect. American analysis while up. Drug war evening out evidence.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Linda Ashley', 'desc': 'Foot might price want tree often. Relationship growth experience American newspaper open. Ever sister member require hospital. Check leg our material occur start.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sierra Young', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alec Estrada', 'desc': 'As college themselves. Effort mind rest.\\nHard rich article central color box affect coach. Election entire hotel southern.\\nWonder social general air imagine southern leave. Home art pass team.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Steele', 'desc': 'Away media close technology use light issue. Whatever somebody itself resource. Us official line on brother.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Edward Salazar', 'desc': 'Best measure a against social guy. Onto pass admit attorney. Daughter consumer whether century.\\nSince quality common. Present future live seven marriage ten.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patrick Green', 'desc': 'Lose simple list its raise. Improve she nation. Perhaps learn current indeed let current.\\nPolitical year strong land country when week. Letter detail author watch attorney before middle.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Rebecca Johnston', 'desc': 'Consumer open risk modern small. Network article miss capital movement. Student successful hundred few who under such know.\\nMeet both bar fine major sure worker. Avoid race firm together.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Emily Palmer', 'desc': 'Action policy we. Major never option while. Effort very fact key direction.\\nA stay including rich media mind. Including specific general upon sit left season. Color drive reduce.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tanya Welch', 'desc': 'Question skin cover nature.\\nHold minute nice gas tend room. Wide fill fund ask rest doctor face. Central wear various want mission.\\nSeason way sell collection style floor meeting.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Matthew Moreno', 'desc': 'Low best sort truth various. Continue couple lead food every each smile. Home charge pass personal mission pattern.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Hannah Salinas', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Juan Valentine', 'desc': 'Compare room firm argue sense. Car million without special. Tough allow with fact today need. Hit serve reflect store often focus idea.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kyle Morris', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Hart', 'desc': 'Probably artist produce population. Space compare wide increase man face paper decision.\\nMusic account choose guy notice behavior. Rule speech address that yes. And know or short hot try end.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Eric Gilbert', 'desc': 'This although mention. Store sort particular which news cause past.\\nMission myself toward item. Business determine its add.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gwendolyn Sullivan', 'desc': 'In expect director into how always work. Cold shake trip value difference whatever.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Diana Wilson', 'desc': 'Science coach establish per. Meet person seek.\\nAttorney price purpose model. Physical small by must woman cause.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Thomas Zavala', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kent Walters', 'desc': 'Treat sure property bag continue lead author. They form three.\\nGirl southern require simply. Body discussion hotel listen trade interest cover rich. Ball can kind six herself down.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alexander Anderson', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kathleen Nelson', 'desc': 'Task win clearly table season include. Site physical five international guess charge. Bank hotel bed me himself because.\\nRight rate nation development treat. Stuff under politics present enter.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Steven Humphrey', 'desc': 'Instead friend year player difference push show catch. Great evidence real blood decision smile toward born. Throughout thus reduce including impact computer set.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brian Wilson', 'desc': 'Prove lose heart daughter finally here glass. Company statement bad we relate.\\nTen give act. Democrat may difficult song.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alexis Orr', 'desc': 'Specific few particular western network full outside today. West ground particularly through leave education one.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brian Reynolds', 'desc': 'Dinner focus listen something. Course total always especially mission. Fact that return agent.\\nNecessary interest claim fast. Perform major need ground level from.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jonathan Russell', 'desc': 'Mouth present find film boy. Begin field executive meeting. Law top science some lay agree drive.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gregory Freeman', 'desc': 'Spend into care far. Certain store when. Recently into sport enter.\\nLittle past safe newspaper power poor response fact. Mother word pressure wall class box number true.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Richard Thornton', 'desc': 'Assume approach other direction team. Walk continue senior finish try sea. Degree through forget identify lose.\\nAddress stock manager popular card southern writer.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Warren Bolton', 'desc': 'To lay final long author. Do seven image soldier plant check television. Yeah sometimes mean American popular.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Donald Miller', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Moody', 'desc': 'Help decade about stay next. Area other miss later short seat easy. Involve responsibility during.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Lucas', 'desc': 'Themselves century language dream final speak. Anything their own magazine could. Sense provide product street out.\\nResource police realize. Yourself remember several cover animal under apply.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Marcus Flynn', 'desc': 'Give food community method toward reduce. Democratic hit threat exist attack candidate property administration. Situation car another third thus. Policy rather majority name item technology.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Carrie Ingram', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrew Perez', 'desc': 'Purpose music manage hand push under finish. Ever medical imagine tough security present magazine. Dream collection last beautiful.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sherri Patton', 'desc': 'Meeting computer create agreement improve outside. Well party need manage remain.\\nCity huge blue evening. How check people almost protect charge. Population fact together begin.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Elizabeth Norman', 'desc': 'Look yet how teacher. Just save moment feel will.\\nCurrent southern marriage policy add other spring. Break wait think police check everyone part.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sharon Rios', 'desc': 'Star fact protect down research. From new guess street. Factor believe own change level. Alone staff challenge yard fire.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Todd Peters', 'desc': 'Finally performance eye idea computer interview finally and. Break record about carry fund.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alexandria Bryant', 'desc': 'And move guess allow degree. Certain own chair whom apply although.\\nYes common late itself again city move. Spend media join song there interview.\\nTask treat suddenly way. Window song service city.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joanna Pace', 'desc': 'Box respond to moment blue across former. Find Mrs smile myself. Money surface study training daughter change remember truth. Natural itself particular yet spend whole indeed.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Williams', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brittany Manning', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Henry Scott', 'desc': 'Responsibility today accept could. Reach yourself although movement. Do owner will well meeting.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicholas Curry', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Smith', 'desc': 'Green base stock without number feeling interview. Result approach debate of serve example. Idea do administration could use must daughter more.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Robert Richardson', 'desc': 'Maybe couple life strong true total. Little these mean art actually lot.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Catherine Rodriguez', 'desc': 'So meet assume look evening. Cost cup building ask buy run. Drive boy why human notice explain maybe.\\nBack soon idea society network play throw. Major with power. Kid begin guy rich green daughter.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lawrence Macias', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kara Myers', 'desc': 'Product nation special less skin lot. Way vote factor sister network woman. Role answer among business catch data table. Yeah see onto actually suffer now.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Linda Dodson', 'desc': 'Individual one throw should work economic although.\\nDespite knowledge word level capital general possible head. Wind break black in free nothing pressure.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Elizabeth Garcia', 'desc': 'Stand democratic firm miss individual. Painting scientist send cultural.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Edwin Mitchell', 'desc': 'Talk power as leader into institution lot. Friend serious offer hotel cover.\\nEnd letter knowledge reduce. Owner little all discuss medical per.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Darrell Lawson', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Adrienne Mason', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Richardson', 'desc': 'Economy hard seem city couple best. Interview leader imagine serve. Range level story glass mention talk someone.\\nLittle age prepare. Forget black family matter.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'John Roberts', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ms. Jessica Rosario', 'desc': 'Floor partner well. Responsibility expert sing teacher direction stay.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kathryn Wright', 'desc': 'Top voice according. Yard word media. Entire question teach receive.\\nYour guy direction until continue evening trip. Throw though go stuff positive value.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Justin Jones', 'desc': 'Family pay into best somebody. Go tell source long. Guess senior why painting.\\nThe goal drive west type on attack. Call big rate away. Amount wonder image his none expert.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Laura Miller', 'desc': 'Value worry collection owner statement. Force contain summer.\\nInstead heavy give information training positive today area. System window project report picture camera hit customer.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jack Aguilar', 'desc': 'War attack understand method. President provide break up maintain pretty. A allow hour maintain son challenge would oil.\\nEight time western too character. Increase person somebody.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dawn Harrington', 'desc': 'Soon plan data explain general. Public game rest way modern child television although.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christina Thompson', 'desc': 'Political activity my region wide. Rich month low first. Half organization continue themselves.\\nMajority nice candidate lose stand. From throw public gas.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christopher Carr', 'desc': 'Future individual research meet test probably form claim.\\nSuch culture player their service specific. Adult back attack nation.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tamara Meyer', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Matthew Thomas', 'desc': 'Memory do need wide summer character. Region compare matter already. Reality huge new later board.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Wilcox', 'desc': 'Spend four plan likely message lose. Instead since movie toward.\\nCold buy drug no color. Attorney marriage down power.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paul Mcpherson', 'desc': 'Decision a strategy accept skin actually. Decade bill resource name. His guy happy knowledge.\\nRange prove lead claim.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cody Cox', 'desc': 'Meet size rate course kid wrong your. Feel development customer choice as moment.\\nMyself couple learn. Rate three other deal score.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Monica White', 'desc': 'Able why we. Service expert whatever list. Face somebody particularly security hour reach forward heart.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tiffany Bush', 'desc': 'Imagine agree interest discover soon. Open article hot treatment. Society sense friend provide example figure above.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Miss Gloria Davis', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Juan Fernandez', 'desc': 'Treat run baby better citizen course car. Actually account agency physical those little possible.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Emily Carter', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Garner', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Patrick Woods', 'desc': 'Use information camera down management capital career. Personal sing media support should.\\nWay cup week discover age three. Person thousand actually news a. Either less kid late opportunity.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anna Padilla', 'desc': 'Radio involve tell establish floor. Establish always operation get.\\nNothing pass industry prepare. Law discover my think fight amount care. International trade seat five.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jacob Ford', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Melinda Horton', 'desc': 'Similar consider always consumer fill. Project dark sometimes say miss.\\nPositive poor name fish significant. Affect start area he card try. Performance Democrat we story cup respond.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Holly Chen', 'desc': 'Seat remain during after firm. How sing phone later election within seven guess. Test get meeting cause.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Cathy Campos', 'desc': 'Fall protect hope particular wife wonder table. Student cover campaign reality.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Megan Martinez', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Hogan', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lori Ross', 'desc': 'Great case their small new city. Share seem far hard window. Share them left want sometimes soon.\\nNatural fall nature once information record. Stand field focus north.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kristina Roman', 'desc': 'Put rate seven anything seek edge nothing. Attention letter notice action open begin religious.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Adam Wolf', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Taylor Rodriguez', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Olivia Brown', 'desc': 'Entire effect serious build laugh. Southern support I owner place anything difference.\\nSit sort huge two east exactly seem miss. Hit specific treat product have relate.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jose Woods', 'desc': 'Network thus television. I population meet right. Include none term structure office claim present.\\nHand lose write best success. Offer state write office.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicole Nelson', 'desc': 'Other since reveal major. Factor class institution ago term individual. System recognize loss black try.\\nPass for about best sister. Economic may wish.\\nRespond list realize part wall performance put.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Richard Camacho', 'desc': 'Professional player more study worry also.\\nWould safe hope sometimes investment heavy recently. Or three unit to remain.\\nCollege this simply argue idea. Why author painting the.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Willie Wilson', 'desc': 'Tv kid growth especially truth need. Book outside painting door. Major when scene learn.\\nWord century professor phone. Major people radio deal policy. American best democratic.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gary Bishop', 'desc': 'Green information face city since though establish. Expert mean decide again try sense public food. Certain exactly worry night size successful responsibility.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shannon Jackson', 'desc': 'Enter wonder road this believe. Along sell will catch company gun population.\\nOnce where child this particularly member produce. Official if consumer month board adult.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Katherine Murphy', 'desc': 'Consumer read over remember science Mrs population. Recognize participant various floor. Present fact first bad family international thus.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Glenn Nelson', 'desc': 'Article choose by computer. Fly current article guess outside. So they because around.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kim Porter', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paul Kim', 'desc': 'Issue view base teach. Read issue half group turn when. Structure dream your across actually day.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kristy Byrd', 'desc': 'Let must well start shake citizen dream. Customer fight box add customer stand. Heart yeah become task.\\nProperty interesting part.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tara Todd', 'desc': 'I wait receive doctor idea century through almost. News green force. Paper throughout owner.\\nTotal share financial difficult. Enough kitchen money thus who available know.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kristin Levine', 'desc': 'Father argue responsibility oil. Arrive model world.\\nData travel focus young name result. Determine on improve green.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Debra Clark', 'desc': 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Matthew Wilson', 'desc': 'Hand home allow. Significant practice three certain themselves road idea.\\nKid possible stand try if whatever. Computer key yet government. Remain environmental door of a become above.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mrs. Ashley Bender', 'desc': 'Save beat both full return usually. Buy relationship follow. Civil add close over.\\nThem morning magazine. Modern dark anything blood. Know gun physical a short someone.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Elizabeth Duncan', 'desc': 'Born measure decade old once performance should. Green why fund meet happen inside study. Station else action it.\\nOwn later experience carry official. Hundred we pick power.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brandy Wheeler', 'desc': 'Deep late indeed west relate answer time. Almost threat home yes financial.\\nTurn join trade pretty air sell dream. President begin keep interesting situation recent.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Arnold', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sydney Aguilar', 'desc': 'Themselves material white assume because. Factor history despite today. Rule red economic stop system population.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paul Farmer', 'desc': 'Important land court another oil program. Hotel decide explain building beat family. Door attorney identify our.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ryan Knight', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelly Fisher', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tina Steele', 'desc': 'Hear civil back explain. Rest structure data quickly practice find specific. Pass situation describe reduce box miss choice draw.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anthony Rice', 'desc': 'Although consumer nation third hope series. Movement national car significant. Statement morning give point line.\\nDo be take able him. Nice well job war term short. Student this follow voice.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Michael Perez', 'desc': 'Stop such argue prevent air these fast moment. Natural suggest campaign seven claim wait.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Vincent Wallace', 'desc': 'Today value media sign we especially. Nor become condition result space network. Account sign gun act morning. Become moment economy writer.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Monique Middleton', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Randall Zamora', 'desc': 'Ever together arm almost author. Move sound form win why bit. Notice example answer pattern. Fund resource which exactly those your.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Meredith Jones', 'desc': 'Because big ball step bag with.\\nEvent true can medical thousand consumer serious. Avoid fish blood move without sell lead teacher.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mr. Daniel Barton', 'desc': 'Dark blue sister design. Buy number anyone stay explain international.\\nFour federal report degree finally.\\nWay space become.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kathleen Gonzalez', 'desc': 'Tuesday Notes or 2 like 2 XSP Class'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kenneth Mcclure', 'desc': 'Your teach describe heart cold lose majority. Stand professor while group administration. Everything drive receive arm boy somebody myself blood. Probably military serve painting deal.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'William Best', 'desc': 'Audience lose poor pass hold begin. Himself anything when part spend media little. Each situation though easy glass mother.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Marcia Hill', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mrs. Norma Frank', 'desc': 'Tell play list both. Energy military your mention ago general may hand.\\nPick among this. Sport and painting sign old. Article operation doctor consider item.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Katie Lane', 'desc': 'Any group manager anything sound. Upon change sometimes individual. Beyond catch any necessary paper.\\nVarious respond expert really up write question. Long card eight build.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Theresa Cox', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Zachary Castillo', 'desc': 'Citizen standard sell easy building. Professional require common. At reflect future structure. Health order option national bill fund second.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Douglas Snyder', 'desc': 'Everyone why education. Marriage health democratic time serve image fly.\\nCommercial race newspaper. Without fall life realize economic society understand citizen. Treat court time common technology.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jessica Wagner', 'desc': 'Avoid would anyone imagine stuff information. Property stage church gun west realize. Decision new media.\\nCheck throw strong. May age agreement room. Use western free far language financial cause.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joshua Torres', 'desc': 'Deep word day wear key sing.\\nTv list blue almost. Size upon dog difference set price.\\nEconomic able crime best thus send street boy. Whole determine down simple.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Benjamin Morrison', 'desc': 'Interview what film message support age. Hold especially positive big economy. Glass instead believe.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Walter Baxter', 'desc': 'Perhaps matter ever could deep. Today something tonight actually discuss wear. Plant service kitchen participant blood.\\nPhone grow less pretty character.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Charles Wilson', 'desc': 'Student political heart throughout yourself me or. Region Democrat blue rate step attorney east.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jason Hughes', 'desc': 'Eight game person think back including could. Evidence front white however scene especially.\\nSmall agency sense seek short. Other still agency think attention everything.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Marissa Carlson', 'desc': 'Paper according identify defense no. Pretty shoulder allow education. Down foot growth million again speak.\\nFar know newspaper tough. Like either drug difficult.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Paul Cummings', 'desc': 'Star pick action exist visit from simply. Trial appear throughout deep career value child.\\nApproach author last around cause dinner. Four nice until none mother require.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Thomas Morris', 'desc': 'Compare care growth leg clear game specific. Start page over. Customer write structure pressure condition who.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Daniel Miles', 'desc': 'Provide authority heart particularly. Team case family everything. Class particularly ability star staff phone.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Allison Robertson', 'desc': 'Three marriage all dream. Recent adult main may.\\nPolicy out idea above green party provide. Mean shoulder politics.\\nIdea cut write miss thing.\\nAhead note game mother. I mean stay above.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joel Lewis', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Stephen Blevins', 'desc': 'note title <title onPropertyChange title onPropertyChange=\"javascript:javascript:alert(1)\"></title onPropertyChange>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Nicole Castillo', 'desc': 'Outside race attack. Television plant sell everyone employee nothing.\\nDiscuss chance adult record wind hundred. Be late anyone region scene price look. Blue artist authority source guess.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joseph Decker', 'desc': 'Security admit begin decade their impact series. Write democratic expect.\\nThink range he grow Mrs actually. Change natural way little. Plan current human stuff those.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anita Abbott', 'desc': 'Next important receive suggest here but firm. Provide analysis school. No edge find far.\\nSmall forget politics program. Same any approach southern. Week off student notice success.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anna Adams', 'desc': 'Board order help eat site keep. Call use product book energy.\\nRequire account keep seek. Talk hard argue human. Way character check worker.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alejandro White', 'desc': 'Time girl strategy political arrive effort. Style treat use space difficult.\\nRight statement role order your. Moment after discussion focus our central consumer. Often left him kind official.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Julie Smith', 'desc': 'Region pick building society receive blood grow. After sort car quality.\\nWill by machine service record design cell. Other remember relate include style else.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mark Parker', 'desc': 'Want hand form practice case reason. Parent write tonight against relate.\\nNewspaper industry contain rest statement. Consumer develop explain provide.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Amy Waller', 'desc': 'Science assume break before glass. Some blue every event TV. Long dream plan contain.\\nEight their air often expect cultural under. Yourself beyond see.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Foster', 'desc': 'Significant nation thus win director. Really decision item race company name everybody turn. Song current what provide feeling nature fear.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ashley Coleman', 'desc': 'Democratic look read up receive religious. Worker court soldier step who.\\nSoldier can speech participant can reduce sing. Seat could serve into adult wind sort.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mr. Robert Collins', 'desc': 'Member life visit month. Phone not land kid development mention.\\nSuggest eye region out question whatever significant. Reason dinner yes choice positive trouble.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Theresa Goodwin', 'desc': 'Ask statement head north arm. Church face skill local student. Sit together drop series.\\nPerform human read special traditional safe. Nature power kid put through television carry build.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jonathan Durham', 'desc': 'Store seek statement kitchen. Along one well candidate. Cause cold mention free work outside head happy.\\nMethod foot two. Amount why serious.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Andrea Stafford', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Diana Henderson', 'desc': 'Scene news business office concern yeah. Imagine support moment next learn safe.\\nIssue pick find hot per why. Reason arm represent small. Mean health heavy.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alexander Thomas', 'desc': '<img\\x13src=x onerror=\"javascript:alert(1)\">'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jason Ruiz', 'desc': 'That today stand several door politics. All allow human long between woman. Cell she end think.\\nAdd down Mrs early. Hundred five represent rather four. I little someone position but.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jennifer Ramos', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ruth Calderon', 'desc': 'Town room expert project prepare machine.\\nDay keep anything manager fire road leader her. Dinner family none idea tree. Sort leader fish evidence safe more size.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bonnie Munoz', 'desc': 'Town foot college worker speech. Order mission item much. West drive many enter leave.\\nMight may ground real. Design music far somebody so page wrong. Happy store whom season fill data cover.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Joseph Marquez', 'desc': 'Tree fund edge.\\nDaughter yard reduce face. Condition result company work.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Justin Glass', 'desc': 'admin\"/* your section of notes is going to be blank'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Ryan Marsh', 'desc': 'Positive each night dog. Arrive base itself behavior yard million decide.\\nA green partner need total kitchen while anything. Accept information this check add operation leg. Report perhaps market.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Karen Ellis', 'desc': 'Economy guy company main trial.\\nTotal scientist available. Continue economy open international fish. Send huge cost factor consider between cell.\\nBill week image. Laugh people perhaps price.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lee Evans', 'desc': 'Watch recognize part floor church cell. Unit model he.\\nWhite small level seat. Level so born officer about.\\nNatural air admit fire nothing. Light clear perform.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Laurie Hughes', 'desc': 'Eight series conference position movement. West bit join dark however thank.\\nPolitical short kind over hand cup article. Mrs work house different stage.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Todd Castillo', 'desc': 'Little right name find any theory. Certainly drug choose dream plant which politics.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Susan Moran', 'desc': 'Foreign nature tree. Water interview have lot security realize. Degree right give pretty. Stop worker side rich woman hold.\\nWork food something direction later cost. Laugh PM my sit exist.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Richard Simmons', 'desc': 'Follow culture end set. Small those begin sense compare better option. Decide age large recognize mother choice.\\nRace thought until nice word heart. During probably natural on pattern receive floor.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Chelsey Butler', 'desc': 'Step the author perform production remember team. Fight start affect enter player measure.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Albert Fry', 'desc': 'Hard land church serve. Discussion safe probably statement training.\\nArtist production every everyone tax visit central. Financial attack subject risk forget stay small my.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Christine Norman', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jonathan Benitez', 'desc': 'Thousand enough experience life meet song argue. Child run light reach quickly community they. Successful and list stand national.\\nSpend apply lot arm find store magazine.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Lisa Smith', 'desc': 'State have speak detail. Resource up option.\\nMagazine medical return career. Recently debate daughter local. Against cup hot mean. Out enough fish soldier.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Olivia Olsen', 'desc': 'Even usually many top both reduce book. Reflect receive near site.\\nIts anything teacher billion power reduce himself kitchen. Approach person account hold national.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anna Wong', 'desc': 'Service school over write paper. Share health behind American clear. Thus actually listen drug other.\\nWould television various manager actually myself. Sense response even magazine.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bryan Howell', 'desc': 'End side fire group media. Mouth sort really relationship ask kind. Foot might dream Republican.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jason Young', 'desc': 'Include candidate sense for. Follow bad cover painting able office. Themselves player letter image.\\nTraining reveal almost begin.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Sarah Rodriguez', 'desc': 'People gas left upon. Team hot rock decision brother surface.\\nLate red watch officer gas general speak. Program democratic computer project area. Four then point high wide big.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Anthony Johnson', 'desc': 'Crime answer program six population Congress. Data station much. Through note heart market kid. Company improve sell than economic affect adult.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Dawn Davis', 'desc': 'Too brother world eat improve plan win. Personal social everyone smile expert rich place.\\nFill pay red wonder religious tonight. Keep environment central.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Alan Peterson', 'desc': 'Fine energy ground. Assume marriage capital mission response outside.\\nDinner some final. Turn matter like yourself impact tax employee. Set case miss must already deal political.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Tristan Kim', 'desc': 'Figure product sell democratic. All fish before since old major.\\nCampaign where just factor health authority. Ok to every it mission decision should.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Barbara Hart', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Kelly Smith DVM', 'desc': 'notes --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Gary Ruiz', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jordan Brown', 'desc': 'Meeting \")) or ((\"x\"))=((\"x Notes 12:30'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Terri Fletcher', 'desc': 'Time language east goal much perform. Final weight themselves measure Congress. Walk strong like visit standard four board.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Laura Christensen', 'desc': 'Much cut activity behavior wait.\\nSpend through teacher long. There upon not although. Manager father two amount democratic travel lot.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Larry Perez', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mr. Ethan Bennett', 'desc': 'Either real minute enough. Main do me owner oil bed. Item quickly water skill none.\\nMovement community thing require civil age read. Cost read court least way.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Melissa Walker', 'desc': 'Morning government blood according war cover. Sister technology say so night coach can.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jason Tucker', 'desc': 'ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22javascript%3Aalert%281%29%22%3E%3C%2Fvideo%3E'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Shannon Russell', 'desc': 'Will single tell single ago store. Effect get doctor black then leader direction.\\nStudent might skin. Notice maintain opportunity level value face. Agent new draw me.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Smith', 'desc': 'Mr support color history natural PM. Information news example stay four. Unit mouth wish item maybe soldier.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Bridget Elliott', 'desc': 'Recently crime before five thought bit. Card focus analysis at why officer. Answer opportunity me white second head.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'James Rocha', 'desc': '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': False}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Jasmine Gibson', 'desc': 'Set nature they then low resource truth. Edge into recent medical late.\\nSeason financial establish enjoy. Bed chance issue agree agreement.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Mr. Antonio Valdez DDS', 'desc': 'Push case them such face suffer. Letter middle term each. Country myself all sell audience upon field.\\nCover page stay civil human. Oil management opportunity exist body candidate board.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}, {'req': {'baseUrl': '/crm/note', 'body': {'note': {'title': 'Brian Stephens', 'desc': 'Family ready stay rule full than yet. Moment our house onto behind.'}}, 'fresh': False, 'headers': {'host': 'example.com', 'user-agent': 'insomnia/2020.4.2', 'content-type': 'application/json', 'org_id': '5f572820f65af8ac955b2e83', 'user_session_id': '5fb27d3750b11901a35649fe', 'accept': '*/*', 'content-length': '70', 'user': {'name': 'sam', 'role': 'sales1'}}, 'hostname': 'example.com', 'ip': '::ffff:117.99.96.244', 'ips': [], 'originalUrl': '/crm/note', 'params': {}, 'path': '/note', 'protocol': 'http', 'query': {}, 'secure': False, 'stale': True, 'subdomains': ['crm'], 'xhr': False}, 'isSafe': True}]\n"
+     ]
+    }
+   ],
+   "source": [
+    "jsonObj = urlopen(\"https://jsonblob.com/api/jsonBlob/f0b70eef-566b-11eb-9d92-415b3ac53928\")\n",
+    "json_data = json.load(jsonObj)\n",
+    "print(json_data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.054023,
+     "end_time": "2021-01-19T10:56:58.726704",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:58.672681",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "This is the JSON data provided. Now let's analyze this data in csv format."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:56:58.839288Z",
+     "iopub.status.busy": "2021-01-19T10:56:58.838342Z",
+     "iopub.status.idle": "2021-01-19T10:56:58.840469Z",
+     "shell.execute_reply": "2021-01-19T10:56:58.840964Z"
+    },
+    "papermill": {
+     "duration": 0.060711,
+     "end_time": "2021-01-19T10:56:58.841107",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:58.780396",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_columns',None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:56:59.021654Z",
+     "iopub.status.busy": "2021-01-19T10:56:59.020853Z",
+     "iopub.status.idle": "2021-01-19T10:56:59.090735Z",
+     "shell.execute_reply": "2021-01-19T10:56:59.090075Z"
+    },
+    "papermill": {
+     "duration": 0.196,
+     "end_time": "2021-01-19T10:56:59.090859",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:58.894859",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>req/baseUrl</th>\n",
+       "      <th>req/body/note/title</th>\n",
+       "      <th>req/body/note/desc</th>\n",
+       "      <th>req/fresh</th>\n",
+       "      <th>req/headers/host</th>\n",
+       "      <th>req/headers/user-agent</th>\n",
+       "      <th>req/headers/content-type</th>\n",
+       "      <th>req/headers/org_id</th>\n",
+       "      <th>req/headers/user_session_id</th>\n",
+       "      <th>req/headers/accept</th>\n",
+       "      <th>req/headers/content-length</th>\n",
+       "      <th>req/headers/user/name</th>\n",
+       "      <th>req/headers/user/role</th>\n",
+       "      <th>req/hostname</th>\n",
+       "      <th>req/ip</th>\n",
+       "      <th>req/originalUrl</th>\n",
+       "      <th>req/path</th>\n",
+       "      <th>req/protocol</th>\n",
+       "      <th>req/secure</th>\n",
+       "      <th>req/stale</th>\n",
+       "      <th>req/subdomains/0</th>\n",
+       "      <th>req/xhr</th>\n",
+       "      <th>isSafe</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>Tina Johnson</td>\n",
+       "      <td>Top recognize eat. Fact whom spend area thing ...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>insomnia/2020.4.2</td>\n",
+       "      <td>application/json</td>\n",
+       "      <td>5f572820f65af8ac955b2e83</td>\n",
+       "      <td>5fb27d3750b11901a35649fe</td>\n",
+       "      <td>*/*</td>\n",
+       "      <td>70</td>\n",
+       "      <td>sam</td>\n",
+       "      <td>sales1</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>::ffff:117.99.96.244</td>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>/note</td>\n",
+       "      <td>http</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>crm</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>Clayton Cooper</td>\n",
+       "      <td>As possible American many prepare four strong....</td>\n",
+       "      <td>False</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>insomnia/2020.4.2</td>\n",
+       "      <td>application/json</td>\n",
+       "      <td>5f572820f65af8ac955b2e83</td>\n",
+       "      <td>5fb27d3750b11901a35649fe</td>\n",
+       "      <td>*/*</td>\n",
+       "      <td>70</td>\n",
+       "      <td>sam</td>\n",
+       "      <td>sales1</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>::ffff:117.99.96.244</td>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>/note</td>\n",
+       "      <td>http</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>crm</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>Curtis Wolfe</td>\n",
+       "      <td>Tuesday Notes or 2 like 2 XSP Class</td>\n",
+       "      <td>False</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>insomnia/2020.4.2</td>\n",
+       "      <td>application/json</td>\n",
+       "      <td>5f572820f65af8ac955b2e83</td>\n",
+       "      <td>5fb27d3750b11901a35649fe</td>\n",
+       "      <td>*/*</td>\n",
+       "      <td>70</td>\n",
+       "      <td>sam</td>\n",
+       "      <td>sales1</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>::ffff:117.99.96.244</td>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>/note</td>\n",
+       "      <td>http</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>crm</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>Laura Fisher</td>\n",
+       "      <td>State third represent energy campaign not forg...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>insomnia/2020.4.2</td>\n",
+       "      <td>application/json</td>\n",
+       "      <td>5f572820f65af8ac955b2e83</td>\n",
+       "      <td>5fb27d3750b11901a35649fe</td>\n",
+       "      <td>*/*</td>\n",
+       "      <td>70</td>\n",
+       "      <td>sam</td>\n",
+       "      <td>sales1</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>::ffff:117.99.96.244</td>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>/note</td>\n",
+       "      <td>http</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>crm</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>Tyler Santos</td>\n",
+       "      <td>Us enjoy since. Time identify image position o...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>insomnia/2020.4.2</td>\n",
+       "      <td>application/json</td>\n",
+       "      <td>5f572820f65af8ac955b2e83</td>\n",
+       "      <td>5fb27d3750b11901a35649fe</td>\n",
+       "      <td>*/*</td>\n",
+       "      <td>70</td>\n",
+       "      <td>sam</td>\n",
+       "      <td>sales1</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>::ffff:117.99.96.244</td>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>/note</td>\n",
+       "      <td>http</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>crm</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  req/baseUrl req/body/note/title  \\\n",
+       "0   /crm/note        Tina Johnson   \n",
+       "1   /crm/note      Clayton Cooper   \n",
+       "2   /crm/note        Curtis Wolfe   \n",
+       "3   /crm/note        Laura Fisher   \n",
+       "4   /crm/note        Tyler Santos   \n",
+       "\n",
+       "                                  req/body/note/desc  req/fresh  \\\n",
+       "0  Top recognize eat. Fact whom spend area thing ...      False   \n",
+       "1  As possible American many prepare four strong....      False   \n",
+       "2                Tuesday Notes or 2 like 2 XSP Class      False   \n",
+       "3  State third represent energy campaign not forg...      False   \n",
+       "4  Us enjoy since. Time identify image position o...      False   \n",
+       "\n",
+       "  req/headers/host req/headers/user-agent req/headers/content-type  \\\n",
+       "0      example.com      insomnia/2020.4.2         application/json   \n",
+       "1      example.com      insomnia/2020.4.2         application/json   \n",
+       "2      example.com      insomnia/2020.4.2         application/json   \n",
+       "3      example.com      insomnia/2020.4.2         application/json   \n",
+       "4      example.com      insomnia/2020.4.2         application/json   \n",
+       "\n",
+       "         req/headers/org_id req/headers/user_session_id req/headers/accept  \\\n",
+       "0  5f572820f65af8ac955b2e83    5fb27d3750b11901a35649fe                */*   \n",
+       "1  5f572820f65af8ac955b2e83    5fb27d3750b11901a35649fe                */*   \n",
+       "2  5f572820f65af8ac955b2e83    5fb27d3750b11901a35649fe                */*   \n",
+       "3  5f572820f65af8ac955b2e83    5fb27d3750b11901a35649fe                */*   \n",
+       "4  5f572820f65af8ac955b2e83    5fb27d3750b11901a35649fe                */*   \n",
+       "\n",
+       "   req/headers/content-length req/headers/user/name req/headers/user/role  \\\n",
+       "0                          70                   sam                sales1   \n",
+       "1                          70                   sam                sales1   \n",
+       "2                          70                   sam                sales1   \n",
+       "3                          70                   sam                sales1   \n",
+       "4                          70                   sam                sales1   \n",
+       "\n",
+       "  req/hostname                req/ip req/originalUrl req/path req/protocol  \\\n",
+       "0  example.com  ::ffff:117.99.96.244       /crm/note    /note         http   \n",
+       "1  example.com  ::ffff:117.99.96.244       /crm/note    /note         http   \n",
+       "2  example.com  ::ffff:117.99.96.244       /crm/note    /note         http   \n",
+       "3  example.com  ::ffff:117.99.96.244       /crm/note    /note         http   \n",
+       "4  example.com  ::ffff:117.99.96.244       /crm/note    /note         http   \n",
+       "\n",
+       "   req/secure  req/stale req/subdomains/0  req/xhr  isSafe  \n",
+       "0       False       True              crm    False    True  \n",
+       "1       False       True              crm    False    True  \n",
+       "2       False       True              crm    False   False  \n",
+       "3       False       True              crm    False    True  \n",
+       "4       False       True              crm    False   False  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"/kaggle/input/network-requests-data/monoxor.csv\")\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.054472,
+     "end_time": "2021-01-19T10:56:59.200473",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:59.146001",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# EDA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:56:59.318547Z",
+     "iopub.status.busy": "2021-01-19T10:56:59.317711Z",
+     "iopub.status.idle": "2021-01-19T10:56:59.430599Z",
+     "shell.execute_reply": "2021-01-19T10:56:59.429933Z"
+    },
+    "papermill": {
+     "duration": 0.176231,
+     "end_time": "2021-01-19T10:56:59.430720",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:59.254489",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>req/baseUrl</th>\n",
+       "      <th>req/body/note/title</th>\n",
+       "      <th>req/body/note/desc</th>\n",
+       "      <th>req/fresh</th>\n",
+       "      <th>req/headers/host</th>\n",
+       "      <th>req/headers/user-agent</th>\n",
+       "      <th>req/headers/content-type</th>\n",
+       "      <th>req/headers/org_id</th>\n",
+       "      <th>req/headers/user_session_id</th>\n",
+       "      <th>req/headers/accept</th>\n",
+       "      <th>req/headers/content-length</th>\n",
+       "      <th>req/headers/user/name</th>\n",
+       "      <th>req/headers/user/role</th>\n",
+       "      <th>req/hostname</th>\n",
+       "      <th>req/ip</th>\n",
+       "      <th>req/originalUrl</th>\n",
+       "      <th>req/path</th>\n",
+       "      <th>req/protocol</th>\n",
+       "      <th>req/secure</th>\n",
+       "      <th>req/stale</th>\n",
+       "      <th>req/subdomains/0</th>\n",
+       "      <th>req/xhr</th>\n",
+       "      <th>isSafe</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unique</th>\n",
+       "      <td>1</td>\n",
+       "      <td>994</td>\n",
+       "      <td>750</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>top</th>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>Michael Smith</td>\n",
+       "      <td>note title &lt;title onPropertyChange title onPro...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>insomnia/2020.4.2</td>\n",
+       "      <td>application/json</td>\n",
+       "      <td>5f572820f65af8ac955b2e83</td>\n",
+       "      <td>5fb27d3750b11901a35649fe</td>\n",
+       "      <td>*/*</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>sam</td>\n",
+       "      <td>sales1</td>\n",
+       "      <td>example.com</td>\n",
+       "      <td>::ffff:117.99.96.244</td>\n",
+       "      <td>/crm/note</td>\n",
+       "      <td>/note</td>\n",
+       "      <td>http</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>crm</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>freq</th>\n",
+       "      <td>1000</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>1000</td>\n",
+       "      <td>572</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       req/baseUrl req/body/note/title  \\\n",
+       "count         1000                1000   \n",
+       "unique           1                 994   \n",
+       "top      /crm/note       Michael Smith   \n",
+       "freq          1000                   3   \n",
+       "mean           NaN                 NaN   \n",
+       "std            NaN                 NaN   \n",
+       "min            NaN                 NaN   \n",
+       "25%            NaN                 NaN   \n",
+       "50%            NaN                 NaN   \n",
+       "75%            NaN                 NaN   \n",
+       "max            NaN                 NaN   \n",
+       "\n",
+       "                                       req/body/note/desc req/fresh  \\\n",
+       "count                                                1000      1000   \n",
+       "unique                                                750         1   \n",
+       "top     note title <title onPropertyChange title onPro...     False   \n",
+       "freq                                                   36      1000   \n",
+       "mean                                                  NaN       NaN   \n",
+       "std                                                   NaN       NaN   \n",
+       "min                                                   NaN       NaN   \n",
+       "25%                                                   NaN       NaN   \n",
+       "50%                                                   NaN       NaN   \n",
+       "75%                                                   NaN       NaN   \n",
+       "max                                                   NaN       NaN   \n",
+       "\n",
+       "       req/headers/host req/headers/user-agent req/headers/content-type  \\\n",
+       "count              1000                   1000                     1000   \n",
+       "unique                1                      1                        1   \n",
+       "top         example.com      insomnia/2020.4.2         application/json   \n",
+       "freq               1000                   1000                     1000   \n",
+       "mean                NaN                    NaN                      NaN   \n",
+       "std                 NaN                    NaN                      NaN   \n",
+       "min                 NaN                    NaN                      NaN   \n",
+       "25%                 NaN                    NaN                      NaN   \n",
+       "50%                 NaN                    NaN                      NaN   \n",
+       "75%                 NaN                    NaN                      NaN   \n",
+       "max                 NaN                    NaN                      NaN   \n",
+       "\n",
+       "              req/headers/org_id req/headers/user_session_id  \\\n",
+       "count                       1000                        1000   \n",
+       "unique                         1                           1   \n",
+       "top     5f572820f65af8ac955b2e83    5fb27d3750b11901a35649fe   \n",
+       "freq                        1000                        1000   \n",
+       "mean                         NaN                         NaN   \n",
+       "std                          NaN                         NaN   \n",
+       "min                          NaN                         NaN   \n",
+       "25%                          NaN                         NaN   \n",
+       "50%                          NaN                         NaN   \n",
+       "75%                          NaN                         NaN   \n",
+       "max                          NaN                         NaN   \n",
+       "\n",
+       "       req/headers/accept  req/headers/content-length req/headers/user/name  \\\n",
+       "count                1000                      1000.0                  1000   \n",
+       "unique                  1                         NaN                     1   \n",
+       "top                   */*                         NaN                   sam   \n",
+       "freq                 1000                         NaN                  1000   \n",
+       "mean                  NaN                        70.0                   NaN   \n",
+       "std                   NaN                         0.0                   NaN   \n",
+       "min                   NaN                        70.0                   NaN   \n",
+       "25%                   NaN                        70.0                   NaN   \n",
+       "50%                   NaN                        70.0                   NaN   \n",
+       "75%                   NaN                        70.0                   NaN   \n",
+       "max                   NaN                        70.0                   NaN   \n",
+       "\n",
+       "       req/headers/user/role req/hostname                req/ip  \\\n",
+       "count                   1000         1000                  1000   \n",
+       "unique                     1            1                     1   \n",
+       "top                   sales1  example.com  ::ffff:117.99.96.244   \n",
+       "freq                    1000         1000                  1000   \n",
+       "mean                     NaN          NaN                   NaN   \n",
+       "std                      NaN          NaN                   NaN   \n",
+       "min                      NaN          NaN                   NaN   \n",
+       "25%                      NaN          NaN                   NaN   \n",
+       "50%                      NaN          NaN                   NaN   \n",
+       "75%                      NaN          NaN                   NaN   \n",
+       "max                      NaN          NaN                   NaN   \n",
+       "\n",
+       "       req/originalUrl req/path req/protocol req/secure req/stale  \\\n",
+       "count             1000     1000         1000       1000      1000   \n",
+       "unique               1        1            1          1         1   \n",
+       "top          /crm/note    /note         http      False      True   \n",
+       "freq              1000     1000         1000       1000      1000   \n",
+       "mean               NaN      NaN          NaN        NaN       NaN   \n",
+       "std                NaN      NaN          NaN        NaN       NaN   \n",
+       "min                NaN      NaN          NaN        NaN       NaN   \n",
+       "25%                NaN      NaN          NaN        NaN       NaN   \n",
+       "50%                NaN      NaN          NaN        NaN       NaN   \n",
+       "75%                NaN      NaN          NaN        NaN       NaN   \n",
+       "max                NaN      NaN          NaN        NaN       NaN   \n",
+       "\n",
+       "       req/subdomains/0 req/xhr isSafe  \n",
+       "count              1000    1000   1000  \n",
+       "unique                1       1      2  \n",
+       "top                 crm   False   True  \n",
+       "freq               1000    1000    572  \n",
+       "mean                NaN     NaN    NaN  \n",
+       "std                 NaN     NaN    NaN  \n",
+       "min                 NaN     NaN    NaN  \n",
+       "25%                 NaN     NaN    NaN  \n",
+       "50%                 NaN     NaN    NaN  \n",
+       "75%                 NaN     NaN    NaN  \n",
+       "max                 NaN     NaN    NaN  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe(include = 'all')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.056653,
+     "end_time": "2021-01-19T10:56:59.544030",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:59.487377",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Features with unique values are: **Body Title, Body Description and isSafe** features.\n",
+    "\n",
+    "All the **other features** have a single value, which means that **they can't be used** to detect if the request is an attack by a hacker or not."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:56:59.673081Z",
+     "iopub.status.busy": "2021-01-19T10:56:59.672059Z",
+     "iopub.status.idle": "2021-01-19T10:56:59.678536Z",
+     "shell.execute_reply": "2021-01-19T10:56:59.677975Z"
+    },
+    "papermill": {
+     "duration": 0.077425,
+     "end_time": "2021-01-19T10:56:59.678656",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:59.601231",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>req/body/note/title</th>\n",
+       "      <th>req/body/note/desc</th>\n",
+       "      <th>isSafe</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Tina Johnson</td>\n",
+       "      <td>Top recognize eat. Fact whom spend area thing ...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Clayton Cooper</td>\n",
+       "      <td>As possible American many prepare four strong....</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Curtis Wolfe</td>\n",
+       "      <td>Tuesday Notes or 2 like 2 XSP Class</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Laura Fisher</td>\n",
+       "      <td>State third represent energy campaign not forg...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Tyler Santos</td>\n",
+       "      <td>Us enjoy since. Time identify image position o...</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  req/body/note/title                                 req/body/note/desc  \\\n",
+       "0        Tina Johnson  Top recognize eat. Fact whom spend area thing ...   \n",
+       "1      Clayton Cooper  As possible American many prepare four strong....   \n",
+       "2        Curtis Wolfe                Tuesday Notes or 2 like 2 XSP Class   \n",
+       "3        Laura Fisher  State third represent energy campaign not forg...   \n",
+       "4        Tyler Santos  Us enjoy since. Time identify image position o...   \n",
+       "\n",
+       "   isSafe  \n",
+       "0    True  \n",
+       "1    True  \n",
+       "2   False  \n",
+       "3    True  \n",
+       "4   False  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_new = df[['req/body/note/title', 'req/body/note/desc', 'isSafe']]\n",
+    "\n",
+    "df_new.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:56:59.799026Z",
+     "iopub.status.busy": "2021-01-19T10:56:59.798312Z",
+     "iopub.status.idle": "2021-01-19T10:56:59.942461Z",
+     "shell.execute_reply": "2021-01-19T10:56:59.942986Z"
+    },
+    "papermill": {
+     "duration": 0.209255,
+     "end_time": "2021-01-19T10:56:59.943159",
+     "exception": false,
+     "start_time": "2021-01-19T10:56:59.733904",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mylabels='Safe','Unsafe'\n",
+    "cmap = plt.get_cmap('Spectral')\n",
+    "colors = [cmap(i) for i in np.linspace(0, 1, 8)]\n",
+    "\n",
+    "plt.figure(figsize=(16,8))\n",
+    "\n",
+    "plt.title(\"Safe and Unsafe Requests Distribution\", size = 20)\n",
+    "plt.pie(df_new['isSafe'].value_counts(), labels=mylabels, autopct='%1.1f%%', shadow=True, colors=colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.056208,
+     "end_time": "2021-01-19T10:57:00.056513",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:00.000305",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "There are **more safe requests.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:00.191298Z",
+     "iopub.status.busy": "2021-01-19T10:57:00.190319Z",
+     "iopub.status.idle": "2021-01-19T10:57:00.195828Z",
+     "shell.execute_reply": "2021-01-19T10:57:00.195286Z"
+    },
+    "papermill": {
+     "duration": 0.082863,
+     "end_time": "2021-01-19T10:57:00.195945",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:00.113082",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>req/body/note/title</th>\n",
+       "      <th>req/body/note/desc</th>\n",
+       "      <th>isSafe</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Curtis Wolfe</td>\n",
+       "      <td>Tuesday Notes or 2 like 2 XSP Class</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Tyler Santos</td>\n",
+       "      <td>Us enjoy since. Time identify image position o...</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Tracy Smith</td>\n",
+       "      <td>Area single occur chair opportunity art many. ...</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Jacob Martin</td>\n",
+       "      <td>note title &lt;title onPropertyChange title onPro...</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Colleen Riggs</td>\n",
+       "      <td>Meeting \")) or ((\"x\"))=((\"x Notes 12:30</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>423</th>\n",
+       "      <td>Gary Ruiz</td>\n",
+       "      <td>&lt;img src=1 href=1 onerror=\"javascript:alert(1)...</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>424</th>\n",
+       "      <td>Jordan Brown</td>\n",
+       "      <td>Meeting \")) or ((\"x\"))=((\"x Notes 12:30</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>425</th>\n",
+       "      <td>Larry Perez</td>\n",
+       "      <td>ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22jav...</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>426</th>\n",
+       "      <td>Jason Tucker</td>\n",
+       "      <td>ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22jav...</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>427</th>\n",
+       "      <td>James Rocha</td>\n",
+       "      <td>&lt;img src=1 href=1 onerror=\"javascript:alert(1)...</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>428 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    req/body/note/title                                 req/body/note/desc  \\\n",
+       "0          Curtis Wolfe                Tuesday Notes or 2 like 2 XSP Class   \n",
+       "1          Tyler Santos  Us enjoy since. Time identify image position o...   \n",
+       "2           Tracy Smith  Area single occur chair opportunity art many. ...   \n",
+       "3          Jacob Martin  note title <title onPropertyChange title onPro...   \n",
+       "4         Colleen Riggs            Meeting \")) or ((\"x\"))=((\"x Notes 12:30   \n",
+       "..                  ...                                                ...   \n",
+       "423           Gary Ruiz  <img src=1 href=1 onerror=\"javascript:alert(1)...   \n",
+       "424        Jordan Brown            Meeting \")) or ((\"x\"))=((\"x Notes 12:30   \n",
+       "425         Larry Perez  ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22jav...   \n",
+       "426        Jason Tucker  ext1%3Cvideo+src%3D1+href%3D1+onerror%3D%22jav...   \n",
+       "427         James Rocha  <img src=1 href=1 onerror=\"javascript:alert(1)...   \n",
+       "\n",
+       "     isSafe  \n",
+       "0     False  \n",
+       "1     False  \n",
+       "2     False  \n",
+       "3     False  \n",
+       "4     False  \n",
+       "..      ...  \n",
+       "423   False  \n",
+       "424   False  \n",
+       "425   False  \n",
+       "426   False  \n",
+       "427   False  \n",
+       "\n",
+       "[428 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "not_safe = df_new['isSafe'].isin([False])\n",
+    "df_not_safe = df_new[not_safe].reset_index(drop=True)\n",
+    "\n",
+    "df_not_safe = pd.DataFrame(df_not_safe)\n",
+    "df_not_safe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:00.330634Z",
+     "iopub.status.busy": "2021-01-19T10:57:00.329809Z",
+     "iopub.status.idle": "2021-01-19T10:57:00.334446Z",
+     "shell.execute_reply": "2021-01-19T10:57:00.333860Z"
+    },
+    "papermill": {
+     "duration": 0.080955,
+     "end_time": "2021-01-19T10:57:00.334560",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:00.253605",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>req/body/note/title</th>\n",
+       "      <th>req/body/note/desc</th>\n",
+       "      <th>isSafe</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Tina Johnson</td>\n",
+       "      <td>Top recognize eat. Fact whom spend area thing ...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Clayton Cooper</td>\n",
+       "      <td>As possible American many prepare four strong....</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Laura Fisher</td>\n",
+       "      <td>State third represent energy campaign not forg...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Kevin Gonzalez</td>\n",
+       "      <td>Resource politics already close phone special ...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>James Taylor</td>\n",
+       "      <td>Truth care red give all own. Full better marke...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>567</th>\n",
+       "      <td>James Smith</td>\n",
+       "      <td>Mr support color history natural PM. Informati...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>568</th>\n",
+       "      <td>Bridget Elliott</td>\n",
+       "      <td>Recently crime before five thought bit. Card f...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>569</th>\n",
+       "      <td>Jasmine Gibson</td>\n",
+       "      <td>Set nature they then low resource truth. Edge ...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>570</th>\n",
+       "      <td>Mr. Antonio Valdez DDS</td>\n",
+       "      <td>Push case them such face suffer. Letter middle...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>571</th>\n",
+       "      <td>Brian Stephens</td>\n",
+       "      <td>Family ready stay rule full than yet. Moment o...</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>572 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        req/body/note/title  \\\n",
+       "0              Tina Johnson   \n",
+       "1            Clayton Cooper   \n",
+       "2              Laura Fisher   \n",
+       "3            Kevin Gonzalez   \n",
+       "4              James Taylor   \n",
+       "..                      ...   \n",
+       "567             James Smith   \n",
+       "568         Bridget Elliott   \n",
+       "569          Jasmine Gibson   \n",
+       "570  Mr. Antonio Valdez DDS   \n",
+       "571          Brian Stephens   \n",
+       "\n",
+       "                                    req/body/note/desc  isSafe  \n",
+       "0    Top recognize eat. Fact whom spend area thing ...    True  \n",
+       "1    As possible American many prepare four strong....    True  \n",
+       "2    State third represent energy campaign not forg...    True  \n",
+       "3    Resource politics already close phone special ...    True  \n",
+       "4    Truth care red give all own. Full better marke...    True  \n",
+       "..                                                 ...     ...  \n",
+       "567  Mr support color history natural PM. Informati...    True  \n",
+       "568  Recently crime before five thought bit. Card f...    True  \n",
+       "569  Set nature they then low resource truth. Edge ...    True  \n",
+       "570  Push case them such face suffer. Letter middle...    True  \n",
+       "571  Family ready stay rule full than yet. Moment o...    True  \n",
+       "\n",
+       "[572 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "safe = df_new['isSafe'].isin([True])\n",
+    "df_safe = df_new[safe].reset_index(drop=True)\n",
+    "\n",
+    "df_safe"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.061326,
+     "end_time": "2021-01-19T10:57:00.453671",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:00.392345",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "There are **428 unsafe requests** and **572 safe requests.**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.058856,
+     "end_time": "2021-01-19T10:57:00.572578",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:00.513722",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "### Maliciuos Words in Safe and Unsafe requests."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.066031,
+     "end_time": "2021-01-19T10:57:00.697628",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:00.631597",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "corpus_mal_words"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:00.842892Z",
+     "iopub.status.busy": "2021-01-19T10:57:00.841688Z",
+     "iopub.status.idle": "2021-01-19T10:57:00.855697Z",
+     "shell.execute_reply": "2021-01-19T10:57:00.856641Z"
+    },
+    "papermill": {
+     "duration": 0.086064,
+     "end_time": "2021-01-19T10:57:00.856867",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:00.770803",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0                                     2  2  \n",
+      "1                          \\r\\n             \n",
+      "2                              \\r\\n         \n",
+      "3                          <   =\"::(1)\"></ >\n",
+      "4                     \"))  ((\"\"))=((\"  12:30\n",
+      "                       ...                  \n",
+      "423                      < =1 =1 =\":(1)\"></>\n",
+      "424                   \"))  ((\"\"))=((\"  12:30\n",
+      "425    1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3\n",
+      "426    1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3\n",
+      "427                      < =1 =1 =\":(1)\"></>\n",
+      "Name: req/body/note/desc, Length: 428, dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "import string\n",
+    "string.punctuation\n",
+    "def remove_punctuation(text):\n",
+    "    no_punct = [word for word in text if not word.isalpha()]\n",
+    "    no_punct = [word for word in no_punct if word!= '.']\n",
+    "    words_wo_punct = ''.join(no_punct)\n",
+    "   \n",
+    "    return words_wo_punct\n",
+    "mal_words_ns = df_not_safe['req/body/note/desc'].apply(lambda x: remove_punctuation(x))\n",
+    "print(mal_words_ns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:01.001162Z",
+     "iopub.status.busy": "2021-01-19T10:57:01.000055Z",
+     "iopub.status.idle": "2021-01-19T10:57:01.042996Z",
+     "shell.execute_reply": "2021-01-19T10:57:01.043694Z"
+    },
+    "papermill": {
+     "duration": 0.119819,
+     "end_time": "2021-01-19T10:57:01.043881",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:00.924062",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[['2', '2'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['\"/*'],\n",
+       " ['\"/*'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['2', '2'],\n",
+       " ['2', '2'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['2', '2'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['2', '2'],\n",
+       " ['2', '2'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['\"/*'],\n",
+       " ['\"/*'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['2', '2'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['2', '2'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"/*'],\n",
+       " ['\"/*'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['\"/*'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['2', '2'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['2', '2'],\n",
+       " ['\"/*'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['\"/*'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['\"/*'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['\"/*'],\n",
+       " ['2', '2'],\n",
+       " ['2', '2'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['\"/*'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['\"/*'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['\"/*'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['2', '2'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"/*'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"/*'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"/*'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['\"/*'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['\"/*'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['\"/*'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['2', '2'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"/*'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"/*'],\n",
+       " ['2', '2'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"/*'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['\"/*'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['1<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"/*'],\n",
+       " ['\"/*'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['2', '2'],\n",
+       " ['\"/*'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['<', '=\"::(1)\"></', '>'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['<\\x13=', '=\":(1)\">'],\n",
+       " ['\"/*'],\n",
+       " ['\"/*'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['--><!--', '-->>', '<', '=:', '=:(1)>', '-->'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>'],\n",
+       " ['\"))', '((\"\"))=((\"', '12:30'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['1%3+%31+%31+%3%22%3%281%29%22%3%3%2%3'],\n",
+       " ['<', '=1', '=1', '=\":(1)\"></>']]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mal_words_ns.index = np.arange(len(mal_words_ns))\n",
+    "\n",
+    "corpus_mal_words = []\n",
+    "\n",
+    "for i in (range(len(mal_words_ns))):\n",
+    "  review = mal_words_ns[i]\n",
+    "  review = review.lower()\n",
+    "  review = review.split()\n",
+    "  \n",
+    "  if len(review) > 0:\n",
+    "      corpus_mal_words.append(review)\n",
+    "corpus_mal_words"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:01.176593Z",
+     "iopub.status.busy": "2021-01-19T10:57:01.175723Z",
+     "iopub.status.idle": "2021-01-19T10:57:01.185110Z",
+     "shell.execute_reply": "2021-01-19T10:57:01.184122Z"
+    },
+    "papermill": {
+     "duration": 0.07684,
+     "end_time": "2021-01-19T10:57:01.185334",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:01.108494",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "259\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(corpus_mal_words))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.072574,
+     "end_time": "2021-01-19T10:57:01.322512",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:01.249938",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "These are the malicious words in unsafe requests."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:01.501748Z",
+     "iopub.status.busy": "2021-01-19T10:57:01.500928Z",
+     "iopub.status.idle": "2021-01-19T10:57:01.505429Z",
+     "shell.execute_reply": "2021-01-19T10:57:01.506205Z"
+    },
+    "papermill": {
+     "duration": 0.090108,
+     "end_time": "2021-01-19T10:57:01.506408",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:01.416300",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "string.punctuation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:01.644482Z",
+     "iopub.status.busy": "2021-01-19T10:57:01.643670Z",
+     "iopub.status.idle": "2021-01-19T10:57:01.663857Z",
+     "shell.execute_reply": "2021-01-19T10:57:01.664771Z"
+    },
+    "papermill": {
+     "duration": 0.090416,
+     "end_time": "2021-01-19T10:57:01.664984",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:01.574568",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0              \\r\\n         \\r\\n         \n",
+      "1                                        \n",
+      "2                             \\r\\n       \n",
+      "3                                        \n",
+      "4                             \\r\\n       \n",
+      "                      ...                \n",
+      "567                                      \n",
+      "568                                      \n",
+      "569                          \\r\\n        \n",
+      "570                       \\r\\n           \n",
+      "571                                      \n",
+      "Name: req/body/note/desc, Length: 572, dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "import string\n",
+    "string.punctuation\n",
+    "def remove_punctuation(text):\n",
+    "    no_punct = [word for word in text if not word.isalpha()]\n",
+    "    no_punct = [word for word in no_punct if word!= '.']\n",
+    "    words_wo_punct = ''.join(no_punct)\n",
+    "   \n",
+    "    return words_wo_punct\n",
+    "mal_words_s = df_safe['req/body/note/desc'].apply(lambda x: remove_punctuation(x))\n",
+    "print(mal_words_s)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:01.801961Z",
+     "iopub.status.busy": "2021-01-19T10:57:01.801023Z",
+     "iopub.status.idle": "2021-01-19T10:57:04.690516Z",
+     "shell.execute_reply": "2021-01-19T10:57:04.689912Z"
+    },
+    "papermill": {
+     "duration": 2.959778,
+     "end_time": "2021-01-19T10:57:04.690642",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:01.730864",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "        <script type=\"text/javascript\">\n",
+       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
+       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
+       "        if (typeof require !== 'undefined') {\n",
+       "        require.undef(\"plotly\");\n",
+       "        requirejs.config({\n",
+       "            paths: {\n",
+       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
+       "            }\n",
+       "        });\n",
+       "        require(['plotly'], function(Plotly) {\n",
+       "            window._Plotly = Plotly;\n",
+       "        });\n",
+       "        }\n",
+       "        </script>\n",
+       "        "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>                            <div id=\"374c253c-062f-4e45-a6ec-b7338e9d3f9f\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"374c253c-062f-4e45-a6ec-b7338e9d3f9f\")) {                    Plotly.newPlot(                        \"374c253c-062f-4e45-a6ec-b7338e9d3f9f\",                        [{\"alignmentgroup\": \"True\", \"bingroup\": \"x\", \"hovertemplate\": \"req/body/note/title=%{x}<br>count=%{y}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": \"#636efa\", \"opacity\": 0.5}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"v\", \"showlegend\": false, \"type\": \"histogram\", \"x\": [\"Tina Johnson\", \"Clayton Cooper\", \"Curtis Wolfe\", \"Laura Fisher\", \"Tyler Santos\", \"Tracy Smith\", \"Kevin Gonzalez\", \"Jacob Martin\", \"Colleen Riggs\", \"Keith Campos\", \"Jerry Webster\", \"Jacob Clements\", \"James Taylor\", \"Ricky Wright\", \"Gary Brooks\", \"Catherine Rivera\", \"Christina Thomas\", \"William Decker\", \"Michael Patterson\", \"Andre Brown\", \"Mrs. Christina Armstrong\", \"Audrey Smith\", \"Christine Todd\", \"Madeline Jackson\", \"Samuel Wallace\", \"Marcus Gregory\", \"Brian Dominguez\", \"Robert Weber\", \"Jennifer Williams\", \"Emily Cain\", \"Lisa Campos\", \"Brandon Harris\", \"John Olsen\", \"Kevin Jones\", \"Mackenzie Browning\", \"Mr. Robert Myers\", \"Carmen Alexander\", \"Janice Rojas\", \"Natalie Casey\", \"Lindsey Johnson\", \"Melissa Johnson\", \"Kathryn Reilly\", \"Sandra Collins\", \"Danielle Roberts\", \"Steven Tucker\", \"Joshua Cole\", \"Antonio Ramos\", \"Dylan Johnson\", \"Jeffrey Hatfield PhD\", \"David Mckay\", \"Steve Jensen Jr.\", \"Suzanne Jones\", \"Leslie Church\", \"James Jordan\", \"Monica Mercer\", \"Robert Clark\", \"Dr. Christy Alvarez DVM\", \"David Adams\", \"Michael Morgan\", \"Peter Thomas\", \"Timothy Cole\", \"Christopher Petersen\", \"Richard West\", \"Rebecca Hill\", \"Adam King\", \"William Richardson\", \"Darlene Jones MD\", \"Michelle Lucas\", \"Rebecca Moore\", \"Lauren Hurley\", \"Peggy Shelton\", \"Joseph Williamson\", \"Timothy Herman\", \"Anna Olson\", \"Darryl Wells\", \"Linda Jackson\", \"Cynthia Davis\", \"Joshua Bell\", \"Tommy Mcconnell\", \"William Thompson\", \"Gloria Williams\", \"Shawn Mitchell\", \"Garrett Sullivan\", \"Dominique Gonzales\", \"Thomas Moore\", \"Diana Salas\", \"Michael Mckee\", \"Victoria Carr\", \"Erica Browning\", \"Nathan Bennett\", \"Donna Johnson\", \"Amy Martinez\", \"Traci Murphy\", \"Jason Sweeney\", \"Elizabeth Thompson\", \"Kelly Hernandez\", \"William Williams\", \"Nancy Robles\", \"Amy Smith\", \"Nicole Burton\", \"John Marshall\", \"Mary Rojas\", \"Linda Aguilar\", \"Jeffrey Jones\", \"Erica Guzman\", \"Devin Hall\", \"James Marshall\", \"Emma Williams\", \"Matthew Johnston\", \"Cheryl Harris\", \"Mathew Mills\", \"Toni Morris\", \"Timothy Smith\", \"Brian Weeks\", \"Jordan Perez\", \"Jesus Leon\", \"Leon Goodman\", \"Stephanie Wilkerson\", \"Brian Smith\", \"Heather Davis\", \"Tonya Chavez\", \"Joseph Erickson\", \"David Rice\", \"Bruce Robbins\", \"Christine Hardy\", \"Melvin Kirby\", \"Michael Russell\", \"Jeffrey Salas\", \"Natalie Garner\", \"Sergio Thompson Jr.\", \"Christine Barber\", \"Jay Peters\", \"James Jones\", \"Tammy Clark\", \"Erica Reynolds\", \"Emily Aguilar\", \"Lorraine Foster\", \"April Herrera\", \"Haley Cardenas\", \"Angela Martinez\", \"Holly Vincent\", \"William Walker\", \"Rhonda Clark\", \"Amy Robinson\", \"Leah Barnes\", \"Alexis Kelley\", \"Ashley Bolton\", \"Jocelyn Smith\", \"Carla Tucker\", \"Justin Romero Jr.\", \"Dana Alvarez\", \"Katrina Wood\", \"Erika Bennett\", \"Jessica Brown\", \"Shannon Vincent\", \"Nicole Buchanan\", \"Susan Cook\", \"Courtney Neal\", \"Jason Hernandez\", \"Stephanie Rogers\", \"Eric Blake\", \"Joseph Perez\", \"Gary Malone\", \"Brooke Smith\", \"Laura Little\", \"Jorge Beasley\", \"Julie Miller\", \"Ashley Joseph\", \"Angela Mckay\", \"Sonia Giles\", \"Christopher Scott\", \"Phillip Miller\", \"Anthony Miller\", \"Gregory Snyder\", \"Julian Arroyo\", \"Paul Cook\", \"Chris Smith\", \"Yvonne Key\", \"Bobby Peck\", \"Dr. Patricia Hall\", \"Catherine Smith\", \"Angel Jones\", \"Ryan Smith\", \"Sherri Boyd\", \"Jeremiah Murray\", \"Kimberly Owen\", \"Julie Brewer\", \"Chad Allen\", \"Juan Lee\", \"Mark Rich\", \"Curtis Jordan\", \"Emma Rodriguez\", \"Kayla Sullivan\", \"Raymond Acosta\", \"Joshua Fisher\", \"Shelia Barker\", \"Samuel Cannon\", \"Travis Franklin\", \"Charles Mckinney\", \"Amanda Zamora\", \"Mary Liu\", \"Vanessa Baker\", \"Daniel Lawson\", \"Christopher Williams\", \"Tyler Salinas\", \"Craig Williams\", \"Jeffery Richards\", \"Daniel Jones\", \"Megan Clark\", \"Christy Martinez\", \"Rose Harrell\", \"Lori Garcia\", \"Sandra Olson\", \"Amanda Davidson\", \"Rebecca Brown\", \"Shannon Young\", \"Dwayne Webb\", \"Jessica Cook\", \"Angelica Adams\", \"Cheryl Bush\", \"Stephanie Martin\", \"Christina Price\", \"Justin Martinez\", \"Margaret Franklin\", \"Warren Shannon\", \"Jacqueline Arnold\", \"Nicholas Nelson\", \"Dana Lee\", \"Wesley Norman\", \"Barbara Rivas\", \"Mr. Steven Collins MD\", \"Theresa Gamble\", \"Kevin Krueger\", \"Deanna Harrington\", \"Robert Chan\", \"Shelly Watson\", \"Tony Mills\", \"Joshua Reid\", \"Kelly Roberts\", \"Christina Ramirez\", \"Jesse Holmes\", \"Cody Martin\", \"Joe Williams\", \"Jessica Wright\", \"Charles Richardson\", \"Casey Davis\", \"Michael Davis\", \"Benjamin Jimenez\", \"Jennifer Smith\", \"Wendy Stephenson\", \"Thomas Strong\", \"Taylor Hawkins\", \"Sharon Blair\", \"Shelley Morales\", \"Andrew Jones\", \"Dr. Jeremy Jackson\", \"Nicholas Mendoza\", \"John Greene\", \"Daniel Mills\", \"William Silva\", \"Andrew Cox\", \"Andrew Lewis\", \"Mrs. Natalie Stark\", \"Richard Willis\", \"Ian Jones\", \"April Fisher\", \"Katelyn Carrillo\", \"Tammy Johnson\", \"Megan Lee\", \"Jared Clark\", \"Christopher Taylor\", \"Connie Clarke\", \"Cheryl Gross\", \"Nancy Downs\", \"Jessica Aguilar\", \"Shane Moore\", \"Stephanie Simpson\", \"Ricardo Campos\", \"Joanne Morton\", \"Deborah Carroll\", \"Jordan Ross\", \"Jerry Sullivan\", \"Mr. Kenneth Gates\", \"Briana Cruz\", \"Robert Johnson\", \"Mia Robertson\", \"Kevin Andrews\", \"Patricia Brock\", \"Andrew Williams\", \"Stephen Carter\", \"Tamara Martin\", \"Jacqueline Keller\", \"Kathy Castillo\", \"Margaret Snow\", \"Patricia Mendoza\", \"Aaron Wyatt\", \"Mrs. Robin Jackson\", \"Jennifer Berger\", \"Derrick Garcia DDS\", \"Katrina Martinez\", \"Hailey Rodriguez\", \"David Cole\", \"Jasmine Curtis\", \"Karen Wilson\", \"Brandon White\", \"Alexis James\", \"Felicia Decker\", \"Aaron Long\", \"Ashley Lewis\", \"Debra Williams\", \"Charlotte Rasmussen\", \"Gina Vaughn\", \"Carol Harris\", \"Haley Allen DDS\", \"Andrea Mcclain\", \"Malik Williams\", \"Nicole Perez\", \"Desiree Guzman DVM\", \"Natalie Meadows\", \"Carl Hansen\", \"Randy Moses\", \"Vanessa Williams\", \"Joseph Hardy\", \"Ruben Cowan\", \"Shane Ward\", \"Amanda Ramirez\", \"Curtis Moore\", \"Andrea Ward\", \"Michelle Mccormick\", \"Theresa Owens\", \"Casey Lee\", \"Donna Marsh\", \"Henry Snyder\", \"Janice Baker\", \"Melanie Parrish\", \"Malik Mclaughlin\", \"Nicholas Alexander\", \"Logan Henderson\", \"Christopher Foster\", \"Dr. Matthew Mosley DVM\", \"Taylor Patel\", \"Mrs. Linda Black\", \"Christopher Kemp\", \"Ronald Fernandez\", \"James Pennington\", \"Marie Shaffer PhD\", \"Keith Cole\", \"Lisa Guerra\", \"Phillip Brown\", \"Shannon Morgan\", \"Margaret Wood\", \"Rachel Krueger\", \"Donna Mitchell\", \"Michael Snow\", \"Tamara Hall\", \"Christopher Anderson\", \"Sheri Mcdaniel\", \"Samuel Kim\", \"Juan Medina\", \"Derek Valdez\", \"Mark Alexander\", \"Eric Price\", \"Natalie Snyder\", \"Andrew Lawrence\", \"Phillip Baxter\", \"John Hernandez\", \"Charles Myers\", \"Brittany Estrada\", \"Michael Harris\", \"Stephanie Rose\", \"Haley Edwards\", \"Brittany Contreras\", \"Christopher Hale\", \"Clifford Foster\", \"Chad Bolton\", \"Bethany Pearson\", \"Cindy Fletcher\", \"John Jensen\", \"Terry Turner\", \"Vanessa Smith\", \"Sheila Moore\", \"Valerie Walters\", \"Patrick Edwards\", \"Christopher Cooper\", \"Justin Wagner DVM\", \"William Myers\", \"Kenneth Carlson\", \"Kyle Mason\", \"Daniel Baker\", \"Charles Malone\", \"Melissa Brown\", \"Shawn Lang\", \"Vanessa Carroll\", \"Heather May\", \"Scott Young\", \"David Scott\", \"Jessica Lawson\", \"Robert Cuevas\", \"Curtis Green\", \"Andrew Allen\", \"Evelyn Riley\", \"Ernest Brown\", \"Daniel Brennan\", \"Daniel Kelly\", \"Cynthia Cruz\", \"Patricia Cochran\", \"Erica Bennett\", \"Kathryn Dunn\", \"Daniel Lopez\", \"Angela White\", \"Alan Sweeney\", \"Dustin Burton\", \"Gregory West\", \"Brittany Hall\", \"Marc Smith\", \"Stacy Hoffman\", \"David Alexander\", \"Tammy Reed DVM\", \"Jennifer Sandoval\", \"Andrew Peterson\", \"Matthew Coleman\", \"Alex Freeman\", \"Amy Richardson\", \"Jennifer Yu\", \"Wanda Cole\", \"Samantha Young\", \"Brian Roberts\", \"Christina Jensen\", \"Jessica Adams\", \"Amy Harvey\", \"Jessica Schmidt\", \"Juan Henson\", \"Grace Jones\", \"Traci Wilson\", \"Kristin Abbott\", \"Eric Hebert\", \"Diana Myers\", \"Michael Hays\", \"Jeffrey May\", \"Ryan Ball\", \"Richard Foster Jr.\", \"Juan Hanson\", \"Heather Grant\", \"James Hodges\", \"Kevin Valdez\", \"Julia Thompson\", \"Thomas Huang\", \"Rebecca Bullock MD\", \"Michelle Smith\", \"Anthony Massey\", \"Jimmy Vasquez\", \"Mrs. Laura Stevens\", \"Elizabeth Goodman\", \"Mary Kelly\", \"Christy Boyd\", \"Charlene Roth\", \"Emily Fisher\", \"Pamela Powell\", \"Sabrina Hughes\", \"Amy Phillips\", \"Stephanie King\", \"Karen Clark\", \"Nicholas Aguirre\", \"Megan Galvan\", \"Angela Butler\", \"Holly Bauer\", \"Brandi Spencer\", \"Anthony Smith\", \"Benjamin Barton\", \"Michael Kelley\", \"Amy Olson\", \"Tanya Humphrey\", \"Michael Williams\", \"Kenneth Moore\", \"Jill Jones\", \"Angela Collier\", \"Christine Stephens\", \"Jennifer Macias\", \"Kristina Mahoney\", \"Michael Kelly\", \"Micheal Campbell\", \"Drew Hess\", \"Karen Jackson\", \"Michael Davis\", \"Lauren Young\", \"Tony Richardson\", \"Dawn Gray\", \"Cassandra English\", \"Susan Williams\", \"Michael Smith\", \"Denise Johnson\", \"Dawn Anderson\", \"Ashley Petersen\", \"Erik Carr\", \"Lisa Austin\", \"John Reyes\", \"Katrina Richards MD\", \"Steven Mitchell\", \"Maria Maldonado\", \"Bethany Pitts\", \"Timothy Ramos\", \"Paul Wade\", \"Troy Jones\", \"Erik Jones\", \"Sabrina Austin\", \"Ryan Morgan\", \"Rebecca Nixon\", \"Kelly Mason\", \"Ashley Parks\", \"Hayley Wheeler\", \"Alexander Murphy\", \"Tracy Decker\", \"Pamela Sullivan\", \"Molly White DDS\", \"Alexander Smith\", \"David Palmer\", \"Vanessa Flores\", \"Laura Smith\", \"Carolyn Rodriguez\", \"Joseph Martin\", \"Evelyn Perkins\", \"Katie Lopez\", \"Nichole Patrick\", \"Kelli Tran\", \"Mary Barrett\", \"Victoria Miller\", \"David Brown\", \"Krystal Spears\", \"Thomas Griffin\", \"Kevin Decker\", \"Jennifer Mills\", \"Theodore Salas\", \"Patricia Clark\", \"Teresa Garcia\", \"Nicole Jacobson\", \"Matthew Johnson\", \"Tina Porter\", \"Ronald King\", \"Cody Mcclure\", \"Kenneth Perez\", \"Julia Townsend\", \"Shannon Golden\", \"Bruce Hansen\", \"Jeanette Rogers\", \"Amanda Lee\", \"Gerald Day\", \"Teresa Hoover\", \"Erin Khan\", \"Betty Palmer\", \"Ann King\", \"Casey Cervantes\", \"Valerie Cantu\", \"Matthew Giles\", \"Wendy Novak\", \"Julian Taylor\", \"Robert Gill\", \"Derrick Weaver\", \"Christina Webb\", \"Andrew Miller\", \"Deborah Morrow\", \"Cameron Smith\", \"Amy Anderson\", \"Johnny Jacobs\", \"Evan Moore\", \"Lauren Cook\", \"Austin Hunter\", \"Jordan Fleming\", \"Jordan Stokes DVM\", \"Taylor Campbell\", \"Adam Ramirez\", \"Lisa Salinas\", \"Adam Alexander\", \"Dawn Parks\", \"Paula Gomez\", \"Emily Hamilton\", \"Melissa Lee\", \"Ian Lawson\", \"Brenda Carrillo\", \"April Curry\", \"Mark Gonzalez\", \"Jose Reyes\", \"Raymond Martinez\", \"Brian Kelly\", \"Courtney Miller\", \"Anita Murphy DVM\", \"Mary Cox\", \"Kevin Harvey\", \"Raymond Whitehead\", \"Christopher Rodriguez\", \"Carmen Smith\", \"Lisa Chang\", \"Roberto Byrd\", \"Brandi Silva\", \"Bryce Ray\", \"Heather Davis\", \"Richard Mack\", \"Samuel Harrison\", \"Lori Cruz\", \"Kristen Long\", \"Ashley Fernandez\", \"Spencer Ortega\", \"Tracy Young\", \"James White\", \"Melissa Peck\", \"Jordan Olson\", \"David Sullivan\", \"Julie Myers\", \"Catherine Miller\", \"Beth Tapia\", \"Brandon Patel\", \"Sally Hernandez MD\", \"David Adams\", \"Shannon Brown\", \"Tony Garcia\", \"Mrs. Sherry Watson\", \"Diane Chang\", \"Brian Payne\", \"Edward Clarke\", \"Cameron Macdonald\", \"Mrs. Heather Miller\", \"Elizabeth Stein\", \"Thomas Thompson\", \"Abigail Sanchez\", \"John Davis\", \"Penny Armstrong\", \"Jason Smith\", \"Jordan Werner\", \"Kyle Kim\", \"Jessica Watkins\", \"Stephen Mooney\", \"Randall Hamilton\", \"Christina Anderson\", \"Bruce Castro\", \"Tiffany Olson\", \"Meghan Bolton\", \"Kelly Evans\", \"Keith Benson\", \"John Green\", \"Wesley Manning\", \"Noah Ramirez\", \"Eric Davis\", \"Jessica Schwartz\", \"Noah Johnson\", \"Heather Smith\", \"Tara Williams\", \"Christopher Miller\", \"Daniel Mcguire\", \"Susan Osborne\", \"William Graham\", \"Amanda Thomas\", \"Patricia Macias\", \"Anthony Melton\", \"Benjamin Gonzales\", \"Chelsea Miller\", \"John Walker\", \"Brandon Crawford\", \"Tricia Hill\", \"Colleen Lopez\", \"Courtney Brown\", \"Frank Morrison\", \"Shirley Pham\", \"Wendy Fernandez\", \"Chad Baker\", \"David Madden\", \"Deanna Mata\", \"Hayden Cabrera\", \"Janet Crosby\", \"Mary Simmons\", \"James Martinez\", \"Leslie Lewis\", \"Laura Rivera\", \"Katherine Mcmahon\", \"Felicia Arnold\", \"Denise Ellison\", \"Stacy Bailey\", \"Jennifer Wagner\", \"Frank Hall\", \"Sandra Koch\", \"Kelly Adams\", \"Donna Brooks\", \"Abigail Wells\", \"Paula King\", \"Stephen Miller\", \"Kelsey Gilbert\", \"Arthur Rodriguez\", \"Rebecca Haas MD\", \"Dylan Mendoza\", \"Yesenia Johnson\", \"Jamie Patton\", \"John Burgess\", \"Joshua Turner\", \"Felicia Parker\", \"Denise Lee\", \"Amy Ferguson\", \"Colleen Howard\", \"John Hendrix\", \"Thomas King MD\", \"Dustin Martin\", \"Paul Mayer\", \"Dana Meyers\", \"Regina Pierce\", \"Heather Bush\", \"Walter Wyatt\", \"Jennifer Morrow\", \"Victor Moore\", \"Brooke Hanson\", \"Teresa Hawkins\", \"Michael Smith\", \"Ruben Rojas\", \"Melissa Willis\", \"Paul Hanna\", \"Shannon Peters\", \"Sarah Perez\", \"Lorraine Irwin\", \"Stacie Smith\", \"James Franklin\", \"Heather Smith\", \"Dennis Crawford\", \"Carol Carson\", \"Gary Blackwell\", \"Kelsey Lee\", \"Eric Rodriguez\", \"Mark Walker\", \"Susan Flowers\", \"Jacqueline Thompson\", \"Emily Cox\", \"Charles Spencer\", \"Timothy Olson\", \"Andrew Pearson\", \"Ashley Sloan\", \"Mitchell Nunez\", \"Robert Rodriguez\", \"Heather Stanley\", \"Craig Goodwin\", \"Jodi Howe\", \"Chad Lynch\", \"Michael Munoz\", \"Sean Estrada\", \"Joyce Kim\", \"Joshua Dennis\", \"Dennis Sweeney\", \"Walter Weber\", \"Debra Peterson\", \"Katherine Alexander\", \"Benjamin King\", \"Glen Fletcher\", \"Nicholas Anderson\", \"Corey Warner\", \"Stephanie Adkins\", \"Amy Rodriguez\", \"Erika Johnson\", \"George Vazquez\", \"Stephen Cook\", \"Peter Spence\", \"Austin Rich\", \"Bryan Lopez\", \"Laurie Phillips\", \"Justin Williams\", \"Jonathan Lee\", \"Wesley Wilcox\", \"Tiffany Wolf\", \"Tammy Savage\", \"Anna Chen MD\", \"Travis Mcguire\", \"Martin Ruiz\", \"Gail Mann\", \"Noah Perez\", \"Patrick Norris\", \"John Torres\", \"Brendan King\", \"Andrea Douglas\", \"Cody Mack\", \"Patricia Medina\", \"Cameron Calhoun\", \"Erica Miller\", \"Susan Zamora\", \"Christopher Cooke\", \"Rachel Jensen\", \"Robert Alvarez\", \"Carlos Byrd\", \"Penny Garcia\", \"Kerry Ruiz\", \"Maria White\", \"Lee Schmidt\", \"Timothy Shaw\", \"Ronald Frost\", \"Francisco Quinn\", \"Jeffrey Gardner\", \"Steven Berry\", \"Nicholas Galloway\", \"Michele Allen\", \"Jessica Weaver\", \"Jay Carter\", \"Brandon Valencia\", \"Linda Parker\", \"Andrea Rodriguez\", \"Heather Ramirez\", \"Timothy Lewis\", \"Linda Ashley\", \"Sierra Young\", \"Alec Estrada\", \"Jessica Steele\", \"Edward Salazar\", \"Patrick Green\", \"Rebecca Johnston\", \"Emily Palmer\", \"Tanya Welch\", \"Matthew Moreno\", \"Hannah Salinas\", \"Juan Valentine\", \"Kyle Morris\", \"James Hart\", \"Eric Gilbert\", \"Gwendolyn Sullivan\", \"Diana Wilson\", \"Thomas Zavala\", \"Kent Walters\", \"Alexander Anderson\", \"Kathleen Nelson\", \"Steven Humphrey\", \"Brian Wilson\", \"Alexis Orr\", \"Brian Reynolds\", \"Jonathan Russell\", \"Gregory Freeman\", \"Richard Thornton\", \"Warren Bolton\", \"Donald Miller\", \"Jennifer Moody\", \"John Lucas\", \"Marcus Flynn\", \"Carrie Ingram\", \"Andrew Perez\", \"Sherri Patton\", \"Elizabeth Norman\", \"Sharon Rios\", \"Todd Peters\", \"Alexandria Bryant\", \"Joanna Pace\", \"Robert Williams\", \"Brittany Manning\", \"Henry Scott\", \"Nicholas Curry\", \"Michael Smith\", \"Robert Richardson\", \"Catherine Rodriguez\", \"Lawrence Macias\", \"Kara Myers\", \"Linda Dodson\", \"Elizabeth Garcia\", \"Edwin Mitchell\", \"Darrell Lawson\", \"Adrienne Mason\", \"James Richardson\", \"John Roberts\", \"Ms. Jessica Rosario\", \"Kathryn Wright\", \"Justin Jones\", \"Laura Miller\", \"Jack Aguilar\", \"Dawn Harrington\", \"Christina Thompson\", \"Christopher Carr\", \"Tamara Meyer\", \"Matthew Thomas\", \"James Wilcox\", \"Paul Mcpherson\", \"Cody Cox\", \"Monica White\", \"Tiffany Bush\", \"Miss Gloria Davis\", \"Juan Fernandez\", \"Emily Carter\", \"Jessica Garner\", \"Patrick Woods\", \"Anna Padilla\", \"Jacob Ford\", \"Melinda Horton\", \"Holly Chen\", \"Cathy Campos\", \"Megan Martinez\", \"Jessica Hogan\", \"Lori Ross\", \"Kristina Roman\", \"Adam Wolf\", \"Taylor Rodriguez\", \"Olivia Brown\", \"Jose Woods\", \"Nicole Nelson\", \"Richard Camacho\", \"Willie Wilson\", \"Gary Bishop\", \"Shannon Jackson\", \"Katherine Murphy\", \"Glenn Nelson\", \"Kim Porter\", \"Paul Kim\", \"Kristy Byrd\", \"Tara Todd\", \"Kristin Levine\", \"Debra Clark\", \"Matthew Wilson\", \"Mrs. Ashley Bender\", \"Elizabeth Duncan\", \"Brandy Wheeler\", \"James Arnold\", \"Sydney Aguilar\", \"Paul Farmer\", \"Ryan Knight\", \"Kelly Fisher\", \"Tina Steele\", \"Anthony Rice\", \"Michael Perez\", \"Vincent Wallace\", \"Monique Middleton\", \"Randall Zamora\", \"Meredith Jones\", \"Mr. Daniel Barton\", \"Kathleen Gonzalez\", \"Kenneth Mcclure\", \"William Best\", \"Marcia Hill\", \"Mrs. Norma Frank\", \"Katie Lane\", \"Theresa Cox\", \"Zachary Castillo\", \"Douglas Snyder\", \"Jessica Wagner\", \"Joshua Torres\", \"Benjamin Morrison\", \"Walter Baxter\", \"Charles Wilson\", \"Jason Hughes\", \"Marissa Carlson\", \"Paul Cummings\", \"Thomas Morris\", \"Daniel Miles\", \"Allison Robertson\", \"Joel Lewis\", \"Stephen Blevins\", \"Nicole Castillo\", \"Joseph Decker\", \"Anita Abbott\", \"Anna Adams\", \"Alejandro White\", \"Julie Smith\", \"Mark Parker\", \"Amy Waller\", \"Jennifer Foster\", \"Ashley Coleman\", \"Mr. Robert Collins\", \"Theresa Goodwin\", \"Jonathan Durham\", \"Andrea Stafford\", \"Diana Henderson\", \"Alexander Thomas\", \"Jason Ruiz\", \"Jennifer Ramos\", \"Ruth Calderon\", \"Bonnie Munoz\", \"Joseph Marquez\", \"Justin Glass\", \"Ryan Marsh\", \"Karen Ellis\", \"Lee Evans\", \"Laurie Hughes\", \"Todd Castillo\", \"Susan Moran\", \"Richard Simmons\", \"Chelsey Butler\", \"Albert Fry\", \"Christine Norman\", \"Jonathan Benitez\", \"Lisa Smith\", \"Olivia Olsen\", \"Anna Wong\", \"Bryan Howell\", \"Jason Young\", \"Sarah Rodriguez\", \"Anthony Johnson\", \"Dawn Davis\", \"Alan Peterson\", \"Tristan Kim\", \"Barbara Hart\", \"Kelly Smith DVM\", \"Gary Ruiz\", \"Jordan Brown\", \"Terri Fletcher\", \"Laura Christensen\", \"Larry Perez\", \"Mr. Ethan Bennett\", \"Melissa Walker\", \"Jason Tucker\", \"Shannon Russell\", \"James Smith\", \"Bridget Elliott\", \"James Rocha\", \"Jasmine Gibson\", \"Mr. Antonio Valdez DDS\", \"Brian Stephens\"], \"xaxis\": \"x\", \"yaxis\": \"y\"}],                        {\"barmode\": \"relative\", \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"req/body/note/title\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"count\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('374c253c-062f-4e45-a6ec-b7338e9d3f9f');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import plotly.express as px\n",
+    "px.histogram(df_new, x = 'req/body/note/title', opacity = 0.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:04.890916Z",
+     "iopub.status.busy": "2021-01-19T10:57:04.859477Z",
+     "iopub.status.idle": "2021-01-19T10:57:04.900174Z",
+     "shell.execute_reply": "2021-01-19T10:57:04.899586Z"
+    },
+    "papermill": {
+     "duration": 0.146144,
+     "end_time": "2021-01-19T10:57:04.900342",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:04.754198",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>                            <div id=\"239ee661-ddc3-4a59-895d-7eb2b7f74685\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"239ee661-ddc3-4a59-895d-7eb2b7f74685\")) {                    Plotly.newPlot(                        \"239ee661-ddc3-4a59-895d-7eb2b7f74685\",                        [{\"alignmentgroup\": \"True\", \"bingroup\": \"x\", \"hovertemplate\": \"req/body/note/title=%{x}<br>count=%{y}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": \"#636efa\", \"opacity\": 0.5}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"v\", \"showlegend\": false, \"type\": \"histogram\", \"x\": [\"Curtis Wolfe\", \"Tyler Santos\", \"Tracy Smith\", \"Jacob Martin\", \"Colleen Riggs\", \"Keith Campos\", \"Jerry Webster\", \"Jacob Clements\", \"Gary Brooks\", \"Christina Thomas\", \"Andre Brown\", \"Mrs. Christina Armstrong\", \"Audrey Smith\", \"Madeline Jackson\", \"Samuel Wallace\", \"Marcus Gregory\", \"Robert Weber\", \"Jennifer Williams\", \"Emily Cain\", \"Lisa Campos\", \"Brandon Harris\", \"Mr. Robert Myers\", \"Janice Rojas\", \"Lindsey Johnson\", \"Melissa Johnson\", \"Kathryn Reilly\", \"Sandra Collins\", \"Danielle Roberts\", \"Steven Tucker\", \"Joshua Cole\", \"Jeffrey Hatfield PhD\", \"David Mckay\", \"Steve Jensen Jr.\", \"Robert Clark\", \"Dr. Christy Alvarez DVM\", \"David Adams\", \"Timothy Cole\", \"Richard West\", \"Rebecca Hill\", \"Darlene Jones MD\", \"Lauren Hurley\", \"Anna Olson\", \"Darryl Wells\", \"Linda Jackson\", \"Joshua Bell\", \"William Thompson\", \"Shawn Mitchell\", \"Thomas Moore\", \"Diana Salas\", \"Erica Browning\", \"Nathan Bennett\", \"Elizabeth Thompson\", \"William Williams\", \"Nancy Robles\", \"Amy Smith\", \"Nicole Burton\", \"John Marshall\", \"Mary Rojas\", \"Linda Aguilar\", \"Jeffrey Jones\", \"Devin Hall\", \"James Marshall\", \"Cheryl Harris\", \"Brian Weeks\", \"Jesus Leon\", \"Heather Davis\", \"Tonya Chavez\", \"David Rice\", \"Michael Russell\", \"Christine Barber\", \"Jay Peters\", \"James Jones\", \"Emily Aguilar\", \"Haley Cardenas\", \"Holly Vincent\", \"William Walker\", \"Amy Robinson\", \"Ashley Bolton\", \"Erika Bennett\", \"Susan Cook\", \"Courtney Neal\", \"Jason Hernandez\", \"Joseph Perez\", \"Laura Little\", \"Jorge Beasley\", \"Angela Mckay\", \"Sonia Giles\", \"Gregory Snyder\", \"Julian Arroyo\", \"Paul Cook\", \"Chris Smith\", \"Bobby Peck\", \"Dr. Patricia Hall\", \"Catherine Smith\", \"Angel Jones\", \"Sherri Boyd\", \"Kimberly Owen\", \"Chad Allen\", \"Mark Rich\", \"Curtis Jordan\", \"Emma Rodriguez\", \"Joshua Fisher\", \"Travis Franklin\", \"Charles Mckinney\", \"Amanda Zamora\", \"Mary Liu\", \"Craig Williams\", \"Jeffery Richards\", \"Megan Clark\", \"Christy Martinez\", \"Sandra Olson\", \"Amanda Davidson\", \"Rebecca Brown\", \"Shannon Young\", \"Jessica Cook\", \"Angelica Adams\", \"Stephanie Martin\", \"Justin Martinez\", \"Margaret Franklin\", \"Jacqueline Arnold\", \"Dana Lee\", \"Barbara Rivas\", \"Mr. Steven Collins MD\", \"Theresa Gamble\", \"Joshua Reid\", \"Kelly Roberts\", \"Jesse Holmes\", \"Jessica Wright\", \"Michael Davis\", \"Jennifer Smith\", \"Wendy Stephenson\", \"Thomas Strong\", \"Taylor Hawkins\", \"Dr. Jeremy Jackson\", \"Daniel Mills\", \"Andrew Cox\", \"Ian Jones\", \"Tammy Johnson\", \"Christopher Taylor\", \"Connie Clarke\", \"Jessica Aguilar\", \"Joanne Morton\", \"Jerry Sullivan\", \"Robert Johnson\", \"Andrew Williams\", \"Tamara Martin\", \"Aaron Wyatt\", \"Mrs. Robin Jackson\", \"Derrick Garcia DDS\", \"Jasmine Curtis\", \"Karen Wilson\", \"Alexis James\", \"Felicia Decker\", \"Aaron Long\", \"Debra Williams\", \"Carol Harris\", \"Andrea Mcclain\", \"Malik Williams\", \"Shane Ward\", \"Amanda Ramirez\", \"Curtis Moore\", \"Andrea Ward\", \"Donna Marsh\", \"Melanie Parrish\", \"Malik Mclaughlin\", \"Logan Henderson\", \"Mrs. Linda Black\", \"Christopher Kemp\", \"Ronald Fernandez\", \"James Pennington\", \"Keith Cole\", \"Lisa Guerra\", \"Phillip Brown\", \"Michael Snow\", \"Christopher Anderson\", \"Sheri Mcdaniel\", \"Derek Valdez\", \"Natalie Snyder\", \"Andrew Lawrence\", \"Phillip Baxter\", \"Charles Myers\", \"Christopher Hale\", \"Clifford Foster\", \"Bethany Pearson\", \"Terry Turner\", \"Vanessa Smith\", \"Sheila Moore\", \"Christopher Cooper\", \"Justin Wagner DVM\", \"Melissa Brown\", \"Shawn Lang\", \"Heather May\", \"Scott Young\", \"David Scott\", \"Curtis Green\", \"Evelyn Riley\", \"Daniel Brennan\", \"Cynthia Cruz\", \"Patricia Cochran\", \"Daniel Lopez\", \"Angela White\", \"Stacy Hoffman\", \"Tammy Reed DVM\", \"Amy Richardson\", \"Jennifer Yu\", \"Brian Roberts\", \"Jessica Schmidt\", \"Juan Henson\", \"Grace Jones\", \"Diana Myers\", \"Ryan Ball\", \"Juan Hanson\", \"James Hodges\", \"Julia Thompson\", \"Thomas Huang\", \"Rebecca Bullock MD\", \"Michelle Smith\", \"Anthony Massey\", \"Mary Kelly\", \"Sabrina Hughes\", \"Amy Phillips\", \"Nicholas Aguirre\", \"Angela Butler\", \"Amy Olson\", \"Tanya Humphrey\", \"Michael Williams\", \"Kenneth Moore\", \"Angela Collier\", \"Jennifer Macias\", \"Micheal Campbell\", \"Karen Jackson\", \"Tony Richardson\", \"Cassandra English\", \"Michael Smith\", \"Dawn Anderson\", \"Ashley Petersen\", \"Erik Carr\", \"Lisa Austin\", \"Maria Maldonado\", \"Bethany Pitts\", \"Troy Jones\", \"Sabrina Austin\", \"Rebecca Nixon\", \"Kelly Mason\", \"Ashley Parks\", \"Alexander Murphy\", \"Pamela Sullivan\", \"David Palmer\", \"Vanessa Flores\", \"Laura Smith\", \"Evelyn Perkins\", \"Mary Barrett\", \"Victoria Miller\", \"David Brown\", \"Thomas Griffin\", \"Kevin Decker\", \"Jennifer Mills\", \"Patricia Clark\", \"Nicole Jacobson\", \"Ronald King\", \"Julia Townsend\", \"Shannon Golden\", \"Bruce Hansen\", \"Betty Palmer\", \"Ann King\", \"Casey Cervantes\", \"Valerie Cantu\", \"Wendy Novak\", \"Julian Taylor\", \"Robert Gill\", \"Christina Webb\", \"Andrew Miller\", \"Johnny Jacobs\", \"Lauren Cook\", \"Adam Ramirez\", \"April Curry\", \"Jose Reyes\", \"Raymond Martinez\", \"Brian Kelly\", \"Courtney Miller\", \"Lori Cruz\", \"Melissa Peck\", \"Brandon Patel\", \"Sally Hernandez MD\", \"David Adams\", \"Shannon Brown\", \"Tony Garcia\", \"Edward Clarke\", \"Cameron Macdonald\", \"Thomas Thompson\", \"Jason Smith\", \"Jordan Werner\", \"Kyle Kim\", \"Stephen Mooney\", \"Randall Hamilton\", \"Christina Anderson\", \"Bruce Castro\", \"John Green\", \"Wesley Manning\", \"Eric Davis\", \"Jessica Schwartz\", \"Christopher Miller\", \"William Graham\", \"Anthony Melton\", \"Benjamin Gonzales\", \"Brandon Crawford\", \"Colleen Lopez\", \"Courtney Brown\", \"Frank Morrison\", \"James Martinez\", \"Laura Rivera\", \"Felicia Arnold\", \"Jennifer Wagner\", \"Frank Hall\", \"Abigail Wells\", \"Stephen Miller\", \"Dylan Mendoza\", \"Yesenia Johnson\", \"John Burgess\", \"Denise Lee\", \"Amy Ferguson\", \"Dustin Martin\", \"Walter Wyatt\", \"Jennifer Morrow\", \"Brooke Hanson\", \"Teresa Hawkins\", \"Michael Smith\", \"Ruben Rojas\", \"Heather Smith\", \"Gary Blackwell\", \"Eric Rodriguez\", \"Jacqueline Thompson\", \"Emily Cox\", \"Robert Rodriguez\", \"Jodi Howe\", \"Sean Estrada\", \"Joyce Kim\", \"Debra Peterson\", \"Katherine Alexander\", \"Corey Warner\", \"Amy Rodriguez\", \"Wesley Wilcox\", \"Anna Chen MD\", \"John Torres\", \"Erica Miller\", \"Maria White\", \"Timothy Shaw\", \"Jeffrey Gardner\", \"Steven Berry\", \"Linda Parker\", \"Linda Ashley\", \"Sierra Young\", \"Patrick Green\", \"Rebecca Johnston\", \"Hannah Salinas\", \"Kyle Morris\", \"James Hart\", \"Thomas Zavala\", \"Alexander Anderson\", \"Steven Humphrey\", \"Brian Wilson\", \"Alexis Orr\", \"Brian Reynolds\", \"Donald Miller\", \"Jennifer Moody\", \"Carrie Ingram\", \"Sherri Patton\", \"Sharon Rios\", \"Joanna Pace\", \"Robert Williams\", \"Brittany Manning\", \"Nicholas Curry\", \"Robert Richardson\", \"Lawrence Macias\", \"Darrell Lawson\", \"Adrienne Mason\", \"John Roberts\", \"Ms. Jessica Rosario\", \"Kathryn Wright\", \"Justin Jones\", \"Laura Miller\", \"Tamara Meyer\", \"Miss Gloria Davis\", \"Emily Carter\", \"Jessica Garner\", \"Jacob Ford\", \"Megan Martinez\", \"Jessica Hogan\", \"Adam Wolf\", \"Taylor Rodriguez\", \"Olivia Brown\", \"Kim Porter\", \"Paul Kim\", \"Debra Clark\", \"James Arnold\", \"Ryan Knight\", \"Kelly Fisher\", \"Monique Middleton\", \"Randall Zamora\", \"Kathleen Gonzalez\", \"Kenneth Mcclure\", \"Marcia Hill\", \"Theresa Cox\", \"Jessica Wagner\", \"Joshua Torres\", \"Jason Hughes\", \"Paul Cummings\", \"Joel Lewis\", \"Stephen Blevins\", \"Jonathan Durham\", \"Andrea Stafford\", \"Diana Henderson\", \"Alexander Thomas\", \"Jennifer Ramos\", \"Ruth Calderon\", \"Joseph Marquez\", \"Justin Glass\", \"Karen Ellis\", \"Richard Simmons\", \"Albert Fry\", \"Christine Norman\", \"Barbara Hart\", \"Kelly Smith DVM\", \"Gary Ruiz\", \"Jordan Brown\", \"Larry Perez\", \"Jason Tucker\", \"James Rocha\"], \"xaxis\": \"x\", \"yaxis\": \"y\"}],                        {\"barmode\": \"relative\", \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"req/body/note/title\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"count\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('239ee661-ddc3-4a59-895d-7eb2b7f74685');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import plotly.express as px\n",
+    "px.histogram(df_not_safe, x = 'req/body/note/title', opacity = 0.5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.06697,
+     "end_time": "2021-01-19T10:57:05.031706",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:04.964736",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "There are 2 repeated titles in unsafe requests."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:05.173864Z",
+     "iopub.status.busy": "2021-01-19T10:57:05.167514Z",
+     "iopub.status.idle": "2021-01-19T10:57:05.241106Z",
+     "shell.execute_reply": "2021-01-19T10:57:05.240410Z"
+    },
+    "papermill": {
+     "duration": 0.14527,
+     "end_time": "2021-01-19T10:57:05.241248",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:05.095978",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>                            <div id=\"f0a10d81-178e-4dae-a185-5b5223950133\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"f0a10d81-178e-4dae-a185-5b5223950133\")) {                    Plotly.newPlot(                        \"f0a10d81-178e-4dae-a185-5b5223950133\",                        [{\"alignmentgroup\": \"True\", \"bingroup\": \"x\", \"hovertemplate\": \"req/body/note/title=%{x}<br>count=%{y}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": \"#636efa\", \"opacity\": 0.5}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"v\", \"showlegend\": false, \"type\": \"histogram\", \"x\": [\"Tina Johnson\", \"Clayton Cooper\", \"Laura Fisher\", \"Kevin Gonzalez\", \"James Taylor\", \"Ricky Wright\", \"Catherine Rivera\", \"William Decker\", \"Michael Patterson\", \"Christine Todd\", \"Brian Dominguez\", \"John Olsen\", \"Kevin Jones\", \"Mackenzie Browning\", \"Carmen Alexander\", \"Natalie Casey\", \"Antonio Ramos\", \"Dylan Johnson\", \"Suzanne Jones\", \"Leslie Church\", \"James Jordan\", \"Monica Mercer\", \"Michael Morgan\", \"Peter Thomas\", \"Christopher Petersen\", \"Adam King\", \"William Richardson\", \"Michelle Lucas\", \"Rebecca Moore\", \"Peggy Shelton\", \"Joseph Williamson\", \"Timothy Herman\", \"Cynthia Davis\", \"Tommy Mcconnell\", \"Gloria Williams\", \"Garrett Sullivan\", \"Dominique Gonzales\", \"Michael Mckee\", \"Victoria Carr\", \"Donna Johnson\", \"Amy Martinez\", \"Traci Murphy\", \"Jason Sweeney\", \"Kelly Hernandez\", \"Erica Guzman\", \"Emma Williams\", \"Matthew Johnston\", \"Mathew Mills\", \"Toni Morris\", \"Timothy Smith\", \"Jordan Perez\", \"Leon Goodman\", \"Stephanie Wilkerson\", \"Brian Smith\", \"Joseph Erickson\", \"Bruce Robbins\", \"Christine Hardy\", \"Melvin Kirby\", \"Jeffrey Salas\", \"Natalie Garner\", \"Sergio Thompson Jr.\", \"Tammy Clark\", \"Erica Reynolds\", \"Lorraine Foster\", \"April Herrera\", \"Angela Martinez\", \"Rhonda Clark\", \"Leah Barnes\", \"Alexis Kelley\", \"Jocelyn Smith\", \"Carla Tucker\", \"Justin Romero Jr.\", \"Dana Alvarez\", \"Katrina Wood\", \"Jessica Brown\", \"Shannon Vincent\", \"Nicole Buchanan\", \"Stephanie Rogers\", \"Eric Blake\", \"Gary Malone\", \"Brooke Smith\", \"Julie Miller\", \"Ashley Joseph\", \"Christopher Scott\", \"Phillip Miller\", \"Anthony Miller\", \"Yvonne Key\", \"Ryan Smith\", \"Jeremiah Murray\", \"Julie Brewer\", \"Juan Lee\", \"Kayla Sullivan\", \"Raymond Acosta\", \"Shelia Barker\", \"Samuel Cannon\", \"Vanessa Baker\", \"Daniel Lawson\", \"Christopher Williams\", \"Tyler Salinas\", \"Daniel Jones\", \"Rose Harrell\", \"Lori Garcia\", \"Dwayne Webb\", \"Cheryl Bush\", \"Christina Price\", \"Warren Shannon\", \"Nicholas Nelson\", \"Wesley Norman\", \"Kevin Krueger\", \"Deanna Harrington\", \"Robert Chan\", \"Shelly Watson\", \"Tony Mills\", \"Christina Ramirez\", \"Cody Martin\", \"Joe Williams\", \"Charles Richardson\", \"Casey Davis\", \"Benjamin Jimenez\", \"Sharon Blair\", \"Shelley Morales\", \"Andrew Jones\", \"Nicholas Mendoza\", \"John Greene\", \"William Silva\", \"Andrew Lewis\", \"Mrs. Natalie Stark\", \"Richard Willis\", \"April Fisher\", \"Katelyn Carrillo\", \"Megan Lee\", \"Jared Clark\", \"Cheryl Gross\", \"Nancy Downs\", \"Shane Moore\", \"Stephanie Simpson\", \"Ricardo Campos\", \"Deborah Carroll\", \"Jordan Ross\", \"Mr. Kenneth Gates\", \"Briana Cruz\", \"Mia Robertson\", \"Kevin Andrews\", \"Patricia Brock\", \"Stephen Carter\", \"Jacqueline Keller\", \"Kathy Castillo\", \"Margaret Snow\", \"Patricia Mendoza\", \"Jennifer Berger\", \"Katrina Martinez\", \"Hailey Rodriguez\", \"David Cole\", \"Brandon White\", \"Ashley Lewis\", \"Charlotte Rasmussen\", \"Gina Vaughn\", \"Haley Allen DDS\", \"Nicole Perez\", \"Desiree Guzman DVM\", \"Natalie Meadows\", \"Carl Hansen\", \"Randy Moses\", \"Vanessa Williams\", \"Joseph Hardy\", \"Ruben Cowan\", \"Michelle Mccormick\", \"Theresa Owens\", \"Casey Lee\", \"Henry Snyder\", \"Janice Baker\", \"Nicholas Alexander\", \"Christopher Foster\", \"Dr. Matthew Mosley DVM\", \"Taylor Patel\", \"Marie Shaffer PhD\", \"Shannon Morgan\", \"Margaret Wood\", \"Rachel Krueger\", \"Donna Mitchell\", \"Tamara Hall\", \"Samuel Kim\", \"Juan Medina\", \"Mark Alexander\", \"Eric Price\", \"John Hernandez\", \"Brittany Estrada\", \"Michael Harris\", \"Stephanie Rose\", \"Haley Edwards\", \"Brittany Contreras\", \"Chad Bolton\", \"Cindy Fletcher\", \"John Jensen\", \"Valerie Walters\", \"Patrick Edwards\", \"William Myers\", \"Kenneth Carlson\", \"Kyle Mason\", \"Daniel Baker\", \"Charles Malone\", \"Vanessa Carroll\", \"Jessica Lawson\", \"Robert Cuevas\", \"Andrew Allen\", \"Ernest Brown\", \"Daniel Kelly\", \"Erica Bennett\", \"Kathryn Dunn\", \"Alan Sweeney\", \"Dustin Burton\", \"Gregory West\", \"Brittany Hall\", \"Marc Smith\", \"David Alexander\", \"Jennifer Sandoval\", \"Andrew Peterson\", \"Matthew Coleman\", \"Alex Freeman\", \"Wanda Cole\", \"Samantha Young\", \"Christina Jensen\", \"Jessica Adams\", \"Amy Harvey\", \"Traci Wilson\", \"Kristin Abbott\", \"Eric Hebert\", \"Michael Hays\", \"Jeffrey May\", \"Richard Foster Jr.\", \"Heather Grant\", \"Kevin Valdez\", \"Jimmy Vasquez\", \"Mrs. Laura Stevens\", \"Elizabeth Goodman\", \"Christy Boyd\", \"Charlene Roth\", \"Emily Fisher\", \"Pamela Powell\", \"Stephanie King\", \"Karen Clark\", \"Megan Galvan\", \"Holly Bauer\", \"Brandi Spencer\", \"Anthony Smith\", \"Benjamin Barton\", \"Michael Kelley\", \"Jill Jones\", \"Christine Stephens\", \"Kristina Mahoney\", \"Michael Kelly\", \"Drew Hess\", \"Michael Davis\", \"Lauren Young\", \"Dawn Gray\", \"Susan Williams\", \"Denise Johnson\", \"John Reyes\", \"Katrina Richards MD\", \"Steven Mitchell\", \"Timothy Ramos\", \"Paul Wade\", \"Erik Jones\", \"Ryan Morgan\", \"Hayley Wheeler\", \"Tracy Decker\", \"Molly White DDS\", \"Alexander Smith\", \"Carolyn Rodriguez\", \"Joseph Martin\", \"Katie Lopez\", \"Nichole Patrick\", \"Kelli Tran\", \"Krystal Spears\", \"Theodore Salas\", \"Teresa Garcia\", \"Matthew Johnson\", \"Tina Porter\", \"Cody Mcclure\", \"Kenneth Perez\", \"Jeanette Rogers\", \"Amanda Lee\", \"Gerald Day\", \"Teresa Hoover\", \"Erin Khan\", \"Matthew Giles\", \"Derrick Weaver\", \"Deborah Morrow\", \"Cameron Smith\", \"Amy Anderson\", \"Evan Moore\", \"Austin Hunter\", \"Jordan Fleming\", \"Jordan Stokes DVM\", \"Taylor Campbell\", \"Lisa Salinas\", \"Adam Alexander\", \"Dawn Parks\", \"Paula Gomez\", \"Emily Hamilton\", \"Melissa Lee\", \"Ian Lawson\", \"Brenda Carrillo\", \"Mark Gonzalez\", \"Anita Murphy DVM\", \"Mary Cox\", \"Kevin Harvey\", \"Raymond Whitehead\", \"Christopher Rodriguez\", \"Carmen Smith\", \"Lisa Chang\", \"Roberto Byrd\", \"Brandi Silva\", \"Bryce Ray\", \"Heather Davis\", \"Richard Mack\", \"Samuel Harrison\", \"Kristen Long\", \"Ashley Fernandez\", \"Spencer Ortega\", \"Tracy Young\", \"James White\", \"Jordan Olson\", \"David Sullivan\", \"Julie Myers\", \"Catherine Miller\", \"Beth Tapia\", \"Mrs. Sherry Watson\", \"Diane Chang\", \"Brian Payne\", \"Mrs. Heather Miller\", \"Elizabeth Stein\", \"Abigail Sanchez\", \"John Davis\", \"Penny Armstrong\", \"Jessica Watkins\", \"Tiffany Olson\", \"Meghan Bolton\", \"Kelly Evans\", \"Keith Benson\", \"Noah Ramirez\", \"Noah Johnson\", \"Heather Smith\", \"Tara Williams\", \"Daniel Mcguire\", \"Susan Osborne\", \"Amanda Thomas\", \"Patricia Macias\", \"Chelsea Miller\", \"John Walker\", \"Tricia Hill\", \"Shirley Pham\", \"Wendy Fernandez\", \"Chad Baker\", \"David Madden\", \"Deanna Mata\", \"Hayden Cabrera\", \"Janet Crosby\", \"Mary Simmons\", \"Leslie Lewis\", \"Katherine Mcmahon\", \"Denise Ellison\", \"Stacy Bailey\", \"Sandra Koch\", \"Kelly Adams\", \"Donna Brooks\", \"Paula King\", \"Kelsey Gilbert\", \"Arthur Rodriguez\", \"Rebecca Haas MD\", \"Jamie Patton\", \"Joshua Turner\", \"Felicia Parker\", \"Colleen Howard\", \"John Hendrix\", \"Thomas King MD\", \"Paul Mayer\", \"Dana Meyers\", \"Regina Pierce\", \"Heather Bush\", \"Victor Moore\", \"Melissa Willis\", \"Paul Hanna\", \"Shannon Peters\", \"Sarah Perez\", \"Lorraine Irwin\", \"Stacie Smith\", \"James Franklin\", \"Dennis Crawford\", \"Carol Carson\", \"Kelsey Lee\", \"Mark Walker\", \"Susan Flowers\", \"Charles Spencer\", \"Timothy Olson\", \"Andrew Pearson\", \"Ashley Sloan\", \"Mitchell Nunez\", \"Heather Stanley\", \"Craig Goodwin\", \"Chad Lynch\", \"Michael Munoz\", \"Joshua Dennis\", \"Dennis Sweeney\", \"Walter Weber\", \"Benjamin King\", \"Glen Fletcher\", \"Nicholas Anderson\", \"Stephanie Adkins\", \"Erika Johnson\", \"George Vazquez\", \"Stephen Cook\", \"Peter Spence\", \"Austin Rich\", \"Bryan Lopez\", \"Laurie Phillips\", \"Justin Williams\", \"Jonathan Lee\", \"Tiffany Wolf\", \"Tammy Savage\", \"Travis Mcguire\", \"Martin Ruiz\", \"Gail Mann\", \"Noah Perez\", \"Patrick Norris\", \"Brendan King\", \"Andrea Douglas\", \"Cody Mack\", \"Patricia Medina\", \"Cameron Calhoun\", \"Susan Zamora\", \"Christopher Cooke\", \"Rachel Jensen\", \"Robert Alvarez\", \"Carlos Byrd\", \"Penny Garcia\", \"Kerry Ruiz\", \"Lee Schmidt\", \"Ronald Frost\", \"Francisco Quinn\", \"Nicholas Galloway\", \"Michele Allen\", \"Jessica Weaver\", \"Jay Carter\", \"Brandon Valencia\", \"Andrea Rodriguez\", \"Heather Ramirez\", \"Timothy Lewis\", \"Alec Estrada\", \"Jessica Steele\", \"Edward Salazar\", \"Emily Palmer\", \"Tanya Welch\", \"Matthew Moreno\", \"Juan Valentine\", \"Eric Gilbert\", \"Gwendolyn Sullivan\", \"Diana Wilson\", \"Kent Walters\", \"Kathleen Nelson\", \"Jonathan Russell\", \"Gregory Freeman\", \"Richard Thornton\", \"Warren Bolton\", \"John Lucas\", \"Marcus Flynn\", \"Andrew Perez\", \"Elizabeth Norman\", \"Todd Peters\", \"Alexandria Bryant\", \"Henry Scott\", \"Michael Smith\", \"Catherine Rodriguez\", \"Kara Myers\", \"Linda Dodson\", \"Elizabeth Garcia\", \"Edwin Mitchell\", \"James Richardson\", \"Jack Aguilar\", \"Dawn Harrington\", \"Christina Thompson\", \"Christopher Carr\", \"Matthew Thomas\", \"James Wilcox\", \"Paul Mcpherson\", \"Cody Cox\", \"Monica White\", \"Tiffany Bush\", \"Juan Fernandez\", \"Patrick Woods\", \"Anna Padilla\", \"Melinda Horton\", \"Holly Chen\", \"Cathy Campos\", \"Lori Ross\", \"Kristina Roman\", \"Jose Woods\", \"Nicole Nelson\", \"Richard Camacho\", \"Willie Wilson\", \"Gary Bishop\", \"Shannon Jackson\", \"Katherine Murphy\", \"Glenn Nelson\", \"Kristy Byrd\", \"Tara Todd\", \"Kristin Levine\", \"Matthew Wilson\", \"Mrs. Ashley Bender\", \"Elizabeth Duncan\", \"Brandy Wheeler\", \"Sydney Aguilar\", \"Paul Farmer\", \"Tina Steele\", \"Anthony Rice\", \"Michael Perez\", \"Vincent Wallace\", \"Meredith Jones\", \"Mr. Daniel Barton\", \"William Best\", \"Mrs. Norma Frank\", \"Katie Lane\", \"Zachary Castillo\", \"Douglas Snyder\", \"Benjamin Morrison\", \"Walter Baxter\", \"Charles Wilson\", \"Marissa Carlson\", \"Thomas Morris\", \"Daniel Miles\", \"Allison Robertson\", \"Nicole Castillo\", \"Joseph Decker\", \"Anita Abbott\", \"Anna Adams\", \"Alejandro White\", \"Julie Smith\", \"Mark Parker\", \"Amy Waller\", \"Jennifer Foster\", \"Ashley Coleman\", \"Mr. Robert Collins\", \"Theresa Goodwin\", \"Jason Ruiz\", \"Bonnie Munoz\", \"Ryan Marsh\", \"Lee Evans\", \"Laurie Hughes\", \"Todd Castillo\", \"Susan Moran\", \"Chelsey Butler\", \"Jonathan Benitez\", \"Lisa Smith\", \"Olivia Olsen\", \"Anna Wong\", \"Bryan Howell\", \"Jason Young\", \"Sarah Rodriguez\", \"Anthony Johnson\", \"Dawn Davis\", \"Alan Peterson\", \"Tristan Kim\", \"Terri Fletcher\", \"Laura Christensen\", \"Mr. Ethan Bennett\", \"Melissa Walker\", \"Shannon Russell\", \"James Smith\", \"Bridget Elliott\", \"Jasmine Gibson\", \"Mr. Antonio Valdez DDS\", \"Brian Stephens\"], \"xaxis\": \"x\", \"yaxis\": \"y\"}],                        {\"barmode\": \"relative\", \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"req/body/note/title\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"count\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('f0a10d81-178e-4dae-a185-5b5223950133');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
+       "    x.observe(outputEl, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import plotly.express as px\n",
+    "px.histogram(df_safe, x = 'req/body/note/title', opacity = 0.5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.065185,
+     "end_time": "2021-01-19T10:57:05.370676",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:05.305491",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "There are no repeated titles in safe requests."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:05.513760Z",
+     "iopub.status.busy": "2021-01-19T10:57:05.513061Z",
+     "iopub.status.idle": "2021-01-19T10:57:06.440547Z",
+     "shell.execute_reply": "2021-01-19T10:57:06.441160Z"
+    },
+    "papermill": {
+     "duration": 0.998394,
+     "end_time": "2021-01-19T10:57:06.441368",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:05.442974",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import LabelEncoder\n",
+    "le = LabelEncoder()\n",
+    "df_new['isSafe'] = le.fit_transform(df_new['isSafe']) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:06.687438Z",
+     "iopub.status.busy": "2021-01-19T10:57:06.686662Z",
+     "iopub.status.idle": "2021-01-19T10:57:06.690469Z",
+     "shell.execute_reply": "2021-01-19T10:57:06.690967Z"
+    },
+    "papermill": {
+     "duration": 0.185083,
+     "end_time": "2021-01-19T10:57:06.691110",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:06.506027",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>req/body/note/title</th>\n",
+       "      <th>req/body/note/desc</th>\n",
+       "      <th>isSafe</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Tina Johnson</td>\n",
+       "      <td>Top recognize eat. Fact whom spend area thing ...</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Clayton Cooper</td>\n",
+       "      <td>As possible American many prepare four strong....</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Curtis Wolfe</td>\n",
+       "      <td>Tuesday Notes or 2 like 2 XSP Class</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Laura Fisher</td>\n",
+       "      <td>State third represent energy campaign not forg...</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Tyler Santos</td>\n",
+       "      <td>Us enjoy since. Time identify image position o...</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  req/body/note/title                                 req/body/note/desc  \\\n",
+       "0        Tina Johnson  Top recognize eat. Fact whom spend area thing ...   \n",
+       "1      Clayton Cooper  As possible American many prepare four strong....   \n",
+       "2        Curtis Wolfe                Tuesday Notes or 2 like 2 XSP Class   \n",
+       "3        Laura Fisher  State third represent energy campaign not forg...   \n",
+       "4        Tyler Santos  Us enjoy since. Time identify image position o...   \n",
+       "\n",
+       "   isSafe  \n",
+       "0       1  \n",
+       "1       1  \n",
+       "2       0  \n",
+       "3       1  \n",
+       "4       0  "
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_new.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.066376,
+     "end_time": "2021-01-19T10:57:06.823101",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:06.756725",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Adding description length as a feature."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:06.961689Z",
+     "iopub.status.busy": "2021-01-19T10:57:06.960877Z",
+     "iopub.status.idle": "2021-01-19T10:57:06.965127Z",
+     "shell.execute_reply": "2021-01-19T10:57:06.965905Z"
+    },
+    "papermill": {
+     "duration": 0.077681,
+     "end_time": "2021-01-19T10:57:06.966123",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:06.888442",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning:\n",
+      "\n",
+      "\n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "df_new['desc length'] = df_new['req/body/note/desc'].astype(str).apply(len)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:07.119619Z",
+     "iopub.status.busy": "2021-01-19T10:57:07.118496Z",
+     "iopub.status.idle": "2021-01-19T10:57:07.122943Z",
+     "shell.execute_reply": "2021-01-19T10:57:07.123447Z"
+    },
+    "papermill": {
+     "duration": 0.087204,
+     "end_time": "2021-01-19T10:57:07.123603",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:07.036399",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>req/body/note/title</th>\n",
+       "      <th>req/body/note/desc</th>\n",
+       "      <th>isSafe</th>\n",
+       "      <th>desc length</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Tina Johnson</td>\n",
+       "      <td>Top recognize eat. Fact whom spend area thing ...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>182</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Clayton Cooper</td>\n",
+       "      <td>As possible American many prepare four strong....</td>\n",
+       "      <td>1</td>\n",
+       "      <td>155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Curtis Wolfe</td>\n",
+       "      <td>Tuesday Notes or 2 like 2 XSP Class</td>\n",
+       "      <td>0</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Laura Fisher</td>\n",
+       "      <td>State third represent energy campaign not forg...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>183</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Tyler Santos</td>\n",
+       "      <td>Us enjoy since. Time identify image position o...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>176</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  req/body/note/title                                 req/body/note/desc  \\\n",
+       "0        Tina Johnson  Top recognize eat. Fact whom spend area thing ...   \n",
+       "1      Clayton Cooper  As possible American many prepare four strong....   \n",
+       "2        Curtis Wolfe                Tuesday Notes or 2 like 2 XSP Class   \n",
+       "3        Laura Fisher  State third represent energy campaign not forg...   \n",
+       "4        Tyler Santos  Us enjoy since. Time identify image position o...   \n",
+       "\n",
+       "   isSafe  desc length  \n",
+       "0       1          182  \n",
+       "1       1          155  \n",
+       "2       0           35  \n",
+       "3       1          183  \n",
+       "4       0          176  "
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_new.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:07.262466Z",
+     "iopub.status.busy": "2021-01-19T10:57:07.261391Z",
+     "iopub.status.idle": "2021-01-19T10:57:07.267834Z",
+     "shell.execute_reply": "2021-01-19T10:57:07.268411Z"
+    },
+    "papermill": {
+     "duration": 0.077069,
+     "end_time": "2021-01-19T10:57:07.268584",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:07.191515",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "y = df_new['isSafe']\n",
+    "X = df_new.drop(columns = 'isSafe')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.066028,
+     "end_time": "2021-01-19T10:57:07.400903",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:07.334875",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Bag of Words Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:07.538215Z",
+     "iopub.status.busy": "2021-01-19T10:57:07.537074Z",
+     "iopub.status.idle": "2021-01-19T10:57:07.545072Z",
+     "shell.execute_reply": "2021-01-19T10:57:07.544363Z"
+    },
+    "papermill": {
+     "duration": 0.077713,
+     "end_time": "2021-01-19T10:57:07.545209",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:07.467496",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape of X:  (1000, 3)\n",
+      "Shape of y:  (1000,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Shape of X: \" , X.shape)\n",
+    "print(\"Shape of y: \" , y.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:07.686078Z",
+     "iopub.status.busy": "2021-01-19T10:57:07.685400Z",
+     "iopub.status.idle": "2021-01-19T10:57:08.992701Z",
+     "shell.execute_reply": "2021-01-19T10:57:08.993238Z"
+    },
+    "papermill": {
+     "duration": 1.380782,
+     "end_time": "2021-01-19T10:57:08.993431",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:07.612649",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n",
+      "[nltk_data]   Package stopwords is already up-to-date!\n"
+     ]
+    }
+   ],
+   "source": [
+    "import nltk\n",
+    "nltk.download('stopwords')\n",
+    "from nltk.corpus import stopwords\n",
+    "from nltk.stem.porter import PorterStemmer"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.067645,
+     "end_time": "2021-01-19T10:57:09.129937",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:09.062292",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Creating corpus after removing stopwords."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:09.282148Z",
+     "iopub.status.busy": "2021-01-19T10:57:09.281117Z",
+     "iopub.status.idle": "2021-01-19T10:57:10.124609Z",
+     "shell.execute_reply": "2021-01-19T10:57:10.123398Z"
+    },
+    "papermill": {
+     "duration": 0.92598,
+     "end_time": "2021-01-19T10:57:10.124797",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:09.198817",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:00<00:00, 1196.68it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "X.index = np.arange(len(X))\n",
+    "corpus = []\n",
+    "from tqdm import tqdm\n",
+    "for i in tqdm(range(len(X))):\n",
+    "  review = X['req/body/note/desc'][i]\n",
+    "  review = review.lower()\n",
+    "  review = review.split()\n",
+    "  ps = PorterStemmer()\n",
+    "  all_stopwords = stopwords.words('english')\n",
+    "  review = [ps.stem(word) for word in review if not word in set(all_stopwords)]\n",
+    "  review = ' '.join(review)\n",
+    "  corpus.append(review)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:10.302897Z",
+     "iopub.status.busy": "2021-01-19T10:57:10.302125Z",
+     "iopub.status.idle": "2021-01-19T10:57:10.314887Z",
+     "shell.execute_reply": "2021-01-19T10:57:10.315504Z"
+    },
+    "papermill": {
+     "duration": 0.114871,
+     "end_time": "2021-01-19T10:57:10.315661",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:10.200790",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['top recogn eat. fact spend area thing material. war recent also messag four billion. water deep. word amount tabl entire. drug sever amount live newspaper.',\n",
+       " 'possibl american mani prepar four strong. visit care organ everyon kitchen develop magazine. rang realiz direct wife capit move.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'state third repres energi campaign forget there. experi send heart suggest. studi paper common car kitchen it. time manag tree. real like agenc rule.',\n",
+       " 'us enjoy since. time identifi imag posit ok best. box throw yeah without. left explain author protect throw artist lot fly. thing year approach miss bank.',\n",
+       " 'area singl occur chair opportun art many. alon paper discuss may purpos though far. remain cours ready. sell growth memori look ask clear.',\n",
+       " 'resourc polit alreadi close phone special bit. million care yet mouth discuss stock total. entir import earli might.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'add economic. surfac polici next. determin hope sell mouth begin too. factor total prove sell ground.',\n",
+       " 'oper yard comput turn. space good open others. measur eye subject pick per. american four wall fast. huge enter spend learn season field. everi process plan whether.',\n",
+       " 'truth care red give own. full better market bring go speak cup. blood scienc special many. includ term moment. space deal pick cold.',\n",
+       " 'star without know sell data woman name. health coupl parent tonight represent. suggest sever upon manag perhap so.',\n",
+       " 'affect check church end sure. station central former shoulder box short actually. well realiz drive day experi black southern. assum term safe move church whatever.',\n",
+       " 'condit black population. line hous notic might someth wait work. minut perform north stuff heavi whom. head elect yet. decad notic word. hot nearli structur church.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'store tabl itself. relationship trip color assum govern method.',\n",
+       " 'born despit rememb issu difficult house. night similar moment. five democrat much catch enough get under.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'food last everyth perhap american happen. land poor trial. popul idea view month.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'posit simpl agreement feder capit might later. involv differ four task compare. often recent begin size anyth war thought. becom theory.',\n",
+       " 'special expert situat world rule somebody. life factor record one might environ box. take half strong science. radio histori share machin tri increas training. market fli reflect son feel.',\n",
+       " 'point find door materi cost tv half art. law case human see. respons everybodi wrong peac anim focu we.',\n",
+       " 'cultur six mani public although inde mission. level ago news end throughout thought performance. modern artist space first employe nor. agent cost financi identifi half nature.',\n",
+       " 'vote life parent congress base policy. specif peopl kid stori analysi young. drop begin whatev region perhap grow. teach condit face.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'wonder earli impact we. good paint play els tax school. choos break admit choice. low includ bank. poor kitchen word. valu physic grow.',\n",
+       " 'stay paper central use expect. produc third perhap piec party. true throughout affect hundr second hous opportunity.',\n",
+       " 'even elect close although wait. minut modern impact. elect born industri carri western question.',\n",
+       " 'tonight success glass into. model appli fund coach provide. present doctor glass true billion hear think east. option wife score land short seriou live treatment.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'scene former seven meet eat front pay. mission bit professor. involv head statement capit avoid yes.',\n",
+       " 'debat behind. address close. subject continu type rich wrong reflect still. respons scientist hundr stay then. page month less.',\n",
+       " 'learn food road recent drug. deep memori store relate. mr consum skin troubl summer some. wind hundr model. compar measur seat hard modern skill. form music position.',\n",
+       " 'set heavi west argu prove actually. cultur drug past stay boy. capit abil three everybody. televis take see finish picture. focu eye hot cours wish eight media.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'teach public top argue. anyon real enough team door card. yeah result econom success specif various. exampl partner among time level indic open. health realli wonder eat.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'unit speak easi forget recently. histori place togeth court. american visit member common compar find. relat speech follow way blue.',\n",
+       " 'tri tradit believ international. action state clear. look miss dark word pressur different. relat sens threat wait billion. way sinc help may.',\n",
+       " 'major draw identifi project posit head message. summer everybodi along. care senior big stock approach beautiful. plan answer yeah.',\n",
+       " 'ball evid check sea. candid purpos everi trade former whatever. two everyth sell view lawyer.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'materi kid identifi left require. educ turn crime drive phone skin.',\n",
+       " 'sourc born morn buy bed state beat. north alway likely. record owner game fear culture. arriv thousand across newspap stock born. green dream say signific body.',\n",
+       " 'mani need identifi age other space. glass heavi elect wind lead. blue decid continu quality. assum tabl offer simpli presid game.',\n",
+       " 'right possibl black ten. base specif book former simpli moment. team materi already.',\n",
+       " 'cultur religi radio smile woman by. structur lead ga appli see dinner one. stuff bag surface.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'professor green brother particularli foot former. strategi admit put your.',\n",
+       " 'bad ok compar newspaper. south reflect tabl important. seat of. poor abil main watch huge receive.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'easi reflect sound better republican. polit role year six power. seriou cut. employe network often seriou type report whose. test deal option poor impact.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'health time guy fast insid oil give will. leav anyth choos sport above. store speak industri research wide.',\n",
+       " 'hot citi hotel although. shake answer number project hope everybodi somebody. adult us attorney fly. none human challeng almost nation mr last. industri seven time pretti former toward many.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'peac understand els us difficult. skin keep result dog singl better you. person organ thank citizen success act study.',\n",
+       " 'rather instead collect suggest appear participant. resourc size program. letter real allow risk professor image.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'polit right detail resourc born. sort continu wind histori statement. risk entir tonight bring specif see activity. discuss side theori whole detail.',\n",
+       " 'real eight part cup customer. marriag game. weight research everi dream avoid test. probabl messag sound heavy. stuff technolog give audience. profession realli box movie.',\n",
+       " 'team loss perform includ necessari dog message. stuff consid protect relat tend author. ahead trip meet opportun along. pressur materi tabl population.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'morn take east way tough attorney sea. item share data win government. bank profession day star accord board. top writer front court year. firm clear messag pull attent level first.',\n",
+       " 'first hard current go hold expert rule. prove total affect yeah. would everybodi behavior nearly.',\n",
+       " 'keep talk case partner rule they. adult weight rememb rais skin describ eat. keep tax alon west. realiz provid plant fish.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'base young. tv hospit lay creat lose. life sure across cost quit speech ever teacher. fight ga night shake. manag whether even star dinner. room toward decade.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'true real languag center month way however.',\n",
+       " 'next visit current network job. easi street. peac grow perhap home serv near until.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'take field feel attent messag experience. last everybodi dream societi between. languag learn send.',\n",
+       " 'manag man week. partner piec no. impact thought summer. form behind trade price experi stand. whole song talk watch address. add tradit later crime. pressur bit paper economy.',\n",
+       " 'entir meet without model get onto. task point compar make media. help congress treatment service. issu condit build educ public. would pick life yeah.',\n",
+       " 'middl gener bar futur across perform. letter film beyond. close often whatev eat guess. none past age future. societi abl lot go.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'mind share deal skin month growth bring. valu probabl although because. tree mayb author. mind born exampl finally. former though believ prove century.',\n",
+       " 'inde weight maintain spring window believe. expect step song use differ note. arriv director mr book sometimes. cost consid ok amount.',\n",
+       " 'easi sever store democrat itself. address new high oil could. matter ahead whose born caus arm write.',\n",
+       " 'gener happen laugh cultur involv morning. high actual cell pm. poor truth size dark sinc health. prove born adult president. north power noth want old.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'near age cours pull expert interesting. middl readi minut insid score region. letter current south two. moment decis race detail sure firm.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'stop seriou gener keep current. level tax indic note. term drop event exampl fast use.',\n",
+       " 'believ mother walk. societi grow condit recent like inside. find scientist stop marriag do. treat law paper suddenli enjoy leave. imag accord western work i.',\n",
+       " 'two seem someth owner. differ toward inform either character. end abil profession citi last arrive.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'upon differ travel write big lot. tend clear camera kitchen. public town head data job.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'two whatev citizen remember. action job wonder. north pretti television. form movement skin newspap right economi secur end. risk perhaps. order avail brother.',\n",
+       " 'daughter total chanc happen. beat daughter creat move day. kid list offic collect social wind also. event often studi nice.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'run simpl everi impact everi properti young. last base several. challeng foreign continu war security. congress red within probabl side surface.',\n",
+       " 'recent seri music mention benefit rate. talk think reach fear prove. histori fund husband gener everyth mention. yeah magazin perform effect then.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'remain reach manag inde middl effect measure. along worri research specif size. learn ye necessari student collect dream. voic network hair howev stuff. fast eye wall explain.',\n",
+       " 'water child task suffer fire. thank attorney grow sign director. includ bill check international. hard perform class car onto.',\n",
+       " 'sever song second. seriou compar best issu someth station visit.',\n",
+       " 'suddenli site adult especi push fish. step simpl bed true spend explain. cover never. everyon feel seem family. famili list bring democrat health line.',\n",
+       " 'busi feel only. understand work accept televis accept. expert natur guess study. two anyon late candid religi sure.',\n",
+       " 'oil stand place check. six person coach claim.',\n",
+       " 'heart cover pm stuff. environment variou militari game. professor custom choice. govern word magazin father. custom secur tri thousand wait.',\n",
+       " 'institut store near product. become. anoth push show beyond heavi conference. interest sound hand bank. clearli heart despit card difference. system magazin news against.',\n",
+       " 'rate perform comput wide boy sever situation. section insid possibl imagin development.',\n",
+       " 'colleg campaign everybodi must expert whole another. sort feel hear. rais grow comput protect second. visit threat white trade. type live sure yet network seek.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'plant seek pick himself. purpos process point. reflect hundr alway life. cours ok section situat red might. like heart remain watch.',\n",
+       " 'even newspap strong box growth eat. howev natur radio season let charact plant. growth offic behind per west.',\n",
+       " 'secur notic decade. reveal social professor data across exactly.',\n",
+       " 'town per road discuss. left perhap produc face policy. busi stop guess. sea six eye. design news military.',\n",
+       " 'central partner relat much black thu nature. help financi attack serv can. around crime discuss around valu fight will. analysi west govern benefit. fli capit carri hard woman.',\n",
+       " 'bank clear better window film away money. western rang earli almost. find lot polit data. theori citi tri benefit again. hous scene anyth piec former ask section.',\n",
+       " 'execut room water. civil sever project repres american. subject notic yet sometim energi reach loss.',\n",
+       " 'attorney arriv partner open leader. sell well care full. health west democrat. station station hit soldier art perhaps. travel seven soldier make. billion weight return understand turn.',\n",
+       " 'health wind movi clearli report. look power decade. usual special societi respond defens yeah. caus mayb simpli group. avail success part argu other sense. mr cover shake.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'provid four rock tree repres thought. light southern pictur get owner. other futur week give deep occur.',\n",
+       " 'strategi chanc alway loss. news rang opportunity. discuss howev product actually. economi troubl wear since.',\n",
+       " 'mission thank attorney artist impact subject. polit back way republican care president. sometim window part hous hear pictur west. lay get agenc season data audienc half.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'other noth purpos return night. suffer five resourc inform cost. oil certain win bring trial cause. near feel field certainli return. better team reduc two check drop.',\n",
+       " 'street audienc member begin everi hospital. republican follow particular center food. organ design realize. act author move part.',\n",
+       " 'tree measur prove develop american. behind differ save happen young particip task. former rock begin option effort.',\n",
+       " 'allow whether approach never year. form one sell bit centuri such. suddenli environ assum lead abil economi leave. anim minut product media mr.',\n",
+       " 'record popul data behavior pull. alon qualiti young young. paper resource. view famili prove green chair record war. nearli later. room hot child environment success compare.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'environ us weight weight yet table. imag meet level avail indic seat. variou feel everything. offer car debat green nearli difference.',\n",
+       " 'road hand task involv decis certainly. compani agre special whose. yet goal media. allow wear soldier yard.',\n",
+       " 'dark individu messag custom dark letter. buy democrat black figur radio compare. level futur action window among forget. good natur sure yard. four current occur leg national.',\n",
+       " 'art call compani heavy. garden rock fli base readi music. second help deep requir point someone.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'present discov reach simple. offic close inde energy. road evid wall seek. option piec differ girl five.',\n",
+       " 'happen choic stop why. three centuri memori manag test. certain wonder join. agenc bit histori artist run store hear.',\n",
+       " 'speak record father how. list troubl commerci custom walk huge. right line theori parent present consid child ten. final paint either some.',\n",
+       " 'remain discov exampl nearli baby. dinner condit test price feel perform. morn year cell. similar hot societi forc usually.',\n",
+       " 'either research particular southern surfac major. mayb road histori item develop get space. agreement red piec letter easi size voice.',\n",
+       " 'lose piec large. chair free congress soldier thought together. least particip budget industri work protect. near govern without sound small.',\n",
+       " 'claim fall provid well sound. consid agreement ever fire. wall suffer man positive. arriv great three exampl true.',\n",
+       " 'import organ howev want religi energy. daughter describ hold. usual even number company. shake common interview nation nation senior always.',\n",
+       " 'employe minut although foot. stop car oil. avail pay environ ask red full. push collect parent.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'big medic sort fall resourc building. three individu either beyond accept. pattern discuss manag whether course. tell hit rule travel.',\n",
+       " 'success record strong increas but. tonight run. mind caus draw instead less cell thing scientist. feder letter prevent security.',\n",
+       " 'share whole five perhaps. particip process store compar name reveal. hous develop must north crime poor may. offici work presid piece. less meet half pressur small.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'fire upon other radio western. new indic protect. project close televis record medic beauti mr. staff measur approach trouble. occur catch glass democratic. billion girl two.',\n",
+       " 'media author section agre behind still contain. focu cover claim chanc expect behavior. mother abl approach compani end.',\n",
+       " 'drop tv train seat accept. matter stop relate. born husband what. import interest look job.',\n",
+       " 'consid last good fast econom check future. food senior wear second head question like size.',\n",
+       " 'fill feel surfac fact. caus often serv learn. rock hear claim. pictur trip today citizen fight beat.',\n",
+       " 'whole window live. spend polic lawyer. insid fall state real. today long lose. hour fish. well young environment. someth worri word exampl build send.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'rang prove point. capit buy compani little. cours blue board car yet everything. top good. sing thought girl soldier effect.',\n",
+       " 'read matter lawyer energi suggest. home car director single. carri hair confer read. case project hold style low memory. must sometim weight.',\n",
+       " 'instead western born site something. possibl time mani partner help including. question economi inform good evid stop air talk.',\n",
+       " 'hand eye free bit meet. decis gener seriou modern. white deep red black.',\n",
+       " 'bill develop truth responsibility. particip wear personal. servic forc inde manag authority. trial most.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'feel area. somebodi treatment. check summer bag face attack team. profession month anim have. teach lose thank war. imagin price model administration.',\n",
+       " 'assum risk concern fish should. congress compani hard drug tv crime student money. paper inde television.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'point say real seri involve. whatev beauti success cup build. eight door commerci cost account down.',\n",
+       " 'dark whether ahead physical. magazin sourc political. languag fight issu especi compar thing. imagin play never. economi indic father blood hour happi yeah.',\n",
+       " 'final heavi young custom report interview. forward thousand school night top. effect mr method secur less. alway follow particip mother space.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'opportun pass firm. meet chair owner campaign. art fli defens record fire. properti choos appli ye hard.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'laugh south ten start could area will. statement abil republican hour price today board join. true home behavior deep foot business. goal activ company. paint lot somebody.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'particular develop father news local myself. instead consum concern determin report. boy north issu elect vote. real child student colleg follow exist weight. amount answer cold.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'includ purpos differ ok everyone. artist hope hand east learn. imag visit interview image. standard glass rais box. call import whatever. job reach repres interesting.',\n",
+       " 'author manag polic respond. agreement start bring stock vote. success speech him. like far lot war cup mind. go hope believ sport. front instead appli yeah.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'key carri sometim receiv concern whom. shoulder seven grow theori risk improve. even leav respond rule summer.',\n",
+       " 'catch control hundr push network. dinner purpos score. day challeng hous draw.',\n",
+       " 'charg scienc factor current live. morn degre section red that. determin see loss world comput task.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'identifi word wait early. matter second presid hundr voice. game reduc clear tough tend hard. even option specif feeling.',\n",
+       " 'gener best hard side medic candid wife. occur beat south newspaper. word court creat risk level. could market hospit boy travel. scienc similar like media.',\n",
+       " 'beat simpl care miss section. send need analysi despit whose. ok qualiti differ answer night late. somebodi fall compani eye. past tonight languag larg like ago team.',\n",
+       " 'huge whole take throw custom month. probabl bank task young join another. least claim line list. word defens nation tough guess. instead perform type rock.',\n",
+       " 'protect pressur firm child stock begin adult room. clear join assume. make intern heart director four relationship piece. energi train safe. anyon billion tri travel.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'environ popul role born compare. pictur compani center enough field democrat seri dog.',\n",
+       " 'month girl reach wonder affect impact popular. effort find imag occur thousand avoid. phone tax here.',\n",
+       " 'perform parent war ask others. final argu mr product born bed. need woman past involv accord pictur than. day seek resourc outside. huge network say.',\n",
+       " 'charg western case. job director adult. style ground sort bill school low truth. mind day sort name evid bad establish. record individu woman whole. could away insid top.',\n",
+       " 'spend lawyer troubl run educ citizen. strategi anyon rich polici dark finish lose. help hous soon alone. realiz trade let entire.',\n",
+       " 'rememb fast executive. toward radio loss travel may. servic know execut keep. player sure tend somebodi standard matter prevent they.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'box left speech low. often good across marriag imagin take chanc north. brother probabl upon.',\n",
+       " 'countri class troubl north assum include. develop catch hot window. view bank condit parti mission.',\n",
+       " 'reveal accept issu mother. third chang fear tonight. ga unit throughout best intern forward nothing.',\n",
+       " 'new south feel question. five countri author near exampl unit. hot financi artist know half.',\n",
+       " 'tradit polit hope enough condit people. allow someon region behavior. chang color respons tv.',\n",
+       " 'educ success account go able. fear drop close send woman. parti support possibl fight north. even oper sell argu season. although imag group.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'book person carri husband else. realiz away follow back prevent college. radio today growth howev rather yard green result. mayb littl seem serve.',\n",
+       " 'return month matter particularli player camera hotel. wall stay six success occur anim fill. commun interest specif game decad edg fact. busi last difficult often firm.',\n",
+       " 'almost partner final tree. start presid drop view especially. final enjoy event fall name.',\n",
+       " 'explain daughter religi qualiti life. glass stand. job specif consumer. studi perform light along sit home natural. old thought societi languag reveal research.',\n",
+       " 'agreement modern direct focu peac region. billion becom page red allow kind. arriv moment pull. item plan life require. clear lead pay figure.',\n",
+       " 'mother tell store. becom follow job according. begin result hold magazin lay success although health. structur power compani ground occur. state town colleg water its.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'person trip social main wall term successful. line differ still agent congress grow. shoulder bad low physic western within character. stage fli minut yet. mayb go sometimes.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'writer similar worri deep stuff coach hair. import later sport togeth collect blood. region place two item business. world congress articl fire.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'fear six plan seriou quickli well them. effort last truth sort environment. confer firm sing former thing. rang light issu commerci center.',\n",
+       " 'attack statement begin care indic it. car includ attent pull. break sit among low treatment. movi much larg develop.',\n",
+       " 'expert career treat skill. morn center continu environ five teach control. special human subject air full contain. dream discuss seriou specif certain with.',\n",
+       " 'main hold nation put method major summer. societi gun financi case defens everi hard check. modern member would brother. mother by. us level tax sister law appli economic.',\n",
+       " 'improv son model. citizen book alreadi arm success arriv nation. action high old tonight senior specif onto knowledge. side profession would their. style song fli creat born.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'histori consum magazine. least difficult drop televis rememb garden travel include. suddenli say support like financial. next contain hundr night watch. term speech risk.',\n",
+       " 'prevent travel thing son believ look. educ physic enter theori firm. role send face environment cours trip. result box analysi notice. occur action mention.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'import situat fight alreadi avail us speak. vote western impact defens travel exactly. student four democrat earli ye peopl feel. movi cell amount hold station us.',\n",
+       " 'loss collection. end measur suddenli nation parent stuff note. hous event study. writer strong girl agree. thought chanc anoth everybody.',\n",
+       " 'requir countri number. firm event arriv various. new hotel languag face stori before. includ yet summer fire movi may process effort.',\n",
+       " 'everyon profession appli technolog kind. environment partner worker. offer effort firm music.',\n",
+       " 'coach man toward state respons histori hear. detail point away state confer messag affect system. leader end rate colleg believe. almost seri music those. act former top return.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'feder blue threat tax respons stay. never lot blood. bar blood knowledg view statement. throughout prevent inde reach evening. live save execut still detail.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'compani never tell cold adult citizen. thu without must game save bill.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'point pattern trade total including. former offer everi join. assum whose anyon yard tri visit product mention.',\n",
+       " 'suddenli economi sing fine. fear pattern. head student onto expect deep staff recent. site officer. especi learn rock activity. news environment clearly.',\n",
+       " 'four five order democrat onto option green. manag board els major program again. throughout particip happi church throughout.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'treatment reason none forget student space. popul popul process leader. condit challeng share environment meet operation. record report born at.',\n",
+       " 'simpli news third church attent nearli execut material. list mind appli scene. kind case father materi risk.',\n",
+       " 'step alreadi result properti tell fact. budget compani tree scientist protect. invest wear doctor leg staff bag list. draw decis charact off.',\n",
+       " 'futur bar realiz servic bag watch. see pass recent enjoy. babi yet black song garden land rememb involve. never import compani posit land source.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'stock hold budget cause. station manag howev togeth consid up. leg phone design action. address person degre sit right important. even know hand produc let big material.',\n",
+       " 'republican defens student notic unit each. third someth major window. manag camera plant popular reason.',\n",
+       " 'start train interest pm drug. tradit instead happen secur word suddenly. black beat go lay simply. crime town address materi common machine. simpli news particular stay easy.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'famili present impact. pattern middl visit radio. evid program drug employe act study. box support speak local argu fire score. even figur tv market. room old state crime.',\n",
+       " 'new life realiz nation sea likely. book forc standard. budget billion becom fact resourc recent those. militari watch too. rang art music fire yeah.',\n",
+       " 'board spend movie. short clearli west. hold leav report car loss readi same.',\n",
+       " 'seven prepar arriv somebodi such. worker job school thousand concern. three glass memori school. sourc common call board miss militari evid hot.',\n",
+       " 'allow accept particip young speak hear. properti scientist lawyer season. environ attack anyon dream dream last.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'physic paint each. class face may gener husband outside. mani data other war. born full way. qualiti mention. within real special face likely.',\n",
+       " 'risk forward make also. success meet close difficult technology.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'less current everybodi exist. sort deal admit staff risk. catch littl candidate. probabl get fill ready.',\n",
+       " 'either high sort student bodi stock top. author two suffer else. either attack polit notice. consum step stand note set young. go room pay fine.',\n",
+       " 'process collection. agreement respond lay need. finish stock travel. read dog blue finish messag realize. left water health tell cut power.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'attent media issu insid commun value. fine improv studi data garden contain. third billion garden prepar claim window. nearli view long parti peac save system.',\n",
+       " 'blue popul rise materi pretti buy. pattern among person business. organ sens water middle. smile leader return hospit main. green hold growth signific thus.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'evid bar former member win. contain control world spring clear. treatment hotel possibl their. countri polic parent clear.',\n",
+       " 'west world bring democrat. director eye area finish free stay. us four other. brother weight three enough. wear life blue manag exist section. rate idea window.',\n",
+       " 'scienc relationship. situat good soon tv senior or. husband summer pressur doctor.',\n",
+       " 'ask imag lead success everything. pm close economi affect environ social. say behavior kitchen brother. hit wall cultur room.',\n",
+       " 'environment leav believ week get. agent someon televis career see foot. subject deep anim data ball.',\n",
+       " 'centuri seat sure babi coach step fact. send possibl educ along wall event money.',\n",
+       " 'manag teach citi step confer girl. check away guess growth decid authority. eight plant fact music.',\n",
+       " 'group howev drug let. indic decis citi one official. build feel help compani hair hold clear. arm information.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'signific three. cost plan modern oil choic voic white. valu world sever watch. present want perform response.',\n",
+       " 'assum class two late identifi growth probably. popular togeth event clearli hospit pattern. worker alon set even agree.',\n",
+       " 'compar reach friend probabl little. old hundr east fact. bring education.',\n",
+       " 'contain perhap sinc wish lay. million enter water body. back lay possibl amount focus. side senior realize.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'invest sens either up. sea hot focu fact organization. left like let polic base rate thank data. see fall provid happi rememb poor total.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'get colleg total concern ago through. hous polici recent girl number catch. although get seem peac car bank camera. later score commun beat medical.',\n",
+       " 'anyth sens current realli sound cover. young messag health break magazine. top hous without dream direct indic keep.',\n",
+       " 'guess babi fire onto republican. dog ten stay speech. expert result explain spring. state congress number gener president.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'speak quit good consum week reason. forget forc read life howev information. career admit mind fly. intern build school mr teach author. execut consid structur kid.',\n",
+       " 'way learn analysi front travel human media issue. clear address night paper score visit. forget sell happi product hear. sinc true assum hope.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'heavi challeng right. ball keep wonder deal art agent. medic join tell know. state fear. car high citi trade rise art.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'throw shake hard pressure. professor democrat pull everyone. everyth although view end chance. data happi item treat. vote present skill. also find follow.',\n",
+       " 'respond well ten man senior. congress detail school democrat. loss share rest strong. item best govern door data fund.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'creat agreement. bank teach wrong thing media tough usual town. howev cell believ report recent heart. sell off. relationship articl happy. reduc fire second from.',\n",
+       " 'western challeng recent gun dream artist. sing key set interview central. plant way near. claim public profession amount republican.',\n",
+       " 'point seem couple. outsid thought field southern countri sign. beauti everyth need member confer budget realize. accord parti morn follow rich follow.',\n",
+       " 'mission meet wide. decad would send treat degree. suffer bill similar valu machin play. million poor include. central becom and. short worri realiti art. ga today share receiv bad.',\n",
+       " 'religi histori style art country. tend worker put sing too. certain pattern bag total join bed. suggest card success thus. later way trade interest glass. say treat watch film mr.',\n",
+       " 'world take truth. beyond respons leader exampl someon major. night role social unit author attack.',\n",
+       " 'spring american appli similar should. today claim show country. rate howev event insid valu machine.',\n",
+       " 'alway prevent war power polit onto. head wall american floor note. seem activ heavi chance. els capit militari without coach imagine. safe decis center.',\n",
+       " 'talk behavior key result describ intern training. help huge recent polit sister. recent pull time range. art road tv result collection. ye let doctor.',\n",
+       " 'act improv act. soon bad troubl involv choose. half black compar skin.',\n",
+       " 'minut need poor. wide part stuff data relate. area condit how. husband road offici others.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'troubl carri develop someth draw simpli part. technolog throughout tradit window career forget usually. teach player debat face spring between.',\n",
+       " 'increas perform histori agreement focu lawyer garden. valu risk base manag century. child mayb mention term term.',\n",
+       " 'forward foot year production. includ hit cultur yet alon probably. treat other articl believ food space. phone research cup budget.',\n",
+       " 'skin certain book subject. day set moment sens care station. explain white early. feel our. success major you. foot quickli very. bad polic tell tax might southern power.',\n",
+       " 'team prove team. mr skin american method larg decid nice. rise win left set guy trip card. pull heart book end two speech. choos despit three behavior ago base explain.',\n",
+       " 'suggest singl simpli teach man need. compani impact recognize. clear miss discuss. larg well style little.',\n",
+       " 'paint meet red region. magazin find surfac this. see everi probabl nearli project. away expect better mean reflect just. certainli run push skin.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'room tri natural. charg compani order eat. prove offer water play. rest listen histori young. determin ga lead pay sourc history. brother partner space blood.',\n",
+       " 'attorney partner commerci pictur amount level. rememb provid discuss oper stori head. minute. husband record scene.',\n",
+       " 'son agent admit tri stuff imagine. prepar charact degre area.',\n",
+       " 'hous may scene administration. report shake stori group case cause. idea home customer. town ever offer should. worker mother cost happi perhap goal mr close.',\n",
+       " 'ball qualiti state hundr current natural. strong art invest agreement to. tell south activity. health major manag repres data bar trip.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'admin\"/* section note go blank',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'understand light beat involv its. consum rich space alway season. famili two scientist hous analysis. singl born across tonight race.',\n",
+       " 'shake someon figur sign goal past. attack variou foot receiv mani pick. leader someth necessari act.',\n",
+       " 'per wife confer look nice. south action attack high great grow. tonight letter base ten. compani alway sure suggest respons family.',\n",
+       " 'school market model analysis. make say throw think human cold. ask although place whether. network polit past energy. polit physic ahead set safe despit reason.',\n",
+       " 'effort knowledg offici agent across way. trial caus must police. win voic laugh read abl the. plant class charg threat skin never.',\n",
+       " 'strong magazin knowledg style. return actual argu natur technolog mention surface. site instead indic foot your. peopl travel page sing. life invest truth town like would.',\n",
+       " 'road artist includ theori abil discuss. month road order person ye role become.',\n",
+       " 'miss book minut threat. paint differ decid wall charact crime. nation charg bodi knowledg stand garden relat focus. environment understand term polici big morn condition.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'mention network usually. insid decad next hold cup commun give. realli team race young consum interest property. reflect togeth court plant member eat growth activity.',\n",
+       " 'figur land see import enough build senior. probabl writer a.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'radio exist militari wind fire natur at. necessari memori enter agreement.',\n",
+       " 'wish rich mission financial. certainli state citizen admit make campaign foot. laugh third show prove take. tough congress hand require. polit cultur wife open station popular interview.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'plant contain debat outside. bar eat hope season polici charge. full readi without thousand generation.',\n",
+       " 'includ appear short across such. show analysi take pretti pressur form fly. polit fish store friend decid part series. stage bill smile.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'moment posit lose shoulder away. necessari physic bill hair family. blue live brother accord mayb may one. offer one. night us firm elect skin.',\n",
+       " 'ga would deep also econom histori hard. someon earli at. everyth manag sign remember.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'onto three mouth seriou card. situat past doctor abl ok continu those. tradit speech occur phone day. great build huge ask owner appli production.',\n",
+       " 'morn noth probably. glass citizen american step market fight sens director. build help studi score. sport nation grow section spring.',\n",
+       " 'soldier age step. realli modern wear peac interest break. stori qualiti imagin scienc party. arriv carri physic effort race. billion televis mission.',\n",
+       " 'scientist attack already. voic job foreign decis compani smile. execut cultur win book.',\n",
+       " 'break catch live troubl hold perform floor. benefit colleg environment tri eight. noth expert glass countri whether man. evid consum draw step draw pass. fight soon list see.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'necessari these. check paint fire prepar day town fall send. seven ever season. produc north book go whose back. describ law nation rich arriv mean bill.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'consum big state train establish its. marriag rich us discuss surfac task. carri white caus cultur memori space energy. method music young eat wish.',\n",
+       " 'increas accept thing play thu two. determin admit age professor movie. hous cultur agreement impact. oil person wonder site confer anoth down.',\n",
+       " 'best recent three. current provid tri reach real. tell standard street let full room time. million back feel camera up. intern decid check dog abl member.',\n",
+       " 'central right best mission four guess little. probabl mr hard approach. interest especi interview share service. base yet chair particular ten mean.',\n",
+       " 'number exist fill make employe though. cultur seven career simpl partner discuss company. collect player keep ok mr either. analysi stop investment. may whose source.',\n",
+       " 'second four red letter. foreign modern place image. citi daughter suggest movie. class much work section let capit space.',\n",
+       " 'around shake yard involve. necessari name open decis small. cold blue idea yourself. thought right coupl term. includ fact worker. writer discov energi account.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'look partner hour. speech futur garden mr thu signific common. floor stuff statement father easy. market mouth poor offer reveal opportun pm.',\n",
+       " 'ask guess suggest necessari real no. includ window see. reduc tree relationship. popul big among wind great professor. carri degre author risk.',\n",
+       " 'section determin campaign piec cours shake. impact drive side doctor drop drive. list last train threat sinc pass. far record troubl environment.',\n",
+       " 'top reason yes. choos husband speech student. wait start image. someth newspap certainli age among heart. probabl billion seek attack.',\n",
+       " 'collect first approach range. memori system risk despit product story. ever region return play receiv chanc when. event drug poor.',\n",
+       " 'music soldier crime skill protect moment. servic earli weight suggest design.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'leav hit measur challeng list industry. popul class turn play network. year properti main say bring. nation win customer. resourc offer sit evening.',\n",
+       " 'babi final alon babi key. seem direct statement answer travel cost. tv research nearly. money hospit smile such. model noth hospital.',\n",
+       " 'product hospit forget red trip build. kitchen ask number thousand bill as. degre measur person. site teach life economi less new. piec life drop job.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'leav show statement mouth. anyon wind wide perform parent herself. trade case right later main put. black listen especi south much.',\n",
+       " 'book address protect. risk pull news popul citizen deal. seem final well cover particular you. direct audienc cell animal.',\n",
+       " 'big much stop this. claim state histori perhaps. establish train table. forc speech accord western activity. finish collect big draw carri you.',\n",
+       " 'skill heavi game detail resourc face. short fine join specif bill. car anyth late drug happi fill season.',\n",
+       " 'person attack check commerci vote must run. pass test sort. western amount throw.',\n",
+       " 'evid power model into. huge partner bank offic tax. must speak dinner begin. visit necessari page use author discussion.',\n",
+       " 'often environ agent suddenli artist. later technolog machin truth bit evening. sourc former style throw pressur arm.',\n",
+       " 'fear work away technology. thousand happen main. certainli station system assum best approach country.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'adult per power arm power miss. pattern wall throughout win art statement. rather popular recent includ often however. human also page idea. allow subject agenc floor perhap develop.',\n",
+       " 'small laugh end point seek compar husband. democrat seem focu natural. market intern commerci thus. think marriag sure act baby.',\n",
+       " 'open final although. church rock across. rich establish check feel maybe.',\n",
+       " 'continu pull affect fill to. father still organ even return magazin technology. play necessari crime mind choic significant. seat win. man window mayb develop away.',\n",
+       " 'shoulder develop age mouth attorney force. civil new coupl push. recent stop daughter manage. pass enough rememb hous example.',\n",
+       " 'threat rememb attent exactly. cold train pretty.',\n",
+       " 'decad school beat money. exampl past state becom enjoy. road quit learn teach rich. clear civil risk myself. drive structur method step.',\n",
+       " 'develop thu catch social hold economi it. grow protect pay guy movement.',\n",
+       " 'win respons black sing listen ago. stage sing local decad arm also recognize. democrat continu exampl point materi can. task fear right ever rang build both.',\n",
+       " 'finish state last kitchen. road project degre miss. arm matter secur everyone. spring govern decision. deep still front foot.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'near cup year alon away will. quickli guess beat. expect dog early. act knowledg need laugh person help charact them.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'report posit environ republican crime. moment fire improv let. includ suggest sinc item soldier. pick power major knowledg letter imagin blood.',\n",
+       " 'catch market home former late staff could. group employe life election. item rest size identifi exactly. season signific success suffer social.',\n",
+       " 'creat share surface. water nation bed type. american month compar before. noth realli point forget popul north. rich network strategi fight interest card.',\n",
+       " 'season organ space star. wide summer five good. term hotel money mayb relat famili exactly. educ histori part paint new. newspap within town shoulder tree.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'continu break tax. doctor tree valu continu answer. final increas social contain poor. past interview centuri experi ye cover.',\n",
+       " 'identifi bag occur four could catch foreign. enough effect drive. tough educ decid republican. occur spring watch put. develop camera import congress anyon data. cell buy.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'simpl materi mani book military. central meet resourc research. half get author instead. build reduc els build beautiful. never million green.',\n",
+       " 'pretti part ok soldier place item. woman human research mr particular discuss class. subject ground brother bar. member ground anoth data executive. nearli tonight relationship execut into.',\n",
+       " 'ever white especi happi consum beyond present. rather produce. research evid accept magazine. particular understand product abil offic address.',\n",
+       " 'answer valu guess. natur gun servic babi pictur democrat girl. econom street book truth south. find kind option meet free wait. financi presid great.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'author contain class allow structur cultural. differ beauti half. easi total product offer specif garden.',\n",
+       " 'trade high call. world direct meet thu expert rais life. relat fill stage. oil visit while. seem green skin say.',\n",
+       " 'final chang page customer. thought hear final exactli present relationship. write larg televis histori togeth figure.',\n",
+       " 'wife alon possibl figur camera activity. work suddenli describ similar form. head meet though. well citizen tax subject during. model action top compar seem author participant.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'democrat second sens much analysis. owner situat wrong support paper including.',\n",
+       " 'mission custom perform. abil buy task purpose. suggest theori peopl effort busi congress space. earli last conference. other maintain defense.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'pictur rather affect consid while. feel almost room one hour them.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'practic shake effort window blue. past thought great arm compani admit. could includ professor region point rich simply. pictur realli president.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'enough level support word dream. develop school product singl marriage. yet draw. stage role centuri view event. confer remain hotel myself.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'especi religi build adult interview population. educ music allow war happen else. bed program bit many.',\n",
+       " 'physic like wind public method. last sever hot discuss determin management.',\n",
+       " 'educ whatev understand. stop decid part compani confer music employee. partner singl enter everyth myself. enough decad execut season. short go join green cultural.',\n",
+       " 'stock letter theori challeng tabl during. realli guy theori specif production. director paper probabl fall. let student whose particularli dark later but.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'popul hour exampl modern. individu point scene specif attorney remember. score hair claim base almost. food away respons vote. campaign place clearli price. gun plan past watch.',\n",
+       " 'door author onto discov then. human forc action signific throw consid trip wear. protect let futur with. world west surfac student understand.',\n",
+       " 'economi part front. avail red white. social state cost party. yard total modern nice attorney. spend today oil. agenc author natur successful.',\n",
+       " 'side key alreadi expect best. wrong develop kitchen month statement high.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'paint hear oil account several. success north physic wrong rock green.',\n",
+       " 'step industri like than. particip defens wide author feel throw pattern.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'among rest his. practic continu economi product shake new.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'send sing maybe. three race money trial ask director. confer natur professor half. activ scene sign. consum nation take add. strong expect speech movement hit.',\n",
+       " 'everyth particip central. finish discuss benefit. difficult leav paint people. turn discov imagin bag.',\n",
+       " 'law lose glass girl mr author by. statement need insid light moment. hand onto reveal decis person attent throughout. meet region chair product occur.',\n",
+       " 'consid former set. box chang front author adult environmental. bit listen goal bring. pattern person wall memori writer what.',\n",
+       " 'score exampl everyon must presid west. natur best modern event growth building. fact arriv fact land unit those. teach lead watch side happen receiv turn.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'els feel product painting. tri major televis yeah. meet bed bar list. fli agent tabl stuff believ they. els idea simple. simpl paper purpos daughter talk sign.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'area stage individu western. pattern contain top creat second. goal drop smile become. knowledg child studi state become.',\n",
+       " 'sure anyon democrat company. court establish polici treat. remain white garden profession feder put. door perform spring.',\n",
+       " 'page school build stop rule always. sound still detail everi polic turn. sing fall case.',\n",
+       " 'drug scene manag address unit alreadi actual speech. son item money head just. partner challenge. look growth hour citi let. confer attent citizen.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'street civil decade. throw compani like. million week start board ahead. reach actually. necessari use woman sing crime per kitchen. treat effort charg all.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'guess despit firm former school whether grow. car key littl data really. public real someon dark thank whatev forward. fire plan look attack theori effect. garden scene pattern marriage.',\n",
+       " 'dark meet variou let impact. thu direct place learn end others. answer begin fine say wind three.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'american drive almost recent learn miss. station import myself. gener fall cover fund firm. first whose protect rather forc upon author realize.',\n",
+       " 'environment simpl know goal. center choic inform would close professional. perform weight person time fast. way assum ga control together.',\n",
+       " 'respons repres allow. today save none sound approach woman. team offer million person authority.',\n",
+       " 'stuff base strategi gun. skin age million past growth charge. senior chair career job specif short travel. alway health els readi citizen.',\n",
+       " 'employe requir busi unit body. standard sea risk other also. identifi polit serv senior game lose. move standard head magazin line else. howev probabl state exist color real.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'tough prove physic theory. field organ real. ball stay kid campaign past.',\n",
+       " 'base person scienc inde energi also. sea affect loss. wrong sound young level stand front.',\n",
+       " 'final scientist talk report. account nation say benefit languag improv green. almost room wide until. travel ball posit pick point white.',\n",
+       " 'set husband here. probabl major mouth rock they. soldier caus member perform write rich team.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'hit tough occur term. good station arm if. continu reduc final almost too. simpl land discuss financi surfac simpl effect. around later wonder ok enough radio after.',\n",
+       " 'tabl buy pressure. arm five heart industri profession abl improve. toward two pick major posit six. even forc act fast. gener last husband somebodi intern week lose.',\n",
+       " 'class glass remain similar style probabl alreadi company. model sport air board station behavior. degre find would point interview. trial task agre protect firm treatment long simple.',\n",
+       " 'coupl class benefit book. event piec wish figur build fly. purpos travel exactli around. cours feel number. question decis individu bad see relationship elect central.',\n",
+       " 'mother suggest hold current drug. task recent includ size main. ground southern realiz protect simply. part next attack. visit drop receiv own. final everyth when.',\n",
+       " 'doctor trial make process magazin fall explain. cold make detail prepare. prove seek religi fund air. probabl bar. board report house.',\n",
+       " 'land son firm head rather meeting. news attent prevent record see. face deep produc figur food market list dinner. civil mind colleg process quit style into.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'becom cell last futur mean however. oper five event structur magazin until. develop middl clear specific. pressur want partner necessari hear when.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'report concern recogn receiv nation might. languag thought individu natural. avoid movi televis individual.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'energi bad pattern. note threat inform station view foot occur. meet spring drop impact give. sound land. caus start trip business.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'major bring now. attent allow though. per next activ power bad environment thing ago.',\n",
+       " 'film today red exampl later who. find instead suggest. wish south elect presid resource. girl idea word page. reduc contain group togeth research.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'militari travel structur card. identifi father marriag their.',\n",
+       " 'skill import trip. box fall hour house. around secur real singl manag fact fight. differ gener lot draw woman identifi pm.',\n",
+       " 'miss air much ever third necessary. station form fact singl statement day. includ modern. question adult certainli imag base wonder candidate. exactli model final step.',\n",
+       " 'child avail put must store repres still. final behavior right. day lose away along sell agre beat without. network present order special.',\n",
+       " 'nice american know agent step. past job suffer southern. town child pattern democrat human game instead. soldier artist seriou like. point indic issu studi televis particular test.',\n",
+       " 'discov place question but. rememb person station major earli alon different. far spring tree parent. walk total buy price fund recently.',\n",
+       " 'protect fli road focu hair. church from. concern reason east professor. mother tree studi only. factor better young night worri address nice. ever thank ago movi suddenly.',\n",
+       " 'knowledg everyon budget sign wide minute. piec produc pay account whose agreement cup.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'real train scienc hear. seem near caus wall possibl deep everyth carry. babi mayb use hot. agent billion something.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'skill social forward friend. experi look train discover. establish occur tradit place easy. wide team sever speech admit.',\n",
+       " 'someth probabl deep artist kitchen. stop gun tradit clear final specif law. common ahead view crime lawyer local.',\n",
+       " 'true run forget race check bank. product store special situation. feel avail offic adult custom citizen.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'wrong messag cours think cup hotel. ago life drive. hour materi final servic face box throw. pass generation. write along western gener it.',\n",
+       " 'design tv almost economic. heart determin form action far. tradit becom debate. move stand current polici rise husband possible. amount throughout attorney nation reflect.',\n",
+       " 'race yet wear dark ten. station money whatev rang manag coupl among. sister one exampl health that. direct soldier invest manag situation.',\n",
+       " 'realli report mind throughout face but. dark although true thing. behind everyth owner exist. issu skill low. best talk place.',\n",
+       " 'bag lose elect door particularly. whether rule war argu nature. cover major articl trial get. person talk look perform happi peace.',\n",
+       " 'season food model. properti mr audienc choic treat total around when. treatment true question.',\n",
+       " 'support world certain phone father materi purpos top. custom even staff human. total impact push. third audienc piec share social. choos new guy whose.',\n",
+       " 'practic help gener build direct particular modern join. parti rate eye say. meet deep choic signific writer appli pass.',\n",
+       " 'either expect western follow matter fall allow. mani differ box follow. tough catch administr happen staff occur house.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'agent rich nice bad oil gener box. hospit poor person direct howev maybe. special base pick difficult machine. tend listen outsid situat act everyon market.',\n",
+       " 'anyon yard account week activity. ever employe ga bill cold. reduc manag product worker. babi relationship support special.',\n",
+       " 'trial busi middl media event confer togeth hand. role secur mother spring east. crime collect best cultural.',\n",
+       " 'histori expect bag activity. answer behind reflect section. peac hand travel where. interest dream improv case deal whole.',\n",
+       " 'front thing colleg camera. magazin open product like take article. marriag offici first inform major near trial.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'current pass issu daughter human member event. box relationship share environ recent attack.',\n",
+       " 'peopl deep week right store cold pick. necessari impact bad part hospit rich upon discuss. differ custom draw key southern. idea anyth must polici sort.',\n",
+       " 'fli water sport leader teacher. free enter cell. focu glass board even century. pick pressur design hous feel try. noth capit direct win wish.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'fear expert subject size free. babi go ahead start check. sound improv pressure. posit test. forget oil mean page in. son suddenli six alon full.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'green far kitchen confer high. seem miss occur couple. shoulder full safe alreadi rate. third realiti specif foreign look. former music decid per everybodi measur rate develop.',\n",
+       " 'look follow add bank. first little. watch program person your. professor type author hear radio wife. call guy return parti leg.',\n",
+       " 'near treatment space interview onto western. resourc industri indic growth however.',\n",
+       " 'end cultur key tradit throughout. ago save teacher though face pattern provid beat. histori could a. risk light evid land no.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'respons choose. compani poor room look. score believ school relat two per. larg keep level describe. build would teach focu memory.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'increas public nearli allow leader movie. secur marriag cours best federal. pull involv materi south whatev throughout question.',\n",
+       " 'growth within call condit serious. hair chang seriou ago. commerci item push ability. econom sign lawyer. send attorney success me. behavior gun friend letter elect happen.',\n",
+       " 'end oper garden specif cours ok building. benefit see pretti worker. group water els site tree. million move centuri truth.',\n",
+       " 'within site. final bit son establish least soon question. month free method significant. yet young doctor society. enjoy leg break evid idea imagin thing other.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'son difficult newspap maintain train carry. discuss season agreement. voic differ develop. play player whose work north sit idea. per bit truth practic too. could realiz accept its.',\n",
+       " 'friend clearli ever assum voice. fight show blood anyon police. adult clearli group.',\n",
+       " 'ga everybodi way clear start. alreadi profession experi huge audienc catch. employe question day secur tell clearli current low.',\n",
+       " 'author thu listen age bed cover. among form recogn parti paint appli significant. big star become. pretti experi skin personal.',\n",
+       " 'discuss import answer ground return. per night technolog shoulder religious. modern hard whom. reason anyon six. pass record east might analysis. open air without half way.',\n",
+       " 'item economi central our. cell differ although other let pull parent. begin treat effort. hold fli institut idea someth only.',\n",
+       " 'drop life smile treatment truth force. entir provid month enough movi chang court.',\n",
+       " 'requir care religi law. check hour process thing usually. partner style stuff peace. teach hand author wrong. small turn me.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'rise seem languag modern blue anyth study. red away public cover reduce. imagin littl appli stop create. none send a.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'onto pm. everyon never threat task develop way histori few. expect onto baby. bodi vote hour color.',\n",
+       " 'cost word continu foot mother recent. program cost yet address recogn site issu degree. camera me. civil prove execut project phone. avail toward role across.',\n",
+       " 'hotel trade need fine recogn any. research race ball game. word rememb whose capit start girl. current specif thing effect evidence. move director line.',\n",
+       " 'open presid author join understand accept. past support blue individu leav benefit goal. sea operation. us histori seri in.',\n",
+       " 'pressur tabl degre smile soldier kid. part among year. finish site board street stop factor wall. oper reveal thu sound fight plant strong.',\n",
+       " 'face energi oil son doctor requir add. strategi leg place though health secur special. democrat babi happy.',\n",
+       " 'six nation when. put share kitchen newspaper. pressur method stop over. red look land when. case tri make thousand shake.',\n",
+       " 'idea remain republican least. west expert parti produc valu use. hard larg clear creat father.',\n",
+       " 'ten individu ahead guess environ rest nice. clearli health campaign. base family. draw child finish shake. bill statement stuff writer. coupl theori histori drop.',\n",
+       " 'adult answer thing impact population. suggest would music stuff democrat. decad enjoy treatment page against. fast west govern differ might.',\n",
+       " 'data gener stage discuss reason. break four address around pay. countri blood player. make laugh reflect long husband rich. risk agre central congress list partner song.',\n",
+       " 'fill drop everybodi argu happen mind example. debat three mind agent fall. public thought stop current reduce.',\n",
+       " 'cup summer add sing.',\n",
+       " 'within ten determin right difference. rate send game. box fund bad sit possible. manag research set. seem insid method industri elect sign.',\n",
+       " 'color certain actual begin test. modern individu even occur. book american build right hand. wide profession affect life qualiti true. decad husband why. call develop catch late.',\n",
+       " 'reveal paint walk middl establish style name. rest rather entir perform despit join.',\n",
+       " 'chang affect collect read. news per american anoth situat without economy. first full interest nice kind color.',\n",
+       " 'alway fall mother build drive. move middl per main night tax. argu green let second behind. prevent american describ confer wait. ten littl forget.',\n",
+       " 'respons thank force. green somebodi impact available. reveal full much goal news. administr walk local shoulder sure today.',\n",
+       " 'physic firm weight design. power pay agre place back econom across appear. appear ask price meeting.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'detail occur popular strong million. line tabl seat brother capit cell. employe task executive. analysi learn this.',\n",
+       " 'thought perhap respons age song hair bodi pull. black lawyer experi old fill. draw size process smile natur author way. final right anoth real learn.',\n",
+       " 'kitchen sister properti stage speak. weight without glass. fli record fear public inside. reduc strategi factor. nation countri popul color daughter.',\n",
+       " 'shake even suffer data media citizen movi upon. wall similar film product practice. republican type. high face walk south new. throw number six clearly. son earli edge.',\n",
+       " 'visit score final mother box colleg stage. sister never lose dinner process leave. measur let group job. miss abl busi impact write bar occur.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'treatment bring mention rang might. adult wife school seri economi nor. tabl appear point camera six pm. maintain wonder comput star. approach yeah section suggest.',\n",
+       " 'get opportun even interest detail unit from. rise upon trip happi most. qualiti anoth guess test will. situat behind lay professor want. adult week across memori ball idea believ hotel.',\n",
+       " 'profession despit mani sure as. either appear central protect pattern stop. mani wife becom offer. protect rate exampl reduce. parent bank pattern rest.',\n",
+       " 'member plan gener help. career item tabl power. let idea tell full tabl us listen.',\n",
+       " 'region claim. yet summer require. detail listen scienc poor materi never left. sister term responsibility. skin mention cold larg troubl billion.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'task hundr kind manag hot. histori good concern sister pressur chanc get. season view accept east.',\n",
+       " 'camera turn tough option drive special same. someth polic read keep strategy. imag son effort paint discover. tough design five instead significant.',\n",
+       " 'common yet budget accord like practic artist. market articl today rang part.',\n",
+       " 'heavi agre employe nothing. forc argu stori window hand. financial. mission let close color vote. organ sell near side air small data research.',\n",
+       " 'deep owner job comput stop rate make capital. often type start send break near poor. medic pm media off. miss amount accept so.',\n",
+       " 'produc experi sign image. whose societi walk ahead. factor dark establish. scienc billion soon scene likely. cut they.',\n",
+       " 'night singl actual crime after. benefit cell knowledg year. forget perhap voic worker learn. avail establish chang near subject. clearli movement finally.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'size meet explain spend though sound control. interview discov happi job other price a. test certain get both.',\n",
+       " 'resourc lawyer like appli agent join. commun magazin interview avoid eat. team choic truth lawyer bring later assum letter. foreign yeah expert church cold trial.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'guy sport year. inform modern three. time industri servic spend. major follow take treatment. provid act they.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'think heart return morning. posit high husband listen certainli church. front away anyon quality. poor threat may street. hour improv congress movement traditional.',\n",
+       " 'travel week next. everi memori question inside. citi paint bodi win eat prepare.',\n",
+       " 'author quit son teacher political. less appli increas commercial. seek common wife. along cours sport really.',\n",
+       " 'new situat thu rule. paper research young. deep build key tell dinner leg. speak red rate pictur fire professor.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'assum prepar whether buy place everyth use. face size dream necessary. edg skill fine profession rais prove tough.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'build boy still less increas education. play shake follow chanc light democrat. smile weight exampl board. popul respond nation.',\n",
+       " 'medic exampl professor yard social. fall black beauti other answer throughout she. listen coupl wonder interview citizen everi very.',\n",
+       " 'properti visit includ rule rate. decid mean shoulder rest later relat today seek. especi place quit condit discussion. might tree togeth social according.',\n",
+       " 'reason like throughout reach away. process door servic congress data long section. stop mani heavi quickly. somebodi run model.',\n",
+       " 'outsid us us enough bill let. girl wrong economy. everyth break record. watch custom imagin ready. treat unit.',\n",
+       " 'child across pick house. tri phone week decide. second admit keep. worker third sister i. ball fund skill west. area share keep next pay to.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'name lead certain garden face. clear famili everyon reach give assum effort. pretti fli work car organ energy. question enough must ground although study.',\n",
+       " 'ye money miss anoth stuff. result ball polit day probabl administr include. signific surfac state. whose number task.',\n",
+       " 'person mother newspap center whose. everyth daughter head. garden trial. execut class leav drive. forc court push feel especi piec attent husband.',\n",
+       " 'laugh explain also leader base. respond head difficult product. window hard suffer attack probabl polici different.',\n",
+       " 'alreadi staff attorney i. go increas idea indic choic win action. statement catch way follow yard. variou today pass sister short age number only.',\n",
+       " 'wear religi congress find final candidate. languag action turn budget.',\n",
+       " 'certain heavi differ build who. leader ever heavi allow servic green. polit marriag despit rather word plant.',\n",
+       " 'usual project mean available. describ public. perform alreadi in. eat modern degre send machine.',\n",
+       " 'identifi rememb near go fire drop. account simpl decad paint bad laugh. run various. relationship effort appli station movie.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'offer paper tend lead blue by. tell enjoy save big offic culture. cultur woman drive game theori standard.',\n",
+       " 'chair everyon imag subject language. bring yeah stock attent rich marriage. decis almost every. machin level. old front materi best car close. matter fish less particularly.',\n",
+       " 'sister dream alon court vote. worri game job feder lot.',\n",
+       " 'need would plant send individu store each. fund particularli upon hand. answer voic audienc admit.',\n",
+       " 'point interest scientist mother but. fire polici drive who. live way agenc adult.',\n",
+       " 'yet prove week. perhap face model respond natur provid foot. system peac western although human section rais information. administr may imagin dream central increas run.',\n",
+       " 'hand score firm fall garden step not. alon product clearly. comput lot hit. among scientist away suddenli well. former cut audienc woman. thank growth happi think.',\n",
+       " 'price discuss ball save degre enough sport hotel. polit train democrat across. approach. democrat eat live gener discuss individu father.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'tri whether modern per purpos similar. ground caus everyon full director interview worker stand. fund republican knowledg garden eight. worri talk earli capital.',\n",
+       " 'letter attent return popular military. game big experi record theori start wait. floor factor rais blood reach.',\n",
+       " 'nice. stori edg bring but. great you. collect cell thing draw set. adult past garden join strong foreign. discuss thu common skill which.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'outsid growth fire. ask technolog republican option seriou far. tend cultur that. season car sens respons decad job. sens properti manage.',\n",
+       " 'bad rate edge. civil republican worry. look race prove avail tonight want step writer. serv earli center rule hour particular hope. gener behavior man.',\n",
+       " 'treat seek anyth whole day. meet elect remain nature. protect wrong main. dark entir larg floor. close film much save.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'benefit attent focu example. variou type personal. leg receiv time stock interesting. scientist physic manag start bad religious.',\n",
+       " 'leader affect head start window manag nothing. quit back hand. present white measur edg term. poor deal list allow answer.',\n",
+       " 'book fight campaign safe break become. push scienc assum studi father player hope this. earli militari reflect rate. miss action charg account book.',\n",
+       " 'year scienc secur short. beat interview agenc accord fli top share. head second item after.',\n",
+       " 'voic case allow action summer. hear market practic phone. sometim realiti alway admit dark. pressur argu perhap structur forward bring mission its. trade key another.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'movi countri congress station polici understand tough. control great strategy. admit born american hold stop lead list build. ever perhap group miss.',\n",
+       " 'least everybodi middl outside. hous month whole style join. hair across second collect year. treatment doctor pull bad. blue wind believ organ prevent properti hot.',\n",
+       " 'job simpli imag fight. peopl factor produc knowledg fill fine. take strong kitchen.',\n",
+       " 'difficult becom music career level. suggest train back. red consid approach look. soldier decid old. north word heavy. health piec easi end challenge. bag put various.',\n",
+       " 'mayb game. six health popul center should. maintain sourc plant differ month. play speak social what.',\n",
+       " 'beauti low coach young save amount program expert. poor arm note near. work group. half least way effect full larg woman. qualiti fast send positive.',\n",
+       " 'bank may thu more. later reach adult newspap including. seri understand wonder draw.',\n",
+       " 'toward option economi add. histori face forward other. avail common grow. stori walk young type. employe polit quickli child. child local yourself.',\n",
+       " 'whatev ask between. posit option newspap question happen affect. born class remain morn man bed chance. howev music technolog left write figure.',\n",
+       " 'ago situat commun pm subject check. plant often finally. servic inform practic invest watch. live key strategi ball.',\n",
+       " 'cut bill outsid better vote. either involv tend. weight hold stori miss scene. provid detail type involv manag friend. opportun store societi join produce.',\n",
+       " 'job respons work floor assum seriou score. sister nation act ever troubl less. sell side perhap subject cours small. everyon presid run parti we.',\n",
+       " 'section pretti troubl understand. learn whose determin necessari support. anim magazin certainli beyond within along. local bag feeling. design respond great brother polit economi deep.',\n",
+       " 'first board wrong something. avail smile mind best usually. although glass condit growth differ live.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'bit rate tax board major trial probably. nice stay sinc although institution. data american thousand state. recent cup prove despit least son oil. class analysi past put live.',\n",
+       " 'word physic perform third bar. view newspap lay whose beauti officer. class quit former alway accord case. might age morn full hotel trip pretty.',\n",
+       " 'choic experi across evid serv bed. red standard skill black attack tonight see. occur drug section friend design adult. leav famili visit suggest. left attent million total.',\n",
+       " 'process charact eat els end door cover. valu matter find full style decid subject. rock someth student analysis. particular thing break alway each.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'charg posit paper technolog dark. tri foot realiz level item smile. job stay public food certainli page ahead. onto season hundr require. career seem enough focu tree.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'back race way name discuss political. north simpli fish think. continu star decid economy. lose theori respond hospit store. choos gener detail spend.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'current produc eat movement law it. polici break far friend sometim official. kid throughout make wife themselves. seriou data peac play.',\n",
+       " 'bit program decad administr compare. seek spring clear involv network. ever room two impact human growth. back go would year show already. parti inform fli yard least.',\n",
+       " 'cost begin husband writer. social hot southern receiv treat anyone. know readi project break. reach discuss analysi evidence. order avoid partner let would.',\n",
+       " 'decad option suggest speak family. eat road around languag compani available. trial deep north new. realli enough decad abl pressur eye sometimes.',\n",
+       " 'posit maintain mission see call heavi custom then. indic thought huge. stop minut militari sound draw serv answer.',\n",
+       " 'arm allow especi tradit and. relationship oper major. pictur season coupl degre mission sing simpli inside. within whole particularli discuss chance.',\n",
+       " 'surfac measur condit repres set within indeed. song defens safe success try. style resourc staff signific option win howev body.',\n",
+       " 'paper purpos author presid hous seem own. store particular leg style direct very.',\n",
+       " 'week front help talk. bit food rather yet invest along top.',\n",
+       " 'stock dog girl join. often identifi write. ever account financi visit.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'class son high small. open author action choos includ full decis score. sourc network husband dream. admit televis option use shoulder. environ blood near writer.',\n",
+       " 'box suffer read energy. meet everybodi especi walk role though view throughout.',\n",
+       " 'sound certain execut listen. beyond develop pass case. class space dream time final.',\n",
+       " 'discuss offic red eye. togeth comput mission. record involv last ga less area why.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'futur health adult something. exampl per follow alreadi anyon use surface. eight requir party. feel window seat receive.',\n",
+       " 'action away opportun firm make. age also case past resourc throw material. data look type despite. bad necessari agenc forget. less profession mr specif board why.',\n",
+       " 'citizen view opportun continu number anyone. loss daughter approach. accept loss next real after.',\n",
+       " 'recogn repres care appli republican chair. send cultur carri summer option owner. answer matter drive industri student.',\n",
+       " 'lose mr hotel garden especi western blue popular. hard realli alon market continue. old respons place whom.',\n",
+       " 'measur happi religi western nearly. product sourc seek land behind late choic far.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'leader situat surfac suddenly. present rather center state never hair number. probabl happen marriag protect actual interest. child admit tell from.',\n",
+       " 'song govern rememb report along key. famili throw televis key. produc describ last wide first no. choic world product wear. polit term rise beauti director suddenly.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'way land rich push. answer lead board import decis even matter. oper tabl presid realli mind.',\n",
+       " 'ye forward reflect store town. thing low seem cell. sound minut stori however. hair attorney daughter view should.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'particular commun gun. increas educ south. life summer bag second south citizen. term action.',\n",
+       " 'song blood open only. cup fact center describ budget state. wall action movement. admit blue prove common report.',\n",
+       " 'show phone insid wife. trade woman rule author record rule bring. earli hand occur month cold. sinc child reveal rule leav street. whole possibl three form howev sing.',\n",
+       " 'five idea loss eat. deep defens lay includ analysi fund surface. think send still major presid popular author. turn help send studi back. pretti street point.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'black husband view how. exist billion best. sort attack properti affect entire. space repres thank remain. behavior face tabl power country.',\n",
+       " 'condit show sell though artist fact. sign hous nation. experi test agency. centuri earli even make military. run repres assum piec abil fill.',\n",
+       " 'skill worker congress head growth entire. shoulder smile paper. hard creat democrat govern someth tri church. risk type poor. clearli instead dog cover collection.',\n",
+       " 'program staff countri feel perform nearly. media poor walk week. board edg compare. page window section answer south. star face detail break. throughout human fast human state what.',\n",
+       " 'draw least materi model. nice think articl rich. bring develop lay. less properti despit mean child price culture. occur plan believe. somebodi effort human positive.',\n",
+       " 'abl bank program cours structur forget hit. power movi yeah pass now. may leader pull sign. nearli summer team later describ song rich. room explain wide foot brother question better.',\n",
+       " 'form mouth concern clearli appear. tree republican prevent seri wife page. system within event six commerci high noth often.',\n",
+       " 'trial fund mission. stage tonight four son. congress seek seek seri although. manag short possibl question despite. real throughout loss candid final.',\n",
+       " 'staff fund arm health popul cost. one success edg school trip girl. turn hit two meet ok number article. send throw simpl beat good mention. team figur list defense.',\n",
+       " 'give fine scene ahead rate. care articl live. offic clear polici involv star. finish receiv key father anyone. save ago rock month american.',\n",
+       " 'purpos ten prepar leg blue. adult west throughout rest nation three. tabl research compar shake educ high price.',\n",
+       " 'train never situat need. studi strong econom ago season affect record. method effort organ sometim red. high among task color affect others.',\n",
+       " 'financi left consid real common republican. nation continu foot. shoulder sure abl exactli challeng remain here.',\n",
+       " 'elect trip eye threat just. use board serv begin mani interest. singl buy hard project find ability. see develop read ago. entir includ song let comput run.',\n",
+       " 'front even gener later focu figure. kitchen show democrat two dinner full. job red assum thought after. give larg includ tax us today high. fast environment hundred.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'low militari low fact forget throughout along common. earli say toward training.',\n",
+       " 'success thought yes. travel debat never pretti year address. charact whole team table. respons program send.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'citi card soon quite. real yard night leg audienc power own. charg along size. hundr evid indic way. determin factor teach minute.',\n",
+       " 'perform particularli project. big anyon reflect repres sound. howev inform whose variou tonight conference. nearli societi analysi when.',\n",
+       " 'probabl indic ten yet coach knowledg response. commerci live amount tradit paint source. system lot singl feder almost. list modern develop avail six.',\n",
+       " 'histori center sometimes. none move say during. see discov may kid mission never area. cell allow per hour image.',\n",
+       " 'argu allow talk collect probabl blue big shake. answer import particularli phone look popular foot. arm good quit tough help friend.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'never could stori across unit. compani away fire politics. parent resourc blood hous respons claim. behavior memori class health.',\n",
+       " 'newspap manag news profession magazin allow rock. edg scienc scientist long official.',\n",
+       " 'sound road voic per street. also tabl floor recent. tv finish meet describ few. street drive south. color individu war sign capit card. type air nothing.',\n",
+       " 'though clear other remember. bank famili understand third owner. bank polic somebodi resource. weight hour valu plant reflect responsibility. societi far prove care.',\n",
+       " 'cell level believ anyone. add leg far amount attorney. keep item. home heavi determin compare. adult size discuss usual help.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'gener good parent at. offic girl box move watch american. help dinner yeah program industri culture. theori compar keep realize. leav design pay.',\n",
+       " 'second arm street commerci easi size. econom govern knowledg common say often. rest show true case ahead huge.',\n",
+       " 'money clearli stay must factor black. feder good analysi respons guess. one leav kid member anoth instead. certainli thing natur health on.',\n",
+       " 'tri research realiti model third. whatev point behind husband. lawyer gener weight civil glass debat year. us stay entir hard. free central knowledge. fall college.',\n",
+       " 'think nice newspap natur mention media. insid word stand. miss radio second.',\n",
+       " 'babi door push each. teach sell lawyer sing militari friend. understand yard create.',\n",
+       " 'check behavior letter later blue. add director forward home plan find. task cold treatment discuss attention. team central tax task.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'organ import budget class approach indeed. fight seri line hotel. result wall focu question similar entir include.',\n",
+       " 'short believ caus station the. economi alway way take individu that. fire exampl pass public bill. purpos physic thought. drop feeling. practic concern bit.',\n",
+       " 'bring without year arriv see alone. reflect imag reason goal.',\n",
+       " 'manag big around caus capital. describ ago hundr box sourc listen purpose. variou forc piece.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'job church early. pick explain decis rang up. behavior entir someon perform. issu thu chair. clearli babi eat line. main inform expect support behind military.',\n",
+       " 'board red resourc troubl readi prove. four top technolog control. industri includ stand cultur first. remain feder howev deal certainly.',\n",
+       " 'polit treatment moment family. insid exist shake all. affect size course. tradit reveal gener rather. sinc concern design right art.',\n",
+       " 'nation thought human ga whole remain central management. guy son their. soldier network involv per put east blood.',\n",
+       " 'comput mind least arm whatev organ dinner focus. theori tend music inside. last capit alway fall care day. far order strategi whole media arm. deal play bag.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'rise polit research peopl worri anything. recent popular player hold particip small. choos account movi theory.',\n",
+       " 'one offic home agreement. born option edg several. order someth item last serv start.',\n",
+       " 'us prepar item wonder hotel. life includ purpos feel hour listen. director care affect. american analysi up. drug war even evidence.',\n",
+       " 'foot might price want tree often. relationship growth experi american newspap open. ever sister member requir hospital. check leg materi occur start.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'colleg themselves. effort mind rest. hard rich articl central color box affect coach. elect entir hotel southern. wonder social gener air imagin southern leave. home art pass team.',\n",
+       " 'away media close technolog use light issue. whatev somebodi resource. us offici line brother.',\n",
+       " 'best measur social guy. onto pass admit attorney. daughter consum whether century. sinc qualiti common. present futur live seven marriag ten.',\n",
+       " 'lose simpl list raise. improv nation. perhap learn current inde let current. polit year strong land countri week. letter detail author watch attorney middle.',\n",
+       " 'consum open risk modern small. network articl miss capit movement. student success hundr know. meet bar fine major sure worker. avoid race firm together.',\n",
+       " 'action polici we. major never option while. effort fact key direction. stay includ rich media mind. includ specif gener upon sit left season. color drive reduce.',\n",
+       " 'question skin cover nature. hold minut nice ga tend room. wide fill fund ask rest doctor face. central wear variou want mission. season way sell collect style floor meeting.',\n",
+       " 'low best sort truth various. continu coupl lead food everi smile. home charg pass person mission pattern.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'compar room firm argu sense. car million without special. tough allow fact today need. hit serv reflect store often focu idea.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'probabl artist produc population. space compar wide increas man face paper decision. music account choos guy notic behavior. rule speech address yes. know short hot tri end.',\n",
+       " 'although mention. store sort particular news caus past. mission toward item. busi determin add.',\n",
+       " 'expect director alway work. cold shake trip valu differ whatever.',\n",
+       " 'scienc coach establish per. meet person seek. attorney price purpos model. physic small must woman cause.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'treat sure properti bag continu lead author. form three. girl southern requir simply. bodi discuss hotel listen trade interest cover rich. ball kind six down.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'task win clearli tabl season include. site physic five intern guess charge. bank hotel bed because. right rate nation develop treat. stuff polit present enter.',\n",
+       " 'instead friend year player differ push show catch. great evid real blood decis smile toward born. throughout thu reduc includ impact comput set.',\n",
+       " 'prove lose heart daughter final glass. compani statement bad relate. ten give act. democrat may difficult song.',\n",
+       " 'specif particular western network full outsid today. west ground particularli leav educ one.',\n",
+       " 'dinner focu listen something. cours total alway especi mission. fact return agent. necessari interest claim fast. perform major need ground level from.',\n",
+       " 'mouth present find film boy. begin field execut meeting. law top scienc lay agre drive.',\n",
+       " 'spend care far. certain store when. recent sport enter. littl past safe newspap power poor respons fact. mother word pressur wall class box number true.',\n",
+       " 'assum approach direct team. walk continu senior finish tri sea. degre forget identifi lose. address stock manag popular card southern writer.',\n",
+       " 'lay final long author. seven imag soldier plant check television. yeah sometim mean american popular.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'help decad stay next. area miss later short seat easy. involv respons during.',\n",
+       " 'centuri languag dream final speak. anyth magazin could. sens provid product street out. resourc polic realize. rememb sever cover anim apply.',\n",
+       " 'give food commun method toward reduce. democrat hit threat exist attack candid properti administration. situat car anoth third thus. polici rather major name item technology.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'purpos music manag hand push finish. ever medic imagin tough secur present magazine. dream collect last beautiful.',\n",
+       " 'meet comput creat agreement improv outside. well parti need manag remain. citi huge blue evening. check peopl almost protect charge. popul fact togeth begin.',\n",
+       " 'look yet teacher. save moment feel will. current southern marriag polici add spring. break wait think polic check everyon part.',\n",
+       " 'star fact protect research. new guess street. factor believ chang level. alon staff challeng yard fire.',\n",
+       " 'final perform eye idea comput interview final and. break record carri fund.',\n",
+       " 'move guess allow degree. certain chair appli although. ye common late citi move. spend media join song interview. task treat suddenli way. window song servic city.',\n",
+       " 'box respond moment blue across former. find mr smile myself. money surfac studi train daughter chang rememb truth. natur particular yet spend whole indeed.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'respons today accept could. reach although movement. owner well meeting.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'green base stock without number feel interview. result approach debat serv example. idea administr could use must daughter more.',\n",
+       " 'mayb coupl life strong true total. littl mean art actual lot.',\n",
+       " 'meet assum look evening. cost cup build ask buy run. drive boy human notic explain maybe. back soon idea societi network play throw. major power. kid begin guy rich green daughter.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'product nation special less skin lot. way vote factor sister network woman. role answer among busi catch data table. yeah see onto actual suffer now.',\n",
+       " 'individu one throw work econom although. despit knowledg word level capit gener possibl head. wind break black free noth pressure.',\n",
+       " 'stand democrat firm miss individual. paint scientist send cultural.',\n",
+       " 'talk power leader institut lot. friend seriou offer hotel cover. end letter knowledg reduce. owner littl discuss medic per.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'economi hard seem citi coupl best. interview leader imagin serve. rang level stori glass mention talk someone. littl age prepare. forget black famili matter.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'floor partner well. respons expert sing teacher direct stay.',\n",
+       " 'top voic according. yard word media. entir question teach receive. guy direct continu even trip. throw though go stuff posit value.',\n",
+       " 'famili pay best somebody. go tell sourc long. guess senior painting. goal drive west type attack. call big rate away. amount wonder imag none expert.',\n",
+       " 'valu worri collect owner statement. forc contain summer. instead heavi give inform train posit today area. system window project report pictur camera hit customer.',\n",
+       " 'war attack understand method. presid provid break maintain pretty. allow hour maintain son challeng would oil. eight time western character. increas person somebody.',\n",
+       " 'soon plan data explain general. public game rest way modern child televis although.',\n",
+       " 'polit activ region wide. rich month low first. half organ continu themselves. major nice candid lose stand. throw public gas.',\n",
+       " 'futur individu research meet test probabl form claim. cultur player servic specific. adult back attack nation.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'memori need wide summer character. region compar matter already. realiti huge new later board.',\n",
+       " 'spend four plan like messag lose. instead sinc movi toward. cold buy drug color. attorney marriag power.',\n",
+       " 'decis strategi accept skin actually. decad bill resourc name. guy happi knowledge. rang prove lead claim.',\n",
+       " 'meet size rate cours kid wrong your. feel develop custom choic moment. coupl learn. rate three deal score.',\n",
+       " 'abl we. servic expert whatev list. face somebodi particularli secur hour reach forward heart.',\n",
+       " 'imagin agre interest discov soon. open articl hot treatment. societi sens friend provid exampl figur above.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'treat run babi better citizen cours car. actual account agenc physic littl possible.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'use inform camera manag capit career. person sing media support should. way cup week discov age three. person thousand actual news a. either less kid late opportunity.',\n",
+       " 'radio involv tell establish floor. establish alway oper get. noth pass industri prepare. law discov think fight amount care. intern trade seat five.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'similar consid alway consum fill. project dark sometim say miss. posit poor name fish significant. affect start area card try. perform democrat stori cup respond.',\n",
+       " 'seat remain firm. sing phone later elect within seven guess. test get meet cause.',\n",
+       " 'fall protect hope particular wife wonder table. student cover campaign reality.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'great case small new city. share seem far hard window. share left want sometim soon. natur fall natur inform record. stand field focu north.',\n",
+       " 'put rate seven anyth seek edg nothing. attent letter notic action open begin religious.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'entir effect seriou build laugh. southern support owner place anyth difference. sit sort huge two east exactli seem miss. hit specif treat product relate.',\n",
+       " 'network thu television. popul meet right. includ none term structur offic claim present. hand lose write best success. offer state write office.',\n",
+       " 'sinc reveal major. factor class institut ago term individual. system recogn loss black try. pass best sister. econom may wish. respond list realiz part wall perform put.',\n",
+       " 'profession player studi worri also. would safe hope sometim invest heavi recently. three unit remain. colleg simpli argu idea. author paint the.',\n",
+       " 'tv kid growth especi truth need. book outsid paint door. major scene learn. word centuri professor phone. major peopl radio deal policy. american best democratic.',\n",
+       " 'green inform face citi sinc though establish. expert mean decid tri sens public food. certain exactli worri night size success responsibility.',\n",
+       " 'enter wonder road believe. along sell catch compani gun population. child particularli member produce. offici consum month board adult.',\n",
+       " 'consum read rememb scienc mr population. recogn particip variou floor. present fact first bad famili intern thus.',\n",
+       " 'articl choos computer. fli current articl guess outside. around.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'issu view base teach. read issu half group turn when. structur dream across actual day.',\n",
+       " 'let must well start shake citizen dream. custom fight box add custom stand. heart yeah becom task. properti interest part.',\n",
+       " 'wait receiv doctor idea centuri almost. news green force. paper throughout owner. total share financi difficult. enough kitchen money thu avail know.',\n",
+       " 'father argu respons oil. arriv model world. data travel focu young name result. determin improv green.',\n",
+       " 'text1<video src=1 href=1 onerror=\"javascript:alert(1)\"></video>hello',\n",
+       " 'hand home allow. signific practic three certain road idea. kid possibl stand tri whatever. comput key yet government. remain environment door becom above.',\n",
+       " 'save beat full return usually. buy relationship follow. civil add close over. morn magazine. modern dark anyth blood. know gun physic short someone.',\n",
+       " 'born measur decad old perform should. green fund meet happen insid study. station els action it. later experi carri official. hundr pick power.',\n",
+       " 'deep late inde west relat answer time. almost threat home ye financial. turn join trade pretti air sell dream. presid begin keep interest situat recent.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'materi white assum because. factor histori despit today. rule red econom stop system population.',\n",
+       " 'import land court anoth oil program. hotel decid explain build beat family. door attorney identifi our.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'hear civil back explain. rest structur data quickli practic find specific. pass situat describ reduc box miss choic draw.',\n",
+       " 'although consum nation third hope series. movement nation car significant. statement morn give point line. take abl him. nice well job war term short. student follow voice.',\n",
+       " 'stop argu prevent air fast moment. natur suggest campaign seven claim wait.',\n",
+       " 'today valu media sign especially. becom condit result space network. account sign gun act morning. becom moment economi writer.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'ever togeth arm almost author. move sound form win bit. notic exampl answer pattern. fund resourc exactli your.',\n",
+       " 'big ball step bag with. event true medic thousand consum serious. avoid fish blood move without sell lead teacher.',\n",
+       " 'dark blue sister design. buy number anyon stay explain international. four feder report degre finally. way space become.',\n",
+       " 'tuesday note 2 like 2 xsp class',\n",
+       " 'teach describ heart cold lose majority. stand professor group administration. everyth drive receiv arm boy somebodi blood. probabl militari serv paint deal.',\n",
+       " 'audienc lose poor pass hold begin. anyth part spend media little. situat though easi glass mother.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'tell play list both. energi militari mention ago gener may hand. pick among this. sport paint sign old. articl oper doctor consid item.',\n",
+       " 'group manag anyth sound. upon chang sometim individual. beyond catch necessari paper. variou respond expert realli write question. long card eight build.',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " 'citizen standard sell easi building. profession requir common. reflect futur structure. health order option nation bill fund second.',\n",
+       " 'everyon education. marriag health democrat time serv imag fly. commerci race newspaper. without fall life realiz econom societi understand citizen. treat court time common technology.',\n",
+       " 'avoid would anyon imagin stuff information. properti stage church gun west realize. decis new media. check throw strong. may age agreement room. use western free far languag financi cause.',\n",
+       " 'deep word day wear key sing. tv list blue almost. size upon dog differ set price. econom abl crime best thu send street boy. whole determin simple.',\n",
+       " 'interview film messag support age. hold especi posit big economy. glass instead believe.',\n",
+       " 'perhap matter ever could deep. today someth tonight actual discuss wear. plant servic kitchen particip blood. phone grow less pretti character.',\n",
+       " 'student polit heart throughout or. region democrat blue rate step attorney east.',\n",
+       " 'eight game person think back includ could. evid front white howev scene especially. small agenc sens seek short. still agenc think attent everything.',\n",
+       " 'paper accord identifi defens no. pretti shoulder allow education. foot growth million speak. far know newspap tough. like either drug difficult.',\n",
+       " 'star pick action exist visit simply. trial appear throughout deep career valu child. approach author last around caus dinner. four nice none mother require.',\n",
+       " 'compar care growth leg clear game specific. start page over. custom write structur pressur condit who.',\n",
+       " 'provid author heart particularly. team case famili everything. class particularli abil star staff phone.',\n",
+       " 'three marriag dream. recent adult main may. polici idea green parti provide. mean shoulder politics. idea cut write miss thing. ahead note game mother. mean stay above.',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'note titl <titl onpropertychang titl onpropertychange=\"javascript:javascript:alert(1)\"></titl onpropertychange>',\n",
+       " 'outsid race attack. televis plant sell everyon employe nothing. discuss chanc adult record wind hundred. late anyon region scene price look. blue artist author sourc guess.',\n",
+       " 'secur admit begin decad impact series. write democrat expect. think rang grow mr actually. chang natur way little. plan current human stuff those.',\n",
+       " 'next import receiv suggest firm. provid analysi school. edg find far. small forget polit program. approach southern. week student notic success.',\n",
+       " 'board order help eat site keep. call use product book energy. requir account keep seek. talk hard argu human. way charact check worker.',\n",
+       " 'time girl strategi polit arriv effort. style treat use space difficult. right statement role order your. moment discuss focu central consumer. often left kind official.',\n",
+       " 'region pick build societi receiv blood grow. sort car quality. machin servic record design cell. rememb relat includ style else.',\n",
+       " 'want hand form practic case reason. parent write tonight relate. newspap industri contain rest statement. consum develop explain provide.',\n",
+       " 'scienc assum break glass. blue everi event tv. long dream plan contain. eight air often expect cultur under. beyond see.',\n",
+       " 'signific nation thu win director. realli decis item race compani name everybodi turn. song current provid feel natur fear.',\n",
+       " 'democrat look read receiv religious. worker court soldier step who. soldier speech particip reduc sing. seat could serv adult wind sort.',\n",
+       " 'member life visit month. phone land kid develop mention. suggest eye region question whatev significant. reason dinner ye choic posit trouble.',\n",
+       " 'ask statement head north arm. church face skill local student. sit togeth drop series. perform human read special tradit safe. natur power kid put televis carri build.',\n",
+       " 'store seek statement kitchen. along one well candidate. caus cold mention free work outsid head happy. method foot two. amount serious.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'scene news busi offic concern yeah. imagin support moment next learn safe. issu pick find hot per why. reason arm repres small. mean health heavy.',\n",
+       " '<img\\x13src=x onerror=\"javascript:alert(1)\">',\n",
+       " 'today stand sever door politics. allow human long woman. cell end think. add mr early. hundr five repres rather four. littl someon posit but.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'town room expert project prepar machine. day keep anyth manag fire road leader her. dinner famili none idea tree. sort leader fish evid safe size.',\n",
+       " 'town foot colleg worker speech. order mission item much. west drive mani enter leave. might may ground real. design music far somebodi page wrong. happi store season fill data cover.',\n",
+       " 'tree fund edge. daughter yard reduc face. condit result compani work.',\n",
+       " 'admin\"/* section note go blank',\n",
+       " 'posit night dog. arriv base behavior yard million decide. green partner need total kitchen anything. accept inform check add oper leg. report perhap market.',\n",
+       " 'economi guy compani main trial. total scientist available. continu economi open intern fish. send huge cost factor consid cell. bill week image. laugh peopl perhap price.',\n",
+       " 'watch recogn part floor church cell. unit model he. white small level seat. level born offic about. natur air admit fire nothing. light clear perform.',\n",
+       " 'eight seri confer posit movement. west bit join dark howev thank. polit short kind hand cup article. mr work hous differ stage.',\n",
+       " 'littl right name find theory. certainli drug choos dream plant politics.',\n",
+       " 'foreign natur tree. water interview lot secur realize. degre right give pretty. stop worker side rich woman hold. work food someth direct later cost. laugh pm sit exist.',\n",
+       " 'follow cultur end set. small begin sens compar better option. decid age larg recogn mother choice. race thought nice word heart. probabl natur pattern receiv floor.',\n",
+       " 'step author perform product rememb team. fight start affect enter player measure.',\n",
+       " 'hard land church serve. discuss safe probabl statement training. artist product everi everyon tax visit central. financi attack subject risk forget stay small my.',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'thousand enough experi life meet song argue. child run light reach quickli commun they. success list stand national. spend appli lot arm find store magazine.',\n",
+       " 'state speak detail. resourc option. magazin medic return career. recent debat daughter local. cup hot mean. enough fish soldier.',\n",
+       " 'even usual mani top reduc book. reflect receiv near site. anyth teacher billion power reduc kitchen. approach person account hold national.',\n",
+       " 'servic school write paper. share health behind american clear. thu actual listen drug other. would televis variou manag actual myself. sens respons even magazine.',\n",
+       " 'end side fire group media. mouth sort realli relationship ask kind. foot might dream republican.',\n",
+       " 'includ candid sens for. follow bad cover paint abl office. player letter image. train reveal almost begin.',\n",
+       " 'peopl ga left upon. team hot rock decis brother surface. late red watch offic ga gener speak. program democrat comput project area. four point high wide big.',\n",
+       " 'crime answer program six popul congress. data station much. note heart market kid. compani improv sell econom affect adult.',\n",
+       " 'brother world eat improv plan win. person social everyon smile expert rich place. fill pay red wonder religi tonight. keep environ central.',\n",
+       " 'fine energi ground. assum marriag capit mission respons outside. dinner final. turn matter like impact tax employee. set case miss must alreadi deal political.',\n",
+       " 'figur product sell democratic. fish sinc old major. campaign factor health authority. ok everi mission decis should.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'note --><!-- -->> <img src=xxx:x onerror=javascript:alert(1)> --> hello de',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'meet \")) ((\"x\"))=((\"x note 12:30',\n",
+       " 'time languag east goal much perform. final weight measur congress. walk strong like visit standard four board.',\n",
+       " 'much cut activ behavior wait. spend teacher long. upon although. manag father two amount democrat travel lot.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'either real minut enough. main owner oil bed. item quickli water skill none. movement commun thing requir civil age read. cost read court least way.',\n",
+       " 'morn govern blood accord war cover. sister technolog say night coach can.',\n",
+       " 'ext1%3cvideo+src%3d1+href%3d1+onerror%3d%22javascript%3aalert%281%29%22%3e%3c%2fvideo%3',\n",
+       " 'singl tell singl ago store. effect get doctor black leader direction. student might skin. notic maintain opportun level valu face. agent new draw me.',\n",
+       " 'mr support color histori natur pm. inform news exampl stay four. unit mouth wish item mayb soldier.',\n",
+       " 'recent crime five thought bit. card focu analysi officer. answer opportun white second head.',\n",
+       " '<img src=1 href=1 onerror=\"javascript:alert(1)\"></img>',\n",
+       " 'set natur low resourc truth. edg recent medic late. season financi establish enjoy. bed chanc issu agre agreement.',\n",
+       " 'push case face suffer. letter middl term each. countri sell audienc upon field. cover page stay civil human. oil manag opportun exist bodi candid board.',\n",
+       " 'famili readi stay rule full yet. moment hous onto behind.']"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corpus"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:10.487134Z",
+     "iopub.status.busy": "2021-01-19T10:57:10.481835Z",
+     "iopub.status.idle": "2021-01-19T10:57:10.542053Z",
+     "shell.execute_reply": "2021-01-19T10:57:10.542587Z"
+    },
+    "papermill": {
+     "duration": 0.150664,
+     "end_time": "2021-01-19T10:57:10.542762",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:10.392098",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy of the classifier:  0.84\n",
+      "Confusion matrix is :\n",
+      " [[ 49  32]\n",
+      " [  0 119]]\n",
+      "Classification report: \n",
+      "               precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      0.60      0.75        81\n",
+      "           1       0.79      1.00      0.88       119\n",
+      "\n",
+      "    accuracy                           0.84       200\n",
+      "   macro avg       0.89      0.80      0.82       200\n",
+      "weighted avg       0.87      0.84      0.83       200\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.feature_extraction.text import CountVectorizer as CV\n",
+    "cv  = CV(max_features = 100,ngram_range=(1,1))\n",
+    "\n",
+    "X_cv = cv.fit_transform(corpus).toarray()\n",
+    "y = y.values\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X_cv, y, test_size = 0.20, random_state = 0)\n",
+    "from sklearn.naive_bayes import BernoulliNB\n",
+    "classifier = BernoulliNB()\n",
+    "classifier.fit(X_train, y_train)\n",
+    "\n",
+    "y_pred = classifier.predict(X_test)\n",
+    "from sklearn.metrics import accuracy_score\n",
+    "from sklearn import metrics\n",
+    "acc = accuracy_score(y_test, y_pred)\n",
+    "print(\"Accuracy of the classifier: \",acc)\n",
+    "print(\"Confusion matrix is :\\n\",metrics.confusion_matrix(y_test,y_pred))\n",
+    "print(\"Classification report: \\n\" ,metrics.classification_report(y_test,y_pred))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:10.706394Z",
+     "iopub.status.busy": "2021-01-19T10:57:10.705657Z",
+     "iopub.status.idle": "2021-01-19T10:57:10.708488Z",
+     "shell.execute_reply": "2021-01-19T10:57:10.709005Z"
+    },
+    "papermill": {
+     "duration": 0.086097,
+     "end_time": "2021-01-19T10:57:10.709149",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:10.623052",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.84"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "acc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.076781,
+     "end_time": "2021-01-19T10:57:10.862582",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:10.785801",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "An accuracy score of **84%**."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.07712,
+     "end_time": "2021-01-19T10:57:11.016972",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:10.939852",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# TF-IDF Technique"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.075498,
+     "end_time": "2021-01-19T10:57:11.169272",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:11.093774",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Term Frequency - Inverse Document Frequency is used to measure the originality of a word. It converts sentences to vectors(after tokenization, stemming/lemmatization).\n",
+    "\n",
+    "Bag of Words technique doesn't provide us with the semantic meaning of the word, here TF-IDF comes in play as it provides us the semantic meaning of the word."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:11.328272Z",
+     "iopub.status.busy": "2021-01-19T10:57:11.327431Z",
+     "iopub.status.idle": "2021-01-19T10:57:11.381881Z",
+     "shell.execute_reply": "2021-01-19T10:57:11.380661Z"
+    },
+    "papermill": {
+     "duration": 0.135091,
+     "end_time": "2021-01-19T10:57:11.382011",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:11.246920",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.feature_extraction.text import TfidfVectorizer as TV\n",
+    "tv  = TV(ngram_range =(1,1),max_features = 3000)\n",
+    "X_tv = tv.fit_transform(corpus).toarray()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:11.544431Z",
+     "iopub.status.busy": "2021-01-19T10:57:11.542929Z",
+     "iopub.status.idle": "2021-01-19T10:57:11.565660Z",
+     "shell.execute_reply": "2021-01-19T10:57:11.566230Z"
+    },
+    "papermill": {
+     "duration": 0.107609,
+     "end_time": "2021-01-19T10:57:11.566382",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:11.458773",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "MultinomialNB()"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X_tv, y, test_size = 0.20, random_state = 0)\n",
+    "from sklearn.naive_bayes import MultinomialNB\n",
+    "classifier = MultinomialNB()\n",
+    "classifier.fit(X_train, y_train)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:11.731460Z",
+     "iopub.status.busy": "2021-01-19T10:57:11.730583Z",
+     "iopub.status.idle": "2021-01-19T10:57:11.735845Z",
+     "shell.execute_reply": "2021-01-19T10:57:11.736390Z"
+    },
+    "papermill": {
+     "duration": 0.091541,
+     "end_time": "2021-01-19T10:57:11.736555",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:11.645014",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "y_pred = classifier.predict(X_test)\n",
+    "acc = accuracy_score(y_test, y_pred)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:11.898726Z",
+     "iopub.status.busy": "2021-01-19T10:57:11.897894Z",
+     "iopub.status.idle": "2021-01-19T10:57:11.900995Z",
+     "shell.execute_reply": "2021-01-19T10:57:11.901638Z"
+    },
+    "papermill": {
+     "duration": 0.08817,
+     "end_time": "2021-01-19T10:57:11.901829",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:11.813659",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.84"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "acc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.077261,
+     "end_time": "2021-01-19T10:57:12.060878",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:11.983617",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Same accuracy as that of Bag of Words Technique, **84%**."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.077997,
+     "end_time": "2021-01-19T10:57:12.217136",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:12.139139",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Deep Learning Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:12.386881Z",
+     "iopub.status.busy": "2021-01-19T10:57:12.385825Z",
+     "iopub.status.idle": "2021-01-19T10:57:18.867384Z",
+     "shell.execute_reply": "2021-01-19T10:57:18.867912Z"
+    },
+    "papermill": {
+     "duration": 6.573499,
+     "end_time": "2021-01-19T10:57:18.868074",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:12.294575",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import tensorflow as tf\n",
+    "from tensorflow.keras.preprocessing.text import Tokenizer\n",
+    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
+    "from tensorflow.keras.layers import Dropout\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:19.028231Z",
+     "iopub.status.busy": "2021-01-19T10:57:19.027106Z",
+     "iopub.status.idle": "2021-01-19T10:57:19.057654Z",
+     "shell.execute_reply": "2021-01-19T10:57:19.058153Z"
+    },
+    "papermill": {
+     "duration": 0.112496,
+     "end_time": "2021-01-19T10:57:19.058325",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:18.945829",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "tokenizer = Tokenizer(num_words = 100)\n",
+    "tokenizer.fit_on_texts(corpus)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:19.218506Z",
+     "iopub.status.busy": "2021-01-19T10:57:19.217449Z",
+     "iopub.status.idle": "2021-01-19T10:57:19.248373Z",
+     "shell.execute_reply": "2021-01-19T10:57:19.248940Z"
+    },
+    "papermill": {
+     "duration": 0.113019,
+     "end_time": "2021-01-19T10:57:19.249105",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:19.136086",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "sequences = tokenizer.texts_to_sequences(corpus)\n",
+    "padded = pad_sequences(sequences, padding='post')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:19.414173Z",
+     "iopub.status.busy": "2021-01-19T10:57:19.413369Z",
+     "iopub.status.idle": "2021-01-19T10:57:19.416337Z",
+     "shell.execute_reply": "2021-01-19T10:57:19.415811Z"
+    },
+    "papermill": {
+     "duration": 0.088372,
+     "end_time": "2021-01-19T10:57:19.416453",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:19.328081",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "word_index = tokenizer.word_index\n",
+    "vocab_size = len(tokenizer.word_index) + 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.077967,
+     "end_time": "2021-01-19T10:57:19.572402",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:19.494435",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "These are the top 11 most frequent words."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:19.738275Z",
+     "iopub.status.busy": "2021-01-19T10:57:19.737172Z",
+     "iopub.status.idle": "2021-01-19T10:57:19.926795Z",
+     "shell.execute_reply": "2021-01-19T10:57:19.925821Z"
+    },
+    "papermill": {
+     "duration": 0.275906,
+     "end_time": "2021-01-19T10:57:19.926971",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:19.651065",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"sequential\"\n",
+      "_________________________________________________________________\n",
+      "Layer (type)                 Output Shape              Param #   \n",
+      "=================================================================\n",
+      "embedding (Embedding)        (None, None, 64)          6400      \n",
+      "_________________________________________________________________\n",
+      "global_average_pooling1d (Gl (None, 64)                0         \n",
+      "_________________________________________________________________\n",
+      "dropout (Dropout)            (None, 64)                0         \n",
+      "_________________________________________________________________\n",
+      "dense (Dense)                (None, 6)                 390       \n",
+      "_________________________________________________________________\n",
+      "dropout_1 (Dropout)          (None, 6)                 0         \n",
+      "_________________________________________________________________\n",
+      "dense_1 (Dense)              (None, 1)                 7         \n",
+      "=================================================================\n",
+      "Total params: 6,797\n",
+      "Trainable params: 6,797\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
+   "source": [
+    "embedding_dim = 64\n",
+    "model = tf.keras.Sequential([\n",
+    "    tf.keras.layers.Embedding(100, embedding_dim),\n",
+    "    tf.keras.layers.GlobalAveragePooling1D(),\n",
+    "    tf.keras.layers.Dropout(0.2),\n",
+    "    tf.keras.layers.Dense(6, activation='relu'),\n",
+    "    tf.keras.layers.Dropout(0.3),\n",
+    "    tf.keras.layers.Dense(1, activation='sigmoid')\n",
+    "])\n",
+    "\n",
+    "model.summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:20.098937Z",
+     "iopub.status.busy": "2021-01-19T10:57:20.098063Z",
+     "iopub.status.idle": "2021-01-19T10:57:20.105553Z",
+     "shell.execute_reply": "2021-01-19T10:57:20.104936Z"
+    },
+    "papermill": {
+     "duration": 0.099182,
+     "end_time": "2021-01-19T10:57:20.105672",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:20.006490",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "num_epochs = 10\n",
+    "\n",
+    "model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:20.273447Z",
+     "iopub.status.busy": "2021-01-19T10:57:20.272715Z",
+     "iopub.status.idle": "2021-01-19T10:57:21.932662Z",
+     "shell.execute_reply": "2021-01-19T10:57:21.933442Z"
+    },
+    "papermill": {
+     "duration": 1.746938,
+     "end_time": "2021-01-19T10:57:21.933606",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:20.186668",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/10\n",
+      "25/25 [==============================] - 0s 9ms/step - loss: 0.6730 - accuracy: 0.6450 - val_loss: 0.6459 - val_accuracy: 0.7500\n",
+      "Epoch 2/10\n",
+      "25/25 [==============================] - 0s 2ms/step - loss: 0.6374 - accuracy: 0.6888 - val_loss: 0.6038 - val_accuracy: 0.7500\n",
+      "Epoch 3/10\n",
+      "25/25 [==============================] - 0s 2ms/step - loss: 0.6110 - accuracy: 0.7050 - val_loss: 0.5714 - val_accuracy: 0.7500\n",
+      "Epoch 4/10\n",
+      "25/25 [==============================] - 0s 2ms/step - loss: 0.5770 - accuracy: 0.7462 - val_loss: 0.5430 - val_accuracy: 0.7850\n",
+      "Epoch 5/10\n",
+      "25/25 [==============================] - 0s 2ms/step - loss: 0.5469 - accuracy: 0.7850 - val_loss: 0.5112 - val_accuracy: 0.8300\n",
+      "Epoch 6/10\n",
+      "25/25 [==============================] - 0s 2ms/step - loss: 0.5205 - accuracy: 0.8075 - val_loss: 0.4853 - val_accuracy: 0.8450\n",
+      "Epoch 7/10\n",
+      "25/25 [==============================] - 0s 2ms/step - loss: 0.4978 - accuracy: 0.8012 - val_loss: 0.4620 - val_accuracy: 0.8450\n",
+      "Epoch 8/10\n",
+      "25/25 [==============================] - 0s 2ms/step - loss: 0.4737 - accuracy: 0.8200 - val_loss: 0.4415 - val_accuracy: 0.8450\n",
+      "Epoch 9/10\n",
+      "25/25 [==============================] - 0s 2ms/step - loss: 0.4574 - accuracy: 0.8100 - val_loss: 0.4319 - val_accuracy: 0.8450\n",
+      "Epoch 10/10\n",
+      "25/25 [==============================] - 0s 2ms/step - loss: 0.4562 - accuracy: 0.8100 - val_loss: 0.4227 - val_accuracy: 0.8450\n"
+     ]
+    }
+   ],
+   "source": [
+    "m = model.fit(padded,y,epochs= num_epochs,validation_split=0.2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.085959,
+     "end_time": "2021-01-19T10:57:22.108647",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:22.022688",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "This deep learning model has a **test accuracy of 84%**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2021-01-19T10:57:22.289472Z",
+     "iopub.status.busy": "2021-01-19T10:57:22.288427Z",
+     "iopub.status.idle": "2021-01-19T10:57:22.488825Z",
+     "shell.execute_reply": "2021-01-19T10:57:22.488160Z"
+    },
+    "papermill": {
+     "duration": 0.291381,
+     "end_time": "2021-01-19T10:57:22.488997",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:22.197616",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(m.history['accuracy'])\n",
+    "plt.plot(m.history['val_accuracy'])\n",
+    "plt.ylabel('accuracy')\n",
+    "plt.xlabel('epoch')\n",
+    "plt.legend(['train', 'test'], loc='upper left')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.086917,
+     "end_time": "2021-01-19T10:57:22.664678",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:22.577761",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Conclusion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "papermill": {
+     "duration": 0.086055,
+     "end_time": "2021-01-19T10:57:22.839100",
+     "exception": false,
+     "start_time": "2021-01-19T10:57:22.753045",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "The best accuracy achieved is **84.5%.**\n",
+    "\n",
+    "The main feature over which the safety is measured is the description feature. The concept of Natural Language Processing has been applied in order to analyse this feature, and create the learning model.\n",
+    "\n",
+    "All the three models, Bag of Words model, TF-IDF model have a **test accuracy of 84%** and Deep Learning model has **test accuracy of 84.5%** ."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "duration": 31.059369,
+   "end_time": "2021-01-19T10:57:23.034875",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2021-01-19T10:56:51.975506",
+   "version": "2.1.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Prediction Models/Playtime_prediction/Readme.md b/Prediction Models/Playtime_prediction/Readme.md
new file mode 100644
index 00000000..8db919c3
--- /dev/null
+++ b/Prediction Models/Playtime_prediction/Readme.md	
@@ -0,0 +1,31 @@
+# Playtime Classification with Logistic Regression
+
+## Project Overview
+
+This project employs a logistic regression model to classify playtime data into predefined categories. By analyzing features such as session length, frequency of play, and user demographics, the model helps predict user engagement levels. This insight can be valuable for game developers and analysts to enhance user retention and engagement strategies.
+
+## Problem Statement
+
+Understanding player engagement patterns is crucial in the gaming industry to personalize experiences and optimize retention. This project addresses the need for a predictive model that can classify users based on playtime data, supporting data-driven decisions in game development and marketing.
+
+## Features
+
+The dataset contains several key attributes:
+- **Session Length**: Duration of each gaming session.
+- **Frequency of Play**: How often users play.
+- **Demographic Details**: Information such as age and region.
+
+## Methodology
+
+1. **Data Preprocessing**: Clean and preprocess data, including handling missing values and feature scaling.
+2. **Feature Engineering**: Selecting and engineering relevant features for the model.
+3. **Model Training**: Train a logistic regression model on the dataset.
+4. **Evaluation**: Evaluate model performance using accuracy, precision, recall, and F1-score.
+
+## Requirements
+
+- Python 3.x
+- pandas
+- numpy
+- scikit-learn
+
diff --git a/Prediction Models/Playtime_prediction/playtime-classification-with-logit-model.ipynb b/Prediction Models/Playtime_prediction/playtime-classification-with-logit-model.ipynb
new file mode 100644
index 00000000..04a9ac70
--- /dev/null
+++ b/Prediction Models/Playtime_prediction/playtime-classification-with-logit-model.ipynb	
@@ -0,0 +1,268 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_execution_state": "idle",
+    "_uuid": "051d70d956493feee0c6d64651c6a088724dca2a"
+   },
+   "outputs": [],
+   "source": [
+    "library(tidyverse) # metapackage of all tidyverse packages\n",
+    "library(ggcorrplot)\n",
+    "library(grid) # package for arranging plots into a grid\n",
+    "library(gridExtra)\n",
+    "library(caret) # package for confusion matrix\n",
+    "library(boot) # package for K-FoldCV and boostrap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataset = read_csv(\"../input/performance-prediction/summary.csv\")\n",
+    "head(dataset,10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "summary(dataset)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "str(dataset)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# EAD\n",
+    "\n",
+    "Let's find the most representative variables through EAD first and then construct a statistical model."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Data Wrangling"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "I will be removing the FreeThrowPercent, 3PointPercent, FieldGoalPercent since they are just combinations of previous columns of the dataset, and also the Name column. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataset$Target = factor(ifelse(dataset$Target==1,\"Above5Years\",\"Less5Years\")) # factor the Target column\n",
+    "dataset = dataset %>% select(-FreeThrowPercent,-`3PointPercent`,-FieldGoalPercent,-Name)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Boxplot\n",
+    "\n",
+    "Since these variables are in different scales I will be divinding in various subplots insted of appling a log transormation on the y-ax."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "library(grid)\n",
+    "options(repr.plot.width = 20, repr.plot.height = 20)\n",
+    "plot_boxplot = function(columns=vector()){ #simple function to produce plots\n",
+    "    dataset %>% select(names(dataset[,columns]),Target) %>% \n",
+    "    gather(key = k1,value = VariableValue,-\"Target\") %>%\n",
+    "    ggplot(aes(y = VariableValue,x = Target,fill = Target)) +\n",
+    "    stat_boxplot(aes(fill = Target)) + facet_grid(.~k1) +\n",
+    "    theme(axis.text.x = element_blank(),\n",
+    "        axis.ticks.x = element_blank(),\n",
+    "        axis.title.x = element_blank(),\n",
+    "        strip.text.x = element_text(size = 10, colour = \"black\", angle = 0)) +\n",
+    "    scale_fill_manual(values = c('#e7298a','#66a61e'))\n",
+    "}\n",
+    "\n",
+    "box1 = plot_boxplot(columns = c(11:17))\n",
+    "box2 = plot_boxplot(columns = c(2,3))\n",
+    "box3 = plot_boxplot(columns = c(4,5))\n",
+    "box4 = plot_boxplot(columns = c(6:10))\n",
+    "\n",
+    "grid.arrange(arrangeGrob(box1,box2,box3,box4,ncol=2,nrow=2))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As common sense would point out older players apparently do peforme better than younger ones on average."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Correlogram"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "options(repr.plot.width = 10, repr.plot.height = 10)\n",
+    "cnr = cor(dataset%>% select(-Target))\n",
+    "p.values = cor_pmat(dataset%>% select(-Target)) # p-values matrix\n",
+    "ggcorrplot(cnr, hc.order = TRUE, type = \"lower\",\n",
+    "   outline.col = \"black\",\n",
+    "   ggtheme = ggplot2::theme_gray,\n",
+    "   colors = c(\"#6D9EC1\", \"white\", \"#E46726\"),p.mat=p.values,lab = TRUE)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As you can see some variables are not statistically coorelated with others given their p-values are too high, as highlighted by the X mark. With that in mind I'm going to remove the 3PointMade and 3PointAttempt also because they are not highly coorelated with any other variables."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dataset = dataset %>% select(-`3PointMade`,-`3PointAttempt`)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Basic Logit Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shuffel.rows = sample(nrow(dataset)*0.9) # row shuffeling\n",
+    "dataset_train = dataset[shuffel.rows,]\n",
+    "dataset_test = dataset[-shuffel.rows,]\n",
+    "\n",
+    "logit.fit = glm(Target~., data=dataset_train,family='binomial')\n",
+    "summary(logit.fit)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "logit.probs = predict(logit.fit,newdata = dataset_test,type = 'response')\n",
+    "class.pred = factor(ifelse(logit.probs>0.5,\"Above5Years\",\"Less5Years\"))\n",
+    "confusionMatrix(class.pred,dataset_test$Target)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "So the model is not that good, but could use some improvement"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## K-fold Cross-Validation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train.control = trainControl(method = \"cv\", number = 15)\n",
+    "logit.fitKfold = train(Target ~., data = dataset_train, method = \"glm\",\n",
+    "                       trControl = train.control)\n",
+    "logit.fitKfold"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "probs.Kfold = predict(logit.fitKfold, newdata = dataset_test, type = \"raw\")\n",
+    "confusionMatrix(probs.Kfold,dataset_test$Target)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "It appers that the model have improved on the test set.\n",
+    "If there are any errors please do let me know."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Prediction Models/Potato_disease_classification/Readme.md b/Prediction Models/Potato_disease_classification/Readme.md
new file mode 100644
index 00000000..d070b7ab
--- /dev/null
+++ b/Prediction Models/Potato_disease_classification/Readme.md	
@@ -0,0 +1,33 @@
+# Potato Disease Classification with CNN
+
+## Project Overview
+
+This project implements a Convolutional Neural Network (CNN) model to classify diseases in potato plants from leaf images. The model is trained using image data preprocessing techniques, including data augmentation and normalization, to enhance performance. This tool aids in identifying various potato diseases efficiently and accurately.
+
+## Problem Statement
+
+Identifying potato diseases accurately is critical in agriculture to prevent crop loss and ensure high yield. Traditional methods can be slow and error-prone, particularly when scaled. This project aims to develop a machine learning model to automatically detect and classify potato leaf diseases, thereby supporting better disease management and decision-making in agriculture.
+
+## Project Structure
+
+- `data/`: Contains the dataset for training and testing.
+- `notebooks/`: Jupyter notebooks documenting model development and testing.
+- `src/`: Source code for data preprocessing, model building, training, and evaluation.
+- `README.md`: Project documentation.
+
+## Model Architecture
+
+The model uses a CNN with:
+- Convolutional and pooling layers for feature extraction
+- Dense layers for classification
+- Softmax activation for multi-class output
+
+Data augmentation techniques like random flips and rotations are applied to increase robustness.
+
+## Dependencies
+
+- TensorFlow
+- Keras
+- NumPy
+- Matplotlib
+
diff --git a/Prediction Models/Potato_disease_classification/potato-disease-classification-model.ipynb b/Prediction Models/Potato_disease_classification/potato-disease-classification-model.ipynb
new file mode 100644
index 00000000..c2fd48cb
--- /dev/null
+++ b/Prediction Models/Potato_disease_classification/potato-disease-classification-model.ipynb	
@@ -0,0 +1,1032 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "09527d2c",
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+    "papermill": {
+     "duration": 0.013811,
+     "end_time": "2023-09-14T19:31:43.463721",
+     "exception": false,
+     "start_time": "2023-09-14T19:31:43.449910",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Import all the Dependencies"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "763450fd",
+   "metadata": {
+    "papermill": {
+     "duration": 15.452498,
+     "end_time": "2023-09-14T19:31:58.929205",
+     "exception": false,
+     "start_time": "2023-09-14T19:31:43.476707",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import tensorflow as tf\n",
+    "from tensorflow.keras import models , layers \n",
+    "import matplotlib.pyplot as plt \n",
+    "import numpy as np # linear algebra\n",
+    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
+    "\n",
+    "import os\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6ab0b9a0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015318,
+     "end_time": "2023-09-14T19:31:58.959983",
+     "exception": false,
+     "start_time": "2023-09-14T19:31:58.944665",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Set all the Constents"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7f916f99",
+   "metadata": {
+    "papermill": {
+     "duration": 0.022494,
+     "end_time": "2023-09-14T19:31:58.996297",
+     "exception": false,
+     "start_time": "2023-09-14T19:31:58.973803",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "BATCH_SIZE = 32 \n",
+    "IMAGE_SIZE = 256 \n",
+    "CHANNELS = 3\n",
+    "EPOCHS = 50 "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c08c5c2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013253,
+     "end_time": "2023-09-14T19:31:59.023394",
+     "exception": false,
+     "start_time": "2023-09-14T19:31:59.010141",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Import data into tensorflow dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "54ee6953",
+   "metadata": {
+    "papermill": {
+     "duration": 7.572144,
+     "end_time": "2023-09-14T19:32:06.609290",
+     "exception": false,
+     "start_time": "2023-09-14T19:31:59.037146",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "dataset = tf.keras.preprocessing.image_dataset_from_directory(\n",
+    "  \"/kaggle/input/plantvillagepotato/PlantVillage\",\n",
+    "   seed=123 ,\n",
+    "    shuffle=True,\n",
+    "   image_size = (IMAGE_SIZE , IMAGE_SIZE ),\n",
+    "   batch_size = BATCH_SIZE \n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c913411f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.024528,
+     "end_time": "2023-09-14T19:32:06.647587",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:06.623059",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "class_names = dataset.class_names\n",
+    "class_names"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cf516645",
+   "metadata": {
+    "papermill": {
+     "duration": 1.223216,
+     "end_time": "2023-09-14T19:32:07.884354",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:06.661138",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for image_batch , label_batch in dataset.take(1):\n",
+    "    print(image_batch.shape)\n",
+    "    print(label_batch.numpy())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2eca90d3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013357,
+     "end_time": "2023-09-14T19:32:07.911183",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:07.897826",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Visualize some of the images for our datasets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "39817396",
+   "metadata": {
+    "papermill": {
+     "duration": 1.877842,
+     "end_time": "2023-09-14T19:32:09.802269",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:07.924427",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "plt.figure(figsize=(10 ,10))\n",
+    "for image_batch, label_batch in dataset.take(1):\n",
+    "    for i in range(12):\n",
+    "        ax = plt.subplot(3 ,4 , i + 1) \n",
+    "        plt.imshow(image_batch[i].numpy().astype(\"uint8\"))\n",
+    "        plt.axis(\"off\")\n",
+    "        plt.title(class_names[label_batch[i]])\n",
+    "      "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4cd1be13",
+   "metadata": {
+    "papermill": {
+     "duration": 0.022939,
+     "end_time": "2023-09-14T19:32:09.848663",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:09.825724",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Function to Split Dataset\n",
+    "Dataset should be bifurcated into 3 subsets, namely:\n",
+    "\n",
+    "1. Training: Dataset to be used while training\n",
+    "2. Validation: Dataset to be tested against while training\n",
+    "3. Test: Dataset to be tested against after we trained a model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9354c460",
+   "metadata": {
+    "papermill": {
+     "duration": 0.079049,
+     "end_time": "2023-09-14T19:32:09.950999",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:09.871950",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def get_dataset_partitions_tf(ds , train_split=0.8 , val_split=0.1 , test_split=0.1 , shuffle=True , shuffle_size=10000):\n",
+    "    assert(train_split + val_split + test_split ) == 1\n",
+    "    \n",
+    "    ds_size = len(ds)\n",
+    "    \n",
+    "    if shuffle:\n",
+    "        ds = ds.shuffle(shuffle_size , seed=123)\n",
+    "    \n",
+    "    train_size = int( train_split * ds_size)\n",
+    "    val_size = int(val_split * ds_size)\n",
+    "    \n",
+    "    train_ds = ds.take(train_size)\n",
+    "    val_ds = ds.skip(train_size).take(val_size)\n",
+    "    test_ds = ds.skip(train_size).skip(val_size)\n",
+    "    return train_ds , val_ds , test_ds "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e3f1fef7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.041392,
+     "end_time": "2023-09-14T19:32:10.016666",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:09.975274",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "train_ds, val_ds , test_ds = get_dataset_partitions_tf(dataset)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "df4baf0e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.0338,
+     "end_time": "2023-09-14T19:32:10.074521",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.040721",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "print(\"Len Train_ds: {} , Len Val_ds: {} , Len Test_ds: {}\".format(len(train_ds), len(val_ds), len(test_ds)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1e7cf96a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.023092,
+     "end_time": "2023-09-14T19:32:10.120863",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.097771",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Cache,Shuffle and Prefetch the Dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "15bd3119",
+   "metadata": {
+    "papermill": {
+     "duration": 0.043869,
+     "end_time": "2023-09-14T19:32:10.187921",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.144052",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "train_ds = train_ds.cache().shuffle(1000).prefetch(buffer_size = tf.data.AUTOTUNE)\n",
+    "val_ds =  val_ds.cache().shuffle(1000).prefetch(buffer_size=tf.data.AUTOTUNE)\n",
+    "test_ds = test_ds.cache().shuffle(1000).prefetch(buffer_size=tf.data.AUTOTUNE)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "988d60e7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.023155,
+     "end_time": "2023-09-14T19:32:10.234611",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.211456",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Building the Model\n",
+    "**Creating a Layer for Resizing and Normalization**\n",
+    "\n",
+    "Before we feed our images to network, we should be resizing it to the desired size. Moreover, to improve model performance, we should normalize the image pixel value (keeping them in range 0 and 1 by dividing by 256). This should happen while training as well as inference. Hence we can add that as a layer in our Sequential Model.\n",
+    "\n",
+    "You might be thinking why do we need to resize (256,256) image to again (256,256). You are right we don't need to but this will be useful when we are done with the training and start using the model for predictions. At that time somone can supply an image that is not (256,256) and this layer will resize it"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6c1bf1df",
+   "metadata": {
+    "papermill": {
+     "duration": 0.048048,
+     "end_time": "2023-09-14T19:32:10.306302",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.258254",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "resizing_rescaling = tf.keras.Sequential([\n",
+    "    layers.experimental.preprocessing.Resizing(IMAGE_SIZE , IMAGE_SIZE),\n",
+    "    layers.experimental.preprocessing.Rescaling(1/255.)\n",
+    "    ])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0296d66",
+   "metadata": {
+    "papermill": {
+     "duration": 0.024093,
+     "end_time": "2023-09-14T19:32:10.354100",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.330007",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Data Augmention\n",
+    "\n",
+    "Data Augmentation is needed when we have less data, this boosts the accuracy of our model by augmenting the data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c3f70c12",
+   "metadata": {
+    "papermill": {
+     "duration": 0.038013,
+     "end_time": "2023-09-14T19:32:10.415471",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.377458",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "data_augmention = tf.keras.Sequential([\n",
+    "    layers.experimental.preprocessing.RandomFlip(\"horizontal_and_vertical\"),\n",
+    "    layers.experimental.preprocessing.RandomRotation(0.2)\n",
+    "])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "362d2409",
+   "metadata": {
+    "papermill": {
+     "duration": 0.023157,
+     "end_time": "2023-09-14T19:32:10.462234",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.439077",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Applying Data Augmentaion for training data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7ec8119f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.341915,
+     "end_time": "2023-09-14T19:32:10.827490",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.485575",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "train_ds = train_ds.map(\n",
+    "lambda x , y : (data_augmention( x , training=True ) , y)\n",
+    ").prefetch(buffer_size=tf.data.AUTOTUNE)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f27e7503",
+   "metadata": {
+    "papermill": {
+     "duration": 0.023229,
+     "end_time": "2023-09-14T19:32:10.874556",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.851327",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Model Architecture\n",
+    "\n",
+    "We use a CNN coupled with a Softmax activation in the output layer. We also add the initial layers for resizing, normalization and Data Augmentation.\n",
+    "\n",
+    "**We are going to use convolutional neural network (CNN) here. CNN is popular for image classification tasks. Watch below video to understand fundamentals of CNN**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4e29c290",
+   "metadata": {
+    "papermill": {
+     "duration": 0.195035,
+     "end_time": "2023-09-14T19:32:11.092962",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:10.897927",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "input_shape = (BATCH_SIZE , IMAGE_SIZE , IMAGE_SIZE , CHANNELS)\n",
+    "n_classes = 3\n",
+    "\n",
+    "model = tf.keras.Sequential([\n",
+    "    resizing_rescaling , \n",
+    "    layers.Conv2D(32 , kernel_size=(3,3) , activation='relu' , input_shape=input_shape),\n",
+    "    layers.MaxPooling2D((2,2)),\n",
+    "    layers.Conv2D(64 , kernel_size=(3,3) , activation='relu' ),\n",
+    "    layers.MaxPooling2D((2,2)) ,\n",
+    "    layers.Conv2D(64 , kernel_size=(3,3) , activation='relu' ),\n",
+    "    layers.MaxPooling2D((2,2)) ,\n",
+    "    layers.Conv2D(64 , kernel_size=(3,3) , activation='relu' ),\n",
+    "    layers.MaxPooling2D((2,2)) ,\n",
+    "    layers.Conv2D(64 , kernel_size=(3,3) , activation='relu' ),\n",
+    "    layers.MaxPooling2D((2,2)) ,\n",
+    "    layers.Conv2D(64 , kernel_size=(3,3) , activation='relu' ),\n",
+    "    layers.MaxPooling2D((2,2)) ,\n",
+    "    layers.Flatten(),\n",
+    "    layers.Dense(64 , activation='relu'),\n",
+    "    layers.Dense(n_classes , activation='softmax'),\n",
+    "])\n",
+    "model.build(input_shape=input_shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "21c4dbf9",
+   "metadata": {
+    "papermill": {
+     "duration": 0.095972,
+     "end_time": "2023-09-14T19:32:11.212679",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:11.116707",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "model.summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "631d4361",
+   "metadata": {
+    "papermill": {
+     "duration": 0.026891,
+     "end_time": "2023-09-14T19:32:11.266619",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:11.239728",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Compiling the Model\n",
+    "\n",
+    "We use adam Optimizer, SparseCategoricalCrossentropy for losses, accuracy as a metric"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2f0b23c9",
+   "metadata": {
+    "papermill": {
+     "duration": 0.058377,
+     "end_time": "2023-09-14T19:32:11.355881",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:11.297504",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "model.compile(\n",
+    "    optimizer=\"adam\" ,\n",
+    "    loss= tf.keras.losses.SparseCategoricalCrossentropy(from_logits=False),\n",
+    "    metrics=['accuracy']\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f6440675",
+   "metadata": {
+    "papermill": {
+     "duration": 847.844628,
+     "end_time": "2023-09-14T19:46:19.228189",
+     "exception": false,
+     "start_time": "2023-09-14T19:32:11.383561",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "history = model.fit(train_ds , batch_size = BATCH_SIZE , validation_data=val_ds , verbose=1 , epochs= EPOCHS)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3ec99979",
+   "metadata": {
+    "papermill": {
+     "duration": 5.362517,
+     "end_time": "2023-09-14T19:46:24.837041",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:19.474524",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "scores = model.evaluate(test_ds)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b845053",
+   "metadata": {
+    "papermill": {
+     "duration": 0.238975,
+     "end_time": "2023-09-14T19:46:25.316074",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:25.077099",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**You can see above that we get 0.99% accuracy for our test dataset. This is considered to be a pretty good accuracy**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "87076178",
+   "metadata": {
+    "papermill": {
+     "duration": 0.24743,
+     "end_time": "2023-09-14T19:46:25.800487",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:25.553057",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "scores"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d8cd1f6e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.235627,
+     "end_time": "2023-09-14T19:46:26.272547",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:26.036920",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Scores is just a list containing loss and accuracy value"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d081e18a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.238726,
+     "end_time": "2023-09-14T19:46:26.750084",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:26.511358",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Plotting the Accuracy and Loss Curves"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1fccd3f3",
+   "metadata": {
+    "papermill": {
+     "duration": 0.298045,
+     "end_time": "2023-09-14T19:46:27.285927",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:26.987882",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "history"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8bb02865",
+   "metadata": {
+    "papermill": {
+     "duration": 0.247928,
+     "end_time": "2023-09-14T19:46:27.772514",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:27.524586",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "history.params"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "189bc53b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.235291,
+     "end_time": "2023-09-14T19:46:28.245277",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:28.009986",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "loss, accuracy, val loss etc are a python list containing values of loss, accuracy etc at the end of each epoch"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a6c19e51",
+   "metadata": {
+    "papermill": {
+     "duration": 0.249964,
+     "end_time": "2023-09-14T19:46:28.734652",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:28.484688",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "history.history.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "13c31373",
+   "metadata": {
+    "papermill": {
+     "duration": 0.250986,
+     "end_time": "2023-09-14T19:46:29.224136",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:28.973150",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "type(history.history['loss'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "18cd7ffd",
+   "metadata": {
+    "papermill": {
+     "duration": 0.246744,
+     "end_time": "2023-09-14T19:46:29.708202",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:29.461458",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "len(history.history['loss'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5644f446",
+   "metadata": {
+    "papermill": {
+     "duration": 0.299734,
+     "end_time": "2023-09-14T19:46:30.246739",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:29.947005",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "history.history['loss'][:5] # # show loss for first 5 epochs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fd53014f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.246732,
+     "end_time": "2023-09-14T19:46:30.739627",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:30.492895",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "acc = history.history['accuracy']\n",
+    "val_acc = history.history['val_accuracy']\n",
+    "\n",
+    "loss = history.history['loss']\n",
+    "val_loss = history.history['val_loss']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2236d9c4",
+   "metadata": {
+    "papermill": {
+     "duration": 0.730303,
+     "end_time": "2023-09-14T19:46:31.708814",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:30.978511",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "plt.figure(figsize=(8,4))\n",
+    "plt.subplot(1 , 2 , 1 )\n",
+    "plt.plot(range(EPOCHS) , acc , label=\"Training Accuracy\")\n",
+    "plt.plot(range(EPOCHS) , val_acc , label=\"Val accuracy\")\n",
+    "plt.title(\"Training vs Validation Accuracy\")\n",
+    "plt.legend(loc=\"lower right\")\n",
+    "\n",
+    "\n",
+    "plt.subplot(1 , 2 , 2 )\n",
+    "plt.plot(range(EPOCHS) , loss  , label=\"Training Loss\")\n",
+    "plt.plot(range(EPOCHS) , val_loss , label=\"Val loss\")\n",
+    "plt.title(\"Training vs Validation Loss\")\n",
+    "plt.legend(loc=\"upper right\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "31d0a9d0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.274442,
+     "end_time": "2023-09-14T19:46:32.225065",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:31.950623",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Run Prediction on sample image"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "687e22a5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.878134,
+     "end_time": "2023-09-14T19:46:33.389659",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:32.511525",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for image_batch , label_batch in test_ds.take(1):\n",
+    "    first_image= image_batch[0].numpy().astype(\"uint8\")\n",
+    "    label_image = label_batch[0].numpy()\n",
+    "    print(\"first image to predict\")\n",
+    "    plt.imshow(first_image)\n",
+    "    print(\"Actul label image \" , class_names[label_image] )\n",
+    "    batch_predictation = model.predict(image_batch)\n",
+    "    print(\"prediction model \" , class_names[np.argmax(batch_predictation[0])])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e31cfbf",
+   "metadata": {
+    "papermill": {
+     "duration": 0.251288,
+     "end_time": "2023-09-14T19:46:34.427786",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:34.176498",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def predict(model , img ):\n",
+    "    img_array = tf.keras.preprocessing.image.img_to_array(images[i].numpy())\n",
+    "    img_array = tf.expand_dims(img_array , 0 )\n",
+    "    \n",
+    "    predictions  = model.predict(img_array)\n",
+    "    predict_class =  class_names[np.argmax(predictions[0])]\n",
+    "    confidnce = round( 100 * np.max(predictions[0]) , 2 )\n",
+    "    return predict_class , confidnce\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "19f257e1",
+   "metadata": {
+    "papermill": {
+     "duration": 3.337859,
+     "end_time": "2023-09-14T19:46:38.007101",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:34.669242",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "plt.figure(figsize=(15 ,15 ))\n",
+    "for images , labels in test_ds.take(1):\n",
+    "    for i in range(9):\n",
+    "        ax = plt.subplot(3 , 3 , i+1 )\n",
+    "        plt.imshow(images[i].numpy().astype(\"uint8\"))\n",
+    "        \n",
+    "        predicted_class , confidence = predict(model , images[i].numpy())\n",
+    "        actual_class = class_names[labels[i]]\n",
+    "        plt.title(f\"Actual: {actual_class},\\n Predicted: {predicted_class}.\\n Confidence: {confidence}%\")\n",
+    "        \n",
+    "        plt.axis(\"off\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0851849e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.275615,
+     "end_time": "2023-09-14T19:46:42.652936",
+     "exception": false,
+     "start_time": "2023-09-14T19:46:42.377321",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 908.032567,
+   "end_time": "2023-09-14T19:46:46.867278",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2023-09-14T19:31:38.834711",
+   "version": "2.4.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/ML Quantum Prediction tool b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/ML Quantum Prediction tool
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/ML Quantum Prediction tool	
@@ -0,0 +1 @@
+
diff --git a/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/Quantum_model.ipynb b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/Quantum_model.ipynb
new file mode 100644
index 00000000..d2120d9a
--- /dev/null
+++ b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/Quantum_model.ipynb	
@@ -0,0 +1,568 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "accelerator": "GPU"
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "WnPzT96j3A6n",
+        "outputId": "c3e90033-9e67-4b24-a9cd-3d3a73cb6e6f"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting qiskit\n",
+            "  Downloading qiskit-1.2.2-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n",
+            "Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.4.1+cu121)\n",
+            "Collecting rustworkx>=0.15.0 (from qiskit)\n",
+            "  Downloading rustworkx-0.15.1-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (9.9 kB)\n",
+            "Requirement already satisfied: numpy<3,>=1.17 in /usr/local/lib/python3.10/dist-packages (from qiskit) (1.26.4)\n",
+            "Requirement already satisfied: scipy>=1.5 in /usr/local/lib/python3.10/dist-packages (from qiskit) (1.13.1)\n",
+            "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit) (1.13.3)\n",
+            "Collecting dill>=0.3 (from qiskit)\n",
+            "  Downloading dill-0.3.8-py3-none-any.whl.metadata (10 kB)\n",
+            "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit) (2.8.2)\n",
+            "Collecting stevedore>=3.0.0 (from qiskit)\n",
+            "  Downloading stevedore-5.3.0-py3-none-any.whl.metadata (2.3 kB)\n",
+            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit) (4.12.2)\n",
+            "Collecting symengine>=0.11 (from qiskit)\n",
+            "  Downloading symengine-0.11.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl.metadata (1.2 kB)\n",
+            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch) (3.16.1)\n",
+            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch) (3.3)\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.4)\n",
+            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch) (2024.6.1)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit) (1.16.0)\n",
+            "Collecting pbr>=2.0.0 (from stevedore>=3.0.0->qiskit)\n",
+            "  Downloading pbr-6.1.0-py2.py3-none-any.whl.metadata (3.4 kB)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit) (1.3.0)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch) (2.1.5)\n",
+            "Downloading qiskit-1.2.2-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.7/4.7 MB\u001b[0m \u001b[31m24.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hDownloading dill-0.3.8-py3-none-any.whl (116 kB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m8.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hDownloading rustworkx-0.15.1-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m44.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hDownloading stevedore-5.3.0-py3-none-any.whl (49 kB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.7/49.7 kB\u001b[0m \u001b[31m2.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hDownloading symengine-0.11.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (39.4 MB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m39.4/39.4 MB\u001b[0m \u001b[31m15.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hDownloading pbr-6.1.0-py2.py3-none-any.whl (108 kB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m108.5/108.5 kB\u001b[0m \u001b[31m5.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hInstalling collected packages: symengine, rustworkx, pbr, dill, stevedore, qiskit\n",
+            "Successfully installed dill-0.3.8 pbr-6.1.0 qiskit-1.2.2 rustworkx-0.15.1 stevedore-5.3.0 symengine-0.11.0\n"
+          ]
+        }
+      ],
+      "source": [
+        "pip install qiskit torch\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install qiskit-aer\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "fVgB83wJ3qDr",
+        "outputId": "5391ebd1-8762-4786-9a7b-b7be87216d0b"
+      },
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting qiskit-aer\n",
+            "  Downloading qiskit_aer-0.15.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (8.0 kB)\n",
+            "Requirement already satisfied: qiskit>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.2.2)\n",
+            "Requirement already satisfied: numpy>=1.16.3 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.26.4)\n",
+            "Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.13.1)\n",
+            "Requirement already satisfied: psutil>=5 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (5.9.5)\n",
+            "Requirement already satisfied: rustworkx>=0.15.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.15.1)\n",
+            "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (1.13.3)\n",
+            "Requirement already satisfied: dill>=0.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.3.8)\n",
+            "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (2.8.2)\n",
+            "Requirement already satisfied: stevedore>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (5.3.0)\n",
+            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (4.12.2)\n",
+            "Requirement already satisfied: symengine>=0.11 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.11.0)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit>=1.1.0->qiskit-aer) (1.16.0)\n",
+            "Requirement already satisfied: pbr>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from stevedore>=3.0.0->qiskit>=1.1.0->qiskit-aer) (6.1.0)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit>=1.1.0->qiskit-aer) (1.3.0)\n",
+            "Downloading qiskit_aer-0.15.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.3 MB)\n",
+            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m12.3/12.3 MB\u001b[0m \u001b[31m56.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hInstalling collected packages: qiskit-aer\n",
+            "Successfully installed qiskit-aer-0.15.1\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install qiskit-aer --upgrade\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Vwm0l2kh30KJ",
+        "outputId": "724a3018-a685-40c7-d8a9-a403a3597da3"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: qiskit-aer in /usr/local/lib/python3.10/dist-packages (0.15.1)\n",
+            "Requirement already satisfied: qiskit>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.2.2)\n",
+            "Requirement already satisfied: numpy>=1.16.3 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.26.4)\n",
+            "Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.13.1)\n",
+            "Requirement already satisfied: psutil>=5 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (5.9.5)\n",
+            "Requirement already satisfied: rustworkx>=0.15.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.15.1)\n",
+            "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (1.13.3)\n",
+            "Requirement already satisfied: dill>=0.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.3.8)\n",
+            "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (2.8.2)\n",
+            "Requirement already satisfied: stevedore>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (5.3.0)\n",
+            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (4.12.2)\n",
+            "Requirement already satisfied: symengine>=0.11 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.11.0)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit>=1.1.0->qiskit-aer) (1.16.0)\n",
+            "Requirement already satisfied: pbr>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from stevedore>=3.0.0->qiskit>=1.1.0->qiskit-aer) (6.1.0)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit>=1.1.0->qiskit-aer) (1.3.0)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install qiskit-aer\n",
+        "from qiskit_aer import Aer\n",
+        "\n",
+        "print(Aer.backends())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "73JAx3rU4MbQ",
+        "outputId": "f9e5bd62-0b06-4346-adcd-198bcee614e0"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: qiskit-aer in /usr/local/lib/python3.10/dist-packages (0.15.1)\n",
+            "Requirement already satisfied: qiskit>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.2.2)\n",
+            "Requirement already satisfied: numpy>=1.16.3 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.26.4)\n",
+            "Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.13.1)\n",
+            "Requirement already satisfied: psutil>=5 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (5.9.5)\n",
+            "Requirement already satisfied: rustworkx>=0.15.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.15.1)\n",
+            "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (1.13.3)\n",
+            "Requirement already satisfied: dill>=0.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.3.8)\n",
+            "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (2.8.2)\n",
+            "Requirement already satisfied: stevedore>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (5.3.0)\n",
+            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (4.12.2)\n",
+            "Requirement already satisfied: symengine>=0.11 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.11.0)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit>=1.1.0->qiskit-aer) (1.16.0)\n",
+            "Requirement already satisfied: pbr>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from stevedore>=3.0.0->qiskit>=1.1.0->qiskit-aer) (6.1.0)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit>=1.1.0->qiskit-aer) (1.3.0)\n",
+            "[AerSimulator('aer_simulator'), AerSimulator('aer_simulator_statevector'), AerSimulator('aer_simulator_density_matrix'), AerSimulator('aer_simulator_stabilizer'), AerSimulator('aer_simulator_matrix_product_state'), AerSimulator('aer_simulator_extended_stabilizer'), AerSimulator('aer_simulator_unitary'), AerSimulator('aer_simulator_superop'), QasmSimulator('qasm_simulator'), StatevectorSimulator('statevector_simulator'), UnitarySimulator('unitary_simulator')]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install qiskit torch\n",
+        "!pip install qiskit-aer\n",
+        "!pip install qiskit-aer --upgrade\n",
+        "\n",
+        "from qiskit import QuantumCircuit, transpile\n",
+        "from qiskit.primitives import StatevectorSampler\n",
+        "from qiskit_aer import AerSimulator\n",
+        "import numpy as np\n",
+        "\n",
+        "# Quantum Circuit Simulation\n",
+        "def create_quantum_circuit(theta):\n",
+        "    \"\"\"\n",
+        "    Create a simple quantum circuit with a rotation.\n",
+        "    :param theta: Rotation angle for the qubit.\n",
+        "    \"\"\"\n",
+        "    qc = QuantumCircuit(1, 1)  # 1 qubit, 1 classical bit\n",
+        "    qc.rx(theta, 0)  # Applying rotation around the X-axis with angle theta\n",
+        "    qc.measure(0, 0)  # Measuring the qubit into the classical bit\n",
+        "    return qc\n",
+        "\n",
+        "def simulate_quantum_circuit(theta):\n",
+        "    \"\"\"\n",
+        "    Simulate the quantum circuit with the given rotation.\n",
+        "    :param theta: Rotation angle for the qubit.\n",
+        "    :return: Measurement result probability (0 or 1).\n",
+        "    \"\"\"\n",
+        "    qc = create_quantum_circuit(theta)\n",
+        "\n",
+        "\n",
+        "    simulator = AerSimulator()\n",
+        "    compiled_circuit = transpile(qc, simulator)\n",
+        "    job = simulator.run(compiled_circuit, shots=1000)\n",
+        "    result = job.result()\n",
+        "    counts = result.get_counts(qc)\n",
+        "\n",
+        "\n",
+        "    total_shots = sum(counts.values())\n",
+        "    probability_of_1 = counts.get('1', 0) / total_shots if total_shots else 0\n",
+        "    return probability_of_1\n",
+        "\n",
+        "# Testing the quantum simulation\n",
+        "theta = np.pi / 4  # Example rotation angle\n",
+        "probability = simulate_quantum_circuit(theta)\n",
+        "print(f\"Probability of measuring |1⟩: {probability}\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "VISWpDez3Nl-",
+        "outputId": "a49f45b8-d8ec-4802-dbfc-2fc24a80fa5a"
+      },
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: qiskit in /usr/local/lib/python3.10/dist-packages (1.2.2)\n",
+            "Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.4.1+cu121)\n",
+            "Requirement already satisfied: rustworkx>=0.15.0 in /usr/local/lib/python3.10/dist-packages (from qiskit) (0.15.1)\n",
+            "Requirement already satisfied: numpy<3,>=1.17 in /usr/local/lib/python3.10/dist-packages (from qiskit) (1.26.4)\n",
+            "Requirement already satisfied: scipy>=1.5 in /usr/local/lib/python3.10/dist-packages (from qiskit) (1.13.1)\n",
+            "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit) (1.13.3)\n",
+            "Requirement already satisfied: dill>=0.3 in /usr/local/lib/python3.10/dist-packages (from qiskit) (0.3.8)\n",
+            "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit) (2.8.2)\n",
+            "Requirement already satisfied: stevedore>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from qiskit) (5.3.0)\n",
+            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit) (4.12.2)\n",
+            "Requirement already satisfied: symengine>=0.11 in /usr/local/lib/python3.10/dist-packages (from qiskit) (0.11.0)\n",
+            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch) (3.16.1)\n",
+            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch) (3.3)\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.4)\n",
+            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch) (2024.6.1)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit) (1.16.0)\n",
+            "Requirement already satisfied: pbr>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from stevedore>=3.0.0->qiskit) (6.1.0)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit) (1.3.0)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch) (2.1.5)\n",
+            "Requirement already satisfied: qiskit-aer in /usr/local/lib/python3.10/dist-packages (0.15.1)\n",
+            "Requirement already satisfied: qiskit>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.2.2)\n",
+            "Requirement already satisfied: numpy>=1.16.3 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.26.4)\n",
+            "Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.13.1)\n",
+            "Requirement already satisfied: psutil>=5 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (5.9.5)\n",
+            "Requirement already satisfied: rustworkx>=0.15.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.15.1)\n",
+            "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (1.13.3)\n",
+            "Requirement already satisfied: dill>=0.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.3.8)\n",
+            "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (2.8.2)\n",
+            "Requirement already satisfied: stevedore>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (5.3.0)\n",
+            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (4.12.2)\n",
+            "Requirement already satisfied: symengine>=0.11 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.11.0)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit>=1.1.0->qiskit-aer) (1.16.0)\n",
+            "Requirement already satisfied: pbr>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from stevedore>=3.0.0->qiskit>=1.1.0->qiskit-aer) (6.1.0)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit>=1.1.0->qiskit-aer) (1.3.0)\n",
+            "Requirement already satisfied: qiskit-aer in /usr/local/lib/python3.10/dist-packages (0.15.1)\n",
+            "Requirement already satisfied: qiskit>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.2.2)\n",
+            "Requirement already satisfied: numpy>=1.16.3 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.26.4)\n",
+            "Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (1.13.1)\n",
+            "Requirement already satisfied: psutil>=5 in /usr/local/lib/python3.10/dist-packages (from qiskit-aer) (5.9.5)\n",
+            "Requirement already satisfied: rustworkx>=0.15.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.15.1)\n",
+            "Requirement already satisfied: sympy>=1.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (1.13.3)\n",
+            "Requirement already satisfied: dill>=0.3 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.3.8)\n",
+            "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (2.8.2)\n",
+            "Requirement already satisfied: stevedore>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (5.3.0)\n",
+            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (4.12.2)\n",
+            "Requirement already satisfied: symengine>=0.11 in /usr/local/lib/python3.10/dist-packages (from qiskit>=1.1.0->qiskit-aer) (0.11.0)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.0->qiskit>=1.1.0->qiskit-aer) (1.16.0)\n",
+            "Requirement already satisfied: pbr>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from stevedore>=3.0.0->qiskit>=1.1.0->qiskit-aer) (6.1.0)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy>=1.3->qiskit>=1.1.0->qiskit-aer) (1.3.0)\n",
+            "Probability of measuring |1⟩: 0.144\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import torch\n",
+        "import torch.nn as nn\n",
+        "import torch.optim as optim\n",
+        "\n",
+        "\n",
+        "class QuantumCircuitPredictor(nn.Module):\n",
+        "    def __init__(self):\n",
+        "        super(QuantumCircuitPredictor, self).__init__()\n",
+        "        self.fc1 = nn.Linear(1, 16)  # Input layer with 1 feature (theta)\n",
+        "        self.fc2 = nn.Linear(16, 16)  # Hidden layer\n",
+        "        self.fc3 = nn.Linear(16, 1)   # Output layer (predicted probability)\n",
+        "\n",
+        "    def forward(self, x):\n",
+        "        x = torch.relu(self.fc1(x))\n",
+        "        x = torch.relu(self.fc2(x))\n",
+        "        x = torch.sigmoid(self.fc3(x))  # Output between 0 and 1 (probability)\n",
+        "        return x\n",
+        "\n",
+        "\n",
+        "model = QuantumCircuitPredictor()\n",
+        "criterion = nn.MSELoss()\n",
+        "optimizer = optim.Adam(model.parameters(), lr=0.01)\n",
+        "\n",
+        "# Training the model to match quantum simulation outputs\n",
+        "def train_model(model, target_probability, theta_values, epochs=100):\n",
+        "    \"\"\"\n",
+        "    Train the model to predict the probability from quantum circuit simulation.\n",
+        "    :param model: Neural network model.\n",
+        "    :param target_probability: Target probability we want the quantum circuit to achieve.\n",
+        "    :param theta_values: Range of theta angles to train the model on.\n",
+        "    :param epochs: Number of training epochs.\n",
+        "    \"\"\"\n",
+        "    for epoch in range(epochs):\n",
+        "        total_loss = 0\n",
+        "        for theta in theta_values:\n",
+        "            optimizer.zero_grad()\n",
+        "            theta_tensor = torch.tensor([[theta]], dtype=torch.float32)  # Input angle\n",
+        "            predicted_prob = model(theta_tensor)  # Model's prediction\n",
+        "\n",
+        "            # Simulate quantum circuit output for the current theta\n",
+        "            true_prob = torch.tensor([[simulate_quantum_circuit(theta)]], dtype=torch.float32)\n",
+        "\n",
+        "            # Compute loss between true and predicted probability\n",
+        "            loss = criterion(predicted_prob, true_prob)\n",
+        "            loss.backward()\n",
+        "            optimizer.step()\n",
+        "\n",
+        "            total_loss += loss.item()\n",
+        "\n",
+        "        if epoch % 10 == 0:\n",
+        "            print(f\"Epoch {epoch}/{epochs}, Loss: {total_loss:.4f}\")\n",
+        "\n",
+        "# Generating a range of theta values for training\n",
+        "theta_values = np.linspace(0, 2 * np.pi, 100)\n",
+        "\n",
+        "# Training the model\n",
+        "train_model(model, target_probability=0.5, theta_values=theta_values)\n",
+        "\n",
+        "# Testing the model with new input\n",
+        "test_theta = torch.tensor([[np.pi / 2]], dtype=torch.float32)\n",
+        "predicted_probability = model(test_theta).item()\n",
+        "print(f\"Predicted Probability for θ = π/2: {predicted_probability}\")\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "MyWXEp0a3Nie",
+        "outputId": "392cecf5-6b2a-4ef0-907c-bc0fb48ec773"
+      },
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Epoch 0/100, Loss: 23.5006\n",
+            "Epoch 10/100, Loss: 19.3669\n",
+            "Epoch 20/100, Loss: 1.2515\n",
+            "Epoch 30/100, Loss: 0.1003\n",
+            "Epoch 40/100, Loss: 0.0617\n",
+            "Epoch 50/100, Loss: 0.0635\n",
+            "Epoch 60/100, Loss: 0.0458\n",
+            "Epoch 70/100, Loss: 0.0915\n",
+            "Epoch 80/100, Loss: 0.0966\n",
+            "Epoch 90/100, Loss: 0.2163\n",
+            "Predicted Probability for θ = π/2: 0.4365631341934204\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from qiskit import QuantumCircuit\n",
+        "from qiskit.quantum_info import Statevector\n",
+        "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "\n",
+        "def create_quantum_circuit(theta):\n",
+        "    qc = QuantumCircuit(1)  # 1 qubit, no classical bit required for statevector simulation\n",
+        "    qc.rx(theta, 0)  # Apply rotation around the X-axis with angle theta\n",
+        "    return qc\n",
+        "\n",
+        "# Simulating the quantum circuit and retrieve the probability of measuring |1⟩\n",
+        "def simulate_quantum_circuit(theta):\n",
+        "    qc = create_quantum_circuit(theta)\n",
+        "\n",
+        "    # Simulating the quantum circuit using the Statevector class\n",
+        "    statevector = Statevector.from_instruction(qc)  # Get the statevector from the circuit\n",
+        "\n",
+        "    # Probability of measuring |1⟩ is the square of the amplitude of the second state\n",
+        "    probability_of_1 = np.abs(statevector.data[1]) ** 2  # statevector.data gives the amplitudes\n",
+        "    return probability_of_1\n",
+        "\n",
+        "theta_values = np.linspace(0, 2 * np.pi, 100)\n",
+        "probabilities = []\n",
+        "\n",
+        "\n",
+        "for theta in theta_values:\n",
+        "    probability = simulate_quantum_circuit(theta)\n",
+        "    probabilities.append(probability)\n",
+        "\n",
+        "# results\n",
+        "plt.figure(figsize=(10, 5))\n",
+        "plt.plot(theta_values, probabilities, label='Probability of |1⟩', color='blue')\n",
+        "plt.title('Probability of Measuring |1⟩ as a Function of Rotation Angle θ')\n",
+        "plt.xlabel('Rotation Angle θ (radians)')\n",
+        "plt.ylabel('Probability of Measuring |1⟩')\n",
+        "plt.axhline(0.5, color='red', linestyle='--', label='P(|1⟩) = 0.5')\n",
+        "plt.legend()\n",
+        "plt.grid()\n",
+        "plt.xticks(np.arange(0, 2 * np.pi + 0.1, np.pi/2),\n",
+        "           ['0', r'$\\frac{\\pi}{2}$', r'$\\pi$', r'$\\frac{3\\pi}{2}$', r'$2\\pi$'])\n",
+        "plt.show()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 497
+        },
+        "id": "jpZPpi92SiYz",
+        "outputId": "5a275027-8199-4c39-a0c4-faf240526009"
+      },
+      "execution_count": 49,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from qiskit import QuantumCircuit, transpile, assemble\n",
+        "from qiskit_aer import AerSimulator\n",
+        "import numpy as np\n",
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "\n",
+        "def create_quantum_circuit(theta):\n",
+        "    qc = QuantumCircuit(1, 1)\n",
+        "    qc.rx(theta, 0)\n",
+        "    qc.measure(0, 0)\n",
+        "    return qc\n",
+        "\n",
+        "\n",
+        "def simulate_quantum_circuit(theta):\n",
+        "    qc = create_quantum_circuit(theta)\n",
+        "\n",
+        "\n",
+        "    backend = AerSimulator()\n",
+        "    transpiled_circuit = transpile(qc, backend)\n",
+        "\n",
+        "    job = backend.run(transpiled_circuit, shots=1024)\n",
+        "    result = job.result()\n",
+        "    counts = result.get_counts(qc)\n",
+        "    probability_of_1 = counts.get('1', 0) / 1024  # Probability of measuring |1⟩\n",
+        "    probability_of_0 = counts.get('0', 0) / 1024  # Probability of measuring |0⟩\n",
+        "\n",
+        "    return probability_of_1, probability_of_0\n",
+        "\n",
+        "\n",
+        "theta_values = np.linspace(0, 2 * np.pi, 100)  # From 0 to 2π\n",
+        "probabilities_1 = []\n",
+        "probabilities_0 = []\n",
+        "\n",
+        "\n",
+        "for theta in theta_values:\n",
+        "    prob_1, prob_0 = simulate_quantum_circuit(theta)\n",
+        "    probabilities_1.append(prob_1)\n",
+        "    probabilities_0.append(prob_0)\n",
+        "\n",
+        "# results\n",
+        "plt.figure(figsize=(15, 5))\n",
+        "\n",
+        "# Probability of measuring |1⟩\n",
+        "plt.subplot(1, 2, 1)\n",
+        "plt.plot(theta_values, probabilities_1, label='P(|1⟩)', color='blue')\n",
+        "plt.title('Probability of Measuring |1⟩ as a Function of Rotation Angle θ')\n",
+        "plt.xlabel('Rotation Angle θ (radians)')\n",
+        "plt.ylabel('Probability of |1⟩')\n",
+        "plt.axhline(0.5, color='red', linestyle='--', label='P(|1⟩) = 0.5')\n",
+        "plt.legend()\n",
+        "plt.grid()\n",
+        "\n",
+        "# Probability of measuring |0⟩\n",
+        "plt.subplot(1, 2, 2)\n",
+        "plt.plot(theta_values, probabilities_0, label='P(|0⟩)', color='orange')\n",
+        "plt.title('Probability of Measuring |0⟩ as a Function of Rotation Angle θ')\n",
+        "plt.xlabel('Rotation Angle θ (radians)')\n",
+        "plt.ylabel('Probability of |0⟩')\n",
+        "plt.axhline(0.5, color='green', linestyle='--', label='P(|0⟩) = 0.5')\n",
+        "plt.legend()\n",
+        "plt.grid()\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 299
+        },
+        "id": "HcQXnyDcick0",
+        "outputId": "67c5fe2b-8416-4729-830c-afbeef8f96b8"
+      },
+      "execution_count": 70,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1500x500 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    }
+  ]
+}
diff --git a/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/README.md b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/README.md
new file mode 100644
index 00000000..9abeafd0
--- /dev/null
+++ b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/README.md	
@@ -0,0 +1,36 @@
+# Quantum-Circuit-Probability-Prediction-using-ML
+
+The Quantum Circuit Probability Predictor is a machine learning-based application designed to predict the probability of measuring a specific quantum state after applying a series of quantum gates to a qubit. Leveraging the principles of quantum mechanics and classical machine learning, this project aims to create a robust model that accurately estimates the probabilities associated with different quantum states resulting from varied input parameters.
+
+The core functionalities include:
+
+Quantum Circuit Simulation: 
+-----------------------------
+Utilizing Qiskit's advanced quantum simulation capabilities, the project creates quantum circuits that implement rotations around the X-axis based on user-defined angles.
+
+State Probability Calculation:
+-------------------------------
+The application computes the probabilities of measuring the |0⟩ and |1⟩ states for various angles, using statevector sampling to retrieve the state vector of the quantum circuit after the operations are performed.
+
+Model Training: 
+----------------
+A machine learning model is trained on the computed probabilities to predict outcomes for angles not seen during training, enabling the model to generalize well to new inputs.
+
+Interactive Visualization: 
+--------------------------
+The project features an intuitive interface that allows users to input angles and visualize the resulting probabilities and model predictions, enhancing the understanding of quantum state dynamics.
+
+Educational Tool:
+-----------------
+This project serves as an educational resource for students and enthusiasts interested in quantum computing and machine learning, demonstrating the intersection of these fields through hands-on experience.
+
+Technologies Used:
+------------------
+Quantum Computing Framework: Qiskit
+Machine Learning: Python, NumPy, and relevant ML libraries (e.g., scikit-learn, TensorFlow, or PyTorch)
+Data Visualization: Matplotlib or similar libraries for plotting probabilities and predictions
+User Interface: Streamlit or Flask for creating a web application interface (to be deployed soon after making model more optimized)
+
+Sample Output of predicted probability 
+![1000034342](https://github.com/user-attachments/assets/bc3fc538-ef41-47bb-a685-a2ff63d942cc)
+![1000034344](https://github.com/user-attachments/assets/dc0d666e-8417-4c9c-88eb-2ae33b85ccc0)
diff --git a/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/gitignore.txt b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/gitignore.txt
new file mode 100644
index 00000000..319e0656
--- /dev/null
+++ b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/gitignore.txt	
@@ -0,0 +1,22 @@
+__pycache__/
+*.py[cod]
+*$py.class
+env/
+venv/
+.venv/
+.Python
+env.bak/
+.ipynb_checkpoints
+.DS_Store
+Thumbs.db
+ehthumbs.db
+*.swp
+*.swo
+*.swn
+*.bak
+*.log
+*.tmp
+.vscode/
+.pytest_cache/
+*.cfg
+*.config
diff --git a/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/requirements.py b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/requirements.py
new file mode 100644
index 00000000..7668218d
--- /dev/null
+++ b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/requirements.py	
@@ -0,0 +1,3 @@
+qiskit==0.43.1
+numpy==1.24.3
+matplotlib==3.7.1
diff --git a/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/src/Model Output/Images_output b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/src/Model Output/Images_output
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/src/Model Output/Images_output	
@@ -0,0 +1 @@
+
diff --git a/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/src/Model Output/qpm-1.png b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/src/Model Output/qpm-1.png
new file mode 100644
index 00000000..56ae28cb
Binary files /dev/null and b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/src/Model Output/qpm-1.png differ
diff --git a/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/src/Model Output/qpm_2.png b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/src/Model Output/qpm_2.png
new file mode 100644
index 00000000..ea225ebe
Binary files /dev/null and b/Prediction Models/Quantum Circuit Probability prediction using advanced Machine Learning techniques/src/Model Output/qpm_2.png differ
diff --git a/Prediction Models/Stars_Classification_Model/Readme.md b/Prediction Models/Stars_Classification_Model/Readme.md
new file mode 100644
index 00000000..fbb81a95
--- /dev/null
+++ b/Prediction Models/Stars_Classification_Model/Readme.md	
@@ -0,0 +1,18 @@
+# Star Classification System
+
+## Project Overview
+
+This project uses machine learning to classify stars into specific types based on their features. The system is designed to analyze astronomical data and assign star classes accurately. This project can assist astronomers and researchers in understanding star distributions and characteristics in various datasets.
+
+## Problem Statement
+
+Classifying stars accurately is essential in astronomical research, enabling better understanding of star properties, distributions, and behaviors. This project aims to create a classification model that can identify star types based on their features, such as temperature, luminosity, and radius. By accurately categorizing stars, we can gain insights into stellar evolution and structure.
+
+## Features
+
+- **Data Preprocessing**: Cleaning and preparing data for training.
+- **Model Training**: Using machine learning algorithms to classify star types.
+- **Model Evaluation**: Measuring the model’s performance with accuracy and other metrics.
+- **Data Visualization**: Visualizing the classification results for interpretability.
+
+
diff --git a/Prediction Models/Stars_Classification_Model/stars-classification.ipynb b/Prediction Models/Stars_Classification_Model/stars-classification.ipynb
new file mode 100644
index 00000000..d235c6ff
--- /dev/null
+++ b/Prediction Models/Stars_Classification_Model/stars-classification.ipynb	
@@ -0,0 +1,1025 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "51cd8e4a",
+   "metadata": {
+    "id": "0qGrVrvcp--0",
+    "papermill": {
+     "duration": 0.007509,
+     "end_time": "2023-03-09T10:46:15.583686",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:15.576177",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# **Stars Classification**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "28d99cba",
+   "metadata": {
+    "id": "99ybK23wexQB",
+    "papermill": {
+     "duration": 0.005634,
+     "end_time": "2023-03-09T10:46:15.596050",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:15.590416",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "This is a dataset consisting of several features of stars.\n",
+    "\n",
+    "Some of them are:\n",
+    "\n",
+    "- Absolute Temperature (in K)\n",
+    "- Relative Luminosity (L/Lo)\n",
+    "- Relative Radius (R/Ro)\n",
+    "- Absolute Magnitude (Mv)\n",
+    "- Star Color (white,Red,Blue,Yellow,yellow-orange etc)\n",
+    "- Spectral Class (O,B,A,F,G,K,,M)\n",
+    "- Star Type **(Red Dwarf, Brown Dwarf, White Dwarf, Main Sequence , SuperGiants, HyperGiants)**\n",
+    "- Lo = 3.828 x 10^26 Watts (Avg Luminosity of Sun)\n",
+    "- Ro = 6.9551 x 10^8 m (Avg Radius of Sun)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "41ecf60a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:15.609865Z",
+     "iopub.status.busy": "2023-03-09T10:46:15.609398Z",
+     "iopub.status.idle": "2023-03-09T10:46:15.619817Z",
+     "shell.execute_reply": "2023-03-09T10:46:15.618591Z"
+    },
+    "id": "H2oCFJGuy37u",
+    "papermill": {
+     "duration": 0.020493,
+     "end_time": "2023-03-09T10:46:15.622480",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:15.601987",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# import library\n",
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "8eb67146",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:15.636860Z",
+     "iopub.status.busy": "2023-03-09T10:46:15.636026Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.065580Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.064219Z"
+    },
+    "id": "pvrtYImUy7hC",
+    "papermill": {
+     "duration": 0.439824,
+     "end_time": "2023-03-09T10:46:16.068421",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:15.628597",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# import data\n",
+    "star = pd.read_csv ('https://github.com/YBIFoundation/Dataset/raw/main/Stars.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "370e9190",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.082890Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.081732Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.111812Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.110574Z"
+    },
+    "id": "ltkYXmdz-_z3",
+    "outputId": "65f6131d-230b-491f-e662-38ef3296ee70",
+    "papermill": {
+     "duration": 0.040736,
+     "end_time": "2023-03-09T10:46:16.115161",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.074425",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Temperature (K)</th>\n",
+       "      <th>Luminosity (L/Lo)</th>\n",
+       "      <th>Radius (R/Ro)</th>\n",
+       "      <th>Absolute magnitude (Mv)</th>\n",
+       "      <th>Star type</th>\n",
+       "      <th>Star category</th>\n",
+       "      <th>Star color</th>\n",
+       "      <th>Spectral Class</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3068</td>\n",
+       "      <td>0.002400</td>\n",
+       "      <td>0.1700</td>\n",
+       "      <td>16.12</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Brown Dwarf</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3042</td>\n",
+       "      <td>0.000500</td>\n",
+       "      <td>0.1542</td>\n",
+       "      <td>16.60</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Brown Dwarf</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2600</td>\n",
+       "      <td>0.000300</td>\n",
+       "      <td>0.1020</td>\n",
+       "      <td>18.70</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Brown Dwarf</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2800</td>\n",
+       "      <td>0.000200</td>\n",
+       "      <td>0.1600</td>\n",
+       "      <td>16.65</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Brown Dwarf</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1939</td>\n",
+       "      <td>0.000138</td>\n",
+       "      <td>0.1030</td>\n",
+       "      <td>20.06</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Brown Dwarf</td>\n",
+       "      <td>Red</td>\n",
+       "      <td>M</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Temperature (K)  Luminosity (L/Lo)  Radius (R/Ro)  Absolute magnitude (Mv)  \\\n",
+       "0             3068           0.002400         0.1700                    16.12   \n",
+       "1             3042           0.000500         0.1542                    16.60   \n",
+       "2             2600           0.000300         0.1020                    18.70   \n",
+       "3             2800           0.000200         0.1600                    16.65   \n",
+       "4             1939           0.000138         0.1030                    20.06   \n",
+       "\n",
+       "   Star type Star category Star color Spectral Class  \n",
+       "0          0   Brown Dwarf        Red              M  \n",
+       "1          0   Brown Dwarf        Red              M  \n",
+       "2          0   Brown Dwarf        Red              M  \n",
+       "3          0   Brown Dwarf        Red              M  \n",
+       "4          0   Brown Dwarf        Red              M  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "star.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "dcbff7e1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.129558Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.129164Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.155166Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.153515Z"
+    },
+    "id": "f0XHmtvL_CGZ",
+    "outputId": "4fe51aba-15f6-4863-efe5-af86ba344be0",
+    "papermill": {
+     "duration": 0.036582,
+     "end_time": "2023-03-09T10:46:16.157996",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.121414",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 240 entries, 0 to 239\n",
+      "Data columns (total 8 columns):\n",
+      " #   Column                   Non-Null Count  Dtype  \n",
+      "---  ------                   --------------  -----  \n",
+      " 0   Temperature (K)          240 non-null    int64  \n",
+      " 1   Luminosity (L/Lo)        240 non-null    float64\n",
+      " 2   Radius (R/Ro)            240 non-null    float64\n",
+      " 3   Absolute magnitude (Mv)  240 non-null    float64\n",
+      " 4   Star type                240 non-null    int64  \n",
+      " 5   Star category            240 non-null    object \n",
+      " 6   Star color               240 non-null    object \n",
+      " 7   Spectral Class           240 non-null    object \n",
+      "dtypes: float64(3), int64(2), object(3)\n",
+      "memory usage: 15.1+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "star.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "189a3983",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.173453Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.172549Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.204642Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.203325Z"
+    },
+    "id": "tmpkna_P4Wnn",
+    "outputId": "89f9b65e-0636-4022-8721-13fbd9a9177f",
+    "papermill": {
+     "duration": 0.04307,
+     "end_time": "2023-03-09T10:46:16.207436",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.164366",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Temperature (K)</th>\n",
+       "      <th>Luminosity (L/Lo)</th>\n",
+       "      <th>Radius (R/Ro)</th>\n",
+       "      <th>Absolute magnitude (Mv)</th>\n",
+       "      <th>Star type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>240.000000</td>\n",
+       "      <td>240.000000</td>\n",
+       "      <td>240.000000</td>\n",
+       "      <td>240.000000</td>\n",
+       "      <td>240.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>10497.462500</td>\n",
+       "      <td>107188.361635</td>\n",
+       "      <td>237.157781</td>\n",
+       "      <td>4.382396</td>\n",
+       "      <td>2.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>9552.425037</td>\n",
+       "      <td>179432.244940</td>\n",
+       "      <td>517.155763</td>\n",
+       "      <td>10.532512</td>\n",
+       "      <td>1.711394</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1939.000000</td>\n",
+       "      <td>0.000080</td>\n",
+       "      <td>0.008400</td>\n",
+       "      <td>-11.920000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>3344.250000</td>\n",
+       "      <td>0.000865</td>\n",
+       "      <td>0.102750</td>\n",
+       "      <td>-6.232500</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>5776.000000</td>\n",
+       "      <td>0.070500</td>\n",
+       "      <td>0.762500</td>\n",
+       "      <td>8.313000</td>\n",
+       "      <td>2.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>15055.500000</td>\n",
+       "      <td>198050.000000</td>\n",
+       "      <td>42.750000</td>\n",
+       "      <td>13.697500</td>\n",
+       "      <td>4.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>40000.000000</td>\n",
+       "      <td>849420.000000</td>\n",
+       "      <td>1948.500000</td>\n",
+       "      <td>20.060000</td>\n",
+       "      <td>5.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Temperature (K)  Luminosity (L/Lo)  Radius (R/Ro)  \\\n",
+       "count       240.000000         240.000000     240.000000   \n",
+       "mean      10497.462500      107188.361635     237.157781   \n",
+       "std        9552.425037      179432.244940     517.155763   \n",
+       "min        1939.000000           0.000080       0.008400   \n",
+       "25%        3344.250000           0.000865       0.102750   \n",
+       "50%        5776.000000           0.070500       0.762500   \n",
+       "75%       15055.500000      198050.000000      42.750000   \n",
+       "max       40000.000000      849420.000000    1948.500000   \n",
+       "\n",
+       "       Absolute magnitude (Mv)   Star type  \n",
+       "count               240.000000  240.000000  \n",
+       "mean                  4.382396    2.500000  \n",
+       "std                  10.532512    1.711394  \n",
+       "min                 -11.920000    0.000000  \n",
+       "25%                  -6.232500    1.000000  \n",
+       "50%                   8.313000    2.500000  \n",
+       "75%                  13.697500    4.000000  \n",
+       "max                  20.060000    5.000000  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "star.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "1d1512c6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.223548Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.222295Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.230443Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.229442Z"
+    },
+    "id": "G_8EXMzWU5WW",
+    "outputId": "e6a1de0f-d1ef-44d6-ccec-d7b0a89f58fe",
+    "papermill": {
+     "duration": 0.018621,
+     "end_time": "2023-03-09T10:46:16.232819",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.214198",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Temperature (K)', 'Luminosity (L/Lo)', 'Radius (R/Ro)',\n",
+       "       'Absolute magnitude (Mv)', 'Star type', 'Star category', 'Star color',\n",
+       "       'Spectral Class'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "star.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "44e05509",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.249111Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.247837Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.263577Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.262182Z"
+    },
+    "id": "cXKbh7DzAMZ9",
+    "outputId": "3527f48f-da5d-4ab2-94b3-9b04a0e911dd",
+    "papermill": {
+     "duration": 0.027027,
+     "end_time": "2023-03-09T10:46:16.266469",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.239442",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Spectral Class\n",
+       "M                 111\n",
+       "B                  46\n",
+       "O                  40\n",
+       "A                  19\n",
+       "F                  17\n",
+       "K                   6\n",
+       "G                   1\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# number of categories\n",
+    "star[['Spectral Class']].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "42fafea8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.282626Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.281702Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.289941Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.288927Z"
+    },
+    "id": "d9Y-SSJ3zxue",
+    "papermill": {
+     "duration": 0.019146,
+     "end_time": "2023-03-09T10:46:16.292398",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.273252",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# encoding\n",
+    "star.replace({'Spectral Class':{'M':0, 'A':1, 'B':1, 'F':1, 'O':1, 'K':1, 'G':1 }}, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "20e65c1d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.307999Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.307544Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.317923Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.316821Z"
+    },
+    "id": "d7s9KFqRApFa",
+    "outputId": "ed01dd5d-0192-4105-d22b-2f459b88550b",
+    "papermill": {
+     "duration": 0.021162,
+     "end_time": "2023-03-09T10:46:16.320287",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.299125",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Star type\n",
+       "0            40\n",
+       "1            40\n",
+       "2            40\n",
+       "3            40\n",
+       "4            40\n",
+       "5            40\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# number of categories\n",
+    "star[['Star type']].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "6c820ad3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.337742Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.336499Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.344742Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.343785Z"
+    },
+    "id": "gxMdpWGrtxSJ",
+    "papermill": {
+     "duration": 0.020106,
+     "end_time": "2023-03-09T10:46:16.347265",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.327159",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# encoding\n",
+    "star.replace({'Star color':{ 'Red':0, 'Yellow':1, 'White':2, 'White ': 2, 'Blue ':3, 'Blue':3 }}, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "1c8ae8be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.363573Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.362709Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.373924Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.372852Z"
+    },
+    "id": "BrzFVAHz_Xpg",
+    "outputId": "f0864219-1346-4788-8c30-570efa3dbef2",
+    "papermill": {
+     "duration": 0.022135,
+     "end_time": "2023-03-09T10:46:16.376341",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.354206",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Star color        \n",
+       "0                     112\n",
+       "3                      56\n",
+       "Blue-white             26\n",
+       "Blue White             10\n",
+       "yellow-white            8\n",
+       "2                       7\n",
+       "Blue white              3\n",
+       "white                   3\n",
+       "Yellowish White         3\n",
+       "Whitish                 2\n",
+       "yellowish               2\n",
+       "Orange                  2\n",
+       "White-Yellow            1\n",
+       "Pale yellow orange      1\n",
+       "Yellowish               1\n",
+       "Blue-White              1\n",
+       "Blue white              1\n",
+       "Orange-Red              1\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# number of categories\n",
+    "star[['Star color']].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "a1248243",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.392863Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.392021Z",
+     "iopub.status.idle": "2023-03-09T10:46:16.399398Z",
+     "shell.execute_reply": "2023-03-09T10:46:16.398165Z"
+    },
+    "id": "Kwc4B6zoWYUg",
+    "papermill": {
+     "duration": 0.018759,
+     "end_time": "2023-03-09T10:46:16.402003",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.383244",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# define target and features\n",
+    "y = star['Spectral Class']\n",
+    "X = star[['Temperature (K)', 'Luminosity (L/Lo)', 'Radius (R/Ro)',\n",
+    "       'Absolute magnitude (Mv)']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "a84d18e5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:16.418550Z",
+     "iopub.status.busy": "2023-03-09T10:46:16.418155Z",
+     "iopub.status.idle": "2023-03-09T10:46:17.609273Z",
+     "shell.execute_reply": "2023-03-09T10:46:17.607830Z"
+    },
+    "id": "Uh4Qx-WmXbcE",
+    "papermill": {
+     "duration": 1.202641,
+     "end_time": "2023-03-09T10:46:17.612174",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:16.409533",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# split\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size = 0.8, random_state = 200)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "cf4ebfd8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:17.629173Z",
+     "iopub.status.busy": "2023-03-09T10:46:17.628418Z",
+     "iopub.status.idle": "2023-03-09T10:46:17.747645Z",
+     "shell.execute_reply": "2023-03-09T10:46:17.746414Z"
+    },
+    "id": "B4G93PVhYjyl",
+    "papermill": {
+     "duration": 0.131497,
+     "end_time": "2023-03-09T10:46:17.751168",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:17.619671",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# select model\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "model = LogisticRegression()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "4e7b17c8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:17.768438Z",
+     "iopub.status.busy": "2023-03-09T10:46:17.767011Z",
+     "iopub.status.idle": "2023-03-09T10:46:17.811396Z",
+     "shell.execute_reply": "2023-03-09T10:46:17.809968Z"
+    },
+    "id": "ZNNabAuxlZj8",
+    "outputId": "84de4853-cca2-4315-80a4-e8ddd6a23c1f",
+    "papermill": {
+     "duration": 0.055817,
+     "end_time": "2023-03-09T10:46:17.814067",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:17.758250",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LogisticRegression()"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# train model\n",
+    "model.fit(X_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "33fe201a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:17.830765Z",
+     "iopub.status.busy": "2023-03-09T10:46:17.830276Z",
+     "iopub.status.idle": "2023-03-09T10:46:17.837787Z",
+     "shell.execute_reply": "2023-03-09T10:46:17.836418Z"
+    },
+    "id": "9zj_do5MZ7ro",
+    "papermill": {
+     "duration": 0.018863,
+     "end_time": "2023-03-09T10:46:17.840356",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:17.821493",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# predict\n",
+    "y_pred = model.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "0d13e23b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:17.858009Z",
+     "iopub.status.busy": "2023-03-09T10:46:17.856480Z",
+     "iopub.status.idle": "2023-03-09T10:46:17.864644Z",
+     "shell.execute_reply": "2023-03-09T10:46:17.863717Z"
+    },
+    "id": "fYxaGZZv1bVe",
+    "outputId": "268352de-c163-4970-98ed-d396fb45ccd8",
+    "papermill": {
+     "duration": 0.019512,
+     "end_time": "2023-03-09T10:46:17.867069",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:17.847557",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1,\n",
+       "       1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0,\n",
+       "       1, 1, 1, 1])"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_pred"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "74cb8fb4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:17.884345Z",
+     "iopub.status.busy": "2023-03-09T10:46:17.882887Z",
+     "iopub.status.idle": "2023-03-09T10:46:17.889019Z",
+     "shell.execute_reply": "2023-03-09T10:46:17.888053Z"
+    },
+    "id": "LeG8eFnKAUII",
+    "papermill": {
+     "duration": 0.017049,
+     "end_time": "2023-03-09T10:46:17.891369",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:17.874320",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# import function\n",
+    "from sklearn.metrics import confusion_matrix, classification_report"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "86490c26",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:17.907582Z",
+     "iopub.status.busy": "2023-03-09T10:46:17.907168Z",
+     "iopub.status.idle": "2023-03-09T10:46:17.919067Z",
+     "shell.execute_reply": "2023-03-09T10:46:17.917665Z"
+    },
+    "id": "BzrhbXQAmR1x",
+    "outputId": "9d2af00a-d29c-4890-b6e2-fcec205a54a9",
+    "papermill": {
+     "duration": 0.023062,
+     "end_time": "2023-03-09T10:46:17.921608",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:17.898546",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[14,  4],\n",
+       "       [ 1, 29]])"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "confusion_matrix(y_test,y_pred)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "a58d5e5b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-03-09T10:46:17.938715Z",
+     "iopub.status.busy": "2023-03-09T10:46:17.938044Z",
+     "iopub.status.idle": "2023-03-09T10:46:17.948744Z",
+     "shell.execute_reply": "2023-03-09T10:46:17.947106Z"
+    },
+    "id": "10bskobTmUIn",
+    "outputId": "40f826a2-cec8-437a-b210-7dceb19a4721",
+    "papermill": {
+     "duration": 0.023255,
+     "end_time": "2023-03-09T10:46:17.952408",
+     "exception": false,
+     "start_time": "2023-03-09T10:46:17.929153",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.93      0.78      0.85        18\n",
+      "           1       0.88      0.97      0.92        30\n",
+      "\n",
+      "    accuracy                           0.90        48\n",
+      "   macro avg       0.91      0.87      0.88        48\n",
+      "weighted avg       0.90      0.90      0.89        48\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_test,y_pred))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 14.006381,
+   "end_time": "2023-03-09T10:46:18.799231",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2023-03-09T10:46:04.792850",
+   "version": "2.4.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Prediction Models/Tomato_Leaf_Disease/Readme.md b/Prediction Models/Tomato_Leaf_Disease/Readme.md
new file mode 100644
index 00000000..da63097d
--- /dev/null
+++ b/Prediction Models/Tomato_Leaf_Disease/Readme.md	
@@ -0,0 +1,19 @@
+# Tomato Leaf Disease Classification
+
+## Project Description
+This project focuses on classifying tomato leaf diseases using a Convolutional Neural Network (CNN) model. The goal is to accurately detect and classify common diseases affecting tomato plants, such as bacterial spot, early blight, late blight, leaf mold, and more. Leveraging a deep learning approach, this project achieves a classification accuracy of approximately 94%, making it a valuable tool for precision agriculture and plant disease management.
+
+### Technology Stack
+- **Python**: For data processing, training, and testing the model.
+- **TensorFlow/Keras**: Used for building and training the CNN model.
+- **OpenCV**: For image processing tasks, if applicable.
+- **NumPy, Pandas**: For data manipulation and handling.
+- **Matplotlib/Seaborn**: For data visualization.
+
+## Problem Statement
+Tomato plants are highly susceptible to a variety of diseases that can affect both yield and quality. Traditional methods of diagnosing plant diseases are often time-consuming, prone to error, and reliant on expert knowledge. An automated approach to identifying diseases can improve diagnostic accuracy and enable timely intervention, thereby reducing crop losses and increasing agricultural productivity. This project addresses the challenge by implementing a deep learning-based model capable of classifying multiple tomato leaf diseases with high accuracy.
+
+## Dataset
+The dataset used consists of labeled images of tomato leaves, with each image categorized by the type of disease present. The dataset is split into training, validation, and test sets to evaluate model performance effectively.
+
+
diff --git a/Prediction Models/Tomato_Leaf_Disease/tomato-leaf-disease-94-accuracy.ipynb b/Prediction Models/Tomato_Leaf_Disease/tomato-leaf-disease-94-accuracy.ipynb
new file mode 100644
index 00000000..e9015585
--- /dev/null
+++ b/Prediction Models/Tomato_Leaf_Disease/tomato-leaf-disease-94-accuracy.ipynb	
@@ -0,0 +1,464 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"border-radius: 30px 0 30px 0px; border: 2px solid #00ea98; padding: 20px; background-color: #0a141b; text-align: center; box-shadow: 0px 2px 4px rgba(0, 0, 0, 0.2);\">\n",
+    "    <h1 style=\"color: #7ab052; text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.5); font-weight: bold; margin-bottom: 10px; font-size: 36px;\">🍅🍃 Tomato Leaf Ninja: 🥋 Slicing through Diseases with 94% Accuracy!</h1>\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "attachments": {
+    "75a038e7-7b0a-4bc2-b39f-2834dd569c7a.jpeg": {
+     "image/jpeg": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### ![_993440dd-122a-4fa4-91a2-cf2831fdd247.jpeg](attachment:75a038e7-7b0a-4bc2-b39f-2834dd569c7a.jpeg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "> # ***Lets start our Journey towards this task*** "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "---\n",
+    "## 1. ***Problem Statement***\n",
+    "---\n",
+    "\n",
+    "-  Given a dataset of tomato leaf images, the task is to develop a machine learning model that can accurately classify the images into different disease categories. The goal is to help farmers quickly identify and treat diseased tomato plants, thereby improving crop yield and reducing losses.\n",
+    "---\n",
+    "## 2. ***Our Working***\n",
+    "---\n",
+    "\n",
+    "-  We are using a dataset containing images of tomato leaves affected by various diseases. Our approach involves training a deep learning model on this dataset to classify each image into one of the disease categories. By analyzing the patterns and features in the images, the model can learn to differentiate between healthy and diseased leaves, aiding in the early detection and management of plant diseases."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "> # ***About The Data***"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "## 1. ***Dataset Description:***\n",
+    "---\n",
+    "\n",
+    "-  We are using a dataset containing images of tomato leaves affected by various diseases. Each image is labeled with the corresponding disease category.Training dataset contain 10000 labeled images and test/val data contain 1000 labeled images\n",
+    "---\n",
+    "## 2. ***Data Preprocessing***\n",
+    "----\n",
+    "\n",
+    "-  We load the dataset and preprocess the images to prepare them for training. This includes resizing the images to a consistent size and normalizing the pixel values.We also split the dataset into training and validation sets to evaluate the model's performance.\n",
+    "---\n",
+    "## 3. ***Model Building***\n",
+    "---\n",
+    "\n",
+    "- We use a deep learning model, such as a Convolutional Neural Network (CNN), to learn features from the images and classify them into disease categories.The model consists of layers that extract patterns and features from the images, followed by fully connected layers for classification.\n",
+    "----\n",
+    "## 4. ***Training the Model:***\n",
+    "----\n",
+    "\n",
+    "- We train the model using the training dataset, adjusting the model's weights based on the difference between predicted and actual disease categories.During training, we monitor the model's performance on the validation set to avoid overfitting.\n",
+    "---\n",
+    "## 5. ***Model Evaluation:***\n",
+    "----\n",
+    "\n",
+    "- After training, we evaluate the model's performance on the validation set to assess its ability to generalize to new, unseen data.We use metrics such as accuracy to measure the model's performance.\n",
+    "----\n",
+    "## 6. ***Inference:***\n",
+    "---\n",
+    "\n",
+    "- **Once the model is trained and evaluated, we can use it to classify new tomato leaf images into disease categories.**\n",
+    "\n",
+    "***```This inference step is crucial for real-world applications, where the model is used to assist farmers in diagnosing plant diseases.\n",
+    "By understanding the working of this code, beginners and others can gain insights into how machine learning models are developed and deployed for practical applications like plant disease classification.```***"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"border-radius: 30px 0 30px 0px; border: 2px solid #00ea98; padding: 20px; background-color: #0a141b; text-align: center; box-shadow: 0px 2px 4px rgba(0, 0, 0, 0.2);\">\n",
+    "    <h1 style=\"color: #7ab052; text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.5); font-weight: bold; margin-bottom: 10px;\">  1 | Importing The Libraries</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os  # Operating system interfaces\n",
+    "import tensorflow as tf                                    # TensorFlow deep learning framework\n",
+    "import matplotlib.pyplot as plt                            # Plotting library\n",
+    "import matplotlib.image as mpimg                           # Image loading and manipulation library\n",
+    "from tensorflow.keras.models import Sequential, Model      # Sequential and Functional API for building models\n",
+    "from tensorflow.keras.optimizers import Adam               # Adam optimizer for model training\n",
+    "from tensorflow.keras.callbacks import EarlyStopping       # Early stopping callback for model training\n",
+    "from tensorflow.keras.regularizers import l1, l2           # L1 and L2 regularization for model regularization\n",
+    "from tensorflow.keras.preprocessing.image import ImageDataGenerator  # Data augmentation and preprocessing for images\n",
+    "from tensorflow.keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D, AveragePooling2D, MaxPooling2D, BatchNormalization  \n",
+    "# Various types of layers for building neural networks\n",
+    "from tensorflow.keras.applications import DenseNet121, EfficientNetB4, Xception, VGG16, VGG19   # Pre-trained models for transfer learning"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"border-radius: 30px 0 30px 0px; border: 2px solid #00ea98; padding: 20px; background-color: #0a141b; text-align: center; box-shadow: 0px 2px 4px rgba(0, 0, 0, 0.2);\">\n",
+    "    <h1 style=\"color: #7ab052; text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.5); font-weight: bold; margin-bottom: 10px;\"> 2 | Loading The DataSet</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**WORKING**\n",
+    "- The `image_dataset_from_directory` function is used to load image data from a directory.\n",
+    "- Images are resized to 256x256 pixels and grouped into batches of 32 for training efficiency.\n",
+    "- Labels are inferred from the directory structure and represented in a categorical format.\n",
+    "- Pixel values of the images are normalized to a range of [0, 1] by dividing by 255.0."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_data = tf.keras.utils.image_dataset_from_directory(\n",
+    "    '/kaggle/input/tomatoleaf/tomato/train',\n",
+    "    labels='inferred',\n",
+    "    label_mode='categorical',\n",
+    "    image_size=(256, 256),\n",
+    "    batch_size=32)\n",
+    "\n",
+    "train_data = train_data.map(lambda x, y: (x / 255.0, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**WORKING**\n",
+    "- The image_dataset_from_directory function is used to load validation image data from a directory.\n",
+    "- Images are resized to 256x256 pixels and grouped into batches of 32 for efficient processing.\n",
+    "- Labels are inferred from the directory structure and represented in a categorical format.\n",
+    "- Pixel values of the images are normalized to a range of [0, 1] by dividing by 255.0 for consistent model training."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "val_data = tf.keras.preprocessing.image_dataset_from_directory(\n",
+    "    '/kaggle/input/tomatoleaf/tomato/val',\n",
+    "    labels='inferred',\n",
+    "    label_mode='categorical',\n",
+    "    image_size=(256, 256),\n",
+    "    batch_size=32)\n",
+    "\n",
+    "val_data = val_data.map(lambda x, y: (x / 255.0, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"border-radius: 30px 0 30px 0px; border: 2px solid #00ea98; padding: 20px; background-color: #0a141b; text-align: center; box-shadow: 0px 2px 4px rgba(0, 0, 0, 0.2);\">\n",
+    "    <h1 style=\"color: #7ab052; text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.5); font-weight: bold; margin-bottom: 10px;\"> 3 | Visualizing The Data</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**WORKING**\n",
+    "\n",
+    "- The code sets the `path to a directory containing images` of tomato leaves affected by the Tomato Yellow Leaf Curl Virus and so on in the next cells of code.\n",
+    "- It retrieves a list of all image file names in the directory.\n",
+    "- Using matplotlib, it displays the first 6 images along with their corresponding labels.\n",
+    "- For each image, it loads the image, displays it in a subplot, and sets the title to the image label, showing the visual representation of the dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Path to the directory containing images\n",
+    "path = \"/kaggle/input/tomatoleaf/tomato/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus\"\n",
+    "\n",
+    "# Get a list of all image file names in the directory\n",
+    "image_files = [f for f in os.listdir(path) if os.path.isfile(os.path.join(path, f))]\n",
+    "\n",
+    "# Display the first 6 images with their labels\n",
+    "fig, axs = plt.subplots(2, 3, figsize=(15, 10))\n",
+    "\n",
+    "for i in range(6):\n",
+    "    # Get the image file name and its label\n",
+    "    image_file = image_files[i]\n",
+    "    label = image_file.split('.')[0]\n",
+    "\n",
+    "    # Load and display the image\n",
+    "    img_path = os.path.join(path, image_file)\n",
+    "    img = mpimg.imread(img_path)\n",
+    "    ax = axs[i // 3, i % 3]\n",
+    "    ax.imshow(img)\n",
+    "    ax.axis('off')\n",
+    "    ax.set_title(label)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Path to the directory containing images\n",
+    "path = \"/kaggle/input/tomatoleaf/tomato/train/Tomato___Bacterial_spot\"\n",
+    "\n",
+    "# Get a list of all image file names in the directory\n",
+    "image_files = [f for f in os.listdir(path) if os.path.isfile(os.path.join(path, f))]\n",
+    "\n",
+    "# Display the first 6 images with their labels\n",
+    "fig, axs = plt.subplots(2, 3, figsize=(15, 10))\n",
+    "\n",
+    "for i in range(6):\n",
+    "    # Get the image file name and its label\n",
+    "    image_file = image_files[i]\n",
+    "    label = image_file.split('.')[0]\n",
+    "\n",
+    "    # Load and display the image\n",
+    "    img_path = os.path.join(path, image_file)\n",
+    "    img = mpimg.imread(img_path)\n",
+    "    ax = axs[i // 3, i % 3]\n",
+    "    ax.imshow(img)\n",
+    "    ax.axis('off')\n",
+    "    ax.set_title(label)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"border-radius: 30px 0 30px 0px; border: 2px solid #00ea98; padding: 20px; background-color: #0a141b; text-align: center; box-shadow: 0px 2px 4px rgba(0, 0, 0, 0.2);\">\n",
+    "    <h1 style=\"color: #7ab052; text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.5); font-weight: bold; margin-bottom: 10px;\">4 | Training The Model</h1>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**WORKING**\n",
+    "- The code initializes a `DenseNet121` model with weights pre-trained on the ImageNet dataset.\n",
+    "- The `include_top=False argument` specifies that the model should not include the fully connected layers at the top of the network, which are typically used for ImageNet classification.\n",
+    "- The `input_shape=(256,256,3) argument` specifies the shape of the input images that the model expects, which is `256x256` pixels with 3 channels (RGB).\n",
+    "- The initialized model `conv_base` can be used as a feature extractor to extract features from images, which can then be used as input to a custom classification head."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conv_base = DenseNet121(\n",
+    "    weights='imagenet',\n",
+    "    include_top = False,\n",
+    "    input_shape=(256,256,3),\n",
+    "    pooling='avg'\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**WHY FALSE ?**\n",
+    "- Setting conv_base.trainable = False freezes the weights of the pre-trained DenseNet121 model.\n",
+    "- This is done to prevent the weights from being updated during the training of the custom classification head.\n",
+    "- Freezing the pre-trained weights helps in utilizing the learned features from the ImageNet dataset without altering them.\n",
+    "- It also reduces the computational cost and training time, as only the weights of the custom classification head will be trained."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conv_base.trainable = False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# # Summary of the pretrained model\n",
+    "# conv_base.summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**WORKING**\n",
+    "\n",
+    "- It initializes a Sequential model and adds the `pre-trained` DenseNet121` model (conv_base) ` as the base.\n",
+    "- The model flattens the output from the base model and adds two fully connected layers with `ReLU activation`.\n",
+    "- `Batch normalization` is applied after each fully connected layer to improve training stability and speed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = Sequential()\n",
+    "model.add(conv_base)\n",
+    "model.add(BatchNormalization())\n",
+    "model.add(Dense(256, activation='relu'))\n",
+    "model.add(Dropout(0.35))\n",
+    "model.add(BatchNormalization())\n",
+    "model.add(Dense(120, activation='relu'))\n",
+    "model.add(Dense(10, activation='softmax'))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**WORKING**\n",
+    "\n",
+    "- The compile method is used to configure the model for training.\n",
+    "- The optimizer=Adam(lr=0.0001) argument specifies the Adam optimizer with a learning rate of 0.0001.\n",
+    "- The loss='categorical_crossentropy' argument specifies the loss function used for training, which is categorical crossentropy for multi-class classification.\n",
+    "- The metrics=['accuracy'] argument specifies the metric used to evaluate the model, which is accuracy in this case."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model.compile(optimizer=Adam(lr=0.0001), loss='categorical_crossentropy', metrics=['accuracy'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**WORKING**\n",
+    "- The `fit` method is used to train the model on the training data (`train_data`) for a specified number of epochs (100 in this case).\n",
+    "- The `validation_data=val_data` argument specifies the validation data to evaluate the model performance after each epoch.\n",
+    "- The `callbacks=[EarlyStopping(patience=0)]` argument specifies the use of early stopping to prevent overfitting. The training will stop if the validation loss does not improve after 0 epochs.\n",
+    "- The `history` variable stores the training history, including metrics such as loss and accuracy, which can be used for analysis and visualization."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# history = model.fit(train_ds,epochs=10,validation_data=validation_ds)\n",
+    "history = model.fit(train_data, epochs=100, validation_data=val_data, callbacks=[EarlyStopping(patience=0)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Evaluate the model on the validation data\n",
+    "evaluation = model.evaluate(val_data)\n",
+    "\n",
+    "# Print the evaluation metrics\n",
+    "print(\"Validation Loss:\", evaluation[0])\n",
+    "print(\"Validation Accuracy:\", evaluation[1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"border-radius: 30px 0 30px 0px; border: 2px solid #00ea98; padding: 20px; background-color: #0a141b; text-align: center; box-shadow: 0px 2px 4px rgba(0, 0, 0, 0.2);\">\n",
+    "    <h1 style=\"color: #7ab052; text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.5); font-weight: bold; margin-bottom: 10px;\">5 | THE END </h1>\n",
+    "</div>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kaggle": {
+   "accelerator": "none",
+   "dataSources": [
+    {
+     "datasetId": 619181,
+     "sourceId": 1105687,
+     "sourceType": "datasetVersion"
+    }
+   ],
+   "dockerImageVersionId": 30648,
+   "isGpuEnabled": false,
+   "isInternetEnabled": true,
+   "language": "python",
+   "sourceType": "notebook"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Prediction Models/World_cup_Prediction/Readme.md b/Prediction Models/World_cup_Prediction/Readme.md
new file mode 100644
index 00000000..2ed7b0fe
--- /dev/null
+++ b/Prediction Models/World_cup_Prediction/Readme.md	
@@ -0,0 +1,51 @@
+# World Cup Prediction with Deep Learning
+
+This project uses a Character Embedding model to predict FIFA World Cup match outcomes with an 80% accuracy. The prediction model is developed using TensorFlow, with a focus on leveraging player-specific data along with team information to enhance prediction accuracy.
+
+## Project Overview
+
+In this project, we integrate individual player data with match history to construct a deep learning model that predicts match results. This model demonstrates the importance of feature selection, showing how player data and match records contribute to accurate predictions.
+
+### Key Features
+
+- **Data Ingestion:** Load and preprocess historical World Cup match data and player rosters.
+- **Data Transformation:** Create character embeddings for player names to use in deep learning model inputs.
+- **Model Building:** Use TensorFlow to construct a Character Embedding model tailored for predictive analysis.
+- **Evaluation:** Achieve 80% prediction accuracy on test data, using World Cup 2018 results as a validation set.
+
+## Project Structure
+
+- `data/`: Contains historical World Cup data and player rosters.
+- `notebooks/`: Jupyter notebooks with data preprocessing, model building, and evaluation code.
+- `scripts/`: Python scripts for data loading, model training, and evaluation.
+- `models/`: Saved models for reproducibility.
+
+## Getting Started
+
+1. **Install dependencies**:
+    ```bash
+    pip install -r requirements.txt
+    ```
+
+2. **Run the model**:
+    - Load the data in the `data/` directory.
+    - Execute the Jupyter notebooks in `notebooks/` to preprocess data, build, and evaluate the model.
+
+3. **Model Evaluation**:
+    - The model's performance metrics are logged, including accuracy, precision, and recall.
+
+## Dependencies
+
+- TensorFlow
+- Pandas
+- NumPy
+- Scikit-learn
+
+## Results
+
+The model achieves approximately 80% accuracy in predicting the outcome of FIFA World Cup matches. This result highlights the effectiveness of character embeddings for player names and team rosters in sports outcome prediction.
+
+## Conclusion
+
+The project emphasizes that feature selection and data quality are as crucial as model architecture in predictive modeling. By focusing on player-specific data, this project offers insights into the predictive power of individual player contributions to team performance.
+
diff --git a/Prediction Models/World_cup_Prediction/world-cup-prediction-with-80-accuracy-in-dl-model.ipynb b/Prediction Models/World_cup_Prediction/world-cup-prediction-with-80-accuracy-in-dl-model.ipynb
new file mode 100644
index 00000000..57e497a2
--- /dev/null
+++ b/Prediction Models/World_cup_Prediction/world-cup-prediction-with-80-accuracy-in-dl-model.ipynb	
@@ -0,0 +1,1021 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "6e01264e76113262d78c91b0f0a173a494deb75d"
+   },
+   "source": [
+    "# How can use player name to predict  World Cup with 80% accuracy?\n",
+    "\n",
+    "![](https://upload.wikimedia.org/wikipedia/en/thumb/6/67/2018_FIFA_World_Cup.svg/227px-2018_FIFA_World_Cup.svg.png)\n",
+    "Photo Credit: https://en.wikipedia.org/wiki/2018_FIFA_World_Cup\n",
+    "\n",
+    "In this kernel, I am going to demonstrate how can I use player name with Tensorflow to predict historical world cup result with 80% accuracy. Later on, I tried to predict World Cup 2018 result and seems like there is some interest findings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
+    "# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n",
+    "# For example, here's several helpful packages to load in \n",
+    "\n",
+    "import numpy as np # linear algebra\n",
+    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
+    "\n",
+    "# Input data files are available in the \"../input/\" directory.\n",
+    "# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n",
+    "\n",
+    "import os\n",
+    "print(os.listdir(\"../input\"))\n",
+    "\n",
+    "# Any results you write to the current directory are saved as output."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "529b611e7f925b7bdb38803636dba9d84317fc39"
+   },
+   "source": [
+    "# Stage\n",
+    "1. Data Ingestion: First of all, I got 3 dataframe from given data set and building World Cup 2018 data manully from website\n",
+    "2. Preprocessing: Preprocessing the needed feature for building characeter embedding input\n",
+    "3. Transformation: Transform the processed data for model input\n",
+    "4. Model Building: Build Character Embedding model\n",
+    "5. Evaluation: Try to predict World Cup 2018 result\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "eff2e82e7d082597c2051f4e4c5b275ad364dd15"
+   },
+   "source": [
+    "# Data Ingestion"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "07b8e2651463ab0c72fea1f23fc330a57e8714fe",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "summary_df = pd.read_csv('../input/WorldCups.csv')\n",
+    "summary_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "a7684d9576da866f230d8fa59f558f2e3b467a83",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "match_df = pd.read_csv('../input/WorldCupMatches.csv')\n",
+    "match_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
+    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "player_df = pd.read_csv('../input/WorldCupPlayers.csv')\n",
+    "player_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "fec1faa7b94e977905f97817416a5b51614bcdf5"
+   },
+   "source": [
+    "### Get 2018 player list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "b3db5111ea1697ff56b14ff0d84aac21feacd26a",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Players Source :http://www.goal.com/en/news/revealed-every-world-cup-2018-squad-23-man-preliminary-lists/oa0atsduflsv1nsf6oqk576rb\n",
+    "# Coach Source: https://www.fifa.com/worldcup/players/coaches/\n",
+    "\n",
+    "worldcup_2018_data = []\n",
+    "worldcup_2018_data.extend([{\n",
+    "    'country': 'russia',\n",
+    "    'group': 'A',\n",
+    "    'coach': 'Cherchesov Stanislav',\n",
+    "    'name': 'Igor Akinfeev, Vladimir Gabulov, Andrey Lunev; Sergei Ignashevich, Mario Fernandes, Vladimir Granat, Fyodor Kudryashov, Andrei Semyonov, Igor Smolnikov, Ilya Kutepov, Aleksandr Yerokhin, Yuri Zhirkov, Daler Kuzyaev, Aleksandr Golovin, Alan Dzagoev, Roman Zobnin, Aleksandr Samedov, Yuri Gazinsky, Anton Miranchuk, Denis Cheryshev, Artyom Dzyuba, Aleksei Miranchuk, Fyodor Smolov'\n",
+    "}, {\n",
+    "    'country': 'saudi_arabia',\n",
+    "    'group': 'A',\n",
+    "    'coach': 'Pizzi Juan Antonio',\n",
+    "    'name': 'Mohammed Al-Owais, Yasser Al-Musailem, Abdullah Al-Mayuf; Mansoor Al-Harbi, Yasser Al-Shahrani, Mohammed Al-Burayk, Motaz Hawsawi, Osama Hawsawi, Ali Al-Bulaihi, Omar Othman; Abdullah Alkhaibari, Abdulmalek Alkhaibri, Abdullah Otayf, Taiseer Al-Jassam, Hussain Al-Moqahwi, Salman Al-Faraj, Mohamed Kanno, Hatan Bahbir, Salem Al-Dawsari, Yahia Al-Shehri, Fahad Al-Muwallad, Mohammad Al-Sahlawi, Muhannad Assiri'\n",
+    "}, {\n",
+    "    'country': 'egypt',\n",
+    "    'group': 'A',\n",
+    "    'coach': 'Cuper Hector',\n",
+    "    'name': 'Essam El Hadary, Mohamed El-Shennawy, Sherif Ekramy; Ahmed Fathi, Abdallah Said, Saad Samir, Ayman Ashraf, Mohamed Abdel-Shafy, Ahmed Hegazi, Ali Gabr, Ahmed Elmohamady, Omar Gaber; Tarek Hamed, Mahmoud Shikabala, Sam Morsy, Mohamed Elneny, Mahmoud Kahraba, Ramadan Sobhi, Trezeguet, Amr Warda; Marwan Mohsen, Mohamed Salah, Mahmoud Elwensh'\n",
+    "}, {\n",
+    "    'country': 'uruguay',\n",
+    "    'group': 'A',\n",
+    "    'coach': 'Tabarez Oscar',\n",
+    "    'name': 'Fernando Muslera, Martin Silva, Martin Campana, Diego Godin, Sebastian Coates, Jose Maria Gimenez, Maximiliano Pereira, Gaston Silva, Martin Caceres, Guillermo Varela, Nahitan Nandez, Lucas Torreira, Matias Vecino, Rodrigo Bentancur, Carlos Sanchez, Giorgian De Arrascaeta, Diego Laxalt, Cristian Rodriguez, Jonathan Urretaviscaya, Cristhian Stuani, Maximiliano Gomez, Edinson Cavani, Luis Suarez'\n",
+    "}, {\n",
+    "    'country': 'portugal',\n",
+    "    'group': 'B',\n",
+    "    'coach': 'Santos Fernando',\n",
+    "    'name': 'Anthony Lopes, Beto, Rui Patricio, Bruno Alves, Cedric Soares, Jose Fonte, Mario Rui, Pepe, Raphael Guerreiro, Ricardo Pereira, Ruben Dias, Adrien Silva, Bruno Fernandes, Joao Mario, Joao Moutinho, Manuel Fernandes, William Carvalho, Andre Silva, Bernardo Silva, Cristiano Ronaldo, Gelson Martins, Goncalo Guedes, Ricardo Quaresma'\n",
+    "}, {\n",
+    "    'country': 'spain',\n",
+    "    'group': 'B',\n",
+    "    'coach': 'Hierro Fernando',\n",
+    "    'name': 'David de Gea, Pepe Reina, Kepa Arrizabalaga; Dani Carvajal, Alvaro Odriozola, Gerard Pique, Sergio Ramos, Nacho, Cesar Azpilicueta, Jordi Alba, Nacho Monreal; Sergio Busquets, Saul Niquez, Koke, Thiago Alcantara, Andres Iniesta, David Silva; Isco, Marcio Asensio, Lucas Vazquez, Iago Aspas, Rodrigo, Diego Costa'\n",
+    "}, {\n",
+    "    'country': 'morocco',\n",
+    "    'group': 'B',\n",
+    "    'coach': 'Renard Herve',\n",
+    "    'name': \"Mounir El Kajoui, Yassine Bounou, Ahmad Reda Tagnaouti, Mehdi Benatia, Romain Saiss, Manuel Da Costa, Badr Benoun, Nabil Dirar, Achraf Hakimi, Hamza Mendyl; M'bark Boussoufa, Karim El Ahmadi, Youssef Ait Bennasser, Sofyan Amrabat, Younes Belhanda, Faycal Fajr, Amine Harit; Khalid Boutaib, Aziz Bouhaddouz, Ayoub El Kaabi, Nordin Amrabat, Mehdi Carcela, Hakim Ziyech\"\n",
+    "}, {\n",
+    "    'country': 'iran',\n",
+    "    'group': 'B',\n",
+    "    'coach': 'Queiroz Carlos',\n",
+    "    'name': 'Alireza Beiranvand, Rashid Mazaheri, Amir Abedzadeh; Ramin Rezaeian, Mohammad Reza Khanzadeh, Morteza Pouraliganji, Pejman Montazeri, Seyed Majid Hosseini, Milad Mohammadi, Roozbeh Cheshmi; Saeid Ezatolahi, Masoud Shojaei, Saman Ghoddos, Mehdi Torabi, Ashkan Dejagah, Omid Ebrahimi, Ehsan Hajsafi, Vahid Amiri; Alireza Jahanbakhsh, Karim Ansarifard, Mahdi Taremi, Sardar Azmoun, Reza Ghoochannejhad'\n",
+    "}, {\n",
+    "    'country': 'france',\n",
+    "    'group': 'C',\n",
+    "    'coach': 'Deschamps Didier',\n",
+    "    'name': \"Alphonse Areola, Hugo Lloris, Steve Mandanda; Lucas Hernandez, Presnel Kimpembe, Benjamin Mendy, Benjamin Pavard, Adil Rami, Djibril Sidibe, Samuel Umtiti, Raphael Varane; N'Golo Kante, Blaise Matuidi, Steven N'Zonzi, Paul Pogba, Corentin Tolisso, Ousmane Dembele, Nabil Fekir; Olivier Giroud, Antoine Griezmann, Thomas Lemar, Kylian Mbappe, Florian Thauvin\"\n",
+    "}, {\n",
+    "    'country': 'australia',\n",
+    "    'group': 'C',\n",
+    "    'coach': 'Van Marwur bert',\n",
+    "    'name': 'Brad Jones, Mat Ryan, Danny Vukovic; Aziz Behich, Milos Degenek, Matthew Jurman, James Meredith, Josh Risdon, Trent Sainsbury; Jackson Irvine, Mile Jedinak, Robbie Kruse, Massimo Luongo, Mark Milligan, Aaron Mooy, Tom Rogic; Daniel Arzani, Tim Cahill, Tomi Juric, Mathew Leckie, Andrew Nabbout, Dimitri Petratos, Jamie Maclaren'\n",
+    "}, {\n",
+    "    'country': 'peru',\n",
+    "    'group': 'C',\n",
+    "    'coach': 'Gareca Ricardo',\n",
+    "    'name': 'Carlos Caceda, Jose Carvallo, Pedro Gallese, Luis Advincula, Pedro Aquino, Miguel Araujo, Andre Carrillo, Wilder Cartagena, Aldo Corzo, Christian Cueva, Jefferson Farfan, Edison Flores, Paolo Hurtado, Nilson Loyola, Andy Polo, Christian Ramos, Alberto Rodriguez, Raul Ruidiaz, Anderson Santamaria, Renato Tapia, Miguel Trauco, Yoshimar Yotun, Paolo Guerrero'\n",
+    "}, {\n",
+    "    'country': 'denmark',\n",
+    "    'group': 'C',\n",
+    "    'coach': 'Hareide Age',\n",
+    "    'name': 'Kasper Schmeichel, Jonas Lossl, Frederik Ronow; Simon Kjaer, Andreas Christensen, Mathias Jorgensen, Jannik Vestergaard, Henrik Dalsgaard, Jens Stryger, Jonas Knudsen; William Kvist, Thomas Delaney, Lukas Lerager, Lasse Schone, Christian Eriksen, Michael Krohn-Dehli; Pione Sisto, Martin Braithwaite, Andreas Cornelius, Viktor Fischer, Yussuf Poulsen, Nicolai Jorgensen, Kasper Dolberg'\n",
+    "}, {\n",
+    "    'country': 'argentina',\n",
+    "    'group': 'D',\n",
+    "    'coach': 'Sampaoli Jorge',\n",
+    "    'name': 'Nahuel Guzmán, Willy Caballero, Franco Armani; Gabriel Mercado, Nicolas Otamendi, Federico Fazio, Nicolas Tagliafico, Marcos Rojo, Marcos Acuna, Cristian Ansaldi, Eduardo Salvio; Javier Mascherano, Angel Di Maria, Ever Banega, Lucas Biglia, Manuel Lanzini, Gio Lo Celso, Maximiliano Meza; Lionel Messi, Sergio Aguero, Gonzalo Higuain, Paulo Dybala, Cristian Pavon'\n",
+    "}, {\n",
+    "    'country': 'iceland',\n",
+    "    'group': 'D',\n",
+    "    'coach': 'Hallgrimsson Heimir',\n",
+    "    'name': 'Hannes Thor Halldorsson, Runar Alex Runarsson, Frederik Schram; Kari Arnason, Ari Freyr Skulason, Birkir Mar Saevarsson, Sverrir Ingi Ingason, Hordur Magnusson, Holmar Orn Eyjolfsson, Ragnar Sigurdsson; Johann Berg Gudmundsson, Birkir Bjarnason, Arnor Ingvi Traustason, Emil Hallfredsson, Gylfi Sigurdsson, Olafur Ingi Skulason, Rurik Gislason, Samuel Fridjonsson, Aron Gunnarsson; Alfred Finnbogason, Bjorn Bergmann Sigurdarson, Jon Dadi Bodvarsson, Albert Gudmundsson'\n",
+    "}, {\n",
+    "    'country': 'croatia',\n",
+    "    'group': 'D',\n",
+    "    'coach': 'Dalic Zlatko',\n",
+    "    'name': 'Danijel Subasic, Lovre Kalinic, Dominik Livakovic; Vedran Corluka, Domagoj Vida, Ivan Strinic, Dejan Lovren, Sime Vrsaljko, Josip Pivaric, Tin Jedvaj, Duje Caleta-Car; Luka Modric, Ivan Rakitic, Mateo Kovacic, Milan Badelj, Marcelo Brozovic, Filip Bradaric; Mario Mandzukic, Ivan Perisic, Nikola Kalinic, Andrej Kramaric, Marko Pjaca, Ante Rebic'\n",
+    "}, {\n",
+    "    'country': 'nigeria',\n",
+    "    'group': 'D',\n",
+    "    'coach': 'Rohr Gernot',\n",
+    "    'name': 'Ikechukwu Ezenwa, Daniel Akpeyi, Francis Uzoho; William Troost-Ekong, Leon Balogun, Kenneth Omeruo, Bryan Idowu, Chidozie Awaziem, Abdullahi Shehu, Elderson Echiejile, Tyronne Ebuehi; John Obi Mikel, Ogenyi Onazi, John Ogu, Wilfred Ndidi, Oghenekaro Etebo, Joel Obi; Odion Ighalo, Ahmed Musa, Victor Moses, Alex Iwobi, Kelechi Iheanacho, Simeon Nwankwo'\n",
+    "}, {\n",
+    "    'country': 'brazil',\n",
+    "    'group': 'E',\n",
+    "    'coach': 'Tite',\n",
+    "    'name': ' Alisson, Ederson, Cassio; Danilo, Fagner, Marcelo, Filipe Luis, Thiago Silva, Marquinhos, Miranda, Pedro Geromel; Casemiro, Fernandinho, Paulinho, Fred, Renato Augusto, Philippe Coutinho, Willian, Douglas Costa; Neymar, Taison, Gabriel Jesus, Roberto Firmino'\n",
+    "}, {\n",
+    "    'country': 'switzerland',\n",
+    "    'group': 'E',\n",
+    "    'coach': 'Petkovic Vladimir',\n",
+    "    'name': 'Roman Burki, Yvon Mvogo, Yann Sommer; Manuel Akanji, Johan Djourou, Nico Elvedi, Michael Lang, Stephan Lichtsteiner, Jacques-Francois Moubandje, Ricardo Rodriguez, Fabian Schaer; Valon Behrami, Blerim Dzemaili, Gelson Fernandes, Remo Freuler, Xherdan Shaqiri, Granit Xhaka, Steven Zuber, Denis Zakaria; Josip Drmic, Breel Embolo, Mario Gavranovic, Haris Seferovic'\n",
+    "}, {\n",
+    "    'country': 'costa_rica',\n",
+    "    'group': 'E',\n",
+    "    'coach': 'Ranurez Oscar',\n",
+    "    'name': 'Keylor Navas, Patrick Pemberton, Leonel Moreira, Cristian Gamboa, Ian Smith, Ronald Matarrita, Bryan Oviedo, Oscar Duarte, Giancarlo Gonzalez, Francisco Calvo, Kendall Waston, Johnny Acosta, David Guzman, Yeltsin Tejeda, Celso Borges, Randall Azofeifa, Rodney Wallace, Bryan Ruiz, Daniel Colindres, Christian Bolanos, Johan Venegas, Joel Campbell, Marco Urena'\n",
+    "}, {\n",
+    "    'country': 'serbia',\n",
+    "    'group': 'E',\n",
+    "    'coach': 'Krstajic Mladen',\n",
+    "    'name': ' Vladimir Stojkovic, Predrag Rajkovic, Marko Dmitrovic, Aleksandar Kolarov, Antonio Rukavina, Milan Rodic, Branislav Ivanovic, Uros Spajic, Milos Veljkovic, Dusko Tosic, Nikola Milenkovic; Nemanja Matic, Luka Milivojevic, Marko Grujic, Dusan Tadic, Andrija Zivkovic, Filip Kostic, Nemanja Radonjic, Sergej Milinkovic-Savic, Adem Ljajic; Aleksandar Mitrovic, Aleksandar Prijovic, Luka Jovic'\n",
+    "}, {\n",
+    "    'country': 'germany',\n",
+    "    'group': 'F',\n",
+    "    'coach': 'Low Joachim',\n",
+    "    'name': 'Manuel Neuer, Marc-Andre ter Stegen, Kevin Trapp; Jerome Boateng, Matthias Ginter, Jonas Hector, Mats Hummels, Joshua Kimmich, Marvin Plattenhardt, Antonio Rudiger, Niklas Sule; Julian Brandt, Julian Draxler, Mario Gomez, Leon Goretzka, Ilkay Gundogan, Sami Khedira, Toni Kroos, Thomas Muller, Mesut Ozil, Marco Reus, Sebastian Rudy, Timo Werner'\n",
+    "}, {\n",
+    "    'country': 'mexico',\n",
+    "    'group': 'F',\n",
+    "    'coach': 'Osorio Juan Carlos',\n",
+    "    'name': 'Jesus Corona, Alfredo Talavera, Guillermo Ochoa; Hugo Ayala, Carlos Salcedo, Diego Reyes, Miguel Layun, Hector Moreno, Edson Alvarez; Rafael Marquez, Jonathan dos Santos, Marco Fabian, Giovani dos Santos, Hector Herrera, Andres Guardado; Raul Jimenez, Carlos Vela, Javier Hernandez, Jesus Corona, Oribe Peralta, Javier Aquino, Hirving Lozano'\n",
+    "}, {\n",
+    "    'country': 'sweden',\n",
+    "    'group': 'F',\n",
+    "    'coach': 'Andersson Janne',\n",
+    "    'name': 'Robin Olsen, Karl-Johan Johnsson, Kristoffer Nordfeldt, Mikael Lustig, Victor Lindelof, Andreas Granqvist, Martin Olsson, Ludwig Augustinsson, Filip Helander, Emil Krafth, Pontus Jansson, Sebastian Larsson, Albin Ekdal, Emil Forsberg, Gustav Svensson, Oscar Hiljemark, Viktor Claesson, Marcus Rohden, Jimmy Durmaz, Marcus Berg, John Guidetti, Ola Toivonen, Isaac Kiese Thelin'\n",
+    "}, {\n",
+    "    'country': 'south_korea',\n",
+    "    'group': 'F',\n",
+    "    'coach': 'Shin Taeyong',\n",
+    "    'name': 'Kim Seunggyu, Kim Jinhyeon, Cho Hyeonwoo, Kim Younggwon, Jang Hyunsoo, Jeong Seunghyeon, Yun Yeongseon, Oh Bansuk, Kim Minwoo, Park Jooho, Hong Chul, Go Yohan, Lee Yong, Ki Sungyueng, Jeong Wooyoung, Ju Sejong, Koo Jacheol, Lee Jaesung, Lee Seungwoo, Moon Sunmin, Kim Shinwook, Son Heungmin, Hwang Heechan'\n",
+    "}, {\n",
+    "    'country': 'belgium',\n",
+    "    'group': 'G',\n",
+    "    'coach': 'Martinez Roberto',\n",
+    "    'name': 'Koen Casteels, Thibaut Courtois, Simon Mignolet; Toby Alderweireld, Dedryck Boyata, Vincent Kompany, Thomas Meunier, Thomas Vermaelen, Jan Vertonghen; Nacer Chadli, Kevin De Bruyne, Mousa Dembele, Leander Dendoncker, Marouane Fellaini, Youri Tielemans, Axel Witsel; Michy Batshuayi, Yannick Carrasco, Eden Hazard, Thorgan Hazard, Adnan Januzaj, Romelu Lukaku, Dries Mertens'\n",
+    "}, {\n",
+    "    'country': 'panama',\n",
+    "    'group': 'G',\n",
+    "    'coach': 'Gomez Hernan',\n",
+    "    'name': 'Jose Calderon, Jaime Penedo, Alex Rodríguez; Felipe Baloy, Harold Cummings, Eric Davis, Fidel Escobar, Adolfo Machado, Michael Murillo, Luis Ovalle, Roman Torres; Edgar Barcenas, Armando Cooper, Anibal Godoy, Gabriel Gomez, Valentin Pimentel, Alberto Quintero, Jose Luis Rodriguez; Abdiel Arroyo, Ismael Diaz, Blas Perez, Luis Tejada, Gabriel Torres'\n",
+    "}, {\n",
+    "    'country': 'tunisia',\n",
+    "    'group': 'G',\n",
+    "    'coach': 'Maaloul Nabil',\n",
+    "    'name': 'Farouk Ben Mustapha, Moez Hassen, Aymen Mathlouthi, Rami Bedoui, Yohan Benalouane, Syam Ben Youssef, Dylan Bronn, Oussama Haddadi, Ali Maaloul, Yassine Meriah, Hamdi Nagguez, Anice Badri, Mohamed Amine Ben Amor, Ghaylene Chaalali, Ahmed Khalil, Saifeddine Khaoui, Ferjani Sassi, Ellyes Skhiri, Naim Sliti, Bassem Srarfi, Fakhreddine Ben Youssef, Saber Khalifa, Wahbi Khazri'\n",
+    "}, {\n",
+    "    'country': 'england',\n",
+    "    'group': 'G',\n",
+    "    'coach': 'Southgate Gareth',\n",
+    "    'name': 'Jack Butland, Nick Pope, Jordan Pickford; Fabian Delph, Danny Rose, Eric Dier, Kyle Walker, Kieran Trippier, Trent Alexander-Arnold, Harry Maguire, John Stones, Phil Jones, Gary Cahill; Jordan Henderson, Jesse Lingard, Ruben Loftus-Cheek, Ashley Young, Dele Alli, Raheem Sterling; Harry Kane, Jamie Vardy, Marcus Rashford, Danny Welbeck'\n",
+    "}, {\n",
+    "    'country': 'poland',\n",
+    "    'group': 'H',\n",
+    "    'coach': 'Nawalka Adam',\n",
+    "    'name': 'Bartosz Bialkowski, Lukasz Fabianski, Wojciech Szczesny; Jan Bednarek, Bartosz Bereszynski, Thiago Cionek, Kamil Glik, Artur Jedrzejczyk, Michal Pazdan, Lukasz Piszczek; Jakub Blaszczykowski, Jacek Goralski, Kamil Goricki, Grzegorz Krychowiak, Slawomir Peszko, Maciej Rybus, Piotr Zielinski, Rafal Kurzawa, Karol Linetty; Dawid Kownacki, Robert Lewandowski, Arkadiusz Milik, Lukasz Teodorczyk'\n",
+    "}, {\n",
+    "    'country': 'senegal',\n",
+    "    'group': 'H',\n",
+    "    'coach': 'Cisse Aliou',\n",
+    "    'name': 'Abdoulaye Diallo, Khadim Ndiaye, Alfred Gomis, Lamine Gassama, Moussa Wague, Saliou Ciss, Youssouf Sabaly, Kalidou Koulibaly, Salif Sane, Cheikhou Kouyate, Kara Mbodji, Idrisa Gana Gueye, Cheikh Ndoye, Alfred Ndiaye, Pape Alioune Ndiaye, Moussa Sow, Moussa Konate, Diafra Sakho, Sadio Mane, Ismaila Sarr, Mame Biram Diouf, Mbaye Niang, Diao Keita Balde'\n",
+    "}, {\n",
+    "    'country': 'colombia',\n",
+    "    'group': 'H',\n",
+    "    'coach': 'Pekerman Jose',\n",
+    "    'name': 'David Ospina, Camilo Vargas, Jose Fernando Cuadrado; Cristian Zapata, Davinson Sanchez, Santiago Arias, Oscar Murillo, Frank Fabra, Johan Mojica, Yerry Mina; Wilmar Barrios, Carlos Sanchez, Jefferson Lerma, Jose Izquierdo, James Rodriguez, Abel Aguilar, Juan Fernando Quintero, Mateus Uribe, Juan Guillermo Cuadrado; Radamel Falcao Garcia, Miguel Borja, Carlos Bacca, Luis Fernando Muriel'\n",
+    "}, {\n",
+    "    'country': 'japan',\n",
+    "    'group': 'H',\n",
+    "    'coach': 'Nishino Akira',\n",
+    "    'name': 'Eiji Kawashima, Masaaki Higashiguchi, Kosuke Nakamura, Yuto Nagatomo, Tomoaki Makino, Maya Yoshida, Hiroki Sakai, Gotoku Sakai, Gen Shoji, Wataru Endo, Naomichi Ueda, Makoto Hasebe, Keisuke Honda, Takashi Inui, Shinji Kagawa, Hotaru Yamaguchi, Genki Haraguchi, Takashi Usami, Gaku Shibasaki, Ryota Oshima, Shinji Okazaki, Yuya Osako, Yoshinori Muto'\n",
+    "}])\n",
+    "\n",
+    "worldcup_2018_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "58343c8a068358511995efd9a0c08a5b5d27999d"
+   },
+   "source": [
+    "# Preprocessing"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "4230dcf4378460efc5d86070b7ce885896a5f028"
+   },
+   "source": [
+    "### clean 2018 data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "0b5f50a88ab1e4ddf9e94cf199451c40a8cc3645",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "worldcup_2018_df = pd.DataFrame(worldcup_2018_data)\n",
+    "\n",
+    "def clean_merge(row):\n",
+    "    name = row['name'].replace(';', ',').strip()\n",
+    "    names = name.split(',')\n",
+    "    names.append(row['coach'])\n",
+    "    names = sorted(names)\n",
+    "    return ' '.join(names)\n",
+    "\n",
+    "worldcup_2018_df['participants'] = worldcup_2018_df.apply(clean_merge, axis=1)\n",
+    "\n",
+    "worldcup_2018_df['label'] = 0\n",
+    "worldcup_2018_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "74c5d8e5d2b4caf11697cc59baaca508d50878f0"
+   },
+   "source": [
+    " ### Get map of country code and name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "e169c6a453f7102be4ac2565ed30982cab3eaeeb",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def country_name_code_mapping(df):\n",
+    "    code2name = {}\n",
+    "    name2code = {}\n",
+    "    name2pos = {}\n",
+    "    pos2name = {}\n",
+    "\n",
+    "    working_df = df[['Home Team Name', 'Home Team Initials']].drop_duplicates()\n",
+    "\n",
+    "    for i, row in working_df.iterrows():\n",
+    "        code2name[row['Home Team Initials']] = row['Home Team Name']\n",
+    "        name2code[row['Home Team Name']] = row['Home Team Initials']\n",
+    "        \n",
+    "    for i, name in enumerate(name2code):\n",
+    "        name2pos[name] = i\n",
+    "        pos2name[i] = name\n",
+    "    \n",
+    "    print('Name to Code Sample')\n",
+    "    for x in name2code:\n",
+    "        print(x, name2code[x])\n",
+    "        break\n",
+    "\n",
+    "    print('Code to Name Sample')\n",
+    "    for x in code2name:\n",
+    "        print(x, code2name[x])\n",
+    "        break\n",
+    "        \n",
+    "    print('Name to Position Sample')\n",
+    "    for x in name2pos:\n",
+    "        print(x, name2pos[x])\n",
+    "        break\n",
+    "        \n",
+    "    print('Position to Name Sample')\n",
+    "    for x in pos2name:\n",
+    "        print(x, pos2name[x])\n",
+    "        break\n",
+    "        \n",
+    "    return code2name, name2code, name2pos, pos2name\n",
+    "\n",
+    "code2name, name2code, name2pos, pos2name = country_name_code_mapping(match_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "e1db34fc15dbbac46608ac6e6d12acd6b24ade18"
+   },
+   "source": [
+    "### Get all participants per match**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "5b1e11b23589b57f1e9cc86caebbfda8600b325b",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def join_participants(match_id, team):\n",
+    "    working_df = player_df[\n",
+    "        (player_df['MatchID'] == match_id)\n",
+    "        & (player_df['Team Initials'] == team)\n",
+    "    ]\n",
+    "    coachs = working_df['Coach Name'].unique().tolist()\n",
+    "    players = working_df['Player Name'].unique().tolist()\n",
+    "    \n",
+    "    return coachs + players\n",
+    "\n",
+    "match_df['home_participants'] = match_df.apply(lambda x: join_participants(x['MatchID'], x['Home Team Initials']), axis=1)\n",
+    "match_df['away_participants'] = match_df.apply(lambda x: join_participants(x['MatchID'], x['Away Team Initials']), axis=1)\n",
+    "match_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "b2f8930084a2d3cb1e9fd9e929fcf2219ad27b14"
+   },
+   "source": [
+    "# Transformation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "b5676322aace7d598dd7248e265f34f58bce7900",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# code2name, name2code, name2pos, pos2name\n",
+    "\n",
+    "# results = []\n",
+    "\n",
+    "def _build_record(year, team_name):\n",
+    "    list_of_home_participants = match_df[\n",
+    "        (match_df['Year'] == year)\n",
+    "        & (match_df['Home Team Name'] == team_name)\n",
+    "    ]['home_participants'].tolist()\n",
+    "    \n",
+    "    list_of_away_participants = match_df[\n",
+    "        (match_df['Year'] == year)\n",
+    "        & (match_df['Away Team Name'] == team_name)\n",
+    "    ]['away_participants'].tolist()\n",
+    "    \n",
+    "    participants = []\n",
+    "    for ps in list_of_home_participants + list_of_away_participants:\n",
+    "        participants.extend(ps)\n",
+    "    participants = sorted(list(set(participants)))\n",
+    "    \n",
+    "    return ' '.join(participants)\n",
+    "\n",
+    "def get_non_first_fouth_team(year, positive_team_names):\n",
+    "    home_names = match_df[match_df['Year'] == year]['Home Team Name'].unique().tolist()\n",
+    "    away_names = match_df[match_df['Year'] == year]['Away Team Name'].unique().tolist()\n",
+    "    non_winner_names = list(set(home_names + away_names))\n",
+    "    for name in positive_team_names:\n",
+    "        non_winner_names.remove(name)\n",
+    "        \n",
+    "    return non_winner_names\n",
+    "\n",
+    "def build_negative(year, positive_team_names):\n",
+    "    non_winner_names = get_non_first_fouth_team(year, positive_team_names)\n",
+    "    \n",
+    "    results = []\n",
+    "    for name in non_winner_names:\n",
+    "        results.append({\n",
+    "            'label': 0,\n",
+    "            'name': _build_record(year, name)\n",
+    "        })\n",
+    "    \n",
+    "    return results\n",
+    "\n",
+    "trainin_data = []\n",
+    "for i, row in summary_df.iterrows():\n",
+    "    # positve sample\n",
+    "    trainin_data.append({\n",
+    "        'label': 1,\n",
+    "        'name': _build_record(row['Year'], row['Winner'])\n",
+    "    })\n",
+    "    trainin_data.append({\n",
+    "        'label': 2,\n",
+    "        'name': _build_record(row['Year'], row['Runners-Up'])\n",
+    "    })\n",
+    "    trainin_data.append({\n",
+    "        'label': 3,\n",
+    "        'name': _build_record(row['Year'], row['Third'])\n",
+    "    })\n",
+    "    trainin_data.append({\n",
+    "        'label': 4,\n",
+    "        'name': _build_record(row['Year'], row['Fourth'])\n",
+    "    })\n",
+    "    \n",
+    "    winner_names = [row['Winner'], row['Runners-Up'], row['Third'], row['Fourth']]\n",
+    "    \n",
+    "    # negative sample\n",
+    "    results = build_negative(row['Year'], winner_names)\n",
+    "    trainin_data.extend(results)\n",
+    "    \n",
+    "training_df = pd.DataFrame(trainin_data)\n",
+    "\n",
+    "print('Number of Training Record: %d' % len(training_df))\n",
+    "training_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "48de565289b935ac42d7ce3826a715d330d4318b"
+   },
+   "source": [
+    "# Model Building"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "d79c8e4c13ea24622e4a2699aac1279ee857deb3"
+   },
+   "source": [
+    "You may think that Character Embedding seems like meaninless but there is some reason behind of using Character as a feature. If you want to understand more about Character Embedding. You may check out this article for reference\n",
+    "https://medium.com/@makcedward/besides-word-embedding-why-you-need-to-know-character-embedding-6096a34a3b10\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "a702beda72b94c33f1cd10dff73139178834d1bd",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from nltk.tokenize import sent_tokenize\n",
+    "\n",
+    "class CharCNN:\n",
+    "    CHAR_DICT = 'abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789 .!?:,\\'%-\\(\\)/$|&;[]\"'\n",
+    "    \n",
+    "    def __init__(self, max_len_of_sentence, max_num_of_setnence, verbose=10):\n",
+    "        self.max_len_of_sentence = max_len_of_sentence\n",
+    "        self.max_num_of_setnence = max_num_of_setnence\n",
+    "        self.verbose = verbose\n",
+    "        \n",
+    "        self.num_of_char = 0\n",
+    "        self.num_of_label = 0\n",
+    "        self.unknown_label = ''\n",
+    "        \n",
+    "    def build_char_dictionary(self, char_dict=None, unknown_label='UNK'):\n",
+    "        \"\"\"\n",
+    "            Define possbile char set. Using \"UNK\" if character does not exist in this set\n",
+    "        \"\"\" \n",
+    "        \n",
+    "        if char_dict is None:\n",
+    "            char_dict = self.CHAR_DICT\n",
+    "            \n",
+    "        self.unknown_label = unknown_label\n",
+    "\n",
+    "        chars = []\n",
+    "\n",
+    "        for c in char_dict:\n",
+    "            chars.append(c)\n",
+    "\n",
+    "        chars = list(set(chars))\n",
+    "        \n",
+    "        chars.insert(0, unknown_label)\n",
+    "\n",
+    "        self.num_of_char = len(chars)\n",
+    "        self.char_indices = dict((c, i) for i, c in enumerate(chars))\n",
+    "        self.indices_char = dict((i, c) for i, c in enumerate(chars))\n",
+    "        \n",
+    "        if self.verbose > 5:\n",
+    "            print('Totoal number of chars:', self.num_of_char)\n",
+    "\n",
+    "            print('First 3 char_indices sample:', {k: self.char_indices[k] for k in list(self.char_indices)[:3]})\n",
+    "            print('First 3 indices_char sample:', {k: self.indices_char[k] for k in list(self.indices_char)[:3]})\n",
+    "            \n",
+    "\n",
+    "        return self.char_indices, self.indices_char, self.num_of_char\n",
+    "    \n",
+    "    def convert_labels(self, labels):\n",
+    "        \"\"\"\n",
+    "            Convert label to numeric\n",
+    "        \"\"\"\n",
+    "        self.label2indexes = dict((l, i) for i, l in enumerate(labels))\n",
+    "        self.index2labels = dict((i, l) for i, l in enumerate(labels))\n",
+    "\n",
+    "        if self.verbose > 5:\n",
+    "            print('Label to Index: ', self.label2indexes)\n",
+    "            print('Index to Label: ', self.index2labels)\n",
+    "            \n",
+    "        self.num_of_label = len(self.label2indexes)\n",
+    "\n",
+    "        return self.label2indexes, self.index2labels\n",
+    "    \n",
+    "    def _transform_raw_data(self, df, x_col, y_col, label2indexes=None, sample_size=None):\n",
+    "        \"\"\"\n",
+    "            ##### Transform raw data to list\n",
+    "        \"\"\"\n",
+    "        \n",
+    "        x = []\n",
+    "        y = []\n",
+    "\n",
+    "        actual_max_sentence = 0\n",
+    "        \n",
+    "        if sample_size is None:\n",
+    "            sample_size = len(df)\n",
+    "\n",
+    "        for i, row in df.head(sample_size).iterrows():\n",
+    "            x_data = row[x_col]\n",
+    "            y_data = row[y_col]\n",
+    "\n",
+    "            sentences = sent_tokenize(x_data)\n",
+    "            x.append(sentences)\n",
+    "\n",
+    "            if len(sentences) > actual_max_sentence:\n",
+    "                actual_max_sentence = len(sentences)\n",
+    "\n",
+    "            y.append(label2indexes[y_data])\n",
+    "\n",
+    "        if self.verbose > 5:\n",
+    "            print('Number of news: %d' % (len(x)))\n",
+    "            print('Actual max sentence: %d' % actual_max_sentence)\n",
+    "\n",
+    "        return x, y\n",
+    "    \n",
+    "    def _transform_training_data(self, x_raw, y_raw, max_len_of_sentence=None, max_num_of_setnence=None):\n",
+    "        \"\"\"\n",
+    "            ##### Transform preorcessed data to numpy\n",
+    "        \"\"\"\n",
+    "        unknown_value = self.char_indices[self.unknown_label]\n",
+    "        \n",
+    "        x = np.ones((len(x_raw), max_num_of_setnence, max_len_of_sentence), dtype=np.int64) * unknown_value\n",
+    "        y = np.array(y_raw)\n",
+    "        \n",
+    "        if max_len_of_sentence is None:\n",
+    "            max_len_of_sentence = self.max_len_of_sentence\n",
+    "        if max_num_of_setnence is None:\n",
+    "            max_num_of_setnence = self.max_num_of_setnence\n",
+    "\n",
+    "        for i, doc in enumerate(x_raw):\n",
+    "            for j, sentence in enumerate(doc):\n",
+    "                if j < max_num_of_setnence:\n",
+    "                    for t, char in enumerate(sentence[-max_len_of_sentence:]):\n",
+    "                        if char not in self.char_indices:\n",
+    "                            x[i, j, (max_len_of_sentence-1-t)] = self.char_indices['UNK']\n",
+    "                        else:\n",
+    "                            x[i, j, (max_len_of_sentence-1-t)] = self.char_indices[char]\n",
+    "\n",
+    "        return x, y\n",
+    "\n",
+    "    def _build_character_block(self, block, dropout=0.3, filters=[64, 100], kernel_size=[3, 3], \n",
+    "                         pool_size=[2, 2], padding='valid', activation='relu', \n",
+    "                         kernel_initializer='glorot_normal'):\n",
+    "        \n",
+    "        for i in range(len(filters)):\n",
+    "            block = Conv1D(\n",
+    "                filters=filters[i], kernel_size=kernel_size[i],\n",
+    "                padding=padding, activation=activation, kernel_initializer=kernel_initializer)(block)\n",
+    "\n",
+    "        block = Dropout(dropout)(block)\n",
+    "        block = MaxPooling1D(pool_size=pool_size[i])(block)\n",
+    "\n",
+    "        block = GlobalMaxPool1D()(block)\n",
+    "        block = Dense(128, activation='relu')(block)\n",
+    "        return block\n",
+    "    \n",
+    "    def _build_sentence_block(self, max_len_of_sentence, max_num_of_setnence, \n",
+    "                              char_dimension=16,\n",
+    "                              filters=[[3, 5, 7], [200, 300, 300], [300, 400, 400]], \n",
+    "#                               filters=[[100, 200, 200], [200, 300, 300], [300, 400, 400]], \n",
+    "                              kernel_sizes=[[4, 3, 3], [5, 3, 3], [6, 3, 3]], \n",
+    "                              pool_sizes=[[2, 2, 2], [2, 2, 2], [2, 2, 2]],\n",
+    "                              dropout=0.4):\n",
+    "        \n",
+    "        sent_input = Input(shape=(max_len_of_sentence, ), dtype='int64')\n",
+    "        embedded = Embedding(self.num_of_char, char_dimension, input_length=max_len_of_sentence)(sent_input)\n",
+    "        \n",
+    "        blocks = []\n",
+    "        for i, filter_layers in enumerate(filters):\n",
+    "            blocks.append(\n",
+    "                self._build_character_block(\n",
+    "                    block=embedded, filters=filters[i], kernel_size=kernel_sizes[i], pool_size=pool_sizes[i])\n",
+    "            )\n",
+    "\n",
+    "        sent_output = concatenate(blocks, axis=-1)\n",
+    "        sent_output = Dropout(dropout)(sent_output)\n",
+    "        sent_encoder = Model(inputs=sent_input, outputs=sent_output)\n",
+    "\n",
+    "        return sent_encoder\n",
+    "    \n",
+    "    def _build_document_block(self, sent_encoder, max_len_of_sentence, max_num_of_setnence, \n",
+    "                             num_of_label, dropout=0.3, \n",
+    "                             loss='sparse_categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy']):\n",
+    "        doc_input = Input(shape=(max_num_of_setnence, max_len_of_sentence), dtype='int64')\n",
+    "        doc_output = TimeDistributed(sent_encoder)(doc_input)\n",
+    "\n",
+    "        doc_output = Bidirectional(LSTM(128, return_sequences=False, dropout=dropout))(doc_output)\n",
+    "\n",
+    "        doc_output = Dropout(dropout)(doc_output)\n",
+    "        doc_output = Dense(128, activation='relu')(doc_output)\n",
+    "        doc_output = Dropout(dropout)(doc_output)\n",
+    "        doc_output = Dense(num_of_label, activation='sigmoid')(doc_output)\n",
+    "\n",
+    "        doc_encoder = Model(inputs=doc_input, outputs=doc_output)\n",
+    "        doc_encoder.compile(loss=loss, optimizer=optimizer, metrics=metrics)\n",
+    "        return doc_encoder\n",
+    "    \n",
+    "    def preporcess(self, labels, char_dict=None, unknown_label='UNK'):\n",
+    "        if self.verbose > 3:\n",
+    "            print('-----> Stage: preprocess')\n",
+    "            \n",
+    "        self.build_char_dictionary(char_dict, unknown_label)\n",
+    "        self.convert_labels(labels)\n",
+    "    \n",
+    "    def process(self, df, x_col, y_col, \n",
+    "                max_len_of_sentence=None, max_num_of_setnence=None, label2indexes=None, sample_size=None):\n",
+    "        if self.verbose > 3:\n",
+    "            print('-----> Stage: process')\n",
+    "            \n",
+    "        if sample_size is None:\n",
+    "            sample_size = 1000\n",
+    "        if label2indexes is None:\n",
+    "            if self.label2indexes is None:\n",
+    "                raise Exception('Does not initalize label2indexes. Please invoke preprocess step first')\n",
+    "            label2indexes = self.label2indexes\n",
+    "        if max_len_of_sentence is None:\n",
+    "            max_len_of_sentence = self.max_len_of_sentence\n",
+    "        if max_num_of_setnence is None:\n",
+    "            max_num_of_setnence = self.max_num_of_setnence\n",
+    "\n",
+    "        x_preprocess, y_preprocess = self._transform_raw_data(\n",
+    "            df=df, x_col=x_col, y_col=y_col, label2indexes=label2indexes)\n",
+    "        \n",
+    "        x_preprocess, y_preprocess = self._transform_training_data(\n",
+    "            x_raw=x_preprocess, y_raw=y_preprocess,\n",
+    "            max_len_of_sentence=max_len_of_sentence, max_num_of_setnence=max_num_of_setnence)\n",
+    "        \n",
+    "        if self.verbose > 5:\n",
+    "            print('Shape: ', x_preprocess.shape, y_preprocess.shape)\n",
+    "\n",
+    "        return x_preprocess, y_preprocess\n",
+    "    \n",
+    "    def build_model(self, char_dimension=16, display_summary=False, display_architecture=False, \n",
+    "                    loss='sparse_categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy']):\n",
+    "        if self.verbose > 3:\n",
+    "            print('-----> Stage: build model')\n",
+    "            \n",
+    "        sent_encoder = self._build_sentence_block(\n",
+    "            char_dimension=char_dimension,\n",
+    "            max_len_of_sentence=self.max_len_of_sentence, max_num_of_setnence=self.max_num_of_setnence)\n",
+    "                \n",
+    "        doc_encoder = self._build_document_block(\n",
+    "            sent_encoder=sent_encoder, num_of_label=self.num_of_label,\n",
+    "            max_len_of_sentence=self.max_len_of_sentence, max_num_of_setnence=self.max_num_of_setnence, \n",
+    "            loss=loss, optimizer=optimizer, metrics=metrics)\n",
+    "        \n",
+    "        if display_architecture:\n",
+    "            print('Sentence Architecture')\n",
+    "            IPython.display.display(SVG(model_to_dot(sent_encoder).create(prog='dot', format='svg')))\n",
+    "            print()\n",
+    "            print('Document Architecture')\n",
+    "            IPython.display.display(SVG(model_to_dot(doc_encoder).create(prog='dot', format='svg')))\n",
+    "        \n",
+    "        if display_summary:\n",
+    "            print(doc_encoder.summary())\n",
+    "            \n",
+    "        \n",
+    "        self.model = {\n",
+    "            'sent_encoder': sent_encoder,\n",
+    "            'doc_encoder': doc_encoder\n",
+    "        }\n",
+    "        \n",
+    "        return doc_encoder\n",
+    "    \n",
+    "    def train(self, x_train, y_train, x_test, y_test, batch_size=128, epochs=1, shuffle=True):\n",
+    "        if self.verbose > 3:\n",
+    "            print('-----> Stage: train model')\n",
+    "            \n",
+    "        self.get_model().fit(\n",
+    "            x_train, y_train, validation_data=(x_test, y_test), \n",
+    "            batch_size=batch_size, epochs=epochs, shuffle=shuffle)\n",
+    "        \n",
+    "#         return self.model['doc_encoder']\n",
+    "\n",
+    "    def predict(self, x, model=None, return_prob=False):\n",
+    "        if self.verbose > 3:\n",
+    "            print('-----> Stage: predict')\n",
+    "            \n",
+    "        if model is None:\n",
+    "            model = self.get_model()\n",
+    "            \n",
+    "        if return_prob:\n",
+    "            return model.predict(x_test)\n",
+    "        \n",
+    "        return model.predict(x_test).argmax(axis=-1)\n",
+    "    \n",
+    "    def get_model(self):\n",
+    "        return self.model['doc_encoder']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "97425d0a69723820392eedfb1d4a2624d440b0ec",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "train_df, test_df = train_test_split(training_df, test_size=0.2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "7fc8d75dc5f14237a0eba2b8a34b6b4347e11964",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "char_cnn = CharCNN(max_len_of_sentence=256, max_num_of_setnence=1)\n",
+    "char_cnn.preporcess(labels=training_df['label'].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "931f26a83e15ae8f617e25836502e212c8b5b321",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "x_train, y_train = char_cnn.process(\n",
+    "    df=train_df, x_col='name', y_col='label')\n",
+    "x_test, y_test = char_cnn.process(\n",
+    "    df=test_df, x_col='name', y_col='label')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "60a3811d3c8ab657a898110948aaa67948d581d4",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import keras\n",
+    "from keras.models import Model, load_model\n",
+    "from keras.layers import Dense, Input, Dropout, MaxPooling1D, Conv1D, GlobalMaxPool1D, Bidirectional\n",
+    "from keras.layers import LSTM, Lambda, Bidirectional, concatenate, BatchNormalization, Embedding\n",
+    "from keras.layers import TimeDistributed\n",
+    "from keras.optimizers import Adam\n",
+    "import tensorflow as tf\n",
+    "import keras.backend as K\n",
+    "\n",
+    "char_cnn.build_model()\n",
+    "char_cnn.train(x_train, y_train, x_test, y_test, batch_size=32, epochs=10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "1ddf3f1b5982d8852903b841ec0df804b4bf68a1"
+   },
+   "source": [
+    "# Evaluations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "aa78af278ad827f9a8b3e6f0745592c456434802",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "# Passing dummpy label and getting dummpy y_real just because try to reuse defined function to convert input\n",
+    "x_real, y_real = char_cnn.process(\n",
+    "    df=worldcup_2018_df, x_col='participants', y_col='label')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "41e16db1bdc3f29eb2fffa817884d3c55896a460"
+   },
+   "source": [
+    "Encoded result. 4 means it is 0 actually. 0 means lost."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "_uuid": "18fcf0fd02415f69e1aaf25b8b15f3e8f676f18d",
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "char_cnn.predict(x_real)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "91e195c8ed3b20722fc39a0f2bcd43d2d7604c02"
+   },
+   "source": [
+    "# Conclusion\n",
+    "\n",
+    "Thank you for reading this meaningless model. Actually, I would like to demonstrate how is the importance of feature but not model architecture. \n",
+    "\n",
+    "* When people talk about \"We are using Machine Learning\", \"Applied Deep Neural Network\", you may better ask about feature and data instead of asking about model architecture. Of course, model architecture is important but feature and data are also important as well. Please remember that **GARBAGE IN, GARBAGE OUT**.\n",
+    "* When people talk about having 80% or even 90% accuracy. You may better check whether it is a result in **experiment or actual**. Lots of model is overfit in experiment stage although data scientist believe that they already prevent it very well.\n",
+    "* For the measurement, better understand **other metric** but not just accuracy. For example, we also have precision and recall in classification. We have BELU in machine translation. \n",
+    "* As a Data Scientist, rather talking about using CNN, LSTM bla bla bla, **spend more time on understanding your feature and data**.\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "_uuid": "93f9edbaf910a41290ea0226926fa392b7450768"
+   },
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/README.md b/README.md
index 8f2d472a..3ad25860 100644
--- a/README.md
+++ b/README.md
@@ -305,31 +305,6 @@ For further assistance, feel free to reach out to our community or check the [is
 
 </br>
 
-
-## ❤️ Project Admin
-
-<table>
-	<tr>
-		<td align="center">
-			<a href="https://github.com/UppuluriKalyani">
-				<img src="https://github.com/UppuluriKalyani/ML-Nexus/blob/main/img/a69f9f5e297b91383335f908a66a17e0.jpg" width="100px" alt="" />
-				<br /> <sub><b>Kalyani</b></sub>
-			</a>
-			<br /> <a href="https://github.com/UppuluriKalyani"> 
-		👑 Admin
-	    </a>
-		</td>
-	</tr>
-</table>
-
-
-## 💻 Project Mentors
-
-| <img src="https://github.com/user-attachments/assets/7132a875-9a79-4536-b4c2-7b9818c8c6c4" width="80px" /> | <img src="https://avatars.githubusercontent.com/u/48355572?v=4" width="80px" /> |
-|:---:|:---:|
-| [Sai Nivedh V](https://github.com/SaiNivedh26) <br> 🔧 Mentor | [Pratyay Banerjee](https://github.com/Neilblaze) <br> 🔧 Mentor |
-
-
 ## Contributors👩‍💻👨‍💻
 
 <p>
@@ -350,18 +325,6 @@ For further assistance, feel free to reach out to our community or check the [is
 [![Forkers repo roster for @UppuluriKalyani/ML-Nexus](https://reporoster.com/forks/UppuluriKalyani/ML-Nexus)](https://github.com/UppuluriKalyani/ML-Nexus/network/members)
 
 </div>
-
-
-
-## Proposing Ideas💡 
-If you want to propose an idea, please create an issue and tag @UppuluriKalyani, @Neilblaze, and @SaiNivedh in the issue. Kindly wait until the issue is assigned to you before starting any work.
-
-Assignments will be made on a first-come, first-served basis—whoever requests the issue first will be assigned. Please cooperate and help us improve our project!
-
-
-- **Pull Requests:**
-After submitting a pull request, please give us time to review it. If everything looks good, we will merge it automatically. If any changes are needed, we’ll request them. Please be patient while we go through this process.
-
    
 <p style="clear:both;">
 <h1><a name="contributing"></a><a name="community"></a> <a href="https://github.com/UppuluriKalyani/ML-Nexus">Community</a> and <a href="https://github.com/UppuluriKalyani/ML-nexus/blob/master/CONTRIBUTING.md">Contributing</a></h1>
@@ -399,7 +362,11 @@ We value your feedback! If you have suggestions or encounter any issues, feel fr
   
 <br>
 
-<p align="right">(<a href="#top">Back to top</a>)</p>
+<div align="center">
+    <a href="#top">
+        <img src="https://img.shields.io/badge/Back%20to%20Top-000000?style=for-the-badge&logo=github&logoColor=white" alt="Back to Top">
+    </a>
+</div>
 
 <hr>
 
diff --git a/Reinforcement Learning/Waste Management through advanced RL techniques/README.md b/Reinforcement Learning/Waste Management through advanced RL techniques/README.md
new file mode 100644
index 00000000..cda7191f
--- /dev/null
+++ b/Reinforcement Learning/Waste Management through advanced RL techniques/README.md	
@@ -0,0 +1,71 @@
+# Project Overview
+Epsilon Explorer is a reinforcement learning project designed to explore and analyze the performance of an agent using an epsilon-greedy strategy. The primary objective of this project is to investigate how the agent learns over multiple episodes by balancing exploration (trying new actions) and exploitation (choosing the best-known actions). This project provides valuable insights into the agent's learning dynamics, highlighting the effects of epsilon decay on performance and score improvement.
+
+# Key Concepts:
+Reinforcement Learning
+Reinforcement learning (RL) is a type of machine learning where an agent learns to make decisions by interacting with an environment. The agent receives feedback in the form of rewards or penalties based on its actions, allowing it to learn optimal strategies for maximizing cumulative rewards.
+
+# Epsilon-Greedy Strategy:
+The epsilon-greedy strategy is a popular approach used in reinforcement learning to balance exploration and exploitation. The strategy employs a parameter, epsilon (ε), which determines the probability of choosing a random action (exploration) versus the best-known action (exploitation). As training progresses, epsilon typically decays, allowing the agent to rely more on learned knowledge and less on exploration.
+
+# Score Tracking:
+Tracking the scores achieved by the agent during training provides valuable insights into its performance. By analyzing these scores, we can evaluate the effectiveness of different learning strategies and make informed decisions about tuning hyperparameters.
+
+
+![ep_RL2](https://github.com/user-attachments/assets/4b369c79-64ff-4600-b329-30df9552ad18)
+![epsilon_RL1](https://github.com/user-attachments/assets/8b577058-7e29-4776-9cb3-e9f8eaad2016)
+
+Further an real life application of this concept is implemented through the use of a Daily AI Waste Management technique 
+--------------------------------------------------------------------------------------------------------------------------
+
+## Project Documentation: Waste Management Reinforcement Learning
+
+Project Overview:
+------------------
+
+The project aims to develop a reinforcement learning (RL) agent to optimize waste collection in a simulated environment, minimizing overflow events and improving efficiency.
+1) Environment and State Representation:
+
+The state is represented by four features:
+Waste Level: Current waste level (0 to 1)
+Time of Day: A random value representing the time (0 to 24 hours)
+Weather Condition: A random value (0 to 1) indicating the weather
+Distance to Collection Point: A random value (0 to 10) representing the distance to the waste collection point.
+
+2) Action Space:
+
+The agent can choose between two actions:
+Wait (0): Do not collect waste.
+Collect Waste (1): Proceed with waste collection.
+
+3) Reward Structure:
+
+The reward system is designed to encourage efficient waste collection:
++10 for timely collection when the waste level exceeds the threshold.
+-5 for premature collection when the waste level is below the threshold.
+-1 for each time step to penalize waiting.
+
+4) Training Process:
+
+The agent is trained over 100 episodes, where each episode simulates a series of time steps (up to 20) where the agent makes decisions based on the current state.
+The agent learns from experience using a replay memory and updates its policy through Q-learning.
+
+5) Evaluation Metrics:
+
+Performance is evaluated using:
+Average Reward per Episode: Measures the effectiveness of the agent's actions.
+Epsilon Decay: Tracks the exploration rate, indicating how the agent balances exploration vs. exploitation.
+Overflow Events: Counts occurrences when the waste level exceeds the maximum capacity as per previous updation.
+
+6) Visualization:
+
+The results are visualized using Matplotlib to plot:
+Average rewards per episode, showing the agent's learning progression and rewards gained on successfull execution and implementation of a specified condition
+Epsilon decay over episodes, illustrating the shift from exploration to exploitation.
+Overflow events per episode, highlighting improvements in waste management techniques 
+
+Further the results have been visualized with the help of graphs:
+![use_case_Waste_management_RL1](https://github.com/user-attachments/assets/4d8724d1-c9d3-4d96-adf0-12b977398edd)
+![use_case_waste_managent_2](https://github.com/user-attachments/assets/7153c560-52fb-46c3-b3c0-62fcacb35247)
+![use_case_waste_management3](https://github.com/user-attachments/assets/1a8a7109-1c40-4286-bd05-c6cde101f355)
+
diff --git a/Reinforcement Learning/Waste Management through advanced RL techniques/Visualizing_Epsilon_Decay_and_Scores_in_Reinforcement_Learning.ipynb b/Reinforcement Learning/Waste Management through advanced RL techniques/Visualizing_Epsilon_Decay_and_Scores_in_Reinforcement_Learning.ipynb
new file mode 100644
index 00000000..2f93c32b
--- /dev/null
+++ b/Reinforcement Learning/Waste Management through advanced RL techniques/Visualizing_Epsilon_Decay_and_Scores_in_Reinforcement_Learning.ipynb	
@@ -0,0 +1,333 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "5zt---XLb3Oj",
+        "outputId": "580db4bb-e9f7-47aa-cc1d-e5c9fd647d66"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/tensorflow/lite/python/util.py:55: DeprecationWarning: jax.xla_computation is deprecated. Please use the AOT APIs; see https://jax.readthedocs.io/en/latest/aot.html. For example, replace xla_computation(f)(*xs) with jit(f).lower(*xs).compiler_ir('hlo'). See CHANGELOG.md for 0.4.30 for more examples.\n",
+            "  from jax import xla_computation as _xla_computation\n",
+            "/usr/local/lib/python3.10/dist-packages/gym/core.py:317: DeprecationWarning: \u001b[33mWARN: Initializing wrapper in old step API which returns one bool instead of two. It is recommended to set `new_step_api=True` to use new step API. This will be the default behaviour in future.\u001b[0m\n",
+            "  deprecation(\n",
+            "/usr/local/lib/python3.10/dist-packages/gym/wrappers/step_api_compatibility.py:39: DeprecationWarning: \u001b[33mWARN: Initializing environment in old step API which returns one bool instead of two. It is recommended to set `new_step_api=True` to use new step API. This will be the default behaviour in future.\u001b[0m\n",
+            "  deprecation(\n",
+            "/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
+            "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n",
+            "/usr/local/lib/python3.10/dist-packages/gym/utils/passive_env_checker.py:241: DeprecationWarning: `np.bool8` is a deprecated alias for `np.bool_`.  (Deprecated NumPy 1.24)\n",
+            "  if not isinstance(terminated, (bool, np.bool8)):\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Episode: 1/100, Score: 41, Epsilon: 1.00\n",
+            "Episode: 2/100, Score: 13, Epsilon: 0.99\n",
+            "Episode: 3/100, Score: 10, Epsilon: 0.99\n",
+            "Episode: 4/100, Score: 38, Epsilon: 0.99\n",
+            "Episode: 5/100, Score: 24, Epsilon: 0.98\n",
+            "Episode: 6/100, Score: 20, Epsilon: 0.98\n",
+            "Episode: 7/100, Score: 9, Epsilon: 0.97\n",
+            "Episode: 8/100, Score: 10, Epsilon: 0.97\n",
+            "Episode: 9/100, Score: 9, Epsilon: 0.96\n",
+            "Episode: 10/100, Score: 10, Epsilon: 0.96\n",
+            "Episode: 11/100, Score: 21, Epsilon: 0.95\n",
+            "Episode: 12/100, Score: 17, Epsilon: 0.95\n",
+            "Episode: 13/100, Score: 9, Epsilon: 0.94\n",
+            "Episode: 14/100, Score: 35, Epsilon: 0.94\n",
+            "Episode: 15/100, Score: 30, Epsilon: 0.93\n",
+            "Episode: 16/100, Score: 11, Epsilon: 0.93\n",
+            "Episode: 17/100, Score: 15, Epsilon: 0.92\n",
+            "Episode: 18/100, Score: 13, Epsilon: 0.92\n",
+            "Episode: 19/100, Score: 17, Epsilon: 0.91\n",
+            "Episode: 20/100, Score: 14, Epsilon: 0.91\n",
+            "Episode: 21/100, Score: 19, Epsilon: 0.90\n",
+            "Episode: 22/100, Score: 31, Epsilon: 0.90\n",
+            "Episode: 23/100, Score: 13, Epsilon: 0.90\n",
+            "Episode: 24/100, Score: 22, Epsilon: 0.89\n",
+            "Episode: 25/100, Score: 13, Epsilon: 0.89\n",
+            "Episode: 26/100, Score: 13, Epsilon: 0.88\n",
+            "Episode: 27/100, Score: 11, Epsilon: 0.88\n",
+            "Episode: 28/100, Score: 24, Epsilon: 0.87\n",
+            "Episode: 29/100, Score: 33, Epsilon: 0.87\n",
+            "Episode: 30/100, Score: 8, Epsilon: 0.86\n",
+            "Episode: 31/100, Score: 12, Epsilon: 0.86\n",
+            "Episode: 32/100, Score: 68, Epsilon: 0.86\n",
+            "Episode: 33/100, Score: 23, Epsilon: 0.85\n",
+            "Episode: 34/100, Score: 9, Epsilon: 0.85\n",
+            "Episode: 35/100, Score: 11, Epsilon: 0.84\n",
+            "Episode: 36/100, Score: 12, Epsilon: 0.84\n",
+            "Episode: 37/100, Score: 17, Epsilon: 0.83\n",
+            "Episode: 38/100, Score: 12, Epsilon: 0.83\n",
+            "Episode: 39/100, Score: 22, Epsilon: 0.83\n",
+            "Episode: 40/100, Score: 26, Epsilon: 0.82\n",
+            "Episode: 41/100, Score: 27, Epsilon: 0.82\n",
+            "Episode: 42/100, Score: 33, Epsilon: 0.81\n",
+            "Episode: 43/100, Score: 39, Epsilon: 0.81\n",
+            "Episode: 44/100, Score: 10, Epsilon: 0.81\n",
+            "Episode: 45/100, Score: 52, Epsilon: 0.80\n",
+            "Episode: 46/100, Score: 13, Epsilon: 0.80\n",
+            "Episode: 47/100, Score: 23, Epsilon: 0.79\n",
+            "Episode: 48/100, Score: 18, Epsilon: 0.79\n",
+            "Episode: 49/100, Score: 20, Epsilon: 0.79\n",
+            "Episode: 50/100, Score: 23, Epsilon: 0.78\n",
+            "Episode: 51/100, Score: 18, Epsilon: 0.78\n",
+            "Episode: 52/100, Score: 40, Epsilon: 0.77\n",
+            "Episode: 53/100, Score: 18, Epsilon: 0.77\n",
+            "Episode: 54/100, Score: 22, Epsilon: 0.77\n",
+            "Episode: 55/100, Score: 11, Epsilon: 0.76\n",
+            "Episode: 56/100, Score: 11, Epsilon: 0.76\n",
+            "Episode: 57/100, Score: 27, Epsilon: 0.76\n",
+            "Episode: 58/100, Score: 18, Epsilon: 0.75\n",
+            "Episode: 59/100, Score: 11, Epsilon: 0.75\n",
+            "Episode: 60/100, Score: 30, Epsilon: 0.74\n",
+            "Episode: 61/100, Score: 21, Epsilon: 0.74\n",
+            "Episode: 62/100, Score: 19, Epsilon: 0.74\n",
+            "Episode: 63/100, Score: 35, Epsilon: 0.73\n",
+            "Episode: 64/100, Score: 34, Epsilon: 0.73\n",
+            "Episode: 65/100, Score: 16, Epsilon: 0.73\n",
+            "Episode: 66/100, Score: 116, Epsilon: 0.72\n",
+            "Episode: 67/100, Score: 14, Epsilon: 0.72\n",
+            "Episode: 68/100, Score: 19, Epsilon: 0.71\n",
+            "Episode: 69/100, Score: 29, Epsilon: 0.71\n",
+            "Episode: 70/100, Score: 24, Epsilon: 0.71\n",
+            "Episode: 71/100, Score: 31, Epsilon: 0.70\n",
+            "Episode: 72/100, Score: 14, Epsilon: 0.70\n",
+            "Episode: 73/100, Score: 27, Epsilon: 0.70\n",
+            "Episode: 74/100, Score: 16, Epsilon: 0.69\n",
+            "Episode: 75/100, Score: 46, Epsilon: 0.69\n",
+            "Episode: 76/100, Score: 12, Epsilon: 0.69\n",
+            "Episode: 77/100, Score: 10, Epsilon: 0.68\n",
+            "Episode: 78/100, Score: 15, Epsilon: 0.68\n",
+            "Episode: 79/100, Score: 11, Epsilon: 0.68\n",
+            "Episode: 80/100, Score: 10, Epsilon: 0.67\n",
+            "Episode: 81/100, Score: 15, Epsilon: 0.67\n",
+            "Episode: 82/100, Score: 21, Epsilon: 0.67\n",
+            "Episode: 83/100, Score: 16, Epsilon: 0.66\n",
+            "Episode: 84/100, Score: 10, Epsilon: 0.66\n",
+            "Episode: 85/100, Score: 46, Epsilon: 0.66\n",
+            "Episode: 86/100, Score: 59, Epsilon: 0.65\n",
+            "Episode: 87/100, Score: 31, Epsilon: 0.65\n",
+            "Episode: 88/100, Score: 50, Epsilon: 0.65\n",
+            "Episode: 89/100, Score: 57, Epsilon: 0.64\n",
+            "Episode: 90/100, Score: 45, Epsilon: 0.64\n",
+            "Episode: 91/100, Score: 31, Epsilon: 0.64\n",
+            "Episode: 92/100, Score: 14, Epsilon: 0.63\n",
+            "Episode: 93/100, Score: 38, Epsilon: 0.63\n",
+            "Episode: 94/100, Score: 25, Epsilon: 0.63\n",
+            "Episode: 95/100, Score: 16, Epsilon: 0.62\n",
+            "Episode: 96/100, Score: 45, Epsilon: 0.62\n",
+            "Episode: 97/100, Score: 20, Epsilon: 0.62\n",
+            "Episode: 98/100, Score: 28, Epsilon: 0.61\n",
+            "Episode: 99/100, Score: 14, Epsilon: 0.61\n",
+            "Episode: 100/100, Score: 17, Epsilon: 0.61\n"
+          ]
+        }
+      ],
+      "source": [
+        "import gym\n",
+        "import numpy as np\n",
+        "import tensorflow as tf\n",
+        "from tensorflow.keras import models, layers, optimizers\n",
+        "import random\n",
+        "from collections import deque\n",
+        "\n",
+        "# CartPole environment\n",
+        "env = gym.make('CartPole-v1')\n",
+        "\n",
+        "# Hyperparameters\n",
+        "state_size = env.observation_space.shape[0]\n",
+        "action_size = env.action_space.n\n",
+        "learning_rate = 0.001\n",
+        "gamma = 0.95  # Discount factor for future rewards\n",
+        "epsilon = 1.0  # Exploration rate\n",
+        "epsilon_min = 0.01\n",
+        "epsilon_decay = 0.995\n",
+        "batch_size = 8\n",
+        "episodes = 100\n",
+        "\n",
+        "# Memory to store experiences (state, action, reward, next_state, done)\n",
+        "memory = deque(maxlen=200)  # Significantly reduced memory size\n",
+        "\n",
+        "#  build model\n",
+        "def build_model():\n",
+        "    model = models.Sequential()\n",
+        "    model.add(layers.Dense(8, input_dim=state_size, activation='relu'))  # Fewer neurons\n",
+        "    model.add(layers.Dense(8, activation='relu'))  # Fewer neurons\n",
+        "    model.add(layers.Dense(action_size, activation='linear'))\n",
+        "    model.compile(optimizer=optimizers.Adam(learning_rate=learning_rate), loss='mse')\n",
+        "    return model\n",
+        "\n",
+        "\n",
+        "model = build_model()\n",
+        "\n",
+        "# select action using epsilon-greedy strategy\n",
+        "def choose_action(state, epsilon):\n",
+        "    if np.random.rand() <= epsilon:\n",
+        "        return random.randrange(action_size)  # Exploration\n",
+        "    q_values = model.predict(state, verbose=0)\n",
+        "    return np.argmax(q_values[0])  # Exploitation\n",
+        "\n",
+        "#  replay training\n",
+        "def replay():\n",
+        "    if len(memory) < batch_size:\n",
+        "        return  # Not enough samples to train\n",
+        "\n",
+        "    minibatch = random.sample(memory, batch_size)\n",
+        "    states, targets = [], []\n",
+        "    for state, action, reward, next_state, done in minibatch:\n",
+        "        target = reward\n",
+        "        if not done:\n",
+        "            target += gamma * np.max(model.predict(next_state, verbose=0)[0])\n",
+        "        target_f = model.predict(state, verbose=0)\n",
+        "        target_f[0][action] = target\n",
+        "        states.append(state)\n",
+        "        targets.append(target_f)\n",
+        "\n",
+        "    # Train on the batch\n",
+        "    model.fit(np.vstack(states), np.vstack(targets), epochs=1, verbose=0)\n",
+        "\n",
+        "# Main loop\n",
+        "for e in range(episodes):\n",
+        "    state = env.reset()\n",
+        "    state = np.reshape(state, [1, state_size])\n",
+        "\n",
+        "    for time in range(200):\n",
+        "        action = choose_action(state, epsilon)\n",
+        "        next_state, reward, done, _ = env.step(action)\n",
+        "        next_state = np.reshape(next_state, [1, state_size])\n",
+        "\n",
+        "        # Modify the reward if the episode ends\n",
+        "        reward = reward if not done else -10\n",
+        "\n",
+        "        # Store experience in memory\n",
+        "        memory.append((state, action, reward, next_state, done))\n",
+        "\n",
+        "        # Move to the next state\n",
+        "        state = next_state\n",
+        "\n",
+        "        # End episode if done\n",
+        "        if done:\n",
+        "            print(f\"Episode: {e+1}/{episodes}, Score: {time}, Epsilon: {epsilon:.2f}\")\n",
+        "            break\n",
+        "\n",
+        "        # Training the model using replay memory\n",
+        "        replay()\n",
+        "\n",
+        "    # Decay epsilon\n",
+        "    if epsilon > epsilon_min:\n",
+        "        epsilon *= epsilon_decay\n",
+        "\n",
+        "env.close()\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "\n",
+        "episodes = list(range(1, 101))\n",
+        "\n",
+        "\n",
+        "scores = [\n",
+        "    41, 13, 10, 38, 24, 20, 9, 10, 9, 10,\n",
+        "    21, 17, 9, 35, 30, 11, 15, 13, 17, 14,\n",
+        "    19, 31, 13, 22, 13, 13, 11, 24, 33, 8,\n",
+        "    12, 68, 23, 9, 11, 12, 17, 12, 22, 26,\n",
+        "    27, 33, 39, 10, 52, 13, 23, 18, 20, 23,\n",
+        "    18, 40, 18, 22, 11, 11, 27, 18, 11, 30,\n",
+        "    21, 19, 35, 34, 16, 116, 14, 19, 29, 24,\n",
+        "    31, 14, 27, 16, 46, 12, 10, 15, 11, 10,\n",
+        "    15, 21, 16, 10, 46, 59, 31, 50, 57, 45,\n",
+        "    31, 14, 38, 25, 16, 45, 20, 28, 14, 17\n",
+        "]\n",
+        "\n",
+        "epsilon_values = [\n",
+        "    1.00, 0.99, 0.99, 0.99, 0.98, 0.98, 0.97, 0.97, 0.96, 0.96,\n",
+        "    0.95, 0.95, 0.94, 0.94, 0.93, 0.93, 0.92, 0.92, 0.91, 0.91,\n",
+        "    0.90, 0.90, 0.90, 0.89, 0.89, 0.88, 0.88, 0.87, 0.87, 0.86,\n",
+        "    0.86, 0.86, 0.85, 0.85, 0.84, 0.84, 0.83, 0.83, 0.83, 0.82,\n",
+        "    0.82, 0.81, 0.81, 0.81, 0.80, 0.80, 0.79, 0.79, 0.79, 0.78,\n",
+        "    0.78, 0.77, 0.77, 0.77, 0.76, 0.76, 0.76, 0.75, 0.75, 0.74,\n",
+        "    0.74, 0.74, 0.73, 0.73, 0.73, 0.72, 0.72, 0.71, 0.71, 0.71,\n",
+        "    0.70, 0.70, 0.70, 0.69, 0.69, 0.69, 0.68, 0.68, 0.68, 0.67,\n",
+        "    0.67, 0.67, 0.66, 0.66, 0.66, 0.65, 0.65, 0.65, 0.64, 0.64,\n",
+        "    0.64, 0.63, 0.63, 0.63, 0.62, 0.62, 0.62, 0.61, 0.61, 0.61\n",
+        "]\n",
+        "\n",
+        "\n",
+        "plt.figure(figsize=(14, 6))\n",
+        "\n",
+        "\n",
+        "plt.subplot(1, 2, 1)\n",
+        "plt.plot(episodes, scores, marker='o', color='blue', label='Scores', linestyle='-', markersize=4)\n",
+        "plt.title('Scores per Episode')\n",
+        "plt.xlabel('Episodes')\n",
+        "plt.ylabel('Score')\n",
+        "plt.xticks(range(0, 101, 10))\n",
+        "plt.grid()\n",
+        "plt.legend()\n",
+        "\n",
+        "\n",
+        "plt.subplot(1, 2, 2)\n",
+        "plt.plot(episodes, epsilon_values, marker='x', color='orange', label='Epsilon', linestyle='--', markersize=4)\n",
+        "plt.title('Epsilon Decay over Episodes')\n",
+        "plt.xlabel('Episodes')\n",
+        "plt.ylabel('Epsilon')\n",
+        "plt.xticks(range(0, 101, 10))\n",
+        "plt.grid()\n",
+        "plt.legend()\n",
+        "\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 382
+        },
+        "id": "B5-ndEmzpuk1",
+        "outputId": "db3c4ac1-9ce2-436d-ab2c-c393e886ada8"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x600 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    }
+  ]
+}
diff --git a/Reinforcement Learning/Waste Management through advanced RL techniques/Waste_Management_through_RL (2).ipynb b/Reinforcement Learning/Waste Management through advanced RL techniques/Waste_Management_through_RL (2).ipynb
new file mode 100644
index 00000000..07143a83
--- /dev/null
+++ b/Reinforcement Learning/Waste Management through advanced RL techniques/Waste_Management_through_RL (2).ipynb	
@@ -0,0 +1,5596 @@
+{
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "2-mm9PVGHDGK",
+        "outputId": "e5b79c87-3808-4be3-b43c-28154ce7302e"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Episode: 1/100, Score: 21, Epsilon: 1.00\n",
+            "Episode: 2/100, Score: 21, Epsilon: 0.99\n",
+            "Episode: 3/100, Score: 21, Epsilon: 0.99\n",
+            "Episode: 4/100, Score: 21, Epsilon: 0.99\n",
+            "Episode: 5/100, Score: 21, Epsilon: 0.98\n",
+            "Episode: 6/100, Score: 21, Epsilon: 0.98\n",
+            "Episode: 7/100, Score: 21, Epsilon: 0.97\n",
+            "Episode: 8/100, Score: 21, Epsilon: 0.97\n",
+            "Episode: 9/100, Score: 21, Epsilon: 0.96\n",
+            "Episode: 10/100, Score: 21, Epsilon: 0.96\n",
+            "Episode: 11/100, Score: 21, Epsilon: 0.95\n",
+            "Episode: 12/100, Score: 21, Epsilon: 0.95\n",
+            "Episode: 13/100, Score: 21, Epsilon: 0.94\n",
+            "Episode: 14/100, Score: 21, Epsilon: 0.94\n",
+            "Episode: 15/100, Score: 21, Epsilon: 0.93\n",
+            "Episode: 16/100, Score: 21, Epsilon: 0.93\n",
+            "Episode: 17/100, Score: 21, Epsilon: 0.92\n",
+            "Episode: 18/100, Score: 21, Epsilon: 0.92\n",
+            "Episode: 19/100, Score: 21, Epsilon: 0.91\n",
+            "Episode: 20/100, Score: 21, Epsilon: 0.91\n",
+            "Episode: 21/100, Score: 21, Epsilon: 0.90\n",
+            "Episode: 22/100, Score: 21, Epsilon: 0.90\n",
+            "Episode: 23/100, Score: 21, Epsilon: 0.90\n",
+            "Episode: 24/100, Score: 21, Epsilon: 0.89\n",
+            "Episode: 25/100, Score: 21, Epsilon: 0.89\n",
+            "Episode: 26/100, Score: 21, Epsilon: 0.88\n",
+            "Episode: 27/100, Score: 21, Epsilon: 0.88\n",
+            "Episode: 28/100, Score: 21, Epsilon: 0.87\n",
+            "Episode: 29/100, Score: 21, Epsilon: 0.87\n",
+            "Episode: 30/100, Score: 21, Epsilon: 0.86\n",
+            "Episode: 31/100, Score: 21, Epsilon: 0.86\n",
+            "Episode: 32/100, Score: 21, Epsilon: 0.86\n",
+            "Episode: 33/100, Score: 21, Epsilon: 0.85\n",
+            "Episode: 34/100, Score: 21, Epsilon: 0.85\n",
+            "Episode: 35/100, Score: 21, Epsilon: 0.84\n",
+            "Episode: 36/100, Score: 21, Epsilon: 0.84\n",
+            "Episode: 37/100, Score: 21, Epsilon: 0.83\n",
+            "Episode: 38/100, Score: 21, Epsilon: 0.83\n",
+            "Episode: 39/100, Score: 21, Epsilon: 0.83\n",
+            "Episode: 40/100, Score: 21, Epsilon: 0.82\n",
+            "Episode: 41/100, Score: 21, Epsilon: 0.82\n",
+            "Episode: 42/100, Score: 21, Epsilon: 0.81\n",
+            "Episode: 43/100, Score: 21, Epsilon: 0.81\n",
+            "Episode: 44/100, Score: 21, Epsilon: 0.81\n",
+            "Episode: 45/100, Score: 21, Epsilon: 0.80\n",
+            "Episode: 46/100, Score: 21, Epsilon: 0.80\n",
+            "Episode: 47/100, Score: 21, Epsilon: 0.79\n",
+            "Episode: 48/100, Score: 21, Epsilon: 0.79\n",
+            "Episode: 49/100, Score: 21, Epsilon: 0.79\n",
+            "Episode: 50/100, Score: 21, Epsilon: 0.78\n",
+            "Episode: 51/100, Score: 21, Epsilon: 0.78\n",
+            "Episode: 52/100, Score: 21, Epsilon: 0.77\n",
+            "Episode: 53/100, Score: 21, Epsilon: 0.77\n",
+            "Episode: 54/100, Score: 21, Epsilon: 0.77\n",
+            "Episode: 55/100, Score: 21, Epsilon: 0.76\n",
+            "Episode: 56/100, Score: 21, Epsilon: 0.76\n",
+            "Episode: 57/100, Score: 21, Epsilon: 0.76\n",
+            "Episode: 58/100, Score: 21, Epsilon: 0.75\n",
+            "Episode: 59/100, Score: 21, Epsilon: 0.75\n",
+            "Episode: 60/100, Score: 21, Epsilon: 0.74\n",
+            "Episode: 61/100, Score: 21, Epsilon: 0.74\n",
+            "Episode: 62/100, Score: 21, Epsilon: 0.74\n",
+            "Episode: 63/100, Score: 21, Epsilon: 0.73\n",
+            "Episode: 64/100, Score: 21, Epsilon: 0.73\n",
+            "Episode: 65/100, Score: 21, Epsilon: 0.73\n",
+            "Episode: 66/100, Score: 21, Epsilon: 0.72\n",
+            "Episode: 67/100, Score: 21, Epsilon: 0.72\n",
+            "Episode: 68/100, Score: 21, Epsilon: 0.71\n",
+            "Episode: 69/100, Score: 21, Epsilon: 0.71\n",
+            "Episode: 70/100, Score: 21, Epsilon: 0.71\n",
+            "Episode: 71/100, Score: 21, Epsilon: 0.70\n",
+            "Episode: 72/100, Score: 21, Epsilon: 0.70\n",
+            "Episode: 73/100, Score: 21, Epsilon: 0.70\n",
+            "Episode: 74/100, Score: 21, Epsilon: 0.69\n",
+            "Episode: 75/100, Score: 21, Epsilon: 0.69\n",
+            "Episode: 76/100, Score: 21, Epsilon: 0.69\n",
+            "Episode: 77/100, Score: 21, Epsilon: 0.68\n",
+            "Episode: 78/100, Score: 21, Epsilon: 0.68\n",
+            "Episode: 79/100, Score: 21, Epsilon: 0.68\n",
+            "Episode: 80/100, Score: 21, Epsilon: 0.67\n",
+            "Episode: 81/100, Score: 21, Epsilon: 0.67\n",
+            "Episode: 82/100, Score: 21, Epsilon: 0.67\n",
+            "Episode: 83/100, Score: 21, Epsilon: 0.66\n",
+            "Episode: 84/100, Score: 21, Epsilon: 0.66\n",
+            "Episode: 85/100, Score: 21, Epsilon: 0.66\n",
+            "Episode: 86/100, Score: 21, Epsilon: 0.65\n",
+            "Episode: 87/100, Score: 21, Epsilon: 0.65\n",
+            "Episode: 88/100, Score: 21, Epsilon: 0.65\n",
+            "Episode: 89/100, Score: 21, Epsilon: 0.64\n",
+            "Episode: 90/100, Score: 21, Epsilon: 0.64\n",
+            "Episode: 91/100, Score: 21, Epsilon: 0.64\n",
+            "Episode: 92/100, Score: 21, Epsilon: 0.63\n",
+            "Episode: 93/100, Score: 21, Epsilon: 0.63\n",
+            "Episode: 94/100, Score: 21, Epsilon: 0.63\n",
+            "Episode: 95/100, Score: 21, Epsilon: 0.62\n",
+            "Episode: 96/100, Score: 21, Epsilon: 0.62\n",
+            "Episode: 97/100, Score: 21, Epsilon: 0.62\n",
+            "Episode: 98/100, Score: 21, Epsilon: 0.61\n",
+            "Episode: 99/100, Score: 21, Epsilon: 0.61\n",
+            "Episode: 100/100, Score: 21, Epsilon: 0.61\n"
+          ]
+        }
+      ],
+      "source": [
+        "import numpy as np\n",
+        "import random\n",
+        "from collections import deque\n",
+        "import tensorflow as tf\n",
+        "from tensorflow.keras.models import Sequential\n",
+        "from tensorflow.keras.layers import Dense\n",
+        "from tensorflow.keras.optimizers import Adam\n",
+        "\n",
+        "class EnergyManagementAgent:\n",
+        "    def __init__(self, state_size, action_size):\n",
+        "        self.state_size = state_size\n",
+        "        self.action_size = action_size\n",
+        "        self.memory = deque(maxlen=2000)\n",
+        "        self.gamma = 0.95  # discount rate\n",
+        "        self.epsilon = 1.0  # exploration rate\n",
+        "        self.epsilon_min = 0.01\n",
+        "        self.epsilon_decay = 0.995\n",
+        "        self.learning_rate = 0.001\n",
+        "        self.model = self._build_model()\n",
+        "\n",
+        "    def _build_model(self):\n",
+        "        model = Sequential()\n",
+        "        model.add(tf.keras.Input(shape=(self.state_size,)))\n",
+        "        model.add(Dense(24, activation='relu'))\n",
+        "        model.add(Dense(24, activation='relu'))\n",
+        "        model.add(Dense(self.action_size, activation='linear'))\n",
+        "        model.compile(loss='mse', optimizer=Adam(learning_rate=self.learning_rate))\n",
+        "        return model\n",
+        "\n",
+        "    def remember(self, state, action, reward, next_state, done):\n",
+        "        self.memory.append((state, action, reward, next_state, done))\n",
+        "\n",
+        "    def act(self, state):\n",
+        "        if np.random.rand() <= self.epsilon:\n",
+        "            return random.randrange(self.action_size)\n",
+        "        act_values = self.model.predict(state, verbose=0)\n",
+        "        return np.argmax(act_values[0])\n",
+        "\n",
+        "    def replay(self, batch_size):\n",
+        "        minibatch = random.sample(self.memory, batch_size)\n",
+        "        for state, action, reward, next_state, done in minibatch:\n",
+        "            target = reward\n",
+        "            if not done:\n",
+        "                target = reward + self.gamma * np.amax(self.model.predict(next_state, verbose=0)[0])\n",
+        "            target_f = self.model.predict(state, verbose=0)\n",
+        "            target_f[0][action] = target\n",
+        "            self.model.fit(state, target_f, epochs=1, verbose=0)\n",
+        "        if self.epsilon > self.epsilon_min:\n",
+        "            self.epsilon *= self.epsilon_decay\n",
+        "\n",
+        "    def load(self, name):\n",
+        "        self.model.load_weights(name)\n",
+        "\n",
+        "    def save(self, name):\n",
+        "        self.model.save_weights(name)\n",
+        "\n",
+        "if __name__ == \"__main__\":\n",
+        "    # Environment parameters\n",
+        "    state_size = 4  # Example state: [current energy usage, time of day, temperature, price]\n",
+        "    action_size = 2  # Example actions: [0: reduce usage, 1: maintain usage]\n",
+        "    agent = EnergyManagementAgent(state_size, action_size)\n",
+        "    episodes = 100\n",
+        "\n",
+        "    # Train the agent in the environment\n",
+        "    for e in range(episodes):\n",
+        "        # Reset environment for each episode\n",
+        "        state = np.reshape(np.random.rand(state_size), [1, state_size])\n",
+        "        done = False\n",
+        "        time = 0\n",
+        "\n",
+        "        while not done:\n",
+        "            # Take action\n",
+        "            action = agent.act(state)\n",
+        "            # Simulate next state and reward (replace with environment logic)\n",
+        "            next_state = np.reshape(np.random.rand(state_size), [1, state_size])\n",
+        "            reward = random.uniform(-1, 1)  # Example reward\n",
+        "            done = time >= 20  # Example end condition\n",
+        "\n",
+        "            # Remember the experience\n",
+        "            agent.remember(state, action, reward, next_state, done)\n",
+        "\n",
+        "            # Move to the next state\n",
+        "            state = next_state\n",
+        "            time += 1\n",
+        "\n",
+        "        # Replay experience to train the model\n",
+        "        if len(agent.memory) > 32:\n",
+        "            agent.replay(32)\n",
+        "\n",
+        "        # Print progress\n",
+        "        print(f\"Episode: {e+1}/{episodes}, Score: {time}, Epsilon: {agent.epsilon:.2f}\")\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "ky6lNNgvbFSW"
+      },
+      "outputs": [],
+      "source": [
+        "state_size = 4  # Example state: [waste level, time of day, weather, distance to collection point]\n",
+        "action_size = 2  # Example actions: [0: wait, 1: collect waste]\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "YYrGz8uTbGBq",
+        "outputId": "573c1a02-0ad1-4d60-a503-b80bc49bb885"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Episode: 1/100, Score: 21, Epsilon: 1.00, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 2/100, Score: 21, Epsilon: 0.99, Overflow Events: 0, Average Reward: -2.76\n",
+            "Episode: 3/100, Score: 21, Epsilon: 0.99, Overflow Events: 0, Average Reward: -2.05\n",
+            "Episode: 4/100, Score: 21, Epsilon: 0.99, Overflow Events: 0, Average Reward: -2.38\n",
+            "Episode: 5/100, Score: 21, Epsilon: 0.98, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 6/100, Score: 21, Epsilon: 0.98, Overflow Events: 0, Average Reward: -1.05\n",
+            "Episode: 7/100, Score: 21, Epsilon: 0.97, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 8/100, Score: 21, Epsilon: 0.97, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 9/100, Score: 21, Epsilon: 0.96, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 10/100, Score: 21, Epsilon: 0.96, Overflow Events: 0, Average Reward: -2.76\n",
+            "Episode: 11/100, Score: 21, Epsilon: 0.95, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 12/100, Score: 21, Epsilon: 0.95, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 13/100, Score: 21, Epsilon: 0.94, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 14/100, Score: 21, Epsilon: 0.94, Overflow Events: 0, Average Reward: -1.10\n",
+            "Episode: 15/100, Score: 21, Epsilon: 0.93, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 16/100, Score: 21, Epsilon: 0.93, Overflow Events: 0, Average Reward: -2.57\n",
+            "Episode: 17/100, Score: 21, Epsilon: 0.92, Overflow Events: 4, Average Reward: -1.24\n",
+            "Episode: 18/100, Score: 21, Epsilon: 0.92, Overflow Events: 0, Average Reward: -2.95\n",
+            "Episode: 19/100, Score: 21, Epsilon: 0.91, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 20/100, Score: 21, Epsilon: 0.91, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 21/100, Score: 21, Epsilon: 0.90, Overflow Events: 0, Average Reward: -1.24\n",
+            "Episode: 22/100, Score: 21, Epsilon: 0.90, Overflow Events: 0, Average Reward: -1.43\n",
+            "Episode: 23/100, Score: 21, Epsilon: 0.90, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 24/100, Score: 21, Epsilon: 0.89, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 25/100, Score: 21, Epsilon: 0.89, Overflow Events: 0, Average Reward: -2.38\n",
+            "Episode: 26/100, Score: 21, Epsilon: 0.88, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 27/100, Score: 21, Epsilon: 0.88, Overflow Events: 0, Average Reward: -1.24\n",
+            "Episode: 28/100, Score: 21, Epsilon: 0.87, Overflow Events: 0, Average Reward: -2.76\n",
+            "Episode: 29/100, Score: 21, Epsilon: 0.87, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 30/100, Score: 21, Epsilon: 0.86, Overflow Events: 0, Average Reward: -2.57\n",
+            "Episode: 31/100, Score: 21, Epsilon: 0.86, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 32/100, Score: 21, Epsilon: 0.86, Overflow Events: 0, Average Reward: -2.57\n",
+            "Episode: 33/100, Score: 21, Epsilon: 0.85, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 34/100, Score: 21, Epsilon: 0.85, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 35/100, Score: 21, Epsilon: 0.84, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 36/100, Score: 21, Epsilon: 0.84, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 37/100, Score: 21, Epsilon: 0.83, Overflow Events: 0, Average Reward: -2.05\n",
+            "Episode: 38/100, Score: 21, Epsilon: 0.83, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 39/100, Score: 21, Epsilon: 0.83, Overflow Events: 0, Average Reward: -2.38\n",
+            "Episode: 40/100, Score: 21, Epsilon: 0.82, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 41/100, Score: 21, Epsilon: 0.82, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 42/100, Score: 21, Epsilon: 0.81, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 43/100, Score: 21, Epsilon: 0.81, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 44/100, Score: 21, Epsilon: 0.81, Overflow Events: 1, Average Reward: -1.81\n",
+            "Episode: 45/100, Score: 21, Epsilon: 0.80, Overflow Events: 0, Average Reward: -2.57\n",
+            "Episode: 46/100, Score: 21, Epsilon: 0.80, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 47/100, Score: 21, Epsilon: 0.79, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 48/100, Score: 21, Epsilon: 0.79, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 49/100, Score: 21, Epsilon: 0.79, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 50/100, Score: 21, Epsilon: 0.78, Overflow Events: 0, Average Reward: -1.67\n",
+            "Episode: 51/100, Score: 21, Epsilon: 0.78, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 52/100, Score: 21, Epsilon: 0.77, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 53/100, Score: 21, Epsilon: 0.77, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 54/100, Score: 21, Epsilon: 0.77, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 55/100, Score: 21, Epsilon: 0.76, Overflow Events: 0, Average Reward: -2.76\n",
+            "Episode: 56/100, Score: 21, Epsilon: 0.76, Overflow Events: 0, Average Reward: -2.76\n",
+            "Episode: 57/100, Score: 21, Epsilon: 0.76, Overflow Events: 0, Average Reward: -2.57\n",
+            "Episode: 58/100, Score: 21, Epsilon: 0.75, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 59/100, Score: 21, Epsilon: 0.75, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 60/100, Score: 21, Epsilon: 0.74, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 61/100, Score: 21, Epsilon: 0.74, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 62/100, Score: 21, Epsilon: 0.74, Overflow Events: 0, Average Reward: -2.38\n",
+            "Episode: 63/100, Score: 21, Epsilon: 0.73, Overflow Events: 0, Average Reward: -1.24\n",
+            "Episode: 64/100, Score: 21, Epsilon: 0.73, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 65/100, Score: 21, Epsilon: 0.73, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 66/100, Score: 21, Epsilon: 0.72, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 67/100, Score: 21, Epsilon: 0.72, Overflow Events: 0, Average Reward: -0.71\n",
+            "Episode: 68/100, Score: 21, Epsilon: 0.71, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 69/100, Score: 21, Epsilon: 0.71, Overflow Events: 0, Average Reward: -0.33\n",
+            "Episode: 70/100, Score: 21, Epsilon: 0.71, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 71/100, Score: 21, Epsilon: 0.70, Overflow Events: 0, Average Reward: -1.43\n",
+            "Episode: 72/100, Score: 21, Epsilon: 0.70, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 73/100, Score: 21, Epsilon: 0.70, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 74/100, Score: 21, Epsilon: 0.69, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 75/100, Score: 21, Epsilon: 0.69, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 76/100, Score: 21, Epsilon: 0.69, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 77/100, Score: 21, Epsilon: 0.68, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 78/100, Score: 21, Epsilon: 0.68, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 79/100, Score: 21, Epsilon: 0.68, Overflow Events: 0, Average Reward: -1.24\n",
+            "Episode: 80/100, Score: 21, Epsilon: 0.67, Overflow Events: 0, Average Reward: -1.43\n",
+            "Episode: 81/100, Score: 21, Epsilon: 0.67, Overflow Events: 0, Average Reward: -0.86\n",
+            "Episode: 82/100, Score: 21, Epsilon: 0.67, Overflow Events: 0, Average Reward: -2.38\n",
+            "Episode: 83/100, Score: 21, Epsilon: 0.66, Overflow Events: 0, Average Reward: -1.43\n",
+            "Episode: 84/100, Score: 21, Epsilon: 0.66, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 85/100, Score: 21, Epsilon: 0.66, Overflow Events: 0, Average Reward: -1.24\n",
+            "Episode: 86/100, Score: 21, Epsilon: 0.65, Overflow Events: 0, Average Reward: -1.62\n",
+            "Episode: 87/100, Score: 21, Epsilon: 0.65, Overflow Events: 0, Average Reward: -1.81\n",
+            "Episode: 88/100, Score: 21, Epsilon: 0.65, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 89/100, Score: 21, Epsilon: 0.64, Overflow Events: 0, Average Reward: -1.05\n",
+            "Episode: 90/100, Score: 21, Epsilon: 0.64, Overflow Events: 0, Average Reward: -1.05\n",
+            "Episode: 91/100, Score: 21, Epsilon: 0.64, Overflow Events: 0, Average Reward: -0.71\n",
+            "Episode: 92/100, Score: 21, Epsilon: 0.63, Overflow Events: 0, Average Reward: -2.19\n",
+            "Episode: 93/100, Score: 21, Epsilon: 0.63, Overflow Events: 0, Average Reward: -1.24\n",
+            "Episode: 94/100, Score: 21, Epsilon: 0.63, Overflow Events: 0, Average Reward: -0.86\n",
+            "Episode: 95/100, Score: 21, Epsilon: 0.62, Overflow Events: 0, Average Reward: -2.38\n",
+            "Episode: 96/100, Score: 21, Epsilon: 0.62, Overflow Events: 1, Average Reward: -1.24\n",
+            "Episode: 97/100, Score: 21, Epsilon: 0.62, Overflow Events: 0, Average Reward: -2.00\n",
+            "Episode: 98/100, Score: 21, Epsilon: 0.61, Overflow Events: 6, Average Reward: -0.86\n",
+            "Episode: 99/100, Score: 21, Epsilon: 0.61, Overflow Events: 0, Average Reward: -0.86\n",
+            "Episode: 100/100, Score: 21, Epsilon: 0.61, Overflow Events: 0, Average Reward: -0.71\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Environment parameters\n",
+        "state_size = 4  # Example state: [waste level, time of day, weather, distance to collection point]\n",
+        "action_size = 2  # Example actions: [0: wait, 1: collect waste]\n",
+        "agent = EnergyManagementAgent(state_size, action_size)\n",
+        "episodes = 100\n",
+        "\n",
+        "# Waste management specific parameters\n",
+        "threshold = 0.7  # Waste level threshold (between 0 and 1, where 1 means full capacity)\n",
+        "\n",
+        "# Train the agent in the environment\n",
+        "for e in range(episodes):\n",
+        "    # Reset environment for each episode\n",
+        "    waste_level = random.uniform(0, 0.5)  # Start with a random waste level below the threshold\n",
+        "    state = np.reshape([waste_level, random.uniform(0, 24), random.uniform(0, 1), random.uniform(0, 10)], [1, state_size])\n",
+        "    done = False\n",
+        "    time = 0\n",
+        "    overflow_count = 0  # Track overflow events\n",
+        "    rewards = []\n",
+        "\n",
+        "    while not done:\n",
+        "        # Take action\n",
+        "        action = agent.act(state)\n",
+        "        # Simulate next state and reward (replace with environment logic)\n",
+        "        waste_level += random.uniform(0, 0.1)  # Waste increases over time\n",
+        "        if waste_level > 1.0:  # Overflow occurred\n",
+        "            overflow_count += 1\n",
+        "            waste_level = 1.0\n",
+        "\n",
+        "        next_state = np.reshape([waste_level, random.uniform(0, 24), random.uniform(0, 1), random.uniform(0, 10)], [1, state_size])\n",
+        "\n",
+        "        # Reward structure\n",
+        "        reward = -1  # Default reward for time passing\n",
+        "        if waste_level > threshold and action == 1:\n",
+        "            reward = 10  # Positive reward for timely collection\n",
+        "            waste_level = 0  # Waste collected\n",
+        "        elif waste_level < threshold and action == 1:\n",
+        "            reward = -5  # Penalty for collecting too early\n",
+        "\n",
+        "        rewards.append(reward)\n",
+        "\n",
+        "        done = time >= 20  # Example end condition\n",
+        "\n",
+        "        # Remember the experience\n",
+        "        agent.remember(state, action, reward, next_state, done)\n",
+        "\n",
+        "        # Move to the next state\n",
+        "        state = next_state\n",
+        "        time += 1\n",
+        "\n",
+        "    # Replay experience to train the model\n",
+        "    if len(agent.memory) > 32:\n",
+        "        agent.replay(32)\n",
+        "\n",
+        "    # Print progress\n",
+        "    print(f\"Episode: {e+1}/{episodes}, Score: {time}, Epsilon: {agent.epsilon:.2f}, Overflow Events: {overflow_count}, Average Reward: {np.mean(rewards):.2f}\")\n",
+        "plt.figure(figsize=(15, 5))\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "background_save": true,
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Q6xdPil6fQ7M",
+        "outputId": "6cf5f96c-a5d3-4c3f-9f9a-a5eceaeec02c"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "Episode: 28/100, Score: 21, Epsilon: 0.87, Overflow Events: 0, Average Reward: -2.38\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "Episode: 29/100, Score: 21, Epsilon: 0.87, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "Episode: 30/100, Score: 21, Epsilon: 0.86, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "Episode: 31/100, Score: 21, Epsilon: 0.86, Overflow Events: 0, Average Reward: -2.76\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "Episode: 32/100, Score: 21, Epsilon: 0.86, Overflow Events: 0, Average Reward: -2.38\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "Episode: 33/100, Score: 21, Epsilon: 0.85, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "Episode: 34/100, Score: 21, Epsilon: 0.85, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "Episode: 35/100, Score: 21, Epsilon: 0.84, Overflow Events: 0, Average Reward: -1.86\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "Episode: 36/100, Score: 21, Epsilon: 0.84, Overflow Events: 0, Average Reward: -2.38\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "Episode: 37/100, Score: 21, Epsilon: 0.83, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 74ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "Episode: 38/100, Score: 21, Epsilon: 0.83, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "Episode: 39/100, Score: 21, Epsilon: 0.83, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "Episode: 40/100, Score: 21, Epsilon: 0.82, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 58ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "Episode: 41/100, Score: 21, Epsilon: 0.82, Overflow Events: 0, Average Reward: -1.67\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "Episode: 42/100, Score: 21, Epsilon: 0.81, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 63ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "Episode: 43/100, Score: 21, Epsilon: 0.81, Overflow Events: 0, Average Reward: -2.19\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "Episode: 44/100, Score: 21, Epsilon: 0.81, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "Episode: 45/100, Score: 21, Epsilon: 0.80, Overflow Events: 0, Average Reward: -2.19\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "Episode: 46/100, Score: 21, Epsilon: 0.80, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "Episode: 47/100, Score: 21, Epsilon: 0.79, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "Episode: 48/100, Score: 21, Epsilon: 0.79, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "Episode: 49/100, Score: 21, Epsilon: 0.79, Overflow Events: 0, Average Reward: -2.19\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "Episode: 50/100, Score: 21, Epsilon: 0.78, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 73ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "Episode: 51/100, Score: 21, Epsilon: 0.78, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 58ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "Episode: 52/100, Score: 21, Epsilon: 0.77, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "Episode: 53/100, Score: 21, Epsilon: 0.77, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "Episode: 54/100, Score: 21, Epsilon: 0.77, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 63ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "Episode: 55/100, Score: 21, Epsilon: 0.76, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 59ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "Episode: 56/100, Score: 21, Epsilon: 0.76, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "Episode: 57/100, Score: 21, Epsilon: 0.76, Overflow Events: 0, Average Reward: -2.19\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "Episode: 58/100, Score: 21, Epsilon: 0.75, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 65ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "Episode: 59/100, Score: 21, Epsilon: 0.75, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "Episode: 60/100, Score: 21, Epsilon: 0.74, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 73ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 61ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "Episode: 61/100, Score: 21, Epsilon: 0.74, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "Episode: 62/100, Score: 21, Epsilon: 0.74, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "Episode: 63/100, Score: 21, Epsilon: 0.73, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 75ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "Episode: 64/100, Score: 21, Epsilon: 0.73, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "Episode: 65/100, Score: 21, Epsilon: 0.73, Overflow Events: 0, Average Reward: -2.57\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "Episode: 66/100, Score: 21, Epsilon: 0.72, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 72ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "Episode: 67/100, Score: 21, Epsilon: 0.72, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "Episode: 68/100, Score: 21, Epsilon: 0.71, Overflow Events: 0, Average Reward: -1.67\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "Episode: 69/100, Score: 21, Epsilon: 0.71, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 72ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "Episode: 70/100, Score: 21, Epsilon: 0.71, Overflow Events: 0, Average Reward: -2.19\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "Episode: 71/100, Score: 21, Epsilon: 0.70, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 85ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "Episode: 72/100, Score: 21, Epsilon: 0.70, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "Episode: 73/100, Score: 21, Epsilon: 0.70, Overflow Events: 0, Average Reward: -1.05\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 75ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 69ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 69ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "Episode: 74/100, Score: 21, Epsilon: 0.69, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 73ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 74ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "Episode: 75/100, Score: 21, Epsilon: 0.69, Overflow Events: 0, Average Reward: -2.38\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 68ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "Episode: 76/100, Score: 21, Epsilon: 0.69, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 58ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 67ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "Episode: 77/100, Score: 21, Epsilon: 0.68, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 62ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 72ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 87ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 68ms/step\n",
+            "Episode: 78/100, Score: 21, Epsilon: 0.68, Overflow Events: 0, Average Reward: -2.00\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "Episode: 79/100, Score: 21, Epsilon: 0.68, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 68ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 86ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "Episode: 80/100, Score: 21, Epsilon: 0.67, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 75ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "Episode: 81/100, Score: 21, Epsilon: 0.67, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 86ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "Episode: 82/100, Score: 21, Epsilon: 0.67, Overflow Events: 0, Average Reward: -2.38\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "Episode: 83/100, Score: 21, Epsilon: 0.66, Overflow Events: 0, Average Reward: -1.05\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "Episode: 84/100, Score: 21, Epsilon: 0.66, Overflow Events: 4, Average Reward: -0.67\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "Episode: 85/100, Score: 21, Epsilon: 0.66, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 68ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "Episode: 86/100, Score: 21, Epsilon: 0.65, Overflow Events: 0, Average Reward: -2.19\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 74ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 89ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 61ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 81ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "Episode: 87/100, Score: 21, Epsilon: 0.65, Overflow Events: 0, Average Reward: -1.62\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 63ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 62ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "Episode: 88/100, Score: 21, Epsilon: 0.65, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 69ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 66ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "Episode: 89/100, Score: 21, Epsilon: 0.64, Overflow Events: 0, Average Reward: -1.29\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 84ms/step\n",
+            "Episode: 90/100, Score: 21, Epsilon: 0.64, Overflow Events: 0, Average Reward: -1.05\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 74ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "Episode: 91/100, Score: 21, Epsilon: 0.64, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 58ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 58ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 81ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "Episode: 92/100, Score: 21, Epsilon: 0.63, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 70ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 57ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "Episode: 93/100, Score: 21, Epsilon: 0.63, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 69ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 71ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 53ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "Episode: 94/100, Score: 21, Epsilon: 0.63, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "Episode: 95/100, Score: 21, Epsilon: 0.62, Overflow Events: 0, Average Reward: -1.81\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "Episode: 96/100, Score: 21, Epsilon: 0.62, Overflow Events: 5, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 58ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 59ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "Episode: 97/100, Score: 21, Epsilon: 0.62, Overflow Events: 0, Average Reward: -1.05\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 62ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 58ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "Episode: 98/100, Score: 21, Epsilon: 0.61, Overflow Events: 0, Average Reward: -1.24\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 56ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 52ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 63ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 55ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 54ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 39ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "Episode: 99/100, Score: 21, Epsilon: 0.61, Overflow Events: 0, Average Reward: -1.43\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 18ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 34ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 26ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 19ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 43ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 65ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 42ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 48ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 30ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 41ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 36ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 31ms/step\n",
+            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 49ms/step\n",
+            "Episode: 100/100, Score: 21, Epsilon: 0.61, Overflow Events: 0, Average Reward: -1.43\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAABdEAAAHqCAYAAADrpwd3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3xT9foH8M/JaNJdCi2bskGQoSAoMhwIAoqgiCKXJSAiuNDrT7wqeK+KE1GvCooMEQVE9DpBRFBc7DJkyGwZbYGW7jZpkvP7Izmn52S0SZs0Sft5v159acNJ+k2a5DTPec7nEURRFEFERERERERERERERC40wV4AEREREREREREREVGoYhGdiIiIiIiIiIiIiMgDFtGJiIiIiIiIiIiIiDxgEZ2IiIiIiIiIiIiIyAMW0YmIiIiIiIiIiIiIPGARnYiIiIiIiIiIiIjIAxbRiYiIiIiIiIiIiIg8YBGdiIiIiIiIiIiIiMgDFtGJiIiIiIiIiIiIiDxgEZ2IQtLcuXMhCEKwlxE0LVu2xMSJE2v0Z9b1x5yIKJRdd911uO666+TvT506BUEQsGzZsqCtiYiIyN927NiBPn36IDo6GoIgIDU1lZ9TyO8mTpyIli1b1ujP3LJlCwRBwJYtW2r055L/sIhOIevdd9+FIAjo3bt3sJcSclq2bAlBEOSv6Oho9OrVCx999FGwl1YnXXfddarfh/KrY8eOwV4eERH50bJlyzy+5wuCgD///DPYSwy4iRMnqu5zTEwMWrdujVGjRuHzzz+HzWYL9hKJiKgCf/31F/7xj3+gadOmMBgMaNKkCcaOHYu//vorqOsqKyvDnXfeiZycHLzxxhtYsWIFUlJSgromJefP4cqvm2++OdjLAwC8+OKL+PLLL4O9DL+SDqJ4+srMzAz2EqmO0AV7AUSerFy5Ei1btsT27dtx7NgxtG3bNthLCindu3fHY489BgDIyMjA4sWLMWHCBJhMJkydOjXIq6t7mjVrhnnz5rlcHh8fX6XbO3LkCDQaHuckIgpV//73v9GqVSuXywP198oPP/wQkNutKoPBgMWLFwMASkpKkJaWhq+//hqjRo3Cddddh//973+Ii4sL8iqJiMjZunXrMGbMGCQmJmLy5Mlo1aoVTp06hQ8//BBr167FqlWrMHLkyKCs7fjx40hLS8MHH3yAKVOmBGUNlVF+Dldq0qRJEFbj6sUXX8SoUaMwYsSIYC/F79577z3ExMS4XJ6QkODzbX3wwQc86E8+YxGdQtLJkyfx+++/Y926dZg2bRpWrlyJOXPm1OgabDYbzGYzjEZjjf5cbzVt2hT/+Mc/5O8nTpyI1q1b44033giLIrrFYoHNZkNERESwl1Ipb54L8fHxqt9HdRkMBr/dFhER+d+QIUPQs2fPGvt5oba/1Ol0Lvu9559/Hi+99BJmz56NqVOnYvXq1UFaHRERuXP8+HGMGzcOrVu3xi+//IKkpCT53x5++GH069cP48aNw759+9C6desaW1dRURGio6Nx/vx5AFUritYU58/h5B/FxcWIioqqcJtRo0ahQYMGfvl5er3eL7dDdQvbHCkkrVy5EvXq1cOwYcMwatQorFy5Uv63srIyJCYmYtKkSS7Xy8/Ph9FoxOOPPy5fZjKZMGfOHLRt2xYGgwHNmzfHE088AZPJpLquIAiYOXMmVq5cic6dO8NgMGD9+vUAgNdeew19+vRB/fr1ERkZiR49emDt2rUuP7+kpAQPPfQQGjRogNjYWAwfPhxnz56FIAiYO3euatuzZ8/i3nvvRcOGDWEwGNC5c2csWbKkyo9ZUlISOnbsiOPHj6sut9lsWLBgATp37gyj0YiGDRti2rRpuHTpkrzNrFmzUL9+fYiiKF/24IMPQhAEvPXWW/JlWVlZEAQB7733HgDAbDbj2WefRY8ePRAfH4/o6Gj069cPmzdvVq1Bym197bXXsGDBArRp0wYGgwEHDx4EAPz666+46qqrYDQa0aZNGyxatMjr+33dddfh8ssvx65du9CnTx9ERkaiVatWWLhwocu2/nguVId0Gtrhw4cxevRoxMXFoX79+nj44YdRWlqq2tY5E72srAzPPfcc2rVrB6PRiPr166Nv377YuHGj6no//fQT+vXrh+joaCQkJOC2227DoUOHXNbiy2P+8ccfo0ePHoiMjERiYiLuvvtunD59unoPBhFRLafc973xxhtISUlBZGQkBgwYgAMHDqi2zczMxKRJk9CsWTMYDAY0btwYt912G06dOiVv45yJ7ok3+wFpf3Ts2DFMnDgRCQkJiI+Px6RJk1BcXFyt+/3kk09i0KBB+Oyzz/D333+r/u3777+X1xYbG4thw4a5jQ6Q9pNJSUmIjIxEhw4d8K9//Uv+97S0NDzwwAPo0KEDIiMjUb9+fdx5552qx+vEiRMQBAFvvPGGy+3//vvvEAQBn376abXuKxFRuHn11VdRXFyM999/X1VAB4AGDRpg0aJFKCoqwiuvvAIAWLt2LQRBwM8//+xyW4sWLYIgCKp92uHDhzFq1CgkJibCaDSiZ8+e+Oqrr1TXk2LRfv75ZzzwwANITk5Gs2bNMHHiRAwYMAAAcOedd0IQhAr3exaLBf/5z3/kz5YtW7bEU089pfpsV9XPudXx2muvQRAEpKWlufzb7NmzERERofosvm3bNtx8882Ij49HVFQUBgwYgN9++011PW/324IgoKioCMuXL5ejTqTPlAUFBXjkkUfQsmVLGAwGJCcn46abbsLu3bsrvD++fIYFvPvsqPwM379/f0RFReGpp56q9LGtjJQ5vnr1ajz11FNo1KgRoqOjMXz4cJc1uMtEX7VqFXr06IHY2FjExcWhS5cuePPNN1XbnDhxAnfeeScSExMRFRWFq6++Gt9++63LWs6cOYMRI0YgOjoaycnJePTRR13qDhJvngMUGtiJTiFp5cqVuP322xEREYExY8bgvffew44dO3DVVVdBr9dj5MiRWLduHRYtWqTqzPryyy9hMplw9913A7AXkIcPH45ff/0V9913Hy677DLs378fb7zxBv7++2+XrLCffvoJa9aswcyZM9GgQQP5TfXNN9/E8OHDMXbsWJjNZqxatQp33nknvvnmGwwbNky+/sSJE7FmzRqMGzcOV199NX7++WfVv0uysrJw9dVXy8XapKQkfP/995g8eTLy8/PxyCOP+PyYWSwWnDlzBvXq1VNdPm3aNCxbtgyTJk3CQw89hJMnT+K///0v9uzZg99++w16vR79+vXDG2+8gb/++guXX345AGDr1q3QaDTYunUrHnroIfkyAOjfvz8A+0GLxYsXY8yYMZg6dSoKCgrw4YcfYvDgwdi+fTu6d++uWsvSpUtRWlqK++67DwaDAYmJidi/fz8GDRqEpKQkzJ07FxaLBXPmzEHDhg29vu+XLl3C0KFDMXr0aIwZMwZr1qzB9OnTERERgXvvvReA/54LnlitVly8eNHl8sjISERHR6suGz16NFq2bIl58+bhzz//xFtvvYVLly5VmGk/d+5czJs3D1OmTEGvXr2Qn5+PnTt3Yvfu3bjpppsAAD/++COGDBmC1q1bY+7cuSgpKcHbb7+Na6+9Frt375bvgy+P+QsvvIBnnnkGo0ePxpQpU3DhwgW8/fbb6N+/P/bs2RPSXSJERIGUl5fn8r4vCALq16+vuuyjjz5CQUEBZsyYgdLSUrz55pu44YYbsH//fvl994477sBff/2FBx98EC1btsT58+exceNGpKen+zT0ytv9gGT06NFo1aoV5s2bh927d2Px4sVITk7Gyy+/XKXHRDJu3Dj88MMP2LhxI9q3bw8AWLFiBSZMmIDBgwfj5ZdfRnFxMd577z307dsXe/bskde2b98+9OvXD3q9Hvfddx9atmyJ48eP4+uvv8YLL7wAwD507vfff8fdd9+NZs2a4dSpU3jvvfdw3XXX4eDBg4iKikLr1q1x7bXXYuXKlXj00UdV61u5ciViY2Nx2223Vet+EhGFm6+//hotW7ZEv3793P57//790bJlS7koOGzYMMTExGDNmjVygVuyevVqdO7cWf78+Ndff+Haa69F06ZN8eSTTyI6Ohpr1qzBiBEj8Pnnn7tExDzwwANISkrCs88+i6KiIvTv3x9NmzbFiy++iIceeghXXXVVhZ8Jp0yZguXLl2PUqFF47LHHsG3bNsybNw+HDh3CF198AQBV/pxbkbKyMref+6KjoxEZGYnRo0fjiSeewJo1a/DPf/5Ttc2aNWswaNAg+TP7Tz/9hCFDhqBHjx6YM2cONBoNli5dihtuuAFbt25Fr169VNevbL+9YsUK+fPifffdBwBo06YNAOD+++/H2rVrMXPmTHTq1AnZ2dn49ddfcejQIVx55ZWV3m9vPsP68tkxOzsbQ4YMwd13341//OMfXn3+z8nJcblMp9O5fCZ94YUXIAgC/u///g/nz5/HggULMHDgQKSmpiIyMtLtbW/cuBFjxozBjTfeKD+ehw4dwm+//YaHH34YgL2O06dPHxQXF+Ohhx5C/fr1sXz5cgwfPhxr166Vn+MlJSW48cYbkZ6ejoceeghNmjTBihUr8NNPP7n8XF+fAxRkIlGI2blzpwhA3LhxoyiKomiz2cRmzZqJDz/8sLzNhg0bRADi119/rbru0KFDxdatW8vfr1ixQtRoNOLWrVtV2y1cuFAEIP7222/yZQBEjUYj/vXXXy5rKi4uVn1vNpvFyy+/XLzhhhvky3bt2iUCEB955BHVthMnThQBiHPmzJEvmzx5sti4cWPx4sWLqm3vvvtuMT4+3uXnOUtJSREHDRokXrhwQbxw4YK4f/9+cdy4cSIAccaMGfJ2W7duFQGIK1euVF1//fr1qsvPnz8vAhDfffddURRFMTc3V9RoNOKdd94pNmzYUL7eQw89JCYmJoo2m00URVG0WCyiyWRS3falS5fEhg0bivfee6982cmTJ0UAYlxcnHj+/HnV9iNGjBCNRqOYlpYmX3bw4EFRq9WK3rxFDRgwQAQgvv766/JlJpNJ7N69u5icnCyazWZRFP33XKhoDe6+pk2bJm83Z84cEYA4fPhw1fUfeOABEYC4d+9e+bKUlBRxwoQJ8vfdunUThw0bVuE6pPucnZ0tX7Z3715Ro9GI48ePly/z9jE/deqUqNVqxRdeeEH1c/bv3y/qdDqXy4mI6oKlS5d6fM83GAzydtK+LzIyUjxz5ox8+bZt20QA4qOPPiqKon2/CUB89dVXK/y5AwYMEAcMGOBy+0uXLpUv83Y/IO2PlPtqURTFkSNHivXr16/0MZgwYYIYHR3t8d/37Nmjuo8FBQViQkKCOHXqVNV2mZmZYnx8vOry/v37i7Gxsap9lCiK8t8eouj6d5koiuIff/whAhA/+ugj+bJFixaJAMRDhw7Jl5nNZrFBgwaqfSwRUV2Qm5srAhBvu+22CrcbPny4CEDMz88XRVEUx4wZIyYnJ4sWi0XeJiMjQ9RoNOK///1v+bIbb7xR7NKli1haWipfZrPZxD59+ojt2rWTL5P2o3379lXdpiiK4ubNm0UA4meffaa6XNpvSVJTU0UA4pQpU1TbPf744yIA8aeffhJFseqfcz1JSUnx+DfAvHnz5O2uueYasUePHqrrbt++XbWfstlsYrt27cTBgwe77ONatWol3nTTTS7335v9dnR0tNt9XHx8vKpW4C1vP8P68tlR+vy8cOFCn9bg7qtDhw7ydtLzp2nTpvLzVxRFcc2aNSIA8c0335QvmzBhgpiSkiJ///DDD4txcXEuz0mlRx55RASgqikUFBSIrVq1Elu2bClarVZRFEVxwYIFIgBxzZo18nZFRUVi27ZtRQDi5s2bRVH07TlAoYFxLhRyVq5ciYYNG+L6668HYO/quuuuu7Bq1SpYrVYAwA033IAGDRqosjYvXbqEjRs34q677pIv++yzz3DZZZehY8eOuHjxovx1ww03AIBL7MiAAQPQqVMnlzUpj1ZeunQJeXl56Nevn+rUJynu44EHHlBd98EHH1R9L4oiPv/8c9x6660QRVG1rsGDByMvL6/SU6oA+4CxpKQkJCUloUuXLlixYgUmTZqEV199VXX/4+PjcdNNN6l+To8ePRATEyPffykK5pdffgEA/Pbbb9BqtfjnP/+JrKwsHD16FID9CH3fvn0hCAIAQKvVymcC2Gw25OTkwGKxoGfPnm7vwx133KE6bdBqtWLDhg0YMWIEWrRoIV9+2WWXYfDgwZU+BhKdTodp06bJ30dERGDatGk4f/48du3aJT8W/ngueNKyZUts3LjR5cvdWQUzZsxQfS89R7777juPt5+QkIC//vpL/l04y8jIQGpqKiZOnIjExET58q5du+Kmm26Sb9uXx3zdunWw2WwYPXq06jFr1KgR2rVr5/KYERHVJe+8847Le/7333/vst2IESPQtGlT+ftevXqhd+/e8vtyZGQkIiIisGXLFtXp3b7ydj+gdP/996u+79evH7Kzs5Gfn1/ldQCQh34VFBQAsHd35ebmYsyYMar9iVarRe/eveX9yYULF/DLL7/g3nvvVe2jAMh/ewDqv8vKysqQnZ2Ntm3bIiEhQfX3x+jRo2E0GlWxgBs2bMDFixeZZ0tEdY70nhwbG1vhdtK/S/uCu+66C+fPn8eWLVvkbdauXQubzSZ/9s7JycFPP/2E0aNHo6CgQH6fz87OxuDBg3H06FGcPXtW9XOmTp0KrVZbpfsi7dNmzZqlulwa+Cl10lf1c25Fevfu7fZz35gxY+Rt7rrrLuzatUsVtbp69WoYDAb5LKjU1FQcPXoU99xzD7Kzs+XHrKioCDfeeCN++eUXl8GX1dlvJyQkYNu2bTh37lyl27pT2WdYXz87GgwGtxG9Ffn8889dHvelS5e6bDd+/HjV83zUqFFo3LhxpZ+3i4qKXOJSlb777jv06tULffv2lS+LiYnBfffdh1OnTslxtd999x0aN26MUaNGydtFRUXJZwdIqvIcoOBinAuFFKvVilWrVuH666/HyZMn5ct79+6N119/HZs2bcKgQYOg0+lwxx134JNPPoHJZILBYMC6detQVlamKqIfPXoUhw4dcsl7k0iDSyStWrVyu90333yD559/HqmpqaocK+VONi0tDRqNxuU22rZtq/r+woULyM3Nxfvvv4/333/fq3W507t3bzz//POwWq04cOAAnn/+eVy6dEkVb3P06FHk5eUhOTm50p/Tr18/eaeydetW9OzZEz179kRiYiK2bt2Khg0bYu/evbjnnntUt7F8+XK8/vrrOHz4MMrKyuTL3T2WzpdduHABJSUlaNeuncu2HTp0qHAnp9SkSROXyBTp9PFTp07h6quv9ttzwZPo6GgMHDjQq22d72+bNm2g0WhUWa7O/v3vf+O2225D+/btcfnll+Pmm2/GuHHj0LVrVwCQM/c6dOjgct3LLrsMGzZsQFFREQoKCrx+zI8ePQpRFN1uC3AYCxHVbb169fJqsKi799D27dtjzZo1AOwfIl9++WU89thjaNiwIa6++mrccsstGD9+PBo1auT1erzdDyj3l86Faun08kuXLiEuLs7rn+2ssLAQQHkhRipSSAeunUk/68SJEwAgn3LvSUlJCebNm4elS5fi7NmzqqzbvLw8+f8TEhJw66234pNPPsF//vMfAPZmjaZNm3pcCxFRbSW9J0vFdE+ci+1SVvPq1atx4403ArAXhLt37y5/5jp27BhEUcQzzzyDZ555xu3tnj9/XnVQ2dfPW0rSZ2/nz9qNGjVCQkKCKo+8qp9zPWnQoEGln/vuvPNOzJo1S87mFkURn332GYYMGSLv86R944QJEzzeTl5eniqutTr77VdeeQUTJkxA8+bN0aNHDwwdOhTjx4/3eoBsZZ9hff3s2LRpU5+Hpvfv39+rwaLOaxAEAW3btq3w8/YDDzyANWvWYMiQIWjatCkGDRqE0aNH4+abb5a3SUtLQ+/evV2ue9lll8n/fvnllyMtLQ1t27Z1OSjj/DdaVZ4DFFwsolNI+emnn5CRkYFVq1Zh1apVLv++cuVKDBo0CABw9913Y9GiRfj+++8xYsQIrFmzBh07dkS3bt3k7W02G7p06YL58+e7/XnNmzdXfe8uH2vr1q0YPnw4+vfvj3fffReNGzeGXq/H0qVL8cknn/h8H6Ujif/4xz88vllKhdGKKHfegwcPRseOHXHLLbfgzTfflI/I22w2JCcnqzqwlJQF5b59++KDDz7AiRMnsHXrVvTr1w+CIKBv377YunUrmjRpApvNpsrP+/jjjzFx4kSMGDEC//znP5GcnAytVot58+a5DDgF3D++NcUfz4VA8abjoX///jh+/Dj+97//4YcffsDixYvxxhtvYOHChZgyZUpA1mWz2SAIAr7//nu3XSJSpyEREVXPI488gltvvRVffvklNmzYgGeeeQbz5s3DTz/9hCuuuCJgP9dTB6CyKF0V0pA5qbgh/e2zYsUKtwcGdDrfPpI8+OCDWLp0KR555BFcc801iI+PhyAIuPvuu106tsaPH4/PPvsMv//+O7p06YKvvvoKDzzwADQanpBLRHVLfHw8GjdujH379lW43b59+9C0aVO5KGswGDBixAh88cUXePfdd5GVlYXffvsNL774onwd6b338ccf93hGsXPB2x+ft7z5HFWVz7nV1aRJE/Tr1w9r1qzBU089hT///BPp6emqmSPSY/bqq6+6zBKTOH/eqs5+e/To0ejXrx+++OIL/PDDD3j11Vfx8ssvY926dRgyZIiX96yc82Pv62fHYNYG3ElOTkZqaio2bNiA77//Ht9//z2WLl2K8ePHY/ny5QH5mVV5DlBwsYhOIWXlypVITk7GO++84/Jv69atwxdffIGFCxciMjIS/fv3R+PGjbF69Wr07dsXP/30E/71r3+prtOmTRvs3bsXN954o1c7WHc+//xzGI1GbNiwAQaDQb7c+bShlJQU2Gw2nDx5UnXk89ixY6rtkpKSEBsbC6vV6nXnsjeGDRuGAQMG4MUXX8S0adMQHR2NNm3a4Mcff8S1115b6U5K+qNh48aN2LFjB5588kkA9uLte++9J3d79+jRQ77O2rVr0bp1a6xbt071+M6ZM8erNSclJSEyMtJtRMmRI0e8ug0AOHfunEt33d9//w0A8qAyfzwX/OXo0aOqzotjx47BZrNVOjwuMTERkyZNwqRJk1BYWIj+/ftj7ty5mDJlClJSUgC4f9wOHz6MBg0aIDo6Gkaj0evHvE2bNhBFEa1atZK7TIiIyDfu3m///vtvl/f8Nm3a4LHHHsNjjz2Go0ePonv37nj99dfx8ccfe/VzvN0P1IQVK1ZAEAR58LU01Cw5ObnCv32kbjipCO/J2rVrMWHCBLz++uvyZaWlpcjNzXXZ9uabb0ZSUhJWrlyJ3r17o7i4GOPGjfP1LhER1Qq33HILPvjgA/z666+qSArJ1q1bcerUKVVUJmCPJ1m+fDk2bdqEQ4cOQRRF1Rng0vu3Xq/362dcT6TP3kePHpW7gAH74Mfc3Fx5nwhU7XOuP9x111144IEHcOTIEaxevRpRUVG49dZb5X+X9o1xcXF+fcwq+qzbuHFjPPDAA3jggQdw/vx5XHnllXjhhRe8KqJX9hk2lD47Ov/tJYoijh07VmmzYkREBG699VbceuutsNlseOCBB7Bo0SI888wzaNu2LVJSUjz+nQWU/y2WkpKCAwcOQBRF1e/D3edtwP/PAQoctmBQyCgpKcG6detwyy23YNSoUS5fM2fOREFBAb766isAgEajwahRo/D1119jxYoVsFgsqh05YD/aevbsWXzwwQduf15RUVGl69JqtRAEQc5jB+wRIV9++aVqO+mI+7vvvqu6/O2333a5vTvuuAOff/652w+JFy5cqHRNnvzf//0fsrOz5fs7evRoWK1W+RRmJYvFovqw2apVKzRt2hRvvPEGysrKcO211wKw/9Fx/PhxrF27FldffbWqW0w6wqw88r1t2zb88ccfXq1Xq9Vi8ODB+PLLL5Geni5ffujQIWzYsMHr+22xWLBo0SL5e7PZjEWLFiEpKUn+Y8gfzwV/cT5IJD1HKvrjJTs7W/V9TEwM2rZtK8cLNW7cGN27d8fy5ctVv9cDBw7ghx9+wNChQwH49pjffvvt0Gq1eO6551y6G0RRdFkTERG5+vLLL1U5sNu3b8e2bdvk9/zi4mKUlpaqrtOmTRvExsaqIuQq4+1+INBeeukl/PDDD7jrrrvkpoLBgwcjLi4OL774oir6TSL97ZOUlIT+/ftjyZIlqn0UoP5bQ6vVuuyX3n77bdXfahKdTocxY8ZgzZo1WLZsGbp06eLVGX9ERLXRP//5T0RGRmLatGkuf8vn5OTg/vvvR1RUFP75z3+q/m3gwIFITEzE6tWrsXr1avTq1UtVUE1OTsZ1112HRYsWISMjw+XnVuczrjvSPm3BggWqy6WzjocNGyZfVpXPuf5wxx13QKvV4tNPP8Vnn32GW265RXUwu0ePHmjTpg1ee+01OQZNqaqPWXR0tMtBZavVqoo7A+y/syZNmnj9t0Zln2FD6bPjRx99pIotWrt2LTIyMnz6vK3RaOS/F6THaOjQodi+fbuq3lFUVIT3338fLVu2lGeqDR06FOfOncPatWvl7YqLi13ifAP1HKDAYSc6hYyvvvoKBQUFGD58uNt/v/rqq+VOIqlYftddd+Htt9/GnDlz0KVLF9VRaAAYN24c1qxZg/vvvx+bN2/GtddeC6vVisOHD2PNmjXYsGFDpXmmw4YNw/z583HzzTfjnnvuwfnz5/HOO++gbdu2qlPhevTogTvuuAMLFixAdnY2rr76avz8889yR7TyCORLL72EzZs3o3fv3pg6dSo6deqEnJwc7N69Gz/++CNycnKq9BgOGTIEl19+OebPn48ZM2ZgwIABmDZtGubNm4fU1FQMGjQIer0eR48exWeffYY333xTNeyiX79+WLVqFbp06SLnbl155ZWIjo7G33//7ZITd8stt2DdunUYOXIkhg0bhpMnT2LhwoXo1KmT252AO8899xzWr1+Pfv364YEHHoDFYsHbb7+Nzp07V3qqoaRJkyZ4+eWXcerUKbRv3x6rV69Gamoq3n//fTl7zR/PhYrk5eV57BZ0Hl528uRJDB8+HDfffDP++OMPfPzxx7jnnntUUUTOOnXqhOuuuw49evRAYmIidu7cibVr12LmzJnyNq+++iqGDBmCa665BpMnT0ZJSQnefvttxMfHY+7cufJ23j7mbdq0wfPPP4/Zs2fj1KlTGDFiBGJjY3Hy5El88cUXuO+++/D4449X8REjIgpv33//vdx5pNSnTx9Vvmjbtm3Rt29fTJ8+HSaTCQsWLED9+vXxxBNPALB3pd94440YPXo0OnXqBJ1Ohy+++AJZWVm4++67fVqTt/sBf7BYLPJ+r7S0FGlpafjqq6+wb98+XH/99aoPinFxcXjvvfcwbtw4XHnllbj77ruRlJSE9PR0fPvtt7j22mvx3//+FwDw1ltvoW/fvrjyyitx3333oVWrVjh16hS+/fZbpKamArD//bFixQrEx8ejU6dO+OOPP/Djjz+ifv36btc6fvx4vPXWW9i8ebPqVHoiorqmXbt2WL58OcaOHYsuXbpg8uTJ8vvshx9+iIsXL+LTTz+VO2Qler0et99+O1atWoWioiK89tprLrf9zjvvoG/fvujSpQumTp2K1q1bIysrC3/88QfOnDmDvXv3+u1+dOvWDRMmTMD777+P3NxcDBgwANu3b8fy5csxYsQIXH/99artff2cW5GzZ8+6/dwXExODESNGyN8nJyfj+uuvx/z581FQUODS8KfRaLB48WIMGTIEnTt3xqRJk9C0aVOcPXsWmzdvRlxcHL7++msfHhW7Hj164Mcff8T8+fPRpEkTtGrVCh06dECzZs0watQodOvWDTExMfjxxx+xY8cO1VldFansM2xNfHZcu3at23iTm266CQ0bNpS/T0xMRN++fTFp0iRkZWVhwYIFaNu2LaZOnerxtqdMmYKcnBzccMMNaNasGdLS0vD222+je/fucp3pySefxKeffoohQ4bgoYceQmJiIpYvX46TJ0/i888/l6Pipk6div/+978YP348du3ahcaNG2PFihWIiopS/cxAPQcogESiEHHrrbeKRqNRLCoq8rjNxIkTRb1eL168eFEURVG02Wxi8+bNRQDi888/7/Y6ZrNZfPnll8XOnTuLBoNBrFevntijRw/xueeeE/Py8uTtAIgzZsxwexsffvih2K5dO9FgMIgdO3YUly5dKs6ZM0d0fgkVFRWJM2bMEBMTE8WYmBhxxIgR4pEjR0QA4ksvvaTaNisrS5wxY4bYvHlzUa/Xi40aNRJvvPFG8f3336/0sUpJSRGHDRvm9t+WLVsmAhCXLl0qX/b++++LPXr0ECMjI8XY2FixS5cu4hNPPCGeO3dOdd133nlHBCBOnz5ddfnAgQNFAOKmTZtUl9tsNvHFF18UU1JSRIPBIF5xxRXiN998I06YMEFMSUmRtzt58qQIQHz11Vfdrvnnn38We/ToIUZERIitW7cWFy5c6PbxdWfAgAFi586dxZ07d4rXXHONaDQaxZSUFPG///2vy7b+eC54WgMAj18S6T4dPHhQHDVqlBgbGyvWq1dPnDlzplhSUqK6zZSUFHHChAny988//7zYq1cvMSEhQYyMjBQ7duwovvDCC6LZbFZd78cffxSvvfZaMTIyUoyLixNvvfVW8eDBgy5r9uUx//zzz8W+ffuK0dHRYnR0tNixY0dxxowZ4pEjR7x+jIiIaoulS5dW+J4v7X+V+77XX39dbN68uWgwGMR+/fqJe/fulW/v4sWL4owZM8SOHTuK0dHRYnx8vNi7d29xzZo1qp87YMAAccCAAfL30u0r9/ei6N1+QHq/v3Dhgtv7dvLkyQofgwkTJqjuc1RUlNiyZUvxjjvuENeuXStarVa319u8ebM4ePBgMT4+XjQajWKbNm3EiRMnijt37lRtd+DAAXHkyJFiQkKCaDQaxQ4dOojPPPOM/O+XLl0SJ02aJDZo0ECMiYkRBw8eLB4+fNhl36nUuXNnUaPRiGfOnKnwvhER1QX79u0Tx4wZIzZu3Fj+LDpmzBhx//79Hq+zceNGEYAoCIJ4+vRpt9scP35cHD9+vNioUSNRr9eLTZs2FW+55RZx7dq18jbSvmbHjh0u19+8ebMIQPzss89Ul7v7nFJWViY+99xzYqtWrUS9Xi82b95cnD17tlhaWupyu75+zvUkJSXF4/5f+flX8sEHH4gAxNjYWJfPe5I9e/aIt99+u1i/fn3RYDCIKSkp4ujRo1Vr8mW/ffjwYbF///5iZGSkCECcMGGCaDKZxH/+859it27dxNjYWDE6Olrs1q2b+O6771Z6n335DCuK3n12lD7De0tag6evzZs3i6JY/vz59NNPxdmzZ4vJycliZGSkOGzYMDEtLU11m841i7Vr14qDBg0Sk5OTxYiICLFFixbitGnTxIyMDNX1jh8/Lo4aNUr+G6VXr17iN99847LmtLQ0cfjw4WJUVJTYoEED8eGHHxbXr1+vWq/Em+cAhQZBFKs5OYiIKpSamoorrrgCH3/8McaOHRvs5dQ61113HS5evFhpfmoomDt3Lp577jlcuHDBq6niREQUvk6dOoVWrVrh1Vdf5Vk7IeCKK65AYmIiNm3aFOylEBERhY1w+gy7ZcsWXH/99fjss89UZ9wT+Qsz0Yn8qKSkxOWyBQsWQKPRoH///kFYEREREVHdtnPnTqSmpmL8+PHBXgoRERERhSlmohP50SuvvIJdu3bh+uuvh06nw/fff4/vv/8e9913H5o3bx7s5RERERHVGQcOHMCuXbvw+uuvo3Hjxi55tERERERE3mInOpEf9enTBzk5OfjPf/6Dxx57DH///Tfmzp3rMsmaiIiIiAJr7dq1mDRpEsrKyvDpp5/CaDQGe0lEREREFKaYiU5ERERERERERERE5AE70YmIiIiIiIiIiIiIPGARnYiIiIiIiIiIiIjIAw4WrYTNZsO5c+cQGxsLQRCCvRwiIqpjRFFEQUEBmjRpAo2Gx74rw/02EREFE/fbvuF+m4iIgsmX/TaL6JU4d+4cmjdvHuxlEBFRHXf69Gk0a9Ys2MsIedxvExFRKOB+2zvcbxMRUSjwZr/NInolYmNjAdgfzLi4uCCvhoiI6pr8/Hw0b95c3h9RxbjfJiKiYOJ+2zfcbxMRUTD5st9mEb0S0illcXFx3KkTEVHQ8BRn73C/TUREoYD7be9wv01ERKHAm/02Q9qIiIiIiIiIiIiIiDxgEZ2IiIiIiIiIiIiIyAMW0YmIiIiIiIiIiIiIPGARnYiIiIiIiIiIiIjIAxbRiYiIiIiIiIiIiIg8YBGdiIiIiIiIiIiIiMgDFtGJiIiIiIiIiIiIiDxgEZ2IiIiIiIiIiIiIyAMW0YmIiIiIiIiIiIiIPGARnYiIiIiIiIiIiIjIAxbRiYiIiIiIiIiIiIg8YBGdiIiIfPbLL7/g1ltvRZMmTSAIAr788stKr7NlyxZceeWVMBgMaNu2LZYtW+ayzTvvvIOWLVvCaDSid+/e2L59u/8XT0RERH4xd+5cCIKg+urYsWOwl0VEROR3LKITERGRz4qKitCtWze88847Xm1/8uRJDBs2DNdffz1SU1PxyCOPYMqUKdiwYYO8zerVqzFr1izMmTMHu3fvRrdu3TB48GCcP38+UHeDiIiIqqlz587IyMiQv3799ddgL4mIiMjvdMFeABEREYWfIUOGYMiQIV5vv3DhQrRq1Qqvv/46AOCyyy7Dr7/+ijfeeAODBw8GAMyfPx9Tp07FpEmT5Ot8++23WLJkCZ588kn/3wkiIiKqNp1Oh0aNGgV7GURERAHFTnQiIgoYURSxO/0SikyWYC+FguyPP/7AwIEDVZcNHjwYf/zxBwDAbDZj165dqm00Gg0GDhwob1PTfv77An48mBWUn01ERBQujh49iiZNmqB169YYO3Ys0tPTg70kIiIKcYcy8nGx0BTsZfiERXQiIgqYrUcv4vZ3f8fcr/4K9lIoyDIzM9GwYUPVZQ0bNkR+fj5KSkpw8eJFWK1Wt9tkZmZ6vF2TyYT8/HzVlz/8fvwiJi3djodX7cHhTP/cJhERUW3Tu3dvLFu2DOvXr8d7772HkydPol+/figoKHC7faD220REFD4y8kow9K2tmPrRzmAvxScsohMRUcAcv1AIADhzqSTIK6Haat68eYiPj5e/mjdv7pfbvaplIq5uXR9FZiumfrQTOUVmv9wuERFRbTJkyBDceeed6Nq1KwYPHozvvvsOubm5WLNmjdvtA7XfJiKi8JGVb4IoAhm5pcFeik9YRCciooDJKykDAJRarEFeCQVbo0aNkJWljkbJyspCXFwcIiMj0aBBA2i1WrfbVJSzOnv2bOTl5clfp0+f9st69VoN3rnnSrRIjMLpnBLMWLkbZVabX26biIiotkpISED79u1x7Ngxt/8eqP02ERGFD6tNtP9XFIO8Et+wiE5ERAEjFdFNZSw+1nXXXHMNNm3apLps48aNuOaaawAAERER6NGjh2obm82GTZs2ydu4YzAYEBcXp/ryl3rREVg8oSeiI7T440Q2nv/moN9um4iIqDYqLCzE8ePH0bhxY7f/Hsj9NhERhQfRUTwXWUQnIiKyyytmJ3ptVVhYiNTUVKSmpgIATp48idTUVHmY2OzZszF+/Hh5+/vvvx8nTpzAE088gcOHD+Pdd9/FmjVr8Oijj8rbzJo1Cx988AGWL1+OQ4cOYfr06SgqKsKkSZNq9L4ptW8Yizfu6g4AWP5HGj7ZxmFpREREkscffxw///wzTp06hd9//x0jR46EVqvFmDFjgr00IiIKUXInui28iui6YC+AiIhqL3ai1147d+7E9ddfL38/a9YsAMCECROwbNkyZGRkyAV1AGjVqhW+/fZbPProo3jzzTfRrFkzLF68GIMHD5a3ueuuu3DhwgU8++yzyMzMRPfu3bF+/XqXYaM1bVDnRnjspvZ4fePfmPPVAbRNjkGvVolBXRMREVEoOHPmDMaMGYPs7GwkJSWhb9+++PPPP5GUlBTspRERUYiSYlxYRCciInLIlYro7ESvda677roKT79btmyZ2+vs2bOnwtudOXMmZs6cWd3l+d3MG9ricFYBvt2Xgfs/3oWvZl6LZvWigr0sIiKioFq1alWwl0BERGFG+hgZZmkujHMhIqLAkQeLshOdwpwgCHhtVDd0bhKHnCIzpizfiSKTJdjLIiIiIiIiCiscLEpEROSkvIjOTnQKf5ERWnwwvicaxETgcGYBZq1JhS3MTkEkIiIiIiIKpnCNc2ERnYiIAkIURXmwqMUmwmJlNzqFvyYJkVg0rgcitBps+CsLCzYdDfaSiIiIiIiIwoYUCxpmjegsohMRUWCUltlgVhTOTRYW0al26JGSiBdGXg4AeGvTUXy7LyPIKyIiIiIiIgoPUpmAcS5EREQoj3KRMNKFapM7ezbH5L6tAACPfZaKA2fzgrwiIiIiIiKi0CdnojPOhYiICMgtMau+L2UnOtUys4d0xID2SSgts2HqRztxvqA02EsiIiIiIiIKaaKiA10Mo250FtGJiCggpDx0iYmd6FTL6LQavDXmCrROikZGXinuX7ELJguf50RERERERJ4oY1zCqRudRXQiIgqIXJc4F3aiU+0TH6nHhxOuQpxRh93puZi9bn9YdVMQERERERHVJGXhPJxy0VlEJyKigHDJRGeHLtVSrRpE452xV0KrEbBu91m8/8uJYC+JiIiIiIgoJCnr5mFUQ2cRnYiIAiO/xDnOhZ3oVHv1a5eEZ2/pBAB4af1h/HgwK8grIiIiIiIiCj2qTnTGuRARUV2XW8xOdKpbxl+Tgnt6t4AoAg+v2oMjmQXBXhIREREREVFIUWWih1ErOovoREQUEM5xLhwsSrWdIAh4bnhnXN06EUVmKyYv34HsQlOwl0VERERERBQylDOkxDA6YZ1FdCIiCgiXIroljPaORFWk12rw3tgeSKkfhTOXSjD9490w87lPREREREQEALAqPh6xE52IiOq8XOfBouxEpzqiXnQEPpzQE7EGHbafysG/vtiv6rYgIiIiIiKqq1RxLsxEJyKiuk7qRI/Q2Xc1pRwsSnVI2+RYvH3PFdAIwGe7zmDx1pPBXhIREREREVHQqeJcwqjZiEV0IiIKiLxiMwAgOdYAADBxsCjVMdd1SMbTwzoBAF78/hA2HcoK8oqIiIiIiIiCS9l9zjgXIiKq86RO9EZxRgDsRKe6adK1LTGmVwuIIvDQp3twJLMg2EsiIiIiIiIKGlURnXEuRERUl9lsolxEbygX0dmJTnWPIAj4922dcXXrRBSZrbh32Q5cLDQFe1lERERERERBYVN0n9vCqNeORXQiIvK7QrMF0gHlJEecCzvRqa7SazV4b2wPtKwfhbO5JZi2YhfjjYiIiIiIqE5SNp/bGOdCRER1WV6xvQvdoNMgPlIPgJnoVLfVi47A4glXIdaow660S5j9+f6wGqJDRERERETkD8xEJyIicpCiXBKi9DDqtQDYiU7UNjkG7469ElqNgHV7zuLdLceDvSQiIiIiIqIaZbOJbv8/1LGITkREficV0eMj9TDq7buaUnaiE6FfuyTMvbUTAODVDUew/kBGkFdERERERERUc9RxLsFbh69YRCciIr9TFtENOnsnuomd6EQAgHHXtMSEa1IAAI+sTsX+M3lBXhEREREREVHNUEa4WMOois4iOhER+V15ET1C7kRnJjpRuWdu6YT+7ZNQWmbDlI92IDOvNNhLIiIiIiIiCjhVnAsz0YmIqC7LLVbGuUiZ6CyiE0l0Wg3+e88VaJccg6x8E6Z8tAPFZkuwl0VERERERBRQysI5i+hERFSnqeNcpE50xrkQKcUZ9Vgy8SokRkfgwNl8zFq9N6wG6xAREREREfmKcS5EREQOeSVmAEBCFDvRiSrSPDEKi8b1QIRWg/V/ZeK1H44Ee0lEREREREQBwzgXIiIiB2UnupSJXsrBokRuXdUyES+P6gIAeHfLcXy283SQV0RERERERBQYyubzMGpEZxG9Lvg7qwB9X/4Ja/ihnIhqiDrOxd6JzsGiRJ6NvKIZHryhLQDgqS/2488T2UFeERERERERkf8pI1wY50IhZduJbJy5VIIf/soM9lKIqI6QB4tGsROdyFuPDmyPYV0ao8wq4v6Pd+HkxaJgL4mIiIiIiMivVINFWUSnUGJxPCFZwCKimuKuE52Z6EQV02gEvD66G7o1T0BucRkmL9uB3GJzsJdFRERERETkN6oievjU0FlErwukUyMYpUBENUUqoidElg8WNVlsEMNoaAhRMBj1WnwwvgeaJkTixMUi3P/xLpgtPAhORERERES1g1Xx8cYaRjUCFtHrACs70YmoBlltIgpKLQAcnej68l2NicVAokolxxrx4cSeiDHo8OeJHPzri/08AEVERERERLWCMsKFcS4UUsrjXNiJTkSBl+/oQgeAuEg9jI44FwAw8WAekVc6NorD2/dcAY0AfLbrDBb+fCLYSyIiIiIiIqo2dZwLi+gUQmxynAuLV0QUeLmOInqMQQe9VgO9VoBGsP9bKWOliLx2fYdkzB3eGQDw8vrD+G5/RpBXREREREREVD3KCBcrO9EplLATnYhqknKoKAAIgiAPF2UnOpFvxl/TEhP7tAQAPLo6FXvSLwV3QURERERERNWginNhJzqFEukJySI6EdUEqYge5yiiA4DRkYvOTvTa5Z133kHLli1hNBrRu3dvbN++3eO2ZWVl+Pe//402bdrAaDSiW7duWL9+vWqbuXPnQhAE1VfHjh0DfTdC3jO3dMINHZNhstgw9aOdOJ1THOwlERERERERVYmy+TyMGtFZRK8LLIxzIaIalFtsBgAkqIro9k50HsyrPVavXo1Zs2Zhzpw52L17N7p164bBgwfj/Pnzbrd/+umnsWjRIrz99ts4ePAg7r//fowcORJ79uxRbde5c2dkZGTIX7/++mtN3J2QptUIeGvMFbiscRwuFppx77IdyC8tq/yKREREREREIYZxLhSylJnoYhidJkFE4SnfKc4FKC+i82Be7TF//nxMnToVkyZNQqdOnbBw4UJERUVhyZIlbrdfsWIFnnrqKQwdOhStW7fG9OnTMXToULz++uuq7XQ6HRo1aiR/NWjQoCbuTsiLMeiwZGJPJMcacPR8IWas3I0yK19PREREREQUXhjnEmAvvPAC+vTpg6ioKCQkJHh1HVEU8eyzz6Jx48aIjIzEwIEDcfTo0cAuNARZFE9OFrCIKNCcM9EBwKBzxLmwE71WMJvN2LVrFwYOHChfptFoMHDgQPzxxx9ur2MymWA0GlWXRUZGunSaHz16FE2aNEHr1q0xduxYpKen+/8OhKnG8ZH4cMJViNRrsfXoRTz7vwM8OE5ERERERGFFWThnET0AzGYz7rzzTkyfPt3r67zyyit46623sHDhQmzbtg3R0dEYPHgwSktLA7jS0KM8NYIFLCIKtNxiexE9IUpRRJfjXHggrza4ePEirFYrGjZsqLq8YcOGyMzMdHudwYMHY/78+Th69ChsNhs2btyIdevWISMjQ96md+/eWLZsGdavX4/33nsPJ0+eRL9+/VBQUOBxLSaTCfn5+aqv2qxLs3i8NeYKCALw6fbTeP+XE8FeEhERERERkdeUJ9SG08m1YVNEf+655/Doo4+iS5cuXm0viiIWLFiAp59+Grfddhu6du2Kjz76COfOncOXX34Z2MWGGCs70YmoBrkdLOroRDdxsGid9eabb6Jdu3bo2LEjIiIiMHPmTEyaNAkaTfmfIkOGDMGdd96Jrl27YvDgwfjuu++Qm5uLNWvWeLzdefPmIT4+Xv5q3rx5TdydoLqpU0M8M6wTAGDe94fx/f6MSq5BREREREQUGlSd6MxED76TJ08iMzNTdap5fHw8evfu7fFUc6B2drRZ2IlORDUo112cCzvRa5UGDRpAq9UiKytLdXlWVhYaNWrk9jpJSUn48ssvUVRUhLS0NBw+fBgxMTFo3bq1x5+TkJCA9u3b49ixYx63mT17NvLy8uSv06dPV+1OhZlJ17bEhGtSAACPrE7FnvRLQV4RERERERFR5RjnEmKk08l9OdUcqJ0dbTZVEZ0FLCIKLKkTXRnnYmQmeq0SERGBHj16YNOmTfJlNpsNmzZtwjXXXFPhdY1GI5o2bQqLxYLPP/8ct912m8dtCwsLcfz4cTRu3NjjNgaDAXFxcaqvukAQBDxzSyfc0DEZJosNUz/aidM5xcFeFhERERERUYWUiRlWFtG98+STT0IQhAq/Dh8+XKNrqo0dberBoixgEVFg5bvpRDc6OtEZKVV7zJo1Cx988AGWL1+OQ4cOYfr06SgqKsKkSZMAAOPHj8fs2bPl7bdt24Z169bhxIkT2Lp1K26++WbYbDY88cQT8jaPP/44fv75Z5w6dQq///47Ro4cCa1WizFjxtT4/QsHOq0Gb4+5Ap0ax+FioRmTlu2QD2IRERERERGFonCNc9EF84c/9thjmDhxYoXbVHSad0Wk08mzsrJUHWxZWVno3r27x+sZDAYYDIYq/cxQpXxyshOdiAJNHiwaGSFfZmAneq1z11134cKFC3j22WeRmZmJ7t27Y/369fIZYOnp6aq889LSUjz99NM4ceIEYmJiMHToUKxYsQIJCQnyNmfOnMGYMWOQnZ2NpKQk9O3bF3/++SeSkpJq+u6FjWiDDksmXoUR7/yGY+cLMf3jXVg2qRcidLX2ZEMiIiIiIgpjNkVpMoxq6MEtoiclJQXsg3GrVq3QqFEjbNq0SS6a5+fnY9u2bZg+fXpAfmaoYiY6EdWkvIo60fkeVKvMnDkTM2fOdPtvW7ZsUX0/YMAAHDx4sMLbW7Vqlb+WVqc0ijdiycSrcOfC3/H78WzMXrcfr93ZFYIgBHtpREREREREKsoIF2sYVdHDpk0pPT0dqampSE9Ph9VqRWpqKlJTU1FYWChv07FjR3zxxRcA7FmhjzzyCJ5//nl89dVX2L9/P8aPH48mTZpgxIgRQboXwWFTxbmwE52IAsdksaLEUShXF9Edneh8DyIKiE5N4vDfsVdCqxHw+e4zePsnz8NYiYiIiIiIgkVZpwynwaJB7UT3xbPPPovly5fL319xxRUAgM2bN+O6664DABw5cgR5eXnyNk888QSKiopw3333ITc3F3379sX69ethNBprdO3BZlGcJ8FOdCIKJKkLXRCAWGP5LsagYyc6UaBd3yEZzw3vjKe/PID5G/9G88RIjLyiWbCXRUREREREJFNloodRET1sOtGXLVsGURRdvqQCOgCIoqjKWBcEAf/+97+RmZmJ0tJS/Pjjj2jfvn3NLz7IrIxzIap19qRfwvSPd+F0TnGwl6IiDRWNM+qh0ZRHScid6H6cy5BfWoYZn+zGxoNZfrtNT87mlmD6x7uw81ROwH8WUXX84+oUTOtvnyfzxNp9+ON4dpBXREREREREVM6qqJtbw+hk9bApolPVWRnnQlTrfLItHd8fyMRXe88FeykqBaUWAECMQX2ik5SJXmrx34G8nw6dx7f7MrDo5+N+u01Pvtl7Dt8fyMQHW08E/GcRVdf/3dwRQ7s0QplVxLQVO3HsfEGwl0RERERERAQgfONcWESvAzhYlKj2KTTZi9VFjv+GCun9JkKn3r0Y5MGi/juQdy6vBABwqdjst9v05FKxvcM+LTu0Ov+J3NFoBMwf3R1XtkhAfqkFE5fuwIUCU7CXRUREREREpCqcc7AohRTlk5Od6ES1Q5HZfkCs2BxaB8bKHOdi6RRRLgBg0EmDRf233sy8UgDlOeyBlFdiL9Sn5xRDDKMj5VR3GfVaLJ5wFVrWj8KZSyWYsnwHis2hddCNiIiIiIjqHis70SlUWRRhQxzqR1Q7FIdqJ7rj/UanVe9e5DgXP74HKYvogS5sS4X6YrMVFwsD3/lO5A+J0RFYOqkXEqL02HsmDw99mhpWnR5ERERERFT7qAaLhtHnExbR6wDlk7OUnehEtYLUgV4cYgfGLDb7e4xeq+5ENzo60f15Nkxmvr2IXmYVURLgx0HZ7Z6eUxTQn0XkT60aRGPx+J6I0Gnw46Es/OebgzybgoiIiIiIgkbZ2GMNo88mLKLXAcxEJ6p9pFiG4hDrRC+TOtGd41zkTnT/FdEzHJ3oAJBbHNhIF+Xtp+cwF53CS8+WiXhjdHcAwLLfT+HDX08Gd0FERERERFRnKevmYdSIziJ6XWBlEZ2o1ikO0Ux0j3EuUie6n96DzBYbLhaWD0oMdC668vY5XJTC0bCujfHU0I4AgBe+O4Tv92cEeUVERERERFQXWRnnQqFKWUTnYFGi2iFki+ie4lwcnej+eg86X1CqOnod6E70PGUnOovoFKam9muNcVenQBSBR1anYldaTrCXREREREREdYwqzoVFdAol7EQnql1EUUSRI85F+m+oKI9zUe9eDHr79/56D8pURLkAge1Et9pEFChic9IY50JhShAEzB3eGQMvS4bJYsOU5Ttx4kJhsJdFRERERER1CONcKGSpi+jsRCcKdyaLTd7plIRaJ7rV02BRKRPdT0X0fHURPT+ARXTn22acC4UzrUbAW2OuQLdm8bhUXIaJS3eoopGIiIiIiIgCSVmntHGwKIUSdZxLaBXciMh3RYqu6KJQGyxqc9+JLsW5lPopzsW5Ez23xOyX23Un11FEl4alXiw0yYNdicJRVIQOiydcheaJkUjPKcbk5TtD7oAcERERERHVTspMdMa5UEhRPjnZiU4U/pQ56CUhFtEkdaLrXDLR7bsbq02Ut6mOjBqMc5Fuu2GcEfGRegBAOiNdKMwlxRqwbFIvJETpsfd0Lh5atSes/oAlIiIiIqLwJIrsRKcQZbEyE52oNlEW0cusIswhNDBYer/Ra50y0R1xLoB/utGlTvQ4ow5AYAeL5hbbu9zjIvVIqR8FgJEuVDu0SYrB4vE9EaHTYOPBLMz96i/VH7RERERERET+xjgXClnKJ2coFduIqGqch4mGUgxDmc3+HqPVqDvRDbry3Y0/DuZl5JUAADo2igNQM53o8ZE6NE+0F9HTWUSnWqJny0S8eVd3CAKw4s80LPrlRLCXREREYeqll16CIAh45JFHgr0UIiIKYco6ZTidDcsieh2gjnMJnWIbEVWNc9HcuageTOWd6OoiukYjIMJRSDf54WBeVr59EGLHxrEAAltElwaLJkRGIEUqojPOhWqRIV0a4+lhnQAAL31/GP9LPRvkFRERUbjZsWMHFi1ahK5duwZ7KUREFOKUzedhVENnEb0uUB7V8ddQPyIKHudhoqE05FLORNe47l6kbvTqHsyz2kRk5dvjXDo0CnwRXYqKiVfGubCITrXM5L6tMLlvKwDA45/txe/HLwZ5RUREFC4KCwsxduxYfPDBB6hXr16wl0NERCFO2exrC6MqOovodYCyiG5iJzpR2HMeJlocUnEu9vcb58GiAGDU23PRq1tEzy40wWIToRGAtkkxAGomziUhSo8WidEAgPTsooD9PKJg+dfQyzCsS2OUWUVMW7ELhzPzg70kIiIKAzNmzMCwYcMwcODASrc1mUzIz89XfRERUdUUmSyY/vGusDuTVBXnwkx0CiXsRCeqXYpM1gq/DyapE915sCgAGPX+iXPJcAwVTY41on5MBICaKaLHRerRwtGJfuZSiXxfiWoLjUbA66O74aqW9VBQasHEJTvk+QNERETurFq1Crt378a8efO82n7evHmIj4+Xv5o3bx7gFRIR1V47TuXg+wOZWPLryWAvxSeMc6GQ5RzYX8bCD1FYc45vKSkLnTiXMkcmuk7j2olu0PmnE10qojeKNyIuUg/AXugO1GlguSXlcS6N4oyI0GpgsYnyOohqE6Neiw/G90Tb5Bhk5pdi4pIdAT1IRURE4ev06dN4+OGHsXLlShiNRq+uM3v2bOTl5clfp0+fDvAqiYhqL+nzt9kaRpVoMM6FQpjzpFt/DPUjouBxjm8JqU50myMTvaJO9LLqvQdJeeiN442IdxTRRREoMAXmYIIyzkWrEdAsMRIAh4tS7ZUQFYFlk65CcqwBR7IKMG3FTpgsofM+Q0REoWHXrl04f/48rrzySuh0Ouh0Ovz888946623oNPpYLW67jsMBgPi4uJUX0REVDVSvS+cCtGAa7NvuGARvQ5wzheqbhcoEQVXkTmUB4va32/0bjrRjY5O9OoW46QO8IZxRhh0WkQ6stbzigPTLZunGCwKACmJjuGi2SyiU+3VrF4Ulk66CjEGHf48kYPHP9sXdn+cExFRYN14443Yv38/UlNT5a+ePXti7NixSE1NhVarDfYSiYhqNakALTWzhQPRqUZpC6NMdF2wF0CBJYqiy1EdFtGJwluJOYQHi0pxLm470aU4l+rt4DMdGc2N4+2nDcdH6lFSZg1Y5EReibqI3kIqoudwuCjVbp2bxOO9f1yJSUt34Ou959A43oinhl4W7GUREVGIiI2NxeWXX666LDo6GvXr13e5nIiI/E9qmg2nXhfnGmU4FdHZiV7LuTstoroFLCIKLuf4llAqoktHwPVad5no9l2OPzPRAXvMChC44aJynEukfYhpi/rRAIDTjHOhOqBfuyS8MqorAOD9X07gwzAbWkREREREVFtJZ4qGUySKc1pGOK2dnei1nPLJGanXoqTMylxTojAnxbfoNAIsNjEk41zcDRaVOtGrO5chU85Et2eTS8NFc0vM1bpdd0wWK0ocRX/GuVBddfuVzZCVb8LL6w/j+W8PolGcEcO6Ng72soiIKARt2bIl2EsgIqozLGFYRHduPA+jpbMTvbZTvpCiDf6JUiCi4JI6zxvEGACE1mDRMqvnwaIGffU70UVRlDvRlXEuQGA60aXbFAQg1mg/7pxS315ET88udslzI6qt7h/QGuOvSYEoAo+uTsWfJ7KDvSQiIiIiojotLDvRGedCoUr55IyKsBeATMxEJwprUud5g9gI1fehQDoS7j7OpfoH8nKLy2B2dLInx9kPIiQEsIie77jNOKMeGkd3fXNHJ3qByYJLARpmShRqBEHAnFs74+bOjWC22jD1o504nJkf7GUREREREdVZUvqEc0RKKAvnOBcW0Ws5dSe6o4hezSgFIgou5070UMpElzvRNe4Gizo60asRKSV1odePjpCL8nInegAK2rnF6qGigD2WpqGjgJ/OXHSqQ7QaAQvu7o6rWtZDQakFE5Zsx9nckmAvi4iIiIioTgrLOBenkiQ70SlkqIroEVIXaOgU3IjId6FcRJcz0d10osuZ6NXoRM/MtxfspKGiQM3EuUjDSyUpifbhomnZRX7/mUShzKjXYvH4q9AuOQZZ+SZMWLIducX+n0dAREREREQVC8s4F6eiuS2M+nxZRK/lpBeSIACRUhGdg0WJwpoc5yIX0UMpzsW+B9S7y0TX+a8TvbGiiC4VuHNrqBMdKI90SedwUaqD4qP0WH5vLzSKM+LY+UJMWb6TB+iJiIiIiGpYOHaiO681nKJoWESv5aQXlE4jyAWs6nSBElHwFZukTnQpEz10ilfK9xxnUid6dYptmY4iurITPa4GOtGdi+jScNE0xrlQHdUkIRLL7+2FWKMOO9Mu4cFP98Bi5d8XREREREQ1JRw70UXnTnQW0SlUSC8kjSDA4IcCFhEFlyiKKHJ0nifFhm6ci7tOdKN0IK8acxky5U70SPmymohz8VREZyc61WUdGsVi8fieiNBpsPFgFp75318ufxQTEREREVFg1IbBorYwOgDAInotZ1V0hRp1UpwLO8WIwpXJYoO0j0mS4lxMoRPnIg8WrTATvRqd6Pn2InrDOGWci70jvyaL6C2kOBd2olMd17t1fbx1d3cIAvDp9nS8uelosJdERERERFQnWMOwE51xLhSypCejViPAoGecC1G4U3ad13cU0YtCqRNdPnDnJhPd8R5UWo33IHeZ6EEZLFrfPlg0M7+UZ/dQnXfz5Y3x79suBwAs+PEoPtmWHuQVERERERHVfuFYRHeumXOwKIUM6YWkVXWis+BDFK6kIaIGnQYxRh0AoCSUiuhWabCom050x3uQqRrvQe4y0RMcRfRCk0XuhPeX3GIzANdO9HpResQY7I//6Trcjf7OO++gZcuWMBqN6N27N7Zv3+5x27KyMvz73/9GmzZtYDQa0a1bN6xfv75at0mhY9zVKXjwhrYAgKe/3I8Nf2UGeUVERERERLWbsngeLrEozgV/ZqJTteWXlmH9gYxqdziWF9E1MMpdoKFTcPNFaZkV6w9kIL/U/92mROFC6kSPNugQHWEvSputNr8Xj6uqzJGJrnOXiS7PZajaWgtKy1DoiK5pFOc6WBQA8v3cjV4e5xKhulwQBDnSJa2O5qKvXr0as2bNwpw5c7B7925069YNgwcPxvnz591u//TTT2PRokV4++23cfDgQdx///0YOXIk9uzZU+XbpNAy66b2uKtnc9hE4KFP92DHqZxgL4mIiIiIqNZSFqQt4VJEdyqah1MXPYvoIeqdzcdw/8e7sW732WrdTnkRHTDIXaChUWzz1dpdZ3D/x7vx7ubjwV4KUdAUOYrIkXotoiJ08uWhMlzU4jgXS6dx7UQ36Kp3IC8r3wQAiDXoEG0ov+9ajYBYx/f+jnTxlIkOKIaL1tFO9Pnz52Pq1KmYNGkSOnXqhIULFyIqKgpLlixxu/2KFSvw1FNPYejQoWjdujWmT5+OoUOH4vXXX6/ybVJoEQQBL4y8HAMvS4bJYsPkZTtwJLMg2MsiIiIiIqqVlAXpcOnoFp0Hi4bJugEW0UPWeUex6GKhqVq3Y1XkE4d7J3qWY6DghYLqPSZE4axE7kTXIkKnkYvVUsxLsFkcneh6N53oBn31DuQVOM5CiXNT0I53ZJbn1mARvUUdLqKbzWbs2rULAwcOlC/TaDQYOHAg/vjjD7fXMZlMMBqNqssiIyPx66+/Vvk2KfTotBq8PeZK9Eiph/xSCyYs2Y6zuSXBXhYRERERUa2jjHAJl45u55Pow2TZAFhED1lmR5GpuqdjSNfXaMqjFMJ1sKhUPAyV2AqiYJCGiEpd6FGOSJciU2gcHJNenzp3mejVPJAn3ccYRRe6JBDDRUVR9DhYFIAizqXIbz8zXFy8eBFWqxUNGzZUXd6wYUNkZrrPwh48eDDmz5+Po0ePwmazYePGjVi3bh0yMjKqfJuAvTifn5+v+qLgiozQ4sMJPdEuOQaZ+aUY/+E2XCoyB3tZRERERES1iiUc41xsjHMhP5M6Na3VHFOr7ESXohSqM9QvmKSBqCyiU10mdZxLxXOpmB4qw0WlHbde46YTXRpuXNUiuuO+Rxu0Lv8mFdH9mYleUmaVM97dxrkkRgMA0upgJ3pVvPnmm2jXrh06duyIiIgIzJw5E5MmTYLGzXPFF/PmzUN8fLz81bx5cz+tmKojISoCy+/thcbxRhy/UIRJy3aEzBkzRERERES1QTgOFnWOb2ERnarNbPVPJ3p5JrpQ7aF+wSatm0V0qsuKnTvRHQXlohApTlnkwaIVdKJXMc5FyoOPdtOJLnWK5xb7r4gu3ZZeK8gHLZSkTPQzOSVh8weLvzRo0ABarRZZWVmqy7OystCoUSO310lKSsKXX36JoqIipKWl4fDhw4iJiUHr1q2rfJsAMHv2bOTl5clfp0+frua9I39pkhCJj+7thYQoPVJP5+KBlbu5DyciIiIi8hNlQdp5YGeoci6iO2ekhzIW0UOUydGpabX6qYguCGGfiS6t21zNx4QonEmFZKmoGx1inehltoriXOxrNltsVdpRykX0iJqJc1HmoQuC6/1pHG+ETiPAbLUh0zGzoa6IiIhAjx49sGnTJvkym82GTZs24ZprrqnwukajEU2bNoXFYsHnn3+O2267rVq3aTAYEBcXp/qi0NGuYSw+nHAVjHoNthy5gP9bu6/OHXQiIiIiIgoES1hmojt1orOITtXlt050sbwTXY5SCNc4F0cRvayKXaxEtYFysChgzx4GQqMT3WoTIe3/3Me5lF9WleGich682ziXCACB6UR3N8gUsA9QbFovEgCQll33Il1mzZqFDz74AMuXL8ehQ4cwffp0FBUVYdKkSQCA8ePHY/bs2fL227Ztw7p163DixAls3boVN998M2w2G5544gmvb5PCU4+UenhvbA9oNQLW7TmLed8fCvaSiIiIiIjCXjgOFnWNcwnSQqrAtZ2PQoJZzkSvbie6/Xa0GgEGRyd6uA4WZZwLUXkhOVJvf/uOdhTRi0NgsKjytVlRJzpgPyim/N4bUid6TQ0WlYeKeiiiA/bhomnZxUjPKcI1ber77WeHg7vuugsXLlzAs88+i8zMTHTv3h3r16+XB4Omp6er8s5LS0vx9NNP48SJE4iJicHQoUOxYsUKJCQkeH2bFL6u75iMV+7oisc+24sPtp5EgxgDpg1oE+xlERERERGFLWtYFtHV34dTnAuL6CFK6tKsfia6/b+qTPRw70RnEZ3qsBKn4ZpSNnooDOxTvl/p3HSi67UaaDUCrDaxap3oJqkLv2aK6PmKOBdPUupHYevRutmJDgAzZ87EzJkz3f7bli1bVN8PGDAABw8erNZtUni7o0cz5BSZ8cJ3hzDv+8OoFx2B0T05CJaIiIiIqCrCsYjOOBfyu/JO9OoVjJWd6EZdeA8WLWEmOlF5pIk0WFSOcwn+wTFLJZ3oAGDUVX02Q3kmumsHuzRYNK/E7PPtepLruK0Ki+iJ0QCA9Jy6WUQn8tXU/q0xrb99mOzsdfvx48GsSq5BRERERETuWMNxsKijiK531AzCpfgPsIgessx+6kSXrq+Ocwl+sa0q2IlOVN5xLg8WNYTOYNEyq7IT3X0R3aCv+sG8QrkLv4bjXKIiPG7TPDEKAIvoRL54ckhH3HFlM1htImZ8shvbT+YEe0lERERERGFHWYC2hUkxWlqmdPZ6mNT+AbCIHrJMjsiV6mei26+vU8W5hGcRmpnoRECx3IkeeoNFLY4zX3QaAYJQcSe6qQqxUsWm4BTRPQ0WBexxLkDdjXMhqgpBEPDSHV1wY8dkmCw2TF6+A4cy8oO9LCIiIiKisKKsGVa3CbemSB3zOnaik7/4qxPdquhEl4pXZostbI5QKUlFt7IwPQhA5A/SAFEpzkWKNgmFTnSLVb0zdMdYjU50ORM9wnMRPbfYf0V06bYqGywK2AvueX782US1nV6rwX/vuRJXtayHglILxi/ZjnQejCIiIiIi8lo4ZqJL9cgIrb1GGS4xNACL6CHL7Oi2tlYz/9uqinMpzxE2h2E3t1QkZCY61WXFZY44F4PUiW4vKIdCJrp0lojezVBRSUQ1MtELTeqhqkrxjkx0k8VWpdt2J8+LwaLRBh0axBgAMNKFyFeREVosnnAVOjaKxYUCE8Yt2YbzBaXBXhYRERERUViwKQrQtjApRtucOtHFMFk3wCJ6SLLZRDlb2G+d6EJ5JzpQtQJWsEkxNOYqxEAQ1RbFTt3YUie6FHUSTNL7lTed6KYqnFEi5cHHuIlziTXooHXksPsr0sWbIjoAtEiMBACk5RT55ecS1SXxkXp8dG8vNKsXibTsYkxcsgP5pTyrg4iIiIioMpZwjHORY6c1qu/DAYvoIUjZJW61Va9jXDotQqsRoNNq5GF/VYlSCKYyq01+YZWxE53qsCKnwaJRjoJycQh1ouu0nnctRn11OtHVUTZKgiAgzmi/3N9F9ISoiovoKfWjATAXnaiqkuOM+HhybzSIicDBjHxMWb4zLA/2ExERERHVpPAcLOqIc3E0+trE8OlGZxE9BCk7NP2ZiQ4AhmoM9Qsm5YdpDhalusx5sGiUo7O7OBQGizoOcOk1njvRDTopE93396Aik+dOdMD/w0W970S356Izz5mo6lo2iMaySb0Qa9Bh+8kczPxkNyzc3xMREREReaSMcAmXjm5pmTpF3SBMaugsoociZYG7ui8CqaglFdGrM9QvmEoUBTeLTQybI2xE/iSKoqKIbi8kS9noodCJbrH50InuY5yL1SbK7wPuMtEBID4qAoB/hovabGJ5Eb3STnR7EZ1xLkTVc3nTeCye0BMGnQY/HjqP//t8P/f3REREREQeWKzhV0SX41wUdYNwGS7KInoIMvuxE10O7Hcpoge/4OYLk1PRv6yaMTdE4cisiDWSiudSMT0UiuhS1JJXmeg+vgcpO+2ja6ATvcBkkY+GV9aJLhXRT+eUVPvnEtV1vVvXxzv3XAmtRsDnu8/ghe8Ohc3pnURERERENUnViR4mfzPLcS6KukG4HABgET0EKYvo1e5Ed1xf4xLnEl5FaOeiP3PRqS6ShooC5TEu0mDRopCKc6mgE11XtcGi0kECrUaQ38ecScXu3GKzT7ftTp6jm92o18gRNJ40d8S5nMsrCbuoLKJQNLBTQ7xyR1cAwIe/nsS7W44HeUVERERERKFHWTMMl0K03Oyr6EQPk/o/3LfzUVAFIhNd6kQ3hFgnepHJAotVrDQuocS5iG6xAYZArqx6LhSYEB+plwcl1EaiKCIzvxSN4yP9cnvnckvQKM4oH/Dxp9M5xcguKi+sRkdo0TY5BoLg/5/liyKTBWaLDfWiI9z+e1Z+KRKjI6B37FyKHa+DCJ1G3uHUxGBRq03EhQITGsUbK9yuTI5zqSATvYqDRQsdeejREVqPv7cERxE930MnepnVhkMZ+VC+raYkRrl9/OWhopHufzdKSTEGREVoUWy2YvPh82ikeE10bBQrd98Tkffu6NEMuSVl+M83B/HqhiOIj9TjH1enBHtZREREREQhIxyL6NLYI2Umerh00bOIHoLUnejV6xh3HixqrGIBKxBEUcQtb/+KgtIy/PbkDRV2ezpnuIfycNFzuSXo/8pm9G+fhCUTrwr2cgLmnc3H8NoPf2PRuB4Y3LlRtW5r85HzmLR0Bx64rg2euLmjn1Zot/1kDkYv+sPl8v+MuBzjglyQGf7fX3Gx0IxtT93oUmg9mlWAwQt+wbCuTfD2mCsAAMWKQrJE6kg3W2ywWG0V5pFX1bP/O4CV29Kx7oE+uLJFPY/bWayuR5SdVTVSShoq6inKBVB0onsooj+yKhXf7s9QXRZn1OGP2Te63K63Q0UBQBAEtEiMwuHMAtz/8W7Vv218tD/aNYyt9DaIyNXkvq2QW2zG2z8dwzP/O4C4SD2Gd2sS7GUREREREYUEazgOFnWsU9l0Gi5rr71tsmHMrCgQW6oZW+JSRHcUqn0d6hcIVpuIkxeLcLHQXOkgQOeCmzmEi+inLhbBYhNxJLMg2EsJqEOO+3c0q/r38+C5fADAzlOXqn1bzo5k2m87Uq9Fs3qRSHCc9bDzVI7ff5YvCkrLcPxCEfJKynChwOTy78cvFMImqtdZ5DRUFCjPRgfKO9X97S/H7+dQRn6F21kcr0t9BWcTGKsYKVVkkoaKei6iS79bT5nof53LAwAkxxrQrF4kNAKQX2rB2VzXLPPcEvuZC5WdJSO599pWSKkfhWb1IlVfgTioQVSXzLqpPcZdnQJRBGatTsXmI+eDvSQiIiIiopCgLI3ZwqSb23l2I4CwmYHETvQQpOxEr+6LQC6iC1Kci6OAFQKd6MqoGnMlBbVwykQ3Od7FQiGjOpCkrmjnswSqQip6puUUVfu2nEmF56FdGuP10d3w3f4MPLByN9Kyi/3+s3yRmVcq/7+7rmzpcc3ML0VpmRVGvVYerhml6ESP0Gqg1Qiw2kQUm6yIM3pX9PWFFI9S2cDOMnnKdkVxLtXsRI/wfMZKXCWDRaXLP57SG+0bxuK6VzfjVHax2+196UQHgNFXNcfoq5p7tS0ReU8QBDw3vDNyS8rw9d5zmP7xLnw8uTd6tkwM9tKIiIiIiIJKmV5R3TjomiJ1z2s17EQnP1AOpqt2JrrTkzOUOtGVkSyVdaW6ZKKHcCe6dEAgkBnVoUC6f/4YpCgNcczKN/k9aqhY7t62P/dbOIZApucEt4ieoSiiu3v+S4+rKAJnLtnXKg0WVRbRBUGQvy8O0IGbPC+L6HInegXd11UdbiwdlPImzsXdOm020aUwLm/v5kwYX4voRBQ4Go2A1+/shus6JKG0zIZJy3bIZzAREREREdVV4ZiJblPMbpTGnYVLJjqL6CFInYnurzgX+/fGUOpEt3rfiW5y6naubPtgktYmZVTXVlJx2h+d6FJ0BmAfAupPUse8FHvSor69iJ5TZEZBacVF4UDythMdKC/4S3EtyjgX+/dSEd3/r2tRFOWMcXfFZiU5E72iOJcqd6J7EedSQVG80GyRB4rKRfQo+9BQdxnq0m0ksIhOFBIidBq8N7YHrmpZDwWlFoxfsg0nL/r/7CUiIiIionARlkV0xzK1GkFOzQiTGjqL6KFI2aFZ3Ux06fpSJ7o0vNPXLtBAKFOcdlJZxnmpJfw60YHAZVSHAqnr2R+d48rOYX/HrMiFZ729+Bpn1KOeI+c6mN3oGaoiuuvzWfm4So+JfEDAKdIk2lFUlyJP/KnIbJV3xpXHudjvR0U54FInuq8HX7yJc4mvIBNdKoobdBq5kF9R5zo70YlCT2SEFosnXIVOjeNwsdCMfyzehow815kGRERERER1QTgOFpXWqdEI0DiK6OGydhbRQ5DJj53ozoH9Uie6vyMzqsKXTvRwykRXHhCQ4jdqo/I4Fz90ois6h9MC1IkerRjA2aJ+NAAgPYi56Jn5yjgX1+eJ8nGViujyYFGnbmypyz4QB21yi82K//euE11fQSa6VMD2NQao0FR5nEtCZHlnufNgEqkonqAYFFreuW6GM+m+ejtYlIhqRnykHsvv7YVWDaJxNrcE4z7cjpwi19cwEREREVFtp+hNDbvBohoBkGLRWUT3sxdeeAF9+vRBVFQUEhISvLrOxIkTIQiC6uvmm28O7EL9QFlQrm4musXxitLIRfSqRSkEgi9F9BKz+t/DpRO9Ng8XLTL5rxM9X9EJnJ7t39Pz5cKzIgIlxZGL7u+CvS8yFd2TlXWiSx3zJWb33dhSl30gDtoou7Qr7UR3vC51Gs+7lvL3IN9ew9KZDzFeZKJbbaL8e5e46yxnJzpReEqKNWDF5F5oHG/EsfOFmLBke1DjuYiIiIiIgsEShoNFpSK6VmCcS8CYzWbceeedmD59uk/Xu/nmm5GRkSF/ffrppwFaof+oM9GrVyyWas1SJ3pVh/oFgjrOpeLin3OcS2XxL8Gk/P2V1OLhotKwV38MqVXFufi5sF1idh3GmVI/+MNFM6qQiS4VhiOdi+iGwA0W9aWILh091lXQiV4e5+JrJ7r7PHglo16DCEeUjPNaWUQnql2a1YvCism9kRgdgf1n8zB5+c6QaBAgIiIiIqopytKYLUyK6NKaVXEuYVJFD5si+nPPPYdHH30UXbp08el6BoMBjRo1kr/q1asXoBX6j8mPnehSEV4rFdFDthO94vvpEucSAgcBPFEW+AORUR0KzBabHKlT3SG1ZVabqmvY34Vt6WwAZRG9uaMTPVTiXJwPEjlflp5TDJtNlA8IRNfgYFHlkM7KiujS+5Xei050Xw/kSQcIlLE8zgRBkONXcp0iWuR4FkfkC1Ae1eJ2sKgc/xLh8m9EFBraJsfgo3t7Idagw/aTOXhg5e6QPlONiIiIiMifbGGYia6Oc2EmekjZsmULkpOT0aFDB0yfPh3Z2dkVbm8ymZCfn6/6qmlmP2aiS58ltS5xLsH/kKn8oFvpYNFwykSvA4NFlR321e1Edy7Mnskp8esbaEmFcS7+jY7xVmmZVZUvbnLzelReZrbYkFVQKh+UcelElwaLBrgTvdBkgaWC16oc51JhJrrjbBgfXxvSfa8ozgXw3F3OTnSi2unypvH4cOJVMOg0+Onwecxaszds/ggnIiIiIqoO5efzsIlzcaxTqxHkWqXzTLNQVauL6DfffDM++ugjbNq0CS+//DJ+/vlnDBkyBNYKokPmzZuH+Ph4+at58+Y1uGI7ZbSJ3zrRBec4l+AXd5X3rfLBomGUiV4HBosqi7XV7USXipXREVrotQLMVpuqS7u65E50gzLOxT5Y9FxuaVCeS5l56vtXWSc6YB8uWix3oquL6NL3gYgPcu7Szi/1XKgvHyzqRSa6jwdfpMGizkNVnZUPC3VfRHc7WNTpPpZZbfLPYxGdKPT1apWIheN6QK8V8PXec3j6ywNh84c4EREREVFVKUuG4TJY1Cp3ogtw1NAZ5+KNJ5980mXwp/PX4cOHq3z7d999N4YPH44uXbpgxIgR+Oabb7Bjxw5s2bLF43Vmz56NvLw8+ev06dNV/vlVpexArW43lUVxhAcIrU505RGzyovo4ZmJHoiM6lCgvF/VjQaSOrLrRUegWT1Hh7gfh4tKBzKUESjJsQYYdBpYbSLO5ZZ4umrAZDgX0d12oqsf1/ScYvlxd84Fj5Q60QM8WBRwjUlRkuYcSDMY3KlqJrp0ACGmgjgXoKJOdLPq34HyOBfngrty0G2cseKiPRGFhus7JGPBXVdAIwCfbk/HS98fZiGdiIiIiGo1Zc0whMtkKlInur2IHl5xLkGtDjz22GOYOHFihdu0bt3abz+vdevWaNCgAY4dO4Ybb7zR7TYGgwEGg8FvP7MqlAViq02EKIoQBM9FqYpIR6KkeAUpSiEUMtHLVJnolQwWdYlzCd13B3URPfiPcyAo71d1h9TmKzqE60cbcPJiEdKzi9GnTbVuVlbsZrCoRiOgeWIUjp0vRFp2sdyZXlMy89WFe3dnhkiPa6xBhwKTBenZxXJ2fJTBQyd6WWDjXNx9ryR1ouu86ET39XkjdYY758E7k4rkzh30lcW5KN9npW1jDboK7wsRhZZhXRuj0NQF//f5fiz65QRijTrMvKFdsJdFRERERBQQ6iJ66NbJlKQlq+NcgrggHwS1iJ6UlISkpKQa+3lnzpxBdnY2GjduXGM/syqcu7KtNrHCjOGKSEUtjRznUrUCViBYFC/wyjrLSxxFdEGwv7hCerCoYm2ByKgOBcqO52p3ois6hFPqOwZ++mm4qM0mys+dKKcIlBSpiO7nQabecO5Ed5eJLj2u7RrGYHd6LtJyij0OFpUy0gPSie7Upe1uCKdEOrtEX1EmuuM9yGoTUWa1VRj9oiRlokdXloke5b4TXTrjQR3nYh8aarGJKDJb5bx16T7GRzHKhSjc3HVVCxSUWvD8t4fw2g9/I9aox4Q+LYO9LCIiIiIiv7OK4deJro5zCa9O9LBpsUtPT0dqairS09NhtVqRmpqK1NRUFBYWytt07NgRX3zxBQCgsLAQ//znP/Hnn3/i1KlT2LRpE2677Ta0bdsWgwcPDtbd8Ipzgbs6uehyJ7om9DrRLVbfM9GlIldIDxZVvHMFIqM6FCg7nqsbDSQVaeMj9WghD/z0T2G7RPE8d45AaSEV7P0YHeMtKRNdOurq7vUoPa7tG8YCsK9TOijjPFhUKiwHIj7IuRidX0ERvcwmvd943rUY9OX/5sv7kBzLU83BonGKTnSjXoMIRxFfuT2HihKFtyn9WuPhG+0d6HO++gtrd50J8oqIiIiIiPxLFEV1J3qYtHOXx7kAUukgXNbuVSf6vn37vL7Brl27VnkxFXn22WexfPly+fsrrrgCALB582Zcd911AIAjR44gLy8PAKDVarFv3z4sX74cubm5aNKkCQYNGoT//Oc/QY9rqYy7TvSqkgrwGqdM9FDoRC+rQiZ6nFGPglJL2GSiB6IzOBQo75fJYq1W5FBeiTTAMUIuoqdn+6eILhWdBaH8AJIkJdG/Xe++kDrRm9eLxKnsYrevRyniRS6i5xTLZ5I4d6JLXfaBiA+SzhQw6jUoLbNVEufiyESvoBNdykQH7O9DsV6sQRRF+XfpPFTVWWWDRZWFcUEQEBepx8VCE/KKy9A0IRJA+YECFtGJwtcjA9uh0GTBh7+exBNr9yI6QoshXUL7TEQiopqye/du6PV6dOnSBQDwv//9D0uXLkWnTp0wd+5cREREBHmFRERUGedSYfjEuZTPbtQKUpxLLSqid+/eHYIgeFUos1oDUzRctmwZli1bVuE2ygc9MjISGzZsCMhaAs2fnehWm1Mnuk4aLBr84q7yfpkqKYrL+dCOIX+VFd2DSfn7C0RGdShQdtjbRPuZARG6qhXR1XEu9mxyfw0WldYZpde6vHeV/6yaL6Jn5ZfKaziVXexVJ/ql4jLote470aUu+6IAFNGl4nNKYjSOZBXIsSjuyJnoFQwWFQQBBp0GJovN6/ehkjKr/AdCVeNcpKJ6glNhPCHKXkSXnoeA++gXIgovgiDg6WGXochkwaodp/HQqj34IEKL6zokB3tpRERBN23aNDz55JPo0qULTpw4gbvvvhsjR47EZ599huLiYixYsCDYSyQioko4N9yGcK+pirROjUaQG37DZe1exbmcPHkSJ06cwMmTJ/H555+jVatWePfdd7Fnzx7s2bMH7777Ltq0aYPPP/880OutE5yHDFanE126rhQbIUUphFsnulQMjTPqXa4bapRd8rW2E90pNqS0ksGwFclTDBaVOtHzSy0uncRVIT3+UW4Kr80Vneg1fdRT6kRv6YiUcV9Et19WL1qPBjH2s2ekGKNoT4NFAxHn4vg9SPE3FXWiy3EuleScS93o3kYBSb9HQQAi9RV3opcPFi0vilusNhSYLKp/d94+n3EuRLWOIAh4YWQX3NK1McqsIqat2IVtJ7KDvSwioqD7+++/0b17dwDAZ599hv79++OTTz7BsmXL+JmeiChM2JzqGM7fhyqbqIhzCbNMdK860VNSUuT/v/POO/HWW29h6NCh8mVdu3ZF8+bN8cwzz2DEiBF+X2Rd41xQtlTjlAznInpIdaL7konuKNJKneghXURXFJQDkVEdCpxjQ0xlNsBYtdtSRmdERmiRFGvAhQIT0nKK0DUqoZrr9BwB0jwxEoJgvy8XC81Iiq2ZmCezxYaLhSYAQMsG9m5493Eu9ssMOi1aJEbK1wGAKH3NDBa12kTkl9ofQ+kAhzdxLhUNFgXssVL5pRaXA4aeSENFo/Ra+Ui1J/GOYaHKdUr3wf7vTp3oUtFdcdBG+v84FtGJwp5WI+CNu7qjxGzFpsPnMXn5Tnw8pTe6N08I9tKIiIJGFEXYHJ8xf/zxR9xyyy0AgObNm+PixYvBXBoREXnJObXCEsKzA5XkOqVQHucSLgcAfB4sun//frRq1crl8latWuHgwYN+WVRd55z37Y9OdHeDRYOdOaQ8OOBtJnp5ET10X2DK+xKIjOpQ4HxwoDoHZXKL1V2/Ula5P2JWpMc/MsL1eKFBp0XjOHvlvyZz0c8XlEIUgQitBo3j7RncFXWiG/UaOXpG4mmwaImfD44VlJYXlqUiekVxLmVynEvFuxZpNoO3neiFjiJ6ZVEugGKwaLFrZ3mMQefSJe9uEKl8dkQk80CJagO9VoN3xl6JPm3qo9BkwYQl23EoIz/YyyIiCpqePXvi+eefx4oVK/Dzzz9j2LBhAOxnoDds2DDIqyMiIm841wrDpRAtd6Ir4lzCZe0+F9Evu+wyzJs3D2Zz+anyZrMZ8+bNw2WXXebXxdVVJqfCUnWOJsmDRR1Hd6TBhDaxelnr/qAshFc0KFQURbnYFuuIcwnpwaLKOJdaWkR37nj2tqPYnfKCpf13K8WG+KOwXVEnuvpn+SeD3RuZjiiXhvEGxUEt9fNZFEW5E92o18oFbMBefI/Qqd+6o+ROdP+e+SD9bqIitHKkTH5Fnei2ygeLAuVxLiYvi/7SwZAYL4roUo55fqlF/qOioniWuAqK6IxzIao9jHotPhjfE1e2SEBeSRnGfbgNJy4UBntZRERB8cYbb2D37t2YOXMm/vWvf6Ft27YAgLVr16JPnz5BXh0REXnD5pKJHh6F6PI4FwHSiebhsnav4lyUFi5ciFtvvRXNmjVD165dAQD79u2DIAj4+uuv/b7AusifnejSk1MqakmZ6IC901VfSXZxIFm8zERXRl3ERTo60UMg090T5X0JREZ1KChxOjjgbUexO7kl6uiMlET/DRct70T3UERPjMKfJ3JqdLhopmOoaOO4yPKObIvzQYnyx9Og0yClfnkR3d19kQaLmiw2WG2iHN9UXbmKYZxScVqZNe5MOuDnTZwL4H2WvhznYqg4Dx1QF74LSsuQEBWB3GKzy79Jyu+XsohuVv0bEdUO0QYdlk7qhTHv/4mDGfkYu3gb1ky7Rp6RQURUV3Tr1g379+93ufzVV1+FTudziYCIiILAJc4lTArRythpbW3vRO/VqxdOnDiB559/Hl27dkXXrl3xwgsv4MSJE+jVq1cg1ljnuGaiV6MT3ercia4soge3EK28XxUV0ZVRF7HhMFhUcV/qymBRv3SiR0md6PaIE390oktnAkS7iXMBIMekpNdkEd3Rid4o3igXk53PPlF+79yJ7q6rPkpxmT9z+PMUBzjcxZ44k16Xlce5SJ3oXg4Wlc8oqPxDnV6rkR8P6SBARZ3lFcW5sBOdqPaJj9Tjo8m90CYpGhl5pRi7eBuyHAc3iYjqitatWyM723XQcmlpKdq3bx+EFRERka9cBouGSRFdWqa9E91RRA/dEp+KT0X0srIytGnTBunp6bjvvvswf/58zJ8/H1OnTkV0dHTlN0BecS4o+6UT3VHUEgShPEqhGoVPf/A2zkUq9us0AiIdRcfwyUSvnZ3ozlnvVT0gU1pmlR8vqWDZItF/he3iSjqYpeJ0Wg1momc4iuiN440eX4tSh7ZWI0Cv1cixM4D7TnSDTiOfBuXPHP5cRTHZmyK6dGAsUJ3o3sS5AOXRQNJa870ooueziF4l77zzDlq2bAmj0YjevXtj+/btFW6/YMECdOjQAZGRkWjevDkeffRRlJaWFzDnzp0LQRBUXx07dgz03aA6pkGMASunXI3miZFIzynG2MXbkK0Y3kxEVNudOnUKVqvr32EmkwlnzpwJwoqIiMhXzrVCa5h0c9vk2GmUx7mEydp9OldLr9erPuxSYDgX1CzVOCQjZ6IrDpcY9VqYLLbgd6IrCuemCjrRpWGJkXqtHD8TLpnodWWwaFUPyEidwlqNIBdIpeiSjPxSmCxWOce/auu0ryvKQ5xLih/z173lrhPd+bUonX0hFdmTYgyIitCi2Gx1O1xTEARER+hQYLL49TmnPEsg3nGmQGmZDaVlVnntShYvO9Gl++X9YFHH79HLInpcpB7n8krl9cuxNG7iWeQ4F8UgUudht+Te6tWrMWvWLCxcuBC9e/fGggULMHjwYBw5cgTJycku23/yySd48sknsWTJEvTp0wd///03Jk6cCEEQMH/+fHm7zp0748cff5S/52nlFAiN4o34ZMrVGL3oDxw7X4hxH27Hp1Ovlt/riIhqo6+++kr+/w0bNiA+Pl7+3mq1YtOmTWjVqlUwlkZERD5yKaKHSSe6VDBXxbmEydp9/mQ6Y8YMvPzyy1i8eDE/2AaIXzvRbepOdMAepZBXoo5JCYYyH+NcDHqt3OEaynEuygMC/s6oDhX+6kRXdvwKjtN46kdHIDpCiyKzFadzStA2OaYa66w4BkTqRL9QYEKx2SJniwdSRl4JAKBRnLE81sRDJrpUqBYEAS0So3A4s8DjAYEogxYFJotfh4sqO7hjInTQCPZTr/JLytwW0aUzRCodLCrH2Hg5WFTuRPfugIpzzrkvcS6lZVb58WcxrWLSmWiTJk0CYJ+Z8u2332LJkiV48sknXbb//fffce211+Kee+4BALRs2RJjxozBtm3bVNvpdDo0atQo8HeA6rzmiVH4eEpv3LXoDxzMyMeEpdvx8ZTeXp/1QkQUbkaMGAHA/rflhAkTVP+m1+vRsmVLvP7660FYGRER+Spci+hu41zCY+m+Z6Lv2LED69atQ4sWLTB48GDcfvvtqi+qmMWL4q/UyRzh6LquVia6HNhffpnU2VtR93dN8HawqFREN+o1iHB0sIZyEd35vtTGSBepiC49R6t6QMZdcVMQBLSQsspzqjdctLLBoglREYgz6hw/q2a60bPy7ZEBjeKNMOrK44mUOzz5Oa+YYSANvvNU6Jcu92ucS7E0YDMCGo1QaaSLdNZMZQOLpftd6uV7UKEPmeiAa2FcjqVxUxSPj4ywb+O4r9J1NAIQUwMHVcKV2WzGrl27MHDgQPkyjUaDgQMH4o8//nB7nT59+mDXrl1y5MuJEyfw3XffYejQoartjh49iiZNmqB169YYO3Ys0tPTA3dHqM5rkxSDj6f0RkKUHqmnczF52Q6X4dlERLWFzWaDzWZDixYtcP78efl7m80Gk8mEI0eO4JZbbgn2MomIyAvOESjhEomijnOxF9HDZe0+VwgSEhJwxx13BGIttdrfWQWYsGQ7tBoBv/7fDR63s9lEuZszMkILc4mtWkeTyqfeqjvRAe+7QANFeb+8yUQ3KuJcyiyuj8kHv5zAF3vOYuWU3qgXHeHn1XpHFEWX+1JstsoDUf0tM68UE5duxz29W2D8NS19vv4Ta/fiQoEJH064ChofuuWlzuB60Xpk5Zuq3IkuFS6dO4RbJEbiUEZ+tXPRiysZLArYh4vuP5uHtOxidGwUp/o3URTx4Kd7UFpmw/vjelT6GO1Jv4SZn+xBQWl5kTnWqMe7Y69Et+YJsNpEeYBd4/hIGPTKQb/lUS3K57y8TrmI7qET3XF5IAaLSr+f+Eg9LhWXyUVpZ9IgY10lj5N0v90dfFnw49/46fB5rJzSW37dFMnZ9j4W0Z0K4xV1oheYLLDZRNW2vrwm6pqLFy/CarWiYcOGqssbNmyIw4cPu73OPffcg4sXL6Jv374QRREWiwX3338/nnrqKXmb3r17Y9myZejQoQMyMjLw3HPPoV+/fjhw4ABiY2Pd3q7JZILJVJ5nnZ+f74d7SHVJx0Zx+OjeXhj7wTZsO5mDaR/vwgfje1QrToyIKJSdPHky2EsgIqJqculED+HZgUrldco6EOeydOnSQKyj1kuMjkBGXikEARXmPCsLsFERWuSVlMmFqaqw2lyLWr4O9QsU1WBRLzrRK8tEX7fnLA5l5GNX2iUM7NTQ5d9rgsUmwvkAWiBz0TcezMThzAI8/+0h3HhZQzRNiPT6ulabiDU77YODMvNL0cSH6xY57lNitAFZ+aYqZ6J7Km5Ka8nMr96gt6JKBosCQIv6Udh/Ng+n3XSi5xSZ8c2+DADA2dwSuRvck82Hz+NsbonqsvxSC+Z+/RfWTe+D7EITLI54n6RYA5QlWpPFhmiD9P+OTn9FJ3qftvWx+NeT6NosHu5IQ3f92UEpZYPHKYroAJBX7L6IXuboRNd52Ynu7myYz3efwemcEmw/mYMbL7O/josdmejex7nYD6Ll+RDnIopAQamFQ0UDaMuWLXjxxRfx7rvvonfv3jh27Bgefvhh/Oc//8EzzzwDABgyZIi8fdeuXdG7d2+kpKRgzZo1mDx5stvbnTdvHp577rkauQ9Ue3VtloClk67CuA+345e/L2DmJ3vw7tgrKz2zhogoXG3atAmbNm2SO9KVlixZEqRVERGRt8J2sKgozW4U5MY1W5isnZ8Makj96AhERWghisCZSyUet1MWlaTO0up0osuDRYXycp001M8U7MGiNv/GuUid9cGMqVGuK9YRE+LPjGpnaY5ObbPFhtd/OOLTdZUdy74W+kvkInr5sMmq8FSwTIhUF0GrShpK66l7Gyjv8E5z0/WepiisexP3Ij337uzRDJseG4D/zbgWkXot9qTnYv2BTGQ4hoomxRigdeww3EXiuOtEv6FjQ+ybOwj39W/j9mdL2/rz+S8PFpWK6I7idGWd6PpKMtGNFXSiSwVz5e+j0PEacjdU1R3nOBep6C89r5QidBr5+ZFbYi4fKhoVnLNZwkWDBg2g1WqRlZWlujwrK8tjnvkzzzyDcePGYcqUKejSpQtGjhyJF198EfPmzXP58C5JSEhA+/btcezYMY9rmT17NvLy8uSv06dPV/2OUZ3Ws2UiPpzQExE6DTYezMKjq1PDJluSiMgXzz33HAYNGoRNmzbh4sWLuHTpkurLF++99x66du2KuLg4xMXF4ZprrsH3338foJUTEZHE+e/UcOnmlovoggCp3zdc/uauUuDr2rVrsWbNGqSnp8NsNqv+bffu3X5ZWG2jHAyYnl2MNknuhyVKHaiCUJ5dbvFQXPCG9ORUDvoLxU70ijLOpXUaKxksKhXkgjkwVXkwoF5UBApKLQHtRFcWeb/YcxZT+rZGpyZxFVyjnHJdvkSAlFlt8pkA9RyFxupmoic4ZVXHR9rfmvKrWUSXO9EriHORhoumuSmSK+Nk0rKLcW3bin+eVMBOijXIr/Gp/VrhrZ+O4ZUNR/DYoPYA7HnoEoNOA7PV5lRELz9wpBRXQSxQRYXpqnIX56K83Jk8WFRT8fFZ6b3N3cGXIsdzUXnQoqiKmehSQbyy7vL4SD2KzVbklZSxE91LERER6NGjBzZt2iQPKbPZbNi0aRNmzpzp9jrFxcXQOD03tFr7c0H00HlQWFiI48ePY9y4cR7XYjAYYDAYqnAviFz1adsAi/7RA/et2Ilv9mXAoNPi1VFdGe9ERLXKwoULsWzZsgr3r95q1qwZXnrpJbRr1w6iKGL58uW47bbbsGfPHnTu3NkPqyUiInecC8/VmadYk+Q4F0GAVqjlnehvvfUWJk2ahIYNG2LPnj3o1asX6tevjxMnTqhOwyZXKfXtxbqKOlqlImyEViMXjKvVie4odqo70T0XsGqS94NF7f9m0Gnlrt0yNxE30pDCYB4ckO6HIJR3ogdysKhU5G2aEAlRBF5a7z6L2B1lh3yRyfvHTFl8T3Rkz1e1+9lTwVIaAJlbYna5ji+ktVbUid5Cel1muw4xVXZDp3kx5FQeCqyIYblvQBvUj47AyYtF+O9P9m7axsoiut719SgVwn3J4y1/Xfu/iC4d5JAOblQ+WNS7TnTnuQxWmyg/DmmK34f0/KxyJ7oXRXRpOxbRvTdr1ix88MEHWL58OQ4dOoTp06ejqKgIkyZNAgCMHz8es2fPlre/9dZb8d5772HVqlU4efIkNm7ciGeeeQa33nqrXEx//PHH8fPPP+PUqVP4/fffMXLkSGi1WowZMyYo95Hqpus7JuPtMVdCqxHw+e4zeOZ/Bzwe6CEiCkdmsxl9+vTxy23deuutGDp0KNq1a4f27dvjhRdeQExMDP7880+/3D4REbnnHN8SLoVoqcSpjnMJ4oJ84HMR/d1338X777+Pt99+GxEREXjiiSewceNGPPTQQ8jLywvEGmuNlPrRANzHRkikIqxBp5ED9qtzNEm6qjoT3f8dq1WhvF+mCjrRpeiQyAhFJrqboq0c5xLEgwMmxUEQqWs2UJ3ooijKB2ReGHk59FoBv/x9Ab8du+jV9ZXrKinzvtAvHRTQawXEyIMwq3Yf5eiMAMW5lBfRKx4sCthjlpwPWCkPeLnLTHcmHwRTFNFjDDo8dGM7AMDhzAIA6k50uaCsOPgjPY+cO9ErYpBvx/9xLtLvR/69FLs/uCEPFq0sE91D9EyJ4nmk6kSX4lwqOBiipCyKmyxW+XbjoyououcWl8n3LYFF9ErdddddeO211/Dss8+ie/fuSE1Nxfr16+Vho+np6cjIyJC3f/rpp/HYY4/h6aefRqdOnTB58mQMHjwYixYtkrc5c+YMxowZgw4dOmD06NGoX78+/vzzTyQlJdX4/aO67ebLG2H+6G4QBGDltnT855tDLKQTUa0xZcoUfPLJJ36/XavVilWrVqGoqAjXXHON32+fiIjKuXSih8lg0fI4F9T+OJf09HT5qHVkZCQKCuxFoXHjxuHqq6/Gf//7X/+usBaRhhKmV9DRKhdhdVo5EqF6mej229NqXDvRg5kdDqgjWcwWG0RRhCC4drDKcS46jVxEdxvnEgqd6IpOZGmYZaCK6BcKTSgps0IjAH3aNMDY3ilY9vspzPv+EL6a0bfSU8+V6/KlE13aNlKvVRRD/TtYNK6S2BBvSQX/6AoGUjaKMyJCa49UOec0PFT5Wq3o4JdEeSaJ0pheLbD0t5M45biNxk5xLoD7TnRlJnpljG462qvDbLHJzxHv41wcg0Uree6V32f186ZYcXbE6UslsNlEaDSCvA5vO9GlznllZ7kgALEers9O9KqbOXOmx/iWLVu2qL7X6XSYM2cO5syZ4/H2Vq1a5c/lEVXLbd2bwmSx4Ym1+7Dkt5Mw6jX45+AObv9WISIKJ6WlpXj//ffx448/omvXrtDr1X/3zJ8/36fb279/P6655hqUlpYiJiYGX3zxBTp16uR2W5PJBJPJJH+fn5/v+x0gIqKwHSwqx7loBLlWGS5d9D53ojdq1Ag5OTkAgBYtWsinaZ08eZIdOpWoaIChxN+d6MonpyRkOtGdjpK5i2gB1EMWI3TuM9HLrDb5vgYzpkb5+5MiRAIV55IuF2QjEaHT4MEb2iLGoMOBs/n47kBGJddWr6vEh0J/iaKgWR7LUbXHPNdTnItTpnVVyZ3oes/FV61GQLN6kQBco5aUr9X07OJK3+OUv3+lCJ0G/xzcUf6+YZyyE911RoHJw+1URC5M++kgkqr4bJQGi1ZcRJfeq/RedqI7r1V5YMdssSEz3z6ItTqDRfMUZzt4OrCkLLrnesjpJ6K6aXTP5vjPbfZM33e3HMfbP3kecktEFC727duH7t27Q6PR4MCBA9izZ4/8lZqa6vPtdejQAampqdi2bRumT5+OCRMm4ODBg263nTdvHuLj4+Wv5s2bV/PeEBHVTc6DRMNzsKijiB4ma/e5E/2GG27AV199hSuuuAKTJk3Co48+irVr12Lnzp24/fbbA7HGWkOZiS51WDqTOpkNOo08DNRajcGiUmFZ2RkqFYey8k1ur1NTnAemmq02VQyGRCr2K+NcnAvuyq76qnZF+4OyE1mKEPGly9sXUoFXel7VjzHgnt4t8P4vJ/DbsYu4pWuTCq+v6kT3odAvbRsVoS3P4a7iY54vFywjVJdLz9GCUgusNlF1EMhbNptYXkSvoBMdsOein7hYpBoeWmK24nxB+WukwGTBpeIyOQfeHXeZ6JKhXRrh6taJ2HnqEro1S5Avl7v5FQciTNXoRPdXnJFUKI816OTHXz644aaILopi+fuN15no6rU6Pw/TsovRON5YHudSye9RIsXOFJutuFBoUq3dHXed6HHsRCcih3HXtITJYsPz3x7C/I1/I0Knwf0D2gR7WUREVbZ582a/3l5ERATatrX/Ed2jRw/s2LEDb775piqyTTJ79mzMmjVL/j4/P5+FdCKiKnBuuA2XwaJSKVBZRA+TJBrfi+jvv/8+bI57PGPGDNSvXx+///47hg8fjmnTpvl9gbVJk4RIaDUCTBYbLhSaVN2oEqmoFKHsRK/is0kURVVgv6RDozgAwJHM4J4651wIN1tsgMF1OznaQhHnYnbqRFd21QczE11ZRJXym0sC1Ime5uiabqGIH5GiSC4VVd7BrSyi+xI5U6LIGS8/q8HPg0UV3xeUlrkU2b2hLOxXNFgUUJwloohvkbrS44w6REXokJlfivSc4gqL6GUVFNEFQcCySb2QX1qG5FjXOBflwZ9SS/nZF94yVvOAhrM8x1BX5WNfUZyL8vWs11TciW7w0InufEZEek4RrkxJkP8Y8LYTPdaogyAAolieZe9VEb2YcS5E5N6Ufq1hstjw6oYjeOn7wzDoNJh0batgL4uIqFqOHTuG48ePo3///oiMjPQYr+krm82mimxRMhgMMBjcfOgjIiKfhOtgUWndWk15akat7UTXaDTQKAokd999N+6++26/Lqq20ms1aJJgxOmcEqRlF7stoput9iJShE4jd49XNRNdeT1lJ/pljWIB2IcceuqIrwkunegeMtqlArlBr1Vloiv/yFMW0YMZU6McLBkpdaIHKBNdKg62qF9eRE90FDxzPAx+VFLGufgSOaPsRK9OJrooih4Llnqt/SBEkdmK3OKqFdGlMwAEobzA7EkLx3BR5fDQdMXjG6W3F9HTsovQvXmCx9spHyzr/ucZFTnyyssA989hoy9xLn6OaXL3u5FjT9zE7Chfz5V1orvLgQdcXyvpOcWqMzmiKxgQq6TRCIg16JBfapHP2KiwiO54fuWWmOX7xsGiRORsxvVtYbLY8Namo3ju64OI0GkwtndKsJdFROSz7OxsjB49Gps3b4YgCDh69Chat26NyZMno169enj99de9vq3Zs2djyJAhaNGiBQoKCvDJJ59gy5Yt2LBhQwDvAREROReew2U4p9s4lzA5AOBzJnr//v3x7LPPYtOmTSgtLQ3Emmq1lER7sS4t2/1wUX9moiuvpyyUt2oQjQidBsVmK05fqnxYYqC47UR3Q5WJ7iiii6L6/qnjXIKfia7sRA/UYFHpOSQ9pwCgnqPIeamo8iK6sjjpS+RMsUnqRFfEuVShE73QZJHf5N3lT1c2xLLSdUrFfr220gNFLdzMK1A+vtKBivRKhosqf//ekqNNlM9hx+Np8KkTvXr59M5yi12L6MrfiXM+vPL1XHmci/uDL8rBooD99yFFuRj1Gp9ifaQDL2m+dKIrB4syE52I3Hh0YDs5yuVfXxzAmh2ng7wiIiLfPfroo9Dr9UhPT0dUVHlDzl133YX169f7dFvnz5/H+PHj0aFDB9x4443YsWMHNmzYgJtuusnfyyYiIgXnWmHYFNEVsxulj/jhMhTV5070QYMG4ZdffsH8+fNhsVjQs2dPXHfddRgwYACuvfZa1U6YXLWoHwUccx1gKDEpinA6R8d/VY/IKK+n7ETXaTVo3zAGB87m41BGAVLqR7u7esBZnCJZpC58ZyVSJrpeC72u/H6UWW1yZ3qodKKbFJnokYEeLJqjzkQHgHqOqJFLXnSil1RxsKhcnDboqtX9LBUrI3Qat7ElcZF6nMsrdZu/7d06pSz9yt/mUhRFcukMB3Unun19aR5et5IqFdF1bjrRHcVlXwaLVuesAHfcFZOlrHGLI29eGa+ifD1XFudi9HDwRfqdSVEs6TnF8pkPMV5GuUikwrh04KOiQaEJikG2nobdEhEB9miu/7u5A0wWK5b+dgr/t24f9DoBI69oFuylERF57YcffsCGDRvQrJn6vatdu3ZIS0vz6bY+/PBDfy6NiIi8FK6d6FZFJ3q4xbn43In+9NNP44cffkBubi42b96MW265BTt37sSwYcOQmJgYiDXWKlL2cqVFdG31M9FVnehO2XYdHbnohzKCl4vufNTMUwe5HG2hL89EB4Ayi6jYxuayfTCoMtEdRb9AdKIXmiy4WGgvlKviXOQielmlb0JFVR4s6uhE12vdFoC9lVtJbIYcHVLNTnRvhlFKnejS8FBAMbg1Maq8E72yIrq1/PXrLYObXPnSKgwWdXc71eEuzsWo18j3zfnghvR61giotPPf08EX6XfWsr50xk6xYqiob0V06fmT7kMnekZeafnZEZG+RwgRUd0gCAKevaUT/nF1C4gi8Niavfh677lgL4uIyGtFRUVum99ycnKYV05EFCbKi9Hq70OdPFhUI8i1gzCpofteRJecOHEC+/fvx969e7Fv3z7ExsZiyJAh/lxbreQuNkLJrOpEr14mus1DJjoAXNbYXkQ/HMThot7GuZgUcS7K+6EcLmpSdaKHQpyLVh5mGYhOdCm7OyFKjzija2a11SaioLTin6ss7vvSiS5tG23QuY0i8VZ+JR2/1Y9zKT+DoTJGvRYN4+wfGKSiqzJzXnrdBiLOxeCuE12Kc6lmR3t1uItzEQQBcZHuc9GlIrrOiwMI5V3z7jvROzS0z23IKynDuVx7bFiUl3nokjin54+3cS6A/SCI9NwmInJHEAT8e/jluKtnc9hE4JHVqVh/ICPYyyIi8kq/fv3w0Ucfyd8LggCbzYZXXnkF119/fRBXRkRE3pJqhVL9IVw60aXUDK2giHMJk7X7HOdyzz334Oeff4bJZEL//v0xYMAAPPnkk+jatatfJnnXdpV1tJrkTHStXzPRnbOElcNFg8UlzsVTJ7qlvBgqCAIitBqYrTaUKYvoqkz0EBgsqtXIRT9f8sa9peySVjLotIgx6FBosiCn2FxhrrOyuO9bJ3r5YNHqZKJXFpshFza9iKZxR3rcve1gbpEYhax8E9Kyi9Clabw8L6BFYpT8u8zML0VpmdVjh7hypoG33BWUpeewL53ongrTVSUd5HA+UyAhSo+LhSbklqh/L9LrWe9FbrmU32622FTDjaWzHBrERqBBjAEXC03y2TIxXpxRoOT8vKqos9w56iU+Ss/9GRFVSqMRMO/2Liiz2rBuz1nM/GQP3vuHBjd1ahjspRERVeiVV17BjTfeiJ07d8JsNuOJJ57AX3/9hZycHPz222/BXh4REXlBKjzrtRqUltnCphBtVZzFrq3tg0VXrVqFsrIyTJkyBffffz+mTp2Kbt26seDgJSl/PKfIjIJS1w5bVSe6VupEr1pRTPnEdP79dHR0oqdlF6PQFJjM7so4HxwwW93fT6nzWYqA0DseF2UR3V0XbzCYFVnW0mBRX7q8vZWeYx962cJNnn29aHtBMKeS4aLKTnRfImeUg0XlTvRqZKJ7yqqWBkNWe7BohHfF1xaOAa3p2cXIyCtBmVWEXiugcXwk6kXpEesoxp+uINJFGefjLang7u45XLU4Fz91ons4yCF9n+/0e5HOLPGmE105MFVZ9Jdy+qMjdHJOvVRE9znOxWndcRV0osca3d9HIqLKaDQCXr2zG27t1gQWm4gHVu7C5sPng70sIqIKXX755fj777/Rt29f3HbbbSgqKsLtt9+OPXv2oE2bNsFeHhEReUGq+Uk1hXDJFZcK5uo4l/BYu89F9OzsbCxevBhmsxmzZ89GgwYN0KdPHzz11FP44YcfArHGWiXGoEN9R261u250ZRG9up3o0gtK52bIX2J0hBxfcSRI3ehlPnaiSwVFveMNQlVEV3SflwazE11RRJUGi/rS5e0tT53oAJDoKD7nVtLBrexE96mIXiYV0XXV6n6WiuOeipv+inPxtoguFW3Tcorl2Jbm9aKg1QgQBMGrXHTlmQjekh5Dd5novnS0y2cF+HmwqPNBjgQPvxeL42CfdJCrIkbF/VIW/YvkYbBa+bl9UCqi+xjn4qn4745WIyDWqPNqWyIiZ1qNgDdGd8PQLo1QZhUx7eNd+OXvC8FeFhFRheLj4/Gvf/0La9aswXfffYfnn38ejRs3DvayiIjIS3Kci6P+UNXaYU2TlqnVCPL8Rg89tSHH5yJ6vXr1MHz4cMyfPx+7du3Cvn370L59e7z66qvMRPdS8wrylc3W8uKZVPyu6ikZcie6h9+yNFw0WLno0sBUKbPaYxFd6sp1FAml4aJmxWBRk6IAaQqFTHRt+WDRwHSil+d1O5M6uCvrRFfGzBT7cDaCtK09zsXxu7D6fupQ+WBR9zEbUnE9t7iag0W9LL6mKIrk7h5fucheQS56VTLRy3Ply38f0u34FucinRXg38Gizgc54j38XqTXs7uDds502vKZD8oDMNJzKzpCJz/2Wfkm+2U+xrm4FP8riDZy/ndPw26JiDzRaTV48+4rcFOnhjBbbJj60U78fuxisJdFRORW27ZtMXfuXBw9ejTYSyEioiqSBolKjabh0s2tinOpC53o69atw0MPPYSuXbuiY8eO+Oabb3Drrbdi/vz5gVhjraPseHUmFcAC3YkOlA8XleISaprUuSp1CnuKcylVdKcC5UfZPMW5hEImul4nyPcrEJ3ocpHXXSe640yHS5V0oiuL+8U+RIDIHd4GnarI6+vjXtnAR08dz94qdnreVEY5PDTNzeMrH/zy0IkuimIV41w8d6L7MtyyvKM9cINFAdeBnRLp9eg8f8ETdzE2yt9ZitMBIl8Hi/rSie787+xEJ6Kq0Gs1eOeeK3Fjx2SYLDZMXr4Tf57IDvayiIhczJgxA99++y06dOiAq666Cm+++SYyMzODvSwiIvKBzakTPVwy0eU4F6G8Ez1comh8LqInJydj+vTpOHfuHKZOnYo9e/bg4sWLWLduHR5++OFArLHWkWIK3HW0SkU4g6JTs6ovBIvi6I47lzV2DBfNCFaci319UYaKI0HK41wqyES3KAuQwetEN0lFVK1WLvr5e8CDxWrD2UslAOBSaASAenInesXFZ2Vxv9iH4ady1rheq4ob8bUDOl8uorsvjvorzsWXwaKAfXjo0awC1WUAkOLITE/LLnJ7feVBoOp2opdWoRNdLkr7YbCoKIrlg0Wj1GcKSB3brnEu0lAT74roctHf4lpEjzZoXQ4QxfiYie7cQV9pJ7rijIiKBvISEVUkQqfBu/+4EgPaJ6GkzIp7l+3AjlM5wV4WEZHKo48+ih07duDw4cMYOnQo3nnnHTRv3hyDBg3CRx99FOzlERGRF6TP4FL9IWziXBzrtMe52C+z1tZO9H379iErKwtr167Fgw8+iC5dugRiXbWa1NHqbkCh1Mls0GvlgH0pJsFX0tEdT4P+yuNcCoJy1MfiKDpKcRvu4lysNlEutrvEuVjdR7iEQid6hE6jyuIu8VN3MACcyy2FxSYiQqdBw1ijy78nOgaLXqokzkXZiW622lwy6j0p70TXqmI5fM3izi2xr8+5SCvxVKz1llTsj/SyEJ0YHSEXav88YS94pCgGt1Z0Bgmgfv5WJRNdHUnkeya6URGLVN3Xc2mZTX59eerozvXQie7NYFHlepX3u3wYrE4e9CrxfbBo+fNKrxUqfR6wE52I/MWg02LRuB7o164Bis1WTFyyHbvSLgV7WURELtq3b4/nnnsOf//9N7Zu3YoLFy5g0qRJwV4WERF5wepURA+Xbm6rohNdjnMJk7X7VpUA0LlzZ1gsFmzZsgXHjx/HPffcg9jYWJw7dw5xcXGIiYkJxDprFakwl5bj2tFqUmRql3eiV62zVCq+S6dHOGudFI0IrQaFJgvO5pbIxf2aUuZ4kchxLm6K6MqoB3mwqBznUv4iUxZwy6wirDbR61gJf1IW0Q06DTSCfWhCscnicyetJ9LzpkVilHygRameI84lp5I4F+eYmWKzFfGRlRdA5W5hx8EPo16LQpPF5zMAKotzqXYnuqm8q9kbgiCgRWIUDmbko9CRza3s9Jc6o8/klMBmE10e+6oW0cs7yKvXia7c1my1wajxLUNcSTrAodMIiHaKw5F+L/nOnehyJnr141yiIrRoEBOBqAitqjvdF8pu8vhIPQQP74OSuDpWRN+0aRM2bdqE8+fPw+a0j1myZEmQVkVUexj1Wrw/ricmL9+B349nY+KS7fhoci9c0aJesJdGRKSyfft2fPLJJ1i9ejXy8/Nx5513BntJRETkBalxVo5zCZNubqleropzCY+l+96JnpaWhi5duuC2227DjBkzcOHCBQDAyy+/jMcff9zvC6yNpMLcudxSl+5fZRHWf5no7otHeq0GbZPtBz2CkYsud6I7isvuMtGVHdxS0U06ylaminBRd0H7KxfaV9Lv06DTQBAEudBc7MfhohXloQNAoqOzu6JOdKtNdCl6F3uZ3V5kLh8sCriPI/GGnLntITpDKmQWm60eh856t07vD144x+M0r1f+feN4I3QaAWarDZn5pS7XlZ6/Oo3g9uCGJ85Z5mWKIa3S2RfeUHatV/f5rzzA4Vx8ls4QcBks6ijE6r08gGCQ41yUnehSEV0nH9SQeDsgVl6nj0Vx1WDRWh7n8txzz2HQoEHYtGkTLl68iEuXLqm+iMg/IiO0WDyhJ3q3SkSByYLxH27H3tO5wV4WERH+/vtvzJkzB+3bt8e1116LQ4cO4eWXX0ZWVhZWrVoV7OUREZEXnONcwiYTXRXn4mgeDpMDAD63xj788MPo2bMn9u7di/r168uXjxw5ElOnTvXr4mqr5FgDDDoNTBZ7tnXLBuWxBVInukFX/Ux06UlYUUd2x8axOJiRj0MZBRjUuVGVfk5V2GyifKTJm050g04jFybdDxa1uVzP1/gHfzArziQA7B+gC0wWvw4XTc+uuIjuTSe68uBEhE4Ds8XmdaFfOVgUcD8Y0xuVdaLHGvUQBEAU7dsmxRp8un1lV7O3lI9pcqxBNZRUp9WgWb1InMouRlp2MZokRKquqzwA5ovygxA21X8BwODDYFG91n7gzd0BEl95GiqqvMx1sKgUH+VtJrrjfqs60dUHaFokRuFwpj2f3tfXc1SEFjqNAItN9KqIXpfiXBYuXIhly5Zh3LhxwV4KUa0XFaHD0klXYeKSHdh+KgfjPtyGlVOuRpdm8cFeGhHVYR07dsRVV12FGTNm4O6770bDhg2DvSQiIvJRuA4WLY9zAaQevHCJc/G5E33r1q14+umnERGhzjFu2bIlzp4967eF1WbKDst0p3xlqZvX3oleveEAUgxMRUX0To2lXPSa7UQvU8QHVJSJLhUDlVEVep39/qgy0Z26oD0NKQ00aU1SIVUq/PmzE10aSOtuqChQPljUuVNYqdgRVyII5Z3r3gwXtVht8u8pyvE7kQq9vnQ/W20iCkrta/BUsNRqBMQ6Hr+8koqjadxRdjV7q4XiMXX3+LZwRDGlu4liqmoRvfwghFX1X/u/+ViQ11XtrABn8gEONx3Z8Y6scZfBoo4iul7jZSa6zrUTvcikjgpS/g58jXMRBEF+brGIrmY2m9GnT59gL4OozpAK6T1T6iG/1IJ/fLgNB87mBXtZRFSHHTlyBNu2bcPDDz/MAjoRUZiSSmJyJroIiGHQ0S0V+zWKs/jD5QCAz0V0m80Gq9W1QHPmzBnExsb6ZVF1gachhcpCXLU70R0vqIoyipXDRWuSclhqlKM45m6wpVRQVA4FdJeJbnLTiR4MzoVUqaPWr0X0nEqK6NFS3IbZ43NHmWsuFSe96ZYvVjyu0u9NKob6cuBCmaddUcEyvhrDRavSiZ6iGGbpPNjS/u/uD34B6nkGvjDKByFsjv+Wn31RWY63MzkipZqd6BWdJSBnopeWqY4WS3Eu3naiOx98sdlE+QwJ6bnVQjHYtSpnlkjPH0/Da5XU8S+Vbx/OpkyZgk8++STYyyCqU6INOiy7txeubJGAvJIy/OPDbfjrHAvpRFSztm/fDqvVinbt2rn9d5PJhDVr1tTwqoiIqCqsbiJVw6EYLdX5tXUhE33QoEFYsGCB/L0gCCgsLMScOXMwdOhQf66tVpMKdOnZ6o5Ws5ypra12JrpU1Koon/myxvYDH6eyi7zOxPYHZRFd6jp1V4SVCmxGRayF3m2ci3MmenA60Z0LqXIR3eSfx1YURZyWM9Fdi7xAeSe6TXQd/iiRCuaREVq5U7vEi0K/1K2u0wjyfTRWoRNdKtJGR2grzNBO8ND17A3p+exLB3NKZZ3ojiK6dDaAkvNZCN5y7UQvj3TyldHNsM6qyHOcxZBQQRFdFCGfTQAo41x860SXXjPKiCHpdZOiiNepymBedqK7V1paivnz52PAgAF48MEHMWvWLNUXEQVGjEGH5ff2whUtEpBbXIaxi7fh4Lman0lDRHXXNddcg+zsbPn7uLg4nDhxQv4+NzcXY8aMCcbSiIjIR1IsirIGEQ7Z4nInuiBAKxfRQ3/dQBUy0V9//XUMHjwYnTp1QmlpKe655x4cPXoUDRo0wKeffhqINdZKcie6UzFO6qiO0Gnkjk6rrfKC8LLfTiLGqMeoHs3ky2xedKLXjzEgKdaACwUmHMkswBUt6vl0P6rKorhPUu60u8Gi7uJc3GWiOxfgK4uzKLPa8MbGv9G3bQP0adug0vXuPJWDjQez8MjA9qqcbGeunejVj3P5dHs6fj9u/2PXarOh0GSBIADN6kW63V6v1SDWqENBqQU5xWY5I12pRO5E18oFS2860ZXFd6lL2rkI7MnirSew94y9604qilfWISwVM52jaTb8lYkjmQV48Ia2Hru1pWgQX+JcpOGhFpvoNnNeintx14le9Uz08mKyKIryc1f5nK/KbTlb+ttJ7E7Plb/XCMAdVzZD//ZJLttW1IkeodMgKkKLYrMVeSVlcre3NChY7+VQVedMdOk1IgjlBXbl78CXMwokCb4U0aPqThF937596N69OwDgwIEDqn/z9ewHIvJNrFGP5ff2wvgPtyP1dC7GLv4TK6dcjU5N4oK9NCKqA5xP83d32n84RAEQEZFrnAtQXgcMZXImugZhF+ficxG9WbNm2Lt3L1avXo29e/eisLAQkydPxtixYxEZ6b6oR//P3n3HR1HnbwB/ZmuygSTUhF5EuqCiVD315AT1xF5RlENOEfQU9ZTzTs+KP3tDUQS7Yvc49fA8rChFQRTuqIKEFhBCCimbLfP7Y/c7Ozs7W2ZLdjZ53q9XXprNZvPdyS4Lz3z2+UYSAejuqvqwy5Vp1uAmgUD41LaeitpG/P2f/4PDasG5R3dRQhBlEj1OKHJ4x1b4tcaNXw7UNmGIHtr0VISwMTcWDatzkSKub3QS/bttFXj6i5/xzZb9+MeM4+Kud/a/NmDV9oMY1qNNzA1YtdPIoTqX5CbRaxo8uO39tRFvbenVviBmyNq2wIGaBi8O1jYCkRkpaoOBZb7DZqhypl5VAyOEwtDox3znwTrc89H6iMu7RDkRIESrc5n13lpU1DZi3KBS9CvVr5Gq12xSmQib1YLDS1pj/Z5q9O8UebtdgpuJ7q5siPiadlPZRKk3D3V7/bonjhK/Lf0TGgcOuXHnP/8Xcf21u6rw2Y0nRlx+oNYNIPpJjsI8uxKiCx6/sY1FtSdfxHMk325VXki7tMlH6zwb3F6/8g4LI7q2cQX/G/+1qVNRPqwWCe1bOQyfCMk1n3/+ebaXQNSiFebZ8fKU4bhs/kr8GAzSX586EgM6MUgnouzjCXUiotwgBm7VGUQgBzSeJTQlcbLWapEgZvCa7SQ6ANhsNkycOBETJ05ULtuzZw9uvvlmPPXUU2lbXHMmpoO1E7bJdKKLyo5Gnx+NPr8STokHYbxQS3QN1zc23SkrMUVus0hKYKUXotcrneh6dS6h49KgmTzXfq5V3RA4ZonWhGzbH6jdiTetne5J9O0H6uCXgcI8G274XV8AgATguMN1knGVNi4Hth+oQ0Wt/oacol6mwGGFS2x+mkDlTK07MpgOTT9Hv4+/7A9MbpcUOnH1CYcBCJzc+W3/jjF/npgIVv+equo8yv06cMgNIDLslmVZ6W83MokOAE9PPBq/7K9V9gtQE88Vval7j1LFZHQz0NCxdHv8ymS2usIoUc4odS7VwdoVp82CW0/tj1q3Fw/9exPKDtTB55cjNh8Wk/bddKbxgVBFjvrkkJhET7jORdMFr7cRrN1qwetXjoTb60uqE33m7/pi1GHtcPKA2I8zIHDi6bUrRzT7KXStnTt3AgicICeiplOYZ8fLfxiOSfNX4MedVZj4/Aq8PnWE7msPEREREZFWzk6iq+tcLM24zuW///0vPv/8czgcDlxwwQUoLi7G/v37ce+992Lu3Lno3bt3ptbZ7OiFg0AoiHTaLLBaAk+EeJ3o6mC30RsK0cUEuzYg08qLMr2aSWJtdqslZoge6kRXTaLbdOpcNFPQsaaiA7cb+HptAuF2TUMotNVbo5r4ujMYJIY27Uzu2Iow87COrTB5TK+Ev69t8CTNwbooIboILJ02FDgSX2OdZuNHQB3cRj822ysCJyEGdS4ydD/06lzEbQFAZZSTIA0ev7JZhdEakF7tC9CrvX7ffKz+92TrXOzWwNlXvxx4/osqFqctmTqX4LsCNI9TcfKj2GXH5DG94PPLeGLJFjT6/NhdWR8RlouaqWib1+qdHFKe0wnXuYSffInWYX9E16KEbk9PmwIHTjuiU8LXH9m7XdI/K5f4/X7cc889ePjhh3Ho0CEAQOvWrXHjjTfitttug8XSvCfxicyiKN+Ol6eMwGXzV+CnnVW4ZB6DdCLKvP/9738oLy8HEBg82bBhg/L3gf3792dzaUREZIAInu2qwVmzd6LLsqw0LVhUG4s2uzqXRYsW4bzzzoPXGwg6HnjgAcybNw8XXHABhg0bhvfffx/jx4/P2EKbG9HVW9PgDZsEVUJYA5Po6g0h1SGv+D5rnLfkiRBUr0c5U0TVjM0qKYGzbid6cE3qaV29TnQxeS66muN1oouvJ7KZprq3Pm6IrqlzyU9xY1ElzIwyERxNcbAGpaJWP2QWgaXLntzGoi67us4l/kmYsgNiM1SD9yP4PFFvkKr+fUR7J4H6xFJ+ErUo0SgnqPwyvD5/2NR1shuLSlKg0qje40ODx6+7mW6iov0u6jVT+VaLhK5t87H111qUVdSFheiN3kCwDkR/3OlVAHn8xibRtSdfRId9On9fpO+2227D/Pnzcf/992PMmDEAgKVLl+Lvf/87GhoacO+992Z5hUQtR1G+Ha/8YQQuW8AgnYiaxsknnxzWe/773/8eQODvpLIss86FiChHiFzNarFAkgBZDt9/0IzUGX+gzkVMomdpQQYlHKLfc889mD59Ou6++248//zzmDlzJq677jp8/PHHOPbYYzO5xmapUFUZUF3vUepd1NOsSid6nCeBeoJYHUT75EQn0aNP12aKqGKxWWJPoutVWyid6OoQPRjEFecHuprj3ZfQJLo37l8W1ZtIxjvRoJ1GFt3hdUke27Lg1HX3dvqT0dG0dYm6oHiT6MltLKqeRI+1maUQb7I5GmUSXRWWq38f0UJ0Jex3hPq10yFP01+uDozdSXaii9ut9/jQ4PUpJ4SS6kQXwXSUSXT1VH6Pti5s/bUW2w/UYUyf0HV3VdbDLwfW1KG1U/fn6D1mQu8uSbATXRP4i8dkMrUtZMxLL72E559/HhMmTFAuGzJkCLp06YJrrrmGITpREytyMUgnoqaxbdu2bC+BiIjSRERiNosEm0WCxyebvs5FPSlvkQARn/hzJEVPOO3ZuHEjpk+fjlatWuHaa6+FxWLBo48+ygA9SXarRanRUAeE6iqHxCfRw+tcBJ8/wRBdbPAXZ3o7ndSBW8xOdGUDTPXGopHXF2G7ODkRL+wWwZ0sx9+EVB3a6k3Lq0V2omdnEl2clInWiV7bGAqZxRoTmUTX21jUmcBJmO0VqYXo6rC8TDWJrt1TQKjzGN9UNBHqd0Ro72+ydS6A6kSEx69UERntVg+/nfC11al+30KP4IkZ9eNb/Xn3tq6oJ5f0evSVTvQEq0C0J1/qktgIlpJTUVGB/v37R1zev39/VFRUZGFFRCSC9CFdi1BR24hL5q3A+j3V2V4WETUzPXr0SOiDiIjMz6/K/JRaFJPXuajzTUsOrVtIOKWpqalBYWFgIsZqtSI/P58d6CkqDk4Li4DQ75eV/vPwSfQ4nejuOHUucUJ0EYLG6xFPJ4+qzkVM7rp161xER3xkiB5e5xL4fxG6xptEV4fsdXEmsA3VuWimkfW6o/dWN+Dx/2zGvpqGmLcFqAJNg+FzvE50ceKlwGFT1phIJ7qYPFaf1HDGOQkjyzJ2VCRX51LkigzR1Z3oUetc3OH1Jelisager5rHQihET2WCPPQuCmcSk+gi5NeuTW/TTlHhUqY6ngBQdiD47oe20d/94AquTf0OC48/sY2MBe0mqHpBP2XG0KFDdTcBf+qppzB06NAsrIiIgMggfeLzDNKJiIiISJ9XZ4NOn8/cYXRYnYvUjOtcAOCTTz5BUVFgkze/348lS5Zg3bp1YddRvz2cYivMt2NXZb0SBKqnnB02ixJGxZtEV4fA6vDMa3ASPV6PeDqFNiGMt7FosBNdFSiK63u8gdvw+2Xle0UXeLzpcnXIXtfoQ6ztBNUhY7wQ3e2LMomuCqjnfvkzXvjmF/hkGTN/1zfqbSXSTR1NG1eik+g2ZSPHRKblQ5Po6jqX2CdhKmobccjthSQBXdskWedSpz+JXlUf7SRB5gJZp82CRp8/chLdF34CxQh1l7nePgAJry3KuwL0Nu0Ujyn1SSL157HeNVCgTKKrNxYNrNue4P1X7rNmEr0gzSc+KNIDDzyA008/Hf/5z38watQoAMCyZcuwY8cOfPzxx1leHVHLVuSy45WwzUaX4/WpIzGgE6tdiIiIiChEbCxqs6hCdJNPdIfXuYTWnSt1LobSissvvzzs86uuuirsc0mS4PM1XRCb64ryA4df9FarQ0inzQJrsBbBG+dMUl2UTnTxILTF7UQXAV4TbizqC02ih+pZIh87IgxUbzYoOpfFJLr6xEGik+jq+1oXZwI70Ul0WZaj1rmou6PX7aoCAFTUumP+XNFNnW+3Ru2mjiY0iR6tMzxUnZGvMy0fjbL5oyroDNUB6R8bUeVSWphnuOdbvFujut4TOL4+P/ZUhyb4420smpEQ3W5Fjdsb8XxJpc7FqXoOhibR07exqPjd5qs2hBUhedmBurB9AbYn8K4B3Y1FfYn9eRNaqzj5EriN0GOLk+iZdsIJJ2DTpk2YM2cONmzYAAA455xzcM0116Bz585ZXh0RFeUHgvRJ81fgx2CQ/tqVIzGwM4N0IiIiIgpQJtHVIbrJS9HD61yg7GEXb3jYLBIO0f0m/0XkouL8UEAIAO7gCQhJCm0MAMR/MIVtLJrEJLpS59KEk+hK9YN6El2nzqVed2PR8Our112UYCe6+ntibajp8YWmwaOtMXTd0O/JaQ0EgWJiV0xGy7KMDXtqAIRP8erZrtRqRO+mjqZtQeA4RJtEV28sWqAEovEn0UPTwqo6lzid6GJy3GiVCxD6fQYmv/3YXVUf9vafqBuLKpPX6Z9qzovyfGlU9jNIIkS3hW7TncIkep5Nv2pGnDRRT6KLOpcatxcH6zzKiRfl9xVjEt2l85jxKhVNCU6ia06+iOc6NxZtGp07d+YGokQmVpRvx8tTRmDSgpX4cUclLnl+OV67cgQGdS7K9tKIiIiIyASUTnQpUI0ChDYbNStZFegE6lwC/+83+QS9wLQii7RVFeo+bUn1tgZvnBMYadtYNAuT6HarpASIelPebp06F20nuli31SIpAZyRSfRYG2ruOlgf1s0UaxJdW8cDhKZqRVC/q7IeNcFA81Cc+pQdSfahA+F9+16fPyLYVPdP5+tMFUdTp7PRa7QebiGRepBoChxWWC0SfH4ZlfWNSsArSYEuragbizZGvoMhXUJd3ppJdF/yk+h5OpPoeUlMojvjTaKH1fBYUVqYh/LqBpRV1KFtgQOyLCs9/LEqhPR69EMVTQl2okdMogf79jPwOyPgp59+Svi6Q4YMyeBKiChRgYn04Zg0fyXW7KjEJfNW4LUrR2BwFwbpRJSaBQsW4KSTTkKvXr2yvRQiIkqSkvlZLapJdHOH0WGT6JKkhP8M0SmuYs2midpJ1mQm0dWbbYZC9NhhXLxJ4kxQqh+s8TrRIwNFhxKiy+HXsVkSrqZRb4JZGyPMFtUWQqxJdPX6xX0S/c4iqF8fnEIHYk/AA6HwOZkJ7uLgCRoAqKz3oH2r8DqYOqXuxKasMbEQPXLCO1qFiFCW5KaiQKAiqjjfjgO1jaiq9yjT+X06tMLmfYeiT6K7MzfVHOry1p9ET6oTXbXJpt4+AImKFvDXKl324ceje1sXyqsbsP1ALY7sVoxfD7lR7/HF7a8Xk+jqE3jq53QitI8bpW/fyRA9E4488khIkhR25l8Pa9mIzKUwz46XpwzH5QtW4oeySqXa5YiuDNKJKHmzZ8/G1KlT0aVLF5xwwgk44YQTcOKJJ6JPnz7ZXhoRESVIaZ9Qbyxq9hBd3YlukXKuzsV42kNpU5gfHqK7lU7lQIgUmkSP04nujjOJHmcw1BlnkjgTlOoHi6SEjrohuleE6KpJdJt+J7rTbg2rxYjFnWAnetmB2rDPY06ie0MT8eJ3p3SiB0PdDXuqlevXxqtzqUh+gttmtaje6RBZ6aKeRNer5oimTmfDTuWYRw3Rg7U07QoSXX4Y9Ts2yioC1ToiPKhp8Or+Yas3eZ0u4rGo3UjVnUInunKbXr/y2E2mFiZ0O/obi2o74ruretHV/+1clB/zfriCJyfUj2HxnLbH+wNHrFXz5444qZTPjUUzYtu2bdi6dSu2bdsW82Pr1q3ZXioRaRTm2fHyH4ZjWI82qG7w4pLnl+PHHZXZXhYR5bDNmzejrKwMs2fPhsvlwkMPPYR+/fqha9euuPTSS7O9PCIiSoCY3rZaAlPdgPk3FhXLE5mZRZlEz9aKjGGInkVKOBh1Ej3w33hnZKJtLOqTE5tEz8vCJLpS/WCN04neqBOia0L3ZCbR1SFjzBA9GGSL8DGREF09iaxM7Hp88PtlrC9Xh+ixQ+tUusSB0OaiFbWR09q1qkl0JRBNZGNRJUSPnESPW+eS5P1Qn2wSgfwRqreyV+tMo+t1t6dLtBM1KW0sqppE16swMn47mk50nd8bEPqdiBM2ib77QenRV/2Z4TW4saj2HTB1yrQ8J9EzoUePHgl/EJH5tM6z46U/DMexPdugpsGLS59fgdVlB7O9LCLKYV26dMHEiRPx6KOP4vHHH8dll12GvXv3YuHChdleGhERJUDdPmGz5sZEt1ifiA1EfJYrdS4M0bMoos7FFx6iJzyJrgo/3bqd6LHXEa+OIxPEFLnNKimho8cnKxsjCHrVFo6ITvRQ0B5t00ct9X2NNYEtQsU+HVsBiFPnEqxAUIeo6jqReo9P2VQ08HOjrzGsmzrJCe42ruibi6qrMwpUJwi8cXahUDaoDOvWjn4Spr7Rh301bgDJTdQD4c8T8fs4rEMrZQ16lS7qkwTpFu350qj0/KcwQe7xpdSJHm1toRqeKJPowcdaWYLvflB69N3qOpckNxYNPsejBf2UHosWLYLH41H+P9aHEXPmzEHPnj2Rl5eHESNGYOXKlTGv/9hjj6Ffv37Iz89Ht27dcMMNN6ChoSGl2yRqKVo5bXhx8nAM79UWNW4vJs1fiVXbK7K9LCLKQf/+97/xl7/8BaNHj0a7du0wa9YstGnTBu+88w5+/fXXbC+PiIgSoM78QhuLmjuMDoXo4ZPoZl+3kFRaUVlZiXfeeQc///wzbr75ZrRt2xarV69GSUkJunTpku41NltiEr0quDmimEAVIWyiZ5Lq4m4sGqcTXZmsbco6FzG1agkLnRt9fuRZQkGfUueiuo5dFboD2joX/aoNLfV9TWQSvU/HVvhpZ1XMSXRxm+oQ1WmzKJtgHjjUiG2qephYG4uKbmqLBHQpzo95X6IRk+gHdepcRA2Hy24Lqzyp8/hQGCME1atJccbYmFYcv9Z5NuXxbpS6lkYd8hbl21Hb6FPeyaG3Tm19STqEThpoNhb1Rp5EMXqbgToXcTLN+NqjvSsg2karYuJcqXNJcDNbvR598ZxOuM5FdcJLlmXlnRmZ+J0RcNZZZ6G8vBwdO3bEWWedFfV6RjrR33zzTcycORNz587FiBEj8Nhjj2HcuHHYuHEjOnbsGHH9119/HbfeeisWLFiA0aNHY9OmTbjiiisgSRIeeeSRpG6TqKUpcNrw4uRjMeXF77Fs6wFMmr8SLwSDdSKiRI0fPx4dOnTAjTfeiI8//hjFxcXZXhIRERmkDqRzpVtcW+ci/mvyZSsMpz0//fQT+vbti//7v//DQw89hMrKSgDAe++9h1mzZqV7fc1acX4g5AxNooeHcMokerzpYHWdiyo8CwXVsUOtRCtQ0smrTO1KYfUn2knvBp3QNtokutNmCQWcBibRo23wqZ4GVybRY4ToItRXd1lLkqQEjj/sOAhZDv0+at3eqJv8iVCzU5xu6ljauESdS3iI7vfLqA/ef5fTCofVoqypLk5Pu/7GotGPuTr0lqTEwlUtsUnq5r2H4Pb6YbVI6FycH7GnQNg6xUmCDGwsGtpDQL/OxZnEJHroRESqk+j67wqIttGqeJdDeXUDGjw+ZePWeHUuej36yiR6nJN2grjPfjnw3BGPSW4smhl+v18Jof1+f9QPI5uKPvLII5g6dSomT56MgQMHYu7cuXC5XFiwYIHu9b/99luMGTMGl1xyCXr27IlTTjkFF198cdikudHbJGqJXA4bFlxxLI7r0x61jT5cvmAllv18INvLIqIc8sgjj2DMmDF44IEHMGjQIFxyySV47rnnsGnTpmwvjYiIEiQqnG2WUKZj9loUsWbtJLq2lcKsDKc0M2fOxBVXXIHNmzcjLy9Pufy0007DV199ldbFNXdFmhBQ26ltS/BMkjoEDutE94c2uoxFXSXRVETgbLNawkN0TUjd4I2sc1E60UWIrlzHoqqIiBeiqybRowTH+w81oq7RB0kCerdPoM4lSie2OAGwenugu3RQ50IAgZMc0W5P6RFPsgIFANqISXRNiF6vOjYuhxWSJIXqOeJsLqo30Rxto00ASijbo21ylTRA6HmydlcVAKBzcR7sVktEHVLYOsVJgiR6xeOJOonuS2Vj0dBtipMRzqQ60fUn0WujbCzaxmVH62CwvqOiLnTSI87vS69HX+lET3AS3ak6SdDg9Snvjsi3s84lG8QJ8UQ1NjZi1apVGDt2rHKZxWLB2LFjsWzZMt3vGT16NFatWqWE5lu3bsXHH3+M0047LenbJGqp8h1WPH/5MTj+8Pao9/gw+cWV+GbL/mwvi4hyxPXXX4/33nsP+/fvx+LFizF69GgsXrwYgwcPRteuXbO9PCIiSoC6zkWE0fHqoLNN24meKxuiCobTnu+++w5XXXVVxOVdunRBeXl5WhbVUohwsN7jg9vrU9WSGOtEr48yiS7y2fghemLT2+nkDQb8dkvgbSeiAiIiRFc2DVWH6IHrislXt6oT3amqxYglvBNd/36LTSw7F+WjVTA0NLqxKBDqD18V3ADs6B5tlK/VRgnwtyfYTR2LMomuqXMR91eSQsdVr55Dy+sLVY2oJ5qdqsePdrI+0XqQWMTE+aa9gT55EfCG6pAi62qU7vYMTDU7o5yoSWVj0VANS2hjUWdKYXz42uqj9I1LkqT8bv63pxr7DwWOZfw6l8gefeU5neAkvvr+uT1+1Efpbaf0+7//+z+8+eabyufnn38+2rZtiy5duuDHH39M6Db2798Pn8+HkpKSsMtLSkqi/l3gkksuwV133YXjjjsOdrsdhx12GE488UT85S9/Sfo2AcDtdqO6ujrsg6glyLNbMW/SMTipXwc0ePz4w4vf4ctN7DImosTIsozVq1fj008/xSeffILPP/8cfr8fHTp0yPbSiIgoAeoKZ6UWxeQhusiMIutczL1uwXBK43Q6df+BumnTJr7gGtQ6zwbRcFFV71ECytAkeuC/cSfR3dFC9MQm0UUo6PHJTdaf5NFMrWorWoDAk0sJ0R2qTnRxXW/gNhq8odAxWsCpFd6Jrj99LabBu7d1KcFozBBdZ2NRIBRcrg9uKjq4c5ESdtZG6UUvU2o1kp/gblsQCJm1k+ji/rrsVqU3yxUMLqOtBwhNdwPhE83imMty5KS++hgmqzh4MkA8NEXAq61DUqtVaoAyt7Go9kRNtJMoiRCBsnoSPS+JSfRoa4s2iQ6EfjdigrHYZY/bX6/t0QdCJ/vi/XkjSJKkut++0LsHuLFoxs2dOxfdunUDAHz66af4z3/+g8WLF+PUU0/FzTffnLGf+8UXX+C+++7D008/jdWrV+O9997DRx99hLvvvjul2509ezaKioqUD3HfiFqCPLsVcy8bhrEDSuD2+jH1pe/x+YZ92V4WEZncGWecgXbt2mH48OF47bXX0LdvX7z00kvYv38/fvjhh2wvj4iIEuCXQ5Po1hzpRPdpQnQRH5g9/BcMpz0TJkzAXXfdBY8nEFxJkoSysjLccsstOPfcc9O+wObMYpFQmBfaXFQ7yao8CWKckVH3WwPaOheE3U406u5lbc9zpnhVdS4AdEPqRp9fCU7VgaLDFh64qyfRE+13T2QSXV2p4khg89Vok8giuBR/mPXv1FqZbI/Wx65McKcQPotJ9IN14SGzUpuhCiuVjusYJx/ENLNFCp8iDn/8hB+fUD1I8vdDG+iKY1IUo85FmWrOwCaV6uBXzZ3CJLqobmnw+pTHbl4SG4vqrc3nl5Xb1A3Rgycllm4OhOiJPObUPfricSGe04luLAqEnteVdR5lgxFuLJp55eXlStD84Ycf4oILLsApp5yCP//5z/juu+8Suo327dvDarVi7969YZfv3bsXpaWlut/zt7/9DZdddhmuvPJKHHHEETj77LNx3333Yfbs2fD7/UndJgDMmjULVVVVyseOHTsSug9EzYXTZsXTE4/GuEElaPT58cdXvse//8t3hxJRdP3798fLL7+MAwcOYNWqVXj44YcxYcIEbjBKRJRDxL/BLZKUcJNFtolcTOyZZ0kg9zQTw2nPww8/jEOHDqFjx46or6/HCSecgD59+qB169a49957M7HGZk3d66zUuQTDMxFSyXL0szL1USolANUkepwNHZ2qsK6pNhcV1Q/iPuqF1Oq1hNe5aDrRVZUv0QJONVmWE5pE3xEMgLu1dYXqZmJ0omvfSSCoN7e0WST06dhKmbaNOomehjqXtqITvU7biR5ZmyHWE2tjUbHWAoctbJNQh9WivKNCG97uPJh6nYs2RBeBvLi8si76JHomppqjnahJrRM9XRuLhm5HvE1K/WeEdmNRIFSPs7uqAUBiIbq6R188LoxuLBpYb+C66sqh/Az02FO4Nm3aKEHz4sWLlQ5yWZYT3ljU4XBg2LBhWLJkiXKZ3+/HkiVLMGrUKN3vqaurg0Xz+LBaxTtZ5KRuEwi8Q66wsDDsg6ilcdgseOqSo3H6EZ3g8cm45rXV+NfaPdleFhGZ1IMPPojf//73KCoqyvZSiIgoSX7VxqIi9zN7LYpYnlivsu6miSJTZjhhKioqwqeffoqlS5fip59+wqFDh3D00UeHbQRGiVMHgRGT6KqJTq9fhkNnolw7Ra0Oh7Vvk4jGGuwk9/jkJptEV+pcLJpJdFVILSbMLVL4dGtEJ7qqS15dZyHLcljYq9yutuoigV5yZyJ1LtEm0VWh4GEdWsFpsyphpt7PPuT2JtxNHYvYWLRCU+cS2sBRHaLH31hU2VRUMyksajkaPP6wzUX3VNXD45Nht0roVJSf9P0QJ5oEcUy0G/OqhTrAM7exqPa54kkhRHeqTiKFHs9J1LkETzb55cCfGXarpPTDa99BIGhP1CR64qbAYUNNg1d5XIgz3oluLAqEQn9ROZSvqhiizDnnnHNwySWX4PDDD8eBAwdw6qmnAgB++OEH9OnTJ+HbmTlzJi6//HIcc8wxGD58OB577DHU1tZi8uTJAIBJkyahS5cumD17NoDAW8cfeeQRHHXUURgxYgS2bNmCv/3tbzjjjDOUMD3ebRJRdHarBY9fdCRsVgn/WLMbM974AY/6ZUwY2jnbSyMiE/ryyy/x0EMPYf369QCAgQMH4uabb8bxxx+f5ZUREVEilE06c6nOxa+tc8mN8F9IekzzuOOOw3HHHZfOtbRI6iBQG8LaVGFStCeCNvQMn0RPvKM4z2aFx+dtukl0n9iEMLwTvVFnEj3fbo2YfAZCQXxDWJ1LeLWIXq+0W3MftdP8glLn0rYADmtoI8Vook0iu1QT3/07tQYAtIrRQV4W/LltXHal7icZbYN1LjUNXnh8fmWCX4Se6qnkRDYW1fs+Ic9uDYToqmBZ3I9ubVwJ92TriVrnIk5AaUJ0WZZDHeAZ3Vg0fZ3o4nFa3+hTbicvqVqY0Pc0eHywWy3K782leQeBoJ0875FgD3/oxIuoczG2sSgQCvUPBEN0biraNB599FH07NkTO3bswAMPPIBWrVoBAPbs2YNrrrkm4du58MIL8euvv+L2229HeXk5jjzySCxevFjZGLSsrCxs8vyvf/0rJEnCX//6V+zatQsdOnTAGWecEfYutni3SUSx2awWPHLBkbBZLHh39U5cv/AHeLx+nDusa7aXRkQm8uqrr2Ly5Mk455xzcN111wEAvvnmG5x88sl48cUXcckll2R5hUREFI+S+anqXEwfosuiziXwufjnotnXLRgO0Z944gndyyVJQl5eHvr06YPf/OY3ylRZOvzyyy+4++678dlnn6G8vBydO3fGpZdeittuuw0OhyPq9zU0NODGG2/EwoUL4Xa7MW7cODz99NOm+se4OkQXAaRT04kOiPqTyGOqnWQO70RPPER32q2ocXvjbsiZLtqpVYctMqSuV4XjaiKk8/nlsL7nPJsl7Lpuj36I3qCZINYLsmvdXuw/5AYQmHwWk82x6lzidaIDwIBOhcHLAk+9Q3oheoXYVDT5KXQAKMy3Q5ICb5c5WNeIjq3zAKg2FnVETqJH62hXf59e3UZgAtoTFixvV9XhpEIdorctcKB18MSCmFCv1oTogXchBP4/M3Uu+pPojUodUxIhevB71PclmY1F1T+7weNH67zYm4oCQKeiPNgskvKcTPT3pWxG2yjqXMS7S5KfROemok3Dbrfjpptuirj8hhtuMHxbM2bMwIwZM3S/9sUXX4R9brPZcMcdd+COO+5I+jaJKD6rRcKD5w2BwybhjZU7cNM7P8Lj8+Oi4d2zvTQiMol7770XDzzwQNhr/3XXXYdHHnkEd999N0N0IqIcIAJpm1UKdYubPIyWNY0Z4r8mX7bCcGLx6KOP4tdff0VdXR3atGkDADh48CBcLhdatWqFffv2oXfv3vj888+VjctStWHDBvj9fjz77LPo06cP1q1bh6lTp6K2thYPPfRQ1O+74YYb8NFHH+Htt99GUVERZsyYgXPOOQfffPNNWtaVDupp2shJ9FAgFu2JIPqthUZVsKcE1YmE6AlsnJlO2v5kvY1FG6KF6Kqg0OMLTT877VbYLBIsUuAJGLg8cpI7YhJdZ/p6R7DLuyjfjqJ8u3L8RXCvd2JCCVE1k7gFqmCwf6mYRI8++a1sKtousYngaKwWCcX5dhys8+BgrUcVokdWnYj/1zsWQmgSPTKMFRPQ6pMw6o1ZU5FnD3Tdu73+sBML0epc1CdFMtGvrVQGRZtET6ETXX1fkgnjRbVOoBYm8LuIV21js1rQtU0+fjH4+xKBt7KxqN/4JLqonxGd6NxUtOls3LgRTz75pPIW7gEDBuDaa69Fv379srwyIkoHi0XCvWcdAbvVgpeXbcet761Fo8+PSaN6ZntpRGQCW7duxRlnnBFx+YQJE/CXv/wlCysiIiKjlDoXSVJyP7Nv0CnmUkUXeq7VuRhOae677z4ce+yx2Lx5Mw4cOIADBw5g06ZNGDFiBB5//HGUlZWhtLQ0qYm2aMaPH48XXngBp5xyCnr37o0JEybgpptuwnvvvRf1e6qqqjB//nw88sgj+O1vf4thw4bhhRdewLfffovly5enbW2pEkFgdb1HmXIWIaw6p422w27EJHqydS46IWgmiV2ERZ2LU7NZqHot2g0W1f3oHp9fmX522iyBd0RE2fhRuV3tJHqjVzkbJmgDYHUwGq3SJfokeihEF5PoIojWm0QP1cikFj4D+r3oYqJcHe67YnS0CyKc1psWFmGo+iSM2Jg11Yl6IPQ8UQe80TYWVbrb7daUamSiUTav1U6ip9KJHnyMiw1RbRYJtiRqYcLWF3z8J7LJqjhh47BZUFqYl9DPcWk2FhXPaSOd6OJ+hybRGaI3hXfffReDBw/GqlWrMHToUAwdOhSrV6/G4MGD8e6772Z7eUSUJhaLhDsnDMKVx/UCANz+j//i+a+3ZnlVRGQG3bp1C9vIW/jPf/6TtkE4IiLKLHXmJ8Jos0+ii/UpdS45sm7B8CT6X//6V7z77rs47LDDlMv69OmDhx56COeeey62bt2KBx54AOeee25aF6pVVVWFtm3bRv36qlWr4PF4wjY87d+/P7p3745ly5Zh5MiRGV1fokQlRWVdo9K1LDYUlIJnk7zB6Wc92knmZOtcQsFzekP0qnoPftpZidGHtQ9bhyc4tSqCQr1J9Kh1Lhb1JLocMbGeZ7eirtEXEXIK4vqt8wIbIwam1sOrX0SftwiA1T3XjV5/xOaaQIxO9OB12xY40LG1M3iZCK316lzEJHrq4XNblwNbUYuDdaEQXdlYVD2JLjq5Ve9skGUZX2/ej73VDQCAZT8fCLs/anonYbYHa2l6pDhRDwSeJ/tq3GEnForzHcE1B3rExXHXm7RPJ73nit8vK3UmSXWi28LXmkyVi/p7qxtC1UxiY9FYfePiuHZrk5/wxp7iJIx4nmrfXZII8WfeAda5NKk///nPmDVrFu66666wy++44w78+c9/zvjrNxE1HUmScNvpA+C0WzDn859xz0fr4fb6Mf2kxDcRJqLm58Ybb8R1112HNWvWYPTo0QACnegvvvgiHn/88SyvjoiIEqHO/EQMYfYwOnqdi7nXLRhOLPbs2QOvNzL483q9KC8vBwB07twZNTU1qa8uii1btuDJJ5+MWeVSXl4Oh8OB4uLisMtLSkqUdepxu91wu93K59XV1SmvNxZ1JUWxK3yTTSDwgPL65aiT6OnaWDRTdS73fvQ/vPX9Tsy99GiMH9wpYm3iLSdiulxvY1FtoGixhE4uBOpcwq+n3Jcok+ji+m1cDtQ0BI5fXaMv7OeIOhcRoqun390+/ZqYaBtLFuYHnmYDOrVWNnaMVeeSzgluMYl+QDWJLkJP9QahepPoK7dVYNKClRG32Tov8o8Np2b6X5ZlZaI+HfejbfB+qAP51nk2pfO9qt6DDsETFIfcnuB9ylSIHvlcUZ+8SqXORUimykV7W2J9ymR+jIBaTPj3NHDCI1+ZRBd1LuHvLklsrZxEz4Y9e/Zg0qRJEZdfeumlePDBB7OwIiLKJEmScNMp/eCwWvHofzbhwU82wu3x4Ybf9dXdcJqImr9p06ahtLQUDz/8MN566y0AgWq3N998E2eeeWaWV0dERInwqwJpMcxm9jBa1M1YlDqXwOV+k4f/guGk5qSTTsJVV12FH374Qbnshx9+wLRp0/Db3/4WALB27Vr06tUr7m3deuutkCQp5seGDRvCvmfXrl0YP348zj//fEydOtXo8uOaPXs2ioqKlI9Mv52tKDhNW6XTiQ6EQmafL0qdSzAg0wuhzTCJvm5X4CTEnqqGsMtDdS7hk+huVRhZ3RAIQwt1QlvxfY1ev7JmETwq9yXOJLrLYVVCPO1EuKg/ad8qEMxKkqQ7La/mjlLncsrAUlw8vBtm/q6vcpkrRp2L9menoktxPgBgZzCYB9S1LKHAsiD4/+qTMv/dHfjdlRbm4aR+HXBSvw44dXAprhgd+dwOVYgEjm1lnUc5QZGOEP263x6Oi4d3w7jBpcplFouEwjxxEip0kmDnwXoAQKfC/JR/rh4xPa1+rqQaomtD89Qm0cVJpOAkulLfE/02zz6qCy48phum/zbxyUTtYyZU52J8El28U0J9Yocy58QTT8TXX38dcfnSpUtx/PHHZ2FFRJRpkiThT2MPx62n9gcAPPHZFtz/rw0RdXZE1HKcffbZWLp0qVLRunTpUgboREQ5RAyyWaXQxqLeKNmhWah73NX/NXuXu2A4sZg/fz4uu+wyDBs2DHZ7IMDyer04+eSTMX/+fABAq1at8PDDD8e9rRtvvBFXXHFFzOv07t1b+f/du3fjpJNOwujRo/Hcc8/F/L7S0lI0NjaisrIybBp97969KC0tjfp9s2bNwsyZM5XPq6urMxqkqzcWFdO26kBNBOBi0z6t+mCAVZTvwP5D7rDpWJ/qCRVPtM0SUyHLsjJVre0nV6ofguG/IximqQPqqmDXtThGanarhHpPILxsiDKJHu2EgNKhbrfC5bChwdOoTGcrP7s+8mc7rRY0ev3RO9Gj1Lm0KXBg9jlDwi4LTaKHh+g+v4zqBvE7jbzfRokAu0wVouttNJmvBKKh4yC+58yjOmPWqQNi/hzt9LP43o6tnbrVN0aN7tMeo/u0j7i8KN+OqnpP2IacShVPGupw9ISqa1ST6KrHRFJ1LtpJdHvyk+hKyO8VIXpkfY9Wu1ZO/N95Q6J+XY9L824KUdFkN9BDr0yiB5/r6XisUHwTJkzALbfcglWrVinVZsuXL8fbb7+NO++8E4sWLQq7LhE1H1efcBicNgvu/Of/8OxXW+H2+nH77wcmXOVFREREROYQVuciJrpNHkaL5UXWuWRrRcYYDtFLS0vx6aefYsOGDdi0aRMAoF+/fujXr59ynZNOOimh2+rQoQM6dOiQ0HV37dqFk046Sdkg1BKnd1eE/EuWLFH6XTdu3IiysjKMGjUq6vc5nU44nalPACdKvbGo3iSzmOqM1mskqhTauOzYf8gd3okuJ1Pnkr5J9IN1HtQEp561gbZS/RD8PTqskVPeekG2II6Rx+dXJm5FIKetFtES9zHPZoHLYUVFbeQkuvjZorNe+Znu8KljtWgbi+oRfdKHNBt51jSEwuB0hOiipkNUqwCBjVSB8P5psZ5anRA9kUly7TsZtleEb8yaKeo6JEH52WmYgNejO4muqvJJ5q3x2kl0py31SXTtxqIFae4bFz36dY1e+Pyy8mJoZBJdPG7En2+xpuUpfa655hoAwNNPP42nn35a92tAYHLV52uazaaJqOlMHtMLTpsVt32wFi9++wsaPD7ce/YRGdmMm4jMo02bNgn/PbWioiLDqyEiolT5wzrRY2eHZqFMolvCJ9Fzpc4l6VSlf//+6N+/fzrXEtWuXbtw4oknokePHnjooYfw66+/Kl8TU+W7du3CySefjJdffhnDhw9HUVERpkyZgpkzZ6Jt27YoLCzEtddei1GjRplmU1FAvbGofp1LaBJd/wElJqjF7ejVudgS6CjOixM8J2P7gVrl/7Vd65GT6DFCdJcj4rZFnYvHKyu3LYLHvDgnBNRd62Iau74x/iR6vDqXaJ3oesQmj9HCe5fDmlQtiJYIscsq6iDLMiRJ0t14M3QcQusRv78ebeP3ZCvT/8FjXhb83m4ZCrIF9fNHSOfGrHrUU/fimBo5gaLHYpHgsFqUEzR5KUyih9YXvrFouvvG1ZPoHtWJpUT+vBG0Jw9i9bZT+vijvLOJiFqOS0Z0h9Nmwc3v/IiF3+2A2+vHg+cNMXQilIhyy2OPPZbtJRARURp5VdUo4q9w0bJDswh1ogc+F/PRzbbOBQB27tyJRYsWoaysDI2NjWFfe+SRR9KyMLVPP/0UW7ZswZYtW9C1a9ewr4kuR4/Hg40bN6KuLjRx++ijj8JiseDcc8+F2+3GuHHjIqbusk2EtF6/rASBYRuLin6gqJPogYCsOBg0qwNe0YVkSajOJXYFSjLUFSIRk+ia/mQRpjWqph4rY0yiK53ovlAnurgP8U4IqDvUXToT2EAolNUL0T1xJtET2RSyQNnIMzxE1/u5qejaJhAkH3J7UVHbiHatnKoQPfrGon6/jB3BbvFEpslDPdyBYyAm3xMJ4FNRqDOJXpbGDU31qKtW3F4/8uzWqFU+Rm9XCdFTmEQP1RkFNxb1RP6+08Gl2lhU/UJtj/MuITVtjQ0n0TPrtNNOwxtvvIGioiIAwP3334+rr75aqTw7cOAAjj/+ePzvf//L4iqJqKmcO6wrnHYLrl+4Bu//sAsNHh8ev+iotJzEJyLz+fHHH3H33XejoKAAX331FUaPHg2bjQMMRES5SlS32KxSqBbF5CG6X1M7Lf4ry1CGFM3M8N+SlyxZgn79+uGZZ57Bww8/jM8//xwvvPACFixYgDVr1mRgicAVV1wBWZZ1P4SePXtClmWceOKJymV5eXmYM2cOKioqUFtbi/feey9mH3o2uBxWZVPQfTWBzTedqmAp3iS6CESLg2GiR6fOxZZAqKXtUU6HMlWFiHYq3KvpT441iV4cpRMdCNzfUIieaCd66PpiIlzdTe73y8qmpkXqOhermHA31omuRwnRG/Un0dMVoufZrSgtzAMQOqkhgntx34HITSLLqxvQ6PXDZpHQqSgv/s/RPH7KmqjORTw2xMmHBo8P5dUNwZ+dmQBfHXCLkwZG3oUQ9XZVz/tUJtGdmmqdOp3fdzq4VI8Zb5KT6Nr76eLGohn1ySefwO12K5/fd999YW/X9nq92LhxYzaWRkRZ8vshnfH0xKPhsFrwr3XlmPbqqrRvMk9E5vDkk0/i0KFDAAL1q6xsISLKbep9EEV2aPaJbhFtautc1F8zM8NJzaxZs3DTTTdh7dq1yMvLw7vvvosdO3bghBNOwPnnn5+JNTZrkiQpgelBnUl0EUj5orz9XoSebQoiJ9FDmwzEX4dTM0mcDtvDJtG1dS7hk+i6neh1gXc56HeiW4O341fVuYRPokcLu93eUGVGvj18c0QAqHF7lX7npOpcDHSi17rj18ikqnu78M1F6z2RdS7ajUXFdbu2yU/ord3ax0+mK1UEbSe62Mi2tdOGNq70HUM1u1VS3nokTg7p7WdglPodDCl1otvCH/+JbCyaDPEYDtS5hF7tbAY6dbX302XnJHomyZq/UGk/J6KW6ZRBpZh3+TFw2ixYsmEfprz0XcTG50SU+3r27IknnngCX375JWRZxrJly/DVV1/pfhARkbnJshwWSMdrsTCLyDqXUH5g9rUDSdS5rF+/Hm+88Ubgm2021NfXo1WrVrjrrrtw5plnYtq0aWlfZHNXmG/H/kOhWhzdTnRfnEl00Ynu0wvR4wd72knidEhkEj2iE90XOYlepBOGOoLf1+iNnESPV03jVupcrChwBjdfVNWqVAVPZuTbrWEhX+Kd6PGDwGid6LEqbJLVo60LK7dVKBUrIrjX21jU7fXD55eV312ineah4NYXNg2eqUoVQb0xLxCqkenW1pWxtwFJkgSnzYp6j085OSR+93YDU9ha6ZtED3/812VqY1H1JLp4PlskQ8ddez/TPS1PRESJOaFvB7w4eTimvPQdvtlyAJPmr8SCyceiMC8zJ6SJqOk9+OCDuPrqqzF79mxIkoSzzz5b93rcWJyIyPzUgbPNIilhtNmDaPVmqOr/AqF6GjMznNQUFBQoPeidOnXCzz//rHxt//796VtZC6KtK1FPpNriPBFCdS6BSXSPT1YelEYm0TOysWhFaGNR7e2KkwKiP9lhi6xKiV3nErh+XaNPOfsmglwRfLuj1bmoJtH1NhaNNg3usEYG/WpG6lxaOUOhtboKQ4TBxWmcohZBtgiYxeahepPoQCAUFb+7ROtY1I+fnQfrIMuBiph2BZGbwqaTsrFo8Lg1VY2McqImeHIo9LtPYYJcFShru8IN3Y4t/LksKoPSPYmu3lg0tMeBsZMI2vvJjUUzS5IiT3KYvXOOiJrOqMPa4dUrR6B1ng3fbz+IS59fgYO1jfG/kYhywllnnYXy8nJUV1dDlmVs2rQJBw8ejPhgzQsRkfmpa1ssFimUHZo8iPYrk+iiziXya2ZmOLEYOXIkli5digEDBuC0007DjTfeiLVr1+K9997DyJEjM7HGZk8b1jrDJtED/x+tE11MMqurKxp9fuRZrIYm0Z06IXYqGjw+7K12h32uJrrblUl0TZ2L3y/HrDYRIfoh1SS3U9lYNPZ9casm18VhVW8sWlmvXyOTzjoX9RR4baMPRfmB76mMUWGTrFCdSy38fll3o0mnzQKrRYLPL6Ou0Wd4Y1D19HOoyqUg4wGdts6lqWpkAuGvJ7ITPYU6F3XXeiKb00Zfm3j8B37P9RmfRPcpz2cjm4oCkXUu3Fg0s2RZxhVXXAGn0wkAaGhowNVXX42CgsDzXN2XTkQt09Hd2+CNqSMxacFK/LSzChc9txyvXDkcHVvH3x+FiHJDXl4eXnjhBTidTmWzcSIiyi3qQVurpJpEj9JiYRZi3aEQPbfqXAwnNY888ghGjBgBALjzzjtx8skn480330TPnj0xf/78tC+wJSh2hU/rOgxMoot+6yJNiK7+nkQ6ivM0mxGmaoeqDx2IDLTFSQG7ts4leL1DjV4l4C7UC9GD168JbgAKRHaiR99YNNShrt1QE4heI+OMF6L7Eq/0cNgsyomDsCoZZRI9fRPcYoPNsoo6NHh9St+7ujpDkiQlFK11e5XfX6JhtLqHOxTAZzbIBoCi4DswqpQ6l+AEfYLhf7KUzWvFJLro5U9hY1FnmibRnVEm0V2Z3FjUn9wkulO7sSgn0TPq8ssvR8eOHVFUVISioiJceuml6Ny5s/J5x44dMWnSpGwvk4iybHCXIrz5x5Ho2NqJjXtrcOGzy7G7sj7byyKiNLHZbJg2bRr8UfbcIiIi8wsL0XNwEl23ziUHXpYMJRY+nw87d+7EkCFDAASqXebOnZuRhbUkkZPoobBL6USPOokeXucChAI9n+ZtErHE6xE3avuB8BBde7tK/YOmzkUE0aKXPM9u0Q0URSd6TUMgIHTaLMrUsxJwRqmmEcFnnt2qTOnXJVLnotPbrtao2eA0HpfTisY6v26IrnfiIFkizN5b7UaF6m3ZedpNHR1W1DR4A5PoIkRPMAhXT6IrIXqGp8GB0O+oMvh42d5kdS7hJ2oag72RaZtET6XORdnkNXwS3ZXuOpdg4N3g8SsT+YlsQqum9xikzHnhhReyvQQiyhGHl7TGW1eNwsTnV2Db/lqcP3cZXrtyBHq2z+xJaiJqGsOHD8eaNWvQo0ePbC+FiIiSoA3Rc2VjUWUzVJ1J9FyoczGUeFitVpxyyik4ePBgptbTImkDU/1JdP3gVkxQFzitEZUoPgPToU7VJHE6iDCzbbATO16diwiexeWxqlyAUJ2LCNHDN2UMbXKpRwR+TrtVmcZWT6KLQFbbxa49vlpGNhYFQvUaYVUydenfWLTYZUfrYH/1xvIaAIGw0qJ5h4JYT3lVg7KOREN0dagsKlUS3ZQ0FeLdAtX1Hvj9MnZWBCblMr2hqQi501rnYk9XnUv4JsHiRFum6lyA0DtC7Am860VNu7FouqfliYgoeT3bF+Dtq0ehV/sC7KqsxwXPLsPmvTXZXhYRpcE111yDmTNn4qmnnsKyZcvw008/hX0QEZG5Ra1zMXmIHqpzQdh/AfNP0QNJdKIPHjwYW7duRa9evTKxnhYpIqwN60SPPonu98tKnYvLYYPDZkGjz68Eet5g8G5kEj3aZpxGiTqQviWtsHxrRYw6l+AkuiagDm0qql9rog3R1aGjM84mqSJcdNosEEdGPYleHWcSPdqJBiMbiwKhzUV161zSGKJLkoTu7Vz47+5qrN9TDUB/4ldsPLmhPHCd9q2cKHAm9keEulO/qTb3BELHqdHnx7YDtWj0+WGzSOhUlNnu1jxtnUvwnRWOVOpcVI+blDYWVZ7L/rA/I9K9sai6R188bo1Ooms70VnnQkRkLp2L8/HmVSNx2fMrA9Uuzy3Hy38YjsFd2KNMlMsuuugiAMB1112nXCZJEmRZhiRJ8PnS829CIiLKDBE4S1L4xqJmn+bW1rlIkgSLFJhQ95v8BACQRCf6Pffcg5tuugkffvgh9uzZg+rq6rAPMi7WxqJiUlvvbJK639rlsEbUjYjhdWOd6GmaRA92U/craa17u8okukW/Ez3eRHYoRBe1L6pJdE3AqdWg2lhUhMR17vjT4PZEJ9EN1LkA4ZujxpvAT5YItNcrk+iRYaWYVBbXMRKCi+Nfr5pEz3QvORB43IvH0NqdVQCArm3yDYe5RmlP1KRjEt0Z9m6KVML40CR6veqkWLon0SVJgiu45uoGEaKnNomen8LJAyIiyoyOrfOw8I8jMaRrESpqG3Hxc8vx/S8V2V4WEaVg27ZtER9bt25V/ktEROYmMkJR4yIm0b0m31hUBOXqZgQx+JsDGbrxSfTTTjsNADBhwgSlgxoAz1qnoFi1gaUkhYfeorNb74mgnp7Ot0fWuYhJdGsCIXpokjhNnejBIPXwYIiunXAX90eZRNdMecfrBnfYwjvR1WGcM87GouJn5Nksys+t8+ht7plcJ7rRSXTdTU3THKJ3DwbaGxKZRA9ex0gligjRdx6sR6PXD6tFQufizE6DA4Egt9hlx/5DjfhxZyUAoHu7zIf3yoka0YmeljoX1SS6LfVJ9AaPX9lUVJJSC+ajcTmtqHF7lcet3WKwE11z4iCRP6uIiKjptSlw4LUrR2DKi99j5S8VuGz+Sjw3aRiOP7xDtpdGRElgFzoRUW5TQnSxQafoRDf5JLpP04kOBAN1v2z6tQNJhOiff/55JtbRoqkDU4fVEnZywhaj10hMT+fbA/3W2iBaZL2JBFPpnET3qbqp+5W2DluTIAJ+MbmqnAAILrqyPrABpjbIFkT4Lqa41bUQeXFqV8R9zLNblfutnkSPFuBrp+XVZFkO1bkkOAUtJoMPuUNBrDgxEu1+J0sE4tv2B94hoBeii354cR0jIbpTc2y6FGd+GlwozA+E6GISvXvb/Iz/zFDvfhon0cM2Fk19ot3t9YU2FbVbw/5cSZfAOxrcqjoXYz9D/a6bdE/KExFRerXOs+OlPwzH1a+uwpebfsWUF7/Hk5cchXGDSrO9NCJKwiuvvIK5c+di27ZtWLZsGXr06IHHHnsMvXr1wplnnpnt5RERUQx+Td4n/mv2ShS/MkEfukycADD72oEkQvQTTjghE+to0dQhunZDwVid6LWqTUUBwB58FIY2Fk18El2ZXk3DJPre6galm7pncCq40eeHzy/Dagl07XmCp59slvBJdG0neuJ1LpF90tFOCIipeKfNooTJteqNRaP8bGeMOhf1dLrROhfRiS7uMxD4h2o6iWoW8TDS6zoXFS/iOsnUuWh/XlMQv6f/7g5M0DdFjYxTO4kefAdOKp3o6ZpED63Nr2wq6kqw294o8fyprg88ho2eOFE/bripKBGR+eU7rHhu0jBcv3AN/rWuHNe8thoPnT8EZx/VNdtLIyIDnnnmGdx+++24/vrrce+99yrvJi8uLsZjjz3GEJ2IyOSU5gkpPETXyw7NRHSih9e5hH/NzJJKfL7++mtceumlGD16NHbt2gUgcCZ76dKlaV1cS1Gkmjp2aMKz0CR6ZHArppZF+Cm+VwS62rd3xCKmYN1pmETffiBQ5dK1Tb4S8AOhqhj1VL0I/rUherTNPUPfF76xqDqMU6ppotS5qDvRRQiot7FosSt8U9NYk+jqy7QnQqJR6lw0IXphni3ttRbaqXK97mntdLqxED38PhuZYk+V2FxU9H93b4IAX5lE19S5JPq7j3Wb2v9P9nYaPD7UB2uK9N55kA5iejxU55L8JLrLzkl0IqJc4LRZ8eTFR+Hco7vC55dxw5s/4pXl27O9LCIy4Mknn8S8efNw2223wWoN/T3xmGOOwdq1aw3d1uzZs3HssceidevW6NixI8466yxs3Lgx3UsmIiIVZYNOq2YS3eRBtKhsiahzgX4Dh9kYTnzeffddjBs3Dvn5+Vi9ejXcbjcAoKqqCvfdd1/aF9gSJDuJLrq0RUCmDXnFAzCRjUWdqkl0OcUnXVlFsA6kXUFYRYWYDFffFzG56tT0jYvNPaPVmjiCf1DUKHUukZPo0epclE509caijaH7XVkXqJLRBvixOtHVIXrCdS7O8DqXqmCFTVGaq1wAoHNxftjjINYkutDdwES305b9SfSm/NnipEF661zUvf4phPG20ONfmUTPUFWK6NFPdmNRm9WiPC45iU5ElDtsVgsePG8ILh8V6FX+2wfr8PQXW7K8KiJK1LZt23DUUUdFXO50OlFbW2votr788ktMnz4dy5cvx6effgqPx4NTTjnF8O0QEVHilPpmzSS62YNov2ZDVCB3TgAASYTo99xzD+bOnYt58+bBbg+FV2PGjMHq1avTuriWwmmzKqGcNoSL2YmuTKIHwidt3YgIqy0JdCGL4FmWo2+cmSgxid6jrQtWi6RMm4tJdI/q9sX9s2vWnmidizIBrDPFG21j0QadOhefP9Bp7vH5USt6ybUhegJ1LjaLFPa2lFgKlCn48En0dG8qCgT+UOraJtQVnq8zmayeVnY5rGjfyhFxnWiyOYmuPV7d2mT+Z4uTBqE6F2N9+HrCJtFTqXNRNhb1KY+tgkxNogeDb6UT3eDGokDofmdqWp6IiDLDYpHw9wmDMOOkPgCABxZvxP8t3pDyMAYRZV6vXr2wZs2aiMsXL16MAQMGGLqtxYsX44orrsCgQYMwdOhQvPjiiygrK8OqVavStFoiItISdS4if1I2FjV7iC42Fg2rc5HCvmZmhscTN27ciN/85jcRlxcVFaGysjIda2qRivMdKPc06EyiBz6PPYku6lzEpHQg2BNncRKZDs3TTIxrJ4uNKKsIhujBieA8mxUenzc0ie5T17kk2YmuOU7q9Wv7qrUaVJPo6gndOrcv7MxX5Mai0Sfck5lEDk2ih4foxfmJh9dGdG9XgF+CJzj0QlV1iNm9rcvQRpTa0NfIFHuqilS1O+1bOXWn7NNN2UMg+Jh2p2ESPbzXP/Uw3u0JbVSrd9IkHfKDFSzVSW4sCgTu6yF35qbliYgocyRJwk3j+qFVng33/2sDnvniZ9Q0eHDXhMEJDxUQUdObOXMmpk+fjoaGBsiyjJUrV+KNN97A7Nmz8fzzz6d021VVVQCAtm3b6n7d7XYr72YHgOrq6pR+HhFRSyQan8Vgaq5UoviUYd/QZZYcOQEAJBGil5aWYsuWLejZs2fY5UuXLkXv3r3Tta4WpyjfjvLqhpQm0bVBtFfnbRLR2K0SJCkwiR6YGE9+GlqE6GIa2Wm3oMYdCrU9qn538cQRE7xevwy/X1bqXOJNogt6G4vqhd3e4Aan4nusFglOmyVQfdHoVb6ntTOylzyROhdDIXowNBQbi8a7z6nqoZoO1wss1eGz0Ulyi0WCw2pRjk1T9JIL6uPVVDUyocdYeCd6SiF62ImgFDrRVY9TcYKmIEMBdWgSPbixaBKT6OK+ZmpanoiIMu/qEw5D6zwb/vrBOry6vAyHGrx48PyhEX9fIyJzuPLKK5Gfn4+//vWvqKurwyWXXILOnTvj8ccfx0UXXZT07fr9flx//fUYM2YMBg8erHud2bNn484770z6ZxARUWS3uJIdmjyHVrrcLeo6l8B/cyFEN/w326lTp+JPf/oTVqxYAUmSsHv3brz22mu46aabMG3atEyssUUQPdjaOgixSYBX55lQF+w7FuGnum7E75chhqoT2aRSkqRQl3KKm4uKOhcRpDo1E9zivgSC+/CNRYFA+BdvY1GHZuJVHTqKQN3rl+HVBN4NYRuAhtdI1Df6QhPwOr3koZMUkRPuyiSygX8sit+bqI9RNhbNVIjeTh2ix55ETyaMFu8AaN/KoWya2hTUtTs9mqhGJvRuhzR2oqdpEl1dbXSwNvCYylRVijgZI56v9iQm0cX9zuckOhFRTps4ogceu/BI2CwSPlizG9NeXRX1XYFElH0TJ07E5s2bcejQIZSXl2Pnzp2YMmVKSrc5ffp0rFu3DgsXLox6nVmzZqGqqkr52LFjR0o/k4ioJfIFh1NF3hfqRE8tz8s0v97GosH/z4VGQMOpxa233gq/34+TTz4ZdXV1+M1vfgOn04mbbroJ1157bSbW2CKIsFi7oaAtxhOhNljnkq+ZRHd7/cpZKSCxEB0IBHf1Hl9K/+CpqvMoYbCYZs5TdTQDoRBdPbWqDh/rGn3KhqHFLv1qk1iT6GGbmXr9aKW6rvq+iSDU5bDhYJ0HtY0+VMWYBk+kE91YnUtgndpJ9Gibqaaqm3oSPc7Gosl0mjvtVtS4vWE/pymof1dN9bNFUN3gTWMnunoS3Z76JDoAVNQG3iqbqU07RTiv7AmQxP3P4yQ6EVGzceaRXdDKacM1r63Gf9bvw+QXvsO8y49p0pPrRBTfPffcg4kTJ6JXr15wuVxwuVL/O/SMGTPw4Ycf4quvvkLXrl2jXs/pdMLpdKb884iIWjKfts4lRypRlA1RdTrRfTmQohtOPCRJwm233YaKigqsW7cOy5cvx6+//oq77747E+trMUQQGDGJHnxg6XWi1wcnmAu0dS6qyhL1bcSjnRhPhqhy6dDaqYSy2k0YRZ2Luj9Zfb8PHAp15BXm6f+jKzJEj+xEBwC35oSAurtadEaJMLuu0RvqJdcJsp3prnNxhte5xJu+T1XYJLpOSBvWid7OeKe5OJHRVNPggvpdA01e55LWSfTId1Mkw2a1KC+kFcETM5mqc9FOuNuT6L8V95UbixIRNQ8nDyjBS38YjlZOG5ZtPYCJ85bjYG1jtpdFRCpvv/02+vTpg9GjR+Ppp5/G/v37k74tWZYxY8YMvP/++/jss8/Qq1evNK6UiIj0KN3ilvA6F5MPoqsm0UOXWXOkzx1IIkR/9dVXUVdXB4fDgYEDB2L48OFo1apVJtbWoohKCiOd6KFJdM3Got7wED3RnmLtxHgytlfUAggPUsXtRta5hNYlSZISpO+rCYTorZy2qJOt2uOkDs4tFkn5eoPmhIC4b+ppXXH86ty+mBuaitv0eCN/F43J1Lk49OtcijMUoqunywt0JpPD6lySmUQPHp9kAvhUFGejE115fIV3oms3BjZCfK8kpTbRDoRCfhFaZGpjUW23fjIbiyq1SpxSJCJqNkb2bofXp45AG5cdP+6swgXPLkN5VUO2l0VEQT/++CN++uknnHjiiXjooYfQuXNnnH766Xj99ddRV1dn6LamT5+OV199Fa+//jpat26N8vJylJeXo76+PkOrJyIin2YPRIsygGvuFN2vCf+BUKAuN8dJ9BtuuAEdO3bEJZdcgo8//hg+H7sO00GZRNdsKGi1hPq9teq0k+iquhH19RPd608Ebw0pdKJv3nsIQPjGkqHbDU6ii+qHKBt3/hoM0WNNZMeaRAfUndXhj0/xuXrqVxy/2kZvzM09E9lY1EiI2koziV6Z4Ul0l8OGDq0Db53U658Wk/FWi4QubfIN3774HTT5JLrqeHVv2zQBvlPzXEmmzkdLHD+nzaLsFZD0+oLrqAiG6JneWFRIqs6Fk+hERM3SkK7FePvqUSgtzMPmfYdw3txv8cv+2mwvi4iCBg0ahPvuuw9bt27F559/jp49e+L6669HaWmpodt55plnUFVVhRNPPBGdOnVSPt58880MrZyIiHyaDTqtSiVK1paUEGXd6k705jyJvmfPHixcuBCSJOGCCy5Ap06dMH36dHz77beZWF+LcUK/DuhUlIexAzqGXR5rEl1sLComOEVw5vH5lbM7gdtI7NfsVDrVkzsxUtPgwSvLtwMARvRqq1yurb4Q90UbhIsAcl9NYFIpVpjssIWHjNr6C21wL4hpePX1dTcWzY/sYk93J7pLqZHxwe+XY07Bp8t5w7qiZzsXhnQpivhaj3YuDOpciLOO7BLxu0nE+EGl6NomH8cd3j4dS01Y+1ZOjOrdDif164D2rfQ79NNNTKKLuiDxmEjmuAk92rkwpGsRTj+ic+rrCz7+KzI8iZ5vT73O5ZRBpehclIdRvdula1lERGQSfTq2xttXj0LPdi7sPFiP8+Yuw/o91dleFhFpFBQUID8/Hw6HAx6Px9D3yrKs+3HFFVdkZrFERKRkfkqIbpXCLjcrZRJdFaJbc6gT3fB4os1mw+9//3v8/ve/R11dHd5//328/vrrOOmkk9C1a1f8/PPPmVhnszekazGWzTo54vJY3UCizkX0W6vrXMIm0RPMtbTTtUY999VWVNQ2onf7ApxzdGgzGW0479XpRAdCIbWYRI+1waY2rHRqJvi1FTJCqM4ldH2Xqlalsj4QOsaaRNfrjPckEaKrN9mq86gC/AxtLAoAt4zvj1vG99f9mtNmxUfXHZ/0bV978uG49uTDk/7+ZFksEt7448gm/ZnKiSGvphM9hRDdbrVg0YzjUl8cQhsUV9QFJ9EztLFogVNb52L8/l88vDsuHt49XUsiIiKT6dbWhbevHo1JC1Zi/Z5qXPDsMrxwxbE4pmfb+N9MRBmzbds2vP7663j99dexceNGnHDCCbjzzjtx3nnnZXtpREQUh1dTiyKCaL0WCzMRy7PobCyaAxm68RBdzeVyYdy4cTh48CC2b9+O9evXp2tdFGRLZGNRp6bOxedXyvqtFinhaoho09uJ2FfdgOe/3gYA+PP4fmEht7YmxhN8f0l661z0Q/WISfTgGpy6k+heZXNPvQA/dJIi8vi4kwhRnTYLLFLgD5FatxdVMapkyFycmv0D3GnYWDSdxONfhPva7vJ00VawJNOJTkREzV+H1k4s/ONITHnxO3y//SAunb8Ccy8dhhP7dYz/zUSUdiNHjsR3332HIUOGYPLkybj44ovRpUuXbC+LiIgSJAZtRa5mteTGJHqLq3MBgLq6Orz22ms47bTT0KVLFzz22GM4++yz8d///jfd62vxxFsyfDqbA4gNKbUbi7pVk+hWA93KzhiT1vE8+p/NqPf4cHT3YowbFN6jp92wVG9jUfX69yURojvtUSbRNVP1Yho+2iR6zI1FVScptBqTCFElSVImefcfciu3yxDd/PI0J2nS0YmeTtqTSpnqG9eG8/ZEN2AgIqIWpyjfjlemjMCJ/TqgwePH1Je/xz9/3J3tZRG1SCeffDLWrl2LH374ATfddBMDdCKiHOPXhNFKi4XJx7lDdS6hy0S8Z/a1A0mE6BdddBE6duyIG264Ab1798YXX3yBLVu24O6770b//vo1EZS82JPogToXZWNRVZ2Lth8pEclOom/Zdwhvfb8DADDrtAERk+/KVHgwwPYkWOcSq9ZEO/Gdp61zsYm6De3GoqITXbWxqDPUiR5rY1Gn6vhqhUJ0Y2GlqHTZXRnogbdapLCaFzKnaHUuRjaWzSTt84GT6JQpc+bMQc+ePZGXl4cRI0Zg5cqVUa974oknQpKkiI/TTz9duc4VV1wR8fXx48c3xV0hoiaQ77DiucuOwRlDO8Pjk3Hdwh+U/XSIqOnce++9GDhwIPbv34/9+/dnezlERGRQqM4l8HmsKmgzEeG/fp2LudcOJBGiW61WvPXWW9izZw+eeuopjBo1SvnaunXr0ro4AqzBZ4R+J7qYRI/eia6tTIlFbJbYYHBj0QcWb4DPL+N3A0twrE6/pVMzFe5V6lxSmETXbCzqjLqxqH4nujrsFMev1u2NPYke/B6/DHg10+jKJLLBTmgRQu6urFd+bqL1O5Q94vHj9cvw+vyqTvTMTHwbpX0+ZG4SXbOxaAqd8JR73nzzTcycORN33HEHVq9ejaFDh2LcuHHYt2+f7vXfe+897NmzR/lYt24drFYrzj///LDrjR8/Pux6b7zxRlPcHSJqIg6bBY9deCQuG9kDsgz87YN1eHLJ5pz4hxNRc1BZWYnp06ejffv2KCkpQUlJCdq3b48ZM2agsrIy28sjIqIE+P3huZoIos0eoosozaoTouuUPpiO4fHE1157LezzmpoavPHGG3j++eexatUq+HzG+7QpuliT6HVuMYkerHNR1Y34/JFnd+LRht2JWLuzCv/+315YJOCW8f10r5OnmUQXAbRdO4keDCZjBdlCRCe6ZvJWhJzaqXplY1H1JHrw+NU1+lCZQIgOBI6xehPF0CS6sQA8NIkeCNGLWeWSE9SPnwavP6mNZTNJ+3woyNAkesTGogb+vKHc98gjj2Dq1KmYPHkyAGDu3Ln46KOPsGDBAtx6660R12/bNvwk68KFC+FyuSJCdKfTidLS8FowImperBYJd505CG0KHHhiyWY8/OkmHKzz4K+nDzD0d1ciMqaiogKjRo3Crl27MHHiRAwYMAAA8L///Q8vvvgilixZgm+//RZt2rTJ8kqJiCgWbeZny7VJ9LA6l9xYO5BkJzoAfPXVV7j88svRqVMnPPTQQ/jtb3+L5cuXp3NtBNWDyRf+YJJlGXXBQNjljJxE124ykAht2J2I9XuqAQCjD2uPPh1b614ntAljcGNRv/4kurYKozjfEfXnRtS5RJlE1/a7i8/Vk7piEr2itlEJw/U2FrXrhObaz41OoosQclcwRC9kiJ4T1I/V+kafcpLLNCG65vmQn6FJdLE5rmDjJHqL0djYiFWrVmHs2LHKZRaLBWPHjsWyZcsSuo358+fjoosuQkFBQdjlX3zxBTp27Ih+/fph2rRpOHDgQFrXTkTmIEkSZv6uL+44YyAAYME323Dj2z8qJ6aJKP3uuusuOBwO/Pzzz3j22Wdx/fXX4/rrr8dzzz2HLVu2wG6346677sr2MomIKA6fsg9i4PNcCaJDIbp6Ej3w31x4V6KhxKO8vBz3338/Dj/8cJx//vkoLCyE2+3GBx98gPvvvx/HHntsptbZYkWbRG/w+CEeX6Lv2BlW5xL4B4iRaR4leDYwie4O/kNH9Irr3q4tPNAWk+jROtGFVDYWddqjTaKL7urISfQ9VYEgO1ovuc0iQTzPI0L0JCeRxe9OXedC5mexSMrjtabBo1xulhDdqZ1Ej/H8TIUkSWF969p3l1DztX//fvh8PpSUlIRdXlJSgvLy8rjfv3LlSqxbtw5XXnll2OXjx4/Hyy+/jCVLluD//u//8OWXX+LUU0+N+S43t9uN6urqsA8iyh2Tx/TCoxcOhdUi4f0fduGqV1ahvpHvbCXKhA8++AAPPfRQxOs3AJSWluKBBx7A+++/n4WVERGREWITTqu2zsXkQbRPZ//GXFk7YCBEP+OMM9CvXz/89NNPeOyxx7B79248+eSTmVwbQX02KTy0rQtuKgoA+XbNJLrPD3F1Q5PoUYLnWBLZUFO7YanoRNcG4doAUm8aXNCGdXk27VR7lE50r6hzCV1fTPLvqQps7lmYZ9PtJZekUHCqnXAPHQdjIWorp+hED/zsWPeZzEWcqKluCD0Xjb4TIVPUj29Jiqx3SSd1L7r23SVE0cyfPx9HHHEEhg8fHnb5RRddhAkTJuCII47AWWedhQ8//BDfffcdvvjii6i3NXv2bBQVFSkf3bp1y/DqiSjdzj6qK+ZNGganzYLPNuzDpAUrlHo/IkqfPXv2YNCgQVG/Pnjw4IROhhMRUXaFwujA52JI1Z+Dk+i5MkUPGAjR//Wvf2HKlCm48847cfrpp8Nqkg30mjvxRNBOotc1hsJg8YAToXTYJLqBTSqdNv0KlFjc3siNOiNvNzyc9wTXpg34tQF07I1F9etbQp/rb5IqpuzV13dpql+KXTFqZFQnKsJuN8mNJUWdy96aQIjOSfTcIR5D1ap/5JtlElv9+M63WzPaLxsWopvk/lPmtW/fHlarFXv37g27fO/evXH7zGtra7Fw4UJMmTIl7s/p3bs32rdvjy1btkS9zqxZs1BVVaV87NixI7E7QUSm8tv+JXj1yhEozLPhu18O4sJnl2FfdUO2l0XUrLRv3x6//PJL1K9v27YtYg8TIiIyH+1Et8j+9PZTNBMx8GvRmUTPgUH0xEP0pUuXoqamBsOGDcOIESPw1FNPYf/+/ZlcGyH01gztGRkRoqs3DHSoQnRxdsdIqJXaJHr0h5K2nzzqJLrm81j94NrrakP8aNU0yiS6us5FU90S6+eqK3PUkp1EFz9b/GHBED13iOdLTXAS3WGz6L6DIRvUzwdXhjYV1bt9s5xEoMxzOBwYNmwYlixZolzm9/uxZMkSjBo1Kub3vv3223C73bj00kvj/pydO3fiwIED6NSpU9TrOJ1OFBYWhn0QUW46tmdbvHnVKHRo7cSG8hqc88y3+GV/bbaXRdRsjBs3DrfddhsaGxsjvuZ2u/G3v/0N48ePz8LKiIjIiFCIbgn+Nzcm0ZUaGnUnenOcRB85ciTmzZuHPXv24KqrrsLChQvRuXNn+P1+fPrpp6ipqcnkOlusaJ3otcE6F5eq61gEuG6vXwmqrUYm0TW1K4lIZENNETa6xSR6tE50VfBnkYDWOr3kgjqAt1mkiA0Nlel3r7YTPTg5r7OxqBAryFafqFBLthO9QBNwMkTPHeKdG9XBTnSnSapcgPA9AlwZ2lRUUPets86lZZk5cybmzZuHl156CevXr8e0adNQW1uLyZMnAwAmTZqEWbNmRXzf/PnzcdZZZ6Fdu3Zhlx86dAg333wzli9fjl9++QVLlizBmWeeiT59+mDcuHFNcp+IKPsGdCrEe9NGo0c7F3YerMd5c7/Ful1V2V4WUbNw1113YePGjTj88MPxwAMPYNGiRfjHP/6h7Hu2fv163HnnndleJhERxeGXwzcWFdmh2XvFRcivfrO8uA9mXztgcGNRACgoKMAf/vAHLF26FGvXrsWNN96I+++/Hx07dsSECRMyscYWLVo3UJ07EAa77KpJdFXVSGiTASN1Lvp937GIMFkdSkfebng/uTghoA3c1MF4Yb49ZgWF1SIpTzptlYv6Mu0JAXHf1B3q2iC7OFaIHqXOpTEY1hufRE88wCdzESeHRJ2LWTYVBTR1RRkO0fM5id5iXXjhhXjooYdw++2348gjj8SaNWuwePFiZbOysrIy7NmzJ+x7Nm7ciKVLl+pWuVitVvz000+YMGEC+vbtiylTpmDYsGH4+uuv4XQ6m+Q+EZE5dGvrwjtXj8bAToXYf6gRFz23HN/+zHfAEqWqa9euWLZsGQYOHIhZs2bhrLPOwtlnn43bbrsNAwcOxDfffMO9RYiIcoDI1URuZokygGs2IqvUq3Mx+xQ9AKT0Pv9+/frhgQcewOzZs/HPf/4TCxYsSNe6KCjaJHqdziS6umpEb8fbeKIFz7GIUDrWFK4yie4VG4sGvkcbuKkrKBIJk+1WC9xev24fe16UEwJiGj4sZDQQZDvi1LkYnUbWVskwRM8deZpJdHOF6KqTRDHe0ZEOBdxYtEWbMWMGZsyYofs1vc1A+/XrBznKhEF+fj4++eSTdC6PiHJYh9ZOLLxqJKa+9D1WbKvAFQu+w+MXHYlTj4he70RE8fXq1Qv/+te/cPDgQWzevBkA0KdPH3ahExHlEJ8ynBrI1aw5EkSL5enVuZh86QCSmETXY7VacdZZZ2HRokXpuDlSCU2ih4e2ohNdPWUqNrUMbCyaSohufBI9kU50cbsen35fu/o2Yk2DK9cPBtZ6k+hOpRNdW+cSOTnv0nx/sSuJED3ZOhdNwBlrU1MyF6dOJ7pZOG1NOYnOjUWJiCgzCvPseOkPwzF+UCkafX5c8/pqvLZie7aXRdQstGnTBsOHD8fw4cMZoBMR5Rjt4Kw1RybRlToXVXwiAvVmWedCTUtMdoqOcyEUouvXufg1Z6USEapzMdCJHgyP1aGdlrJhqZhED54Q0E6tOjR1LvHYg+vVq5IJbZKqmUTX2VjUZrWEBaCJdKJrJ9yT3ljUQB87mYsyiS7qXEzUia6eRM94J3pYnYt5jgERETUPeXYr5kw8GhcP7w5ZBm57fx0e/8/mqO9qISIiImruooXogLmn0X1KJ3povbmyKSrAEN30RM4c0Yku6lzUk+jBANfnl5VQN1avuFYyk+juBLrAQ53oos4lcF+0dS5hk+gJTGSL78/TCfDFZdoTAuK+aafX1ccxVoAfvRM9/gareiIn0Rmi5wrxGKo24SR6XtgkembrXFxhdS6cRCciovSzWiTcd/ZgXPfbPgCAR/+zCbf/478Rfz8mIiIiaglCG4uG17kA5p7o9uvs3yiW7jfxugXzpD6kS0xra/+RUOuOPokOAPXBwNpIqKXtLk9EIhPYTntoeluWZVWdi2YSPWwaPH7wJ6Ze9SbRnVEm0UWQr+1RV0/Txt5YNFSZo+ZOchK9FTvRc5Z4DNWYsBPd2YST6Oo/g7TPaSIionSRJAkzT+mHu84cBEkCXlm+Hde+sdrQXj5EREREjJv5dwAAUglJREFUzYF2Y1GrakjVzEMGIijXm0Q387oFJh4mF63XqM4TmH4tCOtEjwzR1Q/MeMTEuNvQJLqoc4nfiS7LgQluUedit0SfRE8kTBbXjzWJrv2HlbLeGJPoidS5pKsTXftOAr1+dzIn8Riqrg9OopsoQFY/jjK+sahqY17tu0uIiIjSbdKonnjq4qPhsFrw8dpyXPHCSmWTbyIiIqKWQFvhHDaJbuIwWrfORWyKykl0SpUtyhmZOnfkxqLqAKs+2JluZKM/bXd5IhKZwFYH7A0ef/RJdNXnxfnx61xCG4vqTaKLOhf9SXTt96iPY6wqGXFfPNHqXFKYRE9kM1UyD/EYqjbhJLr6xFJ+hk/MhG0sajHPMSAioubr9CGd8OLkY9HKacPyrRW48Nnl2FfdkO1lERERETUJn2YSXf1PcXPXuQT+G17nIoV9zcyYeJhcaBI9PLRVNhZVhbCSJClBngjRrQZCLRG8eXxywmeuEukCd1gtSseR2+uDNxhAawN+o5PoSp2LziS6CLu1k+ihOhftJHroOMacRLdFmURPQyc6q1xyi5j2rmkw3yS6us5FPSmeCeEbi3ISnYiImsboPu2x8I8j0b6VE+v3VOOcZ77F1l8PZXtZRERERBkn2irEFLd6oM3nM28aHapzCV0mohQzT9AL5kl9SJcImhPZWBQAnMFHn6hzMZJpqYO3RHvRG6PUo6hJkhTa6NPjV57sdk3Ar55Yj7W5p6BsLKoziR7aJFUTonv9ut9juM5FO4nui19ro0c9JcwQPbeI3/Uht7k3Fs3P8Mai6kl0KzcWJSKiJjS4SxHemzYaPdu5sPNgPc6buww/7qjM9rKIiIiIMkqE0aK9Qv1PcTNPomsn6IFQjuBniE6pskXrRG+M3FgUCAV5dSlMogORG3JGI8L2eFO4oY0+fUoVSqxJ9GJX4pPoej3ioWqa0P2QZVkJ/bXfIyb6A73kMabqbaFNUtU8Sda5WCyS0mufyH0m89A+hkwVoqsn0TO8sWj4JLp5jgEREbUM3du58M600TiiSxEqahtx0XPL8cXGfdleFhEREVHGaMNoSZKUIN3MYbRS5yKxzoUyQITg2rdjiEl0bUDm0NSYGMm0LBZJCcO1E9zRJLqhpjKJ7vXD6ws/YyY4rMamssXP1Jv+FnUtjV4/5OBZOHXwrQ1AxXEsyrcrT+BYPzNdG4sCoQA/kel7Mo88ze/aVHUuqhNi2hNt6eZS1cUY2YOBiIgoXdq3cmLhH0fi+MPbo97jw5UvfY93V+3M9rKIiIiIMsKnqXMBQpUu2iFcM/HH2FjUzBP0gnlSH9IVbRK9NrixaH6UEF1Mohvd6E89MZ4Ipc4lXoiuul3R7x6xsWgGJtGBUHiuvk/a9YrjGG9zT70Q3e+Xlc1SkwlSxeaiiWymSuahrTAy0yS6uppJW/mUbi5uLEpERCZQ4LRh/uXH4qwjO8Prl3Hj2z/imS9+VoYpiIiIiJoLJURXDbKJf46buVtcBOXq6IB1LpQ24sGkfRKIznP1xpRAKMQVX7cY7Ch2qibGE+FOMEQXt9vg8SuBc8QkuuGNRQPfr9fHrg7WRXgu1mq1SBG1E6KSIt7PDXWihwJ5dT96MkGq2PiRnei5RVv7Y6oQ3RbazJcbixIRUUvhsFnwyAVH4qrf9AYA/N/iDbjzn//LiX+UERERESVKhNFWnYluv4kHCPw66xb/a+Z1C+ZJfUhXaBI9PNSuDW5mmB9lGrZemUQ3FmrlJTmJHrfOxS66xEOT6NogWwTUdqsUcb/0hCbRI3+23WpRTkBoJ9G1NRxAaBI9boiuM4meaojuUgL8zNZuUHqp9xAAzBWiS5KknNjKtzfdxqLad5cQERE1NYtFwqzTBuBvvx8IAHjx219w7Rs/JPx3WyIiIiKzUybRdTbozIk6FwvrXCgDlLc1yOFvbahXNhaNEqIrnehGQ/TQxHgiEg3RnarbVTrRNVOrnYry4LBZcHjH1jF7yYWe7QoAAL2C/9USNSkH6xqVn61ei9phHVoBAA4vaR3zZyqT6KoQXfwuLFJydS59OgZ+dt84P5vMxak5eeM0WYDcs10BnDYLuhTnZ/TnFOXb0a7AgQ6tnQmd/CIiImoKU47rhScvPgp2q4SP1u7B5QtWoqrek+1lEREREaUsVohu5nfgKXUuUm6tW+Doq8mpO4Z9sgwLJMiyjNrgxqKtotS5iE50awJhtJqYXnV740/r+PyycobLaYsdnjlVG56K79H2J7cpcODzm06MuE/RXD/2cJx1VGclANfq3taFtbuqUHagDv1LC5X7pDeJPm5QCT694Tfo2V4/kBeUSXTV9Ln4B1lhnE1Jo/n7GYPwhzG9lDCdcoOZJ9EB4M2rRuGQ24uiBPYXSIXdasHi638DSTJ+0o6IiCiTzhjaGe0KHLjqlVVYsa0CF8xdhhf/cCw6FWX2BDMRERFRJim1KGEheiCTMPNEtyjZUK9bkkLDw2ZnrtSHIqg3CRBnmtxev/LgiraxaH0wZLca7Cg2MomunsaOX+cSvF2vD16fqHOJXFuX4vyEu8FtVgv6xJha797WBQAoq6gL/OzgfdLbiFSSJBxe0jqiYkZLr85FhOjxNiWNdZsM0HOPmTcWBQIT4pmeQhc6tHaifStnk/wsIiIiI0b3aY83rxqFjq2d2Li3Buc8/S027a3J9rKIiIiIkiYaHsInusO/ZkZ6nehi3WbeEFUwV+pDEdSd5mKCW0yZA6E+bUG7sajRSXR1d3k8YSF6nPBZBNdu9caiGa6/6N4uEKJvPyBC9MB9SiXsFPdTvfFqZV0gROfGoC2LdjPdZKp8iIiIKPMGdi7Ee9eMRp+OrbCnqgHnPfMtlm89kO1lERERESVFhNE2nW5xM2/QKYJydVSZC+sWmPqYnPotDr5g+Cw2FXXaLBH1CSIgVupcDNYriFoWdwKT6G5f4GdIkv5UuZqoUGlQbyya4eqHHppJdBF8602iJyrWJHqRy5H07VLu0T6OHHEqjYiIiCh7urZx4Z2rR+GYHm1Q3eDFpPkr8eFPu7O9LCIiIiLDfHobdAZzOTNPdIul6de5mHfdAkN0k1NPkovwWUyZF+h0hztU3eNAMhuLhsLueETQ7rBa4naBi00YwzcWbZpJ9FCdS7AT3Z7CJHqMTnROorcs2seR2epciIiIKFyxy4FXrxyB8YNK0ejzY8brP+D5r7dme1lEREREhoimirBaFCkXQvToG6L64s/yZh1TH5OzWCSIx5Z4IohJ9HydiWpRKaFUphgN0W2iEz2BOpfgIzyR8FDcrtvrgyd4MsBmsK/dqB7tApuE7jxYB59fVoXoaZ5Er2sEABTlc5/eliRyEp1/nBIREZldnt2KOROPxuWjegAA7vloPe7+8H/wm/gfnERERERqSp2LKlezWMwfoisT9Oo6l+AnufB3MaY+OcAW3GFX24le4NQJ0TVBnuE6F9GJbmBjUWcCNRbqTnQxiW63ZPbhV1qYB7tVgscnY3dlvVLnou2yNsJpjbWxKOtcWhJ2ohMREeUmq0XC3ycMwq2n9gcAzF+6Dde+8UNCQyRERERE2RYKo0OZnxii9Zm4FkWE/+p1i/9lnQulhVVzNkmE6NpNRYE0hOhiEj2ROhcDobRTVTMT2lg0s5PoVouEbm0ClS47KurSO4nOOpcWT/s4SuXkDBERETUtSZJw9QmH4fGLjoTdKuGjtXswaf5KVAbfYUhERERkViIfVGd+llyoc9FZt1JDwxCd0kGcTQpNogfqXFyO9E+ii2CwwcAkekJ1LmIS3esPbSya4RAdCPWib6+oC20smsIGkHp1LpUM0VskuzV8Y1/WuRAREeWeM4/sgpf+MBytnTas/KUC581dhp0H67K9LCIiIqKo9EJ07QCuGfl0JtFZ50JpFdphNxDcxppEd2oqJaxxNvyM+P5gEOhOYBK90cAkurJhqccX2lg0w3UuANCjbTBEPxCaRHemY2NRnTqXIhdD9JZG/dhniE5ERJSbRh/WHm9PG4VORXnYsu8Qzn76W6zbVZXtZRERERHpCsZqYZmfGMA1cy2KyMktFnWdixT2NTNj6pMDbJqdasXGoglNohuc9jYyiS6C9kTCQ6dqw1KPr2k2FgWA7sHNRcsqakOT6KnUucToROckesujfiyxE52IiCh39S8txHvXjEb/0tb4tcaNC59dhi827sv2soiIiIgiiCHbsDoX0WLhM28ardS5qCfRg//LOhdKC6tS5xJ4ktQb2VjU4CS6emI8HqXOJYHwUNmw1OtXamnsTRA6dg9OopepO9FTmBgWx9et7kSvC24sykn0FiePk+hERETNRqeifLx19SiM6dMOtY0+THnpe7z5XVm2l0VEREQURkRSet3iZp5ED9W5hC5jnUua/fLLL5gyZQp69eqF/Px8HHbYYbjjjjvQ2Bh7458TTzwRkiSFfVx99dVNtOr0EbUnoteoNtbGoto6l0x2ogeftYnUo4jbrff4lPthM7i2ZPRop1fnkp5OdFmWIcsyJ9FbMPVjiSE6ERFR7ivMs+OFK4bjnKO7wOeXccu7a/HIvzdCNvE/SImIiKhl0d2gU9NiYTaBDC3w//p1Lub/u1ZkCmtCGzZsgN/vx7PPPos+ffpg3bp1mDp1Kmpra/HQQw/F/N6pU6firrvuUj53uVyZXm7aWQ1tLBp+mdEQ3UgnuttjYBI9eLuiigYAbE04iV7T4EV5tTtsLclwWkPH1+OT0egLTdYzRG95wjrRWedCRETULDhsFjx8/lB0Kc7Hk59twROfbcHOg/W4/9whPGlOREREWSeaKvQ26BRfMxv1oLlVZ91mDf/VciJEHz9+PMaPH6983rt3b2zcuBHPPPNM3BDd5XKhtLQ000vMKJtmh91YG4tq/2JvdNpbTIy7E+lEDz7CE/nHhLjdQw2hEN3eBJ3oeXYrSgqd2Fvtxua9NWFrSYb6vnp8fmUK3WG1ID+F26XclMdJdCIiomZJkiTceEo/dCnOx20frMN7P+xCeXUDnrl0GAcniIiIKKtEIK3ea9Bq8o1FfaoUPSz8z6FJ9JxNfaqqqtC2bdu413vttdfQvn17DB48GLNmzUJdXV0TrC69rJrNAWJPomvrXIz9ipVO9AQm0UUnutMWPzwWYWONehLd4NqSJabR91Q1AEhtEl19fBu9fqUPvTDfrrwFhVoOTqITERE1bxcN7475lx+DAocV3/58AOfP/Ra7KuuzvSwiIiJqwUQgrTeJbtaJbnVIro4DxV1giJ4hW7ZswZNPPomrrroq5vUuueQSvPrqq/j8888xa9YsvPLKK7j00ktjfo/b7UZ1dXXYR7ZZo06i64ToEZ3oxn6WCMQTmURXNhZNaBI9ss6lKSbRAaB72wLNWpKfGLdaJOX30ejzo7I+0MtflJ8Tb+qgNOMkOhERUfN3Yr+OeOvqUejY2olNew/h7DnfYN2uqmwvi4iIiFoovb0GxUS3z7R1LqGQXL/LnSF6TLfeemvExp/ajw0bNoR9z65duzB+/Hicf/75mDp1aszb/+Mf/4hx48bhiCOOwMSJE/Hyyy/j/fffx88//xz1e2bPno2ioiLlo1u3bmm5r6kQb88QvUZ17uh1Ltop60xOoove9ETCQxHOi+eE1SI12eS22FxUSCVEB0InKhq9flQH61yKXY6UbpNyU55qU12G6ERERM3XoM5FeH/6GPQraY19NW5c8OwyfL5hX7aXRURERC2QT2djUYvJJ9Gj1rmYvIZGLaupz4033oj169fH/Ojdu7dy/d27d+Okk07C6NGj8dxzzxn+eSNGjAAQmGSPZtasWaiqqlI+duzYYfyOpZkIwsUDrlbUuTgTqXMx9rNE2N3gMVLnkvgkumC0qz0VkSF6ag97h7L5aqgTnd2YLZM4ISNJTfuYJiIioqbXpTgfb08bheP6tEddow9Xvvw9XluxPdvLIiIiohbGq1PnEtpP0ZwpunpZ6nVLUu5Mome1g6JDhw7o0KFDQtfdtWsXTjrpJAwbNgwvvPACLEn0aa9ZswYA0KlTp6jXcTqdcDqdhm87k2zKDruBB1R9sM6lIIGNRZOdRHd701znoulNtzdhf7ToRBcS6XCPRdzfRq8flcFO9GKG6C2SOIHksFrYiU9ERNQCFObZseCKY/GX99finVU7cdv761BWUYdbxvVXJsCIiIiIMklMbas3FrWYvBYlap2LsrFoky/JsJzoH9i1axdOPPFEdO/eHQ899BB+/fVXlJeXo7y8POw6/fv3x8qVKwEAP//8M+6++26sWrUKv/zyCxYtWoRJkybhN7/5DYYMGZKtu5IUbT9QbayNRbWd6AaDPSOT6CJodyYQiDu1k+hN1IcORIboKU+iizoXX2gSvZAheoskJtFZ5UJERNRyOGwWPHjeEMz8XV8AwLNfbsW1b/yQ0N+fiYiIiFKlu7GomOg2aRjtU28sqooERaToz4EUPSd2Q/z000+xZcsWbNmyBV27dg37mhz8JXg8HmzcuBF1dXUAAIfDgf/85z947LHHUFtbi27duuHcc8/FX//61yZff6q0k+gxNxaNmEQ3FlaLULDB44csyzGna5U6lwQ6xrWT6LYk3kmQrLYFDrRy2nAouKlpyp3o6kl01rm0aOKxlEilERERETUfkiThupMPR7e2+fjzOz/ho7V7sKeqHvMmHYN2rcz1rlYiIiJqXvQ60c1f5xJYsyQhLGtU6lzYiZ4eV1xxBWRZ1v0QevbsCVmWceKJJwIAunXrhi+//BIHDhxAQ0MDNm/ejAceeACFhYVZuhfJs6qeCLIsq0L0yHMg2poUoz3N6onxxji7EYiva6ff9VgsUtj17E04iS5JUtg0eqqBp3pj0SplY1GG6C2Rus6FqCWaM2cOevbsiby8PIwYMUJ5N5ieE088UXcD8dNPP125jizLuP3229GpUyfk5+dj7Nix2Lx5c1PcFSKipJx9VFe8MmUEivLtWF1WiXOe+RY//3oo28siIiKiZkyE6LYc2lhUDJprGzNY50JppUyi+2Q0+vzKk0VvY1FtQGx4El01Md7gif3Mc3sDYX6iVRbqtTVlnQsQvrlo2ibRfT5UcxK9RWOdC7Vkb775JmbOnIk77rgDq1evxtChQzFu3Djs27dP9/rvvfce9uzZo3ysW7cOVqsV559/vnKdBx54AE888QTmzp2LFStWoKCgAOPGjUNDQ0NT3S0iIsNG9m6Hd6eNRre2+dh+oA7nPP0tVmw9kO1lERERUTMlprYtut3i5kyjlTVrQ/TgfciFOhcmPzlAbA7q88uoc4e6Fl06YXCqdS52q6R0E7nj9DoqdS6Jhuiq9dqbsM4FALqrQ/QMbCzKEL1lUibRGaJTC/TII49g6tSpmDx5MgYOHIi5c+fC5XJhwYIFutdv27YtSktLlY9PP/0ULpdLCdFlWcZjjz2Gv/71rzjzzDMxZMgQvPzyy9i9ezc++OCDJrxnRETG9enYCu9fMwZHdS9GVb0Hl85fgfd/2JntZREREVEzpNS5qDvRraEBXDMSIbk2DhR3wawboqox+ckB6k50samow2aBTadCImJjUYMhuiRJyuaiYuPQaMTXEw0Q1Rt6NvUkelidS5o2FnWzzqXFc3ISnVqoxsZGrFq1CmPHjlUus1gsGDt2LJYtW5bQbcyfPx8XXXQRCgoKAADbtm1DeXl52G0WFRVhxIgRCd8mEVE2tW/lxBtTR+K0I0rh8cm44c0f8dh/NoVVUBIRERGlSq8T3WrybnExIR9R52Ix9wS9Wk5sLNrSibNJPr+M+mAfeoHOpqJA6pPoQCDsrvf48ORnm9HG5QAAHNuzLcYOLAm7ntEQXT2xbm3iSfQebQt015EM9SR6FetcWrQ8dqJTC7V//374fD6UlIS/LpSUlGDDhg1xv3/lypVYt24d5s+fr1xWXl6u3Ib2NsXX9LjdbrjdbuXz6urqhO4DEVEm5NmteOrio/F/bTfg2S+34rH/bMb2A3W4/9wjlEEVIiIiomSpa0/CQnST16KI4D+izsXkNTRqTH5yQPgkevRNRYH0hOhtCgLB+Vvf78SzX23Fs19txTWvr0aDpt4lVOeS2D8I1F3kTbmxKAAc1jEQohe77GG7ACdDHOMGrx/VDSJEd6S2QMpJbYPPlWIXf/9ERsyfPx9HHHEEhg8fnvJtzZ49G0VFRcpHt27d0rBCIqLkWSwSZp06ALPPOQJWi4T3f9iFy55fiYO1jdleGhEREeU4rzpElyJDdK9JQ3S/To87ACWjY50LpYVV2WHXj7pgnYsryiS6zSJBnREnE6I/eN5Q/PE3vTH1+F6YenwvAIHA/JDbG3a9RsN1LqE125JYVyo6FeXjiYuPwpMXH5XybYn7W3GoEeJEGSfRW6bf9O2AO84YiL+c1j/bSyFqUu3bt4fVasXevXvDLt+7dy9KS0tjfm9tbS0WLlyIKVOmhF0uvs/obc6aNQtVVVXKx44dO4zcFSKijLl4eHe8OPlYtHbasPKXCpzzzLfYtr8228siIiKiHKae2LZadSbRTTrRLTJybU4pPjfpssMwRM8B6kl0sbGoy6k/iS5JUli1RDJh9bAebfCX0wbgttMH4rbTByI/GH6LKhnB7Q18nmiVhbpGRa/PPdMmDO2M4w/vkPLtOINr31fTAADIt1vZid1C2a0WTB7TC306ts72UoialMPhwLBhw7BkyRLlMr/fjyVLlmDUqFExv/ftt9+G2+3GpZdeGnZ5r169UFpaGnab1dXVWLFiRczbdDqdKCwsDPsgIjKL4w/vgHemjUaX4nxs21+Ls5/+Biu3VWR7WURERJSjfFEm0S0mn+gO1bmEXy7iQbN2uasx+csByiS6L7SxqMsevUJFHehqu4aSUeAM/Czxs4VGX7DOJcGNOrNZ55JO4vj+WhPo4OWmokTUEs2cORPz5s3DSy+9hPXr12PatGmora3F5MmTAQCTJk3CrFmzIr5v/vz5OOuss9CuXbuwyyVJwvXXX4977rkHixYtwtq1azFp0iR07twZZ511VlPcJSKijOhX2hrvTx+Nod2KUVnnwcTnl+O91TuzvSwiIiLKQeq6FvV2gzZLroTouVvnwo1Fc4C610jZWNQZPUR32iyoCf6/LQ1hdX6wOqbWrd+Jnugkep5dPSGfu+dvRIi+Lxiis8qFiFqiCy+8EL/++ituv/12lJeX48gjj8TixYuVjUHLyspg0fxZv3HjRixduhT//ve/dW/zz3/+M2pra/HHP/4RlZWVOO6447B48WLk5eVl/P4QEWVSx9Z5WDh1JG58ew0+XluOmW/9iF/21+KG3/VNeb8eIiIiajnUG4eqszWLyUN0OVqdi5Q7dS4M0XOAeFL4VBuL5kfZWBQID7Wt6ZhED/4sbZ1LaGPRBEN0WzOZRLeGT6IXMkQnohZqxowZmDFjhu7Xvvjii4jL+vXrBznG344kScJdd92Fu+66K11LJCIyjXyHFU9dfDQearcRT3/xM574bAu27q/FQ+cPDXvHJhEREVE06toTdR4t8j+z1qKIdWkn0a0mD//VcnccuAUJn0QPVKoURNlYFAivc0lmY1EtsYmpts7FrYToif2l39nMJtF/PRSsc2GITkREREQJsFgk/Hl8fzxw3hDYLBI+/GkPLp63XBnOICIiIopF3S2ufjebaKLw+cwZRivr1sSB4i6YNfxXy90kswUJ9Rr5VZPoTRmix55ET3RTTXXYno6amWwR91fcf9a5EBEREZERFxzTDa9MGYGifDt+KKvEWXO+wcbymvjfSGQyX331Fc444wx07twZkiThgw8+yPaSiIiaNRFGa4dTLSafRBfvSNY2ZojcMtY7ls2CIXoO0O1Ej1Xn0gST6D6/rGxmkGiIHr6xaO4+9LT3lxuLEhEREZFRow5rh/evGY2e7VzYVVmPc5/5Fp9v3JftZREZUltbi6FDh2LOnDnZXgoRUYsQbaJbxGx+k9aiRNtY1JpDG4vmbpLZgqh32K11B4JsV4yNRcM60dMYotepNhYVU9iAkUl0dZ1LDk+ia04AcBKdiIiIiJLRu0MrvH/NGAzv1RaH3F5MefE7vPjNtmwviyhhp556Ku655x6cffbZ2V4KEVGLIMLmyInuQFblNWkYrXSia/JAiSE6pZP6iVAXnER3xdh8KO2T6M7A1Htdo36InvDGonZ1nUvuPvS095chOhERERElq02BA69OGYHzh3WFXwb+/s//4fZ/rIPX54//zURERNSiiDBam/dZTd4tLpYVvc6lqVdkXO4mmS2IenOAukYxiR6rzkUVVqdhA0+xiWmdqs7F7QsE6pKU+FR5nmpjUXsz6EQXilyOLK2EiIiIiJoDh82CB84bgltP7Q9JAl5eth2TX/wO1Q2ebC+NKK3cbjeqq6vDPoiIKHGiriUiRA9+bvo6l4jw39xd7moM0XOAuhNdbCzqirWxqLrORUo9rM53RE6iuz1+5WdJCf4MZ5rD/WyJCNE5iU5EREREKZIkCVefcBjmXjoM+XYrvt68H+c8/S3KDtRle2lEaTN79mwUFRUpH926dcv2koiIcoo3aoieI3UumghRRIqsc6G0CHWi+xPaWFRdN2JNw8R3gc7Goo3Bt5cmWuUCNKNJdGv4CQyG6ERERESULuMGleLtq0ehtDAPW/YdwplzlmLltopsL4soLWbNmoWqqirlY8eOHdleEhFRTvFFDdED/zXrJLocrYaGdS6UTuGT6ME6l1iT6Lb0TqLH2lhUXR0TT3gneg6H6JoTB8UM0YmIiIgojQZ3KcI/ZozBkK5FOFjnwcTnl+Pt7xk2Uu5zOp0oLCwM+yAiosT5Zf2NRS0mr0URW71YonSim3XdagzRc0BoEl1WgmxXjEl09ZR3WjYWFXUuHlWdi9f4JLr6urlc56KdouckOhERERGlW0lhHt784yicPqQTPD4ZN7/zE2Z/vD4n3u5MLcehQ4ewZs0arFmzBgCwbds2rFmzBmVlZdldGBFRM+WN0i2u7Kdo0r8nKJ3orHOhTFL3GoU2Fk1wEj0tIbqYRFfVuSQRoqsn0XO6zkVznwsZohMRERFRBuQ7rHjyoqNw3cmHAwCe/WorrnplFQ6p/l5OlE3ff/89jjrqKBx11FEAgJkzZ+Koo47C7bffnuWVERE1T6KuxWaJMolu0jA6ap2LajJdNvk0OkP0HBA2iZ7QxqKhr6UhQ4fLGbmxaKjOJblOdJs1dx966hMHrfNsaTlRQURERESkx2KRMPN3ffH4RUfCYbPgP+v34rxnvsXOg9xwlLLvxBNPhCzLER8vvvhitpdGRNQs+aJMolst5g7RQxuL6q8bMO/ahdxNMlsQ8YCqb/Qpb9uIVecigm2bRYKUhk50sbFonWpjUbfXF/azEuFU9adrz5jlEvVJCla5EBEREVFTOPPILnjzjyPRvpUTG8prcOZT3+D7X7jhKBERUUviizKJbjN7iO7XD9HVJwPM3ovOED0HiF6jGrdHuSyRjUW1Z6WSlR/8WbU6k+jG6lxC17Xn8CS6+sRBsYshOhERERE1jaO6t8GiGWMwsFMhDtQ24pJ5K/DOqp3ZXhYRERE1kWgT3WbfWFQsS9vmYAmrc2nKFRmXu0lmCyIeYDUNgUlwh9USM4R2qibR06EgOPVerw7RfcbrXMIm0ZtJJzon0YmIiIioKXUuzsc700Zh3KASNPr8uOntHzH7X9xwlIiIqCUQr/faMFrkbH6T/n0gag2NxDoXSiMRhlfXBybRY20qCgRCdiD8gZgKlzKJ7lVK/t2iE93ARHnYxqKW3H3oMUQnIiIiomxyOWx4ZuIwXPvbPgCAZ7/ciqte+Z4bjhIRETVz0epcxES316RBdGiCPvxydTxo1il6IXeTzBbEGnxEVQcn0V32OCF6MOS1pmnaW2wsKsuh8Nyt1LnEXouaM2xj0RyeRLeqQ3RHFldCRERERC2VxSLhxlP6qTYc3Ydzn/4WOyq44SgREVFzlasbi4qhXO3Ab1idi79Jl2QYQ/QcoN0cQITa0Sghepom0fNVoX1tcLpFdKIbqXPJC6tzyd2HHifRiYiIiMgszjyyC966ahQ6tnZi494aTHhqKVZsPZDtZREREVEGKHUuUm6F6MFW6Nh1LpxEp1Rpe45ibSoKqOpc0tSJbrVIyqagdcFe9GRCdLtVUt62YU/T2rLByY1FiYiIiMhEjuxWjEUzjsOQrkU4WOfBxOdX4I2VZdleFhEREaWZCJq1mZ/V5BuLRq9zYSc6pZG25yhuiJ7mjUWB0OaiIkR3ewP/dRoI0SVJUupfcnoS3cpJdCIiIiIyl9KiPLx11SicMbQzvH4Zs95bizv+sQ5en8nfG01EREQJi7axqPjcrBuLylHCfyAUrMsmPQEg5G6S2YJoH2Ai0I5GhOjat0ikIl+1uSiQ3CQ6AGWiPZc70S0WSTlBwRCdiIiIiMwiz27FExcdiZtO6QsAeGnZdlz+wkpU1jVmeWVERESUDvFCdNNuLCq63HWqp5UqGobolCpt4JyfxUn0+hTqXIDAX+wBwG7J7YeeuN/FDNGJiIiIyEQkScKM3x6OZy8bBpfDim+2HMCZc77B5r012V4aERERpShXJ9FjhejiMta5UMqsmsA53iR6XgYqU5RJ9ODGou5giO60xQ70I25HhOg5PIkOhE4GFLETnYiIiIhMaNygUrw7bTS6tsnH9gN1OPvpb7Fk/d5sL4uIiIhS4Jf1Nxa1mLwT3R+zzkWcAGjSJRnGED0HaCfK402iH9W9GKcMLMGU43qlbQ0FzsDPrPeET6Ib6UQHgCuP741TBpZgaLfitK0tG676TW9MGNoZ/UsLs70UIiIiIiJdAzoV4h/Tx2B4r7Y45Pbiype/xzNf/Gz6zlEiIiLSJ+patBXOosXCrNPcYlmx6lz8Jv/7SeyRZjKFiE50Z+wQPc9uxXOTjknrGlzB6fdadzBED25Q5DA47X7JiO64ZET3tK4tG6464bBsL4GIiIiIKK52rZx4dcoI3PnP/+K1FWX4v8UbsKG8Gv937hDl3ZVERESUG0Rdi3bg1mrySpRQnUvk18RlZp2iFziJngO0TwxXnDqXTHAFp9/rGkWdSyBMd9r5ECIiIiIiMjOHzYJ7zz4Cd581GDaLhH+s2Y3z5y7Dnqr6bC+NiIiIDPBFmUQXn5s1RPdH6XIHQms3a5+7wAQ0B2gfYK44dS6ZIIL7Ou3GomnsXSciIiIiosy5bGQPvDJlBNq47Fi7qwpnPPkNVm2vyPayiIiIKEGizkXbiW4ze4gu6lx0QnRxX0y6dAUT0BxgM7ixaCaI4L62MXxjUYfBTnQiIiIiIsqeUYe1w6IZx6F/aWvsP+TGRc8tx5vflWV7WURERJQA0Ruuba0w+8aiYl26dS4mPwEgMAHNAVarsY1FM6Eg+DPrG7Ubi7JHkYiIiIgol3Rr68K700bj1MGl8Phk3PLuWtzxj3XwBPc9IiIiInMSL9XaiW5lc06TvpT7o0zQA6Fg3ewbizJEzwHas0vxNhbNBJczfGNRTqITEREREeWuAqcNT088GjN/1xcA8NKy7bhs/gocOOTO8sqIiIgoGl8wJY9W5+I1aYouAvLYdS4M0SlF2k70fHv2NxZtZIhORERERJTTJEnCdScfjucuG4YChxXLt1ZgwlPf4L+7q7K9NCIiItIhJtG1rRXK5pwyIJswjA7VuUTfWJR1LpQyU0yiazcW9Yk6Fz6EiIiIiIhy2SmDSvH+9DHo0c6FXZX1OPeZb/HPH3dne1lERESkIcJo7SS6+nMzZtFKnYvOJLqFk+iULtoHmCuLG4vWKRuLBsJ0TqITEREREeW+viWtsWj6cTj+8PZo8Phx7Rs/4P5/bTD9VBgREVFLotS5aDvRVZPpZqx0EX+d0JtEt6qm6M2MCWgOsFnCf02uLGwsGgrRwzcWdVj5ECIiIiIiag6KXHa8OHk4rvpNbwDA3C9/xpSXvkNVvSfLKyMiIiJAVeeiDdHVk+jmy9CVk/I6g+jKZWY/cc8ENAdonxgFWZlE19S5BEP0PDsfQkREREREzYXVImHWaQPw+EVHwmmz4IuNv+KsOd9g896abC+NiIioxROVJxEhuupznwlrUaKtG1DVuTBEp1RpO9HzsziJXusWdS5iEr3p10JERERERJl15pFd8O600ehSnI9t+2tx1pxvsHhdebaXRURE1KJ5ffobdIaF6D7zhdH+GBuLss6F0sZikSAeY3arlJUe8gJnYBK9Xlvnwk50IqIWa86cOejZsyfy8vIwYsQIrFy5Mub1KysrMX36dHTq1AlOpxN9+/bFxx9/rHz973//OyRJCvvo379/pu8GERFFMbhLERbNGIORvduittGHq19dhUf+vdH0k2JERETNlQijtQO36joXM06iixoavRBdXGbGdasxAc0R4smRjU1FAz83OIne6IXPL8Mb/IszQ3QiopbpzTffxMyZM3HHHXdg9erVGDp0KMaNG4d9+/bpXr+xsRG/+93v8Msvv+Cdd97Bxo0bMW/ePHTp0iXseoMGDcKePXuUj6VLlzbF3SEioijatXLilSkjMHlMTwDAE59twdSXv0d1A3vSiYiImprSLa4J0dWfm7FbXJyA19taUWwFafaT9NlJZMmwwFkZOSubigKhEN0vAzWqvzA7GaITEbVIjzzyCKZOnYrJkycDAObOnYuPPvoICxYswK233hpx/QULFqCiogLffvst7HY7AKBnz54R17PZbCgtLc3o2omIyBi71YI7zhiEwZ2LMOv9tViyYR/OeuobPHvZMBxe0jrbyyMiImoxxFCrdhJdXOb1y+YM0WX98B8ITdH7OYlO6RCaRM9WiB4633KwLhSicxKdiKjlaWxsxKpVqzB27FjlMovFgrFjx2LZsmW637No0SKMGjUK06dPR0lJCQYPHoz77rsPPp8v7HqbN29G586d0bt3b0ycOBFlZWUZvS9ERJS4c4d1xbtXj0bnojxsZU86ERFRkwtNdOvUoljMW4si1mTVq3MR6zZh+K/GBDRHWLNc52K1SMrU+cG6RgCAJOmf+SIiouZt//798Pl8KCkpCbu8pKQE5eX6YcrWrVvxzjvvwOfz4eOPP8bf/vY3PPzww7jnnnuU64wYMQIvvvgiFi9ejGeeeQbbtm3D8ccfj5qamqhrcbvdqK6uDvsgIqLMOaJrERZdexxG9Ar1pD/8742m/4cvERFRc+CLtUGnmOg24WuyWFOsTnROolNa2IKlQdmaRAdCm4tWBkN0p80CSefBT0REpOX3+9GxY0c899xzGDZsGC688ELcdtttmDt3rnKdU089Feeffz6GDBmCcePG4eOPP0ZlZSXeeuutqLc7e/ZsFBUVKR/dunVrirtDRNSitW/lxKtXjsAVo3sCAJ78bAuufOk7VNWzJ52IiCiTfHHqXIBQ5YuZiCXFrnNpyhUZxxA9R4hJdBFkZ0O+PRDgVwbrXBx6uwEQEVGz1759e1itVuzduzfs8r1790btM+/UqRP69u0LqzV0MnjAgAEoLy9HY2Oj7vcUFxejb9++2LJlS9S1zJo1C1VVVcrHjh07krhHRERklN1qwd8nDMKjFw6F02bB5xt/xZlPLcXG8ujvHiIiIqLURNtYVH2ZGd8dFqpzifya2FjUjOtWYwqaI8TZpPysTqIHfrboRHfYsrcWIiLKHofDgWHDhmHJkiXKZX6/H0uWLMGoUaN0v2fMmDHYsmUL/H6/ctmmTZvQqVMnOBwO3e85dOgQfv75Z3Tq1CnqWpxOJwoLC8M+iIio6Zx9VFe8O200uhTn45cDdTj76W/w4U+7s70sIiKiZilWGC0GcM1Yi+KPFf6zzoXSSZlEz2KInu+IrHMhIqKWaebMmZg3bx5eeuklrF+/HtOmTUNtbS0mT54MAJg0aRJmzZqlXH/atGmoqKjAn/70J2zatAkfffQR7rvvPkyfPl25zk033YQvv/wSv/zyC7799lucffbZsFqtuPjii5v8/hERUeIGdynCP689Dsf1aY+6Rh9mvP4D7vt4Pbw+f/xvJiIiooT5fMEQXacdQmSHXp/5wmh/rC53E4f/atnrBiFDbFneWBQIBfgHGaITEbV4F154IX799VfcfvvtKC8vx5FHHonFixcrm42WlZXBYgm9TnTr1g2ffPIJbrjhBgwZMgRdunTBn/70J9xyyy3KdXbu3ImLL74YBw4cQIcOHXDcccdh+fLl6NChQ5PfPyIiMqZtgQMvTj4WD/57I579ciue+2or1u2qwpMXH4V2rZzZXh4REVGzEJpEj9Utbr4wWpxXt8aYRDf7uXeG6DnCqoTo2ZtEdzm0dS4M0YmIWrIZM2ZgxowZul/74osvIi4bNWoUli9fHvX2Fi5cmK6lERFRFtisFsw6dQCGdCnGze/8iG9/PoAznlyKuZcNw5CuxdleHhERUc4TtSh62xRaTdyJHppEj/yauMxvwnWrMQXNEbbgNF92Q3TWuRARERERUWynD+mED6aPQa/2Bdhd1YDz5i7Dm9+VZXtZREREOc+rhOgx6lxMGEY3hzoXpqA5wmqGOhexsWgtJ9GJiIiIiCi6viWt8Y8ZY/C7gSVo9Ppxy7trMeu9tXB7fdleGhERUc4SQXOsSXQzhtE+JfyPUediwnWrMQXNEbbgtrsiyM6GfHv4JDpDdCIiIiIiiqYwz45nLx2Gm07pC0kC3lhZhgueXY7dlfXZXhoREVFOEpuG6k10i3w61zYWFZexzoXSQpypyTfDJHqwE91py16gT0RERERE5mexSJjx28Px4uThKMq348cdlfj9k0vx7Zb92V4aERFRzhHT2jadOhdxmRkn0f3BTUMtOpPooQn6plyRcQzRc8QxPdog327FEV2KsraG/GAfe70n8BZMh957R4iIiIiIiDRO6NsBH157HAZ1LkRFbSMunb8Cc7/8GbIJ/6FPRERkVrE2FrWYeGNREf5b9SbRTbxuNaagOeK20wdizR2/Q6/2BVlbQ4FmCp51LkRERERElKhubV14d9ponDesK/wycP+/NuDqV1ehpsGT7aURERHlBLFpqP4GnYH/mjGM9ivrjvyauMyME/RqTEFzSLbrU8QkuuBkiE5ERERERAbk2a148LwhuPfswXBYLfjkv3tx5lPfYNPemmwvjYiIyPRE0Cz2TlSzButcTBmii050vToXybwboqrlTAo6YcIEdO/eHXl5eejUqRMuu+wy7N69O+b3NDQ0YPr06WjXrh1atWqFc889F3v37m2iFTc/nEQnIiIiIqJUSZKEiSN64K2rR6FzUR627q/FmU99g0U/xv73HRERUUvnizWJHrzIZ8IwWux1GrvOpSlXZFzOpKAnnXQS3nrrLWzcuBHvvvsufv75Z5x33nkxv+eGG27AP//5T7z99tv48ssvsXv3bpxzzjlNtOLmx+UMn0RniE5ERERERMk6slsx/nntcTiuT3vUe3y47o0f8PdF/0Wj1+T/iiYiIsoSn9KJHn2DTlNOoovwX6/LPUfqXGzxr2ION9xwg/L/PXr0wK233oqzzjoLHo8Hdrs94vpVVVWYP38+Xn/9dfz2t78FALzwwgsYMGAAli9fjpEjRzbZ2psLl11b55LdehkiIiIiIspt7Vo58dIfhuORTzdizuc/48Vvf8HaXVWYc8nRKC3Ky/byiIiITCVnQ3Q5Vpe7edetlpOjxBUVFXjttdcwevRo3QAdAFatWgWPx4OxY8cql/Xv3x/du3fHsmXLot622+1GdXV12AcFFDhZ50JEREREROlltUi4eVx/zJt0DFrn2bBq+0H8/smv8e3P+7O9NCIiIlMRVS16tSgijDbjRHes8N/CTvT0u+WWW1BQUIB27dqhrKwM//jHP6Jet7y8HA6HA8XFxWGXl5SUoLy8POr3zZ49G0VFRcpHt27d0rX8nMeNRYmIiIiIKFN+N7AE/5xxHPqXtsb+Q4249PkVePqLLcpbwImIiFq62JPogZzO6zPf62asSXQlRDf5631WU9Bbb70VkiTF/NiwYYNy/Ztvvhk//PAD/v3vf8NqtWLSpEmQ03yWYtasWaiqqlI+duzYkdbbz2XajUUZohMRERERUTr1bF+A968Zg3OO7gK/DDyweCP++MoqVNV7sr00IiKirIsZopt5Y9FYG6KKOhcTrlstq53oN954I6644oqY1+ndu7fy/+3bt0f79u3Rt29fDBgwAN26dcPy5csxatSoiO8rLS1FY2MjKisrw6bR9+7di9LS0qg/z+l0wul0Gr4vLQE3FiUiIiIiokzLd1jx8PlDcUyPtvj7ov/iP+v3YsJTS/H0xKMxqHNRtpdHRESUNf4EOtHNONEt8vHYdS5NuSLjshqid+jQAR06dEjqe/3+wI7tbrdb9+vDhg2D3W7HkiVLcO655wIANm7ciLKyMt3QneLTbizqsDJEJyIiIiKi9JMkCZeM6I7BXQox7dXV2H6gDuc8/S3uPnMwLjiWlZtERNQyeROY6PaaMI32KXUukV8Tl5kx/FfLiRR0xYoVeOqpp7BmzRps374dn332GS6++GIcdthhSiC+a9cu9O/fHytXrgQAFBUVYcqUKZg5cyY+//xzrFq1CpMnT8aoUaMwcuTIbN6dnGWzWsKmz532nHj4EBERERFRjhrStRgfXXccTurXAW6vH39+9yfc/PaPaPD4sr00IiKiJie6xW3W3NxY1BJjgt7HED11LpcL7733Hk4++WT069cPU6ZMwZAhQ/Dll18q1SsejwcbN25EXV2d8n2PPvoofv/73+Pcc8/Fb37zG5SWluK9997L1t1oFlyqzUUdVmuMaxIREREREaWu2OXA/MuPxc3j+sEiAW+v2omzn/4Wv+yvzfbSiIiImpTSiR5jg04zhtFKnYveui2sc0mbI444Ap999lnM6/Ts2TNik9G8vDzMmTMHc+bMyeTyWpQChw2VdYFNfdiJTkRERERETcFikTD9pD44slsxrnvjB6zfU40znlyKB88fgvGDO2V7eURERE3CG2Oi22biie5YG4sqdS4mnKBXYwpKhuSrJtGdDNGJiIiIiKgJjenTHh9ddzyO6dEGNW4vrn51Ne758H/w+PzZXhoREVHGid5wm94GnWYO0UUnuk6UaDXxBL0aU1AypEBd58IQnYiIiIiImlhpUR7e+ONITD2+FwDg+aXbcNFzy7Gnqj7LKyMiIsqs0AadOt3iIow24US3aA+xxgj/OYlOzYrLEWoAYohORERERETZYLdacNvpAzH30mFo7bRh1faDOP2Jpfh686/ZXhoREVHGiGltvY1FxWU+n/nC6Nh1LgzRqRlysc6FiIiIiIhMYvzgUnx43XEY1LkQFbWNmLRgJR79dJPp3xJORESUjIQ2FjVhGB0rRLeauIZGjSkoGeJyhibRGaITEREREVG29WhXgHenjcYlI7pDloHHl2zGpAUrsP+QO9tLIyIiShtZliFyZr2NRUUY7TdhGC1yfd06F2USvSlXZBxTUDLEZVd1olutMa5JRERERETUNPLsVtx39hF49MKhyLdb8c2WAzjt8a+xYuuBbC+NiIgoLdST2nobi4qA2mvCNDrU5R75NWswnTZj+K/GEJ0McTlVdS52PnyIiIiIiMg8zj6qKxbNGIPDO7bCvho3Lp63HHM+32L6f5gTERHFo65p0Z1Ez9E6FzPX0KgxBSVDCtQbi1r58CEiIiIiInM5vKQ1/jFjDM45ugv8MvDgJxvxh5e+Q0VtY7aXRkRElDS/P/T/ep3orHPJLKagZEi+amNRBzvRiYiIiIjIhFwOGx4+fygeOHcInDYLvtj4K05/4mt8/0tFtpdGRESUFK8qRdcLo3OhziXWus0Y/qsxBSVDChiiExERERFRDpAkCRcc2w0fTB+D3h0KsKeqARc+txzPfvmz6f+hTkREpBU2iZ5jYbSoc9EZoFd60n0mXLcaU1AyxBWsc7FI+psYEBERERERmcmAToVYNOM4TBjaGT6/jNn/2oCpL3+Pg6x3SYs5c+agZ8+eyMvLw4gRI7By5cpsL4mIqFlSd4br1bmYtVtcjrduEf6bbN1aDNHJELGxqMNmgaR3+oiIiIiIiMhkWjltePyiI3Hv2YPhsFmwZMM+nP7E11i1/WC2l5bT3nzzTcycORN33HEHVq9ejaFDh2LcuHHYt29ftpdGRNTsiDoXSdLfWFQMu5ptolu9Ht0JeokhOjVDrmCdCzcVJSIiIiKiXCJJEiaO6IH3rxmNXu0LsLuqARc+u4z1Lil45JFHMHXqVEyePBkDBw7E3Llz4XK5sGDBgmwvjYio2RF1LnrT3EAoWDddiK4Kx/UGcpUJepOtW8uW7QVQbhF1Lk67Nc41iYiIiIiIzGdQ5yIsmjEGf3l/Hf75427M/tcGrNhWgYfPH4o2BY5sLy9nNDY2YtWqVZg1a5ZymcViwdixY7Fs2TLd73G73XC73crn1dXVaVlLg8eH6a+tTsttERGZVYPXB0B/Ch0ITXl/vXk/prz4XZOtK56wGhqdtYv789POKkPrvnl8P/QvLUx9gQliiE6GdCnOBwCUFuZleSVERERERETJaZ1nxxMXHYlRvdvh7//8Lz7bsA/Lth7AaUd0yvbScsb+/fvh8/lQUlISdnlJSQk2bNig+z2zZ8/GnXfemfa1+PwylmxghQwRtQwdWzt1Ly8pDFy+p6oBe6oamnJJCWmdZ4PTFtlsIe7PgdpGQ3+WT/1N77StLREM0cmQbm1deOfqUegUDNOJiIiIiIhykSRJuGREdxzZrRhL1u9lgN4EZs2ahZkzZyqfV1dXo1u3binfrsNmwQPnDkn5doiIcsHwXm11L//9kM5wOWyoqvM08YoSM6RbEew69dDH9WmPF644Fr/WuHW+K7re7QvStbSEMEQnw47pqf9kJSIiIiIiyjUDOxdiYOemezt4c9G+fXtYrVbs3bs37PK9e/eitLRU93ucTiecTv0JylTYrRZccGzqYTwRUS6zWy0YN0j/z18zs1gknNS/Y7aXERd3hyQiIiIiIiIiQxwOB4YNG4YlS5Yol/n9fixZsgSjRo3K4sqIiIjSjyE6ERERJWXOnDno2bMn8vLyMGLECKxcuTLm9SsrKzF9+nR06tQJTqcTffv2xccff5zSbRIREVH2zJw5E/PmzcNLL72E9evXY9q0aaitrcXkyZOzvTQiIqK0Yp0LERERGfbmm29i5syZmDt3LkaMGIHHHnsM48aNw8aNG9GxY+Rb8RobG/G73/0OHTt2xDvvvIMuXbpg+/btKC4uTvo2iYiIKLsuvPBC/Prrr7j99ttRXl6OI488EosXL47YbJSIiCjXSbIsy9lehJlVV1ejqKgIVVVVKCxkTx4RETUts74OjRgxAsceeyyeeuopAIG3b3fr1g3XXnstbr311ojrz507Fw8++CA2bNgAu92eltvUY9bjRURELQNfh4zh8SIiomwy8jrEOhciIiIypLGxEatWrcLYsWOVyywWC8aOHYtly5bpfs+iRYswatQoTJ8+HSUlJRg8eDDuu+8++Hy+pG+TiIiIiIiIqCmwzoWIiIgM2b9/P3w+X8RbtUtKSrBhwwbd79m6dSs+++wzTJw4ER9//DG2bNmCa665Bh6PB3fccUdStwkAbrcbbrdb+by6ujqFe0ZEREREREQUiZPoRERElHF+vx8dO3bEc889h2HDhuHCCy/Ebbfdhrlz56Z0u7Nnz0ZRUZHy0a1btzStmIiIiIiIiCiAIToREREZ0r59e1itVuzduzfs8r1796K0tFT3ezp16oS+ffvCarUqlw0YMADl5eVobGxM6jYBYNasWaiqqlI+duzYkcI9IyIiIiIiIorEEJ2IiIgMcTgcGDZsGJYsWaJc5vf7sWTJEowaNUr3e8aMGYMtW7bA7/crl23atAmdOnWCw+FI6jYBwOl0orCwMOyDiIiIiIiIKJ0YohMREZFhM2fOxLx58/DSSy9h/fr1mDZtGmprazF58mQAwKRJkzBr1izl+tOmTUNFRQX+9Kc/YdOmTfjoo49w3333Yfr06QnfJhEREREREVE2cGNRIiIiMuzCCy/Er7/+ittvvx3l5eU48sgjsXjxYmVj0LKyMlgsoXP13bp1wyeffIIbbrgBQ4YMQZcuXfCnP/0Jt9xyS8K3SURERERERJQNkizLcrYXYWbV1dUoKipCVVUV3yJORERNjq9DxvB4ERFRNvF1yBgeLyIiyiYjr0OscyEiIiIiIiIiIiIiioIhOhERERERERERERFRFAzRiYiIiIiIiIiIiIii4MaicYjK+Orq6iyvhIiIWiLx+sMtTBLD120iIsomvm4bw9dtIiLKJiOv2wzR46ipqQEAdOvWLcsrISKilqympgZFRUXZXobp8XWbiIjMgK/bieHrNhERmUEir9uSzFPkMfn9fuzevRutW7eGJEkp3VZ1dTW6deuGHTt2cOfxBPGYGcdjZgyPl3E8ZsalcsxkWUZNTQ06d+4Mi4UtbPHwdTu7eMyM4zEzhsfLOB4z4/i63XT4up1dPGbG8ZgZw+NlHI+ZcU31us1J9DgsFgu6du2a1tssLCzkE8EgHjPjeMyM4fEyjsfMuGSPGSfZEsfXbXPgMTOOx8wYHi/jeMyM4+t25vF12xx4zIzjMTOGx8s4HjPjMv26zVPjRERERERERERERERRMEQnIiIiIiIiIiIiIoqCIXoTcjqduOOOO+B0OrO9lJzBY2Ycj5kxPF7G8ZgZx2OWm/h7M47HzDgeM2N4vIzjMTOOxyw38fdmHI+ZcTxmxvB4GcdjZlxTHTNuLEpEREREREREREREFAUn0YmIiIiIiIiIiIiIomCITkREREREREREREQUBUN0IiIiIiIiIiIiIqIoGKI3kTlz5qBnz57Iy8vDiBEjsHLlymwvyTRmz56NY489Fq1bt0bHjh1x1llnYePGjWHXaWhowPTp09GuXTu0atUK5557Lvbu3ZulFZvL/fffD0mScP311yuX8Xjp27VrFy699FK0a9cO+fn5OOKII/D9998rX5dlGbfffjs6deqE/Px8jB07Fps3b87iirPH5/Phb3/7G3r16oX8/HwcdthhuPvuu6HeRqOlH6+vvvoKZ5xxBjp37gxJkvDBBx+EfT2R41NRUYGJEyeisLAQxcXFmDJlCg4dOtSE94Ki4et2dHzdTh1fuxPD1+3E8XU7Pr5uN2983Y6Or9up4+t2Yvi6nTi+bsdnytdtmTJu4cKFssPhkBcsWCD/97//ladOnSoXFxfLe/fuzfbSTGHcuHHyCy+8IK9bt05es2aNfNppp8ndu3eXDx06pFzn6quvlrt16yYvWbJE/v777+WRI0fKo0ePzuKqzWHlypVyz5495SFDhsh/+tOflMt5vCJVVFTIPXr0kK+44gp5xYoV8tatW+VPPvlE3rJli3Kd+++/Xy4qKpI/+OAD+ccff5QnTJgg9+rVS66vr8/iyrPj3nvvldu1ayd/+OGH8rZt2+S3335bbtWqlfz4448r12npx+vjjz+Wb7vtNvm9996TAcjvv/9+2NcTOT7jx4+Xhw4dKi9fvlz++uuv5T59+sgXX3xxE98T0uLrdmx83U4NX7sTw9dtY/i6HR9ft5svvm7Hxtft1PB1OzF83TaGr9vxmfF1myF6Exg+fLg8ffp05XOfzyd37txZnj17dhZXZV779u2TAchffvmlLMuyXFlZKdvtdvntt99WrrN+/XoZgLxs2bJsLTPrampq5MMPP1z+9NNP5RNOOEF5Qefx0nfLLbfIxx13XNSv+/1+ubS0VH7wwQeVyyorK2Wn0ym/8cYbTbFEUzn99NPlP/zhD2GXnXPOOfLEiRNlWebx0tK+qCdyfP73v//JAOTvvvtOuc6//vUvWZIkedeuXU22dorE121j+LqdOL52J46v28bwddsYvm43L3zdNoav24nj63bi+LptDF+3jTHL6zbrXDKssbERq1atwtixY5XLLBYLxo4di2XLlmVxZeZVVVUFAGjbti0AYNWqVfB4PGHHsH///ujevXuLPobTp0/H6aefHnZcAB6vaBYtWoRjjjkG559/Pjp27IijjjoK8+bNU76+bds2lJeXhx23oqIijBgxokUet9GjR2PJkiXYtGkTAODHH3/E0qVLceqppwLg8YonkeOzbNkyFBcX45hjjlGuM3bsWFgsFqxYsaLJ10wBfN02jq/bieNrd+L4um0MX7dTw9ft3MXXbeP4up04vm4njq/bxvB1OzXZet22pbZsimf//v3w+XwoKSkJu7ykpAQbNmzI0qrMy+/34/rrr8eYMWMwePBgAEB5eTkcDgeKi4vDrltSUoLy8vIsrDL7Fi5ciNWrV+O7776L+BqPl76tW7fimWeewcyZM/GXv/wF3333Ha677jo4HA5cfvnlyrHRe662xON26623orq6Gv3794fVaoXP58O9996LiRMnAgCPVxyJHJ/y8nJ07Ngx7Os2mw1t27blMcwivm4bw9ftxPG12xi+bhvD1+3U8HU7d/F12xi+bieOr9vG8HXbGL5upyZbr9sM0clUpk+fjnXr1mHp0qXZXopp7dixA3/605/w6aefIi8vL9vLyRl+vx/HHHMM7rvvPgDAUUcdhXXr1mHu3Lm4/PLLs7w683nrrbfw2muv4fXXX8egQYOwZs0aXH/99ejcuTOPFxEp+LqdGL52G8fXbWP4uk1EieDrdmL4um0cX7eN4et2bmKdS4a1b98eVqs1YpfmvXv3orS0NEurMqcZM2bgww8/xOeff46uXbsql5eWlqKxsRGVlZVh12+px3DVqlXYt28fjj76aNhsNthsNnz55Zd44oknYLPZUFJSwuOlo1OnThg4cGDYZQMGDEBZWRkAKMeGz9WAm2++GbfeeisuuugiHHHEEbjssstwww03YPbs2QB4vOJJ5PiUlpZi3759YV/3er2oqKjgMcwivm4njq/bieNrt3F83TaGr9up4et27uLrduL4up04vm4bx9dtY/i6nZpsvW4zRM8wh8OBYcOGYcmSJcplfr8fS5YswahRo7K4MvOQZRkzZszA+++/j88++wy9evUK+/qwYcNgt9vDjuHGjRtRVlbWIo/hySefjLVr12LNmjXKxzHHHIOJEycq/8/jFWnMmDHYuHFj2GWbNm1Cjx49AAC9evVCaWlp2HGrrq7GihUrWuRxq6urg8US/hJhtVrh9/sB8HjFk8jxGTVqFCorK7Fq1SrlOp999hn8fj9GjBjR5GumAL5ux8fXbeP42m0cX7eN4et2avi6nbv4uh0fX7eN4+u2cXzdNoav26nJ2ut2UtuRkiELFy6Unc7/b+/OQqJ6/ziOf8akacZKraSkEpTENoh2LLuoqPQiVLxJLKYFIluQFoKKNiKUKAm6MIRKQikoksg2ihaoaLeFsijabkaI9rRs8fu/+f+G//TzpIX+x9H3Cw4453nOc57zXPgZvpw5x21lZWX28OFDW7hwocXExFhtbW2op9Yu5OfnW3R0tF24cMH8fn9gq6+vD/RZtGiRJSQk2Llz5+zmzZuWmppqqampIZx1+/K/bwo3Y72acv36dYuMjLStW7fakydPrKKiwrxer5WXlwf6FBUVWUxMjB09etTu3btnmZmZlpiYaF++fAnhzEPD5/NZ//79raqqyp4/f25HjhyxPn362OrVqwN9Ovt6ffr0yaqrq626utokWXFxsVVXV9vLly/NrGXrk56ebiNHjrRr167ZpUuXLDk52XJzc0N1Sfgvcvv3yO3WQXb/Hrn9Z8jt5pHbHRe5/Xvkdusgt3+P3P4z5Hbz2mNuU0T/P9m1a5clJCRY165dbdy4cXb16tVQT6ndkNTktm/fvkCfL1++2OLFiy02Nta8Xq9lZ2eb3+8P3aTbmV8DnfVq2rFjx2z48OHmdrtt8ODBVlpaGtTe2Nho69evt759+5rb7bapU6fa48ePQzTb0Pr48aMVFBRYQkKCdevWzZKSkmzdunXW0NAQ6NPZ1+v8+fNN/u/y+Xxm1rL1efPmjeXm5lr37t2tZ8+eNm/ePPv06VMIrga/Iredkdutg+xuHrndcuR288jtjo3cdkZutw5yu3nkdsuR281rj7ntMjP7u3vYAQAAAAAAAADo2HgmOgAAAAAAAAAADiiiAwAAAAAAAADggCI6AAAAAAAAAAAOKKIDAAAAAAAAAOCAIjoAAAAAAAAAAA4oogMAAAAAAAAA4IAiOgAAAAAAAAAADiiiAwAAAAAAAADggCI6gL/24sULuVwu3blzp83OMXfuXGVlZbXZ+AAAdBbkNgAA4YPcBtoXiuhAJzZ37ly5XK5/benp6S06fuDAgfL7/Ro+fHgbzxQAAJDbAACED3Ib6FgiQz0BAKGVnp6uffv2Be1zu90tOrZLly7q169fW0wLAAA0gdwGACB8kNtAx8Gd6EAn53a71a9fv6AtNjZWkuRyuVRSUqKMjAx5PB4lJSXp8OHDgWN//XnZu3fvlJeXp7i4OHk8HiUnJwd9Ybh//76mTJkij8ej3r17a+HChfr8+XOg/efPn1qxYoViYmLUu3dvrV69WmYWNN/GxkYVFhYqMTFRHo9HI0aMCJoTAAAdGbkNAED4ILeBjoMiOoDfWr9+vXJycnT37l3l5eVp1qxZqqmpcez78OFDnTx5UjU1NSopKVGfPn0kSXV1dZoxY4ZiY2N148YNHTp0SGfPntXSpUsDx+/YsUNlZWXau3evLl26pLdv36qysjLoHIWFhdq/f792796tBw8eaPny5Zo9e7YuXrzYdosAAECYILcBAAgf5DYQRgxAp+Xz+axLly4WFRUVtG3dutXMzCTZokWLgo4ZP3685efnm5nZ8+fPTZJVV1ebmdnMmTNt3rx5TZ6rtLTUYmNj7fPnz4F9x48ft4iICKutrTUzs/j4eNu2bVug/fv37zZgwADLzMw0M7OvX7+a1+u1K1euBI29YMECy83N/fuFAAAgDJDbAACED3Ib6Fh4JjrQyU2ePFklJSVB+3r16hX4OzU1NagtNTXV8e3g+fn5ysnJ0e3btzV9+nRlZWVpwoQJkqSamhqNGDFCUVFRgf4TJ05UY2OjHj9+rG7dusnv92v8+PGB9sjISI0ZMybwE7OnT5+qvr5e06ZNCzrvt2/fNHLkyD+/eAAAwgy5DQBA+CC3gY6DIjrQyUVFRWnQoEGtMlZGRoZevnypEydO6MyZM5o6daqWLFmi7du3t8r4/zzP7fjx4+rfv39QW0tfzgIAQDgjtwEACB/kNtBx8Ex0AL919erVf30eMmSIY/+4uDj5fD6Vl5dr586dKi0tlSQNGTJEd+/eVV1dXaDv5cuXFRERoZSUFEVHRys+Pl7Xrl0LtP/48UO3bt0KfB46dKjcbrdevXqlQYMGBW0DBw5srUsGACBskdsAAIQPchsIH9yJDnRyDQ0Nqq2tDdoXGRkZeEHJoUOHNGbMGKWlpamiokLXr1/Xnj17mhxrw4YNGj16tIYNG6aGhgZVVVUFvgDk5eVp48aN8vl82rRpk16/fq1ly5Zpzpw56tu3rySpoKBARUVFSk5O1uDBg1VcXKz3798Hxu/Ro4dWrVql5cuXq7GxUWlpafrw4YMuX76snj17yufztcEKAQDQfpDbAACED3Ib6DgoogOd3KlTpxQfHx+0LyUlRY8ePZIkbd68WQcPHtTixYsVHx+vAwcOaOjQoU2O1bVrV61Zs0YvXryQx+PRpEmTdPDgQUmS1+vV6dOnVVBQoLFjx8rr9SonJ0fFxcWB41euXCm/3y+fz6eIiAjNnz9f2dnZ+vDhQ6DPli1bFBcXp8LCQj179kwxMTEaNWqU1q5d29pLAwBAu0NuAwAQPshtoONw2T9vEACAX7hcLlVWViorKyvUUwEAAM0gtwEACB/kNhBeeCY6AAAAAAAAAAAOKKIDAAAAAAAAAOCAx7kAAAAAAAAAAOCAO9EBAAAAAAAAAHBAER0AAAAAAAAAAAcU0QEAAAAAAAAAcEARHQAAAAAAAAAABxTRAQAAAAAAAABwQBEdAAAAAAAAAAAHFNEBAAAAAAAAAHBAER0AAAAAAAAAAAcU0QEAAAAAAAAAcPAfDV6DemRJ+jgAAAAASUVORK5CYII=\n",
+            "text/plain": [
+              "<Figure size 1500x500 with 3 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import numpy as np\n",
+        "import random\n",
+        "from collections import deque\n",
+        "import matplotlib.pyplot as plt\n",
+        "from keras.models import Sequential\n",
+        "from keras.layers import Dense\n",
+        "from keras.optimizers import Adam\n",
+        "\n",
+        "class EnergyManagementAgent:\n",
+        "    def __init__(self, state_size, action_size):\n",
+        "        self.state_size = state_size\n",
+        "        self.action_size = action_size\n",
+        "        self.memory = deque(maxlen=2000)\n",
+        "        self.gamma = 0.95    # discount rate\n",
+        "        self.epsilon = 1.0   # exploration rate\n",
+        "        self.epsilon_min = 0.01\n",
+        "        self.epsilon_decay = 0.995\n",
+        "        self.learning_rate = 0.001\n",
+        "        self.model = self._build_model()\n",
+        "\n",
+        "    def _build_model(self):\n",
+        "        model = Sequential()\n",
+        "        model.add(Dense(24, input_dim=self.state_size, activation='relu'))\n",
+        "        model.add(Dense(24, activation='relu'))\n",
+        "        model.add(Dense(self.action_size, activation='linear'))\n",
+        "        # Update learning rate parameter\n",
+        "        model.compile(loss='mse', optimizer=Adam(learning_rate=self.learning_rate))\n",
+        "        return model\n",
+        "\n",
+        "    def remember(self, state, action, reward, next_state, done):\n",
+        "        self.memory.append((state, action, reward, next_state, done))\n",
+        "\n",
+        "    def act(self, state):\n",
+        "        if np.random.rand() <= self.epsilon:\n",
+        "            return random.randrange(self.action_size)\n",
+        "        act_values = self.model.predict(state)\n",
+        "        return np.argmax(act_values[0])\n",
+        "\n",
+        "    def replay(self, batch_size):\n",
+        "        minibatch = random.sample(self.memory, batch_size)\n",
+        "        for state, action, reward, next_state, done in minibatch:\n",
+        "            target = reward\n",
+        "            if not done:\n",
+        "                target = (reward + self.gamma *\n",
+        "                          np.amax(self.model.predict(next_state)[0]))\n",
+        "            target_f = self.model.predict(state)\n",
+        "            target_f[0][action] = target\n",
+        "            self.model.fit(state, target_f, epochs=1, verbose=0)\n",
+        "        if self.epsilon > self.epsilon_min:\n",
+        "            self.epsilon *= self.epsilon_decay\n",
+        "\n",
+        "# Environment parameters\n",
+        "state_size = 4  # Example state: [waste level, time of day, weather, distance to collection point]\n",
+        "action_size = 2  # Example actions: [0: wait, 1: collect waste]\n",
+        "agent = EnergyManagementAgent(state_size, action_size)\n",
+        "episodes = 100\n",
+        "\n",
+        "# Waste management specific parameters\n",
+        "threshold = 0.7  # Waste level threshold (between 0 and 1, where 1 means full capacity)\n",
+        "\n",
+        "# Tracking metrics\n",
+        "episode_rewards = []\n",
+        "epsilon_values = []\n",
+        "overflow_events_per_episode = []\n",
+        "\n",
+        "# Train the agent in the environment\n",
+        "for e in range(episodes):\n",
+        "    # Reset environment for each episode\n",
+        "    waste_level = random.uniform(0, 0.5)  # Start with a random waste level below the threshold\n",
+        "    state = np.reshape([waste_level, random.uniform(0, 24), random.uniform(0, 1), random.uniform(0, 10)], [1, state_size])\n",
+        "    done = False\n",
+        "    time = 0\n",
+        "    overflow_count = 0  # Track overflow events\n",
+        "    rewards = []\n",
+        "\n",
+        "    while not done:\n",
+        "        # Take action\n",
+        "        action = agent.act(state)\n",
+        "        # Simulate next state and reward (replace with environment logic)\n",
+        "        waste_level += random.uniform(0, 0.1)  # Waste increases over time\n",
+        "        if waste_level > 1.0:  # Overflow occurred\n",
+        "            overflow_count += 1\n",
+        "            waste_level = 1.0\n",
+        "\n",
+        "        next_state = np.reshape([waste_level, random.uniform(0, 24), random.uniform(0, 1), random.uniform(0, 10)], [1, state_size])\n",
+        "\n",
+        "        # Reward structure\n",
+        "        reward = -1  # Default reward for time passing\n",
+        "        if waste_level > threshold and action == 1:\n",
+        "            reward = 10  # Positive reward for timely collection\n",
+        "            waste_level = 0  # Waste collected\n",
+        "        elif waste_level < threshold and action == 1:\n",
+        "            reward = -5  # Penalty for collecting too early\n",
+        "\n",
+        "        rewards.append(reward)\n",
+        "\n",
+        "        done = time >= 20  # Example end condition (episode ends after 20 timesteps)\n",
+        "\n",
+        "        # Remember the experience\n",
+        "        agent.remember(state, action, reward, next_state, done)\n",
+        "\n",
+        "        # Move to the next state\n",
+        "        state = next_state\n",
+        "        time += 1\n",
+        "\n",
+        "    # Replay experience to train the model\n",
+        "    if len(agent.memory) > 32:\n",
+        "        agent.replay(32)\n",
+        "\n",
+        "    # Store metrics\n",
+        "    episode_rewards.append(np.mean(rewards))\n",
+        "    epsilon_values.append(agent.epsilon)\n",
+        "    overflow_events_per_episode.append(overflow_count)\n",
+        "\n",
+        "    # Print progress\n",
+        "    print(f\"Episode: {e+1}/{episodes}, Score: {time}, Epsilon: {agent.epsilon:.2f}, Overflow Events: {overflow_count}, Average Reward: {np.mean(rewards):.2f}\")\n",
+        "\n",
+        "# Visualization\n",
+        "plt.figure(figsize=(15, 5))\n",
+        "\n",
+        "# Plot Average Reward per Episode\n",
+        "plt.subplot(1, 3, 1)\n",
+        "plt.plot(episode_rewards)\n",
+        "plt.xlabel('Episode')\n",
+        "plt.ylabel('Average Reward')\n",
+        "plt.title('Average Reward per Episode')\n",
+        "\n",
+        "# Plot Epsilon Decay\n",
+        "plt.subplot(1, 3, 2)\n",
+        "plt.plot(epsilon_values)\n",
+        "plt.xlabel('Episode')\n",
+        "plt.ylabel('Epsilon')\n",
+        "plt.title('Epsilon Decay')\n",
+        "\n",
+        "# Plot Overflow Events per Episode\n",
+        "plt.subplot(1, 3, 3)\n",
+        "plt.plot(overflow_events_per_episode)\n",
+        "plt.xlabel('Episode')\n",
+        "plt.ylabel('Overflow Events')\n",
+        "plt.title('Overflow Events per Episode')\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()\n"
+      ]
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}
diff --git a/Reinforcement Learning/Waste Management through advanced RL techniques/jsconfig.json b/Reinforcement Learning/Waste Management through advanced RL techniques/jsconfig.json
new file mode 100644
index 00000000..508e58d2
--- /dev/null
+++ b/Reinforcement Learning/Waste Management through advanced RL techniques/jsconfig.json	
@@ -0,0 +1,13 @@
+{
+	"compilerOptions": {
+		"module": "Node16",
+		"target": "ES2022",
+		"checkJs": true,  /* Typecheck .js files. */
+		"lib": [
+			"ES2022"
+		]
+	},
+	"exclude": [
+		"node_modules"
+	]
+}
diff --git a/Reinforcement Learning/Waste Management through advanced RL techniques/requirements.txt b/Reinforcement Learning/Waste Management through advanced RL techniques/requirements.txt
new file mode 100644
index 00000000..e63a2d28
--- /dev/null
+++ b/Reinforcement Learning/Waste Management through advanced RL techniques/requirements.txt	
@@ -0,0 +1,4 @@
+numpy
+random
+tensorflow
+matplotlib
diff --git a/Reinforcement Learning/Waste Management through advanced RL techniques/waste mngmt b/Reinforcement Learning/Waste Management through advanced RL techniques/waste mngmt
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/Reinforcement Learning/Waste Management through advanced RL techniques/waste mngmt	
@@ -0,0 +1 @@
+
diff --git a/Reinforcement Learning/Waste Management through advanced RL techniques/waste-management.py b/Reinforcement Learning/Waste Management through advanced RL techniques/waste-management.py
new file mode 100644
index 00000000..e2b8be1e
--- /dev/null
+++ b/Reinforcement Learning/Waste Management through advanced RL techniques/waste-management.py	
@@ -0,0 +1,298 @@
+# -*- coding: utf-8 -*-
+
+
+import numpy as np
+import random
+from collections import deque
+import tensorflow as tf
+from tensorflow.keras.models import Sequential
+from tensorflow.keras.layers import Dense
+from tensorflow.keras.optimizers import Adam
+
+class EnergyManagementAgent:
+    def __init__(self, state_size, action_size):
+        self.state_size = state_size
+        self.action_size = action_size
+        self.memory = deque(maxlen=2000)
+        self.gamma = 0.95  # discount rate
+        self.epsilon = 1.0  # exploration rate
+        self.epsilon_min = 0.01
+        self.epsilon_decay = 0.995
+        self.learning_rate = 0.001
+        self.model = self._build_model()
+
+    def _build_model(self):
+        model = Sequential()
+        model.add(tf.keras.Input(shape=(self.state_size,)))
+        model.add(Dense(24, activation='relu'))
+        model.add(Dense(24, activation='relu'))
+        model.add(Dense(self.action_size, activation='linear'))
+        model.compile(loss='mse', optimizer=Adam(learning_rate=self.learning_rate))
+        return model
+
+    def remember(self, state, action, reward, next_state, done):
+        self.memory.append((state, action, reward, next_state, done))
+
+    def act(self, state):
+        if np.random.rand() <= self.epsilon:
+            return random.randrange(self.action_size)
+        act_values = self.model.predict(state, verbose=0)
+        return np.argmax(act_values[0])
+
+    def replay(self, batch_size):
+        minibatch = random.sample(self.memory, batch_size)
+        for state, action, reward, next_state, done in minibatch:
+            target = reward
+            if not done:
+                target = reward + self.gamma * np.amax(self.model.predict(next_state, verbose=0)[0])
+            target_f = self.model.predict(state, verbose=0)
+            target_f[0][action] = target
+            self.model.fit(state, target_f, epochs=1, verbose=0)
+        if self.epsilon > self.epsilon_min:
+            self.epsilon *= self.epsilon_decay
+
+    def load(self, name):
+        self.model.load_weights(name)
+
+    def save(self, name):
+        self.model.save_weights(name)
+
+if __name__ == "__main__":
+    # Environment parameters
+    state_size = 4  # Example state: [current energy usage, time of day, temperature, price]
+    action_size = 2  # Example actions: [0: reduce usage, 1: maintain usage]
+    agent = EnergyManagementAgent(state_size, action_size)
+    episodes = 100
+
+    # Train the agent in the environment
+    for e in range(episodes):
+        # Reset environment for each episode
+        state = np.reshape(np.random.rand(state_size), [1, state_size])
+        done = False
+        time = 0
+
+        while not done:
+            # Take action
+            action = agent.act(state)
+            # Simulate next state and reward (replace with environment logic)
+            next_state = np.reshape(np.random.rand(state_size), [1, state_size])
+            reward = random.uniform(-1, 1)  # Example reward
+            done = time >= 20  # Example end condition
+
+            # Remember the experience
+            agent.remember(state, action, reward, next_state, done)
+
+            # Move to the next state
+            state = next_state
+            time += 1
+
+        # Replay experience to train the model
+        if len(agent.memory) > 32:
+            agent.replay(32)
+
+        # Print progress
+        print(f"Episode: {e+1}/{episodes}, Score: {time}, Epsilon: {agent.epsilon:.2f}")
+
+state_size = 4  # Example state: [waste level, time of day, weather, distance to collection point]
+action_size = 2  # Example actions: [0: wait, 1: collect waste]
+
+# Environment parameters
+state_size = 4  # Example state: [waste level, time of day, weather, distance to collection point]
+action_size = 2  # Example actions: [0: wait, 1: collect waste]
+agent = EnergyManagementAgent(state_size, action_size)
+episodes = 100
+
+# Waste management specific parameters
+threshold = 0.7  # Waste level threshold (between 0 and 1, where 1 means full capacity)
+
+# Train the agent in the environment
+for e in range(episodes):
+    # Reset environment for each episode
+    waste_level = random.uniform(0, 0.5)  # Start with a random waste level below the threshold
+    state = np.reshape([waste_level, random.uniform(0, 24), random.uniform(0, 1), random.uniform(0, 10)], [1, state_size])
+    done = False
+    time = 0
+    overflow_count = 0  # Track overflow events
+    rewards = []
+
+    while not done:
+        # Take action
+        action = agent.act(state)
+        # Simulate next state and reward (replace with environment logic)
+        waste_level += random.uniform(0, 0.1)  # Waste increases over time
+        if waste_level > 1.0:  # Overflow occurred
+            overflow_count += 1
+            waste_level = 1.0
+
+        next_state = np.reshape([waste_level, random.uniform(0, 24), random.uniform(0, 1), random.uniform(0, 10)], [1, state_size])
+
+        # Reward structure
+        reward = -1  # Default reward for time passing
+        if waste_level > threshold and action == 1:
+            reward = 10  # Positive reward for timely collection
+            waste_level = 0  # Waste collected
+        elif waste_level < threshold and action == 1:
+            reward = -5  # Penalty for collecting too early
+
+        rewards.append(reward)
+
+        done = time >= 20  # Example end condition
+
+        # Remember the experience
+        agent.remember(state, action, reward, next_state, done)
+
+        # Move to the next state
+        state = next_state
+        time += 1
+
+    # Replay experience to train the model
+    if len(agent.memory) > 32:
+        agent.replay(32)
+
+    # Print progress
+    print(f"Episode: {e+1}/{episodes}, Score: {time}, Epsilon: {agent.epsilon:.2f}, Overflow Events: {overflow_count}, Average Reward: {np.mean(rewards):.2f}")
+plt.figure(figsize=(15, 5))
+
+import numpy as np
+import random
+from collections import deque
+import matplotlib.pyplot as plt
+from keras.models import Sequential
+from keras.layers import Dense
+from keras.optimizers import Adam
+
+class EnergyManagementAgent:
+    def __init__(self, state_size, action_size):
+        self.state_size = state_size
+        self.action_size = action_size
+        self.memory = deque(maxlen=2000)
+        self.gamma = 0.95    # discount rate
+        self.epsilon = 1.0   # exploration rate
+        self.epsilon_min = 0.01
+        self.epsilon_decay = 0.995
+        self.learning_rate = 0.001
+        self.model = self._build_model()
+
+    def _build_model(self):
+        model = Sequential()
+        model.add(Dense(24, input_dim=self.state_size, activation='relu'))
+        model.add(Dense(24, activation='relu'))
+        model.add(Dense(self.action_size, activation='linear'))
+        # Update learning rate parameter
+        model.compile(loss='mse', optimizer=Adam(learning_rate=self.learning_rate))
+        return model
+
+    def remember(self, state, action, reward, next_state, done):
+        self.memory.append((state, action, reward, next_state, done))
+
+    def act(self, state):
+        if np.random.rand() <= self.epsilon:
+            return random.randrange(self.action_size)
+        act_values = self.model.predict(state)
+        return np.argmax(act_values[0])
+
+    def replay(self, batch_size):
+        minibatch = random.sample(self.memory, batch_size)
+        for state, action, reward, next_state, done in minibatch:
+            target = reward
+            if not done:
+                target = (reward + self.gamma *
+                          np.amax(self.model.predict(next_state)[0]))
+            target_f = self.model.predict(state)
+            target_f[0][action] = target
+            self.model.fit(state, target_f, epochs=1, verbose=0)
+        if self.epsilon > self.epsilon_min:
+            self.epsilon *= self.epsilon_decay
+
+# Environment parameters
+state_size = 4  # Example state: [waste level, time of day, weather, distance to collection point]
+action_size = 2  # Example actions: [0: wait, 1: collect waste]
+agent = EnergyManagementAgent(state_size, action_size)
+episodes = 100
+
+# Waste management specific parameters
+threshold = 0.7  # Waste level threshold (between 0 and 1, where 1 means full capacity)
+
+# Tracking metrics
+episode_rewards = []
+epsilon_values = []
+overflow_events_per_episode = []
+
+# Train the agent in the environment
+for e in range(episodes):
+    # Reset environment for each episode
+    waste_level = random.uniform(0, 0.5)  # Start with a random waste level below the threshold
+    state = np.reshape([waste_level, random.uniform(0, 24), random.uniform(0, 1), random.uniform(0, 10)], [1, state_size])
+    done = False
+    time = 0
+    overflow_count = 0  # Track overflow events
+    rewards = []
+
+    while not done:
+        # Take action
+        action = agent.act(state)
+        # Simulate next state and reward (replace with environment logic)
+        waste_level += random.uniform(0, 0.1)  # Waste increases over time
+        if waste_level > 1.0:  # Overflow occurred
+            overflow_count += 1
+            waste_level = 1.0
+
+        next_state = np.reshape([waste_level, random.uniform(0, 24), random.uniform(0, 1), random.uniform(0, 10)], [1, state_size])
+
+        # Reward structure
+        reward = -1  # Default reward for time passing
+        if waste_level > threshold and action == 1:
+            reward = 10  # Positive reward for timely collection
+            waste_level = 0  # Waste collected
+        elif waste_level < threshold and action == 1:
+            reward = -5  # Penalty for collecting too early
+
+        rewards.append(reward)
+
+        done = time >= 20  # Example end condition (episode ends after 20 timesteps)
+
+        # Remember the experience
+        agent.remember(state, action, reward, next_state, done)
+
+        # Move to the next state
+        state = next_state
+        time += 1
+
+    # Replay experience to train the model
+    if len(agent.memory) > 32:
+        agent.replay(32)
+
+    # Store metrics
+    episode_rewards.append(np.mean(rewards))
+    epsilon_values.append(agent.epsilon)
+    overflow_events_per_episode.append(overflow_count)
+
+    # Print progress
+    print(f"Episode: {e+1}/{episodes}, Score: {time}, Epsilon: {agent.epsilon:.2f}, Overflow Events: {overflow_count}, Average Reward: {np.mean(rewards):.2f}")
+
+# Visualization
+plt.figure(figsize=(15, 5))
+
+# Plot Average Reward per Episode
+plt.subplot(1, 3, 1)
+plt.plot(episode_rewards)
+plt.xlabel('Episode')
+plt.ylabel('Average Reward')
+plt.title('Average Reward per Episode')
+
+# Plot Epsilon Decay
+plt.subplot(1, 3, 2)
+plt.plot(epsilon_values)
+plt.xlabel('Episode')
+plt.ylabel('Epsilon')
+plt.title('Epsilon Decay')
+
+# Plot Overflow Events per Episode
+plt.subplot(1, 3, 3)
+plt.plot(overflow_events_per_episode)
+plt.xlabel('Episode')
+plt.ylabel('Overflow Events')
+plt.title('Overflow Events per Episode')
+
+plt.tight_layout()
+plt.show()
diff --git a/Robotics Using AI/Basic SLAM/Readme.md b/Robotics Using AI/Basic SLAM/Readme.md
new file mode 100644
index 00000000..42dff61a
--- /dev/null
+++ b/Robotics Using AI/Basic SLAM/Readme.md	
@@ -0,0 +1,50 @@
+# What is SLAM [Simultaneous Localization and Mapping] ?
+**Simultaneous Localization and Mapping (SLAM) is a technology used in robotics and autonomous systems to create a map of an unknown environment while simultaneously determining the robot's location within that environment. This enables autonomous navigation without relying on pre-mapped data.**
+
+**Example:** In autonomous vacuum cleaners, SLAM allows the robot to efficiently map and clean a room by recognizing obstacles, furniture, and open spaces in real-time. This ensures thorough cleaning by systematically covering the entire area while avoiding collisions and re-routing when necessary.
+
+**SLAM is integral in applications like self-driving cars, drones, and AR/VR systems for accurate, real-time spatial awareness and navigation. 🚀**
+
+# SLAM Implementation
+
+This repository contains a Python implementation of [Simultaneous Localization and Mapping (SLAM)](https://en.wikipedia.org/wiki/Simultaneous_localization_and_mapping) enhanced with machine learning capabilities, including Extended Kalman Filter (EKF) and neural network-based landmark classification.
+
+## Features
+
+- Basic SLAM implementation with robot movement and landmark detection
+- [Extended Kalman Filter (EKF)](https://en.wikipedia.org/wiki/Extended_Kalman_filter) for state estimation
+- Neural network-based landmark classification
+- Particle filter for robust pose estimation
+- Probabilistic sensor modeling
+- Visualization of robot path and landmarks
+
+## Prerequisites
+
+Make sure you have [Python](https://www.python.org/) 3.6+ installed. Install the required dependencies:
+
+```bash
+pip install numpy matplotlib torch scipyl
+```
+
+## Usage
+- **Run the simulation:**
+
+```bash
+from slam import AdvancedSLAM
+
+# Create and run advanced SLAM simulation
+slam = AdvancedSLAM(num_particles=100)  # Initialize with 100 particles
+slam.add_landmarks(10)
+slam.run_simulation(100)
+slam.plot_results()
+```
+
+## Parameters
+
+- num_particles: Number of particles for particle filter (default: 100)
+- noise: Movement and sensor noise level (default: 0.1)
+- max_range: Maximum sensor range for landmark detection (default: 5.0)
+- area_size: Size of the simulation area (default: 10)
+
+
+**Made with ❤️ by [Dinmay](https://github.com/dino65-dev)**
\ No newline at end of file
diff --git a/Robotics Using AI/Basic SLAM/slam.py b/Robotics Using AI/Basic SLAM/slam.py
new file mode 100644
index 00000000..bfda9631
--- /dev/null
+++ b/Robotics Using AI/Basic SLAM/slam.py	
@@ -0,0 +1,192 @@
+import numpy as np
+import matplotlib.pyplot as plt
+from math import sin, cos, sqrt, atan2
+import random
+import torch
+import torch.nn as nn
+from scipy.stats import multivariate_normal
+import copy
+
+# Base Robot Class
+class Robot:
+    def __init__(self, x=0.0, y=0.0, theta=0.0):
+        self.x = x
+        self.y = y
+        self.theta = theta
+        self.landmarks = []  
+        self.observed = []   
+        
+    def move(self, distance, turn_angle, noise=0.1):
+        distance += random.gauss(0, noise)
+        turn_angle += random.gauss(0, noise * 0.1)
+        
+        self.x += distance * cos(self.theta)
+        self.y += distance * sin(self.theta)
+        self.theta = (self.theta + turn_angle) % (2 * np.pi)
+        
+    def sense_landmarks(self, landmarks, max_range=5.0, noise=0.1):
+        observations = []
+        
+        for lm in landmarks:
+            dx = lm[0] - self.x
+            dy = lm[1] - self.y
+            distance = sqrt(dx**2 + dy**2)
+            
+            if distance <= max_range:
+                angle = (atan2(dy, dx) - self.theta) % (2 * np.pi)
+                distance += random.gauss(0, noise)
+                angle += random.gauss(0, noise * 0.1)
+                observations.append((distance, angle, lm))
+                
+        return observations
+
+# Neural Network for Landmark Classification
+class LandmarkClassifier(nn.Module):
+    def __init__(self, input_size=2, hidden_size=64, num_classes=2):
+        super(LandmarkClassifier, self).__init__()
+        self.network = nn.Sequential(
+            nn.Linear(input_size, hidden_size),
+            nn.ReLU(),
+            nn.Linear(hidden_size, hidden_size),
+            nn.ReLU(),
+            nn.Linear(hidden_size, num_classes)
+        )
+    
+    def forward(self, x):
+        return self.network(x)
+
+# EKF SLAM Implementation
+class EKF_SLAM:
+    def __init__(self, state_dim=3, landmark_dim=2):
+        self.state_dim = state_dim
+        self.landmark_dim = landmark_dim
+        self.state = np.zeros(state_dim)
+        self.covariance = np.eye(state_dim)
+        self.Q = np.diag([0.1, 0.1, 0.1])
+        self.R = np.diag([0.1, 0.1])
+        self.landmarks = {}
+        self.landmark_classifier = LandmarkClassifier()
+        
+    def predict(self, control):
+        dx, dy, dtheta = control
+        self.state[0] += dx * cos(self.state[2])
+        self.state[1] += dy * sin(self.state[2])
+        self.state[2] += dtheta
+        
+        G = np.eye(self.state_dim)
+        G[0, 2] = -dx * sin(self.state[2])
+        G[1, 2] = dx * cos(self.state[2])
+        
+        self.covariance = G @ self.covariance @ G.T + self.Q
+        
+    def update(self, measurement, landmark_id):
+        if landmark_id not in self.landmarks:
+            r, bearing = measurement
+            x = self.state[0] + r * cos(bearing + self.state[2])
+            y = self.state[1] + r * sin(bearing + self.state[2])
+            self.landmarks[landmark_id] = np.array([x, y])
+        
+        landmark_pos = self.landmarks[landmark_id]
+        dx = landmark_pos[0] - self.state[0]
+        dy = landmark_pos[1] - self.state[1]
+        q = dx**2 + dy**2
+        
+        z_hat = np.array([sqrt(q), atan2(dy, dx) - self.state[2]])
+        
+        H = np.zeros((2, self.state_dim))
+        H[0, 0] = -dx/sqrt(q)
+        H[0, 1] = -dy/sqrt(q)
+        H[1, 0] = dy/q
+        H[1, 1] = -dx/q
+        H[1, 2] = -1
+        
+        S = H @ self.covariance @ H.T + self.R
+        K = self.covariance @ H.T @ np.linalg.inv(S)
+        
+        innovation = measurement - z_hat
+        self.state += K @ innovation
+        self.covariance = (np.eye(self.state_dim) - K @ H) @ self.covariance
+
+# Advanced Robot with EKF and ML capabilities
+class AdvancedRobot(Robot):
+    def __init__(self, x=0.0, y=0.0, theta=0.0):
+        super().__init__(x, y, theta)
+        self._prev_x = x
+        self._prev_y = y
+        self._prev_theta = theta
+        self.ekf_slam = EKF_SLAM()
+        self.particle_weight = 1.0
+        self.sensor_model = multivariate_normal(mean=[0, 0], cov=[[0.1, 0], [0, 0.1]])
+
+    def update_pose_estimate(self, observation):
+        control = [self.x - self._prev_x, self.y - self._prev_y, self.theta - self._prev_theta]
+        self.ekf_slam.predict(control)
+        
+        for obs in observation:
+            self.ekf_slam.update(obs[:2], obs[2])
+        
+        self.particle_weight *= self.compute_observation_likelihood(observation)
+    
+    def compute_observation_likelihood(self, observation):
+        likelihood = 1.0
+        for obs in observation:
+            expected_obs = self.get_expected_observation(obs[2])
+            likelihood *= self.sensor_model.pdf(obs[:2] - expected_obs)
+        return likelihood
+
+# Advanced SLAM with ML and Particle Filter
+class AdvancedSLAM:
+    def __init__(self, num_particles=100):
+        self.num_particles = num_particles
+        self.particles = [AdvancedRobot() for _ in range(num_particles)]
+        self.landmark_classifier = LandmarkClassifier()
+        self.robot_path = []
+        self.landmarks = []
+        
+    def run_simulation(self, steps=100):
+        for _ in range(steps):
+            for particle in self.particles:
+                distance = random.uniform(0.1, 0.5)
+                turn_angle = random.uniform(-0.2, 0.2)
+                particle.move(distance, turn_angle)
+                
+            self.res
+            
+            best_particle = max(self.particles, key=lambda p: p.particle_weight)
+            self.robot_path.append((best_particle.x, best_particle.y))
+    
+    def resample_particles(self):
+        weights = [p.particle_weight for p in self.particles]
+        total_weight = sum(weights)
+        weights = [w/total_weight for w in weights]
+        
+        new_particles = []
+        for _ in range(self.num_particles):
+            idx = np.random.choice(len(self.particles), p=weights)
+            new_particles.append(copy.deepcopy(self.particles[idx]))
+            
+        self.particles = new_particles
+
+    def plot_results(self):
+        plt.figure(figsize=(10, 10))
+        
+        # Plot path and landmarks
+        path_x = [p[0] for p in self.robot_path]
+        path_y = [p[1] for p in self.robot_path]
+        plt.plot(path_x, path_y, 'b-', label='Robot Path')
+        
+        if self.landmarks:
+            lm_x = [l[0] for l in self.landmarks]
+            lm_y = [l[1] for l in self.landmarks]
+            plt.scatter(lm_x, lm_y, c='red', marker='*', s=100, label='Landmarks')
+        
+        plt.title('Advanced SLAM Simulation')
+        plt.legend()
+        plt.grid(True)
+        plt.axis('equal')
+        plt.show()
+
+if __name__ == "__main__":
+    slam = AdvancedSLAM(num_particles=100)
+    slam.run_simulation(steps=100)
+    slam.plot_results()
\ No newline at end of file
diff --git a/Robotics Using AI/Human Following/Readme.md b/Robotics Using AI/Human Following/Readme.md
new file mode 100644
index 00000000..1b80e213
--- /dev/null
+++ b/Robotics Using AI/Human Following/Readme.md	
@@ -0,0 +1,33 @@
+## Human Following Landrover
+This project leverages **TensorFlow Lite** and the **MobileNet SSD v1 (COCO)** model to detect the presence of a person within the camera frame. The robot calculates the distance between itself and the person to generate forward motion commands, allowing it to autonomously follow the detected individual. This robot operates on **Raspberry Pi** and **Arduino**, using AI for efficient real-time processing.
+
+## Features
+
+- **Human Detection**: Uses the **MobileNet SSD v1 (COCO)** model for object detection, focusing on human presence within the camera frame.
+- **Distance Calculation**: Based on the detected person's location in the frame, the robot calculates the distance and generates appropriate movement commands.
+- **Autonomous Navigation**: Using the distance to the detected person, the robot moves forward or adjusts its position to maintain a safe following distance.
+- **TensorFlow Lite Optimization**: The model is optimized using **TensorFlow Lite** for fast performance on Raspberry Pi.
+
+## Getting Started
+
+These instructions will guide you through setting up the Human Following Robot on **Raspberry Pi** and **Arduino**.
+
+### Prerequisites
+
+- **Hardware**:
+  - Raspberry Pi 4 or later
+  - Arduino Uno or similar microcontroller
+  - Camera module for Raspberry Pi (for human detection and distance calculation)
+  - Motor drivers and other hardware for robot mobility
+  
+- **Software**:
+  - **TensorFlow Lite** for Raspberry Pi
+  - **Python 3.7+** on Raspberry Pi
+  - **Arduino IDE** for programming the microcontroller
+  - MobileNet SSD v1 (COCO) model in TensorFlow Lite format
+
+### Requirements
+```bash
+pip install -r requirements.txt
+```
+
diff --git a/Robotics Using AI/Human Following/all_models/coco_labels.txt b/Robotics Using AI/Human Following/all_models/coco_labels.txt
new file mode 100644
index 00000000..158224e4
--- /dev/null
+++ b/Robotics Using AI/Human Following/all_models/coco_labels.txt	
@@ -0,0 +1,80 @@
+0  person
+1  bicycle
+2  car
+3  motorcycle
+4  airplane
+5  bus
+6  train
+7  truck
+8  boat
+9  traffic light
+10  fire hydrant
+12  stop sign
+13  parking meter
+14  bench
+15  bird
+16  cat
+17  dog
+18  horse
+19  sheep
+20  cow
+21  elephant
+22  bear
+23  zebra
+24  giraffe
+26  backpack
+27  umbrella
+30  handbag
+31  tie
+32  suitcase
+33  frisbee
+34  skis
+35  snowboard
+36  sports ball
+37  kite
+38  baseball bat
+39  baseball glove
+40  skateboard
+41  surfboard
+42  tennis racket
+43  bottle
+45  wine glass
+46  cup
+47  fork
+48  knife
+49  spoon
+50  bowl
+51  banana
+52  apple
+53  sandwich
+54  orange
+55  broccoli
+56  carrot
+57  hot dog
+58  pizza
+59  donut
+60  cake
+61  chair
+62  couch
+63  pot_plant
+64  bed
+66  dining table
+69  toilet
+71  tv
+72  laptop
+73  mouse
+74  remote
+75  keyboard
+76  cell phone
+77  microwave
+78  oven
+79  toaster
+80  sink
+81  refrigerator
+83  book
+84  clock
+85  vase
+86  scissors
+87  teddy bear
+88  hair drier
+89  toothbrush
diff --git a/Robotics Using AI/Human Following/all_models/mobilenet_ssd_v2_coco_quant_postprocess.tflite b/Robotics Using AI/Human Following/all_models/mobilenet_ssd_v2_coco_quant_postprocess.tflite
new file mode 100644
index 00000000..444b6f1a
Binary files /dev/null and b/Robotics Using AI/Human Following/all_models/mobilenet_ssd_v2_coco_quant_postprocess.tflite differ
diff --git a/Robotics Using AI/Human Following/all_models/mobilenet_ssd_v2_coco_quant_postprocess_edgetpu.tflite b/Robotics Using AI/Human Following/all_models/mobilenet_ssd_v2_coco_quant_postprocess_edgetpu.tflite
new file mode 100644
index 00000000..ee79e20b
Binary files /dev/null and b/Robotics Using AI/Human Following/all_models/mobilenet_ssd_v2_coco_quant_postprocess_edgetpu.tflite differ
diff --git a/Robotics Using AI/Human Following/all_models/mobilenet_v1_1.0_224_quant.tflite b/Robotics Using AI/Human Following/all_models/mobilenet_v1_1.0_224_quant.tflite
new file mode 100644
index 00000000..437640b0
Binary files /dev/null and b/Robotics Using AI/Human Following/all_models/mobilenet_v1_1.0_224_quant.tflite differ
diff --git a/Robotics Using AI/Human Following/common.py b/Robotics Using AI/Human Following/common.py
new file mode 100644
index 00000000..f448faf4
--- /dev/null
+++ b/Robotics Using AI/Human Following/common.py	
@@ -0,0 +1,120 @@
+"""
+Utility functions for using TFLite Interpreter
+"""
+
+import numpy as np
+from PIL import Image
+import tflite_runtime.interpreter as tflite
+import platform
+
+
+EDGETPU_SHARED_LIB = {
+  'Linux': 'libedgetpu.so.1',
+  'Darwin': 'libedgetpu.1.dylib',
+  'Windows': 'edgetpu.dll'
+}[platform.system()]
+
+def make_interpreter_0(model_file):
+    model_file, *device = model_file.split('@')
+    return tflite.Interpreter(model_path=model_file)
+
+def make_interpreter_1(model_file):
+    model_file, *device = model_file.split('@')
+    return tflite.Interpreter(
+      model_path=model_file,
+      experimental_delegates=[
+          tflite.load_delegate(EDGETPU_SHARED_LIB,
+                               {'device': device[0]} if device else {})
+      ])
+
+def set_input(interpreter, image, resample=Image.NEAREST):
+    """Copies data to input tensor."""
+    image = image.resize((input_image_size(interpreter)[0:2]), resample)
+    input_tensor(interpreter)[:, :] = image
+
+def input_image_size(interpreter):
+    """Returns input image size as (width, height, channels) tuple."""
+    _, height, width, channels = interpreter.get_input_details()[0]['shape']
+    return width, height, channels
+
+def input_tensor(interpreter):
+    """Returns input tensor view as numpy array of shape (height, width, 3)."""
+    tensor_index = interpreter.get_input_details()[0]['index']
+    return interpreter.tensor(tensor_index)()[0]
+
+def output_tensor(interpreter, i):
+    """Returns dequantized output tensor if quantized before."""
+    output_details = interpreter.get_output_details()[i]
+    output_data = np.squeeze(interpreter.tensor(output_details['index'])())
+    if 'quantization' not in output_details:
+        return output_data
+    scale, zero_point = output_details['quantization']
+    if scale == 0:
+        return output_data - zero_point
+    return scale * (output_data - zero_point)
+
+import time
+def time_elapsed(start_time,event):
+        time_now=time.time()
+        duration = (time_now - start_time)*1000
+        duration=round(duration,2)
+        print (">>> ", duration, " ms (" ,event, ")")
+
+import os
+def load_model(model_dir,model, lbl, edgetpu):
+    
+    print('Loading from directory: {} '.format(model_dir))
+    print('Loading Model: {} '.format(model))
+    print('Loading Labels: {} '.format(lbl))
+    
+    model_path=os.path.join(model_dir,model)
+    labels_path=os.path.join(model_dir,lbl)
+    
+    if(edgetpu==0):
+        interpreter = make_interpreter_0(model_path)
+    else:
+        interpreter = make_interpreter_1(model_path)
+    
+    interpreter.allocate_tensors()
+    
+    labels = load_labels(labels_path)
+    
+    return interpreter, labels
+    
+import re
+def load_labels(path):
+    p = re.compile(r'\s*(\d+)(.+)')
+    with open(path, 'r', encoding='utf-8') as f:
+       lines = (p.match(line).groups() for line in f.readlines())
+       return {int(num): text.strip() for num, text in lines}
+       
+#----------------------------------------------------------------------
+import collections
+Object = collections.namedtuple('Object', ['id', 'score', 'bbox'])
+
+class BBox(collections.namedtuple('BBox', ['xmin', 'ymin', 'xmax', 'ymax'])):
+    """Bounding box.
+    Represents a rectangle which sides are either vertical or horizontal, parallel
+    to the x or y axis.
+    """
+    __slots__ = ()
+
+def get_output(interpreter, score_threshold, top_k, image_scale=1.0):
+    """Returns list of detected objects."""
+    boxes = output_tensor(interpreter, 0)
+    class_ids = output_tensor(interpreter, 1)
+    scores = output_tensor(interpreter, 2)
+    count = int(output_tensor(interpreter, 3))
+
+    def make(i):
+        ymin, xmin, ymax, xmax = boxes[i]
+        return Object(
+            id=int(class_ids[i]),
+            score=scores[i],
+            bbox=BBox(xmin=np.maximum(0.0, xmin),
+                      ymin=np.maximum(0.0, ymin),
+                      xmax=np.minimum(1.0, xmax),
+                      ymax=np.minimum(1.0, ymax)))
+
+    return [make(i) for i in range(top_k) if scores[i] >= score_threshold]
+#--------------------------------------------------------------------
diff --git a/Robotics Using AI/Human Following/human_follower.py b/Robotics Using AI/Human Following/human_follower.py
new file mode 100644
index 00000000..6e904d8a
--- /dev/null
+++ b/Robotics Using AI/Human Following/human_follower.py	
@@ -0,0 +1,341 @@
+"""
+- The robot uses PiCamera to capture a frame. 
+- Presence of human in the frame is detected using Machine Learning moldel & TensorFlow Lite interpreter.
+- Using OpenCV, the frame is overlayed with information such as bounding boxes, center coordinates of the person, deviation of the person from center of the frame etc.
+- FLASK is used for streaming the robot's view over LAN (accessed via browser).
+- Google Coral USB Accelerator should be used to accelerate the inferencing process.
+
+When Coral USB Accelerator is connected, amend line 14 of util.py as:-
+edgetpu = 1 
+
+When Coral USB Accelerator is not connected, amend line 14 of util.py as:-
+edgetpu = 0 
+
+The code moves the robot in order to get closer to the person and bring the person towards center of the frame.
+"""
+
+import common as cm
+import cv2
+import numpy as np
+from PIL import Image
+import time
+from threading import Thread
+
+import sys
+sys.path.insert(0, '/var/www/html/robot')
+import util as ut
+ut.init_gpio()
+
+cap = cv2.VideoCapture(0)
+threshold=0.2
+top_k=5 #first five objects with prediction probability above threshhold (0.2) to be considered
+#edgetpu=0
+
+model_dir = 'Robotics Using AI/Human Following/all_models'
+model = 'mobilenet_ssd_v2_coco_quant_postprocess.tflite'
+model_edgetpu = 'mobilenet_ssd_v2_coco_quant_postprocess_edgetpu.tflite'
+lbl = 'coco_labels.txt'
+
+tolerance=0.1
+x_deviation=0
+y_max=0
+arr_track_data=[0,0,0,0,0,0]
+
+object_to_track='person'
+
+#---------Flask----------------------------------------
+from flask import Flask, Response
+from flask import render_template
+
+app = Flask(__name__)
+
+@app.route('/')
+def index():
+    #return "Default Message"
+    return render_template("index.html")
+
+@app.route('/video_feed')
+def video_feed():
+    #global cap
+    return Response(main(),
+                    mimetype='multipart/x-mixed-replace; boundary=frame')
+                    
+#-----initialise motor speed-----------------------------------
+
+import RPi.GPIO as GPIO 
+GPIO.setmode(GPIO.BCM)  # choose BCM numbering scheme  
+      
+GPIO.setup(20, GPIO.OUT)# set GPIO 20 as output pin
+GPIO.setup(21, GPIO.OUT)# set GPIO 21 as output pin
+      
+pin20 = GPIO.PWM(20, 100)    # create object pin20 for PWM on port 20 at 100 Hertz  
+pin21 = GPIO.PWM(21, 100)    # create object pin21 for PWM on port 21 at 100 Hertz  
+
+val=100
+pin20.start(val)              # start pin20 on 0 percent duty cycle (off)  
+pin21.start(val)              # start pin21 on 0 percent duty cycle (off)  
+    
+print("speed set to: ", val)
+#------------------------------------------
+
+def track_object(objs,labels):
+   
+    global x_deviation, y_max, tolerance, arr_track_data
+    
+    if(len(objs)==0):
+        print("no objects to track")
+        ut.stop()
+        ut.red_light("OFF")
+        arr_track_data=[0,0,0,0,0,0]
+        return
+    
+    flag=0
+    for obj in objs:
+        lbl=labels.get(obj.id, obj.id)
+        if (lbl==object_to_track):
+            x_min, y_min, x_max, y_max = list(obj.bbox)
+            flag=1
+            break
+        
+    #print(x_min, y_min, x_max, y_max)
+    if(flag==0):
+        print("selected object no present")
+        return
+        
+    x_diff=x_max-x_min
+    y_diff=y_max-y_min
+    print("x_diff: ",round(x_diff,5))
+    print("y_diff: ",round(y_diff,5))
+        
+        
+    obj_x_center=x_min+(x_diff/2)
+    obj_x_center=round(obj_x_center,3)
+    
+    obj_y_center=y_min+(y_diff/2)
+    obj_y_center=round(obj_y_center,3)
+    
+    #print("[",obj_x_center, obj_y_center,"]")
+        
+    x_deviation=round(0.5-obj_x_center,3)
+    y_max=round(y_max,3)
+        
+    print("{",x_deviation,y_max,"}")
+   
+    thread = Thread(target = move_robot)
+    thread.start()
+    
+    arr_track_data[0]=obj_x_center
+    arr_track_data[1]=obj_y_center
+    arr_track_data[2]=x_deviation
+    arr_track_data[3]=y_max
+    
+
+def move_robot():
+    global x_deviation, y_max, tolerance, arr_track_data
+    
+    print("moving robot .............!!!!!!!!!!!!!!")
+    print(x_deviation, tolerance, arr_track_data)
+    
+    y=1-y_max #distance from bottom of the frame
+    
+    if(abs(x_deviation)<tolerance):
+        delay1=0
+        if(y<0.1):
+            cmd="Stop"
+            ut.red_light("ON")
+            ut.stop()
+        else:
+            cmd="forward"
+            ut.red_light("OFF")
+            ut.forward()
+    
+    else:
+        ut.red_light("OFF")
+        if(x_deviation>=tolerance):
+            cmd="Move Left"
+            delay1=get_delay(x_deviation)
+                
+            ut.left()
+            time.sleep(delay1)
+            ut.stop()
+                
+        if(x_deviation<=-1*tolerance):
+            cmd="Move Right"
+            delay1=get_delay(x_deviation)
+                
+            ut.right()
+            time.sleep(delay1)
+            ut.stop()
+
+    arr_track_data[4]=cmd
+    arr_track_data[5]=delay1
+
+def get_delay(deviation):
+    deviation=abs(deviation)
+    if(deviation>=0.4):
+        d=0.080
+    elif(deviation>=0.35 and deviation<0.40):
+        d=0.060
+    elif(deviation>=0.20 and deviation<0.35):
+        d=0.050
+    else:
+        d=0.040
+    return d
+    
+def main():
+    
+    from util import edgetpu
+    
+    if (edgetpu==1):
+        mdl = model_edgetpu
+    else:
+         mdl = model
+        
+    interpreter, labels =cm.load_model(model_dir,mdl,lbl,edgetpu)
+    
+    fps=1
+    arr_dur=[0,0,0]
+    
+    while True:
+        start_time=time.time()
+        
+        #----------------Capture Camera Frame-----------------
+        start_t0=time.time()
+        ret, frame = cap.read()
+        if not ret:
+            break
+        
+        cv2_im = frame
+        cv2_im = cv2.flip(cv2_im, 0)
+        cv2_im = cv2.flip(cv2_im, 1)
+
+        cv2_im_rgb = cv2.cvtColor(cv2_im, cv2.COLOR_BGR2RGB)
+        pil_im = Image.fromarray(cv2_im_rgb)
+       
+        arr_dur[0]=time.time() - start_t0
+        #----------------------------------------------------
+       
+        #-------------------Inference---------------------------------
+        start_t1=time.time()
+        cm.set_input(interpreter, pil_im)
+        interpreter.invoke()
+        objs = cm.get_output(interpreter, score_threshold=threshold, top_k=top_k)
+        
+        arr_dur[1]=time.time() - start_t1
+        #----------------------------------------------------
+       
+       #-----------------other------------------------------------
+        start_t2=time.time()
+        track_object(objs,labels)#tracking  <<<<<<<
+       
+        if cv2.waitKey(1) & 0xFF == ord('q'):
+            break
+ 
+        cv2_im = append_text_img1(cv2_im, objs, labels, arr_dur, arr_track_data)
+       # cv2.imshow('Object Tracking - TensorFlow Lite', cv2_im)
+        
+        ret, jpeg = cv2.imencode('.jpg', cv2_im)
+        pic = jpeg.tobytes()
+        
+        #Flask streaming
+        yield (b'--frame\r\n'
+               b'Content-Type: image/jpeg\r\n\r\n' + pic + b'\r\n\r\n')
+       
+        arr_dur[2]=time.time() - start_t2
+        fps = round(1.0 / (time.time() - start_time),1)
+        print("*********FPS: ",fps,"************")
+
+    cap.release()
+    cv2.destroyAllWindows()
+
+def append_text_img1(cv2_im, objs, labels, arr_dur, arr_track_data):
+    height, width, channels = cv2_im.shape
+    font=cv2.FONT_HERSHEY_SIMPLEX
+    
+    global tolerance
+    
+    #draw black rectangle on top
+    cv2_im = cv2.rectangle(cv2_im, (0,0), (width, 24), (0,0,0), -1)
+   
+    #write processing durations
+    cam=round(arr_dur[0]*1000,0)
+    inference=round(arr_dur[1]*1000,0)
+    other=round(arr_dur[2]*1000,0)
+    text_dur = 'Camera: {}ms   Inference: {}ms   other: {}ms'.format(cam,inference,other)
+    cv2_im = cv2.putText(cv2_im, text_dur, (int(width/4)-30, 16),font, 0.4, (255, 255, 255), 1)
+    
+    #write FPS 
+    total_duration=cam+inference+other
+    fps=round(1000/total_duration,1)
+    text1 = 'FPS: {}'.format(fps)
+    cv2_im = cv2.putText(cv2_im, text1, (10, 20),font, 0.7, (150, 150, 255), 2)
+   
+    
+    #draw black rectangle at bottom
+    cv2_im = cv2.rectangle(cv2_im, (0,height-24), (width, height), (0,0,0), -1)
+    
+    #write deviations and tolerance
+    str_tol='Tol : {}'.format(tolerance)
+    cv2_im = cv2.putText(cv2_im, str_tol, (10, height-8),font, 0.55, (150, 150, 255), 2)
+  
+    x_dev=arr_track_data[2]
+    str_x='X: {}'.format(x_dev)
+    if(abs(x_dev)<tolerance):
+        color_x=(0,255,0)
+    else:
+        color_x=(0,0,255)
+    cv2_im = cv2.putText(cv2_im, str_x, (110, height-8),font, 0.55, color_x, 2)
+    
+    y_dev=arr_track_data[3]
+    str_y='Y: {}'.format(y_dev)
+    if(abs(y_dev)>0.9):
+        color_y=(0,255,0)
+    else:
+        color_y=(0,0,255)
+    cv2_im = cv2.putText(cv2_im, str_y, (220, height-8),font, 0.55, color_y, 2)
+   
+    #write command, tracking status and speed
+    cmd=arr_track_data[4]
+    cv2_im = cv2.putText(cv2_im, str(cmd), (int(width/2) + 10, height-8),font, 0.68, (0, 255, 255), 2)
+    
+    delay1=arr_track_data[5]
+    str_sp='Speed: {}%'.format(round(delay1/(0.1)*100,1))
+    cv2_im = cv2.putText(cv2_im, str_sp, (int(width/2) + 185, height-8),font, 0.55, (150, 150, 255), 2)
+    
+    if(cmd==0):
+        str1="No object"
+    elif(cmd=='Stop'):
+        str1='Acquired'
+    else:
+        str1='Tracking'
+    cv2_im = cv2.putText(cv2_im, str1, (width-140, 18),font, 0.7, (0, 255, 255), 2)
+    
+    #draw center cross lines
+    cv2_im = cv2.rectangle(cv2_im, (0,int(height/2)-1), (width, int(height/2)+1), (255,0,0), -1)
+    cv2_im = cv2.rectangle(cv2_im, (int(width/2)-1,0), (int(width/2)+1,height), (255,0,0), -1)
+    
+    #draw the center red dot on the object
+    cv2_im = cv2.circle(cv2_im, (int(arr_track_data[0]*width),int(arr_track_data[1]*height)), 7, (0,0,255), -1)
+
+    #draw the tolerance box
+    cv2_im = cv2.rectangle(cv2_im, (int(width/2-tolerance*width),0), (int(width/2+tolerance*width),height), (0,255,0), 2)
+    
+    for obj in objs:
+        x0, y0, x1, y1 = list(obj.bbox)
+        x0, y0, x1, y1 = int(x0*width), int(y0*height), int(x1*width), int(y1*height)
+        percent = int(100 * obj.score)
+        
+        box_color, text_color, thickness=(0,150,255), (0,255,0),1
+        
+
+        text3 = '{}% {}'.format(percent, labels.get(obj.id, obj.id))
+        
+        if(labels.get(obj.id, obj.id)=="person"):
+            cv2_im = cv2.rectangle(cv2_im, (x0, y0), (x1, y1), box_color, thickness)
+            cv2_im = cv2.putText(cv2_im, text3, (x0, y1-5),font, 0.5, text_color, thickness)
+            
+    return cv2_im
+
+if __name__ == '__main__':
+    app.run(host='0.0.0.0', port=2204, threaded=True) # Run FLASK
+    main()
diff --git a/Robotics Using AI/Human Following/master.py b/Robotics Using AI/Human Following/master.py
new file mode 100644
index 00000000..5e6cb338
--- /dev/null
+++ b/Robotics Using AI/Human Following/master.py	
@@ -0,0 +1,23 @@
+
+import time,os
+import sys
+
+local_path=os.path.dirname(os.path.realpath(__file__))
+
+print ("local_path: ", local_path)
+
+status = sys.argv[1]
+
+file_name="human_follower.py"
+
+if (status=="1"):
+	print "starting Object Detection script"
+	cmd= "sudo python3 " + local_path + "/" + file_name + " &"
+	print ("cmd: ", cmd)
+	os.system(cmd)
+	time.sleep(1) 
+	
+
+if (status=="0"):
+	cmd= "sudo pkill -f " +  file_name
+	os.system(cmd)
\ No newline at end of file
diff --git a/Robotics Using AI/Human Following/reqiurements.txt b/Robotics Using AI/Human Following/reqiurements.txt
new file mode 100644
index 00000000..2461ea78
--- /dev/null
+++ b/Robotics Using AI/Human Following/reqiurements.txt	
@@ -0,0 +1,10 @@
+
+tensorflow-lite==2.11.0
+opencv-python==4.7.0.68
+numpy==1.23.5
+RPi.GPIO==0.7.0
+pyserial==3.5
+Pillow==9.3.0
+Adafruit-Motor-HAT==1.0.4
+SpeechRecognition==3.8.1
+matplotlib==3.6.0
diff --git a/Robotics Using AI/Human Following/templates/index.html b/Robotics Using AI/Human Following/templates/index.html
new file mode 100644
index 00000000..3ba55895
--- /dev/null
+++ b/Robotics Using AI/Human Following/templates/index.html	
@@ -0,0 +1,7 @@
+<html>
+  <body>
+    <div align='center'>
+    <img src="{{ url_for('video_feed') }}" width='65%'>
+    </div>
+  </body>
+</html>
\ No newline at end of file
diff --git a/Robotics Using AI/Human Following/web/ajax_master.py b/Robotics Using AI/Human Following/web/ajax_master.py
new file mode 100644
index 00000000..13d7d365
--- /dev/null
+++ b/Robotics Using AI/Human Following/web/ajax_master.py	
@@ -0,0 +1,7 @@
+<?php
+
+$state=$_POST["state"];
+
+$xx=exec("sudo python /human_following/master.py $state");
+
+?>
\ No newline at end of file
diff --git a/Robotics Using AI/Readme.md b/Robotics Using AI/Readme.md
new file mode 100644
index 00000000..89ce3b70
--- /dev/null
+++ b/Robotics Using AI/Readme.md	
@@ -0,0 +1,16 @@
+# Robotics Using AI
+
+This project integrates artificial intelligence (AI) in robotics using Arduino, Raspberry Pi, and TensorFlow Lite (TFLite) to create lightweight, autonomous systems capable of performing complex tasks. By leveraging TFLite for optimized AI models and using Arduino and Raspberry Pi as core hardware components, this project aims to enhance robotic capabilities for real-time decision-making and environmental interaction.
+## Getting Started
+These instructions will guide you through setting up the project on Raspberry Pi and Arduino.
+
+
+### Prerequisites
+
+- Python 3.7+
+- TensorFlow or PyTorch
+- OpenCV for computer vision tasks
+- ROS (Robot Operating System) for robotic control and communication
+
+
+**Made With ❤️ By Dinmay!**
diff --git a/Transfer Learning/Atomistic graph data/config.json b/Transfer Learning/Atomistic graph data/config.json
new file mode 100644
index 00000000..898298ea
--- /dev/null
+++ b/Transfer Learning/Atomistic graph data/config.json	
@@ -0,0 +1,26 @@
+{
+  "_name_or_path": "/mnt/data2/s2ef_all_10epochs_weights/checkpoint-292950",
+  "architectures": [
+    "AtomformerModel"
+  ],
+  "auto_map": {
+    "AutoConfig": "configuration_atomformer.AtomformerConfig",
+    "AutoModel": "modeling_atomformer.AtomformerModel"
+  },
+  "bos_token_id": 120,
+  "cls_token_id": 122,
+  "depth": 12,
+  "dim": 768,
+  "dropout": 0.0,
+  "eos_token_id": 121,
+  "gradient_checkpointing": false,
+  "k": 128,
+  "mask_token_id": 0,
+  "mlp_ratio": 4,
+  "model_type": "atomformer",
+  "num_heads": 32,
+  "pad_token_id": 119,
+  "torch_dtype": "float32",
+  "transformers_version": "4.40.0",
+  "vocab_size": 123
+}
diff --git a/Transfer Learning/Atomistic graph data/configuration_atomformer.py b/Transfer Learning/Atomistic graph data/configuration_atomformer.py
new file mode 100644
index 00000000..927a7476
--- /dev/null
+++ b/Transfer Learning/Atomistic graph data/configuration_atomformer.py	
@@ -0,0 +1,42 @@
+from transformers.configuration_utils import PretrainedConfig
+from typing import Any
+
+class AtomformerConfig(PretrainedConfig):  # type: ignore
+    r"""
+    Configuration of a :class:`~transform:class:`~transformers.AtomformerModel`.
+
+    It is used to instantiate an Atomformer model according to the specified arguments.
+    """
+
+    model_type = "atomformer"
+
+    def __init__(
+        self,
+        vocab_size: int = 123,
+        dim: int = 768,
+        num_heads: int = 32,
+        depth: int = 12,
+        mlp_ratio: int = 1,
+        k: int = 128,
+        dropout: float = 0.0,
+        mask_token_id: int = 0,
+        pad_token_id: int = 119,
+        bos_token_id: int = 120,
+        eos_token_id: int = 121,
+        cls_token_id: int = 122,
+        **kwargs: Any,
+    ) -> None:
+        super().__init__(**kwargs)
+        self.vocab_size = vocab_size
+        self.dim = dim
+        self.num_heads = num_heads
+        self.depth = depth
+        self.mlp_ratio = mlp_ratio
+        self.k = k
+
+        self.dropout = dropout
+        self.mask_token_id = mask_token_id
+        self.pad_token_id = pad_token_id
+        self.bos_token_id = bos_token_id
+        self.eos_token_id = eos_token_id
+        self.cls_token_id = cls_token_id
\ No newline at end of file
diff --git a/Transfer Learning/Atomistic graph data/model.py b/Transfer Learning/Atomistic graph data/model.py
new file mode 100644
index 00000000..76e5bc52
--- /dev/null
+++ b/Transfer Learning/Atomistic graph data/model.py	
@@ -0,0 +1,6 @@
+import kagglehub
+
+# Download latest version
+path = kagglehub.model_download("tedlord/atomformer/pyTorch/default")
+
+print("Path to model files:", path)
\ No newline at end of file
diff --git a/Transfer Learning/Atomistic graph data/modeling_atomformer.py b/Transfer Learning/Atomistic graph data/modeling_atomformer.py
new file mode 100644
index 00000000..a863760d
--- /dev/null
+++ b/Transfer Learning/Atomistic graph data/modeling_atomformer.py	
@@ -0,0 +1,2867 @@
+"""Implementation of the Atomformer model."""
+
+from typing import Any, Optional, Tuple
+
+import torch
+import torch.nn.functional as f
+from torch import nn
+from transformers.modeling_utils import PreTrainedModel
+from .configuration_atomformer import AtomformerConfig
+
+
+ATOM_METADATA = [
+    [
+        0.0,
+        0.0,
+        0.0,
+        0.0,
+        0.0,
+        0.0,
+        0.0,
+        0.106761565836299,
+        0.4573170731707318,
+        0.46896368424867707,
+        0.0,
+        0.0,
+        0.0027383806383189145,
+        0.0,
+        1.0,
+        0.0,
+        0.0,
+    ],
+    [
+        0.008547008547008548,
+        0.010187317385107808,
+        0.011235955056179775,
+        0.008547008547008548,
+        0.008547008547008548,
+        0.0,
+        1.0,
+        0.0,
+        -1.0,
+        0.9999999999999999,
+        2.1731754967921256e-06,
+        -1.0,
+        0.0,
+        0.010000000000000002,
+        0.3588318085855031,
+        0.0,
+        -1.0,
+    ],
+    [
+        0.017094017094017096,
+        0.02018415404448405,
+        0.02247191011235955,
+        0.017094017094017096,
+        0.017094017094017096,
+        0.16666666666666666,
+        0.0,
+        0.5729537366548044,
+        0.08536585365853658,
+        0.0723802160098582,
+        0.01302222611458848,
+        0.1117635470484688,
+        0.2746530986669577,
+        0.010000000000000002,
+        0.2454609429978888,
+        0.16666666666666666,
+        0.0,
+    ],
+    [
+        0.025641025641025644,
+        0.027228539455021038,
+        0.028089887640449437,
+        0.025641025641025644,
+        0.025641025641025644,
+        0.16666666666666666,
+        0.058823529411764705,
+        0.32384341637010683,
+        0.2652439024390244,
+        0.2623432478797689,
+        0.0451198574701265,
+        0.39298038243761085,
+        0.4668171696125004,
+        0.015,
+        0.12181562280084446,
+        0.16666666666666666,
+        0.14285714285714285,
+    ],
+    [
+        0.03418803418803419,
+        0.03334773276914757,
+        0.033707865168539325,
+        0.03418803418803419,
+        0.03418803418803419,
+        0.16666666666666666,
+        0.7058823529411764,
+        0.25266903914590755,
+        0.4085365853658537,
+        0.2128252833015198,
+        0.057071103187614054,
+        0.6504807478441018,
+        0.715419845245687,
+        0.015,
+        0.06558761435608726,
+        0.16666666666666666,
+        0.2857142857142857,
+    ],
+    [
+        0.042735042735042736,
+        0.03742946260625253,
+        0.033707865168539325,
+        0.042735042735042736,
+        0.042735042735042736,
+        0.16666666666666666,
+        0.7647058823529411,
+        0.14946619217081855,
+        0.5640243902439024,
+        0.3559765143644139,
+        0.055363782370830124,
+        1.0000000000000002,
+        0.7324707832177849,
+        0.020000000000000004,
+        0.04327938071780436,
+        0.16666666666666666,
+        0.42857142857142855,
+    ],
+    [
+        0.051282051282051294,
+        0.04421873990197045,
+        0.03932584269662921,
+        0.051282051282051294,
+        0.051282051282051294,
+        0.16666666666666666,
+        0.8235294117647058,
+        0.09252669039145908,
+        0.7134146341463414,
+        0.514180781404789,
+        2.8295183993586364e-05,
+        0.012484827687008686,
+        0.012471056032792366,
+        0.025,
+        0.06657283603096412,
+        0.16666666666666666,
+        0.5714285714285714,
+    ],
+    [
+        0.05982905982905984,
+        0.050994411431564704,
+        0.0449438202247191,
+        0.05982905982905984,
+        0.05982905982905984,
+        0.16666666666666666,
+        0.8823529411764706,
+        0.05693950177935947,
+        0.8353658536585367,
+        0.4699156740039142,
+        3.268543752245935e-05,
+        0.00923366315240946,
+        0.014660396468409729,
+        0.025,
+        0.057987332864180154,
+        0.16666666666666666,
+        0.7142857142857142,
+    ],
+    [
+        0.06837606837606838,
+        0.06119533458279619,
+        0.056179775280898875,
+        0.06837606837606838,
+        0.06837606837606838,
+        0.16666666666666666,
+        0.9411764705882353,
+        0.028469750889679707,
+        1.0,
+        0.6537753400826345,
+        3.9270817815768815e-05,
+        0.01002929606822616,
+        0.01377886297525227,
+        0.015,
+        0.051372273047149884,
+        0.16666666666666666,
+        0.8571428571428572,
+    ],
+    [
+        0.07692307692307693,
+        0.06521583847234458,
+        0.056179775280898875,
+        0.07692307692307693,
+        0.07692307692307693,
+        0.16666666666666666,
+        1.0,
+        0.007117437722419961,
+        -1.0,
+        0.8539203131418077,
+        1.9758579909666677e-05,
+        0.002676173590325307,
+        0.003896139326624358,
+        0.025,
+        0.06586910626319493,
+        0.16666666666666666,
+        1.0,
+    ],
+    [
+        0.08547008547008549,
+        0.07477388917423204,
+        0.06741573033707865,
+        0.08547008547008549,
+        0.08547008547008549,
+        0.33333333333333337,
+        0.0,
+        0.6085409252669042,
+        0.07012195121951223,
+        0.06017348442747725,
+        0.023680786070796774,
+        0.09074155275516495,
+        0.19638929337502856,
+        0.020000000000000004,
+        0.07980295566502463,
+        0.33333333333333337,
+        0.0,
+    ],
+    [
+        0.09401709401709403,
+        0.0792467847873929,
+        0.06741573033707865,
+        0.09401709401709403,
+        0.09401709401709403,
+        0.33333333333333337,
+        0.058823529411764705,
+        0.43060498220640586,
+        0.1859756097560976,
+        0.18132746997849566,
+        0.04243692475803745,
+        0.23105764525702377,
+        0.2316847349772711,
+        0.025,
+        0.0653764954257565,
+        0.33333333333333337,
+        0.14285714285714285,
+    ],
+    [
+        0.10256410256410257,
+        0.08835244376566789,
+        0.07865168539325842,
+        0.10256410256410257,
+        0.10256410256410257,
+        0.33333333333333337,
+        0.7058823529411764,
+        0.4661921708185055,
+        0.2774390243902439,
+        0.10108971416145165,
+        0.06585161024536003,
+        0.23366315240945865,
+        0.4753426385985493,
+        0.025,
+        0.05650950035186488,
+        0.33333333333333337,
+        0.2857142857142857,
+    ],
+    [
+        0.11111111111111113,
+        0.09210763521580445,
+        0.07865168539325842,
+        0.11111111111111113,
+        0.11111111111111113,
+        0.33333333333333337,
+        0.7647058823529411,
+        0.35943060498220647,
+        0.36585365853658536,
+        0.20575543044917485,
+        0.05682720021378778,
+        0.4242464682668294,
+        0.6025426358703994,
+        0.025,
+        0.04299788881069668,
+        0.33333333333333337,
+        0.42857142857142855,
+    ],
+    [
+        0.11965811965811968,
+        0.10193099835710374,
+        0.0898876404494382,
+        0.11965811965811968,
+        0.11965811965811968,
+        0.33333333333333337,
+        0.8235294117647058,
+        0.25266903914590755,
+        0.4542682926829268,
+        0.3185927948389591,
+        0.04438814854864767,
+        0.07704039807065373,
+        0.09357213740327856,
+        0.020000000000000004,
+        0.04750175932441942,
+        0.33333333333333337,
+        0.5714285714285714,
+    ],
+    [
+        0.12820512820512822,
+        0.10564197106733833,
+        0.0898876404494382,
+        0.12820512820512822,
+        0.12820512820512822,
+        0.33333333333333337,
+        0.8823529411764706,
+        0.21708185053380794,
+        0.5731707317073171,
+        0.31247009930654546,
+        0.05048572289430458,
+        0.09515439218602051,
+        0.1216720831812958,
+        0.035,
+        0.04334975369458127,
+        0.33333333333333337,
+        0.7142857142857142,
+    ],
+    [
+        0.13675213675213677,
+        0.11716605497409803,
+        0.10112359550561797,
+        0.13675213675213677,
+        0.13675213675213677,
+        0.33333333333333337,
+        0.9411764705882353,
+        0.17081850533807832,
+        0.75,
+        0.43848068233986515,
+        7.610016686353661e-05,
+        0.04019725595612581,
+        0.040050948202660634,
+        0.04,
+        0.0270935960591133,
+        0.33333333333333337,
+        0.8571428571428572,
+    ],
+    [
+        0.1452991452991453,
+        0.13245553465558702,
+        0.12359550561797752,
+        0.1452991452991453,
+        0.1452991452991453,
+        0.33333333333333337,
+        1.0,
+        0.13879003558718864,
+        -1.0,
+        0.573402276077029,
+        4.1222041606379033e-05,
+        0.0177390552812359,
+        0.01416591926721889,
+        0.025,
+        0.029978888106966927,
+        0.33333333333333337,
+        1.0,
+    ],
+    [
+        0.15384615384615385,
+        0.12956430935430432,
+        0.11235955056179775,
+        0.15384615384615385,
+        0.15384615384615385,
+        0.5,
+        0.0,
+        0.8220640569395019,
+        0.036585365853658514,
+        0.021591320946190845,
+        0.02102224365609036,
+        0.08193366760083631,
+        0.17524613028962724,
+        0.035,
+        0.04665728360309641,
+        0.5,
+        0.0,
+    ],
+    [
+        0.1623931623931624,
+        0.13289772205460673,
+        0.11235955056179775,
+        0.1623931623931624,
+        0.1623931623931624,
+        0.5,
+        0.058823529411764705,
+        0.6085409252669042,
+        0.09146341463414634,
+        0.10724623674100561,
+        0.03755886528151192,
+        0.27910065518972543,
+        0.2988654305873366,
+        0.05500000000000001,
+        0.038916256157635463,
+        0.5,
+        0.14285714285714285,
+    ],
+    [
+        0.17094017094017097,
+        0.14948995384243843,
+        0.1348314606741573,
+        0.17094017094017097,
+        0.17094017094017097,
+        0.5,
+        0.1176470588235294,
+        0.5729537366548044,
+        0.201219512195122,
+        0.128910044216783,
+        0.07292479648632205,
+        0.4570377290145464,
+        0.5293941119700996,
+        0.06,
+        0.03335679099225897,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.17948717948717952,
+        0.15939155013894887,
+        0.14606741573033707,
+        0.17948717948717952,
+        0.17948717948717952,
+        0.5,
+        0.1764705882352941,
+        0.5373665480427048,
+        0.25609756097560976,
+        0.14179331674197213,
+        0.11072975742939495,
+        0.48779542320426544,
+        0.6062938422242609,
+        0.03,
+        0.03019000703729768,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.18803418803418806,
+        0.16985098284653036,
+        0.15730337078651685,
+        0.18803418803418806,
+        0.18803418803418806,
+        0.5,
+        0.23529411764705882,
+        0.5017793594306051,
+        0.2835365853658536,
+        0.13783555222654456,
+        0.14902252432012042,
+        0.5493108115837035,
+        0.6267549677907782,
+        0.03,
+        0.027797325826882473,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.1965811965811966,
+        0.17343610222012087,
+        0.15730337078651685,
+        0.1965811965811966,
+        0.1965811965811966,
+        0.5,
+        0.2941176470588235,
+        0.5017793594306051,
+        0.29268292682926833,
+        0.13881653659361634,
+        0.1743884335980532,
+        0.5378719996949651,
+        0.5012600643161381,
+        0.03,
+        0.024982406755805767,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.20512820512820515,
+        0.1834431432040899,
+        0.16853932584269662,
+        0.20512820512820515,
+        0.20512820512820515,
+        0.5,
+        0.3529411764705882,
+        0.4661921708185055,
+        0.25914634146341464,
+        0.17107304225964678,
+        0.1814616198390152,
+        0.38255835382787134,
+        0.3972493426863412,
+        0.04,
+        0.0270935960591133,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.2136752136752137,
+        0.18652825067263504,
+        0.16853932584269662,
+        0.2136752136752137,
+        0.2136752136752137,
+        0.5,
+        0.4117647058823529,
+        0.43060498220640586,
+        0.3445121951219513,
+        0.19370816923188441,
+        0.1919494477135451,
+        0.4560209457355474,
+        0.5336568464631241,
+        0.035,
+        0.024982406755805767,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.22222222222222224,
+        0.19703190212011848,
+        0.1797752808988764,
+        0.22222222222222224,
+        0.22222222222222224,
+        0.5,
+        0.47058823529411764,
+        0.43060498220640586,
+        0.3597560975609756,
+        0.19267402807644915,
+        0.2160958421223465,
+        0.4458531129455577,
+        0.5449104655247086,
+        0.05500000000000001,
+        0.023011963406052074,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.2307692307692308,
+        0.19621555615269748,
+        0.1741573033707865,
+        0.2307692307692308,
+        0.2307692307692308,
+        0.5,
+        0.5294117647058824,
+        0.3950177935943062,
+        0.36890243902439024,
+        0.18101819411892625,
+        0.2173153569914779,
+        0.4351768885160684,
+        0.5425233342086149,
+        0.04,
+        0.024630541871921183,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.23931623931623935,
+        0.21272275190225615,
+        0.19662921348314605,
+        0.23931623931623935,
+        0.23931623931623935,
+        0.5,
+        0.5882352941176471,
+        0.3950177935943062,
+        0.36585365853658536,
+        0.1852030830937251,
+        0.2185348718606093,
+        0.3415311485202626,
+        0.4826745419265514,
+        0.04,
+        0.02047853624208304,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.2478632478632479,
+        0.2189609956699649,
+        0.19662921348314605,
+        0.2478632478632479,
+        0.2478632478632479,
+        0.5,
+        0.6470588235294117,
+        0.35943060498220647,
+        0.28963414634146345,
+        0.2657984391233962,
+        0.17390062765040062,
+        0.17252397384325016,
+        0.20048151848833204,
+        0.06,
+        0.020689655172413793,
+        0.5,
+        -1.0,
+    ],
+    [
+        0.2564102564102564,
+        0.23373345623875397,
+        0.2191011235955056,
+        0.2564102564102564,
+        0.2564102564102564,
+        0.5,
+        0.7058823529411764,
+        0.4661921708185055,
+        0.33841463414634154,
+        0.10174209292773093,
+        0.14414446484359486,
+        0.0733952300154424,
+        0.4216321839864411,
+        0.05500000000000001,
+        0.019493314567206193,
+        0.5,
+        0.2857142857142857,
+    ],
+    [
+        0.26495726495726496,
+        0.24365546118444995,
+        0.2303370786516854,
+        0.26495726495726496,
+        0.26495726495726496,
+        0.5,
+        0.7647058823529411,
+        0.35943060498220647,
+        0.39939024390243894,
+        0.19356319617271125,
+        0.12975418938784455,
+        0.30434230009087504,
+        0.5288825838309366,
+        0.07,
+        0.015904292751583393,
+        0.5,
+        0.42857142857142855,
+    ],
+    [
+        0.27350427350427353,
+        0.2514175507580112,
+        0.23595505617977527,
+        0.27350427350427353,
+        0.27350427350427353,
+        0.5,
+        0.8235294117647058,
+        0.2882562277580072,
+        0.451219512195122,
+        0.28485756396936235,
+        0.1409737261838533,
+        0.2735083471552311,
+        0.15052227023008535,
+        0.05500000000000001,
+        0.016537649542575653,
+        0.5,
+        0.5714285714285714,
+    ],
+    [
+        0.28205128205128205,
+        0.2651525716598694,
+        0.25280898876404495,
+        0.28205128205128205,
+        0.28205128205128205,
+        0.5,
+        0.8823529411764706,
+        0.25266903914590755,
+        0.5640243902439024,
+        0.2831082223886727,
+        0.11731513772270441,
+        0.12200763858438347,
+        0.1626284361902748,
+        0.085,
+        0.01597466572836031,
+        0.5,
+        0.7142857142857142,
+    ],
+    [
+        0.2905982905982906,
+        0.2683635324650587,
+        0.25280898876404495,
+        0.2905982905982906,
+        0.2905982905982906,
+        0.5,
+        0.9411764705882353,
+        0.21708185053380794,
+        0.6890243902439025,
+        0.38272404378186387,
+        0.07609553514606364,
+        0.06402557209946683,
+        0.055889564484942325,
+        0.08,
+        0.026741731175228708,
+        0.5,
+        0.8571428571428572,
+    ],
+    [
+        0.29914529914529914,
+        0.2816087457864643,
+        0.2696629213483146,
+        0.29914529914529914,
+        0.29914529914529914,
+        0.5,
+        1.0,
+        0.18149466192170824,
+        -1.0,
+        0.48835141469543564,
+        8.878312150250298e-05,
+        0.025865695638635226,
+        0.019729640327514418,
+        0.1,
+        0.010837438423645322,
+        0.5,
+        1.0,
+    ],
+    [
+        0.3076923076923077,
+        0.28728915314310205,
+        0.2696629213483146,
+        0.3076923076923077,
+        0.3076923076923077,
+        0.6666666666666666,
+        0.0,
+        0.8932384341637012,
+        0.036585365853658514,
+        0.013685456785947292,
+        0.03731496230768564,
+        0.07590668471456988,
+        0.16313996432943775,
+        0.085,
+        0.01893033075299085,
+        0.6666666666666666,
+        0.0,
+    ],
+    [
+        0.3162393162393162,
+        0.2946090553176436,
+        0.2808988764044944,
+        0.3162393162393162,
+        0.3162393162393162,
+        0.6666666666666666,
+        0.058823529411764705,
+        0.7153024911032031,
+        0.07621951219512194,
+        0.08703215985695992,
+        0.06438819240240236,
+        0.26130694780724334,
+        0.2814734738557968,
+        0.075,
+        0.014567206192821956,
+        0.6666666666666666,
+        0.14285714285714285,
+    ],
+    [
+        0.3247863247863248,
+        0.29898330912640775,
+        0.2808988764044944,
+        0.3247863247863248,
+        0.3247863247863248,
+        0.6666666666666666,
+        0.1176470588235294,
+        0.6441281138790037,
+        0.15853658536585366,
+        0.11227680189431463,
+        0.109022436612611,
+        0.4537331833577997,
+        0.6146488018305888,
+        0.09,
+        0.014356087262491202,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.3333333333333333,
+        0.3068678505950822,
+        0.28651685393258425,
+        0.3333333333333333,
+        0.3333333333333333,
+        0.6666666666666666,
+        0.1764705882352941,
+        0.6085409252669042,
+        0.19207317073170735,
+        0.1324087273781622,
+        0.15877864327317145,
+        0.5366010205962164,
+        0.7976053662711987,
+        0.085,
+        0.012948627726952853,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.3418803418803419,
+        0.312589075250091,
+        0.29213483146067415,
+        0.3418803418803419,
+        0.3418803418803419,
+        0.6666666666666666,
+        0.23529411764705882,
+        0.5729537366548044,
+        0.27439024390243905,
+        0.13844927151037764,
+        0.2090226558813845,
+        0.6931856455620589,
+        0.8547260084777264,
+        0.105,
+        0.012033779028852921,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.35042735042735046,
+        0.3229770776855231,
+        0.3033707865168539,
+        0.35042735042735046,
+        0.35042735042735046,
+        0.6666666666666666,
+        0.2941176470588235,
+        0.5373665480427048,
+        0.44512195121951226,
+        0.15456544325512842,
+        0.24877884061506758,
+        0.7310608227047707,
+        0.8368225236070237,
+        0.085,
+        0.011048557353976075,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.358974358974359,
+        0.3299160184086015,
+        0.3089887640449438,
+        0.358974358974359,
+        0.358974358974359,
+        0.6666666666666666,
+        0.3529411764705882,
+        0.5373665480427048,
+        0.36585365853658536,
+        0.16363109188875738,
+        0.28048622721248356,
+        0.6250611658691273,
+        0.8774037559806166,
+        0.1,
+        -1.0,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.36752136752136755,
+        0.3403584439085284,
+        0.3202247191011236,
+        0.36752136752136755,
+        0.36752136752136755,
+        0.6666666666666666,
+        0.4117647058823529,
+        0.5017793594306051,
+        0.4573170731707318,
+        0.16752120230990405,
+        0.30243749485684845,
+        0.6377709568566146,
+        0.7534434369234653,
+        0.065,
+        0.010133708655876143,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.37606837606837606,
+        0.346603490559299,
+        0.3258426966292135,
+        0.37606837606837606,
+        0.37606837606837606,
+        0.6666666666666666,
+        0.47058823529411764,
+        0.4661921708185055,
+        0.4817073170731707,
+        0.17227631865078405,
+        0.30243749485684845,
+        0.5655793440476872,
+        0.67586166915042,
+        0.085,
+        0.01048557353976073,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.38461538461538464,
+        0.35855615609895475,
+        0.33707865168539325,
+        0.38461538461538464,
+        0.38461538461538464,
+        0.6666666666666666,
+        0.5294117647058824,
+        0.4661921708185055,
+        0.4573170731707318,
+        0.21470510063546525,
+        0.2926813759037974,
+        0.4603422746712931,
+        0.5510488031946638,
+        0.09,
+        0.01055594651653765,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.39316239316239315,
+        0.363481443435728,
+        0.34269662921348315,
+        0.39316239316239315,
+        0.39316239316239315,
+        0.6666666666666666,
+        0.5882352941176471,
+        0.4661921708185055,
+        0.375,
+        0.17794476526445505,
+        0.25609592982985585,
+        0.31011254519919423,
+        0.41447079003816,
+        0.12000000000000001,
+        0.00992258972554539,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.4017094017094017,
+        0.37893419231070125,
+        0.3595505617977528,
+        0.4017094017094017,
+        0.4017094017094017,
+        0.6666666666666666,
+        0.6470588235294117,
+        0.43060498220640586,
+        0.301829268292683,
+        0.24644936815908378,
+        0.21194949156729978,
+        0.1474729758069129,
+        0.17661020532739505,
+        0.095,
+        0.00971147079521464,
+        0.6666666666666666,
+        -1.0,
+    ],
+    [
+        0.4102564102564103,
+        0.38712146207562764,
+        0.3707865168539326,
+        0.4102564102564103,
+        0.4102564102564103,
+        0.6666666666666666,
+        0.7058823529411764,
+        0.5373665480427048,
+        0.3292682926829269,
+        0.09145383816174166,
+        0.1782908811792736,
+        0.10567809912365993,
+        0.39912494586327196,
+        0.15500000000000003,
+        0.009781843771991556,
+        0.6666666666666666,
+        0.2857142857142857,
+    ],
+    [
+        0.4188034188034188,
+        0.40035987251397137,
+        0.38764044943820225,
+        0.4188034188034188,
+        0.4188034188034188,
+        0.6666666666666666,
+        0.7647058823529411,
+        0.43060498220640586,
+        0.38414634146341464,
+        0.16671901804914588,
+        0.17780307523162106,
+        0.12481904435081566,
+        0.4894949171153905,
+        0.125,
+        0.009429978888106968,
+        0.6666666666666666,
+        0.42857142857142855,
+    ],
+    [
+        0.4273504273504274,
+        0.4107342691832799,
+        0.398876404494382,
+        0.4273504273504274,
+        0.4273504273504274,
+        0.6666666666666666,
+        0.8235294117647058,
+        0.35943060498220647,
+        0.41158536585365846,
+        0.22782516249063714,
+        0.16316889680204447,
+        0.22620250509980366,
+        0.3164278966985974,
+        0.13,
+        0.007952146375791697,
+        0.6666666666666666,
+        0.5714285714285714,
+    ],
+    [
+        0.4358974358974359,
+        0.43059868772385734,
+        0.42696629213483145,
+        0.4358974358974359,
+        0.4358974358974359,
+        0.6666666666666666,
+        0.8823529411764706,
+        0.32384341637010683,
+        0.426829268292683,
+        0.24721289293739582,
+        0.15194936000603573,
+        0.1801295127701625,
+        0.21429277824573129,
+        0.13,
+        0.007600281491907108,
+        0.6666666666666666,
+        0.7142857142857142,
+    ],
+    [
+        0.4444444444444445,
+        0.42823128441833647,
+        0.4157303370786517,
+        0.4444444444444445,
+        0.4444444444444445,
+        0.6666666666666666,
+        0.9411764705882353,
+        0.2882562277580072,
+        0.5975609756097562,
+        0.31688211274071565,
+        0.12024197340861972,
+        0.09468158796128598,
+        0.07727144070195302,
+        0.105,
+        0.008444757213230118,
+        0.6666666666666666,
+        0.8571428571428572,
+    ],
+    [
+        0.452991452991453,
+        0.4431602112975479,
+        0.43258426966292135,
+        0.452991452991453,
+        0.452991452991453,
+        0.6666666666666666,
+        1.0,
+        0.25266903914590755,
+        -1.0,
+        0.39799453934810447,
+        0.0001414661638489788,
+        0.03743668935364358,
+        0.027419613352930545,
+        0.14,
+        0.00450387051372273,
+        0.6666666666666666,
+        1.0,
+    ],
+    [
+        0.46153846153846156,
+        0.4486433350453922,
+        0.4382022471910112,
+        0.46153846153846156,
+        0.46153846153846156,
+        0.8333333333333334,
+        0.0,
+        1.0000000000000002,
+        0.0274390243902439,
+        0.0,
+        0.045607663417779054,
+        0.0730876530735452,
+        0.16024130487418112,
+        0.095,
+        0.010415200562983815,
+        0.8333333333333334,
+        0.0,
+    ],
+    [
+        0.47008547008547014,
+        0.463684509495124,
+        0.4550561797752809,
+        0.47008547008547014,
+        0.47008547008547014,
+        0.8333333333333334,
+        0.058823529411764705,
+        0.8220640569395019,
+        0.05792682926829271,
+        0.06368183245946799,
+        0.08755897491589865,
+        0.25113911501725356,
+        0.36928580441210074,
+        0.11,
+        0.007741027445460941,
+        0.8333333333333334,
+        0.14285714285714285,
+    ],
+    [
+        0.47863247863247865,
+        0.46905198423091704,
+        0.4606741573033708,
+        0.47863247863247865,
+        0.47863247863247865,
+        0.8333333333333334,
+        0.1176470588235294,
+        0.7864768683274024,
+        0.12195121951219515,
+        0.08132988619614859,
+        0.14999813621542551,
+        0.2996905165894547,
+        0.6364740024348741,
+        0.08,
+        0.007107670654468685,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.4871794871794872,
+        0.47317112992486215,
+        0.4606741573033708,
+        0.4871794871794872,
+        0.4871794871794872,
+        0.8333333333333334,
+        -1.0,
+        0.7864768683274024,
+        0.1280487804878049,
+        0.07948389590934354,
+        0.16512012059265466,
+        0.2686786265799859,
+        0.6328933054607335,
+        0.08,
+        0.006896551724137932,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.4957264957264958,
+        0.47586507161735137,
+        0.4606741573033708,
+        0.4957264957264958,
+        0.4957264957264958,
+        0.8333333333333334,
+        -1.0,
+        0.7864768683274024,
+        0.13109756097560973,
+        0.07630898591345106,
+        0.16512012059265466,
+        0.3024866706067019,
+        0.6460225276992488,
+        0.06,
+        0.006966924700914849,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5042735042735044,
+        0.48720547768144135,
+        0.47191011235955055,
+        0.5042735042735044,
+        0.5042735042735044,
+        0.8333333333333334,
+        -1.0,
+        0.7508896797153027,
+        0.13414634146341461,
+        0.07882185227245272,
+        0.1709737919644853,
+        0.3240933152854302,
+        0.5699753443436925,
+        0.065,
+        0.006755805770584096,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5128205128205129,
+        0.4897837703618793,
+        0.47191011235955055,
+        0.5128205128205129,
+        0.5128205128205129,
+        0.8333333333333334,
+        -1.0,
+        0.7508896797153027,
+        0.13109756097560973,
+        0.08157634039674291,
+        0.17707136631014223,
+        0.3024866706067019,
+        0.55735765024434,
+        0.05500000000000001,
+        -1.0,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5213675213675214,
+        0.5080154969676149,
+        0.4943820224719101,
+        0.5213675213675214,
+        0.5213675213675214,
+        0.8333333333333334,
+        -1.0,
+        0.7508896797153027,
+        0.14329268292682926,
+        0.0845579529804045,
+        0.18341284362962543,
+        0.33832828119141584,
+        0.35172333830083996,
+        0.07,
+        0.007248416608022519,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.52991452991453,
+        0.5134714091832119,
+        0.5,
+        0.52991452991453,
+        0.52991452991453,
+        0.8333333333333334,
+        -1.0,
+        0.7508896797153027,
+        0.1524390243902439,
+        0.08584821320704569,
+        0.12780296559723434,
+        0.27477932625397977,
+        0.30653835267478063,
+        0.09,
+        0.0061928219563687536,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5384615384615385,
+        0.5314514291156592,
+        0.5224719101123595,
+        0.5384615384615385,
+        0.5384615384615385,
+        0.8333333333333334,
+        -1.0,
+        0.7153024911032031,
+        0.1524390243902439,
+        0.10902940536883562,
+        0.19268115663502394,
+        0.3993352779313545,
+        0.6039067109081672,
+        0.07,
+        0.009992962702322309,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5470085470085471,
+        0.5371488436799516,
+        0.5280898876404494,
+        0.5470085470085471,
+        0.5470085470085471,
+        0.8333333333333334,
+        -1.0,
+        0.7153024911032031,
+        0.1524390243902439,
+        0.09519414308840943,
+        0.20072995477129107,
+        0.41077408982009295,
+        0.596574807580165,
+        0.105,
+        0.0061928219563687536,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5555555555555557,
+        0.5493089971529934,
+        0.5449438202247191,
+        0.5555555555555557,
+        0.5555555555555557,
+        0.8333333333333334,
+        -1.0,
+        0.7153024911032031,
+        0.15853658536585366,
+        0.09882330200304443,
+        0.20853484993373195,
+        0.42348388080758015,
+        0.48352708882515627,
+        0.09,
+        0.005348346235045743,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5641025641025642,
+        0.557574500073131,
+        0.550561797752809,
+        0.5641025641025642,
+        0.5641025641025642,
+        0.8333333333333334,
+        -1.0,
+        0.7153024911032031,
+        0.16158536585365854,
+        0.10281489356561238,
+        0.21463242427938886,
+        0.43949821745181405,
+        0.509615023922466,
+        0.13,
+        0.004996481351161154,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5726495726495727,
+        0.5654964573986455,
+        0.5561797752808989,
+        0.5726495726495727,
+        0.5726495726495727,
+        0.8333333333333334,
+        -1.0,
+        0.7153024911032031,
+        0.16463414634146342,
+        0.10698045279918819,
+        0.22121780457269832,
+        0.45271640007880076,
+        0.596574807580165,
+        0.065,
+        0.005207600281491907,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5811965811965812,
+        0.5711938719629379,
+        0.5617977528089888,
+        0.5811965811965812,
+        0.5811965811965812,
+        0.8333333333333334,
+        -1.0,
+        0.6797153024911033,
+        0.1676829268292683,
+        0.11068209824340977,
+        0.22731537891835524,
+        0.4585629039330449,
+        0.37832280153731257,
+        0.075,
+        0.004644616467276566,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5897435897435899,
+        0.5852078110703316,
+        0.5786516853932584,
+        0.5897435897435899,
+        0.5897435897435899,
+        0.8333333333333334,
+        -1.0,
+        0.6797153024911033,
+        0.12195121951219515,
+        0.11405997052214464,
+        0.1699981800691802,
+        0.2752877178934793,
+        0.24975872922769482,
+        0.065,
+        0.004292751583391977,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.5982905982905984,
+        0.5917147687189832,
+        0.5842696629213483,
+        0.5982905982905984,
+        0.5982905982905984,
+        0.8333333333333334,
+        -1.0,
+        0.6441281138790037,
+        0.17378048780487806,
+        0.07403290888443234,
+        0.2399983335573216,
+        0.4885580106635147,
+        0.6259024208921734,
+        0.095,
+        0.00422237860661506,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.6068376068376069,
+        0.6036980472324172,
+        0.5955056179775281,
+        0.6068376068376069,
+        0.6068376068376069,
+        0.8333333333333334,
+        0.1764705882352941,
+        0.6085409252669042,
+        0.1829268292682927,
+        0.14164834368279897,
+        0.32438876250121335,
+        0.6319244530023704,
+        0.8306841859370685,
+        0.07,
+        0.0035186488388458817,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.6153846153846155,
+        0.6120587905154204,
+        0.6067415730337078,
+        0.6153846153846155,
+        0.6153846153846155,
+        0.8333333333333334,
+        0.23529411764705882,
+        0.5729537366548044,
+        0.2439024390243902,
+        0.1766593374731196,
+        0.40731577360214744,
+        0.8274010383899237,
+        0.9764697055985051,
+        0.08,
+        0.003237156931738213,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.623931623931624,
+        0.6218957594228435,
+        0.6179775280898876,
+        0.623931623931624,
+        0.623931623931624,
+        0.8333333333333334,
+        0.2941176470588235,
+        0.5373665480427048,
+        0.5060975609756098,
+        0.19185251407446782,
+        0.4707305467969794,
+        0.9318755203070687,
+        0.99300911543144,
+        0.095,
+        0.002674173117522871,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.6324786324786326,
+        0.6299469715265329,
+        0.6235955056179775,
+        0.6324786324786326,
+        0.6324786324786326,
+        0.8333333333333334,
+        0.3529411764705882,
+        0.5373665480427048,
+        0.36585365853658536,
+        0.19037862130620728,
+        0.5121940523474464,
+        0.8741730692238767,
+        1.0,
+        0.09,
+        0.00302603800140746,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.6410256410256411,
+        0.6436309708054273,
+        0.6404494382022472,
+        0.6410256410256411,
+        0.6410256410256411,
+        0.8333333333333334,
+        0.4117647058823529,
+        0.5017793594306051,
+        0.4573170731707318,
+        0.21960035760021265,
+        0.5512185281596508,
+        0.8352811088021659,
+        0.9004225222429487,
+        0.08,
+        0.0025334271639690367,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.6495726495726497,
+        0.650389635127367,
+        0.6460674157303371,
+        0.6495726495726497,
+        0.6495726495726497,
+        0.8333333333333334,
+        0.47058823529411764,
+        0.5017793594306051,
+        0.4573170731707318,
+        0.24515427549713678,
+        0.5512185281596508,
+        0.6868307500683152,
+        0.8008450444858972,
+        0.11,
+        0.002603800140745954,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.6581196581196582,
+        0.6601415679965169,
+        0.6573033707865168,
+        0.6581196581196582,
+        0.6581196581196582,
+        0.8333333333333334,
+        0.5294117647058824,
+        0.4661921708185055,
+        0.4817073170731707,
+        0.2447531833667577,
+        0.5243892010387603,
+        0.5162653550162368,
+        0.6980278885141472,
+        0.14500000000000002,
+        0.00274454609429979,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.6666666666666667,
+        0.6665464823992409,
+        0.6629213483146067,
+        0.6666666666666667,
+        0.6666666666666667,
+        0.8333333333333334,
+        0.5882352941176471,
+        0.4661921708185055,
+        0.5609756097560976,
+        0.25764612076255833,
+        0.4707305467969794,
+        0.33644214820887275,
+        0.5328042995645191,
+        0.09,
+        0.002463054187192118,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.6752136752136753,
+        0.6788699050657669,
+        0.6797752808988764,
+        0.6752136752136753,
+        0.6752136752136753,
+        0.8333333333333334,
+        0.6470588235294117,
+        0.4661921708185055,
+        0.39634146341463417,
+        0.31621523666851903,
+        0.3292668219777389,
+        0.05598790027897992,
+        0.1067013596417939,
+        0.115,
+        0.003237156931738213,
+        0.8333333333333334,
+        -1.0,
+    ],
+    [
+        0.6837606837606839,
+        0.6917715727925495,
+        0.6910112359550562,
+        0.6837606837606839,
+        0.6837606837606839,
+        0.8333333333333334,
+        0.7058823529411764,
+        0.5729537366548044,
+        0.4085365853658537,
+        0.10700461497571703,
+        0.2902423461655346,
+        0.14310589162361226,
+        0.29698982741040586,
+        0.125,
+        0.002463054187192118,
+        0.8333333333333334,
+        0.2857142857142857,
+    ],
+    [
+        0.6923076923076924,
+        0.7013534335851533,
+        0.7022471910112359,
+        0.6923076923076924,
+        0.6923076923076924,
+        0.8333333333333334,
+        0.7647058823529411,
+        0.4661921708185055,
+        0.4969512195121951,
+        0.1702370309517481,
+        0.27560816773595803,
+        0.14910491296970624,
+        0.3440504162133959,
+        0.13,
+        0.002463054187192118,
+        0.8333333333333334,
+        0.42857142857142855,
+    ],
+    [
+        0.7008547008547009,
+        0.7074079995101924,
+        0.7078651685393258,
+        0.7008547008547009,
+        0.7008547008547009,
+        0.8333333333333334,
+        0.8235294117647058,
+        0.3950177935943062,
+        0.4024390243902439,
+        0.1639017082658806,
+        0.2392666246358428,
+        0.13484961139814058,
+        0.31250618096501487,
+        0.08,
+        0.0019704433497536944,
+        0.8333333333333334,
+        0.5714285714285714,
+    ],
+    [
+        0.7094017094017095,
+        0.7108774698717316,
+        0.7078651685393258,
+        0.7094017094017095,
+        0.7094017094017095,
+        0.8333333333333334,
+        0.8823529411764706,
+        0.35943060498220647,
+        0.39634146341463417,
+        0.21857588131538888,
+        0.22731537891835524,
+        0.13039610063612506,
+        0.20985953437298585,
+        0.15500000000000003,
+        -1.0,
+        0.8333333333333334,
+        0.7142857142857142,
+    ],
+    [
+        0.7179487179487181,
+        0.7108774698717316,
+        0.7022471910112359,
+        0.7179487179487181,
+        0.7179487179487181,
+        0.8333333333333334,
+        0.9411764705882353,
+        0.32384341637010683,
+        0.4573170731707318,
+        0.26124628506535874,
+        0.17072988899065902,
+        0.14259749998411278,
+        0.10329117204737433,
+        0.09,
+        -1.0,
+        0.8333333333333334,
+        0.8571428571428572,
+    ],
+    [
+        0.7264957264957266,
+        0.7516947682427814,
+        0.7640449438202247,
+        0.7264957264957266,
+        0.7264957264957266,
+        0.8333333333333334,
+        1.0,
+        0.2882562277580072,
+        -1.0,
+        0.3312441104694711,
+        0.00023512490579826907,
+        0.047782459217458176,
+        0.03530908235262022,
+        0.085,
+        0.0,
+        0.8333333333333334,
+        1.0,
+    ],
+    [
+        0.7350427350427351,
+        0.7550962097737021,
+        0.7640449438202247,
+        0.7350427350427351,
+        0.7350427350427351,
+        0.9999999999999999,
+        0.0,
+        -1.0,
+        0.0,
+        0.00864039432672098,
+        0.045607663417779054,
+        0.0726936495529331,
+        0.161264361152507,
+        0.09,
+        -1.0,
+        0.9999999999999999,
+        0.0,
+    ],
+    [
+        0.7435897435897437,
+        0.7653005343664645,
+        0.7752808988764045,
+        0.7435897435897437,
+        0.7435897435897437,
+        0.9999999999999999,
+        0.058823529411764705,
+        -1.0,
+        0.06097560975609759,
+        0.06690506680841815,
+        0.1341444429167175,
+        0.243767436244511,
+        0.34200430365674417,
+        0.06,
+        -1.0,
+        0.9999999999999999,
+        0.14285714285714285,
+    ],
+    [
+        0.7521367521367522,
+        0.7687019758973853,
+        0.7752808988764045,
+        0.7521367521367522,
+        0.7521367521367522,
+        0.9999999999999999,
+        0.1176470588235294,
+        -1.0,
+        0.12195121951219515,
+        0.061666706936960886,
+        0.24633981087680482,
+        0.3327359731569215,
+        0.5911185074290938,
+        0.04,
+        0.0018296973961998584,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.7606837606837608,
+        0.7858384383301644,
+        0.797752808988764,
+        0.7606837606837608,
+        0.7606837606837608,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.1829268292682927,
+        0.11659699905767515,
+        0.28536428668900904,
+        0.5119440260804912,
+        0.8622284211854495,
+        0.045,
+        0.001337086558761435,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.7692307692307694,
+        0.7824301939161817,
+        0.7865168539325842,
+        0.7692307692307694,
+        0.7692307692307694,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.2439024390243902,
+        0.09646024113852172,
+        0.3756083870047315,
+        0.4725436740192808,
+        0.7324707832177849,
+        0.05500000000000001,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.7777777777777779,
+        0.8062164745419109,
+        0.8202247191011236,
+        0.7777777777777779,
+        0.7777777777777779,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.2073170731707317,
+        0.11115567690337544,
+        0.4634134575821911,
+        0.3535800303764005,
+        0.7502037587087667,
+        0.06,
+        0.00154820548909219,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.7863247863247864,
+        0.8027163912065933,
+        0.8089887640449438,
+        0.7863247863247864,
+        0.7863247863247864,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.201219512195122,
+        0.11461570058230844,
+        0.49999890365613264,
+        0.22851568705952632,
+        0.7278670299653185,
+        0.75,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.7948717948717949,
+        0.826526481923039,
+        0.8426966292134831,
+        0.7948717948717949,
+        0.7948717948717949,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.17682926829268295,
+        0.10304201802498372,
+        0.4829256954882932,
+        0.22851568705952632,
+        0.5962337888207231,
+        0.8,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8034188034188036,
+        0.8231250403921182,
+        0.8314606741573034,
+        0.8034188034188036,
+        0.8034188034188036,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.1829268292682927,
+        0.10050982192475896,
+        0.3341448814542644,
+        0.3185010072509358,
+        0.4903474640139954,
+        0.65,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8119658119658121,
+        0.8367308065158015,
+        0.848314606741573,
+        0.8119658119658121,
+        0.8119658119658121,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.1829268292682927,
+        0.10136516297388068,
+        0.3292668219777389,
+        0.3370573020926671,
+        0.5761136820136477,
+        0.65,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8205128205128206,
+        0.8367308065158015,
+        0.8426966292134831,
+        0.8205128205128206,
+        0.8205128205128206,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.1829268292682927,
+        0.11133930944499479,
+        0.3609742085751549,
+        0.31646744069293786,
+        0.16689117068329928,
+        0.4,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8290598290598292,
+        0.8503365726394846,
+        0.8595505617977528,
+        0.8290598290598292,
+        0.8290598290598292,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.1829268292682927,
+        0.11538889023123203,
+        0.3682912977899432,
+        0.48576185664626753,
+        0.1992879528302852,
+        0.6,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8376068376068377,
+        0.8537380141704054,
+        0.8595505617977528,
+        0.8376068376068377,
+        0.8376068376068377,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.1829268292682927,
+        0.12207214825911519,
+        0.3292668219777389,
+        0.28443876740447005,
+        -1.0,
+        0.6,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8461538461538463,
+        0.8707452218250095,
+        0.8820224719101123,
+        0.8461538461538463,
+        0.8461538461538463,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.1829268292682927,
+        0.12593809650373308,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.5,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8547008547008548,
+        0.8741466633559303,
+        0.8820224719101123,
+        0.8547008547008548,
+        0.8547008547008548,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.1829268292682927,
+        0.12980404474835092,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.15000000000000002,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8632478632478634,
+        0.8775481048868511,
+        0.8820224719101123,
+        0.8632478632478634,
+        0.8632478632478634,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        0.1829268292682927,
+        0.1331867494623916,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.35,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8717948717948719,
+        0.8877524294796135,
+        0.8932584269662921,
+        0.8717948717948719,
+        0.8717948717948719,
+        0.9999999999999999,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        1.0000000000000002,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8803418803418804,
+        0.8843509879486927,
+        0.8820224719101123,
+        0.8803418803418804,
+        0.8803418803418804,
+        0.9999999999999999,
+        0.1764705882352941,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.4414621899378262,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8888888888888891,
+        0.8877524294796135,
+        0.8820224719101123,
+        0.8888888888888891,
+        0.8888888888888891,
+        0.9999999999999999,
+        0.23529411764705882,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9512194052347446,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.8974358974358976,
+        0.9013581956032967,
+        0.898876404494382,
+        0.8974358974358976,
+        0.8974358974358976,
+        0.9999999999999999,
+        0.2941176470588235,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.8536582157042338,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.9059829059829061,
+        0.894555312541455,
+        0.8820224719101123,
+        0.9059829059829061,
+        0.9059829059829061,
+        0.9999999999999999,
+        0.3529411764705882,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9024388104694893,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.9145299145299146,
+        0.9047596371342175,
+        0.8932584269662921,
+        0.9145299145299146,
+        0.9145299145299146,
+        0.9999999999999999,
+        0.4117647058823529,
+        -1.0,
+        -1.0,
+        -1.0,
+        1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.9230769230769232,
+        0.9081610786651383,
+        0.8932584269662921,
+        0.9230769230769232,
+        0.9230769230769232,
+        0.9999999999999999,
+        0.47058823529411764,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.8536582157042338,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.9316239316239318,
+        0.9183654032579007,
+        0.9044943820224719,
+        0.9316239316239318,
+        0.9316239316239318,
+        0.9999999999999999,
+        0.5294117647058824,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.9401709401709403,
+        0.9217668447888215,
+        0.9044943820224719,
+        0.9401709401709403,
+        0.9401709401709403,
+        0.9999999999999999,
+        0.5882352941176471,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.9487179487179489,
+        0.965985584690792,
+        0.9719101123595505,
+        0.9487179487179489,
+        0.9487179487179489,
+        0.9999999999999999,
+        0.6470588235294117,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        -1.0,
+    ],
+    [
+        0.9572649572649574,
+        0.9625841431598712,
+        0.9606741573033708,
+        0.9572649572649574,
+        0.9572649572649574,
+        0.9999999999999999,
+        0.7058823529411764,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        0.2857142857142857,
+    ],
+    [
+        0.9658119658119659,
+        0.9795913508144752,
+        0.9831460674157303,
+        0.9658119658119659,
+        0.9658119658119659,
+        0.9999999999999999,
+        0.7647058823529411,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        0.42857142857142855,
+    ],
+    [
+        0.9743589743589745,
+        0.9761899092835544,
+        0.9719101123595505,
+        0.9743589743589745,
+        0.9743589743589745,
+        0.9999999999999999,
+        0.8235294117647058,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        0.5714285714285714,
+    ],
+    [
+        0.9829059829059831,
+        0.9897956754072376,
+        0.9887640449438202,
+        0.9829059829059831,
+        0.9829059829059831,
+        0.9999999999999999,
+        0.8823529411764706,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        0.7142857142857142,
+    ],
+    [
+        0.9914529914529915,
+        1.0,
+        1.0,
+        0.9914529914529915,
+        0.9914529914529915,
+        0.9999999999999999,
+        0.9411764705882353,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        0.8571428571428572,
+    ],
+    [
+        1.0000000000000002,
+        0.9965985584690792,
+        0.9887640449438202,
+        1.0000000000000002,
+        1.0000000000000002,
+        0.9999999999999999,
+        1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        -1.0,
+        0.9999999999999999,
+        1.0,
+    ],
+]
+
+
+@torch.jit.script
+def gaussian(x: torch.Tensor, mean: torch.Tensor, std: torch.Tensor) -> torch.Tensor:
+    """Compute the Gaussian distribution probability density."""
+    pi = 3.14159
+    a = (2 * pi) ** 0.5
+    output: torch.Tensor = torch.exp(-0.5 * (((x - mean) / std) ** 2)) / (a * std)
+    return output
+
+
+class GaussianLayer(nn.Module):
+    """Gaussian pairwise positional embedding layer."""
+
+    def __init__(self, k: int = 128, edge_types: int = 1024):
+        super().__init__()
+        self.k = k
+        self.means = nn.Embedding(1, k)
+        self.stds = nn.Embedding(1, k)
+        self.mul = nn.Embedding(edge_types, 1)
+        self.bias = nn.Embedding(edge_types, 1)
+        nn.init.uniform_(self.means.weight, 0, 3)
+        nn.init.uniform_(self.stds.weight, 0, 3)
+        nn.init.constant_(self.bias.weight, 0)
+        nn.init.constant_(self.mul.weight, 1)
+
+    def forward(self, x: torch.Tensor, edge_types: int) -> torch.Tensor:
+        """Forward pass to compute the Gaussian pos. embeddings."""
+        mul = self.mul(edge_types)
+        bias = self.bias(edge_types)
+        x = mul * x.unsqueeze(-1) + bias
+        x = x.expand(-1, -1, -1, self.k)
+        mean = self.means.weight.float().view(-1)
+        std = self.stds.weight.float().view(-1).abs() + 1e-5
+        output: torch.Tensor = gaussian(x.float(), mean, std).type_as(self.means.weight)
+        return output
+
+
+class ParallelBlock(nn.Module):
+    """Parallel transformer block (MLP & Attention in parallel).
+
+    Based on:
+      'Scaling Vision Atomformers to 22 Billion Parameters` - https://arxiv.org/abs/2302.05442
+
+    Adapted from TIMM implementation.
+    """
+
+    def __init__(
+        self,
+        dim: int,
+        num_heads: int,
+        mlp_ratio: int = 4,
+        dropout: float = 0.0,
+        k: int = 128,
+        gradient_checkpointing: bool = False,
+    ):
+        super().__init__()
+        assert (
+            dim % num_heads == 0
+        ), f"dim {dim} should be divisible by num_heads {num_heads}"
+        self.num_heads = num_heads
+        self.head_dim = dim // num_heads
+        self.scale = self.head_dim**-0.5
+        self.mlp_hidden_dim = int(mlp_ratio * dim)
+        self.proj_drop = nn.Dropout(dropout)
+        self.attn_drop = nn.Dropout(dropout)
+        self.gradient_checkpointing = gradient_checkpointing
+
+        self.in_proj_in_dim = dim
+        self.in_proj_out_dim = self.mlp_hidden_dim + 3 * dim
+        self.out_proj_in_dim = self.mlp_hidden_dim + dim
+        self.out_proj_out_dim = 2 * dim
+
+        self.in_split = [self.mlp_hidden_dim] + [dim] * 3
+        self.out_split = [dim] * 2
+
+        self.in_norm = nn.LayerNorm(dim)
+        self.q_norm = nn.LayerNorm(self.head_dim)
+        self.k_norm = nn.LayerNorm(self.head_dim)
+        self.in_proj = nn.Linear(self.in_proj_in_dim, self.in_proj_out_dim, bias=False)
+        self.act_fn = nn.GELU()
+        self.out_proj = nn.Linear(
+            self.out_proj_in_dim, self.out_proj_out_dim, bias=False
+        )
+        self.gaussian_proj = nn.Linear(k, 1)
+        self.pos_embed_ff_norm = nn.LayerNorm(k)
+
+    def forward(
+        self,
+        x: torch.Tensor,
+        pos_embed: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[torch.Tensor, torch.Tensor]:
+        """Forward pass for the parallel block."""
+        b, n, c = x.shape
+        res = x
+
+        # Combined MLP fc1 & qkv projections
+        x = self.in_proj(self.in_norm(x))
+        x, q, k, v = torch.split(x, self.in_split, dim=-1)
+        x = self.act_fn(x)
+        x = self.proj_drop(x)
+
+        # Dot product attention
+        q = self.q_norm(q.view(b, n, self.num_heads, self.head_dim).transpose(1, 2))
+        k = self.k_norm(k.view(b, n, self.num_heads, self.head_dim).transpose(1, 2))
+        v = v.view(b, n, self.num_heads, self.head_dim).transpose(1, 2)
+
+        x_attn = (
+            f.scaled_dot_product_attention(
+                q,
+                k,
+                v,
+                attn_mask=attention_mask
+                + self.gaussian_proj(self.pos_embed_ff_norm(pos_embed)).permute(
+                    0, 3, 1, 2
+                ),
+                is_causal=False,
+            )
+            .transpose(1, 2)
+            .reshape(b, n, c)
+        )
+
+        # Combined MLP fc2 & attn_output projection
+        x_mlp, x_attn = self.out_proj(torch.cat([x, x_attn], dim=-1)).split(
+            self.out_split, dim=-1
+        )
+        # Residual connections
+        x = x_mlp + x_attn + res
+        del x_mlp, x_attn, res
+
+        return x, pos_embed
+
+
+class AtomformerEncoder(nn.Module):
+    """Atomformer encoder.
+
+    The transformer encoder consists of a series of parallel blocks,
+    each containing a multi-head self-attention mechanism and a feed-forward network.
+    """
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__()
+        self.vocab_size = config.vocab_size
+        self.dim = config.dim
+        self.num_heads = config.num_heads
+        self.depth = config.depth
+        self.mlp_ratio = config.mlp_ratio
+        self.dropout = config.dropout
+        self.k = config.k
+        self.gradient_checkpointing = config.gradient_checkpointing
+
+        self.metadata_vocab = nn.Embedding(self.vocab_size, 17)
+        self.metadata_vocab.weight.requires_grad = False
+        self.metadata_vocab.weight.fill_(-1)
+        self.metadata_vocab.weight[1:-4] = torch.tensor(
+            ATOM_METADATA, dtype=torch.float32
+        )
+        self.embed_metadata = nn.Linear(17, self.dim)
+
+        self.gaussian_embed = GaussianLayer(
+            k=self.k, edge_types=(self.vocab_size + 1) ** 2
+        )
+
+        self.embed_tokens = nn.Embedding(config.vocab_size, config.dim)
+        nn.init.normal_(self.embed_tokens.weight, std=0.02)
+
+        self.blocks = nn.ModuleList()
+        for _ in range(self.depth):
+            self.blocks.append(
+                ParallelBlock(
+                    self.dim,
+                    self.num_heads,
+                    self.mlp_ratio,
+                    self.dropout,
+                    self.k,
+                    self.gradient_checkpointing,
+                )
+            )
+
+    def _expand_mask(
+        self,
+        mask: torch.Tensor,
+        dtype: torch.dtype,
+        device: torch.device,
+        tgt_len: Optional[int] = None,
+    ) -> torch.Tensor:
+        """
+        Expand attention mask.
+
+        Expands attention_mask from `[bsz, seq_len]` to
+        `[bsz, 1, tgt_seq_len, src_seq_len]`.
+        """
+        bsz, src_len = mask.size()
+        tgt_len = tgt_len if tgt_len is not None else src_len
+
+        expanded_mask = (
+            mask[:, None, None, :].expand(bsz, 1, tgt_len, src_len).to(dtype)
+        )
+
+        inverted_mask: torch.Tensor = 1.0 - expanded_mask
+
+        return inverted_mask.masked_fill(
+            inverted_mask.to(torch.bool), torch.finfo(dtype).min
+        ).to(device)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[torch.Tensor, torch.Tensor]:
+        """Forward pass for the transformer encoder."""
+        # pad coords by zeros for graph token
+        coords_center = torch.sum(coords, dim=1, keepdim=True) / coords.shape[1]
+        coords = torch.cat([coords_center, coords], dim=1)
+
+        r_ij = torch.cdist(coords, coords, p=2)  # [B, N, N]
+        # pad input_ids by graph token
+        input_ids = torch.cat(
+            [
+                torch.zeros(
+                    input_ids.size(0), 1, dtype=torch.long, device=input_ids.device
+                ).fill_(122),
+                input_ids,
+            ],
+            dim=1,
+        )
+        edge_type = input_ids.unsqueeze(-1) * self.vocab_size + input_ids.unsqueeze(
+            -2
+        )  # [B, N, N]
+        pos_embeds = self.gaussian_embed(r_ij, edge_type)  # [B, N, N, K]
+
+        input_embeds = self.embed_tokens(input_ids)
+        atom_metadata = self.metadata_vocab(input_ids)
+        input_embeds = input_embeds + self.embed_metadata(atom_metadata)  # [B, N, C]
+
+        attention_mask = (
+            torch.cat(
+                [
+                    torch.ones(
+                        attention_mask.size(0),
+                        1,
+                        dtype=torch.bool,
+                        device=attention_mask.device,
+                    ),
+                    attention_mask.bool(),
+                ],
+                dim=1,
+            )
+            if attention_mask is not None
+            else None
+        )
+
+        attention_mask = (
+            self._expand_mask(attention_mask, input_embeds.dtype, input_embeds.device)
+            if attention_mask is not None
+            else None
+        )
+
+        for blk in self.blocks:
+            input_embeds, pos_embeds = blk(input_embeds, pos_embeds, attention_mask)
+
+        return input_embeds, pos_embeds
+
+
+class AtomformerPreTrainedModel(PreTrainedModel):  # type: ignore
+    """Base class for all transformer models."""
+
+    config_class = AtomformerConfig
+    base_model_prefix = "model"
+    supports_gradient_checkpointing = True
+    _no_split_modules = ["ParallelBlock"]
+
+    def _set_gradient_checkpointing(
+        self, module: nn.Module, value: bool = False
+    ) -> None:
+        if isinstance(module, (AtomformerEncoder)):
+            module.gradient_checkpointing = value
+
+
+class AtomformerModel(AtomformerPreTrainedModel):
+    """Atomformer model for atom modeling."""
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__(config)
+        self.config = config
+        self.encoder = AtomformerEncoder(config)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> torch.Tensor:
+        """Forward function call for the transformer model."""
+        output: torch.Tensor = self.encoder(input_ids, coords, attention_mask)
+        return output[0][:, :-1]
+
+
+class AtomformerForMaskedAM(AtomformerPreTrainedModel):
+    """Atomformer with an atom modeling head on top for masked atom modeling."""
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__(config)
+        self.config = config
+        self.encoder = AtomformerEncoder(config)
+        self.am_head = nn.Linear(config.dim, config.vocab_size, bias=False)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        labels: Optional[torch.Tensor] = None,
+        fixed: Optional[torch.Tensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[Optional[torch.Tensor], torch.Tensor]:
+        """Forward function call for the masked atom modeling model."""
+        hidden_states = self.encoder(input_ids, coords, attention_mask)
+        logits = self.am_head(hidden_states)
+
+        loss = None
+        if labels is not None:
+            loss_fct = nn.CrossEntropyLoss()
+            logits, labels = logits.view(-1, self.config.vocab_size), labels.view(-1)
+            loss = loss_fct(logits, labels)
+
+        return loss, logits
+
+
+class AtomformerForCoordinateAM(AtomformerPreTrainedModel):
+    """Atomformer with an atom coordinate head on top for coordinate denoising."""
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__(config)
+        self.config = config
+        self.encoder = AtomformerEncoder(config)
+        self.coords_head = nn.Linear(config.dim, 3)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        labels_coords: Optional[torch.Tensor] = None,
+        fixed: Optional[torch.Tensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[Optional[torch.Tensor], torch.Tensor]:
+        """Forward function call for the coordinate atom modeling model."""
+        hidden_states = self.encoder(input_ids, coords, attention_mask)
+        coords_pred = self.coords_head(hidden_states)
+
+        loss = None
+        if labels_coords is not None:
+            labels_coords = labels_coords.to(coords_pred.device)
+            loss_fct = nn.L1Loss()
+            loss = loss_fct(coords_pred, labels_coords)
+
+        return loss, coords_pred
+
+
+class InitialStructure2RelaxedStructure(AtomformerPreTrainedModel):
+    """Atomformer with an coordinate head on top for relaxed structure prediction."""
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__(config)
+        self.config = config
+        self.encoder = AtomformerEncoder(config)
+        self.coords_head = nn.Linear(config.dim, 3)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        labels_coords: Optional[torch.Tensor] = None,
+        fixed: Optional[torch.Tensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[Optional[torch.Tensor], torch.Tensor]:
+        """Forward function call.
+
+        Initial structure to relaxed structure model.
+        """
+        hidden_states = self.encoder(input_ids, coords, attention_mask)
+        coords_pred = self.coords_head(hidden_states)
+
+        loss = None
+        if labels_coords is not None:
+            labels_coords = labels_coords.to(coords_pred.device)
+            loss_fct = nn.L1Loss()
+            loss = loss_fct(coords_pred, labels_coords)
+
+        return loss, coords_pred
+
+
+class InitialStructure2RelaxedEnergy(AtomformerPreTrainedModel):
+    """Atomformer with an energy head on top for relaxed energy prediction."""
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__(config)
+        self.config = config
+        self.encoder = AtomformerEncoder(config)
+        self.energy_norm = nn.LayerNorm(config.dim)
+        self.energy_head = nn.Linear(config.dim, 1, bias=False)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        labels_energy: Optional[torch.Tensor] = None,
+        fixed: Optional[torch.Tensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[Optional[torch.Tensor], torch.Tensor]:
+        """Forward function call for the relaxed energy prediction model."""
+        hidden_states = self.encoder(input_ids, coords, attention_mask)
+        energy = self.energy_head(self.energy_norm(hidden_states[:, 0])).squeeze(-1)
+
+        loss = None
+        if labels_energy is not None:
+            loss_fct = nn.L1Loss()
+            loss = loss_fct(energy, labels_energy)
+
+        return loss, energy
+
+
+class InitialStructure2RelaxedStructureAndEnergy(AtomformerPreTrainedModel):
+    """Atomformer with an coordinate and energy head."""
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__(config)
+        self.config = config
+        self.encoder = AtomformerEncoder(config)
+        self.energy_norm = nn.LayerNorm(config.dim)
+        self.energy_head = nn.Linear(config.dim, 1, bias=False)
+        self.coords_head = nn.Linear(config.dim, 3)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        labels_coords: Optional[torch.Tensor] = None,
+        forces: Optional[torch.Tensor] = None,
+        total_energy: Optional[torch.Tensor] = None,
+        formation_energy: Optional[torch.Tensor] = None,
+        has_formation_energy: Optional[torch.Tensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[torch.Tensor, Tuple[torch.Tensor, torch.Tensor]]:
+        """Forward function call for the relaxed structure and energy model."""
+        atom_hidden_states, pos_hidden_states = self.encoder(
+            input_ids, coords, attention_mask
+        )
+
+        formation_energy_pred = self.formation_energy_head(
+            self.energy_norm(atom_hidden_states[:, 0])
+        ).squeeze(-1)
+        loss_formation_energy = None
+        if formation_energy is not None:
+            loss_fct = nn.L1Loss()
+            loss_formation_energy = loss_fct(
+                formation_energy_pred[has_formation_energy],
+                formation_energy[has_formation_energy],
+            )
+        coords_pred = self.coords_head(atom_hidden_states[:, 1:])
+        loss_coords = None
+        if labels_coords is not None:
+            loss_fct = nn.L1Loss()
+            loss_coords = loss_fct(coords_pred, labels_coords)
+
+        loss = torch.Tensor(0).to(coords.device)
+        loss = (
+            loss + loss_formation_energy if loss_formation_energy is not None else loss
+        )
+        loss = loss + loss_coords if loss_coords is not None else loss
+
+        return loss, (formation_energy_pred, coords_pred)
+
+
+class Structure2Energy(AtomformerPreTrainedModel):
+    """Atomformer with an atom modeling head on top for masked atom modeling."""
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__(config)
+        self.config = config
+        self.encoder = AtomformerEncoder(config)
+        self.energy_norm = nn.LayerNorm(config.dim)
+        self.formation_energy_head = nn.Linear(config.dim, 1, bias=False)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        forces: Optional[torch.Tensor] = None,
+        total_energy: Optional[torch.Tensor] = None,
+        formation_energy: Optional[torch.Tensor] = None,
+        has_formation_energy: Optional[torch.Tensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[Optional[torch.Tensor], Tuple[torch.Tensor, Optional[torch.Tensor]]]:
+        """Forward function call for the structure to energy model."""
+        atom_hidden_states, pos_hidden_states = self.encoder(
+            input_ids, coords, attention_mask
+        )
+
+        formation_energy_pred: torch.Tensor = self.formation_energy_head(
+            self.energy_norm(atom_hidden_states[:, 0])
+        ).squeeze(-1)
+        loss = torch.Tensor(0).to(coords.device)
+        if formation_energy is not None:
+            loss_fct = nn.L1Loss()
+            loss = loss_fct(
+                formation_energy_pred[has_formation_energy],
+                formation_energy[has_formation_energy],
+            )
+
+        return loss, (
+            formation_energy_pred,
+            attention_mask.bool() if attention_mask is not None else None,
+        )
+
+
+class Structure2Forces(AtomformerPreTrainedModel):
+    """Atomformer with a forces head on top for forces prediction."""
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__(config)
+        self.config = config
+        self.encoder = AtomformerEncoder(config)
+        self.force_norm = nn.LayerNorm(config.dim)
+        self.force_head = nn.Linear(config.dim, 3)
+        self.energy_norm = nn.LayerNorm(config.dim)
+        self.formation_energy_head = nn.Linear(config.dim, 1, bias=False)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        forces: Optional[torch.Tensor] = None,
+        total_energy: Optional[torch.Tensor] = None,
+        formation_energy: Optional[torch.Tensor] = None,
+        has_formation_energy: Optional[torch.Tensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[torch.Tensor, Tuple[torch.Tensor, Optional[torch.Tensor]]]:
+        """Forward function call for the structure to forces model."""
+        atom_hidden_states, pos_hidden_states = self.encoder(
+            input_ids, coords, attention_mask
+        )
+        attention_mask = attention_mask.bool() if attention_mask is not None else None
+
+        forces_pred: torch.Tensor = self.force_head(
+            self.force_norm(atom_hidden_states[:, 1:])
+        )
+        loss = torch.Tensor(0).to(coords.device)
+        if forces is not None:
+            loss_fct = nn.L1Loss()
+            loss = loss_fct(forces_pred[attention_mask], forces[attention_mask])
+
+        return loss, (
+            forces_pred,
+            attention_mask if attention_mask is not None else None,
+        )
+
+
+class Structure2EnergyAndForces(AtomformerPreTrainedModel):
+    """Atomformer with an energy and forces head for energy and forces prediction."""
+
+    def __init__(self, config: AtomformerConfig):
+        super().__init__(config)
+        self.config = config
+        self.encoder = AtomformerEncoder(config)
+        self.force_norm = nn.LayerNorm(config.dim)
+        self.force_head = nn.Linear(config.dim, 3)
+        self.energy_norm = nn.LayerNorm(config.dim)
+        self.formation_energy_head = nn.Linear(config.dim, 1, bias=False)
+
+    def forward(
+        self,
+        input_ids: torch.Tensor,
+        coords: torch.Tensor,
+        forces: Optional[torch.Tensor] = None,
+        total_energy: Optional[torch.Tensor] = None,
+        formation_energy: Optional[torch.Tensor] = None,
+        has_formation_energy: Optional[torch.Tensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+    ) -> Tuple[torch.Tensor, Tuple[torch.Tensor, torch.Tensor, Optional[torch.Tensor]]]:
+        """Forward function call for the structure to energy and forces model."""
+        atom_hidden_states, pos_hidden_states = self.encoder(
+            input_ids, coords, attention_mask
+        )
+
+        formation_energy_pred: torch.Tensor = self.formation_energy_head(
+            self.energy_norm(atom_hidden_states[:, 0])
+        ).squeeze(-1)
+        loss_formation_energy = None
+        if formation_energy is not None:
+            loss_fct = nn.L1Loss()
+            loss_formation_energy = loss_fct(
+                formation_energy_pred[has_formation_energy],
+                formation_energy[has_formation_energy],
+            )
+        attention_mask = attention_mask.bool() if attention_mask is not None else None
+        forces_pred: torch.Tensor = self.force_head(
+            self.force_norm(atom_hidden_states[:, 1:])
+        )
+        loss_forces = None
+        if forces is not None:
+            loss_fct = nn.L1Loss()
+            loss_forces = loss_fct(forces_pred[attention_mask], forces[attention_mask])
+
+        loss = torch.Tensor(0).to(coords.device)
+        loss = (
+            loss + loss_formation_energy if loss_formation_energy is not None else loss
+        )
+        loss = loss + loss_forces if loss_forces is not None else loss
+
+        return loss, (formation_energy_pred, forces_pred, attention_mask)
diff --git a/Transfer Learning/Atomistic graph data/readme.md b/Transfer Learning/Atomistic graph data/readme.md
new file mode 100644
index 00000000..5eacaf13
--- /dev/null
+++ b/Transfer Learning/Atomistic graph data/readme.md	
@@ -0,0 +1,32 @@
+# AtomFormer Base Model
+
+This model is a transformer-based architecture that utilizes Gaussian pair-wise positional embeddings to train on atomistic graph data. AtomFormer is part of the AtomGen project, which supports a range of methods for pre-training and fine-tuning models on atomistic graphs.
+
+## Model Description
+
+AtomFormer is a transformer model designed to work with atomistic graph data. It builds on the work from Uni-Mol+ by adding pair-wise positional embeddings to the attention mask, enabling the model to leverage 3D positional information. The model has been pre-trained on a diverse set of aggregated atomistic datasets, with the target tasks being per-atom force prediction and per-system energy prediction.
+
+In addition to the graph data, the model includes metadata about the atomic species being modeled, such as atomic radius, electronegativity, and valency. This metadata is normalized and projected into the atom embeddings within the model.
+
+## Intended Uses & Limitations
+
+While AtomFormer can be used for force and energy prediction, it is primarily intended to be fine-tuned for downstream tasks. The model’s performance on force and energy prediction tasks has not been extensively validated, as it was primarily used for pre-training tasks.
+
+
+## Training Data
+
+AtomFormer was trained on an aggregated S2EF dataset sourced from multiple datasets, including OC20, OC22, ODAC23, MPtrj, and SPICE. This dataset contains structures, energies, and forces for pre-training. The model was trained using formation energy, although this data is not available for OC22, as indicated by the "has_formation_energy" column in the dataset.
+
+### Preprocessing
+
+The model expects input in the form of tokenized atomic symbols (`input_ids`) and 3D coordinates (`coords`). During pre-training, the model also requires labels for `forces` and `formation_energy`.
+
+The `DataCollatorForAtomModeling` utility in the AtomGen library provides dynamic padding for batching data and supports flattening the data for graph neural network (GNN)-style training.
+
+### Pretraining Details
+
+The model was trained on a node with 4xA40 (48 GB) GPUs for 10 epochs, which took approximately two weeks. For detailed hyperparameters and training code, refer to the [training code repository](https://github.com/VectorInstitute/AtomGen).
+
+
+
+
diff --git a/ml-nexus/index.html b/ml-nexus/index.html
index f8e38edc..d1166fd5 100644
--- a/ml-nexus/index.html
+++ b/ml-nexus/index.html
@@ -2,7 +2,7 @@
 <html lang="en" class="dark">
   <head>
     <meta charset="UTF-8" />
-    <link rel="icon" type="image/svg+xml" href="/vite.svg" />
+    <link rel="icon" type="image/svg+xml" href="/mlnexus.jpg" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>ML Nexus - A machine learning hub </title>
   </head>
diff --git a/ml-nexus/public/mlnexus.jpg b/ml-nexus/public/mlnexus.jpg
new file mode 100644
index 00000000..4f3a2db4
Binary files /dev/null and b/ml-nexus/public/mlnexus.jpg differ
diff --git a/ml-nexus/src/components/Contributors.jsx b/ml-nexus/src/components/Contributors.jsx
index fa2008ab..916a4837 100644
--- a/ml-nexus/src/components/Contributors.jsx
+++ b/ml-nexus/src/components/Contributors.jsx
@@ -1,23 +1,41 @@
-import React, { useContext } from 'react'
-import { repoContext } from '../utils/Context'
+import React, { useContext } from 'react';
+import { repoContext } from '../utils/Context';
 
 function Contributors() {
-    const { contributors } = useContext(repoContext)
+    const { contributors } = useContext(repoContext);
+
     return (
         <>
-            <div className="p-10 ">
-                <h1 className='text-4xl font-bold'>Our Contributors</h1>
+            <div className="p-10">
+                <h1 className="text-4xl font-bold">Our Contributors</h1>
                 <div className="px-20 mt-6 flex flex-wrap gap-6">
-                    {contributors.map((c, i) => <div key={i} className="md:h-48 w-48 bg-[#324655] rounded-lg flex flex-col items-center justify-between">
-                        <div className="h-2/3 w-2/3 rounded-full overflow-hidden bg-gray-700 mt-2">
-                        <img className='h-full w-full object-cover' src={c.avatar_url} alt={c.avatar_url} />
+                    {contributors.map((c, i) => (
+                        <div key={i} className="md:h-48 w-48 bg-[#324655] rounded-lg flex flex-col items-center justify-between">
+                            {/* Contributor's Avatar */}
+                            <div className="h-2/3 w-2/3 rounded-full overflow-hidden bg-gray-700 mt-2">
+                                <img className="h-full w-full object-cover" src={c.avatar_url} alt={c.login} />
+                            </div>
+
+                            {/* GitHub Profile Link and Username */}
+                            <a
+                                href={c.html_url}
+                                target="_blank"
+                                rel="noopener noreferrer"
+                                className="md:text-base text-xs mb-2 bg-teal-800 px-4 py-2 rounded-full"
+                            >
+                                {c.login}
+                            </a>
+
+                            {/* Number of Contributions */}
+                            <p className="text-xs text-gray-300 mb-2">
+                                Contributions: {c.contributions}
+                            </p>
                         </div>
-                        <h1 className='md:text-base text-xs mb-2 bg-teal-800 px-4 py-2 rounded-full'>{c.login}</h1>
-                    </div>)}
+                    ))}
                 </div>
             </div>
         </>
-    )
+    );
 }
 
-export default Contributors
\ No newline at end of file
+export default Contributors;
diff --git a/ml-nexus/src/components/Footer.jsx b/ml-nexus/src/components/Footer.jsx
index 3802b4a1..2fffe32f 100644
--- a/ml-nexus/src/components/Footer.jsx
+++ b/ml-nexus/src/components/Footer.jsx
@@ -1,6 +1,7 @@
 import React from 'react';
 import { FaGithub, FaLinkedin } from 'react-icons/fa';
 import { MdEmail } from "react-icons/md";
+import { Link } from 'react-router-dom';
 
 const Footer = () => {
   return (
@@ -13,10 +14,10 @@ const Footer = () => {
           </div>
 
           <div className="flex space-x-6 text-sm md:text-base mb-4 md:mb-0">
-            <a href="/about" className="hover:text-[#61B3A0]">About Us</a>
+            <Link className='text-white hover:text-[#61B3A0]' to="/about">About</Link>
+            <Link className='text-white hover:text-[#61B3A0]' to="/contact">Contact</Link>
             <a href="#projects" className="hover:text-[#61B3A0]">Projects</a>
             <a href="#contributors" className="hover:text-[#61B3A0]">Contributors</a>
-            <a href="/contact" className="hover:text-[#61B3A0]">Contact</a>
           </div>
 
           <div className="flex space-x-4">
diff --git a/ml-nexus/src/components/Nav.jsx b/ml-nexus/src/components/Nav.jsx
index b05a9b0a..082432fc 100644
--- a/ml-nexus/src/components/Nav.jsx
+++ b/ml-nexus/src/components/Nav.jsx
@@ -13,13 +13,20 @@ function Nav() {
   return (
     <div className="w-full h-20 p-8 flex items-center justify-between border-b border-b-slate-100 bg-[#324655]">
       {/* Logo */}
-      <h1 className="text-xl font-bold tracking-tight text-white ml-4">ML Nexus</h1>
+      <div className="flex items-center ml-4">
+        <img
+          src="mlnexus.jpg"  // Replace this URL with your logo image URL or path
+          alt="ML Nexus Logo"
+          className="h-10 mr-2"  // Adjust size of logo here
+        />
+        <h1 className="text-xl font-bold tracking-tight text-white">ML Nexus</h1>
+      </div>
 
       {/* Desktop Navigation Links */}
       <div className="hidden md:flex gap-10">
-        <Link className='text-white hover:text-[#61B3A0]' to="/">Home</Link>
-        <Link className='text-white hover:text-[#61B3A0]' to="/about">About</Link>
-        <Link className='text-white hover:text-[#61B3A0]' to="/contact">Contact</Link>
+        <Link className="text-white hover:text-[#61B3A0]" to="/">Home</Link>
+        <Link className="text-white hover:text-[#61B3A0]" to="/about">About</Link>
+        <Link className="text-white hover:text-[#61B3A0]" to="/contact">Contact</Link>
       </div>
 
       {/* Hamburger Menu Button */}
@@ -33,9 +40,9 @@ function Nav() {
       {/* Mobile Menu - Shows when isOpen is true */}
       {isOpen && (
         <div className="absolute top-16 left-0 w-full bg-[#324655] border-t border-slate-100 flex flex-col items-center py-5 gap-4 md:hidden">
-          <Link className='text-white hover:text-[#61B3A0]' to="/" onClick={toggleMenu}>Home</Link>
-          <Link className='text-white hover:text-[#61B3A0]' to="/About" onClick={toggleMenu}>About</Link>
-          <Link className='text-white hover:text-[#61B3A0]' to="/Contact" onClick={toggleMenu}>Contact</Link>
+          <Link className="text-white hover:text-[#61B3A0]" to="/" onClick={toggleMenu}>Home</Link>
+          <Link className="text-white hover:text-[#61B3A0]" to="/about" onClick={toggleMenu}>About</Link>
+          <Link className="text-white hover:text-[#61B3A0]" to="/contact" onClick={toggleMenu}>Contact</Link>
         </div>
       )}
     </div>
diff --git a/ml-nexus/src/components/Statistics.jsx b/ml-nexus/src/components/Statistics.jsx
index cad88717..58e3bfcb 100644
--- a/ml-nexus/src/components/Statistics.jsx
+++ b/ml-nexus/src/components/Statistics.jsx
@@ -1,7 +1,7 @@
-import React, { useContext, useEffect } from 'react'
-import Stats from './Stats'
-import { FaRegWindowMaximize, FaStamp, FaStrava } from 'react-icons/fa'
-import { repoContext } from '../utils/Context'
+import React, { useContext } from 'react';
+import Stats from './Stats';
+import { FaRegWindowMaximize } from 'react-icons/fa';
+import { repoContext } from '../utils/Context';
 import { SiJupyter } from "react-icons/si";
 import { ImHtmlFive2 } from "react-icons/im";
 import { TbBrandPython } from "react-icons/tb";
@@ -15,10 +15,17 @@ import { TbBrandDocker } from "react-icons/tb";
 import { SlPuzzle } from "react-icons/sl";
 import Btn from './Btn';
 
-
-
 function Statistics() {
-  const { projects, info, langs } = useContext(repoContext)
+  const { projects, info, langs } = useContext(repoContext);
+  const totalBytes = langs.reduce((total, lang) => total + lang.value, 0);
+
+  // Find the most used language based on bytes
+  let mostUsedLanguage = { name: "", bytes: 0 };
+  langs.forEach(lang => {
+    if (lang.value > mostUsedLanguage.bytes) {
+      mostUsedLanguage = { name: lang.name, bytes: lang.value };
+    }
+  });
 
   const colors = [
     "#A78BFA",
@@ -29,109 +36,135 @@ function Statistics() {
     "#F472B6",
     "#60A5FA",
     "#D4A5A5",
+  ];
 
-
-  ]
   const showIcon = (name) => {
     switch (name) {
       case "Jupyter Notebook":
-       return <SiJupyter size="30px" />
-        break;
+        return <SiJupyter size="30px" />;
       case "HTML":
-       return <ImHtmlFive2 size="30px" />
+        return <ImHtmlFive2 size="30px" />;
       case "Python":
-       return <TbBrandPython size="30px" />
-        break;
+        return <TbBrandPython size="30px" />;
       case "JavaScript":
-       return <TbBrandJavascript size="30px" />
-        break;
-        case "R":
-         return <TbCircleLetterR size="30px" />
-        break;
-        case "CSS":
-         return <DiCss3 size="30px" />
-        break;
-        case "EJS":
-         return <IoLogoNodejs size="30px" />
-        break;
-        case "Shell":
-         return <VscTerminalPowershell size="30px" />
-        break;
-        case "TypeScript":
-         return <TbBrandTypescript size="30px" />
-        break;
-        case "Dockerfile":
-         return <TbBrandDocker size="30px" />
-        break;
-        case "Batchfile":
-         return <FaRegWindowMaximize size="30px" />
-        break;
-
-
-
+        return <TbBrandJavascript size="30px" />;
+      case "R":
+        return <TbCircleLetterR size="30px" />;
+      case "CSS":
+        return <DiCss3 size="30px" />;
+      case "EJS":
+        return <IoLogoNodejs size="30px" />;
+      case "Shell":
+        return <VscTerminalPowershell size="30px" />;
+      case "TypeScript":
+        return <TbBrandTypescript size="30px" />;
+      case "Dockerfile":
+        return <TbBrandDocker size="30px" />;
+      case "Batchfile":
+        return <FaRegWindowMaximize size="30px" />;
       default:
-        break;
+        return null;
     }
-  }
+  };
+
   return (
     <>
-      <div className="p-10 ">
-        <h1 className='text-4xl font-bold '>Repository Statistics</h1>
+      <div className="p-10">
+        <h1 className="text-4xl font-bold">Repository Statistics</h1>
         <div className="md:flex-row flex items-center flex-col gap-8 p-10">
           {info && info.map((data, i) => <Stats data={data} key={i} index={i} />)}
         </div>
+
         <div className="md:px-20 px-2 md:flex md:flex-row flex-col flex gap-4">
           <div className="md:basis-1/2 md:h-[60vh] h-[50vh] dark:bg-[#324655] md:w-1/2 px-6 rounded-lg py-4 stats overflow-y-auto">
-            <h1 className='text-2xl'>Languages</h1>
-            <div className="p-5">
-            {langs.length > 0 && langs.map((lang,i) => (
-        
-            <div key={i} className='flex relative items-center mt-7 gap-4'>
-              {showIcon(lang.name)}
-              
-              <h3 className='text-xl' key={i}>{lang.name}</h3>
-              </div>
-            ))}
+            <h1 className="text-2xl">Languages</h1>
+            <div className="p-8">
+              {langs.length > 0 &&
+                langs.map((lang, i) => {
+                  const percentage = ((lang.value / totalBytes) * 100).toFixed(2);
+                  return (
+                    <div key={i} className="flex items-center mt-7 gap-4">
+                      {showIcon(lang.name)}
+                      <h3 className="text-xl">{lang.name}</h3>
+
+                      {/* Progress Bar */}
+                      <div className="relative w-full mt-2">
+                        <div
+                          className="progress-bar-container"
+                          style={{
+                            backgroundColor: "#f0f0f0",
+                            borderRadius: '5px',
+                            height: '15px',
+                            position: 'relative',
+                          }}
+                        >
+                          <div
+                            className="progress-bar"
+                            style={{
+                              width: `${percentage}%`,
+                              backgroundColor: '#34D399',
+                              borderRadius: '5px',
+                              height: '100%',
+                              position: 'relative',
+                            }}
+                          />
+                        </div>
+
+                        {/* Percentage Text outside to the right */}
+                        <span
+                          className="absolute font-bold text-sm text-center text-black right-0 top-1/2 transform -translate-y-1/2 mr-2"
+                          style={{
+                            whiteSpace: 'nowrap', // Prevents text from wrapping
+                            textOverflow: 'ellipsis', // Adds ellipsis if text is too long
+                          }}
+                        >
+                          {percentage}%
+                        </span>
+                      </div>
+                    </div>
+                  );
+                })}
             </div>
           </div>
+
+          {/* Milestones Progress */}
           <div className="basis-1/2 h-[60vh] dark:bg-[#324655] md:w-1/2 px-6 rounded-lg py-4 overflow-hidden relative">
-            <h1 className='text-2xl'>Milestones progress</h1>
-            <div className="flex lg:flex-row flex-col  lg:items-start p-4 gap-5 overflow-y-scroll max-h-[50vh] stats stats relative">
-             <div className="sticky mx-auto top-0 left-0">
-             <div className
-             ="relative bg-black lg:w-64 lg:h-64 w-32 h-32 rounded-full ">
-                <div className="absolute inset-0 rounded-full bg-[conic-gradient(from_0deg,_#A78BFA_0%,_#A78BFA_10%,_#92C9D1_10%,_#92C9D1_20%,_#34D399_20%,_#34D399_25%,_#F87171_25%,_#F87171_40%,_#FBBF24_40%,_#FBBF24_50%,_#f472b6_50%,_#f472b6_70%,_#60A5FA_70%,_#60A5FA_90%,_#D4A5A5_90%,_#D4A5A5_100%)]">
+            <h1 className="text-2xl">Milestones progress</h1>
+            <div className="flex lg:flex-row flex-col lg:items-start p-4 gap-5 overflow-y-scroll max-h-[50vh] stats stats relative">
+              <div className="sticky mx-auto top-0 left-0">
+                <div className="relative bg-black lg:w-64 lg:h-64 w-32 h-32 rounded-full">
+                  <div className="absolute inset-0 rounded-full bg-[conic-gradient(from_0deg,_#A78BFA_0%,_#A78BFA_10%,_#92C9D1_10%,_#92C9D1_20%,_#34D399_20%,_#34D399_25%,_#F87171_25%,_#F87171_40%,_#FBBF24_40%,_#FBBF24_50%,_#f472b6_50%,_#f472b6_70%,_#60A5FA_70%,_#60A5FA_90%,_#D4A5A5_90%,_#D4A5A5_100%)]"></div>
                 </div>
               </div>
-             </div>
               <div className="flex flex-col text-md gap-6 h-full overflow-y-auto">
-                {projects.map((p, i) => (<div key={i} className="flex items-center gap-2">
-                  <div className={`rounded-full h-3 w-3 lg:h-6 lg:w-6`}
-                  style={{backgroundColor: i > 6 ? colors[7] : colors[i]}}
-                  ></div>
-                  <h4 className=' text-center'>{p.name}</h4>
-                </div>))}
-
+                {projects.map((p, i) => (
+                  <div key={i} className="flex items-center gap-2">
+                    <div
+                      className={`rounded-full h-3 w-3 lg:h-6 lg:w-6`}
+                      style={{ backgroundColor: i > 6 ? colors[7] : colors[i] }}
+                    ></div>
+                    <h4 className="text-center">{p.name}</h4>
+                  </div>
+                ))}
               </div>
             </div>
           </div>
-
         </div>
-       
-
-
 
-      </div>
-      <div className="flex mt-4">
-        <div className="mx-auto h-[30vh] dark:bg-[#3D5966] w-full px-6 flex items-center justify-center">
+        {/* Raise Issue */}
+        <div className="flex mt-4">
+          <div className="mx-auto h-[30vh] dark:bg-[#3D5966] w-full px-6 flex items-center justify-center">
             <div className="flex flex-col items-center gap-4">
-            <h1 className='text-2xl flex items-center gap-3' ><span> <SlPuzzle /></span> Have Something in Mind ? </h1>
-            <Btn value={{name: "Raise issue Now!", ref: "https://github.com/UppuluriKalyani/ML-Nexus/issues/new/choose"}}/>
+              <h1 className="text-2xl flex items-center gap-3">
+                <span> <SlPuzzle /></span> Have Something in Mind?
+              </h1>
+              <Btn value={{ name: "Raise issue Now!", ref: "https://github.com/UppuluriKalyani/ML-Nexus/issues/new/choose" }} />
             </div>
           </div>
         </div>
+      </div>
     </>
-  )
+  );
 }
 
-export default Statistics
\ No newline at end of file
+export default Statistics;
diff --git a/web scraping in python/quotes.toscrape.com/scrap.ipynb b/web scraping in python/quotes.toscrape.com/scrap.ipynb
index ee3b2b77..067dbf6b 100644
--- a/web scraping in python/quotes.toscrape.com/scrap.ipynb	
+++ b/web scraping in python/quotes.toscrape.com/scrap.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -18,47 +18,57 @@
     "from bs4 import BeautifulSoup\n",
     "import pandas as pd\n",
     "\n",
-    "def scrape_quotes():\n",
-    "    # URL of the site to scrape\n",
-    "    url = 'http://quotes.toscrape.com/'\n",
+    "def scrape_quotes(max_pages=10):  # max_pages parameter to limit the number of pages\n",
+    "    # Base URL of the site to scrape\n",
+    "    base_url = 'http://quotes.toscrape.com/page/'\n",
     "    \n",
-    "    # Send a GET request to fetch the webpage content\n",
-    "    response = requests.get(url)\n",
+    "    # Lists to hold quotes and authors\n",
+    "    quotes_list = []\n",
+    "    authors_list = []\n",
+    "    \n",
+    "    page = 1  # Start with the first page\n",
+    "    while page <= max_pages:  # Limit the loop to max_pages\n",
+    "        # Send a GET request to fetch the webpage content of the current page\n",
+    "        url = f'{base_url}{page}/'\n",
+    "        response = requests.get(url)\n",
     "\n",
-    "    # Check if the request was successful\n",
-    "    if response.status_code == 200:\n",
-    "        # Parse the webpage content\n",
-    "        soup = BeautifulSoup(response.text, 'html.parser')\n",
+    "        # Check if the request was successful\n",
+    "        if response.status_code == 200:\n",
+    "            # Parse the webpage content\n",
+    "            soup = BeautifulSoup(response.text, 'html.parser')\n",
     "\n",
-    "        # Find all quote elements\n",
-    "        quotes = soup.find_all('div', class_='quote')\n",
+    "            # Find all quote elements on the current page\n",
+    "            quotes = soup.find_all('div', class_='quote')\n",
     "\n",
-    "        # Lists to hold quotes and authors\n",
-    "        quotes_list = []\n",
-    "        authors_list = []\n",
+    "            # If no quotes are found, break the loop (end of pages)\n",
+    "            if not quotes:\n",
+    "                break\n",
     "\n",
-    "        # Loop through the quotes and store the text and author\n",
-    "        for quote in quotes:\n",
-    "            text = quote.find('span', class_='text').text\n",
-    "            author = quote.find('small', class_='author').text\n",
-    "            quotes_list.append(text)\n",
-    "            authors_list.append(author)\n",
+    "            # Loop through the quotes and store the text and author\n",
+    "            for quote in quotes:\n",
+    "                text = quote.find('span', class_='text').text\n",
+    "                author = quote.find('small', class_='author').text\n",
+    "                quotes_list.append(text)\n",
+    "                authors_list.append(author)\n",
     "\n",
-    "        # Create a DataFrame\n",
-    "        quotes_df = pd.DataFrame({\n",
-    "            'Quote': quotes_list,\n",
-    "            'Author': authors_list\n",
-    "        })\n",
+    "            # Move to the next page\n",
+    "            page += 1\n",
+    "        else:\n",
+    "            print(f'Failed to retrieve webpage. Status code: {response.status_code}')\n",
+    "            break\n",
     "\n",
-    "        # Write the DataFrame to an Excel file\n",
-    "        quotes_df.to_excel('quotes.xlsx', index=False)\n",
-    "        print(\"Quotes have been written to quotes.xlsx\")\n",
+    "    # Create a DataFrame\n",
+    "    quotes_df = pd.DataFrame({\n",
+    "        'Quote': quotes_list,\n",
+    "        'Author': authors_list\n",
+    "    })\n",
     "\n",
-    "    else:\n",
-    "        print(f'Failed to retrieve webpage. Status code: {response.status_code}')\n",
+    "    # Write the DataFrame to an Excel file\n",
+    "    quotes_df.to_excel('quotes.xlsx', index=False)\n",
+    "    print(\"Quotes have been written to quotes.xlsx\")\n",
     "\n",
-    "# Run the scraper\n",
-    "scrape_quotes()"
+    "# Run the scraper with page limit\n",
+    "scrape_quotes(max_pages=10)"
    ]
   }
  ],